[
  {
    "path": "README.md",
    "content": "<div align=\"center\" markdown=\"1\">\n<img src=\"docs/dijitalgencyze-icon.jpg\" />\n\n**<center><h1> Dijital Genç Yapay Zekâ Ekosistemi </h1></center>**\n\nCumhurbaşkanlığı Dijital Dönüşüm Ofisi Dijital Genç Yapay Zekâ Ekosistemi, üniversitelerdeki yapay zekâ ile ilgili öğrenci kulüplerinin tek bir çatı altında toplayarak bu alanlardaki potansiyel nitelikli iş gücünün uygulamaya dayalı eğitimler, yarışmalar ve eğitim sonrası kariyer ödülleri ile desteklenmesi hedefiyle kurulmuştur. İlgili kulüplere dahil olan yapay zekâ ile ilgilenen on binlerce öğrencimizin eğitim hayatı kamu-akademi iş birliğiyle desteklenerek, mezuniyet sonrası süreçte kaliteli bir kariyer yolu çizilmesi konusunda imkân sağlanacaktır.\n\nDijital Genç Yapay Zekâ Ekosistemi kapsamında düzenlenecek etkinlikleri ve güncel duyuruları aşağıdaki kanallardan takip edebilirsiniz:\n\n* **Telegram:** https://t.me/dijitalgencyz.\n\n* **Whatsapp:** https://whatsapp.com/channel/0029VaccbAfA2pL69lRYSM27\n\n* **bip:** https://channels.bip.ai/join/dijitalgencyz\n\nDijital Genç Yapay Zekâ Ekosistemine dair sıkça sorulan sorulara [buradan](https://cbddo.gov.tr/sss/dijital-genc/) ulaşabilirsiniz.\n\nSoru, görüş ve önerileriniz için Başkanlığımızla dijitalgenc@cbddo.gov.tr adresi üzerinden iletişime geçebilirsiniz.\n\n</div>\n\n## **[DDYM Yapay Zeka Egitimleri](https://github.com/cbddobvyz/dijital-genc-yze/tree/main/DDYM_Yapay_Zeka_Egitimi_2024)**\n\n## **Aylık Webinarlar**\n\n* Webinar I - **Veri Operasyonları**\n* Webinar II - **[Veri Ön İşleme](https://github.com/cbddobvyz/dijital-genc-yze/tree/main/Webinar/Webinar-II-VeriOnisleme)**\n* Webinar III - **[Sağlıkta YZ Uygulamaları | Mamografi Görüntülerinden Kitle Tespiti-I](https://github.com/cbddobvyz/digitaleye-mammography)**\n* Webinar IV - **[Sağlıkta YZ Uygulamaları | Mamografi Görüntülerinden Kitle Tespiti-II](https://github.com/cbddobvyz/dijital-genc-yze/tree/main/Webinar/Webinar-IV-Sa%C4%9Fl%C4%B1kta%20YZ%20Uygulamalar%C4%B1%20%7C%20Mamografi%20G%C3%B6r%C3%BCnt%C3%BClerinden%20Kitle%20Tespiti-II)**\n* Webinar V - **[Ozellik Muhendisligi](https://github.com/cbddobvyz/dijital-genc-yze/tree/main/Webinar/Webinar-V-Ozellik%20Muhendisligi)**\n* Webinar VII - **[YOLO ile Mamografi Görüntülerinden Kitle Tespit Uygulaması](https://github.com/cbddobvyz/dijital-genc-yze/tree/main/Webinar/Webinar-VII-YOLO%20ile%20Mamografi%20G%C3%B6r%C3%BCnt%C3%BClerinden%20Kitle%20Tespit%20Uygulamas%C4%B1)**\n## **Tematik Eğitimler**  \n\n#### **[Makine Öğrenmesi (Temmuz 2024)](https://github.com/cbddobvyz/dijital-genc-yze/tree/main/Tematik_Egitimler/Makine_Ogrenmesi_Temmuz_2024)**\n\n- **[Regresyon](https://github.com/cbddobvyz/dijital-genc-yze/tree/main/Tematik_Egitimler/Makine_Ogrenmesi_Temmuz_2024/Regresyon)**\n\n#### **[Derin Öğrenme ile Görüntü İşleme (Temmuz 2024)](https://github.com/cbddobvyz/dijital-genc-yze/tree/main/Tematik_Egitimler/Derin_Ogrenme_ile_Goruntu_Isleme_Temmuz_2024)**\n\n- **[Görüntü İşleme, Yapay Sinir Ağları, Derin Öğrenme - Giriş-Sınıflandırma](https://github.com/cbddobvyz/dijital-genc-yze/tree/main/Tematik_Egitimler/Derin_Ogrenme_ile_Goruntu_Isleme_Temmuz_2024/Goruntu_Isleme_Yapay_Sinir_Aglari_Derin_Ogrenme_Giris)**\n- **[Görüntü İşleme, Yapay Sinir Ağları, Derin Öğrenme - Nesne Tespiti](https://github.com/cbddobvyz/dijital-genc-yze/tree/main/Tematik_Egitimler/Derin_Ogrenme_ile_Goruntu_Isleme_Temmuz_2024/Nesne_Tespiti)**\n- **[Görüntü İşleme, Yapay Sinir Ağları, Derin Öğrenme - Uygulamalar](https://github.com/cbddobvyz/dijital-genc-yze/tree/main/Tematik_Egitimler/Derin_Ogrenme_ile_Goruntu_Isleme_Temmuz_2024/Uygulamalar)**\n\n#### **[Makine Öğrenmesi (Mayıs 2024)](https://github.com/cbddobvyz/dijital-genc-yze/tree/main/Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024)**\n\n- **[Kumeleme - Regresyon](https://github.com/cbddobvyz/dijital-genc-yze/tree/main/Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Kumeleme_Regresyon)**\n\n- **[Sınıflandırma](https://github.com/cbddobvyz/dijital-genc-yze/tree/main/Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Siniflandirma)**\n\n- **[Uygulama - 1](https://github.com/cbddobvyz/dijital-genc-yze/tree/main/Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Uygulama_1)**\n\n- **[Uygulama - 2](https://github.com/cbddobvyz/dijital-genc-yze/tree/main/Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Uygulama_2)**\n"
  },
  {
    "path": "Tematik_Egitimler/Derin_Ogrenme_ile_Goruntu_Isleme_Temmuz_2024/Goruntu_Isleme_Yapay_Sinir_Aglari_Derin_Ogrenme_Giris/CNN_Giris.ipynb",
    "content": "{\n  \"cells\": [\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"KwJgZF8xSsOR\"\n      },\n      \"source\": [\n        \"# Yapay sinir ağları CIFAR veri seti ile Uygulama\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"sEBSGXoES110\"\n      },\n      \"source\": [\n        \"## Gerekli kütüphanelerin yüklenmesi\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Kütüphaneler ve Fonksiyonlar\\n\",\n        \"\\n\",\n        \"1. **tensorflow (`import tensorflow as tf`)**:\\n\",\n        \"   - TensorFlow, Google tarafından geliştirilen açık kaynaklı bir makine öğrenimi kütüphanesidir.\\n\",\n        \"   - Derin öğrenme modelleri oluşturmak, eğitmek ve değerlendirmek için kullanılır.\\n\",\n        \"   - Keras API'sini içerir ve model oluşturma, katmanlar, optimizasyon ve metrikler gibi yüksek seviye API sağlar.\\n\",\n        \"\\n\",\n        \"2. **tensorflow.keras.datasets (`from tensorflow.keras.datasets import cifar10`)**:\\n\",\n        \"   - Keras içinde bulunan `datasets` modülü, önceden yüklü popüler veri setlerine erişim sağlar.\\n\",\n        \"   - `cifar10` modülü, CIFAR-10 veri setini yüklemek için kullanılır. CIFAR-10, 10 farklı sınıfa ait 60,000 renkli görüntüden oluşan bir veri setidir.\\n\",\n        \"\\n\",\n        \"3. **tensorflow.keras.models (`from tensorflow.keras.models import Sequential`)**:\\n\",\n        \"   - Keras içinde bulunan `models` modülü, sinir ağı modellerini oluşturmak için kullanılır.\\n\",\n        \"   - `Sequential` sınıfı, katmanları sıralı bir şekilde birleştirilmiş bir model oluşturur.\\n\",\n        \"\\n\",\n        \"4. **tensorflow.keras.layers (`from tensorflow.keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, Dropout`)**:\\n\",\n        \"   - `layers` modülü, farklı tipteki katmanları içerir ve bu katmanları model oluştururken kullanabiliriz.\\n\",\n        \"   - `Conv2D`, `MaxPooling2D`, `Flatten`, `Dense` ve `Dropout` gibi sık kullanılan katmanlar bu modülde bulunur.\\n\",\n        \"   - Örneğin, Conv2D katmanı 2 boyutlu evrişim katmanı, Dense katmanı tam bağlı (fully connected) katman ve MaxPooling2D katmanı evrişim sonrası azaltma katmanıdır.\\n\",\n        \"\\n\",\n        \"5. **tensorflow.keras.utils (`from tensorflow.keras.utils import to_categorical`)**:\\n\",\n        \"   - `utils` modülü, yardımcı işlevleri içerir.\\n\",\n        \"   - `to_categorical` işlevi, etiketleri one-hot encode yapmak için kullanılır. Yani, çok sınıflı sınıflandırma problemlerinde etiketleri (örneğin, 0'dan 9'a kadar olan sınıflar) binary (1 ve 0'lar) vektörlerine dönüştürür.\\n\",\n        \"\\n\",\n        \"6. **matplotlib.pyplot (`import matplotlib.pyplot as plt`)**:\\n\",\n        \"   - `matplotlib.pyplot` modülü, verileri görselleştirmek için kullanılır.\\n\",\n        \"   - Grafikler, histogramlar, görüntüler ve diğer görsel temsiller oluşturmak için yaygın olarak kullanılır.\\n\",\n        \"   - Örneğin, model eğitimini görselleştirmek veya veri seti üzerinde örnek görüntüleri göstermek için kullanılabilir.\\n\",\n        \"\\n\",\n        \"7. **numpy (`import numpy as np`)**:\\n\",\n        \"   - `numpy` kütüphanesi, Python'da bilimsel hesaplama için temel bir pakettir.\\n\",\n        \"   - Diziler, matrisler ve diğer çok boyutlu veri yapıları üzerinde hızlı matematiksel işlemler yapmak için kullanılır.\\n\",\n        \"   - Örneğin, veri manipülasyonu, dizi işlemleri ve model eğitimi sırasında veri işleme için sıklıkla kullanılır.\"\n      ],\n      \"metadata\": {\n        \"id\": \"Tb_fTAfqdzQ9\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"id\": \"c5mEI9fxSokv\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"!pip install tensorflow matplotlib\\n\",\n        \"\\n\",\n        \"import tensorflow as tf\\n\",\n        \"from tensorflow.keras.datasets import cifar10\\n\",\n        \"from tensorflow.keras.models import Sequential\\n\",\n        \"from tensorflow.keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, Dropout\\n\",\n        \"from tensorflow.keras.utils import to_categorical\\n\",\n        \"import matplotlib.pyplot as plt\\n\",\n        \"import numpy as np\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"C0nRkHkOS9wR\"\n      },\n      \"source\": [\n        \"## Veri Seti\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"Cq7BjoyYTEOf\"\n      },\n      \"source\": [\n        \"### Veri seti yükleme\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 2,\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"LpW7ZqUNTGk1\",\n        \"outputId\": \"219e1424-5671-4238-cacd-41f3b3013b06\"\n      },\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Downloading data from https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz\\n\",\n            \"170498071/170498071 [==============================] - 4s 0us/step\\n\"\n          ]\n        }\n      ],\n      \"source\": [\n        \"(x_train, y_train), (x_test, y_test) = cifar10.load_data()\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Rastgele bir görüntü seçin\\n\",\n        \"random_index = np.random.randint(0, len(x_train))\\n\",\n        \"random_image = x_train[random_index]\\n\",\n        \"random_label = y_train[random_index][0]\"\n      ],\n      \"metadata\": {\n        \"id\": \"3uJH0KhlOh8K\"\n      },\n      \"execution_count\": 3,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Görüntüyü gösterin\\n\",\n        \"plt.imshow(random_image)\\n\",\n        \"plt.axis('off')\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 406\n        },\n        \"id\": \"dZtj-w8JR4qk\",\n        \"outputId\": \"24e2890a-349c-4be4-a04e-a6eb9aba589a\"\n      },\n      \"execution_count\": 4,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": \"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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"random_image\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 73\n        },\n        \"id\": \"Uzj8a_5lT-ua\",\n        \"outputId\": \"48972e1c-5588-47c6-97e0-d1983e03c581\"\n      },\n      \"execution_count\": 5,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"array([[[157, 136, 108],\\n\",\n              \"        [152, 130, 106],\\n\",\n              \"        [139, 116,  94],\\n\",\n              \"        ...,\\n\",\n              \"        [151, 133, 114],\\n\",\n              \"        [144, 128, 109],\\n\",\n              \"        [137, 124, 107]],\\n\",\n              \"\\n\",\n              \"       [[156, 135, 107],\\n\",\n              \"        [152, 131, 106],\\n\",\n              \"        [139, 117,  95],\\n\",\n              \"        ...,\\n\",\n              \"        [155, 138, 118],\\n\",\n              \"        [151, 135, 117],\\n\",\n              \"        [142, 129, 112]],\\n\",\n              \"\\n\",\n              \"       [[156, 135, 107],\\n\",\n              \"        [153, 131, 106],\\n\",\n              \"        [140, 118,  96],\\n\",\n              \"        ...,\\n\",\n              \"        [153, 136, 116],\\n\",\n              \"        [148, 132, 114],\\n\",\n              \"        [150, 137, 120]],\\n\",\n              \"\\n\",\n              \"       ...,\\n\",\n              \"\\n\",\n              \"       [[ 84,  70,  60],\\n\",\n              \"        [ 74,  60,  51],\\n\",\n              \"        [100,  86,  77],\\n\",\n              \"        ...,\\n\",\n              \"        [ 94,  80,  67],\\n\",\n              \"        [100,  86,  72],\\n\",\n              \"        [101,  87,  74]],\\n\",\n              \"\\n\",\n              \"       [[ 89,  75,  66],\\n\",\n              \"        [ 86,  72,  63],\\n\",\n              \"        [ 93,  79,  70],\\n\",\n              \"        ...,\\n\",\n              \"        [ 96,  82,  69],\\n\",\n              \"        [104,  90,  77],\\n\",\n              \"        [109,  95,  82]],\\n\",\n              \"\\n\",\n              \"       [[ 86,  72,  63],\\n\",\n              \"        [ 91,  77,  68],\\n\",\n              \"        [ 96,  82,  73],\\n\",\n              \"        ...,\\n\",\n              \"        [ 96,  82,  69],\\n\",\n              \"        [ 91,  77,  64],\\n\",\n              \"        [ 99,  85,  72]]], dtype=uint8)\"\n            ],\n            \"text/html\": [\n              \"<style>\\n\",\n              \"      .ndarray_repr .ndarray_raw_data {\\n\",\n              \"        display: none;\\n\",\n              \"      }\\n\",\n              \"      .ndarray_repr.show_array .ndarray_raw_data {\\n\",\n              \"        display: block;\\n\",\n              \"      }\\n\",\n              \"      .ndarray_repr.show_array .ndarray_image_preview {\\n\",\n              \"        display: none;\\n\",\n              \"      }\\n\",\n              \"      </style>\\n\",\n              \"      <div id=\\\"id-16ea77e5-720f-4aaf-bd44-da3b11ed9a51\\\" class=\\\"ndarray_repr\\\"><pre>ndarray (32, 32, 3) <button style=\\\"padding: 0 2px;\\\">show data</button></pre><img src=\\\"data:image/png;base64,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\\\" class=\\\"ndarray_image_preview\\\" /><pre class=\\\"ndarray_raw_data\\\">array([[[157, 136, 108],\\n\",\n              \"        [152, 130, 106],\\n\",\n              \"        [139, 116,  94],\\n\",\n              \"        ...,\\n\",\n              \"        [151, 133, 114],\\n\",\n              \"        [144, 128, 109],\\n\",\n              \"        [137, 124, 107]],\\n\",\n              \"\\n\",\n              \"       [[156, 135, 107],\\n\",\n              \"        [152, 131, 106],\\n\",\n              \"        [139, 117,  95],\\n\",\n              \"        ...,\\n\",\n              \"        [155, 138, 118],\\n\",\n              \"        [151, 135, 117],\\n\",\n              \"        [142, 129, 112]],\\n\",\n              \"\\n\",\n              \"       [[156, 135, 107],\\n\",\n              \"        [153, 131, 106],\\n\",\n              \"        [140, 118,  96],\\n\",\n              \"        ...,\\n\",\n              \"        [153, 136, 116],\\n\",\n              \"        [148, 132, 114],\\n\",\n              \"        [150, 137, 120]],\\n\",\n              \"\\n\",\n              \"       ...,\\n\",\n              \"\\n\",\n              \"       [[ 84,  70,  60],\\n\",\n              \"        [ 74,  60,  51],\\n\",\n              \"        [100,  86,  77],\\n\",\n              \"        ...,\\n\",\n              \"        [ 94,  80,  67],\\n\",\n              \"        [100,  86,  72],\\n\",\n              \"        [101,  87,  74]],\\n\",\n              \"\\n\",\n              \"       [[ 89,  75,  66],\\n\",\n              \"        [ 86,  72,  63],\\n\",\n              \"        [ 93,  79,  70],\\n\",\n              \"        ...,\\n\",\n              \"        [ 96,  82,  69],\\n\",\n              \"        [104,  90,  77],\\n\",\n              \"        [109,  95,  82]],\\n\",\n              \"\\n\",\n              \"       [[ 86,  72,  63],\\n\",\n              \"        [ 91,  77,  68],\\n\",\n              \"        [ 96,  82,  73],\\n\",\n              \"        ...,\\n\",\n              \"        [ 96,  82,  69],\\n\",\n              \"        [ 91,  77,  64],\\n\",\n              \"        [ 99,  85,  72]]], dtype=uint8)</pre></div><script>\\n\",\n              \"      (() => {\\n\",\n              \"      const titles = ['show data', 'hide data'];\\n\",\n              \"      let index = 0\\n\",\n              \"      document.querySelector('#id-16ea77e5-720f-4aaf-bd44-da3b11ed9a51 button').onclick = (e) => {\\n\",\n              \"        document.querySelector('#id-16ea77e5-720f-4aaf-bd44-da3b11ed9a51').classList.toggle('show_array');\\n\",\n              \"        index = (++index) % 2;\\n\",\n              \"        document.querySelector('#id-16ea77e5-720f-4aaf-bd44-da3b11ed9a51 button').textContent = titles[index];\\n\",\n              \"        e.preventDefault();\\n\",\n              \"        e.stopPropagation();\\n\",\n              \"      }\\n\",\n              \"      })();\\n\",\n              \"    </script>\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 5\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"random_image.shape\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"22e31BSKUDBd\",\n        \"outputId\": \"a2e3a9f5-3542-45fa-d97a-36f59246c014\"\n      },\n      \"execution_count\": 6,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"(32, 32, 3)\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 6\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"imbaWV6HUZVZ\"\n      },\n      \"source\": [\n        \"### Veri Seti görselleştirme\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"CIFAR-10, görüntü tanıma ve sınıflandırma alanında yaygın olarak kullanılan bir veri setidir.\\n\",\n        \"10 farklı sınıfa ait küçük renkli görüntülerden oluşur ve makine öğrenimi algoritmalarını eğitmek ve değerlendirmek için sıklıkla kullanılır.\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"**Görüntü Sayısı:**\\n\",\n        \"\\n\",\n        \"Eğitim Verisi: 50,000 görüntü\\n\",\n        \"Test Verisi: 10,000 görüntü\\n\",\n        \"Görüntü Boyutu: Her görüntü 32x32 piksel boyutunda ve renkli (RGB).\\n\",\n        \"\\n\",\n        \"**Sınıflar:**\\n\",\n        \"Veri seti, her biri 6,000 görüntüden oluşan 10 sınıfa sahiptir. Sınıflar şunlardır:\\n\",\n        \"\\n\",\n        \"* Uçak (airplane)\\n\",\n        \"\\n\",\n        \"* Otomobil (automobile)\\n\",\n        \"\\n\",\n        \"* Kuş (bird)\\n\",\n        \"\\n\",\n        \"* Kedi (cat)\\n\",\n        \"\\n\",\n        \"* Geyik (deer)\\n\",\n        \"\\n\",\n        \"* Köpek (dog)\\n\",\n        \"\\n\",\n        \"* Kurbağa (frog)\\n\",\n        \"\\n\",\n        \"* At (horse)\\n\",\n        \"\\n\",\n        \"* Gemi (ship)\\n\",\n        \"\\n\",\n        \"* Kamyon (truck)\\n\",\n        \"\\n\",\n        \"**Veri Setinin Yapısı:**\\n\",\n        \"\\n\",\n        \"Her sınıf için 5,000 eğitim görüntüsü ve 1,000 test görüntüsü bulunur.\"\n      ],\n      \"metadata\": {\n        \"id\": \"J1sOoYF1wVOB\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 7,\n      \"metadata\": {\n        \"id\": \"vR-DUPkgUeCw\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"# CIFAR-10 sınıf adları\\n\",\n        \"class_names = ['airplane', 'automobile', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Eğitim veri setinden rastgele 16 görüntü seçin\\n\",\n        \"num_samples = 16\\n\",\n        \"random_indices = np.random.choice(x_train.shape[0], num_samples, replace=False)\\n\",\n        \"sample_images = x_train[random_indices]\\n\",\n        \"sample_labels = y_train[random_indices]\"\n      ],\n      \"metadata\": {\n        \"id\": \"-W3qI2Gc63if\"\n      },\n      \"execution_count\": 8,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"plt.figure(figsize=(10, 10))\\n\",\n        \"for i in range(num_samples):\\n\",\n        \"    plt.subplot(4, 4, i + 1)\\n\",\n        \"    plt.imshow(sample_images[i])\\n\",\n        \"    plt.title(class_names[int(sample_labels[i][0])])\\n\",\n        \"    plt.axis('off')\\n\",\n        \"plt.tight_layout()\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 1000\n        },\n        \"id\": \"FcdPtTEF68Cr\",\n        \"outputId\": \"5ccf3dd5-bb29-4d5c-8601-63a59d2739fe\"\n      },\n      \"execution_count\": 9,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1000x1000 with 16 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"#Normalizasyon\\n\",\n        \"x_train = x_train/255\\n\",\n        \"x_test = x_test/255\"\n      ],\n      \"metadata\": {\n        \"id\": \"qcUGXq5pQyGA\"\n      },\n      \"execution_count\": 10,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"num_samples = 16\\n\",\n        \"random_indices = np.random.choice(x_train.shape[0], num_samples, replace=False)\\n\",\n        \"sample_images = x_train[random_indices]\\n\",\n        \"sample_labels = y_train[random_indices]\"\n      ],\n      \"metadata\": {\n        \"id\": \"twCKp_2aQ5Qq\"\n      },\n      \"execution_count\": 11,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"plt.figure(figsize=(10, 10))\\n\",\n        \"for i in range(num_samples):\\n\",\n        \"    plt.subplot(4, 4, i + 1)\\n\",\n        \"    plt.imshow(sample_images[i])\\n\",\n        \"    plt.title(class_names[int(sample_labels[i][0])])\\n\",\n        \"    plt.axis('off')\\n\",\n        \"plt.tight_layout()\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 1000\n        },\n        \"id\": \"--CbUsSqQ_hZ\",\n        \"outputId\": \"0809b597-4a51-45a6-a7fb-38c330921d17\"\n      },\n      \"execution_count\": 12,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1000x1000 with 16 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"#Sınıf isimlerini değiştirme\\n\",\n        \"class_names = [\\\"Uçak\\\", \\\"Otomobil\\\", \\\"Kuş\\\", \\\"Kedi\\\", \\\"Geyik\\\", \\\"Köpek\\\", \\\"Kurbağa\\\", \\\"At\\\", \\\"Gemi\\\", \\\"Kamyon\\\"]\"\n      ],\n      \"metadata\": {\n        \"id\": \"sI5zuefURqoO\"\n      },\n      \"execution_count\": 13,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"plt.figure(figsize=(10, 10))\\n\",\n        \"for i in range(num_samples):\\n\",\n        \"    plt.subplot(4, 4, i + 1)\\n\",\n        \"    plt.imshow(sample_images[i])\\n\",\n        \"    plt.title(class_names[int(sample_labels[i][0])])\\n\",\n        \"    plt.axis('off')\\n\",\n        \"plt.tight_layout()\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 1000\n        },\n        \"id\": \"deX6p6yiRxMJ\",\n        \"outputId\": \"afdb64e1-bda5-4ad2-d87c-59edbc43f415\"\n      },\n      \"execution_count\": 14,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1000x1000 with 16 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"#çıkış katmanını 10 sınıf olduğunu belirtme\\n\",\n        \"y_train = to_categorical(y_train, 10)\\n\",\n        \"y_test = to_categorical(y_test, 10)\"\n      ],\n      \"metadata\": {\n        \"id\": \"0h004tiZTif5\"\n      },\n      \"execution_count\": 15,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"asDnU6j-TdfA\"\n      },\n      \"source\": [\n        \"## Model Oluşturma\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"Bu satırda kullanılan `Conv2D` katmanının parametrelerini detaylı olarak açıklayalım:\\n\",\n        \"\\n\",\n        \"```python\\n\",\n        \"model.add(Conv2D(32, (3, 3), activation='relu', input_shape=(32, 32, 3)))\\n\",\n        \"```\\n\",\n        \"\\n\",\n        \"- **Conv2D**: Evrişim katmanı, 2 boyutlu bir evrişim işlemi uygular. Giriş verisi, genellikle bir görüntü veya 2D matris olur.\\n\",\n        \"\\n\",\n        \"- **32**: İlk parametre, katmandaki filtrelerin (kernel) sayısını belirtir. Bu durumda 32 filtre kullanılacak.\\n\",\n        \"\\n\",\n        \"- **(3, 3)**: İkinci parametre, filtrelerin boyutunu belirtir. Her filtre 3x3 boyutunda olacak.\\n\",\n        \"\\n\",\n        \"- **activation='relu'**: Aktivasyon fonksiyonu olarak ReLU (Rectified Linear Unit) kullanılacak. Bu fonksiyon, negatif girişler için 0 çıktısı üretirken, pozitif girişler için doğrudan girişi geçirir.\\n\",\n        \"\\n\",\n        \"- **input_shape=(32, 32, 3)**: Giriş verisinin şeklini belirtir. Bu durumda, 32x32 piksel boyutunda ve 3 kanala (RGB) sahip bir giriş bekleniyor.\"\n      ],\n      \"metadata\": {\n        \"id\": \"pR7OTKdWdodp\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"model = Sequential()\\n\",\n        \"# 1. Evrişim katmanı\\n\",\n        \"model.add(Conv2D(32, (3, 3), activation='relu', input_shape=(32, 32, 3)))\\n\",\n        \"model.add(MaxPooling2D((2, 2)))\\n\",\n        \"# 2. Evrişim katmanı\\n\",\n        \"model.add(Conv2D(64, (3, 3), activation='relu'))\\n\",\n        \"model.add(MaxPooling2D((2, 2)))\\n\",\n        \"# Tam bağlantılı katmanlar\\n\",\n        \"model.add(Flatten())\\n\",\n        \"model.add(Dense(64, activation='relu'))\\n\",\n        \"model.add(Dense(10, activation='relu'))  # 10 sınıf olduğundan 10 nöronlu çıkış katmanı\"\n      ],\n      \"metadata\": {\n        \"id\": \"PfRhplykSHHX\"\n      },\n      \"execution_count\": 16,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"Lh7qdixOTrpj\"\n      },\n      \"source\": [\n        \"## Derleme\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 17,\n      \"metadata\": {\n        \"id\": \"GXEXxlPeTt9y\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"# Modeli derleyin\\n\",\n        \"model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"JUCz86bWTwXc\"\n      },\n      \"source\": [\n        \"## Eğitim\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 18,\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"6B96wSULTx2q\",\n        \"outputId\": \"9e94ee32-2cd5-451f-f1b0-b2c53b0524ae\"\n      },\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/10\\n\",\n            \"782/782 [==============================] - 17s 9ms/step - loss: 2.9401 - accuracy: 0.2420 - val_loss: 3.5895 - val_accuracy: 0.1000\\n\",\n            \"Epoch 2/10\\n\",\n            \"782/782 [==============================] - 4s 6ms/step - loss: 2.4467 - accuracy: 0.2136 - val_loss: 1.9952 - val_accuracy: 0.2863\\n\",\n            \"Epoch 3/10\\n\",\n            \"782/782 [==============================] - 5s 6ms/step - loss: 2.1546 - accuracy: 0.2112 - val_loss: 2.0986 - val_accuracy: 0.2559\\n\",\n            \"Epoch 4/10\\n\",\n            \"782/782 [==============================] - 5s 6ms/step - loss: 2.1052 - accuracy: 0.2251 - val_loss: 1.9967 - val_accuracy: 0.3052\\n\",\n            \"Epoch 5/10\\n\",\n            \"782/782 [==============================] - 4s 6ms/step - loss: 1.9518 - accuracy: 0.3058 - val_loss: 1.8363 - val_accuracy: 0.3519\\n\",\n            \"Epoch 6/10\\n\",\n            \"782/782 [==============================] - 4s 5ms/step - loss: 1.8722 - accuracy: 0.3235 - val_loss: 1.8573 - val_accuracy: 0.3478\\n\",\n            \"Epoch 7/10\\n\",\n            \"782/782 [==============================] - 4s 5ms/step - loss: 2.3512 - accuracy: 0.2956 - val_loss: 3.5779 - val_accuracy: 0.1298\\n\",\n            \"Epoch 8/10\\n\",\n            \"782/782 [==============================] - 4s 5ms/step - loss: 1.9273 - accuracy: 0.3059 - val_loss: 1.7585 - val_accuracy: 0.3852\\n\",\n            \"Epoch 9/10\\n\",\n            \"782/782 [==============================] - 4s 5ms/step - loss: 2.8912 - accuracy: 0.2139 - val_loss: 2.0069 - val_accuracy: 0.2471\\n\",\n            \"Epoch 10/10\\n\",\n            \"782/782 [==============================] - 4s 5ms/step - loss: 2.0872 - accuracy: 0.2303 - val_loss: 2.0962 - val_accuracy: 0.2033\\n\"\n          ]\n        }\n      ],\n      \"source\": [\n        \"history = model.fit(x_train, y_train, epochs=10, batch_size=64,\\n\",\n        \"                    validation_data=(x_test, y_test))\\n\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"skJBF1cDT1i4\"\n      },\n      \"source\": [\n        \"## Değerlendirme\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"model.summary()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"L0fht6KgUN3J\",\n        \"outputId\": \"b27a6d0f-74b9-41c0-94f0-6c5a8755c9fd\"\n      },\n      \"execution_count\": 19,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Model: \\\"sequential\\\"\\n\",\n            \"_________________________________________________________________\\n\",\n            \" Layer (type)                Output Shape              Param #   \\n\",\n            \"=================================================================\\n\",\n            \" conv2d (Conv2D)             (None, 30, 30, 32)        896       \\n\",\n            \"                                                                 \\n\",\n            \" max_pooling2d (MaxPooling2  (None, 15, 15, 32)        0         \\n\",\n            \" D)                                                              \\n\",\n            \"                                                                 \\n\",\n            \" conv2d_1 (Conv2D)           (None, 13, 13, 64)        18496     \\n\",\n            \"                                                                 \\n\",\n            \" max_pooling2d_1 (MaxPoolin  (None, 6, 6, 64)          0         \\n\",\n            \" g2D)                                                            \\n\",\n            \"                                                                 \\n\",\n            \" flatten (Flatten)           (None, 2304)              0         \\n\",\n            \"                                                                 \\n\",\n            \" dense (Dense)               (None, 64)                147520    \\n\",\n            \"                                                                 \\n\",\n            \" dense_1 (Dense)             (None, 10)                650       \\n\",\n            \"                                                                 \\n\",\n            \"=================================================================\\n\",\n            \"Total params: 167562 (654.54 KB)\\n\",\n            \"Trainable params: 167562 (654.54 KB)\\n\",\n            \"Non-trainable params: 0 (0.00 Byte)\\n\",\n            \"_________________________________________________________________\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"896 sayısı, ilk evrişimli katmanın (Conv2D) toplam parametre sayısını ifade eder.\\n\",\n        \"Bu sayıyı hesaplamak için;\\n\",\n        \"* filtre (kernel) sayısı,\\n\",\n        \"* filtre boyutu,\\n\",\n        \"* giriş kanal sayısı\\n\",\n        \"* bias terimleri dikkate alınır.\\n\",\n        \"\\n\",\n        \"**Parametre Sayısı Hesaplama**\\n\",\n        \"\\n\",\n        \"*İlk Conv2D katmanı için:*\\n\",\n        \"\\n\",\n        \"Filtre (kernel) sayısı: 32\\n\",\n        \"Filtre boyutu: 3x3\\n\",\n        \"Giriş kanal sayısı: 3 (RGB görüntü olduğu için)\\n\",\n        \"Hesaplama Adımları\\n\",\n        \"Filtre başına parametre sayısı:\\n\",\n        \"Her bir filtre (3x3x3), her bir giriş kanalına uygulanır.\\n\",\n        \"her bir filtre için bir bias terimi eklenir.\\n\",\n        \"\\n\",\n        \"Parametre sayısı = filtre genişliği * filtre yüksekliği * giriş kanalları + bias\\n\",\n        \"\\n\",\n        \" = 3 * 3 * 3 + 1 = 28\\n\",\n        \"\\n\",\n        \"Toplam filtre sayısı: 32\\n\",\n        \"\\n\",\n        \"Toplam parametre sayısı = filtre başına parametre sayısı * filtre sayısı = 28 * 32 = 896\\n\",\n        \"\\n\",\n        \"Bu nedenle, ilk Conv2D katmanının toplam parametre sayısı 896'dır.\\n\",\n        \"\\n\",\n        \"*İkinci Conv2D katmanı için:*\\n\",\n        \"\\n\",\n        \"Filtre Genişliği ve Yüksekliği (Kernel Size): 3x3\\n\",\n        \"\\n\",\n        \"Giriş Kanalları (Input Channels): Önceki katmandaki çıktı kanalları, yani 32\\n\",\n        \"\\n\",\n        \"Filtre Sayısı (Output Channels): 64\\n\",\n        \"\\n\",\n        \"Bias: Her filtre için bir bias\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"Her Filtre için Parametre Sayısı:\\n\",\n        \"\\n\",\n        \"3 * 3 * 32 + 1 = 289\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"Toplam Filtre Sayısı: 64\\n\",\n        \"\\n\",\n        \"Toplam parametre sayısı = 289 * 64 = 18496\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"ajlwaup8cqF6\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 20,\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"mr1muyIkT3fb\",\n        \"outputId\": \"1bfe3ec8-dba3-48cc-b114-a0cbac2b9a6e\"\n      },\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"313/313 [==============================] - 1s 3ms/step - loss: 2.0962 - accuracy: 0.2033\\n\",\n            \"Test Loss: 2.0961883068084717\\n\",\n            \"Test Accuracy: 0.20329999923706055\\n\"\n          ]\n        }\n      ],\n      \"source\": [\n        \"# Modeli değerlendirin\\n\",\n        \"loss, accuracy = model.evaluate(x_test, y_test)\\n\",\n        \"print(f'Test Loss: {loss}')\\n\",\n        \"print(f'Test Accuracy: {accuracy}')\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Accuracy (Doğruluk)\\n\",\n        \"\\n\",\n        \"**Accuracy**, bir sınıflandırma modelinin doğru tahmin ettiği örneklerin yüzdesidir. Formülü aşağıdaki gibidir:\\n\",\n        \"\\n\",\n        \"Accuracy= Doğru Tahmin Sayısı * Toplam Örnek Sayısı\\n\",\n        \"\\n\",\n        \"- **Doğru Tahmin Sayısı**: Modelin doğru bir şekilde tahmin ettiği sınıf sayısı.\\n\",\n        \"- **Toplam Örnek Sayısı**: Tüm veri setindeki örneklerin toplam sayısı.\\n\",\n        \"\\n\",\n        \"Örneğin, bir modelin 100 örneği varsa ve bunlardan 85'ini doğru bir şekilde sınıflandırıyorsa, accuracy değeri:\\n\",\n        \"\\n\",\n        \"Accuracy = 85/100 = 0.85  veya 85%\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"### Validation Accuracy (Doğrulama Doğruluğu)\\n\",\n        \"\\n\",\n        \"**Validation accuracy**, modelin eğitim sırasında görmediği doğrulama (validation) veri seti üzerinde ne kadar iyi performans gösterdiğini ölçen bir metriktir.\\n\",\n        \"Genellikle eğitim sırasında modelin aşırı uyuma (overfitting) geçip geçmediğini kontrol etmek için kullanılır.\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"- Accuracy (Eğitim doğruluğu), modelin eğitim veri seti üzerinde ne kadar iyi performans gösterdiğini gösterirken, Validation Accuracy ( doğrulama doğruluğu) modelin genelleme yeteneğini yani yeni verilere ne kadar iyi adapte olduğunu gösterir.\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"### Özet\\n\",\n        \"\\n\",\n        \"- **Accuracy**: Genel olarak modelin tüm veri seti üzerinde ne kadar doğru tahmin yaptığını gösterir.\\n\",\n        \"- **Validation Accuracy**: Modelin eğitim sırasında görmediği veri seti üzerinde ne kadar iyi performans gösterdiğini gösterir, genellikle modelin genelleme yeteneğini ölçmek için kullanılır.\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"sK89fpgxgqGY\"\n      }\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"RCmRLsIXT8aH\"\n      },\n      \"source\": [\n        \"Eğitim süreci görselleştirme\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 21,\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 449\n        },\n        \"id\": \"TvSR7S3nT_EI\",\n        \"outputId\": \"32291c77-a494-4f03-a7a8-9b228a6ba048\"\n      },\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ],\n      \"source\": [\n        \"# Eğitim ve doğrulama kaybını görselleştirme\\n\",\n        \"plt.plot(history.history['loss'], label='Training Loss')\\n\",\n        \"plt.plot(history.history['val_loss'], label='Validation Loss')\\n\",\n        \"plt.xlabel('Epochs')\\n\",\n        \"plt.ylabel('Loss')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Eğitim ve doğrulama doğruluğunu görselleştirme\\n\",\n        \"plt.plot(history.history['accuracy'], label='Training Accuracy')\\n\",\n        \"plt.plot(history.history['val_accuracy'], label='Validation Accuracy')\\n\",\n        \"plt.xlabel('Epochs')\\n\",\n        \"plt.ylabel('Accuracy')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 449\n        },\n        \"id\": \"Vgu_tj0ChAkG\",\n        \"outputId\": \"a65d3d51-26fa-415d-9fda-8948e8aee8be\"\n      },\n      \"execution_count\": 22,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"# Model 2\"\n      ],\n      \"metadata\": {\n        \"id\": \"lNh3VqgtUvsf\"\n      }\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"Aktivasyon fonksiyonu farkını gözlelemek için çıktı katmanında softmax aktivasyon fonksiyonu kullanalım.\"\n      ],\n      \"metadata\": {\n        \"id\": \"RJSS4a07hIGx\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"model_2 = Sequential()\\n\",\n        \"# 1. Evrişim katmanı\\n\",\n        \"model_2.add(Conv2D(32, (3, 3), activation='relu', input_shape=(32, 32, 3)))\\n\",\n        \"model_2.add(MaxPooling2D((2, 2)))\\n\",\n        \"\\n\",\n        \"# 2. Evrişim katmanı\\n\",\n        \"model_2.add(Conv2D(64, (3, 3), activation='relu'))\\n\",\n        \"model_2.add(MaxPooling2D((2, 2)))\\n\",\n        \"\\n\",\n        \"# Tam bağlantılı katmanlar\\n\",\n        \"model_2.add(Flatten())\\n\",\n        \"model_2.add(Dense(64, activation='relu'))\\n\",\n        \"model_2.add(Dense(10, activation='softmax'))\"\n      ],\n      \"metadata\": {\n        \"id\": \"r-vuDAr8U1Ug\"\n      },\n      \"execution_count\": 23,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Modeli derleyin\\n\",\n        \"model_2.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\"\n      ],\n      \"metadata\": {\n        \"id\": \"oLBWlW-XVZww\"\n      },\n      \"execution_count\": 24,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"history_2 = model_2.fit(x_train, y_train, epochs=10,\\n\",\n        \"                    validation_data=(x_test, y_test))\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"NuRk4FgmVfZm\",\n        \"outputId\": \"35701a4a-d495-477c-87df-0219402c4e2c\"\n      },\n      \"execution_count\": 25,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/10\\n\",\n            \"1563/1563 [==============================] - 9s 5ms/step - loss: 1.4680 - accuracy: 0.4708 - val_loss: 1.1666 - val_accuracy: 0.5893\\n\",\n            \"Epoch 2/10\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 1.0873 - accuracy: 0.6174 - val_loss: 1.0120 - val_accuracy: 0.6510\\n\",\n            \"Epoch 3/10\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.9518 - accuracy: 0.6694 - val_loss: 1.0116 - val_accuracy: 0.6450\\n\",\n            \"Epoch 4/10\\n\",\n            \"1563/1563 [==============================] - 7s 4ms/step - loss: 0.8633 - accuracy: 0.7008 - val_loss: 0.9567 - val_accuracy: 0.6681\\n\",\n            \"Epoch 5/10\\n\",\n            \"1563/1563 [==============================] - 7s 5ms/step - loss: 0.7935 - accuracy: 0.7215 - val_loss: 0.9237 - val_accuracy: 0.6826\\n\",\n            \"Epoch 6/10\\n\",\n            \"1563/1563 [==============================] - 7s 4ms/step - loss: 0.7373 - accuracy: 0.7432 - val_loss: 0.8941 - val_accuracy: 0.6974\\n\",\n            \"Epoch 7/10\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.6876 - accuracy: 0.7588 - val_loss: 0.9009 - val_accuracy: 0.6991\\n\",\n            \"Epoch 8/10\\n\",\n            \"1563/1563 [==============================] - 7s 4ms/step - loss: 0.6410 - accuracy: 0.7755 - val_loss: 0.9046 - val_accuracy: 0.6997\\n\",\n            \"Epoch 9/10\\n\",\n            \"1563/1563 [==============================] - 7s 5ms/step - loss: 0.6035 - accuracy: 0.7877 - val_loss: 0.8967 - val_accuracy: 0.7037\\n\",\n            \"Epoch 10/10\\n\",\n            \"1563/1563 [==============================] - 7s 5ms/step - loss: 0.5638 - accuracy: 0.8019 - val_loss: 0.9916 - val_accuracy: 0.6947\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"model_2.summary()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"TsJeSqizVlbC\",\n        \"outputId\": \"910012a4-ead2-40df-ac98-a70ae812ca84\"\n      },\n      \"execution_count\": 26,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Model: \\\"sequential_1\\\"\\n\",\n            \"_________________________________________________________________\\n\",\n            \" Layer (type)                Output Shape              Param #   \\n\",\n            \"=================================================================\\n\",\n            \" conv2d_2 (Conv2D)           (None, 30, 30, 32)        896       \\n\",\n            \"                                                                 \\n\",\n            \" max_pooling2d_2 (MaxPoolin  (None, 15, 15, 32)        0         \\n\",\n            \" g2D)                                                            \\n\",\n            \"                                                                 \\n\",\n            \" conv2d_3 (Conv2D)           (None, 13, 13, 64)        18496     \\n\",\n            \"                                                                 \\n\",\n            \" max_pooling2d_3 (MaxPoolin  (None, 6, 6, 64)          0         \\n\",\n            \" g2D)                                                            \\n\",\n            \"                                                                 \\n\",\n            \" flatten_1 (Flatten)         (None, 2304)              0         \\n\",\n            \"                                                                 \\n\",\n            \" dense_2 (Dense)             (None, 64)                147520    \\n\",\n            \"                                                                 \\n\",\n            \" dense_3 (Dense)             (None, 10)                650       \\n\",\n            \"                                                                 \\n\",\n            \"=================================================================\\n\",\n            \"Total params: 167562 (654.54 KB)\\n\",\n            \"Trainable params: 167562 (654.54 KB)\\n\",\n            \"Non-trainable params: 0 (0.00 Byte)\\n\",\n            \"_________________________________________________________________\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Modeli değerlendirin\\n\",\n        \"loss_2, accuracy_2 = model_2.evaluate(x_test, y_test)\\n\",\n        \"print(f'Test Loss: {loss}')\\n\",\n        \"print(f'Test Accuracy: {accuracy}')\\n\",\n        \"\\n\",\n        \"print(f'Test Loss-2: {loss_2}')\\n\",\n        \"print(f'Test Accuracy-2: {accuracy_2}')\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"sWSKoJ_5Vme5\",\n        \"outputId\": \"df69a235-57e1-4eaf-a840-cfa63b4aa475\"\n      },\n      \"execution_count\": 27,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"313/313 [==============================] - 1s 3ms/step - loss: 0.9916 - accuracy: 0.6947\\n\",\n            \"Test Loss: 2.0961883068084717\\n\",\n            \"Test Accuracy: 0.20329999923706055\\n\",\n            \"Test Loss-2: 0.9916369915008545\\n\",\n            \"Test Accuracy-2: 0.6947000026702881\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Eğitim ve doğrulama kaybını görselleştirme\\n\",\n        \"plt.plot(history_2.history['loss'], label='Training Loss')\\n\",\n        \"plt.plot(history_2.history['val_loss'], label='Validation Loss')\\n\",\n        \"plt.xlabel('Epochs')\\n\",\n        \"plt.ylabel('Loss')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 449\n        },\n        \"id\": \"H6zUeBggVxQg\",\n        \"outputId\": \"8aad4aa6-8e15-4844-9c2d-11079546d39c\"\n      },\n      \"execution_count\": 28,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Eğitim ve doğrulama doğruluğunu görselleştirme\\n\",\n        \"plt.plot(history_2.history['accuracy'], label='Training Accuracy')\\n\",\n        \"plt.plot(history_2.history['val_accuracy'], label='Validation Accuracy')\\n\",\n        \"plt.xlabel('Epochs')\\n\",\n        \"plt.ylabel('Accuracy')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 449\n        },\n        \"id\": \"ATP5vjBdhez-\",\n        \"outputId\": \"f99b2c16-304e-43f6-9c19-26336590b224\"\n      },\n      \"execution_count\": 29,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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5qGswNTYIJqnX1k4GqIwUgqdKMRiNz587lySefxGKx0KpVK3766SeaN2/u6NIcYtWqVdx00000adKEL7/80tHliEgVk5FXyG9701ixK4Vf96SSnms/c7dlhB83NQ3hpmbBtKlbG1cXhy8J6jAKQFKlRUVFsWrVKkeXUWX06NHjmm8TICI1h8ViYUdilnUA864UNh05hfmcXxG1PFy5vnEQNzUN4camwYT6qTu7hAKQiIhINZKVX8SqvWn8sjuFFbtTScm2X1W9aagvPZoFc1PTENrXD8DNiVt5LkcBSEREpAorKDbx19FM1h1IZ9X+NP44dIric5p5vN1d6NowiJuaWQcwR9a+8g1VRQFIRESkSskvMrHpyCnWHTjJuoPp/Hkkw26NLYAGwT7WsTxNQ+gYE4CHq2MXFq2OFIBEREQcKK+wmE2HM1h3MJ11B06y+WgGhSb7wBNUy524mEA6N6jDDU2CqR/oc4mzSWkpAImIiFSinIJiNh4+xdoD6aw7kM6WY5l2XVoAoX4exMUEEtegDnExgTQMrlorqdcECkBSaj169KBt27ZMnz4dgOjoaMaOHcvYsWMv+RqDwcCiRYsYMGDANV27vM4jIlLZsvKL+OPQSdYdOMnagyfZdjwT03mBJ8Lfk7gGgcTF1KFzg0DqB3or8FQwBSAn0L9/f4qKili6dOkF+37//XfbwqGtW7cu03k3bNhwwWrn1+r555/n66+/ZvPmzXbbExMTCQgIKNdrXcrp06eJjIzEaDRy/PhxPDyc6+ZgInJtMvOKWH/opLWF52A6O05kcV7eoW6Al61Lq3ODQOoGeCnwVDIFICfw4IMPctddd3Hs2DHq1q1rt2/OnDl06NChzOEHrCuiV5awsLBKu9b//vc/WrZsicVi4euvv2bgwIGVdu3zWSwWTCYTrq76pypSVZ3MLWT9wXTWHjjJuoMn2ZWUxfm364oO9D7bpdUgUDO1qgDdHMAJ9OvXj+DgYObOnWu3PScnhy+++IIHH3yQ9PR0Bg8eTGRkJN7e3sTGxvLZZ59d9rzR0dG27jCAvXv3csMNN+Dp6UmLFi1Yvnz5Ba8ZP348TZo0wdvbmwYNGjBx4kSKiqzr0cydO5cXXniBv/76C4PBgMFgsNVsMBj4+uuvbefZunUrN998M15eXgQGBvLwww+Tk5Nj2z9ixAgGDBjAm2++SXh4OIGBgYwePdp2rcuZNWsWQ4YMYciQIcyaNeuC/du3b6dfv374+fnh6+vL9ddfz/79+237Z8+eTcuWLfHw8CA8PJwxY8YA1vW7DAaDXetWRkYGBoOBFStWALBixQoMBgM//PAD7du3x8PDg5UrV7J//35uv/12QkNDqVWrFh07duSnn36yq6ugoIDx48cTFRWFh4cHjRo1YtasWVgsFho1asSbb75pd/zmzZsxGAzs27fvit8TETkrNbuAJVsSmfTNNm59+1eue2k5f/9kE3NXH2JnojX8NAj2YXCnerwzqC1rJ/Rkxf/dxGt3t+bO6+oq/FQR+m9lebBYoCiv8q/r5m1dwe4KXF1dGTZsGHPnzuXZZ5+1NbN+8cUXmEwmBg8eTE5ODu3bt2f8+PH4+fmxZMkShg4dSsOGDenUqdMVr2E2m7nzzjsJDQ1l3bp1ZGZmXnRskK+vL3PnziUiIoKtW7cyatQofH19eeqppxg4cCDbtm1j6dKltg93f3//C86Rm5tLfHw8Xbp0YcOGDaSkpPDQQw8xZswYu5D3yy+/EB4ezi+//MK+ffsYOHAgbdu2ZdSoUZd8H/v372fNmjV89dVXWCwWnnjiCQ4fPkz9+vUBOH78ODfccAM9evTg559/xs/Pj1WrVlFcXAzABx98wLhx43j11Vfp06cPmZmZV3Un66effpo333yTBg0aEBAQwNGjR7ntttt45ZVX8PDw4OOPP6Z///7s3r2bevXqATBs2DDWrFnDu+++S5s2bTh48CBpaWkYDAYeeOAB5syZw5NPPmm7xpw5c7jhhhto1KhRmesTcSbJWflnurNOsu5AOvtTcy84pnFILTo3sLbwdIqpQ4iv7rhc1SkAlYeiPJgSUfnXfeYEuJduDM4DDzzAG2+8wa+//kqPHj0A6wfgXXfdhb+/P/7+/nYfjo8++ijLli3j888/L1UA+umnn9i1axfLli0jIsL6vZgyZQp9+vSxO+65556zfR0dHc2TTz7JggULeOqpp/Dy8qJWrVq4urpetstr/vz55Ofn8/HHH9vGIM2YMYP+/fvz2muvERoaCkBAQAAzZszAxcWFZs2a0bdvXxISEi4bgGbPnk2fPn1s443i4+OZM2cOzz//PADvv/8+/v7+LFiwADc3NwCaNGlie/3LL7/MP//5Tx5//HHbto4dO17x+3e+F198kVtuucX2vE6dOrRp08b2/KWXXmLRokUsXryYMWPGsGfPHj7//HOWL19Or169AGjQoIHt+BEjRjBp0iTWr19Pp06dKCoqYv78+Re0CokInMg4bZuSvu7gSQ6mXRh4moX5WgNPjDXwBDrZQqI1gQKQk2jWrBldu3Zl9uzZ9OjRg3379vH777/z4osvAmAymZgyZQqff/45x48fp7CwkIKCAry9vUt1/p07dxIVFWULPwBdunS54LiFCxfy7rvvsn//fnJyciguLsbPz69M72Xnzp20adPGbgB2t27dMJvN7N692xaAWrZsiYvL2ZuDhYeHs3Xr1kue12QyMW/ePN555x3btiFDhvDkk08yadIkjEYjmzdv5vrrr7eFn3OlpKRw4sQJevbsWab3czEdOnSwe56Tk8Pzzz/PkiVLSExMpLi4mNOnT3PkyBHA2p3l4uLCjTfeeNHzRURE0LdvX2bPnk2nTp349ttvKSgo4J577rnmWkWqu6Mn81h38Oyg5aMnT9vtNxigRbifbdByp5g61PZ2d1C1Ul4UgMqDm7e1NcYR1y2DBx98kEcffZT333+fOXPm0LBhQ9sH5htvvME777zD9OnTiY2NxcfHh7Fjx1JYWHiFs5bemjVruP/++3nhhReIj4+3taS89dZb5XaNc50fUgwGA2az+RJHw7Jlyzh+/PgFg55NJhMJCQnccssteHlduu/+cvvAurI9YLeY6aXGJJ0/u+7JJ59k+fLlvPnmmzRq1AgvLy/uvvtu28/nStcGeOihhxg6dChvv/02c+bMYeDAgaUOuCI1hcVi4XB6nl0Lz/EM+8BjNEBspL9tWnqH6Dr4e134nx6p3hSAyoPBUOquKEe69957efzxx5k/fz4ff/wxjzzyiG080KpVq7j99tsZMmQIYB3Ts2fPHlq0aFGqczdv3pyjR4+SmJhIeHg4AGvXrrU7ZvXq1dSvX59nn33Wtu3w4cN2x7i7u2Myma54rblz55Kbm2sLCqtWrcJoNNK0adNS1Xsxs2bNYtCgQXb1AbzyyivMmjWLW265hdatWzNv3jyKioouCFi+vr5ER0eTkJDATTfddMH5S2bNJSYm0q5dO4ALpvtfyqpVqxgxYgR33HEHYG0ROnTokG1/bGwsZrOZX3/91dYFdr7bbrsNHx8fPvjgA5YuXcpvv/1WqmuLVHcnMk6zYneqLfQkZeXb7Xc1Goit62+bpdWhfgC+ngo8NZ0CkBOpVasWAwcOZMKECWRlZTFixAjbvsaNG/Pll1+yevVqAgICmDZtGsnJyaUOQL169aJJkyYMHz6cN954g6ysrAuCROPGjTly5AgLFiygY8eOLFmyhEWLFtkdEx0dzcGDB9m8eTN169bF19f3gvvw3H///UyePJnhw4fz/PPPk5qayqOPPsrQoUNt3V9llZqayrfffsvixYtp1aqV3b5hw4Zxxx13cPLkScaMGcN7773HoEGDmDBhAv7+/qxdu5ZOnTrRtGlTnn/+ef7+978TEhJCnz59yM7OZtWqVTz66KN4eXnRuXNnXn31VWJiYkhJSbEbE3U5jRs35quvvqJ///4YDAYmTpxo15oVHR3N8OHDeeCBB2yDoA8fPkxKSgr33nsvAC4uLowYMYIJEybQuHHji3ZRitQUSZn5fL81kSVbE9l4+JTdPjcXA23q1rYNWr6uXgA+Hvo4dDaaBu9kHnzwQU6dOkV8fLzdeJ3nnnuO6667jvj4eHr06EFYWFiZ7rpsNBpZtGgRp0+fplOnTjz00EO88sordsf87W9/44knnmDMmDG0bduW1atXM3HiRLtj7rrrLnr37s1NN91EcHDwRafie3t7s2zZMk6ePEnHjh25++676dmzJzNmzCjbN+McJQOqLzZ+p2fPnnh5efHJJ58QGBjIzz//TE5ODjfeeCPt27fno48+srUGDR8+nOnTp/Ovf/2Lli1b0q9fP/bu3Ws71+zZsykuLqZ9+/aMHTuWl19+uVT1TZs2jYCAALp27Ur//v2Jj4/nuuuuszvmgw8+4O677+Yf//gHzZo1Y9SoUeTm2g/efPDBByksLGTkyJFl/RaJVHkp2fnMW32Ie2euocurCbz43Q42Hj6FwQAd6gfwWM/GzH8oji2T4/nyka48Gd+U6xsHK/w4KYPFcv7tmiQrKwt/f38yMzMvGKCbn5/PwYMHiYmJwdNT0xylevn999/p2bMnR48evWJrmf6uS3WQllPAD9uSWLLlBOsOnrS7AWH7+gH0ax1On1bhhPnr77AzuNzn9/kUe0WcQEFBAampqTz//PPcc889V91VKFIVnMwtZNn2JL7bcoI1+9PtlploG1Wbfq3DuS02nAjdcFAuQwFIxAl89tlnPPjgg7Rt25aPP/7Y0eWIlFlGXiE/bk/mu62JrNqXZreYaOu6/vSNtYaeqDqa2SilowAk4gRGjBhhN+hdpDrIPF3E8h3JLNlygt/3plF8TuhpGeFH39bh9IuNoF6gQo+UnQKQiIhUGdn5Rfy0M5klWxL5bU8ahaazsx2bhfnaurcaBNdyYJVSEygAXSWNHZeaTn/HpbLkFhTbQs+KPakUFp8NPY1DatGvdQR9W4fRKMTXgVVKTaMAVEYl053z8vJKdfddkeoqL8+6wO/Flv0QuVZ5hcX8siuV77ac4OddKRScE3oaBPvQr3UE/VqH0yRUoUcqhgJQGbm4uFC7dm1SUlIA6z1pDKVYkV2kurBYLOTl5ZGSkkLt2rXt1lMTuRb5RSZW7E7h2y2J/LwzhdNFZ+/6Hh3ofaalJ5xmYb76vSoVTgHoKpSsVF4SgkRqotq1a9v+rotcrfwiE7/tSeW7LYkk7Ewmt/Bs6Imq40XfWGtLT8sIP4UeqVQKQFfBYDAQHh5OSEjIJRezFKnO3Nzc1PIjV62g2MTKvWl8tyWR5TuSySkotu2LrO1lnb3VOpzYSH+FHnEYBaBr4OLiog8JERGgsNjMqv1pLNmSyLLtSWTnnw09YX6e9G0dTt/W4bSLqq3QI1WCApCIiFyVYpOZ1fvTWbIlkaXbk8g8fbZFPMTXg9tirS0919ULwGhU6JGqRQFIRERKrdhkZv3Bk3x7pqXnZG6hbV9QLQ9uiw2jb2w4HaPrKPRIlaYAJCIil2UyW9hw6CTfbTnB0m1JpOWcDT11fNzp0yqMvq3DiYsJxEWhR6oJBSAREbmAyWzhj0Mn+X5rIt9vSyI1u8C2r7a3mzX0xEbQuUEdXF2MDqxU5OooAImICGCdvbVqXxrLtiXz085k0s/p3vLzdCW+ZRj92kTQtWEgbgo9Us0pAImIOLGcgmJ+2ZXCsu1J/LIrxe4+Pf5ebvRsHkK/1uF0bxSMu6tCj9QcCkAiIk4mLaeAn3Yks2x7Eqv2pdstOBrq58GtLcLo3SqMTjF11NIjNZYCkIiIEzh2Ko9l262h549DJzGfs9ZtgyAfbm0ZRnzLUNrUra3ZW+IUFIBERGogi8XC3pQclm1LYun2JLafyLLb3yrSj/gzLT2NQmrp5oTidBSARERqCLPZwuZjGSzbnsSP25M5mJZr22c0QMfoOsS3DOPWlqHUDfB2YKUijlclOnfff/99oqOj8fT0JC4ujvXr11/y2B49emAwGC549O3b13bMiBEjLtjfu3fvyngrIiKVqshkZuXeNCZ+vY0uryZw579W8+9fD3AwLRd3FyM3Nwvhtbti2fBsLxb+vy480D1G4UeEKtACtHDhQsaNG8fMmTOJi4tj+vTpxMfHs3v3bkJCQi44/quvvqKw8OzUzPT0dNq0acM999xjd1zv3r2ZM2eO7bmHh0fFvQkRkUp0utDEr3tS+XF7Egm7UuyWoKjl4UqPpsH0bhVGj6Yh1PJw+K95kSrJ4f8ypk2bxqhRoxg5ciQAM2fOZMmSJcyePZunn376guPr1Klj93zBggV4e3tfEIA8PDwICwuruMJFRCpRZl4RCbusg5h/3ZNKftHZmVuBPu7c0iKU+JZhdG0UiIerFmkWuRKHBqDCwkI2btzIhAkTbNuMRiO9evVizZo1pTrHrFmzGDRoED4+PnbbV6xYQUhICAEBAdx88828/PLLBAYGXvQcBQUFFBScvctpVlbWRY8TEalMyVn5/LgjmR+3J7FmfzrF50zdiqztRXxL6yDm9vUDtASFSBk5NAClpaVhMpkIDQ212x4aGsquXbuu+Pr169ezbds2Zs2aZbe9d+/e3HnnncTExLB//36eeeYZ+vTpw5o1a3BxufB/RlOnTuWFF164tjcjIlIODqblsmx7Esu2J/HnkQy7fU1DfYlvGcqtLcNoGeGnmVsi18DhXWDXYtasWcTGxtKpUye77YMGDbJ9HRsbS+vWrWnYsCErVqygZ8+eF5xnwoQJjBs3zvY8KyuLqKioiitcROQMi8XC9hNZ/LjdOl19T3KO3f529WoT3zKM+JZhxAT5XOIsIlJWDg1AQUFBuLi4kJycbLc9OTn5iuN3cnNzWbBgAS+++OIVr9OgQQOCgoLYt2/fRQOQh4eHBkmLSKUxmS1sPHyKpduS+HFHEsdOnbbtczUa6NIwkFtbhnFri1BC/TwdWKlIzeXQAOTu7k779u1JSEhgwIABAJjNZhISEhgzZsxlX/vFF19QUFDAkCFDrnidY8eOkZ6eTnh4eHmULSJSZgXFJlbvS2fZ9iSW77BfaNTTzciNTYKJbxlGz2ah+Hu7ObBSEefg8C6wcePGMXz4cDp06ECnTp2YPn06ubm5tllhw4YNIzIykqlTp9q9btasWQwYMOCCgc05OTm88MIL3HXXXYSFhbF//36eeuopGjVqRHx8fKW9LxGRnIJiVuxOYem2JFbsTiWnoNi2z8/TlV7NQ4lvFcYNjYPxctfMLZHK5PAANHDgQFJTU5k0aRJJSUm0bduWpUuX2gZGHzlyBKPR/n6Nu3fvZuXKlfz4448XnM/FxYUtW7Ywb948MjIyiIiI4NZbb+Wll15SN5eIVLjCYjPfb01k8V8nWLkvjcLis9PVQ3w9bON54hpooVERRzJYLBbLlQ9zLllZWfj7+5OZmYmfn5+jyxGRauBkbiHz1x3m4zWHSck+e1uNmCAfbm1pvUdPWy00KlKhyvL57fAWIBGR6mxPcjZzVh3kq03HKTjT2hPi68HgTvXo2zqcxlpoVKRKUgASESkjs9nCr3tTmb3yIL/vTbNtj43058HuMdwWG467q7q3RKoyBSARkVLKKyzmq03HmbPqIPtTrSutGw0Q3zKMB7rH0KF+gFp7RKoJBSARkStIzDzNvNWH+Wz9EdvCo74ergzsGMXwrtFE1dHq6iLVjQKQiMglbD6awayVB/l+ayKmM+tw1avjzchu0dzTIUorrYtUY/rXKyJyjmKTmWXbk5m18gCbzlmLq3ODOjzQLYaezUO18KhIDaAAJCICZJ4uYsH6I8xbfYgTmfkAuLsY6d8mgpHdomkV6e/gCkWkPCkAiYhTO5iWy5xVB/ly4zHyCk0ABPq4c3/n+gzpXI8QX63FJVITKQCJiNOxWCys3p/O7JUH+Xl3CiW3g20W5ssD3WL4W9sIPN20NIVITaYAJCJOI7/IxOLNJ5i96iC7krJt23s2C+HB7jF0aRioaewiTkIBSERqvJTsfD5Ze4RP1x62rcLu5ebCPR3qMqJrNA2Cazm4QhGpbApAIlJjbT+RyeyVh/j2rxMUmqzLVET4ezK8azSDOtbD39vNwRWKiKMoAIlIjWIyW0jYmczsVQdZe+Ckbft19WrzYPcGxLcMxVWrsIs4PQUgEakRcgqK+eKPo8xdfYjD6XkAuBgN3BYbzgPdomlXL8DBFYpIVaIAJCLV2tGTecxbfYiFG46SXVAMgL+XG/fF1WNYl/qE+3s5uEIRqYoUgESk2rFYLPxx+BSzVx5k2fYkzqxSQYNgHx7oFsOd10Xi7a5fbyJyafoNISLVRmGxme+3JjJ71UG2HMu0bb++cRAPdI/hxsbBGLVMhYiUggKQiFR5J3ML+Wz9ET5ec4jkrAIAPFyN3HldJCO7xdAk1NfBFYpIdaMAJCJV1t7kbGavOshXm45TUGydxh7i68GwLvUZ3KkegbU8HFyhiFRXCkAiUqWYzRZ+25vKrJUH+X1vmm17q0g/HuweQ9/YCNxdNY1dRK6NApCIVAm5BcUs+vM4c1YdZH9qLgBGA9zaIowHusfQMTpAy1SISLlRABIRh9qfmsN/1xzmfxuP2aax1/JwZWDHKEZ0jSaqjreDKxSRmkgBSEQqncls4eddKXy85pBdN1dMkA9DO9fnng518fXUMhUiUnEUgESk0pzMLWThhqN8svYwxzNOA2AwWFdjH9Ylmu6NgjSNXUQqhQKQiFS4LccymLf6MN9uOUHhmdlctb3dGNgxiiFx9dXNJSKVTgFIRCpEfpGJ77cmMm/NYf46mmHbHhvpz7Au9enfJgJPNxfHFSgiTk0BSETK1fGM03y69jALNhzlZG4hAO4uRvq2DmdYl/q0jaqt2Vwi4nAKQCJyzSwWC6v2pfPxmkP8tDPZtjZXhL8n93euz8COUQTppoUiUoUoAInIVcvOL+J/G4/x37WHbffuAejWKJChnaPp1TwEVxfdtFBEqh4FIBEpsz3J2Xy85hCLNh0nt9AEgI+7C3e1r8vQzvVprLW5RKSKUwASkVIpNplZviOZj9ccZs2BdNv2RiG1GN6lPndcV5daHvqVIiLVg35bichlpWYXsGD9EeavP0JiZj5wdomKYV3q06VhoAY1i0i1owAkIhewWCxsOpLBx2sO8f3WRIpM1lHNgT7uDO5Uj/vi6hFR28vBVYqIXD0FIBGxyS8ysXjzCeatOcT2E1m27e3q1WZ4l2j6xIbh4ap794hI9acAJCIcSc/jk3WHWbjhKJmniwDwcDXytzYRDOsSTWxdfwdXKCJSvhSARJyU2Wzh172p/HfNYX7ZnYLlzL176gZ4MbRzfe7tEEWAj7tjixQRqSAKQCJOJjOviC82WhckPZSeZ9t+Q5NghnepT4+mIbhoQVIRqeEUgEScxI4TWfx37SEW/Xmc/CLrgqS+nq7c0z6KIZ3r0SC4loMrFBGpPApAIjVYYbGZpduT+O+aQ2w4dMq2vVmYL8O6RDOgXQTe7vo1IFLlWCyQnwl56ZCbBnlp1q+L8iGoMYS2glrBjq6yWtNvPpEaKDkrn/nrrPfuSc0uAMDVaKB3qzCGdYmmY3SA7t0jUplMxXD65Nkwk3sm0JwfcHLTz35tLr78OWuFWoNQaEsIi7V+HdQYXNwq5z1Vc1UiAL3//vu88cYbJCUl0aZNG9577z06dep00WN79OjBr7/+esH22267jSVLlgDWe5hMnjyZjz76iIyMDLp168YHH3xA48aNK/R9iDiSxWJh/cGTfLz2MMu2JVF8ZkXSYF8P7o+rx+BO9Qj183RwlSI1RGHemQCTZh9abAEn/Zz9aZCfcXXXca8F3nXAOwh8gsDoBqk74eRByEm2PvYnnD3exR2Cm0Jo7Jlg1MoajHyCyuVt1yQOD0ALFy5k3LhxzJw5k7i4OKZPn058fDy7d+8mJCTkguO/+uorCgsLbc/T09Np06YN99xzj23b66+/zrvvvsu8efOIiYlh4sSJxMfHs2PHDjw99QEgNYvJbOF/G48xe9VBdiVl27Z3iq7D0C71iW8ZhrurFiQVuSSLxRpQ8srQQlOUd8XTXsgAXgHWMOIdaH34BFnDje3rQPv9bpe44WhBDqTshOStkLwdkrZZ/yzMhqSt1se5aoWdDUOhraxfBzYGF4fHAIcxWCwlk18dIy4ujo4dOzJjxgwAzGYzUVFRPProozz99NNXfP306dOZNGkSiYmJ+Pj4YLFYiIiI4J///CdPPvkkAJmZmYSGhjJ37lwGDRp0wTkKCgooKCiwPc/KyiIqKorMzEz8/PzK6Z2KlL9dSVk8/b+tbD6aAYCXmwsD2kUytHN9WkTo765UERYLWMxgNoHFdN6fZ7abiy/cVqpjTWA2X+LY4rPbiguurbvpYoxuZwOMz5nAUtJSc26rTUnA8Qqo2MBhNkPmkbNhKHmr9etTBy9+vIuHtbUo7ExrUWgr69fedSquxgqWlZWFv79/qT6/HRr9CgsL2bhxIxMmTLBtMxqN9OrVizVr1pTqHLNmzWLQoEH4+PgAcPDgQZKSkujVq5ftGH9/f+Li4lizZs1FA9DUqVN54YUXrvHdiFSe/CIT7/28l3//eoBiswVfD1ce7dmIgR3r4e+l/n+nYzZD8WnrANni09YP+6LTUJx/9s/i/LP77f7Mtz+u6MzrS/abCi4eSszFlwgq54eRM8dVB+61LtIqc26oCTwn7ASBhy9UpbF0RiMERFsfzfud3V6QAyk7rK1CydshuaS1KAeStlgf5/INP9tKVNJiFNioxrUWOfTdpKWlYTKZCA0NtdseGhrKrl27rvj69evXs23bNmbNmmXblpSUZDvH+ecs2Xe+CRMmMG7cONvzkhYgkapo9f40nl20jYNpuQDEtwzlhb+1Isxf3btVhtkEpzOuEDIuEUouFl7ODyW2P89sMxVesaSqzQBGFzC4nPOn8cyfrhfZdv6xF9t23rGu7ue10JxppTk37LjV0H9DHrUgqpP1UcJshozD1jCUtO1MKNoGpw5BdqL1sW/52eNdPCCkmXVsUVirsy1G1bi1qFrHuVmzZhEbG3vJAdOl5eHhgYeHRzlVJVIxMvIKeWXJTr7YeAyAUD8PXvhbK3q3CnNwZQJYpyzvS4A9S2Hvj3D61JVfUxGMbuDqaf0wd/U686fnRbZ5gauHdYyJq+fZP88/zsXjTIgwnhMurhRKjOcdc6ljS46pQq0ozsJohDox1kfz/me352edHVtk60rbDkW5kPiX9XEuv8izYahkNlqdhtWitcihFQYFBeHi4kJycrLd9uTkZMLCLv9LPTc3lwULFvDiiy/abS95XXJyMuHh4XbnbNu2bfkULlKJLBYL325J5MVvt5OWY/2f/pDO9XiqdzP8PNXd5VAnD8DupbDnBzi8+sJxJEa3cwLGuUHk3NDhYR9KynTceSHG1bNafPBIFebpB/XirI8SZrN1HNG53WdJW60tSFnHrY+9P5493tUTgpudaSk6ZzaaV0Dlv5/LcOi/FHd3d9q3b09CQgIDBgwArIOgExISGDNmzGVf+8UXX1BQUMCQIUPstsfExBAWFkZCQoIt8GRlZbFu3ToeeeSRingbIhXm2Kk8nvt6Gyt2pwLQOKQWU++MpUN09W12rtZMxXBsPez+wdrSk7bHfn9gY2jaG5r0gbodrd0uItWd0QiBDa2PFn87uz0/65yxRSWtRTvOtBZttj7O5Vf3nKn5LSGyAwTUr8x3Ysfh/1UYN24cw4cPp0OHDnTq1Inp06eTm5vLyJEjARg2bBiRkZFMnTrV7nWzZs1iwIABBAYG2m03GAyMHTuWl19+mcaNG9umwUdERNhClkhVZzJbmLPqIG/9uIfTRSbcXYyMvqkRf+/RAA9XF0eX51zyM2HfT9aWnn3L7bu2jK5Qrws07QNNels/IESchacf1OtsfZSwtRadN7Yo4whkHbM+9i6zHtvxIej7lmNqpwoEoIEDB5KamsqkSZNISkqibdu2LF261DaI+ciRIxiN9vcw2b17NytXruTHH3+82Cl56qmnyM3N5eGHHyYjI4Pu3buzdOlS3QNIqoXtJzKZ8NVWthzLBKz385lyZyyNQrRWV6VJ3w97ll28a8uzNjS+1drS07AneNV2VJUiVY9da9HtZ7fnZ54dT1TSYhTZ3nF1UgXuA1QVleU+AiLl5XShiekJe/jP7wcxmS34erryzG3NGdghCqNWZ69YV+raCmpibeFp0hui4jTORqSKqjb3ARIRq5V703hm0VaOnLTeXfa22DCe79+SEC1dUXGu1LVVv+vZ0KOuLZEaRwFIxIFO5hby8pIdfLXpOADh/p68eHsrbmkReoVXylVJ329t4dn9AxxZo64tESemACTiABaLha83H+el73ZyMrcQgwGGda7Pk/FN8dXU9vJjKoaj66xjeXYvhfS99vtLuraa9oG6ndS1JeJE9K9dpJIdPZnHs19v47c91qntTUN9mXpXLNfVq1r3yKi2TmdYu7b2LIW9y+1X4bZ1bfWBJvHq2hJxYgpAIpWk2GRm9qqDTFu+h/wiM+6uRh7v2ZhR1zfQau3XKn3/2QHM53dteQVYu7aa9IZGPcHT33F1ikiVoQAkUgm2Hc9k/P+2sP1EFgCdG9Rhyh2xNAjW1ParcsWurab2NyRU15aInEe/FUQqUF5hMW8v38OslQcxW8Dfy41nb2vOPR3qYtD6R2Vzxa6tbmduSBgPdRo4qkoRqSYUgEQqyK97Unl20VaOnToNQP82EUzq14JgXy28W2rndm0dXg0W09l9XnXOdG3Fq2tLRMpMAUiknKXlFPDSdzv4ZvMJACJre/HygFbc1CzEwZVVA6ZiOLr2TOhZdmHXVnAza+Bp0geiOllXEhcRuQoKQCLlxGKx8L9Nx3l5yQ4y8oowGmBE1xj+eWsTfDz0T+2SctOtXVt7l8G+BHVtiUil0G9lkXJwKC2XZ7/eyqp96QA0D/fj1TtjaRNV27GFVUUWi3UtoL3LYM+PcGwDcM6KPCVdW017Q8Ob1bUlIhVCAUjkGhSZzHz0+wHe+WkvBcVmPFyNjO3VhIeuj8HNRVPbbQpz4cCv1tCzdzlkHbffHxoLTW6FxvFQt4O6tkSkwikAiVylv45m8PRXW9mZaJ3a3q1RIFPuiKV+oI+DK6siTh2ytvDsWQqHVoKp4Ow+N2+IufFM6LkV/Os6rEwRcU4KQCJllFtQzJs/7mbe6kOYLVDb242JfVtw53WRzj213VQER9ae7dpK222/v3Z96ziexvEQ3R3ctNCriDiOApBIGfyyK4Xnvt7G8Qzr1PYBbSOY2K8FgbWcdGp7bpq1S2vvMtj3MxRknt1ncIF6Xc52bQU3BWcOiCJSpSgAiZRCanYBL3y7ne+2JAJQN8CLV+6I5cYmwQ6urJJZLJD4F+z90TpN/fhG7AYwewdCo1usoUcrqotIFaYAJHIZFouFz/84yitLdpKVX4zRAA92j+GJW5rg7e4k/3wKcuDAirMDmLMT7feHtT7btRV5nQYwi0i14CS/wUXK7kBqDs8s2sraAycBaBnhx2t3taZVpBNMyz554OwA5sOrwFR4dp+bDzTocXYAs1+Ew8oUEblaCkAi5yksNvPhb/t59+d9FBab8XQz8s9bmjKyWzSuNXVqe3GhdRX1kq6t8+/AHBBtXU298a3WAcyuTjrmSURqDAUgkXNsOnKKCf/byu7kbACubxzElDtiiarj7eDKKkBOiv0A5sLss/uMrmcGMJ/p2gpqrAHMIlKjKACJANn5RbyxbDf/XXsYiwXq+LgzqV8Lbm8bUXOmtpvNkLj5bCvPiU32+32CzwxgjoeGN+kOzCJSoykAidNbviOZiV9vIykrH4A7r4vkub4tqOPj7uDKykFBNuz/5ewA5pxk+/3hbc+28kS0A2MN7eITETmPApA4rbzCYv7viy0s2Wqd1VSvjjdT7oile+MgB1d2jdL3W1t49iyFw6vBXHR2n3utMwOY463jeXzDHFamiIgjKQCJU8ovMjHq4z9YtS8dF6OBUdc34PGejfFyr4ZTuC0Wa9DZ9Z01+Jzcb7+/ToOzA5jrd9UAZhERFIDECRWZzIyZv4lV+9LxcXdh3gOd6BBdx9FllZ3ZBDu/hZVvW8f2lDC6WYOObQBzI4eVKCJSVSkAiVMxmS08sXAzP+1MwcPVyH+Gd6x+4ae4AP76DFa9e7a1x9ULWt4BTftYu7g8/RxaoohIVacAJE7DbLYw4astfLclETcXAzOHtqdLw0BHl1V6+VmwcQ6s+RfkJFm3edaGTg9D3P8Dn2o+dklEpBIpAIlTsFgsvPjdDj7/4xhGA7w7qB03NQ1xdFmlk5MCaz+ADbPOLjbqGwFdx8B1w8GjlmPrExGphhSAxCm89eMe5q4+BMDrd7ehT2y4YwsqjZMHYfV78OcnYCqwbgtqAt3GQuw94FoDpumLiDhImQNQdHQ0DzzwACNGjKBevXoVUZNIufpgxX5m/LIPgJdub8nd7es6uKIrSNoKK6fD9q/AYrZui2wP3cdB09t0rx4RkXJQ5t+kY8eO5auvvqJBgwbccsstLFiwgIKCgoqoTeSafbzmEK8t3QXA032aMbRLtGMLuhSLBQ6thE/ugpndYduX1vDTsCcM/w4eSoDm/RR+RETKicFisViu5oWbNm1i7ty5fPbZZ5hMJu677z4eeOABrrvuuvKusdJlZWXh7+9PZmYmfn6aTVNdffHHUf7vyy0APHpzI/55a1MHV3QRZjPs+cE6lf3YBus2g9E6o6vb4xDexrH1iYhUI2X5/L7qAFSiqKiIf/3rX4wfP56ioiJiY2N57LHHGDlyZLVdQ0kBqPpbsiWRRz/bhNkCI7tFM6lfi6r197G4ELZ+AavegbTd1m0uHtBuiHVwc50Gjq1PRKQaKsvn91UPgi4qKmLRokXMmTOH5cuX07lzZx588EGOHTvGM888w08//cT8+fOv9vQiV+2XXSk8vuBPzBYY1DGqaoWfghzY9DGsmQFZx63bPPyg40PQ+RGoVU1mpomIVHNlDkCbNm1izpw5fPbZZxiNRoYNG8bbb79Ns2bNbMfccccddOzYsVwLFSmN1fvT+PsnGyk2W/hbmwheuSO2aoSf3HRY/yGs/zecPmXdVisUOv8DOozUyusiIpWszAGoY8eO3HLLLXzwwQcMGDAANze3C46JiYlh0KBB5VKgSGltOnKKh+b9QUGxmV7NQ3nr3ja4GB0cfjKOwJr3ra0+RXnWbXUaWMf3tB4Ebp6OrU9ExEmVOQAdOHCA+vXrX/YYHx8f5syZc9VFiZTV9hOZjJi9nrxCE90aBTLjvna4uThwxlTyDuv4nm1fgrnYui28LXQfC83/BsZquOiqiEgNUuYAlJKSQlJSEnFxcXbb161bh4uLCx06dCi34kRKY19KDsNmrScrv5gO9QP4aFgHPN0cFDCOrLPO6Nrzw9ltMTdC9yesa3RVhe44EREp+32ARo8ezdGjRy/Yfvz4cUaPHl0uRYmU1tGTeQz5zzrScwtpFenH7JEd8Xav5BucWyywZxnM7gOzbz0TfgzQ4nYY9QsMXwwNb1L4ERGpQsocgHbs2HHRe/20a9eOHTt2lLmA999/n+joaDw9PYmLi2P9+vWXPT4jI4PRo0cTHh6Oh4cHTZo04fvvv7ftf/755zEYDHaPcwdoS82RlJnPff9ZS1JWPo1DavHxA3H4eV44Jq3CmIphy+fwQTeYfy8cWQ1GN7huGIz5A+79GCKr/32xRERqojL/V9nDw4Pk5GQaNLC/T0liYiKurmU73cKFCxk3bhwzZ84kLi6O6dOnEx8fz+7duwkJuXA6cGFhIbfccgshISF8+eWXREZGcvjwYWrXrm13XMuWLfnpp59sz8tal1R96TkF3P+ftRw9eZr6gd588lAcdXwqaW2swjzY/Cmsftc6yBnAvZZ1Nlfnf4BfROXUISIiV63MyeDWW29lwoQJfPPNN/j7W6fuZmRk8Mwzz3DLLbeU6VzTpk1j1KhRjBw5EoCZM2eyZMkSZs+ezdNPP33B8bNnz+bkyZOsXr3aNvssOjr6guNcXV0JCwsr4zuTUjuyFj4fBkZX8I+C2lHn/FkPatcD/7rg7l0hl888XcTQWevZn5pLuL8nnzwYR6hfJcymOn0K1v8H1s2EvDTrNu8g6/17Oj4IXgEVX4OIiJSLMgegN998kxtuuIH69evTrl07ADZv3kxoaCj//e9/S32ewsJCNm7cyIQJE2zbjEYjvXr1Ys2aNRd9zeLFi+nSpQujR4/mm2++ITg4mPvuu4/x48fj4nJ20OvevXuJiIjA09OTLl26MHXq1Msu3FpQUGC3nllWVlap34fTyTwOC4dAbqr1edZxOLr24sd6B50TjuqdDUklX3vVLvPlcwuKGTFnPTsSswiq5c6nD8URVadigpZN1gnrVPaNc6Ewx7qtdn3o9hi0vR/cvCr2+iIiUu7KHIAiIyPZsmULn376KX/99RdeXl6MHDmSwYMHX/SeQJeSlpaGyWQiNDTUbntoaCi7du266GsOHDjAzz//zP3338/333/Pvn37+Mc//kFRURGTJ08GIC4ujrlz59K0aVMSExN54YUXuP7669m2bRu+vr4XPe/UqVN54YUXSl270yrKh8+HWsNPSEvoN80agDKOQuZR+z8Ls62tJHlpcOLPi5/Pw+8iLUhR1nBROwp8gu0GDucXmRj18R/8eSQDfy83/vtgHA2Ca1Xc+03ba53K/tcCMBdZt4W2ss7oajEAXNS1KiJSXV3zWmBX68SJE0RGRrJ69Wq6dOli2/7UU0/x66+/sm7dugte06RJE/Lz8zl48KCtxWfatGm88cYbJCYmXvQ6GRkZ1K9fn2nTpvHggw9e9JiLtQBFRUVpLbBzWSyweAz8+Ql41oaHV0CdmEsfm59hDUIZR84JR0fOhqS89Ctf09XT2pXmH4XZP4pvDhr5LcWLNNdQnh58Ky2bNK2YEHJ8o3Uq+87vgDP/POp3t97Dp1EvzeYSEamiKmUtsB07dnDkyBEKCwvttv/tb38r1euDgoJwcXEhOTnZbntycvIlx++Eh4fj5uZm193VvHlzkpKSKCwsxN39wkGwtWvXpkmTJuzbt++StXh4eODh4VGqup3Whv9Yw4/BCHfPvnT4AWtA8AqwPsJbX/yYwlzIPHZOMDpi34KUnQjF+ZC+D9L3YQTuAO4o+REvfB4MLuAXeZEWpDOtSH6Rpb/TssUCB36xBp+Dv53d3rSvNfhEdSrdeUREpFq4qjtB33HHHWzduhWDwUBJA1LJeksmk6lU53F3d6d9+/YkJCQwYMAAAMxmMwkJCYwZM+air+nWrRvz58/HbDZjNFpn8O/Zs4fw8PCLhh+AnJwc9u/fz9ChQ8vyNuVch1fD0jOD0ntOhkY9r/2c7j4Q3NT6uJjiQsg6jvnUEb5IWMOJw3uIckmjZ3ghAYWJ1rFI5iJreMo8cunr1Ao9LxzVO/tn7Shw84Yd31iDT9IW62uMrtB6IHR9DEJ0CwURkZqozAHo8ccfJyYmhoSEBGJiYli/fj3p6en885//5M033yzTucaNG8fw4cPp0KEDnTp1Yvr06eTm5tpmhQ0bNozIyEimTp0KwCOPPMKMGTN4/PHHefTRR9m7dy9Tpkzhscces53zySefpH///tSvX58TJ04wefJkXFxcGDx4cFnfqoA1aHw+zLqcQ8s7rWtYVQZXdywB0by4Mo+5B2IxGmJ5f9B1BMSGW/ebzZCTdE6r0ZELxyEV5UJOsvVx/I9LXMfT2tIE1jDUfgR0GW3tehMRkRqrzAFozZo1/PzzzwQFBWE0GjEajXTv3p2pU6fy2GOP8eeflxjwehEDBw4kNTWVSZMmkZSURNu2bVm6dKltYPSRI0dsLT0AUVFRLFu2jCeeeILWrVsTGRnJ448/zvjx423HHDt2jMGDB5Oenk5wcDDdu3dn7dq1BAcHl/WtyvmDnm+fUanjX978cTdzVx8C4I2729CnJPwAGI3W++34RQBxF77YYoG8k/bjjs4PS6dPWcOPVx2I+zt0GgXedSrlvYmIiGOVeRB0QEAAmzZtIiYmhoYNG/Kf//yHm266if379xMbG0teXl5F1VppyjKIqsYqy6DnCvD+L/t4Y9luAF4a0IqhnS+/AO9VKciG7CRra4+msouIVHsVOgi6VatW/PXXX8TExBAXF8frr7+Ou7s7H3744QV3h5ZqrCyDnsvZ3FUHbeFnQp9mFRN+ADx8rQ8REXE6ZQ5Azz33HLm5uQC8+OKL9OvXj+uvv57AwEAWLlxY7gWKA1TEoOdS+vyPozz/rXVNucdubsT/u7FhpV1bREScR7ncB+jkyZMEBATYZoJVd07dBZZ5HD680Trup+Wd1tafSvq5frflBI999idmCzzQLYaJ/ZrXmL9TIiJS8cry+V2m1eCLiopwdXVl27Ztdtvr1KmjD6qaoCj/7DIXoa0qddBzws5kxi7YjNkCgzpGKfyIiEiFKlMAcnNzo169eqW+149UIxYLLPknnNhkHfQ88BPrvXoqwep9aTzy6SaKzRZubxvBK3fEKvyIiEiFKlMAAnj22Wd55plnOHnyZEXUI46y4T+w+cyg53vmVNqg542HT/HQx39QWGzmlhahvHlPG1yMCj8iIlKxyjwIesaMGezbt4+IiAjq16+Pj499K8GmTZvKrTipJOcOeu71PDS8uVIuu+14JiPmrCev0ET3RkG8N7gdbi5lzuQiIiJlVuYAVLJshdQQ59/puetjV35NOdiXks2w2evJzi+mQ/0APhzWHk83lyu/UEREpByUOQBNnjy5IuoQR3DQoOcj6Xnc/591nMwtJDbSn9kjO+LtXgGruouIiFyC+huclYMGPSdmnub+WWtJziqgcUgt5j3QCT9Ptwq/roiIyLnK/N9uo9F42Rk6miFWTThg0HNaTgH3/2cdR0+epn6gN58+FEcdH/cKv66IiMj5yhyAFi1aZPe8qKiIP//8k3nz5vHCCy+UW2FSgRww6Dkzr4ihs9ZzIDWXCH9PPn0ojhA/zwq/roiIyMWUy52gAebPn8/ChQv55ptvyuN0DlWj7wR97p2eW90Fd82q8HE/OQXFDJ21jj+PZBBUy4PP/19nGgTXqtBrioiI86mwO0FfTufOnUlISCiv00lFOH/Q89/eq/Dwk19kYtS8P/jzSAb+Xm588lAnhR8REXG4cglAp0+f5t133yUyMrI8TicVwQGDnguLzTzyyUbWHEjHx92FeQ90ollYDWtRExGRaqnMY4DOX/TUYrGQnZ2Nt7c3n3zySbkWJ+Wokgc9F5vMPLFwM7/sTsXTzcjsER1pG1W7Qq8pIiJSWmUOQG+//bZdADIajQQHBxMXF0dAQEC5FiflpJIHPZvNFp7+aitLtibi5mLg30M7ENcgsEKvKSIiUhZlDkAjRoyogDKkwpx7p+dWd1X4nZ4tFgsvfLudLzcew8Vo4L3B7bixSXCFXlNERKSsyjwGaM6cOXzxxRcXbP/iiy+YN29euRQl5cQBg55fX7abeWsOA/DG3a3p3Sq8Qq8nIiJyNcocgKZOnUpQUNAF20NCQpgyZUq5FCXl4NxBz14BMOjTCh/0/P4v+/hgxX4AXh7Qijuvq1uh1xMREblaZQ5AR44cISbmwgG09evX58iRI+VSlJSDcwc93z0bAqIr9HJzVh3kjWW7AXjmtmYM6Vy/Qq8nIiJyLcocgEJCQtiyZcsF2//66y8CAzXQtUo4tKpSBz1/vuEoL3y7A4DHejbm4RsaVuj1RERErlWZA9DgwYN57LHH+OWXXzCZTJhMJn7++Wcef/xxBg0aVBE1SllkHocvhlfaoOdv/zrB+K+sgfjB7jE80atxhV5PRESkPJR5FthLL73EoUOH6NmzJ66u1pebzWaGDRumMUCOVsmDnn/akcwTCzdjscDgTvV4rm/zyy6UKyIiUlVc9Vpge/fuZfPmzXh5eREbG0v9+jVnzEe1XAvMYoFvxljH/XgFwMMrKnTcz6p9aYycu4HCYjO3t41g2r1tcTEq/IiIiOOU5fO7zC1AJRo3bkzjxuruqDLsBj3PqdDwsy8lh4fm/UFhsZlbWoTy5j1tFH5ERKRaKfMYoLvuuovXXnvtgu2vv/4699xzT7kUJWVkN+j5BWh4U4Ve7rP1RzhdZKJjdAAz7muHm0u5rakrIiJSKcr8yfXbb79x2223XbC9T58+/Pbbb+VSlJRB5rFzBj3fDV0frdDLmc0Wvt+aCMCo6xvg4epSodcTERGpCGUOQDk5Obi7u1+w3c3NjaysrHIpSkqpKB8WDj0z6Dm2Uu70/OfRUyRm5lPLw5UbtMSFiIhUU2UOQLGxsSxcuPCC7QsWLKBFixblUpSUgsUCS8adc6fnT8Ddu8Iv+90Wa+vPLS1C8XRT64+IiFRPZR4EPXHiRO68807279/PzTdbb7CXkJDA/Pnz+fLLL8u9QLmEDf+BzZ9WyqDnEud2f/WN1RpfIiJSfZU5APXv35+vv/6aKVOm8OWXX+Ll5UWbNm34+eefqVOnTkXUKOer5EHPJf44fIrkrAJ8PV25vsmF68GJiIhUF1c1Db5v37707dsXsM65/+yzz3jyySfZuHEjJpOpXAuU81TyoOdzLdlyAoBbW4Rp8LOIiFRrVz1/+bfffmP48OFERETw1ltvcfPNN7N27dryrE3O54BBzyVMZgvfb0sCoF9rdX+JiEj1VqYWoKSkJObOncusWbPIysri3nvvpaCggK+//loDoCuagwY9l9hw6CSp2QX4ebrSrZG6v0REpHordQtQ//79adq0KVu2bGH69OmcOHGC9957ryJrk3M5YNDzub470/0V3zIMd1fd+FBERKq3UrcA/fDDDzz22GM88sgjWgKjsjlo0HOJYpOZpSXdX20iKvXaIiIiFaHU/5VfuXIl2dnZtG/fnri4OGbMmEFaWlpF1ibg0EHPJdYfPElaTiG1vd3o2jCw0q8vIiJS3kodgDp37sxHH31EYmIi/+///T8WLFhAREQEZrOZ5cuXk52dXZF1OicHDno+13dn7v3Tu2WY1v0SEZEaocyfZj4+PjzwwAOsXLmSrVu38s9//pNXX32VkJAQ/va3v1VEjc7JwYOeS5zb/dVXs79ERKSGuKb/zjdt2pTXX3+dY8eO8dlnn13VOd5//32io6Px9PQkLi6O9evXX/b4jIwMRo8eTXh4OB4eHjRp0oTvv//+ms5ZJa3/yKGDnkusOZDOydxC6vi406WBur9ERKRmKJf+DBcXFwYMGMDixYvL9LqFCxcybtw4Jk+ezKZNm2jTpg3x8fGkpKRc9PjCwkJuueUWDh06xJdffsnu3bv56KOPiIyMvOpzVkmHVsGyCdavb3mx0gc9n2vJmbW/ercKw1XdXyIiUkMYLBaLxVEXj4uLo2PHjsyYMQMAs9lMVFQUjz76KE8//fQFx8+cOZM33niDXbt24ebmVi7nvJisrCz8/f3JzMzEz8/vKt/dVco8Bh/2sI77aXU33PUfh4z7ASgymen4yk9k5BUx/6E4uur+PyIiUoWV5fPbYf+lLywsZOPGjfTq1etsMUYjvXr1Ys2aNRd9zeLFi+nSpQujR48mNDSUVq1aMWXKFNvyG1dzToCCggKysrLsHg5RRQY9l1i9P52MvCKCarnTKUbrvImISM3hsACUlpaGyWQiNDTUbntoaChJSUkXfc2BAwf48ssvMZlMfP/990ycOJG33nqLl19++arPCTB16lT8/f1tj6ioqGt8d1ehigx6PlfJ2l/q/hIRkZqmWn2qmc1mQkJC+PDDD2nfvj0DBw7k2WefZebMmdd03gkTJpCZmWl7HD16tJwqLoMqMui5RGHxObO/YnXzQxERqVmuajX48hAUFISLiwvJycl225OTkwkLC7voa8LDw3Fzc8PF5exK5M2bNycpKYnCwsKrOieAh4cHHh4e1/BurlEVGvRcYtW+NLLyiwn29VD3l4iI1DgOawFyd3enffv2JCQk2LaZzWYSEhLo0qXLRV/TrVs39u3bh9lstm3bs2cP4eHhuLu7X9U5HS7zGHw+zHqn59h7oMsYR1cEwHdnZn/d1ioMF6PjxiGJiIhUBId2gY0bN46PPvqIefPmsXPnTh555BFyc3MZOXIkAMOGDWPChAm24x955BFOnjzJ448/zp49e1iyZAlTpkxh9OjRpT5nlVIy6DkvDcJiof+7Dh30XKKg2MSPO0pufqjuLxERqXkc1gUGMHDgQFJTU5k0aRJJSUm0bduWpUuX2gYxHzlyBKPxbEaLiopi2bJlPPHEE7Ru3ZrIyEgef/xxxo8fX+pzVhl2g57rwMBPHT7oucTKvWlk5xcT4utBh/oBji5HRESk3Dn0PkBVVaXcB2jdh/DD/1kHPQ9dBA16VMx1rsITCzez6M/jjOgazfN/a+nockREREqlWtwHyKmdP+i5CoWf/CITy3dYB5H3b6O1v0REpGZSAKpsVXTQc4nf9qSSU1BMuL8n7aLU/SUiIjWTAlBlKsqHhUOq3KDncy3Zemb2V2w4Rs3+EhGRGkoBqDItfRpO/FnlBj2XyC8y8dOZ7q++rdX9JSIiNZcCUGXqMBICYuCeORBQ39HVXGDF7hRyC01E1vaiXVRtR5cjIiJSYRw6Dd7phLeB0evB1d3RlVxUyc0P+7YOx1DFuuZERETKk1qAKlsVDT+nC00k7EwBoG+sur9ERKRmUwASAH7ZncLpIhN1A7xoXdff0eWIiIhUKAUgAWCJur9ERMSJKAAJeYXFJOyyzv7qF6u1v0REpOZTABISdqaQX2SmfqA3rSIraOkPERGRKkQBSM52f8Wq+0tERJyDApCTyyko5pfdZ2Z/6eaHIiLiJBSAnFzCzmQKis3EBPnQIlzdXyIi4hwUgJycur9ERMQZKQA5sez8IlbsSQWgXxt1f4mIiPNQAHJiP+1MprDYTMNgH5qG+jq6HBERkUqjAOTEzt78MELdXyIi4lQUgJxU5ukiftuTBkA/zf4SEREnowDkpH7akUyhyUzjkFo0UfeXiIg4GQUgJ/XdlhMA9GutpS9ERMT5KAA5ocy8In7fa+3+6ts6zMHViIiIVD4FICe0bEcSxWYLzcJ8aRSi7i8REXE+CkBO6NybH4qIiDgjBSAncyq3kFX7Srq/FIBERMQ5KQA5mWXbrd1fLcL9aBBcy9HliIiIOIQCkJNZsrXk5odq/REREeelAORE0nMKWL0/HdD4HxERcW4KQE5k2fZkTGYLrSL9iA7ycXQ5IiIiDqMA5ESWbLXe/LBvrG5+KCIizk0ByEmkZhew5kz3l9b+EhERZ6cA5CSWbk/CbIE2df2JquPt6HJEREQcSgHISSw5s/aXZn+JiIgoADmFlOx81h08CcBtmv0lIiKiAOQMlm5LwmKBtlG1qRug7i8REREFICfw3V/Wmx9q8LOIiIiVAlANl5SZz4bD6v4SERE5lwJQDffDtkQsFmhfP4CI2l6OLkdERKRKUACq4ZZsObP2l1p/REREbBSAarDEzNP8cfgUBoO6v0RERM5VJQLQ+++/T3R0NJ6ensTFxbF+/fpLHjt37lwMBoPdw9PT0+6YESNGXHBM7969K/ptVDklrT8d69chzN/zCkeLiIg4D1dHF7Bw4ULGjRvHzJkziYuLY/r06cTHx7N7925CQkIu+ho/Pz92795te24wGC44pnfv3syZM8f23MPDo/yLr+KWbD3T/aXZXyIiInYc3gI0bdo0Ro0axciRI2nRogUzZ87E29ub2bNnX/I1BoOBsLAw2yM0NPSCYzw8POyOCQgIqMi3UeUcO5XHn0cyMBigT6swR5cjIiJSpTg0ABUWFrJx40Z69epl22Y0GunVqxdr1qy55OtycnKoX78+UVFR3H777Wzfvv2CY1asWEFISAhNmzblkUceIT09/ZLnKygoICsry+5R3f2wNQmATtF1CPFT95eIiMi5HBqA0tLSMJlMF7TghIaGkpSUdNHXNG3alNmzZ/PNN9/wySefYDab6dq1K8eOHbMd07t3bz7++GMSEhJ47bXX+PXXX+nTpw8mk+mi55w6dSr+/v62R1RUVPm9SQf5bqtufigiInIpDh8DVFZdunShS5cutuddu3alefPm/Pvf/+all14CYNCgQbb9sbGxtG7dmoYNG7JixQp69ux5wTknTJjAuHHjbM+zsrKqdQg6ejKPv45mYDRA71YKQCIiIudzaAtQUFAQLi4uJCcn221PTk4mLKx041bc3Nxo164d+/btu+QxDRo0ICgo6JLHeHh44OfnZ/eozkoGP3duEEiwr/MN/hYREbkShwYgd3d32rdvT0JCgm2b2WwmISHBrpXnckwmE1u3biU8/NItHceOHSM9Pf2yx9QktpsfqvtLRETkohw+C2zcuHF89NFHzJs3j507d/LII4+Qm5vLyJEjARg2bBgTJkywHf/iiy/y448/cuDAATZt2sSQIUM4fPgwDz30EGAdIP1///d/rF27lkOHDpGQkMDtt99Oo0aNiI+Pd8h7rEyH03PZejzT2v3VUrO/RERELsbhY4AGDhxIamoqkyZNIikpibZt27J06VLbwOgjR45gNJ7NaadOnWLUqFEkJSUREBBA+/btWb16NS1atADAxcWFLVu2MG/ePDIyMoiIiODWW2/lpZdecop7AZV0f3VtGERgrZr/fkVERK6GwWKxWBxdRFWTlZWFv78/mZmZ1W48UN93f2f7iSxevTOWQZ3qObocERGRSlOWz2+Hd4FJ+TmYlsv2E1m4GA3Eq/tLRETkkhSAapAlW04A0K1REAE+7g6uRkREpOpSAKpBvjsz+6ufVn4XERG5LAWgGmJfSg67krJxNRq4teWFa6OJiIjIWQpANcT3Z2Z/Xd84iNre6v4SERG5HAWgGuK7M+N/+raOcHAlIiIiVZ8CUA2wJzmbPck5uLkYuKWFur9ERESuRAGoBihZ+uKGxsH4e7k5uBoREZGqTwGomrNYLLa7P2vtLxERkdJRAKrm9iTnsC8lB3dXo7q/RERESkkBqJorGfx8Y5NgfD3V/SUiIlIaCkDVmMVisY3/6afuLxERkVJTAKrGdiZmcyAtF3dXIz2bq/tLRESktBSAqrElW63dXzc1DaaWh6uDqxEREak+FICqKfvuL938UEREpCwUgKqp7SeyOJSeh6ebkZubhTi6HBERkWpFAaiaKln5/eZmIfio+0tERKRMFICqIevND8+s/RWr7i8REZGyUgCqhrYez+ToydN4ublwU7NgR5cjIiJS7SgAVUMlg597Ng/B213dXyIiImWlAFTNWCwW2/gf3fxQRETk6igAVTObj2ZwPOM03u4u9Giq2V8iIiJXQwGominp/urVPBRPNxcHVyMiIlI9KQBVI2azhe+3WgNQX3V/iYiIXDUFoGrkz6MZnMjMp5aHKzc20ewvERGRq6UAVI18t8V6759bWqj7S0RE5FooAFUTdt1fser+EhERuRYKQNXExiOnSM4qwNfDleubBDm6HBERkWpNAaiaKJn9dUvLUDxc1f0lIiJyLRSAqgHTOd1f/Vtr7S8REZFrpQBUDfxx6CQp2QX4ebrSrZG6v0RERK6VAlA1ULL0RXzLMNxd9SMTERG5Vvo0reJMZgs/bNPND0VERMqTAlAVt+5gOmk5hdT2dlP3l4iISDlRAKriSmZ/9W4ZhpuLflwiIiLlQZ+oVVixyczSbUmAur9ERETKkwJQFbb2wEnScwsJ8HajS4NAR5cjIiJSYygAVWFLtlrX/urdKhxXdX+JiIiUG32qVlFF53R/9VP3l4iISLlSAKqi1uxP51ReEUG13ImLqePockRERGqUKhGA3n//faKjo/H09CQuLo7169df8ti5c+diMBjsHp6ennbHWCwWJk2aRHh4OF5eXvTq1Yu9e/dW9NsoV7bZX63C1P0lIiJSzhz+ybpw4ULGjRvH5MmT2bRpE23atCE+Pp6UlJRLvsbPz4/ExETb4/Dhw3b7X3/9dd59911mzpzJunXr8PHxIT4+nvz8/Ip+O+WisNjM0u1nZn/Fau0vERGR8ubwADRt2jRGjRrFyJEjadGiBTNnzsTb25vZs2df8jUGg4GwsDDbIzQ01LbPYrEwffp0nnvuOW6//XZat27Nxx9/zIkTJ/j6668ver6CggKysrLsHo60an8amaeLCKrlQSd1f4mIiJQ7hwagwsJCNm7cSK9evWzbjEYjvXr1Ys2aNZd8XU5ODvXr1ycqKorbb7+d7du32/YdPHiQpKQku3P6+/sTFxd3yXNOnToVf39/2yMqKqoc3t3VK+n+ui02DBejwaG1iIiI1EQODUBpaWmYTCa7FhyA0NBQkpKSLvqapk2bMnv2bL755hs++eQTzGYzXbt25dixYwC215XlnBMmTCAzM9P2OHr06LW+tatWWGxm2faS2V/q/hIREakIro4uoKy6dOlCly5dbM+7du1K8+bN+fe//81LL710Vef08PDAw8OjvEq8Jiv3pZKdX0yIrwcd6gc4uhwREZEayaEtQEFBQbi4uJCcnGy3PTk5mbCwsFKdw83NjXbt2rFv3z4A2+uu5ZyO9N1fJd1f4RjV/SUiIlIhHBqA3N3dad++PQkJCbZtZrOZhIQEu1aeyzGZTGzdupXwcOvNAmNiYggLC7M7Z1ZWFuvWrSv1OR0lv8jE8h3W4KabH4qIiFQch3eBjRs3juHDh9OhQwc6derE9OnTyc3NZeTIkQAMGzaMyMhIpk6dCsCLL75I586dadSoERkZGbzxxhscPnyYhx56CLDOEBs7diwvv/wyjRs3JiYmhokTJxIREcGAAQMc9TZL5fe9aWQXFBPm58l19dT9JSIiUlEcHoAGDhxIamoqkyZNIikpibZt27J06VLbIOYjR45gNJ5tqDp16hSjRo0iKSmJgIAA2rdvz+rVq2nRooXtmKeeeorc3FwefvhhMjIy6N69O0uXLr3gholVzZIt1rW/+rZW95eIiEhFMlgsFouji6hqsrKy8Pf3JzMzEz8/v0q5Zn6RifYvLSe30MRX/+iqFiAREZEyKsvnt8NvhChWK3ankltoIrK2F+2iaju6HBERkRpNAaiKWLL17M0PDQZ1f4mIiFQkBaAq4HShiYSd1tlffXXzQxERkQqnAFQFrNidQl6hiboBXrSp6+/ockRERGo8BaAq4Lsz3V99W4er+0tERKQSKAA5WF5hMT/vTAGgX6y6v0RERCqDApCD/bwrhdNFJurV8aZVZOVMuRcREXF2CkAOtmSLur9EREQqmwKQA+UWFPPzrjPdX1r7S0REpNIoADlQwq4UCorNxAT50CJc3V8iIiKVRQHIgb7768zaX7Hq/hIREalMCkAOkp1fxIo9qYB1/I+IiIhUHgUgB0nYmUJhsZkGwT40C/N1dDkiIiJORQHIQb47M/urX+sIdX+JiIhUMgUgB8jKL+K3M91fmv0lIiJS+RSAHGD59mQKTWYah9SiSai6v0RERCqbApADLDln7S8RERGpfApAlSwzr4jf96r7S0RExJEUgCrZjzuSKDJZaBbmS6MQdX+JiIg4ggJQJbN1f8Wq9UdERMRRFIAqUUZeISv3pgFwm7q/REREHEYBqBIt255EsdlC83A/GgbXcnQ5IiIiTksBqBKl5RTi5eaiwc8iIiIO5uroApzJ6JsaMbJbNMVmi6NLERERcWoKQJXM213fchEREUdTF5iIiIg4HQUgERERcToKQCIiIuJ0FIBERETE6SgAiYiIiNNRABIRERGnowAkIiIiTkcBSERERJyOApCIiIg4HQUgERERcToKQCIiIuJ0FIBERETE6SgAiYiIiNPR0uQXYbFYAMjKynJwJSIiIlJaJZ/bJZ/jl6MAdBHZ2dkAREVFObgSERERKavs7Gz8/f0ve4zBUpqY5GTMZjMnTpzA19cXg8FQrufOysoiKiqKo0eP4ufnV67nlrLTz6Nq0c+jatHPo2rRz+PKLBYL2dnZREREYDRefpSPWoAuwmg0Urdu3Qq9hp+fn/4CVyH6eVQt+nlULfp5VC36eVzelVp+SmgQtIiIiDgdBSARERFxOgpAlczDw4PJkyfj4eHh6FIE/TyqGv08qhb9PKoW/TzKlwZBi4iIiNNRC5CIiIg4HQUgERERcToKQCIiIuJ0FIBERETE6SgAVaL333+f6OhoPD09iYuLY/369Y4uySlNnTqVjh074uvrS0hICAMGDGD37t2OLkvOePXVVzEYDIwdO9bRpTi148ePM2TIEAIDA/Hy8iI2NpY//vjD0WU5JZPJxMSJE4mJicHLy4uGDRvy0ksvlWq9K7k0BaBKsnDhQsaNG8fkyZPZtGkTbdq0IT4+npSUFEeX5nR+/fVXRo8ezdq1a1m+fDlFRUXceuut5ObmOro0p7dhwwb+/e9/07p1a0eX4tROnTpFt27dcHNz44cffmDHjh289dZbBAQEOLo0p/Taa6/xwQcfMGPGDHbu3Mlrr73G66+/znvvvefo0qo1TYOvJHFxcXTs2JEZM2YA1vXGoqKiePTRR3n66acdXJ1zS01NJSQkhF9//ZUbbrjB0eU4rZycHK677jr+9a9/8fLLL9O2bVumT5/u6LKc0tNPP82qVav4/fffHV2KAP369SM0NJRZs2bZtt111114eXnxySefOLCy6k0tQJWgsLCQjRs30qtXL9s2o9FIr169WLNmjQMrE4DMzEwA6tSp4+BKnNvo0aPp27ev3b8TcYzFixfToUMH7rnnHkJCQmjXrh0fffSRo8tyWl27diUhIYE9e/YA8Ndff7Fy5Ur69Onj4MqqNy2GWgnS0tIwmUyEhobabQ8NDWXXrl0OqkrA2hI3duxYunXrRqtWrRxdjtNasGABmzZtYsOGDY4uRYADBw7wwQcfMG7cOJ555hk2bNjAY489hru7O8OHD3d0eU7n6aefJisri2bNmuHi4oLJZOKVV17h/vvvd3Rp1ZoCkDi10aNHs23bNlauXOnoUpzW0aNHefzxx1m+fDmenp6OLkew/segQ4cOTJkyBYB27dqxbds2Zs6cqQDkAJ9//jmffvop8+fPp2XLlmzevJmxY8cSERGhn8c1UACqBEFBQbi4uJCcnGy3PTk5mbCwMAdVJWPGjOG7777jt99+o27duo4ux2lt3LiRlJQUrrvuOts2k8nEb7/9xowZMygoKMDFxcWBFTqf8PBwWrRoYbetefPm/O9//3NQRc7t//7v/3j66acZNGgQALGxsRw+fJipU6cqAF0DjQGqBO7u7rRv356EhATbNrPZTEJCAl26dHFgZc7JYrEwZswYFi1axM8//0xMTIyjS3JqPXv2ZOvWrWzevNn26NChA/fffz+bN29W+HGAbt26XXBriD179lC/fn0HVeTc8vLyMBrtP65dXFwwm80OqqhmUAtQJRk3bhzDhw+nQ4cOdOrUienTp5Obm8vIkSMdXZrTGT16NPPnz+ebb77B19eXpKQkAPz9/fHy8nJwdc7H19f3gvFXPj4+BAYGalyWgzzxxBN07dqVKVOmcO+997J+/Xo+/PBDPvzwQ0eX5pT69+/PK6+8Qr169WjZsiV//vkn06ZN44EHHnB0adWapsFXohkzZvDGG2+QlJRE27Zteffdd4mLi3N0WU7HYDBcdPucOXMYMWJE5RYjF9WjRw9Ng3ew7777jgkTJrB3715iYmIYN24co0aNcnRZTik7O5uJEyeyaNEiUlJSiIiIYPDgwUyaNAl3d3dHl1dtKQCJiIiI09EYIBEREXE6CkAiIiLidBSARERExOkoAImIiIjTUQASERERp6MAJCIiIk5HAUhEREScjgKQiIiIOB0FIBGRSzAYDHz99deOLkNEKoACkIhUSSNGjMBgMFzw6N27t6NLE5EaQIuhikiV1bt3b+bMmWO3zcPDw0HViEhNohYgEamyPDw8CAsLs3sEBAQA1u6pDz74gD59+uDl5UWDBg348ssv7V6/detWbr75Zry8vAgMDOThhx8mJyfH7pjZs2fTsmVLPDw8CA8PZ8yYMXb709LSuOOOO/D29qZx48YsXrzYtu/UqVPcf//9BAcH4+XlRePGjS8IbCJSNSkAiUi1NXHiRO666y7++usv7r//fgYNGsTOnTsByM3NJT4+noCAADZs2MAXX3zBTz/9ZBdwPvjgA0aPHs3DDz/M1q1bWbx4MY0aNbK7xgsvvMC9997Lli1buO2227j//vs5efKk7fo7duzghx9+YOfOnXzwwQcEBQVV3jdARK6eRUSkCho+fLjFxcXF4uPjY/d45ZVXLBaLxQJY/v73v9u9Ji4uzvLII49YLBaL5cMPP7QEBARYcnJybPuXLFliMRqNlqSkJIvFYrFERERYnn322UvWAFiee+452/OcnBwLYPnhhx8sFovF0r9/f8vIkSPL5w2LSKXSGCARqbJuuukmPvjgA7ttderUsX3dpUsXu31dunRh8+bNAOzcuZM2bdrg4+Nj29+tWzfMZjO7d+/GYDBw4sQJevbsedkaWrdubfvax8cHPz8/UlJSAHjkkUe466672LRpE7feeisDBgyga9euV/VeRaRyKQCJSJXl4+NzQZdUefHy8irVcW5ubnbPDQYDZrMZgD59+nD48GG+//57li9fTs+ePRk9ejRvvvlmudcrIuVLY4BEpNpau3btBc+bN28OQPPmzfnrr7/Izc217V+1ahVGo5GmTZvi6+tLdHQ0CQkJ11RDcHAww4cP55NPPmH69Ol8+OGH13Q+EakcagESkSqroKCApKQku22urq62gcZffPEFHTp0oHv37nz66aesX7+eWbNmAXD//fczefJkhg8fzvPPP09qaiqPPvooQ4cOJTQ0FIDnn3+ev//974SEhNCnTx+ys7NZtWoVjz76aKnqmzRpEu3bt6dly5YUFBTw3Xff2QKYiFRtCkAiUmUtXbqU8PBwu21NmzZl165dgHWG1oIFC/jHP/5BeHg4n332GS1atADA29ubZcuW8fjjj9OxY0e8vb256667mDZtmu1cw4cPJz8/n7fffpsnn3ySoKAg7r777lLX5+7uzoQJEzh06BBeXl5cf/31LFiwoBzeuYhUNIPFYrE4uggRkbIyGAwsWrSIAQMGOLoUEamGNAZIREREnI4CkIiIiDgdjQESkWpJvfcici3UAiQiIiJORwFIREREnI4CkIiIiDgdBSARERFxOgpAIiIi4nQUgERERMTpKACJiIiI01EAEhEREafz/wG5aDWRq8HyRgAAAABJRU5ErkJggg==\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Model 1 ve Model 2'nin doğruluğunu karşılaştırın\\n\",\n        \"plt.plot(history.history['accuracy'], label='Model 1 Eğitim Doğruluğu')\\n\",\n        \"plt.plot(history.history['val_accuracy'], label='Model 1 Doğrulama Doğruluğu')\\n\",\n        \"plt.plot(history_2.history['accuracy'], label='Model 2 Eğitim Doğruluğu')\\n\",\n        \"plt.plot(history_2.history['val_accuracy'], label='Model 2 Doğrulama Doğruluğu')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Doğruluk')\\n\",\n        \"plt.ylim([0, 1])\\n\",\n        \"plt.legend(loc='lower right')\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 455\n        },\n        \"id\": \"UTslttCVWnxr\",\n        \"outputId\": \"601aadaf-ad62-4183-f7de-508d3c2a10ee\"\n      },\n      \"execution_count\": 30,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Model 1 ve Model 2'nin kaybını karşılaştırın\\n\",\n        \"plt.plot(history.history['loss'], label='Model 1 Eğitim Kaybı')\\n\",\n        \"plt.plot(history.history['val_loss'], label='Model 1 Doğrulama Kaybı')\\n\",\n        \"plt.plot(history_2.history['loss'], label='Model 2 Eğitim Kaybı')\\n\",\n        \"plt.plot(history_2.history['val_loss'], label='Model 2 Doğrulama Kaybı')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Kaybı')\\n\",\n        \"plt.legend(loc='upper right')\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 449\n        },\n        \"id\": \"_pPyv2swXJby\",\n        \"outputId\": \"06149227-383b-4df3-b41a-9ce7dff799e3\"\n      },\n      \"execution_count\": 31,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"#Model3\"\n      ],\n      \"metadata\": {\n        \"id\": \"aJ3QrHBUXMcX\"\n      }\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"Katman sayısını artırıp etkisini gözlemleyelim\"\n      ],\n      \"metadata\": {\n        \"id\": \"mIU81Q0yhuT5\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"model_3 = Sequential()\\n\",\n        \"# 1. Evrişim katmanı\\n\",\n        \"model_3.add(Conv2D(32, (3, 3), activation='relu', input_shape=(32, 32, 3)))\\n\",\n        \"model_3.add(MaxPooling2D((2, 2)))\\n\",\n        \"# 2. Evrişim katmanı\\n\",\n        \"model_3.add(Conv2D(64, (3, 3), activation='relu'))\\n\",\n        \"model_3.add(MaxPooling2D((2, 2)))\\n\",\n        \"# 3. Evrişim katmanı\\n\",\n        \"model_3.add(Conv2D(64, (3, 3), activation='relu'))\\n\",\n        \"model_3.add(MaxPooling2D((2, 2)))\\n\",\n        \"\\n\",\n        \"# Tam bağlantılı katmanlar\\n\",\n        \"model_3.add(Flatten())\\n\",\n        \"model_3.add(Dense(64, activation='relu'))\\n\",\n        \"model_3.add(Dense(10, activation='softmax'))  # 10 sınıf olduğundan 10 nöronlu çıkış katmanı\"\n      ],\n      \"metadata\": {\n        \"id\": \"BBj8nrTIXQ-Z\"\n      },\n      \"execution_count\": 32,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Modeli derleyin\\n\",\n        \"model_3.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\"\n      ],\n      \"metadata\": {\n        \"id\": \"1wX65fv1XthP\"\n      },\n      \"execution_count\": 33,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"history_3 = model_3.fit(x_train, y_train, epochs=10,\\n\",\n        \"                    validation_data=(x_test, y_test))\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"S8OiCLM1Xyd1\",\n        \"outputId\": \"66d9928e-2b35-428b-ae9f-edb175eb3a57\"\n      },\n      \"execution_count\": 34,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/10\\n\",\n            \"1563/1563 [==============================] - 11s 6ms/step - loss: 1.5470 - accuracy: 0.4350 - val_loss: 1.2941 - val_accuracy: 0.5339\\n\",\n            \"Epoch 2/10\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 1.1936 - accuracy: 0.5756 - val_loss: 1.0949 - val_accuracy: 0.6118\\n\",\n            \"Epoch 3/10\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 1.0484 - accuracy: 0.6294 - val_loss: 1.0460 - val_accuracy: 0.6307\\n\",\n            \"Epoch 4/10\\n\",\n            \"1563/1563 [==============================] - 9s 6ms/step - loss: 0.9426 - accuracy: 0.6685 - val_loss: 0.9653 - val_accuracy: 0.6614\\n\",\n            \"Epoch 5/10\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.8708 - accuracy: 0.6952 - val_loss: 0.9141 - val_accuracy: 0.6860\\n\",\n            \"Epoch 6/10\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.8101 - accuracy: 0.7153 - val_loss: 0.9202 - val_accuracy: 0.6818\\n\",\n            \"Epoch 7/10\\n\",\n            \"1563/1563 [==============================] - 9s 6ms/step - loss: 0.7612 - accuracy: 0.7351 - val_loss: 0.8718 - val_accuracy: 0.7057\\n\",\n            \"Epoch 8/10\\n\",\n            \"1563/1563 [==============================] - 7s 5ms/step - loss: 0.7219 - accuracy: 0.7466 - val_loss: 0.8656 - val_accuracy: 0.7075\\n\",\n            \"Epoch 9/10\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.6823 - accuracy: 0.7611 - val_loss: 0.9191 - val_accuracy: 0.6927\\n\",\n            \"Epoch 10/10\\n\",\n            \"1563/1563 [==============================] - 10s 6ms/step - loss: 0.6444 - accuracy: 0.7742 - val_loss: 0.8595 - val_accuracy: 0.7134\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"model_3.summary()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"RWmZFea0X4f3\",\n        \"outputId\": \"9be0395f-923b-483f-9a80-05a31c66acd4\"\n      },\n      \"execution_count\": 35,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Model: \\\"sequential_2\\\"\\n\",\n            \"_________________________________________________________________\\n\",\n            \" Layer (type)                Output Shape              Param #   \\n\",\n            \"=================================================================\\n\",\n            \" conv2d_4 (Conv2D)           (None, 30, 30, 32)        896       \\n\",\n            \"                                                                 \\n\",\n            \" max_pooling2d_4 (MaxPoolin  (None, 15, 15, 32)        0         \\n\",\n            \" g2D)                                                            \\n\",\n            \"                                                                 \\n\",\n            \" conv2d_5 (Conv2D)           (None, 13, 13, 64)        18496     \\n\",\n            \"                                                                 \\n\",\n            \" max_pooling2d_5 (MaxPoolin  (None, 6, 6, 64)          0         \\n\",\n            \" g2D)                                                            \\n\",\n            \"                                                                 \\n\",\n            \" conv2d_6 (Conv2D)           (None, 4, 4, 64)          36928     \\n\",\n            \"                                                                 \\n\",\n            \" max_pooling2d_6 (MaxPoolin  (None, 2, 2, 64)          0         \\n\",\n            \" g2D)                                                            \\n\",\n            \"                                                                 \\n\",\n            \" flatten_2 (Flatten)         (None, 256)               0         \\n\",\n            \"                                                                 \\n\",\n            \" dense_4 (Dense)             (None, 64)                16448     \\n\",\n            \"                                                                 \\n\",\n            \" dense_5 (Dense)             (None, 10)                650       \\n\",\n            \"                                                                 \\n\",\n            \"=================================================================\\n\",\n            \"Total params: 73418 (286.79 KB)\\n\",\n            \"Trainable params: 73418 (286.79 KB)\\n\",\n            \"Non-trainable params: 0 (0.00 Byte)\\n\",\n            \"_________________________________________________________________\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Modeli değerlendirin\\n\",\n        \"loss_3, accuracy_3 = model_3.evaluate(x_test, y_test)\\n\",\n        \"print(f'Test Loss-3: {loss_3}')\\n\",\n        \"print(f'Test Accuracy-3: {accuracy_3}')\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"j4T7L5BkX5hz\",\n        \"outputId\": \"ce0665e7-7747-4dad-939b-f8a0691fd01b\"\n      },\n      \"execution_count\": 36,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"313/313 [==============================] - 1s 3ms/step - loss: 0.8595 - accuracy: 0.7134\\n\",\n            \"Test Loss-3: 0.8595455288887024\\n\",\n            \"Test Accuracy-3: 0.7134000062942505\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# modellerin doğruluk karşılaştırması\\n\",\n        \"plt.plot(history_2.history['accuracy'], label='Model 2 Eğitim Doğruluğu')\\n\",\n        \"plt.plot(history_3.history['accuracy'], label='Model 3 Eğitim Doğruluğu')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Doğruluk')\\n\",\n        \"plt.ylim([0, 1])\\n\",\n        \"plt.legend(loc='lower right')\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 455\n        },\n        \"id\": \"Kc6ecWCLePTo\",\n        \"outputId\": \"59d51dce-1401-4b42-aefc-8de4b935194e\"\n      },\n      \"execution_count\": 37,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Modellerin doğruluğunu karşılaştırılması\\n\",\n        \"plt.plot(history_2.history['val_accuracy'], label='Model 2 Doğrulama Doğruluğu')\\n\",\n        \"plt.plot(history_3.history['val_accuracy'], label='Model 3 Doğrulama Doğruluğu')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Doğruluk')\\n\",\n        \"plt.ylim([0, 1])\\n\",\n        \"plt.legend(loc='lower right')\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 455\n        },\n        \"id\": \"zI-8L91IYRn9\",\n        \"outputId\": \"33242f36-1c4a-4a8c-e394-513b1dff2b03\"\n      },\n      \"execution_count\": 38,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Model kayıb farkının karşılaştıralım\\n\",\n        \"plt.plot(history_2.history['loss'], label='Model 2 Eğitim Kaybı')\\n\",\n        \"plt.plot(history_3.history['loss'], label='Model 3 Eğitim Kaybı')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Kaybı')\\n\",\n        \"plt.legend(loc='upper right')\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 449\n        },\n        \"id\": \"wpKo8IzCYSUb\",\n        \"outputId\": \"6b37dd03-1ccb-45eb-c893-afe4e1fc543a\"\n      },\n      \"execution_count\": 50,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Model kayıb farkının karşılaştıralım\\n\",\n        \"plt.plot(history_2.history['val_loss'], label='Model 2 Doğrulama Kaybı')\\n\",\n        \"plt.plot(history_3.history['val_loss'], label='Model 3 Doğrulama Kaybı')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Kaybı')\\n\",\n        \"plt.legend(loc='upper right')\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 449\n        },\n        \"id\": \"0zocFQH4emZO\",\n        \"outputId\": \"6be51544-4894-48ff-99be-7631dea3aea4\"\n      },\n      \"execution_count\": 51,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"#model4\"\n      ],\n      \"metadata\": {\n        \"id\": \"3aWXkVlejUsi\"\n      }\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"optimizer='sgd' optimizer değişikliğinin etkisini inceleyelim\"\n      ],\n      \"metadata\": {\n        \"id\": \"Z328eLJ8iX4h\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"model_4 = Sequential()\\n\",\n        \"# 1. Evrişim katmanı\\n\",\n        \"model_4.add(Conv2D(32, (3, 3), activation='relu', input_shape=(32, 32, 3)))\\n\",\n        \"model_4.add(MaxPooling2D((2, 2)))\\n\",\n        \"# 2. Evrişim katmanı\\n\",\n        \"model_4.add(Conv2D(64, (3, 3), activation='relu'))\\n\",\n        \"model_4.add(MaxPooling2D((2, 2)))\\n\",\n        \"# 3. Evrişim katmanı\\n\",\n        \"model_4.add(Conv2D(64, (3, 3), activation='relu'))\\n\",\n        \"model_4.add(MaxPooling2D((2, 2)))\\n\",\n        \"\\n\",\n        \"# Tam bağlantılı katmanlar\\n\",\n        \"model_4.add(Flatten())\\n\",\n        \"model_4.add(Dense(64, activation='relu'))\\n\",\n        \"model_4.add(Dense(10, activation='softmax'))  # 10 sınıf olduğundan 10 nöronlu çıkış katmanı\"\n      ],\n      \"metadata\": {\n        \"id\": \"KqJdkOgIjW3o\"\n      },\n      \"execution_count\": 41,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Modeli derleyin\\n\",\n        \"model_4.compile(optimizer='sgd', loss='categorical_crossentropy', metrics=['accuracy'])\"\n      ],\n      \"metadata\": {\n        \"id\": \"BaOc2jTZjhY2\"\n      },\n      \"execution_count\": 42,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"history_4 = model_4.fit(x_train, y_train, epochs=10,\\n\",\n        \"                    validation_data=(x_test, y_test))\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"d6eldba8jjXh\",\n        \"outputId\": \"7ee5d288-7c3c-47d1-96d2-458a4b766a9b\"\n      },\n      \"execution_count\": 43,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/10\\n\",\n            \"1563/1563 [==============================] - 10s 6ms/step - loss: 2.1340 - accuracy: 0.2095 - val_loss: 1.9492 - val_accuracy: 0.2832\\n\",\n            \"Epoch 2/10\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 1.8208 - accuracy: 0.3407 - val_loss: 1.9350 - val_accuracy: 0.3139\\n\",\n            \"Epoch 3/10\\n\",\n            \"1563/1563 [==============================] - 7s 5ms/step - loss: 1.5925 - accuracy: 0.4269 - val_loss: 1.5061 - val_accuracy: 0.4589\\n\",\n            \"Epoch 4/10\\n\",\n            \"1563/1563 [==============================] - 9s 5ms/step - loss: 1.4529 - accuracy: 0.4762 - val_loss: 1.4157 - val_accuracy: 0.4850\\n\",\n            \"Epoch 5/10\\n\",\n            \"1563/1563 [==============================] - 9s 6ms/step - loss: 1.3515 - accuracy: 0.5169 - val_loss: 1.3342 - val_accuracy: 0.5234\\n\",\n            \"Epoch 6/10\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 1.2766 - accuracy: 0.5476 - val_loss: 1.3150 - val_accuracy: 0.5263\\n\",\n            \"Epoch 7/10\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 1.2098 - accuracy: 0.5721 - val_loss: 1.2361 - val_accuracy: 0.5592\\n\",\n            \"Epoch 8/10\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 1.1542 - accuracy: 0.5953 - val_loss: 1.1799 - val_accuracy: 0.5828\\n\",\n            \"Epoch 9/10\\n\",\n            \"1563/1563 [==============================] - 7s 5ms/step - loss: 1.1040 - accuracy: 0.6128 - val_loss: 1.3683 - val_accuracy: 0.5445\\n\",\n            \"Epoch 10/10\\n\",\n            \"1563/1563 [==============================] - 9s 6ms/step - loss: 1.0582 - accuracy: 0.6292 - val_loss: 1.0831 - val_accuracy: 0.6267\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Modeli değerlendirin\\n\",\n        \"\\n\",\n        \"print(f'Test Loss-3: {loss_3}')\\n\",\n        \"print(f'Test Accuracy-3: {accuracy_3}')\\n\",\n        \"\\n\",\n        \"# Modeli değerlendirin\\n\",\n        \"loss_4, accuracy_4 = model_4.evaluate(x_test, y_test)\\n\",\n        \"print(f'Test Loss-4: {loss_4}')\\n\",\n        \"print(f'Test Accuracy-4: {accuracy_4}')\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"mF1PrY8Oj6oT\",\n        \"outputId\": \"af0c8527-1ee4-4d03-dbd0-8e887afe8f60\"\n      },\n      \"execution_count\": 44,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Test Loss-3: 0.8595455288887024\\n\",\n            \"Test Accuracy-3: 0.7134000062942505\\n\",\n            \"313/313 [==============================] - 1s 3ms/step - loss: 1.0831 - accuracy: 0.6267\\n\",\n            \"Test Loss-4: 1.0830988883972168\\n\",\n            \"Test Accuracy-4: 0.6266999840736389\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"#model5\"\n      ],\n      \"metadata\": {\n        \"id\": \"4AELT5HwkUYn\"\n      }\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"Epoch sayısının etkisini inceleyelim\"\n      ],\n      \"metadata\": {\n        \"id\": \"Y13BFloIiqT0\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"model_5 = Sequential()\\n\",\n        \"# 1. Evrişim katmanı\\n\",\n        \"model_5.add(Conv2D(32, (3, 3), activation='relu', input_shape=(32, 32, 3)))\\n\",\n        \"model_5.add(MaxPooling2D((2, 2)))\\n\",\n        \"# 2. Evrişim katmanı\\n\",\n        \"model_5.add(Conv2D(64, (3, 3), activation='relu'))\\n\",\n        \"model_5.add(MaxPooling2D((2, 2)))\\n\",\n        \"# 3. Evrişim katmanı\\n\",\n        \"model_5.add(Conv2D(64, (3, 3), activation='relu'))\\n\",\n        \"model_5.add(MaxPooling2D((2, 2)))\\n\",\n        \"\\n\",\n        \"# Tam bağlantılı katmanlar\\n\",\n        \"model_5.add(Flatten())\\n\",\n        \"model_5.add(Dense(64, activation='relu'))\\n\",\n        \"model_5.add(Dense(10, activation='softmax'))  # 10 sınıf olduğundan 10 nöronlu çıkış katmanı\"\n      ],\n      \"metadata\": {\n        \"id\": \"hnhHZ1lrkXMK\"\n      },\n      \"execution_count\": 45,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Modeli derleyin\\n\",\n        \"model_5.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\"\n      ],\n      \"metadata\": {\n        \"id\": \"1btk36w5kfYS\"\n      },\n      \"execution_count\": 46,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"history_5 = model_5.fit(x_train, y_train, epochs=50,\\n\",\n        \"                    validation_data=(x_test, y_test))\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"-edjk4w9kjFL\",\n        \"outputId\": \"e6fb2718-e102-4a4b-f8fe-7a48f365406e\"\n      },\n      \"execution_count\": 47,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/50\\n\",\n            \"1563/1563 [==============================] - 11s 6ms/step - loss: 1.5685 - accuracy: 0.4247 - val_loss: 1.2868 - val_accuracy: 0.5399\\n\",\n            \"Epoch 2/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 1.2169 - accuracy: 0.5659 - val_loss: 1.1319 - val_accuracy: 0.5984\\n\",\n            \"Epoch 3/50\\n\",\n            \"1563/1563 [==============================] - 7s 5ms/step - loss: 1.0714 - accuracy: 0.6221 - val_loss: 1.0753 - val_accuracy: 0.6217\\n\",\n            \"Epoch 4/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.9679 - accuracy: 0.6611 - val_loss: 0.9968 - val_accuracy: 0.6569\\n\",\n            \"Epoch 5/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.8957 - accuracy: 0.6886 - val_loss: 0.9534 - val_accuracy: 0.6699\\n\",\n            \"Epoch 6/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.8372 - accuracy: 0.7076 - val_loss: 0.9570 - val_accuracy: 0.6618\\n\",\n            \"Epoch 7/50\\n\",\n            \"1563/1563 [==============================] - 9s 6ms/step - loss: 0.7840 - accuracy: 0.7263 - val_loss: 0.9159 - val_accuracy: 0.6886\\n\",\n            \"Epoch 8/50\\n\",\n            \"1563/1563 [==============================] - 9s 6ms/step - loss: 0.7441 - accuracy: 0.7404 - val_loss: 0.9009 - val_accuracy: 0.6871\\n\",\n            \"Epoch 9/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.7065 - accuracy: 0.7516 - val_loss: 0.9519 - val_accuracy: 0.6844\\n\",\n            \"Epoch 10/50\\n\",\n            \"1563/1563 [==============================] - 9s 6ms/step - loss: 0.6758 - accuracy: 0.7646 - val_loss: 0.8946 - val_accuracy: 0.6988\\n\",\n            \"Epoch 11/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.6442 - accuracy: 0.7736 - val_loss: 0.8846 - val_accuracy: 0.7111\\n\",\n            \"Epoch 12/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.6176 - accuracy: 0.7822 - val_loss: 0.8596 - val_accuracy: 0.7156\\n\",\n            \"Epoch 13/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.5906 - accuracy: 0.7929 - val_loss: 0.8845 - val_accuracy: 0.7136\\n\",\n            \"Epoch 14/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.5687 - accuracy: 0.8011 - val_loss: 0.9169 - val_accuracy: 0.7052\\n\",\n            \"Epoch 15/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.5411 - accuracy: 0.8108 - val_loss: 0.9032 - val_accuracy: 0.7170\\n\",\n            \"Epoch 16/50\\n\",\n            \"1563/1563 [==============================] - 9s 6ms/step - loss: 0.5292 - accuracy: 0.8146 - val_loss: 0.8750 - val_accuracy: 0.7216\\n\",\n            \"Epoch 17/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.5040 - accuracy: 0.8215 - val_loss: 0.9116 - val_accuracy: 0.7167\\n\",\n            \"Epoch 18/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.4831 - accuracy: 0.8309 - val_loss: 0.9276 - val_accuracy: 0.7185\\n\",\n            \"Epoch 19/50\\n\",\n            \"1563/1563 [==============================] - 9s 6ms/step - loss: 0.4699 - accuracy: 0.8354 - val_loss: 0.9683 - val_accuracy: 0.7121\\n\",\n            \"Epoch 20/50\\n\",\n            \"1563/1563 [==============================] - 7s 5ms/step - loss: 0.4506 - accuracy: 0.8401 - val_loss: 0.9630 - val_accuracy: 0.7163\\n\",\n            \"Epoch 21/50\\n\",\n            \"1563/1563 [==============================] - 9s 6ms/step - loss: 0.4353 - accuracy: 0.8457 - val_loss: 0.9882 - val_accuracy: 0.7197\\n\",\n            \"Epoch 22/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.4210 - accuracy: 0.8508 - val_loss: 1.0148 - val_accuracy: 0.7136\\n\",\n            \"Epoch 23/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.4025 - accuracy: 0.8569 - val_loss: 1.0762 - val_accuracy: 0.7077\\n\",\n            \"Epoch 24/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.3913 - accuracy: 0.8598 - val_loss: 1.0625 - val_accuracy: 0.7063\\n\",\n            \"Epoch 25/50\\n\",\n            \"1563/1563 [==============================] - 9s 6ms/step - loss: 0.3729 - accuracy: 0.8681 - val_loss: 1.0876 - val_accuracy: 0.7066\\n\",\n            \"Epoch 26/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.3627 - accuracy: 0.8685 - val_loss: 1.0955 - val_accuracy: 0.7116\\n\",\n            \"Epoch 27/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.3553 - accuracy: 0.8714 - val_loss: 1.1058 - val_accuracy: 0.7106\\n\",\n            \"Epoch 28/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.3342 - accuracy: 0.8795 - val_loss: 1.1823 - val_accuracy: 0.7031\\n\",\n            \"Epoch 29/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.3277 - accuracy: 0.8828 - val_loss: 1.2117 - val_accuracy: 0.7065\\n\",\n            \"Epoch 30/50\\n\",\n            \"1563/1563 [==============================] - 9s 6ms/step - loss: 0.3168 - accuracy: 0.8855 - val_loss: 1.2051 - val_accuracy: 0.7039\\n\",\n            \"Epoch 31/50\\n\",\n            \"1563/1563 [==============================] - 9s 6ms/step - loss: 0.3068 - accuracy: 0.8884 - val_loss: 1.2299 - val_accuracy: 0.7107\\n\",\n            \"Epoch 32/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.2947 - accuracy: 0.8941 - val_loss: 1.2182 - val_accuracy: 0.7090\\n\",\n            \"Epoch 33/50\\n\",\n            \"1563/1563 [==============================] - 9s 6ms/step - loss: 0.2862 - accuracy: 0.8966 - val_loss: 1.3259 - val_accuracy: 0.7050\\n\",\n            \"Epoch 34/50\\n\",\n            \"1563/1563 [==============================] - 9s 6ms/step - loss: 0.2833 - accuracy: 0.8973 - val_loss: 1.2836 - val_accuracy: 0.7077\\n\",\n            \"Epoch 35/50\\n\",\n            \"1563/1563 [==============================] - 7s 5ms/step - loss: 0.2670 - accuracy: 0.9046 - val_loss: 1.3371 - val_accuracy: 0.7040\\n\",\n            \"Epoch 36/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.2624 - accuracy: 0.9051 - val_loss: 1.3894 - val_accuracy: 0.7025\\n\",\n            \"Epoch 37/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.2559 - accuracy: 0.9074 - val_loss: 1.4139 - val_accuracy: 0.7162\\n\",\n            \"Epoch 38/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.2524 - accuracy: 0.9086 - val_loss: 1.4093 - val_accuracy: 0.7061\\n\",\n            \"Epoch 39/50\\n\",\n            \"1563/1563 [==============================] - 9s 6ms/step - loss: 0.2422 - accuracy: 0.9125 - val_loss: 1.4407 - val_accuracy: 0.7019\\n\",\n            \"Epoch 40/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.2317 - accuracy: 0.9159 - val_loss: 1.5127 - val_accuracy: 0.7016\\n\",\n            \"Epoch 41/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.2276 - accuracy: 0.9187 - val_loss: 1.5070 - val_accuracy: 0.7048\\n\",\n            \"Epoch 42/50\\n\",\n            \"1563/1563 [==============================] - 9s 6ms/step - loss: 0.2258 - accuracy: 0.9182 - val_loss: 1.5171 - val_accuracy: 0.7031\\n\",\n            \"Epoch 43/50\\n\",\n            \"1563/1563 [==============================] - 9s 5ms/step - loss: 0.2156 - accuracy: 0.9219 - val_loss: 1.5583 - val_accuracy: 0.7075\\n\",\n            \"Epoch 44/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.2146 - accuracy: 0.9225 - val_loss: 1.5834 - val_accuracy: 0.7051\\n\",\n            \"Epoch 45/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.2072 - accuracy: 0.9241 - val_loss: 1.6347 - val_accuracy: 0.7034\\n\",\n            \"Epoch 46/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.2041 - accuracy: 0.9274 - val_loss: 1.7138 - val_accuracy: 0.6931\\n\",\n            \"Epoch 47/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.1977 - accuracy: 0.9283 - val_loss: 1.6575 - val_accuracy: 0.7008\\n\",\n            \"Epoch 48/50\\n\",\n            \"1563/1563 [==============================] - 9s 6ms/step - loss: 0.1943 - accuracy: 0.9296 - val_loss: 1.6764 - val_accuracy: 0.7017\\n\",\n            \"Epoch 49/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.1927 - accuracy: 0.9299 - val_loss: 1.7425 - val_accuracy: 0.6945\\n\",\n            \"Epoch 50/50\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.1837 - accuracy: 0.9323 - val_loss: 1.8230 - val_accuracy: 0.6904\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Modeli değerlendirin\\n\",\n        \"print(f'Test Loss-3: {loss_3}')\\n\",\n        \"print(f'Test Accuracy-3: {accuracy_3}')\\n\",\n        \"\\n\",\n        \"# Modeli değerlendirin\\n\",\n        \"loss_5, accuracy_5 = model_5.evaluate(x_test, y_test)\\n\",\n        \"print(f'Test Loss-5: {loss_5}')\\n\",\n        \"print(f'Test Accuracy-5: {accuracy_5}')\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"V_EogmrmknKl\",\n        \"outputId\": \"c0cb0b7d-393e-46dd-df1d-fe03696f0c91\"\n      },\n      \"execution_count\": 48,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Test Loss-3: 0.8595455288887024\\n\",\n            \"Test Accuracy-3: 0.7134000062942505\\n\",\n            \"313/313 [==============================] - 1s 3ms/step - loss: 1.8230 - accuracy: 0.6904\\n\",\n            \"Test Loss-5: 1.8229658603668213\\n\",\n            \"Test Accuracy-5: 0.6904000043869019\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"plt.plot(history_3.history['accuracy'], label='Model 3 Eğitim Doğruluğu')\\n\",\n        \"plt.plot(history_3.history['val_accuracy'], label='Model 3 Doğrulama Doğruluğu')\\n\",\n        \"plt.plot(history_5.history['accuracy'], label='Model 5 Eğitim Doğruluğu')\\n\",\n        \"plt.plot(history_5.history['val_accuracy'], label='Model 5 Doğrulama Doğruluğu')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Doğruluk')\\n\",\n        \"plt.ylim([0, 1])\\n\",\n        \"plt.legend(loc='lower right')\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 455\n        },\n        \"id\": \"QXPvAXchi6lB\",\n        \"outputId\": \"2f188d21-d1a7-4614-ad92-9378f3021714\"\n      },\n      \"execution_count\": 49,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"# Model 6\\n\",\n        \"Model 2 yi farklı yazımını gösterme\"\n      ],\n      \"metadata\": {\n        \"id\": \"KRoC2aHslt36\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"model_6 = tf.keras.models.Sequential([\\n\",\n        \"  tf.keras.layers.Conv2D(filters=32,\\n\",\n        \"                         kernel_size=3, # (3, 3)\\n\",\n        \"                         activation=\\\"relu\\\",\\n\",\n        \"                         input_shape=(32, 32, 3)),\\n\",\n        \"\\n\",\n        \"  tf.keras.layers.MaxPool2D(pool_size=2, # (2, 2)\\n\",\n        \"                            padding=\\\"valid\\\"), # padding can also be 'same'\\n\",\n        \"\\n\",\n        \"  tf.keras.layers.Conv2D(64, 3, activation=\\\"relu\\\"),\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"  tf.keras.layers.MaxPool2D(2),\\n\",\n        \"  tf.keras.layers.Flatten(),\\n\",\n        \"  tf.keras.layers.Dense(64, activation=\\\"relu\\\"),\\n\",\n        \"  tf.keras.layers.Dense(10, activation=\\\"softmax\\\")\\n\",\n        \"])\\n\",\n        \"\\n\",\n        \"# Compile the model\\n\",\n        \"model_6.compile(loss=\\\"categorical_crossentropy\\\",\\n\",\n        \"              optimizer=tf.keras.optimizers.Adam(),\\n\",\n        \"              metrics=[\\\"accuracy\\\"])\\n\",\n        \"\\n\",\n        \"# Fit the model\\n\",\n        \"history_6 = model_6.fit(x_train,y_train,\\n\",\n        \"                        epochs=10,\\n\",\n        \"                        validation_data=(x_test, y_test))\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"2e5ShtQsl0WV\",\n        \"outputId\": \"1aad1769-e157-4feb-ba81-a78040b7a77a\"\n      },\n      \"execution_count\": 55,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/10\\n\",\n            \"1563/1563 [==============================] - 9s 5ms/step - loss: 1.4495 - accuracy: 0.4788 - val_loss: 1.1749 - val_accuracy: 0.5926\\n\",\n            \"Epoch 2/10\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 1.0950 - accuracy: 0.6205 - val_loss: 1.0453 - val_accuracy: 0.6373\\n\",\n            \"Epoch 3/10\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.9783 - accuracy: 0.6593 - val_loss: 0.9883 - val_accuracy: 0.6622\\n\",\n            \"Epoch 4/10\\n\",\n            \"1563/1563 [==============================] - 7s 5ms/step - loss: 0.9065 - accuracy: 0.6865 - val_loss: 0.9625 - val_accuracy: 0.6655\\n\",\n            \"Epoch 5/10\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.8428 - accuracy: 0.7076 - val_loss: 0.9594 - val_accuracy: 0.6683\\n\",\n            \"Epoch 6/10\\n\",\n            \"1563/1563 [==============================] - 7s 5ms/step - loss: 0.7922 - accuracy: 0.7254 - val_loss: 0.9036 - val_accuracy: 0.6906\\n\",\n            \"Epoch 7/10\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.7392 - accuracy: 0.7430 - val_loss: 0.9205 - val_accuracy: 0.6871\\n\",\n            \"Epoch 8/10\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.7018 - accuracy: 0.7561 - val_loss: 0.9731 - val_accuracy: 0.6789\\n\",\n            \"Epoch 9/10\\n\",\n            \"1563/1563 [==============================] - 7s 4ms/step - loss: 0.6639 - accuracy: 0.7664 - val_loss: 0.9096 - val_accuracy: 0.6981\\n\",\n            \"Epoch 10/10\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.6320 - accuracy: 0.7787 - val_loss: 0.9305 - val_accuracy: 0.6972\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Modeli değerlendirin\\n\",\n        \"loss_6, accuracy_6 = model_6.evaluate(x_test, y_test)\\n\",\n        \"print(f'Test Loss-6: {loss_6}')\\n\",\n        \"print(f'Test Accuracy-6: {accuracy_6}')\\n\",\n        \"\\n\",\n        \"print(f'Test Loss-2: {loss_2}')\\n\",\n        \"print(f'Test Accuracy-2: {accuracy_2}')\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"wps6YOORnbCw\",\n        \"outputId\": \"32b93be4-8aba-49b5-9e6e-9e9667d831a7\"\n      },\n      \"execution_count\": 58,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"313/313 [==============================] - 1s 3ms/step - loss: 0.9305 - accuracy: 0.6972\\n\",\n            \"Test Loss-6: 0.9304822087287903\\n\",\n            \"Test Accuracy-6: 0.6972000002861023\\n\",\n            \"Test Loss-2: 0.9916369915008545\\n\",\n            \"Test Accuracy-2: 0.6947000026702881\\n\"\n          ]\n        }\n      ]\n    }\n  ],\n  \"metadata\": {\n    \"colab\": {\n      \"toc_visible\": true,\n      \"provenance\": [],\n      \"gpuType\": \"T4\"\n    },\n    \"kernelspec\": {\n      \"display_name\": \"Python 3\",\n      \"name\": \"python3\"\n    },\n    \"language_info\": {\n      \"name\": \"python\"\n    },\n    \"accelerator\": \"GPU\"\n  },\n  \"nbformat\": 4,\n  \"nbformat_minor\": 0\n}"
  },
  {
    "path": "Tematik_Egitimler/Derin_Ogrenme_ile_Goruntu_Isleme_Temmuz_2024/Goruntu_Isleme_Yapay_Sinir_Aglari_Derin_Ogrenme_Giris/CNN_Mimarileri.ipynb",
    "content": "{\n  \"cells\": [\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"8AC6QIx_ur8-\"\n      },\n      \"source\": [\n        \"#CNN Mimarilerinn Karşılaştırılması\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Gerekli Kütüphanelerin yüklenmesi\"\n      ],\n      \"metadata\": {\n        \"id\": \"x1TXleixxNHo\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"id\": \"nLXR_iaLrHqr\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"# Google Colab'da çalıştırmak için gereken kütüphaneleri yükleyin\\n\",\n        \"!pip install tensorflow keras matplotlib\\n\",\n        \"\\n\",\n        \"import tensorflow as tf\\n\",\n        \"from tensorflow.keras.datasets import cifar10\\n\",\n        \"from tensorflow.keras.models import Sequential\\n\",\n        \"from tensorflow.keras.layers import Conv2D, MaxPooling2D, Dense, Flatten, Dropout\\n\",\n        \"from tensorflow.keras.applications import VGG16, InceptionV3, ResNet50, DenseNet121, EfficientNetB0\\n\",\n        \"from tensorflow.keras.preprocessing.image import ImageDataGenerator\\n\",\n        \"from tensorflow.keras.utils import to_categorical\\n\",\n        \"import matplotlib.pyplot as plt\\n\",\n        \"import numpy as np\\n\",\n        \"from tensorflow.keras.optimizers import Adam\\n\",\n        \"from tensorflow.keras import layers, models\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Veri setinin yüklenmesi\"\n      ],\n      \"metadata\": {\n        \"id\": \"AYlmhZqKxUK5\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# CIFAR-10 veri setini yükleyin\\n\",\n        \"(x_train, y_train), (x_test, y_test) = cifar10.load_data()\\n\",\n        \"\\n\",\n        \"input_shape = (32, 32, 3)  # CIFAR-10 için giriş boyutu\\n\",\n        \"num_classes = 10\"\n      ],\n      \"metadata\": {\n        \"id\": \"rkKeSFosxW53\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Normalizasyon\"\n      ],\n      \"metadata\": {\n        \"id\": \"PGHqIinfxbcp\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Verileri normalize edin ve etiketleri one-hot formatına dönüştürün\\n\",\n        \"x_train, x_test = x_train / 255.0, x_test / 255.0\\n\",\n        \"y_train, y_test = to_categorical(y_train), to_categorical(y_test)\\n\",\n        \"\\n\",\n        \"# Eğitim ve test verilerini artırma\\n\",\n        \"datagen = ImageDataGenerator(\\n\",\n        \"    width_shift_range=0.1,\\n\",\n        \"    height_shift_range=0.1,\\n\",\n        \"    horizontal_flip=True\\n\",\n        \")\\n\",\n        \"datagen.fit(x_train)\\n\",\n        \"\\n\",\n        \"# Metrikleri saklamak için boş bir liste oluşturun\\n\",\n        \"model_names = []\\n\",\n        \"accuracies = []\"\n      ],\n      \"metadata\": {\n        \"id\": \"f2AODXTpxd4F\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"#Modellerin Oluşturulması\"\n      ],\n      \"metadata\": {\n        \"id\": \"AsEKwpsxxhys\"\n      }\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Lenet\"\n      ],\n      \"metadata\": {\n        \"id\": \"xuxzCy_Txlef\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Model tanımlama ve eğitim fonksiyonları\\n\",\n        \"def create_lenet5():\\n\",\n        \"    model = Sequential([\\n\",\n        \"        Conv2D(6, (5, 5), activation='tanh', padding='same', input_shape=(32, 32, 3)),\\n\",\n        \"        MaxPooling2D(pool_size=(2, 2)),\\n\",\n        \"        Conv2D(16, (5, 5), activation='tanh', padding='same'),\\n\",\n        \"        MaxPooling2D(pool_size=(2, 2)),\\n\",\n        \"        Conv2D(120, (5, 5), activation='tanh', padding='valid'),\\n\",\n        \"        Flatten(),\\n\",\n        \"        Dense(84, activation='tanh'),\\n\",\n        \"        Dense(10, activation='softmax')\\n\",\n        \"    ])\\n\",\n        \"    model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\\n\",\n        \"    return model\"\n      ],\n      \"metadata\": {\n        \"id\": \"wShK0uk4xoks\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Alexnet\"\n      ],\n      \"metadata\": {\n        \"id\": \"4SPeLLBcxq2r\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"def create_alexnet():\\n\",\n        \"    model = models.Sequential()\\n\",\n        \"\\n\",\n        \"    # 1. Konvolüsyonel Katman\\n\",\n        \"    model.add(layers.Conv2D(96, (5, 5), strides=(1, 1), activation='relu', input_shape=input_shape, padding='same'))\\n\",\n        \"    model.add(layers.MaxPooling2D((2, 2), strides=(2, 2)))\\n\",\n        \"\\n\",\n        \"    # 2. Konvolüsyonel Katman\\n\",\n        \"    model.add(layers.Conv2D(256, (5, 5), activation='relu', padding='same'))\\n\",\n        \"    model.add(layers.MaxPooling2D((2, 2), strides=(2, 2)))\\n\",\n        \"\\n\",\n        \"    # 3. Konvolüsyonel Katman\\n\",\n        \"    model.add(layers.Conv2D(384, (3, 3), activation='relu', padding='same'))\\n\",\n        \"\\n\",\n        \"    # 4. Konvolüsyonel Katman\\n\",\n        \"    model.add(layers.Conv2D(384, (3, 3), activation='relu', padding='same'))\\n\",\n        \"\\n\",\n        \"    # 5. Konvolüsyonel Katman\\n\",\n        \"    model.add(layers.Conv2D(256, (3, 3), activation='relu', padding='same'))\\n\",\n        \"    model.add(layers.MaxPooling2D((2, 2), strides=(2, 2)))\\n\",\n        \"\\n\",\n        \"    # Düzleştirme Katmanı\\n\",\n        \"    model.add(layers.Flatten())\\n\",\n        \"\\n\",\n        \"    # Tam Bağlantılı Katmanlar\\n\",\n        \"    model.add(layers.Dense(4096, activation='relu'))\\n\",\n        \"    model.add(layers.Dropout(0.5))\\n\",\n        \"    model.add(layers.Dense(4096, activation='relu'))\\n\",\n        \"    model.add(layers.Dropout(0.5))\\n\",\n        \"    model.add(layers.Dense(num_classes, activation='softmax'))\\n\",\n        \"    model.compile(optimizer=Adam(), loss='categorical_crossentropy', metrics=['accuracy'])\\n\",\n        \"    return model\"\n      ],\n      \"metadata\": {\n        \"id\": \"YiynxHx6xsx1\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## VGG\"\n      ],\n      \"metadata\": {\n        \"id\": \"N__krfImxyw4\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"def create_vgg16():\\n\",\n        \"    base_model = VGG16(weights=None, input_shape=(32, 32, 3), classes=10)\\n\",\n        \"    base_model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\\n\",\n        \"    return base_model\"\n      ],\n      \"metadata\": {\n        \"id\": \"EgeKPTupxy5o\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Resnet\"\n      ],\n      \"metadata\": {\n        \"id\": \"uHYTqycEx2pQ\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"def create_resnet():\\n\",\n        \"    base_model = ResNet50(weights=None, input_shape=(32, 32, 3), classes=10)\\n\",\n        \"    base_model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\\n\",\n        \"    return base_model\"\n      ],\n      \"metadata\": {\n        \"id\": \"Alo0OSXAx3NL\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Densnet\"\n      ],\n      \"metadata\": {\n        \"id\": \"hSIV11l_x7KP\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"def create_densenet():\\n\",\n        \"    base_model = DenseNet121(weights=None, input_shape=(32, 32, 3), classes=10)\\n\",\n        \"    base_model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\\n\",\n        \"    return base_model\"\n      ],\n      \"metadata\": {\n        \"id\": \"XWl9RXB9x8-W\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Efficentnet\"\n      ],\n      \"metadata\": {\n        \"id\": \"MUrUcTtTx-5f\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"def create_efficientnet():\\n\",\n        \"    base_model = EfficientNetB0(weights=None, input_shape=(32, 32, 3), classes=10)\\n\",\n        \"    base_model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\\n\",\n        \"    return base_model\"\n      ],\n      \"metadata\": {\n        \"id\": \"ZW1zaIlQyAuH\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Modelleri listeleme\"\n      ],\n      \"metadata\": {\n        \"id\": \"Pk_RAl3PyC2b\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Model listesi ve isimler\\n\",\n        \"models = [\\n\",\n        \"    (create_lenet5(), 'LeNet-5'),\\n\",\n        \"    (create_alexnet(), 'AlexNet'),\\n\",\n        \"    (create_vgg16(), 'VGG16'),\\n\",\n        \"    (create_resnet(), 'ResNet50'),\\n\",\n        \"    (create_densenet(), 'DenseNet121'),\\n\",\n        \"    (create_efficientnet(), 'EfficientNetB0')\\n\",\n        \"]\"\n      ],\n      \"metadata\": {\n        \"id\": \"1q2XHaZ0yEsC\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Modellerin eğitimi ve doğrulama\"\n      ],\n      \"metadata\": {\n        \"id\": \"Jc6uX_OnyGpD\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Her modeli eğitin ve doğruluğunu hesaplayın\\n\",\n        \"for model, name in models:\\n\",\n        \"    print(f\\\"Training {name}...\\\")\\n\",\n        \"    history = model.fit(datagen.flow(x_train, y_train, batch_size=64),\\n\",\n        \"                        validation_data=(x_test, y_test),\\n\",\n        \"                        epochs=10, verbose=1)\\n\",\n        \"    _, accuracy = model.evaluate(x_test, y_test, verbose=0)\\n\",\n        \"    model_names.append(name)\\n\",\n        \"    accuracies.append(accuracy)\\n\",\n        \"    print(f\\\"{name} Test Accuracy: {accuracy:.4f}\\\")\"\n      ],\n      \"metadata\": {\n        \"id\": \"x1XqdFS3yKWl\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Modellerin görselleştirilmesi\"\n      ],\n      \"metadata\": {\n        \"id\": \"rTq_s90IyQqo\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Sonuçları görselleştirin\\n\",\n        \"plt.figure(figsize=(12, 6))\\n\",\n        \"plt.bar(model_names, accuracies, color='skyblue')\\n\",\n        \"plt.xlabel('Model')\\n\",\n        \"plt.ylabel('Doğruluk')\\n\",\n        \"plt.title('CNN Mimarileri ve CIFAR-10 Doğruluk Karşılaştırması')\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"id\": \"i_khGZpeyTJQ\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    }\n  ],\n  \"metadata\": {\n    \"colab\": {\n      \"provenance\": [],\n      \"gpuType\": \"T4\"\n    },\n    \"kernelspec\": {\n      \"display_name\": \"Python 3\",\n      \"name\": \"python3\"\n    },\n    \"language_info\": {\n      \"name\": \"python\"\n    },\n    \"accelerator\": \"GPU\"\n  },\n  \"nbformat\": 4,\n  \"nbformat_minor\": 0\n}"
  },
  {
    "path": "Tematik_Egitimler/Derin_Ogrenme_ile_Goruntu_Isleme_Temmuz_2024/Goruntu_Isleme_Yapay_Sinir_Aglari_Derin_Ogrenme_Giris/CNN_SVM_KNN.ipynb",
    "content": "{\n  \"nbformat\": 4,\n  \"nbformat_minor\": 0,\n  \"metadata\": {\n    \"colab\": {\n      \"provenance\": [],\n      \"toc_visible\": true\n    },\n    \"kernelspec\": {\n      \"name\": \"python3\",\n      \"display_name\": \"Python 3\"\n    },\n    \"language_info\": {\n      \"name\": \"python\"\n    }\n  },\n  \"cells\": [\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"#CNN & SVM Uygulama Örneği\"\n      ],\n      \"metadata\": {\n        \"id\": \"DG1djJ-ago_w\"\n      }\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Gerekli kütüphanelerin yüklenmesi\"\n      ],\n      \"metadata\": {\n        \"id\": \"9BPF5u1fgwWF\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"import numpy as np\\n\",\n        \"import tensorflow as tf\\n\",\n        \"from tensorflow.keras import layers, models\\n\",\n        \"from sklearn.svm import SVC\\n\",\n        \"from sklearn.preprocessing import StandardScaler\\n\",\n        \"from sklearn.model_selection import train_test_split\\n\",\n        \"from sklearn.metrics import accuracy_score\"\n      ],\n      \"metadata\": {\n        \"id\": \"EsUDA51Z-v9X\"\n      },\n      \"execution_count\": 1,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Verilerin yüklenmesi ve hazırlanması\"\n      ],\n      \"metadata\": {\n        \"id\": \"M3XI1lIgg1JK\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Veriyi yükleme ve hazırlama\\n\",\n        \"(X_train, y_train), (X_test, y_test) = tf.keras.datasets.cifar10.load_data()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"fBPcYky0-yl2\",\n        \"outputId\": \"e4f7c4fa-5aa0-4b24-f02d-758a15bd7750\"\n      },\n      \"execution_count\": 2,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Downloading data from https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz\\n\",\n            \"170498071/170498071 [==============================] - 2s 0us/step\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Modelin kurulması\"\n      ],\n      \"metadata\": {\n        \"id\": \"SjvzGfE4g5TV\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# CNN modelini tanımlama\\n\",\n        \"model = models.Sequential([\\n\",\n        \"    layers.Conv2D(32, (3, 3), activation='relu', input_shape=(32, 32, 3)),\\n\",\n        \"    layers.MaxPooling2D((2, 2)),\\n\",\n        \"    layers.Conv2D(64, (3, 3), activation='relu'),\\n\",\n        \"    layers.MaxPooling2D((2, 2)),\\n\",\n        \"    layers.Conv2D(64, (3, 3), activation='relu'),\\n\",\n        \"    layers.Flatten(),\\n\",\n        \"    layers.Dense(64, activation='relu')\\n\",\n        \"])\"\n      ],\n      \"metadata\": {\n        \"id\": \"Lvtdd9tJ-0-C\"\n      },\n      \"execution_count\": 3,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## CNN ile özellik çıkarımı\"\n      ],\n      \"metadata\": {\n        \"id\": \"qVMPksYjg75R\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# CNN modelini öznitelik çıkarıcı olarak kullanma\\n\",\n        \"cnn_feature_extractor = models.Model(inputs=model.input, outputs=model.layers[-2].output)\\n\",\n        \"cnn_feature_extractor.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])\"\n      ],\n      \"metadata\": {\n        \"id\": \"XvNFRvSP-6cK\"\n      },\n      \"execution_count\": 4,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Model Eğitimi\"\n      ],\n      \"metadata\": {\n        \"id\": \"ZNpNssiog-qp\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Modeli eğitme\\n\",\n        \"model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])\\n\",\n        \"model.fit(X_train, y_train, epochs=5, batch_size=64, validation_split=0.2)\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"VJLJKwyC-9Dm\",\n        \"outputId\": \"d644840c-be45-4b76-ee89-f2fa4f4dda9f\"\n      },\n      \"execution_count\": 5,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/5\\n\",\n            \"625/625 [==============================] - 71s 111ms/step - loss: 13.7416 - accuracy: 0.0740 - val_loss: 14.4411 - val_accuracy: 0.1014\\n\",\n            \"Epoch 2/5\\n\",\n            \"625/625 [==============================] - 55s 88ms/step - loss: 14.5196 - accuracy: 0.0901 - val_loss: 14.4411 - val_accuracy: 0.0904\\n\",\n            \"Epoch 3/5\\n\",\n            \"625/625 [==============================] - 55s 88ms/step - loss: 14.5196 - accuracy: 0.0872 - val_loss: 14.4411 - val_accuracy: 0.0904\\n\",\n            \"Epoch 4/5\\n\",\n            \"625/625 [==============================] - 56s 89ms/step - loss: 14.5196 - accuracy: 0.0872 - val_loss: 14.4411 - val_accuracy: 0.0904\\n\",\n            \"Epoch 5/5\\n\",\n            \"625/625 [==============================] - 53s 84ms/step - loss: 14.5196 - accuracy: 0.0872 - val_loss: 14.4411 - val_accuracy: 0.0904\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"<keras.src.callbacks.History at 0x7864196fb8b0>\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 5\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Öznitelik Çıkarımı\"\n      ],\n      \"metadata\": {\n        \"id\": \"X7swFGg8hCK4\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Eğitim verilerinden öznitelik çıkarma\\n\",\n        \"X_train_features = cnn_feature_extractor.predict(X_train)\\n\",\n        \"X_test_features = cnn_feature_extractor.predict(X_test)\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"jDjK4JqB--XG\",\n        \"outputId\": \"8337c487-79cd-4d1d-efbd-38e699a7b1bf\"\n      },\n      \"execution_count\": 6,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"1563/1563 [==============================] - 20s 13ms/step\\n\",\n            \"313/313 [==============================] - 5s 16ms/step\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## SVM Eğitimi\"\n      ],\n      \"metadata\": {\n        \"id\": \"NxMJZuKJiFbF\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# SVM modelini tanımlama ve eğitme\\n\",\n        \"scaler = StandardScaler()\\n\",\n        \"X_train_features_scaled = scaler.fit_transform(X_train_features)\\n\",\n        \"X_test_features_scaled = scaler.transform(X_test_features)\\n\",\n        \"\\n\",\n        \"svm_model = SVC(kernel='linear')\\n\",\n        \"svm_model.fit(X_train_features_scaled, y_train.ravel())\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 74\n        },\n        \"id\": \"NLgBUy-c_CfW\",\n        \"outputId\": \"d00c5b7b-856a-4d73-befc-cac2e855c9d6\"\n      },\n      \"execution_count\": 7,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"SVC(kernel='linear')\"\n            ],\n            \"text/html\": [\n              \"<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \\\"▸\\\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \\\"▾\\\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \\\"\\\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \\\"\\\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \\\"\\\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\\\"sk-container-id-1\\\" class=\\\"sk-top-container\\\"><div class=\\\"sk-text-repr-fallback\\\"><pre>SVC(kernel=&#x27;linear&#x27;)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\\\"sk-container\\\" hidden><div class=\\\"sk-item\\\"><div class=\\\"sk-estimator sk-toggleable\\\"><input class=\\\"sk-toggleable__control sk-hidden--visually\\\" id=\\\"sk-estimator-id-1\\\" type=\\\"checkbox\\\" checked><label for=\\\"sk-estimator-id-1\\\" class=\\\"sk-toggleable__label sk-toggleable__label-arrow\\\">SVC</label><div class=\\\"sk-toggleable__content\\\"><pre>SVC(kernel=&#x27;linear&#x27;)</pre></div></div></div></div></div>\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 7\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Tahminleri yapma\"\n      ],\n      \"metadata\": {\n        \"id\": \"86g0x6vciJ9W\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Test verileri üzerinde tahmin yapma\\n\",\n        \"y_pred = svm_model.predict(X_test_features_scaled)\"\n      ],\n      \"metadata\": {\n        \"id\": \"DkquBIE4_ETu\"\n      },\n      \"execution_count\": 8,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"##Sonuçları değerlendirme\"\n      ],\n      \"metadata\": {\n        \"id\": \"1q3ZlCHgiMQb\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Sonuçları değerlendirme\\n\",\n        \"accuracy = accuracy_score(y_test, y_pred)\\n\",\n        \"print(f\\\"SVM Accuracy: {accuracy:.4f}\\\")\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"bb2iqbUE_F2O\",\n        \"outputId\": \"42514d71-f796-464d-c5d0-98e7c96a613d\"\n      },\n      \"execution_count\": 9,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"SVM Accuracy: 0.4893\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"# CNN & KNN Uygulama Örneği\"\n      ],\n      \"metadata\": {\n        \"id\": \"8rvHC47ViRiQ\"\n      }\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Gerekli kütüphanelerin yüklenmesi\"\n      ],\n      \"metadata\": {\n        \"id\": \"ljfn2lzCiVte\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"import numpy as np\\n\",\n        \"import tensorflow as tf\\n\",\n        \"from tensorflow.keras import layers, models\\n\",\n        \"from sklearn.neighbors import KNeighborsClassifier\\n\",\n        \"from sklearn.preprocessing import StandardScaler\\n\",\n        \"from sklearn.model_selection import train_test_split\\n\",\n        \"from sklearn.metrics import accuracy_score\"\n      ],\n      \"metadata\": {\n        \"id\": \"AMEW7msh0Um4\"\n      },\n      \"execution_count\": 10,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Veri yükleme\"\n      ],\n      \"metadata\": {\n        \"id\": \"T6s3RTnSlCDQ\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Veriyi yükleme ve hazırlama (bu kısmı kendi verinizle değiştirin)\\n\",\n        \"(X_train, y_train), (X_test, y_test) = tf.keras.datasets.cifar10.load_data()\"\n      ],\n      \"metadata\": {\n        \"id\": \"AjHgGJRA_NmS\"\n      },\n      \"execution_count\": 11,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Model tasarlama\"\n      ],\n      \"metadata\": {\n        \"id\": \"Gd94If_QlZQz\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# CNN modelini tanımlama\\n\",\n        \"cnn_model = models.Sequential([\\n\",\n        \"    layers.Conv2D(32, (3, 3), activation='relu', input_shape=(32, 32, 3)),\\n\",\n        \"    layers.MaxPooling2D((2, 2)),\\n\",\n        \"    layers.Conv2D(64, (3, 3), activation='relu'),\\n\",\n        \"    layers.MaxPooling2D((2, 2)),\\n\",\n        \"    layers.Conv2D(64, (3, 3), activation='relu'),\\n\",\n        \"    layers.Flatten(),\\n\",\n        \"    layers.Dense(64, activation='relu')\\n\",\n        \"])\"\n      ],\n      \"metadata\": {\n        \"id\": \"jM1ZA5ou_PZW\"\n      },\n      \"execution_count\": 12,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Model tanımlama ve eğitim\"\n      ],\n      \"metadata\": {\n        \"id\": \"allrh2W9lebc\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Modeli tanımlama ve eğitme\\n\",\n        \"cnn_model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])\\n\",\n        \"cnn_model.fit(X_train, y_train, epochs=5, batch_size=64, validation_split=0.2)\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"d45yisfi_RVO\",\n        \"outputId\": \"1dafbfdf-9d19-4e87-b820-f3de15e168b6\"\n      },\n      \"execution_count\": 13,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/5\\n\",\n            \"625/625 [==============================] - 57s 90ms/step - loss: 14.7907 - accuracy: 0.1008 - val_loss: 14.2325 - val_accuracy: 0.1014\\n\",\n            \"Epoch 2/5\\n\",\n            \"625/625 [==============================] - 54s 87ms/step - loss: 14.2929 - accuracy: 0.0997 - val_loss: 14.2324 - val_accuracy: 0.1015\\n\",\n            \"Epoch 3/5\\n\",\n            \"625/625 [==============================] - 56s 89ms/step - loss: 14.2929 - accuracy: 0.0997 - val_loss: 14.2324 - val_accuracy: 0.1015\\n\",\n            \"Epoch 4/5\\n\",\n            \"625/625 [==============================] - 54s 87ms/step - loss: 14.2929 - accuracy: 0.0997 - val_loss: 14.2324 - val_accuracy: 0.1015\\n\",\n            \"Epoch 5/5\\n\",\n            \"625/625 [==============================] - 53s 85ms/step - loss: 14.2929 - accuracy: 0.0997 - val_loss: 14.2324 - val_accuracy: 0.1015\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"<keras.src.callbacks.History at 0x78640ecb4280>\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 13\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Öznitelik çıkarımı\"\n      ],\n      \"metadata\": {\n        \"id\": \"7fLQQH38ljAB\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Eğitim verilerinden öznitelik çıkarma\\n\",\n        \"feature_extractor = models.Model(inputs=cnn_model.input, outputs=cnn_model.layers[-2].output)\\n\",\n        \"X_train_features = feature_extractor.predict(X_train)\\n\",\n        \"X_test_features = feature_extractor.predict(X_test)\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"wxCkIkgS_TFy\",\n        \"outputId\": \"129e537c-ff02-4f2a-f4a7-611433833c47\"\n      },\n      \"execution_count\": 14,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"1563/1563 [==============================] - 24s 15ms/step\\n\",\n            \"313/313 [==============================] - 4s 12ms/step\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Öznitelikleri ölçekleme\"\n      ],\n      \"metadata\": {\n        \"id\": \"gx06ZqVflmOd\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Öznitelikleri ölçekleme\\n\",\n        \"scaler = StandardScaler()\\n\",\n        \"X_train_features_scaled = scaler.fit_transform(X_train_features)\\n\",\n        \"X_test_features_scaled = scaler.transform(X_test_features)\"\n      ],\n      \"metadata\": {\n        \"id\": \"_-gwPw8R_U5L\"\n      },\n      \"execution_count\": 15,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## KNN Model tanımlama\"\n      ],\n      \"metadata\": {\n        \"id\": \"Btyp7UiwlrUz\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# KNN modelini tanımlama ve eğitme\\n\",\n        \"knn_model = KNeighborsClassifier(n_neighbors=5)\\n\",\n        \"knn_model.fit(X_train_features_scaled, y_train.ravel())\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 74\n        },\n        \"id\": \"oxFhvVBb_Wmq\",\n        \"outputId\": \"a1d55147-8e78-48d6-a503-9758aa04ce05\"\n      },\n      \"execution_count\": 16,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"KNeighborsClassifier()\"\n            ],\n            \"text/html\": [\n              \"<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \\\"▸\\\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \\\"▾\\\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \\\"\\\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \\\"\\\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \\\"\\\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\\\"sk-container-id-2\\\" class=\\\"sk-top-container\\\"><div class=\\\"sk-text-repr-fallback\\\"><pre>KNeighborsClassifier()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\\\"sk-container\\\" hidden><div class=\\\"sk-item\\\"><div class=\\\"sk-estimator sk-toggleable\\\"><input class=\\\"sk-toggleable__control sk-hidden--visually\\\" id=\\\"sk-estimator-id-2\\\" type=\\\"checkbox\\\" checked><label for=\\\"sk-estimator-id-2\\\" class=\\\"sk-toggleable__label sk-toggleable__label-arrow\\\">KNeighborsClassifier</label><div class=\\\"sk-toggleable__content\\\"><pre>KNeighborsClassifier()</pre></div></div></div></div></div>\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 16\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Tahmin yapma\"\n      ],\n      \"metadata\": {\n        \"id\": \"fNarPFmVluo2\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Test verileri üzerinde tahmin yapma\\n\",\n        \"y_pred = knn_model.predict(X_test_features_scaled)\"\n      ],\n      \"metadata\": {\n        \"id\": \"QyjZOBV4_YEC\"\n      },\n      \"execution_count\": 17,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Sonuçları değerlendirme\"\n      ],\n      \"metadata\": {\n        \"id\": \"3uCixL0VlznX\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Sonuçları değerlendirme\\n\",\n        \"accuracy = accuracy_score(y_test, y_pred)\\n\",\n        \"print(f\\\"KNN Accuracy: {accuracy:.4f}\\\")\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"4X9g23t8_Zpu\",\n        \"outputId\": \"4ff5d81e-cd3d-46c3-d043-4035d4f924fe\"\n      },\n      \"execution_count\": 18,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"KNN Accuracy: 0.2984\\n\"\n          ]\n        }\n      ]\n    }\n  ]\n}"
  },
  {
    "path": "Tematik_Egitimler/Derin_Ogrenme_ile_Goruntu_Isleme_Temmuz_2024/Goruntu_Isleme_Yapay_Sinir_Aglari_Derin_Ogrenme_Giris/Confusion_Matrix.ipynb",
    "content": "{\n  \"cells\": [\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 1000\n        },\n        \"id\": \"LQPcG6VhsNTU\",\n        \"outputId\": \"d94d990e-6306-44b9-ec69-3cfc820d3158\"\n      },\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/10\\n\",\n            \"1563/1563 [==============================] - 18s 9ms/step - loss: 1.6574 - accuracy: 0.4436 - val_loss: 1.3176 - val_accuracy: 0.5355\\n\",\n            \"Epoch 2/10\\n\",\n            \"1563/1563 [==============================] - 10s 7ms/step - loss: 1.2060 - accuracy: 0.5743 - val_loss: 1.1820 - val_accuracy: 0.5880\\n\",\n            \"Epoch 3/10\\n\",\n            \"1563/1563 [==============================] - 9s 6ms/step - loss: 1.0718 - accuracy: 0.6267 - val_loss: 1.1190 - val_accuracy: 0.6189\\n\",\n            \"Epoch 4/10\\n\",\n            \"1563/1563 [==============================] - 7s 4ms/step - loss: 0.9759 - accuracy: 0.6594 - val_loss: 1.0909 - val_accuracy: 0.6253\\n\",\n            \"Epoch 5/10\\n\",\n            \"1563/1563 [==============================] - 7s 4ms/step - loss: 0.9030 - accuracy: 0.6842 - val_loss: 1.0866 - val_accuracy: 0.6386\\n\",\n            \"Epoch 6/10\\n\",\n            \"1563/1563 [==============================] - 7s 4ms/step - loss: 0.8408 - accuracy: 0.7068 - val_loss: 1.0541 - val_accuracy: 0.6455\\n\",\n            \"Epoch 7/10\\n\",\n            \"1563/1563 [==============================] - 7s 5ms/step - loss: 0.7935 - accuracy: 0.7243 - val_loss: 1.0866 - val_accuracy: 0.6356\\n\",\n            \"Epoch 8/10\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.7362 - accuracy: 0.7429 - val_loss: 1.0711 - val_accuracy: 0.6525\\n\",\n            \"Epoch 9/10\\n\",\n            \"1563/1563 [==============================] - 6s 4ms/step - loss: 0.6948 - accuracy: 0.7600 - val_loss: 1.1183 - val_accuracy: 0.6501\\n\",\n            \"Epoch 10/10\\n\",\n            \"1563/1563 [==============================] - 7s 5ms/step - loss: 0.6535 - accuracy: 0.7732 - val_loss: 1.1751 - val_accuracy: 0.6536\\n\",\n            \"313/313 [==============================] - 1s 2ms/step\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        }\n      ],\n      \"source\": [\n        \"from sklearn.metrics import confusion_matrix\\n\",\n        \"import seaborn as sns\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# data load\\n\",\n        \"(x_train, y_train), (x_test, y_test) = cifar10.load_data()\\n\",\n        \"y_train = to_categorical(y_train, 10)\\n\",\n        \"y_test = to_categorical(y_test, 10)\"\n      ],\n      \"metadata\": {\n        \"id\": \"9zK0KY7n_08L\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"model = Sequential()\\n\",\n        \"# 1. Evrişim katmanı\\n\",\n        \"model.add(Conv2D(32, (3, 3), activation='relu', input_shape=(32, 32, 3)))\\n\",\n        \"model.add(MaxPooling2D((2, 2)))\\n\",\n        \"# 2. Evrişim katmanı\\n\",\n        \"model.add(Conv2D(64, (3, 3), activation='relu'))\\n\",\n        \"model.add(MaxPooling2D((2, 2)))\\n\",\n        \"# Tam bağlantılı katmanlar\\n\",\n        \"model.add(Flatten())\\n\",\n        \"model.add(Dense(64, activation='relu'))\\n\",\n        \"model.add(Dense(10, activation='softmax'))  # 10 sınıf olduğundan 10 nöronlu çıkış katmanı\"\n      ],\n      \"metadata\": {\n        \"id\": \"Ul6oM-lB_3M-\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Modeli derleyin\\n\",\n        \"model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\\n\",\n        \"\\n\",\n        \"history = model.fit(x_train, y_train, epochs=10, validation_data=(x_test, y_test))\"\n      ],\n      \"metadata\": {\n        \"id\": \"GE9Rr7ff_5Kr\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# CIFAR-10 sınıf adları\\n\",\n        \"class_names = ['airplane', 'automobile', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\"\n      ],\n      \"metadata\": {\n        \"id\": \"1FaGzmw5_7Vf\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Her sınıfa ait örnek sayısını hesapla\\n\",\n        \"class_sample_counts = np.sum(y_test, axis=0)\"\n      ],\n      \"metadata\": {\n        \"id\": \"QUupaXwt_9CO\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Model tahminlerini al\\n\",\n        \"y_pred = model.predict(x_test)\\n\",\n        \"y_pred_classes = np.argmax(y_pred, axis=1)\\n\",\n        \"y_true = np.argmax(y_test, axis=1)\"\n      ],\n      \"metadata\": {\n        \"id\": \"BEV0tj-4_--T\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Karışıklık matrisini oluştur\\n\",\n        \"cm = confusion_matrix(y_true, y_pred_classes)\"\n      ],\n      \"metadata\": {\n        \"id\": \"g09-tJkyAApH\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Her sınıf için karışıklık matrisini ayrı ayrı görselleştir\\n\",\n        \"for i, class_name in enumerate(class_names):\\n\",\n        \"    class_cm = np.zeros((2, 2), dtype=int)\\n\",\n        \"    for j in range(len(y_true)):\\n\",\n        \"        if y_true[j] == i:\\n\",\n        \"            if y_pred_classes[j] == i:\\n\",\n        \"                class_cm[0, 0] += 1  # True Positive\\n\",\n        \"            else:\\n\",\n        \"                class_cm[1, 0] += 1  # False Negative\\n\",\n        \"        else:\\n\",\n        \"            if y_pred_classes[j] == i:\\n\",\n        \"                class_cm[0, 1] += 1  # False Positive\\n\",\n        \"            else:\\n\",\n        \"                class_cm[1, 1] += 1  # True Negative\"\n      ],\n      \"metadata\": {\n        \"id\": \"ILaBIrW8ACJz\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"    # Karışıklık matrisini görselleştirme\\n\",\n        \"    plt.figure(figsize=(6, 5))\\n\",\n        \"    sns.heatmap(pd.DataFrame(class_cm, index=['Actual Positive', 'Actual Negative'], columns=['Predicted Positive', 'Predicted Negative']), annot=True, cmap=\\\"YlGnBu\\\", fmt='g')\\n\",\n        \"    plt.title(f'Confusion Matrix for {class_name} (Sample Count: {class_sample_counts[i]})')\\n\",\n        \"    plt.show()\\n\",\n        \"    print('-'*75)\"\n      ],\n      \"metadata\": {\n        \"id\": \"bKoaC2dSAEpm\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"metadata\": {\n        \"id\": \"yU8IEVL6pCTK\"\n      },\n      \"source\": [\n        \"\\n\",\n        \"# **Confusion Matrix (Karmaşıklık Matrisi):**\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"![image.png](data:image/png;base64,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)\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"\\n\",\n        \" Bir sınıflandırma modelinin performansını değerlendirmek için kullanılan bir metriktir.\\n\",\n        \" Bu matris, modelin gerçek ve tahmin edilen sınıf etiketlerini karşılaştırır ve bu karşılaştırmayı dört farklı kategoriye ayırır.\\n\",\n        \"\\n\",\n        \">True Positive (TP): Gerçek etiketi pozitif olan ve modelin de doğru bir şekilde pozitif olarak tahmin ettiği örnekler.\\n\",\n        \"\\n\",\n        \">False Positive (FP): Gerçek etiketi negatif olan ancak modelin pozitif olarak yanlış bir şekilde tahmin ettiği örnekler.\\n\",\n        \"\\n\",\n        \">True Negative (TN): Gerçek etiketi negatif olan ve modelin de doğru bir şekilde negatif olarak tahmin ettiği örnekler.\\n\",\n        \"\\n\",\n        \">False Negative (FN): Gerçek etiketi pozitif olan ancak modelin negatif olarak yanlış bir şekilde tahmin ettiği örnekler.\\n\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Sınıflandırma Değerlendirme Metrikleri:\\n\",\n        \"Sınıflandırma problemlerinde kullanılan F1 score, recall ve precision metrikleri modelin performansını değerlendirmek için kullanılan önemli ölçütlerdir. Bu metriklerin her biri farklı açılardan modelin performansını değerlendirir ve birbirleriyle ilişkilidir.\"\n      ],\n      \"metadata\": {\n        \"id\": \"el2DFK7BtuJE\"\n      }\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"\\n\",\n        \"\\n\",\n        \"###1. **Accuracy (Doğruluk)**:\\n\",\n        \"Doğruluk, doğru tahmin edilen örneklerin toplam örnek sayısına oranıdır. Bu metrik, tüm sınıfların dengeli olduğu durumlarda kullanılabilir. Ancak, dengesiz sınıflar için tek başına yeterli olmayabilir.\\n\",\n        \"\\n\",\n        \"$$\\n\",\n        \"\\\\text{Accuracy} = \\\\frac{TP + TN}{TP + TN + FP + FN}\\n\",\n        \"$$\\n\",\n        \"\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"XUrAWVNrt_rb\"\n      }\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"###2. **Precision (Hassasiyet)**:\\n\",\n        \"Precision, modelin pozitif olarak tahmin ettiği örneklerin ne kadarının gerçekten pozitif olduğunu gösterir.\\n\",\n        \"$$\\n\",\n        \" \\\\text{Precision} = \\\\frac{TP}{TP + FP}\\n\",\n        \"$$\\n\",\n        \"\\n\",\n        \"   Yüksek precision değeri, modelin pozitif olarak tahmin ettiği örneklerin çoğunun gerçekten pozitif olduğunu gösterir.\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"ftzbSenWueby\"\n      }\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"\\n\",\n        \"###3. **Recall (Duyarlılık)**:\\n\",\n        \" Recall, gerçek pozitif örneklerin ne kadarının doğru bir şekilde pozitif olarak tahmin edildiğini gösterir.\\n\",\n        \"$$\\n\",\n        \"  \\\\text{Recall} = \\\\frac{TP}{TP + FN}\\n\",\n        \"  $$\\n\",\n        \"\\n\",\n        \"  Yüksek recall değeri, gerçek pozitif örneklerin çoğunun doğru bir şekilde tanındığını gösterir.\\n\",\n        \"\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"TKA4cZYzuk_5\"\n      }\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"###4. **F1 Score**:\\n\",\n        \"F1 score, precision ve recall metriklerinin harmonik ortalamasını alarak hesaplanır. Bu metrik, precision ve recall arasında denge sağlar ve dengeli bir performans ölçütü sunar.\\n\",\n        \"\\n\",\n        \"  $$\\n\",\n        \"   \\\\text{F1 Score} = 2 \\\\times \\\\frac{\\\\text{Precision} \\\\times \\\\text{Recall}}{\\\\text{Precision} + \\\\text{Recall}}\\n\",\n        \"   $$\\n\",\n        \"\\n\",\n        \"   F1 score, modelin hem precision hem de recall açısından iyi performans göstermesi gereken durumlarda tercih edilir. Özellikle dengeli sınıflar veya dengesiz sınıflar (imbalance classes) için önemlidir.\\n\",\n        \"\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"aU_6eUdSupak\"\n      }\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"###5. **ROC ve AUC (Receiver Operating Characteristic Curve ve Area Under the Curve)**:\\n\",\n        \"ROC eğrisi, modelin farklı kesim noktalarında (thresholds) duyarlılık (recall) ve özgüllük (specificity) arasındaki ilişkiyi gösteren bir grafiktir. AUC, ROC eğrisinin altındaki alanı ifade eder. AUC değeri, modelin sınıflar arasındaki ayrım yeteneğini ölçer.\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"RJxFaqqrutgt\"\n      }\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"İlişki:\\n\",\n        \"- Precision, modelin pozitif tahminlerinin doğruluğuna odaklanırken, recall gerçek pozitiflerin ne kadarını kapsadığına odaklanır.\\n\",\n        \"- F1 score, precision ve recall'in harmonik ortalamasını alır, bu nedenle yüksek bir F1 score hem precision hem de recall'in yüksek olduğu bir durumu gösterir.\\n\",\n        \"- Precision ve recall arasında genellikle bir denge vardır. Precision arttıkça recall azalabilir ve tam tersi. F1 score, bu dengeyi göz önünde bulundurarak modelin performansını değerlendirir.\"\n      ],\n      \"metadata\": {\n        \"id\": \"N0--ax5Euy84\"\n      }\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"# Uygulama Örneği\"\n      ],\n      \"metadata\": {\n        \"id\": \"UGhAqLyBvsN-\"\n      }\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Gerekli kütüphanelerin yüklenmesi\"\n      ],\n      \"metadata\": {\n        \"id\": \"Wq3FjVfHvve5\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 1,\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"AGPjk-tEk4kE\",\n        \"outputId\": \"7a79fd93-0aac-4fea-d4d3-111b60b4a346\"\n      },\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Requirement already 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(from requests<3,>=2.21.0->tensorboard<2.16,>=2.15->tensorflow) (2024.7.4)\\n\",\n            \"Requirement already satisfied: MarkupSafe>=2.1.1 in /usr/local/lib/python3.10/dist-packages (from werkzeug>=1.0.1->tensorboard<2.16,>=2.15->tensorflow) (2.1.5)\\n\",\n            \"Requirement already satisfied: pyasn1<0.7.0,>=0.4.6 in /usr/local/lib/python3.10/dist-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard<2.16,>=2.15->tensorflow) (0.6.0)\\n\",\n            \"Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.10/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<2,>=0.5->tensorboard<2.16,>=2.15->tensorflow) (3.2.2)\\n\"\n          ]\n        }\n      ],\n      \"source\": [\n        \"!pip install tensorflow matplotlib\\n\",\n        \"\\n\",\n        \"import tensorflow as tf\\n\",\n        \"from tensorflow.keras.datasets import cifar10\\n\",\n        \"from tensorflow.keras.models import Sequential\\n\",\n        \"from tensorflow.keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, Dropout\\n\",\n        \"from tensorflow.keras.utils import to_categorical\\n\",\n        \"import matplotlib.pyplot as plt\\n\",\n        \"import numpy as np\\n\",\n        \"import pandas as pd\\n\",\n        \"from sklearn.metrics import confusion_matrix\\n\",\n        \"import seaborn as sns\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Veri Setinin Yüklenmesi\"\n      ],\n      \"metadata\": {\n        \"id\": \"HuA73RmSv1tH\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"(x_train, y_train), (x_test, y_test) = cifar10.load_data()\\n\",\n        \"\\n\",\n        \"y_train = to_categorical(y_train, 10)\\n\",\n        \"\\n\",\n        \"y_test = to_categorical(y_test, 10)\\n\",\n        \"\\n\",\n        \"class_names = ['airplane', 'automobile', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"A_uX5lh_v4y2\",\n        \"outputId\": \"374b009d-1902-4799-f41e-96b99fe4378b\"\n      },\n      \"execution_count\": 2,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Downloading data from https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz\\n\",\n            \"170498071/170498071 [==============================] - 4s 0us/step\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Model oluşturulması\"\n      ],\n      \"metadata\": {\n        \"id\": \"qHNQsrP5v7w-\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"model = Sequential()\\n\",\n        \"\\n\",\n        \"# 1. Evrişim katmanı\\n\",\n        \"model.add(Conv2D(32, (3, 3), activation='relu', input_shape=(32, 32, 3)))\\n\",\n        \"model.add(MaxPooling2D((2, 2)))\\n\",\n        \"\\n\",\n        \"# 2. Evrişim katmanı\\n\",\n        \"model.add(Conv2D(64, (3, 3), activation='relu'))\\n\",\n        \"model.add(MaxPooling2D((2, 2)))\\n\",\n        \"\\n\",\n        \"# Tam bağlantılı katmanlar\\n\",\n        \"model.add(Flatten())\\n\",\n        \"\\n\",\n        \"model.add(Dense(64, activation='relu'))\\n\",\n        \"\\n\",\n        \"model.add(Dense(10, activation='softmax'))  # 10 sınıf olduğundan 10 nöronlu çıkış katmanı\"\n      ],\n      \"metadata\": {\n        \"id\": \"QqWv0j6Uv_dr\"\n      },\n      \"execution_count\": 3,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Model Derleme\"\n      ],\n      \"metadata\": {\n        \"id\": \"JQbKLxgDwH8p\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\\n\",\n        \"\\n\",\n        \"history = model.fit(x_train, y_train, epochs=10, validation_data=(x_test, y_test))\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"fP-AydXMwKV-\",\n        \"outputId\": \"50a3bdce-a302-4f74-9cab-9cbea8efabe4\"\n      },\n      \"execution_count\": 4,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/10\\n\",\n            \"1563/1563 [==============================] - 16s 7ms/step - loss: 2.0231 - accuracy: 0.3847 - val_loss: 1.4412 - val_accuracy: 0.4813\\n\",\n            \"Epoch 2/10\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 1.3599 - accuracy: 0.5178 - val_loss: 1.3319 - val_accuracy: 0.5244\\n\",\n            \"Epoch 3/10\\n\",\n            \"1563/1563 [==============================] - 7s 5ms/step - loss: 1.1951 - accuracy: 0.5799 - val_loss: 1.2062 - val_accuracy: 0.5883\\n\",\n            \"Epoch 4/10\\n\",\n            \"1563/1563 [==============================] - 6s 4ms/step - loss: 1.0781 - accuracy: 0.6243 - val_loss: 1.1498 - val_accuracy: 0.6047\\n\",\n            \"Epoch 5/10\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.9919 - accuracy: 0.6550 - val_loss: 1.1229 - val_accuracy: 0.6275\\n\",\n            \"Epoch 6/10\\n\",\n            \"1563/1563 [==============================] - 7s 4ms/step - loss: 0.9179 - accuracy: 0.6825 - val_loss: 1.1544 - val_accuracy: 0.6210\\n\",\n            \"Epoch 7/10\\n\",\n            \"1563/1563 [==============================] - 7s 5ms/step - loss: 0.8500 - accuracy: 0.7064 - val_loss: 1.1630 - val_accuracy: 0.6159\\n\",\n            \"Epoch 8/10\\n\",\n            \"1563/1563 [==============================] - 8s 5ms/step - loss: 0.7920 - accuracy: 0.7267 - val_loss: 1.1094 - val_accuracy: 0.6336\\n\",\n            \"Epoch 9/10\\n\",\n            \"1563/1563 [==============================] - 7s 4ms/step - loss: 0.7294 - accuracy: 0.7478 - val_loss: 1.1434 - val_accuracy: 0.6420\\n\",\n            \"Epoch 10/10\\n\",\n            \"1563/1563 [==============================] - 7s 4ms/step - loss: 0.6885 - accuracy: 0.7623 - val_loss: 1.2297 - val_accuracy: 0.6381\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Tahminleri oluşturma\"\n      ],\n      \"metadata\": {\n        \"id\": \"owdJ6DCtwaLo\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Her sınıfa ait örnek sayısını hesapla\\n\",\n        \"class_sample_counts = np.sum(y_test, axis=0)\\n\",\n        \"\\n\",\n        \"# Model tahminlerini al\\n\",\n        \"y_pred = model.predict(x_test)\\n\",\n        \"y_pred_classes = np.argmax(y_pred, axis=1)\\n\",\n        \"y_true = np.argmax(y_test, axis=1)\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"EjuvE-KPwdAG\",\n        \"outputId\": \"e9aa15bb-bb0b-4f46-8bf1-3c00ce8437de\"\n      },\n      \"execution_count\": 5,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"313/313 [==============================] - 1s 2ms/step\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"##Karmaşıklık matrisi oluşturma ve görselleştirme\"\n      ],\n      \"metadata\": {\n        \"id\": \"kO-2T9B5wfru\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Karışıklık matrisini oluştur\\n\",\n        \"cm = confusion_matrix(y_true, y_pred_classes)\\n\",\n        \"\\n\",\n        \"# Her sınıf için karışıklık matrisini ayrı ayrı görselleştir\\n\",\n        \"for i, class_name in enumerate(class_names):\\n\",\n        \"    class_cm = np.zeros((2, 2), dtype=int)\\n\",\n        \"    for j in range(len(y_true)):\\n\",\n        \"        if y_true[j] == i:\\n\",\n        \"            if y_pred_classes[j] == i:\\n\",\n        \"                class_cm[0, 0] += 1  # True Positive\\n\",\n        \"            else:\\n\",\n        \"                class_cm[1, 0] += 1  # False Negative\\n\",\n        \"        else:\\n\",\n        \"            if y_pred_classes[j] == i:\\n\",\n        \"                class_cm[0, 1] += 1  # False Positive\\n\",\n        \"            else:\\n\",\n        \"                class_cm[1, 1] += 1  # True Negative\\n\",\n        \"   # Karışıklık matrisini görselleştirme\\n\",\n        \"    plt.figure(figsize=(6, 5))\\n\",\n        \"    sns.heatmap(pd.DataFrame(class_cm, index=['Actual Positive', 'Actual Negative'], columns=['Predicted Positive', 'Predicted Negative']), annot=True, cmap=\\\"YlGnBu\\\", fmt='g')\\n\",\n        \"    plt.title(f'Confusion Matrix for {class_name} (Sample Count: {class_sample_counts[i]})')\\n\",\n        \"    plt.show()\\n\",\n        \"    print('-'*75)\"\n      ],\n      \"metadata\": {\n        \"id\": \"GnsV3nTWwmNP\",\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 1000\n        },\n        \"outputId\": \"9da369ca-753f-4d92-e213-ccdbd7c27df1\"\n      },\n      \"execution_count\": 8,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Karmaşıklık matrisi oluşturma(tek tablo)\"\n      ],\n      \"metadata\": {\n        \"id\": \"I9l6uaWYwxx5\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 10,\n      \"metadata\": {\n        \"id\": \"loVeyGOspfFv\",\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"outputId\": \"96413020-9b35-4792-99fc-6b0176a7670b\"\n      },\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"313/313 [==============================] - 1s 2ms/step\\n\"\n          ]\n        }\n      ],\n      \"source\": [\n        \"# Model tahminlerini al\\n\",\n        \"y_pred = model.predict(x_test)\\n\",\n        \"y_pred_classes = np.argmax(y_pred, axis=1)\\n\",\n        \"y_true = np.argmax(y_test, axis=1)\\n\",\n        \"\\n\",\n        \"# Karışıklık matrisini oluştur\\n\",\n        \"cm = confusion_matrix(y_true, y_pred_classes)\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"##Karmaşıklık matrisi görselleştirme(Tek tablo)\"\n      ],\n      \"metadata\": {\n        \"id\": \"edgv3Vs1w6iL\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Karışıklık matrisini görselleştirme\\n\",\n        \"plt.figure(figsize=(10, 8))\\n\",\n        \"sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', xticklabels=class_names, yticklabels=class_names)\\n\",\n        \"plt.xlabel('Predicted')\\n\",\n        \"plt.ylabel('True')\\n\",\n        \"plt.title('Confusion Matrix')\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"id\": \"GSPbPIbNxJx-\",\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 783\n        },\n        \"outputId\": \"e2526a05-d761-4ed9-d886-8d15842e4192\"\n      },\n      \"execution_count\": 11,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1000x800 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Rakamsal gösterim\"\n      ],\n      \"metadata\": {\n        \"id\": \"FQjB-abYxO1F\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 12,\n      \"metadata\": {\n        \"id\": \"9vfdfX7Xq8lJ\",\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"outputId\": \"ecdfce71-fca3-4162-cbeb-6d2079fff744\"\n      },\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Total number of classes: 10\\n\",\n            \"\\n\",\n            \"        Class  Number of samples  True Positives  False Positives  \\\\\\n\",\n            \"0    airplane               1000             690              458   \\n\",\n            \"1  automobile               1000             774              256   \\n\",\n            \"2        bird               1000             591              625   \\n\",\n            \"3         cat               1000             351              294   \\n\",\n            \"4        deer               1000             618              510   \\n\",\n            \"5         dog               1000             541              390   \\n\",\n            \"6        frog               1000             691              193   \\n\",\n            \"7       horse               1000             681              316   \\n\",\n            \"8        ship               1000             716              266   \\n\",\n            \"9       truck               1000             728              311   \\n\",\n            \"\\n\",\n            \"   True Negatives  False Negatives  \\n\",\n            \"0            8542              310  \\n\",\n            \"1            8744              226  \\n\",\n            \"2            8375              409  \\n\",\n            \"3            8706              649  \\n\",\n            \"4            8490              382  \\n\",\n            \"5            8610              459  \\n\",\n            \"6            8807              309  \\n\",\n            \"7            8684              319  \\n\",\n            \"8            8734              284  \\n\",\n            \"9            8689              272  \\n\"\n          ]\n        }\n      ],\n      \"source\": [\n        \"import pandas as pd\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"def calculate_confusion_matrix_metrics(cm):\\n\",\n        \"    FP = cm.sum(axis=0) - np.diag(cm)\\n\",\n        \"    FN = cm.sum(axis=1) - np.diag(cm)\\n\",\n        \"    TP = np.diag(cm)\\n\",\n        \"    TN = cm.sum() - (FP + FN + TP)\\n\",\n        \"\\n\",\n        \"    return TP, FP, TN, FN\\n\",\n        \"\\n\",\n        \"TP, FP, TN, FN = calculate_confusion_matrix_metrics(cm)\\n\",\n        \"\\n\",\n        \"# Sınıf sayısını belirle\\n\",\n        \"num_classes = len(class_names)\\n\",\n        \"\\n\",\n        \"# Her bir sınıfa ait veri sayısını hesapla\\n\",\n        \"class_counts = np.sum(cm, axis=1)\\n\",\n        \"\\n\",\n        \"# Sonuçları bir DataFrame'de topla\\n\",\n        \"results = {\\n\",\n        \"    'Class': class_names,\\n\",\n        \"    'Number of samples': class_counts,\\n\",\n        \"    'True Positives': TP,\\n\",\n        \"    'False Positives': FP,\\n\",\n        \"    'True Negatives': TN,\\n\",\n        \"    'False Negatives': FN\\n\",\n        \"}\\n\",\n        \"\\n\",\n        \"df_results = pd.DataFrame(results)\\n\",\n        \"print(f\\\"Total number of classes: {num_classes}\\\\n\\\")\\n\",\n        \"print(df_results)\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Uygulama örneği Epoch 20 ile yeniden eğitilirse\"\n      ],\n      \"metadata\": {\n        \"id\": \"gbN3NjkwxZZl\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 13,\n      \"metadata\": {\n        \"id\": \"NhLPQmtMveX3\",\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"outputId\": \"fa1787d0-cda5-4b97-c1b9-0f88b373d8b8\"\n      },\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/20\\n\",\n            \"782/782 [==============================] - 4s 4ms/step - loss: 0.5170 - accuracy: 0.8186 - val_loss: 1.2980 - val_accuracy: 0.6436\\n\",\n            \"Epoch 2/20\\n\",\n            \"782/782 [==============================] - 4s 5ms/step - loss: 0.4846 - accuracy: 0.8306 - val_loss: 1.3086 - val_accuracy: 0.6493\\n\",\n            \"Epoch 3/20\\n\",\n            \"782/782 [==============================] - 4s 5ms/step - loss: 0.4665 - accuracy: 0.8363 - val_loss: 1.4051 - val_accuracy: 0.6361\\n\",\n            \"Epoch 4/20\\n\",\n            \"782/782 [==============================] - 4s 5ms/step - loss: 0.4423 - accuracy: 0.8447 - val_loss: 1.4606 - val_accuracy: 0.6438\\n\",\n            \"Epoch 5/20\\n\",\n            \"782/782 [==============================] - 4s 5ms/step - loss: 0.4226 - accuracy: 0.8513 - val_loss: 1.5873 - val_accuracy: 0.6297\\n\",\n            \"Epoch 6/20\\n\",\n            \"782/782 [==============================] - 4s 5ms/step - loss: 0.3905 - accuracy: 0.8629 - val_loss: 1.6208 - val_accuracy: 0.6289\\n\",\n            \"Epoch 7/20\\n\",\n            \"782/782 [==============================] - 4s 4ms/step - loss: 0.3807 - accuracy: 0.8678 - val_loss: 1.7344 - val_accuracy: 0.6317\\n\",\n            \"Epoch 8/20\\n\",\n            \"782/782 [==============================] - 3s 4ms/step - loss: 0.3459 - accuracy: 0.8779 - val_loss: 1.7806 - val_accuracy: 0.6374\\n\",\n            \"Epoch 9/20\\n\",\n            \"782/782 [==============================] - 4s 5ms/step - loss: 0.3334 - accuracy: 0.8829 - val_loss: 1.7959 - val_accuracy: 0.6400\\n\",\n            \"Epoch 10/20\\n\",\n            \"782/782 [==============================] - 3s 4ms/step - loss: 0.3138 - accuracy: 0.8902 - val_loss: 1.8586 - val_accuracy: 0.6323\\n\",\n            \"Epoch 11/20\\n\",\n            \"782/782 [==============================] - 3s 4ms/step - loss: 0.3065 - accuracy: 0.8919 - val_loss: 2.0276 - val_accuracy: 0.6352\\n\",\n            \"Epoch 12/20\\n\",\n            \"782/782 [==============================] - 3s 4ms/step - loss: 0.2917 - accuracy: 0.8964 - val_loss: 2.1461 - val_accuracy: 0.6276\\n\",\n            \"Epoch 13/20\\n\",\n            \"782/782 [==============================] - 4s 6ms/step - loss: 0.2876 - accuracy: 0.8992 - val_loss: 2.0986 - val_accuracy: 0.6371\\n\",\n            \"Epoch 14/20\\n\",\n            \"782/782 [==============================] - 4s 5ms/step - loss: 0.2714 - accuracy: 0.9044 - val_loss: 2.2523 - val_accuracy: 0.6294\\n\",\n            \"Epoch 15/20\\n\",\n            \"782/782 [==============================] - 4s 5ms/step - loss: 0.2683 - accuracy: 0.9069 - val_loss: 2.3108 - val_accuracy: 0.6298\\n\",\n            \"Epoch 16/20\\n\",\n            \"782/782 [==============================] - 4s 5ms/step - loss: 0.2565 - accuracy: 0.9096 - val_loss: 2.2435 - val_accuracy: 0.6385\\n\",\n            \"Epoch 17/20\\n\",\n            \"782/782 [==============================] - 4s 5ms/step - loss: 0.2441 - accuracy: 0.9156 - val_loss: 2.4254 - val_accuracy: 0.6277\\n\",\n            \"Epoch 18/20\\n\",\n            \"782/782 [==============================] - 3s 4ms/step - loss: 0.2411 - accuracy: 0.9158 - val_loss: 2.5454 - val_accuracy: 0.6266\\n\",\n            \"Epoch 19/20\\n\",\n            \"782/782 [==============================] - 4s 5ms/step - loss: 0.2372 - accuracy: 0.9164 - val_loss: 2.4410 - val_accuracy: 0.6331\\n\",\n            \"Epoch 20/20\\n\",\n            \"782/782 [==============================] - 4s 5ms/step - loss: 0.2273 - accuracy: 0.9207 - val_loss: 2.7791 - val_accuracy: 0.6225\\n\"\n          ]\n        }\n      ],\n      \"source\": [\n        \"history = model.fit(x_train, y_train, epochs=20, batch_size=64, validation_data=(x_test, y_test))\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## 20 Epoch ile görselleştirme\"\n      ],\n      \"metadata\": {\n        \"id\": \"6sOgazXrxj7D\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# CIFAR-10 sınıf adları\\n\",\n        \"class_names = ['airplane', 'automobile', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\"\n      ],\n      \"metadata\": {\n        \"id\": \"7ftWWnxVCEPg\"\n      },\n      \"execution_count\": 14,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Her sınıfa ait örnek sayısını hesapla\\n\",\n        \"class_sample_counts = np.sum(y_test, axis=0)\"\n      ],\n      \"metadata\": {\n        \"id\": \"CgDlng9FCFzw\"\n      },\n      \"execution_count\": 15,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Model tahminlerini al\\n\",\n        \"y_pred = model.predict(x_test)\\n\",\n        \"y_pred_classes = np.argmax(y_pred, axis=1)\\n\",\n        \"y_true = np.argmax(y_test, axis=1)\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"wJlOyYW_CHo0\",\n        \"outputId\": \"6dc381a7-9f61-4053-903d-b1aa075f8e3d\"\n      },\n      \"execution_count\": 16,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"313/313 [==============================] - 1s 2ms/step\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Karışıklık matrisini oluştur\\n\",\n        \"cm = confusion_matrix(y_true, y_pred_classes)\\n\",\n        \"\\n\",\n        \"# Her sınıf için karışıklık matrisini ayrı ayrı görselleştir\\n\",\n        \"for i, class_name in enumerate(class_names):\\n\",\n        \"    class_cm = np.zeros((2, 2), dtype=int)\\n\",\n        \"    for j in range(len(y_true)):\\n\",\n        \"        if y_true[j] == i:\\n\",\n        \"            if y_pred_classes[j] == i:\\n\",\n        \"                class_cm[0, 0] += 1  # True Positive\\n\",\n        \"            else:\\n\",\n        \"                class_cm[1, 0] += 1  # False Negative\\n\",\n        \"        else:\\n\",\n        \"            if y_pred_classes[j] == i:\\n\",\n        \"                class_cm[0, 1] += 1  # False Positive\\n\",\n        \"            else:\\n\",\n        \"                class_cm[1, 1] += 1  # True Negative\\n\",\n        \"\\n\",\n        \"    # Karışıklık matrisini görselleştirme\\n\",\n        \"    plt.figure(figsize=(6, 5))\\n\",\n        \"    sns.heatmap(pd.DataFrame(class_cm, index=['Actual Positive', 'Actual Negative'], columns=['Predicted Positive', 'Predicted Negative']), annot=True, cmap=\\\"YlGnBu\\\", fmt='g')\\n\",\n        \"    plt.title(f'Confusion Matrix for {class_name} (Sample Count: {class_sample_counts[i]})')\\n\",\n        \"    plt.show()\\n\",\n        \"    print('-'*75)\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 1000\n        },\n        \"id\": \"avanRmpaCJLc\",\n        \"outputId\": \"a5b28095-1412-46ae-95aa-7c5fb50c204f\"\n      },\n      \"execution_count\": 17,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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ANGzZEiRIlspXr+nt8dVa/QqFAnz59kJ6ejp07d+p8j/rsa130+SzKzMzEjh070KpVK5QqVUoqd3Z2RocOHXDgwAG9/i5f9a6fWZ07d4YQAp07d87V6+uSmpoKlUqlc52ZmZl0FU7W/9Vqtc56r9aR2+abYpLzOlmyjv+HDx++sV3STe/knjWkkjVU8zZ37tyBUqlEmTJltMqdnJxgY2ODO3fuaJW/+kGSxdbWFk+ePNE31Bx98803qFWrFrp37w5HR0e0a9cOq1evfmOiz4rT3d092zoPDw88fPgQz5490yp//b1kHaz6vJdmzZqhUKFCWLVqFcLDw1GtWrVs+zKLRqPB1KlTUbZsWajVahQpUgT29vY4e/Zstg/zNylatGiOf8S6TJo0CXZ2djh9+jRmzJgBBwcH2du+7s6dOyhbtqz0JSVL1hDm68eLm5ub7HaVSiVKly6tVf76v+eDBw+QkJCAefPmwd7eXmvJ+sITHx8P4OUliRcuXMhWr1y5clr19I01ixBCZ3m1atWwfv16PHnyBEePHsWwYcPw9OlTtGnTBhcvXpTqHTx4ED4+PrCwsICNjQ3s7e3x888/A0C24+H1Y9Xa2hoAULx4cZ3lrx/DSqVSK2kCkPZDTpd/6bOvddHns+jBgwdISUnJ8e9Xo9Hg7t27b21Hl//iM0tf5ubmSE9P17nu+fPn0he/rP+npaXprPdqHbltvikmOa+TJev4f9vlfqRbAX03sLKygouLi6xzfq+S+w9kYmKiszynDzo5r5F1PjiLubk59u/fjz179iAiIgLbtm3DqlWr0LBhQ+zYsSPHGPT1Lu8li1qtRuvWrbF06VLcvHnzjTcAGTduHEaMGIGuXbvi119/hZ2dHZRKJfr37y97hALI/kf2NqdOnZI+hM+dO6fV685r+sb6Nln76dtvv0VAQIDOOpUqVZLqVqxYEVOmTNFZ7/XEqE+shQsXfmtyUKlUqFatGqpVq4Zy5cqhS5cuWLNmDUaOHIkbN26gUaNGKF++PKZMmYLixYtDpVLh77//xtSpU7MdDzkdq4Y4hnOiz77WpXz58gBeHnOVK1d+53iyyP0cyZKX+yi3nJ2dkZmZifj4eK0v2+np6Xj06JE0HybrvgAxMTHZ2sgqy6ort803xfTvv/++9XWyZB3/RYoUeev7pez0Tu4A0Lx5c8ybNw9RUVFaQ3m6uLq6QqPR4Nq1a1LvC3g5kSYhIQGurq65CUEnW1tbJCQkZCt/vbcHvOxpNGrUCI0aNcKUKVMwbtw4/PLLL9izZw98fHx0vg8AuHLlSrZ1ly9fRpEiRWBhYfHub0KHDh06YNGiRVAqlTonIWZZu3YtGjRogIULF2qVJyQkaP2BGPKb8LNnz9ClSxd4enqiZs2aCA0NxVdffYVq1arlqj1XV1ecPXsWGo1Gq/d++fJlaX1u29VoNLhx44ZW7+31f097e3sUKlQImZmZOo+DV5UuXRpnzpxBo0aNDN67KF++PG7duiW7ftYkp6wPys2bNyMtLQ2bNm3S6lm+fqrAUDQaDW7evCn11gHg6tWrAJDjxEF99rUuTZs2hYmJCZYvX/7WSXX29vYoWLBgjn+/SqVS+jKWNcKWkJAgncIDdH+OyPVf9z6zvuwcP34czZo1k8qPHz8OjUYjrVcqlahYsaLOm/0cOXIEpUqVkk57yG3zTTHt2bMHSUlJWpPqsiYzvr591vH/at4g+XI1W37w4MGwsLBA9+7dERcXl239jRs3pJnNWQfB6zNfs3o7umYr51bp0qWRmJiIs2fPSmUxMTHZZqE+fvw427ZZB5auYSPg5bfOypUrY+nSpVpfIM6fP48dO3ZoHeyG1qBBA/z666+YNWsWnJyccqxnYmKSrbewZs2abN+Ws76E6PoipK8hQ4YgOjoaS5cuxZQpU1CyZEkEBATkuB/fplmzZoiNjcWqVaukshcvXmDmzJmwtLREvXr1ctVu06ZNAQAzZszQKn/9uDQxMYG/vz/WrVunc3TqwYMH0s9t27bFv//+i/nz52erl5qamu00jT68vb1x/vz5bPtxz549OnuEWXMKsr64ZPUmX62bmJiIxYsX5zqmt5k1a5b0sxACs2bNgqmpKRo1aqSzvj77WpfixYujR48e0tUZr9NoNJg8eTLu3bsHExMTNGnSBH/99ZfWaYK4uDisWLECtWvXlhJO1qmb/fv3S/WePXuGpUuXvjGeN3nT31xiYiIuX76s16mzt2nYsCHs7Owwd+5crfK5c+eiYMGCWp+7bdq0wbFjx7QS/JUrV7B79258/fXXuWrz4cOHuHz5MlJSUrReJzMzE/PmzZPK0tLSsHjxYlSvXj3bSNeJEyegUCje2oEk3XLVcy9dujRWrFiBb775Bh4eHujUqRMqVKiA9PR0HDp0CGvWrJEmh3z66acICAjAvHnzkJCQgHr16uHo0aNYunQpWrVqleNlVrnRrl07DBkyBF999RX69euHlJQUzJ07F+XKldOamDNmzBjs378ffn5+cHV1RXx8PObMmYNixYqhdu3aObY/ceJENG3aFN7e3ujWrRtSU1Mxc+ZMWFtb5+n9spVKJYYPH/7Wes2bN8eYMWPQpUsX1KxZE+fOnUN4eHi2c6GlS5eGjY0NwsLCUKhQIVhYWKB69ep6nxPevXs35syZg5EjR0qX5mXdBnTEiBEIDQ3Vqz3g5eV5v//+Ozp37owTJ06gZMmSWLt2LQ4ePIhp06bJnsj5usqVK6N9+/aYM2cOEhMTUbNmTezatQvXr1/PVnf8+PHYs2cPqlevjh49esDT0xOPHz/GyZMnsXPnTunL4XfffYfVq1ejV69e2LNnD2rVqoXMzExcvnwZq1evxvbt23N9W+Qvv/wSv/76K/bt24cmTZpI5X379kVKSgq++uorlC9fXvqbW7VqlXTLVeDlREeVSoUWLVrg+++/R3JyMubPnw8HBwedQ7DvyszMDNu2bUNAQACqV6+OrVu3IiIiAj///PMbJzzK3dc5mTx5Mm7cuIF+/fph/fr1aN68OWxtbREdHY01a9bg8uXL0mjXb7/9hsjISNSuXRs//PADChQogN9//x1paWlax2qTJk1QokQJdOvWDYMGDYKJiQkWLVoEe3t7REdH52r/VK5cGSYmJpgwYQISExOhVqvRsGFDODg4YMOGDejSpQsWL1781kl1d+7cwbJlywBASsa//fYbgJejU1kjGObm5vj1118RGBiIr7/+Gr6+vvjnn3+wfPlyjB07VmtS8A8//ID58+fDz88PAwcOhKmpKaZMmQJHR0dp4rO+bc6aNQujR4/Gnj17pOdRVK9eHV9//TWGDRuG+Ph4lClTBkuXLsXt27ezjTYCQGRkJGrVqoXChQvrv8Mp97efFUKIq1evih49eoiSJUsKlUolChUqJGrVqiVmzpypdROPjIwMMXr0aOHm5iZMTU1F8eLF33gTm9e9fglWTpfCCfHyUqEKFSoIlUol3N3dxfLly7Nd2rJr1y7x5ZdfChcXF6FSqYSLi4to3769uHr1arbXeP3ylJ07d4patWoJc3NzYWVlJVq0aJHjTWxev9RO16U0urx6KVxOcroU7qeffhLOzs7C3Nxc1KpVS0RFRem8hO2vv/6Sbqby6vvMuomNLq+2k5SUJFxdXUWVKlVERkaGVr0BAwYIpVKZ7eYgr8vp3zsuLk506dJFFClSRKhUKlGxYsVs/w5vOgZykpqaKvr16ycKFy4sLCws3ngTm7i4OBEYGCiKFy8uTE1NhZOTk2jUqJGYN2+eVr309HQxYcIE8cknnwi1Wi1sbW2Fl5eXGD16tNbNOvD/N7HRR6VKlUS3bt20yrZu3Sq6du0qypcvLywtLaVb0fbt2zfbHeo2bdokKlWqJMzMzETJkiXFhAkTxKJFi3K8EcvrdMWsa7/ruomNo6OjGDlyZLZLM99lX+fkxYsXYsGCBaJOnTrC2tpamJqaCldXV9GlS5dsl8mdPHlS+Pr6CktLS1GwYEHRoEEDrUsAs5w4cUJUr15dqFQqUaJECTFlypQ33sTmdbr+5ubPny9KlSolTExMtC6L0+dSuJxuAAUg2+sJIcS8efOEu7u7UKlUonTp0mLq1KnZbiwkxMsbArVp00ZYWVkJS0tL0bx5c3Ht2jWdMchpM+sz8PVL/1JTU8XAgQOFk5OTUKvVolq1amLbtm3ZXiMhIUGoVCqxYMGCt+4T0k0hxHuc9UFEOVq2bBkCAwMRHR2tde73Q9O5c2esXbsWycnJ7zsUMhLTpk1DaGgobty4YfBJsx+LfPvIVyJj17FjR5QoUULnHeWIjFVGRgamTJmC4cOHM7G/g1ydcyeivKdUKvW+5JQovzM1Nc313Ab6H/bciYiIjAzPuRMRERkZ9tyJiIiMDJM7ERGRkWFyJyIiMjIfzGx5jbj49kpE+ZxS8cH8yRHloXJvr5JL5iUM92Cq1Og/DdbWh4Y9dyIiIiPDbgQREeUbCgX7pHIwuRMRUb6h4ICzLNxLRERERoY9dyIiyjc4LC8PkzsREeUbTO7ycC8REREZGfbciYgo31AoFO87hHyByZ2IiPIRDjjLwb1ERERkZNhzJyKifIMT6uRhcicionyDyV0e7iUiIiIjw547ERHlG7z9rDxM7kRElG9wWF4e7iUiIiIjw547ERHlG+y5y8PkTkRE+QaTuzzcS0REREaGPXciIso3FOC95eVgcicionyDw/LycC8RERG9RWZmJkaMGAE3NzeYm5ujdOnS+PXXXyGEkOoIIRAcHAxnZ2eYm5vDx8cH165d02rn8ePH6NixI6ysrGBjY4Nu3bohOTlZq87Zs2dRp04dmJmZoXjx4ggNDdU7XiZ3IiLKNxQKpcEWfUyYMAFz587FrFmzcOnSJUyYMAGhoaGYOXOmVCc0NBQzZsxAWFgYjhw5AgsLC/j6+uL58+dSnY4dO+LChQuIjIzEli1bsH//fvTs2VNan5SUhCZNmsDV1RUnTpzAxIkTMWrUKMybN0+//SRe/drxHmnExfcdAlGeUyp4Jow+BuXyrGUnzyEGayv24gTZdZs3bw5HR0csXLhQKvP394e5uTmWL18OIQRcXFzw008/YeDAgQCAxMREODo6YsmSJWjXrh0uXboET09PHDt2DFWrVgUAbNu2Dc2aNcO9e/fg4uKCuXPn4pdffkFsbCxUKhUAYOjQodi4cSMuX74sO1723ImIiN6iZs2a2LVrF65evQoAOHPmDA4cOICmTZsCAG7duoXY2Fj4+PhI21hbW6N69eqIiooCAERFRcHGxkZK7ADg4+MDpVKJI0eOSHXq1q0rJXYA8PX1xZUrV/DkyRPZ8bIbQURE+Yjh+qRpaWlIS0vTKlOr1VCr1dnqDh06FElJSShfvjxMTEyQmZmJsWPHomPHjgCA2NhYAICjo6PWdo6OjtK62NhYODg4aK0vUKAA7OzstOq4ubllayNrna2traz3xp47ERHlG4Y85x4SEgJra2utJSQkROfrrl69GuHh4VixYgVOnjyJpUuXYtKkSVi6dOl/vAfkYc+diIg+SsOGDUNQUJBWma5eOwAMGjQIQ4cORbt27QAAFStWxJ07dxASEoKAgAA4OTkBAOLi4uDs7CxtFxcXh8qVKwMAnJycEB8fr9Xuixcv8PjxY2l7JycnxMXFadXJ+j2rjhzsuRMRUb5hyJ67Wq2GlZWV1pJTck9JSYFSqZ0yTUxMoNFoAABubm5wcnLCrl27pPVJSUk4cuQIvL29AQDe3t5ISEjAiRMnpDq7d++GRqNB9erVpTr79+9HRkaGVCcyMhLu7u6yh+QBJnciIspHFFAabNFHixYtMHbsWEREROD27dvYsGEDpkyZgq+++uplXAoF+vfvj99++w2bNm3CuXPn0KlTJ7i4uKBVq1YAAA8PD3zxxRfo0aMHjh49ioMHD6JPnz5o164dXFxcAAAdOnSASqVCt27dcOHCBaxatQrTp0/PNsLwNhyWJyIieouZM2dixIgR+OGHHxAfHw8XFxd8//33CA4OluoMHjwYz549Q8+ePZGQkIDatWtj27ZtMDMzk+qEh4ejT58+aNSoEZRKJfz9/TFjxgxpvbW1NXbs2IHAwEB4eXmhSJEiCA4O1roWXg5e5070H+J17vRxyLvr3ItVHG2wtu6dG2mwtj40/KQhIqJ8Q6Hgg2Pk4Dl3IiIiI8OeOxER5Rt8Kpw8TO5ERJRv6DvL/WPFvURERGRk2HMnIqJ8g8Py8jC5ExFRvsHkLg/3EhERkZFhz52IiPINTqiTh8mdiIjyDw7Ly8K9REREZGTYcycionyDE+rkYXInIqJ8g/eWl4dfgYiIiIxMrpL7P//8g2+//Rbe3t74999/AQDLli3DgQMHDBocERHRqxRQGmwxZnq/u3Xr1sHX1xfm5uY4deoU0tLSAACJiYkYN26cwQMkIiLKolAoDbYYM73f3W+//YawsDDMnz8fpqamUnmtWrVw8uRJgwZHRERE+tN7Qt2VK1dQt27dbOXW1tZISEgwRExERES6cUKdLHr33J2cnHD9+vVs5QcOHECpUqUMEhQREZFOSgMuRkzvt9ejRw/8+OOPOHLkCBQKBe7fv4/w8HAMHDgQvXv3zosYiYiISA96D8sPHToUGo0GjRo1QkpKCurWrQu1Wo2BAweib9++eREjERHRSxyWl0UhhBC52TA9PR3Xr19HcnIyPD09YWlp+U6BaMTFd9qeKD9QKnjfKPoYlMu7lmuGGaytq4d6GaytD43ew/LLly9HSkoKVCoVPD098fnnn79zYiciIiLD0Tu5DxgwAA4ODujQoQP+/vtvZGZm5kVcRERE2XFCnSx6v72YmBisXLkSCoUCbdu2hbOzMwIDA3Ho0KG8iI+IiEgiFAqDLcZM7+ReoEABNG/eHOHh4YiPj8fUqVNx+/ZtNGjQAKVLl86LGImIiEgP7zS7p2DBgvD19cWTJ09w584dXLp0yVBxERERZWfcHW6DyVVyT0lJwYYNGxAeHo5du3ahePHiaN++PdauXWvo+IiIiP5Hyewuh97JvV27dtiyZQsKFiyItm3bYsSIEfD29s6L2IiIiCgX9E7uJiYmWL16NXx9fWFiYpIXMREREelm5BPhDEXv5B4eHp4XcRAREb0dc7ssspL7jBkz0LNnT5iZmWHGjBlvrNuvXz+DBEZERES5I+v2s25ubjh+/DgKFy4MNze3nBtTKHDz5s1cBcLbz9LHgLefpY9D3t1+tqzPAoO1dW1nd4O19aGR9Ulz69YtnT8TERH9p3jOXRa9b2IzZswYpKSkZCtPTU3FmDFjDBIUERER5Z7eT4UzMTFBTEwMHBwctMofPXoEBweHXN9rnsPy9DHgsDx9HPJwWL7JQoO1dW1HN4O19aHR+5NGCAGFjmGRM2fOwM7OziBBERER6cSb2Mgie1je1tYWdnZ2UCgUKFeuHOzs7KTF2toajRs3Rtu2bfMyViIioveiZMmSUCgU2ZbAwEAAwPPnzxEYGIjChQvD0tIS/v7+iIuL02ojOjoafn5+KFiwIBwcHDBo0CC8ePFCq87evXtRpUoVqNVqlClTBkuWLMlVvLJ77tOmTYMQAl27dsXo0aNhbW0trVOpVChZsiTvVEdERHnrPXXcjx07pnXa+fz582jcuDG+/vprAC8fhx4REYE1a9bA2toaffr0QevWrXHw4EEAQGZmJvz8/ODk5IRDhw4hJiYGnTp1gqmpKcaNGwfg5YR1Pz8/9OrVS7q9e/fu3eHs7AxfX1+94tX7nPu+fftQs2ZNmJqa6vVCb8Nz7vQx4Dl3+jjk3Tn3Ms0WG6yt6393yfW2/fv3x5YtW3Dt2jUkJSXB3t4eK1asQJs2bQAAly9fhoeHB6KiolCjRg1s3boVzZs3x/379+Ho6AgACAsLw5AhQ/DgwQOoVCoMGTIEEREROH/+vPQ67dq1Q0JCArZt26ZXfLKG5ZOSkqSfP/vsM6SmpiIpKUnnQkRElB+kpaVly2FpaWlv3S49PR3Lly9H165doVAocOLECWRkZMDHx0eqU758eZQoUQJRUVEAgKioKFSsWFFK7ADg6+uLpKQkXLhwQarzahtZdbLa0Ies5G5ra4v4+HgAgI2NDWxtbbMtWeVERER5Rqkw2BISEgJra2utJSQk5K0hbNy4EQkJCejcuTMAIDY2FiqVCjY2Nlr1HB0dERsbK9V5NbFnrc9a96Y6SUlJSE1N1Ws3yRoj3L17tzQTfs+ePXq9ABERkcEY8Jz7sGHDEBQUpFWmVqvfut3ChQvRtGlTuLi4GC4YA5OV3OvVq6fzZyIiovxKrVbLSuavunPnDnbu3In169dLZU5OTkhPT0dCQoJW7z0uLg5OTk5SnaNHj2q1lTWb/tU6r8+wj4uLg5WVFczNzfWKU+871G3btg0HDhyQfp89ezYqV66MDh064MmTJ/o2R0REJJ9CYbglFxYvXgwHBwf4+flJZV5eXjA1NcWuXbuksitXriA6Olq6iszb2xvnzp2TTnEDQGRkJKysrODp6SnVebWNrDq5uRJN7+Q+aNAgaeLcuXPnEBQUhGbNmuHWrVvZhjeIiIgMyoDn3PWl0WiwePFiBAQEoECB/w18W1tbo1u3bggKCsKePXtw4sQJdOnSBd7e3qhRowYAoEmTJvD09MR3332HM2fOYPv27Rg+fDgCAwOl0YNevXrh5s2bGDx4MC5fvow5c+Zg9erVGDBggN6x6n1dzq1bt6RvGevWrUOLFi0wbtw4nDx5Es2aNdM7ACIiovxg586diI6ORteuXbOtmzp1KpRKJfz9/ZGWlgZfX1/MmTNHWm9iYoItW7agd+/e8Pb2hoWFBQICArSeyeLm5oaIiAgMGDAA06dPR7FixbBgwQK9r3EHcnGdu52dHQ4cOABPT0/Url0bnTp1Qs+ePXH79m14enrqfKiMHLzOnT4GvM6dPg55eJ37V38YrK3rGzoZrK0Pjd6fNLVr10ZQUBBq1aqFo0ePYtWqVQCAq1evolixYgYPkIiISMJHvsqi9zn3WbNmoUCBAli7di3mzp2LokWLAgC2bt2KL774wuABEhERkX70HpbPKxyWp48Bh+Xp45CHw/L+yw3W1vV13xqsrQ9Nrj5pMjMzsXHjRly6dAkA8Mknn6Bly5YwMTExaHBERERa9B5v/jjpndyvX7+OZs2a4d9//4W7uzsAICQkBMWLF0dERARKly5t8CCJiIhIPr2/A/Xr1w+lS5fG3bt3cfLkSZw8eRLR0dFwc3NDv3798iJGIiKil97zTWzyC7177vv27cPhw4ele80DQOHChTF+/HjUqlXLoMERERGR/vRO7mq1Gk+fPs1WnpycDJVKZZCgiIiIdDLuDrfB6D0s37x5c/Ts2RNHjhyBEAJCCBw+fBi9evVCy5Yt8yJGIiIiAIBQKgy2GDO9k/uMGTNQunRpeHt7w8zMDGZmZqhVqxbKlCmD6dOn50WMREREpAe9h+VtbGzw119/4fr169KlcB4eHihTpozBgyP9zJq5ErNnr9Iqc3Mrir+3zgIAdPpuOI4du6C1/ptvmmDU6N7Z2nryJAlftQpCXNwjHDm6HFZWFnkXOFEuzZu3BpMn/4FOnVril196AACCg2fh0KEziI9/jIIFzfDZZx4YODAApUsXl7Y7e/YqJk9eigsXbkChACpVKodBg7qgfHm39/VWSC4jnwhnKLKTu0ajwcSJE7Fp0yakp6ejUaNGGDlypN7PmKW8VaZscSxaNFr6vUAB7XsPfP11Y/Tt11763dxc97OMRwyfjXLuroiLe5Q3gRK9o7Nnr2Llym1wdy+pVf7JJ2XQokV9ODvbIzHxKWbO/BPdugVj164FMDExwbNnqejRYxQaNvwcI0f2RmZmJmbOXIFu3YKxd+9imJryRkMfNOZ2WWQPy48dOxY///wzLC0tUbRoUUyfPh2BgYF5GRvlQgETE9jb20qLra2V1nozc7XWekvLgtna+PPPbUhKeoauXb/8r8Im0suzZ6kYNGgyfvutL6ytLbXWffPNF6hWrQKKFXPEJ5+UQf/+3yIm5iH+/fflc7Rv3ryHhISn6NevI0qVKoayZV0RGNgeDx8m4P79eF0vR5TvyE7uf/zxB+bMmYPt27dj48aN2Lx5M8LDw6HRaPIyPtLTnTsxqFunKxr79MKggVNx//4DrfVbNu+Hd41OaNGiH6ZMXobU1DSt9dev38WcOasxfsKPUCp4Kyj6MI0ZE4Z69aqiZs3Kb6yXkvIc69fvRLFijnByKgLg5akqG5tCWLs2EunpGXj+PA1r10aidOniKFrU8T+Int7Je3yee34ie/wpOjpa63ntPj4+UCgUuH//Pp8G94Go9GlZjAvpCze3ongQ/wSzZ6/Ct9/+gs2bpsPC0hzNm9eFi4s9HBzscOXqbUyetAy3bv+LmTOHAgDS0zMw8KcpGDSoE1xc7HHvbtx7fkdE2UVE7MfFizewdu2UHOuEh0dg0qQlSEl5Dje3oli8+FeoVKYAAEvLgli2LASBgWMxZ87LOSqurs5YuHBMttNY9AHiOXdZZCf3Fy9ewMzMTKvM1NQUGRkZer9oWloa0tK0e4ymqnSo1bxO/l3Uresl/ezuXhKVPi2HRg17Yuu2g2jTxgdtv2kirS/n7gp7e1t06TwS0dExKFHCGVMmL0Op0sXQsmX99xA90dvFxDzA2LHzsWjRmDd+XrRsWR+1an2GBw8eY+HCDejffwL+/DMUarUKz5+n4ZdfZqBKFQ9MnjwQGo0GixZtwPffj8batVNgZqZ7HgpRfiI7uQsh0LlzZ6jV/zvwnz9/jl69esHC4n8zqdevX//WtkJCQjB69GitsuDgHzByFM/hG5KVlQVKlnRB9J0YnesrVXr55KboO7EoUcIZR46cw9Wr0aiw/RAAIOt5gTW9O+H779toTcQjeh8uXLiOR48S0Lp1f6ksM1ODY8cuIDx8C86dWw8TExMUKmSBQoVeHv+ffuqOzz9vj8jIKDRvXg+bN+/Dv//GY9WqiVAqX556mjRpID7/vD127ToCP7+67+ndkSzsuMsiO7kHBARkK/v229w9Lm/YsGEICgrSKjNV3cxVW5SzZ89ScfduLFq2rKdz/eXLtwAA9g62AIDpMwbj+fN0af35c9fxyy+zsGz5WJQo4ZT3ARO9RY0an2Lz5llaZcOGTUOpUsXQo0ebHJ9MKYRAevrLUcbnz9OgVCqgeGV4V6lUQqFQcA5RfmDk58oNRXZyX7x4scFeVK1Wa40AAIBGcEj+XYVOWIL6DaqiqIsD4uMfY+aslVAqlfBrXgfR0THYsuUf1KvrBRubQrhy9TbGhyxC1aqe0qVEJUo4a7WX8OTlbYZLly7O69zpg2BpWRDlyrlqlRUsaAYbGyuUK+eKu3dj8fff/6BWrc9gZ2eF2NhHmDdvLczM1KhXryoAoGbNyggNXYzRo+fiu+9aQKPRYN68tTAxMUH16pXex9siMjhe0GlEYuMeYeBPU5CQ8BR2dtao4uWBlavGw87OGmlpGYg6dAZ/LN2M1NQ0ODkXQeMm3ujd++v3HTaRwahUpjh+/AKWLt2EpKRkFC5sg6pVP8Gff4aicGEbAC+/rIaFjcCsWX/im28GQalUwMOjFBYsGAUHB7s3vwC9f+y5y6IQIuvM6vulERffdwhEeU6p4Pdp+hiUy7OWS3VfY7C2bi4w3s4NL2QmIiIyMuxGEBFR/sFheVmY3ImIKP/gTWxkkZXcN23aJLtBPtOdiIjo/ZKV3Fu1aiWrMYVCgczMzHeJh4iIKGcclpdFVnLnjR2IiOiDwGngsnA3ERERGZlcTah79uwZ9u3bh+joaKSnp2ut69evn0ECIyIiyoYT6mTRO7mfOnUKzZo1Q0pKCp49ewY7Ozs8fPgQBQsWhIODA5M7ERHlHZ5zl0XvYfkBAwagRYsWePLkCczNzXH48GHcuXMHXl5emDRpUl7ESERERHrQO7mfPn0aP/30E5RKJUxMTJCWlobixYsjNDQUP//8c17ESEREBAAQCoXBFmOmd3I3NTWVnoHs4OCA6OhoAIC1tTXu3r1r2OiIiIhepTTgYsT0Puf+2Wef4dixYyhbtizq1auH4OBgPHz4EMuWLUOFChXyIkYiIiLSg97fXcaNGwdn55fP/R47dixsbW3Ru3dvPHjwAPPmzTN4gERERBKlwnCLEdO75161alXpZwcHB2zbts2gAREREeXIyM+VG4qRn3UgIiIyjH///RfffvstChcuDHNzc1SsWBHHjx+X1gshEBwcDGdnZ5ibm8PHxwfXrl3TauPx48fo2LEjrKysYGNjg27duiE5OVmrztmzZ1GnTh2YmZlJE9b1pXfP3c3NDYo3fHO6efOm3kEQERHJ8p6G0588eYJatWqhQYMG2Lp1K+zt7XHt2jXY2tpKdUJDQzFjxgwsXboUbm5uGDFiBHx9fXHx4kWYmZkBADp27IiYmBhERkYiIyMDXbp0Qc+ePbFixQoAQFJSEpo0aQIfHx+EhYXh3Llz6Nq1K2xsbNCzZ0/Z8SqEEEKfNzh9+nSt3zMyMnDq1Cls27YNgwYNwtChQ/VpTqIRF3O1HVF+olTwKcv0MSiXZy27DdlisLZuTWguu+7QoUNx8OBB/PPPPzrXCyHg4uKCn376CQMHDgQAJCYmwtHREUuWLEG7du1w6dIleHp64tixY9Ip7m3btqFZs2a4d+8eXFxcMHfuXPzyyy+IjY2FSqWSXnvjxo24fPmy7Hj1/qT58ccfdZbPnj1ba3iCiIjIWGzatAm+vr74+uuvsW/fPhQtWhQ//PADevToAQC4desWYmNj4ePjI21jbW2N6tWrIyoqCu3atUNUVBRsbGy05q75+PhAqVTiyJEj+OqrrxAVFYW6detKiR0AfH19MWHCBDx58kRrpOBNDHbOvWnTpli3bp2hmiMiIspGKBUGW9LS0pCUlKS1pKWl6XzdmzdvYu7cuShbtiy2b9+O3r17o1+/fli6dCkAIDY2FgDg6OiotZ2jo6O0LjY2Fg4ODlrrCxQoADs7O606utp49TXkMFhyX7t2Lezs7AzVHBERUXYGvBQuJCQE1tbWWktISIjOl9VoNKhSpQrGjRuHzz77DD179kSPHj0QFhb2H+8AeXJ1E5tXJ9QJIRAbG4sHDx5gzpw5Bg2OiIgorwwbNgxBQUFaZWq1WmddZ2dneHp6apV5eHhII9ZOTk4AgLi4OOleMFm/V65cWaoTHx+v1caLFy/w+PFjaXsnJyfExcVp1cn6PauOHHon9y+//FIruSuVStjb26N+/fooX768vs0RERHJZ8Dr3NVqdY7J/HW1atXClStXtMquXr0KV1dXAC+vJHNycsKuXbukZJ6UlIQjR46gd+/eAABvb28kJCTgxIkT8PLyAgDs3r0bGo0G1atXl+r88ssvyMjIgKmpKQAgMjIS7u7uss+3A7mYLZ9XOFuePgacLU8fh7ybLV8yeKvB2ro9pqnsuseOHUPNmjUxevRotG3bFkePHkWPHj0wb948dOzYEQAwYcIEjB8/XutSuLNnz2pdCte0aVPExcUhLCxMuhSuatWq0qVwiYmJcHd3R5MmTTBkyBCcP38eXbt2xdSpU/W6FE7vTxoTExPExMRkmxTw6NEjODg4IDMzU98miYiIPmjVqlXDhg0bMGzYMIwZMwZubm6YNm2alNgBYPDgwXj27Bl69uyJhIQE1K5dG9u2bZMSOwCEh4ejT58+aNSoEZRKJfz9/TFjxgxpvbW1NXbs2IHAwEB4eXmhSJEiCA4O1iuxA7nouSuVSp0z/u7fv4/SpUsjNTVVrwCysOdOHwP23OnjkIc995GGu+X57dFfGKytD43sT5qsbxYKhQILFiyApaWltC4zMxP79+/nOXciIspbRv7AF0ORndynTp0K4OXs+LCwMJiYmEjrVCoVSpYs+cFeEkBERPQxkZ3cb926BQBo0KAB1q9fr9esPSIiIoNgz10WvU8A7tmzJy/iICIieivBR77Kovcd6vz9/TFhwoRs5aGhofj6668NEhQRERHlnt7Jff/+/WjWrFm28qZNm2L//v0GCYqIiEgnpQEXI6b3sHxycrLW02qymJqaIikpySBBERER6cRheVn0/u5SsWJFrFq1Klv5ypUrs913l4iIiP57evfcR4wYgdatW+PGjRto2LAhAGDXrl34888/sWbNGoMHSEREJOFseVn0Tu4tWrTAxo0bMW7cOKxduxbm5uaoVKkSdu7ciXr16uVFjERERC8xucuSq3th+vn5wc/PL1v5+fPnUaFChXcOioiIiHLvnecLPn36FPPmzcPnn3+OTz/91BAxERER6aYw4GLEcp3c9+/fj06dOsHZ2RmTJk1Cw4YNcfjwYUPGRkREpEUoFQZbjJlew/KxsbFYsmQJFi5ciKSkJLRt2xZpaWnYuHEjZ8oTERF9IGT33Fu0aAF3d3ecPXsW06ZNw/379zFz5sy8jI2IiEibQmG4xYjJ7rlv3boV/fr1Q+/evVG2bNm8jImIiEg3Ix9ONxTZPfcDBw7g6dOn8PLyQvXq1TFr1iw8fPgwL2MjIiKiXJCd3GvUqIH58+cjJiYG33//PVauXAkXFxdoNBpERkbi6dOneRknERERZ8vLpBBCiNxufOXKFSxcuBDLli1DQkICGjdujE2bNuWqLY24mNswiPINpSJXt5YgymfK5VnLJWftM1hbt/sY743X3uk6d3d3d4SGhuLevXv4888/DRUTERERvQODdCNMTEzQqlUrtGrVyhDNERER6WTkk9wNhmOERESUbzC5y2Pkj6snIiL6+LDnTkRE+YaCXXdZmNyJiCjfYG6Xh8PyRERERoY9dyIiyjfYc5eHyZ2IiPINBcebZeFuIiIiMjLsuRMRUb7BYXl5mNyJiCjf4BNf5eGwPBERkZFhz52IiPINDsvLw+RORET5BpO7PByWJyIiMjLsuRMRUb7Be8vLw+RORET5Bm9iIw93ExER0VuMGjUKCoVCaylfvry0/vnz5wgMDEThwoVhaWkJf39/xMXFabURHR0NPz8/FCxYEA4ODhg0aBBevHihVWfv3r2oUqUK1Go1ypQpgyVLluQqXiZ3IiLKNxQKwy36+uSTTxATEyMtBw4ckNYNGDAAmzdvxpo1a7Bv3z7cv38frVu3ltZnZmbCz88P6enpOHToEJYuXYolS5YgODhYqnPr1i34+fmhQYMGOH36NPr374/u3btj+/bt+u8nIYTQ/y0ankZcfN8hEOU5pYJnwuhjUC7PWv50+T8Ga+vMt3Vk1x01ahQ2btyI06dPZ1uXmJgIe3t7rFixAm3atAEAXL58GR4eHoiKikKNGjWwdetWNG/eHPfv34ejoyMAICwsDEOGDMGDBw+gUqkwZMgQRERE4Pz581Lb7dq1Q0JCArZt26bXe2PPnYiIPkppaWlISkrSWtLS0nKsf+3aNbi4uKBUqVLo2LEjoqOjAQAnTpxARkYGfHx8pLrly5dHiRIlEBUVBQCIiopCxYoVpcQOAL6+vkhKSsKFCxekOq+2kVUnqw19MLkTEVG+Ychh+ZCQEFhbW2stISEhOl+3evXqWLJkCbZt24a5c+fi1q1bqFOnDp4+fYrY2FioVCrY2NhobePo6IjY2FgAQGxsrFZiz1qfte5NdZKSkpCamqrXfuIYIRER5RuGvLf8sGHDEBQUpFWmVqt11m3atKn0c6VKlVC9enW4urpi9erVMDc3N1xQBsKeOxERfZTUajWsrKy0lpyS++tsbGxQrlw5XL9+HU5OTkhPT0dCQoJWnbi4ODg5OQEAnJycss2ez/r9bXWsrKz0/gLB5E5ERPnG+5wt/6rk5GTcuHEDzs7O8PLygqmpKXbt2iWtv3LlCqKjo+Ht7Q0A8Pb2xrlz5xAfHy/ViYyMhJWVFTw9PaU6r7aRVSerDX0wuRMRUb7xvpL7wIEDsW/fPty+fRuHDh3CV199BRMTE7Rv3x7W1tbo1q0bgoKCsGfPHpw4cQJdunSBt7c3atSoAQBo0qQJPD098d133+HMmTPYvn07hg8fjsDAQGm0oFevXrh58yYGDx6My5cvY86cOVi9ejUGDBig937iOXciIqK3uHfvHtq3b49Hjx7B3t4etWvXxuHDh2Fvbw8AmDp1KpRKJfz9/ZGWlgZfX1/MmTNH2t7ExARbtmxB79694e3tDQsLCwQEBGDMmDFSHTc3N0RERGDAgAGYPn06ihUrhgULFsDX11fveHmdO9F/iNe508ch765zr7b6wNsryXSsbW2DtfWh4ScNERHlG3xujDw8505ERGRk2HMnIqJ8gz13eZjciYgo32Byl4fD8kREREaGPXciIso3DHn7WWPG5E5ERPkGh+Xl4bA8ERGRkWHPnYiI8g0Fu6SyMLkTEVG+wWF5efgdiIiIyMiw505ERPmGgl13WZjciYgo32Bul4fD8kREREaGPXciIso32HOXh8mdiIjyDSZ3eTgsT0REZGQ+mJ67UvHBhEKUZ8xLjHzfIRDludToP/Osbd5bXh5mVCIiyjeY3OXhsDwREZGRYc+diIjyDaVCvO8Q8gUmdyIiyjc4LC8Ph+WJiIiMDHvuRESUb7BHKg+TOxER5Rs85y4PvwQREREZGfbciYgo3+CEOnmY3ImIKN/gcLM83E9ERERGhj13IiLKNzgsLw+TOxER5RsKzpaXhcPyRERERoY9dyIiyjc4LC8PkzsREeUbHG6Wh/uJiIjIyLDnTkRE+QZvPysPe+5ERJRvKBWGW97F+PHjoVAo0L9/f6ns+fPnCAwMROHChWFpaQl/f3/ExcVpbRcdHQ0/Pz8ULFgQDg4OGDRoEF68eKFVZ+/evahSpQrUajXKlCmDJUuW6B0fkzsREZEejh07ht9//x2VKlXSKh8wYAA2b96MNWvWYN++fbh//z5at24trc/MzISfnx/S09Nx6NAhLF26FEuWLEFwcLBU59atW/Dz80ODBg1w+vRp9O/fH927d8f27dv1ipHJnYiI8g2lAZfcSE5ORseOHTF//nzY2tpK5YmJiVi4cCGmTJmChg0bwsvLC4sXL8ahQ4dw+PBhAMCOHTtw8eJFLF++HJUrV0bTpk3x66+/Yvbs2UhPTwcAhIWFwc3NDZMnT4aHhwf69OmDNm3aYOrUqXrvJyIionzBkMPyaWlpSEpK0lrS0tLe+PqBgYHw8/ODj4+PVvmJEyeQkZGhVV6+fHmUKFECUVFRAICoqChUrFgRjo6OUh1fX18kJSXhwoULUp3X2/b19ZXakL2f9KpNRERkJEJCQmBtba21hISE5Fh/5cqVOHnypM46sbGxUKlUsLGx0Sp3dHREbGysVOfVxJ61Pmvdm+okJSUhNTVV9nvjbHkiIso3DDlbftiwYQgKCtIqU6vVOuvevXsXP/74IyIjI2FmZmawGPIKe+5ERJRvGHJYXq1Ww8rKSmvJKbmfOHEC8fHxqFKlCgoUKIACBQpg3759mDFjBgoUKABHR0ekp6cjISFBa7u4uDg4OTkBAJycnLLNns/6/W11rKysYG5uLn8/ya5JRET0kWrUqBHOnTuH06dPS0vVqlXRsWNH6WdTU1Ps2rVL2ubKlSuIjo6Gt7c3AMDb2xvnzp1DfHy8VCcyMhJWVlbw9PSU6rzaRladrDbk4rA8ERHlG++rR1qoUCFUqFBBq8zCwgKFCxeWyrt164agoCDY2dnBysoKffv2hbe3N2rUqAEAaNKkCTw9PfHdd98hNDQUsbGxGD58OAIDA6URg169emHWrFkYPHgwunbtit27d2P16tWIiIjQK14mdyIiyjc+5DvUTZ06FUqlEv7+/khLS4Ovry/mzJkjrTcxMcGWLVvQu3dveHt7w8LCAgEBARgzZoxUx83NDRERERgwYACmT5+OYsWKYcGCBfD19dUrFoUQ4gPZU1ffdwBEec68xMj3HQJRnkuN/jPP2u51cI/B2gqr1cBgbX1o2HMnIqJ8g498lYfJnYiI8g0md3k4W56IiMjIsOdORET5Bnuk8jC5ExFRvvEhz5b/kPBLEBERkZFhz52IiPINTqiTh8mdiIjyDQ43y8P9REREZGTYcycionyDw/LyMLkTEVG+oeBseVk4LE9ERGRkcpXc//nnH3z77bfw9vbGv//+CwBYtmwZDhw4YNDgiIiIXqVUGG4xZnon93Xr1sHX1xfm5uY4deoU0tLSAACJiYkYN26cwQMkIiLKojTgYsz0fn+//fYbwsLCMH/+fJiamkrltWrVwsmTJw0aHBEREelP7wl1V65cQd26dbOVW1tbIyEhwRAxERER6cTbz8qjd8/dyckJ169fz1Z+4MABlCpVyiBBERER6cJz7vLondx79OiBH3/8EUeOHIFCocD9+/cRHh6OgQMHonfv3nkRIxEREelB72H5oUOHQqPRoFGjRkhJSUHdunWhVqsxcOBA9O3bNy9iJCIiAmD8PW5D0Tu5KxQK/PLLLxg0aBCuX7+O5ORkeHp6wtLSMi/iIyIikpi87wDyCb2H5ZcvX46UlBSoVCp4enri888/Z2InIiL6gOid3AcMGAAHBwd06NABf//9NzIzM/MiLiIiomyUCmGwxZjpndxjYmKwcuVKKBQKtG3bFs7OzggMDMShQ4fyIj4iIiIJZ8vLo3dyL1CgAJo3b47w8HDEx8dj6tSpuH37Nho0aIDSpUvnRYxERESkh3d6KlzBggXh6+uLJ0+e4M6dO7h06ZKh4iIiIsrG2HvchpKr5J6SkoINGzYgPDwcu3btQvHixdG+fXusXbvW0PERERFJTJjcZdE7ubdr1w5btmxBwYIF0bZtW4wYMQLe3t55ERsRERHlgt7J3cTEBKtXr4avry9MTHjFIRER/Xc4LC+P3sk9PDw8L+IgIiJ6K2O/hM1QZCX3GTNmoGfPnjAzM8OMGTPeWLdfv34GCYyIiIhyRyGEeOvXIDc3Nxw/fhyFCxeGm5tbzo0pFLh582YuQ7may+2I8g/zEiPfdwhEeS41+s88a3vmxR0Ga6uvZxODtfWhkdVzv3Xrls6fiYiI/kuc6SWP3jexGTNmDFJSUrKVp6amYsyYMQYJioiIiHJP7+Q+evRoJCcnZytPSUnB6NGjDRIUERGRLrz9rDx6z5YXQkChyL5Xzpw5Azs7O4MERUREpAtny8sjO7nb2tpCoVBAoVCgXLlyWgk+MzMTycnJ6NWrV54ESURERPLJHpafNm0apkyZAiEERo8ejalTp0pLWFgYDhw4gNmzZ+dlrERE9JEzURhu0cfcuXNRqVIlWFlZwcrKCt7e3ti6dau0/vnz5wgMDEThwoVhaWkJf39/xMXFabURHR0NPz8/FCxYEA4ODhg0aBBevHihVWfv3r2oUqUK1Go1ypQpgyVLluRqP8nuuQcEBAB4eVlczZo1YWpqmqsXJCIiyq33da68WLFiGD9+PMqWLQshBJYuXYovv/wSp06dwieffIIBAwYgIiICa9asgbW1Nfr06YPWrVvj4MGDAF6OcPv5+cHJyQmHDh1CTEwMOnXqBFNTU4wbNw7Ay6vR/Pz80KtXL+nZLd27d4ezszN8fX31ilfWde45ef78OdLT07XKrKysctkar3Mn48fr3OljkJfXuS++ut1gbXUpp1/CfJ2dnR0mTpyINm3awN7eHitWrECbNm0AAJcvX4aHhweioqJQo0YNbN26Fc2bN8f9+/fh6OgIAAgLC8OQIUPw4MEDqFQqDBkyBBERETh//rz0Gu3atUNCQgK2bdumV2x6z5ZPSUlBnz594ODgAAsLC9ja2motREREeeVDmC2fmZmJlStX4tmzZ/D29saJEyeQkZEBHx8fqU758uVRokQJREVFAQCioqJQsWJFKbEDgK+vL5KSknDhwgWpzqttZNXJakMfeif3QYMGYffu3Zg7dy7UajUWLFiA0aNHw8XFBX/88YfeARAREcllyOSelpaGpKQkrSUtLS3H1z537hwsLS2hVqvRq1cvbNiwAZ6enoiNjYVKpYKNjY1WfUdHR8TGxgIAYmNjtRJ71vqsdW+qk5SUhNTUVP32k161AWzevBlz5syBv78/ChQogDp16mD48OEYN24cHypDRET5RkhICKytrbWWkJCQHOu7u7vj9OnTOHLkCHr37o2AgABcvHjxP4xYPr2vc3/8+DFKlSoF4OX59cePHwMAateujd69exs2OiIioleYGPA692HDhiEoKEirTK1W51hfpVKhTJkyAAAvLy8cO3YM06dPxzfffIP09HQkJCRo9d7j4uLg5OQEAHBycsLRo0e12suaTf9qnddn2MfFxcHKygrm5uZ6vTe9e+6lSpWS7i9fvnx5rF69GsDLHv3rQxJERESGpDTgolarpUvbspY3JffXaTQapKWlwcvLC6ampti1a5e07sqVK4iOjoa3tzcAwNvbG+fOnUN8fLxUJzIyElZWVvD09JTqvNpGVp2sNvShd8+9S5cuOHPmDOrVq4ehQ4eiRYsWmDVrFjIyMjBlyhS9AyAiIvrQDRs2DE2bNkWJEiXw9OlTrFixAnv37sX27dthbW2Nbt26ISgoCHZ2drCyskLfvn3h7e2NGjVqAACaNGkCT09PfPfddwgNDUVsbCyGDx+OwMBA6QtFr169MGvWLAwePBhdu3bF7t27sXr1akREROgdr97JfcCAAdLPPj4+uHz5Mk6cOIEyZcqgUqVKegdAREQk1/u6zj0+Ph6dOnVCTEwMrK2tUalSJWzfvh2NGzcGAEydOhVKpRL+/v5IS0uDr68v5syZI21vYmKCLVu2oHfv3vD29oaFhQUCAgK0Hrjm5uaGiIgIDBgwANOnT0exYsWwYMECva9xB97xOnfD4nXuZPx4nTt9DPLyOve1t/S73vtN2rh9YbC2PjR699xnzJihs1yhUMDMzAxlypRB3bp1YWLCp+4SERG9D3on96lTp+LBgwdISUmRblrz5MkTFCxYEJaWloiPj0epUqWwZ88eFC9e3OABExHRx8uQs+WNmd6z5ceNG4dq1arh2rVrePToER49eoSrV6+ievXqmD59OqKjo+Hk5KR1bp6IiMgQPoQ71OUHevfchw8fjnXr1qF06dJSWZkyZTBp0iT4+/vj5s2bCA0Nhb+/v0EDJSIiInn0Tu4xMTHZHlEHAC9evJBuoefi4oKnT5++e3RERESvMPYet6HoPSzfoEEDfP/99zh16pRUdurUKfTu3RsNGzYE8PL+u25uboaLkoiICByWl0vv5L5w4ULY2dnBy8sLarUaarUaVatWhZ2dHRYuXAgAsLS0xOTJkw0eLBEREb2d3sPyTk5OiIyMxOXLl3H16str093d3eHu7i7VadCggeEiJCIi+n8mRt7jNhS9k3uWUqVKQaFQoHTp0ihQINfNEBERkYHpPSyfkpKCbt26oWDBgvjkk08QHR0NAOjbty/Gjx9v8ACJiIiyKBXCYIsx0zu5Dxs2DGfOnMHevXthZmYmlfv4+GDVqlUGDY6IiOhVhnwqnDHTezx948aNWLVqFWrUqAGF4n8nPz755BPcuHHDoMERERGR/vRO7g8ePICDg0O28mfPnmkleyIiIkMz9kvYDEXvkYmqVatqPVs2K6EvWLAgVw+Up7wxb94auLu3wNix87OtE0Kge/eRcHdvgZ07o7KtX79+J1q06IuKFVvD2/tbjB49978ImSgbpVKB4J++xqUD0/H46lJc+Gcahvb7SqvOvMm9kBr9p9by1x9Ds7X1RcPPsP+vX/H46lLcPzcfq+cHSesqepTA0pl9ce3wLDy+uhSndk1CYFfjfWJYfmaiMNxizPTuuY8bNw5NmzbFxYsX8eLFC0yfPh0XL17EoUOHsG/fvryIkfR09uxVrFy5De7uJXWuX7r0rxxHWRYv3ohFizZg8OAu+PRTd6SkPMe//8bnYbREOfupd0v0+K4xegTNxcWrd+FVqRR+n9QLSU9TMGfxdqne9j2n8f3AMOn3tHTtu2i2avo5Zk/ogZGhq7D34HkUKGCCT9z/92CrzyqWwoNHiejy42zci3mEGl7lMHt8d2RmahC2dEfev1EiA9M7udeuXRunT5/G+PHjUbFiRezYsQNVqlRBVFQUKlasmBcxkh6ePUvFoEGT8dtvfTF3bvYJjpcu3cSiRRuxbt1U1K7dSWtdYmIypk1bhrCwYHh7fyqVly/Puw3S+1Gjajls2XEc23a/vCNm9L2HaNuyJqp+WgbA/5J7enoG4h4k6mzDxESJSaM64eex4Vi6aq9Ufvnav9LPf6zeq7XN7eh4VK9SFl9+8TmT+wfG2Ge5G0quLlAvXbo05s/PPtxL79+YMWGoV68qatasnC25p6Y+x08/TUJwcC/Y29tm2/bgwVPQaATi4h6hadPeePYsFZ99Vh5Dh3aDs7P9f/UWiCSHj19Ftw6NUMbNCddvxaKiRwl4VyuPob8u06pXp4Yn7pwMQ0LiM+w9dAGjJ67G44RkAMBnFdxQ1LkwNBqBqL9D4OhgjbMX7uDnseG4ePVejq9tXaggniQm5+n7I/3xnLs8vPuMEYmI2I+LF29g7dopOteHhCzAZ5+Vh49PDZ3r792LhRACYWGr8csvPVGoUEFMm7YcXbqMwKZNM6FSmeZl+ETZTJqzCVaFzHFmz2RkZmpgYqLEyImrsXLjQalO5N4z+GvbMdyOjkcpV0eMHvIN/vpjCOq1CoZGI+BW4uUE4OED/DHk1+W4c+8Bfuzhh+2rg1Gp3gA8SXyW7XVreJVFmxY18FXn0P/svRIZkuzkrlQq3zobXqFQ6Hxi3OvS0tKQlpamVaZWp0OtVskNh14TE/MAY8fOx6JFY3Tux127juDw4bPYsGF6jm1oNAIZGS8wfHhP1K5dBQAwZcog1KrVCUeOnEOdOlXyLH4iXdo0r4F2rWqjc99ZuHj1Hip94oqJIzshJu4JwtfuBwCs2fy/SaEXrtzFucvRuHRgOup6e2LvwQtQ/n9Xb8Ksjdi49SgAoOfAMFw/Mhutm9fAwvBdWq/pWa4YVi8YiLHT1mPXP+f+o3dKcrHnLo/s5L5hw4Yc10VFRWHGjBnQaDSy2goJCcHo0aO1ykaO7INRo/rKDYdec+HCdTx6lIDWrftLZZmZGhw7dgHh4VvQvn0zREfHolq1dlrb9e07HlWremLZshDY29sBAMqUKSGtt7Ozhq2tFWJiHvwn74PoVeN+6YhJc/6SEviFK3dRoqg9Bv3QUkrur7sdHY8Hj5JQuqQT9h68gJj4BADa59jT01/gdnQ8irsU1tq2fNmi+PvP4Vi0YhcmzMz5M4/eH2O/+YyhyE7uX375ZbayK1euYOjQodi8eTM6duyIMWPGyGpr2LBhCAoK0ipTq6PlhkI61KjxKTZvnqVVNmzYNJQqVQw9erSBra0VvvlG+9KeFi36YNiwbmjQ4HMAQJUqHgCAW7f+hZNTEQBAQsJTPHmSBBcXnnOn/565uQoajfYEqkyNBkplzh/xRZ3sUNjWErH/n9RPnbuF58/TUbaUMw4duwIAKFDABCWK2SP634fSdh7limHrn8MRvm4/Rk1cbfg3Q/QfytU59/v372PkyJFYunQpfH19cfr0aVSoUEH29lmPitXGIfl3YWlZEOXKuWqVFSxoBhsbK6lc1yQ6Fxd7FC/uBABwcyuKRo2qY+zYeRgzpg8sLQtiypSlKFWqKKpXr5T3b4LoNX/vPIkhfVvh7v1HuHj1Lip/UhL9ujeTZrdbFFTjl/7+2Lj1KGIfJKCUqyPG/twBN27HIXLfGQDA0+RULAjfhRFBbXDv/iNE//sQA75vDgBYH3EEwMuh+K0rh2Pn/rOYMT8CjvbWAF6Ofj18/PS/f+OUI94rTR69kntiYiLGjRuHmTNnonLlyti1axfq1KmTV7HRexAaGoRx4xbg++9HQ6lUolq1CliwYDRMTTn3kv57QcFLMHJgW0z/rQvsi1gjJu4JFobvwrjp6wC8TL4VPEqgY5u6sLGyQEzcE+z85yzGTFqD9FeudR82NhwvXmRi4bRAmJuZ4tjpG2ja/jck/P9kuq/8qsOhiDU6tK6DDq3/95l25+4DlK/V77990/RGzO3yKIQQsi4aDA0NxYQJE+Dk5IRx48bpHKZ/N1cN3B7Rh8e8xMj3HQJRnkuN/jPP2j72IOLtlWSqZu9nsLY+NLKTu1KphLm5OXx8fGBiYpJjvfXr1+cyFCZ3Mn5M7vQxyMvkfvyh4ZJ71SLGm9xlj7V26tSJD4YhIqL3irPl5ZGd3JcsWZKHYRAREZGhcJYUERHlGwreW14WJnciIso3eHJYHp6+ICIiMjLsuRMRUb7Bed3yMLkTEVG+wdwuj6zkvmnTJtkNtmzZMtfBEBER0buTldxbtWolqzGFQoHMzMx3iYeIiChHfOSrPLKSu9xHuRIREeUl5nZ5OFueiIjIyORqQt2zZ8+wb98+REdHIz09XWtdv358ghIREeUNzpaXR++e+6lTp1CmTBm0b98effr0wW+//Yb+/fvj559/xrRp0/IgRCIiopcUBlz0ERISgmrVqqFQoUJwcHBAq1atcOXKFa06z58/R2BgIAoXLgxLS0v4+/sjLi5Oq050dDT8/PxQsGBBODg4YNCgQXjx4oVWnb1796JKlSpQq9UoU6ZMrm7/rndyHzBgAFq0aIEnT57A3Nwchw8fxp07d+Dl5YVJkybpHQAREdGHbt++fQgMDMThw4cRGRmJjIwMNGnSBM+ePZPqDBgwAJs3b8aaNWuwb98+3L9/H61bt5bWZ2Zmws/PD+np6Th06BCWLl2KJUuWIDg4WKpz69Yt+Pn5oUGDBjh9+jT69++P7t27Y/v27XrFK/uRr1lsbGxw5MgRuLu7w8bGBlFRUfDw8MCRI0cQEBCAy5cv6xXA//CRr2T8+MhX+hjk5SNfLydsMVhb5W2a53rbBw8ewMHBAfv27UPdunWRmJgIe3t7rFixAm3atAEAXL58GR4eHoiKikKNGjWwdetWNG/eHPfv34ejoyMAICwsDEOGDMGDBw+gUqkwZMgQRERE4Pz589JrtWvXDgkJCdi2bZvs+PTuuZuamkKpfLmZg4MDoqOjAQDW1ta4e/euvs0RERHJplQYbklLS0NSUpLWkpaWJiuOxMREAICdnR0A4MSJE8jIyICPj49Up3z58ihRogSioqIAAFFRUahYsaKU2AHA19cXSUlJuHDhglTn1Tay6mS1IXs/6VUbwGeffYZjx44BAOrVq4fg4GCEh4ejf//+qFChgr7NERERvRchISGwtrbWWkJCQt66nUajQf/+/VGrVi0p78XGxkKlUsHGxkarrqOjI2JjY6U6ryb2rPVZ695UJykpCampqbLfm96z5ceNG4enT58CAMaOHYtOnTqhd+/eKFu2LBYtWqRvc0RERLIZcrL8sGHDEBQUpFWmVqvful1gYCDOnz+PAwcOGDAaw9I7uVetWlX62cHBQa9zAERERO/CkM9zV6vVspL5q/r06YMtW7Zg//79KFasmFTu5OSE9PR0JCQkaPXe4+Li4OTkJNU5evSoVntZs+lfrfP6DPu4uDhYWVnB3Nxcdpy8iQ0REdFbCCHQp08fbNiwAbt374abm5vWei8vL5iammLXrl1S2ZUrVxAdHQ1vb28AgLe3N86dO4f4+HipTmRkJKysrODp6SnVebWNrDpZbcild8/dzc0NijfcReDmzZv6NklERCTL+7qHTWBgIFasWIG//voLhQoVks6RW1tbw9zcHNbW1ujWrRuCgoJgZ2cHKysr9O3bF97e3qhRowYAoEmTJvD09MR3332H0NBQxMbGYvjw4QgMDJRGEHr16oVZs2Zh8ODB6Nq1K3bv3o3Vq1cjIiJCr3j1Tu79+/fX+j0jIwOnTp3Ctm3bMGjQIH2bIyIiku193aFu7ty5AID69etrlS9evBidO3cGAEydOhVKpRL+/v5IS0uDr68v5syZI9U1MTHBli1b0Lt3b3h7e8PCwgIBAQEYM2aMVMfNzQ0REREYMGAApk+fjmLFimHBggXw9fXVK169r3PPyezZs3H8+HEsXrw4ly3wOncyfrzOnT4GeXmd+82nmw3WVqlCLQzW1ofGYOfcmzZtinXr1hmqOSIiomyUBlyMWa4eHKPL2rVrpYv5iYiI8gIfHCOP3sn9s88+05pQJ4RAbGwsHjx4oHVugYiIiN4PvZP7l19+qZXclUol7O3tUb9+fZQvX96gwREREb2KHXd59E7uo0aNyoMwiIiI3o7D8vLoPafAxMRE6wL8LI8ePYKJiYlBgiIiIqLc07vnntOVc2lpaVCpVO8cEBERUU7YcZdHdnKfMWMGAEChUGDBggWwtLSU1mVmZmL//v08505ERHlKyewui+zkPnXqVAAve+5hYWFaQ/AqlQolS5ZEWFiY4SMkIiIivchO7rdu3QIANGjQAOvXr4etrW2eBUVERKQLO+7y6H3Ofc+ePXkRBxER0VsZ8pGvxkzv2fL+/v6YMGFCtvLQ0FB8/fXXBgmKiIiIck/v5L5//340a9YsW3nTpk2xf/9+gwRFRESki8KAizHTe1g+OTlZ5yVvpqamSEpKMkhQREREuvAmNvLo3XOvWLEiVq1ala185cqV8PT0NEhQRERElHt699xHjBiB1q1b48aNG2jYsCEAYNeuXfjzzz+xZs0agwdIRESUhR13efRO7i1atMDGjRsxbtw4rF27Fubm5qhUqRJ27tyJevXq5UWMREREAIz/OeyGkqvnufv5+cHPzy9b+fnz51GhQoV3DoqIiIhy752/BD19+hTz5s3D559/jk8//dQQMREREemkUBhuMWa5Tu779+9Hp06d4OzsjEmTJqFhw4Y4fPiwIWMjIiJ6DS+Gk0OvYfnY2FgsWbIECxcuRFJSEtq2bYu0tDRs3LiRM+WJiIg+ELJ77i1atIC7uzvOnj2LadOm4f79+5g5c2ZexkZERKRFYcD/jJnsnvvWrVvRr18/9O7dG2XLls3LmIiIiHRSKDhfXg7Ze+nAgQN4+vQpvLy8UL16dcyaNQsPHz7My9iIiIgoF2Qn9xo1amD+/PmIiYnB999/j5UrV8LFxQUajQaRkZF4+vRpXsZJREQETqiTR+/xDQsLC3Tt2hUHDhzAuXPn8NNPP2H8+PFwcHBAy5Yt8yJGIiIiADznLtc7nbxwd3dHaGgo7t27hz///NNQMREREdE7yNUd6l5nYmKCVq1aoVWrVoZojoiIKAfG3eM2FIMkdyIiov8CZ8vLw71ERERkZNhzJyKifITD8nIwuRMRUb5h7LPcDYXD8kREREaGPXciIso32HOXh8mdiIjyEQ44y8G9REREZGSY3ImIKN9QKBQGW/S1f/9+tGjRAi4uLlAoFNi4caPWeiEEgoOD4ezsDHNzc/j4+ODatWtadR4/foyOHTvCysoKNjY26NatG5KTk7XqnD17FnXq1IGZmRmKFy+O0NBQvWNlcicionzk/T045tmzZ/j0008xe/ZsnetDQ0MxY8YMhIWF4ciRI7CwsICvry+eP38u1enYsSMuXLiAyMhIbNmyBfv370fPnj2l9UlJSWjSpAlcXV1x4sQJTJw4EaNGjcK8efP0ilUhhBB6v8M8cfV9B0CU58xLjHzfIRDludTovHvWyLMX+w3WlkWBurneVqFQYMOGDdJt14UQcHFxwU8//YSBAwcCABITE+Ho6IglS5agXbt2uHTpEjw9PXHs2DFUrVoVALBt2zY0a9YM9+7dg4uLC+bOnYtffvkFsbGxUKlUAIChQ4di48aNuHz5suz42HMnIqJ840N9KtytW7cQGxsLHx8fqcza2hrVq1dHVFQUACAqKgo2NjZSYgcAHx8fKJVKHDlyRKpTt25dKbEDgK+vL65cuYInT57Ijoez5YmIKB8xXJ80LS0NaWlpWmVqtRpqtVrvtmJjYwEAjo6OWuWOjo7SutjYWDg4OGitL1CgAOzs7LTquLm5ZWsja52tra2seNhzJyKij1JISAisra21lpCQkPcdlkGw505ERPmGIYfThw0bhqCgIK2y3PTaAcDJyQkAEBcXB2dnZ6k8Li4OlStXlurEx8drbffixQs8fvxY2t7JyQlxcXFadbJ+z6ojB3vuRESUbxjyUji1Wg0rKyutJbfJ3c3NDU5OTti1a5dUlpSUhCNHjsDb2xsA4O3tjYSEBJw4cUKqs3v3bmg0GlSvXl2qs3//fmRkZEh1IiMj4e7uLntIHmByJyIikiU5ORmnT5/G6dOnAbycRHf69GlER0dDoVCgf//++O2337Bp0yacO3cOnTp1gouLizSj3sPDA1988QV69OiBo0eP4uDBg+jTpw/atWsHFxcXAECHDh2gUqnQrVs3XLhwAatWrcL06dOzjTC8DYfliYgoH3l/95Y/fvw4GjRoIP2elXADAgKwZMkSDB48GM+ePUPPnj2RkJCA2rVrY9u2bTAzM5O2CQ8PR58+fdCoUSMolUr4+/tjxowZ0npra2vs2LEDgYGB8PLyQpEiRRAcHKx1LbwcvM6d6D/E69zpY5CX17mnZR41WFtqk88N1taHhsPyRERERobD8kRElI/wka9yMLkTEVG+kZsHvnyMOCxPRERkZNhzJyKifIQ9dzmY3ImIKN9QcMBZFu4lIiIiI8OeOxER5SMclpeDyZ2IiPINQz+H3VhxWJ6IiMjIsOdORET5Bq9zl4fJnYiI8hEOOMvBvURERGRk2HMnIqJ8gxPq5GFyJyKifITJXQ4OyxMRERkZ9tyJiCjf4Gx5eZjciYgoH+GAsxzcS0REREaGPXciIso3OFteHoUQQrzvIOi/l5aWhpCQEAwbNgxqtfp9h0OUJ3ic08eKyf0jlZSUBGtrayQmJsLKyup9h0OUJ3ic08eK59yJiIiMDJM7ERGRkWFyJyIiMjJM7h8ptVqNkSNHcpIRGTUe5/Sx4oQ6IiIiI8OeOxERkZFhciciIjIyTO5ERERGhsn9PejcuTNatWol/V6/fn3079//P49j7969UCgUSEhI+M9fGwBGjRqFypUrv7HO7du3oVAocPr06f8kJso9HteGxWOf3gWT+//r3LkzFAoFFAoFVCoVypQpgzFjxuDFixd5/trr16/Hr7/+Kqvuf/3BVbJkSWm/WFhYoEqVKlizZo1B2h44cCB27dol/f56cgCA4sWLIyYmBhUqVDDIa35seFzrlnVcHz58WKu8f//+qF+//n8Sw6t47JOhMbm/4osvvkBMTAyuXbuGn376CaNGjcLEiRN11k1PTzfY69rZ2aFQoUIGa8/QxowZg5iYGJw6dQrVqlXDN998g0OHDr1zu5aWlihcuPAb65iYmMDJyQkFCvAZR7nF41o3MzMzDBky5H2HkSMe+/QumNxfoVar4eTkBFdXV/Tu3Rs+Pj7YtGkTgP99sx47dixcXFzg7u4OALh79y7atm0LGxsb2NnZ4csvv8Tt27elNjMzMxEUFAQbGxsULlwYgwcPxutXH74+fJmWloYhQ4agePHiUKvVKFOmDBYuXIjbt2+jQYMGAABbW1soFAp07twZAKDRaBASEgI3NzeYm5vj008/xdq1a7Ve5++//0a5cuVgbm6OBg0aaMX5JoUKFYKTkxPKlSuH2bNnw9zcHJs3bwYAnDt3Dg0bNoS5uTkKFy6Mnj17Ijk5Wdp27969+Pzzz2FhYQEbGxvUqlULd+7cAaA9LD9q1CgsXboUf/31l9TT3Lt3r9bQpEajQbFixTB37lyt+E6dOgWlUim1m5CQgO7du8Pe3h5WVlZo2LAhzpw5I+u9GiMe17r17NkThw8fxt9///3GegsWLICHhwfMzMxQvnx5zJkzR2v9oUOHULlyZZiZmaFq1arYuHGj1nB6ZmYmunXrJr0Hd3d3TJ8+Xdqexz7lBSb3NzA3N9fqyezatQtXrlxBZGQktmzZgoyMDPj6+qJQoUL4559/cPDgQVhaWuKLL76Qtps8eTKWLFmCRYsW4cCBA3j8+DE2bNjwxtft1KkT/vzzT8yYMQOXLl3C77//DktLSxQvXhzr1q0DAFy5cgUxMTHSh0RISAj++OMPhIWF4cKFCxgwYAC+/fZb7Nu3D8DLD+vWrVujRYsWOH36NLp3746hQ4fqvU8KFCgAU1NTpKen49mzZ/D19YWtrS2OHTuGNWvWYOfOnejTpw8A4MWLF2jVqhXq1auHs2fPIioqCj179oRCkf2RjQMHDkTbtm2lXmZMTAxq1qypVUepVKJ9+/ZYsWKFVnl4eDhq1aoFV1dXAMDXX3+N+Ph4bN26FSdOnECVKlXQqFEjPH78WO/3a4x4XL/k5uaGXr16YdiwYdBoNDrrhIeHIzg4GGPHjsWlS5cwbtw4jBgxAkuXLgXw8sE0LVq0QMWKFXHy5En8+uuv2UYDshLzmjVrcPHiRQQHB+Pnn3/G6tWrAfDYpzwiSAghREBAgPjyyy+FEEJoNBoRGRkp1Gq1GDhwoLTe0dFRpKWlSdssW7ZMuLu7C41GI5WlpaUJc3NzsX37diGEEM7OziI0NFRan5GRIYoVKya9lhBC1KtXT/z4449CCCGuXLkiAIjIyEidce7Zs0cAEE+ePJHKnj9/LgoWLCgOHTqkVbdbt26iffv2Qgghhg0bJjw9PbXWDxkyJFtbr3N1dRVTp06V3tu4ceMEALFlyxYxb948YWtrK5KTk6X6ERERQqlUitjYWPHo0SMBQOzdu1dn2yNHjhSffvqp9Pur/wZZbt26JQCIU6dOCSGEOHXqlFAoFOLOnTtCCCEyMzNF0aJFxdy5c4UQQvzzzz/CyspKPH/+XKud0qVLi99//z3H92mseFzrlnVcx8fHi0KFCok//vhDCCHEjz/+KOrVqyfVK126tFixYoXWtr/++qvw9vYWQggxd+5cUbhwYZGamiqtnz9/vtYxq0tgYKDw9/eXfuexT4bGkzmv2LJlCywtLZGRkQGNRoMOHTpg1KhR0vqKFStCpVJJv585cwbXr1/Pdl7x+fPnuHHjBhITExETE4Pq1atL6woUKICqVatmG8LMcvr0aZiYmKBevXqy475+/TpSUlLQuHFjrfL09HR89tlnAIBLly5pxQEA3t7estofMmQIhg8fjufPn8PS0hLjx4+Hn58fgoKC8Omnn8LCwkKqW6tWLWg0Gly5cgV169ZF586d4evri8aNG8PHxwdt27aFs7Oz7Pf2usqVK8PDwwMrVqzA0KFDsW/fPsTHx+Prr78G8PLfJDk5Odu5/NTUVNy4cSPXr5uf8bjOmb29PQYOHIjg4GB88803WuuePXuGGzduoFu3bujRo4dU/uLFC1hbWwN4OdJQqVIlmJmZSes///zzbK8ze/ZsLFq0CNHR0UhNTUV6evpbrxR5HY990geT+ysaNGiAuXPnQqVSwcXFJdtElleTGAAkJyfDy8sL4eHh2dqyt7fPVQzm5uZ6b5N1jjsiIgJFixbVWmeIe2oPGjQInTt3hqWlJRwdHXUOq+dk8eLF6NevH7Zt24ZVq1Zh+PDhiIyMRI0aNXIdT8eOHaUPuBUrVuCLL76QPtCSk5Ph7OyMvXv3ZtvOxsYm16+Zn/G4frOgoCDMmTMn27n0rNefP39+ti8QJiYmsttfuXIlBg4ciMmTJ8Pb2xuFChXCxIkTceTIEb1j5bFPcjG5v8LCwgJlypSRXb9KlSpYtWoVHBwcYGVlpbOOs7Mzjhw5grp16wJ4+a0/61yYLhUrVoRGo8G+ffvg4+OTbX1WDyszM1Mq8/T0hFqtRnR0dI49Iw8PD2kSVZbXLwPKSZEiRXTuFw8PDyxZsgTPnj2TEsTBgwehVCqliVkA8Nlnn+Gzzz7DsGHD4O3tjRUrVuhM7iqVSut95aRDhw4YPnw4Tpw4gbVr1yIsLExaV6VKFcTGxqJAgQIoWbKkrPdn7Hhcv5mlpSVGjBiBUaNGoWXLllK5o6MjXFxccPPmTXTs2FHntu7u7li+fDnS0tKkLxzHjh3TqnPw4EHUrFkTP/zwg1T2ek+axz4ZGifUvYOOHTuiSJEi+PLLL/HPP//g1q1b2Lt3L/r164d79+4BAH788UeMHz8eGzduxOXLl/HDDz+88VrekiVLIiAgAF27dsXGjRulNrMm37i6ukKhUGDLli148OABkpOTUahQIQwcOBADBgzA0qVLcePGDZw8eRIzZ86UJv706tUL165dw6BBg3DlyhWsWLECS5Yseef3b2ZmhoCAAJw/fx579uxB37598d1338HR0RG3bt3CsGHDEBUVhTt37mDHjh24du0aPDw8cnzvZ8+exZUrV/Dw4UNkZGTkWK9mzZro1q0bMjMztT6QfXx84O3tjVatWmHHjh24ffs2Dh06hF9++QXHjx9/p/f7sfgYj+uePXvC2to624S10aNHIyQkBDNmzMDVq1dx7tw5LF68GFOmTAHwMtlqNBr07NkTly5dwvbt2zFp0iQAkEa4ypYti+PHj2P79u24evUqRowYke0LAI99Mrj3fdL/Q6FrQouc9TExMaJTp06iSJEiQq1Wi1KlSokePXqIxMREIcTLiUY//vijsLKyEjY2NiIoKEh06tQpx4lHQgiRmpoqBgwYIJydnYVKpRJlypQRixYtktaPGTNGODk5CYVCIQICAoQQLydLTZs2Tbi7uwtTU1Nhb28vfH19xb59+6TtNm/eLMqUKSPUarWoU6eOWLRokV4T6nQ5e/asaNCggTAzMxN2dnaiR48e4unTp0IIIWJjY0WrVq2k9+Hq6iqCg4NFZmamECL7hLr4+HjRuHFjYWlpKQCIPXv2ZJtUlGXOnDkCgOjUqVO2mJKSkkTfvn2Fi4uLMDU1FcWLFxcdO3YU0dHROb4PY8XjWjddx/WKFSsEAK0JdUIIER4eLipXrixUKpWwtbUVdevWFevXr5fWHzx4UFSqVEmoVCrh5eUltXP58mUhxMuJgZ07dxbW1tbCxsZG9O7dWwwdOpTHPuUpPvKViMiAwsPD0aVLFyQmJuZqrgGRIfCcOxHRO/jjjz9QqlQpFC1aFGfOnMGQIUPQtm1bJnZ6r5jciYjeQWxsLIKDgxEbGwtnZ2d8/fXXGDt27PsOiz5yHJYnIiIyMpwtT0REZGSY3ImIiIwMkzsREZGRYXInIiIyMkzuRERERobJnYiIyMgwuRMRERkZJnciIiIjw+RORERkZP4P+rI8F3LDhI0AAAAASUVORK5CYII=\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 600x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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I3LZeXlxdcXFw02rSwsJD9OTZ+/HgIIfR66enz58+hVqtzlJuYmEjrX/2/3Lpy6r1rTNmyj/+HDx++sV36H9nJ3cLCAgDw9OlTWfXv3bsHpVKJChUqaJTb29vDysoK9+7d0ygvW7ZsjjaKFy+OJ0+eyA3xrb7++mt4eHigd+/esLOzQ5cuXbB+/fo3JvrsOF1dXXOsq1KlCh4+fIhnz55plL++L9kHpi770qpVKxQrVgzr1q1DWFgYPvnkkxzvZbasrCzMnj0bFStWhFqtRsmSJWFjY4Pz588jMTFR9muWKlUKKpVKdv0ZM2bA2toaUVFRmDdvHmxtbWVv+7p79+6hYsWKOYbpsof9Xj9enJ2d8/xar3uXtm7dugVHR8dcTwu86rfffsPPP/+M+fPna3yJkUMIobXc29sbu3btQkJCAg4dOoQBAwbg3r17aN26NeLj46V627ZtQ4MGDWBiYgJra2vY2Nhg0aJFWo+P149fS0tLAECZMmW0lr9+XDs6OsLMzEyjrFKlSgCQ65D3zZs3IYTAmDFjYGNjo7Fkf3F6dX9ep8vnU17+puV6H59jujI1NUVqamqO8hcvXkjrX/2/3Lpy6r1rTNmyj//XvzBT7nRK7o6Ojrh48aJOLyD3l2FkZKS1PLcPNTmvkX0+OJupqSkOHTqEPXv2oHv37jh//jy+/vprfPHFFznqvot32ZdsarUa7du3x4oVK7B58+Zce+3Ay+u4AwIC0KRJE6xatQq7du1CeHg4qlatKnuEAnj7H+Trzp49K33gXrhwQadt35WuseraltxjShceHh6ws7PDggUL8PjxY1nbWFtbQ6FQvDU5FC1aFI0bN8aCBQswevRoPHnyBDt27ADw8hz6l19+CRMTEyxcuBB//fUXwsPD0bVrV63HZG7Hrz6O69xkH6fDhw9HeHi41iW3L7cAULlyZQD6Pw51PQ7y8z3KKwcHB8TGxuaIISYmBgCkOTIODg4a5a/Xtba2lnrbctt8U0y5vY627bOP/5IlS76xXfofnSbUtW7dGrdu3UJERMRb6zo5OSErKws3btzQKI+Li0NCQgKcnJx0i/QNihcvrvWGEK/39gBAqVTi888/x6xZs3D58mVMnjwZ+/btw/79+7W2nR3ntWvXcqy7evUqSpYsmaOXoi9du3bF2bNn8fTpU62TELNt3LgRnp6eWLZsGbp06YLmzZvDy8srx3uiz2+9z549w7fffgs3Nzf07dsX06ZNw6lTp/LcnpOTE27cuJHjy8jVq1el9XmVl/2We0y5uLjg/v37spJ1hQoVsHv3bty/fx8tWrSQ1cssUqQIXFxccOfOHdmxZ0+Iyv6g3LRpE0xMTLBr1y706tULLVu2hJeXl+z2dHX//v0cPd/sCVK53WilfPnyAF6eivHy8tK6vGnIvU2bNgCAVatWvTU+Xf6mdflsket99z5r1aqFlJQUXLlyRaP8xIkT0nrg5cidjY0NTp8+naONkydPSvV0afNNMZ05cybH3/uJEydQtGhRaaQnW/bx//oEPsqdTsn9+++/h5mZGXr37o24uLgc62/duiXNbG7VqhUA5JjRPmvWLACAj49PXuLVysXFBYmJiTh//rxUFhMTk2OGrbYP4OyDUNsQEfDyG2atWrWwYsUKjT/yixcvYvfu3dJ+5gdPT09MmjQJCxYsgL29fa71jIyMcnyD3rBhQ45zlNkfWO96ZywAGDlyJKKjo7FixQrMmjUL5cqVg6+vb67v49u0atUKsbGxWLdunVSWkZGB+fPnw9zcHE2bNs1zrGZmZjrvs4uLC65evapxZ65z587luLKiQ4cOEEJovRpCW2+tRo0a+Ouvv3DlyhW0adNG1h0d3d3dtX7g7t27V2v97HPG2cPORkZGUCgUGr3Nu3fv5ttd+zIyMjTmX6SlpWHx4sWwsbFB3bp1tW5ja2uLZs2aYfHixVp7dNrukPYqd3d3tGjRAkuXLtW6X2lpaRg+fDgA3f6m5X626OJNf4cPHz7E1atXkZKSkuf2X9e2bVsYGxtj4cKFUpkQAiEhIShVqpTG1U8dOnTAtm3b8Pfff0tle/fuxfXr19GpU6c8tRkTE4OrV68iPT1dKuvYsSPi4uI0rgh6+PAhNmzYgDZt2uQ4Hx8ZGQlLS0tUrVr1Hd+Nj0cRXSq7uLhg9erV+Prrr1GlShX06NED1apVQ1paGo4dO4YNGzagZ8+eAICaNWvC19cXS5YsQUJCApo2bYqTJ09ixYoVaNeuXa6XWeVFly5dMHLkSHz11VcYPHgwUlJSsGjRIlSqVEljwtDEiRNx6NAh+Pj4wMnJCfHx8Vi4cCFKly6NRo0a5dr+9OnT0bJlS7i7u8PPzw/Pnz/H/PnzYWlpifHjx+ttP16nVCoxevTot9Zr3bo1Jk6ciG+//RYNGzbEhQsXEBYWJvWGsrm4uMDKygohISEoVqwYzMzMUL9+fZ3POe/btw8LFy7EuHHjpEu0li9fjmbNmmHMmDGYNm2aTu0BLy/PW7x4MXr27InIyEiUK1cOGzduxNGjRzFnzhzZEzm1qVu3Lvbs2YNZs2bB0dERzs7O0mSw3PTq1QuzZs2Ct7c3/Pz8EB8fj5CQEFStWlVjYqSnpye6d++OefPm4caNG2jRogWysrJw+PBheHp6ar2ffIMGDfDHH3+gVatW6NixI7Zs2QJjY+NcY2nbti1WrlyJ69eva/Ro2rZtC2dnZ7Rp0wYuLi549uwZ9uzZg61bt+KTTz6RerM+Pj6YNWsWWrRoga5duyI+Ph4///wzKlSooJG09MXR0RFTp07F3bt3UalSJaxbtw5RUVFYsmTJG/fz559/RqNGjVC9enX06dMH5cuXR1xcHCIiIvDPP//g3Llzb3zd3377Dc2bN0f79u3Rpk0bfP755zAzM8ONGzewdu1axMTESLdtlvs3LfezRRfZX3B+/PFHdOnSBcbGxmjTpg3MzMywYMECTJgwAfv373/rpLrz589LlwDevHkTiYmJ+OmnnwC8/PzN/v2XLl0aQ4cOxfTp05Geno5PPvkEW7ZsweHDhxEWFqZxKuGHH37Ahg0b4OnpiSFDhiA5ORnTp09H9erVNSbb6tJmYGAgVqxYgTt37kgjNx07dkSDBg3w7bff4vLlyyhZsiQWLlyIzMxMrV+Uw8PD0aZNG55z10Vepthfv35d9OnTR5QrV06oVCpRrFgx4eHhIebPn69xGUt6erqYMGGCcHZ2FsbGxqJMmTJvvInN616/HCm3S+GEeHlzmmrVqgmVSiVcXV3FqlWrclyusnfvXtG2bVvh6OgoVCqVcHR0FN98843G7Q5zu7nGnj17hIeHhzA1NRUWFhaiTZs2ud7E5vVL7ZYvXy7rjlSvXgqXm9wuhRs2bJhwcHAQpqamwsPDQ0RERGi9nOuPP/4Qbm5uokiRIlpvYqPNq+0kJSUJJycnUadOHZGenq5Rz9/fXyiVShEREfHGfcjt9x0XFye+/fZbUbJkSaFSqUT16tVz/B7edAzk5urVq6JJkybC1NRU601scrs0ctWqVdINmGrVqiV27dql9dKojIwMMX36dFG5cmWhUqmEjY2NaNmypYiMjJTqQMtNbP744w9RpEgR8fXXX2u9fC1bamqqKFmypJg0aZJG+Zo1a0SXLl2Ei4uLMDU1FSYmJsLNzU38+OOPGpesCfHysrmKFSsKtVotKleuLJYvX/7GG7G8Krf3PPumRK/eDEfbTWycnJzEggULtLb5+u/31q1bokePHsLe3l4YGxuLUqVKidatW2u965w2KSkpYsaMGeKTTz4R5ubmQqVSiYoVK4pBgwbluMOfnL9pIeR9tuT23gnx8nh//VLMSZMmiVKlSgmlUqnx2aDLpXDZnyvaltdfLzMzUwQFBQknJyehUqlE1apVNS47fdXFixdF8+bNRdGiRYWVlZXo1q2biI2NzVFPbpu+vr5aP/8eP34s/Pz8RIkSJUTRokVF06ZNNW78lO3KlSsCgNizZ89b3xP6H4UQBTjTg4hkmTRpEpYvX44bN27kOmnrQ9CsWTM8fPhQ54m3RLkZOnQoDh06hMjISPbcdVDoHvlK9DHy9/dHcnIy1q5dW9ChEL03jx49wtKlS/HTTz8xsetIp3PuRFQwzM3N33idN5EhKlGiBJKTkws6jEKJPXciIiIDw3PuREREBoY9dyIiIgPD5E5ERGRgmNyJiIgMzAczWz41M+/3JScqLNRGlgUdAtF7UOntVfLItKxuT1R8k+fRa/TW1oeGPXciIiID88H03ImIiN5GoWCfVA4mdyIiKjQUHHCWhe8SERGRgWHPnYiICg0Oy8vD5E5ERIUGk7s8fJeIiIgMDHvuRERUaPDRr/IwuRMRUSHCAWc5+C4REREZGPbciYio0OCEOnmY3ImIqNBgcpeH7xIREZGBYc+diIgKDd5+Vh4mdyIiKjQ4LC8P3yUiIiIDw547EREVGuy5y8PkTkREhQaTuzx8l4iIiAwMe+5ERFRoKMB7y8vB5E5ERIUGh+Xl4btERERkYNhzJyKiQoM9d3mY3ImIqNBgcpeH7xIREZGBYc+diIgKEfZJ5WByJyKiQoPD8vLwXSIiInqLzMxMjBkzBs7OzjA1NYWLiwsmTZoEIYRURwiBsWPHwsHBAaampvDy8sKNGzc02nn8+DG6desGCwsLWFlZwc/PD8nJyRp1zp8/j8aNG8PExARlypTBtGnTdI6XyZ2IiAoNhUKpt0UXU6dOxaJFi7BgwQJcuXIFU6dOxbRp0zB//nypzrRp0zBv3jyEhITgxIkTMDMzg7e3N168eCHV6datGy5duoTw8HBs27YNhw4dQt++faX1SUlJaN68OZycnBAZGYnp06dj/PjxWLJkiW7vk3j1a0cBSs08VdAhEOU7tZFlQYdA9B5UyreWS1Ubp7e2/r04QXbd1q1bw87ODsuWLZPKOnToAFNTU6xatQpCCDg6OmLYsGEYPnw4ACAxMRF2dnYIDQ1Fly5dcOXKFbi5ueHUqVOoV68eAGDnzp1o1aoV/vnnHzg6OmLRokX48ccfERsbC5VKBQAYNWoUtmzZgqtXr8qOlz13IiKit2jYsCH27t2L69evAwDOnTuHI0eOoGXLlgCAO3fuIDY2Fl5eXtI2lpaWqF+/PiIiIgAAERERsLKykhI7AHh5eUGpVOLEiRNSnSZNmkiJHQC8vb1x7do1PHnyRHa8nFBHRESFhj4n1KWmpiI1NVWjTK1WQ61W56g7atQoJCUloXLlyjAyMkJmZiYmT56Mbt26AQBiY2MBAHZ2dhrb2dnZSetiY2Nha2ursb5IkSKwtrbWqOPs7Jyjjex1xYsXl7Vv7LkTEVGhoVAo9LYEBwfD0tJSYwkODtb6uuvXr0dYWBhWr16NM2fOYMWKFZgxYwZWrFjxnt8BedhzJyKij1JgYCACAgI0yrT12gFgxIgRGDVqFLp06QIAqF69Ou7du4fg4GD4+vrC3t4eABAXFwcHBwdpu7i4ONSqVQsAYG9vj/j4eI12MzIy8PjxY2l7e3t7xMXFadTJ/jm7jhzsuRMRUaGhz9nyarUaFhYWGktuyT0lJQVKpWbKNDIyQlZWFgDA2dkZ9vb22Lt3r7Q+KSkJJ06cgLu7OwDA3d0dCQkJiIyMlOrs27cPWVlZqF+/vlTn0KFDSE9Pl+qEh4fD1dVV9pA8wORORESFiAJKvS26aNOmDSZPnozt27fj7t272Lx5M2bNmoWvvvrqZVwKBYYOHYqffvoJf/75Jy5cuIAePXrA0dER7dq1AwBUqVIFLVq0QJ8+fXDy5EkcPXoUAwcORJcuXeDo6AgA6Nq1K1QqFfz8/HDp0iWsW7cOc+fOzTHC8DYcliciInqL+fPnY8yYMfjvf/+L+Ph4ODo64rvvvsPYsWOlOt9//z2ePXuGvn37IiEhAY0aNcLOnTthYmIi1QkLC8PAgQPx+eefQ6lUokOHDpg3b5603tLSErt378aAAQNQt25dlCxZEmPHjtW4Fl4OXudO9B7xOnf6OOTfde7lak3RW1t3o0bpra0PDXvuRERUaPDe8vLwXSIiIjIw7LkTEVGhoetEuI8VkzsRERUeHJaXhe8SERGRgWHPnYiICg1OqJOHyZ2IiAoNhUJR0CEUCvwKREREZGDylNwPHz6M//znP3B3d8e///4LAFi5ciWOHDmi1+CIiIheVVC3ny1sdN67TZs2wdvbG6ampjh79qz0LNzExEQEBQXpPUAiIqJs+nxwjCHTee9++uknhISE4JdffoGxsbFU7uHhgTNnzug1OCIiItKdzhPqrl27hiZNmuQot7S0REJCgj5iIiIi0o4T6mTRuedub2+Pmzdv5ig/cuQIypcvr5egiIiItFLqcTFgOu9enz59MGTIEJw4cQIKhQL3799HWFgYhg8fjv79++dHjERERKQDnYflR40ahaysLHz++edISUlBkyZNoFarMXz4cAwaNCg/YiQiInqJw/Ky5Pl57mlpabh58yaSk5Ph5uYGc3PzdwqEz3OnjwGf504fh/x7nnulhiF6a+v6sX56a+tDo/Ow/KpVq5CSkgKVSgU3Nzd8+umn75zYiYiISH90Tu7+/v6wtbVF165d8ddffyEzMzM/4iIiIsqJE+pk0Xn3YmJisHbtWigUCnTu3BkODg4YMGAAjh07lh/xERERSYRCobfFkOmc3IsUKYLWrVsjLCwM8fHxmD17Nu7evQtPT0+4uLjkR4xERESkg3d6KlzRokXh7e2NJ0+e4N69e7hy5Yq+4iIiIsrJsDvcepOn5J6SkoLNmzcjLCwMe/fuRZkyZfDNN99g48aN+o6PiIjof5TM7nLonNy7dOmCbdu2oWjRoujcuTPGjBkDd3f3/IiNiIiI8kDn5G5kZIT169fD29sbRkZG+RETERGRdgY+EU5fdE7uYWFh+REHERHR2zG3yyIruc+bNw99+/aFiYkJ5s2b98a6gwcP1ktgRERElDeybj/r7OyM06dPo0SJEnB2ds69MYUCt2/fzlMgvP0sfQx4+1n6OOTf7Wcrei3VW1s39vTWW1sfGlk99zt37mj9NxER0XvFc+6y6HwTm4kTJyIlJSVH+fPnzzFx4kS9BEVERER5p/NT4YyMjBATEwNbW1uN8kePHsHW1jbP95rnsDx9DDgsTx+HfByWb75Mb23d2O2nt7Y+NDrPlhdCQKFlWOTcuXOwtrbWS1BERERa8SY2sshO7sWLF4dCoYBCoUClSpU0EnxmZiaSk5PRr5/hPhuXiIiosJCd3OfMmQMhBHr16oUJEybA0vJ/w4sqlQrlypXjneqIiCh/seMui+zk7uvrC+DlZXENGzaEsbFxvgVFRESkjaE/qlVfZCX3pKQkWFhYAABq166N58+f4/nz51rrZtcjIiKigiHrUrjixYsjPj4eAGBlZYXixYvnWLLLiYiI8o1Sob9FB+XKlZPmnb26DBgwAADw4sULDBgwACVKlIC5uTk6dOiAuLg4jTaio6Ph4+ODokWLwtbWFiNGjEBGRoZGnQMHDqBOnTpQq9WoUKECQkND8/Q2yeq579u3T5oJv3///jy9EBER0TsroFH5U6dOaVzqffHiRXzxxRfo1KkTAMDf3x/bt2/Hhg0bYGlpiYEDB6J9+/Y4evQogJcTz318fGBvb49jx44hJiYGPXr0gLGxMYKCggC8vEmcj48P+vXrJz1SvXfv3nBwcIC3t7dO8ep8nXt+4XXu9DHgde70cci/69wrtAnVW1s3t/bM87ZDhw7Ftm3bcOPGDSQlJcHGxgarV69Gx44dAQBXr15FlSpVEBERgQYNGmDHjh1o3bo17t+/Dzs7OwBASEgIRo4ciQcPHkClUmHkyJHYvn07Ll68KL1Oly5dkJCQgJ07d+oUn853qNu5cyeOHDki/fzzzz+jVq1a6Nq1K548eaJrc0RERPIpFHpbUlNTkZSUpLGkpqa+NYS0tDSsWrUKvXr1gkKhQGRkJNLT0+Hl5SXVqVy5MsqWLYuIiAgAQEREBKpXry4ldgDw9vZGUlISLl26JNV5tY3sOtlt6ELn5D5ixAgkJSUBAC5cuICAgAC0atUKd+7cQUBAgM4BEBERyabHc+7BwcGwtLTUWIKDg98awpYtW5CQkICePXsCAGJjY6FSqWBlZaVRz87ODrGxsVKdVxN79vrsdW+qk5SUlOsk9tzofIe6O3fuwM3NDQCwadMmtGnTBkFBQThz5gxatWqla3NEREQFIjAwMEenVK1Wv3W7ZcuWoWXLlnB0dMyv0N6ZzsldpVJJD47Zs2cPevToAQCwtraWevRERET5Qo8T6tRqtaxk/qp79+5hz549+P3336Uye3t7pKWlISEhQaP3HhcXB3t7e6nOyZMnNdrKnk3/ap3XZ9jHxcXBwsICpqamOsWp87B8o0aNEBAQgEmTJuHkyZPw8fEBAFy/fh2lS5fWtTkiIiL59HjOPS+WL18OW1tbKfcBQN26dWFsbIy9e/dKZdeuXUN0dLR051Z3d3dcuHBBuqwcAMLDw2FhYSGNhru7u2u0kV0nL3d/1Tm5L1iwAEWKFMHGjRuxaNEilCpVCgCwY8cOtGjRQucAiIiICoOsrCwsX74cvr6+KFLkfwPflpaW8PPzQ0BAAPbv34/IyEh8++23cHd3R4MGDQAAzZs3h5ubG7p3745z585h165dGD16NAYMGCCNHvTr1w+3b9/G999/j6tXr2LhwoVYv349/P39dY6Vl8IRvUe8FI4+Dvl4KVyHVXpr6+am/+hUf/fu3fD29sa1a9dQqZLmPr548QLDhg3DmjVrkJqaCm9vbyxcuFAacgdeDun3798fBw4cgJmZGXx9fTFlyhSNLwoHDhyAv78/Ll++jNKlS2PMmDHSxD1d5Cm5Z2ZmYsuWLbhy5QoAoGrVqvjyyy9hZGSkcwDZmNzpY8DkTh+HfEzunfSY3DfoltwLE50n1N28eROtWrXCv//+C1dXVwBAcHAwypQpg+3bt8PFxUXvQRIREZF8Op9zHzx4MFxcXPD333/jzJkzOHPmDKKjo+Hs7IzBgwfnR4xEREQvFfCEusJC5577wYMHcfz4cele8wBQokQJTJkyBR4eHnoNjoiIiHSnc3JXq9V4+vRpjvLk5GSoVCq9BEVERKSVYXe49UbnYfnWrVujb9++OHHiBIQQEELg+PHj6NevH7788sv8iJGIiAgAIJQKvS2GTOfkPm/ePLi4uMDd3R0mJiYwMTGBh4cHKlSogLlz5+ZHjERERKQDnYflrays8Mcff+DmzZvSpXBVqlRBhQoV9B4c6aaF11Dcv/8wR/nX33jhxzE9sXH9Pvy1/RiuXL6LZ89e4MjxxbCwMNOom5iQjODJv+HggTNQKpXw+uITjAzsjqJmJu9rN4jeaPHiDdi9+xhu3/4XJiYq1K5dGcOH90T58v+7Q2Z0dAymTv0VkZGXkZaWjsaN62DMmO9QsmRxqU5CwlNMmrQY+/efhFKpRPPmDfHjj31gZqbbbT7pPTPwiXD6IrvnnpWVhalTp8LDwwOffPIJli5dCi8vL7Rp04aJ/QOxev1E7Du4QFqWLB0FAGju/SkA4PmLNHg0qoHefXM/fTLq+4W4dfMfLF46CvMXDkPk6auYMH7Ze4mfSI6TJy+iWzcfrF8/HcuXT0JGRib8/MYiJeUFACAl5QV69RoLhUKBFSsmY82aaUhPz0C/fpOQlZUltTN8+AzcvBmN5csnISRkDE6fvoixYxcU1G6RXAo9LgZMdnKfPHkyfvjhB5ibm6NUqVKYO3cuBgwYkJ+xkY6srS1Q0sZKWg4ePIsyZWxR75MqAIDuPVrAr8+XqFFT+5ex27f+xdEj5zF+Um/UqFkBdeq6YtSPPbDzr+OIj3/yPneFKFfLlk1A+/ZeqFjRCZUrO2PKlKG4f/8BLl26CQA4c+Yy/v03HlOmDIWrazm4upbD1Kn+uHjxJo4fPw8AuHXrbxw+fAY//TQINWu6ol69qhg9+jts334YcXGPCnL3iPRCdnL/7bffsHDhQuzatQtbtmzB1q1bERYWpvFNmD4c6WkZ2L71KNq1bwqFzGGsc1E3UcyiKKpWKy+VNXCvBqVSgQvnb+ZXqETv5OnTZwAAS8tiAIC0tAwoFIBKZSzVUatVUCoViIy8DAA4e/YqLCzMUL16RalOw4a1oFQqcP789fcYPelMj89zN2Syk3t0dLTG89q9vLygUChw//79fAmM3s2+vafx9GkK2n7VRPY2Dx8mwNraQqOsSBEjWFia4+HDRH2HSPTOsrKyEBT0C+rUqYJKlZwAALVqucLU1ATTp4fi+fMXSEl5galTf0VmZhYePHgMAHj48Amsra002ipSxAiWlsXw4AFHqT5ovImNLLKTe0ZGBkxMNCdVGRsbIz09XecXTU1NRVJSksaSmpqmczuUu82/H4RH45qwtS3+9spEhdSECSG4cSMas2d/L5VZW1ti7tyR2L//JGrX7ox69b5GUlIyqlZ1gUKh8wVCRIWS7NnyQgj07NlT48H2L168QL9+/WBm9r8Z168+wD43wcHBmDBhgkbZj2N6Y8y4vnLDoTe4/+9DHI+4iNlzh+q0XcmSVnj8OEmjLCMjE0mJyShZkg88oQ/LxIkhOHDgFFatCoa9fUmNdY0a1cGePb/g8ePEl6NPFubw8OiOVq1ePqGrZMniePw4QWObjIxMJCY+hY0NvxB/0Ay7w603spO7r69vjrL//CdvT9QJDAxEQEDAa5FcyFNblNOWzQdhbW2Bxk1r6bRdzVoV8DQpBZcv3YFbVWcAwMkTl5GVJVC9Bq+IoA+DEAKTJi1GeHgEVq4MRpky9rnWtbZ++aU0IuIcHj1KxGefvbxypHbtykhKeoaLF2+iWrWXx/bx4+eQlSVQo0b+PdGM9MDAz5Xri+zkvnz5cr29qFqt1hgBAIDUTN66Vh+ysrLwx+ZD+LJdYxQpovkI3ocPEvDwYSKio+MAADeu/w0zM1M4OJSApZU5yruUgkejGhg/dinGjOuFjIxMBP+0Ai1aNeDwPn0wJkxYhG3bDmHhwh9hZmYqnSMvVqwoTExefq5s2rQHLi6lYW1tibNnryIo6Bf07NlWuhbexaXM/1/7Ph8TJgxAenoGJk1aDB+fxrCzK1Fg+0akL3l6nnt+4PPc9ePY0Qvo12cq/vxrOsqVc9BYt3DBJoQs3Jxjm0mT+0oT7xITkhE0eQUO7j8LpVIBry8+wagfevAmNnrC57m/O1fXNlrLg4OHoH17LwDAjBmh2Lx5LxITk1GqlC26dGmJnj3balw58vImNiHYt+8UlEoFmjdviNGj+/ImNnqRf6MfLn4b9NbWrWWd9NbWh4bJneg9YnKnj0P+JffyvfWX3G8vNdzkzqmjREREBkbne8sTEREVGE6ok4XJnYiICg8Dv/mMvshK7n/++afsBvlMdyIiooIlK7m3a9dOVmMKhQKZmZnvEg8REVHuOCwvi6zkzofDEBHRB4HTwGXh20RERGRg8jSh7tmzZzh48CCio6ORlqb5wJfBgwfrJTAiIqIcOKFOFp2T+9mzZ9GqVSukpKTg2bNnsLa2xsOHD1G0aFHY2toyuRMRUf7hOXdZdB6W9/f3R5s2bfDkyROYmpri+PHjuHfvHurWrYsZM2bkR4xERESkA52Te1RUFIYNGwalUgkjIyOkpqaiTJkymDZtGn744Yf8iJGIiAgAIBQKvS2GTOfkbmxsDKXy5Wa2traIjo4GAFhaWuLvv//Wb3RERESvUupxMWA6n3OvXbs2Tp06hYoVK6Jp06YYO3YsHj58iJUrV6JatWr5ESMRERHpQOfvLkFBQXBwePko0cmTJ6N48eLo378/Hjx4gCVLlug9QCIiIolSob/FgOncc69Xr570b1tbW+zcuVOvAREREeXKwM+V64uBn3UgIiL6+Ojcc3d2dobiDd+cbt++/U4BERER5crAh9P1RefkPnToUI2f09PTcfbsWezcuRMjRozQV1xEREQ5MbfLovOw/JAhQzSW4cOHIywsDBMnTsS1a9fyI0YiIqIC9++//+I///kPSpQoAVNTU1SvXh2nT5+W1gshMHbsWDg4OMDU1BReXl64ceOGRhuPHz9Gt27dYGFhASsrK/j5+SE5OVmjzvnz59G4cWOYmJhI95HRld7Oubds2RKbNm3SV3NEREQ5CKVCb4sunjx5Ag8PDxgbG2PHjh24fPkyZs6cieLFi0t1pk2bhnnz5iEkJAQnTpyAmZkZvL298eLFC6lOt27dcOnSJYSHh2Pbtm04dOgQ+vbtK61PSkpC8+bN4eTkhMjISEyfPh3jx4/X+Wq0PD04RpuNGzfC2tpaX80RERHlVEDn3KdOnYoyZcpg+fLlUpmzs7P0byEE5syZg9GjR6Nt27YAgN9++w12dnbYsmULunTpgitXrmDnzp04deqUdOXZ/Pnz0apVK8yYMQOOjo4ICwtDWloafv31V6hUKlStWhVRUVGYNWuWxpeAt9G55167dm3UqVNHWmrXrg0HBwf88MMPvP0sEREVGqmpqUhKStJYUlNTtdb9888/Ua9ePXTq1Am2traoXbs2fvnlF2n9nTt3EBsbCy8vL6nM0tIS9evXR0REBAAgIiICVlZWGpeUe3l5QalU4sSJE1KdJk2aQKVSSXW8vb1x7do1PHnyRPa+6dxzb9u2rcZseaVSCRsbGzRr1gyVK1fWtTkiIiL59Hide3BwMCZMmKBRNm7cOIwfPz5H3du3b2PRokUICAjADz/8gFOnTmHw4MFQqVTw9fVFbGwsAMDOzk5jOzs7O2ldbGwsbG1tNdYXKVIE1tbWGnVeHRF4tc3Y2FiN0wBvonNy17bTRERE74Ue784SGBiIgIAAjTK1Wq21blZWFurVq4egoCAAL0exL168iJCQEPj6+uovKD3R+W0yMjJCfHx8jvJHjx7ByMhIL0ERERHlN7VaDQsLC40lt+Tu4OAANzc3jbIqVapID0+zt7cHAMTFxWnUiYuLk9bZ29vnyJ8ZGRl4/PixRh1tbbz6GnLonNyFEFrLU1NTNc4REBER6Z1Cob9FBx4eHjku975+/TqcnJwAvJxcZ29vj71790rrk5KScOLECbi7uwMA3N3dkZCQgMjISKnOvn37kJWVhfr160t1Dh06hPT0dKlOeHg4XF1dZQ/JAzoMy8+bNw8AoFAosHTpUpibm0vrMjMzcejQIZ5zJyKi/FVAs+X9/f3RsGFDBAUFoXPnzjh58iSWLFkiXaKmUCgwdOhQ/PTTT6hYsSKcnZ0xZswYODo6ol27dgBe9vRbtGiBPn36ICQkBOnp6Rg4cCC6dOkCR0dHAEDXrl0xYcIE+Pn5YeTIkbh48SLmzp2L2bNn6xSvQuTWFX9N9gn+e/fuoXTp0hpD8CqVCuXKlcPEiROlbx+6Ss08laftiAoTtZFlQYdA9B5UyreWy03Ypbe27o7z1qn+tm3bEBgYiBs3bsDZ2RkBAQHo06ePtF4IgXHjxmHJkiVISEhAo0aNsHDhQlSq9L/34/Hjxxg4cCC2bt0KpVKJDh06YN68eRod5vPnz2PAgAE4deoUSpYsiUGDBmHkyJE6xSo7uWfz9PTE77//rtPwgBxM7vQxYHKnj0M+JvdJu/XW1t0xzfXW1odG59ny+/fvz484iIiI3krwka+y6DyhrkOHDpg6dWqO8mnTpqFTp056CYqIiIjyTufkfujQIbRq1SpHecuWLXHo0CG9BEVERKSVUo+LAdN5WD45OVnrJW/GxsZISkrSS1BERERacVheFp2/u1SvXh3r1q3LUb527docF/gTERHR+6dzz33MmDFo3749bt26hc8++wwAsHfvXqxZswYbNmzQe4BERESSArrOvbDRObm3adMGW7ZsQVBQEDZu3AhTU1PUqFEDe/bsQdOmTfMjRiIiopeY3GXJ0/PcfXx84OPjk6P84sWLqFat2jsHRURERHn3zvMFnz59iiVLluDTTz9FzZo19RETERGRdgo9LgYsz8n90KFD6NGjBxwcHDBjxgx89tlnOH78uD5jIyIi0iCUCr0thkynYfnY2FiEhoZi2bJlSEpKQufOnZGamootW7ZwpjwREdEHQnbPvU2bNnB1dcX58+cxZ84c3L9/H/Pnz8/P2IiIiDQV0CNfCxvZPfcdO3Zg8ODB6N+/PypWrJifMREREWln4MPp+iK7537kyBE8ffoUdevWRf369bFgwQI8fPgwP2MjIiKiPJCd3Bs0aIBffvkFMTEx+O6777B27Vo4OjoiKysL4eHhePr0aX7GSURExNnyMun8PPdXXbt2DcuWLcPKlSuRkJCAL774An/++Wee2uLz3OljwOe508chH5/nvuCg3tq6O9Bwb7z2Tte5u7q6Ytq0afjnn3+wZs0afcVERERE7yBPd6h7nZGREdq1a4d27drpozkiIiKtDHySu97oJbkTERG9D0zu8hj44+qJiIg+Puy5ExFRoaFg110WJnciIio0mNvl4bA8ERGRgWHPnYiICg323OVhciciokJDwfFmWfg2ERERGRj23ImIqNDgsLw8TO5ERFRo8Imv8nBYnoiIyMCw505ERIUGh+XlYXInIqJCg8ldHg7LExERGRj23ImIqNDgveXlYXInIqJCgzexkYdvExER0VuMHz8eCoVCY6lcubK0/sWLFxgwYABKlCgBc3NzdOjQAXFxcRptREdHw8fHB0WLFoWtrS1GjBiBjIwMjToHDhxAnTp1oFarUaFCBYSGhuYpXiZ3IiIqNBQK/S26qlq1KmJiYqTlyJEj0jp/f39s3boVGzZswMGDB3H//n20b99eWp+ZmQkfHx+kpaXh2LFjWLFiBUJDQzF27Fipzp07d+Dj4wNPT09ERUVh6NCh6N27N3bt2qX7+ySEELrvov6lZp4q6BCI8p3ayLKgQyB6DyrlW8s1Vx3WW1vn/tNYdt3x48djy5YtiIqKyrEuMTERNjY2WL16NTp27AgAuHr1KqpUqYKIiAg0aNAAO3bsQOvWrXH//n3Y2dkBAEJCQjBy5Eg8ePAAKpUKI0eOxPbt23Hx4kWp7S5duiAhIQE7d+7Uad/YcyciIpLhxo0bcHR0RPny5dGtWzdER0cDACIjI5Geng4vLy+pbuXKlVG2bFlEREQAACIiIlC9enUpsQOAt7c3kpKScOnSJanOq21k18luQxecUEdERIWGPifLp6amIjU1VaNMrVZDrVbnqFu/fn2EhobC1dUVMTExmDBhAho3boyLFy8iNjYWKpUKVlZWGtvY2dkhNjYWABAbG6uR2LPXZ697U52kpCQ8f/4cpqamsveNPXciIio0lAr9LcHBwbC0tNRYgoODtb5uy5Yt0alTJ9SoUQPe3t7466+/kJCQgPXr17/nd0AeJnciIvooBQYGIjExUWMJDAyUta2VlRUqVaqEmzdvwt7eHmlpaUhISNCoExcXB3t7ewCAvb19jtnz2T+/rY6FhYVOvXaAyZ2IiAoRfc6WV6vVsLCw0Fi0Dclrk5ycjFu3bsHBwQF169aFsbEx9u7dK62/du0aoqOj4e7uDgBwd3fHhQsXEB8fL9UJDw+HhYUF3NzcpDqvtpFdJ7sNXTC5ExFRoVFQl8INHz4cBw8exN27d3Hs2DF89dVXMDIywjfffANLS0v4+fkhICAA+/fvR2RkJL799lu4u7ujQYMGAIDmzZvDzc0N3bt3x7lz57Br1y6MHj0aAwYMkL5Q9OvXD7dv38b333+Pq1evYuHChVi/fj38/f11fp84oY6IiOgt/vnnH3zzzTd49OgRbGxs0KhRIxw/fhw2NjYAgNmzZ0OpVKJDhw5ITU2Ft7c3Fi5cKG1vZGSEbdu2oX///nB3d4eZmRl8fX0xceJEqY6zszO2b98Of39/zJ07F6VLl8bSpUvh7e2tc7y8zp3oPeJ17vRxyL/r3D9Zf+TtlWQ61bmR3tr60LDnTkREhQafGyMPz7kTEREZGPbciYio0GDPXR4mdyIiKjSY3OXhsDwREZGBYc+diIgKDSV77rIwuRMRUaHBYXl5OCxPRERkYNhzJyKiQkPBLqksTO5ERFRocFheHn4HIiIiMjDsuRMRUaGhYNddFiZ3IiIqNJjb5eGwPBERkYFhz52IiAoN9tzlYXInIqJCg8ldHg7LExERGZgPpueuNrIs6BCI8p1p2XEFHQJRvnsevSbf2ua95eX5YJI7ERHR2zC5y8NheSIiIgPDnjsRERUaSoUo6BAKBSZ3IiIqNDgsLw+H5YmIiAwMe+5ERFRosEcqD5M7EREVGjznLg+/BBERERkY9tyJiKjQ4IQ6eZjciYio0OBwszx8n4iIiAwMe+5ERFRocFheHiZ3IiIqNBScLS8Lh+WJiIgMDHvuRERUaHBYXh4mdyIiKjQ43CwP3yciIiIDw+RORESFhlIh9La8iylTpkChUGDo0KFS2YsXLzBgwACUKFEC5ubm6NChA+Li4jS2i46Oho+PD4oWLQpbW1uMGDECGRkZGnUOHDiAOnXqQK1Wo0KFCggNDdU5PiZ3IiIqNJQK/S15derUKSxevBg1atTQKPf398fWrVuxYcMGHDx4EPfv30f79u2l9ZmZmfDx8UFaWhqOHTuGFStWIDQ0FGPHjpXq3LlzBz4+PvD09ERUVBSGDh2K3r17Y9euXbq9T3nfPSIioo9LcnIyunXrhl9++QXFixeXyhMTE7Fs2TLMmjULn332GerWrYvly5fj2LFjOH78OABg9+7duHz5MlatWoVatWqhZcuWmDRpEn7++WekpaUBAEJCQuDs7IyZM2eiSpUqGDhwIDp27IjZs2frFCeTOxERFRpKPS55MWDAAPj4+MDLy0ujPDIyEunp6RrllStXRtmyZREREQEAiIiIQPXq1WFnZyfV8fb2RlJSEi5duiTVeb1tb29vqQ25OFueiIgKDX1eCpeamorU1FSNMrVaDbVarbX+2rVrcebMGZw6dSrHutjYWKhUKlhZWWmU29nZITY2VqrzamLPXp+97k11kpKS8Pz5c5iamsraN/bciYjooxQcHAxLS0uNJTg4WGvdv//+G0OGDEFYWBhMTEzec6S6Y8+diIgKjXed5f6qwMBABAQEaJTl1muPjIxEfHw86tSpI5VlZmbi0KFDWLBgAXbt2oW0tDQkJCRo9N7j4uJgb28PALC3t8fJkyc12s2eTf9qnddn2MfFxcHCwkJ2rx1gz52IiAoRfc6WV6vVsLCw0FhyS+6ff/45Lly4gKioKGmpV68eunXrJv3b2NgYe/fulba5du0aoqOj4e7uDgBwd3fHhQsXEB8fL9UJDw+HhYUF3NzcpDqvtpFdJ7sNudhzJyIieotixYqhWrVqGmVmZmYoUaKEVO7n54eAgABYW1vDwsICgwYNgru7Oxo0aAAAaN68Odzc3NC9e3dMmzYNsbGxGD16NAYMGCB9qejXrx8WLFiA77//Hr169cK+ffuwfv16bN++Xad4mdyJiKjQ+JCHm2fPng2lUokOHTogNTUV3t7eWLhwobTeyMgI27ZtQ//+/eHu7g4zMzP4+vpi4sSJUh1nZ2ds374d/v7+mDt3LkqXLo2lS5fC29tbp1gUQogP5Pl51ws6AKJ8Z1p2XEGHQJTvnkevybe2+x3dr7e2Qjw89dbWh+ZD/hJEREREecBheSIiKjT4yFd5mNyJiKjQYHKXh8PyREREBoY9dyIiKjTYI5WHyZ2IiAoNfd6hzpDxSxAREZGBYc+diIgKDU6ok4fJnYiICg0ON8vD94mIiMjAsOdORESFBofl5WFyJyKiQkPB2fKycFieiIjIwOQpuR8+fBj/+c9/4O7ujn///RcAsHLlShw5ckSvwREREb1KqdDfYsh0Tu6bNm2Ct7c3TE1NcfbsWaSmpgIAEhMTERQUpPcAiYiIsin1uBgynffvp59+QkhICH755RcYGxtL5R4eHjhz5oxegyMiIiLd6Tyh7tq1a2jSpEmOcktLSyQkJOgjJiIiIq14+1l5dO6529vb4+bNmznKjxw5gvLly+slKCIiIm14zl0enZN7nz59MGTIEJw4cQIKhQL3799HWFgYhg8fjv79++dHjERERKQDnYflR40ahaysLHz++edISUlBkyZNoFarMXz4cAwaNCg/YiQiIgJg+D1ufdE5uSsUCvz4448YMWIEbt68ieTkZLi5ucHc3Dw/4iMiIpIYFXQAhYTOw/KrVq1CSkoKVCoV3Nzc8OmnnzKxExERfUB0Tu7+/v6wtbVF165d8ddffyEzMzM/4iIiIspBqRB6WwyZzsk9JiYGa9euhUKhQOfOneHg4IABAwbg2LFj+REfERGRhLPl5dE5uRcpUgStW7dGWFgY4uPjMXv2bNy9exeenp5wcXHJjxiJiIhIB+/0VLiiRYvC29sbT548wb1793DlyhV9xUVERJSDofe49SVPyT0lJQWbN29GWFgY9u7dizJlyuCbb77Bxo0b9R0fERGRxIjJXRadk3uXLl2wbds2FC1aFJ07d8aYMWPg7u6eH7ERERFRHuic3I2MjLB+/Xp4e3vDyIhXHBIR0fvDYXl5dE7uYWFh+REHERHRWxn6JWz6Iiu5z5s3D3379oWJiQnmzZv3xrqDBw/WS2BERESUNwohxFu/Bjk7O+P06dMoUaIEnJ2dc29MocDt27fzGMr1PG5HVHiYlh1X0CEQ5bvn0Wvyre35l3frra1Bbs311taHRlbP/c6dO1r/TURE9D5xppc8Ot/EZuLEiUhJSclR/vz5c0ycOFEvQREREVHe6ZzcJ0yYgOTk5BzlKSkpmDBhgl6CIiIi0oa3n5VH5+QuhIBCkfNdOXfuHKytrfUSFBERkTYF9eCYRYsWoUaNGrCwsICFhQXc3d2xY8cOaf2LFy8wYMAAlChRAubm5ujQoQPi4uI02oiOjoaPjw+KFi0KW1tbjBgxAhkZGRp1Dhw4gDp16kCtVqNChQoIDQ3N0/sk+1K44sWLQ6FQQKFQoFKlShoJPjMzE8nJyejXr1+egiAiIvqQlS5dGlOmTEHFihUhhMCKFSvQtm1bnD17FlWrVoW/vz+2b9+ODRs2wNLSEgMHDkT79u1x9OhRAC/zpI+PD+zt7XHs2DHExMSgR48eMDY2RlBQEICXc9p8fHzQr18/6Q6wvXv3hoODA7y9vXWKV9ZseQBYsWIFhBDo1asX5syZA0tLS2mdSqVCuXLl3vFOdZwtT4aPs+XpY5Cfs+WXXdult7b8XHVLmK+ztrbG9OnT0bFjR9jY2GD16tXo2LEjAODq1auoUqUKIiIi0KBBA+zYsQOtW7fG/fv3YWdnBwAICQnByJEj8eDBA6hUKowcORLbt2/HxYsXpdfo0qULEhISsHPnTp1ik91z9/X1BfDysriGDRvC2NhYpxciIiJ6V/o8V56amorU1FSNMrVaDbVa/cbtMjMzsWHDBjx79gzu7u6IjIxEeno6vLy8pDqVK1dG2bJlpeQeERGB6tWrS4kdALy9vdG/f39cunQJtWvXRkREhEYb2XWGDh2q877pfM69adOmUmJ/8eIFkpKSNBYiIqLCIDg4GJaWlhpLcHBwrvUvXLgAc3NzqNVq9OvXD5s3b4abmxtiY2OhUqlgZWWlUd/Ozg6xsbEAgNjYWI3Enr0+e92b6iQlJeH58+c67ZvOt59NSUnB999/j/Xr1+PRo0c51mdmZuraJBERkSz67LkHBgYiICBAo+xNvXZXV1dERUUhMTERGzduhK+vLw4ePKi/gPRI5577iBEjsG/fPixatAhqtRpLly7FhAkT4OjoiN9++y0/YiQiIgKg30vh1Gq1NPs9e3lTclepVKhQoQLq1q2L4OBg1KxZE3PnzoW9vT3S0tKQkJCgUT8uLg729vYAAHt7+xyz57N/flsdCwsLmJqa6vY+6VQbwNatW7Fw4UJ06NABRYoUQePGjTF69GgEBQXxoTJERPTRyMrKQmpqKurWrQtjY2Ps3btXWnft2jVER0dLE83d3d1x4cIFxMfHS3XCw8NhYWEBNzc3qc6rbWTXyctkdZ2H5R8/fozy5csDACwsLPD48WMAQKNGjdC/f3+dAyAiIpLLqICeChcYGIiWLVuibNmyePr0KVavXo0DBw5g165dsLS0hJ+fHwICAmBtbQ0LCwsMGjQI7u7uaNCgAQCgefPmcHNzQ/fu3TFt2jTExsZi9OjRGDBggDRa0K9fPyxYsADff/89evXqhX379mH9+vXYvn27zvHqnNzLly+PO3fuoGzZsqhcuTLWr1+PTz/9FFu3bs0xmYCIiEifdB5u1pP4+Hj06NEDMTExsLS0RI0aNbBr1y588cUXAIDZs2dDqVSiQ4cOSE1Nhbe3NxYuXChtb2RkhG3btqF///5wd3eHmZkZfH19NW7b7uzsjO3bt8Pf3x9z585F6dKlsXTpUp2vcQd0uM492+zZs2FkZITBgwdjz549aNOmDYQQSE9Px6xZszBkyBCdg3iJ17mT4eN17vQxyM/r3Nfe0u167zfp4tJCb219aHTuufv7+0v/9vLywtWrVxEZGYkKFSqgRo0aeg2OiIjoVYZ+T3h90Tm5v87JyQlOTk76iIWIiOiNmNzl0Tm5z5s3T2u5QqGAiYkJKlSogCZNmsDIiE/dJSIiKgg6J/fZs2fjwYMHSElJQfHixQEAT548QdGiRWFubo74+HiUL18e+/fvR5kyZfQeMBERfbwKarZ8YaPzxMOgoCB88sknuHHjBh49eoRHjx7h+vXrqF+/PubOnYvo6GjY29trnJsnIiLSBz7PXR6de+6jR4/Gpk2b4OLiIpVVqFABM2bMQIcOHXD79m1MmzYNHTp00GugREREJI/OyT0mJibHw+UBICMjQ7r5vaOjI54+ffru0REREb3C0Hvc+qLzsLynpye+++47nD17Vio7e/Ys+vfvj88++wzAyyfnODs76y9KIiIicFheLp2T+7Jly2BtbY26detKz72tV68erK2tsWzZMgCAubk5Zs6cqfdgiYiI6O10Hpa3t7dHeHg4rl69iuvXX95VztXVFa6urlIdT09P/UVIRET0/4wMvMetL3m+iU358uWhUCjg4uKCIkXe+V44REREpCc6D8unpKTAz88PRYsWRdWqVREdHQ0AGDRoEKZMmaL3AImIiLIpFUJviyHTObkHBgbi3LlzOHDgAExMTKRyLy8vrFu3Tq/BERERvUqpx8WQ6TyevmXLFqxbtw4NGjSAQvG/kx9Vq1bFrVu39BocERER6U7n5P7gwQPY2trmKH/27JlGsiciItI3Q7+ETV90Tu716tXD9u3bMWjQIACQEvrSpUvh7u6u3+hIJ4sXb8Du3cdw+/a/MDFRoXbtyhg+vCfKly8t1YmOjsHUqb8iMvIy0tLS0bhxHYwZ8x1Kliwu1UlIeIpJkxZj//6TUCqVaN68IX78sQ/MzEwLYrfoI6ZUKjDavyO++aoR7GytEBP3BCs3HMSUeZulOrk9O/yHyWGYvXgbAOD7ge3Q8rPaqFHVCWlpGXCo3jtH/TKOJTB3sh+aNnRD8rMXCNt4CGOmrkVmZlb+7BzlCWfLy6Nzcg8KCkLLli1x+fJlZGRkYO7cubh8+TKOHTuGgwcP5keMJNPJkxfRrZsPqleviMzMLMya9Rv8/MZi+/aFKFrUBCkpL9Cr11hUruyMFSsmAwDmzl2Ffv0mYf36GVAqX56FGj58Bh48eILlyychPT0DP/wwF2PHLsDMmSMKcvfoIzSs/5fo0/0L9AlYhMvX/0bdGuWxeEY/JD1NwcLluwAA5er209imebNaCJneF5t3nJTKVKoi+H37cZw4cwO+XzfL8TpKpQK/h36PuAeJ8PxqHOxtrbB09n+RnpGJcdM4l4gKH53nFDRq1AhRUVHIyMhA9erVsXv3btja2iIiIgJ169bNjxhJpmXLJqB9ey9UrOiEypWdMWXKUNy//wCXLt0EAJw5cxn//huPKVOGwtW1HFxdy2HqVH9cvHgTx4+fBwDcuvU3Dh8+g59+GoSaNV1Rr15VjB79HbZvP4y4uEcFuXv0EWpQrxK27T6NnfvOIvqfh9j810nsPXQe9WpWkOrEPUjUWNo0r4uDEZdxNzpeqvPTrI2Yv2wHLl6N1vo6Xk1qoErF0ug15Gecv3wPuw+cw8SZG/Bdj+YwNubjqz8knC0vT54mDLq4uOCXX37ByZMncfnyZaxatQrVq1fXd2z0jp4+fQYAsLQsBgBIS8uAQgGoVMZSHbVaBaVSgcjIywCAs2evwsLCDNWrV5TqNGxYC0qlAufPX3+P0RMBx09fh6dHNVRwtgcAVK9SFu6fVMbuA1Fa69uWtESLz2pjxdr9Or1O/ToVcfFqNOIfJkpl4QfPwdKiKNwq8dHVHxLeflYe3n3GQGVlZSEo6BfUqVMFlSo5AQBq1XKFqakJpk8PRUBAdwgBzJy5ApmZWXjw4DEA4OHDJ7C2ttJoq0gRI1haFsODB0/e927QR27Gwj9hUcwU5/bPRGZmFoyMlBg3fT3Wbjmqtf5/OjbB02cvsGXnKZ1ex87WSiOxA0D8g5c/29lY5i14ogIkO7krlcq3zoZXKBRanxj3utTUVKSmpmqUqdVpUKtVcsOht5gwIQQ3bkRj9eqpUpm1tSXmzh2J8eMXYeXKrVAqFfDxaYKqVV2gUBj6VZ9UGHVs3QBd2jVCz0ELcPn6P6hR1QnTx/VATNwThG08lKN+j85NsW7zUaSmphdAtPQ+GHqPW19kJ/fNmzfnui4iIgLz5s1DVpa8WaXBwcGYMGGCRtm4cQMxfvwgueHQG0ycGIIDB05h1apg2NuX1FjXqFEd7NnzCx4/TkSRIkawsDCHh0d3tGr1ctizZMniePw4QWObjIxMJCY+hY1NcRC9T0E/dsOMhX9gw9YIAMCla3+jbCkbjPjvlzmSu8enrnCtUArdB8zT+XXi4hNQr6aLRpnt//fY4x4katuECgi7IfLITu5t27bNUXbt2jWMGjUKW7duRbdu3TBx4kRZbQUGBiIgIECjTK3WPtGF5BNCYNKkxQgPj8DKlcEoU8Y+17rW1i8/uCIizuHRo0R89tmnAIDatSsjKekZLl68iWrVXk5aOn78HLKyBGrUqJT/O0H0ClNTFbKyNCc+ZWZlSVd2vMr3a09Enr+NC1d0/yw5ceYGRg76CjYlLPDgURIA4PPG1ZGYlIIrN/7JW/BEBShP59zv37+PcePGYcWKFfD29kZUVBSqVasme/vsR8Vq4pD8u5owYRG2bTuEhQt/hJmZqXSOvFixojAxefl+b9q0By4upWFtbYmzZ68iKOgX9OzZVroW3sWlzP9f+z4fEyYMQHp6BiZNWgwfn8awsytRYPtGH6e/9pzByEHt8Pf9R7h8/W/UqloOg3u3wm/rD2jUK2ZuivY+9THqpzCt7ZRxLIHiVuYoU6okjIyUqOH2ch7KrbuxeJaSij2HzuPKjX+wbM5/8WPQatjZWGHc8M5Y/NtupKW9/VQjvT+8V5o8CiGE7OsBEhMTERQUhPnz56NWrVqYOnUqGjdurKdQOBP7Xbm6ttFaHhw8BO3bewEAZswIxebNe5GYmIxSpWzRpUtL9OzZVmM+xcub2IRg375TUCoVaN68IUaP7sub2OiBadlxBR1CoWJuZoJxwzvjS+96sClpiZi4J1j/xzEEzd2E9PRMqV6vrp9h+rgecK7XH0lPn+doZ8nMfujeqWmO8uadJ+Lw8SsAgLKlSmLu5F5o4u6GZympCNt4CKOnrOFNbPIgtxsL6cOpB9v11tYnNj56a+tDIzu5T5s2DVOnToW9vT2CgoK0DtO/GyZ3MnxM7vQxYHIveLKTu1KphKmpKby8vGBklPtNHX7//fc8hsLkToaPyZ0+BvmZ3E8/1F9yr1fScJO77HPuPXr04INhiIioQHG2vDyyk3toaGg+hkFERET6wjvUERFRoaEw8HvC6wuTOxERFRo8OSwPT18QEREZGPbciYio0OC8bnmY3ImIqNBgbpdHVnL/888/ZTf45Zdf5jkYIiIieneyknu7du1kNaZQKJCZmfn2ikRERHlQUI98DQ4Oxu+//46rV6/C1NQUDRs2xNSpU+Hq6irVefHiBYYNG4a1a9ciNTUV3t7eWLhwIezs7KQ60dHR6N+/P/bv3w9zc3P4+voiODgYRYr8Lx0fOHAAAQEBuHTpEsqUKYPRo0ejZ8+eOsUra0JdVlaWrIWJnYiI8pNCj4suDh48iAEDBuD48eMIDw9Heno6mjdvjmfPnkl1/P39sXXrVmzYsAEHDx7E/fv30b59e2l9ZmYmfHx8kJaWhmPHjmHFihUIDQ3F2LFjpTp37tyBj48PPD09ERUVhaFDh6J3797YtWuXbu+TLg+OyV+8/SwZPt5+lj4G+Xn72UtPtumtrarFW+d52wcPHsDW1hYHDx5EkyZNkJiYCBsbG6xevRodO3YEAFy9ehVVqlRBREQEGjRogB07dqB169a4f/++1JsPCQnByJEj8eDBA6hUKowcORLbt2/HxYsXpdfq0qULEhISsHPnTtnx5WlC3bNnz3Dw4EFER0cjLS1NY93gwYPz0iQREdFb6XO2fGpqKlJTUzXKtD+SPKfExEQAgLW1NQAgMjIS6enp8PLykupUrlwZZcuWlZJ7REQEqlevrjFM7+3tjf79++PSpUuoXbs2IiIiNNrIrjN06FCd9k3n5H727Fm0atUKKSkpePbsGaytrfHw4UMULVoUtra2TO5ERJRv9HnKPTg4GBMmTNAoGzduHMaPH//G7bKysjB06FB4eHigWrVqAIDY2FioVCpYWVlp1LWzs0NsbKxU59XEnr0+e92b6iQlJeH58+cwNZX36G2db2Lj7++PNm3a4MmTJzA1NcXx48dx79491K1bFzNmzNC1OSIiogIRGBiIxMREjSUwMPCt2w0YMAAXL17E2rVr30OUeaNzco+KisKwYcOgVCphZGSE1NRUlClTBtOmTcMPP/yQHzESEREB0O+EOrVaDQsLC43lbUPyAwcOxLZt27B//36ULl1aKre3t0daWhoSEhI06sfFxcHe3l6qExcXl2N99ro31bGwsJDdawfykNyNjY2hVL7czNbWFtHR0QAAS0tL/P3337o2R0REJJtSob9FF0IIDBw4EJs3b8a+ffvg7Oyssb5u3bowNjbG3r17pbJr164hOjoa7u7uAAB3d3dcuHAB8fHxUp3w8HBYWFjAzc1NqvNqG9l1stuQS+dz7rVr18apU6dQsWJFNG3aFGPHjsXDhw+xcuVK6dwDERGRIRkwYABWr16NP/74A8WKFZPOkVtaWsLU1BSWlpbw8/NDQEAArK2tYWFhgUGDBsHd3R0NGjQAADRv3hxubm7o3r07pk2bhtjYWIwePRoDBgyQRgz69euHBQsW4Pvvv0evXr2wb98+rF+/Htu3b9cpXp0vhTt9+jSePn0KT09PxMfHo0ePHjh27BgqVqyIX3/9FTVr1tQpgP/hpXBk+HgpHH0M8vNSuBuJ+rsUrqKl/EvhFLlM01++fLl0g5nsm9isWbNG4yY22UPuAHDv3j30798fBw4cgJmZGXx9fTFlypQcN7Hx9/fH5cuXUbp0aYwZM0bnm9jwOnei94jJnT4G+ZncbyZt1VtbFSza6K2tDw0f+UpERGRgdD7n7uzsnOvwBADcvn37nQIiIiLKDZ8KJ4/Oyf31u+Skp6fj7Nmz2LlzJ0aMGKGvuIiIiHLg89zl0Tm5DxkyRGv5zz//jNOnT79zQERERPRu9HbOvWXLlti0aZO+miMiIspBqcfFkOXpwTHabNy4UbqBPhERUX7gsLw8ebqJzasT6oQQiI2NxYMHD7Bw4UK9BkdERES60zm5t23bViO5K5VK2NjYoFmzZqhcubJegyMiInoVO+7y6Jzc3/YoPCIiovzCYXl5dJ5TYGRkpHHT+2yPHj2CkZGRXoIiIiKivNO5557b3WpTU1OhUqneOSAiIqLcsOMuj+zkPm/ePAAvb56/dOlSmJubS+syMzNx6NAhnnMnIqJ8peujWj9WspP77NmzAbzsuYeEhGgMwatUKpQrVw4hISH6j5CIiIh0Iju537lzBwDg6emJ33//HcWLF8+3oIiIiLRhx10enc+579+/Pz/iICIieiuF4gN5SvkHTufZ8h06dMDUqVNzlE+bNg2dOnXSS1BERESUdzon90OHDqFVq1Y5ylu2bIlDhw7pJSgiIiJtFHpcDJnOw/LJyclaL3kzNjZGUlKSXoIiIiLShjexkUfnnnv16tWxbt26HOVr166Fm5ubXoIiIiKivNO55z5mzBi0b98et27dwmeffQYA2Lt3L9asWYMNGzboPUAiIqJs7LjLo3Nyb9OmDbZs2YKgoCBs3LgRpqamqFGjBvbs2YOmTZvmR4xEREQADP857PqSp+e5+/j4wMfHJ0f5xYsXUa1atXcOioiIiPLunb8EPX36FEuWLMGnn36KmjVr6iMmIiIirRQK/S2GLM/J/dChQ+jRowccHBwwY8YMfPbZZzh+/Lg+YyMiInoNL4aTQ6dh+djYWISGhmLZsmVISkpC586dkZqaii1btnCmPBER0QdCds+9TZs2cHV1xfnz5zFnzhzcv38f8+fPz8/YiIiINCj0+J8hk91z37FjBwYPHoz+/fujYsWK+RkTERGRVgoF58vLIftdOnLkCJ4+fYq6deuifv36WLBgAR4+fJifsREREVEeyE7uDRo0wC+//IKYmBh89913WLt2LRwdHZGVlYXw8HA8ffo0P+MkIiICJ9TJo/P4hpmZGXr16oUjR47gwoULGDZsGKZMmQJbW1t8+eWX+REjERERAJ5zl+udTl64urpi2rRp+Oeff7BmzRp9xURERETvIE93qHudkZER2rVrh3bt2umjOSIiolwYdo9bX/SS3ImIiN4HzpaXh+8SERGRgWFyJyKiQqTgZssfOnQIbdq0gaOjIxQKBbZs2aKxXgiBsWPHwsHBAaampvDy8sKNGzc06jx+/BjdunWDhYUFrKys4Ofnh+TkZI0658+fR+PGjWFiYoIyZcpg2rRpOsfK5E5ERIVGQc6Wf/bsGWrWrImff/5Z6/pp06Zh3rx5CAkJwYkTJ2BmZgZvb2+8ePFCqtOtWzdcunQJ4eHh2LZtGw4dOoS+fftK65OSktC8eXM4OTkhMjIS06dPx/jx47FkyRLd3ichhNB5D/PF9YIOgCjfmZYdV9AhEOW759H5d/XU0/S9emurmPHned5WoVBg8+bN0kRyIQQcHR0xbNgwDB8+HACQmJgIOzs7hIaGokuXLrhy5Qrc3Nxw6tQp1KtXDwCwc+dOtGrVCv/88w8cHR2xaNEi/Pjjj4iNjYVKpQIAjBo1Clu2bMHVq1dlx8eeOxERFRof6nXud+7cQWxsLLy8vKQyS0tL1K9fHxEREQCAiIgIWFlZSYkdALy8vKBUKnHixAmpTpMmTaTEDgDe3t64du0anjx5IjsezpYnIqJCRH990tTUVKSmpmqUqdVqqNVqnduKjY0FANjZ2WmU29nZSetiY2Nha2ursb5IkSKwtrbWqOPs7Jyjjex1xYsXlxUPe+5ERPRRCg4OhqWlpcYSHBxc0GHpBXvuRERUaCgU+htODwwMREBAgEZZXnrtAGBvbw8AiIuLg4ODg1QeFxeHWrVqSXXi4+M1tsvIyMDjx4+l7e3t7REXF6dRJ/vn7DpysOdORESFiP4uhVOr1bCwsNBY8prcnZ2dYW9vj717/zfhLykpCSdOnIC7uzsAwN3dHQkJCYiMjJTq7Nu3D1lZWahfv75U59ChQ0hPT5fqhIeHw9XVVfaQPMDkTkREJEtycjKioqIQFRUF4OUkuqioKERHR0OhUGDo0KH46aef8Oeff+LChQvo0aMHHB0dpRn1VapUQYsWLdCnTx+cPHkSR48excCBA9GlSxc4OjoCALp27QqVSgU/Pz9cunQJ69atw9y5c3OMMLwNh+WJiKjQKMinuZ0+fRqenp7Sz9kJ19fXF6Ghofj+++/x7Nkz9O3bFwkJCWjUqBF27twJExMTaZuwsDAMHDgQn3/+OZRKJTp06IB58+ZJ6y0tLbF7924MGDAAdevWRcmSJTF27FiNa+Hl4HXuRO8Rr3Onj0F+XueeknFUb20VLeKht7Y+NByWJyIiMjAcliciokKjIIflCxMmdyIiKjT0eSmcIeOwPBERkYFhz52IiAoR9tzlYHInIqJCQ8EBZ1n4LhERERkY9tyJiKgQ4bC8HEzuRERUaHC2vDwcliciIjIw7LkTEVEhwp67HEzuRERUaHC2vDx8l4iIiAwMe+5ERFSIcFheDiZ3IiIqNPjgGHk4LE9ERGRg2HMnIqJCg9e5y8PkTkREhQgHnOXgu0RERGRg2HMnIqJCgxPq5GFyJyKiQoTJXQ4OyxMRERkY9tyJiKjQ4Gx5eZjciYioEOGAsxx8l4iIiAwMe+5ERFRocLa8PAohhCjoIOj9S01NRXBwMAIDA6FWqws6HKJ8weOcPlZM7h+ppKQkWFpaIjExERYWFgUdDlG+4HFOHyuecyciIjIwTO5EREQGhsmdiIjIwDC5f6TUajXGjRvHSUZk0Hic08eKE+qIiIgMDHvuREREBobJnYiIyMAwuRMRERkYJvcC0LNnT7Rr1076uVmzZhg6dOh7j+PAgQNQKBRISEh4768NAOPHj0etWrXeWOfu3btQKBSIiop6LzFR3vG41i8e+/QumNz/X8+ePaFQKKBQKKBSqVChQgVMnDgRGRkZ+f7av//+OyZNmiSr7vv+4CpXrpz0vpiZmaFOnTrYsGGDXtoePnw49u7dK/38enIAgDJlyiAmJgbVqlXTy2t+bHhca5d9XB8/flyjfOjQoWjWrNl7ieFVPPZJ35jcX9GiRQvExMTgxo0bGDZsGMaPH4/p06drrZuWlqa317W2tkaxYsX01p6+TZw4ETExMTh79iw++eQTfP311zh27Ng7t2tubo4SJUq8sY6RkRHs7e1RpAifcZRXPK61MzExwciRIws6jFzx2Kd3weT+CrVaDXt7ezg5OaF///7w8vLCn3/+CeB/36wnT54MR0dHuLq6AgD+/vtvdO7cGVZWVrC2tkbbtm1x9+5dqc3MzEwEBATAysoKJUqUwPfff4/Xrz58ffgyNTUVI0eORJkyZaBWq1GhQgUsW7YMd+/ehaenJwCgePHiUCgU6NmzJwAgKysLwcHBcHZ2hqmpKWrWrImNGzdqvM5ff/2FSpUqwdTUFJ6enhpxvkmxYsVgb2+PSpUq4eeff4apqSm2bt0KALhw4QI+++wzmJqaokSJEujbty+Sk5OlbQ8cOIBPP/0UZmZmsLKygoeHB+7duwdAc1h+/PjxWLFiBf744w+pp3ngwAGNocmsrCyULl0aixYt0ojv7NmzUCqVUrsJCQno3bs3bGxsYGFhgc8++wznzp2Tta+GiMe1dn379sXx48fx119/vbHe0qVLUaVKFZiYmKBy5cpYuHChxvpjx46hVq1aMDExQb169bBlyxaN4fTMzEz4+flJ++Dq6oq5c+dK2/PYp/zA5P4GpqamGj2ZvXv34tq1awgPD8e2bduQnp4Ob29vFCtWDIcPH8bRo0dhbm6OFi1aSNvNnDkToaGh+PXXX3HkyBE8fvwYmzdvfuPr9ujRA2vWrMG8efNw5coVLF68GObm5ihTpgw2bdoEALh27RpiYmKkD4ng4GD89ttvCAkJwaVLl+Dv74///Oc/OHjwIICXH9bt27dHmzZtEBUVhd69e2PUqFE6vydFihSBsbEx0tLS8OzZM3h7e6N48eI4deoUNmzYgD179mDgwIEAgIyMDLRr1w5NmzbF+fPnERERgb59+0KhyPnIxuHDh6Nz585SLzMmJgYNGzbUqKNUKvHNN99g9erVGuVhYWHw8PCAk5MTAKBTp06Ij4/Hjh07EBkZiTp16uDzzz/H48ePdd5fQ8Tj+iVnZ2f069cPgYGByMrK0lonLCwMY8eOxeTJk3HlyhUEBQVhzJgxWLFiBYCXD6Zp06YNqlevjjNnzmDSpEk5RgOyE/OGDRtw+fJljB07Fj/88APWr18PgMc+5RNBQgghfH19Rdu2bYUQQmRlZYnw8HChVqvF8OHDpfV2dnYiNTVV2mblypXC1dVVZGVlSWWpqanC1NRU7Nq1SwghhIODg5g2bZq0Pj09XZQuXVp6LSGEaNq0qRgyZIgQQohr164JACI8PFxrnPv37xcAxJMnT6SyFy9eiKJFi4pjx45p1PXz8xPffPONEEKIwMBA4ebmprF+5MiROdp6nZOTk5g9e7a0b0FBQQKA2LZtm1iyZIkoXry4SE5Olupv375dKJVKERsbKx49eiQAiAMHDmhte9y4caJmzZrSz6/+DrLduXNHABBnz54VQghx9uxZoVAoxL1794QQQmRmZopSpUqJRYsWCSGEOHz4sLCwsBAvXrzQaMfFxUUsXrw41/00VDyutcs+ruPj40WxYsXEb7/9JoQQYsiQIaJp06ZSPRcXF7F69WqNbSdNmiTc3d2FEEIsWrRIlChRQjx//lxa/8svv2gcs9oMGDBAdOjQQfqZxz7pG0/mvGLbtm0wNzdHeno6srKy0LVrV4wfP15aX716dahUKunnc+fO4ebNmznOK7548QK3bt1CYmIiYmJiUL9+fWldkSJFUK9evRxDmNmioqJgZGSEpk2byo775s2bSElJwRdffKFRnpaWhtq1awMArly5ohEHALi7u8tqf+TIkRg9ejRevHgBc3NzTJkyBT4+PggICEDNmjVhZmYm1fXw8EBWVhauXbuGJk2aoGfPnvD29sYXX3wBLy8vdO7cGQ4ODrL37XW1atVClSpVsHr1aowaNQoHDx5EfHw8OnXqBODl7yQ5OTnHufznz5/j1q1beX7dwozHde5sbGwwfPhwjB07Fl9//bXGumfPnuHWrVvw8/NDnz59pPKMjAxYWloCeDnSUKNGDZiYmEjrP/300xyv8/PPP+PXX39FdHQ0nj9/jrS0tLdeKfI6HvukCyb3V3h6emLRokVQqVRwdHTMMZHl1SQGAMnJyahbty7CwsJytGVjY5OnGExNTXXeJvsc9/bt21GqVCmNdfq4p/aIESPQs2dPmJubw87OTuuwem6WL1+OwYMHY+fOnVi3bh1Gjx6N8PBwNGjQIM/xdOvWTfqAW716NVq0aCF9oCUnJ8PBwQEHDhzIsZ2VlVWeX7Mw43H9ZgEBAVi4cGGOc+nZr//LL7/k+AJhZGQku/21a9di+PDhmDlzJtzd3VGsWDFMnz4dJ06c0DlWHvskF5P7K8zMzFChQgXZ9evUqYN169bB1tYWFhYWWus4ODjgxIkTaNKkCYCX3/qzz4VpU716dWRlZeHgwYPw8vLKsT67h5WZmSmVubm5Qa1WIzo6OteeUZUqVaRJVNlevwwoNyVLltT6vlSpUgWhoaF49uyZlCCOHj0KpVIpTcwCgNq1a6N27doIDAyEu7s7Vq9erTW5q1Qqjf3KTdeuXTF69GhERkZi48aNCAkJkdbVqVMHsbGxKFKkCMqVKydr/wwdj+s3Mzc3x5gxYzB+/Hh8+eWXUrmdnR0cHR1x+/ZtdOvWTeu2rq6uWLVqFVJTU6UvHKdOndKoc/ToUTRs2BD//e9/pbLXe9I89knfOKHuHXTr1g0lS5ZE27ZtcfjwYdy5cwcHDhzA4MGD8c8//wAAhgwZgilTpmDLli24evUq/vvf/77xWt5y5crB19cXvXr1wpYtW6Q2syffODk5QaFQYNu2bXjw4AGSk5NRrFgxDB8+HP7+/lixYgVu3bqFM2fOYP78+dLEn379+uHGjRsYMWIErl27htWrVyM0NPSd99/ExAS+vr64ePEi9u/fj0GDBqF79+6ws7PDnTt3EBgYiIiICNy7dw+7d+/GjRs3UKVKlVz3/fz587h27RoePnyI9PT0XOs1bNgQfn5+yMzM1PhA9vLygru7O9q1a4fdu3fj7t27OHbsGH788UecPn36nfb3Y/ExHtd9+/aFpaVljglrEyZMQHBwMObNm4fr16/jwoULWL58OWbNmgXgZbLNyspC3759ceXKFezatQszZswAAGmEq2LFijh9+jR27dqF69evY8yYMTm+APDYJ70r6JP+HwptE1rkrI+JiRE9evQQJUuWFGq1WpQvX1706dNHJCYmCiFeTjQaMmSIsLCwEFZWViIgIED06NEj14lHQgjx/Plz4e/vLxwcHIRKpRIVKlQQv/76q7R+4sSJwt7eXigUCuHr6yuEeDlZas6cOcLV1VUYGxsLGxsb4e3tLQ4ePChtt3XrVlGhQgWhVqtF48aNxa+//qrThDptzp8/Lzw9PYWJiYmwtrYWffr0EU+fPhVCCBEbGyvatWsn7YeTk5MYO3asyMzMFELknFAXHx8vvvjiC2Fubi4AiP379+eYVJRt4cKFAoDo0aNHjpiSkpLEoEGDhKOjozA2NhZlypQR3bp1E9HR0bnuh6Hica2dtuN69erVAoDGhDohhAgLCxO1atUSKpVKFC9eXDRp0kT8/vvv0vqjR4+KGjVqCJVKJerWrSu1c/XqVSHEy4mBPXv2FJaWlsLKykr0799fjBo1isc+5Ss+8pWISI/CwsLw7bffIjExMU9zDYj0gefciYjewW+//Yby5cujVKlSOHfuHEaOHInOnTszsVOBYnInInoHsbGxGDt2LGJjY+Hg4IBOnTph8uTJBR0WfeQ4LE9ERGRgOFueiIjIwDC5ExERGRgmdyIiIgPD5E5ERGRgmNyJiIgMDJM7ERGRgWFyJyIiMjBM7kRERAaGyZ2IiMjA/B8p7lViWH3JIQAAAABJRU5ErkJggg==\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"---------------------------------------------------------------------------\\n\"\n          ]\n        }\n      ]\n    }\n  ],\n  \"metadata\": {\n    \"accelerator\": \"GPU\",\n    \"colab\": {\n      \"gpuType\": \"T4\",\n      \"provenance\": [],\n      \"toc_visible\": true\n    },\n    \"kernelspec\": {\n      \"display_name\": \"Python 3\",\n      \"name\": \"python3\"\n    },\n    \"language_info\": {\n      \"name\": \"python\"\n    }\n  },\n  \"nbformat\": 4,\n  \"nbformat_minor\": 0\n}"
  },
  {
    "path": "Tematik_Egitimler/Derin_Ogrenme_ile_Goruntu_Isleme_Temmuz_2024/Goruntu_Isleme_Yapay_Sinir_Aglari_Derin_Ogrenme_Giris/Model_Mimarileri_3.ipynb",
    "content": "{\n  \"nbformat\": 4,\n  \"nbformat_minor\": 0,\n  \"metadata\": {\n    \"colab\": {\n      \"provenance\": [],\n      \"gpuType\": \"T4\",\n      \"toc_visible\": true\n    },\n    \"kernelspec\": {\n      \"name\": \"python3\",\n      \"display_name\": \"Python 3\"\n    },\n    \"language_info\": {\n      \"name\": \"python\"\n    },\n    \"accelerator\": \"GPU\"\n  },\n  \"cells\": [\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"# AlexNet\"\n      ],\n      \"metadata\": {\n        \"id\": \"bfkrpoVG0TtU\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"id\": \"Gr3zdLzAjei4\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"import tensorflow as tf\\n\",\n        \"from tensorflow.keras import layers, models\\n\",\n        \"\\n\",\n        \"def create_alexnet(input_shape, num_classes):\\n\",\n        \"    model = models.Sequential()\\n\",\n        \"\\n\",\n        \"    # 1. Konvolüsyonel Katman\\n\",\n        \"    model.add(layers.Conv2D(96, (5, 5), strides=(1, 1), activation='relu', input_shape=input_shape, padding='same'))\\n\",\n        \"    model.add(layers.MaxPooling2D((2, 2), strides=(2, 2)))\\n\",\n        \"\\n\",\n        \"    # 2. Konvolüsyonel Katman\\n\",\n        \"    model.add(layers.Conv2D(256, (5, 5), activation='relu', padding='same'))\\n\",\n        \"    model.add(layers.MaxPooling2D((2, 2), strides=(2, 2)))\\n\",\n        \"\\n\",\n        \"    # 3. Konvolüsyonel Katman\\n\",\n        \"    model.add(layers.Conv2D(384, (3, 3), activation='relu', padding='same'))\\n\",\n        \"\\n\",\n        \"    # 4. Konvolüsyonel Katman\\n\",\n        \"    model.add(layers.Conv2D(384, (3, 3), activation='relu', padding='same'))\\n\",\n        \"\\n\",\n        \"    # 5. Konvolüsyonel Katman\\n\",\n        \"    model.add(layers.Conv2D(256, (3, 3), activation='relu', padding='same'))\\n\",\n        \"    model.add(layers.MaxPooling2D((2, 2), strides=(2, 2)))\\n\",\n        \"\\n\",\n        \"    # Düzleştirme Katmanı\\n\",\n        \"    model.add(layers.Flatten())\\n\",\n        \"\\n\",\n        \"    # Tam Bağlantılı Katmanlar\\n\",\n        \"    model.add(layers.Dense(4096, activation='relu'))\\n\",\n        \"    model.add(layers.Dropout(0.5))\\n\",\n        \"    model.add(layers.Dense(4096, activation='relu'))\\n\",\n        \"    model.add(layers.Dropout(0.5))\\n\",\n        \"    model.add(layers.Dense(num_classes, activation='softmax'))\\n\",\n        \"\\n\",\n        \"    return model\\n\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"from tensorflow.keras.datasets import cifar10\\n\",\n        \"from tensorflow.keras.utils import to_categorical\\n\",\n        \"from tensorflow.keras.optimizers import Adam\\n\",\n        \"\\n\",\n        \"# CIFAR-10 veri setini yükleyin ve yeniden boyutlandırın\\n\",\n        \"(x_train, y_train), (x_test, y_test) = cifar10.load_data()\\n\",\n        \"x_train, x_test = x_train / 255.0, x_test / 255.0\\n\",\n        \"y_train, y_test = to_categorical(y_train), to_categorical(y_test)\\n\",\n        \"\\n\",\n        \"# Modeli oluşturun\\n\",\n        \"input_shape = (32, 32, 3)  # CIFAR-10 için giriş boyutu\\n\",\n        \"num_classes = 10\\n\",\n        \"model = create_alexnet(input_shape, num_classes)\\n\",\n        \"\\n\",\n        \"# Modeli derleyin\\n\",\n        \"model.compile(optimizer=Adam(), loss='categorical_crossentropy', metrics=['accuracy'])\\n\",\n        \"\\n\",\n        \"# Modeli eğitin\\n\",\n        \"history = model.fit(x_train, y_train, epochs=10, batch_size=64, validation_data=(x_test, y_test))\\n\",\n        \"\\n\",\n        \"# Modeli değerlendirin\\n\",\n        \"test_loss, test_acc = model.evaluate(x_test, y_test)\\n\",\n        \"print(f'Test Loss: {test_loss}')\\n\",\n        \"print(f'Test Accuracy: {test_acc}')\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"2jOERUwujhZb\",\n        \"outputId\": \"2802752a-8243-40ac-958e-38e19c442f02\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/10\\n\",\n            \"782/782 [==============================] - 34s 33ms/step - loss: 1.7423 - accuracy: 0.3432 - val_loss: 1.4946 - val_accuracy: 0.4598\\n\",\n            \"Epoch 2/10\\n\",\n            \"782/782 [==============================] - 25s 32ms/step - loss: 1.3329 - accuracy: 0.5170 - val_loss: 1.2176 - val_accuracy: 0.5573\\n\",\n            \"Epoch 3/10\\n\",\n            \"782/782 [==============================] - 25s 32ms/step - loss: 1.1631 - accuracy: 0.5830 - val_loss: 1.1044 - val_accuracy: 0.6054\\n\",\n            \"Epoch 4/10\\n\",\n            \"782/782 [==============================] - 24s 31ms/step - loss: 1.0381 - accuracy: 0.6331 - val_loss: 1.0009 - val_accuracy: 0.6458\\n\",\n            \"Epoch 5/10\\n\",\n            \"782/782 [==============================] - 24s 31ms/step - loss: 0.9434 - accuracy: 0.6688 - val_loss: 1.0077 - val_accuracy: 0.6484\\n\",\n            \"Epoch 6/10\\n\",\n            \"782/782 [==============================] - 24s 31ms/step - loss: 0.8710 - accuracy: 0.6944 - val_loss: 0.9670 - val_accuracy: 0.6664\\n\",\n            \"Epoch 7/10\\n\",\n            \"782/782 [==============================] - 24s 31ms/step - loss: 0.8067 - accuracy: 0.7172 - val_loss: 1.0084 - val_accuracy: 0.6538\\n\",\n            \"Epoch 8/10\\n\",\n            \"782/782 [==============================] - 24s 31ms/step - loss: 0.7415 - accuracy: 0.7423 - val_loss: 0.9794 - val_accuracy: 0.6699\\n\",\n            \"Epoch 9/10\\n\",\n            \"782/782 [==============================] - 24s 31ms/step - loss: 0.6984 - accuracy: 0.7562 - val_loss: 0.9231 - val_accuracy: 0.6844\\n\",\n            \"Epoch 10/10\\n\",\n            \"782/782 [==============================] - 24s 31ms/step - loss: 0.6306 - accuracy: 0.7802 - val_loss: 0.9490 - val_accuracy: 0.6871\\n\",\n            \"313/313 [==============================] - 2s 6ms/step - loss: 0.9490 - accuracy: 0.6871\\n\",\n            \"Test Loss: 0.9490484595298767\\n\",\n            \"Test Accuracy: 0.6870999932289124\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"# REsnet50\"\n      ],\n      \"metadata\": {\n        \"id\": \"1m1WKnnf0XLM\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"import tensorflow as tf\\n\",\n        \"from tensorflow.keras.layers import Input, Conv2D, BatchNormalization, Activation, MaxPooling2D, Add, Flatten, Dense, GlobalAveragePooling2D\\n\",\n        \"from tensorflow.keras.models import Model\\n\",\n        \"\\n\",\n        \"def identity_block(X, f, filters):\\n\",\n        \"    F1, F2, F3 = filters\\n\",\n        \"    X_shortcut = X\\n\",\n        \"\\n\",\n        \"    # First component of main path\\n\",\n        \"    X = Conv2D(filters=F1, kernel_size=(1, 1), strides=(1, 1), padding='valid')(X)\\n\",\n        \"    X = BatchNormalization(axis=3)(X)\\n\",\n        \"    X = Activation('relu')(X)\\n\",\n        \"\\n\",\n        \"    # Second component of main path\\n\",\n        \"    X = Conv2D(filters=F2, kernel_size=(f, f), strides=(1, 1), padding='same')(X)\\n\",\n        \"    X = BatchNormalization(axis=3)(X)\\n\",\n        \"    X = Activation('relu')(X)\\n\",\n        \"\\n\",\n        \"    # Third component of main path\\n\",\n        \"    X = Conv2D(filters=F3, kernel_size=(1, 1), strides=(1, 1), padding='valid')(X)\\n\",\n        \"    X = BatchNormalization(axis=3)(X)\\n\",\n        \"\\n\",\n        \"    # Add shortcut value to main path\\n\",\n        \"    X = Add()([X, X_shortcut])\\n\",\n        \"    X = Activation('relu')(X)\\n\",\n        \"\\n\",\n        \"    return X\\n\",\n        \"\\n\",\n        \"def convolutional_block(X, f, filters, s=2):\\n\",\n        \"    F1, F2, F3 = filters\\n\",\n        \"    X_shortcut = X\\n\",\n        \"\\n\",\n        \"    # First component of main path\\n\",\n        \"    X = Conv2D(F1, (1, 1), strides=(s, s))(X)\\n\",\n        \"    X = BatchNormalization(axis=3)(X)\\n\",\n        \"    X = Activation('relu')(X)\\n\",\n        \"\\n\",\n        \"    # Second component of main path\\n\",\n        \"    X = Conv2D(F2, (f, f), strides=(1, 1), padding='same')(X)\\n\",\n        \"    X = BatchNormalization(axis=3)(X)\\n\",\n        \"    X = Activation('relu')(X)\\n\",\n        \"\\n\",\n        \"    # Third component of main path\\n\",\n        \"    X = Conv2D(F3, (1, 1), strides=(1, 1))(X)\\n\",\n        \"    X = BatchNormalization(axis=3)(X)\\n\",\n        \"\\n\",\n        \"    # Shortcut path\\n\",\n        \"    X_shortcut = Conv2D(F3, (1, 1), strides=(s, s))(X_shortcut)\\n\",\n        \"    X_shortcut = BatchNormalization(axis=3)(X_shortcut)\\n\",\n        \"\\n\",\n        \"    # Add shortcut to main path\\n\",\n        \"    X = Add()([X, X_shortcut])\\n\",\n        \"    X = Activation('relu')(X)\\n\",\n        \"\\n\",\n        \"    return X\\n\",\n        \"\\n\",\n        \"def build_resnet50():\\n\",\n        \"    input_shape = (224, 224, 3)\\n\",\n        \"    X_input = Input(input_shape)\\n\",\n        \"\\n\",\n        \"    # Zero-padding\\n\",\n        \"    X = Conv2D(64, (7, 7), strides=(2, 2))(X_input)\\n\",\n        \"    X = BatchNormalization(axis=3)(X)\\n\",\n        \"    X = Activation('relu')(X)\\n\",\n        \"    X = MaxPooling2D((3, 3), strides=(2, 2))(X)\\n\",\n        \"\\n\",\n        \"    # Stage 2\\n\",\n        \"    X = convolutional_block(X, f=3, filters=[64, 64, 256], s=1)\\n\",\n        \"    X = identity_block(X, 3, [64, 64, 256])\\n\",\n        \"    X = identity_block(X, 3, [64, 64, 256])\\n\",\n        \"\\n\",\n        \"    # Stage 3\\n\",\n        \"    X = convolutional_block(X, f=3, filters=[128, 128, 512], s=2)\\n\",\n        \"    X = identity_block(X, 3, [128, 128, 512])\\n\",\n        \"    X = identity_block(X, 3, [128, 128, 512])\\n\",\n        \"    X = identity_block(X, 3, [128, 128, 512])\\n\",\n        \"\\n\",\n        \"    # Stage 4\\n\",\n        \"    X = convolutional_block(X, f=3, filters=[256, 256, 1024], s=2)\\n\",\n        \"    X = identity_block(X, 3, [256, 256, 1024])\\n\",\n        \"    X = identity_block(X, 3, [256, 256, 1024])\\n\",\n        \"    X = identity_block(X, 3, [256, 256, 1024])\\n\",\n        \"    X = identity_block(X, 3, [256, 256, 1024])\\n\",\n        \"    X = identity_block(X, 3, [256, 256, 1024])\\n\",\n        \"\\n\",\n        \"    # Stage 5\\n\",\n        \"    X = convolutional_block(X, f=3, filters=[512, 512, 2048], s=2)\\n\",\n        \"    X = identity_block(X, 3, [512, 512, 2048])\\n\",\n        \"    X = identity_block(X, 3, [512, 512, 2048])\\n\",\n        \"\\n\",\n        \"    # Average Pooling\\n\",\n        \"    X = GlobalAveragePooling2D()(X)\\n\",\n        \"\\n\",\n        \"    # Output layer\\n\",\n        \"    X = Dense(1000, activation='softmax')(X)\\n\",\n        \"\\n\",\n        \"    model = Model(inputs=X_input, outputs=X, name='ResNet50')\\n\",\n        \"\\n\",\n        \"    return model\\n\",\n        \"\\n\",\n        \"# Create the model\\n\",\n        \"resnet50_model = build_resnet50()\\n\",\n        \"\\n\",\n        \"# Print the model summary\\n\",\n        \"resnet50_model.summary()\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"SyTH_11T0khI\",\n        \"outputId\": \"4fa5c918-0444-4d00-b378-efb30c662b9f\"\n      },\n      \"execution_count\": 1,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Model: \\\"ResNet50\\\"\\n\",\n            \"__________________________________________________________________________________________________\\n\",\n            \" Layer (type)                Output Shape                 Param #   Connected to                  \\n\",\n            \"==================================================================================================\\n\",\n            \" input_1 (InputLayer)        [(None, 224, 224, 3)]        0         []                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d (Conv2D)             (None, 109, 109, 64)         9472      ['input_1[0][0]']             \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization (Batch  (None, 109, 109, 64)         256       ['conv2d[0][0]']              \\n\",\n            \" Normalization)                                                                                   \\n\",\n            \"                                                                                                  \\n\",\n            \" activation (Activation)     (None, 109, 109, 64)         0         ['batch_normalization[0][0]'] \\n\",\n            \"                                                                                                  \\n\",\n            \" max_pooling2d (MaxPooling2  (None, 54, 54, 64)           0         ['activation[0][0]']          \\n\",\n            \" D)                                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_1 (Conv2D)           (None, 54, 54, 64)           4160      ['max_pooling2d[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_1 (Bat  (None, 54, 54, 64)           256       ['conv2d_1[0][0]']            \\n\",\n            \" chNormalization)                                                                                 \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_1 (Activation)   (None, 54, 54, 64)           0         ['batch_normalization_1[0][0]'\\n\",\n            \"                                                                    ]                             \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_2 (Conv2D)           (None, 54, 54, 64)           36928     ['activation_1[0][0]']        \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_2 (Bat  (None, 54, 54, 64)           256       ['conv2d_2[0][0]']            \\n\",\n            \" chNormalization)                                                                                 \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_2 (Activation)   (None, 54, 54, 64)           0         ['batch_normalization_2[0][0]'\\n\",\n            \"                                                                    ]                             \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_3 (Conv2D)           (None, 54, 54, 256)          16640     ['activation_2[0][0]']        \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_4 (Conv2D)           (None, 54, 54, 256)          16640     ['max_pooling2d[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_3 (Bat  (None, 54, 54, 256)          1024      ['conv2d_3[0][0]']            \\n\",\n            \" chNormalization)                                                                                 \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_4 (Bat  (None, 54, 54, 256)          1024      ['conv2d_4[0][0]']            \\n\",\n            \" chNormalization)                                                                                 \\n\",\n            \"                                                                                                  \\n\",\n            \" add (Add)                   (None, 54, 54, 256)          0         ['batch_normalization_3[0][0]'\\n\",\n            \"                                                                    , 'batch_normalization_4[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_3 (Activation)   (None, 54, 54, 256)          0         ['add[0][0]']                 \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_5 (Conv2D)           (None, 54, 54, 64)           16448     ['activation_3[0][0]']        \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_5 (Bat  (None, 54, 54, 64)           256       ['conv2d_5[0][0]']            \\n\",\n            \" chNormalization)                                                                                 \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_4 (Activation)   (None, 54, 54, 64)           0         ['batch_normalization_5[0][0]'\\n\",\n            \"                                                                    ]                             \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_6 (Conv2D)           (None, 54, 54, 64)           36928     ['activation_4[0][0]']        \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_6 (Bat  (None, 54, 54, 64)           256       ['conv2d_6[0][0]']            \\n\",\n            \" chNormalization)                                                                                 \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_5 (Activation)   (None, 54, 54, 64)           0         ['batch_normalization_6[0][0]'\\n\",\n            \"                                                                    ]                             \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_7 (Conv2D)           (None, 54, 54, 256)          16640     ['activation_5[0][0]']        \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_7 (Bat  (None, 54, 54, 256)          1024      ['conv2d_7[0][0]']            \\n\",\n            \" chNormalization)                                                                                 \\n\",\n            \"                                                                                                  \\n\",\n            \" add_1 (Add)                 (None, 54, 54, 256)          0         ['batch_normalization_7[0][0]'\\n\",\n            \"                                                                    , 'activation_3[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_6 (Activation)   (None, 54, 54, 256)          0         ['add_1[0][0]']               \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_8 (Conv2D)           (None, 54, 54, 64)           16448     ['activation_6[0][0]']        \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_8 (Bat  (None, 54, 54, 64)           256       ['conv2d_8[0][0]']            \\n\",\n            \" chNormalization)                                                                                 \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_7 (Activation)   (None, 54, 54, 64)           0         ['batch_normalization_8[0][0]'\\n\",\n            \"                                                                    ]                             \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_9 (Conv2D)           (None, 54, 54, 64)           36928     ['activation_7[0][0]']        \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_9 (Bat  (None, 54, 54, 64)           256       ['conv2d_9[0][0]']            \\n\",\n            \" chNormalization)                                                                                 \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_8 (Activation)   (None, 54, 54, 64)           0         ['batch_normalization_9[0][0]'\\n\",\n            \"                                                                    ]                             \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_10 (Conv2D)          (None, 54, 54, 256)          16640     ['activation_8[0][0]']        \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_10 (Ba  (None, 54, 54, 256)          1024      ['conv2d_10[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" add_2 (Add)                 (None, 54, 54, 256)          0         ['batch_normalization_10[0][0]\\n\",\n            \"                                                                    ',                            \\n\",\n            \"                                                                     'activation_6[0][0]']        \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_9 (Activation)   (None, 54, 54, 256)          0         ['add_2[0][0]']               \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_11 (Conv2D)          (None, 27, 27, 128)          32896     ['activation_9[0][0]']        \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_11 (Ba  (None, 27, 27, 128)          512       ['conv2d_11[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_10 (Activation)  (None, 27, 27, 128)          0         ['batch_normalization_11[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_12 (Conv2D)          (None, 27, 27, 128)          147584    ['activation_10[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_12 (Ba  (None, 27, 27, 128)          512       ['conv2d_12[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_11 (Activation)  (None, 27, 27, 128)          0         ['batch_normalization_12[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_13 (Conv2D)          (None, 27, 27, 512)          66048     ['activation_11[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_14 (Conv2D)          (None, 27, 27, 512)          131584    ['activation_9[0][0]']        \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_13 (Ba  (None, 27, 27, 512)          2048      ['conv2d_13[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_14 (Ba  (None, 27, 27, 512)          2048      ['conv2d_14[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" add_3 (Add)                 (None, 27, 27, 512)          0         ['batch_normalization_13[0][0]\\n\",\n            \"                                                                    ',                            \\n\",\n            \"                                                                     'batch_normalization_14[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_12 (Activation)  (None, 27, 27, 512)          0         ['add_3[0][0]']               \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_15 (Conv2D)          (None, 27, 27, 128)          65664     ['activation_12[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_15 (Ba  (None, 27, 27, 128)          512       ['conv2d_15[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_13 (Activation)  (None, 27, 27, 128)          0         ['batch_normalization_15[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_16 (Conv2D)          (None, 27, 27, 128)          147584    ['activation_13[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_16 (Ba  (None, 27, 27, 128)          512       ['conv2d_16[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_14 (Activation)  (None, 27, 27, 128)          0         ['batch_normalization_16[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_17 (Conv2D)          (None, 27, 27, 512)          66048     ['activation_14[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_17 (Ba  (None, 27, 27, 512)          2048      ['conv2d_17[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" add_4 (Add)                 (None, 27, 27, 512)          0         ['batch_normalization_17[0][0]\\n\",\n            \"                                                                    ',                            \\n\",\n            \"                                                                     'activation_12[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_15 (Activation)  (None, 27, 27, 512)          0         ['add_4[0][0]']               \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_18 (Conv2D)          (None, 27, 27, 128)          65664     ['activation_15[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_18 (Ba  (None, 27, 27, 128)          512       ['conv2d_18[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_16 (Activation)  (None, 27, 27, 128)          0         ['batch_normalization_18[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_19 (Conv2D)          (None, 27, 27, 128)          147584    ['activation_16[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_19 (Ba  (None, 27, 27, 128)          512       ['conv2d_19[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_17 (Activation)  (None, 27, 27, 128)          0         ['batch_normalization_19[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_20 (Conv2D)          (None, 27, 27, 512)          66048     ['activation_17[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_20 (Ba  (None, 27, 27, 512)          2048      ['conv2d_20[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" add_5 (Add)                 (None, 27, 27, 512)          0         ['batch_normalization_20[0][0]\\n\",\n            \"                                                                    ',                            \\n\",\n            \"                                                                     'activation_15[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_18 (Activation)  (None, 27, 27, 512)          0         ['add_5[0][0]']               \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_21 (Conv2D)          (None, 27, 27, 128)          65664     ['activation_18[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_21 (Ba  (None, 27, 27, 128)          512       ['conv2d_21[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_19 (Activation)  (None, 27, 27, 128)          0         ['batch_normalization_21[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_22 (Conv2D)          (None, 27, 27, 128)          147584    ['activation_19[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_22 (Ba  (None, 27, 27, 128)          512       ['conv2d_22[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_20 (Activation)  (None, 27, 27, 128)          0         ['batch_normalization_22[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_23 (Conv2D)          (None, 27, 27, 512)          66048     ['activation_20[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_23 (Ba  (None, 27, 27, 512)          2048      ['conv2d_23[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" add_6 (Add)                 (None, 27, 27, 512)          0         ['batch_normalization_23[0][0]\\n\",\n            \"                                                                    ',                            \\n\",\n            \"                                                                     'activation_18[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_21 (Activation)  (None, 27, 27, 512)          0         ['add_6[0][0]']               \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_24 (Conv2D)          (None, 14, 14, 256)          131328    ['activation_21[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_24 (Ba  (None, 14, 14, 256)          1024      ['conv2d_24[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_22 (Activation)  (None, 14, 14, 256)          0         ['batch_normalization_24[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_25 (Conv2D)          (None, 14, 14, 256)          590080    ['activation_22[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_25 (Ba  (None, 14, 14, 256)          1024      ['conv2d_25[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_23 (Activation)  (None, 14, 14, 256)          0         ['batch_normalization_25[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_26 (Conv2D)          (None, 14, 14, 1024)         263168    ['activation_23[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_27 (Conv2D)          (None, 14, 14, 1024)         525312    ['activation_21[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_26 (Ba  (None, 14, 14, 1024)         4096      ['conv2d_26[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_27 (Ba  (None, 14, 14, 1024)         4096      ['conv2d_27[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" add_7 (Add)                 (None, 14, 14, 1024)         0         ['batch_normalization_26[0][0]\\n\",\n            \"                                                                    ',                            \\n\",\n            \"                                                                     'batch_normalization_27[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_24 (Activation)  (None, 14, 14, 1024)         0         ['add_7[0][0]']               \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_28 (Conv2D)          (None, 14, 14, 256)          262400    ['activation_24[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_28 (Ba  (None, 14, 14, 256)          1024      ['conv2d_28[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_25 (Activation)  (None, 14, 14, 256)          0         ['batch_normalization_28[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_29 (Conv2D)          (None, 14, 14, 256)          590080    ['activation_25[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_29 (Ba  (None, 14, 14, 256)          1024      ['conv2d_29[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_26 (Activation)  (None, 14, 14, 256)          0         ['batch_normalization_29[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_30 (Conv2D)          (None, 14, 14, 1024)         263168    ['activation_26[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_30 (Ba  (None, 14, 14, 1024)         4096      ['conv2d_30[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" add_8 (Add)                 (None, 14, 14, 1024)         0         ['batch_normalization_30[0][0]\\n\",\n            \"                                                                    ',                            \\n\",\n            \"                                                                     'activation_24[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_27 (Activation)  (None, 14, 14, 1024)         0         ['add_8[0][0]']               \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_31 (Conv2D)          (None, 14, 14, 256)          262400    ['activation_27[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_31 (Ba  (None, 14, 14, 256)          1024      ['conv2d_31[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_28 (Activation)  (None, 14, 14, 256)          0         ['batch_normalization_31[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_32 (Conv2D)          (None, 14, 14, 256)          590080    ['activation_28[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_32 (Ba  (None, 14, 14, 256)          1024      ['conv2d_32[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_29 (Activation)  (None, 14, 14, 256)          0         ['batch_normalization_32[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_33 (Conv2D)          (None, 14, 14, 1024)         263168    ['activation_29[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_33 (Ba  (None, 14, 14, 1024)         4096      ['conv2d_33[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" add_9 (Add)                 (None, 14, 14, 1024)         0         ['batch_normalization_33[0][0]\\n\",\n            \"                                                                    ',                            \\n\",\n            \"                                                                     'activation_27[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_30 (Activation)  (None, 14, 14, 1024)         0         ['add_9[0][0]']               \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_34 (Conv2D)          (None, 14, 14, 256)          262400    ['activation_30[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_34 (Ba  (None, 14, 14, 256)          1024      ['conv2d_34[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_31 (Activation)  (None, 14, 14, 256)          0         ['batch_normalization_34[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_35 (Conv2D)          (None, 14, 14, 256)          590080    ['activation_31[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_35 (Ba  (None, 14, 14, 256)          1024      ['conv2d_35[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_32 (Activation)  (None, 14, 14, 256)          0         ['batch_normalization_35[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_36 (Conv2D)          (None, 14, 14, 1024)         263168    ['activation_32[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_36 (Ba  (None, 14, 14, 1024)         4096      ['conv2d_36[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" add_10 (Add)                (None, 14, 14, 1024)         0         ['batch_normalization_36[0][0]\\n\",\n            \"                                                                    ',                            \\n\",\n            \"                                                                     'activation_30[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_33 (Activation)  (None, 14, 14, 1024)         0         ['add_10[0][0]']              \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_37 (Conv2D)          (None, 14, 14, 256)          262400    ['activation_33[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_37 (Ba  (None, 14, 14, 256)          1024      ['conv2d_37[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_34 (Activation)  (None, 14, 14, 256)          0         ['batch_normalization_37[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_38 (Conv2D)          (None, 14, 14, 256)          590080    ['activation_34[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_38 (Ba  (None, 14, 14, 256)          1024      ['conv2d_38[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_35 (Activation)  (None, 14, 14, 256)          0         ['batch_normalization_38[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_39 (Conv2D)          (None, 14, 14, 1024)         263168    ['activation_35[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_39 (Ba  (None, 14, 14, 1024)         4096      ['conv2d_39[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" add_11 (Add)                (None, 14, 14, 1024)         0         ['batch_normalization_39[0][0]\\n\",\n            \"                                                                    ',                            \\n\",\n            \"                                                                     'activation_33[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_36 (Activation)  (None, 14, 14, 1024)         0         ['add_11[0][0]']              \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_40 (Conv2D)          (None, 14, 14, 256)          262400    ['activation_36[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_40 (Ba  (None, 14, 14, 256)          1024      ['conv2d_40[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_37 (Activation)  (None, 14, 14, 256)          0         ['batch_normalization_40[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_41 (Conv2D)          (None, 14, 14, 256)          590080    ['activation_37[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_41 (Ba  (None, 14, 14, 256)          1024      ['conv2d_41[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_38 (Activation)  (None, 14, 14, 256)          0         ['batch_normalization_41[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_42 (Conv2D)          (None, 14, 14, 1024)         263168    ['activation_38[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_42 (Ba  (None, 14, 14, 1024)         4096      ['conv2d_42[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" add_12 (Add)                (None, 14, 14, 1024)         0         ['batch_normalization_42[0][0]\\n\",\n            \"                                                                    ',                            \\n\",\n            \"                                                                     'activation_36[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_39 (Activation)  (None, 14, 14, 1024)         0         ['add_12[0][0]']              \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_43 (Conv2D)          (None, 7, 7, 512)            524800    ['activation_39[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_43 (Ba  (None, 7, 7, 512)            2048      ['conv2d_43[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_40 (Activation)  (None, 7, 7, 512)            0         ['batch_normalization_43[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_44 (Conv2D)          (None, 7, 7, 512)            2359808   ['activation_40[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_44 (Ba  (None, 7, 7, 512)            2048      ['conv2d_44[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_41 (Activation)  (None, 7, 7, 512)            0         ['batch_normalization_44[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_45 (Conv2D)          (None, 7, 7, 2048)           1050624   ['activation_41[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_46 (Conv2D)          (None, 7, 7, 2048)           2099200   ['activation_39[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_45 (Ba  (None, 7, 7, 2048)           8192      ['conv2d_45[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_46 (Ba  (None, 7, 7, 2048)           8192      ['conv2d_46[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" add_13 (Add)                (None, 7, 7, 2048)           0         ['batch_normalization_45[0][0]\\n\",\n            \"                                                                    ',                            \\n\",\n            \"                                                                     'batch_normalization_46[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_42 (Activation)  (None, 7, 7, 2048)           0         ['add_13[0][0]']              \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_47 (Conv2D)          (None, 7, 7, 512)            1049088   ['activation_42[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_47 (Ba  (None, 7, 7, 512)            2048      ['conv2d_47[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_43 (Activation)  (None, 7, 7, 512)            0         ['batch_normalization_47[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_48 (Conv2D)          (None, 7, 7, 512)            2359808   ['activation_43[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_48 (Ba  (None, 7, 7, 512)            2048      ['conv2d_48[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_44 (Activation)  (None, 7, 7, 512)            0         ['batch_normalization_48[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_49 (Conv2D)          (None, 7, 7, 2048)           1050624   ['activation_44[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_49 (Ba  (None, 7, 7, 2048)           8192      ['conv2d_49[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" add_14 (Add)                (None, 7, 7, 2048)           0         ['batch_normalization_49[0][0]\\n\",\n            \"                                                                    ',                            \\n\",\n            \"                                                                     'activation_42[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_45 (Activation)  (None, 7, 7, 2048)           0         ['add_14[0][0]']              \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_50 (Conv2D)          (None, 7, 7, 512)            1049088   ['activation_45[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_50 (Ba  (None, 7, 7, 512)            2048      ['conv2d_50[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_46 (Activation)  (None, 7, 7, 512)            0         ['batch_normalization_50[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_51 (Conv2D)          (None, 7, 7, 512)            2359808   ['activation_46[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_51 (Ba  (None, 7, 7, 512)            2048      ['conv2d_51[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_47 (Activation)  (None, 7, 7, 512)            0         ['batch_normalization_51[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_52 (Conv2D)          (None, 7, 7, 2048)           1050624   ['activation_47[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_52 (Ba  (None, 7, 7, 2048)           8192      ['conv2d_52[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" add_15 (Add)                (None, 7, 7, 2048)           0         ['batch_normalization_52[0][0]\\n\",\n            \"                                                                    ',                            \\n\",\n            \"                                                                     'activation_45[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_48 (Activation)  (None, 7, 7, 2048)           0         ['add_15[0][0]']              \\n\",\n            \"                                                                                                  \\n\",\n            \" global_average_pooling2d (  (None, 2048)                 0         ['activation_48[0][0]']       \\n\",\n            \" GlobalAveragePooling2D)                                                                          \\n\",\n            \"                                                                                                  \\n\",\n            \" dense (Dense)               (None, 1000)                 2049000   ['global_average_pooling2d[0][\\n\",\n            \"                                                                    0]']                          \\n\",\n            \"                                                                                                  \\n\",\n            \"==================================================================================================\\n\",\n            \"Total params: 25636712 (97.80 MB)\\n\",\n            \"Trainable params: 25583592 (97.59 MB)\\n\",\n            \"Non-trainable params: 53120 (207.50 KB)\\n\",\n            \"__________________________________________________________________________________________________\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"# DenseNet\"\n      ],\n      \"metadata\": {\n        \"id\": \"BdKqpUao0pIx\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"import tensorflow as tf\\n\",\n        \"from tensorflow.keras.layers import Input, Conv2D, BatchNormalization, Activation, MaxPooling2D, GlobalAveragePooling2D, Dense, Concatenate\\n\",\n        \"from tensorflow.keras.models import Model\\n\",\n        \"\\n\",\n        \"def dense_block(X, blocks, growth_rate):\\n\",\n        \"    for _ in range(blocks):\\n\",\n        \"        X = conv_block(X, growth_rate)\\n\",\n        \"    return X\\n\",\n        \"\\n\",\n        \"def conv_block(X, growth_rate):\\n\",\n        \"    X1 = BatchNormalization()(X)\\n\",\n        \"    X1 = Activation('relu')(X1)\\n\",\n        \"    X1 = Conv2D(4 * growth_rate, (1, 1), use_bias=False)(X1)\\n\",\n        \"    X1 = BatchNormalization()(X1)\\n\",\n        \"    X1 = Activation('relu')(X1)\\n\",\n        \"    X1 = Conv2D(growth_rate, (3, 3), padding='same', use_bias=False)(X1)\\n\",\n        \"    X = Concatenate()([X, X1])\\n\",\n        \"    return X\\n\",\n        \"\\n\",\n        \"def transition_block(X, reduction):\\n\",\n        \"    X = BatchNormalization()(X)\\n\",\n        \"    X = Activation('relu')(X)\\n\",\n        \"    X = Conv2D(int(X.shape[-1] * reduction), (1, 1), use_bias=False)(X)\\n\",\n        \"    X = MaxPooling2D((2, 2), strides=(2, 2))(X)\\n\",\n        \"    return X\\n\",\n        \"\\n\",\n        \"def build_densenet121():\\n\",\n        \"    input_shape = (224, 224, 3)\\n\",\n        \"    growth_rate = 32\\n\",\n        \"\\n\",\n        \"    X_input = Input(input_shape)\\n\",\n        \"\\n\",\n        \"    # Initial Convolution\\n\",\n        \"    X = Conv2D(64, (7, 7), strides=(2, 2), use_bias=False)(X_input)\\n\",\n        \"    X = BatchNormalization()(X)\\n\",\n        \"    X = Activation('relu')(X)\\n\",\n        \"    X = MaxPooling2D((3, 3), strides=(2, 2))(X)\\n\",\n        \"\\n\",\n        \"    # Dense Block 1\\n\",\n        \"    X = dense_block(X, 6, growth_rate)\\n\",\n        \"    X = transition_block(X, 0.5)\\n\",\n        \"\\n\",\n        \"    # Dense Block 2\\n\",\n        \"    X = dense_block(X, 12, growth_rate)\\n\",\n        \"    X = transition_block(X, 0.5)\\n\",\n        \"\\n\",\n        \"    # Dense Block 3\\n\",\n        \"    X = dense_block(X, 24, growth_rate)\\n\",\n        \"    X = transition_block(X, 0.5)\\n\",\n        \"\\n\",\n        \"    # Dense Block 4\\n\",\n        \"    X = dense_block(X, 16, growth_rate)\\n\",\n        \"\\n\",\n        \"    # Average Pooling\\n\",\n        \"    X = GlobalAveragePooling2D()(X)\\n\",\n        \"\\n\",\n        \"    # Output Layer\\n\",\n        \"    X = Dense(1000, activation='softmax')(X)\\n\",\n        \"\\n\",\n        \"    model = Model(inputs=X_input, outputs=X, name='DenseNet121')\\n\",\n        \"\\n\",\n        \"    return model\\n\",\n        \"\\n\",\n        \"# Create the model\\n\",\n        \"densenet121_model = build_densenet121()\\n\",\n        \"\\n\",\n        \"# Print the model summary\\n\",\n        \"densenet121_model.summary()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"9YjYMPTF0sIW\",\n        \"outputId\": \"7a7a2e7c-2b0e-49f1-9dc8-de6ae79dd732\"\n      },\n      \"execution_count\": 2,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Model: \\\"DenseNet121\\\"\\n\",\n            \"__________________________________________________________________________________________________\\n\",\n            \" Layer (type)                Output Shape                 Param #   Connected to                  \\n\",\n            \"==================================================================================================\\n\",\n            \" input_2 (InputLayer)        [(None, 224, 224, 3)]        0         []                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_53 (Conv2D)          (None, 109, 109, 64)         9408      ['input_2[0][0]']             \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_53 (Ba  (None, 109, 109, 64)         256       ['conv2d_53[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_49 (Activation)  (None, 109, 109, 64)         0         ['batch_normalization_53[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" max_pooling2d_1 (MaxPoolin  (None, 54, 54, 64)           0         ['activation_49[0][0]']       \\n\",\n            \" g2D)                                                                                             \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_54 (Ba  (None, 54, 54, 64)           256       ['max_pooling2d_1[0][0]']     \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_50 (Activation)  (None, 54, 54, 64)           0         ['batch_normalization_54[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_54 (Conv2D)          (None, 54, 54, 128)          8192      ['activation_50[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_55 (Ba  (None, 54, 54, 128)          512       ['conv2d_54[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_51 (Activation)  (None, 54, 54, 128)          0         ['batch_normalization_55[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_55 (Conv2D)          (None, 54, 54, 32)           36864     ['activation_51[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate (Concatenate)   (None, 54, 54, 96)           0         ['max_pooling2d_1[0][0]',     \\n\",\n            \"                                                                     'conv2d_55[0][0]']           \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_56 (Ba  (None, 54, 54, 96)           384       ['concatenate[0][0]']         \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_52 (Activation)  (None, 54, 54, 96)           0         ['batch_normalization_56[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_56 (Conv2D)          (None, 54, 54, 128)          12288     ['activation_52[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_57 (Ba  (None, 54, 54, 128)          512       ['conv2d_56[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_53 (Activation)  (None, 54, 54, 128)          0         ['batch_normalization_57[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_57 (Conv2D)          (None, 54, 54, 32)           36864     ['activation_53[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_1 (Concatenate  (None, 54, 54, 128)          0         ['concatenate[0][0]',         \\n\",\n            \" )                                                                   'conv2d_57[0][0]']           \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_58 (Ba  (None, 54, 54, 128)          512       ['concatenate_1[0][0]']       \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_54 (Activation)  (None, 54, 54, 128)          0         ['batch_normalization_58[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_58 (Conv2D)          (None, 54, 54, 128)          16384     ['activation_54[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_59 (Ba  (None, 54, 54, 128)          512       ['conv2d_58[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_55 (Activation)  (None, 54, 54, 128)          0         ['batch_normalization_59[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_59 (Conv2D)          (None, 54, 54, 32)           36864     ['activation_55[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_2 (Concatenate  (None, 54, 54, 160)          0         ['concatenate_1[0][0]',       \\n\",\n            \" )                                                                   'conv2d_59[0][0]']           \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_60 (Ba  (None, 54, 54, 160)          640       ['concatenate_2[0][0]']       \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_56 (Activation)  (None, 54, 54, 160)          0         ['batch_normalization_60[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_60 (Conv2D)          (None, 54, 54, 128)          20480     ['activation_56[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_61 (Ba  (None, 54, 54, 128)          512       ['conv2d_60[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_57 (Activation)  (None, 54, 54, 128)          0         ['batch_normalization_61[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_61 (Conv2D)          (None, 54, 54, 32)           36864     ['activation_57[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_3 (Concatenate  (None, 54, 54, 192)          0         ['concatenate_2[0][0]',       \\n\",\n            \" )                                                                   'conv2d_61[0][0]']           \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_62 (Ba  (None, 54, 54, 192)          768       ['concatenate_3[0][0]']       \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_58 (Activation)  (None, 54, 54, 192)          0         ['batch_normalization_62[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_62 (Conv2D)          (None, 54, 54, 128)          24576     ['activation_58[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_63 (Ba  (None, 54, 54, 128)          512       ['conv2d_62[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_59 (Activation)  (None, 54, 54, 128)          0         ['batch_normalization_63[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_63 (Conv2D)          (None, 54, 54, 32)           36864     ['activation_59[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_4 (Concatenate  (None, 54, 54, 224)          0         ['concatenate_3[0][0]',       \\n\",\n            \" )                                                                   'conv2d_63[0][0]']           \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_64 (Ba  (None, 54, 54, 224)          896       ['concatenate_4[0][0]']       \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_60 (Activation)  (None, 54, 54, 224)          0         ['batch_normalization_64[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_64 (Conv2D)          (None, 54, 54, 128)          28672     ['activation_60[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_65 (Ba  (None, 54, 54, 128)          512       ['conv2d_64[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_61 (Activation)  (None, 54, 54, 128)          0         ['batch_normalization_65[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_65 (Conv2D)          (None, 54, 54, 32)           36864     ['activation_61[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_5 (Concatenate  (None, 54, 54, 256)          0         ['concatenate_4[0][0]',       \\n\",\n            \" )                                                                   'conv2d_65[0][0]']           \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_66 (Ba  (None, 54, 54, 256)          1024      ['concatenate_5[0][0]']       \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_62 (Activation)  (None, 54, 54, 256)          0         ['batch_normalization_66[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_66 (Conv2D)          (None, 54, 54, 128)          32768     ['activation_62[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" max_pooling2d_2 (MaxPoolin  (None, 27, 27, 128)          0         ['conv2d_66[0][0]']           \\n\",\n            \" g2D)                                                                                             \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_67 (Ba  (None, 27, 27, 128)          512       ['max_pooling2d_2[0][0]']     \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_63 (Activation)  (None, 27, 27, 128)          0         ['batch_normalization_67[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_67 (Conv2D)          (None, 27, 27, 128)          16384     ['activation_63[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_68 (Ba  (None, 27, 27, 128)          512       ['conv2d_67[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_64 (Activation)  (None, 27, 27, 128)          0         ['batch_normalization_68[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_68 (Conv2D)          (None, 27, 27, 32)           36864     ['activation_64[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_6 (Concatenate  (None, 27, 27, 160)          0         ['max_pooling2d_2[0][0]',     \\n\",\n            \" )                                                                   'conv2d_68[0][0]']           \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_69 (Ba  (None, 27, 27, 160)          640       ['concatenate_6[0][0]']       \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_65 (Activation)  (None, 27, 27, 160)          0         ['batch_normalization_69[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_69 (Conv2D)          (None, 27, 27, 128)          20480     ['activation_65[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_70 (Ba  (None, 27, 27, 128)          512       ['conv2d_69[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_66 (Activation)  (None, 27, 27, 128)          0         ['batch_normalization_70[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_70 (Conv2D)          (None, 27, 27, 32)           36864     ['activation_66[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_7 (Concatenate  (None, 27, 27, 192)          0         ['concatenate_6[0][0]',       \\n\",\n            \" )                                                                   'conv2d_70[0][0]']           \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_71 (Ba  (None, 27, 27, 192)          768       ['concatenate_7[0][0]']       \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_67 (Activation)  (None, 27, 27, 192)          0         ['batch_normalization_71[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_71 (Conv2D)          (None, 27, 27, 128)          24576     ['activation_67[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_72 (Ba  (None, 27, 27, 128)          512       ['conv2d_71[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_68 (Activation)  (None, 27, 27, 128)          0         ['batch_normalization_72[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_72 (Conv2D)          (None, 27, 27, 32)           36864     ['activation_68[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_8 (Concatenate  (None, 27, 27, 224)          0         ['concatenate_7[0][0]',       \\n\",\n            \" )                                                                   'conv2d_72[0][0]']           \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_73 (Ba  (None, 27, 27, 224)          896       ['concatenate_8[0][0]']       \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_69 (Activation)  (None, 27, 27, 224)          0         ['batch_normalization_73[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_73 (Conv2D)          (None, 27, 27, 128)          28672     ['activation_69[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_74 (Ba  (None, 27, 27, 128)          512       ['conv2d_73[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_70 (Activation)  (None, 27, 27, 128)          0         ['batch_normalization_74[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_74 (Conv2D)          (None, 27, 27, 32)           36864     ['activation_70[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_9 (Concatenate  (None, 27, 27, 256)          0         ['concatenate_8[0][0]',       \\n\",\n            \" )                                                                   'conv2d_74[0][0]']           \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_75 (Ba  (None, 27, 27, 256)          1024      ['concatenate_9[0][0]']       \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_71 (Activation)  (None, 27, 27, 256)          0         ['batch_normalization_75[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_75 (Conv2D)          (None, 27, 27, 128)          32768     ['activation_71[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_76 (Ba  (None, 27, 27, 128)          512       ['conv2d_75[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_72 (Activation)  (None, 27, 27, 128)          0         ['batch_normalization_76[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_76 (Conv2D)          (None, 27, 27, 32)           36864     ['activation_72[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_10 (Concatenat  (None, 27, 27, 288)          0         ['concatenate_9[0][0]',       \\n\",\n            \" e)                                                                  'conv2d_76[0][0]']           \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_77 (Ba  (None, 27, 27, 288)          1152      ['concatenate_10[0][0]']      \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_73 (Activation)  (None, 27, 27, 288)          0         ['batch_normalization_77[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_77 (Conv2D)          (None, 27, 27, 128)          36864     ['activation_73[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_78 (Ba  (None, 27, 27, 128)          512       ['conv2d_77[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_74 (Activation)  (None, 27, 27, 128)          0         ['batch_normalization_78[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_78 (Conv2D)          (None, 27, 27, 32)           36864     ['activation_74[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_11 (Concatenat  (None, 27, 27, 320)          0         ['concatenate_10[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_78[0][0]']           \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_79 (Ba  (None, 27, 27, 320)          1280      ['concatenate_11[0][0]']      \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_75 (Activation)  (None, 27, 27, 320)          0         ['batch_normalization_79[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_79 (Conv2D)          (None, 27, 27, 128)          40960     ['activation_75[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_80 (Ba  (None, 27, 27, 128)          512       ['conv2d_79[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_76 (Activation)  (None, 27, 27, 128)          0         ['batch_normalization_80[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_80 (Conv2D)          (None, 27, 27, 32)           36864     ['activation_76[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_12 (Concatenat  (None, 27, 27, 352)          0         ['concatenate_11[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_80[0][0]']           \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_81 (Ba  (None, 27, 27, 352)          1408      ['concatenate_12[0][0]']      \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_77 (Activation)  (None, 27, 27, 352)          0         ['batch_normalization_81[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_81 (Conv2D)          (None, 27, 27, 128)          45056     ['activation_77[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_82 (Ba  (None, 27, 27, 128)          512       ['conv2d_81[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_78 (Activation)  (None, 27, 27, 128)          0         ['batch_normalization_82[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_82 (Conv2D)          (None, 27, 27, 32)           36864     ['activation_78[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_13 (Concatenat  (None, 27, 27, 384)          0         ['concatenate_12[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_82[0][0]']           \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_83 (Ba  (None, 27, 27, 384)          1536      ['concatenate_13[0][0]']      \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_79 (Activation)  (None, 27, 27, 384)          0         ['batch_normalization_83[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_83 (Conv2D)          (None, 27, 27, 128)          49152     ['activation_79[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_84 (Ba  (None, 27, 27, 128)          512       ['conv2d_83[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_80 (Activation)  (None, 27, 27, 128)          0         ['batch_normalization_84[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_84 (Conv2D)          (None, 27, 27, 32)           36864     ['activation_80[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_14 (Concatenat  (None, 27, 27, 416)          0         ['concatenate_13[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_84[0][0]']           \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_85 (Ba  (None, 27, 27, 416)          1664      ['concatenate_14[0][0]']      \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_81 (Activation)  (None, 27, 27, 416)          0         ['batch_normalization_85[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_85 (Conv2D)          (None, 27, 27, 128)          53248     ['activation_81[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_86 (Ba  (None, 27, 27, 128)          512       ['conv2d_85[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_82 (Activation)  (None, 27, 27, 128)          0         ['batch_normalization_86[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_86 (Conv2D)          (None, 27, 27, 32)           36864     ['activation_82[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_15 (Concatenat  (None, 27, 27, 448)          0         ['concatenate_14[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_86[0][0]']           \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_87 (Ba  (None, 27, 27, 448)          1792      ['concatenate_15[0][0]']      \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_83 (Activation)  (None, 27, 27, 448)          0         ['batch_normalization_87[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_87 (Conv2D)          (None, 27, 27, 128)          57344     ['activation_83[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_88 (Ba  (None, 27, 27, 128)          512       ['conv2d_87[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_84 (Activation)  (None, 27, 27, 128)          0         ['batch_normalization_88[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_88 (Conv2D)          (None, 27, 27, 32)           36864     ['activation_84[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_16 (Concatenat  (None, 27, 27, 480)          0         ['concatenate_15[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_88[0][0]']           \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_89 (Ba  (None, 27, 27, 480)          1920      ['concatenate_16[0][0]']      \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_85 (Activation)  (None, 27, 27, 480)          0         ['batch_normalization_89[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_89 (Conv2D)          (None, 27, 27, 128)          61440     ['activation_85[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_90 (Ba  (None, 27, 27, 128)          512       ['conv2d_89[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_86 (Activation)  (None, 27, 27, 128)          0         ['batch_normalization_90[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_90 (Conv2D)          (None, 27, 27, 32)           36864     ['activation_86[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_17 (Concatenat  (None, 27, 27, 512)          0         ['concatenate_16[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_90[0][0]']           \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_91 (Ba  (None, 27, 27, 512)          2048      ['concatenate_17[0][0]']      \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_87 (Activation)  (None, 27, 27, 512)          0         ['batch_normalization_91[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_91 (Conv2D)          (None, 27, 27, 256)          131072    ['activation_87[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" max_pooling2d_3 (MaxPoolin  (None, 13, 13, 256)          0         ['conv2d_91[0][0]']           \\n\",\n            \" g2D)                                                                                             \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_92 (Ba  (None, 13, 13, 256)          1024      ['max_pooling2d_3[0][0]']     \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_88 (Activation)  (None, 13, 13, 256)          0         ['batch_normalization_92[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_92 (Conv2D)          (None, 13, 13, 128)          32768     ['activation_88[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_93 (Ba  (None, 13, 13, 128)          512       ['conv2d_92[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_89 (Activation)  (None, 13, 13, 128)          0         ['batch_normalization_93[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_93 (Conv2D)          (None, 13, 13, 32)           36864     ['activation_89[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_18 (Concatenat  (None, 13, 13, 288)          0         ['max_pooling2d_3[0][0]',     \\n\",\n            \" e)                                                                  'conv2d_93[0][0]']           \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_94 (Ba  (None, 13, 13, 288)          1152      ['concatenate_18[0][0]']      \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_90 (Activation)  (None, 13, 13, 288)          0         ['batch_normalization_94[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_94 (Conv2D)          (None, 13, 13, 128)          36864     ['activation_90[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_95 (Ba  (None, 13, 13, 128)          512       ['conv2d_94[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_91 (Activation)  (None, 13, 13, 128)          0         ['batch_normalization_95[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_95 (Conv2D)          (None, 13, 13, 32)           36864     ['activation_91[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_19 (Concatenat  (None, 13, 13, 320)          0         ['concatenate_18[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_95[0][0]']           \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_96 (Ba  (None, 13, 13, 320)          1280      ['concatenate_19[0][0]']      \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_92 (Activation)  (None, 13, 13, 320)          0         ['batch_normalization_96[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_96 (Conv2D)          (None, 13, 13, 128)          40960     ['activation_92[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_97 (Ba  (None, 13, 13, 128)          512       ['conv2d_96[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_93 (Activation)  (None, 13, 13, 128)          0         ['batch_normalization_97[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_97 (Conv2D)          (None, 13, 13, 32)           36864     ['activation_93[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_20 (Concatenat  (None, 13, 13, 352)          0         ['concatenate_19[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_97[0][0]']           \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_98 (Ba  (None, 13, 13, 352)          1408      ['concatenate_20[0][0]']      \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_94 (Activation)  (None, 13, 13, 352)          0         ['batch_normalization_98[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_98 (Conv2D)          (None, 13, 13, 128)          45056     ['activation_94[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_99 (Ba  (None, 13, 13, 128)          512       ['conv2d_98[0][0]']           \\n\",\n            \" tchNormalization)                                                                                \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_95 (Activation)  (None, 13, 13, 128)          0         ['batch_normalization_99[0][0]\\n\",\n            \"                                                                    ']                            \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_99 (Conv2D)          (None, 13, 13, 32)           36864     ['activation_95[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_21 (Concatenat  (None, 13, 13, 384)          0         ['concatenate_20[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_99[0][0]']           \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_100 (B  (None, 13, 13, 384)          1536      ['concatenate_21[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_96 (Activation)  (None, 13, 13, 384)          0         ['batch_normalization_100[0][0\\n\",\n            \"                                                                    ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_100 (Conv2D)         (None, 13, 13, 128)          49152     ['activation_96[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_101 (B  (None, 13, 13, 128)          512       ['conv2d_100[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_97 (Activation)  (None, 13, 13, 128)          0         ['batch_normalization_101[0][0\\n\",\n            \"                                                                    ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_101 (Conv2D)         (None, 13, 13, 32)           36864     ['activation_97[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_22 (Concatenat  (None, 13, 13, 416)          0         ['concatenate_21[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_101[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_102 (B  (None, 13, 13, 416)          1664      ['concatenate_22[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_98 (Activation)  (None, 13, 13, 416)          0         ['batch_normalization_102[0][0\\n\",\n            \"                                                                    ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_102 (Conv2D)         (None, 13, 13, 128)          53248     ['activation_98[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_103 (B  (None, 13, 13, 128)          512       ['conv2d_102[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_99 (Activation)  (None, 13, 13, 128)          0         ['batch_normalization_103[0][0\\n\",\n            \"                                                                    ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_103 (Conv2D)         (None, 13, 13, 32)           36864     ['activation_99[0][0]']       \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_23 (Concatenat  (None, 13, 13, 448)          0         ['concatenate_22[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_103[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_104 (B  (None, 13, 13, 448)          1792      ['concatenate_23[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_100 (Activation  (None, 13, 13, 448)          0         ['batch_normalization_104[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_104 (Conv2D)         (None, 13, 13, 128)          57344     ['activation_100[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_105 (B  (None, 13, 13, 128)          512       ['conv2d_104[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_101 (Activation  (None, 13, 13, 128)          0         ['batch_normalization_105[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_105 (Conv2D)         (None, 13, 13, 32)           36864     ['activation_101[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_24 (Concatenat  (None, 13, 13, 480)          0         ['concatenate_23[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_105[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_106 (B  (None, 13, 13, 480)          1920      ['concatenate_24[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_102 (Activation  (None, 13, 13, 480)          0         ['batch_normalization_106[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_106 (Conv2D)         (None, 13, 13, 128)          61440     ['activation_102[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_107 (B  (None, 13, 13, 128)          512       ['conv2d_106[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_103 (Activation  (None, 13, 13, 128)          0         ['batch_normalization_107[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_107 (Conv2D)         (None, 13, 13, 32)           36864     ['activation_103[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_25 (Concatenat  (None, 13, 13, 512)          0         ['concatenate_24[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_107[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_108 (B  (None, 13, 13, 512)          2048      ['concatenate_25[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_104 (Activation  (None, 13, 13, 512)          0         ['batch_normalization_108[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_108 (Conv2D)         (None, 13, 13, 128)          65536     ['activation_104[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_109 (B  (None, 13, 13, 128)          512       ['conv2d_108[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_105 (Activation  (None, 13, 13, 128)          0         ['batch_normalization_109[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_109 (Conv2D)         (None, 13, 13, 32)           36864     ['activation_105[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_26 (Concatenat  (None, 13, 13, 544)          0         ['concatenate_25[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_109[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_110 (B  (None, 13, 13, 544)          2176      ['concatenate_26[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_106 (Activation  (None, 13, 13, 544)          0         ['batch_normalization_110[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_110 (Conv2D)         (None, 13, 13, 128)          69632     ['activation_106[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_111 (B  (None, 13, 13, 128)          512       ['conv2d_110[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_107 (Activation  (None, 13, 13, 128)          0         ['batch_normalization_111[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_111 (Conv2D)         (None, 13, 13, 32)           36864     ['activation_107[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_27 (Concatenat  (None, 13, 13, 576)          0         ['concatenate_26[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_111[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_112 (B  (None, 13, 13, 576)          2304      ['concatenate_27[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_108 (Activation  (None, 13, 13, 576)          0         ['batch_normalization_112[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_112 (Conv2D)         (None, 13, 13, 128)          73728     ['activation_108[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_113 (B  (None, 13, 13, 128)          512       ['conv2d_112[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_109 (Activation  (None, 13, 13, 128)          0         ['batch_normalization_113[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_113 (Conv2D)         (None, 13, 13, 32)           36864     ['activation_109[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_28 (Concatenat  (None, 13, 13, 608)          0         ['concatenate_27[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_113[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_114 (B  (None, 13, 13, 608)          2432      ['concatenate_28[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_110 (Activation  (None, 13, 13, 608)          0         ['batch_normalization_114[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_114 (Conv2D)         (None, 13, 13, 128)          77824     ['activation_110[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_115 (B  (None, 13, 13, 128)          512       ['conv2d_114[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_111 (Activation  (None, 13, 13, 128)          0         ['batch_normalization_115[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_115 (Conv2D)         (None, 13, 13, 32)           36864     ['activation_111[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_29 (Concatenat  (None, 13, 13, 640)          0         ['concatenate_28[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_115[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_116 (B  (None, 13, 13, 640)          2560      ['concatenate_29[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_112 (Activation  (None, 13, 13, 640)          0         ['batch_normalization_116[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_116 (Conv2D)         (None, 13, 13, 128)          81920     ['activation_112[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_117 (B  (None, 13, 13, 128)          512       ['conv2d_116[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_113 (Activation  (None, 13, 13, 128)          0         ['batch_normalization_117[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_117 (Conv2D)         (None, 13, 13, 32)           36864     ['activation_113[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_30 (Concatenat  (None, 13, 13, 672)          0         ['concatenate_29[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_117[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_118 (B  (None, 13, 13, 672)          2688      ['concatenate_30[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_114 (Activation  (None, 13, 13, 672)          0         ['batch_normalization_118[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_118 (Conv2D)         (None, 13, 13, 128)          86016     ['activation_114[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_119 (B  (None, 13, 13, 128)          512       ['conv2d_118[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_115 (Activation  (None, 13, 13, 128)          0         ['batch_normalization_119[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_119 (Conv2D)         (None, 13, 13, 32)           36864     ['activation_115[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_31 (Concatenat  (None, 13, 13, 704)          0         ['concatenate_30[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_119[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_120 (B  (None, 13, 13, 704)          2816      ['concatenate_31[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_116 (Activation  (None, 13, 13, 704)          0         ['batch_normalization_120[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_120 (Conv2D)         (None, 13, 13, 128)          90112     ['activation_116[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_121 (B  (None, 13, 13, 128)          512       ['conv2d_120[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_117 (Activation  (None, 13, 13, 128)          0         ['batch_normalization_121[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_121 (Conv2D)         (None, 13, 13, 32)           36864     ['activation_117[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_32 (Concatenat  (None, 13, 13, 736)          0         ['concatenate_31[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_121[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_122 (B  (None, 13, 13, 736)          2944      ['concatenate_32[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_118 (Activation  (None, 13, 13, 736)          0         ['batch_normalization_122[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_122 (Conv2D)         (None, 13, 13, 128)          94208     ['activation_118[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_123 (B  (None, 13, 13, 128)          512       ['conv2d_122[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_119 (Activation  (None, 13, 13, 128)          0         ['batch_normalization_123[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_123 (Conv2D)         (None, 13, 13, 32)           36864     ['activation_119[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_33 (Concatenat  (None, 13, 13, 768)          0         ['concatenate_32[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_123[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_124 (B  (None, 13, 13, 768)          3072      ['concatenate_33[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_120 (Activation  (None, 13, 13, 768)          0         ['batch_normalization_124[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_124 (Conv2D)         (None, 13, 13, 128)          98304     ['activation_120[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_125 (B  (None, 13, 13, 128)          512       ['conv2d_124[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_121 (Activation  (None, 13, 13, 128)          0         ['batch_normalization_125[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_125 (Conv2D)         (None, 13, 13, 32)           36864     ['activation_121[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_34 (Concatenat  (None, 13, 13, 800)          0         ['concatenate_33[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_125[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_126 (B  (None, 13, 13, 800)          3200      ['concatenate_34[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_122 (Activation  (None, 13, 13, 800)          0         ['batch_normalization_126[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_126 (Conv2D)         (None, 13, 13, 128)          102400    ['activation_122[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_127 (B  (None, 13, 13, 128)          512       ['conv2d_126[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_123 (Activation  (None, 13, 13, 128)          0         ['batch_normalization_127[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_127 (Conv2D)         (None, 13, 13, 32)           36864     ['activation_123[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_35 (Concatenat  (None, 13, 13, 832)          0         ['concatenate_34[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_127[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_128 (B  (None, 13, 13, 832)          3328      ['concatenate_35[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_124 (Activation  (None, 13, 13, 832)          0         ['batch_normalization_128[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_128 (Conv2D)         (None, 13, 13, 128)          106496    ['activation_124[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_129 (B  (None, 13, 13, 128)          512       ['conv2d_128[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_125 (Activation  (None, 13, 13, 128)          0         ['batch_normalization_129[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_129 (Conv2D)         (None, 13, 13, 32)           36864     ['activation_125[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_36 (Concatenat  (None, 13, 13, 864)          0         ['concatenate_35[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_129[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_130 (B  (None, 13, 13, 864)          3456      ['concatenate_36[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_126 (Activation  (None, 13, 13, 864)          0         ['batch_normalization_130[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_130 (Conv2D)         (None, 13, 13, 128)          110592    ['activation_126[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_131 (B  (None, 13, 13, 128)          512       ['conv2d_130[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_127 (Activation  (None, 13, 13, 128)          0         ['batch_normalization_131[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_131 (Conv2D)         (None, 13, 13, 32)           36864     ['activation_127[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_37 (Concatenat  (None, 13, 13, 896)          0         ['concatenate_36[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_131[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_132 (B  (None, 13, 13, 896)          3584      ['concatenate_37[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_128 (Activation  (None, 13, 13, 896)          0         ['batch_normalization_132[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_132 (Conv2D)         (None, 13, 13, 128)          114688    ['activation_128[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_133 (B  (None, 13, 13, 128)          512       ['conv2d_132[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_129 (Activation  (None, 13, 13, 128)          0         ['batch_normalization_133[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_133 (Conv2D)         (None, 13, 13, 32)           36864     ['activation_129[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_38 (Concatenat  (None, 13, 13, 928)          0         ['concatenate_37[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_133[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_134 (B  (None, 13, 13, 928)          3712      ['concatenate_38[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_130 (Activation  (None, 13, 13, 928)          0         ['batch_normalization_134[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_134 (Conv2D)         (None, 13, 13, 128)          118784    ['activation_130[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_135 (B  (None, 13, 13, 128)          512       ['conv2d_134[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_131 (Activation  (None, 13, 13, 128)          0         ['batch_normalization_135[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_135 (Conv2D)         (None, 13, 13, 32)           36864     ['activation_131[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_39 (Concatenat  (None, 13, 13, 960)          0         ['concatenate_38[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_135[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_136 (B  (None, 13, 13, 960)          3840      ['concatenate_39[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_132 (Activation  (None, 13, 13, 960)          0         ['batch_normalization_136[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_136 (Conv2D)         (None, 13, 13, 128)          122880    ['activation_132[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_137 (B  (None, 13, 13, 128)          512       ['conv2d_136[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_133 (Activation  (None, 13, 13, 128)          0         ['batch_normalization_137[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_137 (Conv2D)         (None, 13, 13, 32)           36864     ['activation_133[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_40 (Concatenat  (None, 13, 13, 992)          0         ['concatenate_39[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_137[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_138 (B  (None, 13, 13, 992)          3968      ['concatenate_40[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_134 (Activation  (None, 13, 13, 992)          0         ['batch_normalization_138[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_138 (Conv2D)         (None, 13, 13, 128)          126976    ['activation_134[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_139 (B  (None, 13, 13, 128)          512       ['conv2d_138[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_135 (Activation  (None, 13, 13, 128)          0         ['batch_normalization_139[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_139 (Conv2D)         (None, 13, 13, 32)           36864     ['activation_135[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_41 (Concatenat  (None, 13, 13, 1024)         0         ['concatenate_40[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_139[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_140 (B  (None, 13, 13, 1024)         4096      ['concatenate_41[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_136 (Activation  (None, 13, 13, 1024)         0         ['batch_normalization_140[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_140 (Conv2D)         (None, 13, 13, 512)          524288    ['activation_136[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" max_pooling2d_4 (MaxPoolin  (None, 6, 6, 512)            0         ['conv2d_140[0][0]']          \\n\",\n            \" g2D)                                                                                             \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_141 (B  (None, 6, 6, 512)            2048      ['max_pooling2d_4[0][0]']     \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_137 (Activation  (None, 6, 6, 512)            0         ['batch_normalization_141[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_141 (Conv2D)         (None, 6, 6, 128)            65536     ['activation_137[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_142 (B  (None, 6, 6, 128)            512       ['conv2d_141[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_138 (Activation  (None, 6, 6, 128)            0         ['batch_normalization_142[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_142 (Conv2D)         (None, 6, 6, 32)             36864     ['activation_138[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_42 (Concatenat  (None, 6, 6, 544)            0         ['max_pooling2d_4[0][0]',     \\n\",\n            \" e)                                                                  'conv2d_142[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_143 (B  (None, 6, 6, 544)            2176      ['concatenate_42[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_139 (Activation  (None, 6, 6, 544)            0         ['batch_normalization_143[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_143 (Conv2D)         (None, 6, 6, 128)            69632     ['activation_139[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_144 (B  (None, 6, 6, 128)            512       ['conv2d_143[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_140 (Activation  (None, 6, 6, 128)            0         ['batch_normalization_144[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_144 (Conv2D)         (None, 6, 6, 32)             36864     ['activation_140[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_43 (Concatenat  (None, 6, 6, 576)            0         ['concatenate_42[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_144[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_145 (B  (None, 6, 6, 576)            2304      ['concatenate_43[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_141 (Activation  (None, 6, 6, 576)            0         ['batch_normalization_145[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_145 (Conv2D)         (None, 6, 6, 128)            73728     ['activation_141[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_146 (B  (None, 6, 6, 128)            512       ['conv2d_145[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_142 (Activation  (None, 6, 6, 128)            0         ['batch_normalization_146[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_146 (Conv2D)         (None, 6, 6, 32)             36864     ['activation_142[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_44 (Concatenat  (None, 6, 6, 608)            0         ['concatenate_43[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_146[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_147 (B  (None, 6, 6, 608)            2432      ['concatenate_44[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_143 (Activation  (None, 6, 6, 608)            0         ['batch_normalization_147[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_147 (Conv2D)         (None, 6, 6, 128)            77824     ['activation_143[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_148 (B  (None, 6, 6, 128)            512       ['conv2d_147[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_144 (Activation  (None, 6, 6, 128)            0         ['batch_normalization_148[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_148 (Conv2D)         (None, 6, 6, 32)             36864     ['activation_144[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_45 (Concatenat  (None, 6, 6, 640)            0         ['concatenate_44[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_148[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_149 (B  (None, 6, 6, 640)            2560      ['concatenate_45[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_145 (Activation  (None, 6, 6, 640)            0         ['batch_normalization_149[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_149 (Conv2D)         (None, 6, 6, 128)            81920     ['activation_145[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_150 (B  (None, 6, 6, 128)            512       ['conv2d_149[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_146 (Activation  (None, 6, 6, 128)            0         ['batch_normalization_150[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_150 (Conv2D)         (None, 6, 6, 32)             36864     ['activation_146[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_46 (Concatenat  (None, 6, 6, 672)            0         ['concatenate_45[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_150[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_151 (B  (None, 6, 6, 672)            2688      ['concatenate_46[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_147 (Activation  (None, 6, 6, 672)            0         ['batch_normalization_151[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_151 (Conv2D)         (None, 6, 6, 128)            86016     ['activation_147[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_152 (B  (None, 6, 6, 128)            512       ['conv2d_151[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_148 (Activation  (None, 6, 6, 128)            0         ['batch_normalization_152[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_152 (Conv2D)         (None, 6, 6, 32)             36864     ['activation_148[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_47 (Concatenat  (None, 6, 6, 704)            0         ['concatenate_46[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_152[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_153 (B  (None, 6, 6, 704)            2816      ['concatenate_47[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_149 (Activation  (None, 6, 6, 704)            0         ['batch_normalization_153[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_153 (Conv2D)         (None, 6, 6, 128)            90112     ['activation_149[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_154 (B  (None, 6, 6, 128)            512       ['conv2d_153[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_150 (Activation  (None, 6, 6, 128)            0         ['batch_normalization_154[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_154 (Conv2D)         (None, 6, 6, 32)             36864     ['activation_150[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_48 (Concatenat  (None, 6, 6, 736)            0         ['concatenate_47[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_154[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_155 (B  (None, 6, 6, 736)            2944      ['concatenate_48[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_151 (Activation  (None, 6, 6, 736)            0         ['batch_normalization_155[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_155 (Conv2D)         (None, 6, 6, 128)            94208     ['activation_151[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_156 (B  (None, 6, 6, 128)            512       ['conv2d_155[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_152 (Activation  (None, 6, 6, 128)            0         ['batch_normalization_156[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_156 (Conv2D)         (None, 6, 6, 32)             36864     ['activation_152[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_49 (Concatenat  (None, 6, 6, 768)            0         ['concatenate_48[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_156[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_157 (B  (None, 6, 6, 768)            3072      ['concatenate_49[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_153 (Activation  (None, 6, 6, 768)            0         ['batch_normalization_157[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_157 (Conv2D)         (None, 6, 6, 128)            98304     ['activation_153[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_158 (B  (None, 6, 6, 128)            512       ['conv2d_157[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_154 (Activation  (None, 6, 6, 128)            0         ['batch_normalization_158[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_158 (Conv2D)         (None, 6, 6, 32)             36864     ['activation_154[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_50 (Concatenat  (None, 6, 6, 800)            0         ['concatenate_49[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_158[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_159 (B  (None, 6, 6, 800)            3200      ['concatenate_50[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_155 (Activation  (None, 6, 6, 800)            0         ['batch_normalization_159[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_159 (Conv2D)         (None, 6, 6, 128)            102400    ['activation_155[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_160 (B  (None, 6, 6, 128)            512       ['conv2d_159[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_156 (Activation  (None, 6, 6, 128)            0         ['batch_normalization_160[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_160 (Conv2D)         (None, 6, 6, 32)             36864     ['activation_156[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_51 (Concatenat  (None, 6, 6, 832)            0         ['concatenate_50[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_160[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_161 (B  (None, 6, 6, 832)            3328      ['concatenate_51[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_157 (Activation  (None, 6, 6, 832)            0         ['batch_normalization_161[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_161 (Conv2D)         (None, 6, 6, 128)            106496    ['activation_157[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_162 (B  (None, 6, 6, 128)            512       ['conv2d_161[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_158 (Activation  (None, 6, 6, 128)            0         ['batch_normalization_162[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_162 (Conv2D)         (None, 6, 6, 32)             36864     ['activation_158[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_52 (Concatenat  (None, 6, 6, 864)            0         ['concatenate_51[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_162[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_163 (B  (None, 6, 6, 864)            3456      ['concatenate_52[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_159 (Activation  (None, 6, 6, 864)            0         ['batch_normalization_163[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_163 (Conv2D)         (None, 6, 6, 128)            110592    ['activation_159[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_164 (B  (None, 6, 6, 128)            512       ['conv2d_163[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_160 (Activation  (None, 6, 6, 128)            0         ['batch_normalization_164[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_164 (Conv2D)         (None, 6, 6, 32)             36864     ['activation_160[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_53 (Concatenat  (None, 6, 6, 896)            0         ['concatenate_52[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_164[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_165 (B  (None, 6, 6, 896)            3584      ['concatenate_53[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_161 (Activation  (None, 6, 6, 896)            0         ['batch_normalization_165[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_165 (Conv2D)         (None, 6, 6, 128)            114688    ['activation_161[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_166 (B  (None, 6, 6, 128)            512       ['conv2d_165[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_162 (Activation  (None, 6, 6, 128)            0         ['batch_normalization_166[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_166 (Conv2D)         (None, 6, 6, 32)             36864     ['activation_162[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_54 (Concatenat  (None, 6, 6, 928)            0         ['concatenate_53[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_166[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_167 (B  (None, 6, 6, 928)            3712      ['concatenate_54[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_163 (Activation  (None, 6, 6, 928)            0         ['batch_normalization_167[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_167 (Conv2D)         (None, 6, 6, 128)            118784    ['activation_163[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_168 (B  (None, 6, 6, 128)            512       ['conv2d_167[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_164 (Activation  (None, 6, 6, 128)            0         ['batch_normalization_168[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_168 (Conv2D)         (None, 6, 6, 32)             36864     ['activation_164[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_55 (Concatenat  (None, 6, 6, 960)            0         ['concatenate_54[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_168[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_169 (B  (None, 6, 6, 960)            3840      ['concatenate_55[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_165 (Activation  (None, 6, 6, 960)            0         ['batch_normalization_169[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_169 (Conv2D)         (None, 6, 6, 128)            122880    ['activation_165[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_170 (B  (None, 6, 6, 128)            512       ['conv2d_169[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_166 (Activation  (None, 6, 6, 128)            0         ['batch_normalization_170[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_170 (Conv2D)         (None, 6, 6, 32)             36864     ['activation_166[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_56 (Concatenat  (None, 6, 6, 992)            0         ['concatenate_55[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_170[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_171 (B  (None, 6, 6, 992)            3968      ['concatenate_56[0][0]']      \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_167 (Activation  (None, 6, 6, 992)            0         ['batch_normalization_171[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_171 (Conv2D)         (None, 6, 6, 128)            126976    ['activation_167[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" batch_normalization_172 (B  (None, 6, 6, 128)            512       ['conv2d_171[0][0]']          \\n\",\n            \" atchNormalization)                                                                               \\n\",\n            \"                                                                                                  \\n\",\n            \" activation_168 (Activation  (None, 6, 6, 128)            0         ['batch_normalization_172[0][0\\n\",\n            \" )                                                                  ]']                           \\n\",\n            \"                                                                                                  \\n\",\n            \" conv2d_172 (Conv2D)         (None, 6, 6, 32)             36864     ['activation_168[0][0]']      \\n\",\n            \"                                                                                                  \\n\",\n            \" concatenate_57 (Concatenat  (None, 6, 6, 1024)           0         ['concatenate_56[0][0]',      \\n\",\n            \" e)                                                                  'conv2d_172[0][0]']          \\n\",\n            \"                                                                                                  \\n\",\n            \" global_average_pooling2d_1  (None, 1024)                 0         ['concatenate_57[0][0]']      \\n\",\n            \"  (GlobalAveragePooling2D)                                                                        \\n\",\n            \"                                                                                                  \\n\",\n            \" dense_1 (Dense)             (None, 1000)                 1025000   ['global_average_pooling2d_1[0\\n\",\n            \"                                                                    ][0]']                        \\n\",\n            \"                                                                                                  \\n\",\n            \"==================================================================================================\\n\",\n            \"Total params: 8058408 (30.74 MB)\\n\",\n            \"Trainable params: 7976808 (30.43 MB)\\n\",\n            \"Non-trainable params: 81600 (318.75 KB)\\n\",\n            \"__________________________________________________________________________________________________\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"#vgg16\"\n      ],\n      \"metadata\": {\n        \"id\": \"hXuZ1AkO0u4c\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"import tensorflow as tf\\n\",\n        \"from tensorflow.keras.layers import Input, Conv2D, MaxPooling2D, Flatten, Dense\\n\",\n        \"from tensorflow.keras.models import Model\\n\",\n        \"\\n\",\n        \"def build_vgg16():\\n\",\n        \"    input_layer = Input(shape=(224, 224, 3))\\n\",\n        \"\\n\",\n        \"    # Block 1\\n\",\n        \"    x = Conv2D(64, (3, 3), activation='relu', padding='same', name='block1_conv1')(input_layer)\\n\",\n        \"    x = Conv2D(64, (3, 3), activation='relu', padding='same', name='block1_conv2')(x)\\n\",\n        \"    x = MaxPooling2D((2, 2), strides=(2, 2), name='block1_pool')(x)\\n\",\n        \"\\n\",\n        \"    # Block 2\\n\",\n        \"    x = Conv2D(128, (3, 3), activation='relu', padding='same', name='block2_conv1')(x)\\n\",\n        \"    x = Conv2D(128, (3, 3), activation='relu', padding='same', name='block2_conv2')(x)\\n\",\n        \"    x = MaxPooling2D((2, 2), strides=(2, 2), name='block2_pool')(x)\\n\",\n        \"\\n\",\n        \"    # Block 3\\n\",\n        \"    x = Conv2D(256, (3, 3), activation='relu', padding='same', name='block3_conv1')(x)\\n\",\n        \"    x = Conv2D(256, (3, 3), activation='relu', padding='same', name='block3_conv2')(x)\\n\",\n        \"    x = Conv2D(256, (3, 3), activation='relu', padding='same', name='block3_conv3')(x)\\n\",\n        \"    x = MaxPooling2D((2, 2), strides=(2, 2), name='block3_pool')(x)\\n\",\n        \"\\n\",\n        \"    # Block 4\\n\",\n        \"    x = Conv2D(512, (3, 3), activation='relu', padding='same', name='block4_conv1')(x)\\n\",\n        \"    x = Conv2D(512, (3, 3), activation='relu', padding='same', name='block4_conv2')(x)\\n\",\n        \"    x = Conv2D(512, (3, 3), activation='relu', padding='same', name='block4_conv3')(x)\\n\",\n        \"    x = MaxPooling2D((2, 2), strides=(2, 2), name='block4_pool')(x)\\n\",\n        \"\\n\",\n        \"    # Block 5\\n\",\n        \"    x = Conv2D(512, (3, 3), activation='relu', padding='same', name='block5_conv1')(x)\\n\",\n        \"    x = Conv2D(512, (3, 3), activation='relu', padding='same', name='block5_conv2')(x)\\n\",\n        \"    x = Conv2D(512, (3, 3), activation='relu', padding='same', name='block5_conv3')(x)\\n\",\n        \"    x = MaxPooling2D((2, 2), strides=(2, 2), name='block5_pool')(x)\\n\",\n        \"\\n\",\n        \"    # Fully connected layers\\n\",\n        \"    x = Flatten(name='flatten')(x)\\n\",\n        \"    x = Dense(4096, activation='relu', name='fc1')(x)\\n\",\n        \"    x = Dense(4096, activation='relu', name='fc2')(x)\\n\",\n        \"    x = Dense(1000, activation='softmax', name='predictions')(x)\\n\",\n        \"\\n\",\n        \"    model = Model(inputs=input_layer, outputs=x, name='vgg16')\\n\",\n        \"\\n\",\n        \"    return model\\n\",\n        \"\\n\",\n        \"# Create the model\\n\",\n        \"vgg16_model = build_vgg16()\\n\",\n        \"\\n\",\n        \"# Print the model summary to see the layers\\n\",\n        \"vgg16_model.summary()\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"QR18G7kU09q_\",\n        \"outputId\": \"c425557c-b4e3-4226-da1f-dc939c7496fd\"\n      },\n      \"execution_count\": 3,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Model: \\\"vgg16\\\"\\n\",\n            \"_________________________________________________________________\\n\",\n            \" Layer (type)                Output Shape              Param #   \\n\",\n            \"=================================================================\\n\",\n            \" input_3 (InputLayer)        [(None, 224, 224, 3)]     0         \\n\",\n            \"                                                                 \\n\",\n            \" block1_conv1 (Conv2D)       (None, 224, 224, 64)      1792      \\n\",\n            \"                                                                 \\n\",\n            \" block1_conv2 (Conv2D)       (None, 224, 224, 64)      36928     \\n\",\n            \"                                                                 \\n\",\n            \" block1_pool (MaxPooling2D)  (None, 112, 112, 64)      0         \\n\",\n            \"                                                                 \\n\",\n            \" block2_conv1 (Conv2D)       (None, 112, 112, 128)     73856     \\n\",\n            \"                                                                 \\n\",\n            \" block2_conv2 (Conv2D)       (None, 112, 112, 128)     147584    \\n\",\n            \"                                                                 \\n\",\n            \" block2_pool (MaxPooling2D)  (None, 56, 56, 128)       0         \\n\",\n            \"                                                                 \\n\",\n            \" block3_conv1 (Conv2D)       (None, 56, 56, 256)       295168    \\n\",\n            \"                                                                 \\n\",\n            \" block3_conv2 (Conv2D)       (None, 56, 56, 256)       590080    \\n\",\n            \"                                                                 \\n\",\n            \" block3_conv3 (Conv2D)       (None, 56, 56, 256)       590080    \\n\",\n            \"                                                                 \\n\",\n            \" block3_pool (MaxPooling2D)  (None, 28, 28, 256)       0         \\n\",\n            \"                                                                 \\n\",\n            \" block4_conv1 (Conv2D)       (None, 28, 28, 512)       1180160   \\n\",\n            \"                                                                 \\n\",\n            \" block4_conv2 (Conv2D)       (None, 28, 28, 512)       2359808   \\n\",\n            \"                                                                 \\n\",\n            \" block4_conv3 (Conv2D)       (None, 28, 28, 512)       2359808   \\n\",\n            \"                                                                 \\n\",\n            \" block4_pool (MaxPooling2D)  (None, 14, 14, 512)       0         \\n\",\n            \"                                                                 \\n\",\n            \" block5_conv1 (Conv2D)       (None, 14, 14, 512)       2359808   \\n\",\n            \"                                                                 \\n\",\n            \" block5_conv2 (Conv2D)       (None, 14, 14, 512)       2359808   \\n\",\n            \"                                                                 \\n\",\n            \" block5_conv3 (Conv2D)       (None, 14, 14, 512)       2359808   \\n\",\n            \"                                                                 \\n\",\n            \" block5_pool (MaxPooling2D)  (None, 7, 7, 512)         0         \\n\",\n            \"                                                                 \\n\",\n            \" flatten (Flatten)           (None, 25088)             0         \\n\",\n            \"                                                                 \\n\",\n            \" fc1 (Dense)                 (None, 4096)              102764544 \\n\",\n            \"                                                                 \\n\",\n            \" fc2 (Dense)                 (None, 4096)              16781312  \\n\",\n            \"                                                                 \\n\",\n            \" predictions (Dense)         (None, 1000)              4097000   \\n\",\n            \"                                                                 \\n\",\n            \"=================================================================\\n\",\n            \"Total params: 138357544 (527.79 MB)\\n\",\n            \"Trainable params: 138357544 (527.79 MB)\\n\",\n            \"Non-trainable params: 0 (0.00 Byte)\\n\",\n            \"_________________________________________________________________\\n\"\n          ]\n        }\n      ]\n    }\n  ]\n}"
  },
  {
    "path": "Tematik_Egitimler/Derin_Ogrenme_ile_Goruntu_Isleme_Temmuz_2024/Goruntu_Isleme_Yapay_Sinir_Aglari_Derin_Ogrenme_Giris/YSA_Giris.ipynb",
    "content": "{\n  \"nbformat\": 4,\n  \"nbformat_minor\": 0,\n  \"metadata\": {\n    \"colab\": {\n      \"provenance\": []\n    },\n    \"kernelspec\": {\n      \"name\": \"python3\",\n      \"display_name\": \"Python 3\"\n    },\n    \"language_info\": {\n      \"name\": \"python\"\n    }\n  },\n  \"cells\": [\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"#Yapay sinir ağları Iris veri seti ile Uygulama\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"qQmN2drWFmIY\"\n      }\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Gerekli kütüphanelerin yüklenmesi\\n\",\n        \"\\n\",\n        \"**TensorFlow:** Google tarafından geliştirilen açık kaynaklı bir derin öğrenme kütüphanesidir. Derin öğrenme modellerini oluşturmak ve eğitmek için güçlü araçlar sunar.\\n\",\n        \"\\n\",\n        \"**Keras: **TensorFlow'un bir yüksek seviyeli API'sidir. Kullanıcı dostu ve hızlı bir şekilde derin öğrenme modelleri geliştirmeye olanak tanır. Keras, TensorFlow içinde yerleşik olarak bulunur ve TensorFlow'un arka ucunu kullanarak çalışır.\\n\",\n        \"\\n\",\n        \"*   **Sequential Model:** Bu model, katmanların sıralı bir şekilde eklenmesine olanak tanır. Kullanımı çok basittir ve katmanlar bir liste gibi eklenir.\\n\",\n        \"*   **Functional API:** Daha karmaşık modeller için kullanılır. Bu API, bir katmanın çıktısını diğer bir katmana girdi olarak verebilme esnekliği sağlar.\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"Keras kullanarak bir yapay sinir ağı oluşturmak oldukça basittir. *Sequential modeli*, katmanları sıralı olarak tanımlamamıza olanak tanır. *Dense katmanı* ise tam bağlantılı katmanları temsil eder.\\n\",\n        \"\\n\",\n        \"**scikit-learn:** Python'da makine öğrenimi için kullanılan popüler bir kütüphanedir. Veri ön işleme, model oluşturma, model eğitimi ve değerlendirme için çok sayıda araç sunar. Bu kütüphane, sınıflandırma, regresyon, kümeleme ve daha birçok makine öğrenimi algoritmasını içerir.\\n\",\n        \"\\n\",\n        \"Veri seti yüklemek, veriyi bölmek ve etiketleri dönüştürmek için kullanılır.\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"**Matplotlib:** Python'da veri görselleştirme için kullanılan bir kütüphanedir. Çeşitli grafik türlerini (çizgi grafikleri, çubuk grafikleri, histogramlar, vs.) oluşturmak için kullanılır.\"\n      ],\n      \"metadata\": {\n        \"id\": \"e8BZdoUkFy6z\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"!pip install tensorflow scikit-learn matplotlib\\n\",\n        \"\\n\",\n        \"import tensorflow as tf\\n\",\n        \"from tensorflow.keras.models import Sequential\\n\",\n        \"from tensorflow.keras.layers import Dense\\n\",\n        \"from sklearn.datasets import load_iris\\n\",\n        \"from sklearn.model_selection import train_test_split\\n\",\n        \"from sklearn.preprocessing import LabelBinarizer\\n\",\n        \"import matplotlib.pyplot as plt\\n\",\n        \"import pandas as pd\\n\",\n        \"import seaborn as sns\\n\",\n        \"from sklearn.datasets import load_iris\\n\",\n        \"import pandas as pd\"\n      ],\n      \"metadata\": {\n        \"id\": \"kwssiXH_FwCD\",\n        \"outputId\": \"859b5706-0816-41a8-ef98-372676886af0\",\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        }\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Requirement already satisfied: tensorflow in /usr/local/lib/python3.10/dist-packages (2.15.0)\\n\",\n            \"Requirement already satisfied: scikit-learn in /usr/local/lib/python3.10/dist-packages (1.2.2)\\n\",\n            \"Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (3.7.1)\\n\",\n            \"Requirement already satisfied: absl-py>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.4.0)\\n\",\n            \"Requirement already satisfied: astunparse>=1.6.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.6.3)\\n\",\n            \"Requirement already satisfied: flatbuffers>=23.5.26 in 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150\\n\",\n        \"* Sınıf Sayısı: 3 (Iris setosa, Iris versicolor, Iris virginica)\\n\",\n        \"* Özellik Sayısı: 4\\n\",\n        \"\\n\",\n        \"**Özellikler (Attributes)**\\n\",\n        \"* Sepal Length (cm): Çanak yaprak uzunluğu\\n\",\n        \"* Sepal Width (cm): Çanak yaprak genişliği\\n\",\n        \"* Petal Length (cm): Taç yaprak uzunluğu\\n\",\n        \"* Petal Width (cm): Taç yaprak genişliği\\n\",\n        \"\\n\",\n        \"**Sınıflar (Classes)**\\n\",\n        \"* Iris setosa\\n\",\n        \"* Iris versicolor\\n\",\n        \"* Iris virginica\"\n      ],\n      \"metadata\": {\n        \"id\": \"WtYogqDwF67f\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"iris = load_iris()\\n\",\n        \"data = iris.data\\n\",\n        \"labels = iris.target\"\n      ],\n      \"metadata\": {\n        \"id\": \"_eJ7idRqF-D-\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Veri seti görselleştirme\\n\",\n        \"Pairplot (Çiftli Grafik)\"\n      ],\n      \"metadata\": {\n        \"id\": \"8wbu5HLuJo9H\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Iris veri setini yükleyin\\n\",\n        \"iris_data = load_iris()\\n\",\n        \"iris = pd.DataFrame(data=iris_data.data, columns=iris_data.feature_names)\\n\",\n        \"iris['species'] = iris_data.target\\n\",\n        \"\\n\",\n        \"# Hedef değişkeni isimlendirin\\n\",\n        \"species_map = {0: 'setosa', 1: 'versicolor', 2: 'virginica'}\\n\",\n        \"iris['species'] = iris['species'].map(species_map)\\n\",\n        \"\\n\",\n        \"# Pairplot'u oluşturun\\n\",\n        \"sns.pairplot(iris, hue='species')\\n\",\n        \"\\n\",\n        \"# Grafiği gösterin\\n\",\n        \"plt.show()\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 1000\n        },\n        \"id\": \"U1A8uWKqtjzB\",\n        \"outputId\": \"a002ba2f-8e96-4206-d77b-d4346c9d0e29\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1117.75x1000 with 20 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Veri dönüşümü\"\n      ],\n      \"metadata\": {\n        \"id\": \"ciC2i6diGClz\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"lb = LabelBinarizer()\\n\",\n        \"labels = lb.fit_transform(labels)\"\n      ],\n      \"metadata\": {\n        \"id\": \"OFwY8j7bGG7f\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Eğitim Test verisi ayırma\"\n      ],\n      \"metadata\": {\n        \"id\": \"MnOrz21jGMxj\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"train_data, test_data, train_labels, test_labels = train_test_split(data, labels, test_size=0.2, random_state=42)\"\n      ],\n      \"metadata\": {\n        \"id\": \"zr4WPFNlGR7a\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## YSA Model Oluşturma\\n\",\n        \"\\n\",\n        \"Model başlatma -> model = Sequential()\\n\",\n        \"\\n\",\n        \"Katmanları Eklemek\\n\",\n        \"* İlk katmanımız Dense katmanı olacak ve relu aktivasyon fonksiyonunu kullanacak. İlk katman için input_dim argümanı ile giriş boyutunu belirtmeliyiz (iris veri setinde 4 özellik var)\\n\",\n        \"\\n\",\n        \"* Çıkış katmanı, sınıflandırma problemi için softmax aktivasyon fonksiyonunu kullanacak ve 3 sınıf (setosa, versicolor, virginica) için 3 nöron içerecek.\"\n      ],\n      \"metadata\": {\n        \"id\": \"bUbbnsQJGTwB\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"model = Sequential()\\n\",\n        \"model.add(Dense(10, input_dim=4, activation='relu'))\\n\",\n        \"model.add(Dense(3, activation='softmax'))\"\n      ],\n      \"metadata\": {\n        \"id\": \"W8Zmk6zBGWrS\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Model derleyin\\n\",\n        \"fit metodu, eğitim verilerini, etiketleri, epoch sayısını, batch boyutunu ve doğrulama verisini alır:\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"RuVQvAG6GYjm\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"model.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy'])\"\n      ],\n      \"metadata\": {\n        \"id\": \"H4f9iG6gGcEH\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Model Eğitimi\"\n      ],\n      \"metadata\": {\n        \"id\": \"BiivLHsDGhfz\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"history = model.fit(train_data, train_labels, epochs=50, batch_size=5, validation_data=(test_data, test_labels))\"\n      ],\n      \"metadata\": {\n        \"id\": \"FjNpcF9KGmRb\",\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"outputId\": \"407fa55f-3a58-4214-fd91-692882e1fcc8\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/50\\n\",\n            \"24/24 [==============================] - 1s 13ms/step - loss: 3.6922 - accuracy: 0.3333 - val_loss: 3.1815 - val_accuracy: 0.3333\\n\",\n            \"Epoch 2/50\\n\",\n            \"24/24 [==============================] - 0s 3ms/step - loss: 2.7347 - accuracy: 0.3333 - val_loss: 2.2535 - val_accuracy: 0.3333\\n\",\n            \"Epoch 3/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 1.9789 - accuracy: 0.3333 - val_loss: 1.5890 - val_accuracy: 0.3333\\n\",\n            \"Epoch 4/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 1.4714 - accuracy: 0.3417 - val_loss: 1.2148 - val_accuracy: 0.4667\\n\",\n            \"Epoch 5/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 1.1824 - accuracy: 0.4833 - val_loss: 1.0238 - val_accuracy: 0.6667\\n\",\n            \"Epoch 6/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 1.0145 - accuracy: 0.5833 - val_loss: 0.9253 - val_accuracy: 0.7000\\n\",\n            \"Epoch 7/50\\n\",\n            \"24/24 [==============================] - 0s 3ms/step - loss: 0.9335 - accuracy: 0.6250 - val_loss: 0.8794 - val_accuracy: 0.7000\\n\",\n            \"Epoch 8/50\\n\",\n            \"24/24 [==============================] - 0s 3ms/step - loss: 0.8927 - accuracy: 0.6750 - val_loss: 0.8599 - val_accuracy: 0.8000\\n\",\n            \"Epoch 9/50\\n\",\n            \"24/24 [==============================] - 0s 3ms/step - loss: 0.8721 - accuracy: 0.7000 - val_loss: 0.8432 - val_accuracy: 0.7667\\n\",\n            \"Epoch 10/50\\n\",\n            \"24/24 [==============================] - 0s 3ms/step - loss: 0.8551 - accuracy: 0.6833 - val_loss: 0.8315 - val_accuracy: 0.8000\\n\",\n            \"Epoch 11/50\\n\",\n            \"24/24 [==============================] - 0s 3ms/step - loss: 0.8395 - accuracy: 0.7000 - val_loss: 0.8164 - val_accuracy: 0.8000\\n\",\n            \"Epoch 12/50\\n\",\n            \"24/24 [==============================] - 0s 5ms/step - loss: 0.8256 - accuracy: 0.7083 - val_loss: 0.8025 - val_accuracy: 0.8000\\n\",\n            \"Epoch 13/50\\n\",\n            \"24/24 [==============================] - 0s 5ms/step - loss: 0.8107 - accuracy: 0.7167 - val_loss: 0.7879 - val_accuracy: 0.8000\\n\",\n            \"Epoch 14/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 0.7958 - accuracy: 0.7167 - val_loss: 0.7741 - val_accuracy: 0.8000\\n\",\n            \"Epoch 15/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 0.7804 - accuracy: 0.7333 - val_loss: 0.7581 - val_accuracy: 0.8000\\n\",\n            \"Epoch 16/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 0.7679 - accuracy: 0.7083 - val_loss: 0.7434 - val_accuracy: 0.8000\\n\",\n            \"Epoch 17/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 0.7531 - accuracy: 0.7333 - val_loss: 0.7307 - val_accuracy: 0.7667\\n\",\n            \"Epoch 18/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 0.7384 - accuracy: 0.7167 - val_loss: 0.7151 - val_accuracy: 0.8000\\n\",\n            \"Epoch 19/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 0.7254 - accuracy: 0.7000 - val_loss: 0.7031 - val_accuracy: 0.8000\\n\",\n            \"Epoch 20/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 0.7136 - accuracy: 0.7000 - val_loss: 0.6853 - val_accuracy: 0.8000\\n\",\n            \"Epoch 21/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 0.6957 - accuracy: 0.7333 - val_loss: 0.6762 - val_accuracy: 0.8333\\n\",\n            \"Epoch 22/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 0.6826 - accuracy: 0.7417 - val_loss: 0.6601 - val_accuracy: 0.8000\\n\",\n            \"Epoch 23/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 0.6721 - accuracy: 0.7417 - val_loss: 0.6475 - val_accuracy: 0.8000\\n\",\n            \"Epoch 24/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 0.6585 - accuracy: 0.7583 - val_loss: 0.6360 - val_accuracy: 0.7667\\n\",\n            \"Epoch 25/50\\n\",\n            \"24/24 [==============================] - 0s 3ms/step - loss: 0.6466 - accuracy: 0.7417 - val_loss: 0.6211 - val_accuracy: 0.8000\\n\",\n            \"Epoch 26/50\\n\",\n            \"24/24 [==============================] - 0s 3ms/step - loss: 0.6325 - accuracy: 0.7583 - val_loss: 0.6105 - val_accuracy: 0.8000\\n\",\n            \"Epoch 27/50\\n\",\n            \"24/24 [==============================] - 0s 3ms/step - loss: 0.6215 - accuracy: 0.7583 - val_loss: 0.6008 - val_accuracy: 0.8000\\n\",\n            \"Epoch 28/50\\n\",\n            \"24/24 [==============================] - 0s 3ms/step - loss: 0.6106 - accuracy: 0.7417 - val_loss: 0.5881 - val_accuracy: 0.8333\\n\",\n            \"Epoch 29/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 0.6025 - accuracy: 0.7667 - val_loss: 0.5790 - val_accuracy: 0.8333\\n\",\n            \"Epoch 30/50\\n\",\n            \"24/24 [==============================] - 0s 3ms/step - loss: 0.5906 - accuracy: 0.7750 - val_loss: 0.5689 - val_accuracy: 0.8333\\n\",\n            \"Epoch 31/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 0.5808 - accuracy: 0.7750 - val_loss: 0.5584 - val_accuracy: 0.8333\\n\",\n            \"Epoch 32/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 0.5719 - accuracy: 0.7750 - val_loss: 0.5495 - val_accuracy: 0.8667\\n\",\n            \"Epoch 33/50\\n\",\n            \"24/24 [==============================] - 0s 5ms/step - loss: 0.5693 - accuracy: 0.8417 - val_loss: 0.5432 - val_accuracy: 0.9000\\n\",\n            \"Epoch 34/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 0.5546 - accuracy: 0.7917 - val_loss: 0.5319 - val_accuracy: 0.8333\\n\",\n            \"Epoch 35/50\\n\",\n            \"24/24 [==============================] - 0s 3ms/step - loss: 0.5502 - accuracy: 0.7333 - val_loss: 0.5227 - val_accuracy: 0.8000\\n\",\n            \"Epoch 36/50\\n\",\n            \"24/24 [==============================] - 0s 3ms/step - loss: 0.5415 - accuracy: 0.7833 - val_loss: 0.5174 - val_accuracy: 0.9000\\n\",\n            \"Epoch 37/50\\n\",\n            \"24/24 [==============================] - 0s 3ms/step - loss: 0.5357 - accuracy: 0.8083 - val_loss: 0.5087 - val_accuracy: 0.8667\\n\",\n            \"Epoch 38/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 0.5262 - accuracy: 0.7917 - val_loss: 0.5029 - val_accuracy: 0.9333\\n\",\n            \"Epoch 39/50\\n\",\n            \"24/24 [==============================] - 0s 3ms/step - loss: 0.5192 - accuracy: 0.8000 - val_loss: 0.4973 - val_accuracy: 0.9000\\n\",\n            \"Epoch 40/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 0.5151 - accuracy: 0.8250 - val_loss: 0.4908 - val_accuracy: 0.9333\\n\",\n            \"Epoch 41/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 0.5133 - accuracy: 0.7583 - val_loss: 0.4829 - val_accuracy: 0.9000\\n\",\n            \"Epoch 42/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 0.5010 - accuracy: 0.8333 - val_loss: 0.4790 - val_accuracy: 0.9000\\n\",\n            \"Epoch 43/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 0.4955 - accuracy: 0.8250 - val_loss: 0.4730 - val_accuracy: 0.9000\\n\",\n            \"Epoch 44/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 0.4901 - accuracy: 0.8333 - val_loss: 0.4667 - val_accuracy: 0.9000\\n\",\n            \"Epoch 45/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 0.4851 - accuracy: 0.8250 - val_loss: 0.4618 - val_accuracy: 0.9333\\n\",\n            \"Epoch 46/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 0.4800 - accuracy: 0.8583 - val_loss: 0.4575 - val_accuracy: 0.9000\\n\",\n            \"Epoch 47/50\\n\",\n            \"24/24 [==============================] - 0s 3ms/step - loss: 0.4763 - accuracy: 0.8417 - val_loss: 0.4504 - val_accuracy: 0.9333\\n\",\n            \"Epoch 48/50\\n\",\n            \"24/24 [==============================] - 0s 4ms/step - loss: 0.4719 - accuracy: 0.8417 - val_loss: 0.4462 - val_accuracy: 0.9333\\n\",\n            \"Epoch 49/50\\n\",\n            \"24/24 [==============================] - 0s 5ms/step - loss: 0.4657 - accuracy: 0.8500 - val_loss: 0.4412 - val_accuracy: 0.9333\\n\",\n            \"Epoch 50/50\\n\",\n            \"24/24 [==============================] - 0s 5ms/step - loss: 0.4616 - accuracy: 0.8667 - val_loss: 0.4377 - val_accuracy: 0.9333\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Modeli Değerlendirme\\n\",\n        \"\\n\",\n        \"evaluate metodu, modelin test verisi üzerindeki performansını değerlendirir ve kayıp ile doğruluğu hesaplar.\"\n      ],\n      \"metadata\": {\n        \"id\": \"kcDIHmjuGdA7\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"loss, accuracy = model.evaluate(test_data, test_labels)\\n\",\n        \"print(f'Test Loss: {loss}')\\n\",\n        \"print(f'Test Accuracy: {accuracy}')\"\n      ],\n      \"metadata\": {\n        \"id\": \"oQGVnKG-GgDP\",\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"outputId\": \"60fb1fe7-0fac-412f-ca71-e5fe144d4fa9\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"1/1 [==============================] - 0s 153ms/step - loss: 0.4377 - accuracy: 0.9333\\n\",\n            \"Test Loss: 0.4377463757991791\\n\",\n            \"Test Accuracy: 0.9333333373069763\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Görselleştirme\"\n      ],\n      \"metadata\": {\n        \"id\": \"pTTFifp2GttT\"\n      }\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Eğitim ve doğrulama kaybını görselleştirme\"\n      ],\n      \"metadata\": {\n        \"id\": \"END2FdCcGv76\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"plt.plot(history.history['loss'], label='Training Loss')\\n\",\n        \"plt.plot(history.history['val_loss'], label='Validation Loss')\\n\",\n        \"plt.xlabel('Epochs')\\n\",\n        \"plt.ylabel('Loss')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"id\": \"qLVA9udIGzVL\",\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 449\n        },\n        \"outputId\": \"63571428-31b4-45f7-a9a6-f05d74cfedf8\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Eğitim ve doğrulama doğruluğunu görselleştirme\"\n      ],\n      \"metadata\": {\n        \"id\": \"e592907tG1wE\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"plt.plot(history.history['accuracy'], label='Training Accuracy')\\n\",\n        \"plt.plot(history.history['val_accuracy'], label='Validation Accuracy')\\n\",\n        \"plt.xlabel('Epochs')\\n\",\n        \"plt.ylabel('Accuracy')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"id\": \"QwWt0iOEHExL\",\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 449\n        },\n        \"outputId\": \"090f305d-4d98-4ea9-bab3-9062f1aec262\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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m2RIIbYVURERFs3bqVtLQ00tPT2bZtG3369LF2s6ymX79+KIrCsWPHaN++vbWbI0TN0ufbNOpZ9vu9nwU0au9M4qGS7yUdhsO/qNvl9X7oNbpJLeynK4Ats6vT4upLPgr/rlK39dO+y9MwBpr0Lb/d+qCv82jwCTNrM22NBDdCCCFqB/1MqcblBDfBraDtUHVb39uht/l99WubuyGkTeX30s+c2rMU0mt4xezrbX4fUKDVnRDarvLj9b03e7+GtIvF+89uVXtuHJyh11OWaKlNkeBGCCGE9V2LV18aR4ioYBVwfe/G4V+KF8JMOQ6Hfip6v5JeG73GvaFhD9Dmw1YrrRaeekItzgfFwVZlGvdUl2XQ5sPW2cX79UNynR4C3wZmbaYtkuBGCCGE9emHpOp3BFfv8o8LaQOt70JdCLOo92bTLIp7P4wcztVoigOK3YshI6ni4y1h8wdqcb4Wt0GYCWvbGdq9FNITihfadHCCXk9bpKm2xurBzZw5c2jcuDFubm7ExMSUqDVyo4KCAt544w2aNWuGm5sbUVFRrF69ugZbK4QQwiL0Q1Ll5dtcT987c+gnOPoHHPqh5H5jNb0ZGnSFwlzYVsO9N5dPqUX5oHhpCGM16QMR3UGbp7bbsNTESHWpCWHd4GblypVMmzaNGTNmsGfPHqKiohg8eHC5CzG+/PLLfPHFF3z66accPnyYxx9/nGHDhrF3794abrkQQgizKqt4X3nCOkDLOwAFvhtd1Ptxq9rrYwqNBvq+oG7/swgyU0w7vzq2fKhO624+CMKjTTtXo4F+Rbk3O+fDqdiSS00I6xbxi4mJoWvXrnz22WeAWsAtIiKCKVOm8MILL5Q6vn79+rz00ktMmjTJsO/ee+/F3d2db775xqh7ShG/8vXr14+OHTsye/ZsABo3bsxTTz3FU089Ve45Go2GVatWlarCaypzXUcYp67/rtcp6ZfgfBy0Gap+KFramU3gHmBccqxe+iX4sLVax+b5s+DmW/k5l/bBl32Lvx+/zvQgAdTaMPP7q8sVtLzDtJXHq0pXAOvfVmvtjP0bIrqafg1FgYWD4ELRelsdR8HQz83bzlrGlCJ+TjXUplLy8/PZvXs306dPN+xzcHBg4MCBhvV/bpSXl1fqH2J3d3e2bNlS7n3y8vLIy8szfJ+enl7Nltc+Q4YMoaCgoMwhus2bNxsWmezQoYNJ1921a1epVa+r67XXXuPnn39m3759JfYnJCTg7+9v1nuVJycnh/DwcBwcHLh48SKurq41cl8hapxOB9/eD0mHYMQ30HqIZe+XdgG+GgrOHvDUAfAIMO48fa9NaAfjAhtQe2la3KouNFmV3g89jUadgbR8hLr8wbHfq3adqmjWv2qBDRS3+9v7Si60KQArBjepqalotVpCQkJK7A8JCeHo0aNlnjN48GA+/PBD+vTpQ7NmzYiNjeWnn35Cq9WWe5+ZM2fy+uuvm7Xttc3YsWO59957uXDhAg0alMySX7x4MV26dDE5sAF1ZeyaEhpac5U0f/zxR9q2bYuiKPz888+MGDGixu59I0VR0Gq1ODlZ7a+isGdH/6cGNqCuqm3p4CbhgDrUkp8BOz6H/i8bd55hCrgRQ1LXu/Mj2N4cuk807bwbtRgMg94onn1VE5xcoefU6l2j+UC4bZa66ne9ZuZpl71QrOTixYsKoGzbtq3E/v/7v/9TunXrVuY5ycnJyt133604ODgojo6OSosWLZQnnnhCcXNzK/c+ubm5SlpamuF1/vx5BVDS0tJKHZuTk6McPnxYycnJqd4PV8MKCgqUkJAQ5c033yyxPyMjQ/Hy8lLmzp2rpKamKg888IBSv359xd3dXWnXrp2ybNmyEsf37dtXmTp1quH7Ro0aKR999JHh++PHjyu9e/dWXF1dldatWyt//fWXAiirVq0yHPPcc88pkZGRiru7u9KkSRPl5ZdfVvLz8xVFUZTFixcrQInX4sWLFUVRSl3nwIEDys0336y4ubkpAQEByvjx45WMjAzD+2PGjFHuvvtuZdasWUpoaKgSEBCgPPHEE4Z7VaRfv37KvHnzlLlz5yqDBg0q9f6hQ4eUO+64Q/H29la8vLyUXr16KSdPnjS8v3DhQqVNmzaKi4uLEhoaqkyaNElRFEU5c+aMAih79+41HHv16lUFUNavX68oiqKsX79eAZQ//vhD6dy5s+Ls7KysX79eOXnypHLXXXcpwcHBiqenp9KlSxdl7dq1JdqVm5urPPfcc0qDBg0UFxcXpVmzZsqCBQsUnU6nNGvWTJk1a1aJ4/fu3asAyokTJ0r9jLb6uy5MoNMpyuc9FWWGj/r6tKvl77npg+L7vd1AUbKvGHfeJ9HqOUd+t2z7hE1LS0sr9/P7RlZLKA4MDMTR0ZGkpJLT75KSksr9X3xQUBA///wzWVlZnDt3jqNHj+Ll5UXTpk3LPB7A1dUVHx+fEi+TKArkZ1nnZWQ6lJOTE6NHj2bJkiUo153z/fffo9VqGTlyJLm5uURHR/P7779z6NAhJkyYwMMPP1zh7LTr6XQ67rnnHlxcXIiLi2PevHk8//zzpY7z9vZmyZIlHD58mI8//pj58+fz0Ufq+i0jRozgmWeeoW3btiQkJJCQkFBmr0lWVhaDBw/G39+fXbt28f333/P3338zefLkEsetX7+eU6dOsX79epYuXcqSJUtYsmRJhT/HqVOn2L59O8OHD2f48OFs3ryZc+fOGd6/ePEiffr0wdXVlXXr1rF7924ee+wxCgsLAZg7dy6TJk1iwoQJHDx4kF9//ZXmzZsb9Qyv98ILL/DOO+9w5MgROnToQGZmJrfffjuxsbHs3buXW2+9lSFDhhAfX1xiffTo0SxfvpxPPvmEI0eO8MUXX+Dl5YVGo+Gxxx5j8eLFJe6xePFi+vTpU6X2CTtw7E9IOgjORUPLqccsnzCbcqx4Oy8d4r6o/JyMJLh8AtBAox4Wa5qoW6zWF+7i4kJ0dDSxsbGGJFKdTkdsbGypD7Ebubm5ER4eTkFBAT/++CPDhw+3XEMLsuHt+pa7fkVevAQuxuW8PPbYY8yaNYuNGzfSr18/QP1wu/fee/H19cXX15dnny1eSG7KlCmsWbOG7777jm7dupVz1WJ///03R48eZc2aNdSvrz6Pt99+m9tuu63EcS+/XNwN3bhxY5599llWrFjBc889h7u7O15eXjg5OVU4DLVs2TJyc3P56quvDDk/n332GUOGDOHdd981DGX6+/vz2Wef4ejoSKtWrbjjjjuIjY1l/Pjx5V570aJF3HbbbYb8nsGDB7N48WJee+01QC1N4Ovry4oVK3B2dgagRYsWhvP/+9//8swzzzB1anF3cteupo+Zv/HGGwwaNMjwfUBAAFFRxXUu3nzzTVatWsWvv/7K5MmTOX78ON999x1r165l4MCBACWC+kceeYRXX32VnTt30q1bNwoKCli2bBnvv/++yW0TduD6BRRj/gPH10Dyv+raTfoKv5aQUpRS0O4+dXr2js/VIaOK8mj060mFtAP3msm7E/bPqlPBp02bxvz581m6dClHjhxh4sSJZGVl8eijjwLq/1SvTziOi4vjp59+4vTp02zevJlbb70VnU7Hc88ZWdnRjrVq1YqbbrqJRYsWAXDy5Ek2b97M2LFjAdBqtbz55pu0b9+egIAAvLy8WLNmTYmegYocOXKEiIgIQ2AD0KNH6f9lrVy5kp49exIaGoqXlxcvv/yy0fe4/l5RUVElkpl79uyJTqfj2LHi/xm2bdsWR0dHw/dhYWHllhEA9RksXbqUhx56yLDvoYceYsmSJeh0OgD27dtH7969DYHN9ZKTk7l06RIDBgww6ecpS5cuXUp8n5mZybPPPkvr1q3x8/PDy8uLI0eOGJ7dvn37cHR0pG/fvmVdjvr163PHHXcY/vx/++038vLyuP/++6vdVmGDTqyFhH1qr02PycXLGZwtf/JFtel0kHpc3e77PAS1gtw02PllxeedrWTJBSGqwKpZjCNGjCAlJYVXX32VxMREOnbsyOrVqw3/M4+Pj8fBoTj+ys3N5eWXX+b06dN4eXlx++238/XXX+Pn52e5Rjp7qD0o1uDsUfkx1xk7dixTpkxhzpw5LF68mGbNmhk+DGfNmsXHH3/M7Nmzad++PZ6enjz11FPk5+ebrbnbt29n1KhRvP766wwePNjQA/LBBx+Y7R7XuzEA0Wg0hiClLGvWrOHixYulhsK0Wi2xsbEMGjQId3f3cs+v6D3A8Lt6/dBgQUFBmcfeOAvt2WefZe3atbz//vs0b94cd3d37rvvPsOfT2X3Bhg3bhwPP/wwH330EYsXL2bEiBF4eJj2OyTsgKLAxnfU7a5j1WTTRj3VIEPfS2IJaefVnm5HFwhoqhbU+3EsbJ8DMY+XX3VY3yZjivcJYSSrT9GYPHlyucNQGzZsKPF93759OXz4cA206joajdFDQ9Y2fPhwpk6dyrJly/jqq6+YOHEimqK6Flu3buXuu+829FrodDqOHz9OmzZGLDAHtG7dmvPnz5OQkEBYmLra7I4dO0ocs23bNho1asRLL71k2Hd9Pguow5EVzW7T32vJkiVkZWUZgoCtW7fi4OBAy5YtjWpvWRYuXMgDDzxQon0Ab731FgsXLmTQoEF06NCBpUuXUlBQUCp48vb2pnHjxsTGxnLzzTeXur5+dllCQgKdOnUCKDXlvTxbt27lkUceYdiwYYDak3P27FnD++3bt0en07Fx40bDsNSNbr/9djw9PZk7dy6rV69m06ZNRt1b2JlTsXBxNzi5w01T1H36wCH5MGRdVgMec9Pn29SLBEcnaDsMNsyEyyfVQnO9p5U+Jyu1eChLghthRlZffkGYj5eXFyNGjGD69OkkJCTwyCOPGN6LjIxk7dq1bNu2jSNHjvCf//ynVDJ3RQYOHEiLFi0YM2YM+/fvZ/PmzaWChMjISOLj41mxYgWnTp3ik08+YdWqVSWOady4MWfOnGHfvn2kpqaWqEGkN2rUKNzc3BgzZgyHDh1i/fr1TJkyhYcffrhU6QBjpaSk8NtvvzFmzBjatWtX4jV69Gh+/vlnrly5wuTJk0lPT+eBBx7gn3/+4cSJE3z99deG4bDXXnuNDz74gE8++YQTJ06wZ88ePv30U0DtXenevbshUXjjxo0lcpAqEhkZyU8//cS+ffvYv38/Dz74YIleqMaNGzNmzBgee+wxfv75Z86cOcOGDRv47rvvDMc4OjryyCOPMH36dCIjI8scNhR2TlFgQ1GuTZfHwCtY3fYKUoeJAOK3Webe+iAlqOg/IA6OxcshbP8M8jJLn6PvtQluY5mAS9RZEtzYmbFjx3L16lUGDx5cIj/m5ZdfpnPnzgwePJh+/foRGhpqUjVgBwcHVq1aRU5ODt26dWPcuHG89dZbJY656667ePrpp5k8eTIdO3Zk27ZtvPLKKyWOuffee7n11lu5+eabCQoKYvny5aXu5eHhwZo1a7hy5Qpdu3blvvvuY8CAAYZK1lWhT04uK19mwIABhirX9erVY926dWRmZtK3b1+io6OZP3++oRdnzJgxzJ49m88//5y2bdty5513cuLECcO1Fi1aRGFhIdHR0Tz11FP897//Nap9H374If7+/tx0000MGTKEwYMH07lz5xLHzJ07l/vuu48nnniCVq1aMX78eLKyskocM3bsWPLz8w15a6KOObMRLuwEJzfo+WTJ9/Q9I2ctNDSl77nRB1GgJhYHNIXsy+ryBjc6K0NSwjKsuvyCNcjyC8Kebd68mQEDBnD+/PkKe7nkd91OLb5d7Q2JeRxue7fke4d+hB8eU1fNftwCicXz+6vDYcO/gjZ3F+/f+y388gR4BsHUA+ByXR7Y3J5qkcH7l6jDWEJUwJTlF6TnRgg7kJeXx4ULF3jttde4//77qzx8J2zYmc1qYOPoUnbl20ZF1X8TD0HOVfPeW1HK7rkB6DAc/BpBVgrsXlK8P/sKJP1b1DbpuRHmJcGNEHZg+fLlNGrUiGvXrvHee+9ZuznCGvR1bTqPBp8yanN5h0C95oAC8TtKv18d6RchPxMcnNRhqOs5Oheve7R1NhTkqNvx29W2BLYozg0SwkwkuBHCDjzyyCNotVp2795NeHi4tZsjatq5bXB2Mzg4Q8+nyj+ukYXq3eiTies1V4OZG0WNBN8IyEyCPV8VtUHybYTlSHAjhBC2bmNRb12nUeAXUf5x+oUpzR7c6IekyinV4OQCvZ5Wt7d8BAW5ajB2fZuEMCMJbspQx3KsRR0kv+N25PxOOL1eHRLqVUYtmevpe0kSD6jVg83FMA28VfnHdHoIfMIhIwF2zIHEgyXbJIQZSXBzHf103+zsbCu3RAjL0v+Ol7XMhLAx+lybqJHg36jiY33Dwb8xKDqIjzNfGyrruQFwci3uvVn/NqCo+Tk+YeZrhxBFrF6huDZxdHTEz8/PsD6Rh4eHocKvEPZAURSys7NJTk7Gz8+vxNpcwgZd2A0n/waNY9kVgMvSuBdcPQvntkCLW6rfBkUxrucGoNPDsOl9yEwsbouwO5l5hXi5Wje8kODmBvrVqitagFEIW+fn51fhyuzCRmwqyrXpMKL0LKXyNOoFe78xXzG/zCR1iEvjUDQbqwLObtDrKVj9QnFbhF25cDWbB77cwegejZjQp5nV2iHBzQ00Gg1hYWEEBweXu+ihELbM2dlZemzswaV9cHy1GlTop1obQ7/69qW96pIIrl7Va4e+1yagqTr0VJnoR9TFNLMvQ9OyV7kXtunStRwenB/Hhas5LIuL56HujfBwsU6YIcFNORwdHeUDQAhRe+lnSLW7DwIr6TG5nl9D8G0IafFwPg6al16SxCTlFe8rj7M7jF8PBVngLb2H9iIxLZeR83cQfyWbhgEeLJ/Q3WqBDUhCsRBC2J6EA3Dsd0BTvDilKfS9N+fMMDR144KZxvAKUhObhV1ITlcDm3OXs4kIcGf5hO6E+bpbtU0S3AghhK3ZNEv92u4eCGph+vnmXETT1J4bYVZ5hVoKtDqr3T85I5cH5u/gTGoW4X7uLB/fnXA/6wY2IMGNEELYlqTDcORXdbsqvTZQ3HNzcTfkV7P0RVV6boRZXM7Mo9e76xk8exMJaTk1fv/UzDwenB/H6ZQs6vu6sWJCdxr4e1R+Yg2Q4EYIIWyJvtemzd0Q3Lpq1/BvAt71QVcAF3ZWvS2ZKWpiMBqoF1n164gqWbDlDCkZeZxOyWLklztISs+tsXtfzsxj1Pw4TiZnEurjxvIJ3YkIqB2BDUhwI4QQtiP5KPy7St3u81zVr6PRFPfeVGdoSt9r498YXGrPB1tdcDUrn6+2nQXAx82Js5ezGfnlDpJrIMC5kpXPqAVxHEvKINjbleUTutOonqfF72sKCW6EEMJWbH4fUKDVnRDarnrX0hfQq05SsbHF+4TZLdp6hqx8La3DfPj9yd6E+7lzOjWLkfN3kJKRZ7H7XsvO56EFcRxNzCCoKLBpEli7AhuQ4EYIIWxD6gk49KO63bcavTZ6+gJ6F/5RF7KsCmOWXRBml5ZdwJKtZwGYOqA5EQEeLB/fnfq+bpxKyeLB+TtIzTR/gJOcnstDC+M4nJBOoJcLy8fH0CyomnWSLESCGyGEsAWbP1DXhGpxG4RFVf969ZqBVwho8+DiP1W7hvTcWMXibWfIyCukZYg3t7RRawU1rOfBsvHdCfVx40RyJg8tiONKVr5Z7peSkcd//3eY3u+t59DFdOp5urBsfHeaB3ub5fqWIMGNEELUdpdPwYHv1G1z9NqAmndT3Snh0nNT49JzC1i05QwATw6IxMGheP3DxoGeLBsfQ7C3K0cTMxi1II6r1QhwrmTlM/PPI/R5bz0Ltpwhr1BH54Z+LJ/QnRYhtTewAQluhBCi9tv8IShaiLwFwjub77qGYn5bTD83+wpkFa3BF1iFWjuiSpZuPUt6biGRwV7c1q50heemQV4sG9+dQC9XjiSk89DCOK5lmxbgXM3K573VR+n17jq+2HianAItURF+LH2sGz9OvKnWBzYgyy8IIUTtdvUs7F+ubldnhlRZ9Hk353dBYT44uRh/rr7Xxrdh9denEkbJzCtkQVGvzeT+zUv02lyvebAXy8fHMHL+Dv69lM7DC3fyzbgYfN2dK7x+WnYBC7ecZtHWs2TmFQLQPtyXpwdFcnPLYDSasu9XG0lwI4QQtZm+16ZZf4joavLpaw8n8dv+S7x5dzt8PW74cAtqCR6BkJ0Kl/ZAw+7GX1iK99W4r7afJS2ngKaBntzZoX6Fx0aGePPtuO6MnL+DgxfTuHX2JoJ93Co853RyJhlFQU3rMB+mDWrBwNa2FdToSXAjhBC11bV42LdM3e77fJUuMfPPI5xOyaJlqDeTbr5hgU2NBhrdpFY8PrvZxOBG8m1qUlZeIQs2F/faOJbTa3O9lqHefDsuhgfn7yAhLZeEtMpnxbUM8ebpQZHc0ia03J4hWyDBjRBC1FZbZqtVhJv0MS3wKJKckcvplCwA/jyUUDq4AbXezZFf1aRiU5ZzkJlSNerbuHNcycqncT0P7oqquNfmeq3DfFj3TD/2xF+t9FhvN2e6NPK36aBGT4IbIYSojdIuwt6v1e2+L1TpEjvPXDFsH7qYTvzlbBrWu6GSsH7G1PmdoC0Ax4rzMgxkwcwak5Ov5ctNpwGYdHNznBxNmwvk7+nCgNYhlmharSXBjRDCOIV5oHEExzr6z4aiQPpFtdZMTdj0Pmjz1aRf/awmE8WdvlLi+z8PJfCfvs1KHhTcBtz9IecqXNpnXF5PbhpkXFK3q7IquY3S6RQAs/RspOUUVJrgq/dt3DlSM/OJCHBnaKfwat+7Lqij/0oJIUySdgG+6KvmV4z5HzjUwSoSP08snrVUk6pR1ybuzGUAejUPZMvJVP44lFg6uHFwUHtvjv4PTq83LrhJOa5+9a4Pbr5Vbp+teWTJLnaeuczD3Rvxn77NCPRyNfkau89d4cO1x9l68jIxTQKYNqgFMU3rlXt8boGWL/S9Nv2a42xir01dJU9JCFG5LR+pM2rObYVjf1i7NTUv6d/iwMbJreZe7e5T822q4HJmHseTMgF45c42aDSw//w1LlzNLn1wqzvUrzvnQ34Z79+oDs6UupyZx6bjKeQW6Ji/+Qy9313PO38eNboK8N74q4xetJN7525n60k16Iw7c4URX+5g1IId/HP2SpnnrdgZT0pGHuF+7tzTuYHZfh57Jz03QoiKpV+CPV8Vf7/xXfXD0Aanh1bZplnq1zZDYfhSqzbFWPp8mxYhXrQM9aZr4wB2nrnC6kOJjOvdtOTB7e+HDTPV2Vl7lkL3iRVfvA4mE++NvwZAqI8bwT6uHLiQxryNp/h6+1ke7dmEcb2b4OdRuk7QwQtpfPT3cdYdVQseOjpouD+6AcO7RvDTngus3HWerScvs/XkdnpHBvL0oBZ0bugPqL02czeeAmBiv2a4OEl/hLHkSQkhKrb1YzX3o34ncPaExANwfI21W1Vzko/Cvz+r26bMJrKyuKLgJqaJOuRxR/swAP48lFj6YEdn6P2Mur1lduULaeqDm+A6FNycV2cb9WkRyC+TerJgdBfahPmQla/ls/Un6f3uej5ae5y0nAIA/r2Uxril/zDksy2sO5qMgwbui27A+mf68c69Hejc0J//Dm3P+mf7MbJbBE4OGjafSOWez7fx6OKdHLhwje93XyApPY8wXzfu7yK9NqaQnhshRPkyEmH3EnV74Gtwaj1sna323rQYXDd6bza/DyjQ6k4IbWft1hhtx2l16COmaQAAt7YLZcav/7L73FUS03IJ9b2hoFvUg7BxFqRfUHvqYiaUf3Ebmiml0yms/jeRqAg/wv3cq3wdfc9Np4b+aDQaBrYJYUDrYNb8m8Tsv49zNDGDj2NPsHjrGaIi/Nh8IhUABw0M7RjOlAGRNAn0LHXdBv4ezLynAxP7NufTdSf4ae9F1h9LYf2xFFyLemom9muGq5NjldteF0nPjRCifNs+hcJciIiBJn2hx2Rw9lCr2Z7829qts7zUE3DoR3XbXAtW1oBr2fkcS8oAoFsTNbgJ8XGjSyN1uGP1oYTSJzm5QO+n1e0tH6mz48qSlwFp59VtG1hT6vMNJ3ni2z0898P+Kl9Dq1PYf/4aAJ0a+hn2azQabm0Xyh9P9ubzUZ2JDPYiPbeQzSdS0Wjgrqj6/PV0Xz4c0bHMwOZ6Det5MOv+KP6e1pd7OoXjoIG8Qh3B3q4M7xJR5bbXVRLcCCHKlpkMuxaq232fU3tpvIKgy2Pqvg3vqNOj7dmm99Wp3y1vh7Aoa7fGaDvPXEFRoGmQJ8HexT00txUNTf1xsIyhKYBOD6szoDIuwd5vyj4mtWimlFcIeASYs9lmdzwpg09iTwKw68xVcgu0VbrOieQMsvK1eLo4EhlcetFIBwcNt7cPY/VTffhkZCce69mENUXbzYNNW3erSaAnH47oyNppfZnYrxlzH4rGzVl6bUwlwY0QomzbPoXCHAiPhmYDivff9KQ6k+fiP+rUYXt1+RQc/E7dtqFcGyidb6N3a9Eq0rvOXSE5vYy8GidX6PWUur3lI3UxzRvZyLILhVod//fDAfK1al2ifK3OqCq9ZdEPSUVF+FW47IGjg4a7ourz6pA21V45u1mQF8/f2oroot42YRoJboQQpWWlwq4F6nbf50vm1niHXNd786799t5s/lDttYm8BcI7W7s1JtHXt+netGTPSrifOx0j/FAUWPNvOb03nceAV6g69LR/Wen3bWSm1KKtZ9h//hrerk70KKojc2NRQ2PtLQqKrh+SErWbBDdCiNK2z4GCbAjrqH643+imJ8HRFc7vgDObarx5Fnf1bHFdmz62k2sDkJ5bwOFL6QB0L6M43O3t1d6bcoemnN2g51R1e/MH6pIM17OBnpvTKZl88Jc6fPbyna25M0odjtMHfaYyJBNHSC+KrZDgRghRUvYV2Pmlun1jr42eTxhEj1G3N75Xc22rKZs/BEULzfobV7G3Fvnn7BV0CjSu50GIj1up929rV/xBn5pZTtJw9CPgGaTWvTmwsuR7tbznRqdTeP7HA+QV6ugdGcjwLhGG4bm98ddMzrtJyyngRLJaDLGj9NzYDAluhBAl7ZgL+ZkQ0h5a3lb+cT2fAkcXOLcFzm6pseZZ3LV42Fc0HFPFBSutST/0cmO+jV5EgAcdGviiU+Cvf5PKvoiLh9o7B0VrXBWq2/nZcPWcul1Lg5uvtp9l19mreLo4MvOe9mg0GpoFeRLo5Upeoc4w68lYBy6oxzcM8KjScgvCOiS4EUIUy7kKcfPUbf0MqfL4hkOnh9Rte+q92fIR6ArUqe8NY6zdGpPt0CcTNy1/JpO+9+bPsqaE63UdCx714OoZOPi9uu/yCUBR93sGmqvJZnP+SjbvrlaHzV64rRUN/NUV0DUaDTFFU+LjzpiWd7Pn3DUAOkuvjU2R4EYIUSzuC8hLV1eKbnVn5cf3mgYOznBmI8TvsHz7LC3tAuz5Wt3u+7x121IFmXmFHLqYBlDhYoy3Fc2a2nbqMlfLWxvJxRNumqJub5oFOq3ZivdpdQoFWvOurq4o6nBUToGWmCYBjIppVOJ9fbBnat6NvjJxp4aSb2NLJLgRQqhy02DH5+p2n/8zbuVvvwjo+KC6vfFdy7Wtpmz9WO21adQLGve0dmtM9s/ZK2h1Cg383Susxts40JM2YT5odQprD5czNAXQdRy4+8OVU3DoJ7MsmJlboOW+edvoMTOWfSYOEVVk+c7zbDt1GTdnB969twMON0zZ1g/T7T53lfxC4wIrRVGuq0zsZ7a2CsuT4EYIodr5pRrgBLaENncbf17vaaBxhFPr4Pwuy7XP0tITYHfRopg2VI34euXVtymLftbU7wcrGJpy9YYek9TtTbMg6bC6XY2em09iT7A3/hqpmfk8vDCOgxfSqnwtvUvXcnj7jyMAPHtLSxqXUQ04MtiLAE8Xcgt0HLx4zajrnknNIi2nAFcnB1qF+lS7naLmWD24mTNnDo0bN8bNzY2YmBh27txZ4fGzZ8+mZcuWuLu7ExERwdNPP01ubiWLvAkhKpaXoU7/hqJeGxMqovo3hqiR6vYmG8692fYJaPMgojs06WPt1lRJ3A3rSVVEX61468lU0rILyj+w2wRw84XUY3CiaMHUKvbcHLyQxhebTgNqJd6M3EIeWhhnGEqrCkVReHHVQTLzCunc0I9HezYp8zgHBw3dGqvPZYeR9W70vTbtw31lRW4bY9U/rZUrVzJt2jRmzJjBnj17iIqKYvDgwSQnJ5d5/LJly3jhhReYMWMGR44cYeHChaxcuZIXX3yxhlsuhJ3ZtUBNJq7XHNrdY/r5+t6bE3/BxT3mb5+lZSTBP4vU7X7lTH+v5bLzCzlQ1AvS3Yiem2ZBXrQK9aZQp7D2SAVDU26+0P0JdVspGs6pQs9NfqGO//thP1qdwpCo+vw2pRedG/qRllPAQwvjDLV5TPXTnotsOJaCi5MD790XVWEF4eK8GyODm/NSvM9WWXVV8A8//JDx48fz6KOPAjBv3jx+//13Fi1axAsvlJ6CuW3bNnr27MmDD6pj/I0bN2bkyJHExcXVaLtFOa6eheQj0OLW6n04aAtg37eQW7V/7GxC034Q1qF617h8Co79WfyBUx3bPlW/mtpro1evGXQYrha++/N5aD2k4uM9g6DDCOPyesqj06pTtnOqVlK/hPjt6gKhDbpC05urfz0r2HPuGoU6hTBfNyICjFv9+rZ2YRxNzODPgwncF92g/ANjHld79vLSwc1PXVfKRJ9vOMnRxAwCPF14bUgbvFydWPpYNx5euJN9568xasEOlk/obtLwz/kr2bz+278APDUwstJ1nAx5N2evUKjV4eRY8e/f9SuBC9titeAmPz+f3bt3M336dMM+BwcHBg4cyPbt28s856abbuKbb75h586ddOvWjdOnT/PHH3/w8MMPl3ufvLw88vKKC1Wlp9vxB6a1rXpc/ZC4dyG0v6/q19n6Max703ztqo3cA+CpA2pOQ1XotLBsRNHUXDPxbwLtqvHn1vsZteDbhZ3qqzK6Aug8uur3i5sHa8zca1te0UIboJ8FFNMkAI2RP8Pt7UP56O/jbD6RSnpuAT5uzmUf6O6nBjib3oOQtiY/oyMJ6Xy2Tl3A8vW72lKvqF6Mt5szX43txsML4th/IY1R8+NYPqF7pesyJafn8vmGUyzbGU9+oY724b5M6N200na0CvXG192ZtJwCDl1Kp2OEX7nHZucXcjRRXVldem5sj9WCm9TUVLRaLSEhJf8HEBISwtGjR8s858EHHyQ1NZVevXqhKAqFhYU8/vjjFQ5LzZw5k9dff92sbRdl0Gnh0l51e+O70HZY1XoA8jJg+2fqduQtaj0Ne3N6o7rq8q4F0Ovpql3j0E9qYOPmq65YXV0OjhD9GDhW45+EwEgYOhdOb6j4uPSL6pINm95Xc3Ucy/lArUhBjhoEg7qop1ew6de4UXBraD6w+texEn3xvrKWXChPZIg3zYO9OJmcybojyQztFF7+wb2nqb8nLQab1K5CrY7nfjhAoU5hcNsQ7uwQVuJ9HzdnvnoshlELd3DoYjoPzt/BigndaV7G6tspGXl8sfEUX+84R17RjKcujfz5YHhUpb0woObddG0cwN9Hkog7fbnC4ObghTS0OoVQHzfCfI3rCRO1h1WHpUy1YcMG3n77bT7//HNiYmI4efIkU6dO5c033+SVV14p85zp06czbdo0w/fp6elERETUVJPrjmvxarc+QOpxOPwztLvX9Ovocz8CmsEDy6v3YVtb7VsOPz+uDgV1m6DWEzGFTqvOXAG1DkltWrE66gH1VZH8bPi4A1w7Bwe+g06jTL/P7qWQmQS+DWHkCnByqVp77URugdYwrbqi+jZlub1dKJ+sO8kfBxMqDm6c3aGf6RWbv9x8moMX0/B1d+bNu9uV2avk6+HMN2NjeHB+HIcT0hk5P44VE7rTLEgdZrqSlc8Xm07x1bZz5BQtn9CpoR/TBrWgV/NAo3uqQF1M9O8jScSducJ/+jYr97i9Rc9Tem1sk9USigMDA3F0dCQpqWQiW1JSEqGhoWWe88orr/Dwww8zbtw42rdvz7Bhw3j77beZOXMmOl3ZeQeurq74+PiUeAkL0Bf30ts4C8r5MylXflbJ3A97DGwA2t+vDgFlXy5OYjXF4V/UmStuvtDtP+Zvn6W5eBQXh9t8XWl/YxXkwtbZ6nbvp+t8YANqbki+VkewtyuN63mYdK5+1tSG4ylk5pn4Z1GJk8kZzP5bHTp99c42BJex1pWen4cL346LoVWoNykZeYz8cgd746/y3uqj9Hp3HV9sPE1OgZaoBr4sebQrP028id6RQSYFNlCcd7PrjFoTqDx7zkkysS2zWnDj4uJCdHQ0sbGxhn06nY7Y2Fh69OhR5jnZ2dk43JCA6OioDn0oSvm/pKIG6It7NR8Err6QcgSO/mbaNf5ZpH7g+zdWAwB75egEfZ5Vt7d+ovZkGEunK+616T4J3Gw0WO9SVNr/ymk49KNp5+79GjISwKcBdKxCr48dMuTbNK1n8od9q1BvmgR6kl+oY93RsmeqVoVWp/DcDwfIL9TRr2UQ93SuoFeoiL+nGuC0CPEiOSOPYZ9v4/MNp8jO19Iu3IeFY7rw86Se9GsZbPLPqdemvg/erk5k5BWWO0NLURRDz01nSSa2SVadCj5t2jTmz5/P0qVLOXLkCBMnTiQrK8swe2r06NElEo6HDBnC3LlzWbFiBWfOnGHt2rW88sorDBkyxBDkCCvR99xExED3x9Xtje8Z33uTn61+0AP0ftZ+e230OowAv4aQlQy7lxh/3tHfIPkwuPpAjA322ui5ekGPyeq2vrS/MQrz1LWfAHo9BU6ykCFcv1hm5fVtbqTRaLi1aDmG2IqmhJtoybaz7Im/hrerk2EBS2PU83Ll23HdDTOfWof58OXD0fw2uRcDWodUOajRc3TQ0NWwzlTZSzFcvJZDSkYeTg4a2oX7Vut+wjqs+gkyYsQIUlJSePXVV0lMTKRjx46sXr3akGQcHx9foqfm5ZdfRqPR8PLLL3Px4kWCgoIYMmQIb731lrV+BKF3fVn2xr1g++eQdAiO/QGtjVijaPcS9YPet2HlORv2wNFZnV3021R1iKXLo2pOQ0V0uuIFKmMeV2ew2LJu49XCeZdPwL+rjJtht+9bNSHZOww6lT9Lsi7JK9SyJ14dQuluRPG+stzcMpi5G06x6XgKWp1SYa0YY5xNzWLWGvXfhBfvaG1yQm6Qtyu/TOrJ8aQMohr4lVpKobpimgSw7mgyO05fYVwZs6z0U8Db1PfBzVn+42yLrF5ycfLkyZw7d468vDzi4uKIiSlehXfDhg0sWbLE8L2TkxMzZszg5MmT5OTkEB8fz5w5c/Dz86v5hotiilJyQT2PAIiZoH6/8V31/YoU5FyXQzGtarNnbFHUg+AboSbG6hdrrMjxP9WA0cUbuk+0fPsszdVbHVoD43r5CvNh84fqds+nwLn8/I26ZP/5NPIKdQR6uRgScE3VqaEf3q5OXM0uqFa1YACdTl3AMrdAR8/m9Xiga9UmcHi6OtGpob/ZAxsoTrredfYKujLybgz1bSqYTSVqN6sHN8IOpF2Agix1deiAotLn3SeBsyckHoDjayo+f8/X6gd8XcuhcHIpngq+5SN1yKU8ilK8MGXMBDWAtAcx15X2P/JLxcceWAFp59UCctFjaqZ9NkC/5EI3E+rb3MjZ0YFekYEAbDyeUq32fLsznrgzV/BwceSdezpUexjJEtrV98HTxZG0nAJDLZvryUrgtk+CG1F9+l6bes2Le10866nDDgAb3ym/9+b6HIq6OPOl00PgXV+te7O3gt6b42sgYb8aMOp7O+zB9aX9K5phpy1Q6+IA9Jxa+RBeHWLKYpkV6dsiCIANx6qeVHw1K593ihawfP7WVkQEmDZzq6Y4OToQ3bjsvJu8Qi3/XlQTjWWmlO2S4EZUX4r6j1mpxfR6TAZnD7W438m/yz537zfqB7t3/bqZQ+HkWtx7s/kjdejlRtf32nQbpwaO9iTmP2qCdPK/cOz3so858J1aF8czCKIfrdn21WIFWh27i6YsG7NYZkX6FAU3+85f41p2Gb+HRvjrcCJZ+VpahnjzcPdG1WqPpemTr+NuWETz8KV08rU6AjxdaFhLgzNROQluRPUZkolvWEzPKwi6PKZubyij96YwX2a+gLoEgVcopF+A/ctKv38yFi7tUQPFHlNqvn2W5u5fPPOrrBwtbaFaDwfU+jgu8oGjd+BCGjkFWvw8nGlRRkVfU9T3c6dFiBc6BbacTK3SNX4/mAjAXR3rWyRXxpz0ydc7z14pUUrk+nyb2jikJowjwY2oPv2wVHAZKwXf9CQ4ucHFf+D0+pLv7V9WlEMRCp3rcA6Fs5sa3AFs/kAdgtFTFHVYD9RA0SuoxptXI7o/AS5ekHhQXQz0eod+VOvhuAeo9XGEgX5IpVvjALMEE/qhqY3HTM+7uZadz7aioOi2dmUXYq1N2of74ebswJWsfE4kZxr2S2Vi+2DnxUSExd04U+pG3iHqh/KOz2HDu+qKyxqN+gG++QP1mJ5TZeZL5zHqTKBr8bB/BXQuGqI7vR4u7FIDxJuetG4bLckjQM3R2vKR2nvT8jb196TEUhOT1fo4Ni4jt4D/HUggI7eg8oMr8dv+BMC09aQq0rdFMPM3n2Hj8RQURTGp52Lt4SQKdQqtQr1pWsVZWzXJxcmBLo0C2HIylbjTlw2LdRZXJpZkYlsmwY2onowEyEsHjaO6HlRZbnoSdi2E8zvUBROb9lVXj74WX5RD8UiNNrlWcvGAnk/CXy+rQzBRI9VFCjcU5dpEP6oGivasx2SI+wIS9sGJtdDiFrX+zeUT4OYHXcdbu4XVkpVXyJJtZ5m/+TTXsqsf2FzPXMFNl8b+uDs7kpyRx9HEDFqHGV8B+89D6pDUbe3CKjmy9ohpogY3O85c4eEejUlOz+XitRw0GujQQIr32TIJbkT16PNt6jUrf6aTT5g6dXfnl2o9k0Y9i2e+3PSk5FDodXkMtsyGq2fh4PfgG64GhI6uau+WvfMMhK7j1MJ+G9+F5gOKixb2mGyzS01k5xfy9fZzfLHpNFey1ETdpkGeFa5IbYrWoT60qW+eZ+Pm7EiPZvVYdzSZjcdTjA5u0nML2HxCHcq6vX3tH5LS09e7iTt9pcSSCy1DvPF2qyP1tuyUBDeiegxDUi0rPq7nU2oV4nNb4Pen4eoZdW2hrpJDYeDiqSbM/j1DHYrxLvqQiB6jBoh1wU1TYOd8NUfrf0+p9W9cfYuLQtqQ3AIt3+w4x7yNp0jNVIOaJoGeTB0QyZCo+tWuAmwpfVsEse5oMhuOJfN4BatmXy/2SBIFWoXIYC8iQ6qX2FyToiJ8cXVyIDUzj1MpWcXJxJJvY/MkuBHVU95MqRv5hqtTvf9ZCHu+UvfdNEX9QBfFuo6DrR/DlVPqy9FFDQzrCq/gohytOcW/J90nqvVwbERugZblO+P5fMMpUjLUwowNAzx4ckAkQzvWx8mxds/j6NdSTSr+5+xVMvMK8XKt/GPij6JZUvoVxm2Fq5MjnRr6seP0FeLOXGZv0TIWnSIk38bW1e6/ZaL2qyiZ+Ea9nlarGIM6/bfrOMu1y1a5ekGP64r0dXpIDQzrkp5PqkNxULTUxOPWbY8Jdp+7Sr9ZG3j9t8OkZOTRwN+d9+7tQOwzfbkvukGtD2wAGtXzpHE9Dwp1imH2U0Uy8woNVY1taUhKT1/8cNvJyxy4oC49IT03tq/2/00TtZeiQHI5BfzK4hdRnDzc62l1bSFRWrcJ4Bms1rXRF/irS7xDi6tb3zRFDYRtQGZeIU8u30tiei71fd14e1h71j3Tj+FdI3C2gaDmeoYp4UYsxbDuaDL5hTqaBnrS0oaGpPT0xQ//OpxIToEWb1enKq/RJWoPGZYSVZeVArnXQOOgLr1gjFvfUWcChXe2aNNsmpsP/GcTaPPAr6G1W2Mdg96AtsOgvu38nrz751EuXsshIsCd1VP74GnEcE5t1bdlEEu3nzNqSvgfB9Tp6Le1D7XJonedG/rj4uhAvlZd+qNjQ/OvQi5qnm39d0LULvp8G//Gxq/14+gEDaLVGiaifD5h6nOtqxwcoUEXcLCNf6J2nL7M1zvOAfDOPR1sOrABdWq5i6MDF67mcDo1q9zjsvIKWV+0FpUtTQG/npuzI1ERxTldshK4fbDtv4HCukzJtxHCRLkFWtycHc1yndTMClZcLxLk7Yqrk+n3y8nX8vyPBwAY2a0hPZsHmnyN2sbDxYluRTVgNhxLKXeYZsOxFPIKdTQM8KCtmaajW0P3pvXYdVaK99kTCW5E1RlmShmRbyOEkRRF4b+/H2HJtrNM6teMpwe1qPJwx+5zVxi39B+uGlE0L9DLhcWPdKO9icXb3v/rGOcuZxPm68b02+0n0O/bIogtJ1PZeDyFsb2alHnMH4fUIanb24fZ5JCUXkyTenzKSQCz1R8S1mUbfb6idpKeG2FmiqLwxv8Os3DLGbQ6hU/WneSjv09U6Vp7468yZtEurmYX4OyowdXJodyXk4OG1Mx8HloYx7+X0oy+x+5zV1m09QwAb9/THh87KvzWt2hKeNzpy+QWaEu9n5OvZf1RdUjKFmdJXa9rE396NQ9kZLcI/D3LKUYqbIr03IiqM2WmlBCVUBSFt/84wuKtZwG4o0MYvx9I4JPYEzhqNEwdGGn0tfafv8bohTvJzCuke9MAFj3SFQ+X8v+5y8gtYPSineyNv8ZDC+JYNr57pdV5cwu0PPfDfhQF7u3cgJtbBhvdPlsQGexFmK8bCWm57Dh9mX43/Hwbj6eQna8l3M+d9uG2U4eoLK5OjnwzLsbazRBmJD03omqyUiG7qAZGYAvrtkXYPEVReGf1UeZvLuoFGdaeOQ925sWiYZ6P/j7OnPUnjbrWoYtpPLwwjoy8Qro1DmDhmIoDGwBvN2eWPtaNqAa+XM0uYNSCOI4lZlR4zsexJziVkkWQtyuv3NnaqLbZEo1GYyjoV9aU8D8NQ1K2OUtK2DcJbkTV6Iek/BpKlWFRLYqi8P5fx/hi42kA3hzajgdj1CnwE/o04/lb1QBn1ppjzN1wqsJr/XspjVEL4kjPLaRLI38WPdrV6JlLPm7OfDU2hvbhvlzJyufB+Ts4kVR2gHPgwjW+3KS2962h7fDzsM+hjPLq3eQWaIk9UjRLysaqEou6QYIbUTXGLrsgRCU++vsEc9arQctrQ9rwcPdGJd6f2K8Zz96i9g6+u/oo84uCihsdSUjnoQVxpOUU0KmhH4sf7WrU0gHX83V35uux3Whb34fLWfmMnB/HyeTMEsfkF+p47ocDaHUKQ6Lqc0tb2843qchNzQNxdNBwOiWL81eyDfu3nEglM6+QMF83Ojbws14DhSiHBDeiaoxdMFOICnz89wk+iVUThl++ozWP9Cx7Vs7k/pE8PVANcN764wgLt5wp8f6xxAxGLYjjanYBURF+LH2sW5VXdfbzcOGbsTG0DvMhNTOPB+fv4HRKcYDz+YaTHE3MIMDThdeGtKnSPWyFj5sz0UVTozdc13ujnyV1a7tQKXgnaiUJbkTVSM+NqKY560/y0d/HAXjx9laM6920wuOnDozkyf5qJew3/3eYpdvOAnAiKYMH5+/gSlY+7cN9+eqxbtWeteTv6cK342JoFepNckYeI+fv4GxqFkcS0vlsnZr78/pdbann5Vqt+9gC/aypjcfU4CavUMvaw0kA3CFDUqKWktlSompkGriohrkbTjFrjfo79PytrZjQp5lR5z09qAWFOoXPN5xixq//kpqZx/Kd57mclU/b+j58PbYbvu7mmY4d4OnCN+NiGPnlDk4kZzJy/g583Z0p1CkMbhvCnR3qxgd73xZBzFpzjG2nUskv1LHt5GUycgsJ9nalsxS8E7WUBDfCdDlXITNR3ZaZUqLIuctZzN1wiiOVzDLS6nQcupgOwLO3tGBiP+MCG1Bn8Pzf4JZoFYUvNp7m06JelNZhPnwzNsbsib2BXq4sG9+dB77czqmULBLScvF1d+bNu9vVmRlCbcJ8CPRyITUzn3/OXeGPg0VrScmQlKjFJLgRpktRhxLwaaAu8ijqtPNXsvl03Ql+3HMRrU4x+rypAyKZ3N/42jV6Go2GF25thVarsGDLGVqFevPtuBiLFV8L8nZl+fjuPPDlDk6nZvHaXW0I9nGzyL1qIwcHDX0ig/hp70VijyTzV9GQlMySErWZBDfCdLLsggAuXsvhs3Un+f6f8xQWBTX9WgYxoksELk4Vp/OF+rrRtn7VC79pNBpeuqM190Y3oEmgp1nWoKpIsI8bf0ztzYWr2TQP9rbovWqjvi3V4OabHefIK9QR6OVC18YB1m6WEOWS4EaYTvJt6rSEtBzmrD/Jyl3nKdCqQU3vyECeGtiC6EY1l4Oh0WgqrSJsTm7OjnUysAHoHRmERgN5hToABrcNxVGGpEQtJsGNMJ303JTLXCtZF2rVDxEnx9ozoTE5PZfPN5xiWVw8+UXtu6lZPZ4e1EL+F2/nAjxd6NDAj/3nrwHqQplC1GYS3AjTSc9NmZbFxfP6b//yYExDZgxpW+XrZOUVcv+87VzOymPxI91oU9/6eU2XruVw+yebuVa0una3JgE8PbAFPZrVs3LLRE3p2yKI/eevEeDpQkwTCWZF7VZ7/lsobENuOqRfULeDZKaU3spd8by46iB5hToWbz3LhmPJVb7WrDXHOJyQTlJ6HqMW7OBoYroZW1o1czec4lp2Ac2CPPl2XAwrJ3SXwKaOuT+6AZHBXky+uXmt6lEUoizyGypMk6pWk8UrFNylxgXA9/+c54WfDgLQJFBdZ+vFnw6SkVtg8rV2nrnCkqLidE0CPdVFHOfHcbycNY5qQmJaLit3nQfgv0Pb07N5YJ2ZBi2KRQR4sHZaXx7rVXYVaSFqEwluhGlSjqhfJd8GgJ/2XOC5Hw+gKDCmRyN+f7IXjep5cCktl3f+PGrStXILtDz/4wEARnSJ4OcnetIuXF3j6MH5OziZbJ0AZ97GU+RrdXRrHED3pjIcIYSo/SS4EaaRZRcMftl3kWe/34+iwEPdG/LaXW3xcHHinXs6APBtXDzbTqYafb0P1x7nTGoWIT6uvHhHa3w9nPlmbAxtwnxIzVQXcTyVkln5hcwoOT2X5TvjAXhyQKT02AghbIIEN8I0smAmAL/tv8TTK/ehU2Bkt4a8cVdxxdoezerxUPeGADz/0wGy8wsrvd7e+Kss2Kyudv32sPaGJQT8PIrXOErJUBdxPJOaZaGfqrQvN50mr1BH54Z+9GwuOTZCCNsgwY0wjfTc8MfBBJ4qCmyGd2nAW0PblSpD/8JtrQn3c+f8lRzDGkrlySvU8twPB9ApMKxTOANah5R4X7+IY4sQL5LS8xj55Q7OXbZ8gJOSkcc3cecAmDqwhfTaCCFshgQ3wnj5WXBNHaKoq8HN6kOJPLl8L1qdwr2dG/DOPR3KXF/Hy9WJmfe0B2DJtrP8c/ZKudf8NPYkJ5IzCfRy4dU725R5TD0vV74d153mwV4kpucy8ssdnL+SbZ4fqhwLNp8mt0BHVIQffSIDLXovIYQwJwluhPFSi9aU8ggEz7o3RPHXv4lMXraHQp3CsE7hvHdf2YGNXp8WQQzv0gBFged+OEBugbbUMYcupjF34ykA3ry7XYXrIwV5u7JsfAxNgzy5lJbLA1/u4MJVywQ4lzPz+Gp7Ua/NgObSayOEsClSxE8Yzw6L913Jymf+5tNsP3WZypZ8PHwpjUKdwl1R9Xn//iijys+/dEcbNhxL4XRqFh/9fZzpt7U2vFeg1fF/PxxAq1O4vX2oUQsRBnu7GRZxPJOaxcj5O1gxoQfhfu6VnmuKhVvOkFOgpV24Dze3DDbrtYUQwtIkuBHGs6NlF65lq0HNkq1nycov3aNSnjvah/HhcOMCGwBfd2feGtae8V/9w/xNp7m9XRhREX4AzNtwiiMJ6fh7OPP6Xe2MbkOIjxrgjPhyO+cuZ/Pg/B2smNCdMF/zBDjXsvNZWlRr58n+MkNKCGF7JLgRxrODnpu07AIWbjnNoq1nycxTZzG1C/dhbK8m+Lg5V3iuj7sz0Q39KxyKKsugNiHc3bE+v+y7xP/9sJ/fpvTibGo2n6xTCyK+dldbgrxdTbpmqO+NAU4cKyZ0J8THzaTrlGXRljNk5WtpHebDoDYhlZ8ghBC1jAQ3wng23HOTnlvA4i1nWbDlNBm5alDTOsyHpwdGMqhNiMV7J2YMacvWk6kcT8rk479PsPVkKgVahYGtg7krqn6Vrlnfz10NcL64bohqfHeCqxHgpGUXsHjrWUBybYQQtksSioVxCnLg6ll124Z6bjLzCpmz/iS9313PR38fJyO3kBYhXswd1Znfp/TilrahNfIBHuDpwht3q0NPn284xf4LaXi7OfHfoe2rdf8G/h6smNCdcD93Tqdk8eCCOFIy8qp8vcXbzpCRV0jLEG9uaRNa5esIIYQ1SXAjjHP5JCg6cPMDr9qfYJqVV8jcDafo/e46Zq05RlpOAc2DvfjswU6sntqH29qHmTy8VF23tw/jtnbFAcMrd7Yh1Lf6w0gRAR4sGx9DmK8bJ5MzGbVgB5czTQ9w0nMLWLTlDABTBjSv8ecjhBDmIsNSwjjX59vU4qGKnHwt3+w4x7yNp7iclQ+oC1A+NTCSOzvUNzoR2FLeuLsd8VeyaRnqzf3RDcx23Ub1PA05OMeTMhm1II5l47sTUMHU8ht9te0s6bmFNA/24rZ2lc/cEkKI2qpW9NzMmTOHxo0b4+bmRkxMDDt37iz32H79+qHRaEq97rjjjhpscR1Uy/Ntcgu0LNxyht7vreetP45wOSufRvU8+OD+KNY+3Ye7O4ZbPbABtVbN70/25sPhHc0+HNY4UA1wgrxdOZqYwagFcVzLzjfq3My8Qhboe236N68Vz0oIIarK6j03K1euZNq0acybN4+YmBhmz57N4MGDOXbsGMHBpYc/fvrpJ/Lzi//Bvnz5MlFRUdx///012ey6Rx/cBLeu+LgalleoZcXO88xZf5LkolyTBv7uPDkgkmGdwnF2rBXxe41pGuRlqINzJCFd7cEZ1x1fj4pngn29/RzXsgtoGujJnR2qluAshBC1hUZRlMpql1lUTEwMXbt25bPPPgNAp9MRERHBlClTeOGFFyo9f/bs2bz66qskJCTg6elZ6fHp6en4+vqSlpaGj49PtdtvFw7/AlfPVXzMjs8hIwEeXgXN+lf5Vpl5haw/msyA1sF4uFQ9tlYUhe/+Oc/sv0+QkJYLQLifO5P7N+fezg1wcapbQc2NTiRl8MCXO7iclU+7cJ9KZ2TN23iaK1n5fDg8ins6m2+4TAghzMWUz2+r9tzk5+eze/dupk+fbtjn4ODAwIED2b59u1HXWLhwIQ888EC5gU1eXh55ecXJlenp6dVrtL05sRa+G2388UFV77nR6RTGLd3FjtNXiG7kz9LHuuHlavqvoKIovLv6GPOKli0I9XFjUv/mDO/SAFcnxyq3z55EhnizbHx3Rs7fwaGL6Ry6WPnvfaN6HlWeli6EELWJVYOb1NRUtFotISElC4WFhIRw9OjRSs/fuXMnhw4dYuHCheUeM3PmTF5//fVqt9UuKQpseEfdbtAN6jWr+PgGXcGn6ommy3bGs+O0uoDk7nNXeXTxTpY82g1PEwIcRVF4/6/iwObZW1owrndT3JwlqLlRy1BvvvtPD5ZsO0N2JVWYnRw0PBjTCKc6NownhLBPVs+5qY6FCxfSvn17unXrVu4x06dPZ9q0aYbv09PTiYiIqInm1X6n1sHFf8DJHR741qJTvC9czWbmH0cAGBXTkF/3X2LX2as8tmQXix/tavQQ1Ud/n2DOejWweW1IGx7p2cRibbYHzYO9+O/Q9tZuhhBC1Cir/jctMDAQR0dHkpKSSuxPSkoiNLTiAmJZWVmsWLGCsWPHVnicq6srPj4+JV4Ctddm47vqdpfHLBrYKIrC9J8OkpWvpUsjf968ux1fj43B29WJuDNXGLvkH3KMWN/p479P8EmsumTBy3e0lsBGCCFEmawa3Li4uBAdHU1sbKxhn06nIzY2lh49elR47vfff09eXh4PPfSQpZtpn85sgvNx4OgKPZ+06K2+332BzSdScXFy4N37OuDgoKFjhB9LHuuGp4sj209fZvxX/5BbUH6AM2f9ST76+zgAL97einG9m1q0zUIIIWyX1QfYp02bxvz581m6dClHjhxh4sSJZGVl8eijjwIwevToEgnHegsXLmTo0KHUq1evpptsHza+p36NfgS8LVdmPzEtlzf/dxiAaYNa0CzIy/CePqnYw8WRLSdTmfD17jIDnLkbTjFrjVpE8PlbWzGhTyW5QUIIIeo0q+fcjBgxgpSUFF599VUSExPp2LEjq1evNiQZx8fH4+BQMgY7duwYW7Zs4a+//rJGk23f2S1wbgs4ukDPqRa7jaIovLTqIBm5hUQ18GVcr9LDSF0aB7D4ka48sngXm46nMPGb3cx7ONow62n+ptO8u1pNLn/2lhZM7CeBjRBCiIpZvc5NTZM6N8DSu+DMRugyFu780GK3+WXfRaau2Iezo4b/TelNy1Dvco/dfuoyjy7ZSW6BjgGtgpn7UDRf7zhn6PV5emALpg6MtFhbhRBC1G6mfH5bfVhK1LD4HWpg4+AMvZ622G1SMvKY8eu/AEzpH1lhYAPQo1k9Fo7piquTA7FHk7nrsy2GwObJ/s0lsBFCCGE0CW7qGv0MqU6jwM9yU+Jn/HqIa9kFtAnzMXooqWfzQOaP7oKLkwNHEzMAeKJfM54e1MJi7RRCCGF/TA5uGjduzBtvvEF8fLwl2iMs6fwutbaNgxP0mlb58VX0x8EE/jiYiKODhvfu62DS+k59WgQxf3QXmgR68vTAFvzf4JZmX2BSCCGEfTM5uHnqqaf46aefaNq0KYMGDWLFihUlljcQtdimohlSUQ+AfyOL3OJqVj6v/nIIgIl9m9Eu3Nfka/RtEcT6Z/sxdWCkBDZCCCFMVqXgZt++fezcuZPWrVszZcoUwsLCmDx5Mnv27LFEG4U5XNwDJ/4CjSP0fsZit3n9t39JzcwnMtiLKQOaW+w+QgghRHmqnHPTuXNnPvnkEy5dusSMGTNYsGABXbt2pWPHjixatIg6Ngmr9ts0S/3aYTgEWKYA3t+Hk/h53yUcNPDefR1kEUshhBBWUeU6NwUFBaxatYrFixezdu1aunfvztixY7lw4QIvvvgif//9N8uWLTNnW0VVJeyHY3+AxgF6P2ux27y3Rq1HM653Uzo19LfYfYQQQoiKmBzc7Nmzh8WLF7N8+XIcHBwYPXo0H330Ea1atTIcM2zYMLp27WrWhopq0FcjbncfBFpmqOhEUgbHkzJxdtQw6WYZjhJCCGE9Jgc3Xbt2ZdCgQcydO5ehQ4fi7Oxc6pgmTZrwwAMPmKWBopoSD8HR/wEa6GO5Xps/DyUC0DsyCF/30r8TQgghRE0xObg5ffo0jRpVPNPG09OTxYsXV7lRwoz0uTZth0FQS4vd5o+DCQDc1s5y61QJIYQQxjA5oTg5OZm4uLhS++Pi4vjnn3/M0ihhJinH4PAv6naf/7PYbU6nZHI0MQMnBw2D2oRY7D5CCCGEMUwObiZNmsT58+dL7b948SKTJk0yS6OEmZxaByjQbACEtLHYbfRDUjc1D8TPw8Vi9xFCCCGMYXJwc/jwYTp37lxqf6dOnTh8+LBZGiXMJCtF/VrPsitp64ekbpchKSGEELWAycGNq6srSUlJpfYnJCTg5FTlmeXCErJS1a8egRa7xbnLWfx7KR1HBw23tJXgRgghhPWZHNzccsstTJ8+nbS0NMO+a9eu8eKLLzJo0CCzNk5UU/Zl9atnPYvdQj8k1aNpPQI8ZUhKCCGE9Znc1fL+++/Tp08fGjVqRKdOnQDYt28fISEhfP3112ZvoKiGGui5+VM/S6q99NoIIYSoHUwObsLDwzlw4ADffvst+/fvx93dnUcffZSRI0eWWfNGWFF2UXDjaZng5sLVbPZfSMNBA7e0keBGCCFE7VClJBlPT08mTJhg7rYIc7Nwz83qoiGpbk0CCPJ2tcg9hBBCCFNVOQP48OHDxMfHk5+fX2L/XXfdVe1GCTPQFkDuNXXbQj03hllS7cMscn0hhBCiKqpUoXjYsGEcPHgQjUZjWP1bo9EAoNVqzdtCUTXZV4o2NOBu/kUsL13LYU/8NTQaGCyzpIQQQtQiJs+Wmjp1Kk2aNCE5ORkPDw/+/fdfNm3aRJcuXdiwYYMFmiiqRJ9v4xEADo5mv7x+SKpLI39CfNzMfn0hhBCiqkzuudm+fTvr1q0jMDAQBwcHHBwc6NWrFzNnzuTJJ59k7969lminMJU+38YzyCKX//OQfi0pGZISQghRu5jcc6PVavH29gYgMDCQS5cuAdCoUSOOHTtm3taJqsu2XDJxUnou/5y7CsgUcCGEELWPyT037dq1Y//+/TRp0oSYmBjee+89XFxc+PLLL2natKkl2iiqIstyBfzW/JuIokDnhn6E+bqb/fpCCCFEdZgc3Lz88stkZWUB8MYbb3DnnXfSu3dv6tWrx8qVK83eQFFFFuy5kVlSQgghajOTg5vBgwcbtps3b87Ro0e5cuUK/v7+hhlTohbIskwBv5SMPHaeUWdi3SoLZQohhKiFTMq5KSgowMnJiUOHDpXYHxAQIIFNbWOhnps1/yaiUyCqgS8N/D3Mem0hhBDCHEwKbpydnWnYsKHUsrEFFsq5McySkiEpIYQQtZTJs6VeeuklXnzxRa5cuVL5wcJ6LNBzczkzjx2n1T/322UKuBBCiFrK5Jybzz77jJMnT1K/fn0aNWqEp6dniff37NljtsaJarBAzs3aw0lodQrtwn1oWE+GpIQQQtROJgc3Q4cOtUAzhFnptJBT1LNmxp6bP4qqEkvhPiGEELWZycHNjBkzLNEOYU45V0HRqdseAWa55LXsfLadVHuDbpNZUkIIIWoxk3NuhA3QD0m5+YGjs1ku+dfhJAp1Cq1CvWka5GWWawohhBCWYHLPjYODQ4XTvmUmVS2Qbf58mz+lcJ8QQggbYXJws2rVqhLfFxQUsHfvXpYuXcrrr79utoaJasgy70ypy5l5bJEhKSGEEDbC5ODm7rvvLrXvvvvuo23btqxcuZKxY8eapWGiGszcc/PTnosUaBXah/sSGeJtlmsKIYQQlmK2nJvu3bsTGxtrrsuJ6tAX8POofgE/RVFYvisegAe6RVT7ekIIIYSlmSW4ycnJ4ZNPPiE8PNwclxPVZcaem11nr3I6JQt3Z0fuiqpf7esJIYQQlmbysNSNC2QqikJGRgYeHh588803Zm2cqCIz5tysKOq1GRIVhrebeWZeCSGEEJZkcnDz0UcflQhuHBwcCAoKIiYmBn9/f7M2TlSRmXpu0nIK+KNoltQD3RpWt1VCCCFEjTA5uHnkkUcs0AxhVmbKufll30VyC3S0DPGmU4Rf9dslhBBC1ACTc24WL17M999/X2r/999/z9KlS83SKFFNZui5URSF5TvPA2oicUW1jYQQQojaxOTgZubMmQQGlv7QDA4O5u233zZLo0Q1KApk63tuqh7cHLiQxpGEdFycHBjWSRLFhRBC2A6Tg5v4+HiaNGlSan+jRo2Ij483S6NENeReA12hul2Nnht9IvHt7ULx83AxQ8OEEEKImmFycBMcHMyBAwdK7d+/fz/16lW/roqoJn2+jYs3OLlW7RJ5hfy67xIgicRCCCFsj8nBzciRI3nyySdZv349Wq0WrVbLunXrmDp1Kg888IDJDZgzZw6NGzfGzc2NmJgYdu7cWeHx165dY9KkSYSFheHq6kqLFi34448/TL6v3TLk21Q90Pxt/yWy8rU0DfQkpol5VhUXQgghaorJs6XefPNNzp49y4ABA3ByUk/X6XSMHj3a5JyblStXMm3aNObNm0dMTAyzZ89m8ODBHDt2jODg4FLH5+fnM2jQIIKDg/nhhx8IDw/n3Llz+Pn5mfpj2C8z1LhZvktNJB7RVRKJhRBC2B6TgxsXFxdWrlzJf//7X/bt24e7uzvt27enUaNGJt/8ww8/ZPz48Tz66KMAzJs3j99//51FixbxwgsvlDp+0aJFXLlyhW3btuHsrBaUa9y4scn3tWvVnCl1JCGd/eev4eyo4d7oBmZsmBBCCFEzTA5u9CIjI4mMjKzyjfPz89m9ezfTp0837HNwcGDgwIFs3769zHN+/fVXevTowaRJk/jll18ICgriwQcf5Pnnn8fR0bHMc/Ly8sjLyzN8n56eXuU224Rq9tys2KkmEg9qE0KgV9VydoQQQghrMjnn5t577+Xdd98ttf+9997j/vvvN/o6qampaLVaQkJCSuwPCQkhMTGxzHNOnz7NDz/8gFar5Y8//uCVV17hgw8+4L///W+595k5cya+vr6GV0SEnS/+qJ8GXoWcm9wCLav2XgTgga6SSCyEEMI2mRzcbNq0idtvv73U/ttuu41NmzaZpVHl0el0BAcH8+WXXxIdHc2IESN46aWXmDdvXrnnTJ8+nbS0NMPr/PnzFm2j1VWj5+aPgwmk5xbSwN+dXs2rvy6VEEIIYQ0mD0tlZmbi4lK67omzs7NJQz6BgYE4OjqSlJRUYn9SUhKhoaFlnhMWFoazs3OJIajWrVuTmJhIfn5+me1ydXXF1bUODa8Ycm6CTD51hT6RuEsEDg6SSCyEEMI2mdxz0759e1auXFlq/4oVK2jTpo3R13FxcSE6OprY2FjDPp1OR2xsLD169CjznJ49e3Ly5El0Op1h3/HjxwkLCyszsKmTsqqWUHwqJZOdZ67goIH7u9j50J0QQgi7ZnLPzSuvvMI999zDqVOn6N+/PwCxsbEsW7aMH374waRrTZs2jTFjxtClSxe6devG7NmzycrKMsyeGj16NOHh4cycOROAiRMn8tlnnzF16lSmTJnCiRMnePvtt3nyySdN/THsV3bVFs1cWdRr079VMKG+buZulRBCCFFjTA5uhgwZws8//8zbb7/NDz/8gLu7O1FRUaxbt46AANMKvo0YMYKUlBReffVVEhMT6dixI6tXrzYkGcfHx+PgUNy5FBERwZo1a3j66afp0KED4eHhTJ06leeff97UH8M+KUqVem7yC3X8uPsCIInEQgghbJ9GURSlOhdIT09n+fLlLFy4kN27d6PVas3VNotIT0/H19eXtLQ0fHx8rN0c88rLgJlFtWleTAAXD6NO+/1AApOW7SHEx5Wtz/fHydHk0UohhBDCokz5/K7yp9imTZsYM2YM9evX54MPPqB///7s2LGjqpcT5qDvtXH2MDqwgeJFMu+PjpDARgghhM0zaVgqMTGRJUuWsHDhQtLT0xk+fDh5eXn8/PPPJiUTCwsx5NsYPyR16VoOm0+oQdGIrpJILIQQwvYZ/d/0IUOG0LJlSw4cOMDs2bO5dOkSn376qSXbJkyVZfqimQcuXAOgXbgPEQHG9/YIIYQQtZXRPTd//vknTz75JBMnTqzWsgvCgrJNL+B3IikTgBYh3pZokRBCCFHjjO652bJlCxkZGURHRxMTE8Nnn31GamqqJdsmTFWFmVInktXgJjJYghshhBD2wejgpnv37syfP5+EhAT+85//sGLFCurXr49Op2Pt2rVkZGRYsp3CGIaeG+OHpYqDGy9LtEgIIYSocSZPjfH09OSxxx5jy5YtHDx4kGeeeYZ33nmH4OBg7rrrLku0URgrS79opnE9N1qdwqmUouAmRIIbIYQQ9qFa835btmzJe++9x4ULF1i+fLm52iSqKitF/Wpkzs35K9nkF+pwdXKggb8kEwshhLAPZilq4ujoyNChQ/n111/NcTlRVdmm5dzoh6SaB3vhKAtlCiGEsBNSsc2eZJlW5+ZEsponJfk2Qggh7IkEN/Yk27Q6NyeT9Pk2MlNKCCGE/ZDgxl7kZ0NBtrptdM9N8bCUEEIIYS8kuLEX+l4bRxdwrbwnRqdTOCnTwIUQQtghCW7sRdZ11Yk1lScHX7yWQ06BFhdHBxrKsgtCCCHsiAQ39kK/aKaR+Tb6ZOKmQZ6yErgQQgi7Ip9q9iLLtHWl9GtKSb6NEEIIeyPBjb2oYo0bWVNKCCGEvZHgxl6Y2nOTLMsuCCGEsE8S3NgLE2rcKIrCySQp4CeEEMI+SXBjL0yoTpyQlktWvhYnBw2N6nlauGFCCCFEzZLgxl6YkHOjH5JqHOiJi5P8CgghhLAv8slmL0zIuTkhQ1JCCCHsmAQ39sJQ56by4EYqEwshhLBnEtzYg8I8yEtXtz0qTyg2rCklC2YKIYSwQxLc2AN9r43GEdz8KjxUURTDsFQLmQYuhBDCDklwYw+yrksmdqj4jzQlI4/03EIcNNAkUGZKCSGEsD8S3NiDbBOSifUzpep54urkaMlWCSGEEFYhwY09yDJ+0Uz9kJSsKSWEEMJeSXBjD6rQcyPLLgghhLBXEtzYgyzTC/jJgplCCCHslQQ39sCEnht9jRsZlhJCCGGvJLixB1nGLZp5OTOPK1n5aDTQLEiCGyGEEPZJght7kG3copnHk9Remwh/D9xdZKaUEEII+yTBjT0wMufmZLKsKSWEEML+SXBjD4zMuSledkGCGyGEEPZLghtbpy2EnKvqdiU9NyeSZKaUEEII+yfBja3LuVK0oQF3/woPPSGrgQshhKgDJLixdfp8G48AcCg/SfhqVj6pmXkANJPgRgghhB2T4MbWGZlvczJF7bUJ93PHy9XJ0q0SQgghrEaCG1uXlaJ+NTLfRor3CSGEsHcS3Ng6/aKZHhUX8DtRNA28hcyUEkIIYeckuLF12cbWuJGZUkIIIeoGCW5sXZaRNW6SpMaNEEKIukGCG1tnRM9Nem4Biem5gOTcCCGEsH8S3Ng6I3Ju9ENSoT5u+Lg510SrhBBCCKupFcHNnDlzaNy4MW5ubsTExLBz585yj12yZAkajabEy83NrQZbW8sY0XNzUl+ZWIakhBBC1AFWD25WrlzJtGnTmDFjBnv27CEqKorBgweTnJxc7jk+Pj4kJCQYXufOnavBFtcyRuTc6GdKyZCUEEKIusDqwc2HH37I+PHjefTRR2nTpg3z5s3Dw8ODRYsWlXuORqMhNDTU8AoJCanBFtciOl3x8gsV9NyckJlSQggh6hCrBjf5+fns3r2bgQMHGvY5ODgwcOBAtm/fXu55mZmZNGrUiIiICO6++27+/fffco/Ny8sjPT29xMtu5FwFRaduV5Bzc0KGpYQQQtQhVg1uUlNT0Wq1pXpeQkJCSExMLPOcli1bsmjRIn755Re++eYbdDodN910ExcuXCjz+JkzZ+Lr62t4RUREmP3nsBp9vo2bLziWnSiclVfIxWs5ADQPkuBGCCGE/bP6sJSpevTowejRo+nYsSN9+/blp59+IigoiC+++KLM46dPn05aWprhdf78+RpusQUZkW9zqmhNqUAvV/w9XWqiVUIIIYRVWXUFxcDAQBwdHUlKSiqxPykpidDQUKOu4ezsTKdOnTh58mSZ77u6uuLq6lrtttZKRsyUOq4fkpJkYiGEEHWEVXtuXFxciI6OJjY21rBPp9MRGxtLjx49jLqGVqvl4MGDhIWFWaqZtZcJM6Uk30YIIURdYdWeG4Bp06YxZswYunTpQrdu3Zg9ezZZWVk8+uijAIwePZrw8HBmzpwJwBtvvEH37t1p3rw5165dY9asWZw7d45x48ZZ88ewjuyiAn6eFRTwk54bIYQQdYzVg5sRI0aQkpLCq6++SmJiIh07dmT16tWGJOP4+HgcHIo7mK5evcr48eNJTEzE39+f6Ohotm3bRps2baz1I1iPUT03RWtKyTRwIYQQdYRGURTF2o2oSenp6fj6+pKWloaPj4+1m1M9PzwGh36EwW9Dj0ml3s7J19JmxmoUBXa/PJB6XnaaeySEEMLumfL5bXOzpcR19D03nkFlvn0qJRNFgQBPFwlshBBC1BkS3Niy7IoXzTxpGJKSfBshhBB1hwQ3tiyr4qng569kA9C4nkdNtUgIIYSwOglubJWiXNdzU3ZwcylNrUxc38+9plolhBBCWJ0EN7YqNw10Bep2OT03F6/lAhLcCCGEqFskuLFV+l4bF29wKjtZOKFoTan6vhLcCCGEqDskuLFVhnybspOJFUXhkj648XOrqVYJIYQQVifBja3KrriAX3pOIVn5WkCGpYQQQtQtEtzYqkpmSumTiQM8XXBzdqypVgkhhBBWJ8GNraqk50aGpIQQQtRVEtzYqqyKF828JMnEQggh6igJbmxVZqL61TO4zLcvpck0cCGEEHWTBDe26tp59atfRJlvy7CUEEKIukqCG1t1LV796tewzLeLgxvpuRFCCFG3SHBjiwrzioelfMsLbmRYSgghRN0kwY0tSrugfnX2BI+AUm9rdQqJ6UXBjSQUCyGEqGMkuLFF186pX/0iQKMp9XZyRi5anYKTg4Yg77KXZhBCCCHslQQ3tsiQTFxxvk2orxuODqWDHyGEEMKeSXBji/TJxL7lzZSSISkhhBB1lwQ3tijNuJ4bmQYuhBCiLpLgxhYZpoFXVuNGem6EEELUPRLc2CJDzk2jMt/WVycOk+BGCCFEHSTBja0pzIeMS+p2JcNS4TIsJYQQog6S4MbWpF8ERQdObuAZVOYhMiwlhBCiLpPgxtbok4l9y65xk5Ov5Wp2AQBhMltKCCFEHSTBja2pLJk4Te218XJ1wsfNqaZaJYQQQtQaEtzYGiML+NX3c0NTRs+OEEIIYe8kuLE1lRTwS5AFM4UQQtRxEtzYmrSKp4FfLOq5kXwbIYQQdZUEN7bm+kUzyyDTwIUQQtR1EtzYEm0hpFdS4yZNpoELIYSo2yS4sSUZCaArBAdn8Aot8xB9zo0MSwkhhKirJLixJYZk4gbgUPqPTlEUQ85NuPTcCCGEqKMkuLEllawGfiUrn7xCHRoNhPi61mDDhBBCiNpDghtbUkkBv4SiBTMDvVxxdXKsqVYJIYQQtYoEN7bEENxUPA1ckomFEELUZRLc2JJKCvjJNHAhhBBCghvbUknOjX5Yqr7MlBJCCFGHSXBjK3S669aVKrvnxlCdWIalhBBC1GES3NiKzETQFYDGEbzrl3mIDEsJIYQQEtzYDn2vjU84ODqVecglSSgWQgghJLixGYaZUmXn2xRodSRn5AFSnVgIIUTdJsGNrUiruMZNYlouigIuTg7U83SpwYYJIYQQtYsEN7aikp4bw5CUrxsODpqaapUQQghR60hwYyuuGTcNXIakhBBC1HW1IriZM2cOjRs3xs3NjZiYGHbu3GnUeStWrECj0TB06FDLNrA2qKSAn1QnFkIIIVRWD25WrlzJtGnTmDFjBnv27CEqKorBgweTnJxc4Xlnz57l2WefpXfv3jXUUitSlEoL+Mk0cCGEEEJl9eDmww8/ZPz48Tz66KO0adOGefPm4eHhwaJFi8o9R6vVMmrUKF5//XWaNm1ag621kqwUKMwFNOpU8DIYhqWk50YIIUQdZ9XgJj8/n927dzNw4EDDPgcHBwYOHMj27dvLPe+NN94gODiYsWPHVnqPvLw80tPTS7xsjn5Iyqc+OJU9E0pq3AghhBAqqwY3qampaLVaQkJCSuwPCQkhMTGxzHO2bNnCwoULmT9/vlH3mDlzJr6+voZXRETZOSu1WiX5NlCccyPDUkIIIeo6qw9LmSIjI4OHH36Y+fPnExgYaNQ506dPJy0tzfA6f/68hVtpAZVMA8/ILSAjtxCQ2VJCCCFE2XX8a0hgYCCOjo4kJSWV2J+UlERoaGip40+dOsXZs2cZMmSIYZ9OpwPAycmJY8eO0axZsxLnuLq64urqaoHW16C0ihfM1Ofb+Lo74+lq1T9SIYQQwuqs2nPj4uJCdHQ0sbGxhn06nY7Y2Fh69OhR6vhWrVpx8OBB9u3bZ3jddddd3Hzzzezbt882h5yMUUnPjUwDF0IIIYpZ/b/506ZNY8yYMXTp0oVu3boxe/ZssrKyePTRRwEYPXo04eHhzJw5Ezc3N9q1a1fifD8/P4BS++2KvoBfOTk3Mg1cCCGEKGb14GbEiBGkpKTw6quvkpiYSMeOHVm9erUhyTg+Ph4HB5tKDTIvRbmu56ZRmYckXJPqxEIIIYSe1YMbgMmTJzN58uQy39uwYUOF5y5ZssT8DapNcq5CQZa67dugzENkGrgQQghRrA53idiIa+fUr14h4Fz2sFNxzo0MSwkhhBAS3NR2lSQTQ/FsKem5EUIIISS4qf0qSSbW6RQS0mRYSgghhNCT4Ka2q6TnJjUzjwKtgoMGQrxtvJ6PEEIIYQYS3NR2lRTwu1Q0JBXi44aTo/xxCiGEEPJpWNtVMg1cZkoJIYQQJUlwU9sZWcBPghshhBBCJcFNbZZzDfLS1O1yhqVkGrgQQghRkgQ3tZl+SMqjHrh4lnmIvjpxfalOLIQQQgAS3NRuhmTi8mvcXJJp4EIIIUQJEtzUZkYU8Lskw1JCCCFECRLc1GaVJBPnFmhJzcwHZFhKCCGE0JPgpjbTrytVzjTwxKIaN+7Ojvh5ONdUq4QQQohaTYKb2qyyAn7XDUlpNJqaapUQQghRq0lwU5tVknNzSRbMFEIIIUqR4Ka2ysuAnKvqdmUF/CTfRgghhDCQ4Ka20icTu/mBm0+Zh0h1YiGEEKI0CW5qK8OQVNm9NnD9sJRMAxdCCCH0JLiprQzJxGXPlALpuRFCCCHKIsFNbaWfBl5Ovo2iKBLcCCGEEGWQ4Ka2ulbx0gtpOQVk52sBCPOVYSkhhBBCT4Kb2qqyaeBFC2bW83TBzdmxplolhBBC1HoS3NRWRhfwkyEpIYQQ4noS3NRG+dmQlaJul1vATxbMFEIIIcoiwU1tpO+1cfFW69zcICdfS9zpKwCESQE/IYQQogQnazdAlOH6ZOLr1ozKLdCyfGc8n284RUpGHgAtQ72t0UIhhBCi1pLgpjYyrAau5tvkFWpZues8c9afJCldDWoa+LszpX9z7o8uv8ifEEIIURdJcFMbFQ1LaX0iWBF3jjnrThZXI/Z1Y3L/SO6LboCLk4wqCiGEEDeS4MZM8nKzuZJ03izX8r10GA9g7r583s88BECIjyuTb27O8K4RuDrJ1G8hhBCiPBLcmMmZQ9tp9b97zHrNf7P9CPJ25Yl+zRjZraHUsxFCCCGMIMGNmWjQkKs4m+16SQ5B9BxwFx/16SRBjRBCCGECCW7MpGWX/tAl1WzXa1T0EkIIIYRpJCNVCCGEEHZFghshhBBC2BUJboQQQghhVyS4EUIIIYRdkeBGCCGEEHZFghshhBBC2BUJboQQQghhVyS4EUIIIYRdkeBGCCGEEHZFghshhBBC2BUJboQQQghhVyS4EUIIIYRdkeBGCCGEEHZFghshhBBC2BUnazegpimKAkB6erqVWyKEEEIIY+k/t/Wf4xWpc8FNRkYGABEREVZuiRBCCCFMlZGRga+vb4XHaBRjQiA7otPpuHTpEt7e3mg0GrNeOz09nYiICM6fP4+Pj49Zry1Kk+dds+R51yx53jVLnnfNqsrzVhSFjIwM6tevj4NDxVk1da7nxsHBgQYNGlj0Hj4+PvKXowbJ865Z8rxrljzvmiXPu2aZ+rwr67HRk4RiIYQQQtgVCW6EEEIIYVckuDEjV1dXZsyYgaurq7WbUifI865Z8rxrljzvmiXPu2ZZ+nnXuYRiIYQQQtg36bkRQgghhF2R4EYIIYQQdkWCGyGEEELYFQluhBBCCGFXJLgxkzlz5tC4cWPc3NyIiYlh586d1m6S3di0aRNDhgyhfv36aDQafv755xLvK4rCq6++SlhYGO7u7gwcOJATJ05Yp7E2bubMmXTt2hVvb2+Cg4MZOnQox44dK3FMbm4ukyZNol69enh5eXHvvfeSlJRkpRbbtrlz59KhQwdDIbMePXrw559/Gt6XZ21Z77zzDhqNhqeeesqwT565+bz22mtoNJoSr1atWhnet+SzluDGDFauXMm0adOYMWMGe/bsISoqisGDB5OcnGztptmFrKwsoqKimDNnTpnvv/fee3zyySfMmzePuLg4PD09GTx4MLm5uTXcUtu3ceNGJk2axI4dO1i7di0FBQXccsstZGVlGY55+umn+e233/j+++/ZuHEjly5d4p577rFiq21XgwYNeOedd9i9ezf//PMP/fv35+677+bff/8F5Flb0q5du/jiiy/o0KFDif3yzM2rbdu2JCQkGF5btmwxvGfRZ62IauvWrZsyadIkw/darVapX7++MnPmTCu2yj4ByqpVqwzf63Q6JTQ0VJk1a5Zh37Vr1xRXV1dl+fLlVmihfUlOTlYAZePGjYqiqM/W2dlZ+f777w3HHDlyRAGU7du3W6uZdsXf319ZsGCBPGsLysjIUCIjI5W1a9cqffv2VaZOnaooivx+m9uMGTOUqKioMt+z9LOWnptqys/PZ/fu3QwcONCwz8HBgYEDB7J9+3YrtqxuOHPmDImJiSWev6+vLzExMfL8zSAtLQ2AgIAAAHbv3k1BQUGJ592qVSsaNmwoz7uatFotK1asICsrix49esiztqBJkyZxxx13lHi2IL/flnDixAnq169P06ZNGTVqFPHx8YDln3WdWzjT3FJTU9FqtYSEhJTYHxISwtGjR63UqrojMTERoMznr39PVI1Op+Opp56iZ8+etGvXDlCft4uLC35+fiWOledddQcPHqRHjx7k5ubi5eXFqlWraNOmDfv27ZNnbQErVqxgz5497Nq1q9R78vttXjExMSxZsoSWLVuSkJDA66+/Tu/evTl06JDFn7UEN0KIMk2aNIlDhw6VGCMX5teyZUv27dtHWloaP/zwA2PGjGHjxo3WbpZdOn/+PFOnTmXt2rW4ublZuzl277bbbjNsd+jQgZiYGBo1asR3332Hu7u7Re8tw1LVFBgYiKOjY6kM76SkJEJDQ63UqrpD/4zl+ZvX5MmT+d///sf69etp0KCBYX9oaCj5+flcu3atxPHyvKvOxcWF5s2bEx0dzcyZM4mKiuLjjz+WZ20Bu3fvJjk5mc6dO+Pk5ISTkxMbN27kk08+wcnJiZCQEHnmFuTn50eLFi04efKkxX+/JbipJhcXF6Kjo4mNjTXs0+l0xMbG0qNHDyu2rG5o0qQJoaGhJZ5/eno6cXFx8vyrQFEUJk+ezKpVq1i3bh1NmjQp8X50dDTOzs4lnvexY8eIj4+X520mOp2OvLw8edYWMGDAAA4ePMi+ffsMry5dujBq1CjDtjxzy8nMzOTUqVOEhYVZ/ve72inJQlmxYoXi6uqqLFmyRDl8+LAyYcIExc/PT0lMTLR20+xCRkaGsnfvXmXv3r0KoHz44YfK3r17lXPnzimKoijvvPOO4ufnp/zyyy/KgQMHlLvvvltp0qSJkpOTY+WW256JEycqvr6+yoYNG5SEhATDKzs723DM448/rjRs2FBZt26d8s8//yg9evRQevToYcVW264XXnhB2bhxo3LmzBnlwIEDygsvvKBoNBrlr7/+UhRFnnVNuH62lKLIMzenZ555RtmwYYNy5swZZevWrcrAgQOVwMBAJTk5WVEUyz5rCW7M5NNPP1UaNmyouLi4KN26dVN27Nhh7SbZjfXr1ytAqdeYMWMURVGng7/yyitKSEiI4urqqgwYMEA5duyYdRtto8p6zoCyePFiwzE5OTnKE088ofj7+yseHh7KsGHDlISEBOs12oY99thjSqNGjRQXFxclKChIGTBggCGwURR51jXhxuBGnrn5jBgxQgkLC1NcXFyU8PBwZcSIEcrJkycN71vyWWsURVGq3/8jhBBCCFE7SM6NEEIIIeyKBDdCCCGEsCsS3AghhBDCrkhwI4QQQgi7IsGNEEIIIeyKBDdCCCGEsCsS3AghhBDCrkhwI4QQQgi7IsGNEKJO0mg0/Pzzz9ZuhhDCAiS4EULUuEceeQSNRlPqdeutt1q7aUIIO+Bk7QYIIeqmW2+9lcWLF5fY5+rqaqXWCCHsifTcCCGswtXVldDQ0BIvf39/QB0ymjt3Lrfddhvu7u40bdqUH374ocT5Bw8epH///ri7u1OvXj0mTJhAZmZmiWMWLVpE27ZtcXV1JSwsjMmTJ5d4PzU1lWHDhuHh4UFkZCS//vqr4b2rV68yatQogoKCcHd3JzIyslQwJoSonSS4EULUSq+88gr33nsv+/fvZ9SoUTzwwAMcOXIEgKysLAYPHoy/vz+7du3i+++/5++//y4RvMydO5dJkyYxYcIEDh48yK+//krz5s1L3OP1119n+PDhHDhwgNtvv51Ro0Zx5coVw/0PHz7Mn3/+yZEjR5g7dy6BgYE19wCEEFVnlrXFhRDCBGPGjFEcHR0VT0/PEq+33npLURRFAZTHH3+8xDkxMTHKxIkTFUVRlC+//FLx9/dXMjMzDe///vvvioODg5KYmKgoiqLUr19feemll8ptA6C8/PLLhu8zMzMVQPnzzz8VRVGUIUOGKI8++qh5fmAhRI2SnBshhFXcfPPNzJ07t8S+gIAAw3aPHj1KvNejRw/27dsHwJEjR4iKisLT09Pwfs+ePdHpdBw7dgyNRsOlS5cYMGBAhW3o0KGDYdvT0xMfHx+Sk5MBmDhxIvfeey979uzhlltuYejQodx0001V+lmFEDVLghshhFV4enqWGiYyF3d3d6OOc3Z2LvG9RqNBp9MBcNttt3Hu3Dn++OMP1q5dy4ABA5g0aRLvv/++2dsrhDAvybkRQtRKO3bsKPV969atAWjdujX79+8nKyvL8P7WrVtxcHCgZcuWeHt707hxY2JjY6vVhqCgIMaMGcM333zD7Nmz+fLLL6t1PSFEzZCeGyGEVeTl5ZGYmFhin5OTkyFp9/vvv6dLly706tWLb7/9lp07d7Jw4UIARo0axYwZMxgzZgyvvfYaKSkpTJkyhYcffpiQkBAAXnvtNR5//HGCg4O57bbbyMjIYOvWrUyZMsWo9r366qtER0fTtm1b8vLy+N///mcIroQQtZsEN0IIq1i9ejVhYWEl9rVs2ZKjR48C6kymFStW8MQTTxAWFsby5ctp06YNAB4eHqxZs4apU6fStWtXPDw8uPfee/nwww8N1xozZgy5ubl89NFHPPvsswQGBnLfffcZ3T4XFxemT5/O2bNncXd3p3fv3qxYscIMP7kQwtI0iqIo1m6EEEJcT6PRsGrVKoYOHWrtpgghbJDk3AghhBDCrkhwI4QQQgi7Ijk3QohaR0bLhRDVIT03QgghhLArEtwIIYQQwq5IcCOEEEIIuyLBjRBCCCHsigQ3QgghhLArEtwIIYQQwq5IcCOEEEIIuyLBjRBCCCHsyv8Dz7ihY2KNXhQAAAAASUVORK5CYII=\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Test verisi değiştirme etkisi\"\n      ],\n      \"metadata\": {\n        \"id\": \"zidkDJWNvi5w\"\n      }\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [],\n      \"metadata\": {\n        \"id\": \"DNh-cEwAGLKz\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"train_data, test_data, train_labels, test_labels = train_test_split(data, labels, test_size=0.4, random_state=42)\"\n      ],\n      \"metadata\": {\n        \"id\": \"MTTUcgX_vlWl\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"model = Sequential()\\n\",\n        \"model.add(Dense(10, input_dim=4, activation='relu'))\\n\",\n        \"model.add(Dense(3, activation='softmax'))\"\n      ],\n      \"metadata\": {\n        \"id\": \"Ejm3xGvhwGRP\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"model.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy'])\"\n      ],\n      \"metadata\": {\n        \"id\": \"2Q4aJH1Cw-Ip\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"history = model.fit(train_data, train_labels, epochs=50, batch_size=5, validation_data=(test_data, test_labels),verbose=0)\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"Ak87IviXxADo\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"loss, accuracy = model.evaluate(test_data, test_labels)\\n\",\n        \"print(f'Test Loss: {loss}')\\n\",\n        \"print(f'Test Accuracy: {accuracy}')\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"hHf0jxaLxCAP\",\n        \"outputId\": \"7b5a7fca-8735-4d29-e45e-907e79e89dc8\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"2/2 [==============================] - 0s 8ms/step - loss: 0.4805 - accuracy: 0.8167\\n\",\n            \"Test Loss: 0.48049262166023254\\n\",\n            \"Test Accuracy: 0.8166666626930237\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Model 2\\n\",\n        \"Daha karmaşık bir model ile değerlendirelim\"\n      ],\n      \"metadata\": {\n        \"id\": \"duWmm2xgwWxx\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"model2 = Sequential()\\n\",\n        \"model2.add(Dense(10, input_dim=4, activation='relu'))\\n\",\n        \"model2.add(Dense(10, input_dim=4, activation='relu'))\\n\",\n        \"model2.add(Dense(10, input_dim=4, activation='relu'))\\n\",\n        \"model2.add(Dense(3, activation='softmax'))\"\n      ],\n      \"metadata\": {\n        \"id\": \"7ViLxxunwc1B\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"model2.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy'])\"\n      ],\n      \"metadata\": {\n        \"id\": \"EUpfBsy1wkr4\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"history = model2.fit(train_data, train_labels, epochs=50, batch_size=5, validation_data=(test_data, test_labels),verbose=0)\"\n      ],\n      \"metadata\": {\n        \"id\": \"2ZktT2TowmiX\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"loss, accuracy = model.evaluate(test_data, test_labels)\\n\",\n        \"print(f'Test Loss: {loss}')\\n\",\n        \"print(f'Test Accuracy: {accuracy}')\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"BI-0LSiqwob_\",\n        \"outputId\": \"33d0176b-f289-4379-a32f-0edbe2ec034f\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"2/2 [==============================] - 0s 7ms/step - loss: 0.4805 - accuracy: 0.8167\\n\",\n            \"Test Loss: 0.48049262166023254\\n\",\n            \"Test Accuracy: 0.8166666626930237\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"loss, accuracy = model.evaluate(test_data, test_labels)\\n\",\n        \"loss2, accuracy2 = model2.evaluate(test_data, test_labels)\\n\",\n        \"print(f'Test Loss: {loss}')\\n\",\n        \"print(f'Test Accuracy: {accuracy}')\\n\",\n        \"\\n\",\n        \"print(f'Test Loss: {loss2}')\\n\",\n        \"print(f'Test Accuracy: {accuracy2}')\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"j4QguyD7wyOq\",\n        \"outputId\": \"3fa8b820-9a57-47b7-fe66-c269c846f7d0\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"2/2 [==============================] - 0s 7ms/step - loss: 0.4805 - accuracy: 0.8167\\n\",\n            \"2/2 [==============================] - 0s 11ms/step - loss: 0.1209 - accuracy: 0.9667\\n\",\n            \"Test Loss: 0.48049262166023254\\n\",\n            \"Test Accuracy: 0.8166666626930237\\n\",\n            \"Test Loss: 0.12093450129032135\\n\",\n            \"Test Accuracy: 0.9666666388511658\\n\"\n          ]\n        }\n      ]\n    }\n  ]\n}"
  },
  {
    "path": "Tematik_Egitimler/Derin_Ogrenme_ile_Goruntu_Isleme_Temmuz_2024/Nesne_Tespiti/Faster_RCNN.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"-RrkMVGV35QL\",\n    \"outputId\": \"469143d7-2996-4579-bebf-3f93970e7165\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"pip install tensorflow tensorflow-hub tensorflow-datasets opencv-python-headless matplotlib\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 979\n    },\n    \"id\": \"Xum27oAu35-M\",\n    \"outputId\": \"7a9653d7-aaeb-4f42-fdbf-9ec448f8dd6e\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"import tensorflow as tf\\n\",\n    \"import tensorflow_hub as hub\\n\",\n    \"import tensorflow_datasets as tfds\\n\",\n    \"import numpy as np\\n\",\n    \"import cv2\\n\",\n    \"import matplotlib.pyplot as plt\\n\",\n    \"\\n\",\n    \"# Faster R-CNN modelini TensorFlow Hub'dan yükle\\n\",\n    \"model_url = \\\"https://tfhub.dev/tensorflow/faster_rcnn/resnet50_v1_640x640/1\\\"\\n\",\n    \"detector = hub.load(model_url)\\n\",\n    \"\\n\",\n    \"# PASCAL VOC veri setini yükle (yalnızca küçük bir kısmını alıyoruz)\\n\",\n    \"dataset, dataset_info = tfds.load('voc/2007', split='validation[:5%]', with_info=True)\\n\",\n    \"\\n\",\n    \"# PASCAL VOC sınıf isimlerini al\\n\",\n    \"category_index = {i: {'id': i, 'name': name} for i, name in enumerate(dataset_info.features['objects']['label'].names)}\\n\",\n    \"\\n\",\n    \"# Bir örnek görüntü seç\\n\",\n    \"sample = next(iter(dataset))\\n\",\n    \"image_np = sample['image'].numpy()\\n\",\n    \"\\n\",\n    \"# Görüntüyü hazırla\\n\",\n    \"image_tensor = tf.convert_to_tensor(image_np)\\n\",\n    \"image_tensor = tf.expand_dims(image_tensor, 0)\\n\",\n    \"\\n\",\n    \"# 1. Region Proposal Generation\\n\",\n    \"detections = detector(image_tensor)\\n\",\n    \"num_detections = int(detections.pop('num_detections'))\\n\",\n    \"detections = {key: value[0, :num_detections].numpy() for key, value in detections.items()}\\n\",\n    \"detection_boxes = detections['detection_boxes']\\n\",\n    \"\\n\",\n    \"# Region Proposals'ı görselleştir\\n\",\n    \"def plot_region_proposals(image_np, boxes, max_boxes_to_draw=20):\\n\",\n    \"    image_np_with_annotations = image_np.copy()\\n\",\n    \"    for i in range(min(max_boxes_to_draw, boxes.shape[0])):\\n\",\n    \"        box = tuple(boxes[i].tolist())\\n\",\n    \"        image_np_with_annotations = cv2.rectangle(\\n\",\n    \"            image_np_with_annotations,\\n\",\n    \"            (int(box[1] * image_np.shape[1]), int(box[0] * image_np.shape[0])),\\n\",\n    \"            (int(box[3] * image_np.shape[1]), int(box[2] * image_np.shape[0])),\\n\",\n    \"            (0, 255, 0), 2\\n\",\n    \"        )\\n\",\n    \"    plt.figure(figsize=(12, 8))\\n\",\n    \"    plt.imshow(image_np_with_annotations)\\n\",\n    \"    plt.title('Region Proposals')\\n\",\n    \"    plt.show()\\n\",\n    \"\\n\",\n    \"plot_region_proposals(image_np, detection_boxes)\\n\",\n    \"\\n\",\n    \"#\\n\",\n    \"\\n\",\n    \"# 3. Classification\\n\",\n    \"detection_classes = detections['detection_classes'].astype(np.int64)\\n\",\n    \"detection_scores = detections['detection_scores']\\n\",\n    \"\\n\",\n    \"# Tespit sonuçlarını görselleştir\\n\",\n    \"def plot_detections(image_np, boxes, classes, scores, category_index, max_boxes_to_draw=20, min_score_thresh=.5):\\n\",\n    \"    image_np_with_annotations = image_np.copy()\\n\",\n    \"    for i in range(min(max_boxes_to_draw, boxes.shape[0])):\\n\",\n    \"        if scores[i] >= min_score_thresh:\\n\",\n    \"            box = tuple(boxes[i].tolist())\\n\",\n    \"            class_name = category_index[classes[i]]['name']\\n\",\n    \"            display_str = f'{class_name}: {int(100 * scores[i])}%'\\n\",\n    \"            image_np_with_annotations = cv2.rectangle(\\n\",\n    \"                image_np_with_annotations,\\n\",\n    \"                (int(box[1] * image_np.shape[1]), int(box[0] * image_np.shape[0])),\\n\",\n    \"                (int(box[3] * image_np.shape[1]), int(box[2] * image_np.shape[0])),\\n\",\n    \"                (0, 255, 0), 2\\n\",\n    \"            )\\n\",\n    \"            image_np_with_annotations = cv2.putText(\\n\",\n    \"                image_np_with_annotations, display_str,\\n\",\n    \"                (int(box[1] * image_np.shape[1]), int(box[0] * image_np.shape[0]) - 10),\\n\",\n    \"                cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 255, 0), 2\\n\",\n    \"            )\\n\",\n    \"    plt.figure(figsize=(12, 8))\\n\",\n    \"    plt.imshow(image_np_with_annotations)\\n\",\n    \"    plt.title('Detected Objects')\\n\",\n    \"    plt.show()\\n\",\n    \"\\n\",\n    \"# Tespit edilen nesneleri görselleştir\\n\",\n    \"plot_detections(image_np, detection_boxes, detection_classes, detection_scores, category_index)\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 1000\n    },\n    \"id\": \"-DPFTG7S4FHK\",\n    \"outputId\": \"a0c0032e-af09-49ab-e8e8-809a9f78438b\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"import os\\n\",\n    \"import tarfile\\n\",\n    \"import urllib.request\\n\",\n    \"\\n\",\n    \"import tensorflow as tf\\n\",\n    \"import tensorflow_hub as hub\\n\",\n    \"import numpy as np\\n\",\n    \"import cv2\\n\",\n    \"import matplotlib.pyplot as plt\\n\",\n    \"import xml.etree.ElementTree as ET\\n\",\n    \"\\n\",\n    \"# PASCAL VOC veri setini indirmek için URL\\n\",\n    \"VOC_URL = 'http://host.robots.ox.ac.uk/pascal/VOC/voc2007/VOCtrainval_06-Nov-2007.tar'\\n\",\n    \"\\n\",\n    \"# Veri setini indirme fonksiyonu\\n\",\n    \"def download_and_extract_voc(url, download_dir):\\n\",\n    \"    if not os.path.exists(download_dir):\\n\",\n    \"        os.makedirs(download_dir)\\n\",\n    \"    tar_file_path = os.path.join(download_dir, 'VOCtrainval_06-Nov-2007.tar')\\n\",\n    \"    if not os.path.exists(tar_file_path):\\n\",\n    \"        print('Downloading PASCAL VOC 2007 dataset...')\\n\",\n    \"        urllib.request.urlretrieve(url, tar_file_path)\\n\",\n    \"        print('Download complete.')\\n\",\n    \"    else:\\n\",\n    \"        print('PASCAL VOC 2007 dataset already downloaded.')\\n\",\n    \"\\n\",\n    \"    # Dosyayı çıkartma\\n\",\n    \"    with tarfile.open(tar_file_path, 'r') as tar:\\n\",\n    \"        tar.extractall(path=download_dir)\\n\",\n    \"    print('Extraction complete.')\\n\",\n    \"\\n\",\n    \"# Veri seti yolunu belirleyin\\n\",\n    \"download_dir = './voc2007'\\n\",\n    \"download_and_extract_voc(VOC_URL, download_dir)\\n\",\n    \"\\n\",\n    \"# Görüntü ve anotasyon dosyalarını listeleme\\n\",\n    \"voc_root = os.path.join(download_dir, 'VOCdevkit', 'VOC2007')\\n\",\n    \"image_dir = os.path.join(voc_root, 'JPEGImages')\\n\",\n    \"annotation_dir = os.path.join(voc_root, 'Annotations')\\n\",\n    \"\\n\",\n    \"image_files = sorted([os.path.join(image_dir, file) for file in os.listdir(image_dir) if file.endswith('.jpg')])\\n\",\n    \"annotation_files = sorted([os.path.join(annotation_dir, file) for file in os.listdir(annotation_dir) if file.endswith('.xml')])\\n\",\n    \"\\n\",\n    \"# Bir örnek görüntü ve anotasyon dosyasını seçme\\n\",\n    \"sample_image_path = image_files[0]\\n\",\n    \"sample_annotation_path = annotation_files[0]\\n\",\n    \"\\n\",\n    \"# Anotasyon dosyasını okuma\\n\",\n    \"def parse_voc_annotation(annotation_path):\\n\",\n    \"    tree = ET.parse(annotation_path)\\n\",\n    \"    root = tree.getroot()\\n\",\n    \"    boxes = []\\n\",\n    \"    classes = []\\n\",\n    \"    for obj in root.findall('object'):\\n\",\n    \"        class_name = obj.find('name').text\\n\",\n    \"        bbox = obj.find('bndbox')\\n\",\n    \"        xmin = int(bbox.find('xmin').text)\\n\",\n    \"        ymin = int(bbox.find('ymin').text)\\n\",\n    \"        xmax = int(bbox.find('xmax').text)\\n\",\n    \"        ymax = int(bbox.find('ymax').text)\\n\",\n    \"        boxes.append([ymin, xmin, ymax, xmax])\\n\",\n    \"        classes.append(class_name)\\n\",\n    \"    return boxes, classes\\n\",\n    \"\\n\",\n    \"# Örnek görüntü ve anotasyonu yükleme\\n\",\n    \"image_np = cv2.imread(sample_image_path)\\n\",\n    \"image_np = cv2.cvtColor(image_np, cv2.COLOR_BGR2RGB)\\n\",\n    \"boxes, classes = parse_voc_annotation(sample_annotation_path)\\n\",\n    \"\\n\",\n    \"# Kategori indeksi oluşturma\\n\",\n    \"unique_classes = sorted(set(classes))\\n\",\n    \"category_index = {i: {'id': i, 'name': name} for i, name in enumerate(unique_classes)}\\n\",\n    \"\\n\",\n    \"# Görüntüyü hazırla\\n\",\n    \"image_tensor = tf.convert_to_tensor(image_np)\\n\",\n    \"image_tensor = tf.expand_dims(image_tensor, 0)\\n\",\n    \"\\n\",\n    \"# Faster R-CNN modelini TensorFlow Hub'dan yükle\\n\",\n    \"model_url = \\\"https://tfhub.dev/tensorflow/faster_rcnn/resnet50_v1_640x640/1\\\"\\n\",\n    \"detector = hub.load(model_url)\\n\",\n    \"\\n\",\n    \"# 1. Region Proposal Generation\\n\",\n    \"detections = detector(image_tensor)\\n\",\n    \"num_detections = int(detections.pop('num_detections'))\\n\",\n    \"detections = {key: value[0, :num_detections].numpy() for key, value in detections.items()}\\n\",\n    \"detection_boxes = detections['detection_boxes']\\n\",\n    \"\\n\",\n    \"# Region Proposals'ı görselleştir\\n\",\n    \"def plot_region_proposals(image_np, boxes, max_boxes_to_draw=20):\\n\",\n    \"    image_np_with_annotations = image_np.copy()\\n\",\n    \"    for i in range(min(max_boxes_to_draw, boxes.shape[0])):\\n\",\n    \"        box = tuple(boxes[i].tolist())\\n\",\n    \"        image_np_with_annotations = cv2.rectangle(\\n\",\n    \"            image_np_with_annotations,\\n\",\n    \"            (int(box[1] * image_np.shape[1]), int(box[0] * image_np.shape[0])),\\n\",\n    \"            (int(box[3] * image_np.shape[1]), int(box[2] * image_np.shape[0])),\\n\",\n    \"            (0, 255, 0), 2\\n\",\n    \"        )\\n\",\n    \"    plt.figure(figsize=(12, 8))\\n\",\n    \"    plt.imshow(image_np_with_annotations)\\n\",\n    \"    plt.title('Region Proposals')\\n\",\n    \"    plt.show()\\n\",\n    \"\\n\",\n    \"plot_region_proposals(image_np, detection_boxes)\\n\",\n    \"\\n\",\n    \"# 2. Feature Extraction\\n\",\n    \"# (Bu adım daha karmaşıktır ve genellikle derin öğrenme modelinin bir parçası olarak gerçekleştirilir)\\n\",\n    \"\\n\",\n    \"# 3. Classification\\n\",\n    \"detection_classes = detections['detection_classes'].astype(np.int64)\\n\",\n    \"detection_scores = detections['detection_scores']\\n\",\n    \"\\n\",\n    \"# Tespit sonuçlarını görselleştir\\n\",\n    \"def plot_detections(image_np, boxes, classes, scores, category_index, max_boxes_to_draw=20, min_score_thresh=.5):\\n\",\n    \"    image_np_with_annotations = image_np.copy()\\n\",\n    \"    for i in range(min(max_boxes_to_draw, boxes.shape[0])):\\n\",\n    \"        if scores[i] >= min_score_thresh:\\n\",\n    \"            box = tuple(boxes[i].tolist())\\n\",\n    \"            class_name = category_index[classes[i]]['name']\\n\",\n    \"            display_str = f'{class_name}: {int(100 * scores[i])}%'\\n\",\n    \"            image_np_with_annotations = cv2.rectangle(\\n\",\n    \"                image_np_with_annotations,\\n\",\n    \"                (int(box[1] * image_np.shape[1]), int(box[0] * image_np.shape[0])),\\n\",\n    \"                (int(box[3] * image_np.shape[1]), int(box[2] * image_np.shape[0])),\\n\",\n    \"                (0, 255, 0), 2\\n\",\n    \"            )\\n\",\n    \"            image_np_with_annotations = cv2.putText(\\n\",\n    \"                image_np_with_annotations, display_str,\\n\",\n    \"                (int(box[1] * image_np.shape[1]), int(box[0] * image_np.shape[0]) - 10),\\n\",\n    \"                cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 255, 0), 2\\n\",\n    \"            )\\n\",\n    \"    plt.figure(figsize=(12, 8))\\n\",\n    \"    plt.imshow(image_np_with_annotations)\\n\",\n    \"    plt.title('Detected Objects')\\n\",\n    \"    plt.show()\\n\",\n    \"\\n\",\n    \"# Tespit edilen nesneleri görselleştir\\n\",\n    \"plot_detections(image_np, detection_boxes, detection_classes, detection_scores, category_index)\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 1000\n    },\n    \"id\": \"zF1OBlAD5tEx\",\n    \"outputId\": \"2fe4fea9-5e9c-47c7-9450-6a180410a6b9\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"import os\\n\",\n    \"import tarfile\\n\",\n    \"import urllib.request\\n\",\n    \"\\n\",\n    \"import tensorflow as tf\\n\",\n    \"import tensorflow_hub as hub\\n\",\n    \"import numpy as np\\n\",\n    \"import cv2\\n\",\n    \"import matplotlib.pyplot as plt\\n\",\n    \"import xml.etree.ElementTree as ET\\n\",\n    \"\\n\",\n    \"# PASCAL VOC veri setini indirmek için URL\\n\",\n    \"VOC_URL = 'http://host.robots.ox.ac.uk/pascal/VOC/voc2007/VOCtrainval_06-Nov-2007.tar'\\n\",\n    \"\\n\",\n    \"# Veri setini indirme fonksiyonu\\n\",\n    \"def download_and_extract_voc(url, download_dir):\\n\",\n    \"    if not os.path.exists(download_dir):\\n\",\n    \"        os.makedirs(download_dir)\\n\",\n    \"    tar_file_path = os.path.join(download_dir, 'VOCtrainval_06-Nov-2007.tar')\\n\",\n    \"    if not os.path.exists(tar_file_path):\\n\",\n    \"        print('Downloading PASCAL VOC 2007 dataset...')\\n\",\n    \"        urllib.request.urlretrieve(url, tar_file_path)\\n\",\n    \"        print('Download complete.')\\n\",\n    \"    else:\\n\",\n    \"        print('PASCAL VOC 2007 dataset already downloaded.')\\n\",\n    \"\\n\",\n    \"    # Dosyayı çıkartma\\n\",\n    \"    with tarfile.open(tar_file_path, 'r') as tar:\\n\",\n    \"        tar.extractall(path=download_dir)\\n\",\n    \"    print('Extraction complete.')\\n\",\n    \"\\n\",\n    \"# Veri seti yolunu belirleyin\\n\",\n    \"download_dir = './voc2007'\\n\",\n    \"download_and_extract_voc(VOC_URL, download_dir)\\n\",\n    \"\\n\",\n    \"# Görüntü ve anotasyon dosyalarını listeleme\\n\",\n    \"voc_root = os.path.join(download_dir, 'VOCdevkit', 'VOC2007')\\n\",\n    \"image_dir = os.path.join(voc_root, 'JPEGImages')\\n\",\n    \"annotation_dir = os.path.join(voc_root, 'Annotations')\\n\",\n    \"\\n\",\n    \"image_files = sorted([os.path.join(image_dir, file) for file in os.listdir(image_dir) if file.endswith('.jpg')])\\n\",\n    \"annotation_files = sorted([os.path.join(annotation_dir, file) for file in os.listdir(annotation_dir) if file.endswith('.xml')])\\n\",\n    \"\\n\",\n    \"# Bir örnek görüntü ve anotasyon dosyasını seçme\\n\",\n    \"sample_image_path = image_files[0]\\n\",\n    \"sample_annotation_path = annotation_files[0]\\n\",\n    \"\\n\",\n    \"# Anotasyon dosyasını okuma\\n\",\n    \"def parse_voc_annotation(annotation_path):\\n\",\n    \"    tree = ET.parse(annotation_path)\\n\",\n    \"    root = tree.getroot()\\n\",\n    \"    boxes = []\\n\",\n    \"    classes = []\\n\",\n    \"    for obj in root.findall('object'):\\n\",\n    \"        class_name = obj.find('name').text\\n\",\n    \"        bbox = obj.find('bndbox')\\n\",\n    \"        xmin = int(bbox.find('xmin').text)\\n\",\n    \"        ymin = int(bbox.find('ymin').text)\\n\",\n    \"        xmax = int(bbox.find('xmax').text)\\n\",\n    \"        ymax = int(bbox.find('ymax').text)\\n\",\n    \"        boxes.append([ymin, xmin, ymax, xmax])\\n\",\n    \"        classes.append(class_name)\\n\",\n    \"    return boxes, classes\\n\",\n    \"\\n\",\n    \"# Örnek görüntü ve anotasyonu yükleme\\n\",\n    \"image_np = cv2.imread(sample_image_path)\\n\",\n    \"image_np = cv2.cvtColor(image_np, cv2.COLOR_BGR2RGB)\\n\",\n    \"boxes, classes = parse_voc_annotation(sample_annotation_path)\\n\",\n    \"\\n\",\n    \"# Kategori indeksi oluşturma\\n\",\n    \"voc_classes = [\\n\",\n    \"    \\\"aeroplane\\\", \\\"bicycle\\\", \\\"bird\\\", \\\"boat\\\", \\\"bottle\\\", \\\"bus\\\", \\\"car\\\", \\\"cat\\\", \\\"chair\\\",\\n\",\n    \"    \\\"cow\\\", \\\"diningtable\\\", \\\"dog\\\", \\\"horse\\\", \\\"motorbike\\\", \\\"person\\\", \\\"pottedplant\\\",\\n\",\n    \"    \\\"sheep\\\", \\\"sofa\\\", \\\"train\\\", \\\"tvmonitor\\\"\\n\",\n    \"]\\n\",\n    \"category_index = {i+1: {'id': i+1, 'name': name} for i, name in enumerate(voc_classes)}\\n\",\n    \"\\n\",\n    \"# Görüntüyü hazırla\\n\",\n    \"image_tensor = tf.convert_to_tensor(image_np)\\n\",\n    \"image_tensor = tf.expand_dims(image_tensor, 0)\\n\",\n    \"\\n\",\n    \"# Faster R-CNN modelini TensorFlow Hub'dan yükle\\n\",\n    \"model_url = \\\"https://tfhub.dev/tensorflow/faster_rcnn/resnet50_v1_640x640/1\\\"\\n\",\n    \"detector = hub.load(model_url)\\n\",\n    \"\\n\",\n    \"# 1. Region Proposal Generation\\n\",\n    \"detections = detector(image_tensor)\\n\",\n    \"num_detections = int(detections.pop('num_detections'))\\n\",\n    \"detections = {key: value[0, :num_detections].numpy() for key, value in detections.items()}\\n\",\n    \"detection_boxes = detections['detection_boxes']\\n\",\n    \"\\n\",\n    \"# Region Proposals'ı görselleştir\\n\",\n    \"def plot_region_proposals(image_np, boxes, max_boxes_to_draw=20):\\n\",\n    \"    image_np_with_annotations = image_np.copy()\\n\",\n    \"    for i in range(min(max_boxes_to_draw, boxes.shape[0])):\\n\",\n    \"        box = tuple(boxes[i].tolist())\\n\",\n    \"        image_np_with_annotations = cv2.rectangle(\\n\",\n    \"            image_np_with_annotations,\\n\",\n    \"            (int(box[1] * image_np.shape[1]), int(box[0] * image_np.shape[0])),\\n\",\n    \"            (int(box[3] * image_np.shape[1]), int(box[2] * image_np.shape[0])),\\n\",\n    \"            (0, 255, 0), 2\\n\",\n    \"        )\\n\",\n    \"    plt.figure(figsize=(12, 8))\\n\",\n    \"    plt.imshow(image_np_with_annotations)\\n\",\n    \"    plt.title('Region Proposals')\\n\",\n    \"    plt.show()\\n\",\n    \"\\n\",\n    \"plot_region_proposals(image_np, detection_boxes)\\n\",\n    \"\\n\",\n    \"# 2. Feature Extraction\\n\",\n    \"# (Bu adım daha karmaşıktır ve genellikle derin öğrenme modelinin bir parçası olarak gerçekleştirilir)\\n\",\n    \"\\n\",\n    \"# 3. Classification\\n\",\n    \"detection_classes = detections['detection_classes'].astype(np.int64)\\n\",\n    \"detection_scores = detections['detection_scores']\\n\",\n    \"\\n\",\n    \"# Tespit sonuçlarını görselleştir\\n\",\n    \"def plot_detections(image_np, boxes, classes, scores, category_index, max_boxes_to_draw=20, min_score_thresh=.5):\\n\",\n    \"    image_np_with_annotations = image_np.copy()\\n\",\n    \"    for i in range(min(max_boxes_to_draw, boxes.shape[0])):\\n\",\n    \"        if scores[i] >= min_score_thresh:\\n\",\n    \"            box = tuple(boxes[i].tolist())\\n\",\n    \"            class_id = classes[i]\\n\",\n    \"            if class_id in category_index:\\n\",\n    \"                class_name = category_index[class_id]['name']\\n\",\n    \"                display_str = f'{class_name}: {int(100 * scores[i])}%'\\n\",\n    \"                image_np_with_annotations = cv2.rectangle(\\n\",\n    \"                    image_np_with_annotations,\\n\",\n    \"                    (int(box[1] * image_np.shape[1]), int(box[0] * image_np.shape[0])),\\n\",\n    \"                    (int(box[3] * image_np.shape[1]), int(box[2] * image_np.shape[0])),\\n\",\n    \"                    (0, 255, 0), 2\\n\",\n    \"                )\\n\",\n    \"                image_np_with_annotations = cv2.putText(\\n\",\n    \"                    image_np_with_annotations, display_str,\\n\",\n    \"                    (int(box[1] * image_np.shape[1]), int(box[0] * image_np.shape[0]) - 10),\\n\",\n    \"                    cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 255, 0), 2\\n\",\n    \"                )\\n\",\n    \"    plt.figure(figsize=(12, 8))\\n\",\n    \"    plt.imshow(image_np_with_annotations)\\n\",\n    \"    plt.title('Detected Objects')\\n\",\n    \"    plt.show()\\n\",\n    \"\\n\",\n    \"# Tespit edilen nesneleri görselleştir\\n\",\n    \"plot_detections(image_np, detection_boxes, detection_classes, detection_scores, category_index)\\n\"\n   ]\n  }\n ],\n \"metadata\": {\n  \"colab\": {\n   \"provenance\": []\n  },\n  \"kernelspec\": {\n   \"display_name\": \"Python 3 (ipykernel)\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 3\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython3\",\n   \"version\": \"3.10.12\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 1\n}\n"
  },
  {
    "path": "Tematik_Egitimler/Derin_Ogrenme_ile_Goruntu_Isleme_Temmuz_2024/Nesne_Tespiti/OD_1.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"wQBMQHq-0W-4\"\n   },\n   \"source\": [\n    \"# Nesne tanımlama skor gösterimi\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"GRA8Hox6QCXD\",\n    \"outputId\": \"413e172f-9bc1-4c67-84c8-5981d9b06347\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"!pip install ultralytics\\n\",\n    \"!pip install opencv-python-headless\\n\",\n    \"!pip install matplotlib\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"id\": \"z7DYKirnL1Pv\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"import cv2\\n\",\n    \"import matplotlib.pyplot as plt\\n\",\n    \"from ultralytics import YOLO\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"gwuMsN55L3kj\",\n    \"outputId\": \"78edd86f-55ec-4b5b-a9ff-971c9dd825bf\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"model = YOLO('yolov8n.pt')\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"id\": \"VcHAIm3VL5qx\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"def detect_objects(image_path):\\n\",\n    \"    image = cv2.imread(image_path)\\n\",\n    \"    image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)  # OpenCV BGR formatını RGB'ye çevir\\n\",\n    \"    results = model(image)[0]\\n\",\n    \"\\n\",\n    \"    detections = []\\n\",\n    \"    for result in results.boxes.data.tolist():\\n\",\n    \"        x1, y1, x2, y2, score, class_id = result\\n\",\n    \"        detections.append([int(x1), int(y1), int(x2), int(y2), round(score, 3),\\n\",\n    \"                           results.names[int(class_id)]])\\n\",\n    \"\\n\",\n    \"    return detections, image\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"id\": \"nhsvIN9KL7ca\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"def plot_detections(image, detections):\\n\",\n    \"    plt.figure(figsize=(10, 10))\\n\",\n    \"    plt.imshow(image)\\n\",\n    \"    ax = plt.gca()\\n\",\n    \"\\n\",\n    \"    for detection in detections:\\n\",\n    \"        x1, y1, x2, y2, score, class_name = detection\\n\",\n    \"        rect = plt.Rectangle((x1, y1), x2-x1, y2-y1, fill=False, color='red', linewidth=2)\\n\",\n    \"        ax.add_patch(rect)\\n\",\n    \"        plt.text(x1, y1, f'{class_name} {score}', bbox=dict(facecolor='yellow', alpha=0.5), fontsize=12, color='black')\\n\",\n    \"\\n\",\n    \"    plt.axis('off')\\n\",\n    \"    plt.show()\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"NuD4Rauex2BQ\",\n    \"outputId\": \"9e20fad8-9730-486e-b87f-039b0744f2d4\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"import os\\n\",\n    \"import glob\\n\",\n    \"\\n\",\n    \"# Görüntü dosyalarının bulunduğu dizin\\n\",\n    \"image_directory = '/content/Data'\\n\",\n    \"\\n\",\n    \"# Dizindeki tüm görüntü dosyalarının yollarını al\\n\",\n    \"image_paths = glob.glob(os.path.join(image_directory, '*'))\\n\",\n    \"\\n\",\n    \"# Tespit edilen nesneleri ve görüntüleri işlemek için döngü\\n\",\n    \"for image_path in image_paths:\\n\",\n    \"    detections, image = detect_objects(image_path)\\n\",\n    \"    print(detections)\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 1000\n    },\n    \"id\": \"fQLr4QBIMAKl\",\n    \"outputId\": \"0f4ff94e-1508-450b-ce0a-b73d18313fc6\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"import os\\n\",\n    \"import glob\\n\",\n    \"\\n\",\n    \"# Görüntü dosyalarının bulunduğu dizin\\n\",\n    \"image_directory = '/content/Data'\\n\",\n    \"\\n\",\n    \"# Dizindeki tüm görüntü dosyalarının yollarını al\\n\",\n    \"image_paths = glob.glob(os.path.join(image_directory, '*'))\\n\",\n    \"\\n\",\n    \"# Tespit edilen nesneleri ve görüntüleri işlemek için döngü\\n\",\n    \"for image_path in image_paths:\\n\",\n    \"    detections, image = detect_objects(image_path)\\n\",\n    \"    plot_detections(image, detections)\\n\",\n    \"    print(detections)\\n\"\n   ]\n  }\n ],\n \"metadata\": {\n  \"colab\": {\n   \"provenance\": []\n  },\n  \"kernelspec\": {\n   \"display_name\": \"Python 3 (ipykernel)\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 3\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython3\",\n   \"version\": \"3.10.12\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 1\n}\n"
  },
  {
    "path": "Tematik_Egitimler/Derin_Ogrenme_ile_Goruntu_Isleme_Temmuz_2024/Nesne_Tespiti/OD_2.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"rdQTAtcq0_Ww\"\n   },\n   \"source\": [\n    \"# coco data set ile yolo\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"id\": \"PDjELAsbV8j6\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"!pip install ultralytics\\n\",\n    \"!pip install opencv-python-headless\\n\",\n    \"!pip install matplotlib\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"id\": \"p3O8UuTBaS12\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"import cv2\\n\",\n    \"import matplotlib.pyplot as plt\\n\",\n    \"from ultralytics import YOLO\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"yCZ0j6MIaToL\",\n    \"outputId\": \"808b1766-0c79-4a57-e166-ebbbad8bc3f8\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"!wget -O example1.jpg http://images.cocodataset.org/val2017/000000397133.jpg\\n\",\n    \"!wget -O example2.jpg http://images.cocodataset.org/val2017/000000037777.jpg\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"vpQctq4AaYHe\",\n    \"outputId\": \"7809e662-f98f-4273-9a04-8028edb1f338\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"model = YOLO('yolov8n.pt')  # En küçük model olan YOLOv8n'yi kullanıyoruz\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"id\": \"F1HyDeWxaaex\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"def detect_objects(image_path):\\n\",\n    \"    image = cv2.imread(image_path)\\n\",\n    \"    image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)  # OpenCV BGR formatını RGB'ye çevir\\n\",\n    \"    results = model(image)[0]\\n\",\n    \"\\n\",\n    \"    detections = []\\n\",\n    \"    for result in results.boxes.data.tolist():\\n\",\n    \"        x1, y1, x2, y2, score, class_id = result\\n\",\n    \"        detections.append([int(x1), int(y1), int(x2), int(y2), round(score, 3),\\n\",\n    \"                           results.names[int(class_id)]])\\n\",\n    \"\\n\",\n    \"    return detections, image\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"id\": \"237guk1nadDe\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"def plot_detections(image, detections):\\n\",\n    \"    plt.figure(figsize=(10, 10))\\n\",\n    \"    plt.imshow(image)\\n\",\n    \"    ax = plt.gca()\\n\",\n    \"\\n\",\n    \"    for detection in detections:\\n\",\n    \"        x1, y1, x2, y2, score, class_name = detection\\n\",\n    \"        rect = plt.Rectangle((x1, y1), x2-x1, y2-y1, fill=False, color='red', linewidth=2)\\n\",\n    \"        ax.add_patch(rect)\\n\",\n    \"        plt.text(x1, y1, f'{class_name} {score}', bbox=dict(facecolor='yellow', alpha=0.5), fontsize=12, color='black')\\n\",\n    \"\\n\",\n    \"    plt.axis('off')\\n\",\n    \"    plt.show()\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 1000\n    },\n    \"id\": \"hjY9dCehafb8\",\n    \"outputId\": \"87ebe97d-c4f2-4797-d99c-24099b7b2b3c\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"image_paths = ['example1.jpg', 'example2.jpg']\\n\",\n    \"\\n\",\n    \"for image_path in image_paths:\\n\",\n    \"    detections, image = detect_objects(image_path)\\n\",\n    \"    plot_detections(image, detections)\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 859\n    },\n    \"id\": \"pbBmUK6Baied\",\n    \"outputId\": \"b5a1740b-4b18-4b1d-a800-6866d1bacc05\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"# Yeni görüntü üzerinde nesne tespiti yapın ve sonuçları görselleştirin\\n\",\n    \"image_path = '/content/köpek.jpg'\\n\",\n    \"detections, image = detect_objects(image_path)\\n\",\n    \"plot_detections(image, detections)\"\n   ]\n  }\n ],\n \"metadata\": {\n  \"colab\": {\n   \"provenance\": []\n  },\n  \"kernelspec\": {\n   \"display_name\": \"Python 3 (ipykernel)\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 3\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython3\",\n   \"version\": \"3.10.12\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 1\n}\n"
  },
  {
    "path": "Tematik_Egitimler/Derin_Ogrenme_ile_Goruntu_Isleme_Temmuz_2024/Nesne_Tespiti/OD_3.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"vqZn0ZwY1H76\"\n   },\n   \"source\": [\n    \"# Yolo ile video işleme\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"CMKqeH0aczN9\",\n    \"outputId\": \"69e974e5-53dc-49df-a756-15c0afee641e\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"!pip install ultralytics\\n\",\n    \"!pip install opencv-python-headless\\n\",\n    \"!pip install matplotlib\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"id\": \"ai8U9aRSc7KB\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"import cv2\\n\",\n    \"import matplotlib.pyplot as plt\\n\",\n    \"from ultralytics import YOLO\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"MCLqBmlEc9HY\",\n    \"outputId\": \"5a436427-8cad-432f-de9c-b699560e6b90\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"model = YOLO('yolov8n.pt')  # En küçük model olan YOLOv8n'yi kullanıyoruz\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 73\n    },\n    \"id\": \"so5PglyAe2Xd\",\n    \"outputId\": \"1d758764-3e8b-494d-cc58-118898610f85\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"from google.colab import files\\n\",\n    \"\\n\",\n    \"uploaded = files.upload()  # Burada video dosyasını seçin ve yükleyin\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"Ji5WT7xyfIEb\",\n    \"outputId\": \"f1e299bc-72bd-4ee0-bd63-702cc2641555\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"def detect_faces_in_video(video_path):\\n\",\n    \"    cap = cv2.VideoCapture(video_path)\\n\",\n    \"    if not cap.isOpened():\\n\",\n    \"        print(\\\"Error: Could not open video.\\\")\\n\",\n    \"        return\\n\",\n    \"\\n\",\n    \"    # Video yazıcı ayarları\\n\",\n    \"    fourcc = cv2.VideoWriter_fourcc(*'XVID')\\n\",\n    \"    out = cv2.VideoWriter('output.avi', fourcc, 20.0, (int(cap.get(3)), int(cap.get(4))))\\n\",\n    \"\\n\",\n    \"    while cap.isOpened():\\n\",\n    \"        ret, frame = cap.read()\\n\",\n    \"        if not ret:\\n\",\n    \"            break\\n\",\n    \"\\n\",\n    \"        # YOLOv8 modelini kullanarak yüz tespiti yap\\n\",\n    \"        results = model(frame)[0]\\n\",\n    \"\\n\",\n    \"        # Tespit edilen yüzleri çerçeve içine al\\n\",\n    \"        for result in results.boxes.data.tolist():\\n\",\n    \"            x1, y1, x2, y2, score, class_id = result\\n\",\n    \"            class_name = results.names[int(class_id)]\\n\",\n    \"            if class_name == 'person':  # YOLOv8n modelinde 'person' olarak tanımlanmışsa\\n\",\n    \"                x1, y1, x2, y2 = int(x1), int(y1), int(x2), int(y2)\\n\",\n    \"                cv2.rectangle(frame, (x1, y1), (x2, y2), (0, 255, 0), 2)\\n\",\n    \"                cv2.putText(frame, f'{class_name} {score:.2f}', (x1, y1 - 10), cv2.FONT_HERSHEY_SIMPLEX, 0.9, (0, 255, 0), 2)\\n\",\n    \"\\n\",\n    \"        # Görüntüyü yaz\\n\",\n    \"        out.write(frame)\\n\",\n    \"\\n\",\n    \"    cap.release()\\n\",\n    \"    out.release()\\n\",\n    \"    cv2.destroyAllWindows()\\n\",\n    \"\\n\",\n    \"# Yüklediğiniz video dosyasının ismini buraya girin\\n\",\n    \"video_filename = list(uploaded.keys())[0]\\n\",\n    \"detect_faces_in_video(video_filename)\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"id\": \"Di6IZMnrfL8D\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"from IPython.display import HTML\\n\",\n    \"from base64 import b64encode\\n\",\n    \"\\n\",\n    \"def display_video(file_path):\\n\",\n    \"    video_file = open(file_path, \\\"rb\\\").read()\\n\",\n    \"    video_url = f\\\"data:video/mp4;base64,{b64encode(video_file).decode()}\\\"\\n\",\n    \"    return HTML(f\\\"\\\"\\\"<video width=600 controls><source src=\\\"{video_url}\\\" type=\\\"video/mp4\\\"></video>\\\"\\\"\\\")\\n\",\n    \"\\n\",\n    \"# Çıktı videosunu göster\\n\",\n    \"display_video('output.avi')\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"e4O_6bAic_uE\",\n    \"outputId\": \"de8f9685-a809-488e-db21-317d2911d30e\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"def detect_faces_from_camera():\\n\",\n    \"    cap = cv2.VideoCapture(0)  # Kamerayı aç\\n\",\n    \"    if not cap.isOpened():\\n\",\n    \"        print(\\\"Error: Could not open video stream.\\\")\\n\",\n    \"        return\\n\",\n    \"\\n\",\n    \"    while True:\\n\",\n    \"        ret, frame = cap.read()\\n\",\n    \"        if not ret:\\n\",\n    \"            break\\n\",\n    \"\\n\",\n    \"        # YOLOv8 modelini kullanarak yüz tespiti yap\\n\",\n    \"        results = model(frame)[0]\\n\",\n    \"\\n\",\n    \"        # Tespit edilen yüzleri çerçeve içine al\\n\",\n    \"        for result in results.boxes.data.tolist():\\n\",\n    \"            x1, y1, x2, y2, score, class_id = result\\n\",\n    \"            class_name = results.names[int(class_id)]\\n\",\n    \"            if class_name == 'person':  # YOLOv8n modelinde 'person' olarak tanımlanmışsa\\n\",\n    \"                x1, y1, x2, y2 = int(x1), int(y1), int(x2), int(y2)\\n\",\n    \"                cv2.rectangle(frame, (x1, y1), (x2, y2), (0, 255, 0), 2)\\n\",\n    \"                cv2.putText(frame, f'{class_name} {score:.2f}', (x1, y1 - 10), cv2.FONT_HERSHEY_SIMPLEX, 0.9, (0, 255, 0), 2)\\n\",\n    \"\\n\",\n    \"        # Görüntüyü göster\\n\",\n    \"        cv2.imshow('YOLOv8 Face Detection', frame)\\n\",\n    \"\\n\",\n    \"        # 'q' tuşuna basıldığında çık\\n\",\n    \"        if cv2.waitKey(1) & 0xFF == ord('q'):\\n\",\n    \"            break\\n\",\n    \"\\n\",\n    \"    cap.release()\\n\",\n    \"    cv2.destroyAllWindows()\\n\",\n    \"\\n\",\n    \"# Kamera akışında yüz tespiti yap\\n\",\n    \"detect_faces_from_camera()\\n\"\n   ]\n  }\n ],\n \"metadata\": {\n  \"colab\": {\n   \"provenance\": []\n  },\n  \"kernelspec\": {\n   \"display_name\": \"Python 3 (ipykernel)\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 3\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython3\",\n   \"version\": \"3.10.12\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 1\n}\n"
  },
  {
    "path": "Tematik_Egitimler/Derin_Ogrenme_ile_Goruntu_Isleme_Temmuz_2024/Nesne_Tespiti/OD_Yolol.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"aVBv02Lu91dY\",\n    \"outputId\": \"86ba07ef-f819-4617-e54b-cc96da07161c\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"!pip install ultralytics\\n\",\n    \"!pip install opencv-python-headless\\n\",\n    \"!pip install matplotlib\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"id\": \"styMcW0m93gq\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"import cv2\\n\",\n    \"import matplotlib.pyplot as plt\\n\",\n    \"from ultralytics import YOLO\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"YPEJe7cK95vY\",\n    \"outputId\": \"9919a12d-beb4-41bd-c66b-b5560c060375\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"model = YOLO('yolov8l.pt')\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"id\": \"takNl7J59-No\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"def detect_objects(image_path):\\n\",\n    \"    image = cv2.imread(image_path)\\n\",\n    \"    image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)  # OpenCV BGR formatını RGB'ye çevir\\n\",\n    \"    results = model(image)[0]\\n\",\n    \"\\n\",\n    \"    detections = []\\n\",\n    \"    for result in results.boxes.data.tolist():\\n\",\n    \"        x1, y1, x2, y2, score, class_id = result\\n\",\n    \"        detections.append([int(x1), int(y1), int(x2), int(y2), round(score, 3),\\n\",\n    \"                           results.names[int(class_id)]])\\n\",\n    \"\\n\",\n    \"    return detections, image\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"id\": \"xJcw8X0j-AZQ\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"def plot_detections(image, detections):\\n\",\n    \"    plt.figure(figsize=(10, 10))\\n\",\n    \"    plt.imshow(image)\\n\",\n    \"    ax = plt.gca()\\n\",\n    \"\\n\",\n    \"    for detection in detections:\\n\",\n    \"        x1, y1, x2, y2, score, class_name = detection\\n\",\n    \"        rect = plt.Rectangle((x1, y1), x2-x1, y2-y1, fill=False, color='red', linewidth=2)\\n\",\n    \"        ax.add_patch(rect)\\n\",\n    \"        plt.text(x1, y1, f'{class_name} {score}', bbox=dict(facecolor='yellow', alpha=0.5), fontsize=12, color='black')\\n\",\n    \"\\n\",\n    \"    plt.axis('off')\\n\",\n    \"    plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"XOhaRe2k-Cch\",\n    \"outputId\": \"bfdce9fa-ed5d-48ec-ae97-70580df247c3\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"import os\\n\",\n    \"import glob\\n\",\n    \"\\n\",\n    \"# Görüntü dosyalarının bulunduğu dizin\\n\",\n    \"image_directory = '/content/Data'\\n\",\n    \"\\n\",\n    \"# Dizindeki tüm görüntü dosyalarının yollarını al\\n\",\n    \"image_paths = glob.glob(os.path.join(image_directory, '*'))\\n\",\n    \"\\n\",\n    \"# Tespit edilen nesneleri ve görüntüleri işlemek için döngü\\n\",\n    \"for image_path in image_paths:\\n\",\n    \"    detections, image = detect_objects(image_path)\\n\",\n    \"    print(detections)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 1000\n    },\n    \"id\": \"vbuEhxsN-TER\",\n    \"outputId\": \"7b888715-40b0-4d15-f6d8-28bcdbeca05c\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"import os\\n\",\n    \"import glob\\n\",\n    \"\\n\",\n    \"# Görüntü dosyalarının bulunduğu dizin\\n\",\n    \"image_directory = '/content/Data'\\n\",\n    \"\\n\",\n    \"# Dizindeki tüm görüntü dosyalarının yollarını al\\n\",\n    \"image_paths = glob.glob(os.path.join(image_directory, '*'))\\n\",\n    \"\\n\",\n    \"# Tespit edilen nesneleri ve görüntüleri işlemek için döngü\\n\",\n    \"for image_path in image_paths:\\n\",\n    \"    detections, image = detect_objects(image_path)\\n\",\n    \"    plot_detections(image, detections)\\n\",\n    \"    print(detections)\"\n   ]\n  }\n ],\n \"metadata\": {\n  \"colab\": {\n   \"provenance\": []\n  },\n  \"kernelspec\": {\n   \"display_name\": \"Python 3 (ipykernel)\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 3\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython3\",\n   \"version\": \"3.10.12\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 1\n}\n"
  },
  {
    "path": "Tematik_Egitimler/Derin_Ogrenme_ile_Goruntu_Isleme_Temmuz_2024/Uygulamalar/T_Uyg_1_Overfitting.ipynb",
    "content": "{\n  \"nbformat\": 4,\n  \"nbformat_minor\": 0,\n  \"metadata\": {\n    \"colab\": {\n      \"provenance\": [],\n      \"gpuType\": \"T4\",\n      \"toc_visible\": true\n    },\n    \"kernelspec\": {\n      \"name\": \"python3\",\n      \"display_name\": \"Python 3\"\n    },\n    \"language_info\": {\n      \"name\": \"python\"\n    },\n    \"accelerator\": \"GPU\"\n  },\n  \"cells\": [\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"# Örnek Model Eğitimi ve overfiting\\n\",\n        \"\\n\",\n        \"Overfitting, makine öğrenmesi ve derin öğrenme modellerinde, modelin eğitim verisine aşırı uyum sağlaması sonucu eğitim setindeki gürültü veya rastlantısal özellikleri öğrenmesi durumudur.\\n\",\n        \"- modelin eğitim verisinde çok iyi performans göstermesine rağmen, yeni ve görülmemiş veri üzerinde düşük performans göstermesine yol açar.\\n\",\n        \"- Overfitting, modelin genelleme yeteneğini kaybetmesi anlamına gelir.\\n\",\n        \"\\n\",\n        \"### Overfitting Nasıl Anlaşılır?\\n\",\n        \"\\n\",\n        \"1. **Eğitim ve Doğrulama Hatalarının Karşılaştırılması:**\\n\",\n        \"   - Eğitim verisindeki hata düşükken, doğrulama veya test verisindeki hata yüksekse overfitting olduğunu gösterebilir.\\n\",\n        \"   - Eğitim doğruluğu zamanla artarken, doğrulama doğruluğu bir noktada durup hatta düşmeye başlıyorsa bu da overfitting’in bir işaretidir.\\n\",\n        \"\\n\",\n        \"2. **Öğrenme Eğrileri:**\\n\",\n        \"   - Eğitim ve doğrulama hatalarını zamanla (epoch'larla) çizerek modelin performansı izlenebilir. Eğitim hatası hızla azalırken, doğrulama hatası sabit kalıyor veya artıyorsa overfitting mevcuttur.\\n\",\n        \"\\n\",\n        \"3. **Yüksek Model Karmaşıklığı:**\\n\",\n        \"   - Aşırı karmaşık modeller (çok katmanlı derin ağlar veya çok yüksek dereceli polinomlar) daha fazla parametre içerdiğinden overfitting'e daha yatkındır.\\n\",\n        \"\\n\",\n        \"4. **Çok İyi Eğitim Performansı:**\\n\",\n        \"   - Eğitim setindeki başarı oranı %100’e çok yakınsa, bu modelin eğitim verisine fazla uyum sağladığını gösterebilir.\\n\",\n        \"\\n\",\n        \"   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)\"\n      ],\n      \"metadata\": {\n        \"id\": \"m-4poIu1eBTi\"\n      }\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Gerekli kütüphanelerin yüklenmesi\"\n      ],\n      \"metadata\": {\n        \"id\": \"5cApMPlKiG1M\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"id\": \"a90nu1qf7KkX\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"import tensorflow as tf\\n\",\n        \"from tensorflow.keras.datasets import cifar10\\n\",\n        \"from tensorflow.keras.models import Sequential\\n\",\n        \"from tensorflow.keras.layers import Dense, Conv2D, MaxPooling2D, Flatten, Dropout\\n\",\n        \"from tensorflow.keras.optimizers import Adam\\n\",\n        \"from tensorflow.keras.callbacks import EarlyStopping\\n\",\n        \"import matplotlib.pyplot as plt\\n\",\n        \"import numpy as np\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Veri kümesini yükleyin\"\n      ],\n      \"metadata\": {\n        \"id\": \"Ra1gRuZGiNh3\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"(x_train, y_train), (x_test, y_test) = cifar10.load_data()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"rjiRgxnK7PrO\",\n        \"outputId\": \"c582936f-95f9-437c-9047-4c60d54b8fa0\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Downloading data from https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz\\n\",\n            \"\\u001b[1m170498071/170498071\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m9s\\u001b[0m 0us/step\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Veri normalizasyonu\"\n      ],\n      \"metadata\": {\n        \"id\": \"uYb5ECUWiSYI\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"x_train, x_test = x_train / 255.0, x_test / 255.0\"\n      ],\n      \"metadata\": {\n        \"id\": \"2D-3i8C57RRS\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Sınıf sayısını belirleyin\\n\",\n        \"num_classes = len(np.unique(y_train))\"\n      ],\n      \"metadata\": {\n        \"id\": \"bfktD5ST7S92\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Sınıf etiketlerini vektörlere dönüştürün\\n\",\n        \"y_train = tf.keras.utils.to_categorical(y_train, num_classes)\\n\",\n        \"y_test = tf.keras.utils.to_categorical(y_test, num_classes)\"\n      ],\n      \"metadata\": {\n        \"id\": \"urhFZ96S7Uyb\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Model oluşturma\"\n      ],\n      \"metadata\": {\n        \"id\": \"ibgCIEY_ibJx\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Overfitting yapacak basit bir model oluşturalım\\n\",\n        \"model = Sequential([\\n\",\n        \"    Conv2D(32, (3, 3), activation='relu', input_shape=(32, 32, 3)),\\n\",\n        \"    MaxPooling2D((2, 2)),\\n\",\n        \"    Conv2D(64, (3, 3), activation='relu'),\\n\",\n        \"    MaxPooling2D((2, 2)),\\n\",\n        \"    Flatten(),\\n\",\n        \"    Dense(512, activation='relu'),\\n\",\n        \"    Dense(num_classes, activation='softmax')\\n\",\n        \"])\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"YrnO8QQn7WAf\",\n        \"outputId\": \"edbcfcb7-c24b-447d-f109-b2bf384416f1\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stderr\",\n          \"text\": [\n            \"/usr/local/lib/python3.10/dist-packages/keras/src/layers/convolutional/base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\\n\",\n            \"  super().__init__(activity_regularizer=activity_regularizer, **kwargs)\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Modeli derleyin\\n\",\n        \"model.compile(optimizer=Adam(), loss='categorical_crossentropy', metrics=['accuracy'])\"\n      ],\n      \"metadata\": {\n        \"id\": \"vx6cDHzr7ZIJ\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Modeli eğitin\\n\",\n        \"history = model.fit(x_train, y_train, epochs=20, validation_data=(x_test, y_test))\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"QhZRVDDT7alf\",\n        \"outputId\": \"bdb37faf-1084-4157-dc6a-a2f058278766\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m18s\\u001b[0m 7ms/step - accuracy: 0.4120 - loss: 1.6215 - val_accuracy: 0.5779 - val_loss: 1.2297\\n\",\n            \"Epoch 2/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m4s\\u001b[0m 3ms/step - accuracy: 0.6303 - loss: 1.0522 - val_accuracy: 0.6616 - val_loss: 0.9681\\n\",\n            \"Epoch 3/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m7s\\u001b[0m 4ms/step - accuracy: 0.7037 - loss: 0.8410 - val_accuracy: 0.6802 - val_loss: 0.9173\\n\",\n            \"Epoch 4/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m9s\\u001b[0m 4ms/step - accuracy: 0.7601 - loss: 0.6890 - val_accuracy: 0.6978 - val_loss: 0.8962\\n\",\n            \"Epoch 5/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m10s\\u001b[0m 3ms/step - accuracy: 0.8099 - loss: 0.5449 - val_accuracy: 0.6998 - val_loss: 0.9108\\n\",\n            \"Epoch 6/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m8s\\u001b[0m 5ms/step - accuracy: 0.8612 - loss: 0.4108 - val_accuracy: 0.7092 - val_loss: 0.9579\\n\",\n            \"Epoch 7/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m7s\\u001b[0m 3ms/step - accuracy: 0.8990 - loss: 0.2948 - val_accuracy: 0.7015 - val_loss: 1.0566\\n\",\n            \"Epoch 8/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m6s\\u001b[0m 3ms/step - accuracy: 0.9318 - loss: 0.2092 - val_accuracy: 0.6955 - val_loss: 1.2042\\n\",\n            \"Epoch 9/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m4s\\u001b[0m 3ms/step - accuracy: 0.9487 - loss: 0.1506 - val_accuracy: 0.7007 - val_loss: 1.3338\\n\",\n            \"Epoch 10/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m6s\\u001b[0m 3ms/step - accuracy: 0.9652 - loss: 0.1068 - val_accuracy: 0.6959 - val_loss: 1.5395\\n\",\n            \"Epoch 11/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m13s\\u001b[0m 5ms/step - accuracy: 0.9702 - loss: 0.0892 - val_accuracy: 0.6972 - val_loss: 1.5928\\n\",\n            \"Epoch 12/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m9s\\u001b[0m 4ms/step - accuracy: 0.9723 - loss: 0.0858 - val_accuracy: 0.6852 - val_loss: 1.7881\\n\",\n            \"Epoch 13/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m9s\\u001b[0m 4ms/step - accuracy: 0.9777 - loss: 0.0676 - val_accuracy: 0.6867 - val_loss: 2.0393\\n\",\n            \"Epoch 14/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m9s\\u001b[0m 3ms/step - accuracy: 0.9772 - loss: 0.0673 - val_accuracy: 0.6853 - val_loss: 2.0139\\n\",\n            \"Epoch 15/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m5s\\u001b[0m 3ms/step - accuracy: 0.9793 - loss: 0.0606 - val_accuracy: 0.6756 - val_loss: 2.0904\\n\",\n            \"Epoch 16/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m7s\\u001b[0m 4ms/step - accuracy: 0.9770 - loss: 0.0668 - val_accuracy: 0.6904 - val_loss: 2.2515\\n\",\n            \"Epoch 17/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m5s\\u001b[0m 3ms/step - accuracy: 0.9808 - loss: 0.0592 - val_accuracy: 0.6868 - val_loss: 2.2629\\n\",\n            \"Epoch 18/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m6s\\u001b[0m 4ms/step - accuracy: 0.9836 - loss: 0.0486 - val_accuracy: 0.6815 - val_loss: 2.3220\\n\",\n            \"Epoch 19/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m5s\\u001b[0m 3ms/step - accuracy: 0.9847 - loss: 0.0490 - val_accuracy: 0.6859 - val_loss: 2.4892\\n\",\n            \"Epoch 20/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m6s\\u001b[0m 3ms/step - accuracy: 0.9820 - loss: 0.0564 - val_accuracy: 0.6874 - val_loss: 2.4003\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Görselleştirme\\n\",\n        \"Kayıp oranı validation da artarken, eğitimde düşmesi modelin overfit olduğunu gösterir.\"\n      ],\n      \"metadata\": {\n        \"id\": \"ZafFMl4Aij-H\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Eğitim ve doğrulama kayıplarını çizdirin\\n\",\n        \"plt.plot(history.history['loss'], label='Training Loss')\\n\",\n        \"plt.plot(history.history['val_loss'], label='Validation Loss')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Loss')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\\n\",\n        \"\\n\",\n        \"# Eğitim ve doğrulama doğruluklarını çizdirin\\n\",\n        \"plt.plot(history.history['accuracy'], label='Training Accuracy')\\n\",\n        \"plt.plot(history.history['val_accuracy'], label='Validation Accuracy')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Accuracy')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 883\n        },\n        \"id\": \"Mp4ioG8Y7baW\",\n        \"outputId\": \"0c8bf86a-b99d-4adc-de3b-34b9d5664daa\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Overfitting engelleme yöntemleri\"\n      ],\n      \"metadata\": {\n        \"id\": \"b3skClnJi-J1\"\n      }\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Droup out\\n\",\n        \"\\n\",\n        \"Dropout, derin öğrenme modellerinde overfitting'i azaltmak ve modelin genelleme yeteneğini artırmak amacıyla kullanılan bir düzenlileştirme (regularization) tekniğidir.\\n\",\n        \"Dropout, eğitim sırasında modelin bazı nöronlarını rastgele devre dışı bırakarak, ağın belirli nöronlara veya özelliklere aşırı bağımlı olmasını engeller. Bu, modelin daha sağlam ve genelleme yeteneği yüksek hale gelmesine yardımcı olur.\\n\",\n        \"\\n\",\n        \"### Dropout Nasıl Çalışır?\\n\",\n        \"\\n\",\n        \"- **Eğitim Aşaması:**\\n\",\n        \"  - Eğitim sırasında, her ileri yayılım (forward pass) adımında, ağın her katmanındaki nöronlardan rastgele bir kısmı devre dışı bırakılır (yani, 0 olarak ayarlanır). Hangi nöronların devre dışı bırakılacağı, belirli bir olasılık (örneğin, %50) ile belirlenir.\\n\",\n        \"  - Bu, her seferinde farklı bir alt ağın eğitilmesine yol açar, böylece modelin çeşitli örüntüleri öğrenmesi sağlanır.\\n\",\n        \"\\n\",\n        \"- **Test Aşaması:**\\n\",\n        \"  - Test aşamasında ise dropout uygulanmaz. Bunun yerine, modelin bütün nöronları kullanılır, ancak her bir nöronun çıktısı, eğitim sırasında kullanılan dropout oranına göre ölçeklendirilir. Bu, modelin test sırasında kararlı bir şekilde çalışmasını sağlar.\\n\",\n        \"\\n\",\n        \"  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)\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"Aşağıdaki örnekte, dropout oranı %50 olarak ayarlanmıştır. Yani, her eğitim adımında nöronların %50'si rastgele devre dışı bırakılacaktır.\"\n      ],\n      \"metadata\": {\n        \"id\": \"z5D39HAgjChA\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Dropout ekleyerek overfitting'i azaltmaya çalışalım\\n\",\n        \"model_1 = Sequential([\\n\",\n        \"    Conv2D(32, (3, 3), activation='relu', input_shape=(32, 32, 3)),\\n\",\n        \"    MaxPooling2D((2, 2)),\\n\",\n        \"    Conv2D(64, (3, 3), activation='relu'),\\n\",\n        \"    MaxPooling2D((2, 2)),\\n\",\n        \"    Flatten(),\\n\",\n        \"    Dense(512, activation='relu'),\\n\",\n        \"    Dropout(0.5),\\n\",\n        \"    Dense(num_classes, activation='softmax')\\n\",\n        \"])\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"kVGkvvMD7j62\",\n        \"outputId\": \"e4a75bb1-6662-40a7-e7ab-b6c0a40fafb2\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stderr\",\n          \"text\": [\n            \"/usr/local/lib/python3.10/dist-packages/keras/src/layers/convolutional/base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\\n\",\n            \"  super().__init__(activity_regularizer=activity_regularizer, **kwargs)\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Modeli tekrar derleyin\\n\",\n        \"model_1.compile(optimizer=Adam(), loss='categorical_crossentropy', metrics=['accuracy'])\"\n      ],\n      \"metadata\": {\n        \"id\": \"XZdPZrwA7v0q\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Early_stopping call back\\n\",\n        \"\\n\",\n        \"Derin öğrenme modellerinin eğitim sürecinde overfitting’i önlemek için kullanılan bir düzenlileştirme (regularization) yöntemidir.\\n\",\n        \"- Early stopping, modelin doğrulama setindeki performansını izleyerek, belirli bir noktadan sonra modelin eğitimini durdurur.\\n\",\n        \"- Bu, modelin aşırı uyum sağladığı yani overfitting yapmaya başladığı durumları engeller.\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"- **Eğitim Süreci:**\\n\",\n        \"  - Model eğitim sırasında her epoch’ta eğitim ve doğrulama verileri üzerinde değerlendirilir.\\n\",\n        \"  - Early stopping, modelin doğrulama setindeki hatasını (veya doğruluğunu) izler. Eğer doğrulama hatası belirli bir süre boyunca iyileşmezse, yani modelin doğrulama performansı belirli bir sayıda epoch boyunca aynı kalır veya kötüleşirse, eğitim süreci durdurulur.\\n\",\n        \"\\n\",\n        \"- **Patience Parametresi:**\\n\",\n        \"  - Early stopping’in en önemli parametrelerinden biri olan \\\"patience\\\", doğrulama performansının iyileşmediği epoch sayısını belirler. Örneğin, `patience=5` olarak ayarlandığında, doğrulama hatası 5 epoch boyunca iyileşmezse eğitim durdurulur.\\n\",\n        \"\\n\",\n        \"- **Mode Parametresi:**\\n\",\n        \"  - \\\"Mode\\\" parametresi, izlenen metrikte bir azalma mı yoksa artış mı beklendiğini belirler. Örneğin, doğrulama kaybını azaltmaya çalışıyorsanız, mode \\\"min\\\" olarak ayarlanır; doğrulama doğruluğunu artırmaya çalışıyorsanız, mode \\\"max\\\" olarak ayarlanır.\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"![early-stopping.png](data:image/png;base64,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)\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"TccnA7VbkZy4\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Early stopping callback ekleyin\\n\",\n        \"early_stopping = EarlyStopping(monitor='val_loss', patience=3)\"\n      ],\n      \"metadata\": {\n        \"id\": \"iSzVwEPO7zOA\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Modeli tekrar eğitin\\n\",\n        \"history_1 = model_1.fit(x_train, y_train, epochs=20, validation_data=(x_test, y_test), callbacks=[early_stopping])\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"f4lpLncL71l6\",\n        \"outputId\": \"149bdb28-5705-400d-dbb3-28251e4007e5\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m11s\\u001b[0m 5ms/step - accuracy: 0.3733 - loss: 1.6978 - val_accuracy: 0.5943 - val_loss: 1.1691\\n\",\n            \"Epoch 2/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m5s\\u001b[0m 3ms/step - accuracy: 0.5887 - loss: 1.1582 - val_accuracy: 0.6549 - val_loss: 0.9934\\n\",\n            \"Epoch 3/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m4s\\u001b[0m 3ms/step - accuracy: 0.6502 - loss: 0.9938 - val_accuracy: 0.6648 - val_loss: 0.9422\\n\",\n            \"Epoch 4/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m6s\\u001b[0m 3ms/step - accuracy: 0.6907 - loss: 0.8832 - val_accuracy: 0.6770 - val_loss: 0.9128\\n\",\n            \"Epoch 5/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m11s\\u001b[0m 4ms/step - accuracy: 0.7206 - loss: 0.7906 - val_accuracy: 0.7013 - val_loss: 0.8683\\n\",\n            \"Epoch 6/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m9s\\u001b[0m 3ms/step - accuracy: 0.7482 - loss: 0.7227 - val_accuracy: 0.7141 - val_loss: 0.8351\\n\",\n            \"Epoch 7/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m5s\\u001b[0m 3ms/step - accuracy: 0.7760 - loss: 0.6429 - val_accuracy: 0.7166 - val_loss: 0.8313\\n\",\n            \"Epoch 8/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m4s\\u001b[0m 3ms/step - accuracy: 0.7957 - loss: 0.5832 - val_accuracy: 0.7190 - val_loss: 0.8509\\n\",\n            \"Epoch 9/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m6s\\u001b[0m 3ms/step - accuracy: 0.8127 - loss: 0.5304 - val_accuracy: 0.7287 - val_loss: 0.8508\\n\",\n            \"Epoch 10/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m9s\\u001b[0m 3ms/step - accuracy: 0.8287 - loss: 0.4825 - val_accuracy: 0.7205 - val_loss: 0.9030\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Eğitim ve doğrulama kayıplarını çizdirin\\n\",\n        \"plt.plot(history_1.history['loss'], label='Training Loss')\\n\",\n        \"plt.plot(history_1.history['val_loss'], label='Validation Loss')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Loss')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"# Eğitim ve doğrulama doğruluklarını tekrar çizdirin\\n\",\n        \"plt.plot(history_1.history['accuracy'], label='Training Accuracy')\\n\",\n        \"plt.plot(history_1.history['val_accuracy'], label='Validation Accuracy')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Accuracy')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 881\n        },\n        \"id\": \"Ek6QLwjG79Wf\",\n        \"outputId\": \"b440da7f-45d5-437d-e302-e620ec3527a5\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Veri artırımı\"\n      ],\n      \"metadata\": {\n        \"id\": \"b6uaLI5Xl8DR\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"from tensorflow.keras.preprocessing.image import ImageDataGenerator\\n\",\n        \"\\n\",\n        \"# Veri artırma ayarlarını belirleyin\\n\",\n        \"datagen = ImageDataGenerator(\\n\",\n        \"    rotation_range=15,\\n\",\n        \"    width_shift_range=0.1,\\n\",\n        \"    height_shift_range=0.1,\\n\",\n        \"    horizontal_flip=True\\n\",\n        \")\"\n      ],\n      \"metadata\": {\n        \"id\": \"QHPKG6Y08ItM\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Veri artırma ile modeli eğitin\\n\",\n        \"history_2 = model.fit(datagen.flow(x_train, y_train, batch_size=32),\\n\",\n        \"                    epochs=20,\\n\",\n        \"                    validation_data=(x_test, y_test),\\n\",\n        \"                    callbacks=[early_stopping])\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"_RT8PO_d8LRQ\",\n        \"outputId\": \"41205da4-a1a2-4687-a9ca-236c91a6aef7\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/20\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stderr\",\n          \"text\": [\n            \"/usr/local/lib/python3.10/dist-packages/keras/src/trainers/data_adapters/py_dataset_adapter.py:121: UserWarning: Your `PyDataset` class should call `super().__init__(**kwargs)` in its constructor. `**kwargs` can include `workers`, `use_multiprocessing`, `max_queue_size`. Do not pass these arguments to `fit()`, as they will be ignored.\\n\",\n            \"  self._warn_if_super_not_called()\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m42s\\u001b[0m 26ms/step - accuracy: 0.6178 - loss: 1.3279 - val_accuracy: 0.6601 - val_loss: 1.0761\\n\",\n            \"Epoch 2/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m37s\\u001b[0m 23ms/step - accuracy: 0.6783 - loss: 0.9333 - val_accuracy: 0.7020 - val_loss: 0.9014\\n\",\n            \"Epoch 3/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m37s\\u001b[0m 23ms/step - accuracy: 0.7025 - loss: 0.8636 - val_accuracy: 0.7028 - val_loss: 0.9117\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Eğitim ve doğrulama kayıplarını çizdirin\\n\",\n        \"plt.plot(history_2.history['loss'], label='Training Loss')\\n\",\n        \"plt.plot(history_2.history['val_loss'], label='Validation Loss')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Loss')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\\n\",\n        \"\\n\",\n        \"# Eğitim ve doğrulama doğruluklarını tekrar çizdirin\\n\",\n        \"plt.plot(history_2.history['accuracy'], label='Training Accuracy')\\n\",\n        \"plt.plot(history_2.history['val_accuracy'], label='Validation Accuracy')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Accuracy')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 881\n        },\n        \"id\": \"18-_omFa8TyB\",\n        \"outputId\": \"14a057da-cc43-4457-b1a6-5b68e341c6c9\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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BqOhkNS29s+Wn0hIQfIYqRV2Bk3f5z9J4dwzP/t53vD5ynwKjQ3r86cwa14dc3OvFSx3qVOvyABWwBWrFiBePHj2fOnDkEBQUxc+ZMunXrxrFjx3B3dy/Sf82aNYUuxHf58mVatmzJc889Z2779NNP+eqrr4iKisLf35933nmHbt26cfjw4Yp7MKcQ4vZOboFlz4MhFxr1gOciwaZy/wIXoiQuZuayZNcZluxK5GJmLgB2Nlp6tfQiLMSPZl4uKldYvlQPQJ9//jkjRowwX2xuzpw5bNiwgQULFjBx4sQi/f99wbrly5dTpUoVcwBSFIWZM2fy9ttv06tXLwAWLlyIh4cH69ato3///kXmmZubS25urvl1RkZGkT5CCAt2YgssvxF+Gj8JfSIk/Ahxw8Gz6UTExPPDnxfIM5iu5ebhrGfwA74MaF+HGlWtcyupqgEoLy+PvXv3MmnSJHObVqulS5cu7Nix467mER4eTv/+/c23G4iPjyc5OZkuXbqY+7i4uBAUFMSOHTuKDUDTpk0rdMNLIUQFcuLnG+EnT8KPEDfkG4xs/iuZiJgE9p65am5vU8eVsBB/ujevha3OIo6CUY2qAejSpUsYDAY8PDwKtXt4eHD06NE7Th8bG8uhQ4cIDw83tyUnJ5vn8e953nzv3yZNmsT48ePNrzMyMvDx8bnrcQghVHL8J1gx0BR+mvQ0hR+d5V2bRIjyciU7j2WxiSzeeYYL6TkA2Oo0PBngRVgHP1r6uKpboAWp0PEvPDycFi1aFLpT+L3Q6/U4OzsXeojiderUiXHjxplf+/n5MXPmzNtOo9FoWLdu3X1/dmnNR1QSxzf/I/w8JeFHWLUjFzKYsPpPgqdFM33zMS6k5+BW1Y6xjzYgZuIjfNGvlYSff1F1C5Cbmxs6nY6UlJRC7SkpKdSqVeu202ZnZ7N8+XLef//9Qu03p0tJScHT07PQPG9388zKrmfPnuTn57Np06Yi7/3+++88/PDDHDhwgICAgBLNd/fu3UXudn6/3n33XdatW0dcXFyh9gsXLlCtWrVS/axbuX79Ot7e3mi1Ws6dO4deb537yC3WsU2wYhAY86FpL3g2XMKPsDoGo8LPh1OI3B7PztNXzO0tvF0YGuJHjwBP9DY6FSu0bKpuAbKzsyMwMJDo6Ghzm9FoJDo6muDg4NtOu2rVKnJzc8131L7J39+fWrVqFZpnRkYGu3btuuM8K7Nhw4bx888/c/bs2SLvRURE0LZt2xKHHzDdEf1u7n9VGmrVqlVuQeTbb7+lWbNmNG7cWPWtToqiUFBQoGoNFuXYj/8IP70l/Airk34tn7m/neLhT3/h5cV72Xn6Cjqthh4Bnnw7Mpj1o0N4pk1tCT93oPousPHjxzNv3jyioqI4cuQII0eOJDs723xW2JAhQwodJH1TeHg4vXv3pkaNGoXaNRoN48aN48MPP2T9+vUcPHiQIUOG4OXlVeSGk9bkySefpGbNmkRGRhZqz8rKYtWqVQwbNozLly8zYMAAvL29qVKlCi1atGDZsmW3ne+/d4GdOHGChx9+GHt7e5o2bcrPP/9cZJoJEybQsGFDqlSpQt26dXnnnXfIz88HIDIykvfee48DBw6Yr/F0s+Z/7wI7ePAgjzzyCA4ODtSoUYMXX3yRrKy/71AcFhZG7969mTFjBp6entSoUYNRo0aZP+t2wsPDGTRoEIMGDSp0jNlNf/31F08++STOzs44OTnx0EMPcerUKfP7CxYsoFmzZuj1ejw9PRk9ejRgun+XRqMptHUrLS0NjUbDtm3bANi2bRsajYYff/yRwMBA9Ho9f/zxB6dOnaJXr154eHhQtWpV2rVrx5YtWwrVlZuby4QJE/Dx8UGv11O/fn3Cw8NRFIX69eszY8aMQv3j4uLQaDScPHnyjj8Ti3B0A6wYbAo/zZ6R8COsysnUTN5ae5AHpkUzdeNRzqVdp1oVW17pVI8/JnRm9vNtCPStjkZTOW5VUdZUPw2+X79+XLx4kcmTJ5OcnEyrVq3YtGmT+SDmxMREtNrCOe3YsWP88ccf/PTTT8XO87///S/Z2dm8+OKLpKWl8eCDD7Jp06ayuwaQopjuNF3ebKvAXX7RbWxsGDJkCJGRkbz11lvm/yCrVq3CYDAwYMAAsrKyCAwMZMKECTg7O7NhwwYGDx5MvXr17uo4K6PRyDPPPIOHhwe7du0iPT290PFCNzk5OREZGYmXlxcHDx5kxIgRODk58d///pd+/fpx6NAhNm3aZF65u7gUvTZFdnY23bp1Izg4mN27d5Oamsrw4cMZPXp0oZD3yy+/4OnpyS+//MLJkyfp168frVq1YsSIEbccx6lTp9ixYwdr1qxBURRee+01zpw5g6+vLwDnzp3j4YcfplOnTmzduhVnZ2diYmLMW2m++eYbxo8fz8cff0z37t1JT0+/pytZT5w4kRkzZlC3bl2qVatGUlISTzzxBB999BF6vZ6FCxfSs2dPjh07Rp06dQDTHww7duzgq6++omXLlsTHx3Pp0iU0Gg0vvPACERERvP766+bPiIiI4OGHH6Z+/folrq/cHd0AK0NN4af5s/D0XNCp/itMiDJlNCpsO55KREwCv5+4ZG5vXMuJF0L8eaqVF/a2sqXnniiiiPT0dAVQ0tPTi7x3/fp15fDhw8r169f/bszNUpQpzuX/yM0q0biOHDmiAMovv/xibnvooYeUQYMG3XKaHj16KP/5z3/Mrzt27KiMHTvW/NrX11f54osvFEVRlM2bNys2NjbKuXPnzO//+OOPCqCsXbv2lp8xffp0JTAw0Px6ypQpSsuWLYv0++d85s6dq1SrVk3Jyvr7Z7BhwwZFq9UqycnJiqIoSmhoqOLr66sUFBSY+zz33HNKv379blmLoijKm2++qfTu3dv8ulevXsqUKVPMrydNmqT4+/sreXl5xU7v5eWlvPXWW8W+Fx8frwDK/v37zW1Xr14ttFx++eUXBVDWrVt32zoVRVGaNWumfP3114qiKMqxY8cUQPn555+L7Xvu3DlFp9Mpu3btUhRFUfLy8hQ3NzclMjKy2P7FftfVcni9orxX3fS9X/WCohTkq12REGUq43qesuCP00rHT7cqvhN+UHwn/KD4T/xBeXHhbmXHqUuK0WhUu0SLdLv197/Jn09WpHHjxnTo0IEFCxbQqVMnTp48ye+//24+kNxgMDB16lRWrlzJuXPnyMvLIzc3966P8Tly5Ag+Pj54eXmZ24o77mrFihV89dVXnDp1iqysLAoKCkp85t2RI0do2bJloQOwQ0JCMBqNHDt2zLwFsVmzZuh0f/915OnpycGDB285X4PBQFRUFF9++aW5bdCgQbz++utMnjwZrVZLXFwcDz30ELa2RXe9pKamcv78eR599NESjac4bdu2LfQ6KyuLd999lw0bNnDhwgUKCgq4fv06iYmJgGl3lk6no2PHjsXOz8vLix49erBgwQLat2/P999/T25ubqGrqFukw+th9VAwFkCL56D3HNnyIyqt+EvZRG1PYPXes2TlmrYqO9vb0L99HQY/4ItP9fI55tIayG+R0mBbBd48r87nltCwYcMYM2YMs2fPJiIignr16plXmNOnT+fLL79k5syZtGjRAkdHR8aNG1fo1iP3a8eOHQwcOJD33nuPbt264eLiwvLly/nss89K7TP+6d8hRaPRYDQab9l/8+bNnDt3jn79+hVqNxgMREdH07VrVxwcHG45/e3eA8y7c5V/3Mz0Vsck/fvsutdff52ff/6ZGTNmUL9+fRwcHOjTp495+dzpswGGDx/O4MGD+eKLL4iIiKBfv37ldhD7PTn8Hax+4Ub46QtPzwGtbO4XlYuiKPx+4hIRMfH8cuyiub2+e1XCOvjxTBtvqtjJ6rq0yU+0NGg0YFe6p4KXlb59+zJ27FiWLl3KwoULGTlypPl4oJiYGHr16mU+s85oNHL8+HGaNm16V/Nu0qQJSUlJXLhwwXwJgp07dxbqs337dnx9fXnrrbfMbWfOnCnUx87ODoPBcMfPioyMJDs72xwUYmJi0Gq1NGrU6K7qLc7NK4v/sz6Ajz76iPDwcLp27UpAQABRUVHk5+cXCVhOTk74+fkRHR1N586di8y/Zs2agOmU/tatWwMUOd3/VmJiYggLC+Ppp58GTFuEEhISzO+3aNECo9HIr7/+WuhK6P/0xBNP4OjoyDfffMOmTZv47bff7uqzVfHXOlP4UQwQ0A96fyPhR1Qq2bkFrNl/jsiYeE5dzAZMq5NHGrkTFuLHg/Xd5IDmMiQByMpUrVqVfv36MWnSJDIyMggLCzO/16BBA1avXs327dupVq0an3/+OSkpKXcdgLp06ULDhg0JDQ1l+vTpZGRkFAkSDRo0IDExkeXLl9OuXTs2bNjA2rVrC/Xx8/MjPj6euLg4ateujZOTU5HT3wcOHMiUKVMIDQ3l3Xff5eLFi4wZM4bBgwcXuQr43bp48SLff/8969evp3nz5oXeGzJkCE8//TRXrlxh9OjRfP311/Tv359Jkybh4uLCzp07ad++PY0aNeLdd9/l5Zdfxt3dne7du5OZmUlMTAxjxozBwcGBBx54gI8//hh/f39SU1N5++2376q+Bg0asGbNGnr27IlGo+Gdd94ptDXLz8+P0NBQXnjhBfNB0GfOnCE1NZW+ffsCoNPpCAsLY9KkSTRo0MByLw3x11pYPexG+OkPvf9Pwo+oNJKuXGPhjgSW704iM8e0m6uq3obn2tYmNNgPP7eK8Qd1Raf6afCi/A0bNoyrV6/SrVu3QsfrvP3227Rp04Zu3brRqVMnatWqVaJLB2i1WtauXcv169dp3749w4cP56OPPirU56mnnuK1115j9OjRtGrViu3bt/POO+8U6vPss8/y+OOP07lzZ2rWrFnsqfhVqlRh8+bNXLlyhXbt2tGnTx8effRRZs2aVbIfxj8sXLgQR0fHYo/fefTRR3FwcGDx4sXUqFGDrVu3kpWVRceOHQkMDGTevHnmrUGhoaHMnDmT//u//6NZs2Y8+eSTnDhxwjyvBQsWUFBQQGBgoPmSDXfj888/p1q1anTo0IGePXvSrVs32rRpU6jPN998Q58+fXjllVdo3LgxI0aMIDs7u1CfYcOGkZeXZ77UhMU5tObv8NPyeQk/olJQFIXtpy7x4sI9dJz+C/N+jyczpwB/N0fe7dmUHZMeYUrPZhJ+ypFG+efBCAIwXTjRxcWF9PT0Igfn5uTkEB8fj7+/f9mdVi9EGfr999959NFHSUpKuu3WMlW+64e+hW9HmMJPq4Hw1NcSfkSFlpNvYN3+c0RuT+Bocqa5/aEGbrwQ4k/HhjXRamU3V2m53fr732QXmBBWIjc3l4sXL/Luu+/y3HPP3fOuwjJzcDWsGQGKEVoNgqe+kvAjKqzzaddZtPMMy2ITSbtmOtHBwVbHs4HehHXwo767k8oVCglAQliJZcuWMWzYMFq1asXChQvVLqewP1fB2hdN4af1IOj5NWhlD72oWBRFYe+Zq0TEJLDpr2QMRtMOltrVHAgN9qNvOx9cHOTK5ZZCApAQViIsLKzQQe8W48+VsPYlU/hpMwSe/FLCj6hQcgsM/HDgAhHb4zl0LsPcHly3BmEhfnRp4oFOdnNZHAlAQgj1HFgB616+EX5C4cmZEn5EhZGakcPiXYks3XWGS1mm63HpbbQ83dqbsBA/Gtcq2QVeRfmSAHSP5NhxUdmV+Xf8wHJYN9IUfgLDoMcXEn5EhRCXlEZkTDwbDl4g32D6f+LpYs/gYF8GtKtDNUc7lSsUd0MCUAndPNX52rVrd3XlXSEqqmvXTDf4Le6WH/ctbpkp/KBA4FDo8bmEH2HR8gqM/HjoAhExCcQlpZnb2/lVI6yDP92aeWCjk+9wRSIBqIR0Oh2urq6kpqYCpuvRyJU6RWWiKArXrl0jNTUVV1fXQvdSKxVxS2HdK4ACbYfBEzMk/AiLdSkrl2W7Elm08wypmbkA2Om09GzpRVgHP1rUdlG5QnGvJADdg1q1agGYQ5AQlZGrq6v5u15q9i+G70ZjDj89PjNd+18IC3PoXDqR2xNYf+A8eQWmK67XdNIz+AFfBrSvQ00n/R3mICydBKB7oNFo8PT0xN3d/ZY3shSiIrO1tS39LT/7FsH6MYAC7UbAE9Ml/AiLUmAw8tPhFCJjEohNuGJub+njygshfnRv7omdjWytrCwkAN0HnU5X+isJISqjfQth/auAAu1fhO6fSvgRFiPtWh7LYpNYtCOB8+k5ANhoNTzRwpOhIX60rlNN5QpFWZAAJIQoW3uj4PtXTc+DXobHP5bwIyzCseRMIrfHs3b/OXLyTbu5ajja8XxQHQY94IuHs9zuqDKTACSEKDt7I+H7sabnQSPh8WkSfoSqDEaFrUdTiYiJZ/upy+b2pp7ODA3xo2dLL+xtZcu+NZAAJIQoG3si4IdxpucPvALdpkr4EapJv57Pqj1JLNxxhsQrpks8aDXwePNahHXwp51fNTmj18pIABJClL7d4bBhvOn5A6Og20cSfoQqTl3MImp7Aqv3nuVangEAFwdbBrSvw+BgX7xd5Xpu1koCkBCidO2eDxv+Y3oePBoe+1DCjyhXRqPCrycuEhmTwK/HL5rbG3pUZWiIP71beeNgJ7u5rJ0EICFE6YmdBxtfNz3vMAa6fiDhR5SbrNwCvt17lqjtCZy+lA2Yvn5dmngwtIMfwfVqyG4uYSYBSAhROgqFn1eh6/sSfkS5OHM5m6jtZ1i1J4nM3AIAnOxt6NfWhyHBftSpUUXlCoUlkgAkhLh/u/4HP/7X9DxkHHR5V8KPKFOKohBz8jKR2+OJPprKzXv31q3pyNAOfjzTpjaOelnFiVuTb4cQ4v7snAObJpieP/gaPDpFwo8oM9fzDKzZf5bImAROpGaZ2zs1qsnQEH8equ+GVivfP3FnEoCEEPdu5zewaaLp+UP/gUfekfAjysTZq9dYtOMMy3cnkX7ddAsiRzsdfQJrE9rBj7o1q6pcoahoJAAJIe7Njtmw+U3T84deh0felvAjSpWiKMTGXyEiJoGfDidjvLGbq071KoR28OO5trVxtrdVt0hRYUkAEkKU3PZZ8NNbpucPvwGd35LwI0pNTr6B9QfOExGTwJELGeb2B+u7EdbBj86N3dHJbi5xnyQACSFKZvvX8NPbpucdJ0CnSRJ+RKlITs9h8c4zLI1N5Ep2HgD2tlqeaVObsA5+NPRwUrlCUZlIABJC3L2YL+HnyabnHSdC50nq1iMqPEVR2JeYRuT2BH48eIGCG/u5vF0dGBLsS792PrhWsVO5SlEZSQASQtydP2bClimm550mQaeJqpYjKrbcAgMbD14gMiaBA2fTze3t/avzQogfXZp4YKPTqlihqOwkAAkh7uyPL2DLu6bnnd6EThNULUdUXKmZOSzdlcjinYlcysoFwM5GS6+WXoSF+NHMy0XlCoW1kAAkhLi93z+D6PdNzzu/BR3/q249okL682wakTEJfP/nefINpt1cHs56hgT70b+dDzWq6lWuUFgbCUBCiFv7bQZs/cD0vPPb0PENdesRFUq+wcimQ8lEbk9g75mr5vY2dVwZGuLP481rYSu7uYRKJAAJIYr323TY+qHp+SPvwMOvq1uPqDCuZOexLDaRRTvOkJyRA4CtTsOTAV6EdfCjpY+rugUKgQQgIURxfv0UfvnI9PzRyaarPAtxB4fPZxC5PZ51cefJKzAC4FbVjoFBvgx8oA7uTvYqVyjE3yQACSEK2/YJbJtqet7lXdP9vYS4BYNR4efDKUTExLMr/oq5vYW3C0ND/OgR4IneRqdihUIUTwKQEOJvv0yDXz82Pe/yHjw4TtVyhOVKv5bPij2JRG0/w7m06wDotBoeb16LF0L8aFOnGhq5QKawYBKAhBAm/ww/Xd+HkLHq1iMs0omUTCK3J7Bm3zmu5xsAqFbFlueD6jDoAV88XRxUrlCIuyMBSAhrpyiwbRr8+onp9WMfQocx6tYkLIrRqPDLsVQityfw+4lL5vbGtZx4IcSfp1p5YW8ru7lExSIBSAhrpiimg51/m256/dhH0GG0ujUJi5GZk8+qPWeJ2pHAmcvXANBqoGtTD4aG+BPkX112c4kKSwKQENZKUUynuf8+w/S621QIHqVuTcIinL6YxcIdZ1i1J4nsPNNuLmd7G/q3r8PgB3zxqV5F5QqFuH+qX4Fq9uzZ+Pn5YW9vT1BQELGxsbftn5aWxqhRo/D09ESv19OwYUM2btxofj8zM5Nx48bh6+uLg4MDHTp0YPfu3WU9DCEqFkUxXeDQHH6mSfixcoqi8OvxiwyNiOWRz34lcnsC2XkG6rtX5cPezdn55qO8+UQTCT+i0lB1C9CKFSsYP348c+bMISgoiJkzZ9KtWzeOHTuGu7t7kf55eXl07doVd3d3Vq9ejbe3N2fOnMHV1dXcZ/jw4Rw6dIhFixbh5eXF4sWL6dKlC4cPH8bb27scRyeEhVIUiH7PdH8vgMc/gQdeVrcmoZrs3ALW7DtL5PYETl3MBkCjgUcauRMW4seD9d1kN5eolDSKoihqfXhQUBDt2rVj1qxZABiNRnx8fBgzZgwTJxa90/ScOXOYPn06R48exdbWtsj7169fx8nJie+++44ePXqY2wMDA+nevTsffvjhXdWVkZGBi4sL6enpODs73+PohLBAimK6qWnMTNPr7p9C0EtqViRUknTlGlHbE1ixJ4nMnAIAqupteK5tbUKD/fBzc1S5QiFKriTrb9W2AOXl5bF3714mTZpkbtNqtXTp0oUdO3YUO8369esJDg5m1KhRfPfdd9SsWZPnn3+eCRMmoNPpKCgowGAwYG9f+GqjDg4O/PHHH7esJTc3l9zcXPPrjIyM+xydEBZIUeDnybD9K9Pr7tMh6EV1axLlSlEUdpy+TERMAluOpHDzz19/N0dCg33p09aHqno5NFRYB9W+6ZcuXcJgMODh4VGo3cPDg6NHjxY7zenTp9m6dSsDBw5k48aNnDx5kldeeYX8/HymTJmCk5MTwcHBfPDBBzRp0gQPDw+WLVvGjh07qF+//i1rmTZtGu+9916pjk8Ii6Io8PM7sP1r0+snZkD7EerWJMrN9TwD38WdI3J7AkeTM83tDzVw44UQfzo2rIlWK7u5hHWpUFHfaDTi7u7O3Llz0el0BAYGcu7cOaZPn86UKVMAWLRoES+88ALe3t7odDratGnDgAED2Lt37y3nO2nSJMaPH29+nZGRgY+PT5mPR4hyoSjw09uww7SrmR6fQbvh6tYkysX5tOss2nmGZbGJpF3LB8DBVsezgd6EdfCjvruTyhUKoR7VApCbmxs6nY6UlJRC7SkpKdSqVavYaTw9PbG1tUWn+/uCW02aNCE5OZm8vDzs7OyoV68ev/76K9nZ2WRkZODp6Um/fv2oW7fuLWvR6/Xo9frSGZgQlkRRYPNbsHO26XWPz6HdMHVrEmVKURT2nLlKZEwCm/5KxmA07eeqXc2B0GA/+rbzwcWh6DGUQlgb1QKQnZ0dgYGBREdH07t3b8C0hSc6OprRo4u/EFtISAhLly7FaDSi1ZrO4D9+/Dienp7Y2dkV6uvo6IijoyNXr15l8+bNfPrpp2U6HiEsjqLA5jdh5/+ZXj/5BbR9Qd2aRJnJLTDw/YELRG6P59C5v49jDK5bg6EhfjzaxAOd7OYSwkzVXWDjx48nNDSUtm3b0r59e2bOnEl2djZDhw4FYMiQIXh7ezNt2jQARo4cyaxZsxg7dixjxozhxIkTTJ06lVdffdU8z82bN6MoCo0aNeLkyZO88cYbNG7c2DxPIayCosCmSbDrG9PrJ2dCW/k/UBmlZOSwZOcZlsYmcikrDwC9jZanW3sTFuJH41pyJqsQxVE1APXr14+LFy8yefJkkpOTadWqFZs2bTIfGJ2YmGje0gPg4+PD5s2bee211wgICMDb25uxY8cyYcIEc5/09HQmTZrE2bNnqV69Os8++ywfffRRsafNC1EpKQpsmgi75phe9/wKAkPVrUmUuv2JV4ncnsCGPy9QcGM3l6eLPYODfRnQrg7VHO3uMAchrJuq1wGyVHIdIFFhKQr8+F+InQto4KmvoM0QtasSpSSvwMiPhy4QEZNAXFKaub2dXzXCOvjTrZkHNjrVL/AvhGoqxHWAhBClTFFg4xuwex6m8PM1tBmsdlWiFFzKymXprkQW7zxDaqbpmmV2Oi09W3oR1sGPFrVdVK5QiIpHApAQlYGiwMbXYfd8QAO9ZkHrQWpXJe7ToXPpRMQk8P2B8+QZjADUdNIz+AFfBrSvQ00nOXtViHslAUiIis5oNIWfPeGABnr/H7R6Xu2qxD0qMBj56XAKETHx7E64am5v6ePKCyF+dG/uiZ2N7OYS4n5JABKiIjMaYcN42BuBhJ+K7Wp2Hst3J7FoRwLn03MAsNFqeKKFJ0ND/Ghdp5rKFQpRuUgAEqKiMhphw2uwNxLQwNNzoGV/tasSJXQ0OYOo7Qms3X+OnHzTbq4ajnY8H1SHQQ/44uFsf4c5CCHuhQQgISoioxF+GAf7okCjhd5zoGU/tasSd8lgVIg+kkLk9gS2n7psbm/q6czQED96tvTC3lZ3mzkIIe6XBCAhKhqjEX4YC/sWmsLP0/+DgL5qVyXuQvr1fFbtSSJqRwJJV64DoNXA481rEdbBn3Z+1dBo5GrNQpQHCUBCVCRGI3w/BvYvvhF+5kLAc2pXJe7gZGoWUdsT+HbfWa7lGQBwcbBlQPs6DA72xdvVQeUKhbA+EoCEqCiMRlg/BuJuhJ9n5kGLPmpXJW7BaFT49fhFIrYn8Nvxi+b2Rh5OhIX40buVNw52sptLCLVIABKiIjAaboSfJaDRwbPzoPmzalclipGVW8DqPUlE7ThD/KVsADQa6NLEg6Ed/AiuV0N2cwlhASQACWHpjAb4bjQcWHoj/MyH5s+oXZX4lzOXs4ncnsCqPWfJyi0AwMnehn5tfRgS7EedGlVUrlAI8U8SgISwZEYDrHsF/lxuCj99wqHZ02pXJW5QFIWYk5eJiIln67FUbt5ZsW5NR4Z28OOZNrVx1MuvWSEskfzPFMJSFQk/C6BZb7WrEsC1vALW7j9HZEwCJ1KzzO2dGtVkaIg/D9V3Q6uV3VxCWDIJQEJYIqMB1r4MB1eC1sYUfpr2Ursqq3f26jUW7TjDsthEMnJMu7kc7XT0CaxNaAc/6tasqnKFQoi7JQFICEtjKIB1L8PBVTfCTwQ0fUrtqqyWoijsir9CZEwCPx1OxnhjN1ed6lUI7eDHc21r42xvq26RQogSkwAkhCUxFMDal+DQalP4eS4SmvRUuyqrlJNvYH3ceSK2J3DkQoa5/cH6boR18KNzY3d0sptLiApLApAQlsJQAGtfhEPf3gg/UdDkSbWrsjrJ6Tks2pnAstgkrmTnAWBvq+WZNrUJ6+BHQw8nlSsUQpQGCUBCWAJDAawZAX+tAa0t9I2Cxj3UrspqKIrCvsSrRMQksOlQMgU39nN5uzowJNiXfu18cK1ip3KVQojSJAFICLUZ8uHb4XB4nSn89FsEjbqrXZVVyC0wsOHPC0RuT+DPs+nm9vb+1XkhxI8uTTyw0WlVrFAIUVYkAAmhJkM+fDsMDn8n4accpWbmsGRnIkt2JXIpKxcAOxstvVt5EdrBj2ZeLipXKIQoaxKAhFCLIR9WvwBH1oPODvougkaPq11VpaYoCp9sOkb4H6fJN5h2c3k46xkS7Ef/dj7UqKpXuUIhRHmRACSEGgz5sHooHPneFH76LYGGj6ldVaWmKApTNx5h3u/xALSp48rQEH8eb14LW9nNJYTVkQAkRHkryDOFn6M/SPgpR19vPWkOP58824J+7eqoXJEQQk0SgIQoT4XCjx76L4UGXdSuqtIL/yOez38+DsDkJ5tK+BFCSAASotwU5MGqMDi2wRR+BiyF+hJ+ytqK3Yl88MNhAMZ3bcgLD/qrXJEQwhJIABKiPBTkwapQOLYRbOxNW37qP6p2VZXeD3+eZ+KagwC8+HBdxjxSX+WKhBCWQgKQEGWtIBdWhsLxH03hZ8AyqPeI2lVVer8cTWXc8jgUBQa0r8Ok7o3RaOTWFUIIEwlAQpSlglxYMRhObL4RfpZDvc5qV1Xp7Th1mZcX76XAqNCrlRcf9m4u4UcIUYgEICHKSqHw4wDPL4e6ndSuqtKLS0pjeNRucguMdGniwYznWspNS4UQRUgAEqIs5OfAysFw4qcb4WcF1O2odlWV3tHkDEIXxJKdZ6BDvRrMer61XONHCFEsCUBClLb8HFgxEE5ukfBTjuIvZTNofizp1/NpXceVeUPaYm+rU7ssIYSFkgAkRGn6Z/ixrQLPrwT/h9SuqtI7n3adQfN3cSkrlyaezkSGtcdRL7/ehBC3Jr8hhCgt+ddh+fNwaqsp/AxcBX4Pql1VpXcxM5dB83dxLu06dWs6smhYe1yq2KpdlhDCwkkAEqI05F+HZQPg9C9g63gj/ISoXVWll34tn8Hhuzh9KRtvVwcWDwvCTW5oKoS4CxKAhLhfeddg+QA4vc0UfgatBt8OaldV6WXlFhAaEcvR5ExqOulZMjwIL1cHtcsSQlQQEoCEuB9512BZf4j/VcJPOcrJN/Diwj3EJaXhWsWWxcOC8HNzVLssIUQFIgFIiHuVdw2W9YP438CuKgxcDb7BaldV6eUbjIxeuo/tpy7jaKcjamh7GtVyUrssIUQFIwFIiHuRlw1L+0HC76bwM+hbqPOA2lVVegajwn9WHmDLkVT0NlrCw9rR0sdV7bKEEBWQXCFMiJIqFH6cYNAaCT/lQFEU3l53kPUHzmOj1TBnUCAP1K2hdllCiApKtgAJURL/Dj+D14BPe7WrqvQUReGjDUdYFpuEVgNf9m9N58buapclhKjAJAAJcbdys2BpXzgTA3pn05Yfn3ZqV2UVvoo+yfw/4gH4+JkAegR4qlyREKKikwAkxN3IzYIlz0HidlP4GbwWardVuyqrEP5HPF9sOQ7A5Ceb0redj8oVCSEqAzkGSIg7yc2EJX1uhB8XGLxOwk85WbE7kQ9+OAzA+K4NeeFBf5UrEkJUFqoHoNmzZ+Pn54e9vT1BQUHExsbetn9aWhqjRo3C09MTvV5Pw4YN2bhxo/l9g8HAO++8g7+/Pw4ODtSrV48PPvgARVHKeiiiMsrNhMV9IHGHKfwMWQu1A9Wuyip8f+A8E9ccBODFh+sy5pH6KlckhKhMVN0FtmLFCsaPH8+cOXMICgpi5syZdOvWjWPHjuHuXvQAx7y8PLp27Yq7uzurV6/G29ubM2fO4Orqau7zySef8M033xAVFUWzZs3Ys2cPQ4cOxcXFhVdffbUcRycqvJvhJ2kn2N/Y8uPdRu2qrMLWoym8tiIORYEB7eswqXtjNBqN2mUJISoRjaLippGgoCDatWvHrFmzADAajfj4+DBmzBgmTpxYpP+cOXOYPn06R48exda2+JsdPvnkk3h4eBAeHm5ue/bZZ3FwcGDx4sXFTpObm0tubq75dUZGBj4+PqSnp+Ps7Hw/QxQVVU6GabdX0i5T+BnyHXi1Vrsqq7Dj1GXCImLJLTDSq5UXn/dthU4r4UcIcWcZGRm4uLjc1fpbtV1geXl57N27ly5duvxdjFZLly5d2LFjR7HTrF+/nuDgYEaNGoWHhwfNmzdn6tSpGAwGc58OHToQHR3N8eOmgyYPHDjAH3/8Qffu3W9Zy7Rp03BxcTE/fHzkIEurlpMBi5+9EX5cJfyUo7ikNIZH7Sa3wEiXJh7MeK6lhB8hRJlQbRfYpUuXMBgMeHh4FGr38PDg6NGjxU5z+vRptm7dysCBA9m4cSMnT57klVdeIT8/nylTpgAwceJEMjIyaNy4MTqdDoPBwEcffcTAgQNvWcukSZMYP368+fXNLUDCCuWkm8LP2d3/CD+t1K7KKhxNziB0QSzZeQZC6tdg1vOtsdWpfpiiEKKSqlCnwRuNRtzd3Zk7dy46nY7AwEDOnTvH9OnTzQFo5cqVLFmyhKVLl9KsWTPi4uIYN24cXl5ehIaGFjtfvV6PXq8vz6EIS5STDouegXN7wKGaKfx4tlS7KqsQfymbQfNjSb+eT+s6rswd3BZ7W53aZQkhKjHVApCbmxs6nY6UlJRC7SkpKdSqVavYaTw9PbG1tUWn+/sXY5MmTUhOTiYvLw87OzveeOMNJk6cSP/+/QFo0aIFZ86cYdq0abcMQEJwPQ0WPwPn9t4IP+vBM0DtqqzCubTrDJq/i0tZuTTxdCYyrD2O+gr1t5kQogJSbfuynZ0dgYGBREdHm9uMRiPR0dEEBxd/R+2QkBBOnjyJ0Wg0tx0/fhxPT0/s7OwAuHbtGlpt4WHpdLpC0whRyPU0WPT0jfBTHUK/l/BTTi5m5jJo/i7OpV2nbk1HFg1rj0uV4k9wEEKI0qTqDvbx48czb948oqKiOHLkCCNHjiQ7O5uhQ4cCMGTIECZNmmTuP3LkSK5cucLYsWM5fvw4GzZsYOrUqYwaNcrcp2fPnnz00Uds2LCBhIQE1q5dy+eff87TTz9d7uMTFcD1q7CoN5zfdyP8rIdaLdSuyiqkX8tncPgu4i9l4+3qwOJhQbhVlV3RQojyoep25n79+nHx4kUmT55McnIyrVq1YtOmTeYDoxMTEwttzfHx8WHz5s289tprBAQE4O3tzdixY5kwYYK5z9dff80777zDK6+8QmpqKl5eXrz00ktMnjy53McnLNz1q7CwN1yIgyo1TLu9ajVXuyqrkJVbQGhELEeTM6nppGfJ8CC8XB3ULksIYUVUvQ6QpSrJdQREBXXtimnLz4UDpvAT+j14NFO7KquQk29gaMRudpy+jGsVW1a8GEyjWk5qlyWEqARKsv6WIw2F9bl2BRb2guQ/oYrbjfDTVO2qrEK+wcjopfvYcfoyjnY6ooa2l/AjhFCFBCBhXf4ZfhxrmsKPexO1q7IKBqPCf1YeYMuRVPQ2WsLD2tHSx1XtsoQQVkoCkLAe167Awqcg+eCN8PMDuDdWuyqroCgKb687yPoD57HVaZgzOJAH6tZQuywhhBWTy6wK65B9GaJuhh93CT/lSFEUPtpwhGWxSWg1MLNfazo3KnqzYyGEKE+yBUhUftmXTVt+Ug6Zwk/YD1CzkdpVWY2vok8y/494AD5+JoAeAZ4qVySEEBKARGWXfcm05Sf1L6jqYdryU7Oh2lVZjfA/4vlii+nGxJOfbErfdnKPPSGEZZAAJCqvQuGnlmnLj1sDtauyGit2J/LBD4cB+E/XhrzwoL/KFQkhxN8kAInKKeuiabdX6mEJPyr4/sB5Jq45CMBLD9dl9CP1Va5ICCEKkwAkKp+sixDVEy4eASdP024vN1kBl5etR1N4bUUcigLPB9VhYvfGaDQatcsSQohCJACJyiUr9Ub4OQpOXqYtPzXqqV2V1dh+6hIvL95HgVGhVysvPujVXMKPEMIilfg0eD8/P95//30SExPLoh4h7l1mCkQ+KeFHJfsTrzIiag95BUa6NPFgxnMt0Wkl/AghLFOJA9C4ceNYs2YNdevWpWvXrixfvpzc3NyyqE2Iu5eZAlFPwqVj4Owt4aecHU3OICxiN9l5BkLq12DW862x1cllxoQQluueAlBcXByxsbE0adKEMWPG4OnpyejRo9m3b19Z1CjE7WUm3wg/x8G5toSfchZ/KZtB82NJv55PmzquzB3cFntbndplCSHEbd333eDz8/P5v//7PyZMmEB+fj4tWrTg1VdfZejQoRV237/cDb4CyUw27fa6fOLv8FNdTrcuL+fSrtN3zg7OpV2niaczy0c8gEsVW7XLEkJYqXK5G3x+fj5r164lIiKCn3/+mQceeIBhw4Zx9uxZ3nzzTbZs2cLSpUvvdfZC3FnGBdOWn8snwcXHdGNTCT/l5mJmLoPm7+Jc2nXq1nRk0bD2En6EEBVGiQPQvn37iIiIYNmyZWi1WoYMGcIXX3xB48Z/31fp6aefpl27dqVaqBCFZJw3bfm5cgpc6kDY91DNT+2qrEb6tXwGh+8i/lI23q4OLB4WhFtVvdplCSHEXStxAGrXrh1du3blm2++oXfv3tjaFv2Lz9/fn/79+5dKgUIUUST8/ADVfNWuympk5RYQGhHL0eRMajrpWTI8CC9XB7XLEkKIEilxADp9+jS+vrdf2Tg6OhIREXHPRQlxS+nnTLu9rpwG1zqmixxK+Ck3OfkGRkTtIS4pDdcqtiweFoSfm6PaZQkhRImV+Cyw1NRUdu3aVaR9165d7Nmzp1SKEqJY6WchsseN8OMLYRsk/JSjfIORUUv2seP0ZRztdEQNbU+jWk5qlyWEEPekxAFo1KhRJCUlFWk/d+4co0aNKpWihCjiZvi5Gv93+HGto3ZVVsNgVBi/8gDRR1PR22gJD2tHSx9XtcsSQoh7VuIAdPjwYdq0aVOkvXXr1hw+fLhUihKikLSkG+EnwXSgc9gGcPVRuyqroSgKb609yPcHzmOr0zBncCAP1K2hdllCCHFfShyA9Ho9KSkpRdovXLiAjY3cWkyUsrTEf4Qffwk/5UxRFD7acITlu5PQamBmv9Z0buSudllCCHHfShyAHnvsMSZNmkR6erq5LS0tjTfffJOuXbuWanHCyt0MP2ln/g4/LrXVrsqqfBV9kvl/xAPw8bMB9AjwVLkiIYQoHSXeZDNjxgwefvhhfH19ad26NQBxcXF4eHiwaNGiUi9QWKmrZ0xne6UlQvW6prO9XLzVrsqqzP/9NF9sOQ7A5Ceb0retbHkTQlQeJQ5A3t7e/PnnnyxZsoQDBw7g4ODA0KFDGTBgQLHXBBKixK6eMV3nJz0RqtczXefH2UvtqqzKit2JfLjhCAD/6dqQFx6UK2wLISqXezpox9HRkRdffLG0axHCdKxP5JOQngQ16ptubyHhp1x9f+A8E9ccBOClh+sy+pH6KlckhBCl756PWj58+DCJiYnk5eUVan/qqafuuyhhpa7EQ1TPf4SfH8BZjjkpT1uPpvDaijgUBQYG1WFi98YV9qbGQghxO/d0Jeinn36agwcPotFouHkz+Zu/JA0GQ+lWKKzDldMQ2RMyzkKNBqbdXk611K7Kqmw/dYmXF++jwKjQq5UXH/RqLuFHCFFplfgssLFjx+Lv709qaipVqlThr7/+4rfffqNt27Zs27atDEoUld6V06bdXhlnwa2hhB8V7E+8yoioPeQVGOnSxIMZz7VEq5XwI4SovEq8BWjHjh1s3boVNzc3tFotWq2WBx98kGnTpvHqq6+yf//+sqhTVFaXT5nCT+Z5cGtkOubHyUPtqqzKkQsZhEXsJjvPQEj9Gsx6vjW2uhL/bSSEEBVKiX/LGQwGnJxM9/9xc3Pj/PnzAPj6+nLs2LHSrU5Ubv8OP2E/SPgpZ/GXshkcHkv69Xza1HFl7uC22Nvq1C5LCCHKXIm3ADVv3pwDBw7g7+9PUFAQn376KXZ2dsydO5e6deuWRY2iMrp8ynSRw8wLULOxactPVbnCcHk6l3adQfN3cSkrl6aezkQMbY+jXq7mLoSwDiX+bff222+TnZ0NwPvvv8+TTz7JQw89RI0aNVixYkWpFygqoUsnTeEnKxlqNrkRfmqqXZVVuZiZy6D5uziXdp26NR1ZOKw9Lg5yHS8hhPXQKDdP47oPV65coVq1apXmjJGMjAxcXFxIT0/H2dlZ7XIql0snTLu9spLBvSkMWS/hp5ylXcuj/9ydHE3OxNvVgVUvB+Pl6qB2WUIIcd9Ksv4u0TFA+fn52NjYcOjQoULt1atXrzThR5Shi8f/EX6ayZYfFWTlFhAWsZujyZnUdNKzZHiQhB8hhFUq0S4wW1tb6tSpI9f6ESV38bjp3l5ZKTfCz3pwdFO7KquSk29gRNQe4pLScK1iy+JhQfi5OapdlhBCqKLEZ4G99dZbvPnmm1y5cqUs6hGV0cVjN475SQGP5qYtPxJ+ylW+wcioJfvYcfoyVfU2RA1tT6NaTmqXJYQQqinxQdCzZs3i5MmTeHl54evri6Nj4b8g9+3bV2rFiUog9ahpy0/2RfBoYdryU6W62lVZFYNRYfzKA0QfTUVvo2V+aFta+riqXZYQQqiqxAGod+/eZVCGqJRSj5ju7ZV9EWq1MB3wLOGnXCmKwltrD/L9gfPY6jTMGRzIA3VrqF2WEEKorsQBaMqUKWVRh6hsUg6bws+1S1ArAIZ8J+GnnCmKwkcbjrB8dxJaDczs15rOjeRaS0IIAfdwDJAQd/TP8OPZUsKPSr6KPsn8P+IB+PjZAHoEeKpckRBCWI4SbwHSarW3PeVdzhCzcil/3Qg/l8GzFQxeK+FHBfN/P80XW44DMKVnU/q29VG5IiGEsCwl3gK0du1a1qxZY36sWLGCiRMn4unpydy5c++piNmzZ+Pn54e9vT1BQUHExsbetn9aWhqjRo3C09MTvV5Pw4YN2bhxo/l9Pz8/NBpNkceoUaPuqT5xl5IP/R1+vFrDkHUSflSwPDaRDzccAeA/XRsyNMRf5YqEEMLylHgLUK9evYq09enTh2bNmrFixQqGDRtWovmtWLGC8ePHM2fOHIKCgpg5cybdunXj2LFjuLsXPV4hLy+Prl274u7uzurVq/H29ubMmTO4urqa++zevbvQlqhDhw7RtWtXnnvuuRLVJkog+SBEPQXXr5jCz+B14OCqdlVW5/sD55m09iAALz1cl9GP1Fe5IiGEsEylcisMgNOnTxMQEEBWVlaJpgsKCqJdu3bMmjULAKPRiI+PD2PGjGHixIlF+s+ZM4fp06dz9OhRbG3v7t5F48aN44cffuDEiRN3dcVquRVGCV34Exb2uhF+2ph2e0n4KXdbj6bw4sK9FBgVBgbV4cPezeUK7UIIq1Jmt8K4levXr/PVV1/h7e1douny8vLYu3cvXbp0+bsgrZYuXbqwY8eOYqdZv349wcHBjBo1Cg8PD5o3b87UqVNveexRXl4eixcv5oUXXrjlyiA3N5eMjIxCD3GXLhyAhTe2/HgHmnZ7Sfgpd9tPXeLlxfsoMCr0buXFB70k/AghxO2UeBfYv296qigKmZmZVKlShcWLF5doXpcuXcJgMODh4VGo3cPDg6NHjxY7zenTp9m6dSsDBw5k48aNnDx5kldeeYX8/PxiT9Fft24daWlphIWF3bKOadOm8d5775WodoEp/EQ9BTlp4N0WBq8Bexe1q7I6+xOvMiJqD3kFRro29WD6cy3RaiX8CCHE7ZQ4AH3xxReFApBWq6VmzZoEBQVRrVq1Ui2uOEajEXd3d+bOnYtOpyMwMJBz584xffr0YgNQeHg43bt3x8vL65bznDRpEuPHjze/zsjIwMdHzpq5rfNxpt1eOWlQux0M+lbCjwqOXMggLGI32XkGQurX4OsBrbHVydUthBDiTkocgG63JaWk3Nzc0Ol0pKSkFGpPSUmhVq1axU7j6emJra0tOp3O3NakSROSk5PJy8vDzs7O3H7mzBm2bNnCmjVrbluHXq9Hr9ffx0iszPn9N8JPOtRufyP8yLFS5e30xSwGh8eSfj2fNnVcmTu4Lfa2ujtPKIQQouTHAEVERLBq1aoi7atWrSIqKqpE87KzsyMwMJDo6Ghzm9FoJDo6muDg4GKnCQkJ4eTJkxiNRnPb8ePH8fT0LBR+btbq7u5Ojx49SlSXuI1z+/4OPz5BEn5Uci7tOoPm7+JSVi5NPZ2JGNoeR32J/54RQgirVeIANG3aNNzcit7J293dnalTp5a4gPHjxzNv3jyioqI4cuQII0eOJDs7m6FDhwIwZMgQJk2aZO4/cuRIrly5wtixYzl+/DgbNmxg6tSpRa7xYzQaiYiIIDQ0FBsbWTGUinN7YVHvG+HnAQk/KrmYmcug+bs4n55D3ZqOLBzWHheHuzsjUgghhEmJk0FiYiL+/kUvrObr60tiYmKJC+jXrx8XL15k8uTJJCcn06pVKzZt2mQ+MDoxMRGt9u+c5uPjw+bNm3nttdcICAjA29ubsWPHMmHChELz3bJlC4mJibzwwgslrkkU4+xeWPQ05KZDnWAYuAr0TmpXZXXSruUxOHwX8Zey8XZ1YMnwINyqyu5bIYQoqRJfB6hOnTrMmjWLp556qlD7d999x6hRozh79mypFqgGuQ7Qv5y9seUnNwPqdICBKyX8qCArt4BB83cRl5RGTSc9q14Kxs/NUe2yhBDCYpTpdYAGDBjAq6++yi+//ILBYMBgMLB161bGjh1L//7977loYaHO7vk7/PiGyJYfleTkGxgRtYe4pDRcq9iyeFiQhB8hhLgPJd4F9sEHH5CQkMCjjz5qPrbGaDQyZMiQezoGSFiwpN2m3V55mabw8/xK0FdVuyqrk28wMmrJPnacvkxVvQ1RQ9vTqJaEUCGEuB/3fCuMEydOEBcXh4ODAy1atMDX17e0a1ON7AIDkmJh0TOm8OP3EDy/Auxki0N5MxgVxq2I4/sD59HbaFn4QnuC6tZQuywhhLBIJVl/3/PpUQ0aNKBBgwb3OrmwZIm7YPEzkJcl4UdFiqLw1tqDfH/gPLY6DXMGB0r4EUKIUlLiY4CeffZZPvnkkyLtn376qdxtvTJI3Pmv8LNSwo8KFEXhww1HWL47Ca0GZvZrTedG7mqXJYQQlUaJA9Bvv/3GE088UaS9e/fu/Pbbb6VSlFDJmR2w+FlT+PF/+Eb4qaJ2VVbpy+gThP8RD8DHzwbQI8BT5YqEEKJyKXEAysrKKnLFZQBbW1u5i3pFdmb73+GnbicYsELCj0rm/36amVtOADClZ1P6tpX70gkhRGkrcQBq0aIFK1asKNK+fPlymjZtWipFiXKWEAOL+0B+NtTtDAOWS/hRyfLYRD7ccASA/3RtyNCQohcdFUIIcf9KfBD0O++8wzPPPMOpU6d45JFHAIiOjmbp0qWsXr261AsUZSzhD1jS1xR+6j0C/ZeCrYPaVVml7w+cZ9LagwC89HBdRj9SX+WKhBCi8ipxAOrZsyfr1q1j6tSprF69GgcHB1q2bMnWrVupXr16WdQoykr877C0L+Rfg3qPQv8lEn5UEn0khddWxKEoMDCoDhO7N0aj0ahdlhBCVFr3fB2gmzIyMli2bBnh4eHs3bsXg8FQWrWpxiquAxT/GyztZwo/9btAvyVga692VVZp+6lLhEXsJq/ASO9WXnzetxVarYQfIYQoqTK9FcZNv/32G6GhoXh5efHZZ5/xyCOPsHPnznudnShPp3+9sdvrGtTvKuFHRfsTrzIiag95BUa6NvVg+nMtJfwIIUQ5KNEusOTkZCIjIwkPDycjI4O+ffuSm5vLunXr5ADoiuL0NljaHwquQ4PHoO8iCT8qOXIhg7CI3WTnGQipX4OvB7TGVnfPf5MIIYQogbv+bduzZ08aNWrEn3/+ycyZMzl//jxff/11WdYmStupX0y7vQquQ4Nu0G+xhB+VnL6YxeDwWNKv59OmjitzB7fF3landllCCGE17noL0I8//sirr77KyJEj5RYYFdGprbBsABTkQMPHoe9CsNGrXZVVOpd2nUHzd3EpK5emns5EDG2Po/6e70ojhBDiHtz1FqA//viDzMxMAgMDCQoKYtasWVy6dKksaxOl5WT0P8JPdwk/KrqYmcug+bs4n55D3ZqOLBzWHhcHW7XLEkIIq3PXAeiBBx5g3rx5XLhwgZdeeonly5fj5eWF0Wjk559/JjMzsyzrFPfq5Ja/w0+jJyT8qCjtWh6Dw3cRfykbb1cHlgwPwq2qLAshhFDDfZ0Gf+zYMcLDw1m0aBFpaWl07dqV9evXl2Z9qqg0p8Gf2ALLnwdDLjTqAc9Fgk3R25iIspeVW8Cg+buIS0qjppOeVS8F4+cmN5kVQojSVC6nwQM0atSITz/9lLNnz7Js2bL7mZUobSd+/jv8NH5Swo+KcvINjIjaQ1xSGq5VbFk8LEjCjxBCqOy+L4RYGVX4LUDHf4IVA8GQ93f40clxJmrINxh5adFeth5NparehiXDg2jp46p2WUIIUSmV2xYgYYGOb/47/DTpKeFHRQajwmsr4th6NBW9jZbw0LYSfoQQwkJIAKpMjm2CFYNuhJ+noE+EhB+VKIrCW2sP8sOfF7DVafjf4ECC6tZQuywhhBA3SACqLI79+Hf4adob+iyQ8KMSRVH4cMMRlu9OQquBL/u3plMjd7XLEkII8Q8SgCqDoxthxWAw5pvCz7PzJfyo6MvoE4T/EQ/Ax88G8EQLT5UrEkII8W8SgCq6oxtg5RBT+Gn2DDwbLuFHRfN/P83MLScAmNKzKX3b+qhckRBCiOLI9fcrsiM/wKpQMBZA82fh6bmgk0WqluWxiXy44QgArz/WkKEh/ipXJIQQ4lZkC1BFdeT7f4SfPhJ+VPb9gfNMWnsQgJc61mVU5/oqVySEEOJ2JABVRIe/g1VhpvDT4jl4+n8SflQUfSSF11bEoSgwMKgOEx9vjEajUbssIYQQtyFrzYrm8HewaigoBmjRF56eA1qd2lVZre2nLjFyyT4KjAq9W3nxQa/mEn6EEKICkC1AFclfa/8OPwH9JfyobH/iVYZH7SGvwEjXph5Mf64lWq2EHyGEqAgkAFUUh9bA6mGm8NNyAPT+Pwk/KjpyIYOwiN1cyzPwYH03vh7QGlud/HcSQoiKQn5jVwSHvoVvh98IP89Dr9kSflR0+mIWg8NjSb+eT5s6rswdEoi9rSwPIYSoSCQAWbqDq+HbEabw02og9Jol4UdF59KuM2j+Li5l5dLU05mIoe2pYieH0gkhREUjv7kt2cHVsGYEKEZoNQie+hq0klnVkpqZw8B5OzmfnkPdmo4sHNYeFwe56KQQQlREsja1VH+u+jv8tB4s4UdladfyGBIeS8Lla3i7OrBkeBBuVfVqlyWEEOIeyRrVEh1YAWtfNIWfNkOg51cSflSUlVtAWMRujiZn4u6kZ+mIIDxdHNQuSwghxH2QtaqlObAC1r18I/yEwpNfSvhRUU6+gRFRe4hLSsO1ii2LhwfhW8NR7bKEEELcJzkGyJLELYN1IwEFAsOgxxcSflSUbzDyypJ97Dh9map6G6KGtqehh5PaZQkhhCgFsna1FHFL/w4/bV+Q8KMyg1HhtRVxbD2ait5GS3hoW1r6uKpdlhBCiFIia1hLsH8JrHsFU/gZBk98JuFHRYqi8Nbag/zw5wVsdRr+NziQoLo11C5LCCFEKZJdYGrbvxi+Gw0o0G44PDED5F5SqlEUhQ83HGH57iS0Gviyf2s6NXJXuywhhBClTDYzqGnfon+EnxESfizAl9EnCP8jHoBPng3giRaeKlckhBCiLEgAUsveKFh/I/y0fwmemC7hR2Xzfz/NzC0nAJjSsynPtfVRuSIhhBBlRfUANHv2bPz8/LC3tycoKIjY2Njb9k9LS2PUqFF4enqi1+tp2LAhGzduLNTn3LlzDBo0iBo1auDg4ECLFi3Ys2dPWQ6jZPZGwvevmp4HvQzdP5Hwo7JlsYl8uOEIAK8/1pChIf4qVySEEKIsqXoM0IoVKxg/fjxz5swhKCiImTNn0q1bN44dO4a7e9HjLvLy8ujatSvu7u6sXr0ab29vzpw5g6urq7nP1atXCQkJoXPnzvz444/UrFmTEydOUK1atXIc2W3siYAfxpmeB42Ex6dJ+FHZ+gPneXPtQQBe6liXUZ3rq1yREEKIsqZRFEVR68ODgoJo164ds2bNAsBoNOLj48OYMWOYOHFikf5z5sxh+vTpHD16FFvb4u/BNHHiRGJiYvj999/vuo7c3Fxyc3PNrzMyMvDx8SE9PR1nZ+cSjuo29i2E9WNMzx94BbpNlfCjsugjKby0aC8FRoWBQXX4sHdzNLJMhBCiQsrIyMDFxeWu1t+q7QLLy8tj7969dOnS5e9itFq6dOnCjh07ip1m/fr1BAcHM2rUKDw8PGjevDlTp07FYDAU6tO2bVuee+453N3dad26NfPmzbttLdOmTcPFxcX88PEpo2M/ajYBOycIHi3hxwJsP3WJkUv2UWBU6N3Kiw96SfgRQghroVoAunTpEgaDAQ8Pj0LtHh4eJCcnFzvN6dOnWb16NQaDgY0bN/LOO+/w2Wef8eGHHxbq880339CgQQM2b97MyJEjefXVV4mKirplLZMmTSI9Pd38SEpKKp1B/ptPOxj5Bzz2oYQfle1LvMrwqD3kFRjp2tSD6c+1RKuVZSKEENaiQl0HyGg04u7uzty5c9HpdAQGBnLu3DmmT5/OlClTzH3atm3L1KlTAWjdujWHDh1izpw5hIaGFjtfvV6PXl9Od/au5lc+nyNu6ciFDMIWxHItz8CD9d34ekBrbHWqnw8ghBCiHKn2W9/NzQ2dTkdKSkqh9pSUFGrVqlXsNJ6enjRs2BCdTmdua9KkCcnJyeTl5Zn7NG3atNB0TZo0ITExsZRHICqi0xezGBy+i4ycAgJ9qzF3SCD2tro7TyiEEKJSUS0A2dnZERgYSHR0tLnNaDQSHR1NcHBwsdOEhIRw8uRJjEajue348eN4enpiZ2dn7nPs2LFC0x0/fhxfX98yGIWoSM6lXWfQ/F1cysqjqaczC8LaUcWuQm0EFUIIUUpU3e4/fvx45s2bR1RUFEeOHGHkyJFkZ2czdOhQAIYMGcKkSZPM/UeOHMmVK1cYO3Ysx48fZ8OGDUydOpVRo0aZ+7z22mvs3LmTqVOncvLkSZYuXcrcuXML9RHWJzUzh4HzdnI+PYe6NR1ZOKw9Lg7Fn0kohBCi8lP1z99+/fpx8eJFJk+eTHJyMq1atWLTpk3mA6MTExPR/uOmoD4+PmzevJnXXnuNgIAAvL29GTt2LBMmTDD3adeuHWvXrmXSpEm8//77+Pv7M3PmTAYOHFju4xOWIe1aHkPCY0m4fA1vVweWDA/CrWo5HfMlhBDCIql6HSBLVZLrCAjLlpVbwMD5uziQlIa7k55VLwfjW8NR7bKEEEKUgQpxHSAhylpOvoHhUbs5kJSGaxVbFg8PkvAjhBACkAAkKql8g5FXluxj5+krVNXbsPCF9jT0cFK7LCGEEBZCApCodAxGhddWxLH1aCp6Gy3hoW0JqO2qdllCCCEsiAQgUakoisKbaw7yw58XsNVp+N/gQILq1lC7LCGEEBZGApCoNBRF4cMNR1ixJwmtBr7s35pOjdzVLksIIYQFkgAkKo0vo08Q/kc8AJ88G8ATLTxVrkgIIYSlkgAkKoX5v59m5pYTALzbsynPtfVRuSIhhBCWTAKQqPCWxSby4YYjALz+WEPCQvxVrkgIIYSlkwAkKrT1B87z5tqDALzUsS6jOtdXuSIhhBAVgQQgUWFFH0lh/Io4FAUGBtVh4uON0Wg0apclhBCiApAAJCqk7acuMXLJPgqMCk+39uaDXs0l/AghhLhrEoBEhbMv8SrDo/aQV2Cka1MPpvcJQKuV8COEEOLuSQASFcqRCxmELYjlWp6BB+u78fWA1tjo5GsshBCiZGTNISqM0xezGBy+i4ycAgJ9qzF3SCD2tjq1yxJCCFEBSQASFcK5tOsMmr+LS1l5NPV0ZkFYO6rY2ahdlhBCiApKApCweKmZOQyct5Pz6TnUq+nIomHtcXGwVbssIYQQFZgEIGHR0q7lMSQ8loTL1/B2dWDx8CBqVNWrXZYQQogKTgKQsFhZuQWERuzmaHIm7k56lo4IwtPFQe2yhBBCVAISgIRFysk3MDxqNweS0nCtYsvi4UH41nBUuywhhBCVhAQgYXHyCoy8smQfO09foarehoUvtKehh5PaZQkhhKhEJAAJi2IwKoxfGcfWo6nY22pZENaOgNquapclhBCikpEAJCyGoii8ueYgP/x5AVudhjmDAmnvX13tsoQQQlRCEoCERVAUhQ9+OMKKPUloNfBl/9Z0auSudllCCCEqKQlAwiLM3HKCBTHxAHzybABPtPBUuSIhhBCVmQQgobr5v5/my+gTALzbsynPtfVRuSIhhBCVnQQgoaplsYl8uOEIAG90a0RYiL/KFQkhhLAGEoCEatYfOM+baw8C8FLHurzSqZ7KFQkhhLAWEoCEKrYcTmH8ijgUBQYG1WHi443RaDRqlyWEEMJKSAAS5W77yUu8snQfBUaFp1t780Gv5hJ+hBBClCsJQKJc7Uu8yvCFe8grMPJYUw+m9wlAq5XwI4QQonxJABLl5siFDMIWxHItz8CD9d34+vnW2OjkKyiEEKL8ydpHlIvTF7MYHL6LjJwCAn2rMXdIIHobndplCSGEsFISgESZO3v1GoPm7+JSVh5NPZ1ZENaOKnY2apclhBDCikkAEmUqNTOHQfN3cT49h3o1HVk0rD0uDrZqlyWEEMLKSQASZSbtWh5DwmNJuHyN2tUcWDw8iBpV9WqXJYQQQkgAEmUjK7eA0IjdHE3OxN1Jz5LhQXi6OKhdlhBCCAFIABJlICffwPCo3RxISsO1ii2LhwfhW8NR7bKEEEIIMwlAolTlFRh5Zck+dp6+QlW9DQtfaE9DDye1yxJCCCEKkQAkSo3BqPDayji2Hk3F3lbLgrB2BNR2VbssIYQQoggJQKJUKIrCm2sOsuHPC9jqNMwZFEh7/+pqlyWEEEIUSwKQuG+KovDBD0dYsScJrQa+6t+aTo3c1S5LCCGEuCUJQOK+zdxyggUx8QB88mwA3Vt4qlyREEIIcXsWEYBmz56Nn58f9vb2BAUFERsbe9v+aWlpjBo1Ck9PT/R6PQ0bNmTjxo3m99999100Gk2hR+PGjct6GFZp3m+n+TL6BADv9mzKc219VK5ICCGEuDPV70ewYsUKxo8fz5w5cwgKCmLmzJl069aNY8eO4e5edDdKXl4eXbt2xd3dndWrV+Pt7c2ZM2dwdXUt1K9Zs2Zs2bLF/NrGRvWhVjrLYhP5aOMRAN7o1oiwEH+VKxJCCCHujuqp4PPPP2fEiBEMHToUgDlz5rBhwwYWLFjAxIkTi/RfsGABV65cYfv27djamm6p4OfnV6SfjY0NtWrVKtPardn6A+d5c+1BAF7uWI9XOtVTuSIhhBDi7qm6CywvL4+9e/fSpUsXc5tWq6VLly7s2LGj2GnWr19PcHAwo0aNwsPDg+bNmzN16lQMBkOhfidOnMDLy4u6desycOBAEhMTb1lHbm4uGRkZhR7i1rYcTmH8ijgUBQY9UIcJjzdCo9GoXZYQQghx11QNQJcuXcJgMODh4VGo3cPDg+Tk5GKnOX36NKtXr8ZgMLBx40beeecdPvvsMz788ENzn6CgICIjI9m0aRPffPMN8fHxPPTQQ2RmZhY7z2nTpuHi4mJ++PjIcSy3sv3kJV5Zuo8Co8LTrb15/6nmEn6EEEJUOKrvAispo9GIu7s7c+fORafTERgYyLlz55g+fTpTpkwBoHv37ub+AQEBBAUF4evry8qVKxk2bFiReU6aNInx48ebX2dkZEgIKsa+xKsMX7iHvAIjjzX1YHqfALRaCT9CCCEqHlUDkJubGzqdjpSUlELtKSkptzx+x9PTE1tbW3Q6nbmtSZMmJCcnk5eXh52dXZFpXF1dadiwISdPnix2nnq9Hr1e7lJ+O4fPZxC2IJZreQYeauDG18+3xkZnEScRCiGEECWm6hrMzs6OwMBAoqOjzW1Go5Ho6GiCg4OLnSYkJISTJ09iNBrNbcePH8fT07PY8AOQlZXFqVOn8PSU69Pci9MXsxiyYBcZOQUE+lbjf4MD0dvo7jyhEEIIYaFU/xN+/PjxzJs3j6ioKI4cOcLIkSPJzs42nxU2ZMgQJk2aZO4/cuRIrly5wtixYzl+/DgbNmxg6tSpjBo1ytzn9ddf59dffyUhIYHt27fz9NNPo9PpGDBgQLmPr6I7e/Uag+bv4lJWHk09nVkQ1o4qdhVuz6kQQghRiOprsn79+nHx4kUmT55McnIyrVq1YtOmTeYDoxMTE9Fq/85pPj4+bN68mddee42AgAC8vb0ZO3YsEyZMMPc5e/YsAwYM4PLly9SsWZMHH3yQnTt3UrNmzXIfX0WWmpnDoPm7OJ+eQ72ajiwa1h4XB1u1yxJCCCHum0ZRFEXtIixNRkYGLi4upKen4+zsrHY5qki7lke//+3kWEomtas5sOrlYDxdHNQuSwghhLilkqy/Vd8FJixPVm4BoRG7OZaSibuTniXDgyT8CCGEqFQkAIlCcvINDI/azYGkNKpVsWXx8CB8aziqXZYQQghRqiQACbO8AiOvLNnHztNXqKq3IeqF9jT0cFK7LCGEEKLUSQASABiMCq+tjGPr0VTsbbUsCGtHQG1XtcsSQgghyoQEIIGiKLy55iAb/ryArU7DnEGBtPevrnZZQgghRJmRAGTlFEXhgx+OsGJPEloNfNW/NZ0auatdlhBCCFGmJABZuZlbTrAgJh6AT/u0pHsLuVq2EEKIyk8CkBWb99tpvow+AcC7PZvSJ7C2yhUJIYQQ5UMCkJVauiuRjzYeAeCNbo0IC/FXuSIhhBCi/EgAskLfxZ3jrXUHAXi5Yz1e6VRP5YqEEEKI8iUByMpsOZzCf1YeQFFg0AN1mPB4IzQajdplCSGEEOVKApAV2X7yEq8s3UeBUeHp1t68/1RzCT9CCCGskgQgK7Ev8SrDF+4hr8DIY009mN4nAK1Wwo8QQgjrJAHIChw+n0HYgliu5Rl4qIEbXz/fGhudLHohhBDWS9aCldzpi1kMWbCLjJwCAn2r8b/BgehtdGqXJYQQQqhKAlAldvbqNQbN38WlrDyaeTmzIKwdVexs1C5LCCGEUJ0EoEoqNTOHQfN3cT49h3o1HVn4QntcHGzVLksIIYSwCBKAKqG0a3kMnh9LwuVr1K7mwOLhQdSoqle7LCGEEMJiSACqZLJyCwhdEMuxlEzcnfQsGR6Ep4uD2mUJIYQQFkUCUCWSk29gWORuDpxNp1oVWxYPD8K3hqPaZQkhhBAWRwJQJZFXYOSVJfvYFX+FqnobFr4QREMPJ7XLEkIIISySBKBKwGBUeG1lHFuPpmJvq2VBWDta1HZRuywhhBDCYkkAquCMRoVJa/5kw58XsNVpmDMokPb+1dUuSwghhLBoEoAqMEVR+GDDYVbuOYtWA1/1b02nRu5qlyWEEEJYPAlAFdgXW04QEZMAwKd9WtK9hae6BQkhhBAVhASgCmreb6f5KvoEAO891Yw+gbVVrkgIIYSoOCQAVUBLdyXy0cYjALzRrRGhHfzULUgIIYSoYCQAVTDfxZ3jrXUHAXi5Yz1e6VRP5YqEEEKIikcCUAXy8+EUxq88gKLAoAfqMOHxRmg0GrXLEkIIISocCUAVRMzJS4xaug+DUeGZ1t68/1RzCT9CCCHEPZIAVAHsS7zKiIV7yCsw8lhTDz7tE4BWK+FHCCGEuFcSgCzc4fMZhC2I5VqegYcauPH1862x0cliE0IIIe6HrEkt2KmLWQxZsIuMnAICfavxv8GB6G10apclhBBCVHgSgCzU2avXGDR/F5ey8mjm5cyCsHZUsbNRuywhhBCiUpAAZIFSM3MYNH8XF9JzqFfTkYUvtMfFwVbtsoQQQohKQwKQhUm7lsfg+bEkXL5G7WoOLBn+ADWq6tUuSwghhKhUJABZkKzcAkIXxHIsJRN3Jz1LhgdRy8Ve7bKEEEKISkcCkIXIyTcwLHI3B86mU62KLYuHB+Fbw1HtsoQQQohKSQKQBcgrMDJy8V52xV+hqt6GhS8E0dDDSe2yhBBCiEpLApDKDEaF11bG8cuxi9jbalkQ1o4WtV3ULksIIYSo1CQAqchoVJi05k82/HkBW52G/w1uS3v/6mqXJYQQQlR6EoBUoigKH2w4zMo9Z9Fq4Kv+renYsKbaZQkhhBBWQQKQSr7YcoKImAQAPu3Tku4tPNUtSAghhLAiFhGAZs+ejZ+fH/b29gQFBREbG3vb/mlpaYwaNQpPT0/0ej0NGzZk48aNxfb9+OOP0Wg0jBs3rgwqvzfzfjvNV9EnAHjvqWb0CaytckVCCCGEdVH93gorVqxg/PjxzJkzh6CgIGbOnEm3bt04duwY7u7uRfrn5eXRtWtX3N3dWb16Nd7e3pw5cwZXV9cifXfv3s3//vc/AgICymEkd2fprkQ+2ngEgDe6NSK0g5+6BQkhhBBWSPUtQJ9//jkjRoxg6NChNG3alDlz5lClShUWLFhQbP8FCxZw5coV1q1bR0hICH5+fnTs2JGWLVsW6peVlcXAgQOZN28e1apVu20Nubm5ZGRkFHqUhe/izvHWuoMAvNyxHqM61y+TzxFCCCHE7akagPLy8ti7dy9dunQxt2m1Wrp06cKOHTuKnWb9+vUEBwczatQoPDw8aN68OVOnTsVgMBTqN2rUKHr06FFo3rcybdo0XFxczA8fH5/7G9gt1Kyqx8FWx6AH6jDh8UZl8hlCCCGEuDNVd4FdunQJg8GAh4dHoXYPDw+OHj1a7DSnT59m69atDBw4kI0bN3Ly5EleeeUV8vPzmTJlCgDLly9n37597N69+67qmDRpEuPHjze/zsjIKJMQ1KG+G9+PeRD/Go5oNJpSn78QQggh7o7qxwCVlNFoxN3dnblz56LT6QgMDOTcuXNMnz6dKVOmkJSUxNixY/n555+xt7+7+2jp9Xr0+vK54Wi9mlXL5XOEEEIIcWuqBiA3Nzd0Oh0pKSmF2lNSUqhVq1ax03h6emJra4tOpzO3NWnShOTkZPMutdTUVNq0aWN+32Aw8NtvvzFr1ixyc3MLTSuEEEII66PqMUB2dnYEBgYSHR1tbjMajURHRxMcHFzsNCEhIZw8eRKj0WhuO378OJ6entjZ2fHoo49y8OBB4uLizI+2bdsycOBA4uLiJPwIIYQQQv1dYOPHjyc0NJS2bdvSvn17Zs6cSXZ2NkOHDgVgyJAheHt7M23aNABGjhzJrFmzGDt2LGPGjOHEiRNMnTqVV199FQAnJyeaN29e6DMcHR2pUaNGkXYhhBBCWCfVA1C/fv24ePEikydPJjk5mVatWrFp0ybzgdGJiYlotX9vqPLx8WHz5s289tprBAQE4O3tzdixY5kwYYJaQxBCCCFEBaNRFEVRuwhLk5GRgYuLC+np6Tg7O6tdjhBCCCHuQknW36pfCFEIIYQQorxJABJCCCGE1ZEAJIQQQgirIwFICCGEEFZHApAQQgghrI4EICGEEEJYHQlAQgghhLA6EoCEEEIIYXVUvxK0Jbp5bciMjAyVKxFCCCHE3bq53r6bazxLACpGZmYmYLrthhBCCCEqlszMTFxcXG7bR26FUQyj0cj58+dxcnJCo9GU6rwzMjLw8fEhKSmpUt5mQ8ZX8VX2MVb28UHlH6OMr+IrqzEqikJmZiZeXl6F7iNaHNkCVAytVkvt2rXL9DOcnZ0r7RcbZHyVQWUfY2UfH1T+Mcr4Kr6yGOOdtvzcJAdBCyGEEMLqSAASQgghhNWRAFTO9Ho9U6ZMQa/Xq11KmZDxVXyVfYyVfXxQ+cco46v4LGGMchC0EEIIIayObAESQgghhNWRACSEEEIIqyMBSAghhBBWRwKQEEIIIayOBKD7NHv2bPz8/LC3tycoKIjY2Njb9l+1ahWNGzfG3t6eFi1asHHjxkLvK4rC5MmT8fT0xMHBgS5dunDixImyHMIdlWSM8+bN46GHHqJatWpUq1aNLl26FOkfFhaGRqMp9Hj88cfLehi3VJLxRUZGFqnd3t6+UB9LW4YlGV+nTp2KjE+j0dCjRw9zH0tafr/99hs9e/bEy8sLjUbDunXr7jjNtm3baNOmDXq9nvr16xMZGVmkT0n/X5elko5xzZo1dO3alZo1a+Ls7ExwcDCbN28u1Ofdd98tsgwbN25chqO4tZKOb9u2bcV+R5OTkwv1s5RlWNLxFff/S6PR0KxZM3MfS1p+06ZNo127djg5OeHu7k7v3r05duzYHaezhHWhBKD7sGLFCsaPH8+UKVPYt28fLVu2pFu3bqSmphbbf/v27QwYMIBhw4axf/9+evfuTe/evTl06JC5z6effspXX33FnDlz2LVrF46OjnTr1o2cnJzyGlYhJR3jtm3bGDBgAL/88gs7duzAx8eHxx57jHPnzhXq9/jjj3PhwgXzY9myZeUxnCJKOj4wXbn0n7WfOXOm0PuWtAxLOr41a9YUGtuhQ4fQ6XQ899xzhfpZyvLLzs6mZcuWzJ49+676x8fH06NHDzp37kxcXBzjxo1j+PDhhQLCvXwnylJJx/jbb7/RtWtXNm7cyN69e+ncuTM9e/Zk//79hfo1a9as0DL8448/yqL8Oyrp+G46duxYofrd3d3N71nSMizp+L788stC40pKSqJ69epF/g9ayvL79ddfGTVqFDt37uTnn38mPz+fxx57jOzs7FtOYzHrQkXcs/bt2yujRo0yvzYYDIqXl5cybdq0Yvv37dtX6dGjR6G2oKAg5aWXXlIURVGMRqNSq1YtZfr06eb309LSFL1eryxbtqwMRnBnJR3jvxUUFChOTk5KVFSUuS00NFTp1atXaZd6T0o6voiICMXFxeWW87O0ZXi/y++LL75QnJyclKysLHObJS2/fwKUtWvX3rbPf//7X6VZs2aF2vr166d069bN/Pp+f2Zl6W7GWJymTZsq7733nvn1lClTlJYtW5ZeYaXkbsb3yy+/KIBy9erVW/ax1GV4L8tv7dq1ikajURISEsxtlrr8FEVRUlNTFUD59ddfb9nHUtaFsgXoHuXl5bF37166dOlibtNqtXTp0oUdO3YUO82OHTsK9Qfo1q2buX98fDzJycmF+ri4uBAUFHTLeZalexnjv127do38/HyqV69eqH3btm24u7vTqFEjRo4cyeXLl0u19rtxr+PLysrC19cXHx8fevXqxV9//WV+z5KWYWksv/DwcPr374+jo2OhdktYfvfiTv8HS+NnZmmMRiOZmZlF/g+eOHECLy8v6taty8CBA0lMTFSpwnvTqlUrPD096dq1KzExMeb2yrYMw8PD6dKlC76+voXaLXX5paenAxT5vv2TpawLJQDdo0uXLmEwGPDw8CjU7uHhUWRf9E3Jycm37X/z35LMsyzdyxj/bcKECXh5eRX6Ij/++OMsXLiQ6OhoPvnkE3799Ve6d++OwWAo1frv5F7G16hRIxYsWMB3333H4sWLMRqNdOjQgbNnzwKWtQzvd/nFxsZy6NAhhg8fXqjdUpbfvbjV/8GMjAyuX79eKt95SzNjxgyysrLo27evuS0oKIjIyEg2bdrEN998Q3x8PA899BCZmZkqVnp3PD09mTNnDt9++y3ffvstPj4+dOrUiX379gGl83vLUpw/f54ff/yxyP9BS11+RqORcePGERISQvPmzW/Zz1LWhXI3eFFmPv74Y5YvX862bdsKHSjcv39/8/MWLVoQEBBAvXr12LZtG48++qgapd614OBggoODza87dOhAkyZN+N///scHH3ygYmWlLzw8nBYtWtC+fftC7RV5+VmbpUuX8t577/Hdd98VOkame/fu5ucBAQEEBQXh6+vLypUrGTZsmBql3rVGjRrRqFEj8+sOHTpw6tQpvvjiCxYtWqRiZaUvKioKV1dXevfuXajdUpffqFGjOHTokGrHI5WUbAG6R25ubuh0OlJSUgq1p6SkUKtWrWKnqVWr1m373/y3JPMsS/cyxptmzJjBxx9/zE8//URAQMBt+9atWxc3NzdOnjx53zWXxP2M7yZbW1tat25trt2SluH9jC87O5vly5ff1S9TtZbfvbjV/0FnZ2ccHBxK5TthKZYvX87w4cNZuXJlkd0N/+bq6krDhg0rxDIsTvv27c21V5ZlqCgKCxYsYPDgwdjZ2d22ryUsv9GjR/PDDz/wyy+/ULt27dv2tZR1oQSge2RnZ0dgYCDR0dHmNqPRSHR0dKEtBP8UHBxcqD/Azz//bO7v7+9PrVq1CvXJyMhg165dt5xnWbqXMYLp6P0PPviATZs20bZt2zt+ztmzZ7l8+TKenp6lUvfdutfx/ZPBYODgwYPm2i1pGd7P+FatWkVubi6DBg264+eotfzuxZ3+D5bGd8ISLFu2jKFDh7Js2bJClzC4laysLE6dOlUhlmFx4uLizLVXlmX466+/cvLkybv6I0TN5acoCqNHj2bt2rVs3boVf3//O05jMevCUjuc2gotX75c0ev1SmRkpHL48GHlxRdfVFxdXZXk5GRFURRl8ODBysSJE839Y2JiFBsbG2XGjBnKkSNHlClTpii2trbKwYMHzX0+/vhjxdXVVfnuu++UP//8U+nVq5fi7++vXL9+vdzHpyglH+PHH3+s2NnZKatXr1YuXLhgfmRmZiqKoiiZmZnK66+/ruzYsUOJj49XtmzZorRp00Zp0KCBkpOTY/Hje++995TNmzcrp06dUvbu3av0799fsbe3V/766y9zH0tahiUd300PPvig0q9fvyLtlrb8MjMzlf379yv79+9XAOXzzz9X9u/fr5w5c0ZRFEWZOHGiMnjwYHP/06dPK1WqVFHeeOMN5ciRI8rs2bMVnU6nbNq0ydznTj+z8lbSMS5ZskSxsbFRZs+eXej/YFpamrnPf/7zH2Xbtm1KfHy8EhMTo3Tp0kVxc3NTUlNTLX58X3zxhbJu3TrlxIkTysGDB5WxY8cqWq1W2bJli7mPJS3Dko7vpkGDBilBQUHFztOSlt/IkSMVFxcXZdu2bYW+b9euXTP3sdR1oQSg+/T1118rderUUezs7JT27dsrO3fuNL/XsWNHJTQ0tFD/lStXKg0bNlTs7OyUZs2aKRs2bCj0vtFoVN555x3Fw8ND0ev1yqOPPqocO3asPIZySyUZo6+vrwIUeUyZMkVRFEW5du2a8thjjyk1a9ZUbG1tFV9fX2XEiBGqrVwUpWTjGzdunLmvh4eH8sQTTyj79u0rND9LW4Yl/Y4ePXpUAZSffvqpyLwsbfndPCX634+bYwoNDVU6duxYZJpWrVopdnZ2St26dZWIiIgi873dz6y8lXSMHTt2vG1/RTGd+u/p6anY2dkp3t7eSr9+/ZSTJ0+W78BuKOn4PvnkE6VevXqKvb29Ur16daVTp07K1q1bi8zXUpbhvXxH09LSFAcHB2Xu3LnFztOSll9xYwMK/b+y1HWh5sYAhBBCCCGshhwDJIQQQgirIwFICCGEEFZHApAQQgghrI4EICGEEEJYHQlAQgghhLA6EoCEEEIIYXUkAAkhhBDC6kgAEkIIIYTVkQAkhBB3QaPRsG7dOrXLEEKUEglAQgiLFxYWhkajKfJ4/PHH1S5NCFFB2ahdgBBC3I3HH3+ciIiIQm16vV6laoQQFZ1sARJCVAh6vZ5atWoVelSrVg0w7Z765ptv6N69Ow4ODtStW5fVq1cXmv7gwYM88sgjODg4UKNGDV588UWysrIK9VmwYAHNmjVDr9fj6enJ6NGjC71/6dIlnn76aapUqUKDBg1Yv3592Q5aCFFmJAAJISqFd955h2effZYDBw4wcOBA+vfvz5EjRwDIzs6mW7duVKtWjd27d7Nq1Sq2bNlSKOB88803jBo1ihdffJGDBw+yfv166tevX+gz3nvvPfr27cuff/7JE088wcCBA7ly5Uq5jlMIUUpK9d7yQghRBkJDQxWdTqc4OjoWenz00UeKoigKoLz88suFpgkKClJGjhypKIqizJ07V6lWrZqSlZVlfn/Dhg2KVqtVkpOTFUVRFC8vL+Wtt966ZQ2A8vbbb5tfZ2VlKYDy448/lto4hRDlR44BEkJUCJ07d+abb74p1Fa9enXz8+Dg4ELvBQcHExcXB8CRI0do2bIljo6O5vdDQkIwGo0cO3YMjUbD+fPnefTRR29bQ0BAgPm5o6Mjzs7OpKam3uuQhBAqkgAkhKgQHB0di+ySKi0ODg531c/W1rbQa41Gg9FoLIuShBBlTI4BEkJUCjt37izyukmTJgA0adKEAwcOkJ2dbX4/JiYGrVZLo0aNcHJyws/Pj+jo6HKtWQihHtkCJISoEHJzc0lOTi7UZmNjg5ubGwCrVq2ibdu2PPjggyxZsoTY2FjCw8MBGDhwIFOmTCE0NJR3332XixcvMmbMGAYPHoyHhwcA7777Li+//DLu7u50796dzMxMYmJiGDNmTPkOVAhRLiQACSEqhE2bNuHp6VmorVGjRhw9ehQwnaG1fPlyXnnlFTw9PVm2bBlNmzYFoEqVKmzevJmxY8fSrl07qlSpwrPPPsvnn39unldoaCg5OTl88cUXvP7667i5udGnT5/yG6AQolxpFEVR1C5CCCHuh0ajYe3atfTu3VvtUoQQFYQcAySEEEIIqyMBSAghhBBWR44BEkJUeLInXwhRUrIFSAghhBBWRwKQEEIIIayOBCAhhBBCWB0JQEIIIYSwOhKAhBBCCGF1JAAJIYQQwupIABJCCCGE1ZEAJIQQQgir8/9guOPWT9nU9gAAAABJRU5ErkJggg==\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    }\n  ]\n}"
  },
  {
    "path": "Tematik_Egitimler/Derin_Ogrenme_ile_Goruntu_Isleme_Temmuz_2024/Uygulamalar/T_Uyg_2_Underfitting.ipynb",
    "content": "{\n  \"nbformat\": 4,\n  \"nbformat_minor\": 0,\n  \"metadata\": {\n    \"colab\": {\n      \"provenance\": []\n    },\n    \"kernelspec\": {\n      \"name\": \"python3\",\n      \"display_name\": \"Python 3\"\n    },\n    \"language_info\": {\n      \"name\": \"python\"\n    }\n  },\n  \"cells\": [\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"# Under fitting\\n\",\n        \"\\n\",\n        \"Underfitting, bir makine öğrenmesi modelinin hem eğitim verisinde hem de test verisinde düşük performans göstermesi durumudur.\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"### Underfitting Nasıl Anlaşılır?\\n\",\n        \"\\n\",\n        \"1. **Eğitim ve Doğrulama Hataları:**\\n\",\n        \"   - Hem eğitim hem de doğrulama verisinde yüksek hata oranları görülür. Eğitim sürecinde, modelin hatası zamanla belirgin şekilde azalmaz.\\n\",\n        \"\\n\",\n        \"2. **Yetersiz Model Karmaşıklığı:**\\n\",\n        \"   - Model, verideki karmaşık ilişkileri öğrenmek için yeterince kapasiteye sahip değilse, yani model çok basitse (örneğin, çok az sayıda parametre veya katman kullanılıyorsa), underfitting meydana gelebilir.\\n\",\n        \"\\n\",\n        \"3. **Kısa Eğitim Süreci:**\\n\",\n        \"   - Modelin yeterince uzun eğitilmemesi durumunda da underfitting oluşabilir. Bu, modelin veriyi tam olarak öğrenmesi için gerekli sayıda epoch'la eğitilmemesi anlamına gelir.\\n\",\n        \"\\n\",\n        \"### Underfitting’i Önleme Yöntemleri\\n\",\n        \"\\n\",\n        \"- **Model Karmaşıklığını Artırmak:**\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"- **Daha Uzun Eğitim:**\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"- **Özellik Mühendisliği (Feature Engineering):**\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"- **Veri Setini İyileştirmek:**\\n\",\n        \"\\n\",\n        \"![627d12494803140c71981f73_61f7b61654f03b0d0894bf12_model.png](data:image/png;base64,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)\"\n      ],\n      \"metadata\": {\n        \"id\": \"msed6PqFnonA\"\n      }\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Variance Bias\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"### Bias (Sapma) Nedir?\\n\",\n        \"\\n\",\n        \"**Bias**, modelin eğitim verisindeki temel örüntüleri (patterns) yakalama konusundaki başarısızlığıdır. Bias, modelin gerçek dünya ilişkilerini yeterince öğrenememesi anlamına gelir. Genellikle şu durumlarda ortaya çıkar:\\n\",\n        \"\\n\",\n        \"- **Basit Modeller:**\\n\",\n        \"- **Underfitting:**\\n\",\n        \"\\n\",\n        \"**Yüksek Bias:** Model, verideki karmaşık ilişkileri öğrenemez. Bu, hem eğitim hem de test verisinde kötü performansa yol açar.\\n\",\n        \"\\n\",\n        \"### Variance (Varyans) Nedir?\\n\",\n        \"\\n\",\n        \"**Variance**, modelin eğitim verisine ne kadar duyarlı olduğunu ifade eder. Yüksek varyans, modelin eğitim verisine aşırı uyum sağladığı (overfitting) anlamına gelir. Bu durumda, model eğitim verisinde çok iyi performans gösterir ancak yeni verilerde (test verisi gibi) düşük performans gösterir.\\n\",\n        \"\\n\",\n        \"- **Karmaşık Modeller:**\\n\",\n        \"- **Overfitting:**\\n\",\n        \"\\n\",\n        \"**Yüksek Variance:** Model, eğitim verisine aşırı uyum sağlar ve bu yüzden yeni verilerde zayıf performans gösterir.\\n\",\n        \"\\n\",\n        \"### Bias-Variance Tradeoff (Sapma-Varyans Dengesi)\\n\",\n        \"\\n\",\n        \"**Bias-Variance Tradeoff** (Sapma-Varyans Dengesi), makine öğrenmesi modellerinin performansını değerlendirmek ve optimize etmek için önemli bir kavramdır. Modelin hata oranını anlamak ve optimize etmek için sapma (bias) ve varyans (variance) arasındaki dengeyi doğru bir şekilde kurmak gerekir. Bu kavramlar, modelin eğitimi sırasında oluşabilecek hataların nedenlerini anlamaya yardımcı olur.\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"- **Yüksek Bias, Düşük Variance:** Model basit olduğunda, genellikle yüksek bias (underfitting) ve düşük varyans olur.\\n\",\n        \"- **Düşük Bias, Yüksek Variance:** Model karmaşık olduğunda, genellikle düşük bias ve yüksek varyans olur (overfitting).\\n\",\n        \"\\n\",\n        \"Amaç, bias ve varyans arasındaki dengeyi bulmaktır. İdeal bir model, hem düşük bias hem de düşük varyansa sahip olmalı, yani eğitim verisindeki önemli örüntüleri yakalarken aynı zamanda yeni verilerde de iyi performans göstermelidir.\"\n      ],\n      \"metadata\": {\n        \"id\": \"lbYU_xGdoNHJ\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"id\": \"HX76x5c5_OjD\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"import tensorflow as tf\\n\",\n        \"from tensorflow.keras.datasets import cifar10\\n\",\n        \"from tensorflow.keras.models import Sequential\\n\",\n        \"from tensorflow.keras.layers import Dense, Conv2D, MaxPooling2D, Flatten\\n\",\n        \"from tensorflow.keras.optimizers import Adam\\n\",\n        \"import matplotlib.pyplot as plt\\n\",\n        \"import numpy as np\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Veri kümesini yükleyin\\n\",\n        \"(x_train, y_train), (x_test, y_test) = cifar10.load_data()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"PhRVfvFA_dYZ\",\n        \"outputId\": \"2dd81a3a-f5d4-4c2d-9b30-3f128adafabc\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Downloading data from https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz\\n\",\n            \"\\u001b[1m170498071/170498071\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m6s\\u001b[0m 0us/step\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Veriyi normalize edin\\n\",\n        \"x_train, x_test = x_train / 255.0, x_test / 255.0\"\n      ],\n      \"metadata\": {\n        \"id\": \"gDeMC9GF_fcz\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Sınıf sayısını belirleyin\\n\",\n        \"num_classes = len(np.unique(y_train))\"\n      ],\n      \"metadata\": {\n        \"id\": \"EKrc5Xyi_hAQ\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Sınıf etiketlerini tek-sıcak vektörlere dönüştürün\\n\",\n        \"y_train = tf.keras.utils.to_categorical(y_train, num_classes)\\n\",\n        \"y_test = tf.keras.utils.to_categorical(y_test, num_classes)\"\n      ],\n      \"metadata\": {\n        \"id\": \"0XKkuqhT_ihb\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Underfitting yapacak basit bir model oluşturalım\\n\",\n        \"model = Sequential([\\n\",\n        \"    Conv2D(8, (3, 3), activation='relu', input_shape=(32, 32, 3)),\\n\",\n        \"    MaxPooling2D((2, 2)),\\n\",\n        \"    Flatten(),\\n\",\n        \"    Dense(32, activation='relu'),\\n\",\n        \"    Dense(num_classes, activation='softmax')\\n\",\n        \"])\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"4a6jXTcV_jPL\",\n        \"outputId\": \"50be6c69-f7a5-4392-c050-2fce8431cd3d\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stderr\",\n          \"text\": [\n            \"/usr/local/lib/python3.10/dist-packages/keras/src/layers/convolutional/base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\\n\",\n            \"  super().__init__(activity_regularizer=activity_regularizer, **kwargs)\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Modeli derleyin\\n\",\n        \"model.compile(optimizer=Adam(), loss='categorical_crossentropy', metrics=['accuracy'])\"\n      ],\n      \"metadata\": {\n        \"id\": \"P-9WnSd4_m0i\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Modeli eğitin\\n\",\n        \"history = model.fit(x_train, y_train, epochs=20, validation_data=(x_test, y_test))\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"0WSXu4FE_on9\",\n        \"outputId\": \"7ed18c6d-6b4a-4007-e053-608ac468c4d2\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m43s\\u001b[0m 27ms/step - accuracy: 0.3014 - loss: 1.9197 - val_accuracy: 0.4616 - val_loss: 1.5040\\n\",\n            \"Epoch 2/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m71s\\u001b[0m 20ms/step - accuracy: 0.4792 - loss: 1.4481 - val_accuracy: 0.5026 - val_loss: 1.3940\\n\",\n            \"Epoch 3/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m26s\\u001b[0m 16ms/step - accuracy: 0.5236 - loss: 1.3392 - val_accuracy: 0.5350 - val_loss: 1.3111\\n\",\n            \"Epoch 4/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m24s\\u001b[0m 16ms/step - accuracy: 0.5511 - loss: 1.2707 - val_accuracy: 0.5402 - val_loss: 1.2895\\n\",\n            \"Epoch 5/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m24s\\u001b[0m 16ms/step - accuracy: 0.5671 - loss: 1.2161 - val_accuracy: 0.5532 - val_loss: 1.2533\\n\",\n            \"Epoch 6/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m43s\\u001b[0m 17ms/step - accuracy: 0.5777 - loss: 1.1912 - val_accuracy: 0.5509 - val_loss: 1.2708\\n\",\n            \"Epoch 7/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m29s\\u001b[0m 18ms/step - accuracy: 0.5854 - loss: 1.1659 - val_accuracy: 0.5680 - val_loss: 1.2324\\n\",\n            \"Epoch 8/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m39s\\u001b[0m 17ms/step - accuracy: 0.5997 - loss: 1.1360 - val_accuracy: 0.5553 - val_loss: 1.2521\\n\",\n            \"Epoch 9/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m43s\\u001b[0m 19ms/step - accuracy: 0.6055 - loss: 1.1140 - val_accuracy: 0.5711 - val_loss: 1.2319\\n\",\n            \"Epoch 10/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m27s\\u001b[0m 17ms/step - accuracy: 0.6157 - loss: 1.0916 - val_accuracy: 0.5706 - val_loss: 1.2356\\n\",\n            \"Epoch 11/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m26s\\u001b[0m 17ms/step - accuracy: 0.6222 - loss: 1.0737 - val_accuracy: 0.5671 - val_loss: 1.2323\\n\",\n            \"Epoch 12/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m26s\\u001b[0m 16ms/step - accuracy: 0.6285 - loss: 1.0634 - val_accuracy: 0.5728 - val_loss: 1.2186\\n\",\n            \"Epoch 13/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m27s\\u001b[0m 17ms/step - accuracy: 0.6350 - loss: 1.0453 - val_accuracy: 0.5804 - val_loss: 1.2033\\n\",\n            \"Epoch 14/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m42s\\u001b[0m 18ms/step - accuracy: 0.6404 - loss: 1.0292 - val_accuracy: 0.5815 - val_loss: 1.2156\\n\",\n            \"Epoch 15/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m46s\\u001b[0m 21ms/step - accuracy: 0.6423 - loss: 1.0111 - val_accuracy: 0.5858 - val_loss: 1.2145\\n\",\n            \"Epoch 16/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m35s\\u001b[0m 18ms/step - accuracy: 0.6454 - loss: 1.0141 - val_accuracy: 0.5784 - val_loss: 1.2305\\n\",\n            \"Epoch 17/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m44s\\u001b[0m 20ms/step - accuracy: 0.6508 - loss: 0.9973 - val_accuracy: 0.5704 - val_loss: 1.2430\\n\",\n            \"Epoch 18/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m38s\\u001b[0m 18ms/step - accuracy: 0.6522 - loss: 0.9865 - val_accuracy: 0.5793 - val_loss: 1.2360\\n\",\n            \"Epoch 19/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.6577 - loss: 0.9749 - val_accuracy: 0.5682 - val_loss: 1.2546\\n\",\n            \"Epoch 20/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m24s\\u001b[0m 16ms/step - accuracy: 0.6609 - loss: 0.9618 - val_accuracy: 0.5729 - val_loss: 1.2565\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Eğitim ve doğrulama kayıplarını çizdirin\\n\",\n        \"plt.plot(history.history['loss'], label='Training Loss')\\n\",\n        \"plt.plot(history.history['val_loss'], label='Validation Loss')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Loss')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\\n\",\n        \"\\n\",\n        \"# Eğitim ve doğrulama doğruluklarını çizdirin\\n\",\n        \"plt.plot(history.history['accuracy'], label='Training Accuracy')\\n\",\n        \"plt.plot(history.history['val_accuracy'], label='Validation Accuracy')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Accuracy')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 881\n        },\n        \"id\": \"xuGuWp5P_pNL\",\n        \"outputId\": \"18692873-f726-4cbe-8f57-19aab3e6135e\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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b5X7hwIX369GHTpk0MGjSI7Oxsfve739GrVy8A4uPjbcdnZ2czefJk+vbtC0D37t0bXUNj6bJUC6kbMXWgsJySiqY3BYqIyPnp1asXw4YN45133gEgIyODtWvX2gam1NbW8vTTT9O3b19CQ0MJCAhg2bJlpw1oOZu0tDRiY2NtwQZg6NChp+33wQcfMHz4cKKioggICOCRRx5p8Huc+l7Jycm2YAMwfPhwrFYr6enptm19+vTB3d3d9jg6OppDhw416r1Ofc/Y2Nh6yxf17t2bkJAQ0tLSAHNA0G233cbo0aP585//zJ49e2z7/uY3v+EPf/gDw4cP5/HHH29SB+7GUstNCwnx8yIyyJuDxZXsPlTKhXEdHF2SiEjz8/QzW1Ec8b6NcOutt3L33Xfz2muvMX/+fHr06MFll10GwLPPPstLL73Eiy++SN++ffH39+eee+6hqqqq2crdsGEDU6dO5cknn2TMmDEEBwezaNEi/vrXvzbbe5yq7pJQHYvFgtVqbZH3AnOk10033cTSpUv5/PPPefzxx1m0aBHXXnstt912G2PGjGHp0qV8+eWXzJs3j7/+9a/cfffdLVaPWm5aUN0K4ep3IyIuy2IxLw+19q0B/W1ONWXKFNzc3Pj3v//NwoULmTlzpq3/zbp165gwYQI333wzycnJdO/enV27djX4tZOSksjJySEvL8+27dtvv623z/r16+nSpQsPP/wwAwcOJD4+nqysrHr7eHl5UVtrf260pKQktm3bRlnZyYWZ161bh5ubG4mJiQ2uuTHqzu/UtRl37NhBYWEhvXv3tm1LSEjg3nvv5csvv2TSpEnMnz/f9lxsbCyzZs3i448/5v777+ett95qkVrrKNy0oASNmBIRaRMCAgK4/vrrmTt3Lnl5ecyYMcP2XHx8PMuXL2f9+vWkpaXx61//ut5IoHMZPXo0CQkJTJ8+nW3btrF27VoefvjhevvEx8eTnZ3NokWL2LNnDy+//DKLFy+ut0/Xrl1tk9kePnyYysrK095r6tSp+Pj4MH36dH788UdWrlzJ3XffzS233GLrb9NUtbW1tol1625paWmMHj2avn37MnXqVLZs2cLGjRuZNm0al112GQMHDqS8vJw5c+awatUqsrKyWLduHZs2bSIpKQmAe+65h2XLlpGZmcmWLVtYuXKl7bmWonDTgrQMg4hI23Hrrbdy7NgxxowZU69/zCOPPMKFF17ImDFjGDFiBFFRUedclPlUbm5uLF68mPLycgYPHsxtt93GH//4x3r7XHPNNdx7773MmTOH/v37s379eh599NF6+0yePJmxY8cycuRIwsPDzzgc3c/Pj2XLlnH06FEGDRrEddddx6hRo3j11Vcb949xBqWlpbaJdetu48ePx2Kx8Mknn9ChQwcuvfRSRo8eTffu3fnggw8AcHd358iRI0ybNo2EhASmTJnCuHHjePLJJwEzNM2ePZukpCTGjh1LQkICf/vb3867Xnsshr1Z9FxQcXExwcHBFBUVtfgK4ak5hUx8bR0dA7zZ/MjoFn0vEZGWVlFRQWZmJt26dcPHx8fR5YgLsvd/rDG/v9Vy04LiI8wRU4dLKzlSenrzooiIiDQ/hZsW5O/tQWyoL6D5bkRERFqLwk0LU78bERGR1qVw08I0YkpERKR1Kdy0sMQTa0ztVrgRERfRzsahSCtqrv9bCjctzNZyk1+iHwgi4tTqZr09ftwBC2VKu1A3K/SpS0c0hZZfaGHdw/1xd7NQXFHDweJKooI1fFJEnJO7uzshISG2NYr8/Pxss/yKnC+r1UpBQQF+fn54eJxfPFG4aWHeHu50DfNjT0EZ6QdLFG5ExKnVrVjd1EUYRexxc3MjLi7uvEOzwk0rSIwKZE9BGbvyS7gsIdzR5YiINJnFYiE6OpqIiAiqq6sdXY64GC8vL9zczr/HjMJNK0iIDOSz7fkaMSUiLsPd3f28+0WItBR1KG4FmutGRESk9SjctIKEqJPhxmrViCkREZGWpHDTCrqE+uHl4UZFtZWcYxpCKSIi0pIUblqBh7sbPcPNRTTT83VpSkREpCUp3LQS20zFh7SApoiISEtSuGklp85ULCIiIi1H4aaVJEaZl6U0YkpERKRlKdy0kvgIs+VmT0Ep1bVWB1cjIiLiuhRuWkmnEF/8vdyprjXYd7jM0eWIiIi4LIWbVuLmZiG+rt+NLk2JiIi0GIWbVmSbqVidikVERFqMwk0rqpupWC03IiIiLUfhphWdXGNKc92IiIi0FIWbVpRwYjj4viNlVFTXOrgaERER1+TQcLNmzRrGjx9PTEwMFouFJUuWnPOYyspKHn74Ybp06YK3tzddu3blnXfeaflim0F4gDcd/DwxDMjQTMUiIiItwsORb15WVkZycjIzZ85k0qRJDTpmypQpHDx4kLfffpuePXuSl5eH1eoc88ZYLBYSIgP5LvMouw6WcEGnYEeXJCIi4nIcGm7GjRvHuHHjGrz/F198werVq9m7dy+hoaEAdO3atYWqaxl14UadikVERFqGU/W5+fTTTxk4cCB/+ctf6NSpEwkJCTzwwAOUl5ef9ZjKykqKi4vr3RypbsSUhoOLiIi0DIe23DTW3r17+eabb/Dx8WHx4sUcPnyYu+66iyNHjjB//vwzHjNv3jyefPLJVq707DRiSkREpGU5VcuN1WrFYrHw3nvvMXjwYK666iqef/55/vnPf5619Wbu3LkUFRXZbjk5Oa1cdX0JkeaIqQOF5ZRUVDu0FhEREVfkVOEmOjqaTp06ERx8siNuUlIShmGwf//+Mx7j7e1NUFBQvZsjhfh5ERnkDaj1RkREpCU4VbgZPnw4ubm5lJaeDAW7du3Czc2Nzp07O7CyxkmwXZpSvxsREZHm5tBwU1paSmpqKqmpqQBkZmaSmppKdnY2YF5SmjZtmm3/m266ibCwMH71q1+xY8cO1qxZw+9+9ztmzpyJr6+vI06hSer63aSrU7GIiEizc2i42bx5MykpKaSkpABw3333kZKSwmOPPQZAXl6eLegABAQEsHz5cgoLCxk4cCBTp05l/PjxvPzyyw6pv6lsI6bUciMiItLsHDpaasSIERiGcdbnFyxYcNq2Xr16sXz58hasquVpxJSIiEjLcao+N64i/sSIqcOllRwprXRwNSIiIq5F4cYB/Lw8iA01+wip9UZERKR5Kdw4SKJGTImIiLQIhRsHqRsOrjWmREREmpfCjYMkao0pERGRFqFw4yCnttzYGzEmIiIijaNw4yDdw/1xd7NQUlFDfnGFo8sRERFxGQo3DuLt4U63jv6AZioWERFpTgo3DqQRUyIiIs1P4caBEjRTsYiISLNTuHGghBMzFavlRkREpPko3DjQqQtoWq0aMSUiItIcFG4cqEuoH14eblRUW8k5dtzR5YiIiLgEhRsH8nB3o2e4eWlKI6ZERESah8KNgyVGacSUiIhIc1K4cbCTMxVrxJSIiEhzULhxsMSoEyOmdFlKRESkWSjcOFhdy82eglKqaqwOrkZERMT5Kdw4WKcQX/y93KmxGuw7UubockRERJyewo2DWSyWevPdiIiIyPlRuGkDEiJOhBv1uxERETlvCjdtQF3LTbpabkRERM6bwk0bkKgFNEVERJqNwk0bkHBiOPi+I2VUVNc6uBoRERHnpnDTBoQHeNPBzxPDgIxDar0RERE5Hwo3bYDFYjk5U7E6FYuIiJwXhZs2QmtMiYiINA+Fmzbi5BpTCjciIiLnQ+GmjahrudmtEVMiIiLnReGmjaibyO9AYTklFdUOrkZERMR5Kdy0EcF+nkQGeQOa70ZEROR8KNy0IQmR6lQsIiJyvhRu2pBEDQcXERE5bwo3bYhWBxcRETl/Dg03a9asYfz48cTExGCxWFiyZInd/VetWoXFYjntlp+f3zoFn0thDuxd1eTDE3VZSkRE5Lw5NNyUlZWRnJzMa6+91qjj0tPTycvLs90iIiJaqMJGyNoAL/eHj++A6vImvUR8pLnG1OHSKg6XVjZjcSIiIu2HhyPffNy4cYwbN67Rx0VERBASEtL8BZ2PzgMhMBqKcmDruzD49ka/hJ+XB3GhfmQfPc6ugyV0DPBugUJFRERcm1P2uenfvz/R0dFcccUVrFu3zu6+lZWVFBcX17u1CHdPGP5b8/66l6CmqkkvYxsxpU7FIiIiTeJU4SY6Opo33niD//73v/z3v/8lNjaWESNGsGXLlrMeM2/ePIKDg2232NjYlisw5RYIiDRbb374oEkvkRhlXprapdXBRUREmsSpwk1iYiK//vWvGTBgAMOGDeOdd95h2LBhvPDCC2c9Zu7cuRQVFdluOTk5LVegpw8M+415/5vnobam0S+hlhsREZHz41Th5kwGDx5MRkbGWZ/39vYmKCio3q1FDfwV+IbC0b2wY0mjDz91AU3DMJq5OBEREdfn9OEmNTWV6OhoR5dxkpc/DL3LvL/mObBaG3V493B/3N0slFTUkF9c0QIFioiIuDaHjpYqLS2t1+qSmZlJamoqoaGhxMXFMXfuXA4cOMDChQsBePHFF+nWrRt9+vShoqKCf/zjH3z99dd8+eWXjjqFMxt0O6x7GQrSIP0zSPpFgw/19nCnW0d/Mg6Vkp5fQnSwbwsWKiIi4noc2nKzefNmUlJSSElJAeC+++4jJSWFxx57DIC8vDyys7Nt+1dVVXH//ffTt29fLrvsMrZt28aKFSsYNWqUQ+o/K98QGHyHeX/Ns9DIy0uazE9ERKTpLEY769hRXFxMcHAwRUVFLdv/puwIvHgBVB+Hqf+F+NENPvSlFbt5YcUuJl/Ymb9OSW65GkVERJxEY35/O32fmzbLPwwGzjTvN7L1xjYcXC03IiIijaZw05KGzgF3b8j5FrLsTzZ4qroRU7sPlVBrbVcNayIiIudN4aYlBUVDys3m/TXPNfiwLmH+eHm4UVFtJefo8RYqTkRExDUp3LS04b8FNw/YuxL2b27QIe5uFuIjdGlKRESkKRRuWlqHLtDvBvN+I1pvEjRiSkREpEkUblrDxfeCxQ12fQ752xt0yMmZirXGlIiISGMo3LSGjj2hz7Xm/bV/bdAhthFTWmNKRESkURRuWssl95tff1oCh3efc/e6lps9BaVU1TRuCQcREZH2TOGmtUT2gcSrAQPWPn/O3TuF+OLv5U6N1WDfkbKWr09ERMRFKNy0pktPtN788AEc22d3V4vFQkLUiX43ujQlIiLSYAo3ranTAOhxORi1sO6lc+6uNaZEREQaT+GmtV36O/Pr1nehONfurrYRU2q5ERERaTCFm9bWZRjEDYPaKlj/qt1dE6PUciMiItJYCjeOcOkD5tfN70DZ4bPuFh9pDgfPOnqciura1qhMRETE6SncOEKPyyHmQqgphw2vnXW38ABvOvh5YhiQcUiT+YmIiDSEwo0jWCwnW282vgXlx86ym0X9bkRERBpJ4cZREsZBRB+oKjEDzlmo342IiEjjKNw4ipsbXHKfef/bv0HlmS87nVxjSuFGRESkIRRuHKnPtRDaw7wstfmdM+5ia7nRZSkREZEGUbhxJDf3k2tOrX8FqstP2yUhwgw3uUUVFFdUt2Z1IiIiTknhxtH6TYHgOCg7ZE7s9zPBfp5EBfkAsFuXpkRERM5J4cbR3D3h4t+a9795EWqqTtvl5BpTGg4uIiJyLgo3bUH/myEgCor3m4tq/kziicn8NGJKRETk3BRu2gJPHxh2t3n/m+ehtqbe0/FaQFNERKTBFG7aioG/At9QOLoXflpc7ymtDi4iItJwCjdthZc/DL3LvL/2r2C12p6qW2PqcGkVh0srHVGdiIiI01C4aUsG3wHewVCQBulLbZv9vDyIC/UD1HojIiJyLgo3bYlPMAy+3by/5jkwDNtTdTMVazI/ERER+xRu2pqL7gJPP8hLhYyvbJsTo8xLU1qGQURExD6Fm7bGPwwGzjTvr3nW1nrTt1MwAMt+OkiJZioWERE5K4WbtmjY3eDuDTnfQtY6AEYlRdK9oz9Hy6p4a81eBxcoIiLSdinctEWBUXDhLeb9Nc8C4Onuxu/GJALw1tpMDhVXOKo6ERGRNk3hpq0a/ltw84C9q2D/ZgDGXhBFSlwI5dW1vPjVbsfWJyIi0kYp3LRVIXHQ7wbz/prnALBYLMwdlwTAB5ty2FOgtaZERER+zqHhZs2aNYwfP56YmBgsFgtLlixp8LHr1q3Dw8OD/v37t1h9DnfxvWBxg12fQ/52AAZ3C2V0UgS1VoNnv0h3cIEiIiJtj0PDTVlZGcnJybz22muNOq6wsJBp06YxatSoFqqsjejYE/pca95f+1fb5t+P7YWbBb74KZ/vs445qDgREZG2yaHhZty4cfzhD3/g2muvbdRxs2bN4qabbmLo0KHn3LeyspLi4uJ6N6dyyf3m15+WQMEuwJzQ77oBnQH48+dpGKdM9iciItLeOV2fm/nz57N3714ef/zxBu0/b948goODbbfY2NgWrrCZRfaBxKsBA755wbb53isS8PZwY9O+Y6xIO+S4+kRERNoYpwo3u3fv5qGHHuLdd9/Fw8OjQcfMnTuXoqIi2y0nJ6eFq2wBl55ovfnhAzi2D4DoYF9mXtwNgL98sZOaWutZDhYREWlfnCbc1NbWctNNN/Hkk0+SkJDQ4OO8vb0JCgqqd3M6nQZAj8vBqIXVz9o2z7qsByF+nuw+VMp/t+x3YIEiIiJth9OEm5KSEjZv3sycOXPw8PDAw8ODp556im3btuHh4cHXX3/t6BJb1oi55tfUd2GfOWtxsK8nc0b2BOD55bsor6p1VHUiIiJthtOEm6CgILZv305qaqrtNmvWLBITE0lNTWXIkCGOLrFlxQ6GATPM+//3G6g2Zyi+ZWgXOoX4crC4knfWZTquPhERkTbCoeGmtLTUFlQAMjMzSU1NJTs7GzD7y0ybNg0ANzc3Lrjggnq3iIgIfHx8uOCCC/D393fUabSeK56CgCg4kgFr/gKAt4c7D4wxL9O9sWoPx8qqHFmhiIiIwzk03GzevJmUlBRSUlIAuO+++0hJSeGxxx4DIC8vzxZ0BPAJhqtPzHez7iXbxH4TkjuRFB1ESWUNr67McGCBIiIijmcx2tkkKcXFxQQHB1NUVOScnYsBPrgF0j6FmBS47Stwc2f1rgKmv7MRL3c3vrr/MmJD/RxdpYiISLNpzO9vp+lzI6e46lnwDobcrfDdGwBcGt+R4T3DqKq18tcvtSyDiIi0Xwo3zigwCq582rz/9R/g2D4sFgsPjTUX1VySmsuPB4ocWKCIiIjjKNw4qwunQddLoPo4/N89YBj07RzM+OQYAJ75Yqdj6xMREXGQJoWbnJwc9u8/OWncxo0bueeee/j73//ebIXJOVgsMP4l8PCBvSth2yIAfndlIp7uFtbuPsw3uw87uEgREZHW16Rwc9NNN7Fy5UoA8vPzueKKK9i4cSMPP/wwTz31VLMWKHaE9YARD5n3l82F0gLiwvyYOqQLAPM+T8NqbVf9xUVERJoWbn788UcGDx4MwIcffsgFF1zA+vXree+991iwYEFz1ifnMnQORPWF8mPwhRl07r68JwHeHvyUW8z//ZDr4AJFRERaV5PCTXV1Nd7e3gCsWLGCa665BoBevXqRl5fXfNXJubl7wjWvgMUNfvwP7FpGWIA3v760OwDPfZlOZY2WZRARkfajSeGmT58+vPHGG6xdu5bly5czduxYAHJzcwkLC2vWAqUBYlLMFhyA/90LlSXcekk3IgK9yTlaznvfaiJEERFpP5oUbp555hnefPNNRowYwY033khycjIAn376qe1ylbSyEXOhQ1coPgBfPYWflwf3jDaXZXjl690UV1Q7tj4REZFW0uQZimtraykuLqZDhw62bfv27cPPz4+IiIhmK7C5ucQMxWezdxUsnABYYOYyajoN4soX17C3oIw5I3vywJhER1coIiLSJC0+Q3F5eTmVlZW2YJOVlcWLL75Ienp6mw42Lq/7COh/M2DAp3fjYVTz+zG9APjHN3s5WFzh0PJERERaQ5PCzYQJE1i4cCEAhYWFDBkyhL/+9a9MnDiR119/vVkLlEa68mnwj4DD6bD2ecb0iWRAlw5UVFt5ccUuR1cnIiLS4poUbrZs2cIll1wCwH/+8x8iIyPJyspi4cKFvPzyy81aoDSSXyhc9Rfz/tq/YinYydxxZuvNB5tyyDhU4sDiREREWl6Tws3x48cJDAwE4Msvv2TSpEm4ublx0UUXkZWV1awFShP0ngiJV4G1Gj69m4FxwVzROxKrAX/5QotqioiIa2tSuOnZsydLliwhJyeHZcuWceWVVwJw6NAh1+uk64wsFrjqOfAKhP2bYNPbPDg2ETcLfLnjIJv3HXV0hSIiIi2mSeHmscce44EHHqBr164MHjyYoUOHAmYrTkpKSrMWKE0U3AmueMK8/9WT9PQqZMrAWADmfb6TJg6SExERafOaFG6uu+46srOz2bx5M8uWLbNtHzVqFC+88EKzFSfnacBMiBsKVaWw9D7uHR2Pj6cb32cd48sdBx1dnYiISItoUrgBiIqKIiUlhdzcXNsK4YMHD6ZXr17NVpycJzc3GP8yuHvB7i+JzF7KrRd3A+AvX+ykptbq4AJFRESaX5PCjdVq5amnniI4OJguXbrQpUsXQkJCePrpp7Fa9QuzTQlPgEt/b97//PfMGhRCBz9P9hSU8dH3+x1bm4iISAtoUrh5+OGHefXVV/nzn//M1q1b2bp1K3/605945ZVXePTRR5u7Rjlfw38LEb3h+BECVz/BnMvjAXhh+S6OV9U4uDgREZHm1aTlF2JiYnjjjTdsq4HX+eSTT7jrrrs4cOBAsxXY3Fx6+QV79m+Gf4wGDKpu/IjLl3iw/1g5D1yZYAs7IiIibVWLL79w9OjRM/at6dWrF0ePaphxm9R5IFx0JwBen93PQ6M6A/DG6r0cLatyZGUiIiLNqknhJjk5mVdfffW07a+++ir9+vU776KkhYx8GILjoCibqwvm0ycmiNLKGl75erejKxMREWk2TbostXr1aq6++mri4uJsc9xs2LCBnJwcPvvsM9vSDG1Ru70sVWf3CnhvMljc2HrlR1z7SSWe7ha+um8EcWF+jq5ORETkjFr8stRll13Grl27uPbaayksLKSwsJBJkybx008/8a9//atJRUsriR8N/a4Hw0rK1scY0TOY6lqD577UsgwiIuIamtRyczbbtm3jwgsvpLa2trlestm1+5YbgLIj8NogOH6EgwN/x5BvzFml/3f3xVzQKdjBxYmIiJyuxVtuxMn5h8HYZwCI3PoSdyRVA/Dnz3c6sioREZFmoXDTXvW9DnpeAbVV3Ff5N7zd4ZuMw3zxY56jKxMRETkvCjftlcUCv3gePP3xyf2OF+O3AXDPB6l8n3XMwcWJiIg0nUdjdp40aZLd5wsLC8+nFmltIXEw6jH44kHG5v2Na3v8ncV7rNz6z038Z9ZQekYEOrpCERGRRmtUy01wcLDdW5cuXZg2bVpL1SotYfDt0GkglsoSnvX7J/07B1N4vJppb28kr6jc0dWJiIg0WrOOlnIGGi11BofS4I1LwFpNVY8xPJp7ER8eiyc+MoiPfj2MYD9PR1coIiLtnEZLSeNEJMHoxwHw2rOMZ8qf5Buf+7j88L+5d/5yKqrb7tB+ERGRn3NouFmzZg3jx48nJiYGi8XCkiVL7O7/zTffMHz4cMLCwvD19aVXr1688MILrVOsqxt2N8zeCEPuBJ9gOnGIhzwX8cahm9n24mRq9q6F9tXIJyIiTsqh4aasrIzk5GRee+21Bu3v7+/PnDlzWLNmDWlpaTzyyCM88sgj/P3vf2/hStuJ8EQY92e4bydMeI3Sjsl4WWoZUrYSj4W/wHhtCHz7BpQXOrpSERGRs2ozfW4sFguLFy9m4sSJjTpu0qRJ+Pv7N3jZB/W5aZz133xF1rJXmOC2Hj9LpbnRwxf6ToaBMyHmQnNYuYiISAtqN31utm7dyvr167nsssvOuk9lZSXFxcX1btJwwy4ehfGLlxlS+RqPVP+KYwE9oaYctr4Lb10Of78Mvl8AlaWOLlVERARw0nDTuXNnvL29GThwILNnz+a22247677z5s2rN1w9Nja2FSt1DTcNieO20f15t/YKLjzyJOsv+7e5+Ka7F+Rtg//7LTyfBEsfgIM/ObpcERFp55zyslRmZialpaV8++23PPTQQ7z66qvceOONZ9y3srKSyspK2+Pi4mJiY2N1WaqRDMPgkSU/8t532Xi5u7Fg5iCGRVkg9T34fj4c3Xty59iLzEtWvSeAp4/jihYREZfRmMtSThluTvWHP/yBf/3rX6Snpzdof/W5abpaq8Hs97bwxU/5BHh7sOiOi8xVxK1WyFwNm9+GnZ+BcWLouG8opEyFAb+CsB6OLV5ERJxau+lzA2C1Wuu1zEjLcXez8OIN/RnSLZTSyhpmzN9E9pHj4OYGPUbC9e/CvT/ByIchqBOUH4X1r8ArF8LCCSeCT5vI0iIi4sIcGm5KS0tJTU0lNTUVMC83paamkp2dDcDcuXPrLefw2muv8X//93/s3r2b3bt38/bbb/Pcc89x8803O6L8dsnH052/TxtIr6hADpdWMu2d7zhcekq4DIqGy34Pv/0BbnjfXHkcC+xdBYtuhA9vgbLDjipfRETaAYdellq1ahUjR448bfv06dNZsGABM2bMYN++faxatQqAV155hTfffJPMzEw8PDzo0aMHt99+O7/+9a9xc2tYTtNlqeZxsLiCSX9bz4HCcvp2Cub9Oy4iwPss67Ae2web/gHfvg7WGvDrCONfgqRftGrNIiLivJyyz01rUbhpPnsLSrnujQ0cLavikviOvD19EF4edkJm3jZYPAsO7TAf97sBxj0DviGtUq+IiDivdtXnRhyne3gA78wYhK+nO2t3H+aBj7ZhtdrJytHJcMcquPhesLjBD4vgb0Mh46tWq1lERFyfwo2cl/6xIbx+84V4uFn4dFsuf1iaht3GQA9vGP0EzFwGoT2gJBfenQT/u08TAYqISLNQuJHzNiIxgmd/2Q+Ad9Zl8uaavec4AogdDLPWwuBfm483vw1vDIes9S1YqYiItAcKN9Isrk3pzMNXJQHw58938p/v95/7IC9/uOovMO0TCOpsdjyefxUsexiqK1q2YBERcVkKN9Jsbr+0O7df0g2AB//7Ayt3HmrYgd1HwF3rof/NgAEbXoU3L4UDW1qsVhERcV0KN9Ks5o5L4tqUTtRaDe56bwtbso817ECfYJj4Gty4CPwj4HA6/GM0rPwT1Fa3bNFnU14Iqe/Dv2+AP3U219CqKnNMLSIi0mAaCi7NrrrWyq3/3MyaXQWE+Hnyn1lD6RkR2PAXOH4Ult4HPy02H0cnw7VvQkRSyxT88/feuRR2fGJOPGj9WbDqmACT34bofi1fi4iI2GieGzsUblpHWWUNN731Ldv2FxET7MPHdw0nKriRi2j++F9Yej+UHzNXIL/8ERg6B9zcm7fY0gLY+T8z0GSuObk2FkB4krkAaMd4+PIRKMkzaxn9BAy501x6QkREWpzCjR0KN63nSGkl172xgczDZSRGBvLhr4cS7OfZuBcpyYdPfwO7l5mPYy+CiX87/4U4Sw5C2qdmoMlaB4b15HNRfc1AkzQBwhNObi87Ap/OgfTPzMc9R8PE1yEg4vxqERGRc1K4sUPhpnXlHD3O5NfXc6ikkoFdOvD2jEEE+zYy4BgGbH0XvpgLVSXg6QdXPAUDb21cy0lxLqT934lAsx445b9+TMqJQHON/eBkGOaw9WUPQ00F+IfDxDcgfnTjzklERBpF4cYOhZvWl5ZXzJQ3NlBSWUO3jv68NW1A4/rg1CnMhiV3wb615uPuI2DCaxDc2c4xOSdbaHK+q/9c50EnAs146NC1cbUc3AH/vfXkUhIXzYbRj5uTFIqISLNTuLFD4cYxfjxQxK//9T0HCssJ8Pbghev7c0XvyMa/kNUKm96C5Y9DTTl4B5nrUyXfCBaLuc/RzJOB5sD3pxxsgbiLTgYae6GoIarLYfljsPHv5uOovjD5nfqXskREnInVav5sra44+9fq42bLdXX5Wb4eB69AGPfnZi1N4cYOhRvHOVxayez3tvBd5lEA7h2dwN2X98TNzdKEF8uAJbNg/ybzceLV0OlCM9TkbTtlRwt0GQ59JkKvX0BQ9Hmfx2nSPzdblMqPmpfMxv4ZLpx2MmyJiLQFtTWQudocrHEo7UQY+Vlwqa1snvcKiIIH0pvntU5QuLFD4caxqmut/HFpGgvW7wPgyt6RPH99fwK8PRr/YrU1sP5lcy6cU4dsW9yh2yVmC02vX7ROh9/iPDNs7V1lPu49Aca/BL4dWv697SlIhx8+NP+aumCy2bdIoUuk/TAM84/A7R+Z02uUFTT8WHcv8PAFTx/w8AFP39O/evqeeR/fEBh0W7OeisKNHQo3bcOHm3N4ZPGPVNVaiY8I4K1pA+na0b9pL5b/I3z9B7DWQO9rzFYc/7DmLbghrFbY8Ap89ZRZS1BnmPwWdBnWunUcPwrb/wPb3ofcn83yHNEHUqZCv+vBv2Pr1iUirefgDjPQ/Pgfs79iHd9Q6HMt9LgcvAPPHFjqvjb3tBvnSeHGDoWbtmNr9jFmvfs9B4srCfLx4OUbUxiR6ALDqg9sMTsbH90LFje45AG47EFwb0LrVEPVVMHuL81As2vZyZYsNw+Iv9L8QZX2v5NNzm4ekDAWUm6Gnle0bG0i0jqO7TMvOW3/z8nBDgCe/pD0C+j7S3MghnsjR6y2EQo3dijctC2HiiuY9e73bMkuxGKB34/pxazLumNx9ksnlSXw+YOQ+p75uPNgmPwP6NCl+d7DMCB3K2xbZP51dvzIyeei+kH/m+CC6yAg3NxWfsz8wbf1vfotOv4RkHy9ubZXRK/mq09EWl7pIfhpidlKs3/jye3uXuYfLn2vM/+Q8fJzWInNReHGDoWbtqeyppYnPv2J9zfmAHB1v2ieva4ffl4u0Jqw/T/wv3uhstgc2fWLF8wfNuejOA9++MBspSnYeXJ7QCT0m2KOHIvsY/81Du4wg9e2RXD88MntnQaal60umGyu9yUiJxmG2SKbvcH8w8I7yJxGokNXCO0GQZ1a51JORbE5q/r2j8x+frZJSC1mf8O+vzRHhDq6z18zU7ixQ+Gm7Xrvuywe/+QnaqwGSdFB/P2WAcSGOv9fGxzLgv/edvKvqv5TzeHr3o2Y66fquLnm1bb3Ye/Kkz/MPHyg19VmoOk+svGXl2qrzctZW981L2fVLT3h4WNOaJgyFbpeqmUmpH2y1kL+dsj+FrLXm19LD559fzcPCIk7GXh+fjufPxiqK8zv1e0fmd+rp45qirnQDDR9rm2ZEaFthMKNHQo3bdumfUe5893vOVxaRQc/T1676UKG9XSBjq+1NbD6GVj7nBlMQrubC3B2uvDsxxiGOZPytvfNZueqkpPPxV4E/W+E3hPNUQnNofSQ2SK09T0oSDu5PTjOfK/+NzV+skMRZ1Jdbs6NlbXBDDM5m+p/34F5uafTAOg80Awcx/aZt8IsqK2y//q+Hc4efII6n/7HSW0N7FtjtgCn/Z/ZAlynY4IZaC6YfP7L0TgJhRs7FG7avtzCcma9+z0/7C/C3c3C/7sqiZnDuzp/PxyAfevg4zugeL/5V97lj8Kw39RvGTmaaV4u2va++QOzTkic2ULT7/qW/WFmGGafnK3vwvb/QmXRyee6XmJ2Qk66puWu4ddWQ0WR2Ueo/JjZf8nL3/yr1zvI/OrlryHtcv6OHzVnLs/eYAaa3K31p5UA8/9c7BDoMhTihpqtJJ5nWATYajUX1q0LO/Vumecegm1xh5DYk2HH4mYGmlOPC+pkhpm+vzQnDW1n3wMKN3Yo3DiHiupa/t/i7Xy85QAAky7sxJ+u7YuPZ9samtgk5cfMxUDTPjUfd7sMrnrO/AG77X3zax2vQOgzwQw1ccNa//JQdbl5OWzrv2DvamzrcXkFwgWTzKDTedDpP2QNA6pKobzQPN+KwpNhpfyU+/W2nwg0P/9L+Uws7mbIsd2CTrkfUv8576Cf7RsMXgG61NYeFe0/2SqT/W39EUV1AqPNEBM31Aw0Eb2bpx9NZan5x8oZw0/W2SfP8w01JyHt+0uzxbYd/79VuLFD4cZ5GIbB/HX7+ONnadRaDfp1DuaNmwcQE+Lr6NLOn2HAloXwxUPmVOX1WMzhmv1vMichbCujHApzzPCV+p75A7lOxwTo0O30wGKtOb/38w42L7l5B5r/RhVF5u18XxfMv4q9A82gExBpzkXU7VLzF5pXE+dbkrbFaoXD6eal3exvzT8ainJO3y8s/kSrzDBzeZYOXVu/RcRqhdL8+oGnogh6jIIeI5126HZzU7ixQ+HG+azPOMzsf2/h2PFqOgZ48frNAxjUNdTRZTWPgl3w35lmp8WOiWbflr5TILiToys7O6sVstaZIWfHJ2cIZ6dw9zL7Gfh2MFtU6u77htjf7hN85r+WDcNsTaoLOnW3ymIzVP18e0Xxzx4X2u8X4eZp9qXodql56zxIi6E6k8pS2PM17PrC7Hz780tBFneITj7ZKhM3VJNZOhGFGzsUbpxTztHj3PGv70nLK8bDzcIT1/Rh6pA41+iHU1tj/kXpiL8Yz1dFsTlyo6b8zGHF07ftnVN1xYkwdCLwHNljdtrcuwaKsuvv6+Fr/jXf7VLz8mF0siY8bGsKc8wwk/457FtbP7x6+plhta5VpvMg8A5wXK1yXhRu7FC4cV7Hq2r4/X9+4H8/5AFw4+BYnrimD94eLtAPR9qGY/vMvkWZa8xb2aH6z3sHQdeLT7bshCe16z4QDmG1mh3e0z83Q83BH+s/36EbJI4zJ66LGwoeXo6pU5qdwo0dCjfOzTAM3lyzl2e+2IlhwIVxIbxx8wAigs4wekHkfBiGufBo5hpzJeV9a82WnlP5dTQnTatr2Qnt3vZaqlxBVRnsWQm7PoddX9YPnRY3czRTwlgz1HRM0GfgohRu7FC4cQ2r0g/xm/e3UlxRQ2SQN2/cPICUONeajVPaGGst5P9wslUna/3p/Y2COp9s1el2advuO9XWFe0/cbnpC/Pf+9TRRF6B0HOUGWbirwQ/F+mDJ3Yp3NihcOM69h0u4/aFm9l9qBQvdzfmXtWLqUO64OWhywTSCmqqzMsjdZex9m88vbNyaA9z5Fv8lWYLj0ZinZ3VCnlbzTCz63Ozk/2pQrqcvNzUZbguN7VDCjd2KNy4ltLKGu77IJUvd5hToncK8eWukT345YBYhRxpXVXHzQnh6lp2crecsuYP4O4NXYebixnGX2lOxNhWL59Ya+HgTyfmgbGYnajdvcybW919T/Pm5ln/sbvXiW2nPj5Lv7iq4+baSLs+Nzumn7q0gcXNXHA2YYwZasJ7td1/L2kVCjd2KNy4HqvV4L3vsnjl6wwOlZhN1zHBPtw5sidTBnZWh2NxjIoi89JVxgpzWHLhz0ZidehqhpyeV5idlB05n1FlKRzYDNnfQc63Z1524LxYToajuqDk5mku2lpTcXI3r0DoeTkknLjc5B/WjDWIs1O4sUPhxnVVVNeyaGM2r6/ew8FiM+REB/tw14geTBkUq5AjjmMYcHi3GXIylpvLcJw6zb+Hjxlw4q+EnqNbfq2g4jwzxGSfWHogf/vJRVPreAWeGPruaU6cWFt14nbivrXaXCqjtvrE47p9qk9/LXuC48yWmcS6y02aV0jOTOHGDoUb11dRXcsHm3J4fdUe8ovNvwqjgny4a2QPpgyMdY0lHMS5VZaal652f2m27Px85tzQHhB/hXnrcvGZ1zJqqLqZerM3nAwzp65ZVieokzkXTNxQc/RRZJ+mLztgrTVDzmkB6GePvQMhrKcuN0mDKNzYoXDTflRU1/Lh5hz+tvJkyIkM8uauET25fpBCjrQRhgEFO2H3cjPsZG+ov8SEh6858qou7JxrZfbqCrO/T12YyfnOnJm5HgtEXgBxQ06GmZDYZj4xkeblNOFmzZo1PPvss3z//ffk5eWxePFiJk6ceNb9P/74Y15//XVSU1OprKykT58+PPHEE4wZM6bB76lw0/5U1tTy4eb9/G1lBnlFJ0POrMt6cOPgOIUcaVsqis15dXZ/CbtXQElu/ec7JpzolHyFuSZWZcnJla2zvzvzytaeftBpwIkFIYeYM/X6BLfeOYk0A6cJN59//jnr1q1jwIABTJo06Zzh5p577iEmJoaRI0cSEhLC/Pnzee655/juu+9ISUlp0Hsq3LRflTW1fHQi5OSeCDkRgWbIuWmIQo60QYZhjlqqu3yV/W39/izu3mdeTTog0myNqQszUf20+KI4PacJN6eyWCznDDdn0qdPH66//noee+yxBu2vcCOVNbX85/v9/G3lHg4UlgMQfiLkTFXIkbasvNAcOr17udkxuW7odHgvs79M7EWOW9lapIU15ve3U68AZ7VaKSkpITT07LNTVlZWUll58i+b4uLi1ihN2jBvD3emDunCLwfE8p/v9/PaygwOFJbz9P928PqqPcy6rDtTh3TB10shR9oY3xDoM9G8Wa1wdA/4hWmGXpGfcepZzp577jlKS0uZMmXKWfeZN28ewcHBtltsrDrNicnLw42bhsSx8oERzJvUl04hvhwureQPS9O45C9f89aavRyvqjn3C4k4gpsbdIxXsBE5A6e9LPXvf/+b22+/nU8++YTRo0efdb8ztdzExsbqspScpqrGysdb9vPqygz2HzMvV3UM8OKOS7tz80Vd8PNy6oZOERGn5vKXpRYtWsRtt93GRx99ZDfYAHh7e+PtrUmh5Ny8PNy4YXAckwd0toWcnKPl/Omznby5ei+3XtKNWy7qQqCPOmaKiLRlTndZ6v333+dXv/oV77//PldffbWjyxEX5OnuxvWD4vj6/hH85bp+xIX6caSsir98kc6wP3/NX79M52hZ1blfSEREHMKhLTelpaVkZGTYHmdmZpKamkpoaChxcXHMnTuXAwcOsHDhQsC8FDV9+nReeuklhgwZQn5+PgC+vr4EB2vOBmlenu5uTBkYy7UpnfgkNZfXV2Wwp6CMV77O4B9rM7lxcBy3X9qN6GBfR5cqIiKncGifm1WrVjFy5MjTtk+fPp0FCxYwY8YM9u3bx6pVqwAYMWIEq1evPuv+DaGh4NJUVqvBlzvyeXVlBj8eMEfdebpbmHxhZ2Zd1oOuHf0dXKGIiOtyynluWovCjZwvwzBYs/swr63MYGPmUQDcLHB1vxjuGtGDpGj9vxIRaW4KN3Yo3Ehz2rTvKH9bmcHK9ALbtlG9IrhrZE8GdOngwMpERFyLwo0dCjfSEn7KLeJvq/bw2fY86r6jLuoeypyR8QzvGYZFs8WKiJwXhRs7FG6kJe0tKOWN1Xv4eMsBaqzmt1Zy52DuGtmTK5IicXNTyBERaQqFGzsUbqQ1HCgs5601e1m0KZuKaisA8REB3DWyB+P7xeDh7nSzMIiIOJTCjR0KN9KaDpdWMn9dJgvXZ1FSaS7lEBvqy68v7cF1AzprkU4RkQZSuLFD4UYcobiimn9tyOKdbzI5cmICwPBAb26/pBs3DelCgLdTThYuItJqFG7sULgRRyqvquWDTdn8fc1ecosqAAj29WT6sK7cclEXwgO1VIiIyJko3NihcCNtQVWNlSWpB3hj1R72Hi4DzAkBr+4bzbRhXUmJDdEIKxGRUyjc2KFwI21JrdXg8x/zePubTLZmF9q29+0UzLShXRifHKN+OSIiKNzYpXAjbdUP+wtZuCGLT7flUlVjjrDq4OfJ9YPiuPmiODp38HNwhSIijqNwY4fCjbR1R8uq+GBTDu9+m8WBwnLAXN5hVFIk04d21aSAItIuKdzYoXAjzqLWavBV2kEWbsjim4zDtu09wv2ZNrQrky7sRKCPpwMrFBFpPQo3dijciDPKOFTCvzZk8Z/v91NWVQuAv5c7kwd0ZtrQrvSMCHBwhSIiLUvhxg6FG3FmJRXVLN56gH+u38eegjLb9ot7dmTa0C6MSorEXUs8iIgLUrixQ+FGXIFhGKzfc4R/rt/HirSDnFjGik4hvtx8UReuHxRLqL+XY4sUEWlGCjd2KNyIq9l/7DjvfZfNoo3ZHDteDYCXhxvXJMcwfWhX+nYOdnCFIiLnT+HGDoUbcVUV1bX874c8/rl+H9sPFNm2p8SFMH1oV67qG42XhxbsFBHnpHBjh8KNuDrDMEjNMefM+d8PuVTXmt/i4YHe3DykC1MviqNjgJZ5EBHnonBjh8KNtCcFJZUs2pjNu99lcbC4EgAvdzfGJ8fwq+FduaCTLlmJiHNQuLFD4Ubao+paK59tz2P+un2k5hTatg/uGsqvhnflit6ReLjrkpWItF0KN3Yo3Eh7tzX7GPPX7eOz7XnUnBhm1SnEl2lDzVFWIX4aZSUibY/CjR0KNyKm/KIK3v02i39vzOZoWRUAvp7uXHthJ341rCvxkYEOrlBE5CSFGzsUbkTqq6iu5dNtucxft4+0vGLb9kviO/Kr4V0ZkRCBmyYGFBEHU7ixQ+FG5MwMw+C7zKPMX5fJ8h0nJwbs1tGf6UO7cN3AWAK8PRxbpIi0Wwo3dijciJxbztHjLNywj0WbciipqAEg0NuDXw6MZcawrsSF+Tm4QhFpbxRu7FC4EWm4ssoaPt6yn/nr97H3xFpWFguM6hXJzOFdGdojDItFl6xEpOUp3NihcCPSeFarwZrdBcxft4/Vuwps2xMjA5kxvCsT+sfg56VLViLSchRu7FC4ETk/GYdK+ef6ffx3y36OV9UC5lpWF3UPY0RCOCN7RdCto7+DqxQRV6NwY4fCjUjzKCqv5qPNOfzr2yyyjhyv91zXMD9GJEYwIjGci7qH4ePp7qAqRcRVKNzYoXAj0rwMw2BPQSkrdxawMv0Qm/Ydta1nBeDj6cawHh0ZmRjOiMQIYkPVGVlEGk/hxg6FG5GWVVpZw7qMw6xKP8TKnQXkF1fUe75HuD8jEyMY2SuCgV074O2hVh0ROTeFGzsUbkRaj2EY7MwvYVW62arzfdYxaq0nf+T4e7kzrGdHRp64hBUT4uvAakWkLVO4sUPhRsRxisqr+Wa32aqzalcBBSWV9Z7vFRXIZYnhjEyMYECXDnhqMU8ROUHhxg6FG5G2wWo12JFXbF6+Si9ga/YxTmnUIdDbg4vjzVadK3pH0sFfC3qKtGdOE27WrFnDs88+y/fff09eXh6LFy9m4sSJZ90/Ly+P+++/n82bN5ORkcFvfvMbXnzxxUa9p8KNSNt0rKyKNbsLWJ1ewKpdBbbFPAE83S1clhDOhP6dGJ0Uia+X+umItDeN+f3t0Fm3ysrKSE5OZubMmUyaNOmc+1dWVhIeHs4jjzzCCy+80AoVikhr6eDvxYT+nZjQvxO1VoPtB4pYufMQy3ccZEdeMSvSDrEi7RD+Xu6MuSCKif07MaxHGB66dCUiP9NmLktZLJZzttycasSIEfTv3/+cLTeVlZVUVp68rl9cXExsbKxabkScyO6DJSxJPcAnqbnsP1Zu294xwJvxydFM7N+Jfp2DtRSEiAtzmpab1jBv3jyefPJJR5chIuchPjKQ343pxQNXJvJ91jGWpB5g6Q95HC6tZP66fcxft4/uHf2Z0L8TE1Ni6BKmGZJF2jO13IiIU6qqsbJ2dwFLUnNZviOfimqr7bn+sSFM7B/DL5Jj6Bjg7cAqRaS5qOXmFN7e3nh764ebiKvx8nBjVFIko5IiKa2sYdmP+SxJPcC6jMOk5hSSmlPI00vTuLhnRyamxHBl7yj8vV3+R56I0A7CjYi4vgBvDyYP6MzkAZ05VFLB/7bl8UnqAbbtL2L1rgJW7yrA1/NHrugdycSUGC6JD9ccOiIuTOFGRFxKRKAPMy/uxsyLu7G3oJRPUnP5JPUA+44c59NtuXy6LZdQfy+u7hvNxJQYLozroI7IIi7GoeGmtLSUjIwM2+PMzExSU1MJDQ0lLi6OuXPncuDAARYuXGjbJzU11XZsQUEBqampeHl50bt379YuX0TauO7hAdx7RQL3jI5n2/4ilmw9wP9+yOVwaRX/+jaLf32bRecOvlzZO4rRSREM6haqFh0RF+DQDsWrVq1i5MiRp22fPn06CxYsYMaMGezbt49Vq1bZnjvTX1hdunRh3759DXpPTeIn0r7V1Fr5JuMwn6TmsuynfI5X1dqeC/TxYERiBKOTIhiREEGwn6cDKxWRUznNDMWOoHAjInWOV9WwZtdhVqQdZOXOQxw5ZVZkdzcLg7uGMirJXP5Bw8tFHEvhxg6FGxE5k1qrQWrOMVakHeKrtIPsOlha7/meEQGMTopkdFIEKXEdcHdTPx2R1qRwY4fCjYg0RPaR46xIO8iKtINszDxKzSmreob6e51Y0DOCS+LDNcRcpBUo3NihcCMijVVUXs3qXQV8deLyVXFFje05L3c3hvYIY3RSBKOSIokJ8XVgpSKuS+HGDoUbETkf1bVWNu87ZmvVyTpyvN7zvaODGN3bvHx1QUwwbrp8JdIsFG7sULgRkeZiGAZ7CkrNFct3HGRL9jFOuXpFZJA3IxIiGNYzjKE9wogI9HFcsSJOTuHGDoUbEWkpR8uqWLnzECvSDrJmVwFlpwwzB4iPCGBYjzCG9ujI0O5hGmou0ggKN3Yo3IhIa6isqeXbvUdZl3GY9XsO81NuMaf+tLVY4IKY4BNhJ4xBXUPVMVnEDoUbOxRuRMQRjpVV8V3mEdbvMW8Zh+oPNfdws9A/NsTWspMSF4KPp7uDqhVpexRu7FC4EZG24FBxBRv2HmF9xhHW7TnM/mPl9Z739nBjYNcODOvRkWE9wujbKRgPLQ0h7ZjCjR0KNyLSFuUcPc76PYdtLTsFJZX1ng/w9mBIt1CG9ghjWI+O9IoK1EgsaVcUbuxQuBGRtq5uFNa6jCOs33OYb/cepai8ut4+Hfw8GdojjEviwxmRGE50sObXEdemcGOHwo2IOJtaq0FaXrGtZWdj5tF6C34CJEUHMTIxnJG9IkiJDdElLHE5Cjd2KNyIiLOrrrXyw/5Cvtl9hFW7DpGaU1hvJFaQjweXJoQzMjGCyxLD6Rjg7bhiRZqJwo0dCjci4mqOllWxZlcBX+88xOpdBfUuYVks0K9ziNmqkxhB306aNVmck8KNHQo3IuLK6lY3X7mzgJXph/gpt7je8x0DvLgsIYKRvcK5pGe4JhIUp6FwY4fCjYi0JweLK1idbgadtbsPU1p5ctFPdzcLA+I6MKKX2arTKyoQi0WtOtI2KdzYoXAjIu1VVY2VzVlHWZVewMqdh9j9s4kEo4N9GJEYwcjEcIb37KgZk6VNUbixQ+FGRMSUc/Q4q3YVsGrnIdbtOUxFtdX2nJe7G4O6dWBgl1D6x4aQHBtCqL+XA6uV9k7hxg6FGxGR01VU1/Lt3iOsSjc7JmcfPX7aPnGhfiTHhpDcOZiUuBD6xARriQhpNQo3dijciIjYZxgGmYfLWJdxmK05hWzLKWRPQdlp+3m4WUiMCrS17PSPDaFHeADuGo0lLUDhxg6FGxGRxisqr2b7/iK27S9ka3YhqTmFHC6tPG2/AG8P+nYKtoWd/rEhRAX7OKBicTUKN3Yo3IiInD/DMMgrqiD1RMtOak4h2w8UnTZzMkBkkPfJ1p3OIfTtHEygj4agS+Mo3NihcCMi0jJqaq1kFJTawk5qThHp+cVYf/ZbxmKBnuEB9O0cTFJUEL2iA0mMCiQ8wFtD0eWsFG7sULgREWk9x6tq+PFAsRl49heSml3IgcLyM+4b6u9FYqQZdJKiA0mMCiIhMgA/Lw1JF4UbuxRuREQcq6Ckkm05hfyYW0R6fgnp+SXsO1J2WgsPmK08caF+9Ioyw475NZCuYf7quNzOKNzYoXAjItL2VFTXsvtgKWn5xbbAszO/5IydlgF8PN2IjzCDTq+oQHpFBZmXtgK1SKirUrixQ+FGRMR5HC6ttAWd9PxiduaXsOtgSb0JB08V5u91IvAEkRwbzCXx4Zp80EUo3NihcCMi4txqrQbZR4+Tnl9MWp7ZypN+0Ly09fPfaBYLXBATzKUJHbkkPpwL4zrg5eHmmMLlvCjc2KFwIyLimsqratl10Aw7afnFfLv3KGl59VdF9/dyZ2iPMC5NCOeS+HC6hvlphJaTULixQ+FGRKT9OFRcwTcZh1mzq4C1uw9zpKyq3vOxob5cEh/OpfHhDOsZRpDm32mzFG7sULgREWmfrFaDHXnFrNldwNpdh9mcdZTq2pO/At3dLKTEhphhJ6Ej/TqHaERWG6JwY4fCjYiIAJRV1vBd5hHW7DJbdvYerr9+VrCvJxf37Mgl8R25NCGcmBBfB1UqoHBjl8KNiIicSc7R46zdfZi1uwv4JuMwJRU19Z7vEe7PpQnmJawh3UM1uWArc5pws2bNGp599lm+//578vLyWLx4MRMnTrR7zKpVq7jvvvv46aefiI2N5ZFHHmHGjBkNfk+FGxEROZeaWivb9hed6KtTQGpOYb1JBr3c3cxlIyID6RUdRFKU+VXDzltOY35/OzR2lpWVkZyczMyZM5k0adI598/MzOTqq69m1qxZvPfee3z11VfcdtttREdHM2bMmFaoWERE2gMPdzcGdOnAgC4duPeKBIqOV7Nuj9mqs2bXYQ4UlvPD/iJ+2F9U77iIQO9Two45306P8AANP29lbeaylMViOWfLzYMPPsjSpUv58ccfbdtuuOEGCgsL+eKLLxr0Pmq5ERGR82EY5jw7O3LNSQV3nphcMOvI8TPu7+FmoWdEgDmTcrS5hERSdBARgVootDGcpuWmsTZs2MDo0aPrbRszZgz33HPPWY+prKyksvLk9N3FxcVn3VdERORcLBYLXcL86RLmz7i+0bbtpZU17DpYws68E4Enz5xvp6Si5kQIKoHUXNv+Hfw86XViVfS61dHjIwLx9XJ3xGm5FKcKN/n5+URGRtbbFhkZSXFxMeXl5fj6nt6Tfd68eTz55JOtVaKIiLRTAd4eXBjXgQvjOti2GYZBblEFO/PM1p20E1/3FpRy7Hg1G/YeYcPeI7b93SzQtaM/SVFB9I4Jone0+VWtPI3jVOGmKebOnct9991ne1xcXExsbKwDKxIRkfbCYrHQKcSXTiG+jEo6+cd5RXUtGYdKScsrtq2dlZZXzJGyKvYWlLG3oIyl2/Ns+4f5e9ULO72jg+jW0R8Pd/XlOROnCjdRUVEcPHiw3raDBw8SFBR0xlYbAG9vb7y9tUqsiIi0HT6e7lzQKZgLOgXX215QUsnO/GJ25BaTllfMjrxi9hSUcaSs6sQw9cO2fb093OgVFVgv9CRGBRHg7VS/2luEU/0LDB06lM8++6zetuXLlzN06FAHVSQiItJ8wgO9CQ80172qU1Ftrpm1I9cMO3XBp6yqlm37i9h2yogtiwW6hvnXa+Fpj5e1HBpuSktLycjIsD3OzMwkNTWV0NBQ4uLimDt3LgcOHGDhwoUAzJo1i1dffZXf//73zJw5k6+//poPP/yQpUuXOuoUREREWpSPpzv9OofQr3OIbZv1xMrodWGn7mt+cQWZh8vIPGz/slafmCC6dwzAzUWXl3DoUPBVq1YxcuTI07ZPnz6dBQsWMGPGDPbt28eqVavqHXPvvfeyY8cOOnfuzKOPPqpJ/ERERIAjpZWk5ZWwI6/IFnoyDpXWm4CwTqC3B/1ig+kfG0L/2A70jw0hPLDtduNwmhmKHUHhRkRE2pOfX9b6KbeYn3KLqKi2nrZvpxBf+seFkBIbQv/YEC7oFIyPZ9sYmq5wY4fCjYiItHc1tVbSD5aQmlNIanYhqTmFZBSU8vNE4OFmoVd0YL3Wne4d/R1yOUvhxg6FGxERkdMVV1SzfX8RqTmFbD0ReA6XVp62X6CPx4mwc/IWFtDyl7MUbuxQuBERETk3wzA4UFher3Vn+4EiKmtOv5wVG+pra9npHxtCn5igZr+cpXBjh8KNiIhI01TXWknPL2GrLfAcY09B2Wn7+Xq6s+3xK5t1wVCXXVtKREREHMfT3c02+eAtF3UBoKi8mh/2n2zdSc0pJCbE16EroSvciIiISJMF+3pySfzJiQcNw6C4osahNWlRChEREWk2FouFYF9Ph9agcCMiIiIuReFGREREXIrCjYiIiLgUhRsRERFxKQo3IiIi4lIUbkRERMSlKNyIiIiIS1G4EREREZeicCMiIiIuReFGREREXIrCjYiIiLgUhRsRERFxKQo3IiIi4lI8HF1AazMMA4Di4mIHVyIiIiINVfd7u+73uD3tLtyUlJQAEBsb6+BKREREpLFKSkoIDg62u4/FaEgEciFWq5Xc3FwCAwOxWCzN+trFxcXExsaSk5NDUFBQs752W9OezhXa1/nqXF1XezpfnavrMQyDkpISYmJicHOz36um3bXcuLm50blz5xZ9j6CgIJf+D3aq9nSu0L7OV+fqutrT+epcXcu5WmzqqEOxiIiIuBSFGxEREXEpCjfNyNvbm8cffxxvb29Hl9Li2tO5Qvs6X52r62pP56tzbd/aXYdiERERcW1quRERERGXonAjIiIiLkXhRkRERFyKwo2IiIi4FIWbRnrttdfo2rUrPj4+DBkyhI0bN9rd/6OPPqJXr174+PjQt29fPvvss1aqtOnmzZvHoEGDCAwMJCIigokTJ5Kenm73mAULFmCxWOrdfHx8Wqni8/PEE0+cVnuvXr3sHuOMnytA165dTztXi8XC7Nmzz7i/M32ua9asYfz48cTExGCxWFiyZEm95w3D4LHHHiM6OhpfX19Gjx7N7t27z/m6jf2eby32zre6upoHH3yQvn374u/vT0xMDNOmTSM3N9fuazble6E1nOuznTFjxml1jx079pyv2xY/23Od65m+fy0WC88+++xZX7Otfq4tSeGmET744APuu+8+Hn/8cbZs2UJycjJjxozh0KFDZ9x//fr13Hjjjdx6661s3bqViRMnMnHiRH788cdWrrxxVq9ezezZs/n2229Zvnw51dXVXHnllZSVldk9LigoiLy8PNstKyurlSo+f3369KlX+zfffHPWfZ31cwXYtGlTvfNcvnw5AL/85S/PeoyzfK5lZWUkJyfz2muvnfH5v/zlL7z88su88cYbfPfdd/j7+zNmzBgqKirO+pqN/Z5vTfbO9/jx42zZsoVHH32ULVu28PHHH5Oens4111xzztdtzPdCaznXZwswduzYenW///77dl+zrX625zrXU88xLy+Pd955B4vFwuTJk+2+blv8XFuUIQ02ePBgY/bs2bbHtbW1RkxMjDFv3rwz7j9lyhTj6quvrrdtyJAhxq9//esWrbO5HTp0yACM1atXn3Wf+fPnG8HBwa1XVDN6/PHHjeTk5Abv7yqfq2EYxm9/+1ujR48ehtVqPePzzvq5AsbixYttj61WqxEVFWU8++yztm2FhYWGt7e38f7775/1dRr7Pe8oPz/fM9m4caMBGFlZWWfdp7HfC45wpnOdPn26MWHChEa9jjN8tg35XCdMmGBcfvnldvdxhs+1uanlpoGqqqr4/vvvGT16tG2bm5sbo0ePZsOGDWc8ZsOGDfX2BxgzZsxZ92+rioqKAAgNDbW7X2lpKV26dCE2NpYJEybw008/tUZ5zWL37t3ExMTQvXt3pk6dSnZ29ln3dZXPtaqqinfffZeZM2faXUTWmT/XOpmZmeTn59f73IKDgxkyZMhZP7emfM+3ZUVFRVgsFkJCQuzu15jvhbZk1apVREREkJiYyJ133smRI0fOuq+rfLYHDx5k6dKl3Hrrrefc11k/16ZSuGmgw4cPU1tbS2RkZL3tkZGR5Ofnn/GY/Pz8Ru3fFlmtVu655x6GDx/OBRdccNb9EhMTeeedd/jkk0949913sVqtDBs2jP3797ditU0zZMgQFixYwBdffMHrr79OZmYml1xyCSUlJWfc3xU+V4AlS5ZQWFjIjBkzzrqPM3+up6r7bBrzuTXle76tqqio4MEHH+TGG2+0u7BiY78X2oqxY8eycOFCvvrqK5555hlWr17NuHHjqK2tPeP+rvLZ/vOf/yQwMJBJkybZ3c9ZP9fz0e5WBZfGmT17Nj/++OM5r88OHTqUoUOH2h4PGzaMpKQk3nzzTZ5++umWLvO8jBs3zna/X79+DBkyhC5duvDhhx826C8iZ/X2228zbtw4YmJizrqPM3+uYqqurmbKlCkYhsHrr79ud19n/V644YYbbPf79u1Lv3796NGjB6tWrWLUqFEOrKxlvfPOO0ydOvWcnfyd9XM9H2q5aaCOHTvi7u7OwYMH620/ePAgUVFRZzwmKiqqUfu3NXPmzOF///sfK1eupHPnzo061tPTk5SUFDIyMlqoupYTEhJCQkLCWWt39s8VICsrixUrVnDbbbc16jhn/VzrPpvGfG5N+Z5va+qCTVZWFsuXL7fbanMm5/peaKu6d+9Ox44dz1q3K3y2a9euJT09vdHfw+C8n2tjKNw0kJeXFwMGDOCrr76ybbNarXz11Vf1/rI91dChQ+vtD7B8+fKz7t9WGIbBnDlzWLx4MV9//TXdunVr9GvU1tayfft2oqOjW6DCllVaWsqePXvOWruzfq6nmj9/PhEREVx99dWNOs5ZP9du3boRFRVV73MrLi7mu+++O+vn1pTv+bakLtjs3r2bFStWEBYW1ujXONf3Qlu1f/9+jhw5cta6nf2zBbPldcCAASQnJzf6WGf9XBvF0T2ancmiRYsMb29vY8GCBcaOHTuMO+64wwgJCTHy8/MNwzCMW265xXjooYds+69bt87w8PAwnnvuOSMtLc14/PHHDU9PT2P79u2OOoUGufPOO43g4GBj1apVRl5enu12/Phx2z4/P9cnn3zSWLZsmbFnzx7j+++/N2644QbDx8fH+OmnnxxxCo1y//33G6tWrTIyMzONdevWGaNHjzY6duxoHDp0yDAM1/lc69TW1hpxcXHGgw8+eNpzzvy5lpSUGFu3bjW2bt1qAMbzzz9vbN261TY66M9//rMREhJifPLJJ8YPP/xgTJgwwejWrZtRXl5ue43LL7/ceOWVV2yPz/U970j2zreqqsq45pprjM6dOxupqan1vo8rKyttr/Hz8z3X94Kj2DvXkpIS44EHHjA2bNhgZGZmGitWrDAuvPBCIz4+3qioqLC9hrN8tuf6f2wYhlFUVGT4+fkZr7/++hlfw1k+15akcNNIr7zyihEXF2d4eXkZgwcPNr799lvbc5dddpkxffr0evt/+OGHRkJCguHl5WX06dPHWLp0aStX3HjAGW/z58+37fPzc73nnnts/y6RkZHGVVddZWzZsqX1i2+C66+/3oiOjja8vLyMTp06Gddff72RkZFhe95VPtc6y5YtMwAjPT39tOec+XNduXLlGf/f1p2P1Wo1Hn30USMyMtLw9vY2Ro0addq/QZcuXYzHH3+83jZ73/OOZO98MzMzz/p9vHLlSttr/Px8z/W94Cj2zvX48ePGlVdeaYSHhxuenp5Gly5djNtvv/20kOIsn+25/h8bhmG8+eabhq+vr1FYWHjG13CWz7UlWQzDMFq0aUhERESkFanPjYiIiLgUhRsRERFxKQo3IiIi4lIUbkRERMSlKNyIiIiIS1G4EREREZeicCMiIiIuReFGREREXIrCjYgIYLFYWLJkiaPLEJFmoHAjIg43Y8YMLBbLabexY8c6ujQRcUIeji5ARARg7NixzJ8/v942b29vB1UjIs5MLTci0iZ4e3sTFRVV79ahQwfAvGT0+uuvM27cOHx9fenevTv/+c9/6h2/fft2Lr/8cnx9fQkLC+OOO+6gtLS03j7vvPMOffr0wdvbm+joaObMmVPv+cOHD3Pttdfi5+dHfHw8n376acuetIi0CIUbEXEKjz76KJMnT2bbtm1MnTqVG264gbS0NADKysoYM2YMHTp0YNOmTXz00UesWLGiXnh5/fXXmT17NnfccQfbt2/n008/pWfPnvXe48knn2TKlCn88MMPXHXVVUydOpWjR4+26nmKSDNw9LLkIiLTp0833N3dDX9//3q3P/7xj4ZhGAZgzJo1q94xQ4YMMe68807DMAzj73//u9GhQwejtLTU9vzSpUsNNzc3Iz8/3zAMw4iJiTEefvjhs9YAGI888ojtcWlpqQEYn3/+ebOdp4i0DvW5EZE2YeTIkbz++uv1toWGhtruDx06tN5zQ4cOJTU1FYC0tDSSk5Px9/e3PT98+HCsVivp6elYLBZyc3MZNWqU3Rr69etnu+/v709QUBCHDh1q6imJiIMo3IhIm+Dv73/aZaLm4uvr26D9PD096z22WCxYrdaWKElEWpD63IiIU/j2229Pe5yUlARAUlIS27Zto6yszPb8unXrcHNzIzExkcDAQLp27cpXX33VqjWLiGOo5UZE2oTKykry8/PrbfPw8KBjx44AfPTRRwwcOJCLL76Y9957j40bN/L2228DMHXqVB5//HGmT5/OE088QUFBAXfffTe33HILkZGRADzxxBPMmjWLiIgIxo0bR0lJCevWrePuu+9u3RMVkRancCMibcIXX3xBdHR0vW2JiYns3LkTMEcyLVq0iLvuuovo6Gjef/99evfuDYCfnx/Lli3jt7/9LYMGDcLPz4/Jkyfz/PPP215r+vTpVFRU8MILL/DAAw/QsWNHrrvuutY7QRFpNRbDMAxHFyEiYo/FYmHx4sVMnDjR0aWIiBNQnxsRERFxKQo3IiIi4lLU50ZE2jxdPReRxlDLjYiIiLgUhRsRERFxKQo3IiIi4lIUbkRERMSlKNyIiIiIS1G4EREREZeicCMiIiIuReFGREREXMr/B0MzfqotXWZ1AAAAAElFTkSuQmCC\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Daha derin ve geniş bir model oluşturarak underfitting'i azaltmaya çalışalım\"\n      ],\n      \"metadata\": {\n        \"id\": \"5etKF2DSpXsC\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"model_2 = Sequential([\\n\",\n        \"    Conv2D(32, (3, 3), activation='relu', input_shape=(32, 32, 3)),\\n\",\n        \"    MaxPooling2D((2, 2)),\\n\",\n        \"    Conv2D(64, (3, 3), activation='relu'),\\n\",\n        \"    MaxPooling2D((2, 2)),\\n\",\n        \"    Conv2D(128, (3, 3), activation='relu'),\\n\",\n        \"    MaxPooling2D((2, 2)),\\n\",\n        \"    Flatten(),\\n\",\n        \"    Dense(512, activation='relu'),\\n\",\n        \"    Dense(num_classes, activation='softmax')\\n\",\n        \"])\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"eav2yfuT_sTy\",\n        \"outputId\": \"d08721c5-e5bf-4816-f946-425032cd776a\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stderr\",\n          \"text\": [\n            \"/usr/local/lib/python3.10/dist-packages/keras/src/layers/convolutional/base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\\n\",\n            \"  super().__init__(activity_regularizer=activity_regularizer, **kwargs)\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Modeli tekrar derleyin\\n\",\n        \"model_2.compile(optimizer=Adam(), loss='categorical_crossentropy', metrics=['accuracy'])\"\n      ],\n      \"metadata\": {\n        \"id\": \"k7NmCOIn_xez\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Modeli tekrar eğitin\\n\",\n        \"history_2 = model_2.fit(x_train, y_train, epochs=20, validation_data=(x_test, y_test))\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"pr6nwUzN_1OC\",\n        \"outputId\": \"69c74340-9aba-4426-80b3-b7afa327e8da\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m87s\\u001b[0m 54ms/step - accuracy: 0.3759 - loss: 1.6870 - val_accuracy: 0.5768 - val_loss: 1.1811\\n\",\n            \"Epoch 2/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m82s\\u001b[0m 53ms/step - accuracy: 0.6047 - loss: 1.1084 - val_accuracy: 0.6561 - val_loss: 0.9841\\n\",\n            \"Epoch 3/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m142s\\u001b[0m 53ms/step - accuracy: 0.6755 - loss: 0.9201 - val_accuracy: 0.6712 - val_loss: 0.9342\\n\",\n            \"Epoch 4/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m85s\\u001b[0m 54ms/step - accuracy: 0.7210 - loss: 0.7984 - val_accuracy: 0.6979 - val_loss: 0.8690\\n\",\n            \"Epoch 5/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m144s\\u001b[0m 56ms/step - accuracy: 0.7562 - loss: 0.6907 - val_accuracy: 0.7066 - val_loss: 0.8636\\n\",\n            \"Epoch 6/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m137s\\u001b[0m 53ms/step - accuracy: 0.7840 - loss: 0.6140 - val_accuracy: 0.7039 - val_loss: 0.8606\\n\",\n            \"Epoch 7/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m142s\\u001b[0m 53ms/step - accuracy: 0.8106 - loss: 0.5312 - val_accuracy: 0.7263 - val_loss: 0.8463\\n\",\n            \"Epoch 8/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m82s\\u001b[0m 52ms/step - accuracy: 0.8356 - loss: 0.4625 - val_accuracy: 0.7090 - val_loss: 0.9185\\n\",\n            \"Epoch 9/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m143s\\u001b[0m 53ms/step - accuracy: 0.8586 - loss: 0.3979 - val_accuracy: 0.7207 - val_loss: 0.8796\\n\",\n            \"Epoch 10/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m141s\\u001b[0m 52ms/step - accuracy: 0.8826 - loss: 0.3311 - val_accuracy: 0.7244 - val_loss: 0.9369\\n\",\n            \"Epoch 11/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m82s\\u001b[0m 53ms/step - accuracy: 0.8986 - loss: 0.2823 - val_accuracy: 0.7303 - val_loss: 0.9841\\n\",\n            \"Epoch 12/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m142s\\u001b[0m 53ms/step - accuracy: 0.9128 - loss: 0.2445 - val_accuracy: 0.7218 - val_loss: 1.0854\\n\",\n            \"Epoch 13/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m142s\\u001b[0m 53ms/step - accuracy: 0.9260 - loss: 0.2078 - val_accuracy: 0.7155 - val_loss: 1.1909\\n\",\n            \"Epoch 14/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m142s\\u001b[0m 52ms/step - accuracy: 0.9363 - loss: 0.1775 - val_accuracy: 0.7114 - val_loss: 1.2592\\n\",\n            \"Epoch 15/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m82s\\u001b[0m 52ms/step - accuracy: 0.9458 - loss: 0.1550 - val_accuracy: 0.7164 - val_loss: 1.3347\\n\",\n            \"Epoch 16/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m87s\\u001b[0m 55ms/step - accuracy: 0.9484 - loss: 0.1466 - val_accuracy: 0.7195 - val_loss: 1.4086\\n\",\n            \"Epoch 17/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m137s\\u001b[0m 52ms/step - accuracy: 0.9558 - loss: 0.1252 - val_accuracy: 0.7014 - val_loss: 1.5269\\n\",\n            \"Epoch 18/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m82s\\u001b[0m 52ms/step - accuracy: 0.9554 - loss: 0.1286 - val_accuracy: 0.7094 - val_loss: 1.6404\\n\",\n            \"Epoch 19/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m82s\\u001b[0m 53ms/step - accuracy: 0.9578 - loss: 0.1241 - val_accuracy: 0.7122 - val_loss: 1.6761\\n\",\n            \"Epoch 20/20\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m142s\\u001b[0m 52ms/step - accuracy: 0.9624 - loss: 0.1072 - val_accuracy: 0.7038 - val_loss: 1.7969\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Eğitim ve doğrulama kayıplarını çizdirin\\n\",\n        \"plt.plot(history_2.history['loss'], label='Training Loss')\\n\",\n        \"plt.plot(history_2.history['val_loss'], label='Validation Loss')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Loss')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\\n\",\n        \"\\n\",\n        \"# Eğitim ve doğrulama doğruluklarını çizdirin\\n\",\n        \"plt.plot(history_2.history['accuracy'], label='Training Accuracy')\\n\",\n        \"plt.plot(history_2.history['val_accuracy'], label='Validation Accuracy')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Accuracy')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 881\n        },\n        \"id\": \"jYR9nm_n__zT\",\n        \"outputId\": \"39b34d9c-5067-4e98-fbc5-388c6c8dda2b\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Daha Uzun Eğitim Süresi\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"XfBfMbTUAl06\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Modeli daha uzun süre eğitin\\n\",\n        \"history_3 = model.fit(x_train, y_train, epochs=50, validation_data=(x_test, y_test))\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"pwaEJEZfApC7\",\n        \"outputId\": \"e6e63df0-98d2-4b7b-d4f9-ab022770dbfd\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m28s\\u001b[0m 18ms/step - accuracy: 0.6639 - loss: 0.9556 - val_accuracy: 0.5759 - val_loss: 1.2549\\n\",\n            \"Epoch 2/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m38s\\u001b[0m 16ms/step - accuracy: 0.6663 - loss: 0.9469 - val_accuracy: 0.5706 - val_loss: 1.2579\\n\",\n            \"Epoch 3/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m24s\\u001b[0m 15ms/step - accuracy: 0.6699 - loss: 0.9359 - val_accuracy: 0.5673 - val_loss: 1.2634\\n\",\n            \"Epoch 4/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m24s\\u001b[0m 15ms/step - accuracy: 0.6725 - loss: 0.9275 - val_accuracy: 0.5798 - val_loss: 1.2398\\n\",\n            \"Epoch 5/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.6797 - loss: 0.9211 - val_accuracy: 0.5860 - val_loss: 1.2415\\n\",\n            \"Epoch 6/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m40s\\u001b[0m 16ms/step - accuracy: 0.6803 - loss: 0.9165 - val_accuracy: 0.5731 - val_loss: 1.2571\\n\",\n            \"Epoch 7/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m40s\\u001b[0m 15ms/step - accuracy: 0.6842 - loss: 0.9030 - val_accuracy: 0.5773 - val_loss: 1.2590\\n\",\n            \"Epoch 8/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m24s\\u001b[0m 16ms/step - accuracy: 0.6905 - loss: 0.8876 - val_accuracy: 0.5738 - val_loss: 1.2695\\n\",\n            \"Epoch 9/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 15ms/step - accuracy: 0.6853 - loss: 0.8944 - val_accuracy: 0.5659 - val_loss: 1.3147\\n\",\n            \"Epoch 10/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m24s\\u001b[0m 15ms/step - accuracy: 0.6889 - loss: 0.8869 - val_accuracy: 0.5768 - val_loss: 1.2779\\n\",\n            \"Epoch 11/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.6901 - loss: 0.8791 - val_accuracy: 0.5767 - val_loss: 1.2779\\n\",\n            \"Epoch 12/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.6940 - loss: 0.8733 - val_accuracy: 0.5722 - val_loss: 1.3167\\n\",\n            \"Epoch 13/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.6934 - loss: 0.8714 - val_accuracy: 0.5723 - val_loss: 1.2920\\n\",\n            \"Epoch 14/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.6959 - loss: 0.8583 - val_accuracy: 0.5764 - val_loss: 1.3026\\n\",\n            \"Epoch 15/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.6996 - loss: 0.8517 - val_accuracy: 0.5739 - val_loss: 1.3074\\n\",\n            \"Epoch 16/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7072 - loss: 0.8328 - val_accuracy: 0.5717 - val_loss: 1.3149\\n\",\n            \"Epoch 17/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7075 - loss: 0.8364 - val_accuracy: 0.5778 - val_loss: 1.3096\\n\",\n            \"Epoch 18/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m23s\\u001b[0m 15ms/step - accuracy: 0.7108 - loss: 0.8261 - val_accuracy: 0.5697 - val_loss: 1.3478\\n\",\n            \"Epoch 19/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m42s\\u001b[0m 16ms/step - accuracy: 0.7108 - loss: 0.8190 - val_accuracy: 0.5732 - val_loss: 1.3523\\n\",\n            \"Epoch 20/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7127 - loss: 0.8234 - val_accuracy: 0.5691 - val_loss: 1.3407\\n\",\n            \"Epoch 21/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7166 - loss: 0.8041 - val_accuracy: 0.5756 - val_loss: 1.3468\\n\",\n            \"Epoch 22/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7159 - loss: 0.8105 - val_accuracy: 0.5706 - val_loss: 1.3608\\n\",\n            \"Epoch 23/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7153 - loss: 0.8102 - val_accuracy: 0.5657 - val_loss: 1.3579\\n\",\n            \"Epoch 24/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m42s\\u001b[0m 17ms/step - accuracy: 0.7221 - loss: 0.7939 - val_accuracy: 0.5608 - val_loss: 1.4074\\n\",\n            \"Epoch 25/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7211 - loss: 0.7993 - val_accuracy: 0.5713 - val_loss: 1.3692\\n\",\n            \"Epoch 26/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7238 - loss: 0.7855 - val_accuracy: 0.5672 - val_loss: 1.3900\\n\",\n            \"Epoch 27/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7247 - loss: 0.7871 - val_accuracy: 0.5635 - val_loss: 1.4082\\n\",\n            \"Epoch 28/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7232 - loss: 0.7798 - val_accuracy: 0.5541 - val_loss: 1.4370\\n\",\n            \"Epoch 29/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7233 - loss: 0.7810 - val_accuracy: 0.5602 - val_loss: 1.4072\\n\",\n            \"Epoch 30/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7291 - loss: 0.7663 - val_accuracy: 0.5701 - val_loss: 1.4028\\n\",\n            \"Epoch 31/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7280 - loss: 0.7710 - val_accuracy: 0.5595 - val_loss: 1.4494\\n\",\n            \"Epoch 32/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7301 - loss: 0.7651 - val_accuracy: 0.5593 - val_loss: 1.4436\\n\",\n            \"Epoch 33/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7339 - loss: 0.7620 - val_accuracy: 0.5655 - val_loss: 1.4331\\n\",\n            \"Epoch 34/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7339 - loss: 0.7551 - val_accuracy: 0.5565 - val_loss: 1.4588\\n\",\n            \"Epoch 35/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m42s\\u001b[0m 16ms/step - accuracy: 0.7343 - loss: 0.7551 - val_accuracy: 0.5636 - val_loss: 1.4516\\n\",\n            \"Epoch 36/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7383 - loss: 0.7507 - val_accuracy: 0.5606 - val_loss: 1.4851\\n\",\n            \"Epoch 37/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7399 - loss: 0.7374 - val_accuracy: 0.5566 - val_loss: 1.5222\\n\",\n            \"Epoch 38/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7310 - loss: 0.7538 - val_accuracy: 0.5566 - val_loss: 1.5050\\n\",\n            \"Epoch 39/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m40s\\u001b[0m 15ms/step - accuracy: 0.7410 - loss: 0.7400 - val_accuracy: 0.5555 - val_loss: 1.5103\\n\",\n            \"Epoch 40/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m42s\\u001b[0m 16ms/step - accuracy: 0.7422 - loss: 0.7396 - val_accuracy: 0.5543 - val_loss: 1.5117\\n\",\n            \"Epoch 41/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m24s\\u001b[0m 15ms/step - accuracy: 0.7458 - loss: 0.7247 - val_accuracy: 0.5593 - val_loss: 1.5004\\n\",\n            \"Epoch 42/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m24s\\u001b[0m 15ms/step - accuracy: 0.7434 - loss: 0.7257 - val_accuracy: 0.5607 - val_loss: 1.5192\\n\",\n            \"Epoch 43/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7427 - loss: 0.7321 - val_accuracy: 0.5650 - val_loss: 1.5081\\n\",\n            \"Epoch 44/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m24s\\u001b[0m 15ms/step - accuracy: 0.7482 - loss: 0.7125 - val_accuracy: 0.5598 - val_loss: 1.5302\\n\",\n            \"Epoch 45/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m26s\\u001b[0m 17ms/step - accuracy: 0.7508 - loss: 0.7101 - val_accuracy: 0.5528 - val_loss: 1.5584\\n\",\n            \"Epoch 46/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7530 - loss: 0.7059 - val_accuracy: 0.5499 - val_loss: 1.5720\\n\",\n            \"Epoch 47/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7518 - loss: 0.7049 - val_accuracy: 0.5606 - val_loss: 1.5400\\n\",\n            \"Epoch 48/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m40s\\u001b[0m 16ms/step - accuracy: 0.7513 - loss: 0.6995 - val_accuracy: 0.5442 - val_loss: 1.6312\\n\",\n            \"Epoch 49/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m26s\\u001b[0m 17ms/step - accuracy: 0.7493 - loss: 0.7073 - val_accuracy: 0.5492 - val_loss: 1.5721\\n\",\n            \"Epoch 50/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m40s\\u001b[0m 16ms/step - accuracy: 0.7574 - loss: 0.6934 - val_accuracy: 0.5582 - val_loss: 1.5711\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Eğitim ve doğrulama kayıplarını çizdirin\\n\",\n        \"plt.plot(history_3.history['loss'], label='Training Loss')\\n\",\n        \"plt.plot(history_3.history['val_loss'], label='Validation Loss')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Loss')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\\n\",\n        \"\\n\",\n        \"# Eğitim ve doğrulama doğruluklarını çizdirin\\n\",\n        \"plt.plot(history_3.history['accuracy'], label='Training Accuracy')\\n\",\n        \"plt.plot(history_3.history['val_accuracy'], label='Validation Accuracy')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Accuracy')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 881\n        },\n        \"id\": \"_VpEpT6iBYU6\",\n        \"outputId\": \"609e73c8-e986-41d1-a167-6c9211e1557d\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Daha İyi Bir Öğrenme Oranı\"\n      ],\n      \"metadata\": {\n        \"id\": \"r1B6dUbJAsEr\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Öğrenme oranını ayarlayın\\n\",\n        \"model.compile(optimizer=Adam(learning_rate=0.0001), loss='categorical_crossentropy', metrics=['accuracy'])\"\n      ],\n      \"metadata\": {\n        \"id\": \"XfVep-qKAvut\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Modeli optimize öğrenme oranı\\n\",\n        \"history_4 = model.fit(x_train, y_train, epochs=50, validation_data=(x_test, y_test))\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"yq6LGPiEBiZ0\",\n        \"outputId\": \"a883ebd5-a48b-4846-f33b-d78d1399f561\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m27s\\u001b[0m 16ms/step - accuracy: 0.7815 - loss: 0.6377 - val_accuracy: 0.5608 - val_loss: 1.5834\\n\",\n            \"Epoch 2/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m40s\\u001b[0m 16ms/step - accuracy: 0.7866 - loss: 0.6204 - val_accuracy: 0.5583 - val_loss: 1.5892\\n\",\n            \"Epoch 3/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7880 - loss: 0.6230 - val_accuracy: 0.5615 - val_loss: 1.5856\\n\",\n            \"Epoch 4/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7908 - loss: 0.6179 - val_accuracy: 0.5601 - val_loss: 1.6003\\n\",\n            \"Epoch 5/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7911 - loss: 0.6109 - val_accuracy: 0.5617 - val_loss: 1.5919\\n\",\n            \"Epoch 6/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7917 - loss: 0.6080 - val_accuracy: 0.5587 - val_loss: 1.6045\\n\",\n            \"Epoch 7/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7934 - loss: 0.6082 - val_accuracy: 0.5580 - val_loss: 1.6148\\n\",\n            \"Epoch 8/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7930 - loss: 0.6110 - val_accuracy: 0.5584 - val_loss: 1.6149\\n\",\n            \"Epoch 9/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7925 - loss: 0.6106 - val_accuracy: 0.5586 - val_loss: 1.6215\\n\",\n            \"Epoch 10/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m27s\\u001b[0m 17ms/step - accuracy: 0.7969 - loss: 0.6037 - val_accuracy: 0.5578 - val_loss: 1.6273\\n\",\n            \"Epoch 11/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m39s\\u001b[0m 16ms/step - accuracy: 0.7958 - loss: 0.6053 - val_accuracy: 0.5569 - val_loss: 1.6348\\n\",\n            \"Epoch 12/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.8005 - loss: 0.5975 - val_accuracy: 0.5592 - val_loss: 1.6281\\n\",\n            \"Epoch 13/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7953 - loss: 0.6073 - val_accuracy: 0.5576 - val_loss: 1.6411\\n\",\n            \"Epoch 14/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m24s\\u001b[0m 16ms/step - accuracy: 0.7976 - loss: 0.5980 - val_accuracy: 0.5563 - val_loss: 1.6405\\n\",\n            \"Epoch 15/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7972 - loss: 0.6014 - val_accuracy: 0.5567 - val_loss: 1.6406\\n\",\n            \"Epoch 16/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7979 - loss: 0.5990 - val_accuracy: 0.5552 - val_loss: 1.6502\\n\",\n            \"Epoch 17/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m40s\\u001b[0m 15ms/step - accuracy: 0.7988 - loss: 0.5949 - val_accuracy: 0.5558 - val_loss: 1.6541\\n\",\n            \"Epoch 18/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.8017 - loss: 0.5941 - val_accuracy: 0.5561 - val_loss: 1.6664\\n\",\n            \"Epoch 19/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m40s\\u001b[0m 15ms/step - accuracy: 0.7995 - loss: 0.5915 - val_accuracy: 0.5563 - val_loss: 1.6678\\n\",\n            \"Epoch 20/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m24s\\u001b[0m 16ms/step - accuracy: 0.8006 - loss: 0.5947 - val_accuracy: 0.5559 - val_loss: 1.6696\\n\",\n            \"Epoch 21/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7962 - loss: 0.5974 - val_accuracy: 0.5559 - val_loss: 1.6712\\n\",\n            \"Epoch 22/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7993 - loss: 0.5936 - val_accuracy: 0.5542 - val_loss: 1.6725\\n\",\n            \"Epoch 23/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.8025 - loss: 0.5909 - val_accuracy: 0.5563 - val_loss: 1.6739\\n\",\n            \"Epoch 24/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7992 - loss: 0.5901 - val_accuracy: 0.5531 - val_loss: 1.6947\\n\",\n            \"Epoch 25/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7993 - loss: 0.5982 - val_accuracy: 0.5542 - val_loss: 1.6941\\n\",\n            \"Epoch 26/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.8004 - loss: 0.5933 - val_accuracy: 0.5560 - val_loss: 1.6886\\n\",\n            \"Epoch 27/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.8008 - loss: 0.5893 - val_accuracy: 0.5548 - val_loss: 1.6960\\n\",\n            \"Epoch 28/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m24s\\u001b[0m 16ms/step - accuracy: 0.7999 - loss: 0.5903 - val_accuracy: 0.5560 - val_loss: 1.6947\\n\",\n            \"Epoch 29/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m24s\\u001b[0m 16ms/step - accuracy: 0.8031 - loss: 0.5865 - val_accuracy: 0.5515 - val_loss: 1.7115\\n\",\n            \"Epoch 30/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.8022 - loss: 0.5905 - val_accuracy: 0.5550 - val_loss: 1.7084\\n\",\n            \"Epoch 31/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m24s\\u001b[0m 15ms/step - accuracy: 0.8013 - loss: 0.5876 - val_accuracy: 0.5535 - val_loss: 1.7180\\n\",\n            \"Epoch 32/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m42s\\u001b[0m 16ms/step - accuracy: 0.8019 - loss: 0.5930 - val_accuracy: 0.5542 - val_loss: 1.7127\\n\",\n            \"Epoch 33/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.8032 - loss: 0.5848 - val_accuracy: 0.5552 - val_loss: 1.7229\\n\",\n            \"Epoch 34/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7996 - loss: 0.5898 - val_accuracy: 0.5536 - val_loss: 1.7277\\n\",\n            \"Epoch 35/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.8066 - loss: 0.5760 - val_accuracy: 0.5547 - val_loss: 1.7230\\n\",\n            \"Epoch 36/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.8041 - loss: 0.5851 - val_accuracy: 0.5545 - val_loss: 1.7346\\n\",\n            \"Epoch 37/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.8021 - loss: 0.5891 - val_accuracy: 0.5517 - val_loss: 1.7489\\n\",\n            \"Epoch 38/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.8037 - loss: 0.5835 - val_accuracy: 0.5498 - val_loss: 1.7412\\n\",\n            \"Epoch 39/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.8043 - loss: 0.5867 - val_accuracy: 0.5525 - val_loss: 1.7408\\n\",\n            \"Epoch 40/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m27s\\u001b[0m 17ms/step - accuracy: 0.8022 - loss: 0.5852 - val_accuracy: 0.5538 - val_loss: 1.7535\\n\",\n            \"Epoch 41/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m39s\\u001b[0m 16ms/step - accuracy: 0.8040 - loss: 0.5795 - val_accuracy: 0.5529 - val_loss: 1.7530\\n\",\n            \"Epoch 42/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.8052 - loss: 0.5790 - val_accuracy: 0.5530 - val_loss: 1.7567\\n\",\n            \"Epoch 43/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.8026 - loss: 0.5877 - val_accuracy: 0.5541 - val_loss: 1.7516\\n\",\n            \"Epoch 44/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.8067 - loss: 0.5757 - val_accuracy: 0.5540 - val_loss: 1.7544\\n\",\n            \"Epoch 45/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m42s\\u001b[0m 17ms/step - accuracy: 0.8051 - loss: 0.5786 - val_accuracy: 0.5530 - val_loss: 1.7613\\n\",\n            \"Epoch 46/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m40s\\u001b[0m 16ms/step - accuracy: 0.8035 - loss: 0.5760 - val_accuracy: 0.5522 - val_loss: 1.7695\\n\",\n            \"Epoch 47/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.8093 - loss: 0.5711 - val_accuracy: 0.5528 - val_loss: 1.7711\\n\",\n            \"Epoch 48/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.8056 - loss: 0.5788 - val_accuracy: 0.5525 - val_loss: 1.7832\\n\",\n            \"Epoch 49/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m40s\\u001b[0m 16ms/step - accuracy: 0.8077 - loss: 0.5752 - val_accuracy: 0.5533 - val_loss: 1.7758\\n\",\n            \"Epoch 50/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m42s\\u001b[0m 16ms/step - accuracy: 0.8061 - loss: 0.5760 - val_accuracy: 0.5511 - val_loss: 1.7856\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Eğitim ve doğrulama kayıplarını çizdirin\\n\",\n        \"plt.plot(history_4.history['loss'], label='Training Loss')\\n\",\n        \"plt.plot(history_4.history['val_loss'], label='Validation Loss')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Loss')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\\n\",\n        \"\\n\",\n        \"# Eğitim ve doğrulama doğruluklarını çizdirin\\n\",\n        \"plt.plot(history_4.history['accuracy'], label='Training Accuracy')\\n\",\n        \"plt.plot(history_4.history['val_accuracy'], label='Validation Accuracy')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Accuracy')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 881\n        },\n        \"id\": \"il720RS7BpCM\",\n        \"outputId\": \"296f7a66-3af8-4ee4-8987-717872b0fd15\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Veri Artırma (Data Augmentation)\"\n      ],\n      \"metadata\": {\n        \"id\": \"USbMuCU3A17D\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"from tensorflow.keras.preprocessing.image import ImageDataGenerator\\n\",\n        \"\\n\",\n        \"datagen = ImageDataGenerator(\\n\",\n        \"    rotation_range=20,\\n\",\n        \"    width_shift_range=0.2,\\n\",\n        \"    height_shift_range=0.2,\\n\",\n        \"    horizontal_flip=True\\n\",\n        \")\\n\",\n        \"\\n\",\n        \"# Veri artırma ile modeli eğitin\\n\",\n        \"history_5 = model.fit(datagen.flow(x_train, y_train, batch_size=32),\\n\",\n        \"                    epochs=50,\\n\",\n        \"                    validation_data=(x_test, y_test))\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"p9hvgQrCA3Hz\",\n        \"outputId\": \"308dc53a-5307-4c13-c65f-41dbc738ca00\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/50\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stderr\",\n          \"text\": [\n            \"/usr/local/lib/python3.10/dist-packages/keras/src/trainers/data_adapters/py_dataset_adapter.py:121: UserWarning: Your `PyDataset` class should call `super().__init__(**kwargs)` in its constructor. `**kwargs` can include `workers`, `use_multiprocessing`, `max_queue_size`. Do not pass these arguments to `fit()`, as they will be ignored.\\n\",\n            \"  self._warn_if_super_not_called()\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m63s\\u001b[0m 40ms/step - accuracy: 0.4062 - loss: 2.0756 - val_accuracy: 0.5009 - val_loss: 1.5595\\n\",\n            \"Epoch 2/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m81s\\u001b[0m 39ms/step - accuracy: 0.4041 - loss: 1.7958 - val_accuracy: 0.5023 - val_loss: 1.5177\\n\",\n            \"Epoch 3/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m82s\\u001b[0m 39ms/step - accuracy: 0.4002 - loss: 1.7461 - val_accuracy: 0.4901 - val_loss: 1.5128\\n\",\n            \"Epoch 4/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m61s\\u001b[0m 39ms/step - accuracy: 0.4099 - loss: 1.6944 - val_accuracy: 0.5002 - val_loss: 1.4798\\n\",\n            \"Epoch 5/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m83s\\u001b[0m 40ms/step - accuracy: 0.4148 - loss: 1.6629 - val_accuracy: 0.5050 - val_loss: 1.4430\\n\",\n            \"Epoch 6/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m61s\\u001b[0m 39ms/step - accuracy: 0.4229 - loss: 1.6390 - val_accuracy: 0.5057 - val_loss: 1.4631\\n\",\n            \"Epoch 7/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m62s\\u001b[0m 40ms/step - accuracy: 0.4252 - loss: 1.6276 - val_accuracy: 0.5096 - val_loss: 1.4404\\n\",\n            \"Epoch 8/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m82s\\u001b[0m 40ms/step - accuracy: 0.4294 - loss: 1.6000 - val_accuracy: 0.5074 - val_loss: 1.4375\\n\",\n            \"Epoch 9/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m61s\\u001b[0m 39ms/step - accuracy: 0.4362 - loss: 1.5925 - val_accuracy: 0.5115 - val_loss: 1.4194\\n\",\n            \"Epoch 10/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m84s\\u001b[0m 40ms/step - accuracy: 0.4386 - loss: 1.5752 - val_accuracy: 0.5131 - val_loss: 1.4144\\n\",\n            \"Epoch 11/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m82s\\u001b[0m 40ms/step - accuracy: 0.4447 - loss: 1.5524 - val_accuracy: 0.5089 - val_loss: 1.4280\\n\",\n            \"Epoch 12/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m61s\\u001b[0m 39ms/step - accuracy: 0.4498 - loss: 1.5430 - val_accuracy: 0.5148 - val_loss: 1.4136\\n\",\n            \"Epoch 13/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m83s\\u001b[0m 39ms/step - accuracy: 0.4444 - loss: 1.5343 - val_accuracy: 0.5170 - val_loss: 1.4000\\n\",\n            \"Epoch 14/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m83s\\u001b[0m 40ms/step - accuracy: 0.4539 - loss: 1.5250 - val_accuracy: 0.5174 - val_loss: 1.4002\\n\",\n            \"Epoch 15/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m80s\\u001b[0m 39ms/step - accuracy: 0.4567 - loss: 1.5124 - val_accuracy: 0.5062 - val_loss: 1.4499\\n\",\n            \"Epoch 16/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m82s\\u001b[0m 39ms/step - accuracy: 0.4563 - loss: 1.5139 - val_accuracy: 0.5142 - val_loss: 1.4093\\n\",\n            \"Epoch 17/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m83s\\u001b[0m 40ms/step - accuracy: 0.4595 - loss: 1.5055 - val_accuracy: 0.5191 - val_loss: 1.4007\\n\",\n            \"Epoch 18/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m61s\\u001b[0m 39ms/step - accuracy: 0.4587 - loss: 1.5080 - val_accuracy: 0.5242 - val_loss: 1.3777\\n\",\n            \"Epoch 19/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m62s\\u001b[0m 40ms/step - accuracy: 0.4650 - loss: 1.4906 - val_accuracy: 0.5181 - val_loss: 1.3985\\n\",\n            \"Epoch 20/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m83s\\u001b[0m 40ms/step - accuracy: 0.4616 - loss: 1.4990 - val_accuracy: 0.5228 - val_loss: 1.3818\\n\",\n            \"Epoch 21/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m61s\\u001b[0m 39ms/step - accuracy: 0.4649 - loss: 1.4905 - val_accuracy: 0.5179 - val_loss: 1.4022\\n\",\n            \"Epoch 22/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m83s\\u001b[0m 40ms/step - accuracy: 0.4618 - loss: 1.4893 - val_accuracy: 0.5149 - val_loss: 1.4212\\n\",\n            \"Epoch 23/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m61s\\u001b[0m 39ms/step - accuracy: 0.4663 - loss: 1.4813 - val_accuracy: 0.5211 - val_loss: 1.4008\\n\",\n            \"Epoch 24/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m62s\\u001b[0m 40ms/step - accuracy: 0.4695 - loss: 1.4798 - val_accuracy: 0.5249 - val_loss: 1.3802\\n\",\n            \"Epoch 25/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m81s\\u001b[0m 39ms/step - accuracy: 0.4642 - loss: 1.4779 - val_accuracy: 0.5241 - val_loss: 1.3754\\n\",\n            \"Epoch 26/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m81s\\u001b[0m 39ms/step - accuracy: 0.4697 - loss: 1.4759 - val_accuracy: 0.5289 - val_loss: 1.3601\\n\",\n            \"Epoch 27/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m62s\\u001b[0m 40ms/step - accuracy: 0.4701 - loss: 1.4670 - val_accuracy: 0.5311 - val_loss: 1.3619\\n\",\n            \"Epoch 28/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m61s\\u001b[0m 39ms/step - accuracy: 0.4753 - loss: 1.4610 - val_accuracy: 0.5262 - val_loss: 1.3723\\n\",\n            \"Epoch 29/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m63s\\u001b[0m 40ms/step - accuracy: 0.4705 - loss: 1.4709 - val_accuracy: 0.5212 - val_loss: 1.3810\\n\",\n            \"Epoch 30/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m61s\\u001b[0m 39ms/step - accuracy: 0.4766 - loss: 1.4610 - val_accuracy: 0.5229 - val_loss: 1.3762\\n\",\n            \"Epoch 31/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m62s\\u001b[0m 40ms/step - accuracy: 0.4746 - loss: 1.4599 - val_accuracy: 0.5262 - val_loss: 1.3686\\n\",\n            \"Epoch 32/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m61s\\u001b[0m 39ms/step - accuracy: 0.4745 - loss: 1.4535 - val_accuracy: 0.5350 - val_loss: 1.3357\\n\",\n            \"Epoch 33/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m83s\\u001b[0m 40ms/step - accuracy: 0.4738 - loss: 1.4646 - val_accuracy: 0.5224 - val_loss: 1.3846\\n\",\n            \"Epoch 34/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m61s\\u001b[0m 39ms/step - accuracy: 0.4813 - loss: 1.4435 - val_accuracy: 0.5268 - val_loss: 1.3664\\n\",\n            \"Epoch 35/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m62s\\u001b[0m 40ms/step - accuracy: 0.4799 - loss: 1.4547 - val_accuracy: 0.5311 - val_loss: 1.3559\\n\",\n            \"Epoch 36/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m62s\\u001b[0m 39ms/step - accuracy: 0.4799 - loss: 1.4408 - val_accuracy: 0.5306 - val_loss: 1.3519\\n\",\n            \"Epoch 37/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m62s\\u001b[0m 40ms/step - accuracy: 0.4841 - loss: 1.4473 - val_accuracy: 0.5248 - val_loss: 1.3695\\n\",\n            \"Epoch 38/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m82s\\u001b[0m 40ms/step - accuracy: 0.4823 - loss: 1.4449 - val_accuracy: 0.5218 - val_loss: 1.3951\\n\",\n            \"Epoch 39/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m81s\\u001b[0m 39ms/step - accuracy: 0.4816 - loss: 1.4461 - val_accuracy: 0.5350 - val_loss: 1.3321\\n\",\n            \"Epoch 40/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m63s\\u001b[0m 40ms/step - accuracy: 0.4784 - loss: 1.4379 - val_accuracy: 0.5295 - val_loss: 1.3637\\n\",\n            \"Epoch 41/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m82s\\u001b[0m 40ms/step - accuracy: 0.4812 - loss: 1.4367 - val_accuracy: 0.5248 - val_loss: 1.3806\\n\",\n            \"Epoch 42/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m81s\\u001b[0m 39ms/step - accuracy: 0.4822 - loss: 1.4373 - val_accuracy: 0.5360 - val_loss: 1.3444\\n\",\n            \"Epoch 43/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m81s\\u001b[0m 39ms/step - accuracy: 0.4831 - loss: 1.4390 - val_accuracy: 0.5374 - val_loss: 1.3377\\n\",\n            \"Epoch 44/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m63s\\u001b[0m 40ms/step - accuracy: 0.4808 - loss: 1.4426 - val_accuracy: 0.5265 - val_loss: 1.3727\\n\",\n            \"Epoch 45/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m82s\\u001b[0m 40ms/step - accuracy: 0.4881 - loss: 1.4310 - val_accuracy: 0.5339 - val_loss: 1.3468\\n\",\n            \"Epoch 46/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m62s\\u001b[0m 39ms/step - accuracy: 0.4892 - loss: 1.4224 - val_accuracy: 0.5302 - val_loss: 1.3613\\n\",\n            \"Epoch 47/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m83s\\u001b[0m 40ms/step - accuracy: 0.4850 - loss: 1.4330 - val_accuracy: 0.5380 - val_loss: 1.3302\\n\",\n            \"Epoch 48/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m61s\\u001b[0m 39ms/step - accuracy: 0.4882 - loss: 1.4211 - val_accuracy: 0.5333 - val_loss: 1.3449\\n\",\n            \"Epoch 49/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m85s\\u001b[0m 41ms/step - accuracy: 0.4931 - loss: 1.4216 - val_accuracy: 0.5353 - val_loss: 1.3504\\n\",\n            \"Epoch 50/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m80s\\u001b[0m 40ms/step - accuracy: 0.4813 - loss: 1.4309 - val_accuracy: 0.5389 - val_loss: 1.3263\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Eğitim ve doğrulama kayıplarını çizdirin\\n\",\n        \"plt.plot(history_5.history['loss'], label='Training Loss')\\n\",\n        \"plt.plot(history_5.history['val_loss'], label='Validation Loss')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Loss')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\\n\",\n        \"\\n\",\n        \"# Eğitim ve doğrulama doğruluklarını çizdirin\\n\",\n        \"plt.plot(history_5.history['accuracy'], label='Training Accuracy')\\n\",\n        \"plt.plot(history_5.history['val_accuracy'], label='Validation Accuracy')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Accuracy')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 881\n        },\n        \"id\": \"NAq1ySZEBuTN\",\n        \"outputId\": \"8c2d8279-6d47-4be0-8f6a-a379ed8818a7\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Farklı Optimizasyon Algoritması\\n\",\n        \"**RMSprop** (Root Mean Square Propagation), derin öğrenme modellerini eğitmek için kullanılan bir optimizasyon algoritmasıdır.\\n\",\n        \"Bu algoritma, özellikle derin sinir ağlarında yaygın olarak kullanılır çünkü öğrenme hızını **otomatik** olarak ayarlayarak, daha dengeli bir eğitim süreci sunar.\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"RMSprop, her bir parametre için öğrenme oranını dinamik olarak ayarlayan bir adaptif öğrenme oranı yöntemidir.\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"### RMSprop'un Avantajları\\n\",\n        \"\\n\",\n        \"1. **Dengeli Öğrenme:**\\n\",\n        \"   - RMSprop, her parametre için öğrenme oranını otomatik olarak ayarlar, bu da daha dengeli ve stabil bir eğitim süreci sağlar.\\n\",\n        \"\\n\",\n        \"2. **Kıvrımlı Yüzeylerde İyi Performans:**\\n\",\n        \"   - RMSprop, çok boyutlu parametre alanlarında, özellikle de kıvrımlı yüzeylerde, öğrenme oranını optimize ederek eğitimi hızlandırır ve lokal minimumlardan kaçınabilir.\\n\",\n        \"\\n\",\n        \"3. **Öğrenme Hızının Uyarlanabilirliği:**\\n\",\n        \"   - Modelin parametrelerine ve eğitimin durumuna göre öğrenme hızı otomatik olarak ayarlandığı için, eğitim süreci daha verimli ve etkili olur.\\n\",\n        \"\\n\",\n        \"\\n\",\n        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)\"\n      ],\n      \"metadata\": {\n        \"id\": \"BooNiog3A-rx\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# RMSprop optimizer kullanarak model\\n\",\n        \"model.compile(optimizer='rmsprop', loss='categorical_crossentropy', metrics=['accuracy'])\"\n      ],\n      \"metadata\": {\n        \"id\": \"yjkefOPeBBzB\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Modeli optimize algoritması\\n\",\n        \"history_6 = model.fit(x_train, y_train, epochs=50, validation_data=(x_test, y_test))\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"DOGsUS47B21n\",\n        \"outputId\": \"735ba8c3-7df6-4b2f-e044-499a176662cf\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m27s\\u001b[0m 16ms/step - accuracy: 0.6548 - loss: 0.9625 - val_accuracy: 0.5727 - val_loss: 1.4147\\n\",\n            \"Epoch 2/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7222 - loss: 0.7804 - val_accuracy: 0.5760 - val_loss: 1.4173\\n\",\n            \"Epoch 3/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7421 - loss: 0.7317 - val_accuracy: 0.5687 - val_loss: 1.4944\\n\",\n            \"Epoch 4/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7495 - loss: 0.7119 - val_accuracy: 0.5713 - val_loss: 1.5402\\n\",\n            \"Epoch 5/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m40s\\u001b[0m 16ms/step - accuracy: 0.7521 - loss: 0.7075 - val_accuracy: 0.5609 - val_loss: 1.6443\\n\",\n            \"Epoch 6/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7532 - loss: 0.6960 - val_accuracy: 0.5602 - val_loss: 1.6381\\n\",\n            \"Epoch 7/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m42s\\u001b[0m 16ms/step - accuracy: 0.7572 - loss: 0.6913 - val_accuracy: 0.5607 - val_loss: 1.6414\\n\",\n            \"Epoch 8/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7620 - loss: 0.6798 - val_accuracy: 0.5601 - val_loss: 1.6848\\n\",\n            \"Epoch 9/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m24s\\u001b[0m 15ms/step - accuracy: 0.7621 - loss: 0.6787 - val_accuracy: 0.5424 - val_loss: 1.7867\\n\",\n            \"Epoch 10/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m42s\\u001b[0m 16ms/step - accuracy: 0.7621 - loss: 0.6722 - val_accuracy: 0.5462 - val_loss: 1.7800\\n\",\n            \"Epoch 11/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7609 - loss: 0.6793 - val_accuracy: 0.5577 - val_loss: 1.7096\\n\",\n            \"Epoch 12/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m27s\\u001b[0m 17ms/step - accuracy: 0.7611 - loss: 0.6846 - val_accuracy: 0.5573 - val_loss: 1.7288\\n\",\n            \"Epoch 13/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m39s\\u001b[0m 16ms/step - accuracy: 0.7631 - loss: 0.6696 - val_accuracy: 0.5485 - val_loss: 1.7635\\n\",\n            \"Epoch 14/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m27s\\u001b[0m 17ms/step - accuracy: 0.7649 - loss: 0.6717 - val_accuracy: 0.5466 - val_loss: 1.8135\\n\",\n            \"Epoch 15/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m39s\\u001b[0m 16ms/step - accuracy: 0.7666 - loss: 0.6604 - val_accuracy: 0.5373 - val_loss: 1.9271\\n\",\n            \"Epoch 16/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m24s\\u001b[0m 15ms/step - accuracy: 0.7702 - loss: 0.6551 - val_accuracy: 0.5490 - val_loss: 1.8515\\n\",\n            \"Epoch 17/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m24s\\u001b[0m 15ms/step - accuracy: 0.7702 - loss: 0.6606 - val_accuracy: 0.5517 - val_loss: 1.8034\\n\",\n            \"Epoch 18/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m42s\\u001b[0m 16ms/step - accuracy: 0.7678 - loss: 0.6644 - val_accuracy: 0.5501 - val_loss: 1.8527\\n\",\n            \"Epoch 19/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7688 - loss: 0.6561 - val_accuracy: 0.5413 - val_loss: 1.8631\\n\",\n            \"Epoch 20/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m24s\\u001b[0m 15ms/step - accuracy: 0.7731 - loss: 0.6494 - val_accuracy: 0.5533 - val_loss: 1.7612\\n\",\n            \"Epoch 21/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m42s\\u001b[0m 16ms/step - accuracy: 0.7704 - loss: 0.6552 - val_accuracy: 0.5472 - val_loss: 1.8954\\n\",\n            \"Epoch 22/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7705 - loss: 0.6479 - val_accuracy: 0.5551 - val_loss: 1.7571\\n\",\n            \"Epoch 23/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7706 - loss: 0.6508 - val_accuracy: 0.5512 - val_loss: 1.9081\\n\",\n            \"Epoch 24/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7735 - loss: 0.6473 - val_accuracy: 0.5414 - val_loss: 1.9687\\n\",\n            \"Epoch 25/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m24s\\u001b[0m 16ms/step - accuracy: 0.7716 - loss: 0.6543 - val_accuracy: 0.5482 - val_loss: 1.9310\\n\",\n            \"Epoch 26/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7685 - loss: 0.6580 - val_accuracy: 0.5524 - val_loss: 1.8648\\n\",\n            \"Epoch 27/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7741 - loss: 0.6414 - val_accuracy: 0.5493 - val_loss: 1.8918\\n\",\n            \"Epoch 28/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7730 - loss: 0.6473 - val_accuracy: 0.5358 - val_loss: 2.0064\\n\",\n            \"Epoch 29/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m42s\\u001b[0m 17ms/step - accuracy: 0.7729 - loss: 0.6457 - val_accuracy: 0.5301 - val_loss: 2.0639\\n\",\n            \"Epoch 30/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7757 - loss: 0.6426 - val_accuracy: 0.5420 - val_loss: 1.9997\\n\",\n            \"Epoch 31/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7731 - loss: 0.6485 - val_accuracy: 0.5417 - val_loss: 1.9757\\n\",\n            \"Epoch 32/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7742 - loss: 0.6451 - val_accuracy: 0.5411 - val_loss: 1.9366\\n\",\n            \"Epoch 33/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m27s\\u001b[0m 17ms/step - accuracy: 0.7741 - loss: 0.6438 - val_accuracy: 0.5479 - val_loss: 1.9273\\n\",\n            \"Epoch 34/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m39s\\u001b[0m 16ms/step - accuracy: 0.7768 - loss: 0.6337 - val_accuracy: 0.5379 - val_loss: 2.0461\\n\",\n            \"Epoch 35/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m27s\\u001b[0m 17ms/step - accuracy: 0.7758 - loss: 0.6434 - val_accuracy: 0.5420 - val_loss: 1.9736\\n\",\n            \"Epoch 36/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m39s\\u001b[0m 16ms/step - accuracy: 0.7800 - loss: 0.6315 - val_accuracy: 0.5348 - val_loss: 1.9856\\n\",\n            \"Epoch 37/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m24s\\u001b[0m 15ms/step - accuracy: 0.7805 - loss: 0.6265 - val_accuracy: 0.5262 - val_loss: 2.1492\\n\",\n            \"Epoch 38/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m42s\\u001b[0m 16ms/step - accuracy: 0.7805 - loss: 0.6250 - val_accuracy: 0.5396 - val_loss: 2.0724\\n\",\n            \"Epoch 39/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m24s\\u001b[0m 16ms/step - accuracy: 0.7806 - loss: 0.6297 - val_accuracy: 0.5428 - val_loss: 2.0227\\n\",\n            \"Epoch 40/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m42s\\u001b[0m 16ms/step - accuracy: 0.7771 - loss: 0.6343 - val_accuracy: 0.5416 - val_loss: 2.0211\\n\",\n            \"Epoch 41/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7799 - loss: 0.6265 - val_accuracy: 0.5372 - val_loss: 2.1103\\n\",\n            \"Epoch 42/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7767 - loss: 0.6327 - val_accuracy: 0.5395 - val_loss: 2.0514\\n\",\n            \"Epoch 43/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m24s\\u001b[0m 16ms/step - accuracy: 0.7799 - loss: 0.6239 - val_accuracy: 0.5393 - val_loss: 2.0749\\n\",\n            \"Epoch 44/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m24s\\u001b[0m 16ms/step - accuracy: 0.7789 - loss: 0.6276 - val_accuracy: 0.5394 - val_loss: 2.0760\\n\",\n            \"Epoch 45/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m26s\\u001b[0m 17ms/step - accuracy: 0.7812 - loss: 0.6254 - val_accuracy: 0.5282 - val_loss: 2.2029\\n\",\n            \"Epoch 46/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7774 - loss: 0.6333 - val_accuracy: 0.5450 - val_loss: 2.0754\\n\",\n            \"Epoch 47/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m25s\\u001b[0m 16ms/step - accuracy: 0.7781 - loss: 0.6300 - val_accuracy: 0.5308 - val_loss: 2.1898\\n\",\n            \"Epoch 48/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7817 - loss: 0.6184 - val_accuracy: 0.5168 - val_loss: 2.2587\\n\",\n            \"Epoch 49/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7775 - loss: 0.6313 - val_accuracy: 0.5388 - val_loss: 2.2117\\n\",\n            \"Epoch 50/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m41s\\u001b[0m 16ms/step - accuracy: 0.7799 - loss: 0.6267 - val_accuracy: 0.5347 - val_loss: 2.1350\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Eğitim ve doğrulama kayıplarını çizdirin\\n\",\n        \"plt.plot(history_6.history['loss'], label='Training Loss')\\n\",\n        \"plt.plot(history_6.history['val_loss'], label='Validation Loss')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Loss')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\\n\",\n        \"\\n\",\n        \"# Eğitim ve doğrulama doğruluklarını çizdirin\\n\",\n        \"plt.plot(history_6.history['accuracy'], label='Training Accuracy')\\n\",\n        \"plt.plot(history_6.history['val_accuracy'], label='Validation Accuracy')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Accuracy')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 881\n        },\n        \"id\": \"oeYPYNBFB6R1\",\n        \"outputId\": \"b9363ea0-0d1f-4016-b10d-725035477656\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Dropout veya Düzenleme (Regularization) Kullanımı\"\n      ],\n      \"metadata\": {\n        \"id\": \"MN3b1WAIBF9Y\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"from tensorflow.keras.regularizers import l2\\n\",\n        \"\\n\",\n        \"model_2 = Sequential([\\n\",\n        \"    Conv2D(32, (3, 3), activation='relu', input_shape=(32, 32, 3), kernel_regularizer=l2(0.001)),\\n\",\n        \"    MaxPooling2D((2, 2)),\\n\",\n        \"    Conv2D(64, (3, 3), activation='relu', kernel_regularizer=l2(0.001)),\\n\",\n        \"    MaxPooling2D((2, 2)),\\n\",\n        \"    Flatten(),\\n\",\n        \"    Dense(512, activation='relu', kernel_regularizer=l2(0.001)),\\n\",\n        \"    Dense(num_classes, activation='softmax')\\n\",\n        \"])\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"model_2.compile(optimizer='rmsprop', loss='categorical_crossentropy', metrics=['accuracy'])\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"nwskHzC0BIEY\",\n        \"outputId\": \"613b896a-b3c4-4f90-93af-5ab5769b3a4c\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stderr\",\n          \"text\": [\n            \"/usr/local/lib/python3.10/dist-packages/keras/src/layers/convolutional/base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\\n\",\n            \"  super().__init__(activity_regularizer=activity_regularizer, **kwargs)\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"history_7 = model_2.fit(x_train, y_train, epochs=50, validation_data=(x_test, y_test))\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"rsJ4PR0WCAyc\",\n        \"outputId\": \"486a9766-1604-464b-e6e5-cd9cc9040d6b\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m99s\\u001b[0m 62ms/step - accuracy: 0.3836 - loss: 1.9966 - val_accuracy: 0.3726 - val_loss: 2.0281\\n\",\n            \"Epoch 2/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m97s\\u001b[0m 62ms/step - accuracy: 0.5766 - loss: 1.3868 - val_accuracy: 0.5830 - val_loss: 1.3989\\n\",\n            \"Epoch 3/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m96s\\u001b[0m 61ms/step - accuracy: 0.6233 - loss: 1.2820 - val_accuracy: 0.6216 - val_loss: 1.2968\\n\",\n            \"Epoch 4/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m95s\\u001b[0m 61ms/step - accuracy: 0.6546 - loss: 1.2166 - val_accuracy: 0.6249 - val_loss: 1.3290\\n\",\n            \"Epoch 5/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m143s\\u001b[0m 61ms/step - accuracy: 0.6709 - loss: 1.1689 - val_accuracy: 0.6679 - val_loss: 1.1779\\n\",\n            \"Epoch 6/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m96s\\u001b[0m 61ms/step - accuracy: 0.6880 - loss: 1.1211 - val_accuracy: 0.6733 - val_loss: 1.1623\\n\",\n            \"Epoch 7/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m143s\\u001b[0m 62ms/step - accuracy: 0.7083 - loss: 1.0722 - val_accuracy: 0.6922 - val_loss: 1.1288\\n\",\n            \"Epoch 8/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m141s\\u001b[0m 62ms/step - accuracy: 0.7134 - loss: 1.0584 - val_accuracy: 0.6942 - val_loss: 1.1095\\n\",\n            \"Epoch 9/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m139s\\u001b[0m 60ms/step - accuracy: 0.7250 - loss: 1.0237 - val_accuracy: 0.7070 - val_loss: 1.0854\\n\",\n            \"Epoch 10/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m95s\\u001b[0m 61ms/step - accuracy: 0.7354 - loss: 0.9974 - val_accuracy: 0.6998 - val_loss: 1.1124\\n\",\n            \"Epoch 11/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m96s\\u001b[0m 61ms/step - accuracy: 0.7410 - loss: 0.9890 - val_accuracy: 0.6654 - val_loss: 1.2338\\n\",\n            \"Epoch 12/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m141s\\u001b[0m 61ms/step - accuracy: 0.7489 - loss: 0.9647 - val_accuracy: 0.7122 - val_loss: 1.0872\\n\",\n            \"Epoch 13/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m142s\\u001b[0m 61ms/step - accuracy: 0.7548 - loss: 0.9418 - val_accuracy: 0.6791 - val_loss: 1.1528\\n\",\n            \"Epoch 14/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m95s\\u001b[0m 61ms/step - accuracy: 0.7611 - loss: 0.9279 - val_accuracy: 0.6905 - val_loss: 1.1408\\n\",\n            \"Epoch 15/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m143s\\u001b[0m 61ms/step - accuracy: 0.7611 - loss: 0.9268 - val_accuracy: 0.7066 - val_loss: 1.1309\\n\",\n            \"Epoch 16/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m142s\\u001b[0m 62ms/step - accuracy: 0.7634 - loss: 0.9199 - val_accuracy: 0.6953 - val_loss: 1.1327\\n\",\n            \"Epoch 17/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m141s\\u001b[0m 61ms/step - accuracy: 0.7699 - loss: 0.9073 - val_accuracy: 0.6417 - val_loss: 1.3872\\n\",\n            \"Epoch 18/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m141s\\u001b[0m 61ms/step - accuracy: 0.7770 - loss: 0.8934 - val_accuracy: 0.6961 - val_loss: 1.1820\\n\",\n            \"Epoch 19/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m146s\\u001b[0m 63ms/step - accuracy: 0.7781 - loss: 0.8887 - val_accuracy: 0.6954 - val_loss: 1.1366\\n\",\n            \"Epoch 20/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m139s\\u001b[0m 61ms/step - accuracy: 0.7839 - loss: 0.8792 - val_accuracy: 0.7097 - val_loss: 1.1325\\n\",\n            \"Epoch 21/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m143s\\u001b[0m 62ms/step - accuracy: 0.7832 - loss: 0.8784 - val_accuracy: 0.7045 - val_loss: 1.1181\\n\",\n            \"Epoch 22/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m139s\\u001b[0m 61ms/step - accuracy: 0.7882 - loss: 0.8648 - val_accuracy: 0.6935 - val_loss: 1.1632\\n\",\n            \"Epoch 23/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m142s\\u001b[0m 61ms/step - accuracy: 0.7904 - loss: 0.8582 - val_accuracy: 0.7230 - val_loss: 1.0622\\n\",\n            \"Epoch 24/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m143s\\u001b[0m 61ms/step - accuracy: 0.7912 - loss: 0.8574 - val_accuracy: 0.7165 - val_loss: 1.0870\\n\",\n            \"Epoch 25/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m141s\\u001b[0m 61ms/step - accuracy: 0.7942 - loss: 0.8455 - val_accuracy: 0.7341 - val_loss: 1.0465\\n\",\n            \"Epoch 26/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m144s\\u001b[0m 62ms/step - accuracy: 0.7980 - loss: 0.8387 - val_accuracy: 0.7248 - val_loss: 1.0722\\n\",\n            \"Epoch 27/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m98s\\u001b[0m 63ms/step - accuracy: 0.7988 - loss: 0.8401 - val_accuracy: 0.6947 - val_loss: 1.1813\\n\",\n            \"Epoch 28/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m96s\\u001b[0m 62ms/step - accuracy: 0.7998 - loss: 0.8325 - val_accuracy: 0.7172 - val_loss: 1.0820\\n\",\n            \"Epoch 29/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m142s\\u001b[0m 61ms/step - accuracy: 0.8032 - loss: 0.8234 - val_accuracy: 0.6995 - val_loss: 1.1722\\n\",\n            \"Epoch 30/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m141s\\u001b[0m 61ms/step - accuracy: 0.8043 - loss: 0.8248 - val_accuracy: 0.7052 - val_loss: 1.1740\\n\",\n            \"Epoch 31/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m143s\\u001b[0m 62ms/step - accuracy: 0.8055 - loss: 0.8215 - val_accuracy: 0.6978 - val_loss: 1.1573\\n\",\n            \"Epoch 32/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m142s\\u001b[0m 62ms/step - accuracy: 0.8087 - loss: 0.8115 - val_accuracy: 0.7185 - val_loss: 1.0988\\n\",\n            \"Epoch 33/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m146s\\u001b[0m 65ms/step - accuracy: 0.8085 - loss: 0.8119 - val_accuracy: 0.6872 - val_loss: 1.2247\\n\",\n            \"Epoch 34/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m97s\\u001b[0m 62ms/step - accuracy: 0.8100 - loss: 0.8134 - val_accuracy: 0.7358 - val_loss: 1.0578\\n\",\n            \"Epoch 35/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m142s\\u001b[0m 62ms/step - accuracy: 0.8097 - loss: 0.8100 - val_accuracy: 0.6969 - val_loss: 1.1897\\n\",\n            \"Epoch 36/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m102s\\u001b[0m 65ms/step - accuracy: 0.8138 - loss: 0.8089 - val_accuracy: 0.7260 - val_loss: 1.1062\\n\",\n            \"Epoch 37/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m138s\\u001b[0m 62ms/step - accuracy: 0.8147 - loss: 0.8023 - val_accuracy: 0.7136 - val_loss: 1.1455\\n\",\n            \"Epoch 38/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m141s\\u001b[0m 62ms/step - accuracy: 0.8157 - loss: 0.8018 - val_accuracy: 0.7296 - val_loss: 1.0979\\n\",\n            \"Epoch 39/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m142s\\u001b[0m 62ms/step - accuracy: 0.8155 - loss: 0.7929 - val_accuracy: 0.7127 - val_loss: 1.1224\\n\",\n            \"Epoch 40/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m101s\\u001b[0m 65ms/step - accuracy: 0.8168 - loss: 0.7952 - val_accuracy: 0.6867 - val_loss: 1.2633\\n\",\n            \"Epoch 41/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m96s\\u001b[0m 62ms/step - accuracy: 0.8172 - loss: 0.7948 - val_accuracy: 0.6818 - val_loss: 1.2752\\n\",\n            \"Epoch 42/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m142s\\u001b[0m 62ms/step - accuracy: 0.8157 - loss: 0.7854 - val_accuracy: 0.7147 - val_loss: 1.1578\\n\",\n            \"Epoch 43/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m142s\\u001b[0m 62ms/step - accuracy: 0.8199 - loss: 0.7858 - val_accuracy: 0.7003 - val_loss: 1.2157\\n\",\n            \"Epoch 44/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m141s\\u001b[0m 61ms/step - accuracy: 0.8233 - loss: 0.7778 - val_accuracy: 0.7094 - val_loss: 1.1624\\n\",\n            \"Epoch 45/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m143s\\u001b[0m 62ms/step - accuracy: 0.8227 - loss: 0.7814 - val_accuracy: 0.6864 - val_loss: 1.3499\\n\",\n            \"Epoch 46/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m141s\\u001b[0m 61ms/step - accuracy: 0.8220 - loss: 0.7851 - val_accuracy: 0.7221 - val_loss: 1.1285\\n\",\n            \"Epoch 47/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m142s\\u001b[0m 62ms/step - accuracy: 0.8204 - loss: 0.7803 - val_accuracy: 0.7344 - val_loss: 1.1185\\n\",\n            \"Epoch 48/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m142s\\u001b[0m 62ms/step - accuracy: 0.8210 - loss: 0.7818 - val_accuracy: 0.7164 - val_loss: 1.1354\\n\",\n            \"Epoch 49/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m146s\\u001b[0m 64ms/step - accuracy: 0.8240 - loss: 0.7754 - val_accuracy: 0.7113 - val_loss: 1.1445\\n\",\n            \"Epoch 50/50\\n\",\n            \"\\u001b[1m1563/1563\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m96s\\u001b[0m 61ms/step - accuracy: 0.8269 - loss: 0.7670 - val_accuracy: 0.7165 - val_loss: 1.1377\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Eğitim ve doğrulama kayıplarını çizdirin\\n\",\n        \"plt.plot(history_7.history['loss'], label='Training Loss')\\n\",\n        \"plt.plot(history_7.history['val_loss'], label='Validation Loss')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Loss')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\\n\",\n        \"\\n\",\n        \"# Eğitim ve doğrulama doğruluklarını çizdirin\\n\",\n        \"plt.plot(history_7.history['accuracy'], label='Training Accuracy')\\n\",\n        \"plt.plot(history_7.history['val_accuracy'], label='Validation Accuracy')\\n\",\n        \"plt.xlabel('Epoch')\\n\",\n        \"plt.ylabel('Accuracy')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 881\n        },\n        \"id\": \"xEOvtnF6CEQj\",\n        \"outputId\": \"b4561bac-c371-4680-9054-d8dc7a852a50\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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n1cUKotzMC3OwhZ+8MEdVTDG6Iaql8jRZ7o5Pxy8lb2HkxCXkaMdSkkMvwSHMvPNWxIXq39IbKhksPEBEVx+CGqJbRzWz69eRt3M3K029v5eeCp8IbYkh7f3gyEZiIqFwMbohqAa1Wwt7Lyfju0A3svZwMqXDFbE8nFYa298dT4Q3R0s/Fso0kIqojGNwQWVBqdh7WH7+FHw7fROy9bP32Xs29MCYiCL2ae3FtJiIiAzG4IbKA83fS8P0/N/Hb6dv6dZpc7GzwTKdAjOkahGBPzmwiIqouBjdEZnLzbha2nU/An2cTEFVsxlNLPxeMjwzCkPYBsFcyOZiIqKYY3BCZiCRJOH8nHdvOJ+Dv84mITszQv2Yjl2FgWz+MjwxCeJA7lz4gIjIiBjdERlSg0eLojXv4+3wi/j6fgDtpRUX2FHIZujbxQP/WvhjQ2hfeLnYWbCkRkfVicENURZIkIUNdgIS0XMSn5SKx8D4hPUfcp+Xi1v0cZKoL9O+xt1WgV3MvPNraB72b+8DVwdaCPwERUf3A4IaoAuoCDfZEJ+O3qNvYfzkFGcUCl/J4OCrRt6U3Hm3li+6hnrCzZR4NEZE5MbgheoBWK+HojXv4Leo2tpyJR3puyYDGzcEWvi528HW1g5+rHXxd7OHrqoKvqz38XO3QxNOR07eJiCyIwQ1RoYvx6dgUdRu/R90pkSvj46LCE2H+GBzmj1BvZ85oIiKq5RjcUL2m1UrYcOIWVhyMwaWEotlMziobDGzri6HtAxDRpAEUXISSiKjOYHBD9dbZW2mY+9s5fc0ZpUKOR1p4YWj7ADzSwpu5MkREdRSDG6p3UrPz8MXf0fjpSCwkCXBS2eCVPiEY0akRZzMREVkBBjdUb2i1EtafiMOnW6Nxr3C17aHt/fHWoJasOUNEZEUY3FC9cO52Gt7ZVDQE1czHCR8MaYOuTRpYtmFERGR0DG7IqqVl5+OLv6Px45GbkCTAUanAa/2aYXy3YNhyujYRkVVicENWKS07HysOxmDlwRh9nZohhUNQPhyCIiKyagxuyKrczVTjfwdi8MOhm/plEJr5OOG9J1qjW1NPC7eOiIjMgcENWYWk9Fz8d991/HQkFjn5GgBAC19nvNw7FAPa+LJODVFltBpAzvIHZB0Y3FCddic1B//Zew1rjsUhr0ALAGjX0BXTHwlB35Y+kDOoIarc2Q3AL5OB4SuANk9ZujVkCpIEyOrP30MGN1QnpWbn4fNt0fj5eBzyNRIAIDzIHS/3DkHPZl6Q1aP/xPVWahywbQ7QuCfQeUq9+sNtdFGrxf3RbxncWJvcdGD9BCDtFjBuE+Dib+kWmQWDG6pz/jobj7m/nUdKphoA0LWJB17pHYrIpg0Y1NQXWi3w63NA7D/Axd+BGweAIYsBlbOlW1b3aPKB2MPicdwRICsFcGR+mlVQZwI/DRf/rgDw+6vAs+vqxRcBBjdUZyRl5GLeb+fx17kEAECItxP+NZS1auqlw/8WgY2NPaAtAC5sApIuACN+BLyaW7p1dUv8aSA/SzyWtMDlbUCH0ZZtE9VcXjawZqQIbFSuQEEOcGUbcHot0H6UpVtnciz0QbWeJEn45cQt9FuwD3+dS4CNXIaXe4dgyyvdGdjUR8nRwM4PxOMB84GJfwLO/kDKZeC/jwDnfrVs++qaGwdKPo/+0zLteFDOfdE2SbJ0S+qe/Fxg7Sjgxn5A6QyM3Qj0elO8tnU2kB5v2faZAYMbqtXupOZg4qpjeH39aaTl5KO1vwt+m/4QXn+0OVQ2nNlR72gKgI3PAxo1ENIXCJ8ABHYBnt8HBPcQPRAbJgJ/vSmGW6hyNw+K+3Yjxf21XUB+juXaA4jzr3ocWPWY6KWjqitQA+vGANf3ALaOwJhfgIbhQLcZgH8HIDcN+ONVqw8aGdxQraTVSvjx8E08+tU+7IlOhlIhx//1b45N0x5Ca39XSzePLOXAV8CdU4CdK/DEN0W5A05ewNhNQPfXxPMjS8WHYz34hlojWk1Rvk3E84BrIJCfLT4YLemv2UDiOfF4x3tAwlmLNqfO0OQD6ycCV7eLIdvRPwONIsRrChtg6FJAoQQubwXOrLNsW02MwQ3VOnH3sjHq28N4Z9M5ZKoL0LGRG/6c0R3THgnhkgn1WfwZYO8n4vGgL0rP+lDYAH3fA0auBlQuQNxh4D89gJj9Zm9qnZFwBlCni+vlFwY0Hyi2X9pSveNJEnB8JXDxj+q36cx64OR3AGSiTZo84Jeplu9Nqu00BWI6f/QWQKECRq0BgruX3Me7ZdHw1F9vWHXwz08KqjUkScLPx+MwYOE+HIm5B3tbBd59vBXWv9ANId6cBVOvFajFcJS2AGg5GGj7dPn7tngMeG4P4N0ayEoGvh8CHPuf2Zpap9woHJJq1FUU8Gs+SDy/vFXMSDPUzX/EkMe60cCJ7wx/f8oV8X4A6PkGMOZXwNEbSL4IbJ9n+PHqC61G/P+48JvomRn5E9D0kbL37TYD8Gtv9cNTDG6oVribqcbzP5zAGxvOICtPg87B7tj26sOY1L0xqwtbm7wskRRsyB/VPfPFbCgHT+DxhZVPZW3QFJiyQ+SRSBpg6xwg626Nmm2VdPk2QQ+J++DuYmZNVjJw+7jhxyseRP4+AzhtwNBHfo6ox5KXKfKnes4WU9KHLhWvH/0PcGW74W2ydlotsPll4NwGQG4DPP0dENqv/P1LDU/9bL62mhGDG7K4nRcT0X/hPvx9IRG2ChlmD2iBtc9FolEDB0s3jUxhwyRgSReRLHqrCh+gcUeBg1+Lx4O/rnoNFqUDMGxZ0dDG6TXVb7M10mpFTwsgggkAUNgWfTAaOjSVkShqDgFAs4EAJGDTC8D5jVV7/9Y5Is/G0Qt46n9FS0GE9gW6PC8eb3oJyEw2rF3W7s/XgaifAJkCeGo50GJQ5e/xaSWCR0AMT2UkmLaNFsDghiwmS12AOb+exeTvjiMlMw/NfJywadpDeLFXU/bWWKvky+LbIiB6Df7XB/h5HHD3Wtn752UDG18Q9VfajQRaPm7Y+WQyMaMKAE6sstou+GpJOg/kpgJKJxEA6ujybgydEn7qe0CbDzTsLPKeOowV/26/TKk8UDq7ATixEoAMePK/gLNvydf7vQ94tQSykoDN0/nvqBN/Gji+ApDJgWH/AVoPrfp7H3q1cHgqVRT3s7JryuCGLOJk7H08tmg/1hyNBQBM6d4Ym6d350woa3dilbgP7gG0HwNAJvIElnQB/pgJZCaV3H/He8C9a6KOzcBPq3fONsPFlNi7V4p6Kqiovk1ghBiq0AntB8htRd2glKtVO5ZWU5Rj03kKIJeLXra2z4g8qfUTgKs7yn5vylUxhAUAD88CmvYuvY+tPfDUt0VDKcdXVK1d1k7XK9biMaBdBXloZVHYAEP/Lf6tL/9ldcNTDG7IrPI1Wiz4OxrDl/6DG3ez4edqh9VTIvDO461gZ8u6NVYtP0d0nwPAQzOAoUuAF/8BQvuLD8Djy4Gv2wO75wPqDOD6XpFnAYilFezdqndeOxegbeF6SSerkeRam+36F7BpWvVq+uiCm+CHSm63cy2aZRNdxaGpK38DaXGAvQfQaqjYJleI3I5WQ8Sw4NrRQMy+ku/Lzy3KswnqDvR8s/xz+LYF+hQmFW97W/QC1meSVBTctH6yesfwaQ30ss7hKQY3ZDZx97LxzH8OYdGuq9BKwND2/tj66sPoFsJ1bOqF85tEF7hbo6Jv5z6tRC2O8X8A/h1FEb69nwCLOoi1owCg0yQgpE/Nzq0bmjq/Cci+V71jRK0GfnoaSL9Ts7YYy9UdwL7PgagfxZIJhiiebxPUvfTrLR4T95eqODSlSyTuMBqwtSvarrABnvyfyMEpyAVWjyiqqwOIhU8Tz4pE8af+V7IHqSxdXwKa9BJLCfwyGSjIq1r7rFF8FHD/hqhn06x/9Y/z0KtiWDI3FfjjtZoPT2m1wJUdwM1DNTtODTG4IbPYei4Bjy3aj1OxqXC2s8E3ozpg4cgOcLW3tXTTyFx0QwnhE4qSRXUa9wCm7gKeXgV4NBGzdTITAPdgoN+HNT+3f0fxzV+jrl7xsoxEYMvroodi00uWz0/Q5ANb3yp6fupHw96ffAnIuSc+GP07lH5dl3ejW0izIveuA1d3isedJpV+3UYp/l2b9hYFAn8cDtw6AZz7pfB3ojDPxsWv8nbL5cDQZYC9u6jRs/tflb/HWp3fJO6b9QeUjtU/jsJW9LDJbUWe1X97Aqd+Er1qhlBnilXll3QBfnoK2GWE/7c1wOCGTCo3X4N5v53DCz+eQHpuAdoHuuHPV3pgcJh/5W8m65FwFrh1VExV7TC27H1kMqD1MGDaUVGkL6SfmNaqcqr5+WuaWLzvM/HBDADXd1s+5+PYciAlWkzbBkTQZciQgm4KeGAXEXw8yLVhYZKxVJQAXp7jK8V+TfuIwLQstnbAiJ9ErlVeBvDjMGBzYZ5Nj9cN65lz8RPVqQHg4KLSQ12mtHWOqJtU3d4/YykxJDWs5sfzaQ0M+gywsRNJyr+9BHzVCtjxPpB2q+L3psYCf78j9v9zlshtUzoDvu1EYUELYXBDJhOTkoWnlv6D7w7dBAA8/3ATrH8hEoEenOJd7xxfKe5bDgacvCveV2ELdJkKjNkA+Lc3XhvaPg3YOohei7gjVX/fvetFidBtCnN3/p4L3IsxXtsMkZUC7PlYPH70A6BhF1HL5/Taqh9Dn29TxpCUjq6gX0VDU/m5Rb1GnSdXfE6lAzBqrUhgzk0TQU7QQ0CvOVVvt07LwYVBsiRm0+XcN/wYhroXI9a5ur5HzPCz5JDYnVNA6k3x+xz6qHGO2WkS8NoFkdfk0hDIvgscWAAsbAesG1tyEVNJEgUg140Bvg4D/vlG/Jt6NAEGfArMvAAM/KTyYUYTYnBDJvFb1G08vmg/zt9Jh7uDLVZO6Iw5g1qad/kESQJ+Hg98N1hUuCXLUGcUDQWVNWxhLnauRYmXumClKnZ/LBKem/YR+SNB3UVu0G/TqlfFt6Z2fyQ+SHzbig/4DmPE9lM/Vq1HSpKKem6qEtxc2yWm5Jflwm9ieMuloUgMr4zKCRi9HmjyCODVomp5NuUZ8In4ME2/LZLQTa34bKIb+4G//s9yw5O6XptmA0TQaCyODYAeM4EZp4FnfhA9bZIGuLhZ1KVa1h3Y+xnwn4eBVYNEXSNJK/KgRq0Dpp8Aur4gkvgtjMENGVVOngazN5zBjLVRyMrToEtjD/w142E80qKSb+umcO86cGGT6LZmZdOKmfJD+uwGMRumQUhRsThL0ScWb6zat/34M8DZ9eJx33ki52PIYjG1/OZB4MgykzW1TAlniwKzAZ+K3KXWw8Q3+LtXRMHDyqRcETlNNnZAQHj5+/m2BVwbieTd8hbS1CUSh0+oepBi5wqM2wS8dLj0+mCGUDkBj30pHp/83rQVqCUJOFPYMxY2CoBM/Dsc+Y/pzllRW3T5NsYYkiqLwgZo9QQw4Q/gxUNA+ETxO5Z4TgTXCWdEvlb4BPHvOO43oPkA8f+jlqg9LaE6LzohA08sPoB1x+MgkwGv9AnF6ikR8HW1q/zNplB8LP6MAV329U30VmB+APDfXqJcvjG72yWpKD+l06TKl00wtYadxJpTBblVq+ux8wNx3+apokJ3Ho2BRwuTJXe+L4IFc5AkkfMhacWHmm4Kt51L0fTrUz9UfpybhUNSDTsDNqry95PJihX0K2NKePyZojyqjuOq/GOUOH5NNXlE/LsU5Jh2/bBbx8WXJVsHkQ+m+/ffNqf8+j0VufAb8MOwqlXoftDtk0BarAiwK1pmwVh8WgGDF4qhpkc/EsNgfd8Tzwd/LRbjrIUY3FCN5RVosXDHZTz+zX5cScqEl7MKP02OwMx+zWBjyVW8bxRbDfryNvOMy9c1CefEcgj52WIcf+NzwMI2wJ5PjVPm/vZJ8S1PoSr8xmthJRKLv6t4WOHGAeDqdvHh/cjbJV/rNEl8sBbkApteNE/i5MXN4nfaxg7o90HJ13RDU+c3ilkrFdEtlhn0UMX7AUWl/KO3ikJ9xR1fLu5bDgacfSo/linIZKJmEiBqIpU3fFZTui9HLZ8QPUaR00URSkkLrJ9U9Zo7BXnAX7NFzs61XYVDm5rK31fc+V/FffMBorihudi7A92mi2HF7q8BDh7mO3c1MLihGjkVex+DvzmAhTuuIF8joU8Lb/z5So/ya9ccWgJ8Hiqy8POyTNcwSQJiCoMbpZMoIqbryjWVrBQxPdecszdqIjMJWDNS5I80fhjoPRdw9gMyE0XC6letgI0vitkT1aXrtWnzZO35Y9juGREgJJ0v/5uzJInfUQDoOF4sxFmcTCaGp1QuwK1jwD+LTNvm/BwxIwUQH+ZujUq+HtRN5J/kZYpegfJIUvnF+8oS9JCYkZWdUvJa5aYDZwqH6zpVkkhsai2HiOuRfbeoSKQxFeSJaesAEDZC3MtkwOMLgEaRgDoNWDOi8hlUqbHAygFFQ5k2diK5XTfsWRXmGJKyEgxuqFqy8wrw4R8X8OTSfxCdmIEGjkosGtUB/xvfCV7O5XR1H/sfsO0tsT7MgQXA4i7Ahc2mScpLjhbnsbEHur8qtlWnvklVaTXAhonA4SWiu1n3x7C2ys8F1j4rqso2CAGe+V6Uvn/1rFh8L6BT4WKTq0Xy4IqB4kPTkB6KnPtF18GSicQPsnerPLE4+k8x5GJjD/R8o+x9XBuKpFZArFqeeKFq50+OBrbPM2w449Bi8eHoElDUU1GcTAa0Hy0eV1Tz5t51UT9IoRTDUpUpvpBm8aGpM+tEUOzZvOKkZHNQ2ACRL4vHhxYbvxftyt/id9nZD2jcs2i7jQoY8aMIrO5dB9aPL79S9OVtwLIewO0TgJ2bSL7VLVy5Z37VK0zfOg6k3xJf2EL61ujHsnYMbshgB66koP/CfVh+IAaSBAzrEIDtM3viiTB/yMobRz+zHtgySzxuN1IkKqbfAn4eC/z4VPkLJ1aXrvekUUThH30ZEHtIVPQ0hX1fFJ1TWwBsmFy01k5tI0li8cFbx8Qf2md/Fl3OgPgwazscmLoTmLxD5JrIbYDYf0RX+vK+VR+uOr1O5EL4tKnaB6k56Yamzv0iZh4Vp9UU5dp0fbH0Io7FtX9WzFjR5AEbn6/4Q+r2STF1dkkEcHCh+L3/eVzlFY/TbgP7F4jH/T4ov2Bb2CixgGLsP+WvCaXrtQkIr/qQhm5oSjclXJKK8ls6T7Z8HhUgKiPbe4j/3xc3G/fYuiGptsNLF5909BSBitJJ/P//642SX9Y0BWJ9tNXPiArA/h2B5/eJIaWI5wFHb9HmquRKAUWzpJoPNO+QVB1UK4KbJUuWIDg4GHZ2doiIiMDRo+Vn/Pfq1QsymazU7bHHHjNji+untOx8/N/60xiz/Aji7uXA39UOKyd2xlcj2sPDsYxCYDrRf4k//JCAzlOBYcuAaUeAh98Q3yCv7QT+3RXY+aHxxsxj9or7xg+LGRmNHxbPzxjQBVzlc+0XSwYAotJn+EQAEvD7K8A/i41/vpra94XoCpfbiB6bB4dcdAI7A8NXiN6cHq+LWS53TgErHgXu36z4HCUSiSfWjg/A4gK7iKnIBTmlE4vPrBPDBXZuZfeSFCeTiaRKOzeRW7Tvi5Kv64aBfhgGfPuImDoLSQxnyBSiN2xxZ+Dw0vJ7HHa8J3KiArsW1dkpi2uAmK4OlD88c9OAfBudkMKFNO9eEcnTN/8R18fWAQgbWfXjmJLSEehSuFzHwa+N1xucfa9oaYt25fysPq1Ebydk4nf+6Ldie3o88P0TwIGvxPMuzwOTtgHuQUVtfrjwC9/ez8TQY0W0WjH7E+CQVBVYPLhZt24dZs6ciXnz5uHkyZMICwtD//79kZSUVOb+v/76K+Lj4/W3c+fOQaFQ4OmnDVwRlQyy40Ii+n61F+tP3IJMBoyPDMLfM3vikeaVTPGO2S9qzUgaoN0IYOBn4gNB6QD0fltMIwzpJ7757v9ClO6++HvN/jhptcXyCgqDGt0f4TNrjTsMlpkM/DJFJBa2Hy2+yT/+FdDtFfH632+LGhyWLtevc35TUcn6QZ8DTXpWuDsAERz2eReYuruoC375oxUPw9z8R1TQtXUUK0PXNuVVLC5Qi7o2gKj3UZXFOp19i6Yk7/8CuBMljhe9VVynVY+J5FGZQnxAvnQYmLQVeG6PGP7LywS2vimCn1snSh479ghw9mcAMlEUrbIgUZdYfHpN6URVXeE1wLChJDsXsTwGAFzaUtRr0/ZpEfDWFl2mimHE+Cjj5b2d3yj+Nvm0BXzblL9f8wFAv8Icra2zRZD7nx4imFQ6i+UnBn1Wuhp0+ATANRDIiBdVpyty65io6aN0LgpiqVwWD24WLFiAqVOnYuLEiWjVqhWWLVsGBwcHrFhRdnlzDw8P+Pr66m/bt2+Hg4NDucGNWq1Genp6iRsZ5lTsfTz/4wkkZ6jR1MsRG16IxPtD2sBJVUldi9snRMKqRi0Kgg1ZUroOQoOmIvt+xE9iqCotTnTd/zS8+gsUJp4VXcBK56J1c1oOFn/47l4VwwPGoNWKHqnMBJF7MOhzsV0mE8MHvQsTQPd+IlYxtnSAc/ukqOYKABEvGp4H06ApMOlvwLuV+JlXDhAfvmXR9dq0e7pWFPQqU7sRYhZX4rmi34ljy8XvoLN/UU9AVbR5Sqx+rS0Qs8+WdRdJpreOinN0ngK8chJ48j9FU2f92gGTt4tg2M5V9Pz8r49YwyonVfx+bS3My+gwpuw1oB7UfKAYnsmIFwFVcak3xVCw3Eb0XBlCV9Dv9JrC3idUXpHY3Bw9i4K7g18b55i6PD1dInFFur0ChD0rvujs+lDUEvJpI4LY8npabFRFOV0HFoiCl+XRDUm1GFRycVIqk0WDm7y8PJw4cQJ9+xYlRsnlcvTt2xeHDlVtRdHly5dj5MiRcHQsexx6/vz5cHV11d8CAwON0vb6IlNdgBlro6DRShjQ2hdbXumB8KAqzHpJuiRyCvIyReG24StFPkdZZDKg5eOFQ1X/J4aqru4Afq9kSKA8ullSQZFFhcVUzkUrHRsrsfjgQjGkZmMvvpkVz4WQycTPMvAz8fzwEjFMZei0T2NJvyMSiAtyRCLio9VccNDFD5j4Z1EJ/e+HAJf/LrlPZnLRjJ3alEj8IAcPoPVQ8fjESjEDaH/hsFKvNw3LaZDJgMcWiNWt710TAZPSWQxrvXpW9Oy4B5d+n1wurtH044XDHoX5LIs7A3/MEMOASmfRc1YVNioRtAGl8zh0vTb+HQ1faFFX7yb5EqDNFzlUuro/tUnkNJF3dG2nKHhYE/eui2U6ZHLRS1UZmUzUg2nUTTzvOA6YsgPwDKn4fWHPAh5NxWyvw0vL3odDUgazaHCTkpICjUYDH5+SNRJ8fHyQkFD5InBHjx7FuXPnMGXKlHL3mTNnDtLS0vS3uLi4Gre7Ppn323nE3stGgJs9Ph3eDna2isrfdP8G8MNQMcPAvyMwak3VvmkoHURvx+TCD8urOytfkbgsui5pXZ6Njm5o6twvVZ+dUJ7Yw8Au3fDOZ2LcvSwRzwND/i3+QJ78XgxhmXtNmrxsYM0o8W3eq4XIo6nJmi/27sDYTWI4sSAHWDuqZN5K1E/iAzAgvHZ+ABanTyz+FdjzifiAaRBaNPPIEI6e4to27Aw88g7w2lnRg1eVGjBO3qJXZ9xmMXstK0n8vgDim31l63EV16Gw7Zf+LFm1V7/kggH5Njr6hTQLWXr6d3k8GhcVNDxYw+n5ut/pJr0qTiovzkYFjP8dePmkWNyzKgGywgZ4pHCF93++KXtKedwR8f9X5SJWV6dKWXxYqiaWL1+Otm3bokuX8rtYVSoVXFxcStyoan4/fQe/nLwFuQz4akR7uNqX0/NSXEaC+DafEQ94tQTG/CJ6TQzh3wHway/ydHRdsVWlKRD5HkDpUv9NHgEcvUTNjqs7DTtucdn3xNCDpBHf6Mpb5Vqnw2jRsyO3FQW41o2uPHmwKuKOiiGMv98RCYmHlwFRq4GLf4gA706U+Pa56QWRh+DQQCxcaIw8CaWDCFrbPiOGYn6dKs6v1YpeEKB299roNIoEPJuJac2Hl4htfeZWP/hr0lN8W+/5f0Uz0Ax9/4v/iKKBCpVYAiHiBcOO4dtW/P/R5hfm6xTS5aEFVXPqdvPCnk9799rde/BQYb7buV/E9PnqkKSihUjLSyQuj8Km/CT98rR+UgxhqdPLrpmk67Vp8VjFVaVJz6LBjaenJxQKBRITE0tsT0xMhK9vxZFyVlYW1q5di8mTa+k3iDru1v1svLVRdOtOeyQEXRpXYSgqM0nMCrl/A3ALAsZurH7hNl03sKH1YuKjxGrDdm7ij3xxChugzXDxuLpDU5IkKtKm3xZdyY9/VbWZQK2GiMDCxl7Uzdj4fPXOX9wfr4khjH++Eeu9bJ0t2rZutFgs9L89gUUdxBCR3FbU5PBoXPPz6ihsgWH/Efk7gDj/utHi319VbJHK2qx4YjEgAuuWT1isOQCK8jBm3xDT8R9MQq0KXe7JyR/E72xqnMi5kSlEeYTq6DRR9GIM+KR253z4dxD1aCQNcOjf1TtG3FHgfoxIiG/5uHHbVxa5vChH7/AyIKPYZ6JWy8J91WDR4EapVCI8PBw7dxZ9i9Zqtdi5cyciIyMrfO/69euhVqsxZswYUzez3tFoJcxcdxoZuQXo0MgNr/QJLbmDOkMUkzr1o0iU/fEpYEFr4ItQIOkC4OQrFlJz8at+I9o8CX1tmlQDhhJ1Q1LB3UvXpACKEgOj/yxd36QqDi0BLm8V36qfXmVYr1RoX2B04Tfpi3/UrEJzbhqQeF48jnhRVNFtPUzMomjYWSQ4O/uJP8727mKKelC36p+vPHI5MGB+0R/m6MJaKO1HGXe1YlMKGyX+PQGxZk5tmbaudKh+ENF2uPiZks6LgF83JOUXZnhPqo6Tt/h/XVumf1dEN4X/5HeVVw4ui662TasnDM9Pqq5mA8TsuYIcYP+XRdvjDosEfpWr6H2mKqnBwLtxzJw5E+PHj0enTp3QpUsXLFy4EFlZWZg4cSIAYNy4cQgICMD8+SWXtF++fDmGDh2KBg0aWKLZVu3fu6/i6I17cFLZ4OsRHWCrkIv6MLr6H2kVBBuezcWHfk17CFz8RS2OmwfEUE5l9UZ0ysu30fFrL9qYEi2qI3esZEipuFvHgR3zxOMBH4vZLoZq/LCoMpt+W8zQadyj8veU5fZJAJLoIRv4ScX7SpJpP7B1ydMODYA/Zopt4RNNdz5jc/AQQWdWiuiZsAb27mKG4LkN4ktIgVpsr06+TV3UtLeYvp14VsyA6/l/VX9vgVrkYAFFydnmIJOJxPHvnxBDu92mi9ILuqH5lo9XrxevnrJ4cDNixAgkJyfj3XffRUJCAtq3b4+tW7fqk4xjY2Mhf2D6cHR0NA4cOIC///67rENSDZyMvY+FO8Uqxx8MaY1GDRxEwPDrA0nbTj4iOdW7pbj3agF4t6henkF52j4lgpuz66sW3BSoRaIvUDrfRkcmE2sL7fpQBGtVDW5y7gPrJ4r8klZDapZQ2bAzcOG2mCZc3eDm1rGiY1XGXD0RnSaJPKv8LPG7UJdYS1BTXIcxIrg5sx6wL8yzKu//hbXRLaj56xSxllO36VWf/Xblb1FKwtmv/C9JptKkpzhnzD5g76fA4EVFMw85JGUQiwc3ADB9+nRMnz69zNf27NlTalvz5s0hWbpmiBXKyM3Hq4XTvp8I88ewDgEi8fX3V8UOrYeJKptezc2zCGKrocCf/yemdCZfBryaVbz/7ROiS9fBs6iWSFl0wc2NA0DaLTETpCK5acDqkUBarJjO+8Q3NQsYAruIBMG48itxV8qQ4MacgioeTiYzatxTFIhLixOLO8rkQKOulm6V+bQeKpbRSIsV9XmqmuCuTyR+puyhbVPr/a5Y5iRqjfj/nZkocgiLr2tFlarTs6XIuOZtLpr2/a9hbcQ6Ufu+EHU7nHxFmfmgSPOt7uzgUTTt8dyGyvfXD0n1qDj4cGtUOGNEKl16/0FZd4HvnhDj3ipXsVxBTWcbNSyc3XfrWPUK+0lSUXATWMuCG6o95PKSU9p929auisKmprAVdW8AkXRflRpTVVluwdQCOwPNBoqE6C2vi20ckjIYgxsCAGw+fQe/nrwNuQz4emR7uNjZivL6BxeKHQZ9bpk/jLrZTWc3VB4I6Ir3VaUruV3hkgBn1pV/3IwEUTpfN416wu/Gqdvi104ke2bfFVO1DXX3mhgmU6hEXgFRedo/W/S4ulPA67KOY8VQ+b3rVZt5ef5XMYXet235tavMoffb4l5buN5YKw5JGYrBDeHW/Wy8XTjte3rvUHQK9hDTD39/Rfznav6YSE60hBaDxPTpe9dEkFGe/ByRwwIUrSdVkVZDRHCQfEmUvX9QaiywciCQfFGMvU/8y3gF6WxUgH978bg6Q1O6Xhv/9vw2RxVzDxK9AEBRleH6ROkoFusFRC2mVY+LIKe8QpqnC0tEWKrXRse3bdEiqXZuVVsDjkpgcFPPFWi0eG1dFDJyC9CxkRte6V1YKvz4cvEhqnQWvTaWmh6rchaL0gGi96Y8cUfEAnfO/lUroGXvVnRc3R80nbvXgBUDxbc9t0YisPFqXq3ml0uXK3OrBsFNbcu3odrpqf8BLxysfvJ6XffQKyJfUCYHbuwXBTi/ai3ycYoX+bt7Tfx/lMnFVHpL6zNPVHjvNaf8pWuoXAxu6rlPt17CsRv3xbTvkR1go5ADabeBHYUr3PadB7gGWLaRuqGp8xtFj1JZik8Br2ogpvt2dm6DqGwMiKG4FQPEAoMNQoGJW41b+E5Ht3BhtXpuCt/D4IaqQuVU8YrW1k5VuCr3q2eBh98Q+YNZSaKWzMJ2wE/PiDyb02vE/k17V325BVNyDwKe2w10NbBCNQGoJbOlyDJ+i7qNb/fHAAA+G94OgR6FRdf+ekNU+W3YuXaU0A/tJ5J502+Lon5l1erQ59sY8O00pK9YQTkzEYjZIx7/+KTIZ/FpI9ZPcvIyxk9Qmi6pOOmCKIpY1cJqeVlFxfsMXdmZqD5zbShyWXq+IYpNHlsOxOwFrmwTNx1LD0mRUbDnpp46fycNs38RuSYv9WqKQW0Lqwlf/B249AcgtxE1FiwxFfJBNqqinJ+yZk2pM8Q0cMCwuhQ2ysJKyBCLJn73hAhsAsLF4nemCmwAUb3ZtREgaYvaXhV3Ton3uASIQodEZBiFrci5G78ZmH4C6DpN5LUAYtJEi8cs2jwyDgY39dD9rDw8/8MJ5OZr0bOZF15/tDCfJDcN2DJLPH7oVcvOFnhQ28LkuvObSq/oHXtYTJt0CxI5MobQfUu7dUz0VgV1FyXmzTHdXTeNO+5Y1d+jG8Zq2Mn47SGqbzxDRLXx1y+JMg/j/6g7y4ZQhRjc1DMFGi2mrzmJW/dzENTAAYtGdoBCXpijsuN9sYaJR1NRTr82CX4YcPQGcu4B13aXfC1mr7ivTjXRhp2ABoVJ1CF9gdHrq7/2jsHn1tW7MSDv5tbxku8lopqztRe9OdVZUoVqJQY39cynWy/h4NW7cFAq8N+xneDqUJiFH3tYzJACgMELa9+qvwqbovLjDw5NVbaeVEVkMuDp74BBXwAjV5v3W5u+5+Zo+YnSxUkSk4mJiKqAwU09UjyB+Iunw9Dct7CHokAN/F64dlOHMeZfT6WqdNMzL20B8rLF45z7QHxhnZrqrpvj2wboMlXk9piTbztRwyc3Fbh7tfL9U28CWcmA3NZ4NXeIiKwQg5t6ongC8YvFE4gB4ODXopidgyfQ70MLtbAKGnYWOTV5mUWzG24cBCCJadsufhW+vdZR2AL+HcTjqgxN6Yak/NrVvp41IqJahMFNPfBgAvEsXQJx8mVg8yti9VkAGPip+daNqg6ZrKhqp66g3w0DllyojYoPTVUmjkNSRERVwTo3Vq5UAvGI9lDcPCAWkite26Ht00WBQ23WZjhw4CvgynYxu6v4Ypl1UfFFNCvDysRERFXC4MbK6RKIXZQS1nSNg+uPfYH404WvykRNh24vA4ERlltiwRA+rQGvlmLNpxOrRBE8oPr5NpamK8SXdFEEa+UtTpqfU7QGFoMbIqIKMbixYn+cuYM1+89jimI3XnfcBfud8eIFG3uxWnDktKqtw1SbyGSi5s2ufwF7CofTvFsDjp6WbVd1OXkD7sHA/RsipyakT9n7xZ8Wi5g6ehtey4eIqJ5hcGOlridn4j+/bMUB1Ttwk2UBOQAcvYAuzwGdJgOODSzdxOprUxjc5GeJ53U130anYZfC4OZY+cGNbkgqsEvd6GEjIrIgBjdWKDdfg5d+OokRmq1ws8mC5B4MWfeZQLsR1jHLxqOJWCJBv+RCHR2S0gnsApz9ueKkYn2+DSsTExFVhrOlrND7v5/HpYQMPGJzFgAg6/chED7eOgIbHd1K4TI5EFTGQpp1iS6H5tbx8ov5xTGZmIioqhjcWJmNp25hzdE4NJQlIxh3AJkCaNLT0s0yvnbPiFyVtk8D9m6Wbk3N+LQBbB0AdRqQEl369bTbQEbhv6WuLg4REZWLwY0VuZqUgbd+PQcAmNcqQWwM7FL+DJy6zNETmHEaePK/lm5JzSlsxDAbUPbQlK7An09rQOlovnYREdVRDG6sRHZeAV766SRy8jXo1rQB+tqKISk0LSdBlWoX/dBUWcFNYWXiQC6WSURUFQxurMTcTedxOTETXs4qfP10G8h0xe3Km31DtYsucIkro5gfi/cRERmEwY0V+Pl4HH45eQtyGbBoZAd4pZ0B1OmAQwPAr72lm0dVoQtcUqLFYqA6BXnAnaiS+xARUYUY3NRxlxLS8e5vIs9mZr9miGzaALi6U7zY5BFAzn/iOsHRE/AoLKioG4YCgISzgEYN2HuIKfBERFQpfvLVYZlqkWeTm6/Fw8288FKvEPHCtcLghkNSdYt+aKpY3k3xISkW7yMiqhIGN3WUJEl4e+NZXE/Ogq+LHb56JgxyuQzISikaxmja26JtJAOVlVR8iyuBExEZisFNHfXLydv4LeoOFHIZvnm2Axo4qcQL13YDkACftoCzr0XbSAbS9dzcOgFoNYWPdcsuMLghIqoqLr9QBxVotPh652UAwGt9Q9E52KPoRf2QFHtt6hzvVoDSCcjLAJIvAQ6eQGosABng39HSrSMiqjPYc1MHbTufiLh7OXB3sMXk7sWSTLXaomTikL6WaRxVn1xRrJjfkaJeG+9WgJ2L5dpFRFTHMLipYyRJwn/3XwcAjO0aBHuloujFxHNAVhJg6wgEdrVQC6lGite74WKZRETVwmGpOub4zfs4HZcKpY0cYyODS76oG5Jq3AOwUZq9bWQEDXV5N0cBJ5/Cbcy3ISIyBIObOua/+0SvzVMdA+DlrCr5Ioek6j5dL83dq0BqnHjMZReIiAzCYak65HpyJnZcTASAkrk2AKDOBGIPi8ecAl53OXgAns3EY40aULkCDUIt2yYiojqGwU0dsvxADCQJ6NPCGyHeTiVfvLEf0OYD7sFAg6YWaR8ZScNiPTUNw1llmojIQPyrWUfczVRjw4lbAIApPcoow391h7jnkFTdV7ymTUMOSRERGYrBTR3x4+FYqAu0aBvgiq5NPErvoMu3acolF+q8Ej03TCYmIjIUE4rrgNx8Db4/dAMAMKVHY8geXGPo7jXgfgwgtxEzpahu82ohFtHMTWVlYiKiamBwUwdsPHUbd7PyEOBmj0Ft/UrvcG2XuG8UCaiczds4Mj65HJiyA9AWAHaulm4NEVGdw+CmltNqJXxbWLRv4kPBsFWUMZKoH5LiLCmr4VDG0CMREVUJc25qud3RSbienAVnlQ1GdA4svUNBnpgpBQAhzLchIiJicFPL6Yr2jYpoBGc729I7xB0B8jIBR2+xEjgREVE9x+CmFjtzKxVHYu7BRi7DhG7BZe+kmwLetDfroRAREYHBTa327f4YAMDgMH/4u9mXvZNuPSkOSREREQFgcFNr3bqfjT/PxgMQ07/LlJEIJJwVj5s8YqaWERER1W4MbmqplQdvQKOV8FBIA7T2L2c6sG4KuF97wMnLbG0jIiKqzRjc1EJpOflYezQWQDlLLehwSIqIiKgUBje10NqjscjK0yDU2wm9mpXTI6PVFvXccMkFIiIiPYODm+DgYHzwwQeIjY01RXvqPUmS8NMRcW2n9mhSeqkFnfgoIPsuoHQGArm4IhERkY7Bwc2rr76KX3/9FU2aNEG/fv2wdu1aqNVqU7StXroQn47Ye9lQ2cjxWLsHllqQJCD5MnB4GfDnLLGtSU9AUUb9GyIionqqWsFNVFQUjh49ipYtW+Lll1+Gn58fpk+fjpMnT5qijfXKtnMJAICHm3nBUWUD5NwHzm8CNr8MLGwLLOkMbJ0N3D4h3tB6mOUaS0REVAvJJEmSanKA/Px8/Pvf/8bs2bORn5+Ptm3b4pVXXsHEiRPLH1KxoPT0dLi6uiItLQ0uLi6Wbk4p/RbsRXZSDP7X7hJaZh8XQYykLdpBoQKCIkXRvpB+gE8ryzWWiIjITAz5/K72wpn5+fnYuHEjVq5cie3bt6Nr166YPHkybt26hbfeegs7duzA6tWrq3v4eulqUiauJGXid+VCtLwcU/SCVwsRzDTtAwR1A5QOlmskERFRLWdwcHPy5EmsXLkSa9asgVwux7hx4/DVV1+hRYsW+n2GDRuGzp07G7Wh9cG28wloKEtCW3kMIFMAj38lpnm7NrR004iIiOoMg4Obzp07o1+/fli6dCmGDh0KW9vSyayNGzfGyJEjjdLA+mTruQQ8Ki/MpQnqBoSPt2yDiIiI6iCDg5vr168jKCiown0cHR2xcuXKajeqPrp1Pxtnb6fhLWVhcNPiMcs2iIiIqI4yeLZUUlISjhw5Umr7kSNHcPz4caM0qj7aei4BbshAhPyS2NB8kGUbREREVEcZHNxMmzYNcXFxpbbfvn0b06ZNM0qj6qNt5xPQW34KcmgBnzaAe8W9Y0RERFQ2g4ObCxcuoGPHjqW2d+jQARcuXDBKo+qbpIxcHL95H48qOCRFRERUUwYHNyqVComJiaW2x8fHw8am2jPL67W/zydCKeWhl+KM2MAhKSIiomozOLh59NFHMWfOHKSlpem3paam4q233kK/fv2M2rj6Yuu5BHSXn4Ud1IBLQ8AvzNJNIiIiqrMM7mr54osv8PDDDyMoKAgdOnQAAERFRcHHxwc//PCD0Rto7VKz83Do+l18pJsC3mIQUAsrOxMREdUVBgc3AQEBOHPmDH766SecPn0a9vb2mDhxIkaNGlVmzRuq2PYLiZC0GgxQnQIkMN+GiIiohqqVJOPo6IjnnnvO2G2pl7adT0AH2RW4SWmAnSsQ9JClm0RERFSnVTsD+MKFC4iNjUVeXl6J7U888USNG1VfZKoLsO9KCmbqZkmF9gcU7P0iIiKqiWpVKB42bBjOnj0LmUwG3aLiuhXANRqNcVtoxXZfSkJegQaP2Z8sHJLiLCkiIqKaMni21IwZM9C4cWMkJSXBwcEB58+fx759+9CpUyfs2bPH4AYsWbIEwcHBsLOzQ0REBI4ePVrh/qmpqZg2bRr8/PygUqnQrFkz/PnnnwaftzbYei4BTWV3ECjdARRKIKSvpZtERERU5xncc3Po0CHs2rULnp6ekMvlkMvl6N69O+bPn49XXnkFp06dqvKx1q1bh5kzZ2LZsmWIiIjAwoUL0b9/f0RHR8Pb27vU/nl5eejXrx+8vb2xYcMGBAQE4ObNm3BzczP0x7C43HwNdkcnYYK8cMmKxj0BlbNlG0VERGQFDA5uNBoNnJ3Fh7Cnpyfu3LmD5s2bIygoCNHR0QYda8GCBZg6dSomTpwIAFi2bBm2bNmCFStW4M033yy1/4oVK3Dv3j38888/+plZwcHBFZ5DrVZDrVbrn6enpxvURlPZfyUF2XkaDOKQFBERkVEZPCzVpk0bnD59GgAQERGBzz77DAcPHsQHH3yAJk2aVPk4eXl5OHHiBPr2LRqKkcvl6Nu3Lw4dOlTmezZv3ozIyEhMmzYNPj4+aNOmDT7++OMK83zmz58PV1dX/S0wMLDKbTSlv87Fwxv30Ua6IjawKjEREZFRGBzcvPPOO9BqtQCADz74ADExMejRowf+/PNPLFq0qMrHSUlJgUajgY+PT4ntPj4+SEhIKPM9169fx4YNG6DRaPDnn39i7ty5+PLLL/Gvf/2r3PPoqinrbmUt+mlu+RotdlxIRF/FSbEhoBPg7GvZRhEREVkJg4el+vfvr38cEhKCS5cu4d69e3B3d9fPmDIVrVYLb29v/Pe//4VCoUB4eDhu376Nzz//HPPmzSvzPSqVCiqVyqTtMtSha3eRnluAx+xPsHAfERGRkRnUc5Ofnw8bGxucO3euxHYPDw+DAxtPT08oFIpSi3AmJibC17fsXgw/Pz80a9YMCoVCv61ly5ZISEgoVW+nNtt6PgFOyEYEzosNDG6IiIiMxqDgxtbWFo0aNTJKLRulUonw8HDs3LlTv02r1WLnzp2IjIws8z0PPfQQrl69qh8WA4DLly/Dz88PSqWyxm0yB41Wwt/nE9BTfgY2Uj7QIATwbGbpZhEREVkNg3Nu3n77bbz11lu4d+9ejU8+c+ZMfPvtt/juu+9w8eJFvPjii8jKytLPnho3bhzmzJmj3//FF1/EvXv3MGPGDFy+fBlbtmzBxx9/jGnTptW4LeZy4uZ9pGTmYZCyMN+mORfKJCIiMiaDc24WL16Mq1evwt/fH0FBQXB0dCzx+smTJ6t8rBEjRiA5ORnvvvsuEhIS0L59e2zdulWfZBwbGwu5vCj+CgwMxLZt2/Daa6+hXbt2CAgIwIwZMzB79mxDfwyL+etcPGxQgN7yKEALoMXjlm4SERGRVTE4uBk6dKhRGzB9+nRMnz69zNfKqngcGRmJw4cPG7UN5iJJEv4+n4gI+UXYazMBRy+gYSdLN4uIiMiqGBzclDcriSqXnlOA26k5mGpTuFBm84GAXFHxm4iIiMggBufcUPUlZeQCkNBfH9xwlhQREZGxGdxzI5fLK5z2zVXBy5ecoUZr2Q344S5g6wA06WnpJhEREVkdg4ObjRs3lnien5+PU6dO4bvvvsP7779vtIZZo6QMNR5VFC6UGdIHsLW3bIOIiIiskMHBzZAhQ0ptGz58OFq3bo1169Zh8uTJRmmYNUrKyMWjcg5JERERmZLRcm66du1aoiAflXY3NR0t5bHiSUgfyzaGiIjIShkluMnJycGiRYsQEBBgjMNZrcy0YoUPHTwt1xAiIiIrZvCw1IMLZEqShIyMDDg4OODHH380auOsTXaGCG7ybRxhK+dENSIiIlMwOLj56quvSgQ3crkcXl5eiIiIgLu7u1EbZ21yM1MBAFqls2UbQkREZMUMDm4mTJhggmbUD/nZaeKBnatlG0JERGTFDB4bWblyJdavX19q+/r16/Hdd98ZpVHWKDdfA0VeJgBAYedi4dYQERFZL4ODm/nz58PTs3QyrLe3Nz7++GOjNMoaJaWr4SzLBgAoHNhzQ0REZCoGBzexsbFo3Lhxqe1BQUGIjY01SqOsUVJGLpwhghuZijk3REREpmJwcOPt7Y0zZ86U2n769Gk0aNDAKI2yRskZajghRzxRcViKiIjIVAwObkaNGoVXXnkFu3fvhkajgUajwa5duzBjxgyMHDnSFG20CkkZajjLCoMb5twQERGZjMGzpT788EPcuHEDffr0gY2NeLtWq8W4ceOYc1OBpIxcBBQOS7HnhoiIyHQMDm6USiXWrVuHf/3rX4iKioK9vT3atm2LoKAgU7TPaiSlq9FSxmEpIiIiUzM4uNEJDQ1FaGioMdti1ZJK5NwwoZiIiMhUDM65eeqpp/Dpp5+W2v7ZZ5/h6aefNkqjrFFyRtFUcObcEBERmY7Bwc2+ffswaNCgUtsHDhyIffv2GaVR1igpQ62fCs6eGyIiItMxOLjJzMyEUqkstd3W1hbp6elGaZS1KdBocTdLDSfm3BAREZmcwcFN27ZtsW7dulLb165di1atWhmlUdbmblYeJAlw1uXccG0pIiIikzE4oXju3Ll48sknce3aNfTu3RsAsHPnTqxevRobNmwwegOtQVK6GjJoi+rccFiKiIjIZAwObgYPHoxNmzbh448/xoYNG2Bvb4+wsDDs2rULHh4epmhjnZeUkQsn5BZt4LAUERGRyVRrKvhjjz2Gxx57DACQnp6ONWvWYNasWThx4gQ0Go1RG2gNSiy9ILcFbFSWbRAREZEVMzjnRmffvn0YP348/P398eWXX6J37944fPiwMdtmNZIenAYuk1m2QURERFbMoJ6bhIQErFq1CsuXL0d6ejqeeeYZqNVqbNq0icnEFSi+IjjzbYiIiEyryj03gwcPRvPmzXHmzBksXLgQd+7cwTfffGPKtlmNpPRii2Yy34aIiMikqtxz89dff+GVV17Biy++yGUXDJSUoUagrueG08CJiIhMqso9NwcOHEBGRgbCw8MRERGBxYsXIyUlxZRtsxrJGcUL+HFYioiIyJSqHNx07doV3377LeLj4/H8889j7dq18Pf3h1arxfbt25GRkWHKdtZZkiSJdaX0OTccliIiIjIlg2dLOTo6YtKkSThw4ADOnj2L119/HZ988gm8vb3xxBNPmKKNdVpaTj7yNFr23BAREZlJtaeCA0Dz5s3x2Wef4datW1izZo2x2mRVkjLUAABPG3HPFcGJiIhMq0bBjY5CocDQoUOxefNmYxzOqiSlFwY3toUVitlzQ0REZFJGCW6ofEkZIqhxVxT23DDnhoiIyKQY3JhYcuGwlJucK4ITERGZA4MbE9Pl3OjXluKwFBERkUkxuDExXXDjIGWJDRyWIiIiMikGNyaWlC5ybuw0uuCGPTdERESmxODGxHQ5N7YFmWIDp4ITERGZFIMbE0vOUEOJfMi1eWIDe26IiIhMisGNCeXkaZChLihKJgaYc0NERGRiDG5MSFfjxsu2sMaN0gmQKyzYIiIiIuvH4MaEdDOlAh0LxAYOSREREZkcgxsT0i29EGCfLzZwSIqIiMjkGNyYUHLhsJS/HZOJiYiIzIXBjQnphqW8lYU9N5wGTkREZHIMbkxIF9w00K8IzuCGiIjI1BjcmJAuuHFX6IIbDksRERGZGoMbE9ItveAmLwxuuCI4ERGRyTG4MSHd0guOXBGciIjIbBjcmEi+Rot72WKWlCNXBCciIjIbBjcmcjczD5IE2MhlUOoWzWTPDRERkckxuDER3dILnk4qyNQZYiOnghMREZkcgxsT0VUn9nZRAep0sZHDUkRERCbH4MZEdNPAvZxUgK7nhsENERGRyTG4MRHdTClvFxWQW9hzw2EpIiIik2NwYyK6nBvRc6MblmJCMRERkakxuDER3bCUv4MGgCQ2cliKiIjI5BjcmIguuPFTFa4ILlMAtvYWbBEREVH9wODGRJILl17w1gU3di6ATGbBFhEREdUPDG5MQJIkJGeKnhtPG3HPISkiIiLzYHBjAqnZ+cjXiDwbN/2K4AxuiIiIzIHBjQno8m3cHWxhm8/qxERERObE4MYEdNPAvZ3tOA2ciIjIzGpFcLNkyRIEBwfDzs4OEREROHr0aLn7rlq1CjKZrMTNzs7OjK2tXMmlF1idmIiIyJwsHtysW7cOM2fOxLx583Dy5EmEhYWhf//+SEpKKvc9Li4uiI+P199u3rxpxhZXTr/0gnOx6sTsuSEiIjILiwc3CxYswNSpUzFx4kS0atUKy5Ytg4ODA1asWFHue2QyGXx9ffU3Hx8fM7a4csnFgxuuCE5ERGRWFg1u8vLycOLECfTt21e/TS6Xo2/fvjh06FC578vMzERQUBACAwMxZMgQnD9/vtx91Wo10tPTS9xMreycGwY3RERE5mDR4CYlJQUajaZUz4uPjw8SEhLKfE/z5s2xYsUK/Pbbb/jxxx+h1WrRrVs33Lp1q8z958+fD1dXV/0tMDDQ6D/Hg3TDUt7OXFeKiIjI3Cw+LGWoyMhIjBs3Du3bt0fPnj3x66+/wsvLC//5z3/K3H/OnDlIS0vT3+Li4kzexuTiwY1+RXBXk5+XiIiIABtLntzT0xMKhQKJiYklticmJsLX17dKx7C1tUWHDh1w9erVMl9XqVRQqVQ1bqshknRLL7hwKjgREZG5WbTnRqlUIjw8HDt37tRv02q12LlzJyIjI6t0DI1Gg7Nnz8LPz89UzTRIlroAWXkaAA8kFDPnhoiIyCws2nMDADNnzsT48ePRqVMndOnSBQsXLkRWVhYmTpwIABg3bhwCAgIwf/58AMAHH3yArl27IiQkBKmpqfj8889x8+ZNTJkyxZI/hp5uSMpBqYCTyoZTwYmIiMzM4sHNiBEjkJycjHfffRcJCQlo3749tm7dqk8yjo2NhVxe1MF0//59TJ06FQkJCXB3d0d4eDj++ecftGrVylI/QgklkokBTgUnIiIyM5kkSZKlG2FO6enpcHV1RVpaGlxcjB9w/HHmDqavPoUuwR74eWon4ENP8cIbMYCDh9HPR0REVB8Y8vld52ZL1Xa6pRe8ii+9AHBYioiIyEwY3BhZiWGp3DSx0dYBUNhasFVERET1B4MbIyu59AKTiYmIiMyNwY2RlVx6gdPAiYiIzI3BjZGVXZ2YwQ0REZG5MLgxMn3OTfGEYg5LERERmQ2DGyPKK9DiXlYeAK4ITkREZCkMbozobpbotbFVyOBmb8vghoiIyAIY3BiRrsaNp5MKcrmMOTdEREQWwODGiEovvcCp4ERERObG4MaIdNPAvZztxAZOBSciIjI7BjdGpBuW8nYp7LnhsBQREZHZMbgxonJXBOewFBERkdkwuDGiEksvAJwtRUREZAEMbowoufjSC0DRsBSDGyIiIrNhcGNE5c6WYs4NERGR2TC4MRKtVipaV8pFBUgSc26IiIgsgMGNkdzPzkOBVoJMJor4IT8bkDTiRQ5LERERmQ2DGyNJzhS9Nh4OStgq5EX5NjI5oHS0YMuIiIjqFwY3RnIvKw8yWfGZUsWGpGQyyzWMiIionrGxdAOsRbemnrj8r4HIzC0QG/TTwF0t1ygiIqJ6iD03RmSrkMPdUSme5KaJeyYTExERmRWDG1PRDUtxGjgREZFZMbgxFa4ITkREZBEMbkyFK4ITERFZBIMbU+GK4ERERBbB4MZUWJ2YiIjIIhjcmIpaN1uKPTdERETmxODGVLgiOBERkUUwuDEVTgUnIiKyCAY3pqJmzw0REZElMLgxFSYUExERWQSDG1PhVHAiIiKLYHBjKuy5ISIisggGN6agKQDys8RjrgpORERkVgxuTEGXTAyw54aIiMjMGNyYgm5IysYOsFFati1ERET1DIMbU+A0cCIiIothcGMKTCYmIiKyGAY3psBp4ERERBbD4MYU9MNS7LkhIiIyNwY3psCcGyIiIothcGMKXBGciIjIYhjcmAJXBCciIrIYBjemwGEpIiIii2FwYwqcCk5ERGQxDG5MgVPBiYiILIbBjSlwKjgREZHFMLgxBX1wwxXBiYiIzI3BjSnksueGiIjIUhjcmAKnghMREVkMgxtjkyROBSciIrIgBjfGVpALaAvEYw5LERERmR2DG2PT5dtABiidLNoUIiKi+sjG0g2wOsWngcsZOxKRcWm1WuTl5Vm6GUQmoVQqITfCZyeDG2Njvg0RmUheXh5iYmKg1Wot3RQik5DL5WjcuDGUSmWNjsPgxtg4DZyITECSJMTHx0OhUCAwMNAo326JahOtVos7d+4gPj4ejRo1gkwmq/axGNwYG6eBE5EJFBQUIDs7G/7+/nBwcLB0c4hMwsvLC3fu3EFBQQFsbW2rfRyG/sbGYSkiMgGNRgMANe6uJ6rNdL/fut/36mJwY2xcEZyITKgmXfVEtZ2xfr8Z3BgbVwQnIiKyKAY3xsYVwYmITCo4OBgLFy6s8v579uyBTCZDamqqydpEtQuDG2PjiuBERADEEENFt/fee69axz127Biee+65Ku/frVs3xMfHw9XVfH+XW7RoAZVKhYSEBLOdk4owuDE2DksREQEA4uPj9beFCxfCxcWlxLZZs2bp95UkCQUFBVU6rpeXl0EzxpRKJXx9fc2Wr3TgwAHk5ORg+PDh+O6778xyzork5+dbuglmx+DG2JhQTERmIEkSsvMKLHKTJKlKbfT19dXfXF1dIZPJ9M8vXboEZ2dn/PXXXwgPD4dKpcKBAwdw7do1DBkyBD4+PnByckLnzp2xY8eOEsd9cFhKJpPhf//7H4YNGwYHBweEhoZi8+bN+tcfHJZatWoV3NzcsG3bNrRs2RJOTk4YMGAA4uPj9e8pKCjAK6+8Ajc3NzRo0ACzZ8/G+PHjMXTo0Ep/7uXLl+PZZ5/F2LFjsWLFilKv37p1C6NGjYKHhwccHR3RqVMnHDlyRP/677//js6dO8POzg6enp4YNmxYiZ9106ZNJY7n5uaGVatWAQBu3LgBmUyGdevWoWfPnrCzs8NPP/2Eu3fvYtSoUQgICICDgwPatm2LNWvWlDiOVqvFZ599hpCQEKhUKjRq1AgfffQRAKB3796YPn16if2Tk5OhVCqxc+fOSq+JubHOjbFxKjgRmUFOvgat3t1mkXNf+KA/HJTG+fh488038cUXX6BJkyZwd3dHXFwcBg0ahI8++ggqlQrff/89Bg8ejOjoaDRq1Kjc47z//vv47LPP8Pnnn+Obb77B6NGjcfPmTXh4eJS5f3Z2Nr744gv88MMPkMvlGDNmDGbNmoWffvoJAPDpp5/ip59+wsqVK9GyZUt8/fXX2LRpEx555JEKf56MjAysX78eR44cQYsWLZCWlob9+/ejR48eAIDMzEz07NkTAQEB2Lx5M3x9fXHy5El91ektW7Zg2LBhePvtt/H9998jLy8Pf/75Z7Wu65dffokOHTrAzs4Oubm5CA8Px+zZs+Hi4oItW7Zg7NixaNq0Kbp06QIAmDNnDr799lt89dVX6N69O+Lj43Hp0iUAwJQpUzB9+nR8+eWXUKlUAIAff/wRAQEB6N27t8HtM7Va0XOzZMkSBAcHw87ODhERETh69GiV3rd27VrIZLIqRdJmwwrFRERV9sEHH6Bfv35o2rQpPDw8EBYWhueffx5t2rRBaGgoPvzwQzRt2rRET0xZJkyYgFGjRiEkJAQff/wxMjMzK/wsyc/Px7Jly9CpUyd07NgR06dPL9ED8c0332DOnDkYNmwYWrRogcWLF8PNza3Sn2ft2rUIDQ1F69atoVAoMHLkSCxfvlz/+urVq5GcnIxNmzahe/fuCAkJwTPPPIPIyEgAwEcffYSRI0fi/fffR8uWLREWFoY5c+ZUet4Hvfrqq3jyySfRuHFj+Pn5ISAgALNmzUL79u3RpEkTvPzyyxgwYAB+/vlnACIo+/rrr/HZZ59h/PjxaNq0Kbp3744pU6YAAJ588kkAwG+//aY/x6pVqzBhwoRaWZ7A4j0369atw8yZM7Fs2TJERERg4cKF6N+/P6Kjo+Ht7V3u+27cuIFZs2bpo+FagxWKicgM7G0VuPBBf4ud21g6depU4nlmZibee+89bNmyBfHx8SgoKEBOTg5iY2MrPE67du30jx0dHeHi4oKkpKRy93dwcEDTpk31z/38/PT7p6WlITExUd+jAQAKhQLh4eGVruu1YsUKjBkzRv98zJgx6NmzJ7755hs4OzsjKioKHTp0KLdHKSoqClOnTq3wHFXx4HXVaDT4+OOP8fPPP+P27dvIy8uDWq3W5y5dvHgRarUaffr0KfN4dnZ2+mG2Z555BidPnsS5c+cqDTotxeLBzYIFCzB16lRMnDgRALBs2TJs2bIFK1aswJtvvlnmezQaDUaPHo33338f+/fvr13T+zgsRURmIJPJjDY0ZEmOjo4lns+aNQvbt2/HF198gZCQENjb22P48OGVroT+YKl+mUxWYSBS1v5VzSUqz4ULF3D48GEcPXoUs2fP1m/XaDRYu3Ytpk6dCnt7+wqPUdnrZbWzrIThB6/r559/jq+//hoLFy5E27Zt4ejoiFdffVV/XSs7LyCGptq3b49bt25h5cqV6N27N4KCgip9nyVYdFgqLy8PJ06cQN++ffXb5HI5+vbti0OHDpX7vg8++ADe3t6YPHlypedQq9VIT08vcTMZrQbIyxSPGdwQERns4MGDmDBhAoYNG4a2bdvC19cXN27cMGsbXF1d4ePjg2PHjum3aTQanDx5ssL3LV++HA8//DBOnz6NqKgo/W3mzJn6oal27dohKioK9+7dK/MY7dq1qzBB18vLq0Ti85UrV5CdnV3pz3Tw4EEMGTIEY8aMQVhYGJo0aYLLly/rXw8NDYW9vX2F527bti06deqEb7/9FqtXr8akSZMqPa+lWDS4SUlJgUajgY+PT4ntPj4+5dYGOHDgAJYvX45vv/22SueYP38+XF1d9bfAwMAat7tcuiEpgMNSRETVEBoail9//RVRUVE4ffo0nn322UqHgkzh5Zdfxvz58/Hbb78hOjoaM2bMwP3798vNL8nPz8cPP/yAUaNGoU2bNiVuU6ZMwZEjR3D+/HmMGjUKvr6+GDp0KA4ePIjr16/jl19+0X+hnzdvHtasWYN58+bh4sWLOHv2LD799FP9eXr37o3Fixfj1KlTOH78OF544YUqLTAZGhqK7du3459//sHFixfx/PPPIzExUf+6nZ0dZs+ejTfeeAPff/89rl27hsOHD5fIFwJE780nn3wCSZJKzOKqbWpFQnFVZWRkYOzYsfj222/h6elZpffMmTMHaWlp+ltcXJzpGqgLbhRKwEZluvMQEVmpBQsWwN3dHd26dcPgwYPRv39/dOzY0eztmD17NkaNGoVx48YhMjISTk5O6N+/P+zs7Mrcf/Pmzbh7926ZH/gtW7ZEy5YtsXz5ciiVSvz999/w9vbGoEGD0LZtW3zyySdQKEQeU69evbB+/Xps3rwZ7du3R+/evUskRn/55ZcIDAxEjx498Oyzz2LWrFlVqvnzzjvvoGPHjujfvz969eqlD7CKmzt3Ll5//XW8++67aNmyJUaMGFEqb2nUqFGwsbHBqFGjyr0WtYFMqukgYw3k5eXBwcEBGzZsKHGRx48fj9TU1BJZ2QD0iVi6XwIA+oheLpcjOjq6RIJYWdLT0+Hq6oq0tDS4uBi5dyXxPLC0G+DgCbxxzbjHJqJ6LTc3FzExMWjcuHGt/lCxVlqtFi1btsQzzzyDDz/80NLNsZgbN26gadOmOHbsmEmCzop+zw35/LZoNppSqUR4eDh27typD260Wi127txZqlgQIMpZnz17tsS2d955Rz+FzaRDTlXBaeBERFbh5s2b+Pvvv9GzZ0+o1WosXrwYMTExePbZZy3dNIvIz8/H3bt38c4776Br164W6U0zhMVT7WfOnInx48ejU6dO6NKlCxYuXIisrCz97Klx48YhICAA8+fPh52dHdq0aVPi/bq6Aw9utwhOAycisgpyuRyrVq3CrFmzIEkS2rRpgx07dqBly5aWbppFHDx4EI888giaNWuGDRs2WLo5lbJ4cDNixAgkJyfj3XffRUJCAtq3b4+tW7fqk4xjY2Mhl9eR1CBOAycisgqBgYE4ePCgpZtRa/Tq1avGU+XNyeLBDQBMnz69zGEoQKwJUhHdehq1AoMbIiIii6sjXSJ1BFcEJyIisjgGN8bEFcGJiIgsjsGNMXFYioiIyOIY3BgTp4ITERFZHIMbY+JUcCIiIotjcGNMHJYiIjK6Xr164dVXX9U/Dw4OxsKFCyt8j0wmw6ZNm2p8bmMdh8yLwY0xMbghItIbPHgwBgwYUOZr+/fvh0wmw5kzZww+7rFjx/Dcc8/VtHklvPfee2jfvn2p7fHx8Rg4cKBRz1WenJwceHh4wNPTE2q12izntFYMboyJU8GJiPQmT56M7du349atW6VeW7lyJTp16oR27doZfFwvL68qLRZpDL6+vlCpzLMQ8i+//ILWrVujRYsWFu8tkiQJBQUFFm1DTTC4MSZOBScic5EkIC/LMrcqVqp9/PHH4eXlVarYamZmJtavX4/Jkyfj7t27GDVqFAICAuDg4IC2bdtizZo1FR73wWGpK1eu4OGHH4adnR1atWqF7du3l3rP7Nmz0axZMzg4OKBJkyaYO3cu8vPzAYhisO+//z5Onz4NmUwGmUymb/ODw1Jnz55F7969YW9vjwYNGuC5555DZmam/vUJEyZg6NCh+OKLL+Dn54cGDRpg2rRp+nNVZPny5RgzZgzGjBmD5cuXl3r9/PnzePzxx+Hi4gJnZ2f06NED164VLdK8YsUKtG7dGiqVCn5+fvriuDdu3IBMJkNUVJR+39TUVMhkMn2h3D179kAmk+Gvv/5CeHg4VCoVDhw4gGvXrmHIkCHw8fGBk5MTOnfujB07dpRol1qtxuzZsxEYGAiVSoWQkBAsX74ckiQhJCQEX3zxRYn9o6KiIJPJcPXq1UqvSXXVigrFVoPDUkRkLvnZwMf+ljn3W3cApWOlu9nY2GDcuHFYtWoV3n77bchkMgDA+vXrodFoMGrUKGRmZiI8PByzZ8+Gi4sLtmzZgrFjx6Jp06bo0qVLpefQarV48skn4ePjgyNHjiAtLa1Efo6Os7MzVq1aBX9/f5w9exZTp06Fs7Mz3njjDYwYMQLnzp3D1q1b9R/crq6upY6RlZWF/v37IzIyEseOHUNSUhKmTJmC6dOnlwjgdu/eDT8/P+zevRtXr17FiBEj0L59e0ydOrXcn+PatWs4dOgQfv31V0iShNdeew03b95EUFAQAOD27dt4+OGH0atXL+zatQsuLi44ePCgvndl6dKlmDlzJj755BMMHDgQaWlp1Vo+4s0338QXX3yBJk2awN3dHXFxcRg0aBA++ugjqFQqfP/99xg8eDCio6PRqFEjAGINyEOHDmHRokUICwtDTEwMUlJSIJPJMGnSJKxcuRKzZs3Sn2PlypV4+OGHERISYnD7qorBjbHk5wKaPPGYPTdERACASZMm4fPPP8fevXvRq1cvAOLD7amnnoKrqytcXV1LfPC9/PLL2LZtG37++ecqBTc7duzApUuXsG3bNvj7i2Dv448/LpUn88477+gfBwcHY9asWVi7di3eeOMN2Nvbw8nJCTY2NvD19S33XKtXr0Zubi6+//57ODqK4G7x4sUYPHgwPv30U/2aiO7u7li8eDEUCgVatGiBxx57DDt37qwwuFmxYgUGDhwId3d3AED//v2xcuVKvPfeewCAJUuWwNXVFWvXroWtrS0AoFmzZvr3/+tf/8Lrr7+OGTNm6Ld17ty50uv3oA8++AD9+vXTP/fw8EBYWJj++YcffoiNGzdi8+bNmD59Oi5fvoyff/4Z27dvR9++fQEATZo00e8/YcIEvPvuuzh69Ci6dOmC/Px8rF69ulRvjrExuDEW3ZAUwOCGiEzP1kH0oFjq3FXUokULdOvWDStWrECvXr1w9epV7N+/Hx988AEAQKPR4OOPP8bPP/+M27dvIy8vD2q1uso5NRcvXkRgYKA+sAGAyMjIUvutW7cOixYtwrVr15CZmYmCggK4uBjWy37x4kWEhYXpAxsAeOihh6DVahEdHa0Pblq3bg2FQqHfx8/PD2fPni33uBqNBt999x2+/vpr/bYxY8Zg1qxZePfddyGXyxEVFYUePXroA5vikpKScOfOHfTp08egn6csnTp1KvE8MzMT7733HrZs2YL4+HgUFBQgJycHsbGxAMQQk0KhQM+ePcs8nr+/Px577DGsWLECXbp0we+//w61Wo2nn366xm2tCHNujEU3JKV0AuSKivclIqopmUwMDVniVji8VFWTJ0/GL7/8goyMDKxcuRJNmzbVfxh+/vnn+PrrrzF79mzs3r0bUVFR6N+/P/Ly8ox2qQ4dOoTRo0dj0KBB+OOPP3Dq1Cm8/fbbRj1HcQ8GIDKZDFqtttz9t23bhtu3b2PEiBGwsbGBjY0NRo4ciZs3b2Lnzp0AAHt7+3LfX9FrACCXi4/64qt6l5cDVDxwA4BZs2Zh48aN+Pjjj7F//35ERUWhbdu2+mtX2bkBYMqUKVi7di1ycnKwcuVKjBgxwuQJ4QxujIX5NkREZXrmmWcgl8uxevVqfP/995g0aZI+/+bgwYMYMmQIxowZg7CwMDRp0gSXL1+u8rFbtmyJuLg4xMfH67cdPny4xD7//PMPgoKC8Pbbb6NTp04IDQ3FzZs3S+yjVCqh0WgqPdfp06eRlZWl33bw4EHI5XI0b968ym1+0PLlyzFy5EhERUWVuI0cOVKfWNyuXTvs37+/zKDE2dkZwcHB+kDoQV5eXgBQ4hoVTy6uyMGDBzFhwgQMGzYMbdu2ha+vL27cuKF/vW3bttBqtdi7d2+5xxg0aBAcHR2xdOlSbN26FZMmTarSuWuCwY2xFKgBpTNgVzoJjYioPnNycsKIESMwZ84cxMfHY8KECfrXQkNDsX37dvzzzz+4ePEinn/+eSQmJlb52H379kWzZs0wfvx4nD59Gvv378fbb79dYp/Q0FDExsZi7dq1uHbtGhYtWoSNGzeW2Cc4OBgxMTGIiopCSkpKmXVmRo8eDTs7O4wfPx7nzp3D7t278fLLL2Ps2LH6ISlDJScn4/fff8f48ePRpk2bErdx48Zh06ZNuHfvHqZPn4709HSMHDkSx48fx5UrV/DDDz8gOjoagKjT8+WXX2LRokW4cuUKTp48iW+++QaA6F3p2rUrPvnkE1y8eBF79+4tkYNUkdDQUPz666+IiorC6dOn8eyzz5bohQoODsb48eMxadIkbNq0CTExMdizZw9+/vln/T4KhQITJkzAnDlzEBoaWuawobExuDGWRl2Bt24BLx2ydEuIiGqdyZMn4/79++jfv3+J/Jh33nkHHTt2RP/+/dGrVy/4+vpi6NChVT6uXC7Hxo0bkZOTgy5dumDKlCn46KOPSuzzxBNP4LXXXsP06dPRvn17/PPPP5g7d26JfZ566ikMGDAAjzzyCLy8vMqcju7g4IBt27bh3r176Ny5M4YPH44+ffpg8eLFhl2MYnTJyWXly/Tp0wf29vb48ccf0aBBA+zatQuZmZno2bMnwsPD8e233+qHwMaPH4+FCxfi3//+N1q3bo3HH38cV65c0R9rxYoVKCgoQHh4OF599VX861//qlL7FixYAHd3d3Tr1g2DBw9G//790bFjxxL7LF26FMOHD8dLL72EFi1aYOrUqSV6twDx75+Xl4eJEycaeomqRSZJVSxYYCXS09Ph6uqKtLQ0g5PJiIgsJTc3FzExMWjcuDHs7Ows3Rwig+zfvx99+vRBXFxchb1cFf2eG/L5zdlSREREZBJqtRrJycl477338PTTT1d7+M5QHJYiIiIik1izZg2CgoKQmpqKzz77zGznZXBDREREJjFhwgRoNBqcOHECAQEBZjsvgxsiIiKyKgxuiIjqkHo2B4TqGWP9fjO4ISKqA3Tl/E1VVZeoNtD9fhdfvqI6OFuKiKgOsLGxgYODA5KTk2Fra6svqU9kLbRaLZKTk+Hg4AAbm5qFJwxuiIjqAJlMBj8/P8TExJRaOoDIWsjlcjRq1Ei/PEd1MbghIqojlEolQkNDOTRFVkupVBqlV5LBDRFRHSKXy1mhmKgSHLQlIiIiq8LghoiIiKwKgxsiIiKyKvUu50ZXICg9Pd3CLSEiIqKq0n1uV6XQX70LbjIyMgAAgYGBFm4JERERGSojIwOurq4V7iOT6lktb61Wizt37sDZ2bnG8+gflJ6ejsDAQMTFxcHFxcWox6bSeL3Ni9fbvHi9zYvX27yqc70lSUJGRgb8/f0rnS5e73pu5HI5GjZsaNJzuLi48D+HGfF6mxevt3nxepsXr7d5GXq9K+ux0WFCMREREVkVBjdERERkVRjcGJFKpcK8efOgUqks3ZR6gdfbvHi9zYvX27x4vc3L1Ne73iUUExERkXVjzw0RERFZFQY3REREZFUY3BAREZFVYXBDREREVoXBjZEsWbIEwcHBsLOzQ0REBI4ePWrpJlmNffv2YfDgwfD394dMJsOmTZtKvC5JEt599134+fnB3t4effv2xZUrVyzT2Dpu/vz56Ny5M5ydneHt7Y2hQ4ciOjq6xD65ubmYNm0aGjRoACcnJzz11FNITEy0UIvrtqVLl6Jdu3b6QmaRkZH466+/9K/zWpvWJ598AplMhldffVW/jdfceN577z3IZLIStxYtWuhfN+W1ZnBjBOvWrcPMmTMxb948nDx5EmFhYejfvz+SkpIs3TSrkJWVhbCwMCxZsqTM1z/77DMsWrQIy5Ytw5EjR+Do6Ij+/fsjNzfXzC2t+/bu3Ytp06bh8OHD2L59O/Lz8/Hoo48iKytLv89rr72G33//HevXr8fevXtx584dPPnkkxZsdd3VsGFDfPLJJzhx4gSOHz+O3r17Y8iQITh//jwAXmtTOnbsGP7zn/+gXbt2JbbzmhtX69atER8fr78dOHBA/5pJr7VENdalSxdp2rRp+ucajUby9/eX5s+fb8FWWScA0saNG/XPtVqt5OvrK33++ef6bampqZJKpZLWrFljgRZal6SkJAmAtHfvXkmSxLW1tbWV1q9fr9/n4sWLEgDp0KFDlmqmVXF3d5f+97//8VqbUEZGhhQaGipt375d6tmzpzRjxgxJkvj7bWzz5s2TwsLCynzN1NeaPTc1lJeXhxMnTqBv3776bXK5HH379sWhQ4cs2LL6ISYmBgkJCSWuv6urKyIiInj9jSAtLQ0A4OHhAQA4ceIE8vPzS1zvFi1aoFGjRrzeNaTRaLB27VpkZWUhMjKS19qEpk2bhscee6zEtQX4+20KV65cgb+/P5o0aYLRo0cjNjYWgOmvdb1bONPYUlJSoNFo4OPjU2K7j48PLl26ZKFW1R8JCQkAUOb1171G1aPVavHqq6/ioYceQps2bQCI661UKuHm5lZiX17v6jt79iwiIyORm5sLJycnbNy4Ea1atUJUVBSvtQmsXbsWJ0+exLFjx0q9xt9v44qIiMCqVavQvHlzxMfH4/3330ePHj1w7tw5k19rBjdEVKZp06bh3LlzJcbIyfiaN2+OqKgopKWlYcOGDRg/fjz27t1r6WZZpbi4OMyYMQPbt2+HnZ2dpZtj9QYOHKh/3K5dO0RERCAoKAg///wz7O3tTXpuDkvVkKenJxQKRakM78TERPj6+lqoVfWH7hrz+hvX9OnT8ccff2D37t1o2LChfruvry/y8vKQmppaYn9e7+pTKpUICQlBeHg45s+fj7CwMHz99de81iZw4sQJJCUloWPHjrCxsYGNjQ327t2LRYsWwcbGBj4+PrzmJuTm5oZmzZrh6tWrJv/9ZnBTQ0qlEuHh4di5c6d+m1arxc6dOxEZGWnBltUPjRs3hq+vb4nrn56ejiNHjvD6V4MkSZg+fTo2btyIXbt2oXHjxiVeDw8Ph62tbYnrHR0djdjYWF5vI9FqtVCr1bzWJtCnTx+cPXsWUVFR+lunTp0wevRo/WNec9PJzMzEtWvX4OfnZ/rf7xqnJJO0du1aSaVSSatWrZIuXLggPffcc5Kbm5uUkJBg6aZZhYyMDOnUqVPSqVOnJADSggULpFOnTkk3b96UJEmSPvnkE8nNzU367bffpDNnzkhDhgyRGjduLOXk5Fi45XXPiy++KLm6ukp79uyR4uPj9bfs7Gz9Pi+88ILUqFEjadeuXdLx48elyMhIKTIy0oKtrrvefPNNae/evVJMTIx05swZ6c0335RkMpn0999/S5LEa20OxWdLSRKvuTG9/vrr0p49e6SYmBjp4MGDUt++fSVPT08pKSlJkiTTXmsGN0byzTffSI0aNZKUSqXUpUsX6fDhw5ZuktXYvXu3BKDUbfz48ZIkiengc+fOlXx8fCSVSiX16dNHio6Otmyj66iyrjMAaeXKlfp9cnJypJdeeklyd3eXHBwcpGHDhknx8fGWa3QdNmnSJCkoKEhSKpWSl5eX1KdPH31gI0m81ubwYHDDa248I0aMkPz8/CSlUikFBARII0aMkK5evap/3ZTXWiZJklTz/h8iIiKi2oE5N0RERGRVGNwQERGRVWFwQ0RERFaFwQ0RERFZFQY3REREZFUY3BAREZFVYXBDREREVoXBDREREVkVBjdEVO/JZDJs2rTJ0s0gIiNhcENEFjVhwgTIZLJStwEDBli6aURUR9lYugFERAMGDMDKlStLbFOpVBZqDRHVdey5ISKLU6lU8PX1LXFzd3cHIIaMli5dioEDB8Le3h5NmjTBhg0bSrz/7Nmz6N27N+zt7dGgQQM899xzyMzMLLHPihUr0Lp1a6hUKvj5+WH69OklXk9JScGwYcPg4OCA0NBQbN682bQ/NBGZDIMbIqr15s6di6eeegqnT5/G6NGjMXLkSFy8eBEAkJWVhf79+8Pd3R3Hjh3D+vXrsWPHjhLBy9KlSzFt2jQ899xzOHv2LDZv3oyQkJAS53j//ffxzDPP4MyZMxg0aBBGjx6Ne/fumfXnJCIjMcra4kRE1TR+/HhJoVBIjo6OJW4fffSRJEmSBEB64YUXSrwnIiJCevHFFyVJkqT//ve/kru7u5SZmal/fcuWLZJcLpcSEhIkSZIkf39/6e233y63DQCkd955R/88MzNTAiD99ddfRvs5ich8mHNDRBb3yCOPYOnSpSW2eXh46B9HRkaWeC0yMhJRUVEAgIsXLyIsLAyOjo761x966CFotVpER0dDJpPhzp076NOnT4VtaNeunf6xo6MjXFxckJSUVN0fiYgsiMENEVmco6NjqWEiY7G3t6/Sfra2tiWey2QyaLVaUzSJiEyMOTdEVOsdPny41POWLVsCAFq2bInTp08jKytL//rBgwchl8vRvHlzODs7Izg4GDt37jRrm4nIcthzQ0QWp1arkZCQUGKbjY0NPD09AQDr169Hp06d0L17d/z00084evQoli9fDgAYPXo05s2bh/Hjx+O9995DcnIyXn75ZYwdOxY+Pj4AgPfeew8vvPACvL29MXDgQGRkZODgwYN4+eWXzfuDEpFZMLghIovbunUr/Pz8Smxr3rw5Ll26BEDMZFq7di1eeukl+Pn5Yc2aNWjVqhUAwMHBAdu2bcOMGTPQuXNnODg44KmnnsKCBQv0xxo/fjxyc3Px1VdfYdasWfD09MTw4cPN9wMSkVnJJEmSLN0IIqLyyGQybNy4EUOHDrV0U4iojmDODREREVkVBjdERERkVZhzQ0S1GkfOichQ7LkhIiIiq8LghoiIiKwKgxsiIiKyKgxuiIiIyKowuCEiIiKrwuCGiIiIrAqDGyIiIrIqDG6IiIjIqvw/o++y6Fstv5UAAAAASUVORK5CYII=\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    }\n  ]\n}"
  },
  {
    "path": "Tematik_Egitimler/Derin_Ogrenme_ile_Goruntu_Isleme_Temmuz_2024/Uygulamalar/T_Uyg_3_Model_kaydetme_ve_test.ipynb",
    "content": "{\n  \"nbformat\": 4,\n  \"nbformat_minor\": 0,\n  \"metadata\": {\n    \"colab\": {\n      \"provenance\": [],\n      \"gpuType\": \"T4\"\n    },\n    \"kernelspec\": {\n      \"name\": \"python3\",\n      \"display_name\": \"Python 3\"\n    },\n    \"language_info\": {\n      \"name\": \"python\"\n    },\n    \"accelerator\": \"GPU\"\n  },\n  \"cells\": [\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"# Eğitilmiş modeli kaydetme\\n\",\n        \"Eğitilen modelin gelecekte yeniden kullanılabilir hale getirilmesi ve performansının değerlendirilmesi süreçlerini içerir.\\n\",\n        \"\\n\",\n        \"### 1. **Model Kaydetme**\\n\",\n        \"Model kaydetme, eğitilmiş bir modelin tüm ağırlıklarının ve yapısının dosyaya kaydedilmesi işlemidir. Bu, modelin eğitimi tamamlandıktan sonra ileride yeniden yüklenip kullanılabilmesi için yapılır.\\n\",\n        \"\\n\",\n        \"### 2. **Model Test Etme**\\n\",\n        \"Model test etme, eğitilmiş modelin performansını değerlendirmek için ayrılmış bir test veri kümesi üzerinde modelin doğruluğunu, kaybını (loss) ve diğer metriklerini hesaplamayı içerir.\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"Bu süreçler, modelin eğitiminin ardından tekrar eğitmeye gerek kalmadan kullanılabilir olmasını sağlar ve modelin genel performansını anlamamıza yardımcı olur.\"\n      ],\n      \"metadata\": {\n        \"id\": \"j2rXhR7srYLN\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 1,\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"n-cw_FhXRBoT\",\n        \"outputId\": \"d3f83f78-1f9d-4897-eec6-deb567457045\"\n      },\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Requirement already satisfied: tensorflow in /usr/local/lib/python3.10/dist-packages (2.17.0)\\n\",\n            \"Collecting tensorflow-addons\\n\",\n            \"  Downloading tensorflow_addons-0.23.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (1.8 kB)\\n\",\n            \"Requirement already satisfied: tensorflow-hub in /usr/local/lib/python3.10/dist-packages (0.16.1)\\n\",\n            \"Requirement already satisfied: tensorflow-datasets in /usr/local/lib/python3.10/dist-packages (4.9.6)\\n\",\n            \"Requirement already satisfied: absl-py>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.4.0)\\n\",\n            \"Requirement already satisfied: astunparse>=1.6.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.6.3)\\n\",\n            \"Requirement already satisfied: flatbuffers>=24.3.25 in 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the packages that are installed. This behaviour is the source of the following dependency conflicts.\\n\",\n            \"inflect 7.3.1 requires typeguard>=4.0.1, but you have typeguard 2.13.3 which is incompatible.\\u001b[0m\\u001b[31m\\n\",\n            \"\\u001b[0mSuccessfully installed tensorflow-addons-0.23.0 typeguard-2.13.3\\n\"\n          ]\n        }\n      ],\n      \"source\": [\n        \"!pip install tensorflow tensorflow-addons tensorflow-hub tensorflow-datasets\"\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Rastgele veri seti oluşturma\"\n      ],\n      \"metadata\": {\n        \"id\": \"ycKHRGXbtI0R\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"import numpy as np\\n\",\n        \"import tensorflow as tf\\n\",\n        \"import matplotlib.pyplot as plt\\n\",\n        \"\\n\",\n        \"# Rastgele veri kümesi oluşturma\\n\",\n        \"def create_random_data(num_samples, img_size):\\n\",\n        \"    images = np.random.rand(num_samples, img_size, img_size, 3).astype(np.float32)\\n\",\n        \"    masks = np.random.randint(0, 2, size=(num_samples, img_size, img_size, 1)).astype(np.float32)\\n\",\n        \"    return images, masks\\n\",\n        \"\\n\",\n        \"# Küçük bir veri kümesi oluşturma\\n\",\n        \"img_size = 64\\n\",\n        \"num_samples = 100\\n\",\n        \"images, masks = create_random_data(num_samples, img_size)\\n\",\n        \"\\n\",\n        \"# TensorFlow veri setlerine dönüştürme\\n\",\n        \"dataset = tf.data.Dataset.from_tensor_slices((images, masks))\\n\",\n        \"dataset = dataset.shuffle(buffer_size=100).batch(8).prefetch(tf.data.AUTOTUNE)\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"nGktci7ZRXtK\"\n      },\n      \"execution_count\": 2,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Model oluşturma\"\n      ],\n      \"metadata\": {\n        \"id\": \"DoXshetttOQL\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"def unet_model(input_shape):\\n\",\n        \"    inputs = tf.keras.Input(shape=input_shape)\\n\",\n        \"\\n\",\n        \"    # Encoder\\n\",\n        \"    conv1 = tf.keras.layers.Conv2D(64, (3, 3), activation='relu', padding='same')(inputs)\\n\",\n        \"    conv1 = tf.keras.layers.Conv2D(64, (3, 3), activation='relu', padding='same')(conv1)\\n\",\n        \"    pool1 = tf.keras.layers.MaxPooling2D((2, 2))(conv1)\\n\",\n        \"\\n\",\n        \"    conv2 = tf.keras.layers.Conv2D(128, (3, 3), activation='relu', padding='same')(pool1)\\n\",\n        \"    conv2 = tf.keras.layers.Conv2D(128, (3, 3), activation='relu', padding='same')(conv2)\\n\",\n        \"    pool2 = tf.keras.layers.MaxPooling2D((2, 2))(conv2)\\n\",\n        \"\\n\",\n        \"    # Bottleneck\\n\",\n        \"    conv3 = tf.keras.layers.Conv2D(256, (3, 3), activation='relu', padding='same')(pool2)\\n\",\n        \"    conv3 = tf.keras.layers.Conv2D(256, (3, 3), activation='relu', padding='same')(conv3)\\n\",\n        \"\\n\",\n        \"    # Decoder\\n\",\n        \"    up4 = tf.keras.layers.Conv2DTranspose(128, (2, 2), strides=(2, 2), padding='same')(conv3)\\n\",\n        \"    concat4 = tf.keras.layers.Concatenate()([up4, conv2])\\n\",\n        \"    conv4 = tf.keras.layers.Conv2D(128, (3, 3), activation='relu', padding='same')(concat4)\\n\",\n        \"    conv4 = tf.keras.layers.Conv2D(128, (3, 3), activation='relu', padding='same')(conv4)\\n\",\n        \"\\n\",\n        \"    up5 = tf.keras.layers.Conv2DTranspose(64, (2, 2), strides=(2, 2), padding='same')(conv4)\\n\",\n        \"    concat5 = tf.keras.layers.Concatenate()([up5, conv1])\\n\",\n        \"    conv5 = tf.keras.layers.Conv2D(64, (3, 3), activation='relu', padding='same')(concat5)\\n\",\n        \"    conv5 = tf.keras.layers.Conv2D(64, (3, 3), activation='relu', padding='same')(conv5)\\n\",\n        \"\\n\",\n        \"    outputs = tf.keras.layers.Conv2D(1, (1, 1), activation='sigmoid')(conv5)\\n\",\n        \"\\n\",\n        \"    model = tf.keras.Model(inputs=[inputs], outputs=[outputs])\\n\",\n        \"    return model\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"usYAbzHWRbBI\"\n      },\n      \"execution_count\": 3,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Model eğitimi ve kaydetmesi\"\n      ],\n      \"metadata\": {\n        \"id\": \"AUmlTECctR8m\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"input_shape = (img_size, img_size, 3)\\n\",\n        \"model = unet_model(input_shape)\\n\",\n        \"\\n\",\n        \"model.compile(optimizer='adam',\\n\",\n        \"              loss='binary_crossentropy',\\n\",\n        \"              metrics=['accuracy'])\\n\",\n        \"\\n\",\n        \"# Modeli eğitim\\n\",\n        \"history = model.fit(dataset,\\n\",\n        \"                    epochs=5,\\n\",\n        \"                    validation_data=dataset,\\n\",\n        \"                    verbose=1)\\n\",\n        \"\\n\",\n        \"# Modeli kaydetme\\n\",\n        \"model.save('unet_model_small.h5')\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"zHfk-9t5Uxnl\",\n        \"outputId\": \"517f0951-9564-4d21-832c-0b75c258b4bc\"\n      },\n      \"execution_count\": 4,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/5\\n\",\n            \"\\u001b[1m13/13\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m28s\\u001b[0m 753ms/step - accuracy: 0.5013 - loss: 0.6933 - val_accuracy: 0.5044 - val_loss: 0.6931\\n\",\n            \"Epoch 2/5\\n\",\n            \"\\u001b[1m13/13\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m19s\\u001b[0m 37ms/step - accuracy: 0.5056 - loss: 0.6931 - val_accuracy: 0.5079 - val_loss: 0.6930\\n\",\n            \"Epoch 3/5\\n\",\n            \"\\u001b[1m13/13\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m0s\\u001b[0m 31ms/step - accuracy: 0.5064 - loss: 0.6930 - val_accuracy: 0.5068 - val_loss: 0.6930\\n\",\n            \"Epoch 4/5\\n\",\n            \"\\u001b[1m13/13\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m0s\\u001b[0m 31ms/step - accuracy: 0.5070 - loss: 0.6930 - val_accuracy: 0.5070 - val_loss: 0.6929\\n\",\n            \"Epoch 5/5\\n\",\n            \"\\u001b[1m13/13\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m1s\\u001b[0m 26ms/step - accuracy: 0.5089 - loss: 0.6929 - val_accuracy: 0.5137 - val_loss: 0.6927\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stderr\",\n          \"text\": [\n            \"WARNING:absl:You are saving your model as an HDF5 file via `model.save()` or `keras.saving.save_model(model)`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')` or `keras.saving.save_model(model, 'my_model.keras')`. \\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Modelin yeniden yüklenmesi ve test edilmesi\"\n      ],\n      \"metadata\": {\n        \"id\": \"hifEphgOtWGT\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Modeli yükleme\\n\",\n        \"model = tf.keras.models.load_model('unet_model_small.h5')\\n\",\n        \"\\n\",\n        \"# Örnek bir görüntü üzerinde test etme\\n\",\n        \"for image, mask in dataset.take(1):\\n\",\n        \"    pred_mask = model.predict(image)\\n\",\n        \"    # Görüntü ve tahmin maskesini gösterme\\n\",\n        \"    plt.figure(figsize=(12, 6))\\n\",\n        \"    plt.subplot(1, 3, 1)\\n\",\n        \"    plt.title('Input Image')\\n\",\n        \"    plt.imshow(image[0])\\n\",\n        \"    plt.subplot(1, 3, 2)\\n\",\n        \"    plt.title('True Mask')\\n\",\n        \"    plt.imshow(mask[0, :, :, 0], cmap='gray')\\n\",\n        \"    plt.subplot(1, 3, 3)\\n\",\n        \"    plt.title('Predicted Mask')\\n\",\n        \"    plt.imshow(pred_mask[0, :, :, 0], cmap='gray')\\n\",\n        \"    plt.show()\\n\",\n        \"    break\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 411\n        },\n        \"id\": \"YoUFzztOU2Bm\",\n        \"outputId\": \"8fcffb04-e5a3-48bb-ac01-4305457065f9\"\n      },\n      \"execution_count\": 5,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stderr\",\n          \"text\": [\n            \"WARNING:absl:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"\\u001b[1m1/1\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m0s\\u001b[0m 387ms/step\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1200x600 with 3 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## **Sadece Ağırlıkları Kaydetme**\\n\",\n        \"Bu işlem sadece modelin eğitilmiş ağırlıklarını kaydeder; modelin yapısını (mimarisi) içermez.\\n\",\n        \"Bu yöntemde, modelin mimarisi ve yapısı ayrıca tanımlanmalıdır, ve bu tanım ile ağırlıklar daha sonra modele yüklenebilir.\\n\",\n        \"\\n\",\n        \"- **Dosya İçeriği**:\\n\",\n        \"  - Sadece modelin ağırlıkları (her bir katmandaki öğrenilmiş parametreler).\\n\",\n        \"- **Kullanım Durumu**:\\n\",\n        \"  - Modelin yapısı kod içinde zaten tanımlıysa ve sadece farklı veri kümeleri üzerinde eğitilmiş aynı yapıdaki farklı modellerin ağırlıklarını değiştirmek istiyorsanız bu yöntem kullanılır.\\n\",\n        \"  - Model yapısını ayrı bir yerde tanımlayarak, farklı mimariler üzerinde çalışmak ve ağırlıkları uygun olduğunda tekrar kullanmak için de uygundur.\\n\",\n        \"\\n\",\n        \"- **Modeli Kaydetme**: Modelin hem yapısını hem de ağırlıklarını kaydeder. Bu, modeli yeniden oluşturmak için gereken tüm bilgileri tek bir dosyada içerir.\\n\",\n        \"- **Sadece Ağırlıkları Kaydetme**: Sadece modelin ağırlıklarını kaydeder. Modelin yapısı ayrıca tanımlanmalıdır.\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"_IG8Ye2ltqil\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"input_shape = (img_size, img_size, 3)\\n\",\n        \"model_2 = unet_model(input_shape)\\n\",\n        \"\\n\",\n        \"model_2.compile(optimizer='adam',\\n\",\n        \"              loss='binary_crossentropy',\\n\",\n        \"              metrics=['accuracy'])\\n\",\n        \"\\n\",\n        \"# Modeli eğitim\\n\",\n        \"history_2 = model_2.fit(dataset,\\n\",\n        \"                    epochs=5,\\n\",\n        \"                    validation_data=dataset,\\n\",\n        \"                    verbose=1)\\n\",\n        \"\\n\",\n        \"model.save_weights('Unet_model.weights.h5')\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"c75SBpfDuPWI\",\n        \"outputId\": \"62851915-295b-480d-e8fd-b9aaadf3d500\"\n      },\n      \"execution_count\": 7,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/5\\n\",\n            \"\\u001b[1m13/13\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m12s\\u001b[0m 232ms/step - accuracy: 0.4986 - loss: 0.6935 - val_accuracy: 0.5034 - val_loss: 0.6931\\n\",\n            \"Epoch 2/5\\n\",\n            \"\\u001b[1m13/13\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m1s\\u001b[0m 36ms/step - accuracy: 0.5030 - loss: 0.6931 - val_accuracy: 0.5055 - val_loss: 0.6931\\n\",\n            \"Epoch 3/5\\n\",\n            \"\\u001b[1m13/13\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m0s\\u001b[0m 30ms/step - accuracy: 0.5051 - loss: 0.6931 - val_accuracy: 0.5073 - val_loss: 0.6930\\n\",\n            \"Epoch 4/5\\n\",\n            \"\\u001b[1m13/13\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m1s\\u001b[0m 26ms/step - accuracy: 0.5065 - loss: 0.6931 - val_accuracy: 0.5092 - val_loss: 0.6930\\n\",\n            \"Epoch 5/5\\n\",\n            \"\\u001b[1m13/13\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m1s\\u001b[0m 24ms/step - accuracy: 0.5087 - loss: 0.6930 - val_accuracy: 0.5058 - val_loss: 0.6930\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"model_3 = unet_model(input_shape)  # Modelin yapısını yeniden oluşturun\\n\",\n        \"model_3.load_weights('Unet_model.weights.h5')\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"z3EaBGZnukoT\"\n      },\n      \"execution_count\": 9,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Örnek bir görüntü üzerinde test etme\\n\",\n        \"for image, mask in dataset.take(1):\\n\",\n        \"    pred_mask = model_3.predict(image)\\n\",\n        \"    # Görüntü ve tahmin maskesini gösterme\\n\",\n        \"    plt.figure(figsize=(12, 6))\\n\",\n        \"    plt.subplot(1, 3, 1)\\n\",\n        \"    plt.title('Input Image')\\n\",\n        \"    plt.imshow(image[0])\\n\",\n        \"    plt.subplot(1, 3, 2)\\n\",\n        \"    plt.title('True Mask')\\n\",\n        \"    plt.imshow(mask[0, :, :, 0], cmap='gray')\\n\",\n        \"    plt.subplot(1, 3, 3)\\n\",\n        \"    plt.title('Predicted Mask')\\n\",\n        \"    plt.imshow(pred_mask[0, :, :, 0], cmap='gray')\\n\",\n        \"    plt.show()\\n\",\n        \"    break\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 373\n        },\n        \"id\": \"cFFTCgbnu1gn\",\n        \"outputId\": \"31e68cca-6315-460a-cda5-53f0b5c36a97\"\n      },\n      \"execution_count\": 11,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"\\u001b[1m1/1\\u001b[0m \\u001b[32m━━━━━━━━━━━━━━━━━━━━\\u001b[0m\\u001b[37m\\u001b[0m \\u001b[1m0s\\u001b[0m 317ms/step\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1200x600 with 3 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    }\n  ]\n}"
  },
  {
    "path": "Tematik_Egitimler/Derin_Ogrenme_ile_Goruntu_Isleme_Temmuz_2024/Uygulamalar/T_Uyg_4_automatic_mask_generator.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"5fa21d44\",\n   \"metadata\": {\n    \"id\": \"5fa21d44\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"# Copyright (c) Meta Platforms, Inc. and affiliates.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"b7c0041e\",\n   \"metadata\": {\n    \"id\": \"b7c0041e\"\n   },\n   \"source\": [\n    \"# SAM ile nesne maskelerini otomatik olarak oluşturma\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"289bb0b4\",\n   \"metadata\": {\n    \"id\": \"289bb0b4\"\n   },\n   \"source\": [\n    \"SAM (Segment Anything Model) otomatik maskeleme, bilgisayarla görü ve görüntü segmentasyonu alanında kullanılan bir tekniktir. SAM, geniş bir nesne yelpazesini doğru bir şekilde tanımlayabilen ve segmentlere ayırabilen bir modeldir. Bu model, kullanıcıların manuel olarak etiketleme yapmalarını gerektirmeden, görüntülerdeki nesneleri otomatik olarak segmentlere ayırabilir. İşte SAM otomatik maskelemenin detayları:\\n\",\n    \"\\n\",\n    \"### 1. **Temel Kavramlar**\\n\",\n    \"   - **Segmentasyon:** Görüntüdeki farklı nesneleri veya bölgeleri belirlemek ve ayırmak amacıyla yapılan işlemdir. Segmentasyon, görüntüyü bir dizi anlamlı parçaya ayırarak her bir parçayı bağımsız olarak analiz etmeyi sağlar.\\n\",\n    \"   - **Maskeleme:** Segmentasyon işleminin bir parçası olarak, belirli bir nesneyi veya bölgeyi görüntü üzerinde izole etmek için kullanılan bir tekniktir. Maskeleme, belirli bir nesnenin arka plandan ayrılmasına yardımcı olur.\\n\",\n    \"\\n\",\n    \"### 2. **SAM Modelinin İşleyişi**\\n\",\n    \"   - **Ön Eğitim ve Özellik Öğrenme:** SAM, genellikle büyük ve çeşitli veri kümesi üzerinde önceden eğitilmiş bir modeldir. Bu, modelin çeşitli nesneleri tanıma ve segmentasyon yapma yeteneğini geliştirir.\\n\",\n    \"   - **Otomatik Maskeleme:** SAM, görüntüdeki her nesne için otomatik olarak bir maske oluşturur. Bu maskeler, nesnelerin sınırlarını belirler ve onları arka plandan ayırır.\\n\",\n    \"   - **Kullanıcı Girdisi:** Bazı SAM modelleri, kullanıcıdan belirli bölgeleri işaretlemesini isteyebilir, ancak çoğu durumda bu tür girdiler gerekmez. Model, kendi başına görüntüdeki nesneleri tespit edip maskeleyebilir.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"c0b71431\",\n   \"metadata\": {\n    \"id\": \"c0b71431\"\n   },\n   \"source\": [\n    \"## Set-up\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"0685a2f5\",\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"0685a2f5\",\n    \"outputId\": \"603427a3-b9b5-4b62-94f2-79a44cbc68a5\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"import torch\\n\",\n    \"import torchvision\\n\",\n    \"print(\\\"PyTorch version:\\\", torch.__version__)\\n\",\n    \"print(\\\"Torchvision version:\\\", torchvision.__version__)\\n\",\n    \"print(\\\"CUDA is available:\\\", torch.cuda.is_available())\\n\",\n    \"import sys\\n\",\n    \"!{sys.executable} -m pip install opencv-python matplotlib\\n\",\n    \"!{sys.executable} -m pip install 'git+https://github.com/facebookresearch/segment-anything.git'\\n\",\n    \"\\n\",\n    \"!mkdir images\\n\",\n    \"!wget -P images https://raw.githubusercontent.com/facebookresearch/segment-anything/main/notebooks/images/dog.jpg\\n\",\n    \"\\n\",\n    \"!wget https://dl.fbaipublicfiles.com/segment_anything/sam_vit_h_4b8939.pth\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"fd2bc687\",\n   \"metadata\": {\n    \"id\": \"fd2bc687\"\n   },\n   \"source\": [\n    \"## Gerekli kütüphanelerin kurulması\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"560725a2\",\n   \"metadata\": {\n    \"id\": \"560725a2\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"import numpy as np\\n\",\n    \"import torch\\n\",\n    \"import matplotlib.pyplot as plt\\n\",\n    \"import cv2\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"3dVBoupe34wj\",\n   \"metadata\": {\n    \"id\": \"3dVBoupe34wj\"\n   },\n   \"source\": [\n    \"# Maske gösterim fonksiyonu\\n\",\n    \"Bu Python kodu, matplotlib kütüphanesi ve NumPy kullanarak bir görüntü üzerinde segmentasyon sonuçlarını (maskeleri) görselleştirmek için yazılmış bir fonksiyondur. Fonksiyon, segmentasyon maskelerini renkli olarak gösterir ve her maskeye rastgele bir renk atar.\\n\",\n    \"\\n\",\n    \"### Fonksiyonun Açıklaması\\n\",\n    \"\\n\",\n    \"\\n\",\n    \"\\n\",\n    \"\\n\",\n    \"1. **Boş Liste Kontrolü:**\\n\",\n    \"   ```python\\n\",\n    \"   if len(anns) == 0:\\n\",\n    \"       return\\n\",\n    \"   ```\\n\",\n    \"   - Eğer `anns` (annotation'lar) listesi boşsa, fonksiyon hiçbir şey yapmadan döner. Bu, segmentasyon sonuçları olmadığında fonksiyonun çalışmasını önler.\\n\",\n    \"\\n\",\n    \"2. **Anotasyonları Alanlarına Göre Sıralama:**\\n\",\n    \"   ```python\\n\",\n    \"   sorted_anns = sorted(anns, key=(lambda x: x['area']), reverse=True)\\n\",\n    \"   ```\\n\",\n    \"   - `anns` listesindeki her bir anotasyon `area` (alan) özelliğine göre azalan sırayla sıralanır. Bu, en büyük maskelerin önce gösterilmesini sağlar.\\n\",\n    \"\\n\",\n    \"3. **Matplotlib Eksenlerini Alma:**\\n\",\n    \"   ```python\\n\",\n    \"   ax = plt.gca()\\n\",\n    \"   ax.set_autoscale_on(False)\\n\",\n    \"   ```\\n\",\n    \"   - Mevcut bir matplotlib ekseni (`ax`) alınır ve otomatik ölçekleme kapatılır. Bu, görüntü üzerinde sabit bir ölçekleme sağlar.\\n\",\n    \"\\n\",\n    \"4. **Boş Bir Görüntü Oluşturma:**\\n\",\n    \"   ```python\\n\",\n    \"   img = np.ones((sorted_anns[0]['segmentation'].shape[0], sorted_anns[0]['segmentation'].shape[1], 4))\\n\",\n    \"   img[:,:,3] = 0\\n\",\n    \"   ```\\n\",\n    \"   - Segmentasyon maskelerinin boyutlarıyla uyumlu olarak tamamen beyaz (her pikselin değeri 1 olan) bir görüntü (`img`) oluşturulur. `4` kanalı, RGBA (Kırmızı, Yeşil, Mavi, Alfa) değerleri için kullanılır.\\n\",\n    \"   - `img[:,:,3] = 0` ifadesi, görüntüdeki alfa kanalını sıfır yaparak görüntüyü başlangıçta tamamen şeffaf hale getirir.\\n\",\n    \"\\n\",\n    \"5. **Maskeleri Renkli Olarak Görselleştirme:**\\n\",\n    \"   ```python\\n\",\n    \"   for ann in sorted_anns:\\n\",\n    \"       m = ann['segmentation']\\n\",\n    \"       color_mask = np.concatenate([np.random.random(3), [0.35]])\\n\",\n    \"       img[m] = color_mask\\n\",\n    \"   ```\\n\",\n    \"   - Her anotasyon (`ann`) için maskeyi (`m`) alır. Maskenin içindeki piksellerin, renkli maskenin değerleriyle güncellenmesi sağlanır.\\n\",\n    \"   - `np.random.random(3)` ifadesi, RGB renk değerleri için rastgele bir renk oluşturur. `[0.35]` ise alfa (şeffaflık) kanalının değeridir. Bu, maskeyi hafif şeffaf hale getirir.\\n\",\n    \"   - `color_mask` bu iki parçayı birleştirir ve `img[m] = color_mask` ifadesi, maskenin piksellerini bu renk ile günceller.\\n\",\n    \"\\n\",\n    \"6. **Görüntüyü Gösterme:**\\n\",\n    \"   ```python\\n\",\n    \"   ax.imshow(img)\\n\",\n    \"   ```\\n\",\n    \"   - `img` görüntüsü, matplotlib ekseninde (`ax`) görüntülenir. Bu, segmentasyon maskelerini renkli olarak gösterir.\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"74b6e5f0\",\n   \"metadata\": {\n    \"id\": \"74b6e5f0\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"def show_anns(anns):\\n\",\n    \"    if len(anns) == 0:\\n\",\n    \"        return\\n\",\n    \"    sorted_anns = sorted(anns, key=(lambda x: x['area']), reverse=True)\\n\",\n    \"    ax = plt.gca()\\n\",\n    \"    ax.set_autoscale_on(False)\\n\",\n    \"\\n\",\n    \"    img = np.ones((sorted_anns[0]['segmentation'].shape[0], sorted_anns[0]['segmentation'].shape[1], 4))\\n\",\n    \"    img[:,:,3] = 0\\n\",\n    \"    for ann in sorted_anns:\\n\",\n    \"        m = ann['segmentation']\\n\",\n    \"        color_mask = np.concatenate([np.random.random(3), [0.35]])\\n\",\n    \"        img[m] = color_mask\\n\",\n    \"    ax.imshow(img)\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"27c41445\",\n   \"metadata\": {\n    \"id\": \"27c41445\"\n   },\n   \"source\": [\n    \"## Örnek görüntü\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"ad354922\",\n   \"metadata\": {\n    \"id\": \"ad354922\",\n    \"scrolled\": false\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"image = cv2.imread('images/dog.jpg')\\n\",\n    \"image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"e0ac8c67\",\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 764\n    },\n    \"id\": \"e0ac8c67\",\n    \"outputId\": \"bf82cbd9-424b-405a-bcf3-35f629f1871c\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"plt.figure(figsize=(10,10))\\n\",\n    \"plt.imshow(image)\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"b8c2824a\",\n   \"metadata\": {\n    \"id\": \"b8c2824a\"\n   },\n   \"source\": [\n    \"## Otomatik maske üretme\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"d9ef74c5\",\n   \"metadata\": {\n    \"id\": \"d9ef74c5\"\n   },\n   \"source\": [\n    \"### **Modül ve Sınıfları İçe Aktarmak**\\n\",\n    \"\\n\",\n    \"```python\\n\",\n    \"from segment_anything import sam_model_registry, SamAutomaticMaskGenerator, SamPredictor\\n\",\n    \"```\\n\",\n    \"- Bu satır, `segment_anything` adlı modülden gerekli sınıfları içe aktarır:\\n\",\n    \"  - `sam_model_registry`: SAM modelinin kayıtlı türlerinin bulunduğu bir sözlük veya liste.\\n\",\n    \"  - `SamAutomaticMaskGenerator`: Otomatik maskeleme işlemini gerçekleştiren sınıf.\\n\",\n    \"  - `SamPredictor`: SAM modelinin tahmin yapabilen bir sınıf\\n\",\n    \"\\n\",\n    \"### 3. **Model ve Aygıt Ayarları**\\n\",\n    \"\\n\",\n    \"```python\\n\",\n    \"sam_checkpoint = \\\"sam_vit_h_4b8939.pth\\\"\\n\",\n    \"model_type = \\\"vit_h\\\"\\n\",\n    \"device = \\\"cuda\\\"\\n\",\n    \"```\\n\",\n    \"- `sam_checkpoint`: Eğitimli SAM modelinin ağırlık dosyasının adı.\\n\",\n    \"- `model_type`: Kullanılacak modelin türü. Bu örnekte `vit_h` (Vision Transformer, büyük boyutlu).\\n\",\n    \"- `device`: Modelin çalışacağı cihaz. `cuda` ifadesi, GPU (CUDA uyumlu) kullanmak anlamına gelir.\\n\",\n    \"\\n\",\n    \"### 4. **Modeli Yükleme ve Aygıta Gönderme**\\n\",\n    \"\\n\",\n    \"```python\\n\",\n    \"sam = sam_model_registry[model_type](checkpoint=sam_checkpoint)\\n\",\n    \"sam.to(device=device)\\n\",\n    \"```\\n\",\n    \"- `sam_model_registry[model_type]`: Model türüne göre (`vit_h` burada) modelin sınıfını seçer ve oluşturur. `checkpoint` parametresi, modelin önceden eğitilmiş ağırlıklarını yükler.\\n\",\n    \"- `sam.to(device=device)`: Modeli belirtilen cihaz (`cuda`) üzerine taşır. Bu, modelin GPU üzerinde çalışmasını sağlar.\\n\",\n    \"\\n\",\n    \"### 5. **Otomatik Maske Üreticisi Oluşturma**\\n\",\n    \"\\n\",\n    \"```python\\n\",\n    \"mask_generator = SamAutomaticMaskGenerator(sam)\\n\",\n    \"```\\n\",\n    \"- `SamAutomaticMaskGenerator(sam)`: `sam` modelini kullanarak otomatik maskeler oluşturacak bir `SamAutomaticMaskGenerator` örneği oluşturur. Bu sınıf, modelin segmentasyon işlemlerini otomatik olarak yapmasını sağlar.\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"1848a108\",\n   \"metadata\": {\n    \"id\": \"1848a108\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"import sys\\n\",\n    \"sys.path.append(\\\"..\\\")\\n\",\n    \"from segment_anything import sam_model_registry, SamAutomaticMaskGenerator, SamPredictor\\n\",\n    \"\\n\",\n    \"sam_checkpoint = \\\"sam_vit_h_4b8939.pth\\\"\\n\",\n    \"model_type = \\\"vit_h\\\"\\n\",\n    \"\\n\",\n    \"device = \\\"cuda\\\"\\n\",\n    \"\\n\",\n    \"sam = sam_model_registry[model_type](checkpoint=sam_checkpoint)\\n\",\n    \"sam.to(device=device)\\n\",\n    \"\\n\",\n    \"mask_generator = SamAutomaticMaskGenerator(sam)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"391771c1\",\n   \"metadata\": {\n    \"id\": \"391771c1\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"masks = mask_generator.generate(image)\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"e36a1a39\",\n   \"metadata\": {\n    \"id\": \"e36a1a39\"\n   },\n   \"source\": [\n    \"Maske oluşturma, her maskenin maske hakkında çeşitli veriler içeren bir sözlük olduğu maskeler üzerinde bir liste döndürür. Bu anahtarlar şunlardır:\\n\",\n    \"\\n\",\n    \"- segmentation : maske\\n\",\n    \"- area : maskenin piksel cinsinden alanı\\n\",\n    \"- bbox : maskenin XYWH biçimindeki sınır kutusu\\n\",\n    \"- predicted_iou : maskenin kalitesi için modelin kendi tahmini\\n\",\n    \"- point_coords : bu maskeyi oluşturan örneklenmiş giriş noktası\\n\",\n    \"- stability_score : maske kalitesinin ek bir ölçüsü\\n\",\n    \"- crop_box : bu maskeyi XYWH biçiminde oluşturmak için kullanılan görüntünün kırpılması\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"4fae8d66\",\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"4fae8d66\",\n    \"outputId\": \"60c73ee1-02ad-4382-b484-3406c66ae12a\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"print(len(masks))\\n\",\n    \"print(masks[0].keys())\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"53009a1f\",\n   \"metadata\": {\n    \"id\": \"53009a1f\"\n   },\n   \"source\": [\n    \"## Tüm maskeleri görüntüle\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"77ac29c5\",\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 764\n    },\n    \"id\": \"77ac29c5\",\n    \"outputId\": \"a5e9c453-5905-4d49-d093-dde1d70d44d1\",\n    \"scrolled\": false\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"plt.figure(figsize=(20,20))\\n\",\n    \"plt.imshow(image)\\n\",\n    \"show_anns(masks)\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"00b3d6b2\",\n   \"metadata\": {\n    \"id\": \"00b3d6b2\"\n   },\n   \"source\": [\n    \"## Otomatik maske oluşturma seçenekleri\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"183de84e\",\n   \"metadata\": {\n    \"id\": \"183de84e\"\n   },\n   \"source\": [\n    \"\\n\",\n    \"### Parametreler ve Anlamları\\n\",\n    \"\\n\",\n    \"1. **`model=sam`**\\n\",\n    \"   - Bu parametre, `SamAutomaticMaskGenerator` sınıfına, segmentasyon işlemlerini gerçekleştirecek SAM modelinin örneğini sağlar. Bu, daha önce tanımladığınız `sam` modelini kullanır.\\n\",\n    \"\\n\",\n    \"2. **`points_per_side=32`**\\n\",\n    \"   - Bu parametre, her bir kenarın üzerinde kaç tane nokta kullanılacağını belirtir. Yüksek bir değer, daha detaylı ve hassas maskeler oluşturabilir. Genellikle, bu değer segmentasyonun hassasiyetini etkiler.\\n\",\n    \"\\n\",\n    \"3. **`pred_iou_thresh=0.86`**\\n\",\n    \"   - Bu, modelin tahmin ettiği maskelerin doğruluğunu belirlemek için kullanılan bir eşik değeridir.\\n\",\n    \"   - `IOU` (Intersection Over Union) skoru, tahmin edilen maske ile gerçek maske arasındaki örtüşmeyi ölçer. Bu eşik değer, sadece belirli bir IOU skoru veya daha yüksek olan maskeleri kabul eder.\\n\",\n    \"\\n\",\n    \"4. **`stability_score_thresh=0.92`**\\n\",\n    \"   - Bu eşik değeri, segmentasyon maskelerinin kararlılığını değerlendirir.\\n\",\n    \"   - Daha yüksek bir `stability_score_thresh`, maskelerin daha tutarlı ve güvenilir olmasını sağlar. Maskelerin bu eşik değerinin altında kalanları yoksayar.\\n\",\n    \"\\n\",\n    \"5. **`crop_n_layers=1`**\\n\",\n    \"   - Maskelerin kesilmesinde kullanılacak katman sayısını belirler. Daha fazla katman, daha iyi ayrıntı ve kesinlik sağlayabilir, ancak işlem süresini uzatabilir.\\n\",\n    \"\\n\",\n    \"6. **`crop_n_points_downscale_factor=2`**\\n\",\n    \"   - Bu faktör, maskelerin kesilmesinde kullanılan nokta sayısının ölçeklendirme faktörüdür. Düşük bir faktör, daha fazla nokta kullanır, bu da daha hassas maskeler oluşturur, ancak işlem süresini artırabilir.\\n\",\n    \"\\n\",\n    \"7. **`min_mask_region_area=100`**\\n\",\n    \"   - Bu, maskelenmiş bölgelerin minimum alanını belirler. Bu değerin altında kalan bölgeler yoksayılır. Bu, küçük, önemsiz bölgelerin maskelenmesini engeller.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"68364513\",\n   \"metadata\": {\n    \"id\": \"68364513\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"mask_generator_2 = SamAutomaticMaskGenerator(\\n\",\n    \"    model=sam,\\n\",\n    \"    points_per_side=32,\\n\",\n    \"    pred_iou_thresh=0.86,\\n\",\n    \"    stability_score_thresh=0.92,\\n\",\n    \"    crop_n_layers=1,\\n\",\n    \"    crop_n_points_downscale_factor=2,\\n\",\n    \"    min_mask_region_area=100,  # Requires open-cv to run post-processing\\n\",\n    \")\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"bebcdaf1\",\n   \"metadata\": {\n    \"id\": \"bebcdaf1\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"masks2 = mask_generator_2.generate(image)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"b8473f3c\",\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"b8473f3c\",\n    \"outputId\": \"0113fad6-debf-44f0-8752-97579a1dd69d\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"len(masks2)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"fb702ae3\",\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 764\n    },\n    \"id\": \"fb702ae3\",\n    \"outputId\": \"957a3d9a-c087-426f-a6d9-98c37624cc36\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"plt.figure(figsize=(20,20))\\n\",\n    \"plt.imshow(image)\\n\",\n    \"show_anns(masks2)\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.show()\"\n   ]\n  }\n ],\n \"metadata\": {\n  \"accelerator\": \"GPU\",\n  \"colab\": {\n   \"gpuType\": \"T4\",\n   \"provenance\": [],\n   \"toc_visible\": true\n  },\n  \"kernelspec\": {\n   \"display_name\": \"Python 3 (ipykernel)\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 3\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython3\",\n   \"version\": \"3.10.12\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 5\n}\n"
  },
  {
    "path": "Tematik_Egitimler/Derin_Ogrenme_ile_Goruntu_Isleme_Temmuz_2024/Uygulamalar/T_Uyg_5_predictor.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"f400486b\",\n   \"metadata\": {\n    \"id\": \"f400486b\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"# Copyright (c) Meta Platforms, Inc. and affiliates.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"a1ae39ff\",\n   \"metadata\": {\n    \"id\": \"a1ae39ff\"\n   },\n   \"source\": [\n    \"# Object masks from prompts with SAM - SAM ile istemlerden nesne maskeleri\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"b4a4b25c\",\n   \"metadata\": {\n    \"id\": \"b4a4b25c\"\n   },\n   \"source\": [\n    \"Segment Anything Model (SAM), istenen nesneyi belirten istemler verildiğinde nesne maskelerini tahmin eder. Model önce görüntüyü, bir istemden yüksek kaliteli maskelerin verimli bir şekilde üretilmesine olanak tanıyan bir görüntü yerleştirmeye dönüştürür.\\n\",\n    \"\\n\",\n    \"SamPredictor sınıfı, modele istemde bulunmak için modele kolay bir arayüz sağlar. Kullanıcının önce set_image yöntemini kullanarak bir görüntü ayarlamasına olanak tanır; bu yöntem, gerekli görüntü yerleştirmelerini hesaplar. Daha sonra, bu istemlerden maskeleri verimli bir şekilde tahmin etmek için predict yöntemi aracılığıyla istemler sağlanabilir. Model, hem nokta hem de kutu istemlerini ve ayrıca önceki tahmin yinelemesinden maskeleri girdi olarak alabilir.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"644532a8\",\n   \"metadata\": {\n    \"id\": \"644532a8\"\n   },\n   \"source\": [\n    \"## Set-up\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"91dd9a89\",\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"91dd9a89\",\n    \"outputId\": \"3900f503-7f59-436b-9ada-3ac28c9dc4d3\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"import torch\\n\",\n    \"import torchvision\\n\",\n    \"print(\\\"PyTorch version:\\\", torch.__version__)\\n\",\n    \"print(\\\"Torchvision version:\\\", torchvision.__version__)\\n\",\n    \"print(\\\"CUDA is available:\\\", torch.cuda.is_available())\\n\",\n    \"import sys\\n\",\n    \"!{sys.executable} -m pip install opencv-python matplotlib\\n\",\n    \"!{sys.executable} -m pip install 'git+https://github.com/facebookresearch/segment-anything.git'\\n\",\n    \"\\n\",\n    \"!mkdir images\\n\",\n    \"!wget -P images https://raw.githubusercontent.com/facebookresearch/segment-anything/main/notebooks/images/truck.jpg\\n\",\n    \"!wget -P images https://raw.githubusercontent.com/facebookresearch/segment-anything/main/notebooks/images/groceries.jpg\\n\",\n    \"!wget https://dl.fbaipublicfiles.com/segment_anything/sam_vit_h_4b8939.pth\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"0be845da\",\n   \"metadata\": {\n    \"id\": \"0be845da\"\n   },\n   \"source\": [\n    \"## Gerekli kütüphane ve fonksiyonların yüklenmesi\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"69b28288\",\n   \"metadata\": {\n    \"id\": \"69b28288\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"import numpy as np\\n\",\n    \"import torch\\n\",\n    \"import matplotlib.pyplot as plt\\n\",\n    \"import cv2\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"BqAuLjxS7gub\",\n   \"metadata\": {\n    \"id\": \"BqAuLjxS7gub\"\n   },\n   \"source\": [\n    \"### Bir görüntü üzerinde maskeleri, noktaları ve dikdörtgenleri (kutu) gösterme\\n\",\n    \"\\n\",\n    \"### 1. **`show_mask` Fonksiyonu**\\n\",\n    \"\\n\",\n    \"\\n\",\n    \"- **Parametreler:**\\n\",\n    \"  - `mask`: Görüntüdeki bir nesnenin maske verilerini içeren bir NumPy dizisi. Genellikle 2D (yükseklik, genişlik) şeklindedir.\\n\",\n    \"  - `ax`: matplotlib ekseni (`Axes`) nesnesi. Maskenin bu eksende gösterilmesini sağlar.\\n\",\n    \"  - `random_color`: Eğer `True` ise, maskeye rastgele bir renk atanır. Eğer `False` ise, önceden belirlenmiş bir renk kullanılır.\\n\",\n    \"\\n\",\n    \"- **Fonksiyonun İşleyişi:**\\n\",\n    \"  - **Renk Seçimi:** Eğer `random_color` `True` ise, rastgele bir RGB renk ve alfa (şeffaflık) değeri oluşturulur. Aksi takdirde, sabit bir renk (`[30/255, 144/255, 255/255, 0.6]`, bu mavi bir renk tonu) seçilir.\\n\",\n    \"  - **Maskenin Şekli:** Maskenin yüksekliği (`h`) ve genişliği (`w`) belirlenir.\\n\",\n    \"  - **Maskeyi Görselleştirme:** Maskeyi renkli bir görüntüye dönüştürmek için, `mask` verisi ve `color` verisi birleştirilir ve `ax.imshow()` ile eksende gösterilir.\\n\",\n    \"\\n\",\n    \"### 2. **`show_points` Fonksiyonu**\\n\",\n    \"\\n\",\n    \"\\n\",\n    \"- **Parametreler:**\\n\",\n    \"  - `coords`: Noktaların koordinatlarını içeren bir NumPy dizisi. Her nokta iki koordinat (x, y) içerir.\\n\",\n    \"  - `labels`: Her noktanın etiketini içeren bir NumPy dizisi. Örneğin, `1` ve `0` gibi etiketler.\\n\",\n    \"  - `ax`: matplotlib ekseni (`Axes`) nesnesi. Noktaların bu eksende gösterilmesini sağlar.\\n\",\n    \"  - `marker_size`: Noktaların boyutu.\\n\",\n    \"\\n\",\n    \"- **Fonksiyonun İşleyişi:**\\n\",\n    \"  - **Pozitif ve Negatif Noktalar:** `coords` ve `labels` kullanılarak, pozitif (`labels==1`) ve negatif (`labels==0`) noktalar ayrılır.\\n\",\n    \"  - **Noktaları Görselleştirme:** Pozitif noktalar yeşil renkte, negatif noktalar ise kırmızı renkte yıldız (`*`) işareti olarak gösterilir. `edgecolor` ve `linewidth` parametreleri, nokta sınırlarının beyaz ve 1.25 piksel kalınlığında olmasını sağlar.\\n\",\n    \"\\n\",\n    \"### 3. **`show_box` Fonksiyonu**\\n\",\n    \"\\n\",\n    \"\\n\",\n    \"- **Parametreler:**\\n\",\n    \"  - `box`: Bir dikdörtgenin koordinatlarını ve boyutlarını içeren bir liste veya dizi `[x0, y0, x1, y1]`. `x0` ve `y0` sol üst köşenin koordinatları, `x1` ve `y1` ise sağ alt köşenin koordinatlarıdır.\\n\",\n    \"  - `ax`: matplotlib ekseni (`Axes`) nesnesi. Dikdörtgenin bu eksende gösterilmesini sağlar.\\n\",\n    \"\\n\",\n    \"- **Fonksiyonun İşleyişi:**\\n\",\n    \"  - **Dikdörtgenin Koordinatları ve Boyutları:** Dikdörtgenin sol üst köşesi (`x0`, `y0`) ve genişliği (`w`), yüksekliği (`h`) hesaplanır.\\n\",\n    \"  - **Dikdörtgeni Görselleştirme:** `plt.Rectangle` ile dikdörtgen eklenir. Dikdörtgenin kenar rengi yeşil (`edgecolor='green'`), iç rengi ise tamamen şeffaf (`facecolor=(0,0,0,0)`) olarak ayarlanır. Kenar kalınlığı (`lw`) 2 piksel olarak belirlenir.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"29bc90d5\",\n   \"metadata\": {\n    \"id\": \"29bc90d5\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"def show_mask(mask, ax, random_color=False):\\n\",\n    \"    if random_color:\\n\",\n    \"        color = np.concatenate([np.random.random(3), np.array([0.6])], axis=0)\\n\",\n    \"    else:\\n\",\n    \"        color = np.array([30/255, 144/255, 255/255, 0.6])\\n\",\n    \"    h, w = mask.shape[-2:]\\n\",\n    \"    mask_image = mask.reshape(h, w, 1) * color.reshape(1, 1, -1)\\n\",\n    \"    ax.imshow(mask_image)\\n\",\n    \"\\n\",\n    \"def show_points(coords, labels, ax, marker_size=375):\\n\",\n    \"    pos_points = coords[labels==1]\\n\",\n    \"    neg_points = coords[labels==0]\\n\",\n    \"    ax.scatter(pos_points[:, 0], pos_points[:, 1], color='green', marker='*', s=marker_size, edgecolor='white', linewidth=1.25)\\n\",\n    \"    ax.scatter(neg_points[:, 0], neg_points[:, 1], color='red', marker='*', s=marker_size, edgecolor='white', linewidth=1.25)\\n\",\n    \"\\n\",\n    \"def show_box(box, ax):\\n\",\n    \"    x0, y0 = box[0], box[1]\\n\",\n    \"    w, h = box[2] - box[0], box[3] - box[1]\\n\",\n    \"    ax.add_patch(plt.Rectangle((x0, y0), w, h, edgecolor='green', facecolor=(0,0,0,0), lw=2))\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"23842fb2\",\n   \"metadata\": {\n    \"id\": \"23842fb2\"\n   },\n   \"source\": [\n    \"## Örnek görselleştirme\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"3c2e4f6b\",\n   \"metadata\": {\n    \"id\": \"3c2e4f6b\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"image = cv2.imread('images/truck.jpg')\\n\",\n    \"image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"e30125fd\",\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 582\n    },\n    \"id\": \"e30125fd\",\n    \"outputId\": \"fa0ccf75-013d-4f81-b12d-549fb5a2ccfa\",\n    \"scrolled\": false\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"plt.figure(figsize=(10,10))\\n\",\n    \"plt.imshow(image)\\n\",\n    \"plt.axis('on')\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"98b228b8\",\n   \"metadata\": {\n    \"id\": \"98b228b8\"\n   },\n   \"source\": [\n    \"## SAM ile nesne seçimi\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"V1EFdL5C8a2U\",\n   \"metadata\": {\n    \"id\": \"V1EFdL5C8a2U\"\n   },\n   \"source\": [\n    \"### **Modül ve Sınıfları İçe Aktarmak**\\n\",\n    \"\\n\",\n    \"```python\\n\",\n    \"from segment_anything import sam_model_registry, SamAutomaticMaskGenerator, SamPredictor\\n\",\n    \"```\\n\",\n    \"- Bu satır, `segment_anything` adlı modülden gerekli sınıfları içe aktarır:\\n\",\n    \"  - `sam_model_registry`: SAM modelinin kayıtlı türlerinin bulunduğu bir sözlük veya liste.\\n\",\n    \"  - `SamAutomaticMaskGenerator`: Otomatik maskeleme işlemini gerçekleştiren sınıf.\\n\",\n    \"  - `SamPredictor`: SAM modelinin tahmin yapabilen bir sınıf\\n\",\n    \"\\n\",\n    \"### 3. **Model ve Aygıt Ayarları**\\n\",\n    \"\\n\",\n    \"```python\\n\",\n    \"sam_checkpoint = \\\"sam_vit_h_4b8939.pth\\\"\\n\",\n    \"model_type = \\\"vit_h\\\"\\n\",\n    \"device = \\\"cuda\\\"\\n\",\n    \"```\\n\",\n    \"- `sam_checkpoint`: Eğitimli SAM modelinin ağırlık dosyasının adı.\\n\",\n    \"- `model_type`: Kullanılacak modelin türü. Bu örnekte `vit_h` (Vision Transformer, büyük boyutlu).\\n\",\n    \"- `device`: Modelin çalışacağı cihaz. `cuda` ifadesi, GPU (CUDA uyumlu) kullanmak anlamına gelir.\\n\",\n    \"\\n\",\n    \"### 4. **Modeli Yükleme ve Aygıta Gönderme**\\n\",\n    \"\\n\",\n    \"```python\\n\",\n    \"sam = sam_model_registry[model_type](checkpoint=sam_checkpoint)\\n\",\n    \"sam.to(device=device)\\n\",\n    \"```\\n\",\n    \"- `sam_model_registry[model_type]`: Model türüne göre (`vit_h` burada) modelin sınıfını seçer ve oluşturur. `checkpoint` parametresi, modelin önceden eğitilmiş ağırlıklarını yükler.\\n\",\n    \"- `sam.to(device=device)`: Modeli belirtilen cihaz (`cuda`) üzerine taşır. Bu, modelin GPU üzerinde çalışmasını sağlar.\\n\",\n    \"\\n\",\n    \"### 4. **`SamPredictor` Sınıfı**\\n\",\n    \"\\n\",\n    \"```python\\n\",\n    \"predictor = SamPredictor(sam)\\n\",\n    \"```\\n\",\n    \"\\n\",\n    \"Bu kod satırı, `SamPredictor` sınıfının bir örneğini oluşturur ve bu örneği `predictor` olarak adlandırır. Bu sınıf, SAM (Segment Anything Model) modelini kullanarak tahminler yapma yeteneğine sahiptir.\\n\",\n    \"\\n\",\n    \"\\n\",\n    \"   - `SamPredictor`, genellikle SAM modelinin tahmin yapabilen bir sınıfıdır. Bu sınıf, modelin görüntüler üzerinde segmentasyon veya diğer tahminler yapmasını sağlar.\\n\",\n    \"   - `SamPredictor` sınıfının, tahmin yapabilmek için modelin bir örneğini (`sam`) alması gerekmektedir.\\n\",\n    \"\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"7e28150b\",\n   \"metadata\": {\n    \"id\": \"7e28150b\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"import sys\\n\",\n    \"sys.path.append(\\\"..\\\")\\n\",\n    \"from segment_anything import sam_model_registry, SamPredictor\\n\",\n    \"\\n\",\n    \"sam_checkpoint = \\\"sam_vit_h_4b8939.pth\\\"\\n\",\n    \"model_type = \\\"vit_h\\\"\\n\",\n    \"\\n\",\n    \"device = \\\"cuda\\\"\\n\",\n    \"\\n\",\n    \"sam = sam_model_registry[model_type](checkpoint=sam_checkpoint)\\n\",\n    \"sam.to(device=device)\\n\",\n    \"\\n\",\n    \"predictor = SamPredictor(sam)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"d95d48dd\",\n   \"metadata\": {\n    \"id\": \"d95d48dd\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"predictor.set_image(image)\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"d8fc7a46\",\n   \"metadata\": {\n    \"id\": \"d8fc7a46\"\n   },\n   \"source\": [\n    \"- Kamyonu seçmek için üzerinde bir nokta seçin.\\n\",\n    \"- Noktalar modele (x,y) formatında girilir ve 1 (ön plan noktası) veya 0 (arka plan noktası) etiketleriyle gelir.\\n\",\n    \"- Birden fazla nokta girilebilir; burada yalnızca birini kullanıyoruz.\\n\",\n    \"- Seçilen nokta görüntüde bir yıldız olarak gösterilecektir.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"5c69570c\",\n   \"metadata\": {\n    \"id\": \"5c69570c\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"input_point = np.array([[500, 375]])\\n\",\n    \"input_label = np.array([1])\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"a91ba973\",\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 582\n    },\n    \"id\": \"a91ba973\",\n    \"outputId\": \"40f5766e-bd22-4762-aa1e-d7d2d4eee327\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"plt.figure(figsize=(10,10))\\n\",\n    \"plt.imshow(image)\\n\",\n    \"show_points(input_point, input_label, plt.gca())\\n\",\n    \"plt.axis('on')\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"c765e952\",\n   \"metadata\": {\n    \"id\": \"c765e952\"\n   },\n   \"source\": [\n    \"`predictor` nesnesini kullanarak bir görüntü üzerinde tahminler yapar ve bu tahminlerin sonuçlarını alır. `predictor.predict()` fonksiyonu, verilen noktalara ve etiketlere dayanarak segmentasyon maskeleri üretir.\\n\",\n    \"\\n\",\n    \"\\n\",\n    \"\\n\",\n    \"#### Parametreler:\\n\",\n    \"\\n\",\n    \"1. **`point_coords=input_point`**\\n\",\n    \"   - Bu parametre, tahmin yapılacak noktalardan oluşan koordinatları içerir. `input_point`, bir dizi (veya liste) halinde (x, y) koordinatlarını barındırır ve bu noktalar segmentasyon maskelerinin oluşturulmasında kullanılacaktır.\\n\",\n    \"\\n\",\n    \"2. **`point_labels=input_label`**\\n\",\n    \"   - Bu parametre, her noktanın etiketini belirtir. `input_label`, `input_point` koordinatlarına karşılık gelen etiketler içerir.\\n\",\n    \"\\n\",\n    \"3. **`multimask_output=True`**\\n\",\n    \"   - **Açıklama:** Bu parametre, birden fazla maske üretimini etkinleştirir.\\n\",\n    \"\\n\",\n    \"#### Dönen Değerler:\\n\",\n    \"\\n\",\n    \"1. **`masks`**\\n\",\n    \"   - Model tarafından üretilen segmentasyon maskeleridir.\\n\",\n    \"\\n\",\n    \"2. **`scores`**\\n\",\n    \"   - Her segmentasyon maskesinin güven skorlarını içerir.\\n\",\n    \"\\n\",\n    \"3. **`logits`**\\n\",\n    \"   - Modelin tahmin ettiği ham çıktılardır. Genellikle, sınıflandırma veya segmentasyon problemlerinde, modelin her piksel için tahmin ettiği olasılıkları veya skorlardır.\\n\",\n    \"\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"5373fd68\",\n   \"metadata\": {\n    \"id\": \"5373fd68\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"masks, scores, logits = predictor.predict(\\n\",\n    \"    point_coords=input_point,\\n\",\n    \"    point_labels=input_label,\\n\",\n    \"    multimask_output=True,\\n\",\n    \")\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"47821187\",\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"47821187\",\n    \"outputId\": \"dcb85128-e4a9-44c1-e927-d73c47f5d1af\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"masks.shape  # (number_of_masks) x H x W\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"e9c227a6\",\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 1000\n    },\n    \"id\": \"e9c227a6\",\n    \"outputId\": \"698fc104-7017-4951-8769-ab732ce79429\",\n    \"scrolled\": false\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"for i, (mask, score) in enumerate(zip(masks, scores)):\\n\",\n    \"    plt.figure(figsize=(10,10))\\n\",\n    \"    plt.imshow(image)\\n\",\n    \"    show_mask(mask, plt.gca())\\n\",\n    \"    show_points(input_point, input_label, plt.gca())\\n\",\n    \"    plt.title(f\\\"Mask {i+1}, Score: {score:.3f}\\\", fontsize=18)\\n\",\n    \"    plt.axis('off')\\n\",\n    \"    plt.show()\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"3fa31f7c\",\n   \"metadata\": {\n    \"id\": \"3fa31f7c\"\n   },\n   \"source\": [\n    \"## Ek noktalarla belirli bir nesneyi tanımlama\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"88d6d29a\",\n   \"metadata\": {\n    \"id\": \"88d6d29a\"\n   },\n   \"source\": [\n    \"Tek girdi noktası belirsizdir ve model bununla tutarlı birden fazla nesne döndürmüştür. Tek bir nesne elde etmek için birden fazla nokta sağlanabilir. Mevcutsa, tahminde yardımcı olması için önceki bir yinelemeden bir maske de modele sağlanabilir. Birden fazla istem içeren tek bir nesne belirtirken, multimask_output=False ayarlanarak tek bir maske talep edilebilir.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"Jz0eSZQo_HjB\",\n   \"metadata\": {\n    \"id\": \"Jz0eSZQo_HjB\"\n   },\n   \"source\": [\n    \"### Birden fazla nokta tanımlama\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"f6923b94\",\n   \"metadata\": {\n    \"id\": \"f6923b94\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"input_point = np.array([[500, 375], [1125, 625]])\\n\",\n    \"input_label = np.array([1, 1])\\n\",\n    \"\\n\",\n    \"mask_input = logits[np.argmax(scores), :, :]  # Choose the model's best mask\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"d98f96a1\",\n   \"metadata\": {\n    \"id\": \"d98f96a1\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"masks, _, _ = predictor.predict(\\n\",\n    \"    point_coords=input_point,\\n\",\n    \"    point_labels=input_label,\\n\",\n    \"    mask_input=mask_input[None, :, :],\\n\",\n    \"    multimask_output=False,\\n\",\n    \")\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"0ce8b82f\",\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"0ce8b82f\",\n    \"outputId\": \"b8e7556c-338a-4e6c-951c-0714f4225357\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"masks.shape\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"e06d5c8d\",\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 553\n    },\n    \"id\": \"e06d5c8d\",\n    \"outputId\": \"fe8cfdd2-8e00-40b8-b8f1-fb68f60fa719\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"plt.figure(figsize=(10,10))\\n\",\n    \"plt.imshow(image)\\n\",\n    \"show_mask(masks, plt.gca())\\n\",\n    \"show_points(input_point, input_label, plt.gca())\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"c93e2087\",\n   \"metadata\": {\n    \"id\": \"c93e2087\"\n   },\n   \"source\": [\n    \"### Arabayı hariç tutmak ve sadece pencereyi belirtmek için, bir arka plan noktası (burada kırmızıyla gösterilen 0 etiketli) sağlanabilir.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"9a196f68\",\n   \"metadata\": {\n    \"id\": \"9a196f68\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"input_point = np.array([[500, 375], [1125, 625]])\\n\",\n    \"input_label = np.array([1, 0])\\n\",\n    \"\\n\",\n    \"mask_input = logits[np.argmax(scores), :, :]  # Choose the model's best mask\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"81a52282\",\n   \"metadata\": {\n    \"id\": \"81a52282\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"masks, _, _ = predictor.predict(\\n\",\n    \"    point_coords=input_point,\\n\",\n    \"    point_labels=input_label,\\n\",\n    \"    mask_input=mask_input[None, :, :],\\n\",\n    \"    multimask_output=False,\\n\",\n    \")\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"bfca709f\",\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 553\n    },\n    \"id\": \"bfca709f\",\n    \"outputId\": \"d2d87489-2aea-4e49-dd8b-ce00a8fb7f48\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"plt.figure(figsize=(10, 10))\\n\",\n    \"plt.imshow(image)\\n\",\n    \"show_mask(masks, plt.gca())\\n\",\n    \"show_points(input_point, input_label, plt.gca())\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"41e2d5a9\",\n   \"metadata\": {\n    \"id\": \"41e2d5a9\"\n   },\n   \"source\": [\n    \"## Belirli bir nesneyi kutuyla belirtme\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"8ea92a7b\",\n   \"metadata\": {\n    \"id\": \"8ea92a7b\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"input_box = np.array([425, 600, 700, 875])\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"SGyszhvk_0rM\",\n   \"metadata\": {\n    \"id\": \"SGyszhvk_0rM\"\n   },\n   \"source\": [\n    \"Bu kod satırı, `predictor` nesnesinin `predict()` metodunu kullanarak bir görüntü üzerinde segmentasyon maskeleri tahmin eder. Ancak, bu sefer sadece bir dikdörtgen (kutu) kullanılarak tahmin yapılır.\\n\",\n    \"\\n\",\n    \"\\n\",\n    \"\\n\",\n    \"#### Parametreler:\\n\",\n    \"\\n\",\n    \"1. **`point_coords=None`**\\n\",\n    \"   - Bu parametre, tahmin yapılacak noktaların koordinatlarını belirtir. `None` değeri verildiğinde, nokta tabanlı tahmin yapılmaz.\\n\",\n    \"\\n\",\n    \"2. **`point_labels=None`**\\n\",\n    \"   - Bu parametre, her nokta için etiketleri belirtir. `None` değeri verildiğinde, etiket tabanlı tahmin yapılmaz.\\n\",\n    \"\\n\",\n    \"3. **`box=input_box[None, :]`**\\n\",\n    \"   - Bu parametre, tahmin yapılacak dikdörtgen kutunun koordinatlarını belirtir. `input_box` bir dikdörtgenin koordinatlarını içerir ve `None` ile bir eksen boyutu eklenmiştir. Bu şekilde, kutu şekli doğru şekilde işlenir.\\n\",\n    \"\\n\",\n    \"4. **`multimask_output=False`**\\n\",\n    \"   - Bu parametre, birden fazla maske üretimini devre dışı bırakır. `False` değeri verildiğinde, model yalnızca bir tane maske üretir. Eğer `True` olsaydı, model birden fazla olası maske üretirdi.\\n\",\n    \"\\n\",\n    \"#### Dönen Değerler:\\n\",\n    \"\\n\",\n    \"1. **`masks`**\\n\",\n    \"   - Model tarafından üretilen segmentasyon maskeleridir.\\n\",\n    \"\\n\",\n    \"2. **`_` (ilk boş değer)**\\n\",\n    \"   - Bu değer, modelin tahmin ettiği skorları veya diğer bilgi türlerini temsil eder.\\n\",\n    \"\\n\",\n    \"3. **`_` (ikinci boş değer)**\\n\",\n    \"   - Bu değer, modelin tahmin ettiği logitleri veya diğer bilgi türlerini temsil eder.\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"b35a8814\",\n   \"metadata\": {\n    \"id\": \"b35a8814\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"masks, _, _ = predictor.predict(\\n\",\n    \"    point_coords=None,\\n\",\n    \"    point_labels=None,\\n\",\n    \"    box=input_box[None, :],\\n\",\n    \"    multimask_output=False,\\n\",\n    \")\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"984b79c1\",\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 553\n    },\n    \"id\": \"984b79c1\",\n    \"outputId\": \"3c87591a-53e5-4269-e05a-e9e44703f875\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"plt.figure(figsize=(10, 10))\\n\",\n    \"plt.imshow(image)\\n\",\n    \"show_mask(masks[0], plt.gca())\\n\",\n    \"show_box(input_box, plt.gca())\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"c1ed9f0a\",\n   \"metadata\": {\n    \"id\": \"c1ed9f0a\"\n   },\n   \"source\": [\n    \"## Noktaları ve kutuları birleştirme\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"90e2e547\",\n   \"metadata\": {\n    \"id\": \"90e2e547\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"input_box = np.array([425, 600, 700, 875])\\n\",\n    \"input_point = np.array([[575, 750]])\\n\",\n    \"input_label = np.array([0])\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"6956d8c4\",\n   \"metadata\": {\n    \"id\": \"6956d8c4\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"masks, _, _ = predictor.predict(\\n\",\n    \"    point_coords=input_point,\\n\",\n    \"    point_labels=input_label,\\n\",\n    \"    box=input_box,\\n\",\n    \"    multimask_output=False,\\n\",\n    \")\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"8e13088a\",\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 553\n    },\n    \"id\": \"8e13088a\",\n    \"outputId\": \"0776b042-4f7a-4d69-bf4d-6219159aaece\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"plt.figure(figsize=(10, 10))\\n\",\n    \"plt.imshow(image)\\n\",\n    \"show_mask(masks[0], plt.gca())\\n\",\n    \"show_box(input_box, plt.gca())\\n\",\n    \"show_points(input_point, input_label, plt.gca())\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"45ddbca3\",\n   \"metadata\": {\n    \"id\": \"45ddbca3\"\n   },\n   \"source\": [\n    \"## Toplu istem girdileri (Batched prompt inputs)\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"df6f18a0\",\n   \"metadata\": {\n    \"id\": \"df6f18a0\"\n   },\n   \"source\": [\n    \"- SamPredictor, predict_torch metodunu kullanarak aynı görüntü için birden fazla giriş istemi alabilir.\\n\",\n    \"- Bu metot, giriş noktalarının zaten torch tensörleri olduğunu ve giriş karesine dönüştürüldüğünü varsayar.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"0a06681b\",\n   \"metadata\": {\n    \"id\": \"0a06681b\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"input_boxes = torch.tensor([\\n\",\n    \"    [75, 275, 1725, 850],\\n\",\n    \"    [425, 600, 700, 875],\\n\",\n    \"    [1375, 550, 1650, 800],\\n\",\n    \"    [1240, 675, 1400, 750],\\n\",\n    \"], device=predictor.device)\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"bf957d16\",\n   \"metadata\": {\n    \"id\": \"bf957d16\"\n   },\n   \"source\": [\n    \"1. **`transformed_boxes = predictor.transform.apply_boxes_torch(input_boxes, image.shape[:2])`**\\n\",\n    \"\\n\",\n    \"   - **`predictor.transform.apply_boxes_torch`**:\\n\",\n    \"     -  Bu, `predictor` nesnesinin bir dönüştürme (transform) işlevi olup, kutu koordinatlarını (box coordinates) modelin giriş formatına dönüştürür.\\n\",\n    \"     - **Fonksiyon:** `apply_boxes_torch` genellikle kutu koordinatlarını PyTorch tensor formatına dönüştürür ve modelin beklentilerine uygun hale getirir.\\n\",\n    \"\\n\",\n    \"   - **`input_boxes`**:\\n\",\n    \"     - Tahmin yapılacak kutuların koordinatlarını içeren bir liste veya dizi olup genellikle `[x0, y0, x1, y1]` formatında olur.\\n\",\n    \"   \\n\",\n    \"   - **`image.shape[:2]`**:\\n\",\n    \"     - Görüntünün yüksekliği ve genişliği.\\n\",\n    \"\\n\",\n    \"   - **Sonuç:** `transformed_boxes`, modelin tahmin yapması için uygun formatta dönüştürülmüş kutu koordinatlarını içerir.\\n\",\n    \"\\n\",\n    \"2. **`masks, _, _ = predictor.predict_torch(\\n\",\n    \"    point_coords=None,\\n\",\n    \"    point_labels=None,\\n\",\n    \"    boxes=transformed_boxes,\\n\",\n    \"    multimask_output=False,\\n\",\n    \")`**\\n\",\n    \"\\n\",\n    \"   - **`predictor.predict_torch`**:\\n\",\n    \"     - `predictor` nesnesinin PyTorch tabanlı tahmin metodudur. Bu metod, dönüştürülmüş kutular üzerinde tahmin yapar.\\n\",\n    \"\\n\",\n    \"   - **Parametreler:**\\n\",\n    \"     - **`point_coords=None`**: Nokta tabanlı tahmin yapılmaz.\\n\",\n    \"     - **`point_labels=None`**: Etiket tabanlı tahmin yapılmaz.\\n\",\n    \"     - **`boxes=transformed_boxes`**: Daha önce dönüştürülmüş kutu koordinatları kullanılır.\\n\",\n    \"     - **`multimask_output=False`**: Yalnızca bir maske üretilecektir. Birden fazla maske üretmek için `True` değeri verilmelidir.\\n\",\n    \"\\n\",\n    \"   - **Dönen Değerler:**\\n\",\n    \"     - **`masks`**: Model tarafından üretilen segmentasyon maskeleridir. `transformed_boxes` üzerinde tahmin edilmiştir.\\n\",\n    \"     - **`_` (ilk boş değer)**: Modelin tahmin ettiği skorları veya diğer bilgi türlerini temsil eder, ancak burada kullanılmamaktadır.\\n\",\n    \"     - **`_` (ikinci boş değer)**: Modelin tahmin ettiği logitleri veya diğer bilgi türlerini temsil eder, ancak burada kullanılmamaktadır.\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"117521a3\",\n   \"metadata\": {\n    \"id\": \"117521a3\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"transformed_boxes = predictor.transform.apply_boxes_torch(input_boxes, image.shape[:2])\\n\",\n    \"masks, _, _ = predictor.predict_torch(\\n\",\n    \"    point_coords=None,\\n\",\n    \"    point_labels=None,\\n\",\n    \"    boxes=transformed_boxes,\\n\",\n    \"    multimask_output=False,\\n\",\n    \")\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"6a8f5d49\",\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"6a8f5d49\",\n    \"outputId\": \"2449c2c6-0e53-4a61-b06a-e45c7d440c21\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"masks.shape  # (batch_size) x (num_predicted_masks_per_input) x H x W\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"c00c3681\",\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 553\n    },\n    \"id\": \"c00c3681\",\n    \"outputId\": \"feec5d7e-af16-4521-e7cc-53142ec264f4\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"plt.figure(figsize=(10, 10))\\n\",\n    \"plt.imshow(image)\\n\",\n    \"for mask in masks:\\n\",\n    \"    show_mask(mask.cpu().numpy(), plt.gca(), random_color=True)\\n\",\n    \"for box in input_boxes:\\n\",\n    \"    show_box(box.cpu().numpy(), plt.gca())\\n\",\n    \"plt.axis('off')\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"8bea70c0\",\n   \"metadata\": {\n    \"id\": \"8bea70c0\"\n   },\n   \"source\": [\n    \"## Uçtan uca toplu çıkarım\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"89c3ba52\",\n   \"metadata\": {\n    \"id\": \"89c3ba52\"\n   },\n   \"source\": [\n    \"Tüm istemler önceden mevcutsa, SAM'ı doğrudan uçtan uca bir şekilde çalıştırmak mümkündür. Bu ayrıca görüntüler üzerinde toplu işlem yapılmasına da olanak tanır.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"45c01ae4\",\n   \"metadata\": {\n    \"id\": \"45c01ae4\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"image1 = image  # truck.jpg from above\\n\",\n    \"image1_boxes = torch.tensor([\\n\",\n    \"    [75, 275, 1725, 850],\\n\",\n    \"    [425, 600, 700, 875],\\n\",\n    \"    [1375, 550, 1650, 800],\\n\",\n    \"    [1240, 675, 1400, 750],\\n\",\n    \"], device=sam.device)\\n\",\n    \"\\n\",\n    \"image2 = cv2.imread('images/groceries.jpg')\\n\",\n    \"image2 = cv2.cvtColor(image2, cv2.COLOR_BGR2RGB)\\n\",\n    \"image2_boxes = torch.tensor([\\n\",\n    \"    [450, 170, 520, 350],\\n\",\n    \"    [350, 190, 450, 350],\\n\",\n    \"    [500, 170, 580, 350],\\n\",\n    \"    [580, 170, 640, 350],\\n\",\n    \"], device=sam.device)\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"ZNmUn409CBHy\",\n   \"metadata\": {\n    \"id\": \"ZNmUn409CBHy\"\n   },\n   \"source\": [\n    \"### görüntüyü modelin giriş formatına uygun hale getirme\\n\",\n    \"\\n\",\n    \"\\n\",\n    \"1. **`from segment_anything.utils.transforms import ResizeLongestSide`**\\n\",\n    \"   -  Bu sınıf, görüntünün en uzun kenarını belirli bir boyuta yeniden boyutlandırmak için kullanılır.\\n\",\n    \"\\n\",\n    \"2. **`resize_transform = ResizeLongestSide(sam.image_encoder.img_size)`**\\n\",\n    \"   - `ResizeLongestSide` sınıfından bir `resize_transform` nesnesi oluşturur. Bu nesne, `sam.image_encoder.img_size` boyutuna göre görüntünün en uzun kenarını yeniden boyutlandıracaktır.\\n\",\n    \"   - **`sam.image_encoder.img_size`**: Bu, modelin giriş boyutunu belirler. `ResizeLongestSide` sınıfı, bu boyuta göre görüntüyü yeniden boyutlandıracaktır.\\n\",\n    \"\\n\",\n    \"3. **`def prepare_image(image, transform, device):`**\\n\",\n    \"   - Bu fonksiyon, bir görüntüyü belirtilen dönüşüm (`transform`) ve cihaz (`device`) kullanarak hazırlamak için tanımlanmıştır.\\n\",\n    \"\\n\",\n    \"4. **`image = transform.apply_image(image)`**\\n\",\n    \"   - `transform.apply_image(image)` ifadesi, `transform` nesnesini (bu durumda `ResizeLongestSide`) kullanarak görüntüyü dönüştürür. Bu, görüntünün en uzun kenarını belirtilen boyuta yeniden boyutlandırır.\\n\",\n    \"\\n\",\n    \"5. **`image = torch.as_tensor(image, device=device.device)`**\\n\",\n    \"   - `image` NumPy dizisini bir PyTorch tensoruna dönüştürür. Bu tensor, belirtilen `device` üzerinde bulunur. `device.device` ifadesi, cihazın (`device`) gerçek `device` (örneğin `cuda` veya `cpu`) nesnesini temsil eder.\\n\",\n    \"   - **Önemli:** Bu işlem, tensorun modelin çalışacağı cihaza (GPU veya CPU) taşınmasını sağlar.\\n\",\n    \"\\n\",\n    \"6. **`return image.permute(2, 0, 1).contiguous()`**\\n\",\n    \"   - `permute(2, 0, 1)` ifadesi, tensorun boyutlarını değiştirir. PyTorch, görüntüleri `(H, W, C)` şeklinde (yükseklik, genişlik, kanal) saklarken, çoğu model `(C, H, W)` şeklinde (kanal, yükseklik, genişlik) giriş bekler. Bu işlem, bu boyut dönüşümünü yapar.\\n\",\n    \"   - **`contiguous()`**: PyTorch tensorunun bellek düzenini düzelten bir işlemdir. Tensorun bellek düzenini, modelin daha verimli çalışması için uyumlu hale getirir.\\n\",\n    \"\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"79f908ca\",\n   \"metadata\": {\n    \"id\": \"79f908ca\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"from segment_anything.utils.transforms import ResizeLongestSide\\n\",\n    \"resize_transform = ResizeLongestSide(sam.image_encoder.img_size)\\n\",\n    \"\\n\",\n    \"def prepare_image(image, transform, device):\\n\",\n    \"    image = transform.apply_image(image)\\n\",\n    \"    image = torch.as_tensor(image, device=device.device)\\n\",\n    \"    return image.permute(2, 0, 1).contiguous()\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"23f63723\",\n   \"metadata\": {\n    \"id\": \"23f63723\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"batched_input = [\\n\",\n    \"     {\\n\",\n    \"         'image': prepare_image(image1, resize_transform, sam),\\n\",\n    \"         'boxes': resize_transform.apply_boxes_torch(image1_boxes, image1.shape[:2]),\\n\",\n    \"         'original_size': image1.shape[:2]\\n\",\n    \"     },\\n\",\n    \"     {\\n\",\n    \"         'image': prepare_image(image2, resize_transform, sam),\\n\",\n    \"         'boxes': resize_transform.apply_boxes_torch(image2_boxes, image2.shape[:2]),\\n\",\n    \"         'original_size': image2.shape[:2]\\n\",\n    \"     }\\n\",\n    \"]\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"f3b311b1\",\n   \"metadata\": {\n    \"id\": \"f3b311b1\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"batched_output = sam(batched_input, multimask_output=False)\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"27bb50fd\",\n   \"metadata\": {\n    \"id\": \"27bb50fd\"\n   },\n   \"source\": [\n    \"Her giriş görüntüsü için sonuçlar içeren bir liste olup, liste elemanları şu anahtarları içeren sözlüklerdir:\\n\",\n    \"\\n\",\n    \"* `masks`: Orijinal görüntünün boyutunda, tahmin edilen ikili maskelerin topluca PyTorch tensörü.\\n\",\n    \"* `iou_predictions`: Modelin her maske için kalite tahmini.\\n\",\n    \"* `low_res_logits`: Her maske için düşük çözünürlüklü logitler; bu logitler, sonraki bir iterasyonda maske girişi olarak modele geri geçirilebilir.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"eb3dba0f\",\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"eb3dba0f\",\n    \"outputId\": \"f0cbfa9a-aa5b-4cbe-ac4a-a4ad1c72cac6\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"batched_output[0].keys()\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"e1108f48\",\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 393\n    },\n    \"id\": \"e1108f48\",\n    \"outputId\": \"384074ef-474f-4c28-bf08-d9f30fcf1ec9\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"fig, ax = plt.subplots(1, 2, figsize=(20, 20))\\n\",\n    \"\\n\",\n    \"ax[0].imshow(image1)\\n\",\n    \"for mask in batched_output[0]['masks']:\\n\",\n    \"    show_mask(mask.cpu().numpy(), ax[0], random_color=True)\\n\",\n    \"for box in image1_boxes:\\n\",\n    \"    show_box(box.cpu().numpy(), ax[0])\\n\",\n    \"ax[0].axis('off')\\n\",\n    \"\\n\",\n    \"ax[1].imshow(image2)\\n\",\n    \"for mask in batched_output[1]['masks']:\\n\",\n    \"    show_mask(mask.cpu().numpy(), ax[1], random_color=True)\\n\",\n    \"for box in image2_boxes:\\n\",\n    \"    show_box(box.cpu().numpy(), ax[1])\\n\",\n    \"ax[1].axis('off')\\n\",\n    \"\\n\",\n    \"plt.tight_layout()\\n\",\n    \"plt.show()\"\n   ]\n  }\n ],\n \"metadata\": {\n  \"accelerator\": \"GPU\",\n  \"colab\": {\n   \"gpuType\": \"T4\",\n   \"provenance\": []\n  },\n  \"kernelspec\": {\n   \"display_name\": \"Python 3 (ipykernel)\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 3\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython3\",\n   \"version\": \"3.10.12\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 5\n}\n"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Kumeleme_Regresyon/clustering.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"code\",\n   \"id\": \"initial_id\",\n   \"metadata\": {\n    \"collapsed\": true,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:36:08.174988Z\",\n     \"start_time\": \"2024-05-14T14:36:07.030460Z\"\n    }\n   },\n   \"source\": [\n    \"from sklearn.cluster import KMeans, AgglomerativeClustering\\n\",\n    \"from sklearn.mixture import GaussianMixture \\n\",\n    \"from pandas import DataFrame\\n\",\n    \"from matplotlib import pyplot as plotter\\n\",\n    \"import random\\n\",\n    \"import numpy\\n\",\n    \"from typing import List\\n\",\n    \"from sklearn.datasets import make_blobs\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": 1\n  },\n  {\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"def generate_uniform_dataset(n_data_points=100,\\n\",\n    \"                             feature_range: int = 1.0,\\n\",\n    \"                             random_state: int = None):\\n\",\n    \"    if random_state is None:\\n\",\n    \"        random_state = int(random.random() * 100)\\n\",\n    \"    return numpy.random.RandomState(random_state).uniform(0,\\n\",\n    \"                                                          feature_range,\\n\",\n    \"                                                          size=(n_data_points, 2))\\n\",\n    \"\\n\",\n    \"\\n\",\n    \"def generate_blobbed_dataset(n_data_points=100,\\n\",\n    \"                             feature_range: int = 1.0,\\n\",\n    \"                             n_blobs: int = 3,\\n\",\n    \"                             blob_std: float = None,\\n\",\n    \"                             blob_centers: List[List[float]] = None,\\n\",\n    \"                             size_blobs: List[int] = None,\\n\",\n    \"                             random_state: int = None):\\n\",\n    \"    if random_state is None:\\n\",\n    \"        random_state = int(random.random() * 100)\\n\",\n    \"    if size_blobs is None:\\n\",\n    \"        size_blobs = [int(random.random() * 10) for x in range(n_blobs)]\\n\",\n    \"    if blob_std is None:\\n\",\n    \"        blob_std = random.random() * 0.2 * feature_range\\n\",\n    \"    if blob_centers is None:\\n\",\n    \"        blob_centers = [[random.random() * feature_range,\\n\",\n    \"                         random.random() * feature_range] for x in range(n_blobs)]\\n\",\n    \"    blob_samples = []\\n\",\n    \"    for blob_counter in range(len(size_blobs)):\\n\",\n    \"        blob_samples.append(n_data_points * size_blobs[blob_counter] // sum(size_blobs))\\n\",\n    \"    return make_blobs(n_samples=blob_samples,\\n\",\n    \"                      cluster_std=blob_std,\\n\",\n    \"                      centers=blob_centers,\\n\",\n    \"                      random_state=random_state)[0]\\n\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:36:08.183883Z\",\n     \"start_time\": \"2024-05-14T14:36:08.176951Z\"\n    }\n   },\n   \"id\": \"b8f81cbb5c93cef6\",\n   \"outputs\": [],\n   \"execution_count\": 2\n  },\n  {\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"# Generate Data\\n\",\n    \"\\n\",\n    \"data_points = 200\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:36:08.317750Z\",\n     \"start_time\": \"2024-05-14T14:36:08.185351Z\"\n    }\n   },\n   \"id\": \"79b35208ac97629e\",\n   \"outputs\": [],\n   \"execution_count\": 3\n  },\n  {\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"uniform_dataset = DataFrame(data = generate_uniform_dataset(data_points), \\n\",\n    \"                            columns=['X', 'Y'])\\n\",\n    \"blobbed_dataset = DataFrame(data=generate_blobbed_dataset(n_data_points=data_points,\\n\",\n    \"                                                          n_blobs=4,\\n\",\n    \"                                                          blob_std=0.1,\\n\",\n    \"                                                          blob_centers=[[0.7, 0.2],\\n\",\n    \"                                                                        [0.2, 0.1],\\n\",\n    \"                                                                        [0.3, 0.8],\\n\",\n    \"                                                                        [0.9, 0.9]],\\n\",\n    \"                                                          size_blobs=[2,\\n\",\n    \"                                                                      3,\\n\",\n    \"                                                                      5,\\n\",\n    \"                                                                      7]),\\n\",\n    \"                            columns=['X', 'Y'])\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:36:08.398696Z\",\n     \"start_time\": \"2024-05-14T14:36:08.318966Z\"\n    }\n   },\n   \"id\": \"127ec9966e514bc7\",\n   \"outputs\": [],\n   \"execution_count\": 4\n  },\n  {\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"print(uniform_dataset)\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:36:08.504329Z\",\n     \"start_time\": \"2024-05-14T14:36:08.401067Z\"\n    }\n   },\n   \"id\": \"9f2ed3e5a3e0931\",\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"            X         Y\\n\",\n      \"0    0.310830  0.818987\\n\",\n      \"1    0.334753  0.193714\\n\",\n      \"2    0.110313  0.962310\\n\",\n      \"3    0.865047  0.852412\\n\",\n      \"4    0.079511  0.760739\\n\",\n      \"..        ...       ...\\n\",\n      \"195  0.807417  0.024836\\n\",\n      \"196  0.351400  0.905099\\n\",\n      \"197  0.934349  0.134541\\n\",\n      \"198  0.289519  0.133319\\n\",\n      \"199  0.313013  0.319173\\n\",\n      \"\\n\",\n      \"[200 rows x 2 columns]\\n\"\n     ]\n    }\n   ],\n   \"execution_count\": 5\n  },\n  {\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"number_of_clusters = 2\\n\",\n    \"data_in = blobbed_dataset\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:36:08.573560Z\",\n     \"start_time\": \"2024-05-14T14:36:08.505842Z\"\n    }\n   },\n   \"id\": \"785a830ee52f661\",\n   \"outputs\": [],\n   \"execution_count\": 6\n  },\n  {\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"model_kmeans = KMeans(number_of_clusters)\\n\",\n    \"model_kmeans.fit(data_in)\\n\",\n    \"clust_labels = model_kmeans.predict(data_in)\\n\",\n    \"cent = model_kmeans.cluster_centers_\\n\",\n    \"kmeans = DataFrame(clust_labels)\\n\",\n    \"data_in.insert((data_in.shape[1]),'kmeans',kmeans)\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:36:08.711891Z\",\n     \"start_time\": \"2024-05-14T14:36:08.574967Z\"\n    }\n   },\n   \"id\": \"bf73272f83244723\",\n   \"outputs\": [],\n   \"execution_count\": 7\n  },\n  {\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"fig = plotter.figure()\\n\",\n    \"ax = fig.add_subplot(111)\\n\",\n    \"scatter = ax.scatter(data_in['X'],data_in['Y'],\\n\",\n    \"                     c=kmeans[0],s=50)\\n\",\n    \"ax.set_title('Kümeleme Sonucu')\\n\",\n    \"ax.set_xlabel('X')\\n\",\n    \"ax.set_ylabel('Y')\\n\",\n    \"plotter.colorbar(scatter)\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:36:09.072661Z\",\n     \"start_time\": \"2024-05-14T14:36:08.712996Z\"\n    }\n   },\n   \"id\": \"c30da86ec3715d3b\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<matplotlib.colorbar.Colorbar at 0x7244a145b160>\"\n      ]\n     },\n     \"execution_count\": 8,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 640x480 with 2 Axes>\"\n      ],\n      \"image/png\": 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aACRMmMHr06Mrxl1xyCb/99hvXXXcdP/30E4888ggvvfQSV111VVzrivIhCIIgCC2UL7/8kj59+tCnTx8Axo8fT58+fZg4cSIA//zzT6UiAtCtWzfmzZvHwoUL6dWrF/fffz+PP/44Q4cOjWvdFlfno7CwkJycHAoKCiTmQxAEQYhKQ9wzKtb4e1WnhANOd97zzyZxf5OYD0EQBEFoBIS0JpSAPSCRcxsacbsIgiAIgtCgiOVDEARBEBoBdQ0arXp+U0GUD0EQBEFoBJhoQi1E+Uip2yXeVr6vvfYaQ4YMoW3btmRnZzNgwIC4O+kJgtB80aEN6OJHMPOvxMwfjy55Bm0WpVosQRB2IKXKR7ytfD/88EOGDBnC/PnzWb58OUcccQQjR47k66+/rmdJBUFozGitMYumoTcdji5+EMoXQPl8dNF/0BsPRpe+lmoRBSEmqajzkSpS6nYZPnw4w4cPtz1+2rRp1X6fPHky//3vf3nrrbcqc5QFQWh56OJpUPJoLUd96MIbQLlQaSMbUixBiIuWlO3SpGM+TNOkqKiIVq1apVoUQRBShA6th5LHYo8ruhO8w1DK1QBSJY4O/g7+L4AAOHYFdz+UkgRFoXnQpJWP++67j+LiYk477bRax/h8Pnw+X+XvhYWFDSGaIAgNRZlNl4q5FXyLwXt0/cqTIDr4B7pwEvg/rX7A0Qmyrkd546skKTQdzPCWyPlNhSarRs+dO5fbbruNl156iXbt2tU6bsqUKeTk5FRunTt3bkApBUGob3RwFdjydTsh+HN9i5MQOvgHessp4P+85sHQn+j8f6NLX214wYQGIRTOdklkayo0SeXjhRde4MILL+Sll15i8ODBUcdOmDCBgoKCym3dunUNJKUgCA2DAdhpQ65p7Jc8XXgL6GIgFHWMNrc2nFBCgxHSiW9Nhcb9TYzA888/z3nnncfzzz/PiBEjYo73eDxkZ2dX2wRBaD4oVx/sWT5C4Opdz9LUHR38DfyfEU3xsAhB6csNIZIg1BspVT7ibeU7d+5cRo8ezf3330///v1Zv34969evp6CgIBXiC4LQGEg7AXDHGGSAozO4BzSAQHXEv8zmQI32L61XUYTUYCZhayqkVPmIt5XvzJkzCQaDjB07lp122qlyu+KKK1IivyAIqUcZ2ajsiVFGGICBypmCUnbcMylC+7HnPqoYKzQ3TBShBDbT7uenEZDSbJdBgwaho+Qlz5kzp9rvS5YsqV+BBEFokqj0U0G50YWTQW/DurRpIASOjpbi4e6XYilj4NwVe+4jBzh3q29pBKFeadKptoIgCBWotOPBOxx876MDq1DKAa4+4D64cVs8KnAPAGMnMP+JMTCESh/VICIJDYuprS2R85sKonwIgtBsUMptFRLzDku1KHGjlAOyrkUXjI8yygDPEJRrnwaTS2g4KtwniZzfVGhy2S6CIAjNFZV2LCr7dsBB9cuzw/rPMxiVe28KJBOE5CKWD0EQhEaESj8dPEdB2cto/6egA+DcHZV+Gsq1n605dOB7dMlz4P/ECk517opKPwO8Qy3rkNAoaUmWD1E+BEEQGhnK0RYyL0NxWVznaa3RxQ9AySNY1pJwzZBAPrrgSyiZBXlPohytky6zkDimVpi67gpEIuc2NOJ2EQRBaC6UzQ0rHlC9WFm4AkTwF/S2i9C6KVWEEJojonwIgiA0A7QOoIsfjjEqBMHvLXeM0OhIpMZHoi6bhkbcLoIgCM0B/6dgbrEx0IEufRnlGVjvIgnxEcIglIBNIFZh/saEKB+CIAjNgVCs+iCVAyH0V72KItQNnWDMh5aYD0EQBKEh0fGUXDfS608QQbCBWD4EQRCaMLr8PXTJTAissHmGQnmOqk+RhDoiqbaCIAhCo0cXP4ou/j/sG7EV4IG0E+tRKqGuhLRBSCcQ8yHl1QVBEIT6RPs+DSseYK+ZugEoVO4DKCOnHiUThNiI8iEIgtAE0SVzqFZILBbO3VHZt6LcfetRKiERTBRmAqGYpq2uyI0DUT4EQRCaGFr7wP8B2L7ZGBBcBYEfQJSPRktLivmQbBdBEIQmhNZBdHA19hUPqHDL6KI70YHv60UuQYgHsXwIgiA0AbRZiC55Ekrngt5Wx1kMdMmzqNy7kiqbkBwSDzgVt4sgCIKQJHRoC3rrGRBai73g0toIgW8BIMpHY8SK+UigsZy4XQRBEJo+2ixCh/5Bm6WplaNgPITWkZjiUTFZGboJPSELzROxfAiCIOyALn/fcnEEPg/vMdCeo1EZF6DcvRpWlsAv4F+avAmNVijVdJ6QWxJmgr1dJNtFEAShkaJDG6B8Ieh8MPLAMxTlaFN53CyaFm5LX/UmYIJvIdr3LuTci0ob2XAC+xYQV0ptVAxIOyUJ8wj1gcR8CIIgNDO0WYwuvBXK38bKFKm4of8H7T0BlTMRfB+EFQ+o6eKwbv664Fpw7oVy7d5AcheCLV++QXS3jAHKi0o/MzmCCUnHxJA6H4IgCM0FrcvR286HwLdsv0EHw/+HoPx1dGgtmGXEvokrdOmzqJzb6lPk7asZrdC2Yj0UuAeC/2Os11DVUhJWPPJmoRw71Y+gghAHEnAqCELzp/R5CHxD7UqFCYEvIPR9lDEVhKD8zeTKFw3vCOzV9Aihsq5BtX4L0k4DlQM4wWgPGZei2ixAuQ+sZ2GFRAhplfDWVBDLhyAIzRqtNbr0GRsjFbYLd+kStDZRqv6f35RzF7TnaPAtpHbFyAHufihXD+ucnNuggSwzQvIIJRhwGmpCbhexfAiC0Lwxt0LoT2IrFnFcuFVWgygelcvlTAHXfhW/VT1ibc7dULnTGkweQUgUsXwIgtDMCcYeUo1YFhAHpJ1Qd3HqgDIyodWzUPYauuQZCP0SFmUXVPpoSD8FpdIaVCYh+ZjawEwg28WUbBdBSC5ah0CXgkpDKfnYCnFgtLbiH3RB7LEqG3RhtAGAQqWflSzpbKOUG9JPR6Wfjtb+7fuEZoO4XQShkaADKzHzb0Bv6IXe2Be9YV/MbVeg/V+nWjShiaCUE9JPJ/blzkBlnIfKvDr8u2OH4w7Agcp9AOXcNelyxoNSblE8hCaNPEIKjRZdNg9dcDXW02ZF2mAIfO+ifQsg6xZUxtkplFBoKqj0c9Flr4O5hcjFuhxgdID0s1BGLrh6oUvngG8xlgvGDd7jUBljUK49G1J0oQVhQkIZK0kovt9giPIhNEp04Cd0wTVE/jqFiz0V3Q7O7ijPgAaVTWh6KEdraDUXve1iCP3G9gJj4f+d3VF5j1mKB6A8B6E8B1nuDV0GKqPe3X06+Bu67C0wN4ORjfIc3eCl3IXUkniRsabjzBDlQ2iU6JKnbIxyoEueEOVDsIVy7gJt5oP/E3T5fDDzwchDeY8F94CI/U6UckM9uze0WWxVTfUtwlKGrIBXXTIL7dwPlfcgyrFzvcogCA2NKB9Co0NrM1wCO1YvixD4P0KbBSgjpyFEExJEhzZD2cvo8gWgi8DogEo7BdKOQSlvva+vlAGegSjPwHpfyw5a+9HbzoPAd+E9O3zmgz+gt5wBbV5HGa0aXD6hYUm8t4tYPgSh7uhywGd3cPgJVpSPxo4uX4TOvwIr9TXsTgv9hQ58CcUPQKs5KGe3VIpoC63LrTLtuhwcO6Ocu9V9srI3wpVXayME5kZ08SxU9vV1X0doEpgoTFt9fGo/v6kgyofQ+FBewAUE7I03spO6vNamFRdgloCjPcrRIanzt0S0/xt0/jgspaNqOmD4Z3Mjeus50GY+Ksl/z2ShzVJ0ycNQ+gLo4u37nfuisq5AeQ6Lf87SZ4hdVyQEZS+is65EKU/cawhNh5Zk+Wg6kgotBqUM8A6jZqrjjhjgPghl5CVlXa1D6JKn0JuORG8+Br31VPSmwzC3nov2fZ6UNVoquvjhip9qGRECcxOUvdJQIsWFNkvRW0dDyexqigdguUa2XYQufS2+ObUJwZ+xVVlVF0Por7jmF4TGjCgfQqNEZYwhduKYico4PynraR1C51+OLroTzH+qH/R/jt42Gl32RlLWamno0Ebwf0jsGB7QpS/Uv0B1QBdPg2BtTecsa44uvAFz45GYm47A3HoxunyxVRxPEGxSUWQska2pIG4XoVGiXPtB9u3owonUbA9upUeqzKtQnkHJWbD0SfC9F/5lxyfRcGpvwQ3g6oNydknOmi2F0D/Y65uiIfR3fUtTc1Xth/IFaP+noP3g6IJKOxnl7ASA6fsKSp/BVhUF80/r/9B6tH8JuPpC3kyUkVVjqFIG2rknBFcR8/1RmeDoFNfrihettZUJVPos+D4FguDoiko/E9JORBkZyV8ztD78+g1w7m2lRLdgTK0wE6nzIV1tBSFxVPoocO6KLpkNvvepvEC7+1uVKD2HJ2Udy90yh9g3SIUunYvKnpCUdVsM8cQpNHDVTu37GJ0/HnQ+llKrAYUueQSdNgqce0HRbcTVdA6oVJYDK6xYl7w5lam8OvQ3uvRlCK0JxzfFmtthlVWvx/dGaxNdOAnKXmR7DRQg9Cu66A4ofQpaPY1y7JSc9QK/oIvvA98Sqr5+rXLAuRcq/RTwDpMYl2aMKB9Co0a5D0S5D0SbxeGsluzkByQGfwRzo42BISifD6J8xIdzNzDaWMWzouKAZFmybKD9X1hFx6pWz61K2YvEr3TsSAj8SyHwNdq1H7pwCpQ9i2XNsxSd6DjAaI/KuDBBOWJQMjP8eqH6+xB+/aE/0dsuhNZvolSsWKzo6MB36K1nW1amHd9fXQCBz9EFn0PRPZD3OMrVI6H1mhJmgq6TplRkrOlIKrRolJGJcnaqn0wIszj2mAp0afLXb+Yo5USln0PsG20Ild5w5fJ14WRqZt9UG5GklRzospfRhXeEFQ+NdYM3qRkHY2A9E4Zv8K59Ua1fqNcaH1r70CWzYowKQfAX8H2Y4Foh9LZxoH3EjAEyt6K3jkaH/ok+rhlR0dU2ka2p0HQkFYT6wtHO/lijbf3J0ZzJuABcBxL1kpNxGcq9f4OIowM/QvAHGqYbRggCq6DseaIrNApUFnhPhYwLUa1fw2j9Uv2nevs+sAq+xcRh9cdJdC3zH+y97yHQxeiSJxNbU2iUpFT5+PDDDxk5ciQ777wzSineeOONmOcsWbKE/fffH4/Hw2677cacOXPqXU6heaOc3cG5N7G/DgqVfmpDiNTsUMqNavWEpYSoHQIXjZ1R2XdiZF3ZcAIFf2q4tVBgbiN26rgGXYBKH4GRdTXK1bMhhLMUMVuEamaCxbuW7wPi8/aHrIq42mbNnyZOCJXw1lRIqfJRUlJCr169mD59uq3xa9asYcSIERxxxBGsWLGCK6+8kgsvvJB33nmnniUVmjsq8zKiP40ZoHIg7eSGEqnZoZQHI+taVLtPUXmPo3KmoVo9j2r7fgqUuga+9CkndlKNQVlWkgZAB77D3HImlDxi8wwFKkG3py4lbneWLgFza2LrNhFaktslpQGnw4cPZ/jw4bbHz5gxg27dunH//fcD0KNHDz7++GP+7//+j6FDh9aXmEILQHmPhqwb0EV3US3aH7AUj2xUqycru54KdUepNKhDNdCk4mqobrEK8ILRHkJ/2DwlsYBOO2j/cvTWMVil7m2fZX1PEsHRsU6n6dIXrYyfeFykQqOm6ahJwNKlSxk8eHC1fUOHDmXp0qUpkkhoTqiM81GtXwPv8ZbvHaflEsi8AtXmfyjXPqkWUUgSytkN3P2J7QqxgdG6lnkMQKFyp4I7RrxLJRpcvROXKdoKOojOv5xqPXZiYoTjUUZGmbcMXfoaZsFEzIKb0aXPoc3qsSQq7UTsWYB2oGS6VW24YJJVl6WZEiJR10vToUml2q5fv5727dtX29e+fXsKCwspKysjLS2txjk+nw+fb3uTssLCwnqXU2i6KFdPVO5dwF2pFkWoZ1TWRPTWU6NnXjh7QHAlNfuvGICJyp4EniHoonuhfB7VLAmu/VBZ16Dc/cC1D7rk0RgSGeDcB+XaO4FXZQPfYquUvW0cgBOVNwNlpEccocvesuqE6GIqbiu6LASFd0HWtaiM0QAoZxe097hw1+p4gn21tZW9gDa3Qe4DlXVTmhOJuk6aktul6UhaR6ZMmUJOTk7l1rlz51SLJAhCI0C5dke1eh4cu4b3WDdZ62AaKvMaaPU6Kvsuq1ZJVVwHovJmo9LPQjnaYeTei2r3MSr3MVTuw6g2861MFXc/azpHB1Tm1VGkMQAXKue2JL/KmmjfJ9h/7lTgGYpq/SrKfWDk+crmowuurtLzJhjeNOBDF/0nXMQvPGPOnVDnAoEafAvA/2kdz2/cVDSWS2RrKjQdSYEOHTqwYcOGavs2bNhAdnZ2RKsHwIQJEygoKKjc1q1b1xCiCoLQBFCuHqg2b1uBr5mXQcYFqOzJqLafojIvxjAMVPpJqNZvo9q8h2r9OqrtRxitn0F5Dq0+l9EK5T0C5T0ataOyAqjMi1BZE61S6UC1eh6OrqjWzzVQhosPe0GfDkgbhZE3DeXaAwAd/BVd8gRm0YPo0pcxQ1vQhbEVJl10H9osAKzAY5X7KCrvCXAPAiJbU6LJpUufi/McIRrTp0+na9eueL1e+vfvz7Jly6KOnzZtGnvuuSdpaWl07tyZq666ivLy8rjWbFJulwEDBjB//vxq+xYuXMiAAQNqPcfj8eDxSIleQRAio5QCd19w9601UVEpBc5dbM2ndTkEvgNdDo6OKOeulcdUxtmQfgqUv4sO/gLBPyyLgcpEl78DKsuKR6lHlGMXtC3lw0Q5dwesHiy64HqrWisGYKAJYSlPdoJWA1D2BmSMsWRQBngGojwDrfnNUnTJTJuZNyEIfGNjXNNDozATSJfVdTj3xRdfZPz48cyYMYP+/fszbdo0hg4dyqpVq2jXrmaA79y5c7nhhhuYPXs2Bx98MD///DPnnnsuSimmTp1qe92UKh/FxcWsXr268vc1a9awYsUKWrVqxS677MKECRP466+/ePrppwG45JJLePjhh7nuuus4//zzef/993nppZeYN29eql6CIAgCUHEDfRhKX6jiggDt6mUFLYctJUp50Y4OUHgn6Ir6Hxp8Cl0yC+0dicqZXH99TdJOhOIHbAx0Qdpx6NBm9JZRVVoQmGyP17CbLWOgAz/UrtwZ6eA+EF1ic7pmSqKuk7qcO3XqVC666CLOO+88wMoqnTdvHrNnz+aGG26oMf7TTz/lkEMO4cwzzwSga9eunHHGGXz++edxrZtSt8uXX35Jnz596NOnDwDjx4+nT58+TJw4EYB//vmHtWvXVo7v1q0b8+bNY+HChfTq1Yv777+fxx9/XNJsBUFIKdosRW89B0pmV1M8AAh8h952AbrsDWts4Fv01vOsPiZAjVLr5fPQ+VdaXWbrAeXoAGmnE7PcfcYFKCMHXfxAWPFINJcixnrO3bF3S3KAa98EZWneFBYWVtuqJl1Uxe/3s3z58mpZpIZhMHjw4FqzSA8++GCWL19e6Zr57bffmD9/Psccc0xcMqbU8jFo0KCoX7BI1UsHDRrE119/XY9SCYIg1ETrIPgWo0vnQvBnwAnuAaiMM9Flb0cp127t0wUTwN0fXXgP2xWOSJjgWwT+ZeDpXy+vRWXfhNalUP4G1evahH9OOwuVeYWVKlv2OokrHiYqhsKgHO3QnsHWa4+6XsP2AGpITK0wdd3dLhXn7phYMWnSJG699dYa4zdv3kwoFIqYRfrTT5GrAJ955pls3ryZQw89FK01wWCQSy65hBtvvDEuWZtUzIcgaK2tDqHl71j9KIw2qLTjIgb4CUKy0GaR1QE3sJxqN+vy/6LLX8O6lMZKHdXo4hkQiB7MZ+FAl85F1ZfyoVyo3HvQ/rMsZSrwHSgFrv1R6WdUpvvqwE9AMupquCHthNhyZV2N9n8KuozICogCz1HgPjgJMjU+Qgl2ta04d926dWRnb69Gm8y4xyVLljB58mQeeeQR+vfvz+rVq7niiiu44447uOWWW2zPI8qH0GTQwT/R+eMg+CNVizrpkhlo9yGQdRPK2bn+fOVCi0RrbRXlCqwI76l6U6z42U7sg2nV2LBFKGxJqV0mAsshsBKUAa7edSqCp9y9UO4o1V51chrvqeybUEZm7HHObtBqLjr/3+GKsBW3qHD3Ye9JqJzbrIBVoVays7OrKR+10aZNGxwOR8Qs0g4dIjc0vOWWWzjnnHO48MILAdh3330pKSnh4osv5qabbsIw7P1tRPkQKtGBn9Clz4P/MyAIzr1Q6WdapuUUf9l1aBN66+lgbgnv2eGpyP8JbDkGjQuddgIq44JqWQaCUGcC31qfr2SgI/veI481MQsnQ/k7Vn8TRwdU2qloY2covg9Ca9geR6HRzn2sG7Nrv+TICuDclYqCatFRbM98qbitBEFlorJuQKWfZntJ5doL2rwL/qVo3xLQpSjHzpB2gvV/MyZZbhe7uN1u+vbty6JFizjhhBOsOUyTRYsWMW7cuIjnlJaW1lAwHA7rYTCeOCVRPgTrya74fiiZSTWTcuhvtG8huAdC7kO1VjdsEBlLZoUVj1i+5wCUvYYuewvyZqI8BzWEeEIzRpe9Ss1+P3XBAEcXCBYQ+2ZugPknlD6zfd1gEbrozh2l2/5jcCV6y5nQ6lmUu3eCslooR1u058iwxSba69eQcw9KOdD+FYC2lAjvMSjljX9dpcBzMMrTPN0rtWFiYCbgdqnLuePHj2fMmDEccMAB9OvXj2nTplFSUlKZ/TJ69Gg6duzIlClTABg5ciRTp06lT58+lW6XW265hZEjR1YqIXYQ5UOA0tlhxQMimpT9n6ALrkXl2es+nGy0Loeyl7F/8Q8BGp1/CbR9H2W0qkfphGZP6E8SVzwATFTG2ejyBTZu5hXKSdUxsZ4qTSCILrgG2ixMWvlxlXlVuCqqj8hKU9jt4x2GUk6U136zUCH1jBo1ik2bNjFx4kTWr19P7969WbBgQWUQ6tq1a6tZOm6++WaUUtx888389ddftG3blpEjR3LnnTsqxtFRur7yuRophYWF5OTkUFBQYMsn1tzRuhy98eCa6YERUK3/i3L1aACpqqODq9Gb40vjslCozGtQmRclXSah5WBuGwe+hcTdCr4aDnB0QrWZB6H16C0nh79z9dMKTOXNSarVQPu/QedfCuZmLCuQieWOCYH7MFTuNFsxHU2RhrhnVKxx6Ucn4cl01XkeX3GARwe+1iTubxK109Ipf8+W4gGOsPm5KaHR5f9NtRAtiub4LKM8g4hP8ahqeg5fYh0dUa3moJQb5dwF1fpFcO5dZXwSuutW4kT77WTU2Ee5e6HafoDKfQC8I8AzGNLPQrV+HaPV4ylTPLTWaHObtTWDz15FzEciW1NB3C4tndA67PmzQxBMUV8cxy5WPwxbStIOBNdiFkyyIvrr6H8WoqNDG61A5bKXwdyEVl7wDEaln5O02IOE5NN+q5y5/wsggHJ2B+8JKEdrexOkjYCiKeHPX203OAe4D0ZlT7BSV8sXWeXVnZ1RaadD2giU2t5/Sjl3RbV5FR34Hl22AErnUJnRkRQCSZpnO0q5wDu8UbhVtFkCpXPRpc+C+Y+10+gA6WdD+plN1gqjE+xqq5tQYzlRPlo6you9C54BRmpu3Eq50WmjwhfoeM3UVryILnveKmedfTsqbUQ9SNky2V6ts4TKeABdBuXz0eVvQeY1qMyL6za3uRXKXkcHVgIGyt0HvCPjurFo3wfo/OvCZczDrd4xoeh+dMZFVtnzGJlcSqWhs++EgiuiDGptlUR3tEdlT4TsibbkU66e4PsAXdkFNhkEUY7EMr10cA267DUI/QXKi/IcDp4jLQUkxWhzq1VNNvgr1WJQzPXo4qlWUbTWz0msVyNHlI+WjvtQYIqNgSbKPbBOS2jTqqSoS5+zGmkpl5W+m352OI03tqlQZV6ELv8fmBuIXwEJ12DQxeiCq0A5UN5hcb8OoTrWTeD86opHJdbfSBffB85d4nq/tdZQMgNd/FB4Hks50OVvQOFdkDMJlXaS1eys9EUofxvMQnC0QaWdBGkno4xctO9T9LZ/sf2mXrUWhwklj6K1H5V9fYzXWQTF07DSSSMpCAoc7cDIi3x+aIv1+Q9/9pV7AHiOQKlwemLpK8TOfokDlQ51tE5o7UMX3Ajlb1HZcwaFLnsFjLZW1pt7f3tzBVeHU/fDFald+6HST7eyYBJA518Nwd+otZps6Hf0titRrZ9OaJ1UEEIRSqCxXCLnNjSifLRQdOB78H8FhMCxB4RWU/sFUFlujzpYDHRoPXrraAj9TuXFW/utMtW+9yDtTMieFFsB0eWQfg6UzQ27iuzUHqgxifVv4W3gOSrqU5w280GXgtFKXDW1UfqKVWU26hO7QhdPB89Q+9kXJTPQxf9XZUdVZbMMXXADOrAKSp/DUijCn4PgNnTRPVD8KDrvCSi8PSxbFPlKZ6PTz0BF61hbOif8+a3t86Yh+D2UvQbpp2/fq81wCvuTbA/QBF36DBjtIXcqyn1gOIgzeajMK+qUFm8VU7sCfEvCe3ZQ8s0t6K1joPWLlRVQI89joovuhtInqebSDa5El81Fp52Byp5YqXzFJWPgFxs1V0IQ+AwdWIVy7Rn3GqnE1PHX6tjx/KaCKB8tDB34AV1wc7h6ogpvFRfGSDd0a7/KfaCazzrqGmYR+BahQ5uh9CkwN1UcqTIqfEEqmwuOjlBLRooObUAX3gq+96l4CrPwgJEVbnhV2xNpLZhbrPm81RsSaq0td0HpnCotu51o7wiraFmCT2zNDSsAOdb7riG4CkK/go0S+NrcGrZ4xKD0ydrX08WwdTRQFnseDHTZi6isayPPpoNWDIcNRVcXP2RZ8pxdrN8L74SyZ6qMqOoi2ITeei60mgsqI47iY1U/61VjtQxAozKvgPRzbc61A/5Pw9+z2gin8hbdi2pV2/sffh8q/z4RUvfLnker9JgWp4hzl8/HXoyaA10+r8kpHy0JUT5aEDrwvVWEqLJXQ9WnwooL4w43clcfVNa1tkytWgfQRfeHn0h92LVO6JKZkDEGpdzV94c2obecGlZeKmSq+L8MzDLwjoTQBpv9MipwogM/oqooH1prdOEkKHuB6klgQSh/27ro5T6M8h4RxzrNnEql0gahTbaUD8peI3EXhAmU2xwbgsD3tR7VofVVqurGWnYTevMQtHsgZFy8g+IRSUbQRf+BtOFQ+gK23InOHqjMseDsji59IdxqwLC+p+mjEqoAailZsW7sIfB/ig6uQzk71ziqzfwqNYOiUDoHnXEBytEmPiHNbcTsjgvWGHNbfHM3AswEA04TObehEeWjhaC1RhfcgKV4RLu4uyFnsqUIOLvbbtimdShssl1ETYUm1skF4PsAvEOq7y66K3yDi3IxLH8L1WYBOHZG518Pvnejj69khwtY2QthxSOS3CEghM4fi866GuUdYbUlb+nEk4FkM0jUCi5NBonbn3VwNWwbG/+J/k8h8BWxlW/TsrClXww8H3ve9EswssdX/qqy4+siGpPAD9j77mgI/gIRlA/K3sRenxttBYbGW4PHyMXe31aHxzYtTBRmAnEbiZzb0DQdNUlIjMDX4TbgsRQCP8osQHmHxtcptvx/4HuPul30Vdh9sh1tbrXmtGNeLX0epbwod1/sKTzBau29tTat8u0xv7hBKLobvelwzC1nYhY/hS57Gx2KwwLQnPAeg636FEaHKjUtYtHQF0+rOueO6OAf6C2jws3N4iVUSxBuLQR/QWXfyfb+KFUJvx/eY1FZV9ZBljiIq39T5L+TDq3FXs0SAx36PY71wqt6R2BPQQqFxwqNFVE+Wgr+L7B3UVDowBdxT69Ln6HuHydt+b2r4v8Ke09QIfB9bP2YdgIQKxVQWVH7nkHbdwV/CpfQtqs4aQh8CcV3ogvGozcNxNx2pRXj0oJQ6WfaG5dxru3gQuXqTfJSTiH2Z1Kj0kfV3Ft0rxVwnMwslNoomYYO/AC5s8Hdv/oxxy6o7FtROfclrbmjNgvQJU9jFkzELLwdXTbfqoXi6otdxQFXz8iHdnCdRiWesRWnuHYH9yFEl9MBroOaZIxWSKuEt6aCuF1aDCHsPVVq0HZu+lXO0KFwu/G63jSc4Dlsh33xFEmyxiojG7InWNksEbFev8q+vfrN0CyIY61ImOB7B731G2j1cvx+7CaKcu4COfdavURQVH8iDccOeYZD+hj7k6YdD0V3Y8UMJYIDXH3Cn0uoTYlQmeNqxEno0MawFa8BFI8Kyp4F5cVoNQcd2mC5G1UGOLomrUfL9hTm6VjfmXCqL89CYR5kXALEqgjssArIOdpGPKrcA9Alj9uQJmilHMeB1tpyU7kOtIKYzS3UvOZYzftU3rS45m4stKSYj6YjqZAYzl2xZ0lQ4Owe5+RWI7e6YYD3uJoFgRzdbJ7vqBbIqNLPQmXfbtU6ACz9Oqxjq1xU7nSU96gdRIhcnyE+QlbPjqK7kjBX00GlHYtq9Wz4abTKTdKxCyp7Eir3/+JKqVRGllWkK2FCqMx/o1o9ZaW1Ats/CwrwojKvhYyabcOtbJsGVDwqKH0CHdpiFSpz9UQ5uyVN8QDrdVkpzH6s72uQ7TVw8qH4bnAPijKDA1QWKuu62oe4DwFHJ6LfWoyw9fFI+7L7v0JvGYneehqUPFhF8ajy2TI6oDKvQrV+RQqMNQHE8tFS8BwJKte6yERFo9JOjWtqpdxoY6ftZY7tn2nJZG7C3DYO5e4PaSeijEyUay+0cx8IriT6jSCEqlJbAbB+9x5npc0GVwHKMud7B9fIqAHAuSc4uob9+4mY/EPWmuaNLerip9wHoFo9brmdzI2W4ufoUucbp0o/FZQTXXA7UFJzgNEajK4QXB7pbEBDxiUoT/jJuu374P/IKq+uAyjnrlYMRYQgWF3yDJS9WCe5E0ejS59CZY2PPTTemUP/QEm0rtThz31oDaRfYnW6rrSOaCAEzr1QuVMjZrlUoJQBOf+H3np2+PxIqfuOsFJq7/aj/V9a9UUqLWtV5wzvy74LlXZC0lxTqcIksf4sTSngVJSPFoJSbsi6Dl0YLUJeQdpZUS8utZ6ZfrZVzdL2zdsFBKxMF/9HgEL7FkLRvZAzBZU2ApV1DXrbBdRex8NhBQtGqLyqjHRIP8VeUp5SkHEJuvAGm7JHI2jF1+xQQ6QloBxtIFkuJ0cnLNdLhL+9udXavCdYBaeqpvw6dkFlXIpKP2m7XMoBnkHhBnG1o81iK9YjaVR8+uJQaH0fQn0oH6UvEbsejobQHyjPIZB5IZTPQ4f+sorseQ5DufazuVgZOHtGVg5d+6KybrLd80drE11wHZaSEaUIYtGdkHYM0LQLAuoEs120KB9CY0SlnwK6DF00GesiVPFlDuf2p51e9/S99FHh6qPriRyN7rCeiLPvgrKXwP9heH/F2IqLog9dMB5UulVTI3caOv9atpuKq8jrOgCVN71OlRJrkHaiVeW15PHt89cVnfymXi0Jrc3w37y2RmvhYnO+RdD2A1TwF9CFYLQB5951d1WUv03isSY7yhnvKREsPckg8D32XEkGBH9AefpD+hlx38p0yZPooilEztrRqLRT4ms26P80HAwedVXQRVA2H6oonU2RRDvTSldbodGiMs6x+j6UvYz2L8cyp+5pFShy2o2ziDCvkQ2tnkVvvShcqr3iBh6udWC0RuXNQmsf+D+IMlO4l0TRZOtp1TsM2h1kNRjzLbGeqhxdLdO864DKG402iwE/qGxrzdAa0OWWH9hG91KlFCrrOrS7P7rkKfB/XOf3gmiluoXY+D8B8+8Yg6wbjip/t5qVIxEsF50De7FR9YTWaLM4hV1ZTXRgZUSlQ5sFVnC2kWt933c87lsaVjygpvJe0dpgonW9sWv58H+BdZuK9TdxoANfoGjaykdLQpSPFohytIHMS5NuoFOOjtDmbcu/XvZmOGI/F+UdhvYcbtXSKJllYybL/EvgS3AfiDJyIeM8VMZ51UdpE132lqUsBL8L73WFt9IKqdCeIyxTvLtX7NfgORzlORzTLIWt54QrSNq1gihw7AbOfWMPFWpF+7/E/g3nyyTecBpBvIC5Fr15GLR6ChUO/NbBteEOs3+C8qA8h8XfYda1b9i9acP6Uf4m2n9WpYKgfR+iS2ZbVggAFNo9EJVxIcpzUOVpuuQJYlsNDXTJHJR7mk3B41AE48zSa4y0pGwXUT4aCdq/wur66v8SMMG1Nyr9LHAf3KSCqJQyIHwDr0DrAGy7JGxNiMMUHVwN7gMjHtI6ZKV4ls+j+k0jQPU0XW21LPd9YHXk9A62tbRhpKNbzUZvuwwCFTVSYishKuvqpGYotExSc8NRrt5oopVEbyDCDdx06zeh6B4of52qn3Fd9nK4w+yD4cJ6sVHpp6FLHrEpgEKXzES5H0EXzwzHclV1o2jwf4L2fwhZt6AyzrEsj/6PiP39Dllp6TpgS3lSzu5omxVTVdxZeo2PluR2aTp3tWaK1iZmwSQrhaz8bTD/srJGfEvQ285Hb/sXWtvtU9FIKX0ufsUDiFpIqGRmWPGA2E9zVrCazr/SqqFgE2XkoFo9a6WSeo+1LBoqK3y06lcnHMGfPQXltZ8+KETGuonYveHEUYU3Ft6hVvZVyoP2QlbW0LZzofwNKrNNKje2KyiBH2zNqBwdUJn/trm+Cb73McsWhBUPqKl4W7/rov9Y7ltdiP3vdyhcwM0G3uE1CxBGREHayTbXFxoDonykGF38IJRV9HWI0AHS/1G4J0vTRGsTXfpU3U6u5alOa79lBo5PEiBoBbvGgVIK5e6HkXsvRptXUe2+QOXNBs8QK0XX1csqVNX2g6TFHjRVdGAlZuGdmNsuw8y/Gl32plU5M17iuuEk7z1Xyo3K+c/2uVNN8CdqV6wrOszebXs6nR5PHxUz3Jk2VjC35UaxYq3svmfOKnV4oqNUGirTRvZPxoW1Fj5rSlT0dklkayqI8pFCtFkUzq6IhhmuV/Fbg8iUdELrIPQX8Vk9HODqF9GMqs18dOnLVopu3Jjosvl1OG87Shkoz6EYeQ9htHkLo/XL4SqZ7RKatymjzRLMbZeitxwPpc9a1UHL56ELrkFvHBgOGrSPdcO5OvbAjIuTXk1WeY9G5T4CqinUaTHB/xk6aK//jOXmiCNOJPA1sV2NIevvrTzhlgWxlBUHeIfHF6+SfrZVEA6D6rcsB6Ag/QJU5lX252vEVLhdEtmaCqJ8pJLy+dgrI+5Al71a39LUDzre1EUD8ED2pOrTBH7E3DYOvfEgKKqtfLodeWx2YRVsYXUzHgu+xeE9OxSC0gXoreeho7Stj4TKOBuVdT01bzgGoCDjIlTmFQnJXivuAeGOqPVweXTXg1su+JOtYUqpcFXRWAqCAseucQhguVFUxgXYUlbK38XcOAiz6AF0aH3M2ZVSqMyLUG0/tFxH7sPAfShkXIBq8x5G9vVNKi5OsJCA0xSiQ39hL7VPh60HTRBHe2K3Fq+KAspgy0hM5+5WN1QzH/xLwscSKXutwGi5Fop6wfdhlSyISFS4B+5HtXoyrqlVxgVWpdqyV9D+FWwPxD7NyqyqL8pehdBvJN7gLvxkTsj6OX0MZF4OGw/EqluTLOzfeFXGaLTvnRijtCVr0W3Y+765QGWg3P0gayK66HaiB2j7rFTqkketDJm8GSjPwbFld7SDzLFNyLEQPy0p4FSUjxSiVBra1gVOgUqrd3nqA2XkoD1Hg28hdlthW2ireVRwVZVjid4MtFVoLZEZQpug/L/o4FpQXqsapHtgi33y0qXPEzsTyLSyI4Lr4q6eqxxt6yUtPBq69LnkTJQ+BjBRjk6QNhJl5FnxSokUsKuBqr3DbKTR7gMh86pwj5cdK56Gf/eehEo/He3/KGzRiiavA7zHVJZKVxlng2svdPGT4H+P6N9ZE/Cht10Cbd5CObvYfh3NFVE+hIbBcxgU/5+NgaFqqasNidVJ8ttwjQFvuO5GzQJD0VCZl6B9i6i9YmVDYIDRCrwj63S21kF00T1Q+gzWa7CUDV06B4ydIfcBW3VEmh3BldiugxJcDXUo3V8f6NDf6NIXwfcR4AdHdysd1dXfKlCXhM+pSj/T6vxbFbOAhKrnVsNhpbU7dopPrsxLwdkVXfxodZeNo6NlbUo7I9xy4Pzw9zYaukb9HVx9wfE29t5DDQTQpU+jsm+J63UITRtRPlKIcu2Ddu4HwR+o/YIUvml6jqrleP2hyxegi/4vfDGuwI1OOxGVda1tJUS59oa8GehtY4FUpA0bVlXGvDl1rhypCyZC+atsv6BWMUebf6O3jkKnj0ZlXtKimsrFjh+oQjLK4CcBXToXXXh7+Lfw3zH4K9r3P3D1J3YPFJsYWTV2aTyJzwtUtCtQWXXLhFPe4SjvcCuQ3dxsZas496hmwVPuAyD7dqsqKQbVr1FWwzmVc6/1/a5K2Vxrs03Icq1l3dRiLYgVtCTLR8v+SzcCVO794TS1SBdmB+BC5T4cX3R4EtClz6HzL4fQ7zsc8VsXiq2no81C2/Mpz0BUuyXgPT6ZYkbAA44u1v84wNgZlXklqs18lGsP27Po0CZ08cOYm47EXL8flL9CTBNy6Rz0xkPRJfHFNjRp3P2wp4A443IP1Be6bB668FYspSNCd9TAl+E00EQu4oaVrWXkVV9bayiabHMOBzj7QcZlgDssj5PK99q5G6r1iyhn1wTkBOXcFeXuh3LtFfHGr9JHoVq/DN5j2J4p4wbv8ajWr6HSqlsStTbRxTPjF0SX2a/90YyxOm7VPc02VXbluiCWjxSjnF2g9atWN03fO2y/ICqrumnW1TWfLOoZHVxb5ckw0sc5BME16KKpqJxbbc+rjFZocyPxBaDGQe4jVnn0BBU17f8Sve0i64IYt5zBcH8Lp9VHp5mj0s9Cl78RY1Q4vTLFFiHrxnh/jFGhJGREmaiM82vu9i+F8tdszhFCZY5BeYegM84Pd5hdB3gsF6yrV4NV0lWu/VC596P1PdZ3QqXXbqEIfGcVSYx/Fcut28JpSZYPUT4aAcrZCZX3ADq0GYLfg9bg3B3l7JQSeawgwh3NrDsSgrJX0VnX2HZl6MB34F9OvSgeRgeU54iEO9zq0N/obRdaTekSkFMX3wdpJ6EMO8WymhY68C265AUr3kM5rIyk4I+1jHaAkYfKurZBZYyI/wsbHVLBkrm11ZuoLs+S6edHrHSrS5/FdsdklYN29UURbtpYhw6zyUYpB6gY33Vzax1mdoDnsMqgVaFlIH/tRoRytAHHoFSLAb73sRcU54PAcogRDKtDm9H5/7bG1hMq85KEFQ8I3yC0j4QVJF1mlX9PPy1hmRoLWvvRBdeHy9pXvYlWvO8VzeCcVLo1XPujcu9BOTo0vMA7ErJXjAtCYLSxqtiWvWj9HocSojxHRD7g/wLbwaa6CAonQN5jttdtFBi5dTgphEofnWxJmiRi+RBaNvEUBovQd0brcGql/ytrrvI3wdySRAErCLtv0q0I/XjRujwslxeMVpYZu/RlkpON4EQHf07502oysYJuKyrERmgFQBC8I1HOblZquPswlGv3BpYyCiqOYE/lxciZhM76N5S/gy6cgu1g6VrdIfF8rkyrv1Nwbc2MmcaMaz8gDSizf07GWCtlXRDlQ2jhOLuAfz22nv4d1VMntW8pumCCVUSo6hNw8oUEzyBU+jkoz4C4ztTB36ziRmX/pbLYk3MPdNrZdSzbXhvNJ55bB9fYi1fwLYGcyah4bvQNhbs/9uKNDJRnIGDFKZF+Btq3xCqoFlOBUOhQYWSl07kHBFbYWH/7XPjeBeeFNsc3AkJrsK14OLqjMsei0o6tV5GExokoH0INVNppaP/SWKOsxmrOHpV7tG8petv5bDdRJ6vdeUWlyCCoHMiejJE2pE4zaf8X6K0XYJW1r3IjCf4CRRNJWpolQZS7TxLmaRzospexFa+gi6B8ITTCG4pydEB7jrLhVlRoz3AoeRod/AkwwhlUdiwXGgrGobkflTai+qzpZ6MLvopDYgNtFlQqMlqHAKNeAk11YCW69IWwa8gE1z6o9DPA1Teu9XTpS9gOKM+8FpUmXaCrIpYPoWXjHQIle0DwV6JdcFXmVZUXJq1NdOGNVCSL1RmVA64DwDsM3AehfO+ig7+AMlCuvuAdilLuOk2tzQL0tn9hWTt2lFFX+T9RBUSBkQeewQnM0cgI/oG9v6szjtiKhkdlT0Rv+daqbVHjs11R4XMYbDkOTYDt8SzB8M92CuVpdMF14D4A5Wi/fbf3aCjZD4Lf2ZgDay2VgS6eiS6dG7YmOtDu/laMhOeIhBURrTW66K4qHWzD70noD3T5W+AZBrn32f/OBVdj73PiQJlrYg9rYWit0AkoEImc29CI8iHUQCk35M22rBjBn6n+JGO5ElT2f1DeKoF1/k8T7z+TOwvDu0PwqvOc5MVNlL0GugQ7N4+6Y0mrsic3eG2WekW5sKeUmcTVObWBUY720PoVdOF/wiX/q9woHV3B1WcH91JV653dmA1tjS17GTLHbV9buaHVE+gt50LoB3tTlTyD1pvZ/r6HwP852v8peE+GnDsTK8xV8khY8QjPXUn4Z9876IJ0VO5dNU7VZpGV8aQD4OweDiq2+7fXyO2nZSN//RaI1gHLPK7SUbXk1itHO2j9Ovjet8pQh9ZaQYSeI63CQ46dq58QWIHtNMJIGO0q/ez1hS57i/gUi9p7X+AZDEW3grkR62sUvuEY7VE5t6M8g+omo9ZWK/OKLrCufayMkQaq6VAbyn0wujLYNBomxBmD09AoR3tU3kPo0Abwf4lVXr0r2tEFNiXrM2iiyxeiqigfEO511PpV2Hp8WLGv7fNoAF7QWyOMCX/Hyl8F5y6QeWmdJNRmMbp4RqxRUP46OnhZZeCrDm1GF0+DsjfY3iBPoT2DwNkV/DaVVPeBdZK7OVNRLCyR85sKKY+Imz59Ol27dsXr9dK/f3+WLVsWdfy0adPYc889SUtLo3Pnzlx11VWUl6eiZHfTQwdWYebfgN7QG73xIPSGXphbL0T7Pok4XikXyjsUo9VsjLbvYbR5CyPrqpqKBxX+6Lp+8A1U+tn1X1pZ59sf6z4CVG71fY5OqOxJqJzJGGmDUW0/QOU+hsq8zAqcy5uJaru47oqHfxl68wiremzRnda29Qz05mPQvs/rNGfS8B4LKoPof2MHOPdBufZtKKkSQjnao9JGoNJORLn7oMr/S/LilAhb2WpiGAYq78lw23pF9fc0/LOzO1BKLGVelzyB1nXskFs+H3vddQ102avWeqEN6C2nWJ1/q52rrYDc0rnEvq0Y4Ny3wYsnNgUqYj4S2ZoKKVU+XnzxRcaPH8+kSZP46quv6NWrF0OHDmXjxo0Rx8+dO5cbbriBSZMmsXLlSp544glefPFFbrzxxgaWvOmhyxeit5wI5f/FCrYE0FZK7Lbz0MXTE5pfufaibhduh3WhTT87ofVtYbTGtoLkX2xZhyqDXV2QNgrSzqxUkpRyoLxHoDLHWZtnUNRaI9osRfs+RZcvRgd+qX7M9yl665hwK3ewnhzDT4+h39Dbzq1VSWwIlJGOyrmPmjfLChyg0lA59zSwZPGhdRna/w3avxwdqp7+rQM/kLxLorIaDtZ21NEG1foVVNaN1TPGnD1Q2VPC59qQRReGm+PFj1Ux1U5tHA2hddZPBTeCuYHISlEICMRIaXaA8qBy7oxbXqF5kVK3y9SpU7nooos47zyrK+KMGTOYN28es2fP5oYbajZM+vTTTznkkEM488wzAejatStnnHEGn3+e4qfCRo4OrkHnX0HkYknWRUQXP2BVVfUeXbdFPEdaDfBsVTis4qZwH4rKvbfODd/iQaWdgA58G8cZVZWpABTfZ/2fOTaudS3z9oNQ9lK1/hXa2ROVdQW4D0EXXEPtwYxWEK8uuBbafpCyWBLlPcqKBSqaHHYZVMHdH5V9C8rZPSWyxUKbBZaCXfZyFYuEgfYMRmX+G+Xak8T6udRYEQLLMfMnoDJGo1w9aoxQRgZkjEFljAlbL4zKKp+69BlsB26bm+okoVJetC03pALlQQf/AH8sRce0PuNpZ4PvPTDXYylRYWXauQ8q5z/hh5X6QYe2WNWXA98ApmVhSTu1cRS6i4EEnDYAfr+f5cuXM2HChMp9hmEwePBgli6NnOZ58MEH8+yzz7Js2TL69evHb7/9xvz58znnnObfQyMRdOlzVHuSjoiBLplVZ+VDKRdk3YwuGB99oHuAlZ5rZIB2QfAbdP44tLEzKu1EK8MlifENOrg6HD+h0c69LVeKLqCuGTm6+CFIO9n2hUybxeitZ0FwVc01gz+gt10MaWeFsy+izmSN8b0P3qF1kj0ZKM/B4H7LytgIWFlIuPa3ehQ1UrS5Fb3l9PDTe9UndhN8i9C+D6HVkyjXfujyN5O4cgDK30CXvw45d6PSam+qWCObxMjFdtaVstddugbuQ4EHbAwModyHWjVcbMlkgN6KarsY/J+Es+YcVvZPPbtadMkcdNE9bFfkNdq3GIqnozMuRWVenvL4qWhIqm0DsHnzZkKhEO3bt6+2v3379vz0008RzznzzDPZvHkzhx56KFprgsEgl1xySVS3i8/nw+fbXrGzsNB+J9ZmQ9l/iR0IakLgG3To74gxHXawigX50QW3Aj62P/EAKMi4xKqAWPoU+D/fQSaH1aDMuR/kPYZytK6TDBXowI9WRkPgy+oHHLtDyBeWr+r69tNrdelLqKzL7Y0tnhpZ8bCOWv+VPYe9YF0n2v8FKoXKB2BdvF37hatZNn50wcQIikcFljVQb7sU2syDonuwPhvJImxZLLgenN1QNt8z5R1mZbTExAN1DdR27QfOvawaN7V+9gwr/d07BEqeIHbPJwATzDLLBek5zNoaAF0617LKRZIHoGS61YtohyDgxkRLsnykPOA0HpYsWcLkyZN55JFH+Oqrr3jttdeYN28ed9xxR63nTJkyhZycnMqtc+fOtY5ttug4FC5zW0JLqbSTUO0+RWVPAu8I8I5AZV4FrV60Atzy/2Wl5da4gIV/D/5gxTfEU+J9B3TgW+tJNxChoFPoV8AP3uGgsrbvNzphz+xubs9EiSWHWQylr2DPymLTEqOTGBDZAtChf8IptdFumCbofJT/Y1T2TfUkiUIXz7Y/3DsybNGIdok2IP1UlJEVZUwUiZRC5U4FlU7k2A8DcKByH7QsM46dsJfN5giPbTi0LrM6g8caV/wIuk7N74RkkzLlo02bNjgcDjZs2FBt/4YNG+jQIbJJ+5ZbbuGcc87hwgsvZN999+XEE09k8uTJTJkyBdOMfPGeMGECBQUFldu6deuS/loaPfGYZevUGGqH5YxMVPqZGLn3YeTebzVXy/+3la4bk5BlKSibV6e1tTbR+eOJXEgMKsu9+z+HtktR7b5Ctf8elXEmyfX5E7a62MnEiuUSqyCEcu6amEwtDd8HNgcqdPkiVPrpqOw7Y3dvjZuQVTMjQi+kyOKkhZ/Qa/tMKnD1QWVdl5BUyrkbqvUrYRfMDmu5+qBazUV5+lu/e4ZYcsUkhEo/KSG54qb8f7VmF1UnBGWv17s4dUUnmOnSlCwfKXO7uN1u+vbty6JFizjhhBMAME2TRYsWMW5cZLNYaWkphlFdX3I4LI1d68gXb4/Hg8fTCPtMNCRpI6H0eaI/tRhWMJijY/LXL50bjpC3G2dhWHEqnsOsADezBBwdwm23Y1Ra9C+1oeSYYG5C+ReD52gIfIsu/8SmfIZVe8MOdm80tnFBlLgBIQK6BHuuAh3ObgKVfiraMxA2JdtdEAKzAByRa+tUSmJutSrxBr4h4vOhykVlXAgZ59a52m+16ZzdUK1moUN/QeA70Ca49kA5d6s+zsiAjAutuKdacYCrFwRWoQPfWWXp3QOS0nE6Glb2WEVX5WgY6EDjbfiogVpuZbbPbyqkNNtl/PjxjBkzhgMOOIB+/foxbdo0SkpKKrNfRo8eTceOHZkyZQoAI0eOZOrUqfTp04f+/fuzevVqbrnlFkaOHFmphAg1UelnW30bosY1mKjMi5K+ttY6HPAaT4CnCcEf0ZsGYt00wnKrHMi8BNLPrzVozPKT27kIOdG+j6H8XSh/i3iMgCp9lL2BtmNnDDA6ghndKqcyL0UZOTbnbJ7o4Fp06fOWK0WXgaMjKu00SBuBivRUbrSnLq4CZbRFq/Rq2UmJo2JaVLQOWL2HghVxbxG+N7oA3H2SonhUk87REWI9fGSMhdBGKHuR6nFK4SrIKgMCX6EDX1H5vTU6QNbVUQNukyB8/YwV6o2UKh+jRo1i06ZNTJw4kfXr19O7d28WLFhQGYS6du3aapaOm2++GaUUN998M3/99Rdt27Zl5MiR3Hmn5IxHQzl3hdyp6PyrwnuqB3pCyGpr7R2W/MV1qY1MjkhUlTGsMOkCdNHdENqAyq4lyFgHIu+vORD8yyD0e/h3e8qRyhxrP2XPua9VSCq0hujPJCZkXWX1xSh5FOuiXSFPuJ9Ixr8g4zJ76zZTdOlL6MKK5n/hz4e5GR1YAcUPQ6tnUM4dYro8R1oxDTGViBAqbburQCkHOu1UKH0We8pLLBS4B1rWg2j43oNgrNLrCl00FdX6+STIFR9KGZB9O6Qdhy55DgKfgw5ZlU2Dv4IurjI6/Jk311tp4mYBKmN0/cjl6otmpo2RIZTrgHqRIRmYKFQLqXCqdG3+imZKYWEhOTk5FBQUkJ1dxxS1JooO/IgumR2ubBi2DLgPRqWPqd6nJZlrah96Q/IrXqpWc1HumhcRXfIsuugObKUDxtPaHJdVKjvjX/F1+Sz/X7jGSm04wLELqs1bKOVGB/9El70EFfVIXPuh0k5DOTvZXrM5ossXo/P/FX2QyoS272PsELekix+26qzUigNcPVGtXqr2t9XBP9FbRloWlkSaJVaIl/ckynNI1DHmltEQWGZrPdXmHZSzW8JyJQNz22XgW0ysbsGq7eI6Z9NFQ+sQetORMdy7luVJtfuk1rYSkWiIe0bFGvu9fA2O9LqHCYRKfXx76n1N4v7WpLJdhMRQrr0xcu9Dtf8K1fYjVLuvMFrNqTfFA0ApDzj3JrkfNQe65NnIh9JGYq+5lbYvk/cYK4Mn85K4awQo73BU1s1YCkxVc294bccuqFZPVZrQlbMTRtZ4jFZzrC1rfItXPCBcXyXW30sXw5ZRNcuNZ1wGaaeGf4nwN3Dujsp7rMbfVjk7ofJm11JWPlz11u5nKH1MTMUDCFe4tanoBH+3N66e0aH14FtEbAuRCrt/k49SDlTOXdRegTfc8DFnclyKh1B/iPLRAlHKa/W1aICqooDV/jsJT47bCYXTdSOsZeRARqzYFQUOu0+MTnDsjDLq/hShMkaj2vwP0s+xSmkbba1Mgpx7UG3ebBKVF1OJDq6G4PfY+gyF1kDJk9V2KWVYXZjz5oDnCCvFWqVbAdbZd6Fav4wyWkWcTrn7oNq+j8qaYCnRRnurBHrWddD6ZWyF+Dl2w7CdwhtH9dokx3zUGf+X2At1NKEeWwQozwDrb+zYJbzHQaWyaXRA5T6S8ho5sWhJvV2kq61Q/6QdZ6XC+T8k+kXKg/0CT7XHdqjMf6N1CZTOoXpQXPjntNOsehmhP2yso4H4LvLaLLKqQZrbrJLznkEo567hOBXpQxQ3ob/iGq5Ln4GMC6tlWCilwHOwVaE1TiyF9lxUxrnV9wM68yqrkFxEDKuPSe40+4t5Blol4GNaEdzQaBr4xdPYro5N8GyiPP2hzbtWPFfgG0CDq4fVxqG+G1cmAa0TzHZpQkEUonwI1dhejhzLD75Dul1dUMoJedOtsselL2BdgCqUAgOcPSH9THD3hc1HYyteI4rlwnrSvRGdfhq6dC74v7bmdPWy6ji4eqDL5qPLX7UhfcieuRzQ2o8uui+c1uxje3aRB51+BirrmqRnKLQIbNWWqIK5EYK/gWv3+pGnCirzElCZ6OL/C6fqOqmsJePcA5VzN8q1h/350s9El8VyTTgg7cSErHFJxWG39owDnA3wN1EKPP2tTWi0iPIhAKAD34fLkVevCqpdfVHZN6FcPROaXyk3KvtmdObl4YZTW8Nlm4+qZvI23YeHm1dFr0ip0s+KvaZzN1T2xMgHvYOhqBWY+dRuzjfA0R1cfWOupXXQKtHt/5jtylPF/z4ofQod/A3yZlQ2D4s8jwn+peiyN6ybqMq2+u14h7ZcxcW1nxVMWi2TIhbJLJEeHZVxNqSfCuULw9lTLnAfZAULxxsj5NoLMv8dpZaGw0ovzrJ6KGkdDFcw9sTOpKkvXL1sZnWFUOmnN5RUTZKWVF5dlI9mjtYm+N5Dlz4L/hVUPpGlnw1px1oZFv6v0VtHE9GVEfgaveUMaPU0yt0nYXmUkQ1VUhprHM+6HL2louBXpAuZA5zdIG1EndbXOgCBH63iU5nXQ+HN4SM7KiAOUF5U7lR7N5CyV3ZQPGqsbLmdyl6zKr5GGhHaYDWaC66kqmVI+96BoilWz5tGY2pvOJTyotPPgJJZds8Ao27lvXVwLQRWUPk9sdkITSkPpB1bpzVrkDHOqjNS/OAOaeoGeIaiciaCWYRZ/LD1udNlluyu3qj0MVaAdAM2T1NKQdZ16PxLo4wywH0wuA5sMLmaIqJ8CM0Crf3o/MutTqhVYx+CP6ILb4DS59B5syD/SizFo7Zy5AGrRkjbRfVeqVC5ekLeTHT+uHB1ygrXRVh+5x6ovMfjjljXOgAlj6NLnwZzy/YDju7W/KHfqkphddfNvsmW28kqpPaMDSkUuvRpVATlQ5sllgJYWZ21wvIT/puYW63jrV9HObvaWKt5oTLHocvmgfl3jJEO8BwRd2NCHfwNXXh7jUBm7dwHlT0B5e4Xp8R1RykF6adD2imWPKG/QHnBfQjK0Q7t/wq97XzQOzRHDHyLLrgKfB9Dzp0NGuOgvEdCzj3oghux0vgrlPDw99Z9KCr3gUbdUbYxYGqFkq62QlNHF04O595DjVbiAMEfYdt5YP4TYybTuuj7PoR6TMutQHkOgbYfQfmb6PKFlhJi7Gz1i6hD4JjWAatctf8TalgmQmuwiniNDfdNsTq2KucuEWaqbYHCcGfQmAMh+DPaLKrZDKzstbDJvvYKtOhydPEMVO5d9mVrJiiVhm79ImweGqVgmJVmqTKjPYHXRAd+QW89PfK8wZXorWMg71GUZ1C8YieEUs4aHWG1WYDedlG4dP+ODwvh38tfBddukHFBg8hZgUo73gqYLX0F7f/YUo4c3ayKwK7eongI1RDlo5miQ1ug7CVi+WCrm/ij4UT7l9ZrTZCqKCMT0s9EpZ+Z+GQlj0dWPIDt7bYfgTbz6hZga7uqagU1x+vSuTbOC0H5W2jzpjp3Mm3KGI726Navo7eeG1aYq7YLUIAblfdQ3K4pXXBdWPGI9B0wAYXOvxriLE5VL5S9Fo59iR6UrUuesGqLRIkvqg+U0QoyL0ZxcYOu21xoSdkujT/3SKgb5fOxVxa6ainvWNRvmpwddHAtuvx9tG+JpWDFGq8DlqvFRgaN1YOmDhi5Vu0IO6hsK9B2R6JaPaoSgNCf9mVrZihnN1Tbd1A5d1vxA45drHodmVej2n0Qt3VCB74NlzOP9l0JN50rm5+I6ElBl/0XW58Tc3ON4HGh8WMpHyqBLdWvwD5i+WimaHMjlkUjVoM1sHfTC6EccbgikowOfG+lsVbzyTvQ3mFWCmttDbGCK6vHeNRKyGoylz0pbtmUcqLTR4WLW0W7iTkg/fRa4mbsdF6toGV/bZXyWqmmaScmPpnvU+xZ/hxo/ycN3yp+R8ytcYzdVn9yCEKCiOWjmaJUJvYsGrWVI94RB6SdkJBMdUX7v0BvOR38n+1wJATlC9BbTrayFCJhxtGV1IwnlbM6Kn2MZdWgtoBcBxg54WqvEXAfGOXcqgvlgrNL3YQUaqB1RT2WWJh1cK/VA7VUYo08Nq/+5BDqhcSsHollyjQ0onw0V7xHYU/5MMFzdOxhGefVWoK6PtHaj942DsuCE+n1hMAssLpmRsIRT8plGWbBrWgdfxdT5WiPavUsGO3Ce4zq/xvtUK2eRTnaRTrdSn2O+fRtQPpZLbfeRz2gnF2wZx00YMeOuSlApR2HLWXJaAOu/etdHiG56CRsTQVRPpopyrkbuAcQ/WnaYfUayZkKaWdu31f1OEDamajM8fUjaCzK3wW9jeiKVMiqRxJYWeOIcnYBV29sf9TL5lrVKuuAcu2OarsQlfN/Vg8RVx8r7TNnmrU/WjCr5yjwjqD2G4tVHVI1cAZDs8c7NNw4LhYhVGVzuhSSdlJY3uifZ5VxQYMHmwpCPIjy0YxROfeCowORFRAHqAxU7qMYhgsj51ZU6zetvifOHtaWdhqq9ZvWsXqu71Eb2vcBttwRGFYqcARU5ljiamxXMhsdj2+96lrKjUobgZH3KEbrFzHyHkWlHRPTWqGUsv5eGRcDFRkVDixlxADvMFSr5xqsGWBLQak0VOa4WKPAe2KjqK+ijFxU3kxQHmp+L8KXc+8JkH5eA0smJIOW5HYR1bgZoxztoPWr6OIZVrMqXRI+4gbvcajMS1FVTMnKtRcq57akrK3NUqvGiLnJygTxDIq78BMAofXYC8Q00Lo8cjNtz+GQfQe68Babi5pQ9ibs0EisvlHKicq6Gp3xL6tFubnZesr1HFmru0ZIAunng1lkpVtHakToGY7KuSN18u2Ach8Ard9Elz4Jpa8B5dYBZ09UxhjwHis1NZoqifpOmpDfRZSPZo4yWllN1rKugmC4oJajS1x1IrRZYmWMGJkx4z60DqGLH4bSJ8O1EwxrTRxo70hU9kTbT+86tD6OdMFg7RkvgEofhfZ/CuULsJV2G1prKwyxPlBGJqQdn6LVWx5KKVTWlei049Glz1sdUQlZKbzpZ9SpR0t9o5xdUNm3orNuBLPAagXQAmu/NDsStV7U8dzp06dz7733sn79enr16sVDDz1Ev361V/XNz8/npptu4rXXXmPr1q106dKFadOmccwxx9heU5SPFoJSaWCzT0UFOvAjumRW+IZtPQ1q575Wa/EIT1daa3TBBCh/o8reCndHyKpYGlwFrebaaoJllSy3EwwI4ECXvYEufzN80zg9HExYBaMN9tOPPTbXFZoLytkNlX1jqsWIC6Xc4GibajGEJsyLL77I+PHjmTFjBv3792fatGkMHTqUVatW0a5dTYur3+9nyJAhtGvXjldeeYWOHTvyxx9/kJubG9e6EvMhRESXv4fecko1xQOA4A/ogqvRhRPRO1a08S3ZQfHYEROCq6zqi7HW1xpKY1VorUoIAsusdNzSOejNQzALp1iN9cIo96HYUzyCKM/BNtcVBEFIDhUVThPZ4mXq1KlcdNFFnHfeeey9997MmDGD9PR0Zs+eHXH87Nmz2bp1K2+88QaHHHIIXbt25fDDD6dXr15xrSvKh1ADHfwTnX8FltKxY7xF+GZe9qK1VT2v9BliB4eaVkZJzJoJPtAFtmWuTljm0ierZ654Dgt3O432sTfA0Qnch9RxbUEQhLqRrIDTwsLCapvP54u4nt/vZ/ny5QwePLhyn2EYDB48mKVLl0Y8580332TAgAGMHTuW9u3b07NnTyZPnkwoFF+JAlE+hBrosuep3pkyEgpd8nh160eFrzwW5lYI/RFjkAt7xZ9iUPJ4ZRl2pRyo3GnhuSN99A3Ajcqd1qAdQQVBEJJJ586dycnJqdymTJkScdzmzZsJhUK0b9++2v727duzfv36iOf89ttvvPLKK4RCIebPn88tt9zC/fffz3/+85+4ZJSYjxaO1uVYSoYXpRQ6tBlKniO2u0Nb7d+Dq8C1V3hfHJqvjt4nRikH2n1ouJx6/EW/qixkNePKvMia190HWj+PLpwCgS+qD3UfgMq6CeXqkcB6giAIdUSrOgeNVp4PrFu3juzs7MrdHk/yYthM06Rdu3bMnDkTh8NB3759+euvv7j33nuZNMl+ewpRPlogWvug7BV0yTMQ+s3a6dgF7R1ppeQST0nyKq4RR5dwi/pYiovTcm3EQGWMRvs/si9L5FnQod+q2VCUqyeq9XPo4K8Q+NHa6doH5dw1wbUEQRDqTrK62mZnZ1dTPmqjTZs2OBwONmzYUG3/hg0b6NChQ8RzdtppJ1wuFw7Hdhd7jx49WL9+PX6/H7fbXgVmsS23MLRZjN5yFrrw9rCiECa0Dkqmg7kxvgmr1O5Q6WdGGVh5AnhHoIzYXwzch0H6ufHJUwNFbTq2cnZHpY20NlE8BEFoYbjdbvr27cuiRYsq95mmyaJFixgwYEDEcw455BBWr16NaW4P5v/555/ZaaedbCseIMpHi0MX3ADB76lZzSZedVuBcw9wdN++K+0kq8V5rUGnBig3KvNSeysohcqagMq+HaLU8IhOEOWuPV9dEASh0ZCC5i7jx49n1qxZPPXUU6xcuZJLL72UkpISzjvPqpI7evRoJkyYUDn+0ksvZevWrVxxxRX8/PPPzJs3j8mTJzN27Ni41hW3SwtCB9eCbyHJKYOnURn/qlbrQxmZ0OoZ9LYLIfgz26tFKmtNlYPKmxmXlUEpBemnW2XfA9+BuRntXwqlz9h8HV6rf4cg1DPaLAL/J1a1VEdbcB8sTQCFuEi0RHpdzh01ahSbNm1i4sSJrF+/nt69e7NgwYLKINS1a9diGNvtFJ07d+add97hqquuYr/99qNjx45cccUVXH/99XGtK8pHS6J8HpWKQKJkXIZKG1ljt3J0gNZvgv8jdNl/rfLoRjbKOxS8w1HKG2Gy2ChlgNvKI9f+z7E+ujZanLv7yA1AqFe0LkMX3QOlrwBVUhpVLmReDOkXNLoKqYJQlXHjxjFuXOQeR0uWLKmxb8CAAXz22WcJrSnKRwvCapZWUe68rijwjsDIurL2EcoAz+FWT5XaZNF+KH8XXf4/MLeB0cZSZjxHxO7GqTzYU6AMcHSzMU4Q6obWPvTWcyHwDTW+VzrfUkqCf0L2JFFABHs0of4siSDKRwtCGTnohD/Z2kYX0BgzBFZZrhlzA9uVIQPtW2DFjOQ9UbM0ehWU5zB0yWM2VjJRnsMSklUQolIyO7LiUZWyueAdDJ5DG0wsoWmSCrdLqpCA05aEdxiJ1cwwwDM4ocwQHfoHvfVsq2MrsP2iHf4/9Bd661nRW9q7DggHusaoVGp0gCjWF0FIBK2D4aq+sSyJDnTJ0w0hktDUSUHAaaoQ5aMFoZy7hcuGxyqBDtU/GuGfXX1QOfckJIMueQJ0MbUrQSFLMSmdW+scSimrUqlKJ/JrMQAXKvdBlLLzWgWhDoR+r6JERx0YLpYnCEIF4nZpYajc+9FbzgiXN9/xic0A1QGy/gVlb0PgW0CDqwcqfTR4h6GUq85ra+0PFzGLZX0x0aXPQcbYan5y7f8GXfos+BZbFVKNNmC0DxdKq6Lyuw9CZV2HirOLryDERYwqvdUJorWuNe5Da9MK0i6dGy58Z1gVd9PPspR+iRdpISgSayvRdD4nony0MJTRClq/AqVPWTd4c0v4QC6kn4nKGIMy8iD9jOQvbm4GXWZz7BbQJaAyAdDFj6CLp7E9fRcw/7L+V60h8zKUoy04e6CcuyRbckGoiWNnqn0eo47tFEXxKENvGwv+j6vPVz4fXf4WpI2C7FvFitcSSNR10oTcLqJ8tECUkQWZ4yDj0nBFUw1G24SsGvaI8+MWlkeXvR5WPKD6hT78TdPboGQWtF2AUmk1ptE6AOULrafK4E9YT5X9rKdK90HyVCnUCWXkoj1DwfcO0RUQFbX6r86/ropbpuo84Z/LXkQbrVBZVyUosSA0HiTmowWjlAPl2Anl2LleFQ9tFqMDv6DN4nBPl1g3ewOcPVHKg9YaXfxwjPEhMP+BsnkR1i5Cbz0bXXAlBL4EXQg6H3yL0NvGoAtuROtEgnCFloxVrddB7ZdSBxg7QdopEY/q4Oqw8hIjaLXkCauImdC8kYBTQUgcHfwDM38CeuNB6C0jYMswq6ZHzG+IicoYbf0Y+MbqOxMThS57paYM+VeEY1esebdTYdp+FV38oI35BaEmyrUnKu+JcPBzVX99+NLq6Ihq9XStvYx02WvYCwAPhIsECs2aiq62iWxNBHG7CPWCDnyH3joadDnVTMm6JMaZCjxHgDdcPdXcEH349okh9E8NGSw/egxKnkRnXGSVhxeEOFGe/tD2Qyh7A12+wLKuGe1R6SdZqenRrIqhv7D3uOpAh/5uQuGEghAdUT6EpKO1D73t4nBwaTRz8vYCY9b/XivoNevq7cF1Kg6FYAflQZe9jr2AwHIofwfST7a/liBUQRmZkHE2KuPsOE9Mw16Ggo4YzyQ0L7S2tkTObyqI8iEkn/L/bc+iiYqCrIkogmC0tkqr72h9cPcF0oHSmHMp77Dqu0L/YK+omtOKGRGEBkZ5Dg+7XmIRkoJ5LQHJdhGEuqPL38FeD5kQSqVb5ulacVu9XHRs5YO003bYlYE9y4cZfgIVhAbGMxiMtmFlvbbviwNcPaVujdCskIBTIfmYBdhrXmdY/vFo+D+0Umlj4qzholGeI7Bn+TDBc6SNcYKQXJRyoXIfAlxEDjx1gMpG5dzfwJIJKaEFBZyK8iEkH6Md9iL4TatKaRR02Zs25/KD7/3qu7xDwvNH+5g7wH0wyindb4XUoNz7o1q/FG59UPXm4bCqCrd5XQrntRCUTnxrKqRc+Zg+fTpdu3bF6/XSv39/li1bFnV8fn4+Y8eOZaeddsLj8bDHHnswf/78BpJWsINKOx5bFgeVHtviENpgby6MGn02lHKjch8BPNT6VGm0Q+XcbWN+Qag/lKsHRqvHUW3fR+XNROU9gWr7MUbu/6EcO6daPKGhaEF1PlIa8/Hiiy8yfvx4ZsyYQf/+/Zk2bRpDhw5l1apVtGvXrsZ4v9/PkCFDaNeuHa+88godO3bkjz/+IDc3t+GFF2rHcxg4doPQGmpXHBSkn4sy0qPPZeRiL37EBJVVcxV3b2j9ilUh1beoyjweSDsRlXk5yhHd+iIIDYVydARHx1SLIQj1TkqVj6lTp3LRRRdx3nnnATBjxgzmzZvH7NmzueGGG2qMnz17Nlu3buXTTz/F5bJy57t27dqQIgs2UMoBrR5Hbz07XMcAtqvk4QBQ7zGozH/Hnss7FO1baGNVp1UfJNIcrt1RedPRoU0Q/A2UYfWAkboegiA0JhKN25CYj9j4/X6WL1/O4MGDtwtjGAwePJilS5dGPOfNN99kwIABjB07lvbt29OzZ08mT55MKCTlsRsbyrEzqvV/UVnXVymp7rA6deY+jMq5316jLO8wKw036kfVAO9IlKN1DJnaojz9Ue4DRfEQBKHxIW6X+mfz5s2EQiHat29fbX/79u356aefIp7z22+/8f7773PWWWcxf/58Vq9ezWWXXUYgEGDSpEkRz/H5fPh8vsrfCwtjZFcISUMZWZBxPirjfKtlOCruJm5KuSFvVrhaahk13TgGOPdGZd+SLLEFQRCEeiblAafxYJom7dq1Y+bMmfTt25dRo0Zx0003MWPGjFrPmTJlCjk5OZVb586dG1BioQKljDp3j1WunqjWr4P3RMC9/YDRBpV5Bar1c2LJEASh6SOWj/qnTZs2OBwONmyo3rtjw4YNdOjQIeI5O+20Ey6XC4dju7m+R48erF+/Hr/fj9vtrnHOhAkTGD9+fOXvhYWFooA0QZSzCyp3Mtq8Ecz1gBMcnVBK6uQJgtBMaEEVTlNm+XC73fTt25dFixZV7jNNk0WLFjFgwICI5xxyyCGsXr0a09ye+fDzzz+z0047RVQ8ADweD9nZ2dU2oemijEyUczeUs6soHoIgCE2UlLpdxo8fz6xZs3jqqadYuXIll156KSUlJZXZL6NHj2bChAmV4y+99FK2bt3KFVdcwc8//8y8efOYPHkyY8eOTdVLEARBEITk0IIqnKb00XHUqFFs2rSJiRMnsn79enr37s2CBQsqg1DXrl2LYWzXjzp37sw777zDVVddxX777UfHjh254ooruP7661P1EgRBEAQhKSRapbQpVThVWttrwvv333+z885Nv9JeYWEhOTk5FBQUiAtGEARBiEpD3DMq1tjlnv9gpHnrPI9ZVs7a625uEvc3226XffbZh7lz59anLIIgCILQcmlB2S62lY8777yTf/3rX5x66qls3bq1PmUSBEEQBKEZY1v5uOyyy/j222/ZsmULe++9N2+99VZ9yiUIgiAILQpFgl1tU/0C4iCugNNu3brx/vvv8/DDD3PSSSfRo0cPnM7qU3z11VdJFVAQBEEQhOZF3Nkuf/zxB6+99hp5eXkcf/zxNZQPQRAEQRDqQAtqLBeX5jBr1iyuvvpqBg8ezA8//EDbtm3rSy5BEARBaFm0oAqntpWPYcOGsWzZMh5++GFGjx5dnzIJgiAIgtCMsa18hEIhvv32Wzp16lSf8giCIAhCy0QsHzVZuHBhfcohCIIgCC2allThNKW9XQRBEARBaHlIqoogCIIgNAbE7SIIgiAIQoPSgpQPcbsIgiAIgtCgiOVDEARBEBoBLSngVJQPQRAEQWgMSIVTQRAEQRAaFIn5EARBEARBqB/E8iEIgiAIjQCJ+RAEQRAEoWERt4sgCIIgCEL9IJYPQRAEQWgMJOh2aUqWD1E+BEEQBKExIG4XQRAEQRCE+kEsH4IgCILQGGhBlg9RPgRBEAShEdCSUm3F7SIIgiAIQoMiyocgCIIgCA2KuF0EQRAEoTEgMR+CIAiCIDQkEvMhCIIgCIJQT4jlQxAEQRAaC03IepEIonwIgiAIQmOgBcV8iNtFEARBEIQGRSwfgiAIgtAIaEkBp6J8CIIgCEJjQNwugiAIgiAI9YNYPgRBEAShEdCS3C5i+RAEQRCExoBOwlYHpk+fTteuXfF6vfTv359ly5bZOu+FF15AKcUJJ5wQ95qifAiCIAhCC+XFF19k/PjxTJo0ia+++opevXoxdOhQNm7cGPW833//nWuuuYaBAwfWaV1RPgRBEAShMZACy8fUqVO56KKLOO+889h7772ZMWMG6enpzJ49u9ZzQqEQZ511Frfddhu77rpr/IsiyocgCM0YrTVaNyFHuNCiqYj5SGQDKCwsrLb5fL6I6/n9fpYvX87gwYMr9xmGweDBg1m6dGmtct5+++20a9eOCy64oM6vVQJOBUFoVoSCIZa8+Cn/ffh/rPryV7TWdN2nM8ddNowhow/Dk+ZJtYiCEJkkpdp27ty52u5JkyZx66231hi+efNmQqEQ7du3r7a/ffv2/PTTTxGX+Pjjj3niiSdYsWJFAoI2EstHKoJdBEFofvjKfNx4zJ3cdc6DrPpiNWbIRJua379fxwOXzeTKQ2+hcGtRqsUUhHpl3bp1FBQUVG4TJkxIyrxFRUWcc845zJo1izZt2iQ0V8qVj1QFuwiC0Px4cOzjfP3+9wCY5vZHSK01aPjt2z/4z+n/lyrxBCE6SYr5yM7OrrZ5PJGtfW3atMHhcLBhw4Zq+zds2ECHDh1qjP/111/5/fffGTlyJE6nE6fTydNPP82bb76J0+nk119/tf1SU658pCrYRRCE5sXmv7ey8OkP0GbtdmszZPL1e9+x+us1DSiZINgjWTEfdnG73fTt25dFixZV7jNNk0WLFjFgwIAa4/faay++++47VqxYUbkdd9xxHHHEEaxYsaKGuycaKVU+UhnsIghC82LJC5/YGudwOnjv2Q/rWRpBaBqMHz+eWbNm8dRTT7Fy5UouvfRSSkpKOO+88wAYPXp0pdvG6/XSs2fPaltubi5ZWVn07NkTt9tte92UBpw2RLCLz+erFulbWFhYZ3kFQWi8bFufj8NhEDRDUcdprdm2Ib9hhBKEeEhBb5dRo0axadMmJk6cyPr16+nduzcLFiyovC+vXbsWw0i+naJJZbvUJdhlypQp3HbbbfUsmSAIqSY9J71anEdtKKXIyE5vAIkEIT5SVV593LhxjBs3LuKxJUuWRD13zpw5dVozpcpHIsEuFZimCYDT6WTVqlV079692jkTJkxg/Pjxlb8XFhbG5ZcSBKFpcOhJ/Zlzywsxx4WCIQ49+aB6kWHNd3/w+fyv8ZX6aN+lLQNPOUgUHUGIQEqVj6rBLhXpshXBLpG0sIpgl6rcfPPNFBUV8cADD0RUKjweT62RvoIgNB+69OhEn8H78s2SHzCDZsQxDqdBx913os+RPZO69vrfN3L36If4/uOfMBwGylCEgiEe/vcTnHrNcZwz6dR6MV0LzYwUuF1SRcrdLuPHj2fMmDEccMAB9OvXj2nTptUIdunYsSNTpkypDHapSm5uLkCN/YIgtDwmPHM5Vx56M+t/34QZqq6AGA6DrFZZ3PbG9Silkrbmpj+3cPmAGynYYtUPMUMmhMNOfGV+nr3jFfI3FnDFoxcnbU2hmdKClI+Uq+KjRo3ivvvuY+LEifTu3ZsVK1bUCHb5559/UiylIAhNgbz2uTz0+RROvXokmbkZlfu9GR5GXnI0jy6/m06775TUNZ+Y8ByFW4pqtbYAvP3YQn74dFVS1xWEpozSLazxQWFhITk5ORQUFJCdnZ1qcQRBqCf8vgDr12xEmybtu7bDm55892vB5kJG7XwxoWD0DBuH02DQqEO44ZnLky6DUL80xD2jYo29L5uMw+Ot8zwhXzk/PnJjk7i/pdztIgiCUB+4PS522atjva7xy1drYioeAKGgybcf/livsgjNgBbkdhHlQxAEoY7sGFeSrLFCyyRVqbapIOUxH4IgCE2VLnt3Ahuxq4bDoHuvrvUujyA0FUT5EARBqCPtu7TlgKG9MRzRL6VmyOS4y4Y2kFRCkyVJjeWaAqJ8CIIgJMAFk8/E4XKgjMgmEMNh0OeofTlgWO+GFUxomrQAxQNE+RAEQUiI3Xp34553byG7dRZgKRtKKRxOBwAHHduX2964DofDkUoxBaFRIQGngiAICdLz0B48v24Gn7y+jM/nf4Wv1Ee7zm0Yet4RdNu3S6rFE5oILSngVJQPQRCEJOByuxg06hAGjTok1aIITRVJtRUEQUg+JQUlLHzmQz6f9xVlRWXstGt7hp1/JPsdvndSS54LgtC4EeVDEIQG4fP5X/GfUVMpL/VZOzT8tOwX3nv2Q3oeuhe3vXEd2a2yUiukIKSQluR2kYBTQRDqnR8+XcWkE+7BV+qvZloOhfuh/Lj0Z24cPtlWtVBBaLZIqq0gCELymH3TXLTW1NZKygyZrPpiNZ/+94sGlkwQhFQgyocgCPXKX6v/4dsPfoxZXtxwGLw1490GkkoQGh8VbpdEtqaCxHwIglCv/PnzP7bGmSGTP35cV8/SCEIjRrJdBEEQkoPLbf8y43TZHxsKhfjifyt49+klbFq3hczcdAaedBBHnHkoaRl1b0suCClDlA9BEITksMcB3XF5XAR8gajjHE6DvkP2szXnpj+3MGH4nfzxwzoMh4EZMlFK8eU73zDz+me4/Y3r2e+wvZMhviAI9YDEfAiCUK9k5mYw+OyBMZuvhYImx102LOZ8ZcVlXHPkrfy56i9ge6v6imDWssIyJgy7kzXfr01McEFoYFpSzIcoH4Ig1DsXTDmLdru0weGs/ZJzxoQT2a1Pt5hzvfvUB/z96/rKNN0dMU1NKBjkuf+8Umd5BSEltKBUW3G71AN//LiOd5/6gE1/bsab7uWgY/vSf8T+lY2mBKEqpmkS9AdxeVzNtspnTptsHvz0Th4c+zifvLEMbWqUUmityWmTxdm3nMrx42JbPQDeevQdFNGvs6GgyUevfk7B5kJy2mQn5TUIgpA8RPlIImUl5dw9+iE+eX0ZDqdhXWANxf+eWESbTq257fVr2aNv91SLKTQSvlr0Ha8/OI9l87/GDJlk5mYw/IIjOeHfw2m3S9tUi5d08trnMumVa9j05xaWv/sN5SU+2nVpQ7/hfeIKNP1r9XpqKRdSDTNksv73TaJ8CE0GpTXKzoc7yvlNBVE+kkQoFGLS8XfzzQc/Wr9XmIRN68Ow9Z9tXHPErTz0+RS69OiUKjGFRsKTNz/P3MmvYTiNypiF4vwSXp02j7dnLuSuBTez94A9Uyxl/dC2U2uGnX9knc93uhwE/UFbY+PJtBGElNOCsl0k5iNJfPbWcr5+//taCymZIRNfmZ85t7zQwJIJjY2Fz3zA3MmvAWDuELdghkzKS3zceMxk8jcVpEK8Rs/eB9tTyrJaZdJ5r53rWRpBEOqCPBYkiTcfWVCZ8lcbZsjkkzeWsXX9Nlp1yGtA6YTGgtaauZNfQylqdR1oU1NaVMaC2Ys5/foTGlS+hiQUDPHZ28v57ds/MAyDHgP2oM+RPWPGvXjT3bbm36v/7rjcrmSIKggNQktqLCfKR5L4dcXvMctHg3Vj+ePHP0X5aKH89u0f/Lnq75jjtKl5d07zVT6WvPgJj1z5JNs2FIQDsTWhoMlOu7bn6scvpdegfSKe5yvzsXzht7bWWL9mQxIlFoQGQNwuQrwow/5bacQxVmhe5G+070rZFsfYVLDln22s+mI1f6z8E9OMrXhXsPDpD7jzjGls22C9vlAwVBkjtf73jVx/9O2sWPx9xHPX/77J6oxrgz9X/R2XXIIgNBxi+UgS+xy8J5+9/WWttQcqcLqddNtvlwaSSmhsZOZm1MvYhuTbD39k7p2vVrNAtO/alpOuGMHx44bhcNSeUl5aVMYDl82q9bg2NSZw3wWP8PTqh2so6oYRRyqyUg2SuhzwB1j3098E/EF26taO7NZZ9b6m0DwRt4sQN8eNHcYnbyyLOsZwGBx5xqFkt5KLU0tlt/270bZzazat2xJ1XMVnpbGx6LmPuHv0Q6gdlIANf2zi0fFz+PbDH7nlpfG1KiCLnv0QX5kv6hra1Gz4fRNfvfcdBxzdq9qxDt3akdUqk6KtxVHnMAzF7n2716vyUVZcxgt3vcFbM96tlMfhNDj05IM4++ZT6LpP53pbW2imiNtFiJc+R/bkqLMGQi3XOsNpkNMmi3PvOL1hBRMaFQ6Hg1PGj4w+SFnKx4h/DWkYoWzy96/rufe8h9Fa14xvCl80P31jGa9OfbvWOX5YusqW29HhdPDjp6tq7He5XRz7ryExS7WbprZdtKwulBSUcNXAW3jhrjeqKUKhoMlHr3zGuH438P0nP9Xb+kLzRMqrC3GjlOLaJ8dyyviRON1OlFI4XY7Ki+ReB+7Gg0sn07ZT6xRLKqSaE/49nMFnHwZQw4LgcBo4HA5ueWk87Tq3SYV4tfLWo+/GLO6lNbz2wDxCoVDE42bIrD3NpyqKWgO4T73mOHbatX2tpdoNQ9HnqH3r1XL08OWzWfP9uogxJWbIxO8LMPH4uykvjW7lEYSWiigfScThdPCve0fz4t8z+ffDF3DK+JGMnnQaj351Dw98cicdurZLtYhCI8AwDK6dM5arn7ismmnecFgm+4c+m8zBxx2YQgkj88HLn9rK6Nry9zZWf7Um4rFuPbvYsgyHAiG69ozstsjKy+T/PrqD3kfuC1jvm9PlQBkKw2Ew+JzDuePN6+utncG2jQUsfv7jqO+FNjVFW4tZ8sIn9SKD0EyR3i5CImS3ymLkpUNTLUaT4o8f1/H791Z79L36797sLUSGYTDsvCMYeu4gtvy9lfISH3ntc8jIaZxBpmAFi9qlpKA04v6h5w3iqUkvEDKjXyWzWmVy8An9aj2e1y6HuxbczLpVf/Hxa8sozi+hVYdcDh91MG12bmVbzrqwbP5XMQPLwbJqffza5wlVcxVaHk3JdZIIonwIKeWHT1cx89qn+XHpz5X7lFIMOO4ALrl/DDvt2j6F0tU/SinadGwailarDnmU5EdWKnak9c6R69i06pDHGRNO4tk7onecveT+Mbg9sQuEdd6zI2dMONGWTMmitLAMZSh0DAVKm5ri/JIGkkoQmhbidhFSxvKF33D1oEn89Pkv1fZrrfns7eWM7XcDf/7yT4qkE3Zk+PlH1ohR2RFlKLr37kqXvWvP9Bh962mcdfPJGA4Dw1Coik0pXB4nV864mKPHDEqy9Mmj9c55MRUPsNxBbTs3DcVSaCRonfjWRBDLh5AS/OV+/nP6/2GaZsQLuRkyKSks5Z7RD/Hg0skpkFDYkaHnH8Hzd71OSUFprfEO2tScddPJUedRSnHu7acz8tKhLHjifX777g8MQ9HjoD04esygRlvfpIL+I/YnPTuN0sLobigzZDJk9KCGEUpoFkidD0GoZ5a8+CnF26KbpM2gycrPf2H1ijXs1rtbA0km1EZ2qyzufvcWrh9yu6WAVFEaHU4HoWCIi+4+m4EnH2RrvtY75XHWzdEVlcaIJ83Dadccz5yJtTeJdDgNdunRiQOG9qp1jCC0ZMTtIqSE5Qu/iVmrASzT9fJ37fXyEOqf3ffflSdWPsDoW0fRrnMbHC4H6VlpHHHGITz02WROu/b4VIvYIJxx44kMu8AKJDWqpPwqBSjYadf2TJ5/o7RSEOJDsl0EoX7xlfnRNvpuKKXwl9nr5SE0DHntcjjr5pObpNUiWRiGwfiZl3DYKQN4c/oCvn7/e0LBEJ322ImRlwxlyOjDSMtMS7WYQhNDmdaWyPlNBVE+hJSwU7f2KIeBjpGyGAqG6LCr1EcRGh9KKQ4c2psDh/ZOtSiC0OQQm2ALwzRNvv3wRxY99xGf/vcLSgpSkwo47IIjMW3USkjL9NqOIRAEO/jKfAQDwVSLIQg1EbeL0Bx5Z85inr7tZTb+salyn9vrYuh5R3LhXWeRntVwZuIuPToxaNTBfPjy0mqBizty5k0n4033NJhcQuNBh9MGk9EcrmhbMfMeW8h/H3mHzX9aTf32OKA7J/x7OEeecWi9VUMVhHiQbBeh2fHcf16NGJ3vLw8wb+ZCVn72M1M/uK1B/dTXzL4MX5mfpW9+icNpVFaNrPh51HXHM+q6lhHAKFiEgiE+fOUz/vvw//hp2S9oU9Nln84cP3YYg885DE9a/IroxrWbGH/4JDau21wtrXv1V79xz5iHWfLSp9z66jW43LGLmglCvZJorY4mVOdDad2EpE0ChYWF5OTkUFBQQHZ2dqrFaRBWf72GS/teF3WM4TA4ZfxILrr77AaSykJrzbcf/shbM97l169/x+E02O+wvRl56dF027dLg8oipBZ/uZ9bT7qXLxaswHAYlbVElFJoreneuyv3LJxIduss23OapsnFva7hz1V/1VoSXRmKE8YN57Jp5yXldQjNi4a4Z1Ss0e+4O3C6vHWeJxgoZ9mbtzSJ+1ujiPmYPn06Xbt2xev10r9/f5YtW1br2FmzZjFw4EDy8vLIy8tj8ODBUccL8OYjC2rtAFqBGTKZN3MhvrKG7cKplKLX4ftw8/NX8eRPD/D49//H5Y9cJIpHC+Thy2fz5bvfANU72lY8H635bi13nDY1rjmXv/sNf/ywLmovFm1q3n7sXSmFLqScCrdLIltTIeXKx4svvsj48eOZNGkSX331Fb169WLo0KFs3Lgx4vglS5ZwxhlnsHjxYpYuXUrnzp05+uij+euvvxpY8qbD0reW22qEVVJQyi+1dCMVBDts21jA81Ne58qBN3PJ/tdyx6j7+fLdbyK2nq/K1vXbeGfO4qhly82QyYrF3/Pz8l9ty/POnMW2xgV8QT5+XR5ihBQjAacNx9SpU7nooos47zzL5DljxgzmzZvH7NmzueGGG2qMf+6556r9/vjjj/Pqq6+yaNEiRo8e3SAyNwW01ix+4RNe/b+3yd9YYPs8f3mgHqUSmjPvz/2Ie8+bTii0vWT+79+v5cOXP2PvAXtwx1s3kN0qssvkg5eW2uqX4nA6eO+ZD9mjb3dbMn334Upb45Sh4vqeCIKQGClVPvx+P8uXL2fChAmV+wzDYPDgwSxdutTWHKWlpQQCAVq1qt822k0JrTXTLp3J/JnvYcRoBLYjxduKeeb2lwn6g+y8WwcOO3UAaRl190EKLYMvFnzNXec8xI4hZBUWt5+WrebmY6fwfx/dgcNRM7Nk6z/bcDgMgmYo6jpmKMTW9dtsybRtYwHbNuTbGqtNTXarTFtjBaG+kGyXBmLz5s2EQiHat6/eNr19+/b89NNPtua4/vrr2XnnnRk8eHDE4z6fD59vexxDYWFh3QVuIrz92ELmz3wPIGoaa1WUofCkubnjtKkYTgNDKYKBEA//+wnOvuVUTrv2uLhSHv9a/Q8LZi9m/ZoNuLwuDji6N4ee1N9Wm3Sh6fHEjXOjHjdDJis/+4Vl879mwMgDahzPyEm39VnVGj6f9zXff/ITPQ/ZK+rYr9/7Nq7g/wHH1ZRLEBqUFpTtkvKYj0S46667eOGFF3j99dfxeiM/nU+ZMoWcnJzKrXPn2lt9NwdM0+Sle/8L8Rg8lPXk5wuXMTeDJsGA9QRaXuLj8RueZc4ttTfRqorfF+Cecx/m3D0u56V7/8uHLy/l/ec+YspZD3BGp3/x9fvfxfuShEbO6hVr+HXF7zWsHjtiOAzenrkw4rFDTuxXa6fcHfGV+bhu8G2s/PyXqOPKS+wHT2e1yiSvfa7t8YIgJEZKlY82bdrgcDjYsGFDtf0bNmygQ4cOUc+97777uOuuu3j33XfZb7/9ah03YcIECgoKKrd169YlRfbGym/f/sH6NRttBx4pQ6FQKENF9bnPnfwa61ZFD+rVWnPX2Q/w3rMfAtbTrmnqStN70bZibhx+Jz9+9jMAwUCQD19Zyg3D/sOY3cdxca+refLm59m4dlOtawiNj79Xr7c1zgyZrFsZ+TPUec+O9D26V8ysLLAU5VAgxEPjHo86rm3n1rbkAtj3sB62xwpCfSHZLg2E2+2mb9++LFq0qHKfaZosWrSIAQMG1HrePffcwx133MGCBQs44IDoplKPx0N2dna1rTlTtLXY9lhlKE66YgRa65jBfobT4O0ZkZ9aK/jhk5/46NXPa51LmxozZDLrumfYun4blx1wPXecNpWvF33H379uYM13a3nh7jc4p/s4FjxpL0tBSD1Ot33v7bb1+Zze6WKOzx3NaTtdxLVH3criFz4h4A9w/VPjaN+1nS2rnWlqfln+G6u/rj07a//B+5HXPseWXCMuGmL3JQhC/dGCsl1S7nYZP348s2bN4qmnnmLlypVceumllJSUVGa/jB49ulpA6t13380tt9zC7Nmz6dq1K+vXr2f9+vUUF9u/6TZnctvaV646dG3Hbn262RprBk2+/zh65sCbj74bu56Iqfn+458Yf/hE1q7809pXxdxuhkzMkMn9Fz7C5/OW25JNSC09D9kLp8teefLyUh9b/t5GaWEZ2zbks2LxD0w+cxoX9hyPr8zPw59Poc3O9oPHV32xutZjDqeDcyaeGvV8w2GwW59uHDC0l+01BUFInJQrH6NGjeK+++5j4sSJ9O7dmxUrVrBgwYLKINS1a9fyzz//VI5/9NFH8fv9nHLKKey0006V23333Zeql9Co6NpzFzrvtTOxYkMNQ3H0mEG2/ewQO3h19de/2aonAvDXL+ujjlVK8aTNOBMhtWS3zuKIMw7FcNT9cvLPmg1ce9RtOF0O2ndpmzTZjr3kaM666WSAaopxRRZYl707MXn+jRiGfdmDgSAb125i4zorYF4QkkVLcrukvM4HwLhx4xg3blzEY0uWLKn2+++//17/AtmkcGsRq79aQzAQosvenZJ60awrSinOuOEk7jn34drHGAp3mpvhFx7FtvX5tuZ1OB3svn90K4kRIYUymgzRXD3a1Py64nd+/eZ3uvfqanteITVcfO85fPfRSjau3RyXQluBDmnW/76R9579iD0P3I2Vn/9ia55YljulFOfecTqHnNiP/05fwPJ3vyHgC9Bpj50ZeelQBp5ykO0MrILNhbz6f2/z9mMLK92bee1zOO6yYZx4xTFkZKfbmkcQasXU1pbI+U2ERqF8NDW2/LON2TfO5f3nPybo396au++Q/Th/8pm2CyDVF4PPOYy1K//khbvfqNYjA6zYDZfbxX/emkDrnfJovVMeu++/K6tXrImqDISCIY695Gj+/nU9y9/9Bl+Zn/Zd29F/xP6VF+99D90rag+NqtgpKAWwfs1GUT6aALltc7j6iUu5fsgddZ9Ew1sz3uGWF8fz2gPzog5VhmLX/bqw54G72Zp69/135ZonLquzaBvXbeaqgbew+a+t1b5P2zYU8MztL7P4hY+Z+sHt5LRp3jFlQj2TaNxG09E9Uu92aWps+nML4/rdwHvPfVhN8QD4+v3vufLQm/lmyQ8pks5CKcUFU85i8v9uou+Q/SpdMGmZXo67dCgzv7mPXoP2qRx/6f+di2FYGS+1zXfIif148ubnGbP7v3lo3OPMuv5Zbj/lPk7veDGvPTAPrTXHXTY0puJhOAy8GfY7k7q9UhekqTA7Rq0PO6z/bSOd9+zIiZcfU+sYZSgMw2Dcg+cnvJ4dtNbceuI9bP57a0RrjBky+fPnf7jrnAcbRB5BaA6I5SNO7jt/Ots25GNGuMmaIRO05rZT7uOFPx/D7XWnQMLtHDi0NwcO7U0wEMRX5ict0xvRt73vwB785+0bufOM/6N4WwkOp2FZJpTCNE2OOOMQvln8A/mbrPLTWoMOX4SLthbz6FVzKNxcxLl3nM4p40fyytS3IspjOAzSsrwcetJBLHxqSUyzutvrYu+D90zwXRAagt++/YOVn0Wvu2EHV9iKdsnUMXjS3Lx8/1uYpml9bhWEAiFy22Zzw7NX0PPQ5KfHBvwBgv4g3gxvZVG9H5f+HLPnkRky+fKdb1j701/sslfHpMsltAwUCVY4TZok9Y8oH3GwbtVffPVe9CJZpqkp2lrMBy8tZcjow23NW1ZSzuK5H/PpW19SWlBK+65tOXrMIHof0TOuqqK14XQ5cbqi/6kPOLoXL/41kw9eXsrXi74j4A+y867tGXbBkTw18UXyNxVEtWo8d+erHH7aAC6+9xwyczN4/q7X8ZX5cDodmOEU213368INz16O0+Xg3RgNv5RSpGenM2rnizEMxd4D9uD4ccPpP2L/uIIDhYbhh09+sq58iVw4DUWfo3oSCoVwOBxcMOUsTrrqWN57+gP+/PlvnG4nvY/oyYDjDoj5eY4H0zT56JXPeP2h+fzwySrACqI99l9DGHzOYcy89mlb8xgOg49e+Yyzbj45abIJLYwWVOFU6VhlCZsZhYWF5OTkUFBQEHfNj9cemMeMq5+KXRPDUAw85SBufmF8zDlXLP6eW0+6l5KCUpRSaK0xnAZm0GSvfrtx+5s3kNfOXq2C+iB/UwGnd/wXoWD0qH6H02D4BUdxxaMXA1BaVMaHLy/ln9824Pa6OWBor2r++f9OX8DD/34CpWr/vlQNSq2IXRl4cn9unHtlUm8+QuK88fD/eOSKJ2NWObWDJ93D0WMGcfJVI+i4205JkK52QqEQd49+mMXPf4xhqGoZXRUZMXZbFDhdDo4fO4xLpp5bH6IKKSKRe0a8axxy1K04nXXvpRUMlvPJolvrVdZkIY+QcVBe4rP11G2a2lZp59Vfr+HGY+6ktKgMoPLCXeHS+fmr37jh6Dvw+1LXafanz1fHVDzAaiBWtXR6elYaw84/kvP+cwZn3XxyjcDA48cO45aXxtNxj52r7VeGqoxRqarkVbhoPn5tGY9dY+9JVGg4uvXcJSmKB4Cv1Me8WQv5V69rWLH4+6TMWRtz73yNxS98DNRUMkxT21Y8KsbnpvBBQWj6pCrVdvr06XTt2hWv10v//v1ZtmxZrWNnzZrFwIEDycvLIy8vj8GD/7+9Ow+LqnrjAP699w4woGyKgCiGW64ouSHuC4q7ZiqpP7fcUimVckVDxdTMrFyKckkzFbXUTBEXFM2kKFxyI3dFc0BcAEGWmXt+fxAowszcGWZh4P08z/Q8Xs6d+57UmdezvMdfY3t1KPnQgWsNF0lfxIKMh2sN7dtuN4fugEopqh1JEZUibv59Byd2nNY5VkNR5iq1N8pvm6NbzYMOg/yw8fIXWBW7BCHbp2HS56PBRKZx5JAxhv3hh5H2KF2nZxHjatKxITxqu2mtLyOVqBSRk52L+f2WST7FVlc5WTn46fP9BtshIIoiOr3d1jBvRsonM1Q43bFjB4KDgxEaGoozZ86gadOmCAgIQHJycrHtY2JiMHToUBw/fhyxsbHw9PRE9+7dcf++5uM3XkXJhw7avtkKthW1D4mplCJ6vNNZY5uUfx/jjwNntC665HgO+74+pFOchlSjQXVJ7XiBh5d3Da3tMtOf4+e1UZjQ5AP0cxiBwW5jceCbw/Co446k2w8hyLTXClEpRZzYab6EjBTFcRwmfT4m77NPTQLCcRx8ujTGpM9HY/CH/eDkqnlYOP+ww4Prjxk8XgCIP/I3MlIzDfJevMCjw6DWcPdyNcj7EWIqK1euxPjx4zFmzBg0bNgQ4eHhsLOzw8aNG4ttv3XrVkyePBk+Pj6oX78+1q9fX3Asii4o+dCBbQU5AmcN0NiGF3i0CGiqtdbH/WsPJA1TM5EhMUG3jNKQatSvhkZt6xXMf6sjqkT0fbe7xjb/3lBgvHcw1ry/Abcu3cXzZ1lITUnH0R9OYkrL2TgT/TdEUXuNEEHGI+X+Y536IZUyV4lHD54g7XG6waYRyovWfZojZNs02NhaA1xe4gwOBZVPe47viqUHQzBwam90GdYOT5PTtL4nExkOfx9jlHhTH2p/vlT1WtbGB+v1ryNCCABwjJX4BeStIXn5lZ1d/DKAnJwcxMfHw9/fv+Aaz/Pw9/dHbGyspJgzMzORm5uLSpWkH4sA0G4XnQ2bOxBPk1Oxd/VBCDK+YAdI/oLIRm3qYd4O7QtNdVkwKWU0wJjGLhmOGV0XgGMo9guZF3g0bldf4/kYOVk5mNltER79+7jI0GD+/8PbFxPV1hp5mSgy2Nrb6tYJLRS3k/HTyv2I+u5YwXqdWk1ew5vv90K3UR0h6FC9tTzrFNgWrXo1w9EtJ3H+xCWocpWo/roHeo7rWmjxqC5f/MaaYqvoXMEg79N2QEvM3TbN7FvrSRkg/vcqyf0APD09C10ODQ3FggULijRPSck7IiD/OJN8bm5uSEhIkPTIWbNmwcPDo1ACIwUlHzriOA5TvnwHXYa1x76vonA+5hJUShVqer+GfpMD4Nu7maQvqlpNX4O8ohxZz7I0thNkPN7o2thQ4evFu30DLNwzEx8P/QLPM7LydlQyFCRfb3T1xvydwRr7fWJnLJJuP9T6LCmVT0WViDb9W+rSBY3++esGZnVbhOcZWYXqt9y6eBefjfsavx+Ix/wdwWZPAi2Fnb0t+k0OQL/JAWrb2FeqKPn97J2lt9VF8+5NIa9gI2lxuFocMPGzUZR4kFIlMTGx0G4XGxvphR11sWzZMkRERCAmJgZyuW67dCj50FMD37po4FtX7/ttK8jR850u+HltlMZ1HyqliP5Teur9HEPx7d0cEfe/RfTWXxF38CyyM7NRtaYreoztivqt6mitR3JwY7TW81zyaWrHy3g06dDQYIWcnmdkYW7Pj/H8WVaR34f8GE7v/RNbFu3C6EVvG+SZJO9MFjevKki681DjIjme5+D/vw5GicG2Ql7F310rf5Fc7v9lvMCjQeu6uH9NAUEmwNXTxQhRkvLk5akTfe8HAAcHB0lbbV1cXCAIApKSkgpdT0pKgru7u8Z7V6xYgWXLluHo0aNo0qSJzrHSmg8zGhE6GB613TSeBtp/Sg94tzd8JUd92Nnbou+73RH28ywsP/IRpn/7Lhr41pVUCC35TorkD3hruVWhE0jz8QKPKtUqY9b376m99/alRKyash4j60zBUM+JmNltEU7+GKt2186xrb8i7XG6xgSQMYa9qw8i+3kJ/oVMCuF5HoEz+mtMPDiOg8zGCr3GdzVaHKMXv43m3ZrmrVF55Y8xL/DgOPXHDoiiiEu//YM5PRZjuNckhPRZguvnNFdCJUQjE+92sba2RvPmzQstFs1fPOrn56f2vuXLlyMsLAxRUVFo0aKFbg/9DyUfZmTvXBFf/vYx2r3ZquADLn9hZwVHO4xdOhxTTHR+hbHZOUhfoxG0eiw6D20HmdWLaQ55BRv0mxSANXFL4eJR/MKm7Uv3YLx3MA6sO4IHN5ORcv8xzsdcQtiQlXjfL6SgPPzLjm0/BU5CUeKM1EycjTZuzYnyps+73dFrQt488asLmgUZD5m1gAW7Z8ClWmWjxWBlbYWwfbPw3upxqFb3xZoUG1tr9B7vjzV/LMX/5g2CY5UX/4rkBT7v7+vLH/QM+OvQebzfJgQXT10xWrykjMuvcFqSl46Cg4Oxbt06bN68GVeuXMGkSZOQkZGBMWPGAABGjhyJOXPmFLT/5JNPMH/+fGzcuBFeXl5QKBRQKBR49uyZTs+lCqelRMr9R4g7eA5ZGVlwqVYJrfs0L1XzyKIo4rHiKUSlCs7uTrCyln7g25+HzmH1lPV4cDNJa1vbinLsVKyH3M4GaY/Tcf+aArzAo0aDarCtoH5O8eCGaKwcH67257yMR903amFV7MeFCsWNbTwddy/fk9SPGd9NQfdRnSS1JdIwxnBi52nsXhWJK7FXAQAyaxm6Dm+PQcF94dXIU8s7GDaWx4qnyM3OhbObI2xsX8yTq1QqpKWkY9GQlbh8OgGiSs20IM/BvpI9tiWGF5z2TCybKSucdmg7v8QVTk/+FqZzrGvWrMGnn34KhUIBHx8frFq1Cr6+vgCATp06wcvLC5s2bQIAeHl54c6dO0XeQ92iVnVozUcp4VKtMnqNM97wsr6yn2dj39pD2LvmIJLvpgAA7Bzs0GtcVwz6oC8qV3XWeP+WRbvw/YKdknax8DyH3hO6QW6X96HvUMkeDr72Wu9TqVT4fsFOjW1EpYh//ryO+CN/o2WAT8F1Z1dHJF65L2lbraOL9liIbjiOQ6fAtugU2BbpT54hKyMbji72Zkm8OY5T++dZEAQ8e5qBi79qHtUQRYbUlDSc+ul3dBnW3hhhkjKsJFVK8+/XR1BQEIKCgor9WUxMTKFf3759W7+HvIKmXYhamenP8UHnBVg3+4eCxAMAMtMysfvLA5jUbAbuXf1X7f2/7Y0rSAq0rffgeA4N/F7H6LBAneM8f/ySpLofvMDj4IbChXC6Dm8vKfGo6FQBb3T11jk2Ip29c0VUqV65VI34vSwu8qy0JFrgEbs/3gQRkTLHDNMu5kLJhwV7cDMJ62Zuwf9qTcZbVd7BxDc+xN7VB5GRmmGQ9189ZT2uxd8sNnEQVSJSH6UjpM9SqFTFl1Xf8enPWouTAYCV3ArD5g7E8iMfFRrqlkohYQsvkBfzgxuFp346D20HpyoOGhf9chwwcGrvUvulSExD8tlOKhHZmbQ4mRBNKPmwUEd/OInR9d7Hj5/vR9Lth0h7lI6bf9/BV9O+w5j6U3H7UmKJ3v/Rgyc4tv2Uxl0golLEv9cV+CvqXJGfpdx/hCuxVyUdzCWzkmH0orf1/nKX20m/T16hcHIjt7PB0qh5sLO3LZKA5CdOHQa3wbB5A/WKjZQd0s92ElCluvEWyZKyixNL/rIUlHxYoHPHL2L5qDUQVWLh5OC/CqSpKemY0XUh0h7rXxny9N44SVtjeYFHTDHnrKQ9kr7y+Xn6c0ll1dV5o6s3+GK25r6K4zm07lN0W1idN2rim/Mr8Na03qjgaPfierNamL3lfczdNpUqnBK0G9gKNnbaR+ZUShV6vNPFBBGRMoemXUhptnXxTxrnnkWViNSUNBzaeFzvZ6Q9fqZxKuLlZ6UXk2g4VJZeldLOwU7ScLY6zm5O6Di4jdZ4ZVYytQf+uXq6YMKnI/FTykb89HAj9qV9j7Vxy9B1ePsSxUbKDtuKtnm1STTgBR4te/igbrNaJoqKEMtEn6oWJvnuQ5w7flHrabhMZDiw7qjez3Gq4qD1GUBePQYnV8ci112qVUYDv9e1rvkQZDy6Di/5roApX46Be01XrWs3vp2xBdfO3FQfjyDAobI9bCsa9uwYUjYMn/8W+vx3gOLLhfDy/9w1alMPIRHTzRIbKQNMXGTMnCj5sDAP70k/zTXl3iO9n9NuoG+xVUZfpVKK6DKsXbE/C5zRX/OaDy7vP/2DeugX5EscXRywOnYJer7TBVby4usr5GTlInrrSUxuOQv7vjpU4meS8ofneby/dhw+/zUMHQb5obKHM5xcHeHTuREW7J6BT6NDUcHBTvsbEVIMQ51qawmozoeFeXXBpCY2OizEfJWjiwMC3umCyHVH1a79EGQ8POtXg0+X4g++azugFUaHvY1N8yMKTv19+V4AmLttKl5rUF3vOF/mUNke076ZiAHv9cTklrOhzFEW2Uabf4Lu6qD1qFrbrVDND0JUKhWUOUpYy63VHhvAcRwat62Pxm3rmzg6QsoOGvmwMF6NPVHZQ3NhLyDvy71N/1Yletbkz0fDp3NeYvHqGhOO5+BSvTI+3j9H45qI4SFvYdmheWjerQnyq5jLrAR0HtoOa+KWocMg9ecH6Ct62ymolCqN9Tt4gUfEsj0GfzaxTH8eOoeQPkvQy2Yo+lT4HwZWHoN1M7cg+a60bdyEGEQ5WnBK5dUtUMQne7Fx7jatxbG+jl+OOm/ULNGzlLlKHN1yEntXR+LG+bySupU9nNF/Sk/0ebebxuPO7139F1f/ugHGgDpveMHNyxXPn2WhgqOdUUtPD/EYjyeKp5LabrsbjirVK0MURZw5egHX4vPWg9RrWRs+XRrTYtMyjjGG9bN+wM4V+4qMzvECD3mFvK3YDVu/bsYoiTmZsrx652ZzIBNKUF5dlYXjZ5ZaxPcbTbtYoEHBfXA+5hLij5wvMiXCcRwYY5i4YmSJEw8gf4dIF/R4pwtysnKgUqogryDXeJJtfr2R8zGXCl1v1LYeJq0cjXot65Q4Lk1Sk4seIKfOk6SnuHXhLr6cvA7Jdx7mbdllebt43Gu64v2vxtPUTBkWtfEYdq7YBwBFFliLKhFZz7Iwt9fH+P7aGjhUpvL6xLhKum7DktZ80D/rShmVSoXzMZdwZMsJ/Lr7Dzx7WrRaqcxKhrB9szAydEiR80a8Gnvio10fYFBwX4PHZi23hm1FW42Jx9X4G3i/TQguFHMGxpXfr2F6h/lGP/VTXlH6vxyuxt/EvD5L8fC/8vGi8kXtlKTbDxHSewn+iDxjlDiJeTHGsH2p5qk3UWTITHuOQ9/pv22dEFIUTbuUIgc3RGPLol14mPhil4qVjQzdRnbChE9HFLuKXpmrxD9/3kBm+nO4VKsEr0aeGpMDY0h7lI7I9dHY/81hJGkpdc7xHJzdnLDtztcQZMYp3LVy/Nc4vDmmYHFpsXFwHKrX88DT5FQ8e/JM7VQpx3FwrOKA7YnhkFnRQGFZ8s9fNxDUaraktl6NPLHuwkojR0RKI1NOu3TxmQ2ZoPsRE/mUqmwcO7esVH6/vYpGPkqJH8J+xMrx4YUSDwDIzVYiauMxfNDxI2SmPy9yn8xKhkZt6qFlgA9qNq5h8sTj9qVEjG00HRtDtmlNPIC8+iOPHzxB7C9/GS2mAe/1UnvkeUEcjKFJh4ZIf6w+8chv9zQ5FbH7jBcvMY/Uh2mS2z7RYSqPEL2VowWnlHyUAtfP3sLm0B1qfy6qRNy6mIgtC3eZMCrtnj97jlndw5D2KF1SKfZ8gkzAmaMXjBZXrSavYVr4BIBDkaJj+bt2eo3vCl7gIFhpH30RrARcPJVglFiJ6ahUKty+lIir8TfwJDkVFZ2k1+PQtLCaEKI7GkcuBX5eGwVBxmucJhBVIiLXH8WoRYGQSzhfwhSO/vArHiue6FVVLzc71/ABvaTXeH+413JDxLI9OBv9ItF5rWF1vDW9LwJGd8KXk9ZJei8OkHSgGCmdcnNy8dPnB7B3dSQe/fsEQN50mm+fZnB0sUdqiuYzkHiBR5ehxRfSI8SgRBSUJND7fgtByUcpEHfwrMbEI19m2nNcP3MTjds1MEFU2h3adBwcODAdsw/GGKrWcjNSVC806+qNZl298VjxBI8VT1HBwQ7uNV0Lpqa8GntClPD/XalU4bVGnsYOlxhBTnYu5vb6GH+fuFxodI4xhrjIs1q3q3McB5mVgJ7juxo7VEJotwsxLV1GAXKyjDtioIuUe4+1fngXhzGG7qM7GT4gNSq5O6OOT01UreVWaE2M//86QGatfdrFRm6ttoQ8Kd2+D91RJPHIJ6pEMJEVTMW9WkhPkPEQrAR89OOHcPGoZJJ4CSkvKPkoBarVcdd4Su3LTDFiINXLx89LxXHAgKCeWj/MHz14gh/CfsS09vMwueUsLBuxCudPXNIr2VGnolMFjFr4ttZ2YxYPpfM6LFD282z8En5Y63okxhjaD/SF10ujW4JMQMchbbDmj6Xw7dXM2KESkqccLTilaZdSoPfE7kiI+0pjG47nUKmqMzbM3YqKjhXQflBrvNHV26wVODsO9sPWxT9qPjzuP/lrWgLGdMbEFSM1tj24IRpfTvoWTGQF733z/G1Eb/0Vzfy9EfrTDNjZG+bU2SEz+kGZq8T3C3YCjL1IbjgOPM9hdNhQDJzW2yDPIqb194nLyEwrukOsCAY8uJWMb86twGPFU2RlZMHZzclgf8YIkaykCYQFJR9U56MUyH6ejUnNZuLfGwqNaz94gQdjDDzPQ6VUwbO+B8L2zUa1OlVNGO0LKfcfYUTtIKhyNZ+j4uTqCL++zdHn3e54vXltje/56+4/sGjQCrU/5wUePp0bYdmh+QbdVvzowRNEbTiGa2fzyqu/3rw2eo7tAmc3J4M9g5jWiZ2nsfjtzyW1dfdyxZaba40cEbFEpqzz0bXhhyWu8xF9eUWp+n5Th0Y+SgEbWxssP/oRZgcsxp3L94qcMZEv/5pKzNt5cf+6AtPbz8fXZz5F5araD5szNJdqlRGyfRrCAleCY1yRmDmOQ7NuTRC2bxasrLWf5ZJ3zsaWvNXeanIZUZV3BsvfJy+jacdGBuhFnspVnTF83lsGez9ifpUk/p3geA4unpWNHA0hEpSjkQ9a81FKuFSrjPCzn+KjHz9Ei4CmqNGwOlxruGi8R1SKSE1Jx65PfzZRlEW1e9MXn58MQ8sePoVGIqp4Vsa4ZcOx+JfZkhIPALh4KgH/3kjSunVXkPE48M2RkoRNyoFGbeuhioSkgokMAaM7myAiQrQQDfCyEDTyUQKMMYMO/cusZGg/0BftB/oCAEbXe6/goDh1RJWIyA3ReGfJMFjLrQ0Wiy4atn4di3+ZgydJT5Gc+AhyO2tUr+cBQdCtfPr9aw8ktVMpRdxNuK9PqKQc4Xkew0Pewhfvfqu+jcCjUlVndH67jQkjI6R45WmrLSUfOrp46gr2rjmI2H3xyMnKQaWqTug1zh99J3VHJXfDTX0oc5W4f00hqe3z9Cw8uJWE1xqYtxaFs5tTidZIWNlIGyEBYLZEi1iWXuP9obiVjIhP9hYp5MfxHJxcHbH8yHzY2JaOwn2ElBeUfOhgy6Jd+H7BzkIfYo8fPMW2Jbuxd81BfHJ4vtYFlVJJ3Xqb7+O3v8CK4wvgUEm3Y79VKhX+ijqHi6cSIKpEeDWugfaDWpuliqp3hwZaR3oAgOc5NO/WxERREUvGcRzGLh2OVr2a4ec1B/FH5BnkZufCtUYV9JnYDT3GdtH57wwhRkNrPkxr7dq18PLyglwuh6+vL+Li4jS237VrF+rXrw+5XA5vb29ERkYaPcZj237N244JFNmRIqpEZKY9x+yAxUh/8swgzxMEAXWb1ZSchNy6eBeLBq3QqQ7GmegL+F/NKZjXdxl2rfwFu788gOWj1yDQYzx+CT+sb+h6c/V0gV+/FkXOYymC49B7gr9pgiJlgnf7Bpi3Ixi/pP+AqJwd+P76GgyZ0Z8SD1K6iKzkLwth9uRjx44dCA4ORmhoKM6cOYOmTZsiICAAycnJxbY/ffo0hg4dirFjx+Ls2bMYMGAABgwYgIsXLxotRsYYtn78k8b1HaJKxLMnGTj03XGDPbd/UE/pB7Yx4HzMZVz545qk5ueOX8Tcnovx6N/HAABVrgrK3LxdNJlpz7Fq8jrs/vKAXnGXRNDqsXByddSYgLy3ZhxcqtHuBEIIsVRmTz5WrlyJ8ePHY8yYMWjYsCHCw8NhZ2eHjRs3Ftv+yy+/RI8ePTBjxgw0aNAAYWFhaNasGdasWWO0GG/+fQd3r9zXOqrAGDNo8tF1eHu80aWxTotaD2+K0dqGMYbPJ4RDFJnG5GbdzC1ITZF+7LghVKleGWv+WIrWfZoX6bd7TVfMi5iOPhO7mTQmQggxCapwaho5OTmIj4/HnDlzCq7xPA9/f3/ExsYWe09sbCyCg4MLXQsICMDevXuNFudjxVPJbR89eGKw58qsZAj7ZTaCfOfg9sVESfdI2QVyPuZS3pZWLVQqEVEbjyNwZn9Jz1bnSXIqDn13HAlx18BEhtpNvdBzXFdUqV786EWV6pWxcM9MJCem4HzMJeRmK1Gtrju82zcwa0VXQggxrpImEJR8SJKSkgKVSgU3t8Lnlbi5uSEhIaHYexQKRbHtFYrid4ZkZ2cjOzu74Ndpabr/S16XM0wqOlXQ+f01sbG1QdVabpKTj9SHqVrbJPxxTW0hs0IYkBAnbRpHnd1fHsC3M7ZAFMX/ypcDv++Pxw+Lf8TQ2W9idNjbakd2XD1d0G1ExxI9nxBCSOlT5v8ZuXTpUjg6Oha8PD11345ar0VtOLs7aW3HCzw6BRq+XoC9c0XJbR2raC+pm3deipQMmem0gPVVv4QfxtfTN0GlVIGJrCChzz9NdNuS3diycJfe758vNyfXoAfOEUKIWZSjaRezJh8uLi4QBAFJSYWnAJKSkuDu7l7sPe7u7jq1nzNnDlJTUwteiYnSRhBeJsgEvDWtDzQuveDytoAaYz1CFc/KeSXHJfBqVENrm9o+XhBVUv6Qcqjd1Evag1+R/Twb62f/oLXdtiU/4Umy9tGaVz24lYTwDzZjgPMo9JIPQy/5UIQFfoaLp67oEy4hhJgf7XYxDWtrazRv3hzR0dEF10RRRHR0NPz8/Iq9x8/Pr1B7ADhy5Ija9jY2NnBwcCj00segD/qg3UDfvCTglUSAF3jwPI+526bBtUYVvd5fk7YDWkmeylPm5EKZq9TYpno9aQfRMcYQ8I5+ZadP/vi7pBNFRVH3Rbrnjl/EeO8PsGdVJDJSMwEAylwVftsTh+kdPsKO5eYrN08IIUQ7s0+7BAcHY926ddi8eTOuXLmCSZMmISMjA2PGjAEAjBw5stCC1KlTpyIqKgqfffYZEhISsGDBAvz1118ICgoyapyCICAkYjqCVo2FR+0Xoywcx8G3dzN8/msY2r/V2ijPrtusFur71pW06+XghmOY1m4enj3NUNvm0MbjkuuH3Ll0T3KcL7t9MREyK+3l1XmOw53L0kejHt57hHl9lyEnK6fImpX8+ivrZ/+A3/ZqrhVDCCGlDhNL/rIQZq9wGhgYiIcPH+Kjjz6CQqGAj48PoqKiChaV3r17t9AOhzZt2mDbtm2YN28e5s6di7p162Lv3r1o3Lix0WMVBAH9p/RAv8kBeHAzCVkZ2ajs4QxHF+MfXTx361SMfv09SVN6V+NvYtHgz/DJ4eKPnb9x/o6k+iG8wOPW33fQMsBH53gFGS9t+pGDTmfA7A8/jNzsXI3x8zyHiGV78kaMCCHEUpSjCqdmTz4AICgoSO3IRUxMTJFrgwcPxuDBg40clXocxxUa/TCFRw+e/LdQVDsmMpyNvoB//ryO+q3qFvk5L7V0OwM4Pbe2Nm7XANuX7tHaTqUU0bhdfcnve3hzjNZdOqLIkBB3HQ9uJqFqLTeNbQkhpNSQvBlA0/2WwezTLkSapzouyhRkvNq1FA396kmadhFFEQ1aF01epGgR0BSuNVw0P4cDbO3l6PR2W8nvq0vRsydJTyW3JYQQYjqUfFgI+0rSt9sCeSMKyYmPiv1Zj3c6ax394HkOrzWsjkZt6un03Bf385jx3RTwPF98AvLfpQ/WT9bpEDs7Bx1qruiwRZkQQsyOttqS0qZRm3qSanjk43kOthWL/1J3dnPChOUjNd7LywRM//ZdnUq7v8qnc2N8cmR+wRQVL/DgZXl/5KpUr4yFu2ei4+Didymp0zmwrdaD5zgOqF7PA571PPQLnBBCzIGhhMmHuTsgXalY80G0k1nJ8Na0PtgYsk1Se1FkaN2nhdqfD5zWG9a21lg/+wdkpGZCZiWAMUClVMHNyxUzN03Re9TjZU07NsJ3CV/i75OXkfDHdTBRRK2mXmjevYlOC03z9Z0cgH1fH9LYhjFg8Af9SpQ4EUIIMR5KPizIkJn9cP3cLZzcVfy5N/l4nkMF5wroMEjz1t8+E7uh+6iOOLX7D9y5fA+CTEDj9g10PsxOG47j0LRjIzTt2KjE71WjfjXM2hyEZSNXg+M5iMoXi085ngMTGXpP7IaeY7uU+FmEEGJStNuFlEaCICBk+zTUb1UHG+ZugypXVaQNL/AQrAQs3D0T1nJrre9pLbdGl2HtjRGu0XQZ1h7uNV0R8cle/P5LfEFp9dpNvfDW9D7oOrw9jXoQQiyPKAIoQa0Okep8ECPheR6DP+iHrv/rgHUzt+DEzljkZucCyBthaNXrDYxaGIg6PjXNHKlxNfSrh0V7ZyHtcTqeJqfBzl4Ol2rFn5JLCCGkdKHkw0JVcnPCrM3vIWjVO7h+7jZUShGe9TzUHlNvTIwxXPnjGqJ/OIknyamo4GCH9m+1RouApoUKxBmDQyV7OFSyN+ozCCHEJGjahViKCo4VDLKWQl9PH6ZiwcAVuPRbAgSZAFElghc4RG08Bo867gjbNxs16lczW3yEEGIxylHyQVttid6eZ2RhRpeFuPLHVQB5O2UYYwVnrChuJSO4w3wkJ6aYM0xCCCGlDCUfRG+HvjuO25cTC+04eZmoEpH+NAM7Ptlr2sAIIcQSiazkLwtByQfR2y9fH4K2PSWiUsShTTHIysw2SUyEEGKpGBNL/LIUlHwQvYiiiMSE+5KmGLMzs5F8l6ZeCCFEI1bCUQ9a80HKOo7jdKqlIfkkXUIIIWUeJR9ELxzHoV7LOpKSCofK9nCv6WqCqAghxILRwXKEaNc/qCdELQuceIFHn4ndILOiXd2EEKKRKJb8ZSEo+SB66xTYBi0CfMCpGf3gBR7V6lbFkBn9TBwZIYSQ0oySD6I3QSZg4Z4Z6DmuKwQZD47nIFgJeVMxHNCq5xv4/OQiVHCsYO5QCSGk9CtH0y40Fk5KxFpujenhEzF6YSBO7IrFE8VTVHSqgLZvtoJHbXdzh0cIIRaDiSIYp//UiSVttaXkgxiEs5sTBgT1NHcYhBBCLAAlH4QQQkhpwBiA8nG2CyUfhBBCSGkgMoArH8kHLTglhBBCiEnRyAchhBBSGjAGoASLRi1o5IOSD0IIIaQUYCIDK8G0C7Og5IOmXQghhJDSgIklf+lh7dq18PLyglwuh6+vL+Li4jS237VrF+rXrw+5XA5vb29ERkbq/ExKPgghhJByaseOHQgODkZoaCjOnDmDpk2bIiAgAMnJycW2P336NIYOHYqxY8fi7NmzGDBgAAYMGICLFy/q9FyOWdI4jQGkpaXB0dERqampcHBwMHc4hBBCSjFTfGfkP6MT9yZknJXe76NkuYhhe3SK1dfXFy1btsSaNWsAAKIowtPTE++99x5mz55dpH1gYCAyMjKwf//+gmutW7eGj48PwsPDJcdKIx+EEEJIaWDiaZecnBzEx8fD39+/4BrP8/D390dsbGyx98TGxhZqDwABAQFq26tT7hac5g/0pKWlmTkSQgghpV3+d4UpJgmUyC1RjTElcgEU/X6zsbGBjY1NkfYpKSlQqVRwc3MrdN3NzQ0JCQnFPkOhUBTbXqFQ6BRruUs+0tPTAQCenp5mjoQQQoilSE9Ph6Ojo1He29raGu7u7jil0H3h5qsqVqxY5PstNDQUCxYsKPF7G1K5Sz48PDyQmJgIe3t7cFzxR8HrKi0tDZ6enkhMTCxX60io39Tv8oD6Xb77zRhDeno6PDw8jPZMuVyOW7duIScnp8TvxRgr8t1W3KgHALi4uEAQBCQlJRW6npSUBHf34g8GdXd316m9OuUu+eB5HtWrVzfKezs4OJSrv6T5qN/lC/W7fKF+w2gjHi+Ty+WQy+VGf87LrK2t0bx5c0RHR2PAgAEA8hacRkdHIygoqNh7/Pz8EB0djWnTphVcO3LkCPz8/HR6drlLPgghhBCSJzg4GKNGjUKLFi3QqlUrfPHFF8jIyMCYMWMAACNHjkS1atWwdOlSAMDUqVPRsWNHfPbZZ+jduzciIiLw119/4dtvv9XpuZR8EEIIIeVUYGAgHj58iI8++ggKhQI+Pj6IiooqWFR69+5d8PyLjbFt2rTBtm3bMG/ePMydOxd169bF3r170bhxY52eS8mHAdjY2CA0NFTtvFpZRf2mfpcH1G/qd1kXFBSkdpolJiamyLXBgwdj8ODBJXpmuSsyRgghhBDzoiJjhBBCCDEpSj4IIYQQYlKUfBBCCCHEpCj5IIQQQohJUfIh0dq1a+Hl5QW5XA5fX1/ExcVpbL9r1y7Ur18fcrkc3t7eiIwsedlcc9Cl3+vWrUP79u3h7OwMZ2dn+Pv7a/3/VFrp+vudLyIiAhzHFRTssTS69vvp06eYMmUKqlatChsbG7z++usW+Wdd135/8cUXqFevHmxtbeHp6Ynp06cjKyvLRNEaxsmTJ9G3b194eHiA4zjs3btX6z0xMTFo1qwZbGxsUKdOHWzatMnocRqarv3evXs3unXrhipVqsDBwQF+fn44dOiQaYItyxjRKiIigllbW7ONGzeyS5cusfHjxzMnJyeWlJRUbPvffvuNCYLAli9fzi5fvszmzZvHrKys2IULF0wcecno2u9hw4axtWvXsrNnz7IrV66w0aNHM0dHR3bv3j0TR14yuvY7361bt1i1atVY+/btWf/+/U0TrAHp2u/s7GzWokUL1qtXL3bq1Cl269YtFhMTw86dO2fiyEtG135v3bqV2djYsK1bt7Jbt26xQ4cOsapVq7Lp06ebOPKSiYyMZCEhIWz37t0MANuzZ4/G9jdv3mR2dnYsODiYXb58ma1evZoJgsCioqJME7CB6NrvqVOnsk8++YTFxcWxq1evsjlz5jArKyt25swZ0wRcRlHyIUGrVq3YlClTCn6tUqmYh4cHW7p0abHthwwZwnr37l3omq+vL5s4caJR4zQ0Xfv9KqVSyezt7dnmzZuNFaJR6NNvpVLJ2rRpw9avX89GjRplkcmHrv3++uuvWa1atVhOTo6pQjQKXfs9ZcoU1qVLl0LXgoODWdu2bY0apzFJ+RKeOXMma9SoUaFrgYGBLCAgwIiRGZeUfhenYcOGbOHChYYPqByhaRctcnJyEB8fD39//4JrPM/D398fsbGxxd4TGxtbqD0ABAQEqG1fGunT71dlZmYiNzcXlSpVMlaYBqdvvxctWgRXV1eMHTvWFGEanD793rdvH/z8/DBlyhS4ubmhcePGWLJkCVQqlanCLjF9+t2mTRvEx8cXTM3cvHkTkZGR6NWrl0liNpey8LlmCKIoIj093aI+10ojqnCqRUpKClQqVUGp2Xxubm5ISEgo9h6FQlFse4VCYbQ4DU2ffr9q1qxZ8PDwKPKBVZrp0+9Tp05hw4YNOHfunAkiNA59+n3z5k0cO3YMw4cPR2RkJK5fv47JkycjNzcXoaGhpgi7xPTp97Bhw5CSkoJ27dqBMQalUol3330Xc+fONUXIZqPucy0tLQ3Pnz+Hra2tmSIzrRUrVuDZs2cYMmSIuUOxaDTyQYxi2bJliIiIwJ49e0x+UqMppaenY8SIEVi3bh1cXFzMHY5JiaIIV1dXfPvtt2jevDkCAwMREhKC8PBwc4dmVDExMViyZAm++uornDlzBrt378aBAwcQFhZm7tCIkW3btg0LFy7Ezp074erqau5wLBqNfGjh4uICQRCQlJRU6HpSUhLc3d2Lvcfd3V2n9qWRPv3Ot2LFCixbtgxHjx5FkyZNjBmmwena7xs3buD27dvo27dvwTVRFAEAMpkM//zzD2rXrm3coA1An9/vqlWrwsrKCoIgFFxr0KABFAoFcnJyYG1tbdSYDUGffs+fPx8jRozAuHHjAADe3t7IyMjAhAkTEBISUugQrrJE3eeag4NDuRj1iIiIwLhx47Br1y6LGs0trcrm3xIDsra2RvPmzREdHV1wTRRFREdHw8/Pr9h7/Pz8CrUHgCNHjqhtXxrp028AWL58OcLCwhAVFYUWLVqYIlSD0rXf9evXx4ULF3Du3LmCV79+/dC5c2ecO3cOnp6epgxfb/r8frdt2xbXr18vSLYA4OrVq6hatapFJB6Afv3OzMwskmDkJ2CsDB+VVRY+1/S1fft2jBkzBtu3b0fv3r3NHU7ZYO4Vr5YgIiKC2djYsE2bNrHLly+zCRMmMCcnJ6ZQKBhjjI0YMYLNnj27oP1vv/3GZDIZW7FiBbty5QoLDQ212K22uvR72bJlzNramv3444/swYMHBa/09HRzdUEvuvb7VZa620XXft+9e5fZ29uzoKAg9s8//7D9+/czV1dXtnjxYnN1QS+69js0NJTZ29uz7du3s5s3b7LDhw+z2rVrsyFDhpirC3pJT09nZ8+eZWfPnmUA2MqVK9nZs2fZnTt3GGOMzZ49m40YMaKgff5W2xkzZrArV66wtWvXWuRWW137vXXrViaTydjatWsLfa49ffrUXF0oEyj5kGj16tWsRo0azNramrVq1Yr9/vvvBT/r2LEjGzVqVKH2O3fuZK+//jqztrZmjRo1YgcOHDBxxIahS79fe+01BqDIKzQ01PSBl5Cuv98vs9TkgzHd+3369Gnm6+vLbGxsWK1atdjHH3/MlEqliaMuOV36nZubyxYsWMBq167N5HI58/T0ZJMnT2ZPnjwxfeAlcPz48WL/vub3ddSoUaxjx45F7vHx8WHW1tasVq1a7LvvvjN53CWla787duyosT3RD8dYGR4nJIQQQkipQ2s+CCGEEGJSlHwQQgghxKQo+SCEEEKISVHyQQghhBCTouSDEEIIISZFyQchhBBCTIqSD0IIIYSYFCUfhBBCCDEpSj4IKadUKhXatGmDgQMHFrqempoKT09PhISEmCkyQkhZRxVOCSnHrl69Ch8fH6xbtw7Dhw8HAIwcORLnz5/Hn3/+aTEHxBFCLAslH4SUc6tWrcKCBQtw6dIlxMXFYfDgwfjzzz/RtGlTc4dGCCmjKPkgpJxjjKFLly4QBAEXLlzAe++9h3nz5pk7LEJIGUbJByEECQkJaNCgAby9vXHmzBnIZDJzh0QIKcNowSkhBBs3boSdnR1u3bqFe/fumTscQkgZRyMfhJRzp0+fRseOHXH48GEsXrwYAHD06FFwHGfmyAghZRWNfBBSjmVmZmL06NGYNGkSOnfujA0bNiAuLg7h4eHmDo0QUobRyAch5djUqVMRGRmJ8+fPw87ODgDwzTff4MMPP8SFCxfg5eVl3gAJIWUSJR+ElFMnTpxA165dERMTg3bt2hX6WUBAAJRKJU2/EEKMgpIPQgghhJgUrfkghBBCiElR8kEIIYQQk6LkgxBCCCEmRckHIYQQQkyKkg9CCCGEmBQlH4QQQggxKUo+CCGEEGJSlHwQQgghxKQo+SCEEEKISVHyQQghhBCTouSDEEIIISZFyQchhBBCTOr/sg2O373eB6MAAAAASUVORK5CYII=\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 8\n  },\n  {\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"number_of_clusters_agg = 4\\n\",\n    \"data_in_agg = blobbed_dataset\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:36:09.077231Z\",\n     \"start_time\": \"2024-05-14T14:36:09.074111Z\"\n    }\n   },\n   \"id\": \"c25f9f30943045c9\",\n   \"outputs\": [],\n   \"execution_count\": 9\n  },\n  {\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"model_agg = AgglomerativeClustering(n_clusters=number_of_clusters_agg, metric = 'euclidean', linkage = 'ward')\\n\",\n    \"clust_labels_agg = model_agg.fit_predict(data_in_agg)\\n\",\n    \"\\n\",\n    \"agglomerative = DataFrame(clust_labels_agg)\\n\",\n    \"data_in_agg.insert((data_in_agg.shape[1]),'agglomerative',agglomerative)\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:36:09.185162Z\",\n     \"start_time\": \"2024-05-14T14:36:09.078488Z\"\n    }\n   },\n   \"id\": \"e9fef4d926cead58\",\n   \"outputs\": [],\n   \"execution_count\": 10\n  },\n  {\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"fig = plotter.figure()\\n\",\n    \"ax = fig.add_subplot(111)\\n\",\n    \"scatter = ax.scatter(data_in_agg['X'],data_in_agg['Y'],\\n\",\n    \"                     c=agglomerative[0],s=50)\\n\",\n    \"ax.set_title('Kümeleme Sonucu (Agglomerative)')\\n\",\n    \"ax.set_xlabel('X')\\n\",\n    \"ax.set_ylabel('Y')\\n\",\n    \"plotter.colorbar(scatter)\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:36:09.526467Z\",\n     \"start_time\": \"2024-05-14T14:36:09.186434Z\"\n    }\n   },\n   \"id\": \"f46892d1fe5245bb\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<matplotlib.colorbar.Colorbar at 0x7244a11c2cb0>\"\n      ]\n     },\n     \"execution_count\": 11,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 640x480 with 2 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 11\n  },\n  {\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"number_of_clusters_gmm = 3\\n\",\n    \"data_in_gmm = blobbed_dataset\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:36:09.531044Z\",\n     \"start_time\": \"2024-05-14T14:36:09.527764Z\"\n    }\n   },\n   \"id\": \"d9154d7954c58f3b\",\n   \"outputs\": [],\n   \"execution_count\": 12\n  },\n  {\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"model_gmm = GaussianMixture(n_components=number_of_clusters_gmm, init_params='kmeans')\\n\",\n    \"model_gmm.fit(data_in_gmm)\\n\",\n    \"clust_labels_gmm = model_gmm.predict(data_in_gmm)\\n\",\n    \"\\n\",\n    \"gmm = DataFrame(clust_labels_gmm)\\n\",\n    \"data_in_gmm.insert((data_in_gmm.shape[1]),'gmm',gmm)\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:36:09.643492Z\",\n     \"start_time\": \"2024-05-14T14:36:09.532473Z\"\n    }\n   },\n   \"id\": \"68ad35b8033026c0\",\n   \"outputs\": [],\n   \"execution_count\": 13\n  },\n  {\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"fig = plotter.figure()\\n\",\n    \"ax = fig.add_subplot(111)\\n\",\n    \"scatter = ax.scatter(data_in_gmm['X'],\\n\",\n    \"                     data_in_gmm['Y'],\\n\",\n    \"                     c=gmm[0],s=50)\\n\",\n    \"ax.set_title('gaussian Mixture Models')\\n\",\n    \"ax.set_xlabel('X')\\n\",\n    \"ax.set_ylabel('Y')\\n\",\n    \"plotter.colorbar(scatter)\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:36:10.000692Z\",\n     \"start_time\": \"2024-05-14T14:36:09.646120Z\"\n    }\n   },\n   \"id\": \"b6eaa26f59871a84\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<matplotlib.colorbar.Colorbar at 0x7244a00ae500>\"\n      ]\n     },\n     \"execution_count\": 14,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 640x480 with 2 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 14\n  },\n  {\n   \"metadata\": {},\n   \"cell_type\": \"markdown\",\n   \"source\": \"Further -> https://scikit-learn.org/stable/modules/clustering.html#clustering \",\n   \"id\": \"7b97a1e7d5189ba6\"\n  },\n  {\n   \"cell_type\": \"code\",\n   \"source\": [],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:36:10.004227Z\",\n     \"start_time\": \"2024-05-14T14:36:10.001776Z\"\n    }\n   },\n   \"id\": \"15923c2e3c856269\",\n   \"outputs\": [],\n   \"execution_count\": 14\n  }\n ],\n \"metadata\": {\n  \"kernelspec\": {\n   \"display_name\": \"Python 3\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 2\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython2\",\n   \"version\": \"2.7.6\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 5\n}\n"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Kumeleme_Regresyon/data/experience_salary_dataset",
    "content": "YearsExperience,Salary\n1.1,39343\n1.3,46205\n1.5,37731\n2,43525\n2.2,39891\n2.9,56642\n3,60150\n3.2,54445\n3.2,64445\n3.7,57189\n3.9,63218\n4,55794\n4,56957\n4.1,57081\n4.5,61111\n4.9,67938\n5.1,66029\n5.3,83088\n5.9,81363\n6,93940\n6.8,91738\n7.1,98273\n7.9,101302\n8.2,113812\n8.7,109431\n9,105582\n9.5,116969\n9.6,112635\n10.3,122391\n10.5,121872"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Kumeleme_Regresyon/data/experience_sale_dataset",
    "content": "YearsExperience,HouseSales\n3.2,27\n8.2,30\n5.7,31\n7.5,36\n1.5,16\n1.1,15\n6.75,36\n8.5,31\n3.2,19\n3.9,22\n0.1,9\n1.0,12\n0.4,6\n4.4,31\n1.4,19"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Kumeleme_Regresyon/non_linear_regression.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"code\",\n   \"id\": \"initial_id\",\n   \"metadata\": {\n    \"collapsed\": true,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:39.065144Z\",\n     \"start_time\": \"2024-05-14T14:41:38.438800Z\"\n    }\n   },\n   \"source\": [\n    \"import pandas\\n\",\n    \"\\n\",\n    \"from matplotlib import pyplot as plotter\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": 1\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:39.069991Z\",\n     \"start_time\": \"2024-05-14T14:41:39.066940Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"sale_dataset_path = 'data/experience_sale_dataset'\\n\",\n    \"\\n\",\n    \"KEY_experience = \\\"YearsExperience\\\"\\n\",\n    \"KEY_sales = \\\"HouseSales\\\"\"\n   ],\n   \"id\": \"ccaef9662e033562\",\n   \"outputs\": [],\n   \"execution_count\": 2\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:39.147300Z\",\n     \"start_time\": \"2024-05-14T14:41:39.071370Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"sale_dataset = pandas.read_csv(sale_dataset_path)\",\n   \"id\": \"87ad57fd72ba4882\",\n   \"outputs\": [],\n   \"execution_count\": 3\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:39.226776Z\",\n     \"start_time\": \"2024-05-14T14:41:39.149072Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"sale_dataset.head()\",\n   \"id\": \"33ce3775168b7ca1\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"   YearsExperience  HouseSales\\n\",\n       \"0              3.2          27\\n\",\n       \"1              8.2          30\\n\",\n       \"2              5.7          31\\n\",\n       \"3              7.5          36\\n\",\n       \"4              1.5          16\"\n      ],\n      \"text/html\": [\n       \"<div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>YearsExperience</th>\\n\",\n       \"      <th>HouseSales</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>0</th>\\n\",\n       \"      <td>3.2</td>\\n\",\n       \"      <td>27</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>1</th>\\n\",\n       \"      <td>8.2</td>\\n\",\n       \"      <td>30</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>2</th>\\n\",\n       \"      <td>5.7</td>\\n\",\n       \"      <td>31</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>3</th>\\n\",\n       \"      <td>7.5</td>\\n\",\n       \"      <td>36</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>4</th>\\n\",\n       \"      <td>1.5</td>\\n\",\n       \"      <td>16</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"</div>\"\n      ]\n     },\n     \"execution_count\": 4,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 4\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:39.296023Z\",\n     \"start_time\": \"2024-05-14T14:41:39.227983Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"print(sale_dataset.shape)\",\n   \"id\": \"f52edbad4fc4c593\",\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"(15, 2)\\n\"\n     ]\n    }\n   ],\n   \"execution_count\": 5\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:39.548269Z\",\n     \"start_time\": \"2024-05-14T14:41:39.297225Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"sale_dataset.describe()\",\n   \"id\": \"8df9927ad375c2f0\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"       YearsExperience  HouseSales\\n\",\n       \"count        15.000000   15.000000\\n\",\n       \"mean          3.790000   22.666667\\n\",\n       \"std           2.927346    9.802818\\n\",\n       \"min           0.100000    6.000000\\n\",\n       \"25%           1.250000   15.500000\\n\",\n       \"50%           3.200000   22.000000\\n\",\n       \"75%           6.225000   31.000000\\n\",\n       \"max           8.500000   36.000000\"\n      ],\n      \"text/html\": [\n       \"<div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>YearsExperience</th>\\n\",\n       \"      <th>HouseSales</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>count</th>\\n\",\n       \"      <td>15.000000</td>\\n\",\n       \"      <td>15.000000</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>mean</th>\\n\",\n       \"      <td>3.790000</td>\\n\",\n       \"      <td>22.666667</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>std</th>\\n\",\n       \"      <td>2.927346</td>\\n\",\n       \"      <td>9.802818</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>min</th>\\n\",\n       \"      <td>0.100000</td>\\n\",\n       \"      <td>6.000000</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>25%</th>\\n\",\n       \"      <td>1.250000</td>\\n\",\n       \"      <td>15.500000</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>50%</th>\\n\",\n       \"      <td>3.200000</td>\\n\",\n       \"      <td>22.000000</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>75%</th>\\n\",\n       \"      <td>6.225000</td>\\n\",\n       \"      <td>31.000000</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>max</th>\\n\",\n       \"      <td>8.500000</td>\\n\",\n       \"      <td>36.000000</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"</div>\"\n      ]\n     },\n     \"execution_count\": 6,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 6\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:39.872341Z\",\n     \"start_time\": \"2024-05-14T14:41:39.549440Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"# Deneyim Dağılımına Bakalım\\n\",\n    \"# Histogram\\n\",\n    \"plotter.hist(sale_dataset[KEY_experience], bins=15)\"\n   ],\n   \"id\": \"6c5a8aa546735d3d\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"(array([2., 2., 2., 0., 0., 2., 1., 1., 0., 0., 1., 1., 0., 1., 2.]),\\n\",\n       \" array([0.1 , 0.66, 1.22, 1.78, 2.34, 2.9 , 3.46, 4.02, 4.58, 5.14, 5.7 ,\\n\",\n       \"        6.26, 6.82, 7.38, 7.94, 8.5 ]),\\n\",\n       \" <BarContainer object of 15 artists>)\"\n      ]\n     },\n     \"execution_count\": 7,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 7\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:40.040351Z\",\n     \"start_time\": \"2024-05-14T14:41:39.873822Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"# Satış Dağılımına Bakalım\\n\",\n    \"\\n\",\n    \"plotter.hist(sale_dataset[KEY_sales], bins=10)\"\n   ],\n   \"id\": \"7e1318bdb393e0b6\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"(array([1., 1., 1., 2., 2., 1., 0., 1., 4., 2.]),\\n\",\n       \" array([ 6.,  9., 12., 15., 18., 21., 24., 27., 30., 33., 36.]),\\n\",\n       \" <BarContainer object of 10 artists>)\"\n      ]\n     },\n     \"execution_count\": 8,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 8\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:40.180497Z\",\n     \"start_time\": \"2024-05-14T14:41:40.041748Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"# Veriyi Görelim\\n\",\n    \"# Scatter\\n\",\n    \"\\n\",\n    \"plotter.scatter(x = sale_dataset[KEY_experience], y = sale_dataset[KEY_sales])\"\n   ],\n   \"id\": \"81f0733c7f97625e\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<matplotlib.collections.PathCollection at 0x75f8cb1b3850>\"\n      ]\n     },\n     \"execution_count\": 9,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 9\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:40.674929Z\",\n     \"start_time\": \"2024-05-14T14:41:40.183228Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"# Önce Bir Lineer Regresyon Deneyelim ^_^\\n\",\n    \"\\n\",\n    \"from sklearn.linear_model import LinearRegression\\n\",\n    \"\\n\",\n    \"reg_model = LinearRegression().fit(sale_dataset[[KEY_experience]],\\n\",\n    \"                                   sale_dataset[[KEY_sales]])\"\n   ],\n   \"id\": \"edc1ff1a6d103c6\",\n   \"outputs\": [],\n   \"execution_count\": 10\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:40.684335Z\",\n     \"start_time\": \"2024-05-14T14:41:40.676267Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"reg_model.score(sale_dataset[[KEY_experience]], sale_dataset[[KEY_sales]])\",\n   \"id\": \"a0276a8d35b4160b\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"0.8137110174932514\"\n      ]\n     },\n     \"execution_count\": 11,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 11\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:40.802856Z\",\n     \"start_time\": \"2024-05-14T14:41:40.685791Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"reg_model.coef_\",\n   \"id\": \"282d197213d30932\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"array([[3.02073001]])\"\n      ]\n     },\n     \"execution_count\": 12,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 12\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:40.893983Z\",\n     \"start_time\": \"2024-05-14T14:41:40.804206Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"reg_model.intercept_\",\n   \"id\": \"e8c825a750faf08d\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"array([11.21809993])\"\n      ]\n     },\n     \"execution_count\": 13,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 13\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:40.985752Z\",\n     \"start_time\": \"2024-05-14T14:41:40.895476Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"predictions = reg_model.predict(sale_dataset[[KEY_experience]])\",\n   \"id\": \"3156fdb5fcd08e7d\",\n   \"outputs\": [],\n   \"execution_count\": 14\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:41.061953Z\",\n     \"start_time\": \"2024-05-14T14:41:40.986950Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"residuler = []\\n\",\n    \"for x in range(len(predictions)):\\n\",\n    \"    residuler.append(sale_dataset[KEY_sales][x] - predictions[x])\"\n   ],\n   \"id\": \"ebf5414474275b6d\",\n   \"outputs\": [],\n   \"execution_count\": 15\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:41.220401Z\",\n     \"start_time\": \"2024-05-14T14:41:41.063496Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"from sklearn.metrics import r2_score\\n\",\n    \"\\n\",\n    \"r2_score_linear = r2_score(sale_dataset[KEY_sales], predictions)\"\n   ],\n   \"id\": \"8e7245bebf5fea8e\",\n   \"outputs\": [],\n   \"execution_count\": 16\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:41.335696Z\",\n     \"start_time\": \"2024-05-14T14:41:41.221712Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"r2_score_linear\",\n   \"id\": \"77b3a44adb709bf3\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"0.8137110174932514\"\n      ]\n     },\n     \"execution_count\": 17,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 17\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:41.536876Z\",\n     \"start_time\": \"2024-05-14T14:41:41.337045Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"plotter.scatter(x = sale_dataset[KEY_experience], \\n\",\n    \"                y = sale_dataset[KEY_sales])\\n\",\n    \"plotter.plot(sale_dataset[KEY_experience], predictions, color='purple')\"\n   ],\n   \"id\": \"3a80713def685212\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"[<matplotlib.lines.Line2D at 0x75f8b339fbb0>]\"\n      ]\n     },\n     \"execution_count\": 18,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 18\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:41.547113Z\",\n     \"start_time\": \"2024-05-14T14:41:41.538001Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"residuler\",\n   \"id\": \"8394089876a31487\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"[array([6.11556404]),\\n\",\n       \" array([-5.98808601]),\\n\",\n       \" array([2.56373901]),\\n\",\n       \" array([2.126425]),\\n\",\n       \" array([0.25080506]),\\n\",\n       \" array([0.45909706]),\\n\",\n       \" array([4.3919725]),\\n\",\n       \" array([-5.89430501]),\\n\",\n       \" array([-1.88443596]),\\n\",\n       \" array([-0.99894697]),\\n\",\n       \" array([-2.52017293]),\\n\",\n       \" array([-2.23882994]),\\n\",\n       \" array([-6.42639193]),\\n\",\n       \" array([6.49068803]),\\n\",\n       \" array([3.55287806])]\"\n      ]\n     },\n     \"execution_count\": 19,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 19\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:41.810059Z\",\n     \"start_time\": \"2024-05-14T14:41:41.548200Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"# Residüleri Görelim\\n\",\n    \"# Scatter\\n\",\n    \"\\n\",\n    \"plotter.scatter(x = sale_dataset[KEY_sales], \\n\",\n    \"                y = residuler)\"\n   ],\n   \"id\": \"9308cc11c0768ab9\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<matplotlib.collections.PathCollection at 0x75f8b31bd6f0>\"\n      ]\n     },\n     \"execution_count\": 20,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 20\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:41.818503Z\",\n     \"start_time\": \"2024-05-14T14:41:41.811545Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"from sklearn.preprocessing import PolynomialFeatures\\n\",\n    \"\\n\",\n    \"poly_model = PolynomialFeatures(2)\\n\",\n    \"transformed_data = poly_model.fit_transform(sale_dataset[[KEY_experience]],\\n\",\n    \"                                            sale_dataset[[KEY_sales]])\"\n   ],\n   \"id\": \"8566e2ce7bb0fd70\",\n   \"outputs\": [],\n   \"execution_count\": 21\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:41.921106Z\",\n     \"start_time\": \"2024-05-14T14:41:41.819962Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"transformed_data\",\n   \"id\": \"b30e1c6ed7aaa260\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"array([[1.00000e+00, 3.20000e+00, 1.02400e+01],\\n\",\n       \"       [1.00000e+00, 8.20000e+00, 6.72400e+01],\\n\",\n       \"       [1.00000e+00, 5.70000e+00, 3.24900e+01],\\n\",\n       \"       [1.00000e+00, 7.50000e+00, 5.62500e+01],\\n\",\n       \"       [1.00000e+00, 1.50000e+00, 2.25000e+00],\\n\",\n       \"       [1.00000e+00, 1.10000e+00, 1.21000e+00],\\n\",\n       \"       [1.00000e+00, 6.75000e+00, 4.55625e+01],\\n\",\n       \"       [1.00000e+00, 8.50000e+00, 7.22500e+01],\\n\",\n       \"       [1.00000e+00, 3.20000e+00, 1.02400e+01],\\n\",\n       \"       [1.00000e+00, 3.90000e+00, 1.52100e+01],\\n\",\n       \"       [1.00000e+00, 1.00000e-01, 1.00000e-02],\\n\",\n       \"       [1.00000e+00, 1.00000e+00, 1.00000e+00],\\n\",\n       \"       [1.00000e+00, 4.00000e-01, 1.60000e-01],\\n\",\n       \"       [1.00000e+00, 4.40000e+00, 1.93600e+01],\\n\",\n       \"       [1.00000e+00, 1.40000e+00, 1.96000e+00]])\"\n      ]\n     },\n     \"execution_count\": 22,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 22\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:42.010780Z\",\n     \"start_time\": \"2024-05-14T14:41:41.922641Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"from sklearn.linear_model import LinearRegression\\n\",\n    \"\\n\",\n    \"quadratic_model = LinearRegression().fit(transformed_data, sale_dataset[[KEY_sales]])\"\n   ],\n   \"id\": \"43687606e2002e9e\",\n   \"outputs\": [],\n   \"execution_count\": 23\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:42.093861Z\",\n     \"start_time\": \"2024-05-14T14:41:42.012195Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"quadratic_model.intercept_\",\n   \"id\": \"fced6c7ae10dbbeb\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"array([6.45196075])\"\n      ]\n     },\n     \"execution_count\": 24,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 24\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:42.176975Z\",\n     \"start_time\": \"2024-05-14T14:41:42.095233Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"quadratic_model.coef_\",\n   \"id\": \"741e167156b5706\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"array([[ 0.        ,  7.06439652, -0.4721974 ]])\"\n      ]\n     },\n     \"execution_count\": 25,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 25\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:42.259265Z\",\n     \"start_time\": \"2024-05-14T14:41:42.178476Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"predictions_quadratic = quadratic_model.predict(transformed_data)\",\n   \"id\": \"f54004a9426a8ed2\",\n   \"outputs\": [],\n   \"execution_count\": 26\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:42.361028Z\",\n     \"start_time\": \"2024-05-14T14:41:42.260546Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"sale_dataset[KEY_experience]\",\n   \"id\": \"5ddd63ed9bfe6551\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"0     3.20\\n\",\n       \"1     8.20\\n\",\n       \"2     5.70\\n\",\n       \"3     7.50\\n\",\n       \"4     1.50\\n\",\n       \"5     1.10\\n\",\n       \"6     6.75\\n\",\n       \"7     8.50\\n\",\n       \"8     3.20\\n\",\n       \"9     3.90\\n\",\n       \"10    0.10\\n\",\n       \"11    1.00\\n\",\n       \"12    0.40\\n\",\n       \"13    4.40\\n\",\n       \"14    1.40\\n\",\n       \"Name: YearsExperience, dtype: float64\"\n      ]\n     },\n     \"execution_count\": 27,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 27\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:42.444051Z\",\n     \"start_time\": \"2024-05-14T14:41:42.366539Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"predictions_quadratic\",\n   \"id\": \"6791e822406aac27\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"array([[24.22272827],\\n\",\n       \"       [32.62945923],\\n\",\n       \"       [31.37732748],\\n\",\n       \"       [32.87383106],\\n\",\n       \"       [15.98611139],\\n\",\n       \"       [13.65143807],\\n\",\n       \"       [32.62214335],\\n\",\n       \"       [32.38306922],\\n\",\n       \"       [24.22272827],\\n\",\n       \"       [26.82098477],\\n\",\n       \"       [ 7.15367843],\\n\",\n       \"       [13.04415987],\\n\",\n       \"       [ 9.20216778],\\n\",\n       \"       [28.39356383],\\n\",\n       \"       [15.41660898]])\"\n      ]\n     },\n     \"execution_count\": 28,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 28\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:42.642242Z\",\n     \"start_time\": \"2024-05-14T14:41:42.445340Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"plotter.scatter(x = sale_dataset[KEY_experience], \\n\",\n    \"                y = predictions_quadratic)\"\n   ],\n   \"id\": \"554ce20a732d9c36\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<matplotlib.collections.PathCollection at 0x75f8b3237970>\"\n      ]\n     },\n     \"execution_count\": 29,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 29\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:42.647898Z\",\n     \"start_time\": \"2024-05-14T14:41:42.643720Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"r2_score_quadratic = r2_score(sale_dataset[KEY_sales], \\n\",\n    \"                              predictions_quadratic)\"\n   ],\n   \"id\": \"12dcdaf4409c8aba\",\n   \"outputs\": [],\n   \"execution_count\": 30\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:42.720508Z\",\n     \"start_time\": \"2024-05-14T14:41:42.649434Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"r2_score_quadratic\",\n   \"id\": \"6b829999dbfb28ea\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"0.9073907971182075\"\n      ]\n     },\n     \"execution_count\": 31,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 31\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:42.804061Z\",\n     \"start_time\": \"2024-05-14T14:41:42.721903Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"sale_dataset[KEY_experience].shape\",\n   \"id\": \"4f16c0124aea4d0f\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"(15,)\"\n      ]\n     },\n     \"execution_count\": 32,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 32\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:42.886790Z\",\n     \"start_time\": \"2024-05-14T14:41:42.805529Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"temp = []\\n\",\n    \"for x in range(len(sale_dataset[KEY_experience])):\\n\",\n    \"    temp.append([sale_dataset[KEY_experience][x],predictions_quadratic[x]])\\n\",\n    \"temp.sort(key=lambda x: x[0])\\n\",\n    \"\\n\",\n    \"x = []\\n\",\n    \"y_pred = []\\n\",\n    \"\\n\",\n    \"for a in temp:\\n\",\n    \"    x.append(a[0])\\n\",\n    \"    y_pred.append(a[1])\"\n   ],\n   \"id\": \"d2ffec5510df4035\",\n   \"outputs\": [],\n   \"execution_count\": 33\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:43.092985Z\",\n     \"start_time\": \"2024-05-14T14:41:42.887939Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"plotter.scatter(x = sale_dataset[KEY_experience], \\n\",\n    \"                y = sale_dataset[KEY_sales])\\n\",\n    \"\\n\",\n    \"plotter.plot(x, \\n\",\n    \"             y_pred, \\n\",\n    \"             color='purple')\"\n   ],\n   \"id\": \"c38e1a8afa78ff22\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"[<matplotlib.lines.Line2D at 0x75f8b10d0a00>]\"\n      ]\n     },\n     \"execution_count\": 34,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 34\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:43.230351Z\",\n     \"start_time\": \"2024-05-14T14:41:43.094365Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"plotter.scatter(x = sale_dataset[KEY_experience], \\n\",\n    \"                y = predictions_quadratic,\\n\",\n    \"                edgecolors='red')\"\n   ],\n   \"id\": \"339f04f5863f90e1\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<matplotlib.collections.PathCollection at 0x75f8b1135bd0>\"\n      ]\n     },\n     \"execution_count\": 35,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 35\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:43.372670Z\",\n     \"start_time\": \"2024-05-14T14:41:43.231882Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"plotter.scatter(x=sale_dataset[KEY_experience],\\n\",\n    \"                y=sale_dataset[KEY_sales])\"\n   ],\n   \"id\": \"31dfc7096f93542c\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<matplotlib.collections.PathCollection at 0x75f8b0fa9e70>\"\n      ]\n     },\n     \"execution_count\": 36,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 36\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:43.523329Z\",\n     \"start_time\": \"2024-05-14T14:41:43.374085Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"plotter.scatter(x=sale_dataset[KEY_experience],\\n\",\n    \"                y=predictions, edgecolors='green')\"\n   ],\n   \"id\": \"65666fa0448f1b5d\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<matplotlib.collections.PathCollection at 0x75f8b100f130>\"\n      ]\n     },\n     \"execution_count\": 37,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 37\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:43.527825Z\",\n     \"start_time\": \"2024-05-14T14:41:43.524546Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"residuler_quadratic = []\\n\",\n    \"for x in range(len(predictions_quadratic)):\\n\",\n    \"    residuler_quadratic.append(sale_dataset[KEY_sales][x] - predictions_quadratic[x])\"\n   ],\n   \"id\": \"e605869779d75866\",\n   \"outputs\": [],\n   \"execution_count\": 38\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:43.613503Z\",\n     \"start_time\": \"2024-05-14T14:41:43.529003Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"residuler_quadratic\",\n   \"id\": \"362965295d7faa4\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"[array([2.77727173]),\\n\",\n       \" array([-2.62945923]),\\n\",\n       \" array([-0.37732748]),\\n\",\n       \" array([3.12616894]),\\n\",\n       \" array([0.01388861]),\\n\",\n       \" array([1.34856193]),\\n\",\n       \" array([3.37785665]),\\n\",\n       \" array([-1.38306922]),\\n\",\n       \" array([-5.22272827]),\\n\",\n       \" array([-4.82098477]),\\n\",\n       \" array([1.84632157]),\\n\",\n       \" array([-1.04415987]),\\n\",\n       \" array([-3.20216778]),\\n\",\n       \" array([2.60643617]),\\n\",\n       \" array([3.58339102])]\"\n      ]\n     },\n     \"execution_count\": 39,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 39\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:43.798823Z\",\n     \"start_time\": \"2024-05-14T14:41:43.614816Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"plotter.scatter(x = sale_dataset[KEY_sales], \\n\",\n    \"                y = residuler_quadratic)\"\n   ],\n   \"id\": \"37c525527503c9f5\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<matplotlib.collections.PathCollection at 0x75f8b0e837c0>\"\n      ]\n     },\n     \"execution_count\": 40,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 40\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:43.937658Z\",\n     \"start_time\": \"2024-05-14T14:41:43.800511Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"plotter.scatter(x = sale_dataset[KEY_experience], \\n\",\n    \"                y = predictions_quadratic,\\n\",\n    \"                edgecolors='red')\\n\",\n    \"plotter.scatter(x=sale_dataset[KEY_experience],\\n\",\n    \"                y=sale_dataset[KEY_sales])\"\n   ],\n   \"id\": \"73098335f14db98\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<matplotlib.collections.PathCollection at 0x75f8b0ed29b0>\"\n      ]\n     },\n     \"execution_count\": 41,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 41\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:44.125378Z\",\n     \"start_time\": \"2024-05-14T14:41:43.938812Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"plotter.scatter(x=sale_dataset[KEY_experience],\\n\",\n    \"                y=predictions, \\n\",\n    \"                edgecolors='green')\\n\",\n    \"plotter.scatter(x=sale_dataset[KEY_experience],\\n\",\n    \"                y=sale_dataset[KEY_sales])\\n\"\n   ],\n   \"id\": \"fa607d298e0f3a3b\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<matplotlib.collections.PathCollection at 0x75f8b0d826b0>\"\n      ]\n     },\n     \"execution_count\": 42,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 42\n  },\n  {\n   \"metadata\": {},\n   \"cell_type\": \"markdown\",\n   \"source\": \"Further -> https://scikit-learn.org/stable/supervised_learning.html#supervised-learning\",\n   \"id\": \"9dc01e67733316d9\"\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:41:44.129045Z\",\n     \"start_time\": \"2024-05-14T14:41:44.126723Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"\",\n   \"id\": \"c39fbe439860c325\",\n   \"outputs\": [],\n   \"execution_count\": 42\n  }\n ],\n \"metadata\": {\n  \"kernelspec\": {\n   \"display_name\": \"Python 3\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 2\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython2\",\n   \"version\": \"2.7.6\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 5\n}\n"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Kumeleme_Regresyon/simple_linear_regression.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"code\",\n   \"id\": \"initial_id\",\n   \"metadata\": {\n    \"collapsed\": true,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:38:40.609470Z\",\n     \"start_time\": \"2024-05-14T14:38:39.596347Z\"\n    }\n   },\n   \"source\": [\n    \"import pandas\\n\",\n    \"from pandas import DataFrame\\n\",\n    \"\\n\",\n    \"from matplotlib import pyplot as plotter\\n\",\n    \"from sklearn.linear_model import LinearRegression\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": 1\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:38:40.614145Z\",\n     \"start_time\": \"2024-05-14T14:38:40.611419Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"salary_dataset_path = 'data/experience_salary_dataset'\\n\",\n    \"KEY_years = \\\"YearsExperience\\\"\\n\",\n    \"KEY_salary = \\\"Salary\\\"\"\n   ],\n   \"id\": \"d0a8d11ab17428e\",\n   \"outputs\": [],\n   \"execution_count\": 2\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:38:40.734568Z\",\n     \"start_time\": \"2024-05-14T14:38:40.615537Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"salary_dataset = pandas.read_csv(salary_dataset_path) \",\n   \"id\": \"a59e48c0e8a85d45\",\n   \"outputs\": [],\n   \"execution_count\": 3\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:38:40.825885Z\",\n     \"start_time\": \"2024-05-14T14:38:40.735994Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"salary_dataset.head()\",\n   \"id\": \"e441095dc8754339\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"   YearsExperience  Salary\\n\",\n       \"0              1.1   39343\\n\",\n       \"1              1.3   46205\\n\",\n       \"2              1.5   37731\\n\",\n       \"3              2.0   43525\\n\",\n       \"4              2.2   39891\"\n      ],\n      \"text/html\": [\n       \"<div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>YearsExperience</th>\\n\",\n       \"      <th>Salary</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>0</th>\\n\",\n       \"      <td>1.1</td>\\n\",\n       \"      <td>39343</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>1</th>\\n\",\n       \"      <td>1.3</td>\\n\",\n       \"      <td>46205</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>2</th>\\n\",\n       \"      <td>1.5</td>\\n\",\n       \"      <td>37731</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>3</th>\\n\",\n       \"      <td>2.0</td>\\n\",\n       \"      <td>43525</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>4</th>\\n\",\n       \"      <td>2.2</td>\\n\",\n       \"      <td>39891</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"</div>\"\n      ]\n     },\n     \"execution_count\": 4,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 4\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:38:40.930944Z\",\n     \"start_time\": \"2024-05-14T14:38:40.828833Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"print(salary_dataset.shape)\",\n   \"id\": \"983d3f3d5d9dfd49\",\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"(30, 2)\\n\"\n     ]\n    }\n   ],\n   \"execution_count\": 5\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:38:41.056767Z\",\n     \"start_time\": \"2024-05-14T14:38:40.932059Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"for key in [KEY_years, KEY_salary]:\\n\",\n    \"    print(\\\"Stats of key: \\\" + str(key))\\n\",\n    \"    print(\\\"Min: \\\" + str(min(salary_dataset[key])))\\n\",\n    \"    print(\\\"Max: \\\" + str(max(salary_dataset[key])))\\n\",\n    \"    print(\\\"Avg: \\\" + str(sum(salary_dataset[key])/salary_dataset.shape[0]))\\n\",\n    \"    print(\\\"---\\\")\"\n   ],\n   \"id\": \"459a91ff7c2f3154\",\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Stats of key: YearsExperience\\n\",\n      \"Min: 1.1\\n\",\n      \"Max: 10.5\\n\",\n      \"Avg: 5.3133333333333335\\n\",\n      \"---\\n\",\n      \"Stats of key: Salary\\n\",\n      \"Min: 37731\\n\",\n      \"Max: 122391\\n\",\n      \"Avg: 76003.0\\n\",\n      \"---\\n\"\n     ]\n    }\n   ],\n   \"execution_count\": 6\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:38:41.391551Z\",\n     \"start_time\": \"2024-05-14T14:38:41.058305Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"plotter.hist(salary_dataset[KEY_salary], bins=30)\",\n   \"id\": \"b85a1bebb843c383\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"(array([3., 0., 1., 1., 0., 1., 5., 1., 1., 2., 2., 0., 0., 0., 0., 1., 1.,\\n\",\n       \"        0., 0., 2., 0., 1., 1., 0., 1., 1., 2., 0., 1., 2.]),\\n\",\n       \" array([ 37731.,  40553.,  43375.,  46197.,  49019.,  51841.,  54663.,\\n\",\n       \"         57485.,  60307.,  63129.,  65951.,  68773.,  71595.,  74417.,\\n\",\n       \"         77239.,  80061.,  82883.,  85705.,  88527.,  91349.,  94171.,\\n\",\n       \"         96993.,  99815., 102637., 105459., 108281., 111103., 113925.,\\n\",\n       \"        116747., 119569., 122391.]),\\n\",\n       \" <BarContainer object of 30 artists>)\"\n      ]\n     },\n     \"execution_count\": 7,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 7\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:38:41.729308Z\",\n     \"start_time\": \"2024-05-14T14:38:41.393071Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"plotter.hist(salary_dataset[KEY_years], bins=30)\",\n   \"id\": \"642c67782dfdf69a\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"(array([2., 1., 1., 1., 0., 1., 3., 0., 2., 3., 1., 0., 2., 1., 0., 2., 0.,\\n\",\n       \"        0., 1., 1., 0., 1., 1., 0., 1., 1., 1., 1., 0., 2.]),\\n\",\n       \" array([ 1.1       ,  1.41333333,  1.72666667,  2.04      ,  2.35333333,\\n\",\n       \"         2.66666667,  2.98      ,  3.29333333,  3.60666667,  3.92      ,\\n\",\n       \"         4.23333333,  4.54666667,  4.86      ,  5.17333333,  5.48666667,\\n\",\n       \"         5.8       ,  6.11333333,  6.42666667,  6.74      ,  7.05333333,\\n\",\n       \"         7.36666667,  7.68      ,  7.99333333,  8.30666667,  8.62      ,\\n\",\n       \"         8.93333333,  9.24666667,  9.56      ,  9.87333333, 10.18666667,\\n\",\n       \"        10.5       ]),\\n\",\n       \" <BarContainer object of 30 artists>)\"\n      ]\n     },\n     \"execution_count\": 8,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 8\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:38:41.845617Z\",\n     \"start_time\": \"2024-05-14T14:38:41.730793Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"plotter.scatter(x = salary_dataset[KEY_years], y = salary_dataset[KEY_salary])\",\n   \"id\": \"6f72f69c56a5c314\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<matplotlib.collections.PathCollection at 0x797485522140>\"\n      ]\n     },\n     \"execution_count\": 9,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 9\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:38:41.863928Z\",\n     \"start_time\": \"2024-05-14T14:38:41.846893Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"# Hadi Eğitim Yapalım\\n\",\n    \"\\n\",\n    \"reg_model = LinearRegression().fit(salary_dataset[[KEY_years]],\\n\",\n    \"                                   salary_dataset[[KEY_salary]])\\n\"\n   ],\n   \"id\": \"52dd460fbd1627f7\",\n   \"outputs\": [],\n   \"execution_count\": 10\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:38:42.011126Z\",\n     \"start_time\": \"2024-05-14T14:38:41.865280Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"k = salary_dataset[[KEY_years, KEY_salary]] # \\n\",\n    \"l = [salary_dataset[KEY_years], salary_dataset[KEY_years]]\\n\",\n    \"\\n\",\n    \"type(k), type(l)\"\n   ],\n   \"id\": \"944946e420a75606\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"(pandas.core.frame.DataFrame, list)\"\n      ]\n     },\n     \"execution_count\": 11,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 11\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:38:42.114886Z\",\n     \"start_time\": \"2024-05-14T14:38:42.012608Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"reg_model.score(salary_dataset[[KEY_years]], salary_dataset[[KEY_salary]])\",\n   \"id\": \"fed95de8f157ac4d\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"0.9569566641435086\"\n      ]\n     },\n     \"execution_count\": 12,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 12\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:38:42.203936Z\",\n     \"start_time\": \"2024-05-14T14:38:42.116223Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"reg_model.coef_\",\n   \"id\": \"4c4ec76f7f411c06\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"array([[9449.96232146]])\"\n      ]\n     },\n     \"execution_count\": 13,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 13\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:38:42.287075Z\",\n     \"start_time\": \"2024-05-14T14:38:42.206346Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"reg_model.intercept_\",\n   \"id\": \"82d18406db037db6\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"array([25792.20019867])\"\n      ]\n     },\n     \"execution_count\": 14,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 14\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:38:42.371079Z\",\n     \"start_time\": \"2024-05-14T14:38:42.288405Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"reg_model.predict([[7]])\",\n   \"id\": \"2485c0456938279a\",\n   \"outputs\": [\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"/home/metehanguzel/Desktop/projects/Environments/TML_Regression/lib/python3.10/site-packages/sklearn/base.py:493: UserWarning: X does not have valid feature names, but LinearRegression was fitted with feature names\\n\",\n      \"  warnings.warn(\\n\"\n     ]\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"array([[91941.93644885]])\"\n      ]\n     },\n     \"execution_count\": 15,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 15\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:38:42.374535Z\",\n     \"start_time\": \"2024-05-14T14:38:42.372466Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"\",\n   \"id\": \"29c80d607e659063\",\n   \"outputs\": [],\n   \"execution_count\": 15\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-14T14:38:42.377785Z\",\n     \"start_time\": \"2024-05-14T14:38:42.375609Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"\",\n   \"id\": \"ebc4e2a37c0a14ca\",\n   \"outputs\": [],\n   \"execution_count\": 15\n  }\n ],\n \"metadata\": {\n  \"kernelspec\": {\n   \"display_name\": \"Python 3\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 2\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython2\",\n   \"version\": \"2.7.6\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 5\n}\n"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Siniflandirma/siniflandirma.ipynb",
    "content": "{\n  \"nbformat\": 4,\n  \"nbformat_minor\": 0,\n  \"metadata\": {\n    \"colab\": {\n      \"provenance\": [],\n      \"toc_visible\": true,\n      \"gpuType\": \"T4\"\n    },\n    \"kernelspec\": {\n      \"name\": \"python3\",\n      \"display_name\": \"Python 3\"\n    },\n    \"language_info\": {\n      \"name\": \"python\"\n    },\n    \"accelerator\": \"GPU\"\n  },\n  \"cells\": [\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Veri setini Yükleme ve görselleştirme\"\n      ],\n      \"metadata\": {\n        \"id\": \"U8bS5Aw2Mbaa\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"id\": \"Y9fPiXJSTuNw\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"import numpy as np\\n\",\n        \"import pandas as pd\\n\",\n        \"import matplotlib.pyplot as plt\\n\",\n        \"import seaborn as sns\\n\",\n        \"from sklearn.datasets import load_iris\\n\",\n        \"\\n\",\n        \"# Seaborn stilini kullanmak için\\n\",\n        \"sns.set(style=\\\"whitegrid\\\")\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Iris veri setini yükle\\n\",\n        \"iris = load_iris()\\n\",\n        \"df = pd.DataFrame(data=iris.data, columns=iris.feature_names)\\n\",\n        \"df['species'] = iris.target\\n\",\n        \"df['species'] = df['species'].map({0: 'setosa', 1: 'versicolor', 2: 'virginica'})\\n\",\n        \"\\n\",\n        \"# İlk birkaç satırı görüntüle\\n\",\n        \"print(df.head())\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"l3pBfxQSMDEZ\",\n        \"outputId\": \"067aa5b5-ff08-4167-8509-5f8d4913720d\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"   sepal length (cm)  sepal width (cm)  petal length (cm)  petal width (cm)  \\\\\\n\",\n            \"0                5.1               3.5                1.4               0.2   \\n\",\n            \"1                4.9               3.0                1.4               0.2   \\n\",\n            \"2                4.7               3.2                1.3               0.2   \\n\",\n            \"3                4.6               3.1                1.5               0.2   \\n\",\n            \"4                5.0               3.6                1.4               0.2   \\n\",\n            \"\\n\",\n            \"  species  \\n\",\n            \"0  setosa  \\n\",\n            \"1  setosa  \\n\",\n            \"2  setosa  \\n\",\n            \"3  setosa  \\n\",\n            \"4  setosa  \\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Veri setinin özet istatistikleri\\n\",\n        \"print(df.describe())\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"N4ZFW6e5MEY4\",\n        \"outputId\": \"9fe7b5a6-8a74-4ba3-cafa-e360aecc8902\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"       sepal length (cm)  sepal width (cm)  petal length (cm)  \\\\\\n\",\n            \"count         150.000000        150.000000         150.000000   \\n\",\n            \"mean            5.843333          3.057333           3.758000   \\n\",\n            \"std             0.828066          0.435866           1.765298   \\n\",\n            \"min             4.300000          2.000000           1.000000   \\n\",\n            \"25%             5.100000          2.800000           1.600000   \\n\",\n            \"50%             5.800000          3.000000           4.350000   \\n\",\n            \"75%             6.400000          3.300000           5.100000   \\n\",\n            \"max             7.900000          4.400000           6.900000   \\n\",\n            \"\\n\",\n            \"       petal width (cm)  \\n\",\n            \"count        150.000000  \\n\",\n            \"mean           1.199333  \\n\",\n            \"std            0.762238  \\n\",\n            \"min            0.100000  \\n\",\n            \"25%            0.300000  \\n\",\n            \"50%            1.300000  \\n\",\n            \"75%            1.800000  \\n\",\n            \"max            2.500000  \\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Sınıf dağılımını gösteren bar plot\\n\",\n        \"plt.figure(figsize=(8, 6))\\n\",\n        \"sns.countplot(x='species', data=df)\\n\",\n        \"plt.title('Sınıf Dağılımı')\\n\",\n        \"plt.xlabel('Tür')\\n\",\n        \"plt.ylabel('Frekans')\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 573\n        },\n        \"id\": \"d7by07pcMIDJ\",\n        \"outputId\": \"428df156-8c76-4e7c-94d9-35f687a499c9\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 800x600 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Pair plot ile özellikler arası ilişkileri ve sınıf dağılımını görselleştirme\\n\",\n        \"plt.figure(figsize=(12, 10))\\n\",\n        \"sns.pairplot(df, hue='species', markers=[\\\"o\\\", \\\"s\\\", \\\"D\\\"])\\n\",\n        \"plt.suptitle('Pair Plot', y=1.02)\\n\",\n        \"plt.show()\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 1000\n        },\n        \"id\": \"w9VVGG5QMI9X\",\n        \"outputId\": \"f4064d5d-c159-48d0-b515-2fc69f3ae29d\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1200x1000 with 0 Axes>\"\n            ]\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1130x1000 with 20 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Scatter plot ile Sepal Length ve Sepal Width ilişkisi\\n\",\n        \"plt.figure(figsize=(8, 6))\\n\",\n        \"sns.scatterplot(x='sepal length (cm)', y='sepal width (cm)', hue='species', data=df, palette='viridis')\\n\",\n        \"plt.title('Sepal Length ve Sepal Width İlişkisi')\\n\",\n        \"plt.xlabel('Sepal Length (cm)')\\n\",\n        \"plt.ylabel('Sepal Width (cm)')\\n\",\n        \"plt.legend(title='Tür')\\n\",\n        \"plt.show()\\n\",\n        \"\\n\",\n        \"# Scatter plot ile Petal Length ve Petal Width ilişkisi\\n\",\n        \"plt.figure(figsize=(8, 6))\\n\",\n        \"sns.scatterplot(x='petal length (cm)', y='petal width (cm)', hue='species', data=df, palette='viridis')\\n\",\n        \"plt.title('Petal Length ve Petal Width İlişkisi')\\n\",\n        \"plt.xlabel('Petal Length (cm)')\\n\",\n        \"plt.ylabel('Petal Width (cm)')\\n\",\n        \"plt.legend(title='Tür')\\n\",\n        \"plt.show()\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 1000\n        },\n        \"id\": \"e9MskNa4MQ1w\",\n        \"outputId\": \"3471d9d3-3c30-4159-f56f-c3f1742254cb\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 800x600 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 800x600 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"#Destek Vektör Makineleri (SVM)\"\n      ],\n      \"metadata\": {\n        \"id\": \"ydKvr74FP8vO\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"from sklearn.svm import SVC\\n\",\n        \"from sklearn.model_selection import train_test_split\\n\",\n        \"from sklearn.preprocessing import StandardScaler\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"# Iris veri setini yükle\\n\",\n        \"iris = load_iris()\\n\",\n        \"X = iris.data[:, :2]  # Sadece iki özelliği kullan (sepal length ve sepal width)\\n\",\n        \"y = iris.target\\n\",\n        \"\\n\",\n        \"# Veriyi eğitim ve test setlerine böl\\n\",\n        \"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\\n\",\n        \"\\n\",\n        \"# Veriyi ölçeklendir\\n\",\n        \"scaler = StandardScaler()\\n\",\n        \"X_train = scaler.fit_transform(X_train)\\n\",\n        \"X_test = scaler.transform(X_test)\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"# SVM modelini oluştur ve eğit\\n\",\n        \"svm = SVC(kernel='linear', C=1)\\n\",\n        \"svm.fit(X_train, y_train)\\n\",\n        \"\\n\",\n        \"# Tahmin yap ve doğruluğu hesapla\\n\",\n        \"y_pred = svm.predict(X_test)\\n\",\n        \"accuracy = svm.score(X_test, y_test)\\n\",\n        \"print(f\\\"SVM Doğruluk: {accuracy:.2f}\\\")\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"f-Hl_Ok7Ojx0\",\n        \"outputId\": \"9c2fea58-ecf6-4d07-b90f-50b25b8a1fcf\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"SVM Doğruluk: 0.73\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Karar sınırlarını görselleştirme\"\n      ],\n      \"metadata\": {\n        \"id\": \"w1RrM_qyPJ1M\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"\\n\",\n        \"h = .02  # mesh gridin adımı\\n\",\n        \"x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\\n\",\n        \"y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\\n\",\n        \"xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\\n\",\n        \"                     np.arange(y_min, y_max, h))\\n\",\n        \"\\n\",\n        \"Z = svm.predict(np.c_[xx.ravel(), yy.ravel()])\\n\",\n        \"Z = Z.reshape(xx.shape)\\n\",\n        \"plt.figure(figsize=(10, 6))\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"# Eğitim ve test noktalarını çiz\\n\",\n        \"plt.scatter(X_train[:, 0], X_train[:, 1], c=y_train, edgecolor='k', s=20, marker='o', label='Eğitim Verisi')\\n\",\n        \"plt.scatter(X_test[:, 0], X_test[:, 1], c=y_test, edgecolor='k', s=20, marker='s', label='Test Verisi')\\n\",\n        \"\\n\",\n        \"plt.title(f\\\"SVM Karar Sınırları (Doğruluk: {accuracy:.2f})\\\")\\n\",\n        \"plt.xlabel('Sepal length (cm)')\\n\",\n        \"plt.ylabel('Sepal width (cm)')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 573\n        },\n        \"id\": \"wGVmBHaLQPZ-\",\n        \"outputId\": \"b2efbf48-a1d6-46a0-da8a-6162636384a8\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1000x600 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"#Desetek vekötrlerinin belirlenmesi\\n\",\n        \"plt.figure(figsize=(10, 6))\\n\",\n        \"# Eğitim ve test noktalarını çizme\\n\",\n        \"plt.scatter(X_train[:, 0], X_train[:, 1], c=y_train, edgecolor='k', s=20, marker='o', label='Eğitim Verisi')\\n\",\n        \"plt.scatter(X_test[:, 0], X_test[:, 1], c=y_test, edgecolor='k', s=20, marker='s', label='Test Verisi')\\n\",\n        \"\\n\",\n        \"# Destek vektörlerini çizme\\n\",\n        \"plt.scatter(svm.support_vectors_[:, 0], svm.support_vectors_[:, 1], s=100,\\n\",\n        \"            linewidth=1, facecolors='none', edgecolors='k', label='Destek Vektörler')\\n\",\n        \"\\n\",\n        \"plt.title(f\\\"SVM Karar Sınırları ve Destek Vektörleri (Doğruluk: {accuracy:.2f})\\\")\\n\",\n        \"plt.xlabel('Sepal length (cm)')\\n\",\n        \"plt.ylabel('Sepal width (cm)')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 573\n        },\n        \"id\": \"qYNqGrw1TZYf\",\n        \"outputId\": \"db6a36a4-622a-4605-bc96-414813c15c1e\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1000x600 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Farklı Kernel Yöntemleri ile SVM Modelleri Eğitme ve Görselleştirme\"\n      ],\n      \"metadata\": {\n        \"id\": \"oRZycT1FPXsB\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"#Farklı Kernel Yöntemleri ile SVM Modelleri Eğitme ve Görselleştirme\\n\",\n        \"from sklearn.metrics import accuracy_score\\n\",\n        \"from matplotlib.colors import ListedColormap\\n\",\n        \"\\n\",\n        \"# Kernel yöntemleri ve renk paleti tanımları\\n\",\n        \"kernels = ['linear', 'poly', 'rbf', 'sigmoid']\\n\",\n        \"colors = ListedColormap(['#FFAAAA', '#AAFFAA', '#AAAAFF'])\\n\",\n        \"\\n\",\n        \"# Karar sınırlarını görselleştirme\\n\",\n        \"h = .02  # mesh gridin adımı\\n\",\n        \"x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\\n\",\n        \"y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\\n\",\n        \"xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\\n\",\n        \"\\n\",\n        \"plt.figure(figsize=(18, 12))\\n\",\n        \"\\n\",\n        \"for i, kernel in enumerate(kernels):\\n\",\n        \"    # SVM modelini oluştur ve eğit\\n\",\n        \"    svm = SVC(kernel=kernel, C=1)\\n\",\n        \"    svm.fit(X_train, y_train)\\n\",\n        \"\\n\",\n        \"    # Tahmin yap ve doğruluğu hesapla\\n\",\n        \"    accuracy = svm.score(X_test, y_test)\\n\",\n        \"\\n\",\n        \"    # Karar sınırlarını hesapla\\n\",\n        \"    Z = svm.predict(np.c_[xx.ravel(), yy.ravel()])\\n\",\n        \"    Z = Z.reshape(xx.shape)\\n\",\n        \"\\n\",\n        \"    # Alt grafik oluşturma\\n\",\n        \"    plt.subplot(2, 2, i + 1)\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"    # Eğitim ve test noktalarını çiz\\n\",\n        \"    plt.scatter(X_train[:, 0], X_train[:, 1], c=y_train, edgecolor='k', s=20, marker='o', label='Eğitim Verisi')\\n\",\n        \"    plt.scatter(X_test[:, 0], X_test[:, 1], c=y_test, edgecolor='k', s=20, marker='s', label='Test Verisi')\\n\",\n        \"\\n\",\n        \"    # Başlık ve etiketler\\n\",\n        \"    plt.title(f'SVM Karar Sınırları - {kernel} kernel (Doğruluk: {accuracy:.2f})')\\n\",\n        \"    plt.xlabel('Sepal length (cm)')\\n\",\n        \"    plt.ylabel('Sepal width (cm)')\\n\",\n        \"    plt.legend()\\n\",\n        \"\\n\",\n        \"plt.tight_layout()\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 1000\n        },\n        \"id\": \"rp_G2axLQZZi\",\n        \"outputId\": \"f3b641c4-9445-4f04-e5b2-c0a577f6cf14\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1800x1200 with 4 Axes>\"\n            ],\n            \"image/png\": 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0aMmSI6tSpoy+//FJ58+a16n4LFiyo1atXm05orFmzptV9OZtDhw6pX79+Klu2rEaOHKmLFy9q9uzZOnXqlGbNmnXP29auXVvjx49P1z5nzhwdPnxY9erVM7Vt3LhRgwcPVrVq1fTSSy/JYDBo9erVev3113Xjxg2zk6PJj0DmMcEHIFtNmzZN+fLl048//ihfX1+zbdeuXTP9f/v27TVx4kT9/fffqlatWrp+VqxYoaCgIFWuXNmsvXHjxlq5cmW6ILlixQo1adJEa9eutarulStXauTIkXr44YdtFiJv3bold3d3ubhY/+Xpe/WxYcMGHTx4UJ988onat2+f7nZJSUlW36+ljEajbt26JU9PT5v2a4tjaIm4uDh5e3tbdJtr166lG+v2Yk39trZ48WIVK1Ysw9/rfPnyqUOHDmZtr776qsaNG6cFCxaoePHiGjFihNX3HRAQoObNm1t0G0c4Zlk1fvx4BQcHa/bs2XJzu/1Wz8fHR9OnT1efPn1UtmzZu962YsWKqlixolnbhQsXdPHiRXXp0sVskvS9995Ld/sWLVqoU6dO+vnnn80+dKlfv778/Py0dOlSDR06NIuPEAAAWIpc9i9yWdY96Fx2Jzc3N9P7XEfm6JPRd3KELLRs2TK5urqqadOm6ba5ubmly4/Dhg3TjBkz9Omnn+qtt97ShAkTrL7vvHnzqnHjxhbdxt6/C7bw2WefydfXV/PmzTNNapYoUUJvvfWWtm3bpoYNG971toGBgQoMDDRrS0hI0OjRo/Xwww+rYMGCpvb58+erYMGCmjt3rilXduvWTW3atNGSJUvMJvjIj0DmOe+rDwCncObMGZUrVy7DCY8CBQqY/j8t+KSdEfpf+/fv18mTJ9OFI0lq166dDh06pBMnTpjarly5ol27dlm9LvmqVas0YsQI0xlg/31TfuPGDX300Udq3769qlevrho1auiZZ57R4cOHzfr47bffFBwcrJUrV+rzzz9Xo0aNVLVqVcXExNikj4ycPXtWklSjRo102/LkyWN29llGa/ynLZuzYcMGtWvXTqGhoWrbtq22bNlitl/aEgz/XYYvbSmdrVu3qmPHjqpSpUqG39iy1TFM2/bbb79leB/WSHtcv//+u9577z3Vq1cv3Zv769eva+jQoapRo4bq1q2rcePGmZYIOnfunKmmY8eOmZaksLTGpUuXqlKlSvroo49MbXv37tWAAQNUs2ZNVa1aVb169Up3PYK05/T48eMaPny4ateurR49ekj69/nZvXu3OnfurLCwMDVv3jzdUhiSFB0drf/9739q3LixQkND1bJlS82YMcPqJU82btyohx9+WAaDIVP7u7q66q233lK5cuU0f/583bx507QtOTlZU6dOVYsWLUxLQn722WdKTEw06yM1NVWTJ09Ww4YNVbVqVfXu3VvHjx9Pd92Hez3nI0eOVLNmzdLVl5nrY9xtn4x+dzKS0Ri4fPmyTpw4cd8PhI4fP67jx4+ra9euZh969OjRQ0aj0aoP11asWCGj0Zjha/Cd0pZhjY6ONmt3d3dXnTp1tHHjRovvHwAAZB25jFx2J0fNZUlJSZoyZYpatWqlsLAw1a1bV0899ZTZMv4ZHbeEhASNGzdOdevWVfXq1fX888/r0qVL6a6Dl3bbkydP6tVXX1XNmjX18MMPa8KECTIajbpw4YIGDRqkGjVqqEGDBpo9e3a6Gq9du6Y33nhD9evXV1hYmB5//HEtXbo03X4ZXYNv9+7d6tSpk8LCwtSiRYu7Pj+ZtW3bNlWtWlWvvPKKaUn+EydOmL7VFhYWpo4dO6Z7H36vLJR2nbfjx4+rd+/eqlq1qho1aqSZM2emu//ExERNmjRJLVu2VGhoqBo3bqzx48eny2iZtWHDBlWpUkU+Pj6Zvs2zzz6rhg0bas2aNTp58qTZtvnz56tt27YKDQ1Vw4YNNXr06HRZJW2/5s2bq0qVKurcubN2796d7lp59/pdyEoGvNs+mf39ymgMREZG6sSJE4qPj7/nbWNiYrRjxw49/vjjZq9NHTp0kLe3t1avXn3P22fkl19+UWxsbLq/FTExMfLz8zM7adTNzU358+dPdxIC+RHIPMc/3QWAUytevLj27Nmjo0ePqkKFCnfdLzAwUNWrV9fq1as1atQos2Us0sJlRkGydu3aKlKkiFasWGE6q2fVqlXy9vZWkyZNLK537dq1GjFihGrVqqVp06ale5Nx9uxZbdiwQY8++qhKlCihq1evatGiRerVq5dWrlyZbqmVL774Qu7u7howYIASExPl7u6u48ePZ7mPjBQrVkzS7etTvPDCC5meUPmvP//8U+vWrVOPHj3k4+OjefPmaciQIdq0aZPy589/z9uePHlSw4cPV7du3dS1a1eVKVMmw/1scQyz0+jRoxUQEKDBgwcrLi7ObNvLL7+s4sWLa/jw4fr77781b948RUdHa/z48QoICND48eM1bdo0xcXFmZaevNe3pe60aNEivfvuu3ruuedMyyLt3LlTAwcOVGhoqF588UUZDAYtWbJEffv21YIFC1SlShWzPoYOHapSpUpp2LBhMhqNpvbTp09r6NCh6ty5s5588kktXrxYI0eOVOXKlVW+fHlJt5fJ7NWrly5duqTu3buraNGi2rNnjz777DNduXJFb775pkXH8tKlSzp//rwqVapk0e1cXV3Vtm1bTZw4UX/++afpd/mtt97S0qVL1bp1az399NP6559/NH36dJ04cUJTp0413f7TTz/VrFmz1LRpUzVq1EiHDx++5/Va7vWcP2gZjQHp9lmVS5cu1caNG1WiRIm73v7gwYOSZLaUpiQVLlxYRYoU0aFDhyyuafny5SpatKhq166d4fbr168rNTVV58+fNz0P/12KJU3lypW1ceNGxcTE5JrlbgAAcBTkMnLZnRw1l02ZMkXTp09Xly5dVKVKFcXExGj//v06cOCAGjRocNfbjRw5UqtXr1aHDh1UtWpV/fHHH/dcxnPYsGEqW7ashg8frs2bN+vLL7+Uv7+/Fi5cqIcfflivvvqqli9fro8++khhYWGm98IJCQnq3bu3zpw5o549e6pEiRJas2aNRo4cqejoaPXt2/eu93nkyBENGDBAAQEBeumll5ScnKzJkyebTbJbIm15yscee0zvv/++XF1ddezYMT311FMqXLiwBg4caJqkGTx4sCZPnqyWLVua9XG3LBQVFaVnnnlGLVu2VJs2bbR27Vp98sknqlChgmkiMDU1VYMGDdKff/6prl27qmzZsjp69KjmzJmjU6dO6YsvvrDo8SQlJWnfvn166qmnLD4Wjz/+uLZt26YdO3aYxvzkyZM1ZcoU1a9fX0899ZROnjyp7777Tvv27dN3331nGsMLFizQmDFjVKtWLfXr108REREaPHiwfH19VaRIkXT39aA/o7iXjMaAdHvCcsqUKZo7d+49r0V/5MgRJScnKzQ01Kzdw8NDISEhVudHT0/PdGOtTp06mjlzpiZMmKAnn3xSBoNBy5cv1/79+zP85iX5EcgcJvgAZKv+/ftr4MCBeuKJJ1SlShXVrFlT9erVU926ddO9CWrfvr3GjBmjnTt3mpYASE1N1apVq1S9evV0X/tP89hjj2nlypWmILl8+XK1bNnS4uttHTx4UNu2bVONGjU0ffr0DJcxCQ4O1tq1a82WX+jQoYPatGmjH3/8UYMHDzbb/9atW1q8eLFZX7boIyMtWrRQmTJlNGnSJC1evFh169ZVzZo11bRp00wHhhMnTmjVqlWmNc7TLga/cuVK9erV6563PX36tGbNmqVGjRrdc7/sevy24ufnp2+++SbDayWUKFFCX375pSSpZ8+eyps3rxYsWKD+/furYsWK6tChg3788Uddv3493dIh9zN37ly9//77GjJkiF544QVJt5fUee+991S3bl3NmjXL9OFA9+7d1bZtW02YMCHdGaUVK1bUp59+mq7/kydPav78+apVq5YkqU2bNmrcuLGWLFmi119/XZL09ddf6+zZs1q6dKlKly5tuq9ChQrpq6++Uv/+/VW0aNFMP6bw8HBJuueE1N2kffB05swZSdLhw4e1dOlSdenSxXTdhZ49eyogIECzZ8/Wrl279PDDD+vq1av65ptv1KJFC7NJvylTpqQ7ezbNvZ7zBymjMWCpK1euSJLZUihpChYsqMuXL1vU37Fjx3TkyBE988wzd/1w6pFHHjGdoevv76+33norww9fAgMDlZqaqvDw8HQT0wAAIHuRy8hld3LUXPbrr7+qcePGGjt2bKZvc+DAAa1evVp9+/Y1XQu9Z8+eGjVqVLpvJKapUqWKxowZI+n2MoHNmjXThx9+qFdeecU0MdiuXTs1atRIixcvNk3wLVq0SCdOnNDHH39suhZl9+7d1bt3b02YMEGdOnW662TEpEmTZDQaNX/+fNNEcOvWrTO1Usad1q1bp1deeUVPPvmkRo8ebXoe//e//6lo0aJavHix6XevR48eeuqpp/TJJ5+km3S5Wxa6fPmyPvroIz3xxBOSpM6dO6tZs2ZavHixaYJv+fLl2rFjh+bNm2fKmZJUvnx5vfvuu/rrr78y/Cbr3Vy4cEEJCQk2yY+RkZGaPn26GjZsqJkzZ5qOT1BQkMaMGaNly5apU6dOSkxM1MSJExUWFqY5c+aYVkEJDg7WyJEjM5zge9CfUdzN3caAJdLyY6FChdJtK1iwYLqVg+7nxo0b2rp1q1q0aJHu9+CFF17QuXPnNG3aNNPnKl5eXpo0aZJatGiRri/yI5A5LNEJIFs1aNBACxcuVLNmzXT48GHNmjVLAwYM0COPPJLuq/aPPfaY3N3dzZaD+f3333Xp0qV7vuFt3769Tp8+rX/++UenT5/Wvn37rHqDHBUVpeTkZBUpUuSub9Q8PDxMb5pSUlJ0/fp1eXt7q0yZMqZvzvzXE088ka4vW/SREU9PT/3www8aMGCApNvLPLz55ptq2LChxo4dm6klMurXr292AeOKFSsqb968pmVm7qVEiRL3DZFS9j1+W+natetdJ3p69uxp9nNauL5zuRxLzZw5U//73//06quvmk3sHDp0SKdOnVL79u11/fp1RUZGKjIyUnFxcapXr57++OOPdEtndu/ePcP7KFeunFnoCggIUJkyZcye2zVr1qhmzZry9fU13VdkZKTq16+vlJQU/fHHHxY9ruvXr0uSVdckTLv2Q2xsrCRp8+bNkqSnn37abL/+/fubbd+5c6eSk5NNy5OmufO5+697PecPyt3GQJoPP/xQR44cuW/YTUhIkKQMP0jLkyePaXtmLV++XFLGZ+qnmTlzpmbMmKGRI0eqWLFid10GJm0cpI0LAADw4JDLyGV3ctRc5uvrq2PHjunUqVOZvs3WrVslKV0GuNdkaOfOnU3/7+rqqtDQUBmNRrN2X1/fdJlpy5YtKliwoNnSs+7u7urdu7fi4uLumplSUlK0bds2tWjRwjS5J91e8eVe1zjLyIoVKzRs2DB169ZNY8aMMT2PN27c0K5du9SmTRvFxMSY8tz169fVsGFDnTp1SpcuXTLr625ZyNvb2+ykVQ8PD4WFhaXLj2XLllVQUJBZfnz44YclyeKlW2/cuCHJNvlxx44dSkpKUp8+fcwmvrp06aK8efOa8uP+/ft148aNdJc4aN++vfz8/DK8rwf9GUVG7jYG0rz00ks6cuTIPb+9J9k+P65du1ZJSUkZvvZ7eHiodOnSat26tT777DN9/PHHCg0N1YgRI/T333+n25/8CGQO3+ADkO2qVKmiKVOmKDExUYcPH9aGDRv0zTffaOjQofrpp59Urlw5SVL+/PnVsGFDrV+/XqNHj1aePHm0YsUKubm5qU2bNnftv1KlSgoKCtKKFSvk6+urggULmt5QWqJevXoqWrSovvvuO/n5+emtt95Kt09qaqrmzp2rBQsW6Ny5c0pJSTFt8/f3T7d/Rh/G26KPu8mXL59ee+01vfbaa4qIiNDOnTs1e/Zsffvtt8qbN6/Zkn8ZyejbWX5+fhmuUW9tndn5+P8rMTFRUVFRZm0BAQH3nci51/2VKlXK7OeSJUvKxcXlvtdUu5fff/9dv/76qwYOHKhnnnnGbFtaqE37hl1Gbt68aRY87lb/3Z7b/x6j06dP68iRIxkuryjdPgvSGv9dKjSz0paHSbv2QkREhFxcXMw+6JBun1Xo6+uriIgISdL58+clKd1++fPnv2tAs3aM2cq9xoCl0oJmRh8c3bp1y6IgajQatWLFClWoUEEVK1a8635pr7eNGzdW8+bN1a5dO3l7e6f7QMWacQAAAGyHXGb7Pu6GXPYvS3NZ2moWrVu3VoUKFdSwYUN16NDhnu9Hz58/LxcXl3Q13pnf/uu/k2zS7ecsT548CggISNeeNvEk3c4lpUqVSjehknZphrQ8cqfIyEglJCRkWFOZMmVME073c+7cOY0YMUKPPvqo3n77bbNtZ86ckdFo1MSJEzVx4sQMb3/t2jWz5Vfv9rwWKVIk3Qoefn5+OnLkiOnn06dP68SJE3fNj9euXcvUY7qTLfJj2vMQFBRktp+Hh4cCAwPvmx/d3NxM1xe/k73z473GgKVsmR+l2yeI+vv765FHHkm3bcyYMdq7d6+WLl1q+v1p06aN2rVrp//973/64YcfzPYnPwKZwwQfgAfGw8NDVapUUZUqVVS6dGmNGjVKa9as0Ysvvmja5/HHH9emTZu0adMmNWvWTOvWrVODBg3Svcm+U7t27fTdd9/Jx8dHbdq0sWppAkl65513FB0drXnz5snPz08vvfSS2fZp06Zp4sSJ6tSpk4YOHSo/Pz+5uLjo/fffz/DNR0ZvhmzRR2YUL15cnTt3VsuWLdWiRQstX778vkHybiErM2+sMlvng3r8e/bsUZ8+fcza7nf9Mun2WWqZZc31NO5Uvnx5RUdH6+eff1a3bt3MljxKOx6vvfaaQkJCMrx92pmKae5Wf2a+oZaamqoGDRrcdZIpbdnOzEq7PkhmPoi409GjRyWlD+W2OOZ3yuiY3e1+/vvBx91Yett7jQFLpS3NeeXKlXQfDF25csWipU3+/PNPRUREaPjw4Zm+TcmSJVWpUiUtX7483QRf2ji433VjAABA9iKX2a6PzCCXWZbLateurfXr12vjxo3avn27fvzxR82ZM0ejR49Wly5drKohIxmNzawc9welYMGCKliwoDZv3qx9+/aZXXs7bXWX/v373/VbnHdOZGU1P1aoUEGjRo3KcHtGy1veS9rEclby452PLztk9LuQHfnxztV60txrDFgqLT9mdCmHK1euZLh0592cP39eu3fvVteuXdMt/ZyYmKjFixfrmWeeMfvdc3d3V6NGjTR//nwlJiaafZOQ/AhkDhN8AOwi7QK+d76JaNasmXx8fExniEZFRWVqWZf27dtr0qRJunLlij7++GOr63JxcdFHH32kmzdvasqUKfLz8zMLI2vXrlXdunX1/vvvm90uOjo60286bNGHJfz8/BQYGKhjx47ZvG9rPKjHX7FiRX399ddmbRldl8wSp0+fNpt8OX36tFJTU7N0Bl/+/Pk1IrBZTgAAzIlJREFUadIk9ejRQ/369dOCBQtMZ1Sm3VfevHlVv379LNWeGSVLllRcXJzN7ivtbElLv+GYkpKiFStWyMvLSzVr1pR0+4OR1NRUnT592nR2rCRdvXpV0dHRprMr087EPXPmjNlzdePGjXRnDt+Lr69vhsHybmfk3nlb6faY/u/yMne77b3GgKXSJoL37dtnNpl36dIlXbx4UV27ds10X8uXL5fBYDBbfigzEhISMjwD9Ny5c3JxcTFd9B4AANgfuYxc5oi5zN/fX506dVKnTp0UGxurXr16afLkyXed4CtWrJhSU1N17tw5s5MST58+neX671S8eHEdOXJEqampZhMVadcfv/ObgWkCAgLk6emZYU0nT57M9P3nyZNH06dPV9++ffXMM8/o22+/Vfny5SX9mx/d3d0fWH48fPiw6tWrZ5MTMYsWLSpPT0+rVshZtmyZDAaD6Vrgac9DeHi4WS5MTEzUuXPnTMfnv/nxv984TklJUUREhIKDgzN1/5ZmwIxue/PmTbP2tG8Z3un/2Lvv8Car/43jd9JBd0vZGwJY9hCUZRFliYAooDhAEBQQRVkq4AQVBZGNyhIBUXCgyBAEUSgI/kQc7FWQvaF7pvn90W8LpYMmTZukfb+uqxfkPMnJ50lOk9w9T56T0xiw1m233SZ3d3ft2bNH999/f3p7YmKi9u/fn+O3tm+2evVqWSyW9LUpb3Tt2jUlJydnOeGZnJyslJSUTBOa5Ecgd1iDD0C+2rFjR5ZHu6WdfuLm0yV4eXmpffv22rx5s7788kv5+Piobdu2t7yfypUra+zYsRo5cmSeF9/18PDQjBkzdPvtt2vChAn6/vvv07e5ubll2p8ff/wx03nsc2KPPrJy4MCBLE+hePr0aR09etRpPhTl1/7fLDAwUC1btszwY82387KydOnSDJc///xzScry9BPWKFu2rBYuXKiEhAT1798//Rzz9erVU+XKlfXpp5+mryVwI1tPmZmdTp066a+//kpfw+JGkZGRSk5Otqq/MmXKqFy5ctqzZ0+ub2M2m/XOO+/o6NGj6tOnT/rC3GkLuS9atCjD9dP+WJC2vUWLFnJ3d9eyZcsyXO/m5+5WKleurKioKB04cCC97cKFC9qwYUOubispw/obsbGxGV5LbpbdGLjxvo8ePaqkpKQc77tmzZoymUz66quvMoSnL7/8UgaDQffdd196W1RUlI4ePZopSEpSUlJS+pqMWf2RIjk5OcsJ03///VeHDh1K/2Phjfbu3asaNWrI398/x30AAAD2Ry7LjFzmnLns5s/Bvr6+qly5co5rF6atYffFF19kaE/La/bUunVrXbx4UWvXrk1vS05O1pIlS+Tj46M77rgjy9u5ubnprrvu0saNGzNM+hw9elRbt261qgZ/f3/Nnz9fJUqU0FNPPaUTJ05IkkqUKKE777xTy5cvz/IbWfmRH8+fP6+vvvoq07b4+Pj002bmloeHh+rVq2dVfpSkuXPnauvWrbr//vvTJ3hbtmwpDw8PLVmyJMM4/+abbxQVFZWeH+vVq6egoCB9/fXXGfLuqlWrrDpA1JYMmNNtzWZzlo9rmuzGQJorV67o6NGj2a6PfmM/LVq00A8//KDo6Oj09pUrVyo2NjZDfoyLi9PRo0ezHUerV69W+fLl0w/SvVGJEiUUEBCgDRs2ZPhdjomJ0S+//CKTyZTpm5HkRyB3+AYfgHz1zjvvKC4uTu3bt5fJZFJSUpJ27dqlH3/8URUqVFD37t0z3eaBBx7Q999/r61bt6pr166ZTkGYnb59+9qtbm9vb82dO1e9e/fWq6++Kn9/f7Vt21Zt2rTR7NmzNWbMGDVu3FiHDh3SqlWrrDqlnj36yMq2bds0c+ZM3XvvvWrYsKF8fHx06tQpffvtt0pMTMx0WhtHya/9LwinTp3S4MGDFRoaqr///ls//PCDunTpkuN6ELlVpUoVLViwQE8++aQGDBigxYsXy8/PT++8846eeeYZdenSRd27d1eZMmV0/vx5/f777/Lz89Mnn3xihz1LNWDAAG3atEmDBw/WQw89pLp16youLk6HDh3S+vXr9fPPP9/ytEw3a9u2rTZs2CCLxZLpqM6oqCitXLlSUmoA/O+//7RhwwadOHFCnTt31osvvph+3Vq1aumhhx7S8uXLFRkZqTvuuEO7d+/Wd999p3bt2qUfbVmyZEk9+eST+vTTT/X8888rNDRUBw4c0KZNm1S8ePFcH1l6//33a/LkyXr++efVp08fxcfH68svv1S1atW0d+/eHG/bqlUrlS9fXq+++qrCw8Pl5uamb7/9VsWLF8/xCM7sxoAkTZkyRd99912uTjP78ssv69lnn1X//v3VuXNnHTp0SEuXLtXDDz+c4duPGzZs0JgxY/Tee+9lei3eunWrrl27lu2R+rGxsWrTpo06deqkmj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         },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Farklı C Değerleri ile SVM Modelleri Eğitme ve Görselleştirme\"\n      ],\n      \"metadata\": {\n        \"id\": \"J7t6SREsPeqg\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Farklı C değerleri ve renk paleti tanımları\\n\",\n        \"C_values = [0.1, 1, 10, 100]\\n\",\n        \"colors = ListedColormap(['#FFAAAA', '#AAFFAA', '#AAAAFF'])\\n\",\n        \"\\n\",\n        \"# Karar sınırlarını görselleştirme\\n\",\n        \"h = .02  # mesh gridin adımı\\n\",\n        \"x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\\n\",\n        \"y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\\n\",\n        \"xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\\n\",\n        \"\\n\",\n        \"plt.figure(figsize=(18, 12))\\n\",\n        \"\\n\",\n        \"for i, C in enumerate(C_values):\\n\",\n        \"    # SVM modelini oluştur ve eğit\\n\",\n        \"    svm = SVC(kernel='linear', C=C)\\n\",\n        \"    svm.fit(X_train, y_train)\\n\",\n        \"\\n\",\n        \"    # Tahmin yap ve doğruluğu hesapla\\n\",\n        \"    accuracy = svm.score(X_test, y_test)\\n\",\n        \"\\n\",\n        \"    # Karar sınırlarını hesapla\\n\",\n        \"    Z = svm.predict(np.c_[xx.ravel(), yy.ravel()])\\n\",\n        \"    Z = Z.reshape(xx.shape)\\n\",\n        \"\\n\",\n        \"    # Alt grafik oluşturma\\n\",\n        \"    plt.subplot(2, 2, i + 1)\\n\",\n        \"    plt.contourf(xx, yy, Z, alpha=0.8, cmap=colors)\\n\",\n        \"\\n\",\n        \"    # Eğitim ve test noktalarını çiz\\n\",\n        \"    plt.scatter(X_train[:, 0], X_train[:, 1], c=y_train, edgecolor='k', s=20, marker='o', label='Eğitim Verisi')\\n\",\n        \"    plt.scatter(X_test[:, 0], X_test[:, 1], c=y_test, edgecolor='k', s=20, marker='s', label='Test Verisi')\\n\",\n        \"\\n\",\n        \"    # Başlık ve etiketler\\n\",\n        \"    plt.title(f'SVM Karar Sınırları - C={C} (Doğruluk: {accuracy:.2f})')\\n\",\n        \"    plt.xlabel('Sepal length (cm)')\\n\",\n        \"    plt.ylabel('Sepal width (cm)')\\n\",\n        \"    plt.legend()\\n\",\n        \"\\n\",\n        \"plt.tight_layout()\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 1000\n        },\n        \"id\": \"7N2HwliCQ1Pf\",\n        \"outputId\": \"44369432-b303-4981-f9ae-bca6b4f4ffef\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1800x1200 with 4 Axes>\"\n            ],\n            \"image/png\": 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dHHzVqFIHPS6VnSOnplz0yrv6awtixY4dSUi8FviwJCRnavn27S2sBipsff/xRVatUyg58kmQ2m9WzR2f9unu3UlNT3VgdAAAoCch63ousB7gPWQ8AABQFm77BN3369EIPbDKZ9MgjjxT6dfBuERER8vO1SMqZ4HwsJpUqVco9RQHFREREhM6ePa+ExEQFBwVlLz/29z8KDg6Wj4/NX7oGAACwCVkPzkLWA/JH1gMAAEXB7gafyWSSlHmT9SuXG4ZB6EOe7r77bi1evFjBQVJCYuayAH8pIEDq37+/e4sD3Oyuu+7S5MmT9Z/X3tL/Pfu4QoKDtH3HLn348VL16dNHZrNdX7oGAADIF1kPzkLWA/JH1gMAAEXBpgbfvn37cjw/efKkRowYoTp16mjw4MGqVauWpMybd3/44Yc6dOiQZs2a5fxqUeR8LAU/d1SbNm30xBNP6I033lBYqEWSSVZrunr06KEhQ4a4tBaguKlSpYomT56ssWPHas2GLSoVHq6//zmp6667Ts8++6y7ywMAAF6IrFdykPUA9yHrAQCAomDXNQBeeukl1ahRQ5MnT86xvHHjxpoyZYoee+wxvfzyy5oxY4ZTikTRCw4OlpR5Y/OC1jvDk08+qTvuuEOrV69WSkqKbrrpJrVs2TL7TGFX1gIUN3fffbfatm2rFStWKDY2Vi1atNBNN90ki4XfegAAgKJH1vM+ZD2geCDrAQAAZ7Orwbd9+3aNHTs23/WtW7fOFQhRvEVGRio6OloJCQm51gUHBysyMtKp+6tTp47GjBlTLGoBipsqVaro4YcfdncZAACgBCLreR+yHlB8kPUAAIAz2dXg8/f3188//6wBAwbkuX7Xrl3y9/d3qDC4XnEKU8WpFgAAAKCkIOt5p+KUr4pTLQAAAIAns6vBd/vtt2v+/PkKCwvTwIEDVb16dUnSn3/+qfnz52v16tW67777nFooAAAAAKBokfUAAAAAwDPY1eAbO3aszp07pwULFmjhwoUym82SJKvVKsMwdOuttxZ4WRcAAAAAQPFD1gMAAAAAz2BXg8/Pz0+TJk3S/fffr6+//lrHjx+XlHkt8RtuuEH16tVzapEAAAAAgKJH1gMAAAAAz2BXgy9LvXr1CHgAAAAA4GXIegAAAABQvDnU4AOK0urVq7Vq1SqFhYXp8ccfV5UqVXKsT01N1fTp07V3717Vr19fo0aNkp+fX/b6mJgYJSQk5Bo3ODjYqTd2d9V+AAAAAMAbkPUAAAAAx9nU4KtXr57MZrN+/vln+fn5qV69ejKZTAW+xmQyac+ePU4pEiVLYmKiOnbsqL///luGIZlM0qJFi/TII4/oueeekyRt375dffv2VXp6ugxDWrt2raZOnapPP/1UrVq1UkxMjDp06JDvPqKjo50SyFy1HwAAAKAokPXgSmQ9AAAAwHlsavA98sgjMplM8vHxyfEcKAqDBw/W8eN/K+6ClJwimc1SaIg0ffoMdevWTU2bNtW9996rlJR0nY+T0tMlHx8pIixdAwbcqwMH/sg+yzI2TkrPuDS2j0UKD1OeZ2Haw1X7AQAAAIoCWQ+uRNYDAAAAnMemBt+jjz5a4HPAmb777jslJWcGPkmyWqW4C1K5MtLEiRPVv39/JScnKy4+M/BJmf+Ni5csliStXbtWNWrUyFyecWmbouSq/QAAAADORNaDK5H1AAAAAOcx2/OipKQkZ9cBSJKsVqusViNXgDIMKSNDOnXqlA4dOiQpd8jKen7w4EEXVAoAAAB4H7IeigpZDwAAAHAuuxp8LVq00N13363//e9/2rhxo86dO+fsulBCmc1mBQT4y98/53KLJfPRuHFj3XjjjTIMyd8v5zb+/pnh8MYbb3RdwQAAAIAXIeuhqJD1AAAAAOey6RKdVxo9erR++uknLV26VHPnzpXJZFJkZKRatGiR/ahUqZKza0UJMWzYML377rsKD5WSkiWzRQoJkiwWs8aPH6+yZcuqZs0aOnLkqMxmKTVN8vOVgoOkWrVqqkmTJtq9e7ekzPsjXO7K587iqv0AAAAARYmsh6JE1gMAAACcx64G34gRIyRJhmFo//792rlzp3bu3KktW7bo008/lSRVqlRJmzdvdl6lKDHGjx+v2NhYffzxJwoIsEqSIiIiNGfOHJUtW1aStG7dOvXp00e//fa7QkyZZ3M2atRQS5YskSQFBwdLyrz5eV6y1jvKVfsBAAAAXIGsh6JE1gMAAACcx64GXxaTyaR69eopMjJSUVFRqlOnjlasWKEjR47oxIkTzqoRJdCkSZP06quv6ocfflC5cuUUFRWVY31YWJi+/PJLnTp1Svv371f9+vWzA6EkRUZGKjo6WgkJCbnGDg4OVmRkpFPqdNV+AAAAAFci66GokPUAAAAA57CrwRcfH599JueOHTv022+/KT09XbVr11abNm302GOP6brrrnN2rXk6evSoPvjgA/3yyy86cOCAIiMjtXr1apfsG0XLz89P7du3L3Cb8uXLq3z58nmuc1XgItgBAADAW5D14ApkPQAAAMBxdjX4WrVqJUlq2LChrrvuOg0fPlzXXXedwsPDnVqcLQ4cOKCvvvpKTZo0kdVqlWEYLq8BAAAAALwBWQ8AAAAAPIPZnhcFBgYqIyNDp0+f1pkzZ3TmzBmdPXvW2bXZ5KabbtJXX32lt99+Ww0aNHBLDQAAAADgDch6AAAAAOAZ7PoG348//qj9+/drx44d2rFjh6ZOnarTp0+rdOnSuu6667IfjRo1cna9uZjNdvUoAQAAAABXIOsBAAAAgGewq8GXdcP1evXqaeDAgZKkP//8U9u2bdOHH36ojRs3ymQyac+ePU4tFgAAAABQdMh6AAAAAOAZ7GrwZUlMTNSuXbuyz+789ddflZKSIh8fH9WvX99ZNbqcYRhKTEx02f6SkpJy/BcoDOYPHMH8cR9/q9XdJTiFcfE4DKtVGW6uBZ6H+QNHMH+KFlnPOfisBUcwf+AI5o/7kPUA5g8cw/yxnV0Nvv/973/68ccftW/fPqWnpyswMFCNGzfW8OHD1aJFCzVt2lSBgYHOrtVl0tLStHfvXpfv98iRIy7f5+Xi4+O1evVqbdu2TSaTSe3atdNtt92moKAgm8f4+++/9cMPP+jbb7/V2bNnVbVqVd14442qW7euKleubPM4u3fv1rp167T/jz8UFBioli1bqlWrVgoJCckeZ/fu3Vq5cqWOHTumqlWrqmfPnmrYsGH2GBkZGdqwYYM2b96s+IQENW3SRL169VL58uULdTx//PGHtmzZomPHjql06dJq3769GjZsqMDAwEIdU1Gzdf78/fffeX7AL8zxZGRkaNOmTdq6ZYsSEhNUv/616tWrlypWrJi9TWxsrFauXKmfftopHx9ftW3bVj169JC/v79N+4BrufvnT4lUpoy7KwAAeDi/IhiTrFc03P1Zi6yX9/GQ9XIj63kfd//8KZHIegAAB9ma9UyGYRiFHbx169Zq3ry5WrRooRYtWujaa6+Vj49DXwZ0imeffVa//fabVq9ebfcYu3fvlmEYql27thMrK1hSUpKOHDmimjVrui0sX7hwQX369NHhw0eUmGSVSVJgoFl16tTW4sWLFRISctUxjhw5oi5duuS7fsOGDapZs+ZVx4mOjtawYcMKHGfHjh0aN26cDMOipOQMBQZaZFKGXn/9dfXu3VuGYejRRx/V+vXrlZpmUnq6oeAgi0JDg7VkyRJFRkY6fDyFOaaiVJj544w/I8Mw9OSTT2r16tXq1L6VKpYvry+3RCvDatWiRR+rTp06OnPmjO6++26dO3tGXW++QUnJKdqwOVpNmjTRvA8/JPgVI8Xh5w88G3MIjmD+wBElff4cPHhQJpPJ6ffCI+s5V3GYp2S9wh9PYY6pKJH14Iji8PMHno05BEcwf+CIkj5/CpP17Epq27dvt+dlHsNkMhXqTEZnCQwMdMt+Jen999/X4cNH9O8ZqzIufu81IdEq6YCWLVumBx988KpjnDp1SpIUGyelX/bdWR+LFB6WebasLcf3wQcfFDhOQkKCXnnlFSUlS3EXMje4EJ+h8FDp1VdfVZ8+fbRjxw6tX79e5+OklJTMHnZ8QoYMJWjatGmaNWvWVetIS0vLs47La8nIyHDbn9mVbJk/GRf/cMcoUtUUkL38LyXrTcXYdDzfffedVq1apbcmvKBet94iSXr28QfV894Rmjp1qubMmaMpU6Yo9vw5fbFknqpVqSRJ2vnzbvUZ8ojWr1+vfv36OXKoKALu/PkD78AcgiOYP3BESZ0/JpOpSMYl6xUNsl4msp59yHpwREn9dxLOwxyCI5g/cERJnT+FyXrmIqwDHuSLL9YpKflS4JMyg05yiqH169fbNMbOnTuzX5eeftnj4pjHjx+/6hiGYej7778vcJw9e/YoISFBCVfcOiM+MfPs1B07dmjjxo0ymXyUknL52NKFCxk2H8+xY8fyriM9dwj0NNUUoGtMwdmPywPg1WzcuFGVKpRXzx6Xzg4NDwvVvX16atOmTbJardq4cYNu63pzduCTpOuaNtL11zXRl19+6dRjAQAAAJA/sl5uZL28kfUAAAA8i/uvteKgpKQkffXVV5IyQ0V8fLzWrVsnSbr++utVunRpd5bnMSwWi/LqC5tkktlsWx/4atvZ2nm+2nZZ66/cKutlFotFZrNZeQ1jMklms8UpdZRUFotFGVarDMPI8R6lpafLYjbLZDLJbDIrIyM912sz0jNsnk8AAAAo2ch6zkHWK3wdJRVZDwAAwLN4/KevM2fOaPTo0Ro9erR++OEHnThxIvv5gQMH3F2ex7jttlsVEGDS5bfX8PWR/P2lW2+91aYxWrZsWeD6KlWqXHUMk8mk9u3bF7hNgwYNFB4eoStvFRESbFJERIRatGih7t27y2pNV+BlJyuazVJoiEW33trjqnVIUtWqVW3arqTp2rWrTv17WguXrMhedur0GS1cskJdu3WTyWRSt+7dtWrdZv1x8HD2Nl99+712/Lxb3bt3d0fZAAAA8DBkPecg6+VG1ssbWQ8AAMCzePw3+KpWrar9+/e7uwyPN2jQIK1cuVK//PqrUlMzl/n5GmrevLn69+9v0xjh4eGSMu9ZcLms57aeJTlkyBBt2bIl33H8/Pw0adJEPfjggwrwNykxKUNBgRaZTNKkSZPk5+en66+/Xv3799fHH3+s4GCz0tKsCgw0q2yZMnrmmWdsqiOr3ivryG+ZJ/lLyZJxxXMbNW/eXIMGDdILE97QstXrValCOX317Q8KCQ3VuHHjJEkPPvigvvzyS93W737d0PZ6JSUna9sPP+nGG2/UHXfc4ezDAQAAgBci6zkHWS83sl7eyHoAAACexeMbfHCOoKAgLV26VIsXL9YXX3whk8mk7t27q2/fvgoIsO2a/cHBwZIyb0he0PqriYyMvOo4t956q7744gvNnTtXhw7FqHbtazRkyBA1bNhQUmZgmzhxojp16qSlS5cqNjZW7du316BBg1S2bFmnHE9hjqm4yKr3TcUUuL4gJpNJEyZM0A033KAlS5boXFycHhgxQkOGDFG5cuUkZf4CYMWKFVq4cKE2b94sv6AwTZ48Wb1795avr6/zDggAAABAgch6hT+ewhxTcUHWAwAAKHlMhmEYV9+s5Ni9e7ckqVGjRi7bZ2Jiovbu3av69esrKCjIZfstCjExMUpISMi1PDg4ODvMuXIcR+VXhztqyU9h509xeW9RPHjTzx+4B3MIjmD+wBElff64I7d4OrKeY8h6rkfWgyO86ecP3IM5BEcwf+CIkj5/CpNbbPoG3/Tp0wtdhMlk0iOPPFLo18GzOSs0FJfwUVzqcCZvPCYAAADYh6wHW5H1ij9vPCYAAADkjwYfAAAAAJRQZD0AAAAA8Ew2Nfj27dtX1HUAAAAAAFyMrAcAAAAAnsns7gIAAAAAAAAAAAAA2I4GHwAAAAAAAAAAAOBBbLpEZ1727dunBQsWaM+ePbpw4YKsVmuO9SaTSRs3bnS4QJRcSUlJ+uOPPxQSEqJrrrkmz23+/fdfHTt2TNWqVVPZsmVdXCEKEhMTo9jYWB0+fFg+Pj6qWbOmTCaTgoOD3XLz91OnTmnr1q2qXLmy2rdv7/L9AwAAeAqyHooaWc+zkfUAAACKB7safN9//72GDx+u8PBwNWzYUHv27FHr1q2VkpKin3/+WbVr11bDhg2dXStKkPfff1+TJk1SfHy8JKlhw4aaNm2a6tatK0lKSEjQs88+q+XLl8tqtcpsNqtXr1763//+p6CgIHeWDmUGvg4dOuS7Pjo62mXBz2q1asCAAdq27VtlZGT+cio8LEzvf/CB2rZt65IaAAAAPAVZD0WNrOfZyHoAAADFh10NvrffflvVqlXTp59+qtTUVLVt21YjR45UmzZt9Msvv+iBBx7Q2LFjnV0rSoglS5boP//5jxKTpKRkyWKWdv+2V71799a2bdsUGhqqxx9/XF+sW6fYOKvSUiVfP6uWL1+u1NRUzZo1y92HUOJt27ZNkjRGkaqmgOzlfylZbypGCQkJLqtl5MiRio6O1v0D71HPHl3057G/9fpb72rgvffq519+UVhYmMtqAQAAKO7IeihKZD3PR9YDAAAoPuy6B9+ePXvUp08fhYSEyGKxSFL2ZVuaNGmivn37aurUqc6rEiXKtGnTlZpm0oV4KT1dSkmVTp/J0Nmz57R06VL9+eefWrt2rWJjrUpKktIzpKQk6XysVWvWrNFff/3l7kMo8ZYuXSpJqqYAXWMKzn5cHgBdIT09XRs2bFDv27vphaceVeMG9XRb15s0d/pEpaSmauLEiS6tBwAAoLgj66EokfU8H1kPAACg+LCrwWexWBQcHCxJCgsLk4+Pj86cOZO9vlq1ajp06JBzKkSJYhiGYmIOKTnZyLHcapVMJov++OMPHThwQFJmGLxcSmrm67PWw33+/PNPd5cgKfO+HWlpaerYrlWO5XWuqaVyZcto9+7dbqoMAACgeCLroaiQ9bwDWQ8AAKD4sKvBV716dR05ckRS5g3WIyMjc9xkfevWrdwEG3YxmUyqUKGifH2vXC5JVlWtWlVVq1aVJPlecYHZrOfVqlUr8jpRsHLlyrm7BElSmTJl5GOx6Jff9uZYfuLkKZ0+c1Y1atRwU2UAAADFE1kPRYWs5x3IegAAAMWHXQ2+jh07as2aNUpPT5ckDR06VF9++aVuueUW3XLLLdq8ebP69u3r1EJRcjzwwHAFBpgUFJgZ9iwWqVSEWX5+furTp4+ioqLUokULlYqwyO9iOPTzk0pFWHT99derTp067j0A6I477nB3CZIkPz8/NW3WTPM+XqoFny7XhfgE/b7vgB5+8gWZzWaNGzfO3SUCAAAUK2Q9FCWynucj6wEAABQfPlffJLeHH35YgwYNyr4nw5133imz2awvv/xSFotFDz74oO666y6nFoqS44EHHtDRo0c1f/58hYZkXr4lIiJcM2e+q/Lly0uSZs+erSFDhujXX3/Nfl3jxg256Xox0aFDB0mZN1rXZVfg+UvJLq9l4cKFuuWWWzT+1Ska/+oUSZKvr69ee+01VapUyeX1AAAAFGdkPRQlsp7nI+sBAAAUH3Y1+Hx9fVWqVKkcy3r27KmePXs6pSiUbBaLRa+99poeeeQR/fDDDwoNDdUNN9wgf3//7G0qVKigtWvX6qefftKRI0dUq1YtNWvWTKbM67vAzbLu2/KmYgpc7wohISHatm2boqOjtWbNGlWsWFEjRoxQUFCQy2oAAADwFGQ9FCWynucj6wEAABQfdjX4smRkZOj333/XsWPHJElVq1ZVgwYNss/2BBxx+T0Y8mIymXTdddfpuuuuc2FVsEVkZKSio6OVkJCQa11wcLAiIyNdXlOHDh2yzzYFAABAwch6KEpkPc9F1gMAACg+7G7wLVu2TG+88YbOnDkjw8i8LoPJZFLp0qU1ZswY9enTx2lFAvA87gh2AAAAcBxZD0BByHoAAADFg10Nvk8++UT/93//p/r162vUqFGqWbOmJOnw4cNavHixXnjhBaWlpal///7OrBUAAAAAUITIegAAAADgGexq8L333ntq0aKF5s6dK19f3+zlrVu3Vp8+fTR48GC9//77hD4AAAAA8CBkPQAAAADwDGZ7XnT69Gl17949R+DL4uvrq1tvvVVnzpxxuDgAAAAAgOuQ9QAAAADAM9jV4Ktfv74OHz6c7/rDhw+rXr16dhcFAAAAAHA9sh4AAAAAeAa7LtH5wgsvaOTIkapWrZr69u2rgIAASVJycrI++eQTrVu3TrNnz3ZqochfTEyMEhIS8lwXHBxs8w2wDcPQ119/rS+//FImk0ldu3ZV+/btZTKZsrfZs2ePVq1apQMHDig8PFydO3dW1apVC7UfW6SkpGjt2rXavn27QkNDdeedd6pBgwZOG9+b7dy5UytXrlRKSoo6duyoLl26yMfHrr/qRW737t1auXKlDh8+rDJlyqhz586qWLFi9nzKb247e77Z+ndo165dWrFihZKTk9WhQwd17do1x3ublpamL774Qt9++62Cg4PVq1cvNW7cuND17N+/X0uXLtX58+fVsmVL3X777dk/ZwEAAIoSWa94IevhcmS9wiPrAQAAb2YyDMMo7Ituv/12xcbG6t9//5XFYlH58uUlSadOnVJGRobKly+vsLCwnDsymbRy5UrnVF2Edu/eLUlq1KiRy/aZmJiovXv3qn79+goKCirUa2NiYtShQ4cCt4mOjr7qB+T09HQ9/PDDWrNmjUymzA+xhpGuXr166e2335bFYtF3332nPn36OLQfW5w/f159+vTR3r17JfnIbDZktWbo+eef18MPP+zw+N4ma/7Uq1dPU6ZM0axZs1TWJ1CBMuuv9AS1bd1aHy1YoMDAQHeXmsPWrVt177335rt+0aJFGjBgQL7rnTXfbP07tHjxYk2fPl0VK5RTaEiIDhw6rFatWmnBggUKCgpSfHy8+vftp59+3qUaPiG6oHSdTU/WE088oSeffNLmeubMmaMXXnhBZUqXUrmyZbTvj4OKiorSkiVLVKZMGUcPNxdHfv4AEnMIjmH+wBElff4UVW4h6zkXWS8nsl7hkPUcQ9Yr2f9OwnHMITiC+QNHlPT5U5jcYtepXhEREYqIiFCNGjVyLK9SpYo9w8EBWWeixcZJ6Rk51/lYpPAw5Xu22uU+++wzrVmzRufjpJSUdElSgL+0fPly3XTTTerdu7cmT56c574Ksx9bTJ48Wfv3/6Ez5zLDqCSFBEuvvvqqbrrpJi4JlI/t27dr1qxZGqpquiO9gswmk35RnF754UfNmjVLjz/+uLtLzOH111+XJI1RpKrp0hmLfylZbyom+94ub014QbUjL/2sORhzVI8/91+nzbesca7cz+X7+v777zV9+nQ9/dhIjRzSP/OXID/u0tBRT+mdd97R2LFjNXXqVO35dbdeVz3VzwhVhmFoif7WG2+8oZtvvllNmza9ai2HDx/Wiy++qKH33q1xYx6Sn6+v9uw/qIEjx+jVV1/VG2+84ZRjBgAAyA9Zr/gg6yELWc8+ZD0AAODt7GrwzZ8/39l1wEHpGdLFfGSXJUuWKC3dpJSUS1/oTE6RgjPMWrp0qbp27art27c7ZV+21HIhPiPHPuITpNAQi5YvX65nn3226HbuwVauXKmqPsHqmV4h+1I7TUxh6mAtpWVLPitWoe/EiRPZZyJUU4CuMQVfWnnFd4prR9ZQw/pRRV5TQfvZvHmzqletooeG3Zv93rZp2Ux33tpVy5Yt09ixY7X00yXqbC2t+qZQSZLFZNLdRmVt8DmnZcuW2RT6VqxYoZDgID3z2Ej5+fpKkq6Nqq3B/e7Su3MXafLkyTKb7bp1KgAAgE3IesUPWQ9kPceQ9QAAgLfi0wMkSXFxF5SenvtqrelpVsXFXVBSUpJL6jAMQ0lJScqw5rXOpPj4eJfU4YkSEhIUbrXkuI+GJEXIp9i9b846I9NVkpKSVLZMqVzvbbmypRUff0GSlJCYoAj55lhvMZkULh+bjzc+Pl6hISHy9/e7Yj9llJycnH2WMwAAAGArsp7nI+sVHbIeAADwZHY3+OLj4zV79mzdf//96tWrl3799VdJmdfUnzt3ro4ePeq0IlH0Ona8QUFBFl3+mdZsloKCzOrQob3Kli2rypUrF3kdJpNJrVq1Vkhwzqnp65t5n4i2bdsWeQ2eqlWrVtpnXNBfxqWAnmhk6BtLrNp2aO/GynKrWbNmkdxjoKg0btxYu379XfsOHMpelpiYpJVfbFTbtu0kSW3attVXlvNKMS79xuKgkaBD6RfUpk0bm/bTtm1b/f3PSUV/92P2svT0dC1ZsVYtWrSQn59fAa8GAABwDrKedyHreT6yXtEh6wEAAE9m1yU6//nnHw0cOFD//POPatSooZiYmOyzliIiIvTJJ5/o+PHjGj9+vFOLRf58LLYty8/999+vxYsXS0asLsRn3nQhNMSi0qVLa9iwYTKZTBo+fLhefvnlXOMWZj+2ePrpp/RDnz4qX1aKT7DKbJZCQ8xq3LixbrnlFufuzIv06tVLCz+ar3FH/9AtGaUVJB9ttpxVvJ9Jjz32mLvLy8HHx0eDBw/WG2+8ob+UnONSLX8pOce2B2OOFvjcWfIaN2vZjTfeqPXr16vvsMfU767bFBEeps9WfqFTp89q9OjRkqQnx45Vr6976intU6eMUopVujZYzqhh1LW6/fbbbaqhU6dOatu2rUY+8bz69rpVVSpV1Mp1G7X3j0NatGiR8w4WAAAgH2S94oesB7KeY8h6AADAW9nV4Js4caISEhK0fPlylS5dOteZdp07d9bWrVudUR+uIjg483r24WFX36YglSpV0urVqzV58mR98cUXksmkW3v00FNPPaVy5cpJkrp06aKXX345333Zsh9btGzZUkuXLtXkyZP1/fffKzg4WH379tWYMWPk42PXlC0RgoODtXT555o8ebJWLl+hlJRkdezUSWOfekp169Z1d3m53HnnnXrjjTf0pmLyXJ911ufjz/03z/XOmm9Z4+S3n6xalixZojfeeENLVqxQUlKSOnTooHdmzlb9+vUlSY0aNdLnK5Zr8sRJWvzttwoKDFS/PoP0xBNPyN/f36ZazGazPvzwQ02dOlVLPv1U52Nj1bJlSy1ePEGtW7d2/GABAACugqxXfJD1kIWsZx+yHgAA8HYmwzByX4z/Klq1aqXBgwfr4Ycf1rlz59SmTRvNnTs3+9IEn3zyiSZOnKiffvrJ6QUXtaybQTdq1Mhl+0xMTNTevXtVv359BQUFFfr1l59Ve6Xg4GBFRkY6WuJV9+Xs/cB2js4fd7rafHLVfHPl36HixpPnD4oH5hAcwfyBI0r6/Cmq3ELWcy6yHhzhyT/nyHru58nzB8UDcwiOYP7AESV9/hQmt9h1ilxycrJKly6d73pPu6myp3PlB1Jv/vAL17vafHLVfGNeAwAAZCLrFS9kPXgqsh4AAEDRM199k9yuueYa/fjjj/mu37hxo6699lq7iwIAAAAAuB5ZDwAAAAA8g10NvsGDB2vt2rWaPXu24uPjJUmGYejo0aN66qmn9PPPP2vIkCHOrBMAAAAAUMTIegAAAADgGey6RGfPnj31999/a+rUqXrrrbckScOHD5dhGDKbzRozZow6d+7szDoBAAAAAEWMrAcAAAAAnsGuBp8kPfTQQ+rZs6e+/PJLHT16VFarVdWrV9ctt9yiatWqObNGAAAAAICLkPUAAAAAoPizu8EnSZUrV+byLF7IMAxJkslk8or9oPgzDMMl88BZ+7FarTKb7brCMQAAgEcg63knsh5cjawHAABQdJzyqeXQoUOaMWOG/u///k8fffRR9r0a4FliYmI0YsQI1apVS7Vq1dJDDz2ko0ePFnqM3bt353rExMRkb/PDDz9oyJAhqlUrUtWrV1evXr20fPnyHNugZFi5cmX2meAtWrTQW2+9pbS0NKfvZ9q0aWrXrp2qVq2qqKgoDRo0SJ988om++uorm8fYtGmTWrVqpapVqqhatWq6tl49vfHGG8xbAADg1ch63oGsB1cj6wEAABQ9m7/Bt2DBAs2fP18ff/yxSpcunb188+bNGj16dI4PavPnz9fixYtzbIfi7fjx47rtttsVG3dBFy5kSCZp1ao1+uabb7Rx40ZVqFDhqmPExMSoQ4cO+a6Pjo5WfHy87rzzzhzLf/zxR/3444/Z20RGRjp2MPAIH3/8scaOHatO7Vvr5efGaO/+Q3rzzTd16NAhTZs2zWn7eeuttzRp0qTs5/Hx8dq0aZM2bdokSVq0aJE6duxY4Bg7d+7UoEGDciyLvXBBU6ZM0ZQpU5i3AADAo5H1vBtZD65G1gMAAHANmxt8mzdvVrVq1XIEufT0dI0fP14Wi0Uvv/yyGjZsqK1bt+qtt97SzJkz9dxzzxVJ0XC+Dz74QBcuXNCpfzN08WoqSk7KkEyxmjNnjsaNG3fVMRISEiRJsXFSesal5T4WKTwsc/3nn39+1W3g/dLS0jRp0iT16tFFb054IftSKo0bROnZlybq0UcfVd26dZ2yr48//liSNEaRqqaA7OV/KVlvKkZnzpy56hhvvvmmJOmtCS+odmSN7OUHY47q8ef+y7wFAAAejazn3ch6cCWyHgAAgOvYfInOgwcPqmnTpjmWff/99zp79qwGDx6sO++8U3Xq1NEDDzygbt26FepyCHC/6OhoJSReCnySZDWkxMQMffvttkKNlZ4hpadf9rgs3O3evfuq28D7HT16VCdPntTdvXrkuE/CXbd3k9ls1vfff++U/SQkJOjYsWOSpGoK0DWm4OzH5QHwan7//XdJUu3IGmpYPyr7cXkABAAA8FRkPe9G1oMrkfUAAABcx+YG3/nz51WxYsUcy7777juZTCZ16dIlx/LmzZvrxIkTzqkQLhEeHiEfn9zTwc/XrLCwUKftJygoyGljwXOFhIRIkk6eOp1j+b+nz8pqtSo01DlzztfXVxaLxeFxAgJsD4gAAACehqzn3ch6cCWyHgAAgOvY3OArW7asTp/O+QFtx44dCggIUL169XIs9/Pzk6+vr3MqhEvcfXcf+fpYFeB/aVlAgGSxWHXPPfc4bT8333yz08aC56pYsaLatWunqbPm6ehfxyVJcRfi9Z/X31JoaEiuXyTZy8/PT82bN3d4nJ49ezqhGgAAgOKJrOfdyHpwJbIeAACA69jc4GvYsKE+//xzxcfHS5IOHDig3bt3q0OHDvLxyXkrv5iYmFxngKJ469Onj3r16qXwMKlSBR9VquCj8FDpnnvu0R133FGosXwsko/PZY/LTqpr1qzZVbdByTBx4kSlW6Ub7xigrr0Hq3WXuxT93Y+aNm26goODnbafu+66S1LmfRgOGQnZj7+UbPMYt956q6TM+zD8tnd/9uNgzFGn1QkAAOAuZD3vRtaDq5H1AAAAXMPn6ptkeuSRR9SnTx917dpVtWvX1u+//y6TyaQRI0bk2nbDhg1q3bq1UwtF0bJYLJo+fboGDhyo9evXy2QyqVu3brr++utzXDe/IFkf1MPDCl5v6zbwbjVr1tTWrVv1+eefa8+ePbqzYkX16dNHlSpVcup+atTIvHfCm4rJc32ZMmWuOkbWvHz8uf8WuB4AAMATkfW8G1kPrkbWAwAAcA2bG3xRUVH68MMPNXPmTP31119q0qSJ7r//fjVs2DDHdt9//70CAwPVrVs3pxeLomUymdSmTRu1adPGrtdHRkZm3sA9ISHXuuDgYEVGRkqSTdugZAgKCtK9995bpPvo2LGjFi1apDNnzuRaV6ZMGXXs2PGqY9g6twEAADwRWc/7kfXgamQ9AACAomdzg0/KvKH67NmzC9ymVatWWrVqlUNFwXPZ8uGXD8hwNVuC3dUwbwEAgDcj6+FqyHoojsh6AACgJLP5HnwAAAAAAAAAAAAA3M/jG3yHDh3S0KFD1bRpU7Vr104TJ05Uamqqu8sCAAAAADiArAcAAAAA+SvUJTqLm9jYWA0ePFg1a9bUtGnTdPLkSb3++utKTk7Wiy++6O7yAAAAAAB2IOsBAAAAQME8usH3ySefKCEhQdOnT1dERIQkKSMjQy+99JJGjhypChUquLdAAAAAAEChkfUAAAAAoGAe3eD7+uuv1aZNm+zAJ0ndu3fXf/7zH3377be666673Feckx0/flzffvut/P39ddNNNyk0NDTHesMwtGvXLu3fv19VqlRRu3btZLFYXF7nV199pTNnzuRaXqZMmRw3v46Li9OWLVuUkpKiDh06qFKlSrlec/jwYf3www8KDQ3VjTfeqMDAwCKtPT+GYeiXX37R3r17VblyZbVv396u9/bQoUN6//33ZRiG7r//ftWpUyfXNvv379euXbtUunRpderUSX5+foXez4kTJ/TOO+8oKSlJAwYMUPPmzXNtc/ToUW3fvl0hISG66aabcry3MTExio+P1++//65jx46pUqVKaty4sUwmk4KDg116A/KYmBidOXNGn376qf79919df/316tChQ646zp49q61bt8pqtapjx44qV65crnH27Nmjffv2KSwsTNddd538/PxyjGO1WvXtt9/q2LFjqlu3rpo3by6TyeT0YzIMQzt27NDBgwdVvXp1tWnTRmZzzqslJycna+vWrTp//rxatGih2rVrO70OW50/f15btmxRRkaGbrjhBpUvXz7XNgcPHtSOHTsUERGhTp06KSAgwA2VAgAAb0LWu4SsV3TIemQ9ZyLrAQAAV/PoBl9MTIx69+6dY1lYWJjKlSunmJgYN1XlXIZh6NVXX9XMmTNlGIYkKSAgQG+88YZ69uwpKfMD79ChQ7Vjx47s19WoUUPz58/XNddc47Jav/rqKw0YMCDf9YsWLVLHjh312Wef6emnn1FKSrIkyWw2a9SoUXr66adlMpmUnp6uZ555Rp988kn2a0NDQzVz5kx16tSpqA8jh/Pnz+uB+4dr2/bvspfVrF5d8z76KM/Qlp8HHnhAX6xdK+Pi8wXz56tzly6aN2+epMwP+Y+NelRrvlib/ZryZcrqvTkfqEWLFjbvZ/z48frwww9ltVolSR9//LGaNWumlStXymw2KyMjQ88//7wWLFiQPZ/Cw8P19ttvq3PnzoqJiVGHDh0K3Ed0dLRLgl9etWzYsCFXHfPmzdPL//eSUtIy78fiY/HRM88+o4cffliStG/fPt1888357ic6Olomk0lDhw7RgQMHs5df37KlPpgzR6VLl3baMf37778aOnSodu3alb0sKipKH374oapVqyZJ+vbbb/XQQw/l+OVJ7969NWXKFPn6+jqtFlssXLhQL774opKTM/+u+vj46IknntDo0aMlSampqXryySe1bNmy7NeULVtGM2fOUps2bVxaKwAA8C5kPbJeUSPr5UbWsx9ZDwAAuINHN/ji4uIUFhaWa3l4eLhiY2PtHtcwDCUmJjpSWqEkJSXl+O/llixZonfffVcXEqSkJMlkkkJDkjVq1CjVqlVLtWvX1uOPP66dO3fpXKyUmir5+kjSMQ0ceJ82bPgy1xljReXEiROSpNg4KT3j0nIfixQelrl+586devzxx5WYZCg+QTIMKSjQqrffflvVq1dXz549NWvWLC1evFhxF6SkZMliltLS4jV06FBt2bIlz7PKispTY8dq94879Zxq6zqFK0aJmnb8Tw26d6C+3LTRprM7P/jgA61du1a3qrz6qrJMkj7VCa3asEFTpkzRQw89pNdee00b1q/XaNVSB5XW30rWu+f+0uCB92nL118pJCQk3/Gz5s2aNWs0b95c3db1Zo0b85BCQ0L04cdLNXn6exozZoxee+01zZkzRwsXLtQLTz2qfnfeptNnz+n//jdVDzzwgDZu3KizZ89Kkt6a8IJqR9bIsZ+DMUf1+HP/1ZkzZ1SxYkX731QbHTlyJM9aLq/jr7/+0vPPP6/uKqd+qiKzTFqacUKvvvqqatSooRtvvFEzZswocJx///1Xzz77jNJTU7T0w3fUpGF9RX/3o8a+8JpGjx6tWbNmOe2YRo0apWN//amP3p2ittc310+//q6xL0zQ/fffr88//1znzp3T0KFD1bRhPb08521VqVhBy1av139ee1OVKlXKDlvOlN/Pn127dunpp59W/963a8zD98vP11ez5i3SxIkTVbNmTXXp0kVvvvmmVq1cqdf/87R63XqLjp84qRdenaLBgwdr69atOc64h/cq6N8w4GqYP3BESZ8/hmEUyTdQiguyHlmvqJH1LiHrOY6sB29U0j9rwTHMHziipM+fwmQ9j27wFZW0tDTt3bvX5fvN+pB7uffee0+paSYlJmaegWcYmaEqMECaOXOmevXqpU2bNinuQmbgk6S0dOnsuQxJR7VkyRI1btzYJfUfP35cUmbgS0/Pe/2mTZtkGCbFXTCylyckSv5+Js2ePVt169bVBx/MUUKioaTME8mUYZXOxRry80vX7Nmzc53JW1TOnz+vdevW6QGjulqZSkmS6ipEj2VU19jje7V48WI1a9bsquO8N3u2qitAD6h69l/M+41q2q04zZszV+3bt9fHCxfpDmt53WQqK0mqoSA9aa2pERd2a86cOerSpctV9zN16lSVCg/XlFeel9/Fs/9GPTBIO3/erbVr12jQoEGaN2+eevXoomH33i1Jqh4UqLdf/4+u79xLM2fOVPXq1SVJtSNrqGH9qDz3c/jwYZf8ImHmzJkF1rJ7925t2LBBVS1BGplRI/u9HWJU1e/mBL03a7bKlSuntWvWFjjOpk2b9McfB/TJB2/ruqaNJEk3dmijZ0aP1NP/97q+/vrrXJeBsceJEyf0zTffaOprL+qGttdLkq5v3kT/fe4JDX54rFauXKl9+/YpNTVVb7/+H5UpnTnnBvS5Q/sPHNL8+fPVpUuXIvtF3pU/f2bOnKma1avq1fFjs/+8nxn9oH746Ve99957qlKlihYuWKCBfe9Uv7tulyRdU7O63n79/9T6lrv03nvv6bbbbiuSWlE85fVvGGAr5g8cUZLnjz2X+CvpyHr2IevljaxnH7IeWQ+epSR/1oLjmD9wREmeP7ZmPY9u8IWFhenChQu5lsfGxio8PNzucX19fV16HfSkpCQdOXJENWvWzHXvgbNnzyk11cj1mtQ0QykpKdnHmXZFyMp67uvrq/r16xdJ3Vc6cOBAgeurVKmiX375RSmp1lzrUtMMnTt3TvXq1dP58+dyhUbDkAyZlZ6e7rLj2bt3r6yGoWsUlGN5pIIlZV7CwpZaUhKT1ETBOT6sm0wm1TaC9V1SvKpUqaKklORc+yln8le4xV8mk6nA/WTNn4SEBNWrWzs78GVp1KCevvl+p+rXr68zZ86o4bU5g09IcJAia1RXRkaG/P39r3o8tWrVcsmfwdXOrPbz81PihXhFZgTkfm+tAYo5f141atRQ8sXLA+Un61IoVwbCrPcpNDTUKccbFxcnSWpQv26O5Y0u7sfPz0+GYahyxfLZge/yWj78ZJmuueYam/6MCiO/nz9JiYlqUK9OroDf6NooRX+/S5GRkYqNi1PDK46nbJlSqlyxvKxWq8v+rsK9Cvo3DLga5g8cUdLnz8GDB6++kQcj65H1ihJZL29kPfuQ9eCtSvpnLTiG+QNHlPT5U5is59ENvsjIyFz3X7hw4YL+/fdfh64bbzKZFBQUdPUNnSwwMDDXfhs0uFbnzn2vhMRL10ExmSQ/P5MaNmyoqKgo+fr6yt8vLUdQ8r/Y4G3atKnLjuVqXWU/Pz81aNBAm7dslSkuQ8ZlWTYo0KKGDRsqODhYderU0W+/H1BS8qUNzGZJRroaNmzosuOJiopSoL+/dqTEKkqXLpuyU5mXBGrcuLFNtVSoUlm7Dv2pNMMqX1PmB+g0w6pdilX5SlVUqVIlVShXTjv/jVVbXboHwEEjQefSk9WoUSOb9lOrVi399PPPOh8bp4jwzMsZWa1Wbfl6m0JDQhUUFKT69epp6zfbNXRAn+ygdOLkKe07cFB9BwxUrVq1rrqfgIAAl/wZNGrUKMf9C65Up04dNWjcSKt+3aOUDKv8L7636YZVP1sS1KZxe5UvX15lS5fR6bNn8h2nbt3M0LL1m+26retN2cu3fPOd/Pwyf2nijONt0KCBfHx8tDX6O9WudenyMVu+2S5JatKkiaxWqz744AMdOvKnrqlZPXubrd9sV61atRQREVFkZ3Ve+fOnQcOG+nzZUiUmJikoKPMf0vT0dH297Qc1aNREpUqVUo0aNbQl+jv1vr1b9usOxhzRn8f+tvnvB7xHXv+GAbZi/sARJXX+ePPlOSWyHlmvaJH18kbWsw9ZD96upH7WgnMwf+CIkjp/CvOZwDUX7C8iN9xwg7Zt25Z9tpQkrVu3TmazWe3atXNjZc4zatQomc0ZigiTfH0zw1zZMmYFBwVpwIABioiI0KBBgxQaYlJwkOTjk3lJl1KlLGrXrp0aNmzo7kPIYeDAgQoM8FfZ0mb5+2UeU0S4ZDZbs2+U/dhjj8nP11BYSOY9Jvz9pXJlLCpbtpzuuusul9UaEhKiwUOHaqnpHy00jmu/Ea8vjFN623JUrVteb9MlWyRp3LhxOq80/Z/+0E9GrH4yYvWS/tBZpenpZ56RxWLRQ488oo06rfeMo9pnxGuzcVqvW2J0Tc1aNl2yJWs/aenpGjB8tNZv/lrbfvhJDz35gnbv/UMPPvSgJOmhhx/W19t+0JMvTNAPP/2iNV9u0aCHxqp0qdLq3bu3ypYta/f75Wx33313geuDgoI0bNgwJZitesl8QDuN89plxOoV00H9q1Q9MGKETCaT7unXt8BxIiMj1alTJz3330mau/Az/bx7j96eNU9vvTtH/fsPcNqN18uXL68+ffpo0rT3NOP9j/Tz7j16f/5i/ee1t9S1a1fVrl1bt912m6pVq6pho57WirUbtGPXr3ruv5O15ssteuSRR1z6i7whQ4YoMSlZgx56Upu/3qZvtu/Q8NHjdPSv4xpx8b195JFHtHr9Zj3/ymTt2PWrlq/5UsMefUbVq1VTjx49XFYrAADwPmQ9sl5RIuu5F1mPrAf8f3t3Hmdj3f9x/H3OrIxhGMvYGZPJGmE0CdmSbt2WskQmiWRp0cLYKpGkJLusUZSitBm5qVtK+ZXQZGfCjESGWcxiZs65fn+4nZpmMOOcOYt5PR+Pedyd77nO9/pcx9cZ7/tznesCADiGR3+Dr2/fvnrnnXc0YsQIDR06VKdPn9b06dPVt29fVapUydXlOUTbtm01b948vfjii/rzzz8lSfXqhWvmzJm2Y5w4caLMZrNWrFihrKwsmc1m/etf9+jVV191Sc3eXld+XLVqVX3wwQd6+ulndOjQQUlSpUqVNGnSJN1+++2SpB49eiglJUWvvjpdyclJkqRbb22iN9+cedUbkBeFsWPHSpJWLF+uDy7+LrPJpHs636Np018t8D/Au3TporHjxmnGq69pkuWQJMnPy1tjnovWv//9b0nS4MGDlZmZqflz5urztDOSpDaRrTVj5hu2y4pcS4MGDTRz5kyNjY7W0FHjJV26JMnDDz+sESNGSJLuvfdepaSk6LXXpuujzzZKkpo1a6bFS5fnutTRkbjjeebPb6woXT7uf+7374/DwsL07upVin5utF46dumyQTWrVteyqXNs9yO59957NX/+/KvOs3DhQkVHR2vKjLm2y9cMGBCliRMnOvSYpk6dKj8/P81+a4Vem7NY3t7e6t69u6ZOnSrp0lkpa9Z8oGeeeUZPjn1JklS2bFm9+OKL6tu3r0NruZbatWtr1apVio4eo0GPj5Ek1aheXUuWLNGtt94qSerXr5/S0tI0a9YsrfrwE0nS7bffrhkzZhTLr88DAADHIeuR9YoaWU9XHStKZD2yHgAAcAyTYRh5L/rvQY4eParJkydr165dCggIULdu3TRq1KjrvuF8bGyspEuXjHCW9PR07d+//6qXh8jJydHhw4fl7++vWrVq5Rs4UlJSdOLECYWEhLjk7LytW7eqX79+V3x+9e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         },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"\\n\",\n        \"# K-NN\"\n      ],\n      \"metadata\": {\n        \"id\": \"FiZHg8k_VdH8\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"from sklearn.model_selection import train_test_split\\n\",\n        \"from sklearn.preprocessing import StandardScaler\\n\",\n        \"from sklearn.neighbors import KNeighborsClassifier\\n\",\n        \"from sklearn.metrics import accuracy_score\\n\",\n        \"from matplotlib.colors import ListedColormap\"\n      ],\n      \"metadata\": {\n        \"id\": \"YFKMMreSNBgR\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Veri setini yükle\\n\",\n        \"X, y = iris.data, iris.target\\n\",\n        \"\\n\",\n        \"# Veriyi eğitim ve test setlerine böl\\n\",\n        \"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\"\n      ],\n      \"metadata\": {\n        \"id\": \"9pH-v73zPdDS\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Veriyi ölçeklendir\\n\",\n        \"scaler = StandardScaler()\\n\",\n        \"X_train = scaler.fit_transform(X_train)\\n\",\n        \"X_test = scaler.transform(X_test)\"\n      ],\n      \"metadata\": {\n        \"id\": \"NLwpo_NGPfA7\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# K-NN modelini oluştur ve eğit\\n\",\n        \"knn = KNeighborsClassifier(n_neighbors=3)\\n\",\n        \"knn.fit(X_train, y_train)\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 75\n        },\n        \"id\": \"3jVIMZtQPgwg\",\n        \"outputId\": \"74d1c5a6-1981-46c9-af51-30274b892648\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"KNeighborsClassifier(n_neighbors=3)\"\n            ],\n            \"text/html\": [\n              \"<style>#sk-container-id-3 {color: black;background-color: white;}#sk-container-id-3 pre{padding: 0;}#sk-container-id-3 div.sk-toggleable {background-color: white;}#sk-container-id-3 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-3 label.sk-toggleable__label-arrow:before {content: \\\"▸\\\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-3 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-3 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-3 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \\\"▾\\\";}#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-3 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-3 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-3 div.sk-parallel-item::after {content: \\\"\\\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-serial::before {content: \\\"\\\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-3 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-3 div.sk-item {position: relative;z-index: 1;}#sk-container-id-3 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-3 div.sk-item::before, #sk-container-id-3 div.sk-parallel-item::before {content: \\\"\\\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-3 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-3 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-3 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-3 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-3 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-3 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-3 div.sk-label-container {text-align: center;}#sk-container-id-3 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-3 div.sk-text-repr-fallback {display: none;}</style><div id=\\\"sk-container-id-3\\\" class=\\\"sk-top-container\\\"><div class=\\\"sk-text-repr-fallback\\\"><pre>KNeighborsClassifier(n_neighbors=3)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\\\"sk-container\\\" hidden><div class=\\\"sk-item\\\"><div class=\\\"sk-estimator sk-toggleable\\\"><input class=\\\"sk-toggleable__control sk-hidden--visually\\\" id=\\\"sk-estimator-id-3\\\" type=\\\"checkbox\\\" checked><label for=\\\"sk-estimator-id-3\\\" class=\\\"sk-toggleable__label sk-toggleable__label-arrow\\\">KNeighborsClassifier</label><div class=\\\"sk-toggleable__content\\\"><pre>KNeighborsClassifier(n_neighbors=3)</pre></div></div></div></div></div>\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 56\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Tahmin yap ve doğruluğu hesapla\\n\",\n        \"y_pred = knn.predict(X_test)\\n\",\n        \"accuracy = accuracy_score(y_test, y_pred)\\n\",\n        \"print(f\\\"K-NN Doğruluk: {accuracy:.2f}\\\")\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"3-lLyA0mPiO_\",\n        \"outputId\": \"aac10f78-3ccf-4f52-c07b-5d7049011f20\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"K-NN Doğruluk: 1.00\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Sadece iki özelliği kullanarak veriyi yeniden yükle\\n\",\n        \"X = iris.data[:, :2]\\n\",\n        \"y = iris.target\\n\",\n        \"\\n\",\n        \"# Veriyi eğitim ve test setlerine böl\\n\",\n        \"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\\n\",\n        \"\\n\",\n        \"# Veriyi ölçeklendir\\n\",\n        \"scaler = StandardScaler()\\n\",\n        \"X_train = scaler.fit_transform(X_train)\\n\",\n        \"X_test = scaler.transform(X_test)\\n\",\n        \"\\n\",\n        \"# K-NN modelini oluştur ve eğit\\n\",\n        \"knn = KNeighborsClassifier(n_neighbors=3)\\n\",\n        \"knn.fit(X_train, y_train)\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 75\n        },\n        \"id\": \"u-SkxkYfOFtk\",\n        \"outputId\": \"17cc0784-dc80-40f9-86c4-a2f003c98ee2\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"KNeighborsClassifier(n_neighbors=3)\"\n            ],\n            \"text/html\": [\n              \"<style>#sk-container-id-4 {color: black;background-color: white;}#sk-container-id-4 pre{padding: 0;}#sk-container-id-4 div.sk-toggleable {background-color: white;}#sk-container-id-4 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-4 label.sk-toggleable__label-arrow:before {content: \\\"▸\\\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-4 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-4 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-4 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-4 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-4 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-4 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \\\"▾\\\";}#sk-container-id-4 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-4 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-4 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-4 div.sk-parallel-item::after {content: \\\"\\\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-4 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 div.sk-serial::before {content: \\\"\\\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-4 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-4 div.sk-item {position: relative;z-index: 1;}#sk-container-id-4 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-4 div.sk-item::before, #sk-container-id-4 div.sk-parallel-item::before {content: \\\"\\\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-4 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-4 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-4 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-4 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-4 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-4 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-4 div.sk-label-container {text-align: center;}#sk-container-id-4 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-4 div.sk-text-repr-fallback {display: none;}</style><div id=\\\"sk-container-id-4\\\" class=\\\"sk-top-container\\\"><div class=\\\"sk-text-repr-fallback\\\"><pre>KNeighborsClassifier(n_neighbors=3)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\\\"sk-container\\\" hidden><div class=\\\"sk-item\\\"><div class=\\\"sk-estimator sk-toggleable\\\"><input class=\\\"sk-toggleable__control sk-hidden--visually\\\" id=\\\"sk-estimator-id-4\\\" type=\\\"checkbox\\\" checked><label for=\\\"sk-estimator-id-4\\\" class=\\\"sk-toggleable__label sk-toggleable__label-arrow\\\">KNeighborsClassifier</label><div class=\\\"sk-toggleable__content\\\"><pre>KNeighborsClassifier(n_neighbors=3)</pre></div></div></div></div></div>\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 58\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Karar sınırlarını görselleştirme\\n\",\n        \"h = .02  # mesh gridin adımı\\n\",\n        \"x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\\n\",\n        \"y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\\n\",\n        \"xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\\n\",\n        \"                     np.arange(y_min, y_max, h))\\n\",\n        \"\\n\",\n        \"Z = knn.predict(np.c_[xx.ravel(), yy.ravel()])\\n\",\n        \"Z = Z.reshape(xx.shape)\\n\",\n        \"plt.figure(figsize=(10, 6))\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"# Eğitim ve test noktalarını çiz\\n\",\n        \"plt.scatter(X_train[:, 0], X_train[:, 1], c=y_train, edgecolor='k', s=20, marker='o', label='Eğitim Verisi')\\n\",\n        \"plt.scatter(X_test[:, 0], X_test[:, 1], c=y_test, edgecolor='k', s=20, marker='s', label='Test Verisi')\\n\",\n        \"\\n\",\n        \"plt.title(f\\\"K-NN Karar Sınırları (Doğruluk: {accuracy:.2f})\\\")\\n\",\n        \"plt.xlabel('Sepal length (cm)')\\n\",\n        \"plt.ylabel('Sepal width (cm)')\\n\",\n        \"plt.legend()\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 573\n        },\n        \"id\": \"zo9WtqOSPxpa\",\n        \"outputId\": \"6fb6d890-29af-460d-ffa5-bc208cc7ceaf\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1000x600 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Farklı K değerlerinin etkisi\"\n      ],\n      \"metadata\": {\n        \"id\": \"D9Bboqx8Pq5e\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Veri setini yükle\\n\",\n        \"X, y = iris.data, iris.target\\n\",\n        \"\\n\",\n        \"# Veriyi eğitim ve test setlerine böl\\n\",\n        \"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\\n\",\n        \"\\n\",\n        \"# Veriyi ölçeklendir\\n\",\n        \"scaler = StandardScaler()\\n\",\n        \"X_train = scaler.fit_transform(X_train)\\n\",\n        \"X_test = scaler.transform(X_test)\\n\",\n        \"\\n\",\n        \"# Farklı k değerleri için doğrulukları hesaplama\\n\",\n        \"k_values = range(1, 21)\\n\",\n        \"accuracies = []\\n\",\n        \"\\n\",\n        \"for k in k_values:\\n\",\n        \"    knn = KNeighborsClassifier(n_neighbors=k)\\n\",\n        \"    knn.fit(X_train, y_train)\\n\",\n        \"    y_pred = knn.predict(X_test)\\n\",\n        \"    accuracy = accuracy_score(y_test, y_pred)\\n\",\n        \"    accuracies.append(accuracy)\\n\",\n        \"\\n\",\n        \"# Sonuçları görselleştirme\\n\",\n        \"plt.figure(figsize=(10, 6))\\n\",\n        \"plt.plot(k_values, accuracies, marker='o', linestyle='-', color='b')\\n\",\n        \"plt.title('K-NN: k Değerinin Doğruluk Üzerindeki Etkisi')\\n\",\n        \"plt.xlabel('k Değeri')\\n\",\n        \"plt.ylabel('Doğruluk')\\n\",\n        \"plt.xticks(k_values)\\n\",\n        \"plt.grid(True)\\n\",\n        \"plt.show()\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 575\n        },\n        \"id\": \"56xHOPVaOgqf\",\n        \"outputId\": \"48fe3490-115a-40af-fa37-3a6166bb84a3\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1000x600 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"#Naive bayes\"\n      ],\n      \"metadata\": {\n        \"id\": \"aKi18d1UYsOu\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"from sklearn.naive_bayes import GaussianNB\\n\",\n        \"\\n\",\n        \"# Naive Bayes modelini oluştur ve eğit\\n\",\n        \"nb = GaussianNB()\\n\",\n        \"nb.fit(X_train, y_train)\\n\",\n        \"\\n\",\n        \"# Tahmin yap ve doğruluğu hesapla\\n\",\n        \"y_pred = nb.predict(X_test)\\n\",\n        \"accuracy = accuracy_score(y_test, y_pred)\\n\",\n        \"print(f\\\"Naive Bayes Doğruluk: {accuracy:.2f}\\\")\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"zbQEYc0VYvv7\",\n        \"outputId\": \"2b6288b4-21b6-4986-af86-12211f2c3e84\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Naive Bayes Doğruluk: 0.98\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Eşik değeri etkisi\"\n      ],\n      \"metadata\": {\n        \"id\": \"V7s1TIPZRfGA\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"import numpy as np\\n\",\n        \"import matplotlib.pyplot as plt\\n\",\n        \"from sklearn.datasets import load_iris\\n\",\n        \"from sklearn.model_selection import train_test_split\\n\",\n        \"from sklearn.preprocessing import StandardScaler\\n\",\n        \"from sklearn.naive_bayes import GaussianNB\\n\",\n        \"from sklearn.metrics import accuracy_score\\n\",\n        \"\\n\",\n        \"# Iris veri setini yükleme\\n\",\n        \"iris = load_iris()\\n\",\n        \"X, y = iris.data, iris.target\\n\",\n        \"\\n\",\n        \"# Veriyi eğitim ve test setlerine bölme\\n\",\n        \"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\\n\",\n        \"\\n\",\n        \"# Gaussian Naive Bayes modelini eğitme\\n\",\n        \"nb = GaussianNB()\\n\",\n        \"nb.fit(X_train, y_train)\\n\",\n        \"\\n\",\n        \"# Farklı eşik değerleri ile doğruluk hesaplama\\n\",\n        \"thresholds = np.linspace(0, 1, 100)  # Eşik değerlerinin aralığı\\n\",\n        \"accuracies = []\\n\",\n        \"\\n\",\n        \"for threshold in thresholds:\\n\",\n        \"    y_prob = nb.predict_proba(X_test)\\n\",\n        \"    y_pred = np.argmax(y_prob > threshold, axis=1)\\n\",\n        \"    accuracy = accuracy_score(y_test, y_pred)\\n\",\n        \"    accuracies.append(accuracy)\\n\",\n        \"\\n\",\n        \"# Eşik değerlerinin doğruluk üzerindeki etkisini görselleştirme\\n\",\n        \"plt.figure(figsize=(10, 6))\\n\",\n        \"plt.plot(thresholds, accuracies, marker='o', linestyle='-')\\n\",\n        \"plt.xlabel('Eşik Değeri')\\n\",\n        \"plt.ylabel('Doğruluk')\\n\",\n        \"plt.title('Eşik Değeri ve Doğruluk İlişkisi')\\n\",\n        \"plt.grid(True)\\n\",\n        \"plt.show()\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 575\n        },\n        \"id\": \"D0dnb15E9yzz\",\n        \"outputId\": \"ba90596e-067f-43dd-9593-9c5f890529cb\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1000x600 with 1 Axes>\"\n            ],\n            \"image/png\": 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         },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"#Karar Ağaçları\"\n      ],\n      \"metadata\": {\n        \"id\": \"V9Lt3eqTY0em\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"from sklearn.tree import DecisionTreeClassifier\\n\",\n        \"\\n\",\n        \"# Karar ağacı modelini oluştur ve eğit\\n\",\n        \"tree1 = DecisionTreeClassifier()\\n\",\n        \"tree1.fit(X_train, y_train)\\n\",\n        \"\\n\",\n        \"# Tahmin yap ve doğruluğu hesapla\\n\",\n        \"y_pred = tree1.predict(X_test)\\n\",\n        \"accuracy = accuracy_score(y_test, y_pred)\\n\",\n        \"print(f\\\"Karar Ağacı Doğruluk: {accuracy:.2f}\\\")\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"8iI8QQdqY68N\",\n        \"outputId\": \"e49fa327-fbf0-4685-fd07-26f03884ae44\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Karar Ağacı Doğruluk: 1.00\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Ağaç Çizdirme\"\n      ],\n      \"metadata\": {\n        \"id\": \"1I8hTv5ERzrU\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"from sklearn import tree\\n\",\n        \"plt.figure(figsize=(20,20))\\n\",\n        \"tree.plot_tree(tree1)\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 1000\n        },\n        \"id\": \"5ErFmvWdJOx1\",\n        \"outputId\": \"71fdadb8-dfd9-448d-d38f-d0ea8a739c6b\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"[Text(0.5, 0.9166666666666666, 'x[3] <= -0.594\\\\ngini = 0.664\\\\nsamples = 105\\\\nvalue = [31, 37, 37]'),\\n\",\n              \" Text(0.4230769230769231, 0.75, 'gini = 0.0\\\\nsamples = 31\\\\nvalue = [31, 0, 0]'),\\n\",\n              \" Text(0.5769230769230769, 0.75, 'x[3] <= 0.691\\\\ngini = 0.5\\\\nsamples = 74\\\\nvalue = [0, 37, 37]'),\\n\",\n              \" Text(0.3076923076923077, 0.5833333333333334, 'x[2] <= 0.63\\\\ngini = 0.214\\\\nsamples = 41\\\\nvalue = [0, 36, 5]'),\\n\",\n              \" Text(0.15384615384615385, 0.4166666666666667, 'x[3] <= 0.488\\\\ngini = 0.056\\\\nsamples = 35\\\\nvalue = [0, 34, 1]'),\\n\",\n              \" Text(0.07692307692307693, 0.25, 'gini = 0.0\\\\nsamples = 34\\\\nvalue = [0, 34, 0]'),\\n\",\n              \" Text(0.23076923076923078, 0.25, 'gini = 0.0\\\\nsamples = 1\\\\nvalue = [0, 0, 1]'),\\n\",\n              \" 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         },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"###  Farklı max_depth değerlerinin karar ağaçlarına etkisi\"\n      ],\n      \"metadata\": {\n        \"id\": \"ze86_7tDR6SD\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"import matplotlib.pyplot as plt\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"# Iris veri setini yükleme\\n\",\n        \"iris = load_iris()\\n\",\n        \"X, y = iris.data, iris.target\\n\",\n        \"\\n\",\n        \"# Veriyi eğitim ve test setlerine bölme\\n\",\n        \"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\\n\",\n        \"\\n\",\n        \"# Farklı max_depth değerlerine sahip karar ağaçlarını eğitme\\n\",\n        \"max_depths = range(1, 11)  # Max Depth aralığı\\n\",\n        \"accuracies = []\\n\",\n        \"\\n\",\n        \"for depth in max_depths:\\n\",\n        \"    dt = DecisionTreeClassifier(max_depth=depth, random_state=42)\\n\",\n        \"    dt.fit(X_train, y_train)\\n\",\n        \"    y_pred = dt.predict(X_test)\\n\",\n        \"    accuracy = accuracy_score(y_test, y_pred)\\n\",\n        \"    accuracies.append(accuracy)\\n\",\n        \"\\n\",\n        \"# Max Depth değerlerinin doğruluk üzerindeki etkisini görselleştirme\\n\",\n        \"plt.figure(figsize=(10, 6))\\n\",\n        \"plt.plot(max_depths, accuracies, marker='o', linestyle='-')\\n\",\n        \"plt.xlabel('Max Depth')\\n\",\n        \"plt.ylabel('Doğruluk')\\n\",\n        \"plt.title('Max Depth ve Doğruluk İlişkisi')\\n\",\n        \"plt.xticks(range(1, 11))\\n\",\n        \"plt.grid(True)\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 575\n        },\n        \"id\": \"0IaVe6VY-mWu\",\n        \"outputId\": \"20f06146-4da1-4cb9-981a-de88bb218de6\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1000x600 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Farklı Min-Sample Etkisi\"\n      ],\n      \"metadata\": {\n        \"id\": \"AmGxY8qASHSp\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"\\n\",\n        \"# Iris veri setini yükleme\\n\",\n        \"iris = load_iris()\\n\",\n        \"X, y = iris.data, iris.target\\n\",\n        \"\\n\",\n        \"# Veriyi eğitim ve test setlerine bölme\\n\",\n        \"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\\n\",\n        \"\\n\",\n        \"# Farklı min_samples_split değerlerine sahip karar ağaçlarını eğitme\\n\",\n        \"min_samples_splits = range(50, 110)  # Min Samples Split aralığı\\n\",\n        \"accuracies = []\\n\",\n        \"\\n\",\n        \"for min_samples_split in min_samples_splits:\\n\",\n        \"    dt = DecisionTreeClassifier(min_samples_split=min_samples_split, random_state=20)\\n\",\n        \"    dt.fit(X_train, y_train)\\n\",\n        \"    y_pred = dt.predict(X_test)\\n\",\n        \"    accuracy = accuracy_score(y_test, y_pred)\\n\",\n        \"    accuracies.append(accuracy)\\n\",\n        \"\\n\",\n        \"# Min Samples Split değerlerinin doğruluk üzerindeki etkisini görselleştirme\\n\",\n        \"plt.figure(figsize=(10, 6))\\n\",\n        \"plt.plot(min_samples_splits, accuracies, marker='o', linestyle='-')\\n\",\n        \"plt.xlabel('Min Samples Split')\\n\",\n        \"plt.ylabel('Doğruluk')\\n\",\n        \"plt.title('Min Samples Split ve Doğruluk İlişkisi')\\n\",\n        \"plt.xticks(range(50, 110,5))\\n\",\n        \"plt.grid(True)\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 575\n        },\n        \"id\": \"Rbq-dIPZ-p7s\",\n        \"outputId\": \"74d315de-6345-4b91-f1fc-a5bd1abf665e\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1000x600 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Farklı criterion (kriter) değerlerinin etkisi\"\n      ],\n      \"metadata\": {\n        \"id\": \"YrK4lBKTTUvt\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"\\n\",\n        \"# Iris veri setini yükleme\\n\",\n        \"iris = load_iris()\\n\",\n        \"X, y = iris.data, iris.target\\n\",\n        \"\\n\",\n        \"# Veriyi eğitim ve test setlerine bölme\\n\",\n        \"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\\n\",\n        \"\\n\",\n        \"# Farklı criterion (kriter) değerlerine sahip karar ağaçlarını eğitme\\n\",\n        \"criteria = ['gini', 'entropy']\\n\",\n        \"accuracies = []\\n\",\n        \"\\n\",\n        \"for criterion in criteria:\\n\",\n        \"    dt = DecisionTreeClassifier(criterion=criterion, random_state=42)\\n\",\n        \"    dt.fit(X_train, y_train)\\n\",\n        \"    y_pred = dt.predict(X_test)\\n\",\n        \"    accuracy = accuracy_score(y_test, y_pred)\\n\",\n        \"    accuracies.append(accuracy)\\n\",\n        \"\\n\",\n        \"# Criterion (kriter) değerlerinin doğruluk üzerindeki etkisini görselleştirme\\n\",\n        \"plt.figure(figsize=(8, 6))\\n\",\n        \"plt.bar(criteria, accuracies, color=['blue', 'green'])\\n\",\n        \"plt.xlabel('Criterion')\\n\",\n        \"plt.ylabel('Doğruluk')\\n\",\n        \"plt.title('Criterion ve Doğruluk İlişkisi')\\n\",\n        \"plt.ylim(0.0,1, 0.01)\\n\",\n        \"bars = plt.bar(criteria, accuracies, color=['blue', 'green'])\\n\",\n        \"for bar, accuracy in zip(bars, accuracies):\\n\",\n        \"    yval = bar.get_height()\\n\",\n        \"    plt.text(bar.get_x() + bar.get_width()/2, yval + 0.01, round(accuracy, 3), ha='center', va='bottom')\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 610\n        },\n        \"id\": \"wR5yfz34-7x2\",\n        \"outputId\": \"9915bb71-8a5d-447b-e33e-35e73de59065\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stderr\",\n          \"text\": [\n            \"<ipython-input-122-f410218a258d>:25: MatplotlibDeprecationWarning: Passing the emit parameter of set_ylim() positionally is deprecated since Matplotlib 3.6; the parameter will become keyword-only two minor releases later.\\n\",\n            \"  plt.ylim(0.0,1, 0.01)\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 800x600 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"from sklearn import tree\\n\",\n        \"plt.figure(figsize=(20,20))\\n\",\n        \"tree.plot_tree(dt)\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 1000\n        },\n        \"id\": \"8m3FucqTKevX\",\n        \"outputId\": \"a9f3a9bb-d2c5-4f45-be07-e4a31796b01a\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"[Text(0.3333333333333333, 0.9375, 'x[2] <= 2.45\\\\nentropy = 1.58\\\\nsamples = 105\\\\nvalue = [31, 37, 37]'),\\n\",\n              \" Text(0.2222222222222222, 0.8125, 'entropy = 0.0\\\\nsamples = 31\\\\nvalue = [31, 0, 0]'),\\n\",\n              \" Text(0.4444444444444444, 0.8125, 'x[2] <= 4.75\\\\nentropy = 1.0\\\\nsamples = 74\\\\nvalue = [0, 37, 37]'),\\n\",\n              \" Text(0.2222222222222222, 0.6875, 'x[3] <= 1.6\\\\nentropy = 0.196\\\\nsamples = 33\\\\nvalue = [0, 32, 1]'),\\n\",\n              \" Text(0.1111111111111111, 0.5625, 'entropy = 0.0\\\\nsamples = 32\\\\nvalue = [0, 32, 0]'),\\n\",\n              \" Text(0.3333333333333333, 0.5625, 'entropy = 0.0\\\\nsamples = 1\\\\nvalue = [0, 0, 1]'),\\n\",\n              \" Text(0.6666666666666666, 0.6875, 'x[2] <= 5.15\\\\nentropy = 0.535\\\\nsamples = 41\\\\nvalue = [0, 5, 36]'),\\n\",\n              \" Text(0.5555555555555556, 0.5625, 'x[3] <= 1.75\\\\nentropy = 0.918\\\\nsamples = 15\\\\nvalue = [0, 5, 10]'),\\n\",\n              \" Text(0.3333333333333333, 0.4375, 'x[1] <= 2.35\\\\nentropy = 0.918\\\\nsamples = 6\\\\nvalue = [0, 4, 2]'),\\n\",\n              \" Text(0.2222222222222222, 0.3125, 'entropy = 0.0\\\\nsamples = 1\\\\nvalue = [0, 0, 1]'),\\n\",\n              \" Text(0.4444444444444444, 0.3125, 'x[2] <= 5.05\\\\nentropy = 0.722\\\\nsamples = 5\\\\nvalue = [0, 4, 1]'),\\n\",\n              \" Text(0.3333333333333333, 0.1875, 'entropy = 0.0\\\\nsamples = 3\\\\nvalue = [0, 3, 0]'),\\n\",\n              \" Text(0.5555555555555556, 0.1875, 'x[0] <= 6.15\\\\nentropy = 1.0\\\\nsamples = 2\\\\nvalue = [0, 1, 1]'),\\n\",\n              \" Text(0.4444444444444444, 0.0625, 'entropy = 0.0\\\\nsamples = 1\\\\nvalue = [0, 1, 0]'),\\n\",\n              \" Text(0.6666666666666666, 0.0625, 'entropy = 0.0\\\\nsamples = 1\\\\nvalue = [0, 0, 1]'),\\n\",\n              \" Text(0.7777777777777778, 0.4375, 'x[1] <= 3.1\\\\nentropy = 0.503\\\\nsamples = 9\\\\nvalue = [0, 1, 8]'),\\n\",\n              \" Text(0.6666666666666666, 0.3125, 'entropy = 0.0\\\\nsamples = 8\\\\nvalue = [0, 0, 8]'),\\n\",\n              \" Text(0.8888888888888888, 0.3125, 'entropy = 0.0\\\\nsamples = 1\\\\nvalue = [0, 1, 0]'),\\n\",\n              \" Text(0.7777777777777778, 0.5625, 'entropy = 0.0\\\\nsamples = 26\\\\nvalue = [0, 0, 26]')]\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 123\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 2000x2000 with 1 Axes>\"\n            ],\n            \"image/png\": 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NnWgcAAADAi4/STACADDVv3jwdP35cUnS5jnnz5sV60Dhy5Ej98ssvmjFjhiRpwoQJcnFxUbFixVK17tNdGE+/Yd29e3d98cUXypIlizHG29tb/fv3161bt3Tt2jVNmzZNEyZMSNW6yJwOHTqkRYsWSZKyZcumGTNmGH0hnsqfP7++//579enTRyaTSVOnTlWtWrXk7OycqrUfPnyoXr166f79+5KiH95Xr15dS5cuTfLewoULq1WrVqlaP7288sor6tOnj/r06aNr165p/fr12rRpk9ELA8/myZMnWr9+vXGekibVt27d0hdffKGvv/5aVatWlZOTk/Lnzy9bW1vdv39fp06dMpJzUnSiefbs2bH6gAAAAAB4OZCIAABkmMDAQM2fP984/+6772IlIZ768MMPde3aNW3atEkRERGaNWuWvv/++1StvWDBAmMnRPXq1TV27Ng4fSCKFy+uWbNmqVOnToqMjNTq1avVp08flSpVKlVrI3O5f/++Ro0apafVLkePHq1y5crFO9bFxUX9+/fXL7/8ooiICH3yySdas2ZNqno4PHz40EhCSNHljH788cdk3VurVq0XJhERU/ny5fXZZ59pxIgROnbsWKoTky+jffv2GTtocubMGatE07OKiIjQyZMndfLkyQTHvPrqq/r2229VpUqVFK8DAAAA4MVFIgLI5M6dO6eNGzfq2LFjunv3rkJDQ2Vvb69y5cqpcePG6ty5c6KlO9auXasxY8ZIkj766CMNHTpUoaGhWrVqlbZs2SIvLy+FhYWpYMGCqlmzpt5//31VrFgx3rmcnJyS9ZoUux52fDEEBARo9erV2rVrl3x9fRUQEKDChQvH22Ng//792rJli86cOSN/f3+ZTCYVKFBAVatWVfPmzdWiRQtZWVkl+BnEV689JCREq1at0tatW+Xt7a3Q0FA5ODjIxcVFPXr0SPAbzqNGjdJff/0lSfrqq6/UrVu3BNd9KiwsTK6urgoNDZWtra327duXaWqh79y5U2FhYZKk119/XXXr1k1w7ODBg7V582aZzWbt2LFDX3/9dYof3prN5ljfBB48eHCCzajLly+vZs2aafPmzYqKitLGjRtpsg6D2WzW6NGjjQe6TZs2TbKPiZubm44ePapz587Jw8NDkydP1qRJk9Ij3EzH2tpaLi4uGR3GCylmWaY2bdooR44czzzHggULdPr0aZ07d07u7u66f/++Hjx4oPDwcOXKlUuOjo6qVq2amjZtqvr16yf6dy0AAACAzI1EBJBJBQcH64svvtD27dvjXPP395e/v78OHz6sefPmadasWXrttdeSNa+7u7vc3Nzk6ekZ6/Xbt29r/fr12rhxo8aOHavu3btb4F3E7+jRoxoxYoTu3buX6LiAgAB98sknOnLkSJxrvr6+8vX11datW1WpUiXNnj1bRYsWTdb6169f15AhQ+Tl5RXrdR8fH61atUrr1q2Tm5tbvDWwO3fubCQiVq9enaxExLZt2xQaGiopusFtZklCSNLu3buN46S+jVu2bFmVK1dO165d06NHj3Tw4EG99dZbKVr38uXLunPnjiQpb968qlOnTqLjW7Rooc2bN0uKTp6QiMBTVlZWmjdv3jPdY2Njo5UrV1oshmLFiqVZM2NkjGf9mQ4dOvSZ/700d+7cZw0rjtKlS6t06dJ6++23Uz0XAAAAgMyNRASQCQUFBal79+66fv26pOh65a6uripXrpyyZ88uf39//f333/Ly8pKfn5969+6tpUuXqnLlyonO6+fnp379+unu3bsqU6aMXF1dVbBgQd2/f1+7d++Wj4+PTCaTJk2apIoVK+r111+Pdf/Txq2//PKLgoKCYr2WXJ6enlq8eLFCQkKMGAoUKKD79+/HalYaHBysbt266datW5KivzVbp04dValSRTY2Nrpy5Yr279+vyMhIXbp0SV27dtWqVatUuHDhRNcPDg7WoEGD5O3tLUdHRzVp0kSOjo66d++e9u7dKx8fHz158kQzZsyQjY2N+vbtG+v+GjVqqGzZsvLw8NClS5d09erVJOvDx/zWakpqeD/PLl++bBxXr149yfE1atTQtWvXjHtTk4h46vXXX09wN0TMdZ/y8PBQRESE7OzsUrQ2AAAAAADAy4ZEBJAJjRo1ykhCtGnTRuPGjZO9vX2sMSaTSQsXLtTUqVMVHh6u4cOHa+vWrbKxSfhfC6tWrZKNjY2+/PJLdevWLVaJhU8//VTDhw/Xrl27ZDKZNGfOnFi1/yUZD+WXLl1qJCL++6A+KZs2bZK1tbXGjh2rHj16JFjmYfz48UYSokCBAvr5559VrVq1WGM8PDz04YcfytvbW/7+/ho5cqSWLFmS6Pq7d++W2WxWp06dNH78+FjNaEeNGqVp06Zp8eLFkqQffvhB9evXj1MrvkuXLpoyZYqk6CTD2LFjE1zv5s2bOnXqlCSpUKFCqlevXqLxJcbHx0dNmjRJ8f3xSc23sIODg+Xn52ecJ6fvQsmSJY3jGzdupHjtp/98/HfOhOTPn1+5c+dWcHCwnjx5olu3biVYVgywpOvXr2vBggXGeXz/TkkrK1euVHBwsKToPhQAAAAAAKRU4l8BBfDCOXLkiPbu3StJatSokaZNmxYnCSFF7xDo16+fevfuLUn6559/jNIzifn444/VvXv3OAkAOzs7TZo0yeg3cejQIYWEhKTy3cRvwIAB6tmzZ4JJiJs3bxrvxdraWnPmzImThJCiS/3MmzfPSCYcP3483jJOMZnNZtWsWVOTJ0+OlYSQJFtbW40ZM8Z42B8ZGRlv6Yv27dsb36bfuHGjIiIiElxvzZo1xnGnTp2S/Ob+i+RpTX1JypEjh3Lnzp3kPYUKFYr3/mcVs6xXzDmTu3ZSZcEAS7l48aK+//5748+FCxfSbe25c+ca61qijA8AAAAA4OXFjgggk/njjz+M488++yzJxpB9+/bVb7/9Jknas2eP2rdvn+DY/Pnz6/3330/wer58+fTmm29q//79MplMcnd3T1a5nWeRLVs29e/fP9Ex69evl9lsliS99dZbcUpExVS6dGl16dLF2Amxdu3aJBufDhs2LNGEwIgRI4zeB9u3b9fEiRNjNQHNly+fmjVrpk2bNikwMFA7d+5U69at48zz5MkTo6GylZVVqmtw29vbP3MprLT0tO+FpGQ3SY3ZnDrm/alZO7kNr2M2dU/N2gAAAAAAAC8bEhFAJmIymXT8+HFJUuHChVW2bNkk73F0dFT+/PkVEBCQ5DdtXVxckqyLX7p0ae3fv1+SdP/+/WRGnnw1atRQrly5Eh3ztJSRJDVv3jzJOVu2bGkkImLeG58CBQrE6hcQn7Jlyxp9IJ72oKhZs2asMV26dNGmTZskRZdnii8RsW/fPuNb/3Xq1FGxYsWSfC+JyZUr1zOXwkpLjx8/No5tbW2TdU/M37/w8PAUrx3z3uSuHXMHzKNHj1K8NpCUN99887loPr1nz56MDgEAAAAAkEmQiAAyEV9fX6OO9507d565hv2DBw8SvV6kSJEk58iZM6dxHBYW9kzrJ0fp0qWTHOPp6WkcV6hQIcnxlSpVMo59fX0VGRmZ4MPppBpLxxz3tHn2rVu34iQi3nzzTZUqVUqenp46cuSIfHx84iQaYpZleuedd5K17osk5oP9yMjIZN0Ts4xVzB0KzyrmvcldO2biJLm7KAAAAAAAAECPCCBTCQwMTNX9SSUO/tsTIT4xS0GZTKZUxROf5PQRiNlUNV++fEmOz5YtW6zSQE8baccnvn4b8Ym5bkI/l86dO0uK7jsRM+kgRfc/+Pvvv425mjZtmqx1XyQpSVrF3IkQ8/7UrJ3c3Q0xd1GkZm0AAAAAAICXDTsigEwkKirKOHZwcNAHH3yQgdGkjczUrLlTp06aOXOmIiMjtW7dOg0dOtR4f+vWrdOTJ08kxW5unRohISFasWJFqueJKTWlngoWLGgch4WFKTg4OMlE07///hvv/alZO+acyV27QIECKV4bAAAAAADgZUMiAshEYn5b387O7rnqB5Ce8uTJY/RWePDgQZK7IsLDw2N9Iz9v3rwJjk3urpOYZa4S2kWRP39+NWnSRNu2bdOdO3d08OBB1a9fX1LalGUKDAzU999/b5G5nkrN71iePHn0yiuv6O7du5KiS2pVqVIl0Xv++ecf4/jVV19N8dox7/Xy8kpyfEBAgIKDgyVJWbJkUZkyZVK8NgAAAAAAwMsm83y1GICKFCli1K6/c+dOrBJFL5NSpUoZx1euXEly/OXLl43jokWLJtq8+OrVq8mKIea4xPpadO3a1ThevXq1JOnkyZNGn4vXXntN5cqVS9aaL6KY/TlOnz6d5PiTJ08axxUrVkzxujHvPXv2rMxmc6LjYzYxL1u2rEV2qAAAAAAAALws2BEBZCJ2dnaqUaOGDhw4IJPJpC1btujdd9/N6LDisLH5/3/1REVFKUuWLBadv3r16jpx4oQkafv27WrdunWi47du3Rrr3sTcv39fp06dSnSch4eH0aja1tY21sP2/3JxcVHx4sXl7e2tPXv2KCAgwEhISJZtUl2sWDG5u7tbbD5LaNKkifbu3StJ2rZtm3r37p3g2Fu3bunatWuSovt6uLq6pnjdSpUqqVChQvr3338VGBioI0eOqE6dOgmO37Ztm3H81ltvpXhdAAAAAACAlxE7IoBMpmfPnsbxTz/9JD8/v2Tfm9S3wi0lV65cxnFqG2zHp3379kbT7J07d+rs2bMJjvXy8tLKlSuN806dOiU5/8yZMxP9rGbOnGkcN2/ePFYj7P+ysrIymlZHRkbqzz//NB5658iRQ61atUoynhdZ06ZNjc/n9OnTOnLkSIJj58yZY3zuzZo1S/RzTYqVlZXatWtnnP/vf/9L8Gd648YNbd++XVJ0Waa2bdumeF0gPSxevFizZ8/W7NmzMzoUPAfMZrNu3rypjRs36ttvv1WPHj30xhtvyMnJSU5OTmrcuHGaxxASEqLFixere/fucnV1VeXKlVW/fn316dNHq1atUkRERJrHAAAAACBjkYgAMpkGDRqoQYMGkiR/f3+99957On78eILjIyMj9ffff2vgwIHauXNnusQYs77+0aNH02T+Nm3aSJJMJpOGDBmi8+fPxxl38+ZN9e/fX+Hh4ZKkWrVqycXFJdG5raysdPz4cY0bN06PHz+Ode3Jkyf67rvvtGPHDknRuyEGDBiQZLydOnUydon8/PPPevTokSSpdevWypkzZ5L3v8jy5csXq8/EZ599Fm/5q3nz5mnjxo2Soj9XNze3BOccPXq08YBt9OjRCY7r16+f0Q/kxIkTmjx5skwmU6wxvr6+Gjp0qCIjIyVF/6wSK7UFPA9+//13/fTTT/rpp58yOhQ8B7p27aqWLVvq008/1aJFi3TixAmFhoam2/onTpxQmzZtNGXKFJ08eVL+/v6KjIyUn5+fDh06pLFjx+rtt9/WjRs30i0mAAAAAOmP0kxAJjR9+nT17NlTV65cka+vr3r27CknJyfVqFFDDg4OMpvNCgoK0o0bN3T+/Hmjl0SHDh3SJb5GjRoZD5XHjh2rY8eOqUyZMrFKNvXo0SNVa3z11Ve6ePGibt26pXv37qlr166qW7euqlSpoixZssjd3V179+41HjA7ODgkq5FzkyZN5O7urlWrVunAgQNq0qSJXnnlFd2/f1979+6Vt7e3MdbNzU1OTk5Jzung4KBGjRpp586devLkifH6050SmV3//v11+PBhnTp1Sv7+/nrnnXfUuHFjlS9fXo8ePdKBAwdilZQaO3asihcvnup18+bNq2+++UZubm6KiorSkiVL9Pfff6tx48bKkyePbt26pZ07dxqJoVdffVWfffZZqtcFgPT036S5JNnb26fJjsT/unDhggYMGKCwsDBJ0X/fNWvWTAULFpSPj4927Nih4OBgXbt2TR988IFWrFihIkWKpHlcAAAAANIfiQggE8qdO7eWLVumb775RmvWrFFUVJTc3d0T7Q9gb28vBweHdImvRYsWWrFihY4dO6awsDCtWLEizpjUJiJy586tP//8U8OHD9fRo0dlMpl04MABHThwIM7YSpUqadasWSpcuHCy5v3f//6nwYMHy9vbW0uXLo0zJkuWLBoyZEiydkM81aVLl1g7UsqXL69q1aol+/4XWdasWfXzzz9r1KhRRnJo+/btRjmkp7Jly6aRI0datO9J06ZNNX36dH311VcKCgqSl5eXFi1aFGfc66+/rpkzZxo7KADgRVG4cGGVKFFClSpVMv5cv35dvXr1StN1nzx5os8++8xIQrz11luaNm2asmXLZoz57LPPNGjQIJ05c0Z3797VuHHjtGDBgjSNCwAAAEDGIBEBZFLZs2fXxIkT1b9/f61bt07Hjx+Xl5eXAgMDZW1trTx58hgPJlxdXeXi4iI7O7t0iS1LlixasGCBVq5cqR07dujGjRsKCgoydidYSv78+fXbb79p//792rx5s06fPq379+/LZDKpQIECqlKlipo3b66WLVsaPSWSo3z58lq3bp2WL1+u7du3y9vbW2FhYXJwcFDt2rXVs2dPVahQ4ZlidXV1VZEiRXT79m1Jlm1S/SLImzev5s6dq71792rDhg06d+6c7t27p6xZs6pw4cJq0KCBOnfurBIlSlh87ZYtW6pGjRpauXKl9uzZIx8fH4WGhqpgwYJydnZWmzZt1KpVK1lbU80QwItn7ty5GbLu2rVrdevWLUlSyZIlNXXq1FhJCCm6PN/s2bPVunVrBQUF6eDBgzpy5EiSZRIBAAAAvHiszOnVnRYAXlDHjh0zvjnasWNHffvttxZfIzw8XK6urgoODpadnZ0OHDgge3t7i68DwLLOnTunjRs36tixY7p7965CQ0Nlb2+vcuXKqXHjxurcuXOch68xrV27VmPGjJEkffTRRxo6dKhCQ0O1atUqbdmyRV5eXgoLC1PBggVVs2ZNvf/++6pYsWK8cyWnFNxTMXfIxRdDQECAVq9erV27dsnX11cBAQEqXLiw9uzZE2eu/fv3a8uWLTpz5oz8/f2NZG/VqlXVvHlztWjRItFkb3z/jg0JCdGqVau0detWeXt7KzQ0VA4ODnJxcVGPHj3k7Owc71yjRo3SX3/9JSm6RF+3bt2S/CzCwsLk6uqq0NBQ2draat++fSpYsGCS973IYn7mRYsWjffnmlrdunXTqVOnJEkTJkxQ165dExw7ffp0/frrr5LS7u9ZAAAAABmLHREA8BzYuXOngoODJUWXryAJATzfgoOD9cUXX8QpISZJ/v7+8vf31+HDhzVv3jzNmjVLr732WrLmdXd3l5ubmzw9PWO9fvv2ba1fv14bN27U2LFj1b17dwu8i/gdPXpUI0aM0L179xIdFxAQoE8++URHjhyJc83X11e+vr7aunWrKlWqpNmzZ6to0aLJWv/69esaMmSIvLy8Yr3u4+OjVatWad26dXJzc9OHH34Y597OnTsbiYjVq1cnKxGxbds2o3lzw4YNM30SIj0EBATozJkzkiQrKys1b9480fEtWrQwEhG7d++WyWRiFxoAAACQyZCIAIDnQMxeE5bsgQDA8oKCgtS9e3ddv35dUnT/EldXV5UrV07Zs2eXv7+//v77b3l5ecnPz0+9e/fW0qVLVbly5UTn9fPzU79+/XT37l2VKVNGrq6uKliwoO7fv6/du3fLx8dHJpNJkyZNUsWKFfX666/Hun/kyJGSpF9++UVBQUGxXksuT09PLV68WCEhIUYMBQoU0P379+Xh4WGMCw4OVrdu3YzSO9bW1qpTp46qVKkiGxsbXblyRfv371dkZKQuXbqkrl27atWqVUn24gkODtagQYPk7e0tR0dHNWnSRI6Ojrp375727t0rHx8fPXnyRDNmzJCNjY369u0b6/4aNWqobNmy8vDw0KVLl3T16tUEd088tXr1auO4c+fOz/R5IX5Xr16VyWSSJL366qtJJtcrVKignDlzKjQ0VA8fPpSvr6+KFy+eDpECAAAASC8kIgAgg+3cudP45miFChVUq1atDI4IQGJGjRplJCHatGmjcePGxXnQajKZtHDhQk2dOlXh4eEaPny4tm7dKhubhP/Ta9WqVbKxsdGXX36pbt26xSpn9Omnn2r48OHatWuXTCaT5syZo/nz58e6/+lD+aVLlxqJiP8+qE/Kpk2bZG1trbFjx6pHjx4JllQaP368kYQoUKCAfv75Z1WrVi3WGA8PD3344Yfy9vaWv7+/Ro4cqSVLliS6/u7du2U2m9WpUyeNHz9eWbNmNa6NGjVK06ZN0+LFiyVJP/zwg+rXr69y5crFmqNLly6aMmWKpOgkw9ixYxNc7+bNm0b5oEKFCqlevXqJxpcYHx8fNWnSJMX3xydmCa0XydN/PqTo/hBJsba2VrFixYz3e/36dRIRAAAAQCbDnmcASGd+fn76448/tHjxYn3++ecaPny4cW3YsGEZFxiAJB05ckR79+6VJDVq1EjTpk2L99ve1tbW6tevn3r37i1J+ueff7R58+Yk5//444/VvXv3OAkAOzs7TZo0yeg3cejQIYWEhKTy3cRvwIAB6tmzZ4JJiJs3bxrvxdraWnPmzImThJCksmXLat68eUYy4fjx4/GWcYrJbDarZs2amjx5cqwkhCTZ2tpqzJgxxsP+yMjIeBsxt2/fXnZ2dpKkjRs3KiIiIsH11qxZYxx36tSJckAWErOsV6FChZJ1T8zdMkmVBQMAAADw4mFHBACkM09PT02cODHO6++8844aNmyY/gEBSLY//vjDOP7ss88SbcIsRe9I+O233yRJe/bsUfv27RMcmz9/fr3//vsJXs+XL5/efPNN7d+/XyaTSe7u7qpevfqzvYEkZMuWTf379090zPr162U2myVF97T5b4momEqXLq0uXboYOyHWrl0rFxeXROcfNmxYogmBESNGaPfu3ZKk7du3a+LEicqRI4dxPV++fGrWrJk2bdqkwMD/Y+++w6K43reB31QpioAi9oaICtYgiiIIttgVW4yiUWPvGlFj/MZoYonRGFs0JvYajRULdqQIWLCggg0QAWGRIr3tvn/wMr9dgd1FygLen+vKdc3snjnnGVzI7DxzzpOAK1euoH///vn6yc7OxpkzZwDk1jEYNmyY3LgUMTQ0LPJSWJVVXs0NANDV1VXqGOmi7tLHExERERFR5cBEBBGRClWrVg2NGzfG119/jSFDhqg6HCKSQywWw9/fH0Du09tmZmYKjzE1NYWxsTHi4uLw+PFjuW1tbW2FJ/kL06RJE3h4eAAA3r9/r2TkyrO2tkbVqlXltslbygiAwiLEANC3b18hESF9bEFq1KgBa2truW3MzMyEOhB5NSg6duwo02bkyJFwc3MDkLs8U0GJiJs3b0IkEgEAunTpgvr16ys8F3mqVq1a5KWwKqv09HRhW0tLS6ljpGfApKWllXhMRERERESkWkxEEBEp0KlTpxJdp7uk+yOishEREYEPHz4AAKKiomBhYVGk4+Pj4+W+X7duXYV96OvrC9upqalFGl8ZTZo0UdgmNDRU2G7ZsqXC9paWlsJ2REQEsrKyCr05raiwtHS7vOLZISEh+RIRnTp1QuPGjREaGorbt2/j7du3+RIN0ssyDR8+XKlxSTnSsxuysrKUOiYjI0PYVnYWBRERERERVRxcCJeIiIhICQkJCcU6XlHi4OOaCAWRXgpKLBYXK56CVKtWTWGbvGQMkLsMkiI6OjoySyflFdIuSEH1NgoiPW5h/y4jRowAkFt3QjrpAAAikQi3bt0S+urZs6dS45JypBNmys5ukJ5FIX08ERERERFVDpwRQURERKSEnJwcYdvExAQTJkxQYTSlozIVa3Z2dsamTZuQlZWFU6dOYfbs2cL5nTp1CtnZ2QBki1sXR3JyMo4dO1bsfqRV1KWeatasKWy/e/dOqWOk29WoUaPEYyIiIiIiItViIoKIiIhICdJP62tra1fYm8TFZWBgINRWiI+PVzgrIj09XWY2SPXq1Qttq+ysE+llrgqbRWFsbIwePXrg0qVLiIqKgpeXF+zt7QGUzrJMCQkJ+PXXX0ukrzwV9TPWrFkzYTssLExhe7FYjPDwcGHf3Ny8VOIiIiIiIiLVqTyPvRERERGVorp16wpr10dFRcksUfQ5ady4sbD97Nkzhe2fPn0qbNerV09u8eKgoCClYpBuJ6+uxahRo4TtEydOAADu3r0r1Llo164db3qXgpYtWwrLiL169UruclxA7r9nSkoKgNzlwYpbOJyIiIiIiMofzoggIioiJycnREREAACLThN9RrS1tWFtbQ1PT0+IxWJcuHABX331larDykdT8/8u73JycqChoVGi/X/xxRe4c+cOAMDd3R39+/eX2/7ixYsyx8rz/v173Lt3T267V69eCYWqtbS0ZIphf8zW1hYNGjRAeHg4rl+/jri4OCEhAZRsker69evz/wn/n7GxMdq3b4/79+9DLBbj8uXLQs2Ogri7uwvbPXr0qFRLhBERERERUS5e5RMRUbkXFhaGs2fPYvXq1XBxccGXX36JTp06wdLSEtbW1ujXrx8WLVqEq1evyqzjL09OTg6Cg4Nx8uRJrFy5EqNGjULbtm1hYWEBCwsLuLi4lPJZUUUk/bnYunUroqOjlT5WIpGURkj5VK1aVdguboHtggwePFh42v3KlSt48OBBoW3DwsLw77//CvvOzs4K+9+0aZPcn9WmTZuE7T59+sgUwv6YmpqacAM8KysLhw8fxqVLlwAAenp66Nevn8J46NMMHjxY2P77779lilFLi42NxdGjR4X9IUOGlHZoRERERESkAkxEEBFRufftt99i0aJF2LdvH/z9/RESEoKEhARkZ2cjKSkJr169wtmzZzFz5kw4Ozsr9VSyvb09Bg0ahKVLl+LQoUN48OBBoTfKiPI4ODjAwcEBACASiTB69Gj4+/sX2j4rKwu3bt3CtGnTcOXKlTKJsWnTpsK2r69vqfQ/YMAAALlr+8+cOROPHj3K1+7169eYPHmy8HtlY2MDW1tbuX2rqanB398fy5cvR0ZGhsx72dnZWLduHS5fvgwgdzbElClTFMbr7OwszBL5888/kZaWBgDo378/9PX1FR5PsrZs2aJUwnbYsGHCMl6hoaFwdXXN9zc2ISEBc+bMERJmXbp0UfgZISIiIiKiiolLMxERUYVhamqKVq1aoUGDBjA0NISWlhbi4+Px9OlT3LlzBzk5OQgKCsLYsWNx9OhRmJmZFdrXxzc51dTUYGBgoHAtc6INGzbAxcUFz549Q0REBFxcXGBhYQFra2uYmJhAIpEgMTERL1++xKNHj4RaEmX1pLejoyPOnTsHAPjhhx/g5+eHpk2byizZNHbs2GKN8eOPPyIwMBAhISGIjY3FqFGj0LVrV7Ru3RoaGhoIDg7GjRs3kJWVBQAwMTFRqpBzjx49EBwcjOPHj8PT0xM9evRArVq18P79e9y4cUOmoPGcOXNgYWGhsE8TExM4OjriypUryM7OFl6Xt1RQZeLn54dDhw7JvBYXFyezPWfOnHzHrVixAsbGxp88rpaWFtavX49x48YhLS0N7u7uuH//Pvr06YOaNWsiIiIC7u7uwu+HiYkJVq1a9cnjERERERFR+cZEBBERlXuurq6wtLRE3bp1C20TEhKC2bNn48WLF/jw4QN++ukn7N+/v9D2jRs3RsOGDWFpaQkrKytYWlri8uXLWLp0aWmcAlUi1apVw5EjR7B69Wr8999/wjJf8mbiGBoawsTEpEzi+/LLL3Hs2DH4+fkhNTUVx44dy9emuImIatWq4fDhw5g/fz58fX0hFovh6ekJT0/PfG0tLS2xefNm1KlTR6l+t2/fjhkzZiA8PDzfDXQA0NDQwMyZM5WaDZFn5MiRMjNSmjdvjrZt2yp9fEWWd8O/MHlJgo+5uroWKxEBAG3atMHOnTuxaNEiREdHQyQS4eDBg/naNWvWDL///juLVBMRERERVWJMRBARUbnXq1cvhW2aNGmC33//XVgyxt/fH7GxsahZs2aB7aUL1hIVla6uLlatWoXJkyfj1KlT8Pf3R1hYGBISEqCurg4DAwMh0WVnZwdbW1toa2uXSWwaGhr4559/8O+//+Ly5ct4+fIlEhMThdkJJcXY2Bj79u2Dh4cHzp8/j/v37+P9+/cQi8WoUaMGWrdujT59+qBv375CTQllNG/eHKdOncLRo0fh7u6O8PBwpKamwsTEBJ07d4aLiwtatmxZpFjt7OxQt25dREZGAijZItUkX6dOnXD+/HmcOHECly9fxps3b5CYmAgjIyM0a9YMX375JYYOHVpmvx9ERERERKQaapKyqpxIRGUqKCgIJ06cwP379xEeHo6UlBRoamoKN8esra1ha2uLL774osAv/zk5OfD394ePjw8ePHiA0NBQJCQkQE1NDYaGhmjRogXs7e0xbNgw6Orqyo1lyZIlOHXqFABg//796NSpE16+fInDhw/D29sbMTEx0NHRgZmZGb7++mt8+eWXUFf/vxI26enpOHfuHE6fPo2wsDAkJibC1NQU3bt3x7Rp0wq90QwAJ0+eFJ5wnzVrFmbPni0Uxrx69SoiIyORmZmJ2rVro1u3bhg3bhwaNGgg93ycnJwQEREBAErVInj48CHOnTsHPz8/xMTEICUlBYaGhjA3N4eTkxNGjBgBHR0dhf3cvHkTbm5uePz4MWJiYpCRkYEqVaqgRo0aaNy4MTp37owuXbqgVatWCvuqzLp06YL3798DAP79998iPfUs/XmxsbHBgQMHSiVGIvo/fn5+GDduHABg6NChWLt2bYmPkZ6eDjs7OyQlJUFbWxuenp4wNDQs8XGIiIiIiIioYJwRQVTJSCQSbNiwAf/88w/EYrHMezk5ORCJRBCJRLh37x527tyJHTt2wNHRMV8/Tk5OePfuXYFjREdHIzo6Gh4eHtixYwc2b96MDh06KB3j8ePHsXLlSmRmZgqvpaamIi4uDnfu3MG1a9ewfv16qKur4/Xr15g+fTpCQ0Nl+ggPD8eBAwdw/vx57N+/H+bm5kqNfffuXcydOxexsbEyr4eEhCAkJAT//vsvVqxYgaFDhyp9PoVJSkrCsmXLClzyIu/fwcfHB7t27cLmzZvRrl27AvtJTk7G3Llz4eXlle+91NRUpKamIjw8XFgS5f79+59tAdasrCykpqYK+8okeIio8rty5QqSkpIA5M6wYhKCiIiIiIiobDERQVTJHDx4ELt27RL227dvj7Zt28LY2Bg5OTlISEjAy5cvERAQIHPD9mN5hSwbNGgAKysrNGzYEFWrVkVmZiZCQ0Ph5eWF+Ph4iEQiTJo0CSdOnJBbGDjPzZs3sWfPHqirq8PBwQFWVlbQ0NDAw4cP4eHhAQBwc3NDs2bNMGLECEyYMAHv3r1D06ZNYW9vD2NjY0RGRuLixYtITExEXFwc5s2bh9OnT0NLS0vu2JGRkZgxYwYSExPRqFEjdO/eXejv+vXrEIlESE9Px9KlS1GlShX069dPmR95gRITEzFmzBi8ePECQO4NcTs7O5ibm0NXVxcikQi3bt1CWFgYoqOjMX78eBw6dAhWVlb5+lq6dKmQhNDS0oKdnR2aN28u/HvExMQgKCgIgYGByMnJ+eSYK4NDhw4hLS0NAFCzZk00a9ZMxRERUXkgXWviq6++UmEkREREREREnycmIogqmd27dwPIvWG9Y8cO2NnZFdguMzMTN27cKLT475gxYzBs2LBCZxpkZGRgw4YN2LdvH1JTU/Hzzz9jz549SsVnamqKHTt25FtCyM3NDQsXLgQA7NmzBwEBAYiOjsaSJUvwzTffyKwxPmPGDHz11VeIjIzEy5cvcfnyZfTv31/u2KdOnYJEIsH06dMxe/ZsaGhoCO8tWbIEy5Ytw4ULFyCRSLBixQrY2NjIXfZJnsWLFwtJiAEDBmD58uX5nsAVi8XYvXs31q9fj/T0dMyfPx8XL16Epub//WkODw/H5cuXAQD16tXDvn37Cl06KiEhAWfOnFGYkFHExcUF/v7+xepD2po1a+Ds7Fxi/UkTi8X48OEDgoKCcPr0aWEJMABYsGCBzL8xEX2erly5goCAAABAy5YtYWNjo+KIiIiIiIiIPj/qipsQUUURHx8vFOK0s7MrNAkBANra2ujTpw8sLCwKfH/JkiVylzuqUqUKvv/+e2FZJx8fH7x580ZhjBoaGvjzzz8LrGMwYMAAdOnSBUDujAIPDw9MmDABEyZMyFfo1NTUFHPnzhX2827WyyORSDBo0CDMmzcv3w1qPT09rF+/HpaWlsL4n1of4Pbt27hx4wYAwNHREb/99luBy4Coq6vj22+/xfjx4wEAb968wfnz52XaPH36VNgeO3as3PoVhoaGGD9+fKUv+Pnbb7/BwsICFhYWaNmyJTp16oTx48cLSQhdXV2sX78ew4YNU3GkRKQK0dHROHjwIPbu3Yvvv/8e8+fPF96bN2+e6gIjIiIiIiL6jHFGBFElIl0TIm95mtI2YMAA4ab73bt30bBhQ7nte/ToIdzsL0j37t3h4+MDIHdWx5QpUwpt6+TkJGw/e/ZMYaxqampyb0Jpampi7ty5wpinTp2SuYGlrIMHDwrbixYtypdE+dikSZOwb98+AMD169cxePBg4T3ppZbK6t909OjR6N69e4n117p16xLrS5Hhw4fD1dUV1atXL7Mxiah8CQ0NxapVq/K9Pnz48BL920ZERERERETKYyKCqBKpUaMGTExMIBKJ4Ovriz179mDMmDHFfkI+MjISwcHBiI2NRUpKiszN8bCwMGE7JCREYV/yZmkAkHni38rKCkZGRoW2NTAwgKGhIRISEiASiRSObWVlhXr16imMT09PD6mpqYiOjkZkZGShy1cVRCwWC8sa1alTR6m6GaampjA2NkZcXBweP34s816LFi2E7T179qBNmzbo1q2b0vF8iuLUxigL3bt3Fz4X2dnZiI+Px6NHj3D//n2cOHEC9+/fx5IlS+Dg4KDiSIlI1apVq4bGjRvj66+/xpAhQ1QdDhERERER0WeLiQiiSmbKlCn45ZdfAABr164V6kR06NABbdq0QatWrZRaN18sFuP48eM4cOCAUOtAkcTERIVt6tSpI/d9PT09pdvmtU9ISFBqtkDLli0VttHQ0EDz5s3x4MEDALnJlaIkIiIiIvDhwwcAQFRUVKFLXxUmPj5eZr9p06bo1asXrly5gqSkJHz77beoX78+unXrJhQib9y4cZHGqOisra1hbW2d7/UXL15g0aJFePbsGaZOnYpFixZh0qRJKoiQiIqiU6dOCA4OLrf9ERERERERUfExEUFUyYwbNw7p6enYtm0b0tPTkZCQADc3N7i5uQEA9PX10a1bN4wcORJdu3YtsI/MzEzMnj0bN2/eLNLYmZmZCttUqVJF7vvSyxgpaivdXiKRKGxbUJ2GgkjPwlAmuSItISGhSO0/lpqamu+1devWQVdXF+fOnYNEIsHbt29x5MgRHDlyBABQq1Yt9OrVC2PGjFFqBkZlZW5ujn379mHAgAGIiYnB+vXr8cUXX6Bdu3aqDo2IiIiIiIiI6LPGRARRJTRlyhQMHz4cbm5u8PHxwf3794Ub6ikpKbh06RIuXboER0dHbNy4UWYWAgBs375dSELo6upi5MiR6NatGxo3bowaNWqgSpUqwqwKX19fodgyydZ0MDExwYQJE4rdp76+PtavX49p06bBzc0N/v7+ePTokZD4iYmJwaFDh3DkyBFMnz4dc+bMKdZ4Fy5cQFRUVLHjzmNvby+38HlJql69OsaMGYPff/8dEokER44cYSKCiIiIiIiIiEjFmIggqqSMjY0xbtw4jBs3DhKJBC9evIC/vz/c3d2FGgY3btzAjz/+iPXr1wvH5eTkCE/aa2pqYv/+/WjTpk2h4yQlJZXuiZQgZWcrSC+PVNSix9KzLrS1tUt0aSAzMzPMnTsXQO7sk8DAQPj4+MDNzQ0hISEQi8XYtm0b6tSpgxEjRnzyOEeOHBE+IyXByMiozBIRgOwSXE+fPi2zcYmIiIiIiIiIqGDqqg6AiEqfmpoamjdvjrFjx+LAgQPYuHGjsKSRm5ubzA36kJAQYf+LL76Qm4QAgOfPn5dW2CUuKChIYZucnByZmhhNmjQp0hh169aFrq4ugNwaEXn1IkqatrY2OnTogFmzZuHChQsYM2aM8N6hQ4dKZcyKIjs7W9gWi8UqjISIiIiIiIiIiADOiCD6LPXv3x9bt27F69evIRaLERYWJjzJL10TwcTERGFfly5dKq0wS1xgYCCioqLkFsH29vZGSkoKAMDU1LRIhaqB3ASBtbU1PD09IRaLceHCBXz11VfFilsRdXV1zJgxQ0hAvH79ulj9HThwoCTCUplHjx4J27Vr11ZhJET0KZycnBAREQEALDpNRERERERUSTARQUTQ0dERtqWXFlI0g+DYsWMVakaEWCzGpk2bsG7dugLfz8nJwebNm4X9oUOHftI4Li4u8PT0BABs3boVjo6OMDU1VepYiUQiU7D7U+TNyPgcxcTE4OjRo8J+YQXZiYgo18mTJ7F06dJPOnbo0KFYu3ZtkY+bN28eLl68WOx+iIiIiIio4uDSTESVyJ07d/Dtt9/i+vXrQiHjj0kkEuzdu1d4at7IyAhmZmbC+02bNkXNmjUBAC9fvsSWLVtkCjDn9XH06FGsWrWq2DfNy5KamhpOnz6NLVu25FuyJzU1Fa6urnj8+DEAwMDAAGPHjv2kcRwcHODg4AAAEIlEGD16tNyaC1lZWbh16xamTZuGK1euyLz3119/4YcffsDDhw8hkUgKPD49PR2//PKLsG9tbf1JcZdXW7duxdatWxEZGSm33d27d+Hi4iIsLVazZk0MGzasDCIkIvo8yZthWJhLly7JJCGIiIiIiOjzwBkRRJWIWCyGp6cnPD09oa+vj7Zt28Lc3ByGhoYQi8WIiYmBl5eXsOQFAMyfPx+amv/3p0BNTQ2TJ0/GmjVrAOTeBL5w4QK6dOkCExMTvH//Hp6enggJCYGGhgamTp2KHTt2lPm5foqhQ4fi2rVr2Lp1K9zc3NC9e3cYGRnh3bt3uHr1KkQiEYDcn8GPP/6o1NJUhdmwYQNcXFzw7NkzREREwMXFBRYWFrC2toaJiQkkEgkSExPx8uVLPHr0SKglMWTIEJl+MjIycPz4cRw/fhy1atVCmzZt0KRJE1SrVg2pqamIiIjAzZs3haLh2tramD179ifHXR4lJiZi//792LJlCywsLNCyZUvUrl0b+vr6yMzMRFRUFAICAvDq1SvhGD09Pfz2229yi41fuHAh39Ji0r8bL168wJw5c/IdJz1rhoioomvdujVcXV2VahsSEoLjx48DyP1/pbOzc5HGiouLw08//QQA0NLSQlZWVtGCJSIiIiKiCouJCKJKRDqhkJKSAh8fH/j4+BTYVkdHBwsXLsSoUaPyvTd+/Hi8fv0ax44dA5Bbc+DjugN6enpYuXIlatWqVWESEXXr1sW2bdswZ84chIaGYu/evfnaVKlSBf/73/8wYMCAYo1VrVo1HDlyBKtXr8Z///2HnJwcBAcHy13v3NDQMF/yQ0tLS9iOiYnB1atXCz3e1NQUv/32G1q0aFGs2MsbdfX/m7yn6GcIAG3atMHKlSvRsmVLue1evXoFd3f3Qt+Pj4+X+z4RUWVgbm4Oc3NzpdquXLlS2LaxsUGDBg2KNNZPP/2EuLg41KhRA3379sXBgweLdDwREREREVVcTEQQVSJffPEFbt68CU9PT9y/fx/BwcGIjIwUii8bGhqiadOmsLW1hbOzc6F1C9TU1LBy5Ur07NkTR48exaNHj5CQkAB9fX3UqVMHDg4OGDFiBOrXrw8/P7+yPMVi69ixI86cOYMjR47g+vXriIyMRGZmJmrXro1u3bph3LhxaNiwYYmMpauri1WrVmHy5Mk4deoU/P39ERYWhoSEBKirq8PAwAANGzaEpaUl7OzsYGtrC21tbZk+pk2bBgcHB3h7e+PBgwd4/fo1oqOjkZaWBm1tbRgbG6N58+ZwcnLCwIEDK2V9iEWLFqFXr17w8/PD48ePERoaCpFIJPwMqlatikaNGsHKygp9+vRBhw4dVB0yEVGlk5GRgXPnzgn7I0aMKNLxFy9eFGah/fDDDzKz2IiIiIiIqPJTkxS26DgRUSUgXYRz1qxZlW7ZIiJSjaCgIJw4cQL3799HeHg4UlJSoKmpKSQYra2tYWtriy+++CJfghEAcnJy4O/vDx8fHzx48AChoaFISEiAmpoaDA0N0aJFC9jb22PYsGEKE4xLlizBqVOnAAD79+9Hp06d8PLlSxw+fBje3t6IiYmBjo4OzMzM8PXXX+PLL7+UmWmUnp6Oc+fO4fTp0wgLC0NiYiJMTU3RvXt3TJs2TagbVJCC/sbGxsbi6NGjuHr1aoHJXkVP0Ts5OQnLpCmaAQUADx8+xLlz5+Dn54eYmBikpKTA0NAQ5ubmcHJywogRI6Cjo6Own5s3b8LNzQ2PHz9GTEwMMjIyUKVKFdSoUQONGzdG586d0aVLF7Rq1UphX5XR2bNnsWjRIgBA9erV4enpiSpVqih1bFxcHPr374+4uDj06NED27dvx5YtW7B161YALFZNRERERPQ54IwIIiIiIiVJJBJs2LAB//zzT76i9zk5ORCJRBCJRLh37x527tyJHTt2wNHRMV8/Tk5OePfuXYFjREdHIzo6Gh4eHtixYwc2b95cpJk+x48fx8qVK5GZmSm8lpqairi4ONy5cwfXrl3D+vXroa6ujtevX2P69OkIDQ2V6SM8PBwHDhzA+fPnsX//fqWX7rl79y7mzp2L2NhYmddDQkIQEhKCf//9FytWrMDQoUOVPp/CJCUlYdmyZQUuoZb37+Dj44Ndu3Zh8+bNaNeuXYH9JCcnY+7cufDy8sr3XmpqKlJTUxEeHg5PT08AwP3796Gvr1/s+CuaEydOCNsDBw5UOgkBACtWrEBcXByqVauGH3/8sTTCIyIiIiKico6JCCIiIiIlHTx4ELt27RL227dvj7Zt28LY2Bg5OTlISEjAy5cvERAQgNTU1EL7iYuLAwA0aNAAVlZWaNiwIapWrYrMzEyEhobCy8sL8fHxEIlEmDRpEk6cOAEzMzOF8d28eRN79uyBuro6HBwcYGVlBQ0NDTx8+BAeHh4AADc3NzRr1gwjRozAhAkT8O7dOzRt2hT29vYwNjZGZGQkLl68iMTERMTFxWHevHk4ffq0TM2agkRGRmLGjBlITExEo0aN0L17d6G/69evQyQSIT09HUuXLkWVKlXQr18/ZX7kBUpMTMSYMWPw4sULALl1j+zs7GBubg5dXV2IRCLcunULYWFhiI6Oxvjx43Ho0CFYWVnl62vp0qVCEkJLSwt2dnZo3ry58O8RExODoKAgBAYGIicn55NjrsjCw8Ph7+8v7BdlWaYLFy4IyaLFixcXuiwkERERERFVbkxEEBERESlp9+7dAHJvWO/YsQN2dnYFtsvMzMSNGzdQt27dAt8fM2YMhg0bVuhMg4yMDGzYsAH79u1Damoqfv75Z+zZs0ep+ExNTbFjx458Swi5ublh4cKFAIA9e/YgICAA0dHRWLJkCb755huoqakJbWfMmIGvvvoKkZGRePnyJS5fvoz+/fvLHfvUqVOQSCSYPn06Zs+eDQ0NDeG9JUuWYNmyZbhw4QIkEglWrFgBGxsbucs+ybN48WIhCTFgwAAsX74choaGMm3EYjF2796N9evXIz09HfPnz8fFixehqfl/l7/h4eG4fPkyAKBevXrYt29foUtHJSQk4MyZMwoTMoq4uLjI3NQvrjVr1sDZ2bnE+ivIiRMnkLeaq6WlJVq0aKHUce/fvxcKXNva2ha5rgQREREREVUe6oqbEBEREVF8fDwiIyMBAHZ2doUmIQBAW1sbffr0gYWFRYHvL1myRO5yR1WqVMH3338vLOvk4+ODN2/eKIxRQ0MDf/75Z4F1DAYMGIAuXboAyJ1R4OHhgQkTJmDChAkySQgAMDU1xdy5c4X9vJv18kgkEgwaNAjz5s2TSUIAgJ6eHtavXw9LS0th/AMHDijssyC3b9/GjRs3AACOjo747bff8iUhAEBdXR3ffvstxo8fDwB48+YNzp8/L9Pm6dOnwvbYsWPl1q8wNDTE+PHjC6z5UZnl5OTg5MmTwn5Rkgk//fQT4uPjoauri1WrVpVGeEREREREVEFwRgQRERGREqRrQqSlpZXJmAMGDBBuut+9excNGzaU275Hjx7Czf6CdO/eHT4+PgByZ3VMmTKl0LZOTk7C9rNnzxTGqqamhnnz5hX6vqamJubOnSuMeerUKcyfP19hvx87ePCgsL1o0aJ8SZSPTZo0Cfv27QMAXL9+HYMHDxbek15qqaz+TUePHo3u3buXWH+tW7cusb4K4unpiZiYGACArq4uBg4cqNRx0ksyzZs3T2GRciIiIiIiqtyYiCAiIiJSQo0aNWBiYgKRSARfX1/s2bMHY8aMKfYT8pGRkQgODkZsbCxSUlJkbo6HhYUJ2yEhIQr7kjdLA4DMzWArKysYGRkV2tbAwACGhoZISEiASCRSOLaVlRXq1aunMD49PT2kpqYiOjoakZGRhS5fVRCxWCwsa1SnTh2l6maYmprC2NgYcXFxePz4scx70ksM7dmzB23atEG3bt2UjudTFKc2hipIF6nu06cPqlatqvAY6SWZ2rVrh3HjxpVafEREREREVDEwEUFElZqzs3Opr51NRJ+PKVOm4JdffgEArF27VqgT0aFDB7Rp0watWrXKtyxRQcRiMY4fP44DBw4ItQ4USUxMVNimTp06ct/X09NTum1e+4SEBKVmC7Rs2VJhGw0NDTRv3hwPHjwAkJtcKUoiIiIiAh8+fAAAREVFFbr0VWHi4+Nl9ps2bYpevXrhypUrSEpKwrfffov69eujW7duQiHyxo0bF2mMyiQ2NhY3b94U9pVdlmnFihWIj4+HlpYWfvnlF6irczVYIiIiIqLPHRMRREREREoaN24c0tPTsW3bNqSnpyMhIQFubm5wc3MDAOjr66Nbt24YOXIkunbtWmAfmZmZmD17tswNXmVkZmYqbFOlShW570svY6SorXT7vELF8hRUp6Eg0rMwlEmuSEtISChS+4+lpqbme23dunXQ1dXFuXPnIJFI8PbtWxw5cgRHjhwBANSqVQu9evXCmDFjlJqBUZmcPn0aWVlZAIDGjRvD2tpa4THnz58XaopMnz4dzZo1K9UYiYiIiIioYmAigoiIiKgIpkyZguHDh8PNzQ0+Pj64f/++cEM9JSUFly5dwqVLl+Do6IiNGzfKzEIAgO3btwtJCF1dXYwcORLdunVD48aNUaNGDVSpUkWYVeHr6ysUWybZmg4mJiaYMGFCsfvU19fH+vXrMW3aNLi5ucHf3x+PHj0SEj8xMTE4dOgQjhw5gunTp2POnDnFGu/ChQuIiooqdtx57O3t5RY+L47//vtP2B4+fLjC9pmZmcKSTBYWFnJrkBARERER0eeFiQgiIiKiIjI2Nsa4ceMwbtw4SCQSvHjxAv7+/nB3dxdqGNy4cQM//vgj1q9fLxyXk5MjPGmvqamJ/fv3o02bNoWOk5SUVLonUoKUna0gvTxS9erVizSG9KwLbW1tTJo0qUjHy2NmZoa5c+cCyL2hHhgYCB8fH7i5uSEkJARisRjbtm1DnTp1lF6iqCBHjhwRPiMlwcjIqFQSEXfv3sXr168B5H5Whw4dqvCYvFlCABAcHAwrKyulxjp16hROnTol7AcHBxc9YCIiIiIiKte4YCsRERFRMaipqaF58+YYO3YsDhw4gI0bNwpLGrm5ucncoA8JCRH2v/jiC7lJCAB4/vx5aYVd4oKCghS2ycnJkamJ0aRJkyKNUbduXejq6gLIrRGRVy+ipGlra6NDhw6YNWsWLly4gDFjxgjvHTp0qFTGLG+kZ0N0794dNWvWVGE0RERERERU0XFGBNFn6OTJk1i6dCkAYNasWZg9e7aKI/q8+Pn5Ydy4cQW+t2bNGhbX/sw5OTkhIiIi3+s2NjY4cOCACiKiourfvz+2bt2K169fQywWIywsTHiSX7omgomJicK+Ll26VFphlrjAwEBERUXJLYLt7e2NlJQUAICpqWmRClUDuQkCa2treHp6QiwW48KFC/jqq6+KFbci6urqmDFjhpCAyJsl8Kkqwu9xcnKyzGdP2RkgWlpaSs2cAIBnz54JyauGDRviiy++KHqgRERERERUYTARQURUAaSlpeHRo0d4/PgxAgMDERYWhvj4eMTHx0MikcDAwABmZmawsbHBkCFDUK9ePaX6jYuLw5MnT4T/AgMDERkZKby/f/9+dOrUqbROq0iCgoJw4sQJ3L59G+/evYNYLEatWrXQsWNHDB06tFzcxPLw8MDZs2fx8OFDiEQiVKlSBXXq1EH37t0xfPhwNGjQQNUhkgro6OgI29JLCymaQXDs2LEKNSNCLBZj06ZNWLduXYHv5+TkYPPmzcK+sjesP+bi4gJPT08AwNatW+Ho6AhTU1OljpVIJDIFuz9F3oyMyuzChQtCYW9TU1N069ZNqeN0dXWxdu1apdpu2bJF+B344osvlD6OiIiIiIgqJiYiiIhUyMrKCv369RP2W7duXWC7y5cvw9XVtdB+RCIRRCIRfH198eeff2Ly5MmYM2eO3BtuR44cwYoVKz459rIikUjwxx9/4K+//pIpVAsAoaGhCA0NxfHjxzFq1CgsX74cWlpaZR7jhw8fsHjxYly/fl3m9fT0dCQmJiIoKAj79u3D4sWLMXr0aLl9TZs2TagL8OHDB+zYsaPU4qaiuXPnDnbu3Imvv/4adnZ20NbWztdGIpFg3759wlPzRkZGMDMzE95v2rQpatasidjYWLx8+RJbtmzBjBkzhOLUeX0cO3YMP//8M9TU1CCRSEr/5EqAmpoaTp8+jfr162PmzJlQV/+/FUBTU1OxfPlyPH78GABgYGCAsWPHftI4Dg4OcHBwgIeHB0QiEUaPHo21a9fCxsamwPZZWVm4ffs2Dh8+DGdnZ/Tu3Vt476+//sKbN28wYsQItGnTpsC/menp6fjll1+EfWtr60+KuyI5fvy4sD106FCZzycREREREdGnYCKCiEiFzM3Ni1RsVVtbGy1atICZmRlq164NPT09ZGZmIiIiAt7e3oiOjkZWVha2b9+O9+/fY+XKlYX2lZGRke81fX19ZGZmIisr65POpzRs2LABu3btEvY7dOiAjh07QkNDA48ePYK3t7dw4zYtLQ2//vprsZ94LorMzEzMnDlTKD6rpaUFR0dHWFhYIDU1FZ6ennj+/DnS0tKwYsUKaGpqyl3mZOTIkcL227dvmYgoR8RiMTw9PeHp6Ql9fX20bdsW5ubmMDQ0hFgsRkxMDLy8vGSW1po/fz40Nf/vcktNTQ2TJ0/GmjVrAOQ+0X/hwgV06dIFJiYmeP/+PTw9PRESEgINDQ1MnTq1wnwGhg4dimvXrmHr1q1wc3ND9+7dYWRkhHfv3uHq1asQiUQAcn8GP/74o1JLUxVmw4YNcHFxwbNnzxAREQEXFxdYWFjA2toaJiYmkEgkSExMxMuXL/Ho0SOhlsSQIUNk+snIyMDx48dx/Phx1KpVC23atEGTJk1QrVo1pKamIiIiAjdv3hSSg9ra2pV+OcPnz5/j0aNHAHL/rYYPH67iiIiIiIiIqDJgIoKIqAKwsrLCvn370KFDhwKfwgaA7Oxs7N69Gxs2bACQu6zLwIED0bFjxwLb6+vrw8bGBpaWlsJ/TZo0QY8ePQqsUaAKd+/eFZIQGhoaWLt2LQYNGiTTxtvbG7NmzUJqairOnj0LBwcHDBgwoMxi3LVrl5CEMDExwa5du9CyZUvhfVdXV+zcuRMbN24EAKxcuRK2traoX79+mcVIJUM6oZCSkgIfHx/4+PgU2FZHRwcLFy7EqFGj8r03fvx4vH79GseOHQOQW3Pg47oDenp6WLlyJWrVqlVhEhF169bFtm3bMGfOHISGhmLv3r352lSpUgX/+9//iv07Wq1aNRw5cgSrV6/Gf//9h5ycHAQHByM4OLjQYwwNDfMlP6RnUMXExODq1auFHm9qaorffvsNLVq0KFbs5d2JEyeE7U6dOnFJOSIiIiIiKhFMRBARVQBmZmYyy7sURFNTE1OmTEFgYCDc3d0BAOfPny80ETFixAilC5Cqym+//SZsT548OV8SAgC6du2KJUuW4H//+x8AYOPGjejXr5/MsjClJSEhAX///bewv27dOpkkRJ6pU6fi+fPncHNzQ2ZmJjZv3oxff/211OOjkvXFF1/g5s2b8PT0xP379xEcHIzIyEih+LKhoSGaNm0KW1tbODs7F1q3QE1NDStXrkTPnj1x9OhRPHr0CAkJCdDX10edOnXg4OCAESNGoH79+vDz8yvLUyy2jh074syZMzhy5AiuX7+OyMhIZGZmonbt2ujWrRvGjRuHhg0blshYurq6WLVqFSZPnoxTp07B398fYWFhSEhIgLq6OgwMDNCwYUNYWlrCzs4Otra2+RK506ZNg4ODA7y9vfHgwQO8fv0a0dHRSEtLg7a2NoyNjdG8eXM4OTlh4MCBlb4+RGZmJs6ePSvsl/f/RxARERERUcXBRARRKejVqxfevHkDADh58iQsLS0VHhMUFITBgwcDAOrVq4dr167JLC8jkUjw8OFDeHl5ISAgAK9evUJ8fDxycnJgaGgIMzMzdO3aFaNGjUL16tWLfQ4uLi7CU97Xrl1T+PS2k5OT8BS9vCdS83h5eeHSpUu4d+8eRCIRMjIyYGRkhFatWqF3794YNGiQzNPHpLzOnTsLiYi3b9+qOJpP9+bNGwQEBADIveE4ceLEQtsOGzYM27dvx7t37xAREYE7d+6USZHtK1euCAVd27dvj65duxbadsaMGTh//jwkEgkuX76Mn376qdLf1KyM6tSpg5EjR8osofWp7O3tYW9vL7dNp06dFP5NXbt2rdKFfpXpT9rHdU+UUatWLcydOxdz584t8rGfMmbDhg0/eSwAaNmyZYEJxM+RtrY2fH19y2Ss2bNnV/plroiIiIiI6P+U/uOiRJ8h6ae2pZ8slOfMmTMyx3+8xv2YMWMwatQobNmyBV5eXoiKikJ6ejqysrKEIsUbNmyAk5OT3KUlVC06OhouLi6YNGkSjh8/jtevXyMpKQmZmZmIjo7GjRs3sHTpUgwaNAghISGqDrdCSkxMFLYr8o3ua9euCdtdunSRm2DT1NREr169hP0rV66Uamx5pGP88ssv5bY1MzODubk5ACAtLQ1eXl6lGhsRERERERERUXnBRARRKZAuhnn+/Hnk5OTIbZ+Tk4Nz584VeHyeuLg4ALlPmvbq1QvffvstFixYgDlz5mDYsGGoXbs2ACA5ORlz5swRZjOUJ+Hh4RgxYoQQm4GBAfr3749Zs2Zh/vz5GDVqFGrVqgUAePXqFUaPHo3IyEhVhlzhJCQk4Pjx48J+WcwKKC1PnjwRtr/44guF7aXbPHv2rFRi+tjTp08LHL8w1tbWBR5LRERERERERFSZcd0TolLQoEEDdOjQAffv34dIJIK3t7fc5Tdu374NkUgEAGjXrh0aN26cr02/fv3g4OCANm3a5JstAeQmM/IKFefk5GD58uW4dOlSgW1VITMzE3PnzkV0dDSA3GKt8+fPz/fEfmZmJtavX4/9+/cjPj4eixcvxoEDB4o1tvQyUyVhzZo1cHZ2LrH+iisjIwNRUVG4ffs2du3aJSyRZWZmhmHDhqk4uk/38uVLYbtRo0YK20u3kT62tCQlJQmfZwAF/t5+rKxjJCIiIiIiIiIqD5iIIColQ4YMwf379wHkLrskLxEhvSxTXp2Ij82ZM0fueBoaGpg8eTLevXuHgwcPIjQ0FL6+vrC1tf2E6EvemTNnhCfcx4wZg++//77Adtra2li2bBkiIyNx9epV+Pv74+7duzJPkn/uMjIy0KZNG7ltbG1tsXHjxgq9NFNsbKywnTfjRx7pNgkJCcjKyoKWllapxAZASB4CgJ6eHqpVq6bwGOkYpY8nIiIiIiIiIqrMmIggKiV9+/bFzz//jMzMTFy7dg0pKSnQ19fP1y4lJUWo6aClpYV+/foVa9wBAwbg4MGDAIC7d++Wm0TEoUOHAOQmGpQpKjpp0iTh53L9+vViJSJGjx6N7t27f/LxH2vdunWJ9VXSatWqhdWrV6Nbt26qDqXYUlJShG1lEioft0lJSYGhoWFJhyXTfx49PT2ljpGOUfp4IiIiIiIiIqLKjIkIolJiYGAAR0dHuLu7Iy0tDZcvX8bQoUPztbty5QpSU1MBAN27d1fqxqlIJEJQUBCio6ORkpKC7Oxs4T3pQsXlpdhzfHw8goKCAABt2rSRW3Q4T8uWLYXtx48fF2v84iZ3yhtNTU24uroK+6mpqQgLC4OPjw9iYmIwc+ZMDBgwAMuWLSsw+VVRpKenC9va2toK21epUqXQ40tDRkaGsK3szAvp8yjt+IiIiIiIiIiIygsmIohK0ZAhQ+Du7g4gd2mighIR0ssyFVSkWpq7uzv+/vtvPHr0SKnxpZMSqhQcHAyJRAIgd5aGhYVFkY6Pj48vjbAqLA0NDUyaNCnf61lZWdizZw9+//13/PfffwgICMDevXthamqqgiiLT0dHR0jSZWZmKmwvnRjIO740SSc+srKylDpG+jxKOz6isuDs7FyuauYQERERERFR+aSu6gCIKjN7e3sYGxsDAPz8/GQK2wJAdHQ0fH19AQCGhoZwcHAosB+JRILly5djzpw5SichAOVu3paFhISEYh2fdzOa5NPS0sKUKVMwf/58AMDr16/xww8/qDiqTyc9myMtLU1h+4/blPZsEOn+lf2MSsdYkWerEBEREREREREVBWdEEJUiTU1N9O/fHwcOHIBYLMbZs2cxefJk4f1z585BLBYDyF0+qLDlXU6cOIF///1X6HPo0KFwdHREs2bNUKNGDejq6kJDQwMAEB4ejp49e5bymRVNTk6OsG1ubl7gzBB5lCkCLM+FCxcQFRVVrD6k2dvbw9zcvMT6K2nffPMNduzYgZSUFNy6dQvh4eFo0KCBqsMqspo1awoFnd+9ewcrKyu57aUTfdWrVy/VQtV58eVJTU1FUlKSws/qu3fvCjyeiIiIiIiIiKgyYyKCqJQNHjwYBw4cAIB8iQhll2XKOx4Afv/9d/Tu3bvQtklJScWItmB5yyrJI++Jdem6F0ZGRgUuK1Sajhw5An9//xLrz8jIqFwnIrS1tdG0aVOhtsazZ88qZCLCzMwMz549AwCEhYUpbC/dplmzZqUWVx4DAwPUqlULMTExAIDQ0FCFhczfvHkjbJdFjERERERERERE5QGXZiIqZa1btxZuOD5//ly4sfrs2TM8f/4cANCkSRO0bdu2wOPT0tIQHBwMAKhfv77cJETeGCWhKMvOpKamyq1H0bRpU2H7+fPnSiU2qHikZ6FIb1cklpaWwvb9+/cVtr97966w3apVq1KJ6WMVIUYiIiIiIiIiIlXjjAiiMjB48GBs2LABQO4siJYtW8rMhhg8eHChx3748EHYNjExUTjWpUuXihHp/6lRo4awHRoaKrfAtLe3t9yb3XXq1EHTpk3x+vVrJCQkwMvLC926dSuROJUhPaPkc5CSkoJXr14J+7Vr11ZhNJ+uR48eWLduHQDAx8cHHz58gIGBQYFtc3JycPXqVWG/rJYn69GjB27cuAEg93dv/PjxhbYNCQkREoU6Ojqws7MrkxipZJw8eRJLly4FAMyaNQuzZ89WcUSfFz8/P4wbN67A99asWcOC2VSitmzZgq1btxb43rVr11C/fv0yjoiIiIiIqOJjIoKoDAwaNAi///47xGIx3NzcsGDBAri5uQEA1NTUMGjQoEKPNTAwgJqaGiQSCV6/fo3MzExoa2sX2NbT0xM3b94skZiln9a+fPky+vTpU2C7zMzMQr+sSxs7dixWrlwJAFi7di3at2+PqlWrKhWLRCKBmpqaUm0J2LlzJzIyMgDk1kpQVFuhvGrUqBHatWuHBw8eIDU1Fbt378a8efMKbHvy5EmhDki9evXQsWPHMomxZ8+eWL16NVJTU3H//n3cvn0btra2Bbbdtm2bMBuod+/e0NPTK5MYiQgQi8W4ePEi3NzcEBQUhNjYWFStWhX169eHk5MTRowYoZK6LXFxcXjw4AEeP36MJ0+eICoqCvHx8UhISICWlhaMjIxgYWEBBwcHDBgwQOH/N5csWYJTp059UixlldBJS0vDo0eP8PjxYwQGBiIsLAzx8fGIj4+HRCKBgYEBzMzMYGNjgyFDhqBevXpy+5NOEhbV0KFDsXbt2k86loiIiIiIioZLMxGVgdq1a8PGxgYAIBKJsGHDBqEIb8eOHeV+ydbV1RXWnU9MTMTKlSuFm8zSrl69irlz55ZYzD179hQKYF+4cAFXrlzJ1yYhIQGzZ89GUFCQwv5GjBiBli1bAgBevnyJsWPHyj0uPT0d7u7uGDt2LJ48efKJZ1E5JCUlYfz48fDw8EBWVlah7ZKTk7Fu3Trs3LlTeG3ixImlXrRZmouLCywsLGBhYYEtW7YUu7+FCxcK27t27RISeNJu376N1atXC/vz5s0TPrsFyYvPwsICfn5+xYrv45onixYtKvBzvWvXLpw7dw4AoKWlhTlz5hRrXKLPmZWVFVxdXYX/FNVmeffuHcaMGYMFCxbg+vXriIyMRGZmJuLi4vDo0SNs2rQJ/fv3L/D/c6Vtw4YNmD59OrZv3w4PDw88f/4cIpEIWVlZSE1NRUREBK5fv44ff/wRvXr1KrFZjwWpU6dOqfUt7fLlyxg3bhzWr1+Pixcv4unTp4iKikJ6ejoyMjIgEong6+uLzZs3o0+fPvjjjz9KbUnHws65a9euMp+xilhniYiIiIiovOGMCKIyMmTIEPj6+gIA9u3bJ7wub1mmPFOnTsXMmTMBAMePH4eXlxccHBxQu3ZtfPjwAX5+fsLN+lmzZik1Q0ERU1NTjBo1CocPH4ZYLMasWbNgZ2eH9u3bQ01NDSEhIbhx4waSk5MxZMgQ3LlzBxEREYX2p62tje3bt2Ps2LGIiIjAs2fPMHjwYLRr1w5t27ZFjRo1kJWVhYSEBAQHB+Px48dCAezPvaaERCKBr68vfH19Ub16daHuSPXq1aGpqYnExES8fPkSfn5+MkXDnZycFBYGL+iGeFxcnLC9ZcsWHDp0SOb9L7/8Ev369SvmWSnHxsYGEydOxO7du5GdnY2FCxfiyJEjsLa2hoaGBh4+fAhvb2/hMzJgwAAMHDiwTGLLM3nyZPj4+ODevXsQiUQYPnw4nJyc0Lx5c6SlpcHT01Oo8wIAP/zwA29qERWDubm5wr9teRITEzFx4kRhuTodHR306tULTZo0QWJiIq5du4a3b98iISEB8+bNw59//gl7e/vSDL9ABgYGaNWqFRo1aoRatWpBW1sbqampeP36Nby8vJCSkoK4uDjMmzcP69evL/TvXL9+/WBubq7UmB4eHkIytl69eujcuXOJnY8ytLW10aJFC5iZmaF27drQ09NDZmYmIiIi4O3tjejoaGRlZWH79u14//69MKvyY61bt4arq6tSY4aEhOD48eMAcmekFjYDpEOHDujQoYOwf/PmTYSHhxfxDImIiIiISBoTEURlpHfv3li5ciVSU1OFm6Y6Ojr48ssvFR7bs2dPzJs3T3gqMCoqCkePHpVpo6WlhQULFqB3794lkogAAFdXV4SFhcHb2xsA4OXlBS8vL5k2gwYNwqpVq5Q6j7p16+K///7D8uXLhSdPHzx4gAcPHhR6jKmpKapXr/7pJ1EJSC9LlZiYWOC/gzQdHR1MnjwZ06ZNg6am/D/z7u7uct+/c+dOvtfk3eSSThqpq5fMpDtXV1doamrin3/+QU5ODu7evStT9DnP8OHD8eOPP8pdxuvjpJa8mRPKqlKlCv78808sXrwYN27cQFZWFtzd3fP9bHV0dODq6oqvvvqq2GMSkXLWrVsnJCGaNm2KXbt2yazvv3jxYqxatQpHjhxBdnY2Fi9ejCtXrii9dGBxDRkyRJhJVtjfrg8fPmD58uW4dOkSJBIJfvrpJzg6OhYYo729vdKJFOklnJydnctsCUQrKyvs27cPHTp0KHSpyezsbOzevVuor3Xs2DEMHDiwwGX3zM3NlU6+SCczbGxsmBQmIiIiIipDTEQQlRF9fX307NkTZ8+eFV7r2bOn0jc7pk+fDltbWxw4cAD37t1DbGwsdHV1YWpqii5dumD48OFo3rw53r59W2Ix6+rq4u+//8bp06dx5swZBAUFISUlBTVq1ICVlRVGjBiB7t27F6lPIyMjbN26FUFBQThz5gzu3r2LiIgIfPjwARoaGjA0NESjRo3Qpk0b2NnZwcbGpsRuaFdU1apVg6enJ7y9vREQEIDnz5/j7du3SExMhFgshp6eHmrUqAELCwt07twZffv2haGhYZnHKZFI8PLlSwC5yZPC6ooUlZqaGhYuXIj+/fvj+PHjuH37Nt69ewexWIxatWrB2toazs7OsLa2VtjXixcvhO06deqgbdu2JRJj9erVsWPHDty4cQNnz57Fw4cPERsbiypVqqBOnTpwcHDAiBEj0LBhwxIZj4gUe/XqlXCzXUtLC5s3b85XZFhDQwP/+9//EBwcjPv37yMuLg7//PNPiS51KI8y9WwMDAywfv16PHjwAO/evUNSUhJu3bpVrJlpDx8+FP4eqqurY/jw4Z/cV1GZmZnBzMxMbhtNTU1MmTIFgYGBQlL3/Pnzxar/k5GRISyRB+QuGUlERERERGWHiQiiMrR+/XqsX7/+k49v164d2rVrJ7dN/fr1ZZaBKYizs7PSBSnV1dWVan/9+nWl+svTokULtGjRokjHfM5q1aqFoUOHYujQoSXar6LPSlG8fPkS8fHxAHJnADVr1qzE+gZyPzPLly8vVh/SMzwmT55c4vUzHB0d4ejoWKJ9fi569eqFN2/eAMgtPmtpaanwmKCgIGF5u3r16uHatWsyT3VLJBI8fPgQXl5eCAgIwKtXrxAfH4+cnBwYGhrCzMwMXbt2xahRo0pk5pWLiwv8/f0BANeuXct30/tjTk5OwpJ2yvwuenl54dKlS8IyYBkZGTAyMkKrVq3Qu3dvDBo0SOEsqM/JuXPnIBaLAQB9+vQp9Kl5dXV1zJgxA99++y0A4MyZM2WWiFCWtrY22rdvj4sXLwJAsR86yFueCADs7OxQu3btYvVXWjp37iwkIop7zu7u7vjw4QOA3ORx7969ix0fEREREREpj99WiYioROTdgAVyZ/CUR3kxmpiYlOkTwKTYoEGDhGXlzp49q1Qi4syZMzLHf7y0zJgxY3Dv3r0CjxWJREJR3J07d2LdunXo2bNnMc6g9ERHR+O7776T+R2Tfi86Oho3btzA33//jW3btqFJkyYqiLL8uXbtmrDdt29fuW27du0KAwMDfPjwAREREXj69ClatWpV2iEWSWJiorCtq6v7yf2kpqbiwoULwn55/ltYUucMACdOnBC2Bw4ciCpVqhSrPyIiIiIiKhomIoiIVOjFixf4559/hH17e3ul17oub/JmGzg6OqJly5YqjqZgebUlJk2aVG5vQv37779ISkoCAOHp3c/BkCFDhETE+fPn4erqKreGR05OjswyK0OGDMnXJq/weq1atdC2bVs0atQIBgYGyM7OFgrivnv3DsnJyZgzZw727t0LGxubkj2xYgoPD8eYMWMQHR0NIHeZnm7duqFJkybQ0tJCZGQkbty4gZiYGLx69QqjR4/GyZMnUbduXRVHrlqZmZlCbQgAMoWHC6Kuro727dvDw8MDAMpdIuLRo0cyiahOnTp9cl8XL15ESkoKAMDY2BhOTk7Fjq80JCQkyMzcKM45h4eHy/z8uCwTEREREVHZYyKCiEiFAgMDERgYKOwbGRlV2ERE3k3+GTNmqDiSgr169QqxsbEwMjIq1wWjd+zYISzX8zlp0KABOnTogPv370MkEsHb21tu0d3bt29DJBIByF22rnHjxvna9OvXDw4ODmjTpk2BhXhzcnKEgrg5OTlCQeCyKtqrSGZmJubOnSskIcaPH4/58+fnezI8MzMT69evx/79+xEfH4/FixfjwIEDxRpbepmpkrBmzRqllwQsCa9fv0ZOTg6A3OSNsbGxwmOka7jk1btRFYlEgtTUVISFheHKlSvYu3cvsrOzAeQm3Zo3b/7JfUvf3B8yZEiJL1FXHBkZGYiKisLt27exa9cu4W+hmZkZhg0b9sn9njhxAhKJBABgaWnJpSGJiIiIiFSAiQgiIioRXl5eqg5BLjMzsxKtiUElb8iQIbh//z6A3GWX5CUipJdlyqsT8bE5c+bIHU9DQwOTJ0/Gu3fvcPDgQYSGhsLX1xe2trafEH3JO3PmDJ48eQIgd5mp77//vsB22traWLZsGSIjI3H16lX4+/vj7t27ShVwr6zyklQAlK5/UKdOnQKPLyu3bt3C5MmTC31fTU0N48ePh6ur6yeP8erVKwQEBAj7ql6WKSMjA23atJHbxtbWFhs3bvzkpZlycnJw8uRJYZ+zIYiIiIiIVIOJCCKiMtapUyfeEKdCFbXwe2XSt29f/Pzzz8jMzMS1a9eQkpICfX39fO1SUlJw9epVAICWlhb69etXrHEHDBiAgwcPAsid2VNeEhGHDh0CkJtoUKZ48qRJk4Sfy/Xr14uViBg9ejS6d+/+ycd/rHXr1iXWlzLylh4ClK8toKOjU+Dx5UH79u2xZs2aYtf/kK6T0KFDB5iZmRU3tFJTq1YtrF69Gt26dStWP56enoiJiQGQ+1kYOHBgSYRHRERERERFxEQEERERlQsGBgZwdHSEu7s70tLScPnyZQwdOjRfuytXriA1NRUA0L17dxgaGirsWyQSISgoCNHR0UhJSRGWuQFkC+KGhIQU/0RKQHx8PIKCggAAbdq0QfXq1RUeI12b5fHjx8Uav7jJHVVLT08XtpVdeki6boz08WWladOmwmwHsViM5ORkBAcHw8fHBwEBAfj6668xadIkTJo06ZOWD8vKypKZSaTq2RAAoKmpKTPDI285Kh8fH8TExGDmzJkYMGAAli1bVmBSUhnSyZc+ffqgatWqxY6biIiIiIiKjokIIiIiKjeGDBkCd3d3ALlLExWUiJC+mVpQkWpp7u7u+Pvvv/Ho0SOlxpdOSqhScHCwsKb93bt3YWFhUaTj4+PjSyOsCkN6dkNWVpZSx2RkZBR4fFmpX78+Jk2alO/1+Ph4rFq1CufPn8f69evx4MED/PHHH3KLuRfkxo0beP/+PQBAX18fffv2LZG4i0NDQ6PAc87KysKePXvw+++/47///kNAQAD27t0LU1PTIvUfGxuLmzdvCvtclomIiIiISHXUVR0AERERUR57e3uhsLCfn59QqDlPdHQ0fH19AQCGhoZwcHAosB+JRILly5djzpw5SichgNzCz+VBQkJCsY7PmzHyuZJ+ej4tLU2pY6RnQXzq0/elwcjICBs2bBBqply5cgW7d+8ucj/SMwP69+8PPT29EouxpGlpaWHKlCmYP38+gNzi4z/88EOR+zl9+rSQiGrcuPFnXTeFiIiIiEjVOCOCiIiIyg1NTU30798fBw4cgFgsxtmzZ2UK+J47dw5isRhA7vJBhS27c+LECfz7779Cn0OHDoWjoyOaNWuGGjVqQFdXV3iiPDw8HD179izlMyuanJwcYdvc3LzAmSHyVKtWrVjjX7hwAVFRUcXqQ5q9vT3Mzc1LrD9FTExMhO13794pdYx0u5o1a5Z4TMWhpqaG6dOn49atWwCAw4cPyy1s/bHo6Gh4eXkJ+xVlZsA333yDHTt2ICUlBbdu3UJ4eDgaNGig9PH//fefsF0elqIiIiIiIvqcMRFBRERE5crgwYNx4MABAMiXiFB2Waa84wHg999/R+/evQttm5SUVIxoC5a3rJI88p7Ul657YWRkVODyNaXpyJEj8Pf3L7H+jIyMyjQR0aRJE6irq0MsFuPDhw+Ii4sTZtoU5s2bN8J2s2bNSjvEIpOuARIZGYmEhASl6qMAuTfk85JbzZs3R5s2bUojxBKnra2Npk2bCjVPnj17pnQi4u7du3j9+jWA/0tGEhERERGR6nBpJiIiIipXWrduLdwIfv78OZ49ewYg9ybk8+fPAeTeaG7btm2Bx6elpSE4OBhA7rr78pIQeWOUBOnlfBQtjZSamiq3HkXTpk2F7efPnyuV2KD/U6VKFZlkwv379+W2F4vFCAgIEPZbtWpVarF9KulZMgCEmUGKSCQSnDx5UtivaDMDpM/745+BPNKzIbp3717uZrkQEREREX1uOCOCiIiIyp3Bgwdjw4YNAHJnQbRs2VJmNsTgwYMLPfbDhw/CtvQSPYW5dOlSMSL9PzVq1BC2Q0ND5RaY9vb2lntTtU6dOmjatClev36NhIQEeHl5oVu3biUSpzKkZ5RUVE5OTkKS6dKlS3KX37p9+7aQGKpXrx4sLS3LJMaikK51oq2tDSMjI6WO8/X1RXh4uHCcvN+d8iYlJQWvXr0S9mvXrq3UccnJyTK/1xVlKSoiIiIiosqMMyKIiIio3Bk0aBDU1XMvU9zc3JCZmQk3NzcAuevlDxo0qNBjDQwMoKamBiC3yK28AtSenp64efNmicQs/RT95cuXC22XmZmJrVu3Kuxv7NixwvbatWuRnJysdCycQSH7Gbp06ZLMDW1pYrEY27dvlzmuvMnOzsa2bduE/a5duwqfcUWki1T37NlT6eWcyoOdO3ciIyMDAFC9enVYWVkpddyFCxeEWUmmpqZlmsQjIiIiIqKCMRFBRERE5U7t2rVhY2MDABCJRNiwYQNEIhEAoGPHjqhXr16hx+rq6qJ169YAgMTERKxcuVK4mSnt6tWrmDt3bonF3LNnT6EA9oULF3DlypV8bRISEjB79mwEBQUp7G/EiBFCXYCXL19i7Nixco9LT0+Hu7s7xo4diydPnnziWVQeZmZmQh2RrKwszJ49GxERETJtcnJy8Msvv+Du3bsAFNfjOHnyJCwsLGBhYQEnJ6dixefh4YGlS5cq/LcKDw/H1KlThRjV1NTw7bffKjVGYmKizOfwU2YGvH37VjhnCwsLvH37tsh95ElKSsL48ePh4eGBrKysQtslJydj3bp12Llzp/DaxIkTCy1O/7Hjx48L20OHDhV+L4mIiIiISHW4NBMRERGVS0OGDIGvry8AYN++fcLryiwtM3XqVMycORNA7k1JLy8vODg4oHbt2vjw4QP8/PyEG8CzZs1SaoaCIqamphg1ahQOHz4MsViMWbNmwc7ODu3bt4eamhpCQkJw48YNJCcnY8iQIbhz506+G+PStLW1sX37dowdOxYRERF49uwZBg8ejHbt2qFt27aoUaMGsrKykJCQgODgYDx+/FgogM0ZEblcXV0REBCAkJAQvHr1Cv3790fv3r3RuHFjJCYm4vr160KRak1NTaxduxbVqlUrk9iysrJw8uRJnDx5EnXr1kXr1q3RsGFDVKtWDTk5OYiLi8OTJ0/w4MEDmXoQCxYsgLW1tVJjnDt3TkjC1a9fH7a2tqVyLsqSSCTw9fWFr68vqlevLtSDqV69OjQ1NZGYmIiXL1/Cz89Pppi7k5OT0gXbnz9/LixjpaamVuFqYhARERERVVZMRBAREVG51Lt3b6xcuRKpqanCjXUdHR18+eWXCo/t2bMn5s2bhz/++AMSiQRRUVE4evSoTBstLS0sWLAAvXv3LpFEBJB74zssLAze3t4AAC8vL3h5ecm0GTRoEFatWqXUedStWxf//fcfli9fLjzZ/uDBAzx48KDQY0xNTVG9evVPP4lKxMjICLt378aCBQsQEBCAtLQ0mVojeapXr45Vq1ahe/fucvuTTvDkLfv0qaSXVoqMjERkZKTc9qampli6dCn69u2r9BjSyzI5OzsrvZyTtI+TWsWZXSA9fmJiYoG/H9J0dHQwefJkTJs2DZqayn1tkT7nTp06oUGDBp8cLxERERERlRwmIoiIiKhc0tfXR8+ePXH27FnhtZ49e6Jq1apKHT99+nTY2triwIEDuHfvHmJjY6GrqwtTU1N06dIFw4cPR/PmzYu11MzHdHV18ffff+P06dM4c+YMgoKCkJKSgho1asDKygojRoxQeLP7Y0ZGRti6dSuCgoJw5swZ3L17FxEREfjw4QM0NDRgaGiIRo0aoU2bNrCzs4ONjU2xb5JXJnXr1sXhw4dx4cIFuLm5ISgoCLGxsdDX10f9+vXh5OSEkSNHKlXY/OXLl8K2MokkeXr06AE3Nzf4+Pjg0aNHePXqFaKiopCcnAw1NTVUrVoVdevWRYsWLeDo6AgHBwdoa2sr3f+TJ0/w7NkzALlJk2HDhn1SnNLn3K5dO9SpU+eT+gGAatWqwdPTE97e3ggICMDz58/x9u1bJCYmQiwWQ09PDzVq1ICFhQU6d+6Mvn37FqmmRWZmpszfCxapJiIiIiIqP9QknLtPREREROWYn58fxo0bByB3zf+1a9eqJI5hw4YhMDAQurq6uH79OoyNjVUSR1lat24ddu/eDSC3eHRRE2mVgYuLC/z9/QEA165dQ/369VUcERERERFRxcPH5YiIiIiIFEhOThZmGIwcOfKzSEIAwJ07dwAArVq1+iyTEEREREREVDK4NBMRERERVRgvXrzAP//8I+zb29vD3Ny81Me9d+8ecnJyoK2trXTh5IouOTkZT58+BZC71Nnn4v79+wgICBD2o6KiVBgNEREREVHlwEQEEREREVUYgYGBCAwMFPaNjIzKJBGRNzNg2LBhMDU1LfXxyoP79+8jJycH5ubm6NWrl6rDKTPe3t4lVsCeiIiIiIhyMRFBRERERKTAd999h++++07VYZQpe3t7BAcHqzoMIiIiIiKqBFismoiIiIiIiIiIiIiISg2LVRMRERERERERERERUalhIoKIiIiIiIiIiIiIiEoNExFERERERERERERERFRqmIggIiIiIiIiIiIiIqJSw0QEERERERERERERERGVGiYiiIiIiIiIiIiIiIio1DARQUREREREREREREREpYaJCCIiIiIiIiIiIiIiKjVMRBARERERERERERERUalhIoKIiIiIiIiIiIiIiEoNExFERERERERERERERFRqmIggIiIiIiIiIiIiIqJSw0QEERERERERERERERGVGk1VB0BERESUJzIyEvv374efnx/MzMwwYcIEWFpaqjosIvoMicVieHh44NChQ0hMTETfvn0xYsQIVKtWTdWhERERERFVOGoSiUSi6iCIiIjo85aQkIBt27bh8OHDMDExwYIFCzBgwACoq3PyJhGpVlpaGvbu3Yu//voLWlpamDFjBr7++mtoa2urOjQiIiIiogqDiQgiIiJSmczMTBw6dAjbt29HTk4Opk6divHjx0NHR0fVoRERyRCJRNi8eTNOnDiBBg0aYNGiRejZsyfU1NRUHRoRERERUbnHRAQRERGVOYlEAnd3d/z222+IiIjAyJEjMXv2bNSsWVPVoRERyfX8+XOsW7cOXl5esLa2xpIlS9C6dWtVh0VEREREVK4xEUFERERl6uHDh1i7di3u378Pe3t7uLq6wtzcXNVhEREViaenJ3799Vc8f/4cAwcOxIIFC1C3bl1Vh0VEREREVC4xEUFERERlIiIiAhs3boSbmxuaN2+OJUuWoGvXrqoOi4jok2VnZ+PkyZP4448/kJSUhG+++QZTpkxB1apVVR0aEREREVG5wkQEERERlaqkpCTs3LkT+/btQ/Xq1TF37lw4OztDQ0ND1aEREZWI5ORk/P3339izZw/09fUxe/ZsjBgxApqamqoOjYiIiIioXGAigoiIiEpFdnY2jh07hi1btiAtLQ2TJk3CpEmToK+vr+rQiIhKxbt37/D777/j9OnTaNasGVxdXWFvb8+C1kRERET02WMigoiIiEqURCLBzZs38euvvyIkJARDhw7FvHnzYGpqqurQiIjKRGBgINatWwd/f3906dIFixcvRosWLVQdFhERERGRyjARQURERCXm2bNnWLt2LXx9fdG5c2csXrwYrVq1UnVYRERlTiKR4Nq1a1i/fj3CwsIwbNgwzJ07F7Vq1VJ1aEREREREZY6JCCIiIiq26OhobNq0CadOnULjxo3h6uoKR0dHLkdCRJ+9rKwsHD16FFu3bkVmZiYmTZqEiRMnQk9PT9WhERERERGVGSYiiIiI6JOlpqbin3/+wT///AMdHR3Mnj0bI0eOhJaWlqpDIyIqVz58+IA///wTBw4cgJGREebPn48hQ4ZAXV1d1aEREREREZU6JiKIiIioyHJycnDq1Cls2rQJCQkJGD9+PKZNm4Zq1aqpOjQionItPDwcGzZswMWLF9GyZUssXrwYtra2qg6LiIiIiKhUMRFBREREReLj44O1a9ciODgY/fv3x4IFC1C/fn1Vh0VEVKEEBARg7dq1ePDgARwdHbFo0SKYmZmpOiwiIiIiolLBRAQREREp5eXLl/j111/h4eGB9u3bY+nSpWjbtq2qwyIiqrAkEgkuXryIDRs2ICoqCqNGjcLs2bNhbGys6tCIiIiIiEoUExFEREQk1/v377F582YcP34cdevWxXfffYc+ffqwEDURUQnJzMzEgQMH8Oeff0IikWDq1KkYP348qlSpourQiIiIiIhKBBMRREREn4mjR49CW1sbzs7OSrVPT0/Hvn37sHPnTmhoaGDGjBkYM2YMtLW1SzlSIqLPU1xcHLZv344jR47A1NQUCxYsQP/+/ZVO/G7cuBFdu3ZFp06dSjlSIiIiIqKiUVd1AERERFT6AgIC8NNPPyExMVFhW7FYjLNnz6Jv377YvHkzhg0bhsuXL2PChAlMQhARlSJjY2P88MMPOHfuHCwsLLBw4UKMHDkS9+7dU+r40NBQLFiwAHFxcaUcKRERERFR0XBGBBERUSWXlpaGIUOGoHr16jh8+DA0NTULbXv37l2sXbsWjx8/Rq9evfDdd9+hcePGZRcsEREJ/Pz8sG7dOjx58gR9+vTBd999h4YNGxbaPiYmBgMHDoStrS02bdpUdoESERERESnAGRFERESV3IYNG/Du3TusXbu20CREaGgoZs2ahTFjxkAsFuPgwYPYunUrkxBERCrUqVMnnDhxAuvWrcODBw/Qr18/rF27ttDZbbVq1cKPP/6Iixcv4vz582UcLRERERFR4TgjgoiIqBK7ffs2vvnmGyxbtgzjxo3L935CQgK2b9+Ow4cPo2bNmpg/fz4GDhwIdXU+q0BEVJ6kpaVhz5492LVrF7S1tTFjxgyMHj26wCXz5s+fD29vb7i5uaFWrVoqiJaIiIiISBYTEURERJVUcnIyBg4ciPr162Pfvn0yyYXMzEwcPnwY27dvR1ZWFqZOnYpvvvkGOjo6KoyYiIgUEYlE2Lx5M06cOIEGDRpg0aJF6Nmzp0xB6/j4eAwYMABWVlbYsWOH0sWuiYiIiIhKCxMRREREldSyZctw4cIFnDt3DvXr1wcASCQSXL58Gb/99hvevn2LESNGYM6cOahZs6aKoyUioqIIDg7Gr7/+Ci8vL3Ts2BGLFy9G69athfevX7+O6dOn45dffsHw4cNVGCkRERERERMRREREldLNmzcxdepU/PzzzxgxYgQA4NGjR1i7di3u3bsHe3t7uLq6wtzcXMWREhFRcdy6dQu//vorXrx4gYEDB2LBggWoW7cuAGDp0qVwd3fHuXPnUK9ePRVHSkRERESfMyYiiIiIKpn4+HgMHDgQLVu2xF9//YXIyEhs3LgRbm5uaN68OZYsWYKuXbuqOkwiIioh2dnZ+O+///DHH38gOTkZEyZMwOTJkyGRSDBw4EA0atQIe/bsYf0fIiIiIlIZJiKIiIgqmQULFsDLywtHjx7FyZMnsW/fPlSvXh1z586Fs7MzNDQ0VB0iERGVguTkZOzatQt79uxB1apVMWfOHNSvXx+TJk3CDz/8ABcXF1WHSERERESfKSYiiIiIKpELFy5g/vz5cHZ2xs2bN5GamopJkyZh0qRJ0NfXV3V4RERUBqKiovD777/jzJkzaNasGRo0aIDbt2/j9OnTaNKkiarDIyIiIqLPEBMRRERElURMTAy+/PJLAEBKSgoGDRokJCBSU1OF/9LS0pCSkiLzWv369TF06FAVnwERESmSmZmJffv2ITMzE/r6+tDT04Ouri709PSgp6cn89qbN2+wdetW3L17Fzo6OmjUqBFOnTrFmXFEREREVOaYiCAiIqokhgwZgmfPnkFNTQ0AoOh/8RoaGsKNq3bt2mHz5s1lESYRERVDQkICJk6ciJiYGKSkpCAtLU3h33t1dXWIxWIAwNixY7F8+fKyCJWIiIiISMBEBBERUSVx8OBBPHz4EC1bthQSDNJPx0o/Nauvrw9tbW0haUFERBWTWCxGeno60tLSkJqamm/GW95/SUlJePz4MVxcXNCpUydVh01EREREnxkmIoiIiIiIiIiIiIiIqNSoqzoAIiIiIiIiIiIiIiKqvJiIICIiIiIiIiIiIiKiUsNEBBERERERERERERERlRomIoiIiIiIiIiIiIiIqNQwEUFERERERERERERERKWGiQgiIiIiIiIiIiIiIio1TEQQEREREREREREREVGpYSKCiIiIiIiIiIiIiIhKDRMRRERERERERERERERUapiIICIiIiIiIiIiIiKiUsNEBBERERERERERERERlRpNVQdARJWbn58fxo0bV+B7a9asgbOzc5nE4eTkhIiIiHyv29jY4MCBA2USAxERERGpDq9LiYiIiFSHiQgiKnfS0tLw6NEjPH78GIGBgQgLC0N8fDzi4+MhkUhgYGAAMzMz2NjYYMiQIahXr56qQ/7svX37FoGBgXjy5InwX0JCgvB+cHBwmcTh5+cHd3d33LlzBzExMUhJSYGxsTFMTEzQpk0b2NjYwMHBAXp6emUSDxEREVV8cXFx8Pb2hr+/P549e4bw8HAkJydDR0cHNWvWhJWVFfr06QMnJydoavIrtiq5uLjA399f6fZ9+vTB5s2bS2TstLQ0PHv2DE+ePBGui1+/fo2cnBwAwKxZszB79myl+1PluRAREZUGXiURUZmxsrJCv379hP3WrVsX2O7y5ctwdXUttB+RSASRSARfX1/8+eefmDx5MubMmQM1NbVCj5k2bRqSkpIAAB8+fMCOHTs+8SzoY/Pnz8eFCxdUGsObN2/w008/wcvLK9970dHRiI6ORmBgIA4fPow9e/agS5cuKoiSiIiIygtlr0u//fZb+Pj4CDeTpSUnJyM5ORmhoaFwc3NDs2bNsG7dOlhZWckdm9ellc+LFy8wePDgAj8nRERElIuJCCIqM+bm5pg0aZLS7bW1tdGiRQuYmZmhdu3a0NPTQ2ZmJiIiIuDt7Y3o6GhkZWVh+/bteP/+PVauXFloXyNHjhS23759yy98JSgjIyPfa4aGhjIzIkpTUFAQJk6ciPfv3wMADAwMYGtri8aNG0NPTw/v37+HSCTCw4cPERkZWSYxERERUfmm7HWpn5+fcHO5SpUqaNu2LVq0aAFjY2NkZGQgMDAQ3t7eEIvFePnyJVxcXLB37160bdu20D55XVo2pk2bBgMDA7ltmjRpUiJjZWdn50tCaGlpQUtLC6mpqcXuvyzPhYiIqLQwEUFE5Y6VlRX27duHDh06QFtbu8A22dnZ2L17NzZs2AAAOHbsGAYOHIiOHTuWZagEoGbNmnB0dISlpaXwX1ZWFnr06FHqY79//x4TJkxAXFwc1NTUMG3aNEyZMqXQpZdevXoFQ0PDUo+LiIiIKo927dph9OjR6N27d4HXGC9evMCsWbMQGhqK1NRUuLq64ty5c4Vex1LZGDFiBOrXr18mY2loaMhcC1taWsLCwgL/+9//cOrUqWL3X5bnQkREVFqYiCCicsfMzAxmZmZy22hqamLKlCkIDAyEu7s7AOD8+fMVOhHx4cMHXLx4EdbW1grPvzwpaCbK27dvy2TsFStWIC4uDgDw448/YvTo0XLbV6SfKxEREanerl270LlzZ7ltzM3N8ffff2PAgAFIT09HaGgovL294ejoWEZRlryKel2qKs2bN8fJkydVHQYREVG5pq7qAIiofHn+/DnatGkDCwsLtGjRosA196W9fPkSbdu2Fdp7e3uXUaS5pL8YltXN75KUlZWFq1evYs6cOejatSv+97//ITY2VtVhVQhBQUG4fPkyAKBTp04KkxBERERUsZSH61JFSYg8DRo0kEk8BAQEFHvsssbrUiIiIipNTEQQkYzmzZtj6dKlAACJRILFixcLa+9/LCMjA/Pnz0d6ejoAYNKkSejatWuZxQoAiYmJwraurm6Zjl0cAQEBWLFiBezs7DBz5ky4u7sjMzNT1WFVKIcPHxa2mYQgIiKqfCradWmDBg2E7bKqlVUSeF1KREREZYFLMxFRPqNHj4aPjw8uX76M2NhYLF68GLt27YKamppMu9WrV+P58+cAcus6zJs3r0zjTEhIwPHjx4X9Tp06len4RfXmzRucPXsWZ8+eRVhYWL73W7ZsiYEDB8LS0lIF0VU8np6ewnbHjh2RlZWFU6dO4ezZs3j16hWSk5NhZGQEKysrfPnllxgwYADU1Zl/JyIiqkgqynUpAERHRwvbRkZGZT5+UXwO16UrV67Eq1evIBKJoKGhASMjI1haWsLe3h6DBg1ClSpVVB2i0irTuRAR0eeLiQgiKtDPP/+MwMBAREZGwtPTE3v27MHEiROF9y9fvoyjR48CAPT19bFx40ZoaWmVelwZGRmIiorC7du3sWvXLkRERADIXft/2LBhpT5+USUkJODChQs4e/ZsgVP069evjwEDBmDQoEFKrb9rYWFRovFdu3atQha+i4mJQWRkJIDcz19WVhZGjRqFJ0+eyLSLjo5GdHQ0rl27ht27d2Pbtm2oV6+eKkImIiKiT1Rer0ulpaen4+bNm8K+tbV1mY6vjM/tutTDw0NmPzU1FREREbh8+TL++OMP/PLLL3BwcCix8UpTZToXIiL6fDERQUQFql69OtavX49x48YhJycHGzduRKdOnWBpaYnIyEj88MMPQtv//e9/aNSoUanEkZGRgTZt2shtY2tri40bN5abpZkyMzNx8+ZNnDlzBh4eHsjKypJ538jICH379sXAgQPRoUMHFUVZsUk/uaelpYXJkyfjxYsX0NTUhL29PSwtLSGRSBAYGIhbt25BLBbj2bNn+Prrr3Hq1CkYGxurMHoiIiIqivJyXSrPtm3bhCVDGzVqpHRtidL2uV6XNm7cGG3btkX9+vWho6OD+Ph4PHz4EPfv34dEIoFIJMLUqVOxZs0aDB06VNXhylWZzoWIiD5vTEQQUaGsra0xY8YMbNmyBVlZWViwYAFOnDiB7777TviiNXDgQAwZMkQl8dWqVQurV69Gt27dVDK+NIlEgnv37uHs2bO4dOmSTO0KANDT04OTkxMGDhwIOzs7aGp+2p9fV1fXkghXYGhoWKL9lRXpn29CQgISEhJQq1Yt7Nq1Cy1atJBp+/jxY0ybNg2xsbF49+4dVqxYgc2bN5d1yERERFQM5fm61MfHB7t37xb2Fy9eXOYzMqR9ztelgwYNwooVKwqd0fH8+XMsXrwYT58+hUQiwfLly9GqVasSn91REirTuRAREQFMRBCRAjNmzICvry/u3LmD0NBQDBo0SFgSp0GDBlixYkWpjq+pqSnzJSc1NRVhYWHw8fFBTEwMZs6ciQEDBmDZsmXQ19cv1VgK89dff+HYsWN4+/atzOuampro0qULBg4ciJ49e0JPT6/YY02aNKnYfVQGKSkpMvtqamr4448/8iUhAKB169bYsGEDxo8fDyB3+YaQkBA0adKkTGIlIiKikqHq69KCvHr1CnPnzkV2djYAYMyYMejRo0eZx5Hnc78uHTFihNz3mzdvjgMHDuCrr77CixcvkJWVhc2bN2Pbtm1lFKHyKtO5EBERAUxEEJEC6urq+O233zB48GAkJCQIX/Y0NTWxYcMGVK1atVTH19DQKPBLTlZWFvbs2YPff/8d//33HwICArB3716YmpqWajwFOXr0qFCrAgDatGmDwYMHo1+/flwCqJTo6OjI7NvY2MhdTqBz585o164dHjx4AIlEAg8PDyYiiIiIKhhVX5d+LDw8HBMnTsSHDx8AAHZ2dliyZEmZxvAxXpcqVrVqVSxdulSoM+Lh4YHU1NQSSc6Utcp0LkREVPmpqzoAIir/ateujRkzZsi8NnnyZLRt21ZFEeXWBZgyZQrmz58PAHj9+rXM+sCqFB0djYiICLx7907VoVRaH89+UWYdZuk2T58+LfGYiIiIqPSVl+vS8PBwjBs3Trjes7W1xbZt26CtrV2mcSjC69KC2draCktBZWVl4cmTJ6oNqBgq07kQEVHlxhkRRKRQcnIyDhw4IPOal5cXZs6cqdL1bwHgm2++wY4dO5CSkoJbt24hPDwcDRo0KNMYFi5ciOPHj8PPzw9isRjR0dHYvXs3du/eDTMzMwwcOBADBgwokbj++eefEoj4/4waNarMnx4sCSYmJjL7tWvXVniM9GyZ+Pj4Eo+JiIiISl95uC7NS0Lkzcjo3LkzduzYkW/GpirwulQ56urqqF+/PhISEgAAsbGxZTJuaahM50JERJUbExFEpNCKFSsQHh4OIHctfolEgsePH2PTpk1YtGiRSmPT1tZG06ZN8fjxYwDAs2fPyjwR0b9/f/Tv3x/R0dE4e/Yszp49i+fPnwPIXTd406ZN2LRpE9q3b48BAwagb9++qFGjxieN9euvv5Zk6OjTp0+FTEQ0adIEmpqawnrMampqCo9Rpg0RERGVb6q+Lg0LC5OZCdGpU6dyk4QAeF1aFJXp2rAynQsREVVeXJqJiOQ6ffo0zp07BwAwMjLCrl27UKVKFQC5T0H5+PioMjwAQE5OToHbZc3U1BSTJ0/GuXPncObMGUycOFHmyf2AgACsWrUK9vb2+Pbbb3HmzJl8RZdJOdra2mjevLmwr8xyA9JtPvULNxEREamOqq9LQ0JCMHbsWOGaonPnzti5cyd0dXVLddxPwetS+SQSiZDQAoCaNWuqMJriqUznQkRElRtnRBBRocLCwvDTTz8J+2vWrEG3bt3g6uqKVatWQSKRwNXVFWfPnlVZ8buUlBS8evVK2FdmiZ6y0KJFC7Ro0QLfffcdbt++jTNnzuDq1atITU1FdnY2PD094enpCV1dXTg5OWHgwIGws7NTuKRAcHBwGZ1B+derVy+h1sPt27cxffp0ue39/PyE7datW5dqbERERFSyVH1d+vr1a4wbNw4ikQjA/y3HVB6TEB/jdWl+vr6+wlJGWlpaaNWqlWoDKobKdC5ERFS5cUYEERUoKysLCxYsQGpqKgBg7NixcHR0FLadnJwAACKRCEuXLlVZnDt37kRGRgYAoHr16rCyslJZLAXR0NCAnZ0d1q9fD29vb/z666+ws7ODhoYGACAtLQ3nz5/HtGnTYGdnhx9//JHruipp4MCBwhdkf39/BAQEFNrW19dXeF9LS0v4/BIREVH5p+rr0levXskkIbp06VJuZ0LIw+vSXCkpKVi9erWwb2dnB319fRVG9Okq07kQEVHlx0QEERVo48aNCAwMBAA0b94crq6uMu//8ssvqFWrFgDg5s2b2L9/f4mMm5SUhPHjx8PDwwNZWVmFtktOTsa6deuwc+dO4bWJEyeqvHi2PHp6ehg8eDD++ecf3Lx5E4sXL0bLli2F9xMSEnD06FGZGR6fo5MnT8LCwgIWFhZyEwYNGjTA119/DSB3SvrcuXMRFBSUr11gYCAWLlwo7Ds7O6NOnTolHzgRERGVClVdlwLAy5cvZZIQdnZ2+PPPP8tNTYhPVRmvS7/77jvs3bsXcXFxhbbJSyrl1c3Q1NTEvHnzCm2/ZcsW4brUxcWlpEMuVGmcCxERkapxaSYiysfb2xt79uwBAOjo6GDjxo3C+rt5jI2N8euvv2LixIkQi8VYv349bGxs0KJFi2KNLZFI4OvrC19fX1SvXh2tW7dGs2bNUL16dWhqaiIxMREvX76En58f0tLShOOcnJwwadKkYo1dlmrVqoWJEydi4sSJeP78Oc6cOQM3Nzelah2UNy9evMCWLVtkXpP+twGAOXPm5Dtu9uzZMDc3L9bY8+bNQ0BAAB49eoTo6GgMGzYMDg4OwpT0wMBA3Lp1S6gdYmFhgSVLlhRrTCIiIio7qrwu/fDhA8aNG4f3798DyL15/8UXX+DQoUMKj61Tpw769etXrPHLSmW5Lo2Ojsa5c+fw66+/wsrKCi1atICJiQmqVKmC+Ph4PH78GHfv3oVEIgGQW+B51apVxf6c5Nm8eTNevnwp81peAg0ALl68iBcvXsi836xZswKvk1V9LkRERKWBiQgikvH+/XssXrxYuKhdsmRJoTeLbW1tMXnyZOzcuROZmZlYsGAB/vvvv2JNU1dTUxO2ExMT4eXlBS8vr0Lb6+joYPLkyZg2bRo0NSvmn7TmzZtj0aJFWLhwIfz8/FC/fn1Vh1QkcXFxcHd3l9umoPfHjBlT7LH19PSwa9cuLFmyBDdu3EB2djauXbuGa9eu5Wtrb2+PDRs2QE9Pr9jjEhERUelT9XXphw8fhCQEAKSmpuKPP/5Q6lgbG5sKk4iQVtGvSwEgJycHDx8+xMOHDwttU7t2bfz888/o1q1biY17584d+Pv7F/r+q1ev8s0wiY+Pl9unqs6FiIioNFTMu3ZEVCokEgmWLFkiTD3v2bMnRo8eLfeYOXPmwNfXFw8fPsSrV6/wyy+/4Oeff/7kGKpVqwZPT094e3sjICAAz58/x9u3b5GYmAixWAw9PT3UqFEDFhYW6Ny5M/r27QtDQ8NPHq88UVdXh62trarDqHAMDQ2xY8cOeHp64ty5cwgICEBsbCwkEglq1qyJDh06YPDgwejatauqQyUiIiIllYfr0s9ZRbwuXbduHe7du4eHDx/i6dOneP/+PeLj45GSkgJ9fX3UrFkTrVu3hoODA3r16lWul3StTOdCRESUR02S93gJEVEp8PPzw7hx4wAAQ4cOxdq1a1UcEfD27Vv06NEDQO7TagcOHFBxRERERERU2nhdSkRERKQ6LFZNRERERERERERERESlhkszEVGZefHiBf755x9h397evtjFipX177//IikpCUDuer9ERERE9PnidSkRERFR2WIigojKTGBgIAIDA4V9IyOjMvvCt2PHDkRERJTJWERERERUvvG6lIiIiKhscWkmIiIiIiIiIiIiIiIqNSxWTUREREREREREREREpYYzIoiIiIiIiIiIiIiIqNQwEUFERERERERERERERKWGiQgiIiIiIiIiIiIiIio1TEQQEREREREREREREVGpYSKCiIiIiIiIiIiIiIhKDRMRRERERERERERERERUapiIICIiIiIiIiIiIiKiUqOp6gCIqPzbu3cvkpKSAACzZ89WcTRUnnh4eODs2bN4+PAhRCIRqlSpgjp16qB79+4YPnw4GjRoUKLjJSUl4enTpwgMDMSTJ0/w5MkThIWFQSKRAADWrFkDZ2fnIvf78uVL/Pvvv/D390dUVBRSUlJgbGyMxo0bo1evXhg6dCiqVq1a5H5TUlJw8eJFXLt2DS9evMD79++hpqaGmjVrol69erC2tkaXLl3Qvn37IvdNRERE8vEalgpTltewJ0+exNKlS4t0zP3796Gvr1/ge2lpaXj06BEeP36MwMBAhIWFIT4+HvHx8ZBIJDAwMICZmRlsbGwwZMgQ1KtXT+F4W7ZswdatW5WOz9DQEH5+fkq3JyIiAgA1Sd7dGyKiQjg5OSEiIgIAEBwcrOJoqDz48OEDFi9ejOvXrxfaRldXF4sXL8bo0aNLZEwPDw9MnToV8v63VdRERGZmJtatW4dDhw7J7bdOnTpYt24dOnXqpHTfFy5cwJo1axATEyO3nampKW7duqV0v0RERKQcXsPSx1RxDVvSiYgzZ87A1dVVqX60tLQwefJkzJkzB2pqaoW2YyKCiIjKAmdEEBFRkWRmZmLmzJnw9/cHkPsFx9HRERYWFkhNTYWnpyeeP3+OtLQ0rFixApqamhgxYkSxx83KysqXLNDR0QEApKenF7k/sViMefPm4dq1a8JrlpaW6Ny5M6pXrw6RSAQPDw+8efMGUVFRmDp1Knbv3o0OHToo7Hvnzp3YuHGjsN+0aVN07NgRtWrVgkQigUgkQkREBO7du1fkuImIiIio6FR1DSuta9eu6Nq1q8J22traSrVp0aIFzMzMULt2bejp6SEzMxMRERHw9vZGdHQ0srKysH37drx//x4rV65UKsZ+/frByspKbpu8a3AiIqKiYCKCiIiKZNeuXcIXOBMTE+zatQstW7YU3nd1dZW5Eb9y5UrY2tqifv36xRpXW1sb7dq1g5WVFSwtLWFpaYlmzZrhm2++EeIpiiNHjghJCG1tbaxbtw79+vWTabN06VJs374dW7duRVpaGhYuXIiLFy/K/fJ18uRJ4dxNTU3x888/w97evsC2mZmZePLkSZFjJyIiIqKiUdU1rLT27dtj0qRJxerDysoK+/btQ4cOHQpNWGRnZ2P37t3YsGEDAODYsWMYOHAgOnbsqLD/bt26fdJSp0RERIqwWDURESktISEBf//9t7C/bt06mS9weaZOnYoBAwYAyL3Zvnnz5mKPbW9vj2PHjmH58uVwdnaGhYUFNDQ0Prm/v/76S9hesGBBviQEAGhoaGD27NnCuURGRmL//v2F9vnu3TusXr0aAGBsbIxjx44VmoQAchMgrA9BREREVLpUeQ1b0szMzNC5c2e5syY0NTUxZcoU9OnTR3jt/PnzZREeERFRoZiIICpnHj58iJ9//hkDBw5Ep06dYGVlBTs7O0yYMAEHDhxQuATNyZMnYWFhAQsLC2zZsgVAbsHcvXv3YuTIkejUqRNat24NR0dHuLq64unTp4X2lddP3tq60q99/J+iGOLi4vDXX39h5MiR6Nq1K1q2bAknJ6cCx/Xw8MDixYvRu3dvtG/fHm3btoWTkxPmzZuHixcvyl3LHwD8/PyE8ZcsWQIASE5Oxp49ezBy5EjY2tqiTZs26NGjB3744QcEBQUV2tfixYuFvg4fPix33Dypqano0KEDLCwsYGVlhdjYWKWOqwiuXLmC1NRUALlPdMmbWj5jxgxhLdrLly8jLS2tTGJURnBwMN69ewcAqFKlisI1gCdMmCBs//fff4W227Nnj1AUc/HixahTp04JREtERFT+8RqW17DlWWW5hi2qzp07C9tv375VYSRERERcmomo3EhKSsKyZcvg7u6e7z2RSASRSAQfHx/s2rULmzdvRrt27ZTqNzg4GHPmzEFoaKjM65GRkThz5gzOnTuHH374AWPGjCmBsyiYr68vFi5cqPDLTFxcHBYsWIDbt2/ney8iIgIRERG4ePEiLC0tsWXLFtSrV0+p8V+8eIGZM2ciLCxM5vW3b9/i+PHjOHXqFObMmYOpU6fmO3bEiBE4ffo0AODEiRP4+uuvFY536dIlpKSkAAC6d++OmjVrKhVnRSBdT+HLL7+U29bMzAzm5ubCWrteXl7o1atXaYeolPDwcGHbzMxM4Tq3rVq1goaGBnJychAaGorg4OB8Ny/S09Nx8uRJAICBgUGBMyyIiIgqG17D8hq2Iqgs17BFlZiYKGzr6uqqMBIiIiImIojKhcTERIwZMwYvXrwAkFv8y87ODubm5tDV1YVIJMKtW7cQFhaG6OhojB8/HocOHVJYRCw6OhrffvstYmJi0LRpU9jZ2aFmzZp4//49rl27hrdv30IsFuPnn39Gq1at8i0R4+rqCiC38G7eRWzea8oKDQ3F3r17kZycLMRQo0YNvH//Hq9evRLaJSUl4euvv0ZISAgAQF1dHV26dEHr1q2hqamJZ8+ewcPDA1lZWXjy5AlGjRqF48ePK3ziPCkpCdOnT0d4eDhMTU3Ro0cPmJqaIjY2Fjdu3MDbt2+RnZ2NjRs3QlNTM9+ardbW1jAzM8OrV6/w5MkTBAUFoUWLFnLHPHHihLBd0gXuVE366cMvvvhCYXtra2s8f/5cOLa8fImTfiqzSpUqCturq6tDS0sLOTk5AIAnT57kS0Q8ePAAHz58AAC0bdsW2traiIiIwKFDh3Dz5k1ERkZCQ0MDpqamsLGxwVdffaXws0RERFSe8RqW17AVRXm5hr127Rpu3LiBN2/eID09HdWrV0fDhg1hY2OD4cOHo0GDBiUyDpC7HNXx48eF/U6dOil13L///os9e/YInzFDQ0M0bdoUtra2GD58eKVKUBERUdliIoKoHFi8eLHwBW7AgAFYvnw5DA0NZdqIxWLs3r0b69evR3p6OubPn4+LFy9CU7PwX+Pjx49DU1MT//vf//D1118LU4wB4LvvvsP8+fNx9epViMVibNu2TWbdVADCF5pDhw4JX+KKWlzNzc0N6urq+OGHHzB27FiZGKStWLFC+AJXo0YN/Pnnn2jbtq1Mm1evXmHq1KkIDw+HSCSCq6srDhw4IHf8a9euQSKRwNnZGStWrJC56bx48WL89ttv2Lt3LwDg999/h729PczNzWX6GDlyJNasWQMg9wvaDz/8UOh4r1+/xr179wAAtWvXRrdu3eTGJ8/bt2/Ro0ePTz6+IMHBwZ98bFJSEqKjo4X9xo0bKzymUaNGwvbLly8/eeySJv37FRUVpbB9XFycTPIi7/dV2sOHD4Xtxo0b4/z581i+fLnwZGGe5ORkvHr1CkePHsU333wDV1dXqKtzpUQiIqp4eA3La9iC8Bq2cM+ePZPZj42NRWxsLO7fv49du3bBxcUF3333HbS0tD6p/4yMDERFReH27dvYtWuXsDyZmZkZhg0bplQfAQEBMvsxMTGIiYmBr68vtm/fjlmzZmHy5MmF/k4QEREVhnc+iFTs9u3buHHjBgDA0dERv/32W74vcEDu01Xffvstxo8fDwB48+aNUgXH5s6dizFjxuS7UNTW1sbPP/8sLEnj7e2N5OTkYp5NwaZMmQIXF5dCL1Zfv34tnIu6ujq2bduW7wsckHsBvWvXLuGLmL+/f4FT4KVJJBJ07NgRv/zyS74n37W0tLB06VLhi1JWVhZ27NiRr4/BgwcLxeDOnTuHzMzMQseTrh/g7OxcqW4wi0QiYVtPTw/VqlVTeEzt2rULPF7VWrVqJXwe3717h8DAQLntr169KrNf0LlILx0RGBgIV1dXpKSkwMTEBKNGjcL8+fMxYcIEmJmZAcj9bO7ZswcrVqwo3skQERGpAK9heQ1bUZSXa9hq1arB0dERkyZNwoIFCzBjxgx8+eWXMDAwAADk5ORg7969mDZtGrKzs5XqMyMjQ6bmSZs2bdCnTx+sWLFCSELY2tri4MGDSi3NVKNGDfTu3RtTp07FwoULMW3aNDg6Ogq/bxkZGdiwYQOWLVv2iT8FIiL6nHFGBJGKHTx4UNhetGiRwidLJk2ahH379gEArl+/jsGDBxfa1tjYGN98802h7xsZGaFTp07w8PCAWCxGcHCwUlOVi0JHRweTJ0+W2+bMmTNC8b5evXrlm14vrUmTJhg5cqTwFNnJkydha2srt/958+bJ/TK1cOFCYd1Yd3d3rFq1Cnp6esL7RkZG6N27N9zc3JCQkIArV66gf//++frJzs7GmTNnAABqampKP3VUGENDwyIvI1CapJ/sl/75yCP9hefjmQGqZGxsDFtbW/j4+ADIfZpx//79BZ5XREQENm3aJPNaQTc88pZlAv7vSbK+ffti9erVMv26urpi586dQp/Hjh2Dk5MTunfvXsyzIiIiKju8huU1bGF4DSurSZMm2L59O+zt7Quc6ZCcnIytW7diz549AAAvLy9s3rwZCxYsKNa4tWrVwurVq5Wa3dK2bVvs27cPNjY2BX7m4uLi8Msvv8DNzQ1AbuKqbdu2GDVqVLFiJCKizwsTEUQqJBaL4e/vDwCoU6eO8KS0PKampjA2NkZcXBweP34st62tra3wFFRhmjRpAg8PDwDA+/fvlYxcedbW1qhatarcNnnTwAGgT58+Cvvs27ev8CVO+tiC1KhRA9bW1nLbmJmZCWvo5q3f27FjR5k2I0eOFC68T5w4UeCXuJs3bwpPTHXp0gX169dXeC7yVK1atcjLCJSmjIwMYVvZ6eLSnz/ppY3Kg/nz5+POnTvIysrC48ePMWLECMycOROdO3eGgYEBRCIRrl+/jm3btuH9+/eoUqWK8DMo6Fw+/pLavHlzrF+/Pt/PSl1dHdOnT0doaKhQRHLnzp1MRBARUYXBa9hcvIYtGK9hZclLUAG5P68lS5ZAV1cX27dvBwDs3bsXLi4uMDExkXuspqamTNInNTUVYWFh8PHxQUxMDGbOnIkBAwZg2bJl0NfXL7Qfe3t7ueMYGxtjw4YN0NDQEJJWW7ZswdChQxX+rhIREeVhIoJIhSIiIoSnqKOiovIVv1UkPj5e7vt169ZV2If0BWlqamqRxldGkyZNFLaRXtKmZcuWCttbWloKUMdB4QABAABJREFU2xEREcjKyir0S4WyxYBbtGghFB4MCQnJ9yWuU6dOaNy4MUJDQ3H79m28ffs235c06Sntw4cPV2rcikR6WYCsrCyljpFeAiBvSnd50aZNG6xevRrff/89srKy8PLlS8yfP7/Atu3bt4elpaXw9GdBNyY+Pr9JkybJ/bI7depUIREREBCAxMREVK9e/RPPhoiIqOzwGjYXr2ErhopyDTtjxgycOXMGERERyMjIwI0bNzBy5Ei5x2hoaBSY9MnKysKePXvw+++/47///kNAQAD27t0LU1PTYsX4/fff48qVK0hNTYVIJMKdO3fQtWvXYvVJRESfj8qz8CNRBZSQkFCs4xV96fp4PdmCSE+jF4vFxYqnIMqswSq9pI2RkZHC9jo6OjLTqvOKEBakoLWKCyI9bmH/LiNGjACQu2av9Bc2IHft2Fu3bgl99ezZU6lxK5JP+cKflpZW4PHlxaBBg3D06NFCv0Dp6upi4sSJ2Ldvn8xavQV9rj8+v86dO8sdu2nTpqhVqxaA3M/U06dPixo+ERGRSvAaNhevYSuGinINq6WlJfPz/7hodFH7mjJlivCQzevXr+UWK1eWoaEhunTpUiIxEhHR54czIohUKCcnR9g2MTHBhAkTVBhN6ahMhe6cnZ2xadMmZGVl4dSpU5g9e7ZwfqdOnRJuVEsXBiyO5ORkHDt2rNj9SCvONPmaNWsK26mpqUhKSlL4Jf3du3cFHl+eWFlZYffu3YiNjcWDBw8QExMDiUSCunXromPHjsLsh/DwcOGYxo0b5+tHeuq8mpqakGSQp3bt2oiJiQGg+OlQIiKi8oLXsBULr2ErzjVso0aNhO2SWHLsm2++wY4dO5CSkoJbt24hPDwcDRo0KFafDRs2FLZLY1k0IiKqvJiIIFIh6SedtLW1y9VaqmUpbz1+IPdmrKInytLT02WeZpK3nI2yT+xJ3wQu7Ak0Y2Nj9OjRA5cuXUJUVBS8vLyE9VRLY0p7QkICfv311xLpK09xPmMGBgaoVauWcOM8NDQUrVu3lnvMmzdvhO1mzZp98thloWbNmoU+BSiRSBAcHCzst2vXLl8b6fNTU1NTWLQzrx0REVFFw2vYXLyGLRivYcsPbW1tNG3aVKjL8uzZs2InInj9SkREn6ryPOZBVAHVrVsXurq6AHLX15We3v05kX66/NmzZwrbSy9hU69ePbnr8AcFBSkVg3Q7eWsCjxo1Stg+ceIEAODu3bvCGsHt2rWDubm5UmNWRNJrG9+/f19h+7t37wrbrVq1KpWYykJAQABiY2MB5H6Zbdu2bb42VlZWwrZYLBa+7Moj/bRdjRo1SiBSIiKi0sdr2Fy8hq04Kso1rHQCpKSuDaVnMElvf6rSiJGIiD4PnBFBpELa2tqwtraGp6cnxGIxLly4gK+++krVYeWjqfl/fypycnKgoaFRov1/8cUXuHPnDgDA3d0d/fv3l9v+4sWLMsfK8/79e9y7d09uu1evXglF/rS0tGS+qHzM1tYWDRo0QHh4OK5fv464uDjhyxxQsgX+6tevL/MUfnnQo0cP3LhxAwBw6dIljB8/vtC2ISEheP78OYDcNZHt7OzKJMbSsG/fPmHb2dm5wKKFLVq0QMOGDYUvZ7dv38aQIUMK7TMkJATR0dEAcgsNyvvcERERlSe8hs3Fa9iC8Rr202RnZ+Pq1avCfkEPvhRVSkqK8BkBcpcFLY7ExET4+PgI+yURIxERfT44I4JIxVxcXITtrVu3CjcmlSGRSEojpHzy1sgHil+csCCDBw8WpvheuXIFDx48KLRtWFgY/v33X2Hf2dlZYf+bNm2S+7PatGmTsN2nTx+ZIoIfU1NTEwr+ZWVl4fDhw7h06RIAQE9PD/369VMYT0XWs2dP4edz//593L59u9C227ZtE37uvXv3lvtzLc8uXrwo/BtXrVpV7jrY0p/Hf/75B1lZWYW23bFjh7Bta2sr83tGRERU3vEaltewFUlFuIbdsWMH3r59CyA32efo6FjsPnfu3ImMjAwAuUuBSc/g/RRr165FSkoKgNwlv2xsbIodIxERfT6YiCBSMQcHBzg4OAAARCIRRo8eDX9//0LbZ2Vl4datW5g2bRquXLlSJjE2bdpU2Pb19S2V/gcMGAAgd0mbmTNn4tGjR/navX79GpMnT0Z6ejoAwMbGBra2tnL7VlNTg7+/P5YvXy5chOfJzs7GunXrcPnyZQC5T5JNmTJFYbzOzs7CE3Z//vkn0tLSAAD9+/eHvr6+wuMrMiMjI5k1ehctWlTg0gG7du3CuXPnAOT+XOfMmVNon0uWLIGFhQUsLCywZMmSkg9ajr1798osjyQtJycHe/fuxaJFi4TXli1bJvdJsm+++QampqYAgOfPn8PV1VVmLWgg9zO+Y8cOnD59GkBuMcyZM2cW80yIiIjKFq9heQ1bkajqGvbcuXP4/vvvZZbl+lhKSgrWr1+PrVu3Cq+5uLgI15TSkpKSMH78eHh4eMh94CU5ORnr1q3Dzp07hdcmTpxY4HJgf//9N9asWfP/2LvrqKjSNw7gXzoskFKMVZFQbDFQFMHuxK5dwe5A/am7ru7q2q7t6ppr19pioQIK2IqBioCACkMM3TO/PzjcBWEAqSG+n3M8587c977vM4jX585b8PX1lVlfREQEFi5ciLNnzwrvTZ8+HWpqajKvISIi+haXZiIqATZs2IAxY8bgzZs3CAoKwpgxY2BqagoLCwvo6elBKpUiMjISHz58wIsXL4R1eHNa9qUw2djYCAn50qVL4eHhgXr16mWa7j569OgCtfHLL7/Ay8sLvr6+CA0NxbBhw9C+fXs0btwYSkpK8Pb2hrOzs5Bw6+np5WkTvM6dO8Pb2xunTp2Ci4sLOnfuDH19fYSFhcHZ2RkBAQFC2ZkzZ8LU1DTXOvX09GBjY4MbN24gJSVFeD99lFlZ5+DggPv37+Px48cQiUQYMmQIbG1tYWJigvj4eLi4uGSajr906dICb4qXbvny5QgPD8/03vv374XjI0eO4M6dO5nOt2nTBqNGjcq2vn379uGPP/5Ao0aN0LhxY+jr6yM1NRVBQUFwcXERNqAEgLlz5+Y6elFDQwMbN27ETz/9hMTERFy5cgUPHz5Ely5dUL16dYjFYty9ezfTFPkZM2agRYsWef0REBERlRjMYZnDlibyyGGTk5Nx5swZnDlzBjVq1ECTJk1Qu3ZtVKxYEQkJCfD19YWbmxsiIyOFa9q3b485c+ZkW59UKoW7uzvc3d1RpUoVNG7cGPXr10eVKlWgrKws/Hvz8PAQOpoAwNbWVuaG3/Hx8Thw4AAOHDiAevXqoVGjRjA0NESFChUQFxeHd+/e4f79+5nqGzRokMz8moiISBZ2RBCVAJUqVcKxY8ewatUqnDlzBqmpqfD29s5xbVUtLS3o6ekVS3w9evTAiRMn4OHhgbi4OJw4cSJLmYI+xFWqVAlHjx7FnDlz4O7uDolEAhcXF7i4uGQpa25uji1btqB69ep5qnfHjh2YOnUqAgICcOTIkSxllJSUMG3atDyNJEs3dOjQTKP5TExMys0aqWpqati5cycWLlwoPFg7OTnByckpUzl1dXU4OjoW6prR9+7dQ1BQkMzzXl5e8PLyyvRebtPppVIpXr58iZcvX2Z7Xk9PD4sXL8513ed0FhYW2L17NxYtWoSvX79CJBLh2LFjWcqpqalh3rx5Oa5RTEREVJIxh2UOW5rIM4cFgKCgoBzzWBUVFYwbNw6zZs2SuZF5+lJgQNp+Da6urnB1dZVZp7q6OhwcHDB58uRMHXCyfPz4ER8/fpR5XkNDAzNmzMBPP/2Ua11ERETfYkcEUQmhoaGBlStXwsHBAefOnYOnpyf8/f0hFouhqKiIypUro3bt2jA3N4eVlRUsLS2hqqpaLLEpKSnh77//xsmTJ3H9+nV8+PABkZGROU4Hzo+qVavi4MGDuHv3Li5fvownT54gLCwMEokEOjo6aNy4Mbp3746ePXtmSsJzY2JignPnzuH48eNwcnJCQEAA4uLioKenh7Zt22LMmDFo0KDBd8VqZWUFQ0NDfP78GUDhbvBXGlSpUgW7du2Cs7MzLly4gOfPnyM0NBRqamqoXr06rK2tYWdnh9q1a8s71Bz9+eefcHNzw6NHjxAUFITQ0FBIpVLo6OjA2NgYnTt3Rs+ePb97/wZLS0tcvnwZ586dw40bN+Dr64uIiAhUqFABNWvWhJWVFUaOHJntlHsiIqLShDksc9jSpLhz2B49esDAwADPnj3Dy5cvERQUhIiICIjFYigrK6NKlSowNjZGq1atMHDgQOjr6+dYX6VKleDi4gI3Nzc8ffoU7969Q2BgICIjIyGRSKCpqQkdHR2Ympqibdu26NmzJ7S0tHKsc+zYsWjUqBGePXsGLy8vfP36FREREYiKioKqqiq0tLRgZmaGtm3bon///qhSpUqh/GyIiKj8UZAW105hRETFxMPDA2PHjgUADBw4EH/88Ueht5GQkAArKytER0dDVVUVLi4uuSb5RERERESyMIclIiKisoybVRMR5cONGzcQHR0NAOjatSsf4IiIiIioxGMOS0RERPLCjggionzIuE5vYa8fS0RERERUFJjDEhERkbywI4KI6DvduHEDT58+BQA0aNAArVu3lnNEREREREQ5Yw5LRERE8sTNqomIchEcHIwbN24gJSUF7969w4ULF4Rzs2fPll9gREREREQyMIclIiKikoQdEUREufDz88PKlSuzvD9kyBB06tSp+AMiIiIiIsoFc1giIiIqSdgRQUT0HSpVqoQ6depg5MiRGDBggLzDISIiIiLKFXNYIiIikjcFqVQqlXcQRERERERERERERERUNnGzaiIiIiIiIiIiIiIiKjLsiCAiIiIiIiIiIiIioiLDjggiIiIiIiIiIiIiIioy7IggIiIiIiIiIiIiIqIioyzvAIiIShtbW1sEBQUBALy9veUcDRERERFR7pjDEhERkTyxI4KIiEo8f39/PH/+HF5eXnjz5g1EIhEiIiIQExMDDQ0N6Ovrw9zcHN27d4eNjQ2UlJRyrC8+Ph4vXrzAy5cv4eXlBX9/f0RERCAiIgJSqRSVK1eGkZERWrdujQEDBqBGjRrF9EmJiIiIqDwIDg5Gnz59EBUVJbx36NAhtGnTJsfrkpKS8O7dO3h5eeHVq1d49eoV3r17h+TkZADAwIED8ccffxRp7ERERPnBjggiIirx7O3t8enTp2zPRUdHIzo6Gj4+Prhw4QLMzMywdu1amJqayqzv+vXrcHR0lHleJBJBJBLB3d0dO3fuhIODA2bOnAkFBYUCfxYiIiIiol9++SVTJ0RexMTEoG3btkKnAxERUWnCjggiIio1DAwM0LBhQ9SqVQtaWlpQUVFBREQEXr9+jYcPHyI1NRVv377F6NGjcfz4cRgZGeVYn6qqKszMzGBkZIRq1apBU1MTSUlJCAoKgpubG4KDg5GcnIwdO3YgLCwMK1asKKZPSkRERERl1blz5+Ds7AwAUFFRyXPHgkQiyVJWSUkJmpqaiI6OLvQ4iYiIChM7IoiIqMRzdHSEubk5DA0NZZbx9fXFjBkz8P79e0RFReHXX3/FoUOHsi3bqFEjHDx4EC1atICqqmq2ZVJSUrBv3z5s2LABAHDixAn07dsXrVq1KvgHIiIiIqJyKTg4GKtWrQIADB48GO7u7sLeHblRVFSEiYkJzM3NhT8NGjTA3r17sW3btqIMm4iIqMDYEUFERCVe165dcy1Tt25dbNq0CX369AEAeHp6IjQ0FLq6ulnKGhkZ5TpbQllZGRMnToSXlxecnJwAAJcvX2ZHBBERERHl27JlyxAVFQU9PT0sWrQIAwYMyPO1FStWxMWLF4suOCIioiLEjgiiMurt27c4ffo0njx5goCAAMTGxkJZWRmVK1dG7dq1YWFhAUtLS7Rs2TLbEeGpqanw9PTE/fv38ezZM/j5+UEsFkNBQQFaWlowMzNDx44dMXjwYGhoaOQYy6JFi3Du3DkA/23A9uHDBxw9ehRubm4ICQmBuro6jIyMMHLkSPTo0QOKiorC9QkJCbh48SL+/fdf+Pv7IzIyEgYGBujUqRMmT56c7RfN6c6ePYvFixcDAKZPn44ZM2YgNDQUx48fx82bN/H582ckJSWhWrVq6NChA8aOHYtatWrl50cu0/Pnz3Hx4kV4eHggJCQEsbGx0NLSgrGxMWxtbWFnZwd1dfVc67lz5w4uXbqEly9fIiQkBImJiVBTU4OOjg7q1KmDtm3bol27dmjYsGGhxl+aGBsbQ0dHB2FhYZBKpQgKCsrx9yMv2rZtK3REBAYGFkaYREREJANz2DTMYcums2fP4u7duwCA5cuXo3LlynKOiIiIqPiwI4KojJFKpdiwYQP+/vtvSCSSTOdSU1OFTXgfP36M3bt3Y9euXbCxsclSj62tLb5+/ZptG8HBwQgODsbdu3exa9cubNmyBS1atMhzjKdOncKKFSuQlJQkvBcXF4fw8HA8fPgQt27dwrp166CoqIiPHz9iypQp8PPzy1RHQEAADh8+jMuXL+PQoUMwNjbOU9uPHj3CrFmzEBoamul9X19f+Pr64uTJk1i+fDkGDhyY588jS3R0NJYsWSJ8iZ1R+t/D/fv3sWfPHmzZsgXNmjXLtp6YmBjMmjULrq6uWc7FxcUhLi4OAQEBcHFxAQA8efIEFSpUKHD8pVFycjLi4uKE13l5OM5NZGSkcJzbFxZERESUP8xhc8YctvQLDg7G6tWrAQA9evRAly5d5BwRERFR8WJHBFEZ888//2DPnj3C6+bNm6Np06aoWrUqUlNTIRaL8eHDBzx9+jTTF7bfCg8PBwDUqlULjRo1Qu3atVGxYkUkJSXBz88Prq6uiIiIgEgkwoQJE3D69Olcl7oB0kZE7d+/H4qKirC2tkajRo2gpKSE58+fC6ODLl26hPr168POzg4//vgjvn79inr16qFjx46oWrUqPn/+jKtXryIyMhLh4eGYPXs2/v33X6ioqOTY9ufPnzF16lRERkbihx9+QKdOnYT6bt++DZFIhISEBCxevBhqamro1atXXn7k2YqMjMSoUaPw/v17AGlfiFtZWcHY2BgaGhoQiUS4d+8e/P39ERwcjHHjxuHIkSNo1KhRlroWL14sPMCpqKjAysoKJiYmwt9HSEgI3r59Cy8vL6SmpuY75rLgyJEjiI+PBwDo6uqifv36BapPLBbj1KlTwus2bdoUqD4iIiLKHnNY2ZjDlg3pSzJpaWnh559/lnc4RERExY4dEURlzL59+wCkJfu7du2ClZVVtuWSkpLg7Owsc/PfUaNGYfDgwTJHaSUmJmLDhg04ePAg4uLi8Ntvv2H//v15is/AwAC7du3KMv360qVLmDdvHgBg//79ePr0KYKDg7Fo0SKMHz8eCgoKQtmpU6di+PDh+Pz5Mz58+IDr16+jd+/eObZ97tw5SKVSTJkyBTNmzICSkpJwbtGiRViyZAmuXLkCqVSK5cuXo3Xr1vle1mfhwoXCA1yfPn2wbNkyaGlpZSojkUiwb98+rFu3DgkJCZgzZw6uXr0KZeX/bs0BAQG4fv06AKBGjRo4ePCgzGn3YrEY58+fz/VhNjdjxoyBp6dngerIaPXq1Rg0aFCh1ZeRRCJBVFQU3r59i3///VdYPgEA5s6dm+nvOK8SExPx5csXPHjwAHv27BE2DzQyMsLgwYMLLXYiIiL6D3NY2ZjD5k1JzmHPnDkjdFgtXrwYOjo6hVIvERFRaaKYexEiKi0iIiLw+fNnAICVlZXMBzgAUFVVRffu3WFqaprt+UWLFuU4VVxNTQ3/+9//hCnx9+/fx6dPn3KNUUlJCTt37sx2Ddg+ffqgXbt2ANJGY929exc//vgjfvzxx0wPcABgYGCAWbNmCa/TH3RyIpVK0a9fP8yePTvLF9SamppYt24dzM3NhfYPHz6ca53ZefDgAZydnQEANjY2WL9+fZYHOABQVFSEvb09xo0bBwD49OkTLl++nKnM69evhePRo0fnuPavlpYWxo0bl+16yWXJ+vXrYWpqClNTUzRo0ABt2rTBuHHjhE4IDQ0NrFu3Ls+dBomJiUJ9pqamaNKkCbp3747ly5cLnRCWlpb4559/uDQTERFREWAOmzPmsKVbxiWZOnbs+F2bUxMREZUlnBFBVIZkXE83fXmaotanTx/hgeXRo0eoXbt2juU7d+4sPChlp1OnTrh//z6AtBFxEydOlFnW1tZWOH7z5k2usSooKGD27NkyzysrK2PWrFlCm+fOncOcOXNyrfdb//zzj3C8YMGCLA+g35owYQIOHjwIALh9+zb69+8vnMs4Tb24/k5HjBiBTp06FVp9jRs3LrS6cjNkyBA4OjqiSpUqhVKfvr4+Vq1ahQ4dOhRKfURERJQVc9icMYfNm5Kawy5duhTR0dGoUKECfv3110Kpk4iIqDRiRwRRGaKjowM9PT2IRCK4u7tj//79GDVqVIFHF33+/Bne3t4IDQ1FbGxspgcLf39/4djX1zfXunIa4QYg02ipRo0aQVtbW2bZypUrQ0tLC2KxGCKRKNe2GzVqhBo1auQan6amJuLi4hAcHIzPnz/LnPqfHYlEIkwJr169ep7WHDYwMEDVqlURHh6Oly9fZjpnZmYmHO/fvx9NmjQp8i/FC7KucHHo1KmT8HuRkpKCiIgIvHjxAk+ePMHp06fx5MkTLFq0CNbW1nmqT1lZGY6OjsLruLg4+Pv74/79+wgJCcG0adPQp08fLFmypExvoEhERCQvzGFzxhw2b0piDnv69Gncu3cPADBv3rzv+jshIiIqa9gRQVTGTJw4Eb///jsA4I8//hDW2G3RogWaNGmChg0b5mndfIlEglOnTuHw4cPCOrG5iYyMzLVM9erVczyvqamZ57Lp5cVicZ5GWjVo0CDXMkpKSjAxMcGzZ88ApD2Yfs8DQ1BQEKKiogAAX758kblsgCwRERGZXterVw9du3bFjRs3EB0dDXt7e9SsWRMdOnQQNnGsU6fOd7VR2llYWMDCwiLL++/fv8eCBQvw5s0bTJo0CQsWLMCECRNyrU9JSSnbcsnJydi/fz82bdqEM2fO4OnTpzhw4AAMDAwK5XMQERHRf5jDysYctnT6+vUr/vjjDwBp+evIkSPlHBEREZF8sSOCqIwZO3YsEhISsH37diQkJEAsFuPSpUu4dOkSAKBChQro0KEDhg4divbt22dbR1JSEmbMmIE7d+58V9tJSUm5llFTU8vxfMYp4LmVzVheKpXmWja7NW6zk3EEW14eTDMSi8XfVf5bcXFxWd5bs2YNNDQ0cPHiRUilUgQGBuLYsWM4duwYgLTlg7p27YpRo0blafRaWWVsbIyDBw+iT58+CAkJwbp169CyZUs0a9YsX/VlXFZhw4YN+PjxI5YuXYo9e/YUYtREREQEMIfNCXPY0il9SSY1NTX8/vvvuS51RUREVNaxI4KoDJo4cSKGDBmCS5cu4f79+3jy5InwMBIbG4tr167h2rVrsLGxwcaNGzON4AKAHTt2CA9wGhoaGDp0KDp06IA6depAR0cHampqwog0d3d3YaM6yrwerp6eHn788ccC11mhQgWsW7cOkydPxqVLl+Dp6YkXL14ID80hISE4cuQIjh07hilTpmDmzJkFau/KlSv48uVLgeNO17Fjxxw3jSxMVapUwahRo7Bp0yZIpVIcO3Ys3x0R6caPH49du3YhNjYW9+7dQ0BAQI4bLhIREVH+MIeVH+awWRUkh3VycoKLiwsAYPr06WV+9gcREVFesCOCqIyqWrUqxo4di7Fjx0IqleL9+/fw9PSEk5OTsP6rs7MzfvnlF6xbt064LjU1VRilpKysjEOHDqFJkyYy24mOji7aD1KI8jrSK+PU8u/d9DjjiDVVVdU8LQ2UV0ZGRpg1axaAtJF7Xl5euH//Pi5dugRfX19IJBJs374d1atXh52dXb7bOXbsmPA7Uhi0tbWLrSMCyLx8wevXrwtcn6qqKurVqyesffzmzRt2RBARERUR5rBZMYfNm5KUw2bsENmwYQM2bNiQp+vGjh0rHA8cOFBY2omIiKgsUJR3AERU9BQUFGBiYoLRo0fj8OHD2LhxozA1+NKlS5kebnx9fYXXLVu2zPEBDgDevXtXVGEXurdv3+ZaJjU1NdN6wnXr1v2uNgwNDaGhoQEg7QEkfa3dwqaqqooWLVpg+vTpuHLlCkaNGiWcO3LkSJG0WVqkpKQIxxKJpFDqzDhKMOMxERERFR3msGmYwxIREVFZwBkRROVQ7969sW3bNnz8+BESiQT+/v7CKKiM68nq6enlWte1a9eKKsxC5+XlhS9fvuS4gaCbmxtiY2MBAAYGBt+1yR+Q9nBlYWEBFxcXSCQSXLlyBcOHDy9Q3LlRVFTE1KlThYe3jx8/Fqi+w4cPF0ZYcvPixQvhuFq1agWuLzY2Fj4+PoVaJxEREX0/5rDMYXNSknLY+vXrY+DAgXkq6+TkJOyxYWVlJfz+tmzZssjiIyIikgd2RBAR1NXVheOM07JzG3114sSJUjWaTCKRYPPmzVizZk2251NTU7FlyxbhdV4fHr41ZswYYU3Ybdu2wcbGBgYGBnm6ViqVFngju/TRbOVRSEgIjh8/LryWtZnl99i9ezcSExMBpC1z0KhRowLXSURERAXHHDYNc9iSx8rKClZWVnkq6+npKXRETJw4EW3atCnK0IiIiOSGSzMRlSEPHz6Evb09bt++LWwC9y2pVIoDBw4II460tbVhZGQknK9Xrx50dXUBAB8+fMDWrVuzLEUjlUpx/PhxrFy5ssAPHMVJQUEB//77L7Zu3ZplyZ64uDg4OjoK+wBUrlwZo0ePzlc71tbWsLa2BgCIRCKMGDEix/Vqk5OTce/ePUyePBk3btzIdO6vv/7C0qVL8fz5c0il0myvT0hIwO+//y68trCwyFfcJdW2bduwbds2fP78Ocdyjx49wpgxY4RlGXR1dTF48OAs5aKjozFu3DjcvXsXycnJMuuLiYnBmjVrsHv3buG9n376CSoqKvn7IERERJQt5rA5Yw5LREREZQFnRBCVIRKJBC4uLnBxcUGFChXQtGlTGBsbQ0tLCxKJBCEhIXB1dUVQUJBwzZw5c6Cs/N+tQEFBAQ4ODli9ejWAtC+Br1y5gnbt2kFPTw9hYWFwcXGBr68vlJSUMGnSJOzatavYP2t+DBw4ELdu3cK2bdtw6dIldOrUCdra2vj69Stu3rwJkUgEIO1n8Msvv+RpWr8sGzZswJgxY/DmzRsEBQVhzJgxMDU1hYWFBfT09CCVShEZGYkPHz7gxYsXwjq8AwYMyFRPYmIiTp06hVOnTkFfXx9NmjRB3bp1UalSJcTFxSEoKAh37twRNlxUVVXFjBkz8h13SRQZGYlDhw5h69atMDU1RYMGDVCtWjVUqFABSUlJ+PLlC54+fZpp+SRNTU2sX78+240apVIp3N3d4e7ujipVqqBx48aoX78+qlSpAmVlZeHvxcPDA/Hx8cJ1tra2hbpxIxEREaVhDpsz5rCU0ZEjR+Dh4ZHpvQ8fPgjHnp6emDlzZqbzVatWxfLly4sjPCIiIpnYEUFUhmR8GIuNjcX9+/dx//79bMuqq6tj3rx5GDZsWJZz48aNw8ePH3HixAkAaeu1frtmq6amJlasWAF9ff1S8xBnaGiI7du3Y+bMmfDz88OBAweylFFTU8PPP/+MPn36FKitSpUq4dixY1i1ahXOnDmD1NRUeHt7w9vbW+Y1WlpaWR4cM46+DwkJwc2bN2Veb2BggPXr18PMzKxAsZc0ior/Td7L7WcIAE2aNMGKFSvQoEGDbM9nHAEZGRkJV1dXuLq6yqxPXV0dDg4OmDx5cqZ/Y0RERFQ4mMPmjDksZfTy5Us4OTnJPB8UFJSp0w4AatSoUdRhERER5YrfqBCVIS1btsSdO3fg4uKCJ0+ewNvbG58/fxY2rtPS0kK9evVgaWmJQYMGyVzzVUFBAStWrECXLl1w/PhxvHjxAmKxGBUqVED16tVhbW0NOzs71KxZM8tonJKuVatWOH/+PI4dO4bbt2/j8+fPSEpKQrVq1dChQweMHTsWtWvXLpS2NDQ0sHLlSjg4OODcuXPw9PSEv78/xGIxFBUVUblyZdSuXRvm5uawsrKCpaUlVFVVM9UxefJkWFtbw83NDc+ePcPHjx8RHByM+Ph4qKqqomrVqjAxMYGtrS369u1bptbWTbdgwQJ07doVHh4eePnyJfz8/CASiYSfQcWKFfHDDz+gUaNG6N69O1q0aJFjfZUqVYKLiwvc3Nzw9OlTvHv3DoGBgYiMjIREIoGmpiZ0dHRgamqKtm3bomfPnpnWnSYiIqLCxRw2d8xhiYiIqLRTkMpasJGIqAw4e/YsFi9eDACYPn06p3wTERERUYnHHJaIiIjKGm5WTURERERERERERERERYYdEUREREREREREREREVGTYEUFEREREREREREREREWGHRFERERERERERERERFRk2BFBRERERERERERERERFhh0RRERERERERERERERUZBSkUqlU3kEQEREREREREREREVHZxBkRRERERERERERERERUZNgRQURERERERERERERERYYdEUREREREREREREREVGTYEUFUDp09exampqYwNTXF1q1b5R1OuePh4SH8/L/9c/bsWXmHR3I2ZsyYbH83bG1t5R0aERGRXDGHlS/msJQTWb8bixYtkndoRERUQijLOwAiIvo+EokEV69exaVLl/D27VuEhoaiYsWKqFmzJmxtbWFnZwddXd1ijys8PBzPnj3Dy5cv8erVK3z58gUREREQi8VQUVGBtrY2TE1NYW1tjT59+qBixYq51pmYmAh3d3e4u7vDy8sLvr6+EIvFUFZWhpaWFszMzNChQwf069cPlSpVKoZPmZVUKoWvry9evXqFV69ewcvLC69fv0ZsbCwAoEaNGrh9+7ZcYiMiIiIqKUpqDuvh4YGxY8d+1zUXL16EiYlJEUWUlb+/P54/fw4vLy+8efMGIpEIERERiImJgYaGBvT19WFubo7u3bvDxsYGSkpK392Gl5cXrly5ggcPHiA4OBhRUVHQ0tKCrq4uGjZsiNatW6NTp07Q0tIq/A9IRETlAjsiiIjkqFGjRujVq5fwunHjxjmW//r1K+bMmYMnT55kej88PBzh4eF48eIFDhw4gN9++w1du3Ytkphl2bBhA06fPp3tueTkZMTFxSEoKAi3b9/Gn3/+iV9++QU9evSQWd/WrVuxb98+xMXFZVtffHw8vnz5AmdnZ2zZsgVLly5F3759C+3z5NWwYcPw/PnzQqtvxIgR6NSpk/B67dq1hVY3ERERUWEoSzlsaWBvb49Pnz5ley46OhrR0dHw8fHBhQsXYGZmhrVr18LU1DRPdYeFhWHVqlW4dOlSlnMikQgikQhv3rzBmTNn8Ntvv8HOzi7behwdHYXjT58+4fjx43lqn4iIyg92RBARyZGxsTEmTJiQp7KRkZH46aef4OPjAwBQV1dH165dUbduXURGRuLWrVsIDAyEWCzG7NmzsXPnTnTs2LEow89W5cqV0bBhQ/zwww/Q19eHqqoq4uLi8PHjR7i6uiI2Nhbh4eGYPXs21q1bJ7Pz4NmzZ0InhKKiIkxNTdGkSRPo6+tDQUEBHz9+hLOzM2JjYyEWizF//nxERUVh1KhRxflxkZiYmOU9LS0tiMXifNWX8aEeYEcEERERlTxlMYcFsnawyKKnp1cM0WRlYGCAhg0bolatWtDS0oKKigoiIiLw+vVrPHz4EKmpqXj79i1Gjx6N48ePw8jIKMf6Pn/+jB9//BF+fn4AAE1NTbRq1QomJiaoVKkSxGIxQkJC4OXlJZSRJePvg4eHBzsiiIgoC3ZEEBGVEmvWrBEe4OrVq4c9e/agZs2awvmFCxdi5cqVOHbsGFJSUrBw4ULcuHEjT0sgFYYBAwYI+xsoKChkWyYqKgrLli3DtWvXIJVK8euvv8LGxkZmjIaGhhg5ciT69esHAwODLOfFYjEWLVoEZ2dnAMDq1avRrl071K1bt/A+WC6qV6+O2rVrw9zcXPjz/v37757iT0RERFQWlfQcNqPv6WApTo6OjjA3N4ehoaHMMr6+vpgxYwbev3+PqKgo/Prrrzh06JDM8omJiZgwYYLQwTBs2DDMmTMH2tra2ZYPDAws0GcgIiLiZtVERKWAj48Pzp07BwBQUVHBli1bMj3AAYCSkhJ+/vlntGjRAkDaVPe///672GJs1aoVzMzMZHZCAGmzJdatW4dq1aoBSJtKfu/evWzLTp06FdevX4eDg0O2nRBA2syDLVu2CGv0Jicn4+TJkwX8JN9n165d2Lp1KyZPnowOHTqgatWqxdo+ERERUUlVGnLY0qBr1645dkIAQN26dbFp0ybhtaenJ0JDQ2WW37RpEz5+/AgAcHBwwIoVK2R2QgBAzZo1s/zdERERfQ/OiCAqAl27dhXW8Dx79izMzc1zvebt27fo378/gLTNbW/dupXpC12pVIrnz5/D1dUVT58+hY+PDyIiIpCamgotLS0YGRmhffv2GDZsGKpUqVLgzzBmzBh4enoCAG7dupVr0mlra4ugoCAAgLe3d671u7q64tq1a3j8+DFEIhESExOhra2Nhg0bolu3bujXrx+UlXmLSnfx4kVIJBIAQPfu3WFsbJxtOUVFRUydOhX29vYAgPPnz2PWrFnFFmdeqKqqonnz5rh69SoA2aOrWrZsmef6RowYgV9//RUA8PTp08IJlIiIqJxhDssctrCVpRy2NDA2NoaOjg7CwsIglUoRFBSU7Qbg4eHhOHLkCACgTp06mD17djFHSkRE5REzJKIi0K9fP2zbtg0AcOHChTw9xJ0/fz7T9d+OKh81ahQeP36c7bXpm4i5u7tj9+7dWLNmDbp06VKAT1B0goODMX/+fOEB8dtzwcHBcHZ2xt69e7F9+/ZiXWKnJLt165Zw3LNnzxzLtm/fHpUrV0ZUVBSCgoLw+vVrNGzYsKhD/C6RkZHCsYaGRoHrq1WrlnAcERFR4PqIiIjKI+awsjGHzZ+ylsOWdMnJycIea0DafhzZOX36NJKSkgAAdnZ27DwjIqJiwf9tiIrAgAEDhIe4y5cvw9HREUpKSjLLp6am4uLFi5mu/1Z4eDgAQF9fH02bNsUPP/yAypUrIyUlBUFBQXBzc8PXr18RExODmTNn4sCBA2jdunXhfrACCggIwKhRoxAcHAwgbZmeDh06oG7dulBRUcHnz5/h7OyMkJAQ+Pj4YMSIETh79myu05DLuqSkJGFdXQDCtHVZFBUV0bx5c9y9excAStxD3IsXLzI9xLdp06bAdab/TgHg0khERET5xBw2e8xh86c05rBPnz7F8OHD8fHjR8TFxaFSpUowNDREq1atMHDgQJiamhZrPN/ryJEjiI+PBwDo6uqifv362ZbLuDRqq1atIJVKcfXqVZw5cwbe3t4Qi8XQ0tKCqakpOnfujCFDhkBVVbVYPgMREZVd7IggKgK1atVCixYt8OTJE4hEIri5uaFjx44yyz948AAikQgA0KxZM9SpUydLmV69esHa2hpNmjTJdg3+1NRU7Nu3Dxs2bEBqaqqwIXBO6/UXp6SkJMyaNUt4gBs3bhzmzJmTZTR8UlIS1q1bh0OHDiEiIgILFy7E4cOHC9R2xin6hWH16tUYNGhQodWXm48fPyI1NRVA2oNvXr5or127tnD84cOHIostL6RSKeLi4uDv748bN27gwIEDSElJAZD2hUX6/g4Fkb7MEwBYWFgUuD4iIqLyiDlsVsxh86805rB+fn7C5s1AWkdaeHg4vLy8sH//fvTt2xfLly+Xy0ba2ZFIJIiKisLbt2/x77//CvtxAMDcuXOz7UhMTU2Fl5eX8Lpq1ar46aefcP/+/Uzl0mcsubq6Yu/evdixYwfMzMyK7sMQEVGZx44IoiIyYMAAPHnyBEDalPWcHuIyTmlPX2P3WzNnzsyxPSUlJTg4OODr16/4559/4OfnB3d3d1haWuYj+sJ3/vx5vHr1CkDaFP3//e9/2ZZTVVXFkiVL8PnzZ9y8eROenp549OhRuf5yOf0BH4CwyXNuqlevnu31xeXevXtwcHCQeV5BQQHjxo2Do6NjgdtycXGBq6srgLRNEAcPHlzgOomIiMor5rCZMYfNv9KWw2poaKBFixYwMTGBtrY2kpKSEBAQADc3N2HT54sXL+L9+/c4cuSI3Doj1q9fjz179sg8r6GhgRUrVqBfv37Zng8ODhZmTQDAokWL8OjRIwCApaUlmjdvDmVlZbx79w63b99GUlISgoKCMGrUKJw+fZrLjhERUb6xI4KoiPTs2RO//fYbkpKScOvWLcTGxqJChQpZysXGxuLmzZsA0r5E7dWrV4Ha7dOnD/755x8AwKNHj0rMQ1z6Zmiqqqp52nhuwoQJws/l9u3bBXqIGzFiBDp16pTv67/VuHHjQqsrL2JjY4XjvO6nkHE92IzXlwTNmzfH6tWrC+UhJjg4ONMXAqNHj852NCYRERHlDXPYzJjD5l9pyWH19PSwdu1a9OjRA2pqalnOJyUl4cCBA/jzzz+RkpKCt2/f4pdffsGGDRuKJb7vMWTIEDg6Oua48XtUVFSm148ePULFihWxbdu2LP/uPn36BAcHB/j5+SEmJgbz58/HmTNniiR2IiIq+9gRQVREKleuDBsbGzg5OSE+Ph7Xr1/HwIEDs5S7ceOGsKFYp06doKWllWvdIpEIb9++RXBwMGJjY4VlboDMmwD7+voW/IMUgoiICLx9+xYA0KRJkxwT43QNGjQQjl++fFmg9gv6YCxvCQkJwrGKikqersn4EJXx+uJSr149YbaDRCJBTEwMvL29cf/+fTx9+hQjR47EhAkTMGHChHwvvRAXF4cpU6YgJCQEAGBubo65c+cW2mcgIiIqj5jD/oc5bMGUlhy2Xr16qFevnszzqqqqmDhxIqpWrYolS5YASNtDxd7ePtPfd3Hp1KkTtLW1AQApKSmIiIjAixcv8OTJE5w+fRpPnjzBokWLYG1tne31MTExWd779ddfs+38q127Nnbs2IH+/fsjOTkZXl5euH//Ptq1a1e4H4qIiMoFdkQQFaEBAwbAyckJQNq07uwe4jJOac9ug7+MnJycsHfvXrx48SJP7Wd8oJMnb29vSKVSAGkjbr53k7eIiIiiCKvUyDgyLDk5OU/XJCYmZnt9calZsyYmTJiQ5f2IiAisXLkSly9fxrp16/Ds2TP8+eefOW6EmZ3ExERMmTJFWCrB0NAQ27Zt4yZ6REREhYA5bBrmsAVTGnPYnAwZMgSnT5/G06dPIZVKce3aNbl0RFhYWGQ70+b9+/dYsGAB3rx5g0mTJmHBggXZ5uPf/lxr1aqF3r17y2zPyMgI3bp1w+XLlwEAzs7O7IggIqJ8UZR3AERlWceOHYVN2Tw8PIRN7tIFBwfD3d0dAKClpSVz1IpUKsWyZcswc+bMPD/AAWnTiEsCsVhcoOvTR9uVVxmXQ8i4nmtOMo4gy245BXnR1tbGhg0bhPWmb9y4gX379n1XHYmJiZg6darwb6datWo4ePAgDA0NCz1eIiKi8og5bBrmsAVTlnLYdD179hSOnz59KsdIsjI2NsbBgwehr68PqVQqDPr51rc/1zZt2uQ6Q7lt27bC8evXrwslXiIiKn84I4KoCCkrK6N37944fPgwJBIJLly4kGkD34sXL0IikQBIm3ota8ry6dOncfLkSaHOgQMHwsbGBvXr14eOjg40NDSEEeUBAQHo0qVLEX+y75OamiocGxsbZzuqLieVKlUqUPtXrlzBly9fClRHRh07doSxsXGh1ZcbPT094fjr1695uiZjOV1d3UKPqSAUFBQwZcoU3Lt3DwBw9OjRHDe2zighIQFTp06Fm5sbgLROiMOHD6N27dpFFi8REVF5wxw2DXPYgilrOSwA/PDDD8JxWFiYHCPJXpUqVTBq1Chs2rQJUqkUx44dQ7NmzTKVyfj3AuRtI3EDAwPhuLzP9CEiovxjRwRREevfvz8OHz4MAFke4vI6pT39egDYtGkTunXrJrNsdHR0AaLNXvqU9JzkNMop45rB2tra2U4RLkrHjh2Dp6dnodWnra1drA9xdevWhaKiIiQSCaKiohAeHi6MUpTl06dPwnH9+vWLOsTvlnEa++fPnyEWi3NdWzo+Ph6TJ08WRmAaGBjg0KFD7IQgIiIqAsxhmcMWVFnMYfO7t1lxyphnZzd7oWLFiqhevbrQyZWXz1QaPjcREZV8XJqJqIg1btxYSKLfvXuHN2/eAADevHmDd+/eAUhL0ps2bZrt9fHx8fD29gaQtu5+Tg9w6W0UhoxTdnObVh4XF5fjWr4ZN3979+5dnh4K6T9qamqZHsSePHmSY3mJRJJpqnjDhg2LLLb8yjjCEIAwqlKWuLg4TJw4MdNyTIcPH840Ko2IiIgKD3NY5rAFVRZzWH9/f+FYR0dHjpHIlnETeFk5dqNGjYTjvMxWybg8W0n93EREVPJxRgRRMejfvz82bNgAIG0EWYMGDTKNJOvfv7/Ma6OiooTjb6fRZufatWsFiPQ/GRNMPz+/HDfnc3Nzy/LFckbVq1dHvXr18PHjR4jFYri6uqJDhw6FEmdeZByNV1rZ2toKD+jXrl3LcemCBw8eCA/VNWrUgLm5ebHE+D0yrhOtqqoKbW1tmWVjY2MxadIkPHz4EEBaJ8ShQ4fYCUFERFTEmMMyhy2ospbDZvw9ldUJJ28Z82xZyy517doVN27cAAC4u7tDKpXmOOshfTAQkNZJSURElB+cEUFUDPr16wdFxbR/bpcuXUJSUhIuXboEIG2aa79+/WReW7lyZSEp/PjxY46b97m4uODOnTuFEnPGEUjXr1+XWS4pKQnbtm3Ltb7Ro0cLx3/88QdiYmLyHAtHn2X+Hbp27Rp8fHyyLSeRSLBjx45M15U0KSkp2L59u/C6ffv2Mh98YmJi4ODgIHRCVK9enTMhiIiIiglzWOawBVWWcthz587h8ePHwuvu3bvLMZrshYSE4Pjx48Lr9u3bZ1uuc+fOqFKlCoC0/VmuXLkis86PHz/CyclJeJ3b7CYiIiJZ2BFBVAyqVauG1q1bAwBEIhE2bNgAkUgEAGjVqhVq1Kgh81oNDQ1h1ElkZCRWrFiBxMTELOVu3ryJWbNmFVrMXbp0ETYPvHLlijBiJiOxWIwZM2bg7du3udZnZ2cnrFf64cMHjB49OsfrEhIS4OTkhNGjR+PVq1f5/BRlh5GRkbAGc3JyMmbMmIGgoKBMZVJTU/H777/j0aNHAHJfy/js2bMwNTWFqakpbG1tCxTf3bt3sXjx4lz/rgICAjBp0iQhRgUFBdjb22dbNiYmBvb29sIDX40aNQplY+r0z2xqagoPD48C1UVERFSWMYdlDltQJT2HffjwIWbMmIFHjx7J7DhKSkrCvn37sGzZMuG9Hj16ZFre6FuLFi0SYly0aFGBYty2bRu2bduGz58/51ju0aNHGDNmDMRiMYC0zb4HDx6cbdmKFSti2rRpwuuff/4ZDx48yFLu06dPmDp1KpKTkwEAVlZWWTa/JiIiyisuzURUTAYMGCBMaT148KDwfk5T2tNNmjRJSBRPnToFV1dXWFtbo1q1aoiKioKHh4fwoDN9+vQ8je7KjYGBAYYNG4ajR49CIpFg+vTpsLKyQvPmzaGgoABfX184OzsjJiYGAwYMwMOHD7M8VGSkqqqKHTt2YPTo0QgKCsKbN2/Qv39/NGvWDE2bNoWOjg6Sk5MhFovh7e2Nly9fCpsHcjRZGkdHRzx9+hS+vr7w8fFB79690a1bN9SpUweRkZG4ffu2sMGfsrIy/vjjD1SqVKlYYktOTsbZs2dx9uxZGBoaonHjxqhduzYqVaqE1NRUhIeH49WrV3j27FmmtWrnzp0LCwuLbOucNWtWpnWCO3XqlOPIxoyKczNJDw8PHDlyJNN74eHhmY5nzpyZ5brly5fnumEjERGRvDGHZQ5bUCU5h5VIJLh+/TquX78OPT09NG3aFHXq1EHlypWRnJyMgIAAuLm5CR1wQNqglt9//71Y4gPSOvIOHTqErVu3wtTUFA0aNEC1atVQoUIFJCUl4cuXL3j69Gmm2SaamppYv369MOshO6NHj4a7uztu376NmJgYjB8/Hu3atUPz5s2hpKSE9+/f4/bt20IHooGBAf74448i/7xERFR2sSOCqJh069YNK1asQFxcnPBQoq6ujh49euR6bZcuXTB79mz8+eefkEql+PLlS6YptwCgoqKCuXPnolu3boXyEAekPTT4+/vDzc0NAODq6gpXV9dMZfr164eVK1fm6XMYGhrizJkzWLZsmTA67dmzZ3j27JnMawwMDHJMoMsTbW1t7Nu3D3PnzsXTp08RHx+faZ3mdFWqVMHKlSvRqVOnHOvL+HCcPmU+vzIurfT58+dcR2wZGBhg8eLF6Nmzp8wyvr6+mV5/+2V/TmR1RHz7hUD6iMmCCAoKyjRd/Vvx8fHZnnd0dGRHBBERlXjMYZnDFlRJzmEzEolEuHnzpszzCgoKGDhwIJYsWYKKFSsWW4wZr/f29hY2gZelSZMmWLFihTCTRxYlJSVs3rwZy5cvx9mzZwEA9+/fx/3797Otc8uWLXna74WIiEgWdkQQFZMKFSqgS5cuuHDhgvBely5dck1i002ZMgWWlpY4fPgwHj9+jNDQUGhoaMDAwADt2rXDkCFDYGJigsDAwEKLWUNDA3v37sW///6L8+fP4+3bt4iNjYWOjg4aNWoEOzu7XB8UvqWtrY1t27bh7du3OH/+PB49eoSgoCBERUVBSUkJWlpa+OGHH9CkSRNYWVmhdevWhfqAUdoZGhri6NGjuHLlCi5duoS3b98iNDQUFSpUQM2aNWFra4uhQ4fm6SHhw4cPwnFeHsJz0rlzZ1y6dAn379/Hixcv4OPjgy9fviAmJgYKCgqoWLEiDA0NYWZmBhsbG1hbW0NVVbVAbebH+/fvhePq1auX2E0GiYiISgrmsGmYwxZMSc1hmzdvjn/++QfPnj3Dixcv8OnTJ0RERAjLG1WuXBn16tVDy5YtMXDgwDwvEZox5yxojAsWLEDXrl3h4eGBly9fws/PDyKRCPHx8VBVVUXFihXxww8/oFGjRujevTtatGiR57rV1NSwevVqDB06FOfOnYOnpydCQkKQkpICHR0dNGnSBL169UK3bt1y3MyaiIgoLxSknC9KRFSsPDw8MHbsWADAwIED5TbFefDgwfDy8oKGhgZu375dLkbnHzlyBCtWrACQthbuqFGj5BxR7kxNTQGk7ZFx+/ZtOUdDRERE5RVz2LyJiYlB69atkZqaikaNGuHMmTPyDqnYlZTfFSIiKlk4RIOIqByKiYnBmzdvAABDhw4tcQ9wRcXT0xMAoKenhyFDhsg5GiIiIiL6HqUhh338+DFSU1MBpM0IIiIiojRcmomISI7ev3+Pv//+W3jdsWNHGBsbF3m76Q9Iqqqqxbqxs7w9evQIQNoeEmpqanKOJntXrlzBly9f5B0GERERkUzMYWVLH/hiamqKzp07yzma4pPx9yF983EiIqKM2BFBRCRHXl5e8PLyEl5ra2sXy0Pcw4cPAaRNbTcwMCjy9koCHx8fhIaGQltbG8OHD5d3ODIdO3ZMeIAlIiIiKomYw8qWHuPkyZPL1b4Ka9eulXcIRERUwrEjgoioHJo/fz7mz58v7zCKlZGREby9veUdBhERERHlU2nIYU+ePCnvEIiIiEokblZNRERERERERERERERFhptVExERERERERERERFRkWFHBBERERERERERERERFRl2RBARERERERERERERUZFhRwQRERERERERERERERUZdkQQEREREREREREREVGRYUcEEREREREREREREREVGXZEEBERERERERERERFRkWFHBBERERERERERERERFRl2RBARERERERERERERUZFhRwQRERERERERERERERUZdkQQEREREREREREREVGRYUcEEREREREREREREREVGXZEEBERERERERERERFRkWFHBBEVmbdv32LYsGFYs2YNUlNT5R0OlUKJiYlYvHgxxo4di6CgIHmHQ0REROWAh4cHBg8ejD179kAqlco7HCqFoqOjMX36dEyePBkRERHyDoeIiKhEUJAysyKiIuDj44ORI0fCyMgI+/btg7q6urxDolJKLBZj5MiRSEhIwIkTJ6CnpyfvkIiIiKiMevLkCcaPH49OnTph06ZNUFJSkndIVEoFBQVh+PDh0NPTw6FDh1CxYkV5h0RERCRX7IggokIXHByMESNGQENDA0ePHkWVKlXkHRKVcp8/f8awYcOgq6uLw4cP80GOiIiICp2Pjw9GjBgBExMT/P3331BTU5N3SFTKvX37FqNGjULTpk2xa9cuqKqqyjskIiIiueHSTERUqKKjozFx4kSkpKRg79697ISgQmFoaIi9e/fi06dPmDFjBpKSkuQdEhEREZUhwcHBsLe3h4GBAXbs2MFOCCoUZmZm2L59Ozw9PbFkyRJIJBJ5h0RERCQ37IggokKTlJSE6dOnIygoCHv37kX16tXlHRKVIaamptixYwcePnyI//3vf3yQIyIiokIRHR0NBwcHSCQS7NmzB5UrV5Z3SFSGtG3bFmvXrsWFCxewYcMGeYdDREQkN8ryDoCIygaJRIJFixbh8ePH2LdvH0xMTOQdEpVBbdq0wdq1azF37lzo6+vD0dFR3iERERFRKZaUlISpU6fiy5cvOHr0KKpVqybvkKgM6tWrF0JCQrB69WoYGBhg7Nix8g6JiIio2LEjgogKxdq1a3HlyhVs3rwZrVu3lnc4VIb16tULIpEIq1atgoGBAcaNGyfvkIiIiKgUkkgkcHR0xLNnz7B//34YGxvLOyQqw8aPH4/g4GCsWrUKurq66NWrl7xDIiIiKlbsiCCiAtu/fz/279+PpUuXokePHvIOh8qBcePGCaPK9PT0+CBHRERE30UqleKPP/7AtWvXsGXLFlhYWMg7JCoHFixYAJFIBEdHR+jo6KBNmzbyDomIiKjYcI8IIiqQS5cu4Y8//oCDgwPGjBkj73CoHJk3bx769u0LR0dHuLu7yzscIiIiKkX27duHgwcPYtmyZejWrZu8w6FyQlFREatWrUKrVq0wbdo0eHt7yzskIiKiYqMglUql8g6CiEqnBw8ewMHBAb1798Yff/wBBQUFeYdE5UxSUhKmTJmCZ8+e4ciRIzAzM5N3SERERFTCXbhwAQsWLMDkyZMxZ84ceYdD5VBMTAxGjx6NsLAwnDhxAoaGhvIOiYiIqMixI4KI8uXNmzcYNWoUmjdvjl27dkFFRUXeIVE5FRMTg7Fjx0IkEvFBjoiIiHJ0//59TJw4EX379sWqVas4kIbkRiQSYdiwYVBXV8fRo0ehpaUl75CIiIiKFDsiiOi7BQYGYvjw4dDX18fhw4dRoUIFeYdE5ZxIJMLw4cOhpqbGBzkiIiLK1uvXrzFq1ChYWFhgx44dHEhDcufr64vhw4ejXr162L9/P9TV1eUdEhERUZFhRwQRfZeIiAiMGDECqampOHbsGHR1deUdEhEAwM/PD8OHD0edOnVw4MABPsgRERGRICAgAMOHD0e1atVw6NAhDqShEuP58+cYO3YsrKyssGXLFigpKck7JCIioiLBzaqJKM/i4+MxefJkREZGYu/eveyEoBKlTp06+Ouvv/D27VvMmzcPqamp8g6JiIiIisGLFy+QlJQk83x4eDjs7e1RoUIF/PXXX+yEoBKladOm2Lx5M5ydnbFy5UpwrCgREZVV7IggojxJSUnBnDlz4O3tjd27d+OHH36Qd0hEWTRp0gR//vknnJ2dsWLFCj7IERERlXEBAQGws7PD8+fPsz0fFxeHyZMnIzo6Gnv37oWOjk4xR0iUOxsbG/z66684duwYdu3aJe9wiIiIioSyvAMgopJPKpXi119/xb1797Bz5040adJE3iERyWRtbY2VK1fif//7HwwMDDB16lR5h0RERERFxM3NDUpKSjAzM8tyLiUlBXPnzsX79+9x6NAh1K5dWw4REuWNnZ0dgoODsXnzZujr62Pw4MHyDomIiKhQsSOCiHK1fft2nDx5EqtXr4a1tbW8wyHK1eDBgxEcHIw///wT+vr6GDJkiLxDIiIioiLg5uaGpk2bolKlSpnel0ql+OWXX+Di4oJdu3ahcePGcoqQKO+mTZuGkJAQLFu2DLq6unz2IiKiMoVLMxFRjk6ePImtW7dizpw5GDRokLzDIcqzKVOmYPjw4fj5559x584deYdDREREhSwlJQUPHjxA+/bts5zbunUrTp8+jd9//x0dOnSQQ3RE309BQQE///wzrK2tMWvWLLx48ULeIRERERUadkQQkUy3b9/GL7/8gpEjR2LSpEnyDofou6Q/yNnY2GD27Nl8kCMiIipjvLy8EB0dDSsrq0zvHz9+HNu3b8e8efMwYMAA+QRHlE/KysrYuHEjzMzMMHHiRPj5+ck7JCIiokLBjggiytazZ88wZ84cdOnSBUuXLoWCgoK8QyL6bkpKStiwYQMaNGiAiRMnwtfXV94hERERUSFxdXVFpUqV0KhRI+G9mzdv4tdff8Xo0aPh4OAgx+iI8k9DQwM7d+6EtrY2JkyYgNDQUHmHREREVGDsiCCiLD5+/IhJkybB3Nwc69atg5KSkrxDIso3dXV17Ny5E1WrVoW9vT1EIpG8QyIiIqJC4ObmBktLSygrp219+OTJE8ydOxddu3bF//73Pw6koVJNW1sbe/fuRWJiIiZOnIiYmBh5h0RERFQg7IggokxCQkJgb28PXV1d7Ny5E+rq6vIOiajAtLS0sHfvXiQlJWHSpEl8kCMiIirloqOj8fz5c2F/CB8fH0yZMgVNmjThQBoqM2rUqIG9e/fC398fs2bNQlJSkrxDIiIiyjd2RBCRICYmBg4ODkhJScHevXtRpUoVeYdEVGgMDQ2FB7mZM2fyQY6IiKgU8/DwQGpqKtq3b4/g4GDY29tDT08P27dvh5qaWqayPj4+WL16NdavXy+naInyz8zMDNu2bYOHhweWLl0KqVQq75CIiIjyhR0RRAQASEpKwvTp0xEUFIS9e/eievXq8g6JqNCZmppix44d8PT0xP/+9z9IJBJ5h0RERET54Orqih9++AFaWlpwcHCARCLJNJAmISEB//77L0aOHIlevXrh/Pnz0NPTk3PURPljaWmJNWvW4Pz589iwYYO8wyEiIsoXZXkHQETyJ5FIsHjxYjx69Aj79u2DiYmJvEMiKjJt2rTB2rVrMXfuXOjr68PR0VHeIREREdF3St8fYtq0afjy5QuOHj2KatWqwdvbGydPnsSFCxcQFRUFS0tLbNq0CV26dIGqqqq8wybKt969e0MkEmH16tUwMDDAmDFj5B0SERHRd2FHBBFh3bp1uHz5MjZv3ozWrVvLOxyiIterVy+IRCKsWrUKBgYGGDdunLxDIiIiojwKCAjAp0+foKurCy8vL+zcuRPPnz/HkiVL8Pz5c+jq6mL48OGws7ND7dq15R0uUaEZP348goOD8fvvv0NXVxc9e/aUd0hERER5xo4IonLuwIED2LdvH5YuXYoePXrIOxyiYjNu3DgEBwdj9erV0NPTQ69eveQdEhEREeWBq6srFBQU8OTJE1hZWWHmzJmIi4uDlZUVtm3bhk6dOkFFRUXeYRIViQULFiAkJAQLFiyAjo4OB5IREVGpoSDlTkdE5dbly5cxd+5cODg4YP78+fIOh6jYSSQSODo64tq1a9i7dy/atm0r75CIiIgoF/369YO3tzcAwMDAAIMHD8aQIUNQo0YNOUdGVDySkpIwceJEeHl54ciRIzA1NZV3SERERLliRwRROfXgwQM4ODigV69eWLNmDRQUFOQdEpFcJCUlYfLkyXj+/DmOHDkCMzMzeYdEREREORg4cCASEhKwYMECdOzYEcrKnOhP5U9MTAxGjx6N8PBwnDhxAtWrV5d3SERERDliRwRROfTmzRuMGjUKzZs3x65duzh1ncq9mJgYjBkzBqGhoThx4gQMDQ3lHRIRERERUY5CQkIwfPhwaGho4MiRI9DS0pJ3SERERDKxI4KonAkMDMTw4cOhr6+PQ4cOoWLFivIOiahEEIlEGD58ONTU1HD06FE+yBERERFRiffx40eMGDECRkZG2LdvH9TV1eUdEhERUbYU5R0AERUeNzc3REREyDwfEREBe3t7qKur46+//mInBFEGenp62Lt3L8LDwzF58mQkJCTILPvlyxc8fvy4GKMjIiIiIsqqXr162L17N169eoX58+cjNTVVZlkfHx+8fv26GKMjIiL6DzsiiMqIiIgITJgwAQ8ePMj2fHx8PCZPngyxWIy9e/dCV1e3mCMkKvnq1q2L3bt34+3bt5g3b57MB7mrV69i8uTJSElJKeYIiYiIiIgya9asGTZt2oRbt27ht99+g6yFL06cOIF58+YVc3RERERp2BFBVEY8ePAAUqkULVq0yHIuJSUFc+bMgbe3N/766y/UqVOn+AMkKiWaNm2KzZs3w9nZGStWrMj2Qa558+aIioqCl5eXHCIkIiIiIsrM1tYWK1aswNGjR7Fr165syzRv3hwfP37Ely9fijk6IiIidkQQlRlubm6oX78+qlWrlul9qVSKX3/9Fffu3cOff/6JJk2ayClCotKjU6dOWLFiBY4fP46dO3dmOd+4cWNUqlQJrq6ucoiOiIiIiCgrOzs7zJgxA5s3b8aZM2eynLe0tISCggLc3NzkEB0REZV37IggKgOkUinu37+P9u3bZzm3fft2nDx5Er/99husra3lEB1R6TRkyBDMmjULf/75J06fPp3pnLKyMiwtLfkQR0REREQlyrRp0zBs2DAsW7YMd+/ezXROS0sLjRs3xv379+UUHRERlWfsiCAqA3x9ffH58+csHREnT57E1q1bMWfOHAwaNEhO0RGVXlOmTMHw4cPx888/486dO5nOtW/fHs+fP0d0dLR8giMiIiIi+oaCggJ+/vlnWFtbY9asWXjx4kWm8+3bt4ebmxskEomcIiQiovKKHRFEZYCbmxtUVFTQqlUr4b3bt2/jl19+wciRIzFp0iQ5RkdUeqU/yNnY2GD27NmZHuTat2+P1NRUeHh4yDFCIiIiIqLMlJWVsXHjRpiZmWHixInw8/MTzrVv3x5isRivX7+WX4BERFQusSOCqAxwc3NDixYtoKmpCQB49uwZ5syZgy5dumDp0qVQUFCQc4REpZeSkhI2bNiABg0aYOLEifD19QUA1KpVC7Vr1+byTERERERU4mhoaGDnzp3Q1tbGhAkTEBoaCgBo2rQpNDU1mcMSEVGxY0cEUSmXlJQEDw8PWFlZAQA+fvyISZMmwdzcHOvWrYOSkpKcIyQq/dTV1bFz505UrVoV9vb2EIlEAP6b2k5EREREVNJoa2tj7969SExMxMSJExETEwNVVVW0adOGOSwRERU7dkQQlXLPnz9HXFwc2rdvj5CQENjb20NXVxc7d+6Eurq6UE4qleLZs2dYvHgxJk+eDKlUKseoiUqmpKQkjBw5Er/99hu8vb0zndPS0sLevXuRlJQkPMhZWVnB398fAQEBcoqYiIiIiMq7sLAw2NnZYcOGDfj06VOmczVq1MDevXvh7++PWbNmISkpCVZWVnjy5Ani4uLkFDEREZVH7IggKuVcXV2hra2NWrVqwcHBASkpKdi7dy+qVKkCAIiMjMThw4fRr18/DBs2DB4eHujYsSOXayLKhoqKCtq3b4+rV68K/2ZOnz4tPKQZGhpi7969+PTpE2bMmIHmzZtDSUmJI8qIiIiISG4qV66MFi1a4Pjx4+jatSvGjx+PK1euICkpCQBgZmaGbdu2wcPDA0uXLkW7du2QnJyMhw8fyjlyIiIqTxSkHBZNVKoNGTIENWvWhFgshpeXF44ePQpjY2M8fvwYJ06cgJOTE1JTU9G5c2cMHToU7dq1g6Ii+yCJcpKcnAxnZ2ecPHkSrq6u0NTURN++fTF06FCYm5vDw8MDEyZMQI8ePRAYGAh9fX1s2bJF3mETERERUTmWkJCAa9eu4eTJk3j8+DG0tbUxcOBA2NnZoV69erh8+TLmzp0Le3t7XLlyBV26dMGSJUvkHTYREZUT7IggKsXEYjHatm2LJk2a4PXr1/jzzz/h7++PU6dO4ePHj6hduzbs7OwwaNAg6OrqyjtcolIpMDAQp0+fxpkzZxASEgJzc3MMHToUqqqq+N///odmzZrBx8cHDx48gLKysrzDJSIqVh4eHhg7dmy251avXo1BgwYVSxy2trYICgrK8n7r1q1x+PDhYomBiKgk+fDhA06dOoV///0XYrEYrVq1gp2dHUJCQrB+/Xo0a9YMMTExuHz5srxDJSKicoIdEUSl2NWrVzF79mwAQPPmzeHl5QUA6NatG+zs7NCmTRvOfiAqJCkpKbh37x5OnjyJu3fvQl1dHcbGxnj+/DkA4MSJE2jWrJl8gyQiKmb56YiIj4/Hixcv8PLlS3h5ecHf3x8RERGIiIiAVCpF5cqVYWRkhNatW2PAgAGoUaNGrnGwI6JoBQYGwsvLC69evRL+iMVi4fy3+yoVBlNT03xfKyueMWPGwNPTM8/1dO/enTMeqdRLTEzEjRs3cPLkSXh4eKBKlSqoUaMGXr9+DQC4e/cuqlWrJucoiYioPODQTaJSLOODtVgsxrx589C/f39UrVpVjlERlU3KysqwtbWFra0tvn79KsySSPfPP/+wI4KIyrVGjRqhV69ewuvGjRtnW+769etwdHSUWY9IJIJIJIK7uzt27twJBwcHzJw5M8f9rSZPnozo6GgAQFRUFHbt2pXPT0HfmjNnDq5cuSLvMPKsevXq8g6BqERRU1NDnz590KdPH/j5+eHUqVM4e/ascP7EiROYNWuWHCMkIqLygh0RRKWYvr4+GjVqhMWLF6Nly5bcgJqomFSrVg3Tp0/HlClT4OLigrVr10JHR0feYRERyZWxsTEmTJiQ5/KqqqowMzODkZERqlWrBk1NTSQlJSEoKAhubm4IDg5GcnIyduzYgbCwMKxYsUJmXUOHDhWOAwMD2RFRiBITE7O8p6WllWlGRFHIqbPqW9u3b0dsbCwA5Hk5sMmTJ6Ny5co5lqlbt26eYyAqDerUqYMFCxZg1qxZuH79OjZt2oQqVarIOywiIion2BFBVIpt3rxZ3iEQlWtKSkro1KkTOnXqJO9QiIhKjUaNGuHgwYNo0aIFVFVVsy2TkpKCffv2YcOGDQDSRuz27dsXrVq1Ks5QCYCuri5sbGxgbm4u/ElOTkbnzp2LtN28dmq9fPkSa9euBQAoKCjkuSPCzs4ONWvWzHd8RKWZqqqqMEuCiIiouLAjgoiIiIiIio2RkRGMjIxyLKOsrIyJEyfCy8sLTk5OAIDLly+X6o6IqKgoXL16FRYWFrl+/pIku5kogYGBcogke6dPnxaO27Vrx84FIiIiohKKu9gSEREREZUT7969Q5MmTWBqagozMzO4urrmWP7Dhw9o2rSpUN7Nza2YIk3Ttm1b4bgkffmdV8nJybh58yZmzpyJ9u3b4+eff0ZoaKi8wyoz4uPjcfnyZeH1kCFD5BgNEREREeWEHRFEREREROWEiYkJFi9eDACQSqVYuHAhwsLCsi2bmJiIOXPmICEhAUDaUjnt27cvtlgBIDIyUjjW0NAo1rYL4unTp1i+fDmsrKwwbdo0ODk5ISkpSd5hlTlOTk7CJuVaWlro0qWLnCMiIiIiIlm4NBMRERERUTkyYsQI3L9/H9evX0doaCgWLlyIPXv2QEFBIVO5VatW4d27dwDS9nWYPXt2scYpFotx6tQp4XWbNm2Ktf3v9enTJ1y4cAEXLlyAv79/lvMNGjRA3759YW5uLofoyqaMyzL1799f5p4j2VmxYgV8fHwgEomgpKQEbW1tmJubo2PHjujXrx/U1NSKImQiIiKicosdEURERERE5cxvv/0GLy8vfP78GS4uLti/fz9++ukn4fz169dx/PhxAECFChWwceNGqKioFHlciYmJ+PLlCx48eIA9e/YgKCgIQNq+EoMHDy7y9r+XWCzGlStXcOHCBTx9+jTL+Zo1a6JPnz7o169fnvaFMDU1LdT4bt26VWb3TPDz88PDhw+F19+7LNPdu3czvY6Li0NQUBCuX7+OP//8E7///jusra0LJVYiIiIiYkcEEREREVG5U6VKFaxbtw5jx45FamoqNm7ciDZt2sDc3ByfP3/G0qVLhbI///wzfvjhhyKJIzExEU2aNMmxjKWlJTZu3FhilmZKSkrCnTt3cP78edy9exfJycmZzmtra6Nnz57o27cvWrRoIacoy76MsyGaNm0KExOTPF9bp04dNG3aFDVr1oS6ujoiIiLw/PlzPHnyBFKpFCKRCJMmTcLq1asxcODAogifiIiIqNxhRwQRERERUTlkYWGBqVOnYuvWrUhOTsbcuXNx+vRpzJ8/X9iboW/fvhgwYIBc4tPX18eqVavQoUMHubSfkVQqxePHj3HhwgVcu3Yt094VAKCpqQlbW1v07dsXVlZWUFbO32OWo6NjYYQr0NLSKtT6SoqUlBT8+++/wms7O7s8XdevXz8sX75c5uyUd+/eYeHChXj9+jWkUimWLVuGhg0bFvpMFSIiIqLyiB0RRERERETl1NSpU+Hu7o6HDx/Cz88P/fr1w+fPnwEAtWrVwvLly4u0fWVl5UxfvsfFxcHf3x/3799HSEgIpk2bhj59+mDJkiWoUKFCkcYiy19//YUTJ04gMDAw0/vKyspo164d+vbtiy5dukBTU7PAbU2YMKHAdZQHd+/ehUgkApDWCdSzZ888XZdbh4WJiQkOHz6M4cOH4/3790hOTsaWLVuwffv2AsdMREREVN6xI4KIiIiIqJxSVFTE+vXr0b9/f4jFYqETQllZGRs2bEDFihWLtH0lJaVsv3xPTk7G/v37sWnTJpw5cwZPnz7FgQMHYGBgUKTxZOf48ePCXhUA0KRJE/Tv3x+9evVC1apViz0eQqZNzHv27Fmov6cVK1bE4sWLhT1T7t69i7i4uELpaCIiIiIqzxTlHQAREREREclPtWrVMHXq1EzvOTg4oGnTpnKKCFBRUcHEiRMxZ84cAMDHjx8z7VshT8HBwQgKCsLXr1/lHUq5FBISgnv37gmvv3eT6rywtLQUlrVKTk7Gq1evCr0NIiIiovKGMyKIiIiIiMqxmJgYHD58ONN7rq6umDZtGlRUVOQUVZrx48dj165diI2Nxb179xAQEIBatWoVawzz5s3DqVOn4OHhAYlEguDgYOzbtw/79u2DkZER+vbtiz59+hRKXH///XchRPyfYcOGFfmsluL277//IjU1FQBQv379ItkQXFFRETVr1oRYLAYAhIaGFnobREREROUNOyKIiIiIiMqx5cuXIyAgAACgoKAAqVSKly9fYvPmzViwYIFcY1NVVUW9evXw8uVLAMCbN2+KvSOid+/e6N27N4KDg3HhwgVcuHAB7969AwD4+Phg8+bN2Lx5M5o3b44+ffqgZ8+e0NHRyVdba9euLczQ0b179zLXEXHmzBnhuChmQ6RTUFAosrqJiIiIyiMuzUREREREVE79+++/uHjxIgBAW1sbe/bsgZqaGoC00fn379+XZ3gAIIx+//a4uBkYGMDBwQEXL17E+fPn8dNPP0FPT084//TpU6xcuRIdO3aEvb09zp8/j9jYWLnFWxZ5enrCz88PQNryXf379y+SdqRSqdA5BwC6urpF0g4RERFRecIZEWXEgQMHEB0dDQCYMWOGnKOhkuTu3bu4cOECnj9/DpFIBDU1NVSvXh2dOnXCkCFDimxUoUgkwunTp3H79m0EBgYiJiYGurq6MDMzE0YLKiqyL5RKPt5fSRbeX6m08/f3x6+//iq8Xr16NTp06ABHR0esXLkSUqkUjo6OuHDhgtw2ZY6NjYWPj4/wulq1anKJ41tmZmYwMzPD/Pnz8eDBA5w/fx43b95EXFwcUlJS4OLiAhcXF2hoaMDW1hZ9+/aFlZVVrktdeXt7F9MnKJ1Onz4tHNva2hbZ76W7u7uwLJOKigoaNmxYJO0QFSXmsCQLc1gikhcFqVQqlXcQVHC2trYICgoCwAcYShMVFYWFCxfi9u3bMstoaGhg4cKFGDFiRKG27eTkhJ9//ll4gMuOhYUFNm7cCAMDg0Jtm6iw8f5K3+L9lcqC5ORkDB8+HF5eXgCA0aNHY9myZcL5KVOmCL/jnTp1wu7du7Otx8PDA2PHjgUADBw4EH/88Uehxrlx40ah7SpVqsDNzS3XL/MDAwPRuXNnAEDr1q2z7H9RVOLi4nDjxg1cuHABDx48yDJ7Q0tLCz169MCMGTNK/Qj7jD9joHj+f4yOjoaVlRUSEhIAAHv27EHHjh0LvZ3Y2FgMHz5cWH7LxsYGu3btKvR2iIoac1j6FnNYIpI3djUSlUFJSUmYNm2akGCoqKigW7dumDFjBiZMmAATExMAQHx8PJYvX45Tp04VWtt37tzBnDlzhASjdu3aGD9+PGbOnIk+ffpAXV0dAPDo0SPY29sjKiqq0NomIipqvL9SWbFx40ahE8LExASOjo6Zzv/+++/Q19cHkPa7d+jQoUJpNzo6GuPGjcPdu3eRnJwss1xMTAzWrFmTqQPkp59+kvvm2TnR1NRE//798ffff+POnTtYuHAhGjRoIJwXi8U4fvx4phke5dHZs2dhamoKU1NT2Nra5vm6ixcvCp0QhoaGsLKy+q5258+fjwMHDiA8PFxmGR8fH4wdO1bohFBWVsbs2bO/qx0iopKIOSwRlQRcmomoDNqzZw88PT0BAHp6etizZ0+mB2FHR0fs3r0bGzduBACsWLEClpaWqFmzZoHaTR9hkT4CcNSoUViyZAmUlJSEMgEBAXBwcICvry/evXuH9evXY8WKFQVql4iouPD+SmWBm5sb9u/fDwBQV1fHxo0bhX0h0lWtWhVr167FTz/9BIlEgnXr1qF169YwMzMrUNtSqRTu7u5wd3dHlSpV0LhxY9SvXx9VqlSBsrIyIiMj8eHDB3h4eCA+Pl64ztbWFhMmTChQ28VJX18fP/30E3766Se8e/cO58+fx6VLl/D161d5h/bd3r9/j61bt2Z6L+PfDQDMnDkzy3UzZsyAsbFxocWRcVmmQYMGfffyHcHBwbh48SLWrl2LRo0awczMDHp6elBTU0NERARevnyJR48eIX3BAAUFBaxcubLAv/NERCUBc1giKgnYEUFUxojFYuzdu1d4vWbNmkwJRrpJkybh3bt3uHTpEpKSkrBlyxasXbu2QG3//fffwiiHli1bYunSpVkeEmvVqoUtW7Zg0KBBSE5OxunTp/HTTz+hTp06BWqbiKio8f5KZUFYWBgWLlwofNm6aNEimV8WW1pawsHBAbt370ZSUhLmzp2LM2fOQENDI9/tKygoCMeRkZFwdXWFq6urzPLq6upwcHDA5MmToaxcOh9dTExMsGDBAsybNw8eHh4F/lKnuIWHh8PJySnHMtmdHzVqVKHF8PbtW7x69QoAoKioiEGDBuW7rtTUVDx//hzPnz+XWaZatWr47bff0KFDh3y3Q0RUUjCHJaKSonRm83L2/PlzXLx4ER4eHggJCUFsbCy0tLRgbGwMW1tb2NnZCVPLsnP27FksXrwYADB9+nTMmDEDsbGxOHXqFK5cuQJ/f3/ExcVBV1cXrVq1wvjx42VukGZqapqn94DM60JmF0N4eDhOnz6NmzdvIigoCOHh4ahevXq26wfevXsXV65cwdOnTyESiSCRSKCjo4MmTZqge/fu6NGjR6YHzW9lt55wTEwMTp06hatXryIgIACxsbHQ09ODpaUlRo8eLXM00sKFC/Hvv/8CAH755ReMHDlSZrvp4uLiYGVlhdjYWKioqODOnTulfq3edDdu3EBcXBwAoHnz5mjfvr3MslOnTsXly5chlUpx/fp1/Prrr/n+ckEqleL8+fOZ6pY1Us3ExATdunXD5cuXkZqaiosXL3IDNQLA+yvA+2tJxvsrlXZSqRSLFi2CSCQCAHTp0iXXNaBnzpwJd3d3PH/+HD4+Pvj999/x22+/5TuGSpUqwcXFBW5ubnj69CnevXuHwMBAREZGQiKRQFNTEzo6OjA1NUXbtm3Rs2dPaGlp5bu9kkRRURGWlpbyDqNUyjgbol27dqhRo8Z317FmzRo8fvwYz58/x+vXrxEWFoaIiAjExsaiQoUK0NXVRePGjWFtbY2uXbuW6GXAqORhDssctiRjDktEJQU7Ir5DdHQ0lixZku2IH5FIBJFIhPv372PPnj3YsmULmjVrlqd6vb29MXPmTPj5+WV6//Pnzzh//jwuXryIpUuXFuqoom+5u7tj3rx5CA0NzbFceHg45s6diwcPHmQ5FxQUhKCgIFy9ehXm5ubYunVrnh8S3r9/j2nTpsHf3z/T+4GBgTh16hTOnTuHmTNnYtKkSVmutbOzE5KM06dP5ynJuHbtGmJjYwGkbcBYVhIMALh165Zw3KNHjxzLGhkZwdjYGO/evUN8fDxcXV3RtWvXfLX7+vVrfPnyBUDaZpLt2rXLsXyPHj1w+fJlAGmJEZOM8o33V95fSwPeX6m0U1BQwJ49e77rGmVlZZw8ebJQ49DX18fAgQMxcODAQq2XikabNm0KdaPbQYMGffeMhqVLl2Lp0qUFatfQ0BCGhobo27dvgeohyog5LHPY0oA5LBGVFOyIyKPIyEiMGjUK79+/B5A2TdzKygrGxsbQ0NCASCTCvXv34O/vj+DgYIwbNw5HjhxBo0aNcqw3ODgY9vb2CAkJQb169WBlZQVdXV2EhYXh1q1bCAwMhEQiwW+//YaGDRuiefPmma5P31hw9+7diIyMzPReXvn5+eHAgQOIiYkRYtDR0UFYWFimzfSio6MxcuRI+Pr6Akgb1dWuXTs0btwYysrKePPmjbDx4KtXrzBs2DCcOnUK1atXz7H96OhoTJkyBQEBATAwMEDnzp1hYGCA0NBQODs7IzAwECkpKdi4cSOUlZWzrA9sYWEBIyMj+Pj44NWrV3j79m2ua7lmHFVlZ2f3XT+vku7169fCccuWLXMtb2FhIWzI9/r16wIlGemaN2+e67q9FhYWwrGPjw+SkpKgqqqar7apdOP9lffX0oL3VyIiIkrHHJY5bGnBHJaISgp2ROTRwoULhQSjT58+WLZsWZZp4hKJBPv27cO6deuQkJCAOXPm4OrVqzmuZ3vq1CkoKyvj559/xsiRIzNNVZw/fz7mzJmDmzdvQiKRYPv27ZnW9QMg/Id75MgRIcn43o38Ll26BEVFRSxduhSjR4+WOV1y+fLlQoKho6ODnTt3omnTppnK+Pj4YNKkSQgICIBIJIKjoyMOHz6cY/u3bt2CVCrFoEGDsHz58kybJS5cuBDr16/HgQMHAACbNm1Cx44ds6xlPHToUKxevRpAWgKR04ipjx8/4vHjxwDS1n8tyNqvgYGB6Ny5c76vz05BRpxFR0cjODhYeJ2XNRV/+OEH4fjDhw/5bjv938e3dcpStWpVVKpUCdHR0UhJSYGvr6/MKcNUtvH+yvtrdnh//Q/vr1RavH//Hn///bfwOrt7SlE5efIkoqOjAaRtjElEVNSYwzKHzQ5z2P8whyWib+XcHUkAgAcPHsDZ2RkAYGNjg/Xr12e7Vq2ioiLs7e0xbtw4AMCnT5+EaWU5mTVrFkaNGpXlP3dVVVX89ttvwlqSbm5uiImJKeCnyd7EiRMxZswYmQnGx48fhc+iqKiI7du3Z0kwgLRpfHv27BESBU9Pz2ynaGYklUrRqlUr/P7775kSDABQUVHB4sWLhf/Ik5OTsWvXrix19O/fX+gpv3jxIpKSkmS2d+bMGeF40KBBufbKlybpaz4DgKamJipVqpTrNdWqVcv2+u+Vccpuxjrz2nZuU36pbOL9lffX0oL3V6LceXl5Ye3atcKfly9fFlvbu3btEtrN7l5GRFSYmMMyhy0tmMMSUUnCGRF58M8//wjHCxYsyHGDJSBttMHBgwcBALdv30b//v1llq1atSrGjx8v87y2tjbatGmDu3fvQiKRwNvbO09T6b6Huro6HBwccixz/vx5SKVSAEDXrl2zTP/MqG7duhg6dKgwyuHs2bO5bsw3e/bsHP+znzdvnrCuoZOTE1auXAlNTU3hvLa2Nrp164ZLly5BLBbjxo0b6N27d5Z6UlJShM2SFBQUMHjw4Bzjyo2WltZ3T3MtSulrWgLI9PPJScaNpzJeX5C287qZVcYN2wrSNpVevL/y/ioL76/Zt837KxERkfwxh2UOKwtz2OzbZg5LRAA7InIlkUjg6ekJAKhevTqMjIxyvcbAwABVq1ZFeHh4riPBLC0tc13zrm7durh79y4AICwsLI+R552FhQUqVqyYY5n0aYoA0L1791zr7Nmzp5BkZLw2Ozo6OpnWAsyOkZGRsMZj+vqSrVq1ylRm6NChuHTpEoC0qZfZJRl37twRevTbtWuHmjVr5vpZclKxYsXvnuZalBITE4VjFRWVPF2T8fcvISEh321nvDavbWcc3RIfH5/vtql04v01De+v2eP99T+8v1JJVtgbGefX7du35R0CEZUTzGHTMIfNHnPY/zCHJaJvsSMiF0FBQcI6s1++fPnu9ekiIiJyPG9oaJhrHRUqVBCO4+Livqv9vKhbt26uZfz8/ITjBg0a5Fre3NxcOA4KCkJycrLM/3hy2zQqY7n0jbF8fX2zJBlt2rRBnTp14OfnhwcPHiAwMDBLEpFxyuWQIUPy1G5pkvE/7eTk5Dxdk3GKasbRB98r47V5bTtjUpTXERJUdvD+mob319KB91ciIiICmMOmYw5bOjCHJaKSpOwsfFdExGJxga7PLSn4dr3D7GSc5imRSAoUT3byskZgxk3/tLW1cy2vrq6eadpf+iZZ2cluLc3sZGxX1t+LnZ0dgLQ1JTMmFEDa2ob37t0T6urSpUue2i1N8pOQZhxlkPH6grSd15ELGUdIFKRtKp14f03D+2vpwPsrERERAcxh0zGHLR2YwxJRScIZEblITU0VjvX09PDjjz/KMZqiUZY2Yho0aBA2b96M5ORknDt3DjNmzBA+37lz55CSkgIg88ZVBRETE4MTJ04UuJ6MCjKNU1dXVziOi4tDdHR0rknk169fs72+IG1nrDOvbevo6OS7bSqdeH8tXXh/5f2ViIiImMOWNsxhmcMSUcnBjohcZOyJV1VVLVFr/RWnypUrC+smRkRE5DriISEhIVNve5UqVWSWzeuIkoxTWGWNkKhatSo6d+6Ma9eu4cuXL3B1dUXHjh0BFM2US7FYjLVr1xZKXekK8jtWuXJl6OvrIyQkBEDadNnGjRvneM2nT5+E4/r16+e77YzX+vv751o+PDwc0dHRAAAlJSXUq1cv321T6cT7axreX7PH++t/eH8lIiIqOZjDpmEOmz3msP9hDktE3yo73dxFxNDQUFiX7suXL5mmH5YnderUEY7fvHmTa/nXr18LxzVq1MhxY6K3b9/mKYaM5XJas3LYsGHC8enTpwEAjx49EtawbNasGYyNjfPUZmmUce3NJ0+e5Fr+0aNHwnHDhg3z3W7Ga589ewapVJpj+YwblBkZGRXK6BMqXXh/TcP7a+nB+ysRERExh03DHLb0YA5LRCUFZ0TkQlVVFRYWFnBxcYFEIsGVK1cwfPhweYeVhbLyf3+VqampUFJSKtT6W7ZsiYcPHwIAnJyc0Lt37xzLX716NdO1OQkLC8Pjx49zLOfj4yNsQqWiopLpP9JvWVpaolatWggICMDt27cRHh4uJBtA4W5AVbNmTXh7exdafYWhc+fOcHZ2BgBcu3YN48aNk1nW19cX7969A5C2ZqeVlVW+2zU3N0e1atXw9etXiMViPHjwAO3atZNZ/tq1a8Jx165d890ulV68v6bh/TV7vL/+h/dXIiKikoM5bBrmsNljDvsf5rBE9C3OiMiDMWPGCMfbtm1DcHBwnq/Nrce3sFSsWFE4LujmWdnp37+/sCHWjRs38OzZM5ll/f39cfLkSeH1oEGDcq1/8+bNOf6sNm/eLBx379490yZX31JQUBA2pEpOTsbRo0eF/9A0NTXRq1evXOMpzbp06SL8fJ48eYIHDx7ILLt9+3bh596tW7ccf665UVBQQL9+/YTXO3bskPl3+uHDBzg5OQFIm3LZt2/ffLdLpRvvr7y/lia8v1J5d+DAAWzduhVbt26VdyhUwty9exfz5s1Dly5d0LRpU7Ru3Rr9+/fHpk2bEBAQUCRtJiUl4fTp05g6dSqsra3RpEkTtGzZEj179sQvv/yCp0+f5rmu1NRUeHt74+zZs1ixYgWGDRuGpk2bwtTUFKamppnyle8RHx8vxGhra4tmzZqhUaNGaNOmDYYOHYo//vgjzyO/qWRhDssctjRhDktEJQU7IvLA2toa1tbWAACRSIQRI0bA09NTZvnk5GTcu3cPkydPxo0bN4olxoxr57m7uxdJ/X369AEASCQSTJs2DS9evMhS7uPHj3BwcEBCQgIAoHXr1rC0tMyxbgUFBXh6emLZsmVITEzMdC4lJQVr1qzB9evXAaSNdJg4cWKu8Q4aNEgYAbJz507Ex8cDAHr37o0KFSrken1ppq2tnWkNyQULFmT7gLNnzx5cvHgRQNrPdebMmTLrXLRokfAgtmjRIpnl7O3thbU+Hz58iN9//x0SiSRTmaCgIMyYMQPJyckA0v6ucppGS2Ub76+8v5YmvL9SeXfo0CFs27YN27Ztk3coVEJERUVhypQpmDhxIi5duoSAgAAkJCQgMjISb9++xa5du9C3b18cO3asUNt9+vQpevTogSVLluDWrVv4+vUrEhMTERMTg48fP+L48eMYPnw4lixZgqSkpFzr69ixI/r164fFixfjyJEjePbsmfD/bX55enqiV69eQoxBQUGIj49HcnIyxGIxnj9/jv3792PAgAFYunRpnuKkkoM5LHPY0oQ5LBGVFFyaKY82bNiAMWPG4M2bNwgKCsKYMWNgamoKCwsL6OnpQSqVIjIyEh8+fMCLFy+EdSIHDBhQLPHZ2NgI/2EsXboUHh4eqFevXqbpmKNHjy5QG7/88gu8vLzg6+uL0NBQDBs2DO3bt0fjxo2hpKQEb29vODs7C/956Onp5WmTps6dO8Pb2xunTp2Ci4sLOnfuDH19fYSFhcHZ2TnTKKqZM2fC1NQ01zr19PRgY2ODGzduICUlRXg/fRREWefg4ID79+/j8ePHEIlEGDJkCGxtbWFiYoL4+Hi4uLhkmi66dOlS1KpVq8DtVqlSBatWrcLMmTORmpqKw4cP4969e7C1tUXlypXh6+uLGzduCElf/fr1sWDBggK3S6Ub76+8v5YmvL8SEaVJSkrCtGnThC9fVVRUYGNjA1NTU8TFxcHFxQXv3r1DfHw8li9fDmVl5UL5v+LJkycYP3688OVkhQoV0LlzZ9StWxepqal4/fo17t27h5SUFJw+fRpRUVHYvHlzjsvSfPtFp4KCAipXrozIyMh8xfjixQvY29sL9aqoqKBTp0744YcfoKGhgc+fP8PV1RXBwcGQSqU4deoUoqOj8eeff+arPZIP5rDMYUsT5rBEVBKwIyKPKlWqhGPHjmHVqlU4c+aMMH03p7X/tLS0oKenVyzx9ejRAydOnICHhwfi4uJw4sSJLGUKmmRUqlQJR48exZw5c+Du7g6JRAIXFxe4uLhkKWtubo4tW7agevXqeap3x44dmDp1KgICAnDkyJEsZZSUlDBt2rQ8jXRIN3To0EyjTUxMTNC0adM8X1+aqampYefOnVi4cKGQ+Dk5OQlTHdOpq6vD0dGxUNc07dKlCzZs2IBffvkFkZGR8Pf3x/79+7OUa968OTZv3iyMjqDyi/dX3l9LE95fiYjS7NmzR+iE0NPTw549e9CgQQPhvKOjI3bv3o2NGzcCAFasWAFLS0vUrFkz320mJiZi7ty5whf8lpaW2LRpE7S1tTOV8/HxwZQpU+Dv74/r16/j+PHjGDVqlMx669Spg9q1a8Pc3ByNGjWCubk5rl+/jsWLF+crzt9//12IMf2eXK1atUxlkpKSsHPnTuzYsQNA2trojx49goWFRb7apOLHHJY5bGnCHJaISgJ2RHwHDQ0NrFy5Eg4ODjh37hw8PT3h7+8PsVgMRUVFVK5cWUhgraysYGlpCVVV1WKJTUlJCX///TdOnjyJ69ev48OHD4iMjBRGHhSWqlWr4uDBg7h79y4uX76MJ0+eICwsDBKJBDo6OmjcuDG6d++Onj17CutF5oWJiQnOnTuH48ePw8nJCQEBAYiLi4Oenh7atm2LMWPGZHqwyQsrKysYGhri8+fPAAp3A6rSoEqVKti1axecnZ1x4cIFPH/+HKGhoVBTU0P16tVhbW0NOzs71K5du9Db7tmzJywsLHDy5Encvn0bgYGBiI2Nha6uLszMzNCnTx/06tULiopcHY7S8P7K+2tpwvsrEZV3YrEYe/fuFV6vWbMm2/9LJk2ahHfv3uHSpUtISkrCli1b8jQaWpYLFy7gy5cvAAB9fX1s27Yt0zr46YyMjLBjxw7069cPqamp2LJlCwYMGCBz+ZWMm9YWVHBwsLBWvoKCAtatW5elEwJI2/B41qxZ8PDwwOPHjwEALi4u7IgoZZjDMoctTZjDEpG8KUiLa6ckogw8PDwwduxYAMDAgQPxxx9/FHobCQkJsLKyQnR0NFRVVeHi4gItLa1Cb4eIqCTh/ZWobHj+/DkuXrwIDw8PhISEIDY2FlpaWjA2NoatrS3s7Oygrq4u8/qzZ88Ko7mnT5+OGTNmIDY2FqdOncKVK1fg7++PuLg46OrqolWrVhg/fjwaNmyYbV15WfIiXcaRwNnFEB4ejtOnT+PmzZsICgpCeHg4qlevjtu3b2ep6+7du7hy5QqePn0KkUgkfKnVpEkTdO/eHT169MjxS63s7ocxMTE4deoUrl69ioCAAMTGxkJPTw+WlpYYPXo0zMzMsq1r4cKF+PfffwGkLUUycuTIXH8WcXFxsLKyQmxsLFRUVHDnzh3o6urmel1pcOrUKSxduhRA2gjW48ePyyzr4+OD3r17QyqVQkNDAw8ePICGhka+2p0xY4awLvy0adNyXL8cACZPngxnZ2cAacvopK9nnxcZf39bt26Nw4cP5+m6Z8+eYdiwYQDSZoq4urrmWH7Dhg3466+/AADDhg3DihUr8hwjUVnCHJaIqOzjjAgqs27cuIHo6GgAQNeuXZlgEBEVEt5fiYpOdHQ0lixZkmWpBCBtQ1SRSIT79+9jz5492LJlC5o1a5aner29vTFz5kz4+fllev/z5884f/48Ll68iKVLl+a4fE1Bubu7Y968eQgNDc2xXHh4OObOnYsHDx5kORcUFISgoCBcvXoV5ubm2Lp1K2rUqJGn9t+/f49p06bB398/0/uBgYE4deoUzp07h5kzZ2LSpElZrrWzsxM6Ik6fPp2njohr164hNjYWANCpU6cy0wkBALdu3RKOe/TokWNZIyMjGBsbC/tFuLq6omvXrvlq99OnT8Kxubl5ruUbNWokdEQ4OTl9V0dEfmXsIIyJiUFycjJUVFRklg8PDxeODQ0NizQ2ovKOOSwRkXyxI4LKrIzrSBbm+oZEROUd769ERSMyMhKjRo3C+/fvAaR9oWllZQVjY2NoaGhAJBLh3r178Pf3R3BwMMaNG4cjR46gUaNGOdYbHBwMe3t7hISEoF69erCysoKuri7CwsJw69YtBAYGQiKR4LfffkPDhg3RvHnzTNc7OjoCAHbv3i1s3pv+Xl75+fnhwIEDiImJEWLQ0dFBWFgYfHx8hHLR0dEYOXIkfH19AQCKiopo164dGjduDGVlZbx58wZ3795FcnIyXr16hWHDhuHUqVO5rjkeHR2NKVOmICAgAAYGBujcuTMMDAwQGhoKZ2dnBAYGIiUlBRs3boSysjImTJiQ6XoLCwsYGRnBx8cHr169wtu3b2XOnkiXcbmfsrYZ6uvXr4Xjli1b5lrewsIC7969E67Nb0dEQkKCcJzTjKB0ampqwvGrV6/y1eb3ql+/PrS0tCAWixEfH4/jx49jzJgx2ZYNDAwUOh1VVFTQu3fvYomRqLxiDktEJF/siKAy6caNG3j69CkAoEGDBmjdurWcIyIiKht4fyUqOgsXLhQ6Ifr06YNly5ZlGa0pkUiwb98+rFu3DgkJCZgzZw6uXr0KZWXZaf2pU6egrKyMn3/+GSNHjsy0nNH8+fMxZ84c3Lx5ExKJBNu3b8+09j8A4Uv5I0eOCB0R335Rn5tLly5BUVERS5cuxejRo2UuqbR8+XKhE0JHRwc7d+7MspGoj48PJk2ahICAAIhEIjg6Oua6bM6tW7cglUoxaNAgLF++PNMX1AsXLsT69etx4MABAMCmTZvQsWNHGBsbZ6pj6NChWL16NYC0Tob0pYmy8/HjR2Hd/2rVqqFDhw45xpeTwMBAdO7cOd/XZyenzXRzEx0djeDgYOF1nTp1cr3mhx9+EI4/fPiQ77a1tbWFWT3pa7znJH0/ifTyMTEx2e4pUZiUlZUxZcoU4Xdl1apVeP36NYYNG4batWtDQ0MDX758we3bt7Fv3z5ER0dDRUUFK1euRK1atYo0NqLyjDksEZH8sSOCyoTg4GDcuHEDKSkpePfuHS5cuCCcmz17tvwCIyIq5Xh/JSoeDx48EJaQsbGxwfr167P9sl5RUVGY3XDw4EF8+vQJly9fRv/+/XOsf9asWdkuu6SqqorffvsNrq6uSEhIgJubW5F9WTtx4kSZI8OBtC/vL1++DCDtc27fvj1LJwSQttTPnj170L9/fyQmJsLT0xMPHjyApaWlzLqlUilatWqF33//PctGmCoqKli8eDECAgJw69YtJCcnY9euXdiwYUOmcv3798eGDRuQlJSEixcvwtHRUeams2fOnBGOBw0aVKY23xSJRMKxpqYmKlWqlOs1GTdrznj992rUqJHwReKtW7dynGmSkpKCO3fuCK+lUinCwsKKvCMCAMaPH4+kpCRs2rQJEokEZ8+exdmzZ7OUU1ZWhrW1NaZNm5bt7zoR5R9zWCKikocdEVQm+Pn5YeXKlVneHzJkCDp16lT8ARERlRG8vxIVj3/++Uc4XrBgQY6bMANpMxIOHjwIALh9+3aOHRFVq1bF+PHjZZ7X1tZGmzZtcPfuXUgkEnh7e+dpuZ3voa6uDgcHhxzLnD9/HlKpFEDa2t3fLhGVUd26dTF06FBhJsTZs2dz7IgA0r54yqlDYN68ecLeB05OTli5ciU0NTWF89ra2ujWrRsuXboEsViMGzduZLuUTkpKCs6fPw8AUFBQwODBg3OMKzdaWlrfvRRWUUrf9wJApp9PTjJuTp3x+u/Vo0cP4e/c2dkZV69eRc+ePbMtu3nzZgQFBWV6LyYmJt9tf6+JEyfCxsYG+/bty7YTAgAMDAzQrFmzPM0qIaLvwxyWiKjkYUcElTmVKlVCnTp1MHLkSAwYMEDe4RARlRm8vxIVDYlEAk9PTwBA9erVYWRklOs1BgYGqFq1KsLDw/Hy5cscy1paWsocuZ+ubt26uHv3LgAgLCwsj5HnnYWFRa4j0dOXMgKA7t2751pnz549hS+lM16bHR0dHVhYWORYxsjISNgHIn0PilatWmUqM3ToUFy6dAlA2vJM2XVE3LlzRxj1365dO9SsWTPXz5KTihUrfvdSWEUpMTFROM5pE+aMMv7+Zdzn4XtZWFigS5cuuHnzJoC0zqOnT59i0KBBqFevHlJSUvDmzRscOHAA169fh5qaWqZ44+Pj89329woICMCuXbtw8+ZNaGpqwtraGvXr14eSkhKCgoJw9+5dBAUF4c8//8TRo0dlzgAiooJjDktEVDKwI4Lkok2bNgVam7ao6yMiKq14fyUqfYKCghAVFQUgbU17U1PT77o+IiIix/OGhoa51lGhQgXhOC4u7rvaz4u6devmWiZ97X8gbf3u3JibmwvHQUFBSE5OlvnFeG4bS2csl755tq+vb5aOiDZt2qBOnTrw8/PDgwcPEBgYmKWjIeOyTEOGDMlTu6VJxv01kpOT83RNUlKScJyXTaZzsmbNGkyYMAHPnj1DamoqDh48KMwOykhJSQkrVqzAwoULhfeKY1kmAHB1dcXcuXMRGRmJ9u3bY/369ahatWqmMsnJydi0aRP+/vtviEQi2Nvb48KFC7luvE5UVjGHJSIq+8rOYqVERERERKWQWCwu0PW5dRxk/OJYloxLQUkkkgLFk5287COQ3hkDpC2DlBt1dfVMSwOlb6SdnW83/ZYlY7uy/l7S9yWQSqWZOh2AtP0P7t27J9TVpUuXPLVbmuSn0yrjTISM1+dHxYoV8c8//2DWrFkyf0/MzMxw5MgRWFlZZXq/cuXKBWo7LwIDAzFjxgxERkaiZs2a2L59e5ZOCCBtNomjoyN69OgBIO33f8uWLUUeHxEREZG8cEYEEREREZEcpaamCsd6enr48ccf5RhN0ShLmzUPGjQImzdvRnJyMs6dO4cZM2YIn+/cuXNISUkBkLa5dW5LYuVFTEwMTpw4UeB6MirIUk+6urrCcVxcHKKjo3PtaPr69Wu21+eXiooKpk6diokTJ+L169fw8fFBdHQ0KleuDDMzM2EGzJMnT4RrNDQ0oK+vX+C2c3Po0CGhg2bYsGGZ9sfIzo8//ohr164BAG7evJnthupEREREZQE7IoiIiIiI5CjjaH1VVdUStR9AcapcubKwt0JERESusyISEhIyjcivUqWKzLJ5nXWScZkrWbMoqlatis6dO+PatWv48uULXF1d0bFjRwBFsyyTWCzG2rVrC6WudAX5HatcuTL09fUREhICIG1JrcaNG+d4zadPn4Tj+vXr57vtbykrK6NJkyZo0qRJtuffvHkjHDdu3BjKykX/+Pvo0SPhOC/LrGUsExUVhYiICOjo6BRJbERERETyxKEWRERERERyZGhoKIya/vLlS6YlisqTOnXqCMcZv0CW5fXr18JxjRo1ctw4+e3bt3mKIWO5nPa1GDZsmHB8+vRpAGlfQKfvc9GsWTMYGxvnqc3SKOP+HBlnHciS8cv5hg0bFklM2bl165Zw3KFDh2JpMzY2tkDXZ1wmjYiIiKgs4YwIKhFsbW0RFBQEANxQiohITngvJpIPVVVVWFhYwMXFBRKJBFeuXMHw4cPlHVYWGUeTp6amQklJqVDrb9myJR4+fAgAcHJyQu/evXMsf/Xq1UzX5iQsLAyPHz/OsZyPj4+wUbWKikqmL9u/ZWlpiVq1aiEgIAC3b99GeHi40CEBFO4m1TVr1ixx9+TOnTvD2dkZAHDt2jWMGzdOZllfX1+8e/cOQNq+Ht/u21BUvL294e7uDiDt31hxbRyura0tdEh5e3vD2to6x/IZ/25VVVXzvJ8JUXnA3JSIqGxhRwRROeXv74/nz5/Dy8sLb968gUgkQkREBGJiYoQ1dM3NzdG9e3fY2Njk6cuG8PBwuLm5wdPTE2/evEFAQABiYmKgrq4OXV1dNGrUCN27d4etrW2xTI0nIioNwsPD8erVK+GPl5cXPn/+LJw/dOgQ2rRpI8cIqTiMGTMGLi4uAIBt27bBxsYGBgYGebpWKpUWyyjqihUrCsdisbjQl4/p378/du/eDalUihs3buDZs2do1qxZtmX9/f1x8uRJ4fWgQYNyrX/z5s04dOiQzJ/V5s2bhePu3btn2gj7WwoKCrCzs8PGjRuRnJyMo0ePCuv8a2pqolevXrnGU5p16dIFq1atQlxcHJ48eYIHDx7A0tIy27Lbt2+HVCoFAHTr1i3Hn2thiYuLw9KlS4X9V0aNGpXthtFFoUmTJnj69CkA4OTJkxg7dizU1dVllt+3b59w3LJlS+4PQURyJZVK8eLFC9y/fx/Pnj3Dhw8fEBYWhpSUFFSpUgV169ZFq1atMHjwYNSsWTNfbXh5eeHKlSt48OABgoODERUVBS0tLejq6qJhw4Zo3bo1OnXqxI5ZojKIWQ5ROWVvb48FCxbg4MGD8PT0hK+vL8RiMVJSUhAdHQ0fHx9cuHAB06ZNw6BBg3IdgWJvbw8rKyvMnz8fJ0+exMuXL4X6YmJi4Ofnh0uXLmHGjBno378/vLy8iumTEhGVXMeOHYOlpSXs7e2xadMmXL9+PVMnBJUf1tbWwshpkUiEESNGwNPTU2b55ORk3Lt3D5MnT8aNGzeKJcZ69eoJx+kjzQu7/j59+gAAJBIJpk2bhhcvXmQp9/HjRzg4OCAhIQEA0Lp1a5lfgqdTUFCAp6cnli1bhsTExEznUlJSsGbNGly/fh1A2myIiRMn5hrvoEGDhIEVO3fuRHx8PACgd+/eqFChQq7Xl2ba2tqZ9plYsGBBtstf7dmzBxcvXgSQ9nOdOXOmzDoXLVoEU1NTmJqaYtGiRTLLPXr0CM7OzsKm4N/y8fHBTz/9JPzu1KtXD7Nnz87LxyoUgwYNEjoTAgICMH369Ex7j6RLSkrCmjVr4OTkJLw3cuTIYouTiOhbt27dgrW1NYYOHYrNmzfjzp07CAwMRHx8PJKTkxEaGoqHDx9ix44d6NatGzZs2CDzXpydsLAwzJs3D4MHD8bff/+N169fIywsDMnJyRCJRHjz5g3OnDmDhQsXFltuQ0TFi0OSico5AwMDNGzYELVq1YKWlhZUVFQQERGB169f4+HDh0hNTcXbt28xevRoHD9+HEZGRtnW4+HhIYw6U1NTQ9OmTWFmZoaqVasiMTERXl5ecHNzg0QiwYcPHzBmzBgcOHAATZs2Lc6PS0RUonz7hSgAVKhQAUlJSUhOTpZDRCRPGzZswJgxY/DmzRsEBQVhzJgxMDU1hYWFBfT09CCVShEZGYkPHz7gxYsXwl4SAwYMKJb4bGxshC+Vly5dCg8PD9SrVy/TLMfRo0cXqI1ffvkFXl5e8PX1RWhoKIYNG4b27dujcePGUFJSgre3N5ydnYV/H3p6ennayLlz587w9vbGqVOn4OLigs6dO0NfXx9hYWFwdnZGQECAUHbmzJl52mRYT08PNjY2uHHjRqYvYuzs7PLxyUsfBwcH3L9/H48fP4ZIJMKQIUNga2sLExMTxMfHw8XFJdNAlqVLl6JWrVoFbtfX1xdLly6FlpYWWrdujXr16kFTUxNisRheXl54/PixkJPWqVMH+/bty3FGAgBcuXJFmNGSLn05GAB4//59tp0oW7ZsyfKemZkZJkyYgD179gAAXFxcYGtrCxsbG+HfS1BQEO7cuSNs+A0AvXr1Qrdu3fL+gyAiKmQ+Pj4IDg4WXtesWRMtWrQQ9rL68uUL7t27h8+fPyM1NRV//fUXAgICsGnTplxnZn7+/Bk//vijsHSdpqYmWrVqBRMTE1SqVAlisRghISHw8vISyhBR2cOOCKJyytHREebm5jA0NJRZxtfXFzNmzMD79+8RFRWFX3/9FYcOHZJZvlmzZhgxYoTMaffv37/H9OnT4efnh7i4ODg6OuLixYtQVVUtlM9ERFTaVKhQAa1bt4a5ubnwp27duujcuXOmL8GofKhUqRKOHTuGVatW4cyZM0hNTYW3t3eOsxK1tLSgp6dXLPH16NEDJ06cgIeHB+Li4nDixIksZQraEVGpUiUcPXoUc+bMgbu7OyQSCVxcXIRlqzIyNzfHli1bUL169TzVu2PHDkydOhUBAQE4cuRIljJKSkqYNm1anmZDpBs6dGimUZsmJiblZpCFmpoadu7ciYULFwqdQ05OTplG+ANp+0I4OjoW+r4nYrFYmMWSnV69emHJkiXQ1dXNtS4fH58scWcUERGR4/lvzZ8/HxUrVsS2bduQnJyMuLg4XL58OduyCgoKGD16NBwdHfNcPxFRUdHU1ISdnR0GDRoEMzOzLOdTUlKwY8cObN++HUDafk3W1tYYOHCgzDoTExMxYcIEoYNh2LBhmDNnDrS1tbMtHxgYWPAPQkQlEjsiiMqprl275lqmbt262LRpk7BMgqenJ0JDQ7N9oNuzZw/atm2bY33GxsbYu3cv+vTpg4SEBPj5+cHNzQ02Njb5+xBERKWcnZ1duRk9TXmjoaGBlStXwsHBAefOnYOnpyf8/f0hFouhqKiIypUro3bt2jA3N4eVlRUsLS2LrUNfSUkJf//9N06ePInr16/jw4cPiIyMLPTZO1WrVsXBgwdx9+5dXL58GU+ePEFYWBgkEgl0dHTQuHFjdO/eHT179vyuvTFMTExw7tw5HD9+HE5OTggICEBcXBz09PTQtm1bjBkzBg0aNPiuWK2srGBoaCgsqVZcGyKXFFWqVMGuXbvg7OyMCxcu4Pnz5wgNDYWamhqqV68Oa2tr2NnZoXbt2oXWZpcuXaCiogIPDw+8efMGoaGhEIvFqFSpEgwMDGBpaYlevXqhcePGhdZmfkyePBkDBgzAuXPn4OHhgQ8fPiAqKgoSiQSVKlXCDz/8AAsLCwwePBh169aVa6xERADQsWNH2NnZyewgAABlZWXMnDkToaGhwoCEw4cP59gRsWnTJnz8+BFA2my6+fP/z959hzV1vn0A/zIVUAQX7q04EGdVFBeOWvdC667ipBVHVbC1rXXUgXtbt2i1dSsqTlQQxT1QURkqgiIIYcpM3j/ycn6JhCSSQAC/n+vyuk6S5zznDoknzzn3M2YpjSO3a08QUcGnJ8laOYxUCgwMxOHDh3Hv3j2EhYUhKSkJhoaGwgVhy5YtYWdnhxYtWii8IMzMzMStW7eERX9evXoFkUgEPT09WFhYoH79+ujQoQMGDRoEExMTpbG4ubnh2LFjAP63iGVQUBD++ecfXL9+HR8+fEDx4sVRu3ZtDB8+HD169JBb+CwlJQWnTp3C8ePH8fr1a8TFxcHKygqdOnXC5MmTlfYcOnr0KObOnQsA+OmnnzB16lRER0fj4MGDuHjxIiIiIpCWloYKFSqgffv2GD16tMph2A4ODkLPT1VrEQDAw4cPcerUKfj7++PDhw9ISkqChYUF6tatCwcHBzg6Oqocgg0AV65cgaenJx4/fowPHz4gNTUVxYoVQ5kyZVCjRg20adMGbdu2RcOGDVXWVZS1bdsWHz9+BCBddE/Tnn7Tp0/H2bNnAQCTJk3CzJkzNY6Rvh48F0vxXFy0yX4WXKyaKHf8/f0xevRoAMCAAQOwdOlSrR8jJSUF9vb2SEhIgLGxMXx8fLi4JtFXhm1TKbZNvy7BwcHo2bOn8Pjx48cKv98xMTHo2LEj0tLSUKNGDZw+fVpuSkci+rrwf78aJBIJVq5ciR07dkAsFsu9lpmZiaioKERFReHu3bvYunUrtmzZorCHt4ODA96/f6/wGJGRkYiMjMTVq1exZcsWrFu3Ds2bN1c7xkOHDmHBggVIS0sTnktOTkZMTAxu376NS5cuwd3dHfr6+ggJCcGUKVOyzbsXFhYGDw8PnD59Gnv37kXdunXVOvadO3cwbdo0REdHyz0fGhqK0NBQ/Pfff5g/f77SDLm6EhIS8OuvvyocGp31Ofj5+WHbtm1Yt24dmjZtqrCexMRETJs2Db6+vtleS05ORnJyMsLCwoRpAO7du1fkFx3MSdZw8izqNNxUkW1wikQijeujrwPPxcrxXExElP8uXLiAhIQEANLRpkxCEH092DZVjm3Tou3zJJJIJEL58uWzlTt8+LDw/XN0dGQSgugrxzOAGvbt2ycsNgYAzZo1Q5MmTVC6dGlkZmZCJBIhKCgI9+/fl7th+7mYmBgA0hO2jY0NqlWrhhIlSiAtLQ2vXr2Cr68vYmNjERUVBScnJxw+fDjHhYFlXblyBbt27YK+vj46duwIGxsbGBgY4OHDh7h69SoAwNPTE3Xq1IGjoyPGjh2L9+/fo1atWujQoQNKly6NiIgInD17FnFxcYiJicH06dNx/PhxGBkZKT12REQEnJ2dERcXh+rVq6NTp05CfZcvX0ZUVBRSUlIwd+5cFCtWTC5j/qXi4uIwYsQIvHz5EoD0hri9vT3q1q0LExMTREVF4dq1a3j9+jUiIyMxZswY7N+/HzY2Ntnqmjt3rtC4MDIygr29PerVqyd8Hh8+fEBgYCACAgKExe6+Vvv378enT58AAGXLlkWdOnU0rlN2ASxlwz6JZPFcnDOei4mIdEN2rQltr4FARAUb26Y5Y9u06JO9ps8avaPItWvXhO1vvvkGEokEZ8+exZEjR/D8+XOIRCJYWFjA2toaXbp0weDBg7mGJFERxkSEGnbu3AlA+kO0ZcsW2NvbKyyXlpYGb2/vHBf/HTFiBAYNGpRjD4LU1FSsXLkSe/bsQXJyMhYtWoRdu3apFZ+VlRW2bNmSbWigp6cnfv75ZwDArl27cP/+fURGRsLNzQ0//PCD3Ly6zs7O+P777xEREYGgoCCcP38evXr1UnrsY8eOQSKRYMqUKZg6dSoMDAyE19zc3PDrr7/izJkzkEgkmD9/Plq1aqXWgnGKuLq6Co2L3r1747fffsv2YycWi7Fz5064u7sjJSUFM2bMwNmzZ+Wy7mFhYcLCdpUrV8aePXtyHBIqEolw4sQJlQ0tVUaNGoVbt25pVIesJUuWYODAgVqrT5ZYLEZ8fDwCAwNx/PhxYWgvAMycOVPuM86NlJQUXLlyRXjcsmVLjeqjrwfPxTnjuVg9helcTEQF34ULF3D//n0AQIMGDdCqVSsdR0RE+Ylt05yxbaqewtw2zZpqGQCaNGmS47RjAQEBwuPSpUtj3Lhx8PPzkyuXNWrF19cX27dvx6ZNmxQulE1EhZ++6iJft9jYWGHxOXt7+xwbFwBgbGyMb7/9FtbW1gpfd3NzUzqMsVixYvjll1+E4Zp+fn548+aNyhgNDAywefNmhfMT9u7dG23btgUg7Slw9epVjB07FmPHjs22uJ+VlRWmTZsmPM76EVZGIpGgb9++mD59erYb1KampnB3d0ejRo2E43t4eKisU5EbN27A29sbANC5c2esWLFCYcZdX18f48ePx5gxYwAAb968wenTp+XKPH36VNgeOXKk0nkpLSwsMGbMmCKfkV+xYgWsra1hbW2NBg0aoHXr1hgzZoyQhDAxMYG7uzsGDRqk8bE2btyIuLg4AED16tVVLnBNBPBcrArPxUREeS8yMhL79u3D7t278csvv2DGjBnCa9OnT9ddYESU79g2VY5t06ItKioK27dvFx4PHTpUYbnIyEhhdgVA+l3PSkLY2dnB2dkZLi4u6NGjh/C3DA8Px4gRIxAaGpqH74CIdIUjIlSQnetR9gSal3r37i38mN65cwfVqlVTWr5Lly7Cj7ginTp1Ek72RkZGmDhxYo5lHRwchO1nz56pjFVPT0/phZehoSGmTZsmHPPYsWNyF23q2rdvn7A9e/bsbI2jzzk5OWHPnj0AgMuXL6Nfv37Ca7JDKPPrMx02bBg6deqktfoaN26stbpUGTx4MObMmYNSpUppXJefn5/QcwiQ9l7RtBcJfR14LlaO52L1FOZzMRHp3qtXr7Bw4cJszw8ePFir5xYiKvjYNlWObVP1FMa2aUZGBubMmSN0LrSxsUH//v0Vlo2Pj5d7fOfOHZQoUQIbNmyAnZ2d3Gtv3rzBhAkT8OrVKyQmJmLWrFk4cuRInrwHItIdJiJUKFOmDMqVK4eoqCjcvHkTu3btwogRIzTOfEdEROD58+eIjo5GUlKS3I/e69evhW11ssDKel8A8osI2djYKJ2T39zcHBYWFhCJRIiKilJ5bBsbG1SuXFllfKampkhOTkZkZCQiIiJyHJaqiFgsFoYrVqxYUa35MK2srFC6dGnExMTg8ePHcq/JDvHbtWsXbG1t0b59e7XjyQ1N5rzMD506dRK+FxkZGYiNjcWjR49w7949HD58GPfu3YObmxs6duyY62MEBwdj2rRpyMjIACAdgtylSxetxE9FH8/FyvFcrJ6Cfi4mosKjZMmSqFGjBoYPH57jDRgiKrrYNlWObVP1FMa26YIFC4QEVokSJbB69Wro6yuebCUxMTHbc3/++We2JAQAVKtWDZs2bUK/fv2Qnp6OgIAA+Pn5CSN3iKhoYCJCDRMnTsTixYsBAEuXLhXmf2zevDlsbW3RsGFDtebNF4vFOHToEDw8PIQ5DFXJyjIrU7FiRaWvm5qaql02q7xIJFKrF0CDBg1UljEwMEC9evXw4MEDANJG05c0MMLDw4VM+rt373Ic0pqT2NhYuce1atVCt27dcOHCBSQkJGD8+PGoUqUK2rdvLywwVqNGjS86RmHXsmVLhWs1vHz5ErNnz8azZ88wadIkzJ49G05OTl9cf1hYGMaNGyd8jvb29nBzc9M4bvq68FycM56LiYiya926NZ4/f15g6yOiwo1t05yxbVo0rVq1Cv/++y8A6SiaNWvWKB2ZU7x4cbnHVatWVbq+SO3atdG9e3dh2ixvb28mIoiKGCYi1DB69GikpKRg48aNSElJgUgkgqenJzw9PQEAZmZmaN++PYYMGYJ27doprCMtLQ1Tp06VW6RXHWlpaSrLFCtWTOnrssMTVZWVLS+RSFSWVTT/oiKyvSvUaTTJEolEX1T+c8nJydmeW7ZsGUxMTHDq1ClIJBK8ffsWBw4cwIEDBwAA5cuXR7du3TBixAi1elYUVXXr1sWePXvQu3dvfPjwAe7u7mjRogWaNm2qdh1hYWEYPXo03r9/D0A6F+TGjRu/2vk0Kfd4Ls4Zz8VERERE+Ytt05yxbVr0rF27Flu3bgUgTUKsX79e5YgRMzMzucetW7dWOX1WmzZthESE7LodRFQ0MBGhpokTJ2Lw4MHw9PSEn58f7t27J/xQJiUlwcvLC15eXujcuTNWrVol17sAADZt2iQ0LkxMTDBkyBC0b98eNWrUQJkyZVCsWDGht8TNmzeFRZRIfq7GcuXKYezYsRrXaWZmBnd3d0yePBmenp64desWHj16JDToPnz4gP379+PAgQOYMmUKXFxcNDremTNn8O7dO43jztKhQwelC5ppU6lSpTBixAisXr0aEokEBw4cUDsRkZWEyFrIrU2bNtiyZUu2nhFE6uK5WHd4Ls4uP8/FREREVPCwbao7bJtml1dt0zVr1mDz5s0ApEmIdevWCYunK1OuXDm5xxUqVFC5j5WVlbD9+agVIir8mIj4AqVLl8bo0aMxevRoSCQSvHz5Erdu3cK5c+eEuQm9vb3xxx9/wN3dXdgvMzNTyKAbGhpi7969sLW1zfE4CQkJeftGtEjdXgiyPyBfuuixbG8KY2PjXE0NlJPatWtj2rRpAKS9SrLmIfT09ERoaCjEYjE2btyIihUrwtHRMdfHOXDggPAd0QZLS8t8vfklO7RW3V4Jr1+/lhsJ0bp1ayYhSCt4Ls6O52L1FPZzMRERERU8bJtmx7apegpD23TlypX4+++/AUiTEGvXrpVbvFyZEiVKoGLFikKyRdVoCHXLEFHhpXhFGVJJT08P9erVw8iRI+Hh4YFVq1YJJ0xPT0+5H97Q0FDhcYsWLZQ2LgDgxYsXeRW21gUGBqosk5mZKTfXZc2aNb/oGJUqVYKJiQkA6dyPWfNAapuxsTGaN2+On376CWfOnMGIESOE1/bv358nxywsshaYBqRzmKoSGhqKkSNHCkmINm3aYOvWrcLnSKQtPBdL8VxMREREpHtsm0qxbVo0LF++PFsSokuXLl9Uh42NjbCddX9AmcjISGG7TJkyX3QsIir4OCJCS3r16oUNGzYgJCQEYrEYr1+/FjL0snMdfj40TREvL6+8ClPrAgIC8O7dO6WLW12/fh1JSUkApMPsvmQBKkD6w9+yZUv4+PhALBbjzJkz+P777zWKWxV9fX04OzsLDYuQkBCN6vPw8NBGWDrz6NEjYVvVcMqQkBCMHj0aUVFRAP43HROTEJQfeC7muViZwn4uJqKCx8HBAeHh4QDAhayJKBu2Tdk2VaYgt02XLl2KXbt2AfjfdEzqjoSQlbUAOCCdXkwikSgd9XDz5k1hu3Hjxl98PCIq2DgiIo/ITj8jO2RQVc+Af//9t1D1dBCLxVizZk2Or2dmZmLdunXC4wEDBuTqOKNGjRK2N2zYIJclV0WdxbRU+Zpvon/48AEHDx4UHue00BoABAcHyyUh2rZty5EQpFM8F0vxXExEREVJTEwMfHx8sGXLFkydOhWdO3eGtbW18M/f3/+L6pPdV51/+/bty6N3RkUd26ZSbJsWbIsXL5ZLQqxfvz5XSQgA6NKlizDtVlhYGM6cOZNj2ZCQEJw7d0543L1791wdk4gKLiYiVLh9+zbGjx+Py5cvCwsUfU4ikWD37t1CNtzS0hK1a9cWXq9VqxbKli0LAAgKCsL69evlFlbKquPgwYNYuHBhoZoTT09PD8ePH8f69euzTdmTnJyMOXPm4PHjxwAAc3NzjBw5MlfH6dixIzp27AgAiIqKwrBhw5TOpZieno5r165h8uTJQvY9y99//4158+bh4cOHOTY+UlJSsHjxYuFxy5YtcxV3QbVhwwZs2LBBWEQ6J3fu3MGoUaOEIcNly5bFoEGDFJYNCgqSS0LY29tj8+bNXBOCtILnYuV4LiYioq/FgQMHYGdnh/Hjx2P16tU4f/68yjYtkbaxbaoc26aF16JFi7B3714A0lEnGzduVGth6pyUKFECP/74o/D4999/x40bN7KVe/PmDZydnZGeng5Aej+hadOmuT4uERVMnJpJBbFYDB8fH/j4+MDMzAxNmjRB3bp1YWFhAbFYjA8fPsDX11cYkg0AM2bMgKHh//60enp6mDBhApYsWQJAehP4zJkzaNu2LcqVK4ePHz/Cx8cHoaGhMDAwwKRJk7Bly5Z8f6+5MWDAAFy6dAkbNmyAp6cnOnXqBEtLS7x//x4XL14Ubkrr6enhjz/+UGvIaU5WrlyJUaNG4dmzZwgPD8eoUaNgbW2Nli1boly5cpBIJIiLi0NQUBAePXokzBHZv39/uXpSU1Nx6NAhHDp0COXLl4etrS1q1qyJkiVLIjk5GeHh4bhy5YqwGJixsTGmTp2a67gLori4OOzduxfr16+HtbU1GjRogAoVKsDMzAxpaWl49+4d7t+/j+DgYGEfU1NTrFixQuEiYvHx8Rg9ejQ+fvwolG3RooVac2ZWrFgRPXv21N6boyKJ52LleC4u3FxcXLI9FxMTI2yvX78+2/m0R48ePHcS0VcpNTU123NZbdisG1i5VapUKUyaNElluRYtWmh0HCr82DZVjm3Twmnr1q1y00W1adMGQUFBCAoKUrlvz549c5yKa+TIkbh58yYuX76MxMRE/PDDD2jbti2aNWsGAwMDvHz5EpcvXxbO71ZWVli6dKl23hQRFShMRKgg21BISkqCn58f/Pz8FJYtXrw4fv75ZwwdOjTba2PGjEFISAj+/fdfANIhZ5/PJ2hqaooFCxagfPnyhaaBUalSJWzcuBEuLi549eoVdu/ena1MsWLF8Pvvv6N3794aHatkyZI4cOAA/vrrLxw5cgSZmZl4/vy50vl4LSwssjVqjIyMhO0PHz7g4sWLOe5vZWWFFStWoH79+hrFXtDo6/9vMJSqvyEA2NraYsGCBWjQoIHC1+Pj44UkBCDt5bJ27Vq1YmnVqhVvppFKPBcrx3Nx4SY7BF2R27dvZ3uubt26eRUOEVGBZmZmhlatWqFRo0bCv5o1a6JLly5yN31zo0SJEnByctJSpFSUsW2qHNumhVNoaKjc42vXruHatWtq7WtjY5NjIsLAwABr1qzB/PnzcfToUQDI8f+Mra0t1q1bp1FyiogKLiYiVGjRogWuXLkCHx8f3Lt3D8+fP0dERISwqJKFhQVq1aoFOzs7DBw4EFZWVgrr0dPTw4IFC9C1a1ccPHgQjx49gkgkgpmZGSpWrIiOHTvC0dERVapU+eI5TXXtm2++wYkTJ3DgwAFcvnwZERERSEtLQ4UKFdC+fXuMHj0a1apV08qxTExMsHDhQkyYMAHHjh3DrVu38Pr1a4hEIujr68Pc3BzVqlVDo0aNYG9vDzs7OxgbG8vVMXnyZHTs2BHXr1/HgwcPEBISgsjISHz69AnGxsYoXbo06tWrBwcHB/Tp06dIzvs4e/ZsdOvWDf7+/nj8+DFevXqFqKgo4W9QokQJVK9eHTY2Nvj222/RvHlzXYdMXzmei1XjuZiIiL4Gjo6OcHR01HUY9JVj21Q1tk1JVrFixbBkyRIMGTJE+Iw+fPiAjIwMlClTBra2tujZsye6d+9eqKYhI6IvoyfRxgo99FU5evQo5s6dCwD46aefitxwRCKiwoDnYiJSV2BgIA4fPox79+4hLCwMSUlJMDQ0FG7MtGzZEnZ2dmjRokW2GzOAdFHRW7duwc/PDw8ePMCrV68gEomgp6cHCwsL1K9fHx06dMCgQYNU3phxc3PDsWPHAAB79+5F69atERQUhH/++QfXr1/Hhw8fULx4cdSuXRvDhw9Hjx495EZypqSk4NSpUzh+/Dhev36NuLg4WFlZoVOnTpg8ebIw37oiis6b0dHROHjwIC5evKjwJlnVqlWVvh8HBwehF76qEaYA8PDhQ5w6dQr+/v748OEDkpKSYGFhgbp168LBwQGOjo5qra915coVeHp64vHjx/jw4QNSU1NRrFgxlClTBjVq1ECbNm3Qtm1bNGzYUGVdRYXsZ5H13VKXtbU1AKBy5cq4fPlynsRHVNSxbUpERKpwRAQRERERUREkkUiwcuVK7NixI9tioZmZmYiKikJUVBTu3r2LrVu3YsuWLQoXpHRwcMD79+8VHiMyMhKRkZG4evUqtmzZgnXr1n3RSMpDhw5hwYIFcou9JicnIyYmBrdv38alS5fg7u4OfX19hISEYMqUKXj16pVcHWFhYfDw8MDp06exd+9etacuu3PnDqZNm4bo6Gi550NDQxEaGor//vsP8+fPx4ABA9R+PzlJSEjAr7/+qnAqtqzPwc/PD9u2bcO6detyXKAzMTER06ZNg6+vb7bXkpOTkZycjLCwMPj4+AAA7t27BzMzM43jJyIiIiLSFBMRRERERERF0L59+7Bt2zbhcbNmzdCkSROULl0amZmZEIlECAoKwv3795GcnJxjPVmLp1etWhU2NjaoVq0aSpQogbS0NLx69Qq+vr6IjY1FVFQUnJyccPjwYdSuXVtlfFeuXMGuXbugr6+Pjh07wsbGBgYGBnj48CGuXr0KAPD09ESdOnXg6OiIsWPH4v3796hVqxY6dOiA0qVLIyIiAmfPnkVcXBxiYmIwffp0HD9+XG6ub0UiIiLg7OyMuLg4VK9eHZ06dRLqu3z5MqKiopCSkoK5c+eiWLFiGq1nFRcXhxEjRuDly5cApPPF29vbo27dujAxMUFUVBSuXbuG169fIzIyEmPGjMH+/fthY2OTra65c+cKSQgjIyPY29ujXr16wufx4cMHBAYGIiAgAJmZmbmO+WslEokwceJEPH36FCKRCCYmJihbtiyaNWuGb7/9Fh07dtR1iERERESFFhMRRERERERF0M6dOwFIb1hv2bIF9vb2CsulpaXB29sblSpVUvj6iBEjMGjQoBxHGqSmpmLlypXYs2cPkpOTsWjRIuzatUut+KysrLBly5ZsUwh5enri559/BgDs2rUL9+/fR2RkJNzc3PDDDz/IzR/t7OyM77//HhEREQgKCsL58+fRq1cvpcc+duwYJBIJpkyZgqlTp8LAwEB4zc3NDb/++ivOnDkDiUSC+fPno1WrVkqnfVLG1dVVSEL07t0bv/32GywsLOTKiMVi7Ny5E+7u7khJScGMGTNw9uxZuQVxw8LCcP78eQDSKYT27NmT49RRIpEIJ06cUJmQUWXUqFG4deuWRnXIWrJkCQYOHKi1+rQtKSlJSIIBQHp6OuLj4xESEoIjR47AxsYGK1euRI0aNXQXJBEREVEhpa+6CBERERERFSaxsbGIiIgAANjb2+eYhAAAY2NjfPvtt8I8+Z9zc3NTOt1RsWLF8MsvvwjTOvn5+eHNmzcqYzQwMMDmzZsVrmPQu3dvtG3bFoB0RMHVq1cxduxYjB07NtsillZWVpg2bZrwOOtmvTISiQR9+/bF9OnT5ZIQAGBqagp3d3c0atRIOL6Hh4fKOhW5ceMGvL29AQCdO3fGihUrsiUhAEBfXx/jx4/HmDFjAABv3rzB6dOn5co8ffpU2B45cqTS9SssLCwwZswYhWt+kGL6+vpo0qQJhg0bBhcXF0yfPh3Dhg2TG90TEBCAwYMH48WLFzqMlIiIiKhw4ogIIiIiIqIiRnZNiE+fPuXLMXv37i3cdL9z5w6qVaumtHyXLl2Em/2KdOrUCX5+fgCkozomTpyYY1kHBwdh+9mzZypj1dPTw/Tp03N83dDQENOmTROOeezYMcyYMUNlvZ/bt2+fsD179uxsSZTPOTk5Yc+ePQCAy5cvo1+/fsJrslMt5ddnOmzYMHTq1Elr9TVu3FhrdWnTzz//jEGDBqFMmTIKX7906RLmzZuHmJgYJCQkYMqUKThz5gyKFSuWz5ESERERFV5MRBARERERFTFlypRBuXLlEBUVhZs3b2LXrl0YMWKExj3kIyIi8Pz5c0RHRyMpKUnu5vjr16+F7dDQUJV1KRulAUCux7+NjQ0sLS1zLGtubg4LCwuIRCJERUWpPLaNjQ0qV66sMj5TU1MkJycjMjISEREROU5fpYhYLBamNapYsaJa62ZYWVmhdOnSiImJwePHj+Veq1+/vrC9a9cu2Nraon379mrHkxuarI1RmChLcgHSpFnlypUxbNgwJCcn4+3btzh48KAwgoWIiIiIVGMigr7YwIEDC/TcrkREXwOei4lIlYkTJ2Lx4sUAgKVLlwrrRDRv3hy2trZo2LBhtmmJFBGLxTh06BA8PDyEtQ5UiYuLU1mmYsWKSl83NTVVu2xWeZFIpNZogQYNGqgsY2BggHr16uHBgwcApMmVL0lEhIeHIz4+HgDw7t27HKe+yklsbKzc41q1aqFbt264cOECEhISMH78eFSpUgXt27cXFiLn2gV5p379+hg9ejS2bNkCADh79iwTEUQy2DYlIiJVmIggIiIiIiqCRo8ejZSUFGzcuBEpKSkQiUTw9PSEp6cnAMDMzAzt27fHkCFD0K5dO4V1pKWlYerUqbhy5coXHTstLU1lGVXT2shOY6TOFDhZ5SUSicqyitZpUER2FIY6yRVZIpHoi8p/Ljk5Odtzy5Ytg4mJCU6dOgWJRIK3b9/iwIEDOHDgAACgfPny6NatG0aMGKHWCAz6Mt99952QiHj8+DHEYjH09bnsIhEREZE6mIggIiIiIiqiJk6ciMGDB8PT0xN+fn64d++ecEM9KSkJXl5e8PLyQufOnbFq1Sq5UQgAsGnTJiEJYWJigiFDhqB9+/aoUaMGypQpg2LFigmjKm7evMke4jJkp60qV64cxo4dq3GdZmZmcHd3x+TJk+Hp6Ylbt27h0aNHQuLnw4cP2L9/Pw4cOIApU6bAxcVFo+OdOXMG79690zjuLB06dFC68HlBJ7vuSUZGBkQiEUqXLq3DiIiIiIgKDyYiiIiIiIiKsNKlS2P06NEYPXo0JBIJXr58iVu3buHcuXPCGgbe3t74448/4O7uLuyXmZkp9LQ3NDTE3r17YWtrm+NxEhIS8vaNaJG6oxVkp0cqVarUFx1DdtSFsbExnJycvmh/ZWrXro1p06YBkI4+CQgIgJ+fHzw9PREaGgqxWIyNGzeiYsWKcHR0zPVxDhw4IHxHtMHS0rJQJyJULTZORERERDnjOFIiIiIioq+Enp4e6tWrh5EjR8LDwwOrVq0Sbq56enrK3aAPDQ0VHrdo0UJpEgIAXrx4kVdha11gYKDKMpmZmXJrYtSsWfOLjlGpUiWYmJgAkK4RkbVehLYZGxujefPm+Omnn3DmzBmMGDFCeG3//v15csyvleyC7AYGBmpP8UVEREREHBGhNUePHsXcuXMBAD/99BOmTp2q44i+Lv7+/hg9erTC15YsWcJFs75yDg4OCA8Pz/Z8q1at4OHhoYOIKK/wXKxbPBcXHbL/lz63d+9etG7dOp8jorzSq1cvbNiwASEhIRCLxXj9+rVwc1V2TYRy5cqprMvLyyuvwtS6gIAAvHv3Tuki2NevX0dSUhIAwMrK6osWqgakCYKWLVvCx8cHYrEYZ86cwffff69R3Kro6+vD2dlZSECEhIRoVB/bSfJkv+ONGzfm+hCkFNulusV2KSljbW2t8PkBAwZg6dKl+RwN0deDiQgiAGKxGGfPnoWnpycCAwMRHR2NEiVKoEqVKnBwcICjoyPKli2b73HFxMTgwYMHePz4MZ48eYJ3794hNjYWIpEIRkZGsLS0hLW1NTp27IjevXujRIkSKutMTU3FzZs3cfPmTQQEBAi9HQ0NDWFhYYH69eujffv26Nu3L0qWLJkP71K5q1ev4uTJk3j48CGioqJQrFgxVKxYEZ06dcLgwYNRtWpVXYdIRFpSUM/FshITE3H48GFcuHABr1+/FuYHr1OnDr777jv069cPxsbGOoktJiYGT548Ef4FBAQgIiJCeJ0JBFJH8eLFhW3Z3t6qRhD8+++/hWpEhFgsxpo1a7Bs2TKFr2dmZmLdunXC4wEDBuTqOKNGjYKPjw8AYMOGDejcuTOsrKzU2lcikWg8FVDWiAzS3MuXL7Fnzx7hcY8ePXQYDRHlNbZLc08ikeDRo0fw8/PDgwcPEBQUhI8fPyIjIwOlSpVCzZo18c0332DQoEGoUqVKro4REBCAM2fO4MaNG4iMjER8fDwsLCxQtmxZNGzYEK1atUKnTp04co2ogGEigoocGxsb9OzZU3jcuHFjpeXfv3+PGTNm4N69e3LPx8TEICYmBo8ePcLu3buxaNEidOvWLU9izsnKlStx+PBhha+lp6cjOTkZ4eHhuHz5MtauXYs//vhD6UXR+vXrsXPnTiQnJyus79OnT3j37h28vb2xbt06zJs3D3369NHa+/kS8fHxcHV1xeXLl+WeT0lJQVxcHAIDA7Fnzx64urpi2LBhSuuaPHmyMG91fHw8tmzZkmdxE5FUUToXZ7l9+zZmz56dbeHWyMhIREZG4vr169i7dy9Wr16NOnXq5GtsBw4cwPz587VWX+PGjTFnzhzh8ZkzZxAQEKC1+inv3b59G1u3bsXw4cNhb2+v8EaERCLBnj17hF7zlpaWqF27tvB6rVq1ULZsWURHRyMoKAjr16+Hs7OzsDh1Vh3//vsvFi1aBD09PUgkkrx/c1qgp6eH48ePo0qVKvjxxx/lerYnJyfjt99+w+PHjwEA5ubmGDlyZK6O07FjR3Ts2BFXr15FVFQUhg0bhqVLl6JVq1YKy6enp+PGjRv4559/MHDgQHTv3l147e+//8abN2/g6OgIW1tbhUmKlJQULF68WHjcsmXLXMX9NRk4cCAmTJgABwcHFCtWTGGZK1eu4JdffhHa0JUqVVLZ/iSigoPt0vxrl166dAl//vknIiMjFb4eHR2N6OhooZ3i5OSEadOmwdBQvduTHz9+xF9//QVPT89sr0VFRSEqKgrPnj3DkSNHsGjRohzXSZJt57558wYHDx5U6/hEpBkmIqjIqVu3rtqLAcbFxWHcuHEIDg4GIO0F2K1bN9SsWRNxcXG4dOkS3r59C5FIhOnTp2Pz5s3o0KFDXoavkLm5ORo2bIjq1aujfPnyMDY2RnJyMkJCQuDr64ukpCTExMRg+vTpcHd3zzF58ODBA+ECSl9fH9bW1rC1tUX58uWhp6eHkJAQeHt7IykpCSKRCLNmzUJ8fLzcXMP5IS0tDT/++KOwOKKRkRE6d+4Ma2trJCcnw8fHBy9evMCnT58wf/58GBoaKl2IcciQIcL227dvmYggygdF7Vz8+PFjTJw4UTiHlitXDt27d0fZsmXx9u1bnD9/HgkJCXjx4gXGjh2Lf//994uncdFEampqtufMzMyQlpaG9PT0L66vbt26cgvKvnz5komIQkYsFsPHxwc+Pj4wMzNDkyZNULduXVhYWEAsFuPDhw/w9fWVm7pwxowZcjcC9PT0MGHCBCxZsgSAtEf/mTNn0LZtW5QrVw4fP36Ej48PQkNDYWBggEmTJhWa39gBAwbg0qVL2LBhAzw9PdGpUydYWlri/fv3uHjxIqKiogBI/wZ//PGHWlNT5WTlypUYNWoUnj17hvDwcIwaNQrW1tZo2bIlypUrB4lEgri4OAQFBeHRo0fCWhL9+/eXqyc1NRWHDh3CoUOHUL58edja2qJmzZooWbKk0DnlypUrQucLY2PjIjsVjIuLS7bnYmJihO3169dnWx+jR48ecjciszx58gTTp0+HqakpmjZtKvw/0dfXx4cPH+Dv74+goCChfMmSJbF582a50UNEVLCxXZp/7dLg4GC5JESVKlXQvHlzYd2kd+/e4dq1a4iIiEBmZib+/vtvhIWFYfXq1SpHAUZERGDs2LF49eoVAMDU1BTffPMN6tWrh5IlS0IkEuHDhw8ICAgQyuRE9vvg7+/PRARRPmEigr5qy5YtExoYtWrVwrZt2+SGBrq6umLhwoU4cOAAMjIy4OrqigsXLqg1BZI29O/fX7hYzelHOT4+Hr/99hu8vLwgkUjw559/onPnzjnGWKlSJQwfPhx9+/ZVODWASCSCm5sbvL29AUjnz2zbtu0XL9CoiW3btglJiHLlymHbtm1o0KCB8PqcOXOwdetWrFq1CgCwYMEC2NnZ5XpYJxHpVkE/F2dkZGD27NnCxV63bt2wYsUKuZtQs2fPxpQpU3D//n18+PABv/32G3bs2JEv8QHSpEOrVq3QqFEj4V/NmjXRpUsXhWvkUNEnm1BISkqCn58f/Pz8FJYtXrw4fv75ZwwdOjTba2PGjEFISAj+/fdfANI1Bz5fd8DU1BQLFixA+fLlC00iolKlSti4cSNcXFzw6tUr7N69O1uZYsWK4ffff0fv3r01OlbJkiVx4MAB/PXXXzhy5AgyMzPx/PlzPH/+PMd9LCwssiU/jIyMhO0PHz7g4sWLOe5vZWWFFStWoH79+hrFXlCdO3dO6eu3b9/O9pxsclWR5ORkpf9PAKBZs2ZYtmwZqlevrl6gRFTosF2qOVNTUzg6OmLgwIEKf4cyMjKwadMmbNy4EQBw9uxZdOzYUek0iKmpqXBychISDEOHDsWMGTNgaWmpsPzbt281fyNEpHVMRNBXKzg4GMeOHQMgvbBbt25dthvZBgYG+P333/H8+XPcu3cPMTEx2LFjB6ZNm5YvMX7zzTcqy5ibm8Pd3R0PHjzA+/fvkZCQgGvXrins8eXs7AxbW1u5C9nPWVhYYN26dRg0aBBevHiB9PR0/Pfff3B1ddXovahLJBJh+/btwuNly5bJJSGyTJo0CS9evICnpyfS0tKwbt06LF++PF9iJCLtKQzn4qNHjyI0NBQAUL16dbi7u2frCWtpaYn169ejV69eiIuLg6+vL27cuAE7O7t8idHR0VHpyDD6+rRo0QJXrlyBj48P7t27h+fPnyMiIkJYfNnCwgK1atWCnZ0dBg4cmOO6BXp6eliwYAG6du2KgwcP4tGjRxCJRDAzM0PFihXRsWNHODo6okqVKvD398/Pt6ixb775BidOnMCBAwdw+fJlREREIC0tDRUqVED79u0xevRoVKtWTSvHMjExwcKFCzFhwgQcO3YMt27dEubz1tfXh7m5OapVq4ZGjRrB3t4ednZ22abTmjx5Mjp27Ijr16/jwYMHCAkJQWRkJD59+gRjY2OULl0a9erVg4ODA/r06cP1IdR0/PhxPHjwAA8fPkRQUBBiYmIQGxuL9PR0lCxZEpUqVULTpk3x3XffcaoroiKO7VLNdejQAY6OjjkmCABpZwkXFxdER0cLHR08PDyUJiJWr14tdISYMGECZs2apTQOdlIkKpgKTSKiW7duePPmDQDpibdRo0Yq9wkMDES/fv0AAJUrV8alS5fkepVLJBI8fPgQvr6+uH//PoKDgxEbG4vMzExYWFigdu3aaNeuHYYOHYpSpUpp/B5GjRol9PK+dOmSyhOjg4OD0ItRWY+pLL6+vvDy8sLdu3cRFRWF1NRUWFpaomHDhujevTv69u2r9rx7X4NTp05BLBYDAL799tsce0np6+vD2dkZ48ePBwCcOHEi3xoZ6jI2NkazZs1w9uxZADln/1u0aKF2fcOGDcOff/4JALh//752AlXDhQsXhN4dzZo1Q7t27XIs6+zsjNOnT0MikeD8+fP4888/edGdx3gu5rlY2wrDufj48ePCtpOTU47nmXLlymHo0KH4+++/AUhjzK9EBJEiFStWxJAhQ+SmKMytDh06qJx6onXr1irPk0uXLsXSpUvVOqY69cn6fF0pdZQvXx7Tpk3L9fnkS49ZrVo1jc5dDRo0UNhB42vzJd8LVbL+plzzofBhu5TtUm1ju1RzXzISb8yYMUIi4smTJ0hLS1O4plVMTIww3V6NGjUwffp0rcRKRPlPX3WRgqFv377C9smTJ9Xa58SJE3L7fz61zYgRIzB06FCsX78evr6+ePfuHVJSUpCeno6oqCjcvHkTK1euhIODg9Khz7oWGRmJUaNGwcnJCYcOHUJISAgSEhKQlpaGyMhIeHt7Y+7cuejbt6+QOSdpQy/Ld999p7Rsu3btYG5uDgAIDw/H06dP8zS23IiLixO2tXEzvmrVqsJ2bGysxvWpS/ZzUbbwNgDUrl1baBx++vQJvr6+eRob8VysDM/FuVPQz8UxMTFCMlZPTw/ffvut0vKy561Lly4JF7NERESkXWyX5ozt0txhuzR/yd5zAKSzIyhy+PBhpKWlAZCOAmbyjKjwKjSJCNnF2k6fPo3MzEyl5TMzM3Hq1CmF+2fJWtCsfPny6NatG8aPH4+ZM2fCxcUFgwYNQoUKFQAAiYmJcHFxEXoqFCRhYWFwdHQUYjM3N0evXr3w008/YcaMGRg6dCjKly8PQDrMcNiwYYiIiNBlyAVCWlqaMO8jADRv3lxpeX19fTRr1kx4XNASEY8ePZL7frZu3VrjOmUXmCpdurTG9alL9m+rzggO2SHyBe1zKYp4LlaM5+LcKQzn4sDAQOGirU6dOrCwsFBavkGDBjAzMwMgXcOH6zMQERHlDbZLFWO7NHfYLs1/svcc9PT0cnw/165dE7a/+eYbSCQSnDlzBk5OTrC3t4eNjQ3s7e3h5OSEf/75R0haEFHBU2jSiFWrVkXz5s1x7949REVF4fr160qHh9+4cQNRUVEAgKZNm6JGjRrZyvTs2RMdO3aEra2twoWAMzMzsXPnTqxcuRKZmZnCgsA5LRqc39LS0jBt2jTh5D1mzBjMmDEjW2/4tLQ0uLu7Y+/evYiNjYWrqys8PDw0OrbsEFJtWLJkCQYOHKi1+lQJCQkRGqrm5uZq3WiXnSM4KCgoz2JTh0QiQXJyMl6/fo0LFy5g9+7dyMjIACBtUNerV0/jY2RN8wQg3+bDTUhIkGuMKPp/+znZxQJ1/bl8DXguzo7n4twrDOfily9fCtvqLE6qr6+PKlWqCNMlvHz5MltvLyIiItIc26XZsV2ae2yX5j/Zew5NmjRROC1TZmYmAgIChMelS5fGuHHj4OfnJ1cuKioKUVFR8PX1xfbt27Fp06YvmiaKiPJHoRkRAcj3WJAdUqmI7OtZc0B+zsXFBU2aNMmx0WBgYIAJEyZgxIgRAIBXr17h5s2bXxh13jlx4gSePHkCQDqE9JdfflE4JY+xsTF+/fVXdO3aFQBw69Yt3LlzJ19jLWiyGqAAhF4tqlSsWFHh/vnl2rVrsLa2hrW1NerXr4/mzZtjwIAB2LRpE5KTk6Gnp4cffvgBf/31l8bH8vHxEaY5MjIywqBBgzSuUx2yf1dTU1OULFlS5T6yn58uPpevEc/F8nguzr3CcC6Ojo4WtnMTo+z+REREpF1sl8pjuzT32C7NX1FRUdi+fbvweOjQoQrLRUZG4tOnT8JjNzc3IQlhZ2cHZ2dnuLi4oEePHkIiIzw8HCNGjOC0Y0QFUKEZEQFI5+hbtGgR0tLScOnSJSQlJQnDzGQlJSUJ8zUaGRmhZ8+eGh23d+/e2LdvHwDgzp07BWbhyazFeoyNjdVaGMnJyUn4u1y+fFmjXu7Dhg1Dp06dcr3/5xo3bqy1utSRlJQkbKu7nkLx4sUV7l8QNGvWDEuWLEHNmjU1risyMhK//PKL8HjkyJFqjUzQBtm/q6mpqVr7yH5+Be1zKap4LpbHc3HuFYZzcWGIkYiI6GvFdqk8tktzrzC0+QpDjOrIyMjAnDlzhHUubWxsFE6VBkinlJJ1584dlChRAhs2bMj2/+7NmzeYMGECXr16hcTERMyaNQtHjhzJk/dARLlTqBIR5ubm6Ny5M86dO4dPnz7h/PnzGDBgQLZyFy5cQHJyMgCgU6dOKufNA6TZ2MDAQERGRiIpKUmY5gaQXwS4oGRUY2NjERgYCACwtbVFqVKlVO7ToEEDYfvx48caHV/ThpuupaSkCNtGRkZq7VOsWDGF++eXWrVqYc6cOQAAsViMxMREPH/+HH5+frh//z6GDx8OJycnODk55XpocHJyMqZMmYIPHz4AABo1aoSZM2dq7T2okpqaKmyr+7nIDt/UxefyNeK5+H94LtZMYTgXaxqjbA8uIiIi0i62S/+H7VLNsF2afxYsWCCMaihRogRWr14NfX3FE7YkJiZme+7PP/9UmPyrVq0aNm3ahH79+iE9PR0BAQHw8/ND27ZttfsGiCjXClUiApAOvTx37hwA6bBDRY0M2SGXOWVVs5w7dw7bt2/Ho0eP1Dq+bINDl54/fw6JRAJAmhG2trb+ov1jY2PzIqxCQ7ZXQHp6ulr7yN4kl90/v1SpUgVOTk7Zno+NjcXChQtx+vRpuLu748GDB1i7di0MDAy+qP7U1FRMmTJFGMpbqVIlbNiwQeE8jXlFtpGk7uciuxCVLj6XrxXPxVI8F2umMJyLNY1R3d5qRJT3Bg4cmK/zjRNR/mC7VIrtUs2wXZo/Vq1ahX///ReANJmyZs0aubU2Pvf537Vq1aro1atXjuVr166N7t274/Tp0wAAb29vJiKICpBCtUYEAHTo0EFYNMjf319uYVtAOq1M1hyNFhYW6Nixo8J6JBIJfvvtN7i4uKjdwADkb3rqkkgk0mj/rN4gXyvZ4brq9gqQ7X2gaLivrlhaWmLlypXCwmwXLlzAzp07v6iO1NRUODs7C/93KlSogD179qBSpUpaj1cZ2b+rut9R2c+vIH0uRR3PxVI8F2umMJyLC0OMREREXzO2S6XYLtVMYWjzFYYYlVm7di22bt0KQJqEWL9+Pdq3b690n89jbt26tcoZINq0aSNsP336NJfRElFeKHQjIgwNDdGrVy94eHhALBbj5MmTmDBhgvD6qVOnIBaLAUiHBuY0XO3w4cP477//hDoHDBiAzp07o06dOihTpgxMTEyEHuVhYWHCIk4FRWZmprBdt25dhb0+lFFnEWBlzpw5g3fv3mlUh6wOHTqgbt26WqtPlXLlygnb79+/V2sf2XJly5bVekya0NPTw5QpU3Dt2jUAwD///CP3/0KZlJQUODs74/r16wCkSQgPDw+lvRLyiuzfNTk5GQkJCSq/qwX5cynKeC6W4rlYM4XhXCx7jNzEWKZMGa3HRERERP/DdqkU26WaYbs0b61ZswabN28GIE1CrFu3Dp07d1a5n+znAqi3SLeVlZWw/bWP9CEqaApdIgIA+vXrBw8PDwDI1shQd8hl1v4AsHr1anTv3j3HsgkJCRpEq1jWkElllGW4Zee0tLS0VDhlT146cOAAbt26pbX6LC0t87WRUbNmTejr60MsFiM+Ph4xMTFCL5qcvHnzRtiuU6dOXof4xWTn94yIiIBIJFI59+mnT58wefJkoYeQlZUV9u7dq5MkBCCd47V8+fLCGhWvXr1SuUhZQf9cijKei3ku1lRhOBfLHuP169cqy4vFYoSFhQmP8/PvSURE9LViu5TtUk2xXZp3Vq5cib///huANAmxdu1aODg4qLVviRIlULFiRSHJpc56mLldM5OI8l6hm5oJABo3biycgF+8eIFnz54BAJ49e4YXL14AkP6INGnSROH+nz59wvPnzwFI591X1sDIOoY2fMm0M8nJyUrnmqxVq5aw/eLFC7UaLfQ/xYoVk/sRv3fvntLyYrEY9+/fFx43bNgwz2LLLdkeMACEXj85SU5OxsSJE+WmY/Lw8ED16tXzLEZ1NGrUSNhW9bkA0vlPsxTEz6Uo47mY52JNFYZzcYMGDYSLmeDgYJXzQAcGBiIpKQmAtGdhlSpV8jxGIiKirx3bpWyXaort0ryxfPnybEmILl26fFEdNjY2wrY6I0Fkp2fj6GSigqVQjogApD0eVq5cCUDaw6FBgwZyPR369euX477x8fHC9ufDvBTx8vLSINL/kT0Bvnr1SuniUdevX892Y1lWxYoVUatWLYSEhEAkEsHX11fl3HraJNtbpLBycHAQGpBeXl5Kh9beuHFD+JGvXLmy3M3ygkJ2HlNjY2NYWlrmWDYpKQmTJk3C7du3AUiTEHv37tV5EgIAunTpAm9vbwDSz2XMmDE5lg0NDRU+w+LFi8Pe3j5fYqT/4bmY52JNFfRzcenSpdGsWTPcu3cPYrEY58+fh6OjY47lsxbLBKTnM339Qtnng74iR48exdy5cwEAP/30E6ZOnarjiL4u/v7+GD16tMLXlixZwsW1v3I5tVEGDBiApUuX5nM0BR/bpWyXaortUu1aunQpdu3aBeB/0zGpOxJCVrdu3XDhwgUAwM2bNyGRSJSOesjqbAlA5QwLRJS/Cu3Vcd++fYWTqKenJ9LS0uDp6QlAOgyrb9++Oe5rbm4unLRCQkKULi7l4+ODK1euaCVm2Qz5+fPncyyXlpaGDRs2qKxv5MiRwvbSpUuRmJiodizsHSH/HfLy8kJwcLDCcmKxGJs2bZLbr6DJyMjAxo0bhcft2rXL8Yc5MTEREyZMEJIQFStWLBAjIbJ07doVpqamAKS9UG7cuJFj2Y0bNwrf5e7duwv7Uf7huZjnYk0VhnOx7I2L7du3yy36Jys6OhoHDx4UHiub/oGISBvEYjFOnz6NKVOmoHPnzmjcuDHs7Ozg6OiIzZs3Izo6Widx+fv7w9ra+ov+aauH+ZeIiYmBj48PtmzZgqlTp6Jz585yMfn7++eq3oL6uRR1bJeyXaoptku1Z/HixXJJiPXr1+cqCQFIkyilSpUCIF2f5cyZMzmWDQkJkUvAqBrdRET5q9AmIipUqIBWrVoBAKKiorBy5UpERUUBAL755htUrlw5x31NTEyErGhcXBwWLFiA1NTUbOUuXryIadOmaS3mrl27CotbnTlzRsjoyhKJRJg6dSoCAwNV1ufo6CisCxAUFISRI0cq3S8lJQXnzp3DyJEj8eTJk1y+i6Kjdu3awo9xeno6pk6divDwcLkymZmZWLx4sTD9j6q5No8ePSpcuOT2RzbL1atXMXfuXJWfVVhYGCZNmiTEqKenh/Hjxyssm5iYiPHjx+Pu3bsApD03tLEwtTYu2LJ8/jeePXu2wu/1tm3bcOrUKQDSho2Li4tGx6Xc4bmY52JNFfRzMQAMGjQINWrUACDtrThnzpxsF30ikQguLi4QiUQAgLZt28LOzi7HOt3c3IQY3dzcNI6RiAo/GxsbzJkzR/inqhfn+/fvMWLECMycOROXL19GREQE0tLSEBMTg0ePHmHNmjXo1auXwt85ks5nb2dnh/Hjx2P16tU4f/48IiIiNK5Xm5+L7Pfh+++/1zi2oo7tUrZLNcV2qXbapYsWLcLevXsBSGdr2Lhxo1oLU+ekRIkS+PHHH4XHv//+u8IOi2/evIGzszPS09MBAPb29mjatGmuj0tE2ldop2YCpBndrCFXe/bsEZ5XNuQyy6RJk4QT2aFDh+Dr64uOHTuiQoUKiI+Ph7+/v/BD/NNPP6nV+0AVKysrDB06FP/88w/EYjF++ukn2Nvbo1mzZtDT00NoaCi8vb2RmJiI/v374/bt29l+9GQZGxtj06ZNGDlyJMLDw/Hs2TP069cPTZs2RZMmTVCmTBmkp6dDJBLh+fPnePz4sbC4FXs7SM2ZMwf3799HaGgogoOD0atXL3Tv3h01atRAXFwcLl++LCxAZWhoiKVLl6JkyZL5Elt6ejqOHj2Ko0ePolKlSmjcuDGqVauGkiVLIjMzEzExMXjy5AkePHggtx7EzJkz0bJlS4V1Tps2TW4ey06dOinteSMrPxc7mzBhAvz8/HD37l1ERUVh8ODBcHBwQL169fDp0yf4+PgIc7gCwLx581C1atV8i4/k8VzMc7GmCvK5GJAmO93d3TF69Gh8+vQJ586dw7179/Dtt9+ibNmyCA8Px7lz54RpHcqVK4eFCxfmW3xZFCVkY2JihO3169dj//79cq/36NEDPXv2zPPYiEi1unXrqt3eiouLw7hx44TeusWLF0e3bt1Qs2ZNxMXF4dKlS3j79i1EIhGmT5+OzZs3o0OHDnkZfo5sbGzUOs+oMx2ONim6yWxmZoa0tDThJtaX0vbnIvt98Pf3l+vdTIqxXcp2qabYLtXM1q1b5abpatOmDYKCghAUFKRy3549e6JixYoKXxs5ciRu3ryJy5cvIzExET/88APatm2LZs2awcDAAC9fvsTly5eFc7uVlRWnsCMqgAp1IqJ79+5YsGABkpOThR/N4sWLo0ePHir37dq1K6ZPn461a9dCIpHg3bt32Rp2RkZGmDlzJrp3766VRgYg/VF7/fo1rl+/DgDw9fWFr6+vXJm+ffti4cKFar2PSpUq4ciRI/jtt9+E3hMPHjzAgwcPctzHyspKGNb2tbO0tMTOnTsxc+ZM3L9/H58+fZKbRzRLqVKlsHDhQnTq1ElpfbKNN03nX5SdWikiIkJlDy0rKyvMnTsX3333XY5lQkND5R5/fkNKmZwujD9vsGb16NFEsWLFsHnzZri6usLb2xvp6ek4d+6c3BBLQPr/nT3EdI/nYp6LNVWQz8VZbG1tsXXrVsyePRuRkZGIiorCvn37spWrU6cOVq9erXIxwLyI8fNz5OeypuSTVbduXa0cm4jy17Jly4Sb3bVq1cK2bdvkzjuurq5YuHAhDhw4gIyMDLi6uuLChQsoUaJEvsf6JQmW/GRmZoZWrVqhUaNGwr+aNWuiS5cuSm/0KlOYPpeiiu1Stks1xXapZjF+fs/h2rVruHbtmlr72tjY5JiIMDAwwJo1azB//nwcPXoUAODn5wc/P79sZW1tbbFu3bp8T3ATkWqFOhFhZmaGrl274uTJk8JzXbt2VbshN2XKFNjZ2cHDwwN3795FdHQ0TExMYGVlhbZt22Lw4MGoV68e3r59q7WYTUxMsH37dhw/fhwnTpxAYGAgkpKSUKZMGdjY2MDR0VHlD9nnLC0tsWHDBgQGBuLEiRO4c+cOwsPDER8fDwMDA1hYWKB69eqwtbWFvb09WrVqxcUzZVSqVAn//PMPzpw5A09PTwQGBiI6OhpmZmaoUqUKHBwcMGTIELV+xGSz/Oo0EpXp0qULPD094efnh0ePHiE4OBjv3r1DYmIi9PT0UKJECVSqVAn169dH586d0bFjRxgbG2t0zNx4+fKlsF2xYkU0adJEK/WWKlUKW7Zsgbe3N06ePImHDx8iOjoaxYoVQ8WKFdGxY0c4OjpqPK0UaY7nYimeizVTUM/Fslq3bo3Tp0/j8OHDOH/+PN68eYO4uDhYWlqiTp066NGjBwYMGKDWuVj23KnNGImo6AsODsaxY8cA/G/xz89vMhkYGOD333/H8+fPce/ePcTExGDHjh1anVKmsHN0dFS6yOuX4udSMLBdKsV2qWbYLi2YihUrhiVLlmDIkCE4duwYbt26hQ8fPiAjIwNlypSBra0tevbsie7duytdzJqIdKdQJyIAwN3dHe7u7rnev2nTpirnjKtSpYrcNDCKDBw4EAMHDlTrmPr6+mqVv3z5slr1Zalfvz7q16//RfuQlL6+Pnr37o3evXtrVM+tW7cASBuT48aN0ziuunXrarW36pd+p9Qh28N2woQJMDIy0mr9nTt31mg+ScofPBf/D8/FuVdQz8WySpYsibFjx2Ls2LG5riMxMVGYr9nGxkZr06Wo+v9ButGtWzdhCoejR4+iUaNGKvcJDAwUphGpXLkyLl26JHdBLZFI8PDhQ/j6+uL+/fsIDg5GbGwsMjMzYWFhgdq1a6Ndu3YYOnSoVnq4jho1Svh/denSJZU9Kx0cHIQe5ep8L319feHl5SVMyZiamgpLS0s0bNgQ3bt3R9++fWFoWOgvW7Tm1KlTwrSc3377bY5tRX19fTg7Owtrh504cYI3vPMQP5eCg+3S/2G7NPfYLs2dpUuX5vmUSM2aNUOzZs3y9BhElDfYoifSksTERDx79gwAMGTIEJQuXVrHEeWPrIZVuXLlMHjwYB1HQ0Rfu8JwLr579y4yMzMBSHteUtHWt29fYfqOkydPqpWIkJ0Com/fvtl69Y0YMQJ3795VuG9UVBSioqJw8+ZNbN26FcuWLUPXrl01eAd5JzIyErNmzRLaEp+/FhkZCW9vb2zfvh0bN25EzZo1dRBlwXPp0iVhW9mUnADQrl07mJubIz4+HuHh4Xj69CkaNmyY1yF+lfi5ENHn2C4lIpLHRAQVOS9fvsSOHTuExx06dMiXObCzfsCNjY0L5Dy4eeXOnTsApGtIFCtWTMfRKPbff/8hISEBAIRFu4gob/FcnLOsm67W1tbo0qWLjqNR7OXLl3Lz+coO2acv079/fyERcfr0acyZM0fpekqZmZk4deqU3P6fy1qEvHz58mjSpAmqV68Oc3NzZGRkIDw8HNevX8f79++RmJgIFxcX7N69G61atdLuG9NQWFgYRowYgcjISACAubk52rdvj5o1a8LIyAgRERHw9vbGhw8fEBwcjGHDhuHo0aOoVKmSjiPXrbS0NGENAgBo3ry50vL6+vpo1qwZrl69CgA6ueF9//59fP/99wgJCUFycjJKliyJSpUq4ZtvvsGAAQNgbW2dr/HkhcL4uRB9TdguzVlhaJfmBdnvQ9bIVSLKe0xEUJETEBCAgIAA4bGlpWW+NDKypigaNGgQrKys8vx4BUFwcDCio6NhaWlZoBeM3rJlS64XHSSi3OG5OGdZMU6ePLnAzl/7+PFjLF++XNdhFAlVq1ZF8+bNce/ePURFReH69etKpz24ceMGoqKiAEinB6lRo0a2Mj179kTHjh1ha2ur8DuUmZmJnTt3YuXKlcjMzMRvv/0GLy+vAvN9S0tLw7Rp04QkxJgxYzBjxgyYmJhkK+fu7o69e/ciNjYWrq6u8PDw0OjYstNMacOSJUvUnnpFG0JCQoSeq+bm5mr1rpVdT0t2rvL88urVK7x69Up4HBMTg5iYGAQEBGDXrl3o06cP5s+fX6gXbC6MnwvR14Tt0pwVhnZpXmA7l0g3mIgg0pJZs2Zh1qxZug4jX9WuXZtzkhNRgVIYzsX//fefrkOgfNa/f3/cu3cPgHTaJWWJCNlpmbLWifici4uL0uMZGBhgwoQJeP/+Pfbt24dXr17h5s2bsLOzy0X02nfixAk8efIEgHSaqV9++UVhOWNjY/z666+IiIjAxYsXcevWLdy5cwctW7bMz3ALlKwkFQBUqFBBrX0qVqyocP/8YGJigubNm6NevXqwtLREWloawsLCcP36dURHRwOQrq3w8uVL7N+/v9AmIwrb50JE+YPtUiIieUxEUJHQunVr3hCnHOXFIt1ElB3PxUXHlyywSap99913WLRoEdLS0nDp0iUkJSXBzMwsW7mkpCRcvHgRAGBkZISePXtqdNzevXtj3759AKRTKRaURMT+/fsBSBMN6izS6+TkJPxdLl++rFEiYtiwYejUqVOu9/9c48aNtVaXOpKSkoTtz0eQ5KR48eIK989L5cqVw/Lly9GjRw+FU3empaVh9+7dWLt2LTIyMhAYGIg//vgDK1euzJf4tK2wfC5EXxO2S0kZfjeIdIOJCCIiIiKiPGRubo7OnTvj3Llz+PTpE86fP48BAwZkK3fhwgUkJycDADp16gQLCwuVdUdFRSEwMBCRkZFISkpCRkaG8FpcXJywHRoaqvkb0YLY2FgEBgYCAGxtbVGqVCmV+zRo0EDYfvz4sUbH1zS5o2spKSnCtpGRkVr7yCYCZPfPS7Vq1UKtWrVyfN3Y2BgTJ05E6dKl8euvvwKQrqEyfvx4uc+7sCgsnwsRERGRLjERQURERESUx/r3749z584BkE5NpCgRITstk6JFqmWdO3cO27dvx6NHj9Q6vmxSQpeeP38OiUQCQDpK40sXKo6Njc2LsAoN2V706enpau2TmpqqcP+CYPDgwTh8+DDu378PiUQCLy+vQpmIKGqfCxEREVFe0Nd1AERERERERV2HDh2EBWz9/f2FhZqzREZG4ubNmwAACwsLdOzYUWE9EokEv/32G1xcXNROQgDSqXAKApFIpNH+WSNGvlayU3p9+vRJrX1ke9srmhJM17777jth+/79+zqMJPeK4udCREREpG0cEUFERERElMcMDQ3Rq1cveHh4QCwW4+TJk5gwYYLw+qlTpyAWiwFIpw/KaXqXw4cPCwtLGhoaYsCAAejcuTPq1KmDMmXKwMTEBAYGBgCAsLAwdO3aNY/f2ZfJzMwUtuvWratwZIgyJUuW1Oj4Z86cwbt37zSqQ1aHDh1Qt25drdWnSrly5YTt9+/fq7WPbLmyZctqPSZNVa9eXdj++PGjDiPJvaL4uRARERFpGxMRRERERET5oF+/fvDw8ACAbIkIdadlytofAFavXo3u3bvnWDYhIUGDaBXLmlZJGWU9wmXXvbC0tISTk5M2wlLbgQMHcOvWLa3VZ2lpma+JiJo1a0JfXx9isRjx8fGIiYkRRtrk5M2bN8J2nTp18jrEL6anp6frEDRWFD8XIiIiIm3j1ExERERERPmgcePGwg3HFy9e4NmzZwCAZ8+e4cWLFwCkNzSbNGmicP9Pnz7h+fPnAIAqVaooTUJkHUMbZKeNUTU1UnJystL1KGQXMH7x4oVaiQ36n2LFisndtL53757S8mKxWG66o4YNG+ZZbLn1+vVrYbtMmTI6jCT3iuLnQkRERKRtHBFBRERERJRP+vXrh5UrVwKQjoJo0KCB3GiIfv365bhvfHy8sC07FUxOvLy8NIj0f2RvDr969UrpAtPXr1+Xm37pcxUrVkStWrUQEhICkUgEX19ftG/fXitxqkN2RElh5eDgICSZvLy8lE6/dePGDSExVLlyZTRq1ChfYvwSst/TnJJwhUFR+1yIiIiItI0jIoiIiIiI8knfvn2hry9tgnt6eiItLQ2enp4ApFPU9O3bN8d9zc3NhWlsQkJClC5A7ePjgytXrmglZtne2ufPn8+xXFpaGjZs2KCyvpEjRwrbS5cuRWJiotqxcASF/HfIy8sLwcHBCsuJxWJs2rRJbr+C5tixY7h7967w+Ntvv9VhNJopSp8LERERUV5gIoKIiIiIKJ9UqFABrVq1AgBERUVh5cqViIqKAgB88803qFy5co77mpiYoHHjxgCAuLg4LFiwAKmpqdnKXbx4EdOmTdNazF27dhUWwD5z5gwuXLiQrYxIJMLUqVMRGBiosj5HR0c0aNAAABAUFISRI0cq3S8lJQXnzp3DyJEj8eTJk1y+i6Kjdu3awjoi6enpmDp1KsLDw+XKZGZmYvHixbhz5w4A1etxHD16FNbW1rC2toaDg4NG8d2+fRtTp07FnTt3ckwcpaWlYefOnfjtt9+E53r06AEbG5sc63VzcxNidHNz0yjGvJAXnwsRERFRUcKpmYiIiIiI8lH//v1x8+ZNAMCePXuE55VNy5Rl0qRJ+PHHHwEAhw4dgq+vLzp27IgKFSogPj4e/v7+ws36n376Sa0RCqpYWVlh6NCh+OeffyAWi/HTTz/B3t4ezZo1g56eHkJDQ+Ht7Y3ExET0798ft2/fznYDVpaxsTE2bdqEkSNHIjw8HM+ePUO/fv3QtGlTNGnSBGXKlEF6ejpEIhGeP3+Ox48fCwtgc0SE1Jw5c3D//n2EhoYiODgYvXr1Qvfu3VGjRg3ExcXh8uXLwmLIhoaGWLp0KUqWLJkvsYnFYpw/fx7nz59HuXLl0KRJE9SoUQPm5uZIT09HWFgYrl+/LiTgAMDa2hqLFy/Ol/hkubi4ZHsuJiZG2F6/fj32798v93qPHj3Qs2dPhfUV5M+FiIiISNeYiCAiIiIiykfdu3fHggULkJycLNxYL168OHr06KFy365du2L69OlYu3YtJBIJ3r17h4MHD8qVMTIywsyZM9G9e3etJCIA6Q3W169f4/r16wAAX19f+Pr6ypXp27cvFi5cqNb7qFSpEo4cOYLffvtNGGHx4MEDPHjwIMd9rKysUKpUqdy/iSLE0tISO3fuxMyZM3H//n18+vRJbq2RLKVKlcLChQvRqVMnpfXJJniyphfShqioKFy8eDHH1/X09DBgwAD8+uuvKFGiRL7HeO7cOaWv3759O9tzdevWzbG8tj8XIiIioqKEiQgiIiIionxkZmaGrl274uTJk8JzXbt2VXkjNsuUKVNgZ2cHDw8P3L17F9HR0TAxMYGVlRXatm2LwYMHo169enj79q3WYjYxMcH27dtx/PhxnDhxAoGBgUhKSkKZMmVgY2MDR0fHL76pamlpiQ0bNiAwMBAnTpzAnTt3EB4ejvj4eBgYGMDCwgLVq1eHra0t7O3t0apVK63eJC/sKlWqhH/++QdnzpyBp6cnAgMDER0dDTMzM1SpUgUODg4YMmSIWgubBwUFCdvqJJKUadasGfbt24cHDx7g0aNHePPmDWJjYyESiQBI1zqpVasWWrRogQEDBqBatWpq1fvy5UutxZiXtPm5EBERERUlehKObyYiIiIiIsp3/v7+GD16NABgwIABWLp0qU7iGDRoEAICAmBiYoLLly+jdOnSOokjJ4mJiWjVqhUyMzNhY2ODI0eO6DqkfFdQvitEREREucUuRURERERERF+pxMREPHv2DAAwZMiQApeEAIC7d+8iMzMTgHREEBEREREVPpyaiYiIiIiISMdevnyJHTt2CI87dOigdD0Cbcm6yW9sbAwnJ6c8P15u3Lp1C4B0UesuXbroOJr8I/t9yFrkmoiIiKiwYiKCiIiIiIhIxwICAhAQECA8trS0zJdERNaCzIMGDYKVlVWeHy83smKcPHky9PT0dBxN/lm+fLmuQyAiIiLSGiYiiIiIiIiIvlKzZs3CrFmzdB2GUv/995+uQyAiIiIiDXGxaiIiIiIiIiIiIiIiyjNcrJqIiIiIiIiIiIiIiPIMExFERERERERERERERJRnmIggIiIiIiIiIiIiIqI8w0QEERERERERERERERHlGSYiiIiIiIiIiIiIiIgozzARQUREREREREREREREeYaJCCIiIiIiIiIiIiIiyjNMRBARERERERERERERUZ5hIoKIiIiIiIiIiIiIiPIMExFERERERERERERERJRnmIggIiIiIiIiIiIiIqI8w0QEERERERERERERERHlGSYiiIiIiIiIiIiIiIgozxjqOgAiIiIiosIoISEBhw4dwtmzZ1GqVCmMGDECHTt2hL4++/oQUf4LCAjA7t27ERwcjDZt2mD06NGoWLGirsMiIiIiAgDoSSQSia6DICIiIiIqLNLS0vDPP/9g06ZNSE9Px8SJE/HDDz/AxMRE16ER0VdOLBbj1KlTWLVqFT5+/Ijhw4fD2dkZFhYWug6NiIiIvnJMRBARERERqUEikeDixYtwd3dHWFgYHB0dMXXqVJQrV07XoRERyUlJScHu3buxdetWGBkZwdnZGcOHD4exsbGuQyMiIqKvFBMRREREREQqPH78GEuXLsWdO3fQvn17zJkzB/Xq1dN1WERESkVHR2PdunU4dOgQqlSpglmzZqF79+7Q09PTdWhERET0lWEigoiIiIgoBxEREVi1ahVOnTqFevXqwdXVFfb29roOi4joi7x48QLLly+Hj48PWrRoATc3N9ja2uo6LCIiIvqKMBFBRERERPSZxMRE/P3339i9ezdKliyJadOmYdCgQTAwMNB1aEREuebr64tly5bhxYsX6N27N2bOnInKlSvrOiwiIiL6CjARQURERET0/zIyMnDo0CGsX78eSUlJGDt2LMaPH48SJUroOjQiIq3IzMzE0aNHsXbtWsTFxeGHH37ApEmTeJ4jIiKiPMVEBBERERF99SQSCa5du4bly5cjKCgI/fv3x4wZM1ChQgVdh0ZElCeSkpKwfft27Ny5E6amppg6dSqGDBkCQ0NDXYdGRERERRATEURERET0VQsMDMSyZcvg5+eHVq1awc3NDY0aNdJ1WERE+eL9+/dYs2YNjh8/jlq1amHOnDno2LEjF7QmIiIirWIigoiIiIi+Sh8+fMDatWtx5MgRVK9eHXPmzIGDgwNvvhHRV+nJkydYtmwZ/P39YWdnBzc3N9SvX1/XYREREVERwUQEEREREX1VkpOTsXPnTuzYsQPGxsaYOnUqhg4dCiMjI12HRkSkUxKJBN7e3li+fDlevXqFgQMHYtq0abCystJ1aERERFTIMRFBRERERF8FsViM48ePY/Xq1YiNjcXo0aMxefJkmJub6zo0IqICJT09Hf/99x/Wr1+PlJQUjB8/HuPGjYOpqamuQyMiIqJCiokIIiIiIirybty4gWXLluHZs2fo2bMnZs6ciapVq+o6LCKiAi0hIQFbtmzBnj17YGlpienTp6N///4wMDDQdWhERERUyDARQURERERFVnBwMNzd3eHt7Y1mzZrBzc0NTZs21XVYRESFSlhYGFatWoUzZ86gfv36cHNzg52dna7DIiIiokKEiQgiIiIiKnJiYmKwfv16/Pvvv6hYsSJmzZqFHj16cCFqIiINPHjwAEuXLsX9+/fRqVMnzJkzB7Vr19Z1WERERFQIMBFBREREREVGamoq9uzZg61bt0JPTw9TpkzBqFGjYGxsrOvQiIiKBIlEAi8vL6xYsQLv3r3DkCFDMHXqVJQpU0bXoREREVEBxkQEERERERUoYrEYkZGRqFixotr7SCQSnD59GqtWrUJkZCSGDRsGZ2dnlC5dOg8jJSL6eqWlpWHfvn3YtGkTxGIxJk+ejDFjxqBYsWJq1xEdHY2SJUt+0T5ERERUODERQUREREQFyrJly3D06FH4+/urVf7u3btYunQpHj16hC5dumD27NmoWbNmHkdJREQAEBsbi40bN+LAgQMoX748Zs6ciV69ekFfX1/lvpMnT0ZiYiL27t2rVnkiIiIqvPhLT0REREQFxp07d7Br1y6MHz9eZdk3b97AxcUFw4cPR2ZmJvbu3YtNmzYxCUFElI8sLS0xb948eHp6omHDhpg1axaGDBmCO3fuqNx37NixuH37Nvbu3ZsPkRIREZEucUQEERERERUISUlJ6NevH8qWLYv9+/fDwMBAYbm4uDhs3rwZ+/btQ5kyZTBjxgz07duXvWmJiAqAW7duYenSpXjy5Am6d++OWbNmoXr16jmW/+uvv3DgwAEcP36cC18TEREVYUxEEBEREVGB8Oeff+LYsWM4ceKEwptWaWlpOHDgADZt2oS0tDRMnDgRP/zwA0xMTHQQLRER5UQsFuPkyZNYvXo1Pn78iBEjRmDKlCmwsLDIVjYlJQX9+/dHiRIlcPDgQRgaGuZ/wERERJTnmIggIiIiIp27fv06xo0bh99//x0jRoyQe00ikeDixYtwd3dHWFgYBg8eDBcXF5QrV05H0RIRkTo+ffqE3bt34++//4aRkRGcnZ0xfPhwGBsby5V7+PAhvv/+e7i4uGDKlCk6ipaIiIjyEhMRRERERKRTCQkJ6N27N2rWrImdO3fKTbH0+PFjLFu2DLdv34a9vT1cXV1Rr149HUZLRERfKioqCuvXr8ehQ4dQtWpVzJo1C926dYOenp5QZvXq1dixYwcOHTqEBg0a6DBaIiIiygtMRBARERGRTrm5ueH8+fPw9PREpUqVAAARERFYtWoVTp06hXr16mHOnDlo3769jiMlIiJNvHjxAsuXL4ePjw9atmwJV1dX2NraApBOvzd48GBIJBIcOXIk26gJIiIiKty4oh8RERER6czFixdx7Ngx/Prrr6hUqRISExOxevVq9OjRAzdu3MDChQtx/PhxJiGIiIqAevXqYfv27dixYwfi4+Ph6OiIn3/+GRERETA2Nsby5csRGhqKDRs26DpUIiIi0jKOiCAiIiIinYiJiUHv3r1ha2uL9evX48iRI1i3bh2SkpIwduxYjB8/HiVKlNB1mERElAcyMzNx9OhRrF27FnFxcfjhhx8wadIk7Nu3D2vXrsWBAwfQtGlTXYdJREREWsJEBBERERHlO4lEgmnTpuHmzZuYN28etm7diqCgIPTv3x8zZsxAhQoVdB0iERHlg6SkJGzfvh07d+6EqakpfvzxRxw/fhwJCQk4fvw4TExMdB0iERERaQETEURERESU706fPo2ZM2fC2toaz58/R6tWreDm5oZGjRrluI9EIoFYLIaBgUE+RkpERJrKzMyEvr6+3OLUn3v//j3WrFmD48ePo2rVqnj37h2GDRuGX3/9NR8jJSIiorzCRAQRERER5avQ0FD06dMH6enpsLCwQOvWrVG+fHl8+vQJycnJwr+kpKRsz+nr6+Po0aOoW7eurt8GERGpQSKRoG3bthCJRDAxMYGpqSnMzMxgamoKU1PTbM8lJSXh1q1bCA8PBwC4u7ujb9++On4XREREpClDXQdARERERF+XCxcuID09HYaGhtDT00NAQEC2m1JWVlbCjamsm1SmpqawtLREzZo1df0WiIhITXp6eli1ahVev36NT58+ISkpSUguZyWbk5KS8OHDB+FxamoqihUrhtTUVBw/fpyJCCIioiKAIyKIiIiIKN+JxWLo6+vrOgwiIirA+FtBRERUdDARQUREREREREREREREeYZdC4iIiIiIiIiIiIiIKM8wEUFERERERERERERERHmGiQgiIiIiIiIiIiIiIsozTEQQEREREREREREREVGeYSKCiIiIiIiIiIiIiIjyDBMRRERERERERERERESUZ5iIICIiIiIiIiIiIiKiPMNEBBERERERERERERER5RkmIoiIiIiIiIiIiIiIKM8wEUFERERERERERERERHnGUNcBEBER5TV/f3+MHj1a4WtLlizBwIED8yUOBwcHhIeHZ3u+VatW8PDwyJcYiIiIiKhoYVuXiIgKAyYiiIiIcpCZmYmgoCA8efIEAQEBePLkCQIDA5GSkgKAF1UFSWpqKm7evImbN28iICAAoaGhEIlEMDQ0hIWFBerXr4/27dujb9++KFmypNaOm5CQgAcPHiAgIACPHz9GeHg4YmNjERsbC319fVhYWKBu3bpo164d+vbtizJlyqis083NDceOHVM7hkaNGuHo0aOavA0iIiL6CrGtWziIxWI8ffoUjx8/RkBAAIKCgvDx40fExsYiNTUVZmZmqFq1Kpo2bYq+ffvC1tZWq8dPS0vDixcvhO/IkydP8OLFC6SnpwMABgwYgKVLl2r1mERUNDERQUREXxUbGxv07NlTeNy4ceMcy3bo0AHR0dFaO/bkyZORkJAAAIiPj8eWLVu0VvfXbP369di5cyeSk5OzvZaeno5Pnz7h3bt38Pb2xrp16zBv3jz06dNHK8f28PDA2rVrc3z9/fv3eP/+PXx8fLBu3TrMmjULI0aM0MqxiYiIiD7Htm7R8+HDBwwaNCjH10UiEUQiER4/fgwPDw90794dixcvhrm5ucbHTkxMRJs2bYSkAxGRJpiIICKir0rdunXh5OSkVtnU1FS5x3p6ejA3N0dcXFyujj1kyBBh++3bt7w405IHDx4ISQh9fX1YW1vD1tYW5cuXh56eHkJCQuDt7Y2kpCSIRCLMmjUL8fHxWk0ImJqaokGDBqhZsyasrKxQvHhxpKSk4PXr17h+/TpiY2ORnJyMBQsWIDExEZMmTVKr3u+//x7VqlVTWqZs2bLaeAtERERUBLCtW3Tp6+ujRo0asLa2RuXKlWFubg6xWIyoqCjcvXsXgYGBAIDz58/jzZs3+Pfff1G8eHGNjikWi7MlIQwMDGBqaioknYiI1MVEBBERUQ5q1KiBatWqoVGjRrCxsUGjRo1w/vx5zJ07V9eh0WcqVaqE4cOHo2/fvrCyssr2ukgkgpubG7y9vQFI50tu27YtatasqdFx27dvj7Zt26Jx48YwMDBQWCYlJQUrVqwQpjZYt24devbsiapVq6qsv2fPnmjdurVGMRIREREpwrZu4VCiRAmsX78ebdq0UTrK4erVq5g5cyYSExMRGBiI7du346efftLo2Pr6+qhXrx4aNWok/GvQoAG2b9+ODRs2aFQ3EX19mIggIiLKweHDh3UdQr6Lj4/H2bNn0bJlS9SuXVvX4ajF2dkZtra2MDIyyrGMhYUF1q1bh0GDBglz2v73339wdXXV6NjKpjvIUrx4cfz666948OABHj9+jIyMDHh5eWHChAkaHZuIiIhIE2zrFo62bokSJdC9e3eV5Tp27IiZM2diwYIFAIAzZ85onIgoUaIETp06pVEdRERZ9HUdABER0edevHgBW1tbWFtbo379+vD19VVaPigoCE2aNBHKX79+PZ8iLRrS09Nx8eJFuLi4oF27dvj999+1Ol9wXmvRooXSJEQWY2NjDBs2THh8//79vAxLjp6entzIhrdv3+bbsYmIiKhgYVs3fxX2tu6XaNOmjbDN9iYRFTRMRBARUYFTr149YUi4RCKBq6srPn78qLBsamoqZsyYgZSUFACAk5MT2rVrl2+xFmb379/H/PnzYW9vjx9//BHnzp1DWlqarsPKU7LTIcXGxubrsWXnWzYxMcnXYxMREVHBwbZu/vga27oikUjYZnuTiAoaTs1EREQF0rBhw+Dn54fz588jOjoarq6u2LZtG/T09OTK/fXXX3jx4gUAwMbGBtOnT9dBtIXHmzdvcPLkSZw8eRKvX7/O9nqDBg3Qp08fNGrUSAfR5b3IyEhhu3Tp0vl23LCwMHh5eQmP1V33YfPmzfj9998RGRkJiUQCCwsLWFtbo127dhg0aBBKlCiRVyETERFRHmJbN298zW1dsViMnTt3Co+5zhgRFTRMRBARUYG1aNEiBAQEICIiAj4+Pti1axfGjRsnvH7+/HkcPHgQAGBmZoZVq1apNUXP10YkEuHMmTM4efKkwumIqlSpgt69e6Nv375qzZVrbW2t1fguXbqEKlWqaLXOnJw9e1bYbtmyZZ4eKyUlBWFhYbh69Sq2b9+OhIQEAECrVq3QqVMnteq4ceOG3OP379/j/fv3uHr1KtatW4dff/0VAwcO1HboRERElA/Y1tWOr7mtm5GRgY8fP+Lhw4fYvXs37t69C0A6GmLq1Kl5ckwiotxiIoKIiAqsUqVKwd3dHaNHj0ZmZiZWrVqF1q1bo1GjRoiIiMC8efOEsr///juqV6+uw2gLlrS0NFy5cgUnTpzA1atXkZ6eLve6paUlvvvuO/Tp0wfNmzfXUZT5y8fHR5iD2cjICIMGDdJq/cHBwejZs6fSMr1798aiRYuy9XZUpFKlSmjWrBmqVasGU1NTxMfH4+nTp/D390dGRgYSExMxd+5cvHv3Dj/++KO23gYRERHlE7Z1c+9rbusOGTIEDx8+zPH1ypUrY8OGDahbt24+RkVEpBoTEUREVKC1bNkSzs7OWL9+PdLT0zFz5kwcPnwYs2bNEubc79OnD/r376/bQAsAiUSCu3fv4uTJk/Dy8pJbkwAATE1N4eDggD59+sDe3h6GhrlrBsyZM0cb4QosLCy0Wp8ikZGR+OWXX4THI0eORI0aNfL8uFlq1aqFZcuWwdbWVmXZDh06YPjw4TmWDQ8Px7x58+Dn5wcAWLduHWxtbdG+fXutxkxERER5j21d9bGtq5yxsTFmzZqF4cOHc+QMERVITEQQEVGB5+zsjJs3b+L27dt49eoV+vbti4iICADSxYfnz5+v2wALgL///hv//vsv3r59K/e8oaEh2rZtiz59+qBr164wNTXV+FhOTk4a15GfkpOTMWXKFHz48AEA0KhRI8ycOVPrxylTpoxw4SqRSJCUlISQkBBcv34dISEhGDt2LIYOHYoZM2YovThUNaqicuXK2LZtG5ycnHDz5k0AwMqVK5mIICIiKqTY1lWNbd3/GTVqFL799lsA0sXMIyMjcevWLYSEhGDJkiW4fPkyFixYwBE0RFTgMBFBREQFnr6+PlasWIF+/fpBJBIJF2aGhoZYuXIlF+wFcPDgQYSHhwuPbW1t0a9fP/Ts2TNfF2UuaFJTUzFlyhQ8efIEgHS6ow0bNsDY2Fjrx7KwsFB44ZqcnIzVq1dj79692LFjB+7du4ft27dr9L01NDTEH3/8gZ49e0IikeDZs2d49epVvo7yICIiIu1gW1c1tnX/p0+fPgqfv3z5MubOnYubN29i0KBB2LBhA9q0aZPP0RER5Uxf1wEQERGpo0KFCnB2dpZ7bsKECWjSpImOIirYIiMjER4ejvfv3+s6FJ1JTU0VehgC0u/Qnj17UKlSpXyNw9TUFL/++iu+//57AMD9+/exYsUKjeutVasW6tevLzx+8OCBxnUSERGRbrCt+2XY1s3OwcEBmzdvhr6+PhISEjBjxgwkJSXpOiwiIgFHRBARUaGQmJgIDw8Pued8fX3x448/cg5UAD///DMOHToEf39/iMViREZGYufOndi5cydq166NPn36oHfv3qhatarGx9qxY4cWIv6foUOHar2nX0pKCpydnXH9+nUA0ot7Dw8PVKtWTavH+RLOzs74999/IZFIcOTIEbi5uaF48eIa1VmtWjU8e/YMABAdHa2NMImIiEgH2NZVjm1d9TRv3hx2dna4fv06YmJi4OXlhUGDBuXLsYmIVGEigoiICoX58+cjLCwMAKCnpweJRILHjx9jzZo1mD17to6j071evXqhV69eiIyMxMmTJ3Hy5Em8ePECABAcHIw1a9ZgzZo1aNasGXr37o3vvvsOZcqUydWxli9frs3Q8e2332r14uzTp0+YPHmyMBLCysoKe/fu1WkSIisOS0tLxMTEIC0tDcHBwWjUqJFGderp6WkpOiIiItIltnWVY1tXffXr1xc642R1WCEiKgg4NRMRERV4x48fx6lTpwAAlpaW2LZtG4oVKwZA2mPJz89Pl+EVKFZWVpgwYQJOnTqFEydOYNy4cShXrpzw+v3797Fw4UJ06NAB48ePx4kTJ4rUkO3k5GRMnDhRbjomDw+PArNYX2ZmpsLt3Hrz5o2wXbZsWY3rIyIiovzHtq76vva2rjq03d4kItIWjoggIqIC7fXr1/jzzz+Fx0uWLEH79u0xZ84cLFy4EBKJBHPmzMHJkye/uoXqVKlfvz7q16+PWbNm4caNGzhx4gQuXryI5ORkZGRkwMfHBz4+PjAxMYGDgwP69OkDe3t7lcP/nz9/nk/v4MskJSVh0qRJuH37NgBpEmLv3r0FJgnx+vVrxMXFCY8rVKigcX2yvdxsbW01qo+IiIjyH9u6ufe1tXXV9ejRI2Fb0/YmEZE2cUQEEREVWOnp6Zg5cyaSk5MBACNHjkTnzp2FbQcHBwBAVFQU5s6dq7M4CzoDAwPY29vD3d0d169fx/Lly2Fvbw8DAwMA0qmMTp8+jcmTJ8Pe3h5//PFHoVtvIDExERMmTBCSEBUrVixQIyEAYN26dcJ2vXr1UL58+VzXlZGRgT///BMSiUSor1atWhrHSERERPmHbV3t+Brauury8fHBvXv3hMft2rXTYTRERPKYiCAiogJr1apVCAgIACC90Tpnzhy51xcvXizczL1y5Qr27t2b7zEWNqampujXrx927NiBK1euwNXVFQ0aNBBeF4lEOHjwIIKDg3UY5ZdJTEzE+PHjcffuXQBA5cqVNV6Y+ujRo7C2toa1tbVwE+BzgYGBmDp1Km7fvg2xWJxjXR8/fsScOXPg6ekpPDdx4kSFZZcsWYINGzbg3bt3Odb37t07TJ48WZj7F5Au4EhERESFC9u62lcU27rTp0/HoUOHkJCQkGOZzMxMHDlyBC4uLsJz7dq1g42NjcLy6rR1iYi0jVMzERFRgXT9+nXs2rULAFC8eHGsWrVKmCs3S+nSpbF8+XKMGzcOYrEY7u7uaNWqFerXr6+VGM6cOQMvLy+558LDw4Xtly9fyjX2s8j2fC/Iypcvj3HjxmHcuHF48eIFTpw4AU9PT7x//17XoX2RadOm4f79+8LjTp064fz582rt6+TklOvjSiQSnD9/HufPn0fZsmXRuHFj1KxZE+bm5tDT04NIJEJgYCDu3LmD9PR0Yb9hw4ahT58+CuuMi4vD7t27sWHDBtSvXx8NGjRAhQoVYGJigoSEBDx9+hT+/v5y9U2dOhWdOnXK9fsgIiKi/Me2bt4rKm3d0NBQnD17Fn/++ScaN26MevXqoWzZsihWrBiSk5Px5s0b+Pv7y43yqFGjBv766y+tHH///v3w9/eXey4oKEjYvnXrVrbvSenSpTF//nytHJ+Iig4mIoiIqMD5+PEjXF1dhWln3NzcULduXYVl7ezsMGHCBGzduhVpaWmYOXMmjhw5AhMTE43jCA4Oxrlz53J8PTY2VunrhUm9evUwe/Zs/Pzzz/D390eVKlV0HZLaQkND5R7v379f7X01SUTo6ekJ29HR0fD29oa3t3eO5UuVKoVp06ZhxIgRKuuWSCR49uyZ3BoQn7OwsMDcuXPRv3//L4qbiIiIdItt3fxXmNu6+vrSyUzS09Nx7949uamXFOnTpw9++eUXra0p8vjxY6Xfg/DwcLkEFiAdoUxE9DkmIoiIqECRSCRwc3NDVFQUAKBr164YNmyY0n1cXFxw8+ZNPHz4EMHBwVi8eDEWLVqUH+EWOfr6+rCzs9N1GIVC/fr1cfHiRVy/fh0PHz7EixcvEBERIQybNzMzQ/ny5VG/fn20a9cO3bp1g5mZmdI6Z82ahc6dO+PBgwd48uQJPnz4gNjYWCQmJsLExASlS5dGw4YN0a5dO/Tu3VsrNyGIiIgo/7Ctq1uFsa27b98+3Lx5E3fu3MHTp08RFhaGmJgYpKWloXjx4rCwsEDt2rXRrFkz9OrVq0CtkUZEJEtPkpWCJyIiKqL8/f0xevRoAMCAAQOwdOlSHUcEvH37Fl26dAEAtGrVCh4eHjqOiIiIiIgKI7Z1iYioMOBi1URERERERERERERElGc4NRMREX1VXr58iR07dgiPO3TokOOcvNr233//CdP2xMfH58sxiYiIiOjrwbYuEREVVExEEBHRVyUgIAABAQHCY0tLy3y7ONuyZUu2hdyIiIiIiLSFbV0iIiqoODUTEd1A6R8AAQAASURBVBERERERERERERHlGS5WTUREREREREREREREeYYjIoiIiIiIiIiIiIiIKM8wEUFERERERERERERERHmGiQgiIiIiIiIiIiIiIsozTEQQEREREREREREREVGeYSKCiIiIiIiIiIiIiIjyDBMRRERERERERERERESUZ5iIICIiIiIiIiIiIiKiPGOo6wCIiIi0affu3UhISAAATJ06VcfRUEFy9epVnDx5Eg8fPkRUVBSKFSuGihUrolOnThg8eDCqVq2q9WOmpaXh5MmTuHz5Mp48eYLY2FgYGRmhfPnyaNWqFfr3749mzZqpVVdmZiaCgoLw5MkTBAQE4MmTJwgMDERKSgoAoFWrVvDw8PjiGD99+oTTp0/j8uXLCAwMRExMDDIyMmBmZobq1aujefPm6N+/P+rXr//FdRMREZF62IalnORnG/bo0aOYO3fuF+1z7949mJmZqSwnFotx9uxZeHp6IjAwENHR0ShRogSqVKkCBwcHODo6omzZsirrefHiBR4/foyAgACh7RobG4ukpCSYmZmhYsWKsLW1Rc+ePWFnZ/dF74WI8paeRCKR6DoIIiIibXFwcEB4eDgA4Pnz5zqOhgqC+Ph4uLq64vLlyzmWMTExgaurK4YNG6a1496/fx8///yz8H3MyeDBg/HHH3/A2NhYabl27dohOjo6x9dzk4i4desWXF1dERERobScnp4eBg8ejN9//11lnERERPTl2Ialz+miDZtXiYj3799jxowZuHfvXo5lLCwssGjRInTr1k1pXQ0bNkRmZqZasbVq1QrLli1DpUqV1CpPRHmLIyKIiIioyEpLS8OPP/6IW7duAQCMjIzQuXNnWFtbIzk5GT4+Pnjx4gU+ffqE+fPnw9DQEI6Ojhof9969e/jhhx+QmpoKADAzM0OXLl1Qs2ZNZGZm4unTp7h27RoyMjJw+PBhxMfHY82aNTAwMMixzqy6sujp6cHc3BxxcXG5ivHRo0cYP368UK+RkRE6deqE6tWrw8TEBBEREfD19UVkZCQkEgkOHTqEhIQErF27NlfHIyIiIiL16KoNK6tdu3Zo166dynKqOqnExcVh3LhxCA4OBgAUL14c3bp1Q82aNREXF4dLly7h7du3EIlEmD59OjZv3owOHTqoPG7VqlXRoEEDVKlSBebm5tDX18fHjx/x6NEjPHjwABKJBLdu3cLw4cNx5MgRlClTRr03TkR5hokIIiIiKrK2bdsmXMCVK1cO27ZtQ4MGDYTX58yZg61bt2LVqlUAgAULFsDOzg5VqlTJ9TFTU1Mxc+ZM4Qa/nZ0dVq9eDUtLS7lywcHBmDJlCl6/fo3z58/j4MGDGDFiRI711qhRA9WqVUOjRo1gY2ODRo0a4fz581/cay3L4sWLhRibNWuGNWvWoEKFCnJl0tLSsHnzZmzatAkA4OXlhTt37qBly5a5OiYRERERqaaLNuznmjVrBicnJ43rWbZsmZCEqFWrFrZt2yYXp6urKxYuXIgDBw4gIyMDrq6uuHDhAkqUKKGwPnd3d7Rp00ZpYuHRo0f46aefEBkZiXfv3mHFihVYsmSJxu+FiDTDxaqJiIioSBKJRNi+fbvweNmyZXIXcFkmTZqE3r17A5DeeF+3bp1Gxz158iTevXsHAChfvjw2bNiQLQkBALVr18amTZuEURDr1q1DUlJSjvUePnwYq1atgpOTE1q3bp3jxZk6IiMj8eDBAwDSkRXu7u7ZkhCAtIfbtGnT0KJFC+E5Hx+fXB+XiIiIiJTTVRs2LwQHB+PYsWMApKM61q1bly1ZYmBggN9//x3NmzcHAMTExGDHjh051tmrVy+VoxtsbW2xYMEC4bGXlxfEYnFu3wYRaQkTEURElGsPHz7EokWL0KdPH7Ru3Ro2Njawt7fH2LFj4eHhISyim5OjR4/C2toa1tbWWL9+PQAgKSkJu3fvxpAhQ9C6dWs0btwYnTt3xpw5c/D06dMc68qqR3Y+/qznPv+nKoaYmBj8/fffGDJkCNq1a4cGDRrAwcFB4XGvXr0KV1dXdO/eHc2aNUOTJk3g4OCA6dOn4+zZs1C1FJO/v79wfDc3NwBAYmIidu3ahSFDhsDOzg62trbo0qUL5s2bh8DAwBzrcnV1Fer6559/lB43S3JyMpo3bw5ra2vY2NgoXYOgsLlw4QKSk5MBSHt0KRta7uzsDD09PQDA+fPn8enTp1wf99q1a8K2o6Oj0oRBnTp1hKHnIpEI3t7euT7ul8hKlABA2bJlVS5yKJuIiI2NzbO4iIiI8gPbsGzDFmS6asPmhVOnTgkJgG+//RZ169ZVWE5fXx/Ozs7C4xMnTmh87DZt2gjbycnJiImJ0bhOItIMp2YiIqIvlpCQgF9//RXnzp3L9lpUVBSioqLg5+eHbdu2Yd26dWjatKla9T5//hwuLi549eqV3PMRERE4ceIETp06hXnz5imdvkZTN2/exM8//6zyYiYmJgYzZ87EjRs3sr0WHh6O8PBwnD17Fo0aNcL69etRuXJltY7/8uVL/Pjjj3j9+rXc82/fvsWhQ4dw7NgxuLi4YNKkSdn2dXR0xPHjxwFIe88PHz5c5fG8vLyEXvidOnVC2bJl1YqzMLh06ZKw3aNHD6Vla9eujbp16wpz7fr6+qpcKC8nb968EbYbNWqksryNjY2QgDh37pzQsy0vFS9eXNhOTExEeno6jIyMciwve+HGxf6IiKiwYhuWbdjCQFdt2Lwg+16+++47pWXbtWsHc3NzxMfHIzw8HE+fPkXDhg1zfezP11GTbf8SkW4wEUFERF8kLi4OI0aMwMuXLwFIG3T29vaoW7cuTExMEBUVhWvXruH169eIjIzEmDFjsH//ftjY2CitNzIyEuPHj8eHDx9Qq1Yt2Nvbo2zZsvj48aOwgJlYLMaiRYvQsGFDNGvWTG7/OXPmAAC2bt0qNDqznlPXq1evsHv3biQmJgoxlClTBh8/fhTmNQWkF7HDhw9HaGgoAGkPnrZt26Jx48YwNDTEs2fPcPXqVaSnp+PJkycYOnQoDh06hIoVKyo9fkJCAqZMmYKwsDBYWVmhS5cusLKyQnR0NLy9vfH27VtkZGRg1apVMDQ0zDZna8uWLVG7dm0EBwfjyZMnCAwMRP369ZUe8/Dhw8K2the40zXZ3oeyPfpz0rJlS7x48ULYN7cXcbK9KNW54ClWrJiw/eTJk1wd80vVqVMHFhYWEIlE+PTpEw4ePIhRo0YpLPv27Vvhho2RkRF69eqVLzESERFpE9uwbMMWFrpqw37u0qVL8Pb2xps3b5CSkoJSpUqhWrVqaNWqFQYPHqxyRG1aWprc9y9r6qWc6Ovro1mzZrh69SoAaJyI2LZtm7DdqFEjjaY1JSLtYCKCiIi+iKurq3AB17t3b/z222+wsLCQKyMWi7Fz5064u7sjJSUFM2bMwNmzZ2FomPPPzqFDh2BoaIjff/8dw4cPF4YYA8CsWbMwY8YMXLx4EWKxGBs3bpSbNxWAcEGzf/9+4SLuSxdX8/T0hL6+PubNm4eRI0fKxSBr/vz5wgVcmTJlsHnzZjRp0kSuTHBwMCZNmoSwsDBERUVhzpw58PDwUHr8S5cuQSKRYODAgZg/f77cDWpXV1esWLECu3fvBgCsXr0aHTp0yDa8eciQIcJCbIcPH8a8efNyPF5ISAju3r0LAKhQoQLat2+vND5l3r59iy5duuR6f0WeP3+e630TEhIQGRkpPK5Ro4bKfapXry5sBwUF5frYlpaWQo/IiIgIleVlp0mKiIhAYmJinl8oGRoaYsqUKcJ35a+//sLTp08xdOhQVKtWDSYmJnj37h0uX76MnTt3IiEhAUZGRli4cKHKi04iIqKCiG1YtmEVYRs2Z8+ePZN7HB0djejoaNy7dw/btm3DqFGjMGvWrBxH1YaEhCAzMxMAYG5ujtKlS6s8ZrVq1YTtL30vmZmZEIlECAgIwIEDB4QRxwYGBpg1a9YX1UVEeYNrRBARkdpu3LghNOg6d+6MFStWZLuAA6S9WcaPH48xY8YAkE5Vc/r0aZX1T5s2DSNGjMh28WRsbIxFixYJvcuvX7+OxMREDd+NYhMnTsSoUaNyvIALCQkR3ou+vj42btyY7QIOkA6T3rZtm3AhduvWLYVD4GVJJBJ88803WLx4sdwFHCDtiT537lzhQik9PR1btmzJVke/fv1gbGwMQDona1paWo7HO3LkiLA9cOBA6OsXnWZBVFSUsG1qaoqSJUuq3Ed2sWbZ/b+UbM9J2eHoimRkZODKlSvCY4lEgo8fP+b62F/ihx9+wM8//wx9fX2IxWIcPXoUQ4cOhZ2dHZo2bYrvvvsO7u7uiIuLQ8eOHbF//34MGDAgX2IjIiLSJrZh2YYtLHTZhpVVsmRJdO7cGU5OTpg5cyacnZ3Ro0cPmJubA5De9N+9ezcmT56MjIwMhXXIxiIbozKyo2/UeS8zZswQ1hdp2LAh2rZti4kTJwr/3y0sLLB9+3a0bdtWreMTUd7iiAgiIlLbvn37hO3Zs2fneKGTxcnJCXv27AEAXL58Gf369cuxbOnSpfHDDz/k+LqlpSVat26Nq1evQiwW4/nz52oNVf4SxYsXx4QJE5SWOXHihLB4X7du3bINr5dVs2ZNDBkyROhFdvToUdjZ2Smtf/r06Uovpn7++Wfh5va5c+ewcOFCmJqaCq9bWlqie/fu8PT0hEgkwoULFxROpZORkSEsAqenp4dBgwYpjUsVCwuLL55GIC9lzRkMQO7vo4yJiYnC/b9Ujx49hM/c29sbZ8+ezXFO3DVr1sgtTgkgz25QKDJx4kR07twZO3fuxNGjRxWWsbKyQtOmTdXqkUdERFQQsQ3LNmxO2IaVV7NmTWzatAkdOnRQONIhMTERGzZswK5duwAAvr6+WLduHWbOnJmtrGwssjEqIzutqSbvRV9fHxMnTsTkyZPVPjYR5T0mIoiISC1isRi3bt0CIO2pUrt2bZX7WFlZoXTp0oiJicHjx4+VlrWzsxN6QeWkZs2awpyhedFrvGXLliqnxMkaBg4A3377rco6v/vuO+EiTnZfRcqUKYOWLVsqLVO7dm1hDt2s+Xu/+eYbuTJDhgyBp6cnAOnQdkUXcVeuXBF6GbVt2xZVqlRR+V6UKVGixBdPI5CXUlNThW1lizDLkv3+ya7z8KVatmyJrl274uLFiwCkF97379/HwIEDUatWLWRkZODZs2fYvXs3zp8/j2LFisnF++nTp1wf+0uFhYVhy5YtuHjxIkxNTdGxY0fUqVMHBgYGCA8Px9WrVxEeHo61a9fin3/+ybH3JBERUUHFNqwU27CKsQ0rT1mCCpD+vdzc3GBiYoJNmzYBAHbv3o1Ro0ahXLlycmVlY1H3vciOqFHnvfTt21cYjZyeni5MHfXkyRNs2bIFvr6++OOPP2Bra6vW8YkobzERQUREagkPD0d8fDwA6Zz21tbWX7R/bGys0tcrVaqksg4zMzNhOzk5+YuOr46aNWuqLJM19z8ANGjQQGX5Ro0aCdvh4eFIT0/PsSGualE+2XJZC7+FhoZmu4hr3bo1atSogVevXuHGjRt4+/Zttos02SHtgwcPVuu4hYnsRUx6erpa+8hOAaDOItPKLFu2DE5OTnjw4AEyMzOxZ88eoWelLAMDAyxYsACurq7Cc/m1kJ6vry9mzpyJuLg4tGvXDitWrMg2d296ejpWr16NHTt2ICoqCuPHj8fJkydVLlpJRERUULANK8U2bOGg6zasupydnXHixAmEh4cjNTUV3t7eGDJkiFwZ2VjUfS+yiRh13kvnzp3RuXPnbM/fvXsXs2fPRkBAAEaMGIElS5agd+/easVARHmn6EykR0REeUokEmm0v6qLrs/nk1VEdhi9WCzWKB5F1JmDNetCFpAOIVelePHicsOqsxYhVETRXMWKyB43p8/F0dERgHTOXtkLNkA63+q1a9eEurp27arWcQuT3Fzwy45EkN0/N0qUKIF9+/Zh2rRpOX5P6tevj/3798Pe3l7u+ay5d/PS27dvMXXqVMTFxaFKlSrYuHGjwgUEjYyMMGfOHPTo0QOA9Pu/bt26PI+PiIhIW9iGlWIbtnDQdRtWXUZGRnJ///v372crIxuLuiN+ZUdBaPJeWrRogT179sDExARpaWn45Zdfsk2HSkT5jyMiiIhILZmZmcJ2uXLlMHbsWB1GkzeK0kJ3AwcOxJo1a5Ceno5jx45h6tSpwvs7duyYsKic7MKAmkhMTMS///6rcT2yNBkmX7ZsWWE7OTkZCQkJKi/S379/r3D/3DIyMoKzszMmTpyIp0+fIjg4GAkJCTA3N0f9+vWF3oP37t0T9jExMUH58uU1PrYqe/fuFS5uhw4dqnLu3LFjx8LLywsAcPHiRSxevLhI/X8hIqKii23YwoVtWN23YdVVvXp1YVvRlGOyUzXJxqiMNt9L1apV0adPH/z3339ITU3FkSNH4OLiolGdRKQZJiKIiEgtsj2djI2NC9RcqvnJ3NxcmJc2NjZWZY+ylJQUud5MpUqVyrGsuj32ZKcIyKkHWunSpdGlSxd4eXnh3bt38PX1RYcOHQDkzZB2kUiE5cuXa6WuLJp8x8zNzVG+fHl8+PABgHQ6gsaNGyvd582bN8J2nTp1cn3szxkaGsLW1jbHuWmfPXsmbDdu3BiGhnnfPLtz546wrc4UFbJl4uPjERsbizJlyuRJbERERNrENqwU27CKsQ2bd2rWrAl9fX2IxWLEx8cjJiZG4QhcWdp+L7LThj19+lTj+ohIM0UnbU5ERHmqUqVKQq/pd+/eyQ3v/prUqFFD2Ja9gZwT2QZv5cqVlS7UFhgYqFYMsuWUzQk8dOhQYfvw4cMApDegs+YIbtq0KerWravWMQsj2bmNZUcd5ET25nzDhg3zJCZFLl26JGy3b98+X46ZlJSk0f6yU0wQEREVZGzDSrENW3gUljasbNJAUQeVYsWKySUTVL0XsVgsN8WTNt6L7IiovJgWjYi+DEdEEBGRWoyNjdGyZUv4+PhALBbjzJkz+P7773UdVjayvckzMzNhYGCg1fpbtGiB27dvAwDOnTuHXr16KS1/9uxZuX2V+fjxI+7evau0XHBwsLDIn5GRkdyFyufs7OxQtWpVhIWF4fLly4iJiREu5gDtLvBXpUoVPH/+XGv1aUOXLl3g7e0NAPDy8sKYMWNyLBsaGooXL14AkM6J/Pm6DXnl+fPnuHnzJgDp/7H8WnTR0tJSuJh//vw5OnbsqLS87GdrbGys9lzQREREusY2rBTbsIqxDZs7GRkZuHjxovC4SZMmCss5ODgI8Xl5eSld1+PGjRvCWiSVK1dW+h1R16NHj4TtChUqaFwfEWmGIyKIiEhto0aNErY3bNiAyMhItfeVSCR5EVI2JUqUELY1XZxQkX79+gm9wS9cuIAHDx7kWPb169f477//hMcDBw5UWf+aNWuU/q3WrFkjbH/77bdyiwh+Tk9PT1jwLz09Hf/8848wz7+pqSl69uypMp7CrGvXrsLf5969e7hx40aOZTdu3Cj83bt3767076otycnJmDdvntBTa8SIESqHq2uL7DRR//33n9zCgIrs3LlT2G7RokWRmouaiIiKPrZh2YYtTAp6GxYAtmzZgrdv3wKQJvs6d+6ssFzfvn2FdqOXl5eQjPqcWCzGpk2b5PbT1PPnz4XvDQC0a9dO4zqJSDO8iiQiIrV17NhR6DkdFRWFYcOG4datWzmWT09Px7Vr1zB58mRcuHAhX2KsVauWsJ3V01zb9ffu3RuAtMH8448/yvW0yRISEoIJEyYIN3hbtWoFOzs7pXXr6enh1q1b+O2335Camir3WkZGBpYtW4bz588DkPYkmzhxosp4Bw4cKPSw27x5Mz59+gQA6NWrF8zMzFTuX5hZWlrKzdE7e/ZshVMHbNu2DadOnQIg/bsqW8TOzc0N1tbWsLa2hpubW47l7ty5A29vb2FBxc8FBwdj3LhxwnenVq1amD59ujpvSysGDhwoXBSGhYXhp59+kpu3OUtaWhqWLVuGc+fOCc8NHz483+IkIiLSBrZh2YYtTHTVhj116hR++eUXpWspJCUlwd3dHRs2bBCeGzVqFKysrBSWr127Nvr37w9A+v9q6tSpCA8PlyuTmZmJxYsXC1NMff7+Zf3555/YvXu3wsWxZV28eBHjxo1Deno6AKBu3bo5JkuIKP9waiYiIvoiK1euxKhRo/Ds2TOEh4dj1KhRsLa2RsuWLVGuXDlIJBLExcUhKCgIjx49EubhzWqA5rXOnTsLDfJ58+bB398ftWrVkhvuPnLkSI2O8ccffyAgIAChoaGIjo7G0KFD0a5dOzRu3BgGBgZ4/vw5vL29hYZvuXLl1FoEr0uXLnj+/DkOHToEHx8fdOnSBeXLl8fHjx/h7e2NsLAwoayLi4taiwyXK1cOnTt3xoULF+Ruimf1MivqJkyYAD8/P9y9exdRUVEYPHgwHBwcUK9ePXz69Ak+Pj5yw/HnzZuHqlWranzc0NBQzJs3DxYWFmjVqhVq1aoFU1NTiEQiBAQE4O7du8JIiBo1amDnzp0oXry40jrPnDkj16sLgNyF3MuXLxVegK5bty7bc/Xr14eTkxO2bdsGAPDx8YGDgwM6d+4s/H8JDw/HlStXhMUSAaBnz57o3r27+n8IIiKiAuL/2LvzsJzy/3/gz/ZCpCQRYxfKmiUisi9jnTSDLCM72WaKwYyvZTD2JVt2Y0mWQdZsSVGW7ESptNCiRYu03Pfvj36dT7e6K3XX3Z3n47rmus7deZ9zXqU5vc55vRfmsMxhFYk8ctj09HScPHkSJ0+eRK1atdCiRQvUqVMHlSpVQmpqKoKCguDl5SVMnwRkjTKYM2dOvud1cHCAn58fgoKCEBgYiAEDBqB3796oW7cuEhIScP36dWG9CVVVVaxatQra2tp5nisyMhJHjhzBP//8g2bNmsHY2Bj6+vrQ0tJCamoqwsLCcP/+fYkcWU9PD+vWrYO6unqxfj5EVHwsRBAR0TfR1tbG0aNH8ffff+PkyZPIzMyEv79/vnOr6ujoQF9fv1Ti69u3L1xcXODj44OUlBS4uLjkalPchzhtbW0cOXIEc+bMwd27dyESieDp6QlPT89cbZs3b47NmzfD0NCwUOfdtm0bpk2bhtDQUBw+fDhXGxUVFUyfPr1QPcmyjRgxQqI3X+PGjaXO41reaGhoYPv27XB0dBQerC9fvizRwx/ImlPXwcFB5nNGx8fHCz0A89K/f38sXLgQ1apVK/BcgYGBueLOKS4uLt/9X/vtt99QqVIlbN26Fenp6UhJScH58+fzbKukpITRo0fDwcGh0OcnIiIqS5jDModVJPLOYcPDw3ONXMhJTU0NY8eOxaxZs/JdyBzIGuGwd+9ezJ07F35+fvj8+TPOnDmTq12VKlWwbNkydOvWTeq5skf0ZmZm4unTp3j69Gm+1+7SpQv++usvmXQ0IqLiYyGCiIi+mZaWFpYtW4aJEyfi9OnT8PX1RUhICOLj46GsrIzKlSujTp06aN68OSwsLGBubl5qPVBUVFSwZ88eHD9+HFeuXEFAQAASEhKEnl2yoquriwMHDsDDwwPnz5/Hw4cP8fHjR4hEIujp6cHU1BR9+vRBv379hPl4C6Nx48Y4ffo0jh07hsuXLyM0NBQpKSnQ19dHx44dYWtri6ZNm35TrBYWFqhZsyYiIiIAyHaBP0VQpUoV7NixAzdu3MDZs2fx+PFjxMTEQENDA4aGhrC0tIS1tTXq1Kkjs2v27NkTampq8PHxwcuXLxETE4P4+Hhoa2vDwMAA5ubm6N+/P0xNTWV2zaKYMmUKhgwZgtOnT8PHxwcBAQH49OkTRCIRtLW18cMPP8DMzAzDhw9HvXr15BorERFRcTGHZQ6rSEo7h+3bty8MDAzw6NEjPH36FOHh4YiLi0N8fDxUVVVRpUoVNGrUCO3atcPQoUNRvXr1Qp+7Zs2aOHLkCC5cuAA3Nze8evUKMTExqFixIoyMjGBlZYURI0YUWPhbv349fH19ce/ePTx//hwhISGIiYlBamoqNDU1oa2tjfr166Nly5bo168fjI2Ni/tjISIZUhKX1spLRERElIuPjw/GjBkDABg6dChWrVol82ukpqbCwsICiYmJUFdXh6enJ3R0dGR+HSIiIiL6PjCHJSKib8XFqomIiMo5d3d3JCYmAgB69erFBzgiIiIiKvOYwxIRlS8sRBAREZVzOefplfX8sUREREREJYE5LBFR+cJCBBERUTnm7u4OPz8/AEDTpk3Rvn17OUdERERERJQ/5rBEROUPF6smIiIqRyIjI+Hu7o6MjAy8fv0aZ8+eFfbNnj1bfoEREREREUnBHJaIqPxjIYKIiKgcCQ4OxrJly3J9/aeffkK3bt1KPyAiIiIiogIwhyUiKv9YiCAiIiqntLW1UbduXYwcORJDhgyRdzhERERERAViDktEVD4picVisbyDICIiIiIiIiIiIiKi8omLVRMRERERERERERERUYlhIYKIiIiIiIiIiIiIiEoMCxFERERERERERERERFRiWIggIiIiIiIiIiIiIqISoyrvAIiIiKhssLKyQnh4OADA399fztEQERERERWMOSwRkWJgIYKIiIiojEhOTsbFixdx7do1vHnzBh8/foSSkhKqVauGWrVqwczMDJ06dULr1q3lHSoRERERfeeSk5Nx8uRJeHh4wN/fH/Hx8ahYsSKqV68OCwsLDB06FI0bN5Z3mERURiiJxWKxvIMgIiIi+WNvMvm6cOECVq5ciaioqHzbGRgY4NatW6UUFREREVHZxhxWPq5fv44FCxYgPj5eahtVVVXY2dlh9uzZUFJSKr3giKhM4ogIIiIiIjnbuXMn1q9fL3yuX78+2rVrh+rVq0MsFiM6Ohrh4eF48OCBHKMkIiIiIgIuXbqE2bNnI7tvs66uLqysrGBkZITU1FQ8efIEd+7cQUZGBnbs2IGUlBQsXLhQzlETkbyxEEFEREQkR6dOnRKKEAYGBli+fDm6du2aZ9u0tDQ8f/68NMMjIiIiIhLExMRgwYIFQhFi4MCBWLZsGSpUqCDR7uHDh5g+fTpiY2Nx8OBBdO7cGd26dZNDxERUVijLOwAiIiKi79WHDx/w999/A8jqSebi4iK1CAEA6urqXB+CiIiIiOTm0KFDSElJAQA0a9YMq1evzlWEAIA2bdpgzZo1wufVq1eDs8MTfd84IoKIiBTKq1evcOLECTx8+BChoaFITk6GqqoqKleujDp16sDMzAzm5uZo27Yt1NXVcx2fmZkJX19feHt749GjRwgODkZ8fDyUlJSgo6MDY2NjdO3aFcOHD4eWlla+scyfPx+nT58GABw8eBAdOnRAQEAAjhw5Ai8vL0RFRUFTUxMNGjTAyJEj0bdvXygr/68PQGpqKs6dO4f//vsPISEhSEhIgIGBAbp164YpU6agWrVqUq996tQpLFiwAAAwY8YMzJw5EzExMTh27BiuXr2KiIgIpKWloUaNGujSpQvGjBmD2rVrF+VHLtXjx49x7tw5+Pj4ICoqCsnJydDR0UGjRo1gZWUFa2traGpqFniemzdvws3NDU+fPkVUVBS+fPkCDQ0N6OnpoW7duujYsSM6deqEZs2ayTT+smDfvn1ITEwEADg6OsLQ0FDOEREREVFJYA6bhTms4vP09BS2R48eDVVV6a8WLSws0LhxY7x+/Rpv377Fo0eP2KmG6DvGxaqJiEghiMVirFu3Dnv27IFIJCqw/Y4dO9C9e/dcX7e0tMSHDx8KPF5fXx+bN29GmzZtpLb5+iHu3bt3WLp0KdLS0vJsP3DgQKxZswbKysp4+/Ytpk6diuDg4Dzb6urq4uDBg2jUqFGe+79+iDM3N8esWbMQExOTZ3tNTU0sWbIEQ4cOlfr9FHahv8TERCxcuBCXL1+W2gbImmZo8+bNaNWqVZ77k5KSMGvWLNy+fTvf82R7+PAhKlasWKi2iiA1NRVdunTBp0+fULlyZXh5eeX54oGIiIgUF3NYScxhFZ+ZmZnQkebMmTMwNjbOt/2CBQtw6tQpAMD48eMxf/78Eo+RiMomjoggIiKF8O+//8LZ2Vn43Lp1a7Rs2RK6urrIzMxEfHw8AgIC4OfnJwwVzktsbCwAoHbt2jAxMUGdOnVQqVIlpKWlITg4GLdv30ZcXByio6MxYcIEnDhxAg0aNCgwvps3b2Lfvn1QVlaGpaUlTExMoKKigsePH8PDwwMA4ObmhoYNG8La2hrjx4/Hhw8fUL9+fXTt2hW6urqIiIjAxYsXkZCQgNjYWMyePRv//fcf1NTU8r12REQEpk2bhoSEBPzwww/o1q2bcL7r168jOjoaqampWLBgATQ0NNC/f//C/MjzlJCQgFGjRuHNmzcAsh4OLSws0KhRI2hpaSE6Ohq3bt1CSEgIIiMjMXbsWBw+fBgmJia5zrVgwQLhAU5NTU3oMZX97xEVFYVXr17h2bNnyMzMLHLMZdWjR4/w6dMnAEDLli2hrq6O8PBwHD58GDdv3kRERARUVFRgYGCA9u3b4+effy7wQY+IiIjKFuaw0jGHVUypqanCdmFGjmhoaAjbXOuM6PvGQgQRESmEvXv3AshK9nfs2AELC4s826WlpeHGjRuoWbNmnvtHjRqF4cOHS+2l9eXLF6xbtw4HDhxASkoKli9fjn379hUqPgMDA+zYsSPX8Gs3NzfMmzcPQNZUPH5+foiMjMT8+fMxbtw4KCkpCW2nTZuGn3/+GREREQgICMCVK1cwYMCAfK99+vRpiMViTJ06FTNnzoSKioqwb/78+Vi4cCEuXLgAsViMJUuWoH379vkOmc+Po6Oj8AA3cOBALF68GDo6OhJtRCIR9u7dizVr1iA1NRVz5szBxYsXJYZth4aG4sqVKwCAWrVq4cCBA1KH3cfHx+PMmTMFPswWxNbWFr6+vsU6R04rV67EsGHDinz848ePhe26devi/PnzWLx4MZKTkyXaJSUlITAwEMeOHcO4cePg4OAgMT0CERERlV3MYaVjDls4ZS2H1dHRQXR0NADg/fv3qFu3br7t379/L2y/fv26yNclIsXHp1giIirz4uLiEBERASBrnlFpD3BA1mK+ffr0QZMmTfLcP3/+fKkPcEBWj50//vhDGBLv7e2Nd+/eFRijiooKtm/fnuccsAMHDkSnTp0AZPXG8vDwwPjx4zF+/HiJBzggayj4rFmzhM/ZDzr5EYvFGDRoEGbPni3xAAcAFSpUwJo1a9C8eXPh+ocOHSrwnHm5c+cObty4AQDo3r071q5dm+sBDgCUlZVhZ2eHsWPHAgDevXuH8+fPS7R58eKFsD169Oh85/7V0dHB2LFjy920RTmnNHj27BkcHByQnJwMfX192NjYYM6cORg/frzQm1EsFmPfvn1YsmSJfAImIiKib8IcNn/MYRVTzlEiV69ezbdtQkKCRBElPj4eGRkZJRYbEZVtHBFBRERlXs75dD9//lwq1xw4cKDwwHL//n3UqVMn3/Y9evQQHpTy0q1bN3h7ewPI6hE3adIkqW2trKyE7ZcvXxYYq5KSEmbPni11v6qqKmbNmiVc8/Tp05gzZ06B5/3av//+K2z//vvvuR5AvzZhwgQcOHAAAHD9+nUMHjxY2JdzmHpp/Zv+8ssv6Natm8zOZ2pqWqzjs6dlAgA/Pz8AQL9+/fD333+jQoUKwj4HBwfs3LkTGzduBAC4uLjAyspKpt8LERERyR5z2Pwxhy2cspbD9u/fX/gdc3FxQf/+/dG2bdtc7UQiEZYuXZpryrGkpKQ8C0FEVP6xEEFERGWenp4e9PX1ER0djbt372Lfvn0YNWpUsXsXRUREwN/fHzExMUhOTpZ4sAgJCRG2g4KCCjxXfj3cAEj0ljIxMUHVqlWltq1cuTJ0dHQQHx8vDHvOj4mJCWrVqlVgfBUqVEBKSgoiIyMREREhdeh/XkQikdCbydDQsFBzDhsYGEBXVxexsbF4+vSpxL6cax3s27cPLVq0QJcuXQodT1EUZ17hkvD1FEyNGzfGmjVrcg3fV1ZWFhaF/O+//wAAO3fuZCGCiIiojGMOmz/msIVT1nLYAQMGYP/+/Xj+/DnS09Px66+/YuLEiRgwYABq1aqFL1++4MmTJ9ixYwd8fX2hoaGBL1++CMfnXGOCiL4vLEQQEZFCmDRpElasWAEAWLVqlTDHbps2bdCiRQs0a9Ys15DuvIhEIri6uuLQoUPCPLEFSUhIKLCNoaFhvvtz9nAvqG12+/j4+EL1tGratGmBbVRUVNC4cWM8evQIQNaD6bc8xIWHhws9+N+/fy912gBp4uLiJD7Xr18fvXr1gru7OxITE2FnZwcjIyN06dJFWMSxoPlmFd3Xi/tNmDAh3zmEJ0+eLBQi/Pz8kJCQgCpVqpRkiERERFRMzGGlYw6rmFRUVLBt2zaMHTsWwcHBSE1NxZYtW7Bly5ZcbbW0tLBw4UIsWrRI+FqlSpVKM1wiKkNYiCAiIoUwZswYpKamwsnJCampqYiPj4ebmxvc3NwAABUrVkSXLl0wYsQIdO7cOc9zpKWlYebMmbh58+Y3XTstLa3ANhoaGvnuzzkEvKC2OduLxeIC2xZ2aHPOHmyFeTDNKT4+/pvaf+3rIdkAsHr1amhpaeHcuXMQi8UICwvD0aNHcfToUQBA9erV0atXL4waNapQvdcUTcWKFSU+d+zYMd/29evXR/Xq1REVFQWxWIwXL17A3Ny8JEMkIiKiYmIOKx1zWMVVo0YNnDx5Ek5OTnBxcck10hcA2rVrh//7v/9DUlKS8DUVFZVcOTARfT9YiCAiIoUxadIk/PTTT3Bzc4O3tzcePnwoPIwkJyfj0qVLuHTpErp3747169dL9OACgG3btgkPcFpaWhgxYgS6dOmCunXrQk9PDxoaGkKPtLt37woL1ZHkfLj6+voYP358sc9ZsWJFrFmzBlOmTIGbmxt8fX3x5MkT4aE5KioKhw8fxtGjRzF16lTY29sX63oXLlzA+/fvix13tq5du+a7aGRB9PX1hW0lJSVUr169wGNq1KiBqKgoALl76BEREVHZxBxWfpjD5lbcHDZbpUqV4OjoiDlz5uDx48cICQlBSkoKdHV1YWJiIowMOXfunHBM7dq1C1yjg4jKLxYiiIhIoejq6mLMmDEYM2YMxGIx3rx5A19fX1y+fFmY//XGjRv466+/sGbNGuG4zMxMoZeSqqoqDh48iBYtWki9TmJiYsl+IzJU2J5eOV9cf+uUPjl7rKmrq2PChAnfdHx+GjRogFmzZgHI6rn37NkzeHt7w83NDUFBQRCJRHBycoKhoSGsra2LfJ2jR48KvyOyULVq1WI9xDVs2FDYVlJSKtRDGR/ciIiIFBNz2NyYwxZOWcthv6auro527dqhXbt2ee7PuXB569atZXZdIlI8yvIOgIiIqKiUlJTQuHFjjB49GocOHcL69euFF7Vubm4SDzdBQUHC57Zt2+b7AAcAr1+/LqmwZe7Vq1cFtsnMzJSYT7hevXrfdI2aNWtCS0sLQNb8utlz7cqauro62rRpgxkzZuDChQsYNWqUsO/w4cMlck15MTExEbZFIpEw0iE/Hz58ELb19PRKJC4iIiIqWcxhszCH/T5cu3ZN2C7phb2JqGzjiAgiIio3BgwYgK1bt+Lt27cQiUQICQkRekHlnE8255Q40ly6dKmkwpS5Z8+e4f379/kuIOjl5SXM3WpgYPBNi/wBWQ9XZmZm8PT0hEgkwoULF/Dzzz8XK+6CKCsrY9q0acLD29u3b4t1vkOHDskiLJkxNjZGnTp18O7dOwDAnTt3MGTIEKntg4KCEBkZCSBrft3mzZuXRphERERUwpjDMofNT1nLYb+Fh4cHgoODAQDVqlVDr1695BsQEckVR0QQEVG5pampKWznHJZdUO8rFxcXhepNJhKJsHHjRqn7MzMzsXnzZuHz0KFDi3QdW1tbYXvr1q3CS/HCKMyChQXJ7s1WngwbNkzY3rNnD9LT06W23bFjh7Btbm6OSpUqlWhsREREJB/MYbMwh1VsMTExWLp0qfB5ypQpUFdXl2NERCRvLEQQEVGZd+/ePdjZ2eH69evCInBfE4vF2L9/v9DjqGrVqmjQoIGwv379+qhWrRoAICAgAFu2bJFYvC77HMeOHcOyZcsUai5+JSUl/Pfff9iyZQtEIpHEvpSUFDg4OODp06cAgMqVK2P06NFFuo6lpSUsLS0BANHR0fjll1/yna82PT0dt27dwpQpU+Du7i6xb9euXVi0aBEeP34s9QEvNTUVK1asED6bmZkVKe6ybNy4cTAwMACQNZWCg4MDUlJSJNqIRCLs2LED//33H4CsXnbTp08v7VCJiIjoGzGHzR9zWMV18+ZN+Pr6Sv0ZPH78GLa2tggLCwMAdOjQocj/fkRUfnBqJiIiKvNEIhE8PT3h6emJihUromXLlmjUqBF0dHSEufVv376N8PBw4Zg5c+ZAVfV/f+aUlJQwceJErFy5EkBWb6gLFy6gU6dO0NfXx8ePH+Hp6YmgoCCoqKhg8uTJEj3Qy7KhQ4fi2rVr2Lp1K9zc3NCtWzdUrVoVHz58wNWrVxEdHQ0g62fw119/FWpYvzTr1q2Dra0tXr58ifDwcNja2qJJkyYwMzODvr4+xGIxEhISEBAQgCdPngjz8H495dCXL1/g6uoKV1dXVK9eHS1atEC9evWgra2NlJQUhIeH4+bNm8KCi+rq6pg5c2aR4y6rtLS0sH79evz666/48uULLly4gHv37qFnz54wNDREfHw8PDw8EBgYKBwzc+ZMtGnTRo5RExERUWEwh80fc1jF5efnhx07dqB69epo164dfvjhB2hqauLjx494+PAhnj17JhQpWrZsia1btypUkYyISgYLEUREVOblfBhLTk6Gt7c3vL2982yrqamJefPmwcbGJte+sWPH4u3bt3BxcQGQNV/r13O2VqhQAUuXLkX16tUV5iGuZs2acHJygr29PYKDg7F///5cbTQ0NPDnn39i4MCBxbqWtrY2jh49ir///hsnT55EZmYm/P394e/vL/UYHR2dXA+OampqwnZUVBSuXr0q9XgDAwOsXbsWxsbGxYq9rDIzM8POnTsxf/58fPjwAdHR0Th69GiudhoaGpg3bx7Gjh0rhyiJiIjoWzGHzR9zWMUXFRWF8+fP57lPRUUFNjY2+O2331CxYsVSjoyIyiIWIoiIqMxr27Ytbt68CU9PTzx8+BD+/v6IiIgQFq7T0dFB/fr1YW5ujmHDhglT3XxNSUkJS5cuRc+ePXHs2DE8efIE8fHxqFixIgwNDWFpaQlra2sYGRnBx8enNL/FYmvXrh3OnDmDo0eP4vr164iIiEBaWhpq1KiBLl26YMyYMahTp45MrqWlpYVly5Zh4sSJOH36NHx9fRESEoL4+HgoKyujcuXKqFOnDpo3bw4LCwuYm5vnmg92ypQpsLS0hJeXFx49eoS3b98iMjISnz9/hrq6OnR1ddG4cWNYWVnhxx9/LPdz65qbm+P8+fM4ffo03N3dERQUhLi4OFSsWBFGRkawsLDAyJEjpf5uExERUdnDHLZgzGEV08iRI1GzZk34+PjgzZs3iImJQWJiInR0dGBoaAgLCwsMHDhQYpoxIiIlsSxW3iEiIqJSderUKSxYsAAAMGPGjHI55JuIiIiIyhfmsERE3y8uVk1ERERERERERERERCWGhQgiIiIiIiIiIiIiIioxLEQQEREREREREREREVGJYSGCiIiIiIiIiIiIiIhKDAsRRERERERERERERERUYliIICIiIiIiIiIiIiKiEqMkFovF8g6CiIiIiIiIiIiIiIjKJ46IICIiIiIiIiIiIiKiEsNCBBERERERERERERERlRgWIoiIiIiIiIiIiIiIqMSwEEFEROXGqVOn0KRJEzRp0gRbtmyRdzjfHR8fH+Hn//V/p06dknd49A1y/r/09X8+Pj7yDo+IiKhcYQ4rX8xhyw/msERlm6q8AyAiIiICAJFIhIsXL8LNzQ2vXr1CTEwMKlWqBCMjI1hZWcHa2hrVqlWTd5gSRCIRRo4cCT8/P+FrM2bMwMyZM0s1DrFYjCdPnsDb2xuPHj1CQEAAPn78iIyMDFSpUgX16tVDu3btMHz4cBgZGZVqbERERETlWVnOYT9//oyXL1/i+fPnePbsGZ4/f463b98iMzMTgHzy1rykp6fD3d0dV65cwYsXLxAdHY20tDRUrFgRRkZGMDU1xaBBg9C2bVt5h0pExcBCBBEREcmciYkJ+vfvL3w2NTXNt/2HDx8wZ84cPHz4UOLrsbGxiI2NxZMnT7B//34sX74cvXr1KpGYi2Lfvn0SRQh5uHbtGv7v//4PkZGRee6PiYlBTEwM7t27h507d2LChAmYNWsWVFWlp4GmpqZwcHAQPl+4cAHPnj2TeexEREREZUl5ymHfvHmDwYMHC0WHssrf3x/z5s3Dmzdvcu1LSEhAQkICnj9/jmPHjsHKygr//PMPtLW18zwXc1iiso2FCCIiIpK5Ro0aYcKECYVqm5CQgF9//RWBgYEAAE1NTfTq1Qv16tVDQkICrl27hrCwMMTHx2P27NnYvn07unbtWpLhF8rbt2+xadMmAICamhrS09PlEkdgYKBEEcLIyAht2rRBzZo1oaWlhffv3+PWrVuIiIhAZmYmdu3ahdDQUGzYsAFKSkp5nrNRo0Zo1KiR8PnNmzd8iCMiIqJyrzzlsBkZGbmKEGpqalBTU0NKSkqpxZGfsLAwjBkzBvHx8QAAZWVldO7cGQ0bNoS2tjYiIyPh4+OD4OBgAMD169cxceJEHD58GCoqKrnOxxyWqGxjIYKIiIjkavXq1cIDXP369eHs7CwxfZCjoyOWLVuGo0ePIiMjA46OjnB3d0elSpXkFTJEIhEWLFiAL1++oEGDBjA2Nsb58+flFk+FChVgbW2NYcOGwdjYONf+jIwMbNu2DU5OTgCAixcvwtLSEkOHDi3tUImIiIjKhbKew6qoqKB58+YS/zVp0gR//vknTp8+XSoxFGT9+vVCEaJu3brYtm0bGjRoINFGJBLBxcUFS5cuhUgkgp+fH86dO4chQ4aUfsBEVCxcrJqIiIjkJjAwUHgQUlNTw+bNm3OtYaCiooI///wTbdq0AZA11H3Pnj2lHmtOe/fuxaNHj6CsrIwVK1ZAXV1dbrF07doV169fxx9//JFnEQIAVFVVYW9vDxsbG+Frhw4dKq0QiYiIiMoVRchhGzdujFOnTmHZsmX4+eefYWpqKtec9WuZmZm4du2a8Hnp0qW5ihBA1iiJX375BQMHDhS+5unpWSoxEpFscUQEEREVWq9evfDu3TsAwKlTp9C8efMCj3n16hUGDx4MAKhVqxauXbsmMR2MWCzG48ePcfv2bfj5+SEwMBBxcXHIzMyEjo4OGjRogM6dO8PGxgZVqlQp9vdga2sLX19fAFlz6xe0cK+VlRXCw8MBZM1fWpDbt2/j0qVLePDgAaKjo/HlyxdUrVoVzZo1Q+/evTFo0KB85+b/3pw7dw4ikQgA0KdPH4mh1DkpKytj2rRpsLOzAwCcOXMGs2bNKrU4cwoMDMTmzZsBAKNHj0br1q3h4uIil1gASC0+5GXs2LFCrM+fP0daWlqZeiAlIiIqCcxhmcPKmiLmsGVNbGwsUlNThc+tW7fOt33btm1x9uxZABBGURCRYuFfESIiKrRBgwZh69atAICzZ88W6iHuzJkzEsd/PSf9qFGj8ODBgzyPjY6ORnR0NO7evYudO3di9erV6NmzZzG+g5ITGRmJ3377TXhA/HpfZGQkbty4gd27d8PJyQn16tWTQ5RlT85eUP369cu3befOnVG5cmV8+vQJ4eHhePHiBZo1a1bSIUrIzMwUpmQyMjLCnDlzSvX6xVW7dm2Jz/Hx8ahevbqcoiEiIiodzGGlYw5bNIqWw5ZFmpqaEp/j4uJgYGAgtX1sbKywXbNmzRKLi4hKDqdmIiKiQss5D+f58+dzLX72tczMTJw7dy7P47NlJ5TVq1dHr169YGdnh7lz58Le3h7Dhw9HjRo1AABJSUmwt7fP8yFJ3kJDQ2FtbS3EVrlyZQwYMAAzZszAnDlzYGNjI7zsDQwMxC+//IKIiAh5hlwmpKWlCfPqAhCGrUujrKws0VPqxYsXJRabNHv37sXjx48BAMuWLUOFChVKPYbiyLmotZKSEnR0dOQXDBERUSlhDps35rBFo4g5bFmkra2NJk2aCJ/37dsntW1CQgJOnDghfM4erUREioUjIoiIqNBq166NNm3a4OHDh4iOjoaXlxe6du0qtf2dO3cQHR0NAGjVqhXq1q2bq03//v1haWmJFi1a5OppBmQ9CO7duxfr1q1DZmYmFi9ejEuXLuXZVh7S0tIwa9Ys4QXv2LFjMWfOHGhpaeVqt2bNGhw8eBBxcXFwdHQs9hz9OYfoy8LKlSsxbNgwmZ2vIG/fvhVeBFSuXBm6uroFHlOnTh1hOyAgoMRiy0vOKZmGDx+OTp06ler1ZeHixYvCdsuWLTktExERfReYw+bGHLboFC2HLcvs7e0xffp0AFmFiNDQUNja2qJBgwaoXLkyPnz4IIwsCg8Ph5KSEmbNmgUzMzM5R05ERcEREURE9E1y9gjLOWQ9Lzn3S+u1Ym9vj5YtW0p9KFNRUcHEiRMxatQoAEBwcDDu3r37jVGXnDNnzuD58+cAsobo//HHH7ke4ABAXV0dCxcuFIbl+/r64v79+6Uaa1mT/YAPQOg1WBBDQ8M8jy9p2VMypaWlQV9fH/Pnzy+1a8tKdHQ0du/eLXzOuXA1ERFRecccVhJz2KJTpBy2rOvZsydWr14NDQ0NAMDVq1cxduxYWFhYoEWLFujduzf+/PNPREREoF27dti1axemTp0q56iJqKg4IoKIiL5Jv379sHz5cqSlpeHatWtITk5GxYoVc7VLTk7G1atXAQBqamro379/sa47cOBA/PvvvwCA+/fvw9zcvFjnk5XDhw8DyHpIK8zCcxMmTBB+LtevXy9Wb55ffvkF3bp1K/LxXzM1NZXZuQojOTlZ2M7rwTcvOeeSzXl8SduzZ48wJdOSJUtQuXLlUru2LGRkZMDBwQEJCQkAABMTkzynmSAiIiqvmMNKYg5bdIqUwyqCIUOGwMzMDIcPH8aBAwfynDpNV1cXrVq1kpjKiYgUDwsRRET0TSpXrozu3bvj8uXL+Pz5M65cuYKhQ4fmaufu7o6UlBQAQLdu3Qo1F310dDRevXqFyMhIJCcnIyMjQ9iX/QIVAIKCgor/jchAXFwcXr16BQBo0aIFqlSpUuAxTZs2FbafPn1arOsX98FY3lJTU4VtNTW1Qh2T3Vvq6+NLUmBgILZs2QIA6Nu3b5ldbDI/S5cuhbe3NwCgUqVK2LBhA5SVOTCWiIi+H8xh/4c5bPEoSg6rKGJjY7Fr1y5cvHgRysrKsLS0hLGxMTQ0NBAZGQkvLy+EhITA2dkZR48exZo1a2BlZSXvsImoCFiIICKibzZkyBBcvnwZQNaw7rwe4nIOaS+o5/Xly5exe/duPHnypFDXz/lAJ0/+/v4Qi8UAsnq4fWsPnbi4uJIIS2Hk7BmWnp5eqGO+fPmS5/ElJTMzE/Pnz0daWhp0dHTw559/lvg1ZW39+vVwcXEBkPWwvHHjRol5iomIiL4XzGGzMIctHkXIYRXF8+fPMW3aNHz48AHNmjXDli1bYGRkJNFGJBLh0KFDWLlypbD4+7Fjx2BiYiKnqImoqNgVjoiIvlnXrl2FRdl8fHyERe6yRUZGCnPg6ujowNLSMs/ziMViLF68GPb29oV+gAOyFs0rC+Lj44t1fHZvu+9VzukQPn/+XKhjcvYgy2s6BVnbs2eP8Lu5YMEC6Onplfg1ZWnTpk3YuXMngKwixJYtW9ClSxc5R0VERCQfzGGzMIctHkXIYRVBUlISpkyZgg8fPqBSpUpwdnbOVYQAAGVlZYwdOxa//vorgKziz+rVq0s7XCKSAY6IICKib6aqqooBAwbg0KFDEIlEOHv2LCZOnCjsP3fuHEQiEYCsodfShiyfOHECx48fF845dOhQdO/eHQ0bNoSenh60tLSgoqICAAgNDS1zU+LknL+0UaNGefaqy4+2tnaxrn/hwgW8f/++WOfIqWvXrmjUqJHMzlcQfX19YfvDhw+FOiZnu2rVqsk8ppwiIyOFKZm6du2qcGsqbNy4Edu3bweQVYTYvHkzunfvLueoiIiI5Ic5bBbmsMVT1nNYRXHy5ElERUUByFpLpaCfy7hx47Bnzx4AwL179xAfH1+oqdOIqOxgIYKIiIpk8ODBOHToEADkeogr7JD27OMBYMOGDejdu7fUtomJicWINm/ZQ9Lzk18vp5yJb9WqVTFhwgRZhFVoR48eha+vr8zOV7Vq1VJ9iKtXrx6UlZUhEonw6dMnxMbGCr0UpXn37p2w3bBhwxKNLzY2Vui5eOvWrUJPW7B161Zs3boVAFCrVi1cv369xGKUZt26ddi1axeArCLEpk2bOJcuERERmMMCzGGLq6znsIriwYMHwnbjxo0LbF+9enXo6uoiNjYWYrEY7969YyGCSMFwaiYiIioSU1NTIYl+/fo1Xr58CQB4+fIlXr9+DSArSW/ZsmWex3/+/Bn+/v4AACMjo3wf4LKvIQs5h0IXNKw8JSUl37l869evL2y/fv26UA+F9D8aGhoSD2IPHz7Mt71IJIKfn5/wuVmzZiUWmyL7559/chUhevToIeeoiIiIygbmsMxhi4s5rGwkJSUJ20pKSt98fFGOISL54ogIIiIqssGDB2PdunUAsnqQNW3aVKIn2eDBg6Ue++nTJ2E75/BmaS5dulSMSP8n5xz/wcHB+fZy9/Lykhi6/jVDQ0PUr18fb9++RXx8PG7fvl2q8+/n7I2nqKysrIQH9EuXLuU7dcGdO3eEh+patWqhefPmJRpblSpVCj1VwYMHD4SebsbGxmjatCmArB56pWnVqlXYt28fgP9Nx8SREERERJKYwzKHLa6ynMMqipx5cnZxLz9RUVGIjY0VPlevXr1E4iKiksMREUREVGSDBg2CsnLWnxI3NzekpaXBzc0NQFYPlUGDBkk9tnLlykIvlrdv3+a7eJ+npydu3rwpk5hz9kC6cuWK1HZpaWnC9Dr5GT16tLC9atUqiZ49BWHvM8nfoUuXLiEwMDDPdiKRCNu2bZM4rqTVrFkTq1atKtR/bdu2FY7r2bOn8HVHR8cSjzPbihUrJIoQW7ZsYRGCiIgoD8xhmcMWV1nOYRVFixYthO3z58/j48eP+bbPznMBoE6dOjAwMCix2IioZLAQQURERVajRg20b98eABAdHY1169YhOjoaANCuXTvUqlVL6rFaWlowNTUFACQkJGDp0qX48uVLrnZXr17FrFmzZBZzz549hcUDL1y4AHd391xt4uPjMXPmTLx69arA81lbWwu93wMCAjB69Oh8j0tNTcXly5cxevRoPH/+vIjfRfnRoEEDYQ7m9PR0zJw5E+Hh4RJtMjMzsWLFCty/fx9AwXMZnzp1Ck2aNEGTJk3K7Iv4+fPnCzHOnz+/2Odbvnw5Dh48CABQV1eHk5MTF6YmIiKSgjksc9ji+l5z2C1btggx2traFutc/fv3R4UKFQBkraUyadIkRERE5GonEomwb98+iULEyJEji3VtIpIPTs1ERETFMmTIENy9excAcODAAeHr+Q1pzzZ58mRMnz4dAODq6orbt2/D0tISNWrUwKdPn+Dj4yM86MyYMaNQvbsKYmBgABsbGxw5cgQikQgzZsyAhYUFWrduDSUlJQQFBeHGjRtISkrCkCFDcO/evVwPFTmpq6tj27ZtGD16NMLDw/Hy5UsMHjwYrVq1QsuWLaGnp4f09HTEx8fD398fT58+FRYPZG+yLA4ODvDz80NQUBACAwMxYMAA9O7dG3Xr1kVCQgKuX78uTHukqqqKVatWQVtbW85Rlx07d+6UmOKgY8eOCAgIQEBAQIHH9u/fH4aGhiUZHhERUZnEHJY5bHEpQg67efPmXDnhs2fPhO2LFy/izZs3EvsbNmwIe3v7Eo9NX18fDg4OWLJkiRBX79690bVrVxgbG0NDQwORkZHw9PSUWOzbzMwMo0aNKvH4iEj2WIggIqJi6d27N5YuXYqUlBThoURTUxN9+/Yt8NiePXti9uzZ2LRpE8RiMd6/f49jx45JtFFTU8PcuXPRu3dvmTzEAVkPDSEhIfDy8gIA3L59G7dv35ZoM2jQICxbtqxQ30fNmjVx8uRJLF68WOid9ujRIzx69EjqMQYGBqhSpUrRv4lypGrVqti7dy/mzp0LPz8/fP78WWKe5mxVqlTBsmXL0K1bt3zPl/PhOHvIfFkjyxiDgoIkPt+6dQu3bt0q1LEmJiYsRBAR0XeJOSxz2OJShBz23r178PX1lbo/MDAw17RScXFxUtvLOsZffvkFqqqqWLlyJZKTk5Geno5r167h2rVrebYfMGAAli5dCnV19WJfm4hKHwsRRERULBUrVkTPnj1x9uxZ4Ws9e/ZEpUqVCnX81KlTYW5ujkOHDuHBgweIiYmBlpYWDAwM0KlTJ/z0009o3LgxwsLCZBazlpYWdu/ejf/++w9nzpzBq1evkJycDD09PZiYmMDa2rrAB4WvVa1aFVu3bsWrV69w5swZ3L9/H+Hh4fj06RNUVFSgo6ODH374AS1atICFhQXat29fZl+Sy0PNmjVx5MgRXLhwAW5ubnj16hViYmJQsWJFGBkZwcrKCiNGjCjUopA5e30V5iFcHnL2PCurMRIREZVnzGGzMIctnu8thy2JGK2trdGzZ0+cOXMG3t7eeP36NeLj45Geno5KlSrByMgIrVu3xtChQ7nQN5GCUxJzTB0RERHJgI+PD8aMGQMAGDp0KFatWiWXOIYPH45nz55BS0sL169fh66urlzikCYpKQnt27dHZmYmTExMcPLkSXmHVKD58+fj9OnTAICDBw+iQ4cOco6IiIiISDaYwxaeubk5YmNjYWBggKtXr5b5kQnMYYnKFpaxiYiIqNxISkrCy5cvAQAjRowokw9wDx48QGZmJoCs3pRERERE9H1ThBw2ICAAsbGxAIAJEyaU+SIEEZU9nJqJiIiIZO7NmzfYs2eP8Llr165o1KhRiV83+yW/uro6JkyYUOLXK4rseXqbNGmCHj16yDmavL1580ZinYmvFzEkIiIiKo+Yw0qXncNWq1YNNjY2co4mb8xhico2FiKIiIhI5p49e4Znz54Jn6tWrVoqD3H37t0DkDW03cDAoMSvVxTZMU6ZMgVKSkpyjiZvT58+xT///CPvMIiIiIhKFXNY6bJjHDduHDQ1NeUcTd6YwxKVbSxEEBERUbnx22+/4bfffpN3GPk6fvy4vEMgIiIiojJEEXLYDRs2YMOGDfIOg4gUGBerJiIiIiIiIiIiIiKiEsPFqomIiIiIiIiIiIiIqMSwEEFERERERERERERERCWGhQgiIiIiIiIiIiIiIioxLEQQEREREREREREREVGJYSGCiIiIiIiIiIiIiIhKDAsRRERERERERERERERUYliIICIiIiIiIiIiIiKiEsNCBBERERERERERERERlRgWIoiIiIiIiIiIiIiIqMSwEEFERERERERERERERCWGhQgiIiIiIiIiIiIiIioxLEQQEREREREREREREVGJYSGCiIiIiIiIiIiIiIhKDAsRREREAOLi4jB58mTMnDkTiYmJ8g6HFJBYLMauXbswfPhw+Pr6yjscIiIi+g6EhYVhzJgx+OOPP/Dlyxd5h0MKKDMzE6tXr4aNjQ38/f3lHQ4RlWNKYrFYLO8giIiI5CkpKQm2traIiYmBi4sLatasKe+QSEFlZmZizpw5uHnzJvbv3482bdrIOyQiIiIqp6KiovDzzz9DS0sLR44cQZUqVeQdEimo1NRU/PrrrwgMDMTRo0dRv359eYdEROUQCxFERPRdS0tLw+TJk/HkyRMcOXIETZo0kXdIpOC+fPmCCRMm4M2bNzhy5AgaNGgg75CIiIionElKSsKoUaMQFxcHFxcXGBoayjskUnAJCQkYOXIkPn/+jGPHjqF69eryDomIyhlOzURERN8tkUiEP/74A/fu3cO2bdtYhCCZ0NDQgJOTE/T19WFnZ4fIyEh5h0RERETlSFpaGmbMmIHw8HDs3r2bRQiSiSpVqmD37t3IyMjAxIkTkZSUJO+QiKicYSGCiIi+W2vXroWbmxv++ecfdOjQQd7hUDmS/SAnEokwceJErjtCREREMiESibBgwQLcv38f27ZtQ+PGjeUdEpUjhoaG2L17N8LDwzFjxgykpaXJOyQiKkdYiCAiou/SgQMHsGfPHixYsAD9+/eXdzhUDtWoUQO7d+/G+/fvMX36dD7IERERUbGtWbMG58+fx9q1a9G+fXt5h0PlUOPGjbFt2zbcv38fCxYsgEgkkndIRFROsBBBRETfnQsXLmDlypWYMGECxo4dK+9wqBxr1KgRtm/fDj8/Pzg6OvJBjoiIiIps//792Lt3LxYuXIi+ffvKOxwqx9q3b4+1a9fi/PnzWLNmjbzDIaJygoUIIiL6rty9excODg4YOHAgfvvtN3mHQ98BMzMzrFu3DhcvXsTq1avlHQ4REREpoPPnz2PlypWYOHEibG1t5R0OfQf69u2LhQsXYu/evdi/f7+8wyGickBV3gEQERGVllevXmH69Olo3749/v77bygrsx5PpaN3795YvHgxli5dCgMDA/z666/yDomIiIgUxJ07d+Do6IjBgwdj3rx58g6HviO2traIjIzEypUroa+vjwEDBsg7JCJSYCxEEBHRdyEiIgITJ05EnTp1sHnzZqirq8s7JPrOjBo1CpGRkVi9ejX09fXx448/yjskIiIiKuOyO9J06NABK1asgJKSkrxDou/MvHnzEBUVBUdHR+jq6sLc3FzeIRGRglISi8VieQdBRERUkuLj4zFy5Eh8+fIFx44dg76+vrxDou+UWCzGggUL4ObmBmdnZz7IERERkVRhYWH4+eefUb16dRw8eBCVKlWSd0j0nUpPT8eUKVPg5+eHI0eOwNjYWN4hEZECYiGCiIjKtdTUVIwbNw7BwcE4evQo6tWrJ++Q6DuXnp6OqVOn4uHDhzh8+DCaNm0q75CIiIiojImLi8Mvv/yCjIwMHDt2DNWqVZN3SPSdS0pKwpgxYxAVFYVjx47ByMhI3iERkYJhIYKIiMqtzMxM2Nvbw8vLCwcOHEDLli3lHRIRACA5ORljxoxBZGQkjh49itq1a8s7JCIiIiojPn/+jPHjxyM4OBjHjh1D3bp15R0SEQAgJiYGP//8M1RVVXH06FFUrVpV3iERkQLhKp1ERFQuicViLF26FDdu3MDGjRtZhKAypWLFiti1axe0tLRgZ2eH2NhYqW3T0tLw9OnTUoyOiIiI5CUjIwNz587Fq1evsGvXLhYhqEypVq0adu/ejfj4eEydOhWfP3+Wd0hEpEBYiCAionJp+/btOHbsGJYuXYpu3brJOxyiXPT09LBnzx58+vQp3we5x48f46effkJoaGgpR0hERESlKbsjjYeHBzZt2oQWLVrIOySiXOrWrYtdu3bh1atXmDt3LjIyMuQdEhEpCBYiiIio3Dlx4gQ2bdoEe3t7/PTTT/IOh0iqOnXqYNeuXXj9+jXmzJmT54OcsbExVFRU4O3tLYcIiYiIqLQ4OTnBxcUFy5cvh6WlpbzDIZKqRYsW2LRpEzw8PLB06VJw1nciKgwWIoiIqFy5efMm/vzzT9jY2GDatGnyDoeoQKampti0aRM8PT2xZMmSXA9y2traaNGiBby8vOQUIREREZU0V1dXbNmyBbNnz8awYcPkHQ5RgSwtLbF8+XK4uLjAyclJ3uEQkQJgIYKIiMqNJ0+eYPbs2ejWrRv++usvKCkpyTskokLp2rUrli9fDldXV2zdujXXfgsLC9y5cweZmZlyiI6IiIhK0o0bN/DXX39h5MiRmDJlirzDISq0YcOGYfbs2diyZQtcXV3lHQ4RlXEsRBARUbkQFBSESZMmwdjYGOvXr4eKioq8QyL6JkOHDsXcuXOxdetWuLi4SOzr3LkzPn36hGfPnskpOiIiIioJjx49wuzZs2FlZYVFixaxIw0pnClTpmDkyJH466+/cOPGDXmHQ0RlGAsRRESk8KKjo2FnZ4eqVatix44d0NTUlHdIREUyadIkjBo1CkuWLMG1a9eEr5uamkJbWxu3b9+WY3REREQkS2/fvsXkyZPRrFkzrF27lh1pSCEpKSlh0aJFsLKywuzZs/Ho0SN5h0REZRQLEUREpNCSkpIwefJkpKWlYffu3dDR0ZF3SERFpqSkhIULF6JXr16YO3cu/Pz8AACqqqro2LEj14kgIiIqJ6KiomBnZwc9PT1s376dHWlIoamoqGDt2rVo1qwZJk+ejLdv38o7JCIqg1iIICIihZWWlgZ7e3uEhITA2dkZtWrVkndIRMWmoqKCNWvWwMTEBFOmTEFgYCCArOmZHj16hKSkJDlHSERERMWRlJSESZMmISMjgx1pqNzQ1NTE9u3boaenBzs7O0RFRck7JCIqY1iIICIihSQSibBw4UL4+vrCyckJxsbG8g6J6JutWbMGK1euFIoN2TQ0NLBt2zbo6+tj4sSJiIyMhIWFBTIzM3H37l05RUtERETFlZaWhhkzZiAsLAzOzs6oWbOmvEMikhkdHR3s3r0bGRkZmDRpEjvQEJEEFiKIiEghrVu3DmfPnsU///yDjh07yjscoiKpXr06zpw5g/79+2PkyJH477//kJqaCgCoUqUKnJ2dhQc5HR0d1KlTh9MzERERKSiRSIQFCxbg/v37cHJyQpMmTeQdEpHM1axZE87OzggLC8OMGTOQlpYm75CIqIxQEovFYnkHQURE9C0OHjyIFStWYMGCBRg3bpy8wyEqlrS0NFy9ehXHjx/HnTt3ULlyZQwePBjW1tZo0qQJXr9+jVGjRqFZs2aoU6cOfHx8cOXKFXmHTURERN9o9erV2LdvHzZs2IB+/frJOxyiEuXj44MJEyagT58+WLNmDZSV2Rea6HvHQgQRESmUCxcuYO7cuRg/fjwcHR3lHQ6RTL179w6urq44deoUYmJi0KpVK1hbW8PAwADTpk2DqakpHjx4gKtXr6J27dryDpeIiIgKaf/+/Vi5ciUWLlyIMWPGyDscolJx8eJFzJkzh89uRASAhQgiIlIg2b1q+vbti3/++Ye9aqjcSk9Px40bN3D8+HHcvn0bFSpUQKtWreDl5QUlJSX83//9H2xsbOQdJhERERXChQsXMGfOHNjZ2eH333+XdzhEpYqj2YkoGwsRRESkEPz9/TFq1CiYmppi586dUFdXl3dIRKUiLCwMJ0+exIkTJxAVFQUAMDY2xpkzZ+QcGRERERXk7t27sLOzQ79+/bB69Wp2pKHv0po1a7B7925s2LAB/fv3l3c4RCQnLEQQEVGZFxERARsbG+jp6eHff/9FpUqV5B0SUanLyMjArVu3sGbNGmhqauL06dPyDomIiIjy8erVK4waNQqtWrXC9u3b2ZGGvlsikQiOjo64ePEidu/ejY4dO8o7JCKSAxYiiIioTIuPj8fIkSORmpoKFxcX6OvryzskIiIiIqJ8hYeHw8bGBtWrV8fBgwfZkYa+e2lpaZg6dSoePXqEw4cPw9jYWN4hEVEpYyGCiIjKrNTUVIwfPx5v377FsWPHUK9ePXmHRERERESUr7i4OIwcORJpaWk4duwYO9IQ/X9JSUkYM2YMoqKi4OLiglq1ask7JCIqRZyckIiI5OLFixcIDAyUuj8zMxPz5s3DixcvsGvXLhYhiIiIiEjuHjx4gPfv30vdn5qaiqlTpyIuLg579uxhEYIoh0qVKmHnzp3Q0NCAnZ0d4uLipLaNjY2Fl5dXKUZHRCWNhQgiIpKLefPmwcXFJc99YrEYS5cuxY0bN7Bx40a0bNmylKMjIiIiIpKUkZGByZMn4+LFi1L3z5kzB69evcKuXbtQt27d0g2QSAHo6+tjz549iIuLw9SpU/H58+c82929excTJkzIt1hBRIqFhQgiIip1ERERePv2Ldq0aZPn/u3bt+PYsWP4v//7P3Tv3r2UoyMiIiIiyu3p06dITEzMM4fN7kjj4eGBTZs2oUWLFnKIkEgx1K1bF7t27cKrV68wd+5cZGRk5GrTunVriMVi3L17Vw4RElFJYCGCiIhKnZeXF5SVldGxY8dc+06cOIFNmzbB3t4e1tbWcoiOiIiIiCg3Ly8vVK5cGSYmJrn2OTk5wcXFBcuXL4elpaUcoiNSLC1atMCmTZvg4eGBpUuX4uslbA0NDdGgQQNOz0RUjrAQQUREpc7b2xumpqbQ0dGR+PrNmzfx559/wsbGBtOmTZNPcEREREREebh9+zbMzc2hqqoq8XVXV1ds2bIFs2fPxrBhw+QUHZHisbS0xPLly+Hi4gInJ6dc+zt37gxvb+9cRQoiUkwsRBARUanKzMyEt7c3OnfuLPH1J0+eYPbs2ejWrRv++usvKCkpySlCIiIiIiJJiYmJePLkSa4c9saNG/jrr78wcuRITJkyRU7RESmuYcOGYfbs2diyZQtcXV0l9llYWCA8PBzBwcHyCY6IZEq14CZERESy8+LFC8THx0s8xAUFBWHSpEkwNjbG+vXroaKiIscIiYiIiIgk+fj4IDMzE506dRK+9ujRI8yePRtWVlZYtGgRO9IQFdGUKVMQFRWFv/76C9WqVRPWCWzXrh3U1NTg5eWFevXqyTlKIioujoggIqJS5eXlhQoVKqBly5YAgOjoaNjZ2aFq1arYsWMHNDU15RwhEREREZGk27dv44cffkDt2rUBAG/fvsXkyZPRrFkzrF27lh1piIpBSUkJixYtgpWVFWbPno1Hjx4BACpUqIDWrVvj9u3b8g2QiGSChQgiIipVXl5e6NixI9TU1JCUlITJkycjLS0Nu3fvzrVmBBERERFRWeDl5SWM6I2KioKdnR309PSwfft2dqQhkgEVFRWsXbsWzZo1w+TJk/H27VsAWdMz+fj4ID09Xc4RElFxsRBBRESlJjk5GX5+frCwsEBaWhrs7e0REhICZ2dn1KpVS6Ltu3fvsG7dOlhbW+Pjx49yipiIiIiIvnfv3r3Du3fv0LlzZyQlJWHSpEnIyMjIsyONv78/li9fjpEjRyItLU0+AROVYWKxGFOmTMEff/yBR48eSSxErampie3bt0NPTw92dnaIiopC586dkZKSgsePH8sxaiKSBRYiiIio1Ny7dw/p6ekwNzfHwoUL4evrCycnJxgbGwMA0tLScOHCBYwbNw69evXCsWPH0KZNG1SpUkXOkRMRERHR98rLywsqKipo06YNZsyYgbCwMDg7O6NmzZoAgJSUFJw4cQIjRozAoEGDcPHiRVhYWEBNTU3OkROVPUpKSujatSvu3r0LGxsbDBo0CIcOHUJCQgIAQEdHB7t370ZGRgYmTZqEOnXqQEdHh9MzEZUDSuKcpUciIqIStHz5cly/fh19+/bFnj17sGHDBvTv3x9v376Fq6srTp8+jbi4OLRt2xYjRoxA3759OdSdiIiIiORq5syZiImJQc2aNXH58mXs2bMHHTp0wPPnz3H8+HGcO3cOKSkpsLCwgI2NDbp168YiBFEBRCIRvLy84OrqimvXrkFFRQV9+/bFiBEj0LZtW7x+/RqjRo2CiYkJqlSpgoiICLi6uso7bCIqBhYiiIio1PTv3x/a2tp49OgRfvvtN1SvXh2urq64d+8edHR0MGTIEIwYMQINGjSQd6hEcuPj44MxY8bkuW/lypUYNmxYqcRhZWWF8PDwXF9v3749Dh06VCoxEBERyVtGRgY6duyIhg0b4tGjR1i5ciW+fPmC48eP4/nz56hevTp++uknDB8+HEZGRvIOl0ghRUdH4/Tp03B1dcW7d+9Qv359jBgxArVr18bs2bPRtGlTPHv2DHfu3OG6gkQKTFXeARAR0ffh/fv3CAwMBAA0a9YMzs7OSEhIQIcOHbBu3Tr06tULGhoaco6SSHHFxsbCy8sLvr6+ePnyJUJDQ5GUlARNTU1Uq1YNJiYm6NOnD6ysrKCqyhRQnmxtbeHr61vo9n369MHmzZtlGkNSUhJOnDgBd3d3hISEID4+Hrq6umjYsCH69euHwYMHQ11dvcDzSCtYSfPrr7/C0dGxOKETEZWqp0+fIjExEX5+fmjZsiWWLl2K1NRUWFpaYsaMGejatSv/rhIVk76+PiZNmgQ7Ozv4+Pjg+PHjWLduHQDAxMQEfn5+AIC7d++ib9++8gyViIqBfy2JiKhUuLi4CNuRkZGwtraGtbU16tatK7+giMo4ExMT9O/fX/hsamqaZzs7Ozt4e3sjMzMz176kpCQkJSUhODgYbm5uaNiwIVavXg0TE5N8rz1lyhQkJiYCAD59+oQdO3YU4zuhsuTevXv4/fff8f79e4mvR0ZGIjIyEl5eXjh48CA2bNiAhg0byilKIqKy4d9//xW2o6OjYWdnh+HDh6NGjRpyjIqofFJWVoa5uTnMzc0RGxuL//77D8ePHxf2Hzp0iIUIIgXGQgQREZWKKlWqwMjICHPmzEHv3r0L1dOW6HvXqFEjTJgwocB2Pj4+QhFCQ0MDLVu2hLGxMXR1dfHlyxc8e/YMXl5eEIlECAgIgK2tLfbv34+WLVtKPeeIESOE7bCwMBYiSsiUKVNQuXLlfNvUq1dPZtd7+vQpJk2ahJSUFABZPRB79+6NatWqISwsDFeuXEFiYiJev36N8ePHw8XFRViMtSAODg4FtpFWTCMiKqv09PTQoEEDODo6wsLCAioqKvIOiei7oKuri19//RXjx4/H/fv3sWrVKujr68s7LCIqBhYiiIioVIwfPx7jx4+XdxhE5VarVq3wyy+/oHfv3qhQoUKu/W/evMGMGTMQHByMlJQUODg44Ny5cywKypm1tXWpzSmekZGB33//XShC9OrVC2vXroWmpqbQ5vfff8fUqVPh5+eHqKgoLF68GHv27CnU+QtTNCMiUjR//PGHvEMg+q4pKSmhXbt2OHnypLxDIaJiUpZ3AERERERUPM7OznBxccGQIUPyLEIAWaMrdu/eLbx0Dg4OhpeXV2mGKXOfPn2Ci4uLsP4M5e/UqVMICgoCAPzwww9Ys2aNRBECAKpWrYotW7agSpUqAIDbt2/jzp07pR4rERERERGVLyxEEBERERXD69ev0aJFCzRp0gTGxsa4fft2vu0DAgLQsmVLob0sigEdO3YsVLvatWuje/fuwufshf8USXp6Oq5evQp7e3t07twZf/75J2JiYuQdlkL477//hO0JEyZAS0srz3b6+vqwsbERPp85c6akQyMiIiIionKOhQgiIiKiYmjcuDEWLFgAABCLxXB0dMTHjx/zbPvlyxfMmTMHqampALJeBnfu3LnUYgWyihHZ4uPjS/XaxeHn54clS5bAwsIC06dPx+XLl5GWlibvsBRGbGysUHhSUlJCnz598m2fcyHIa9euQSQSlWh8RERERERUvnGNCCIiIqJi+uWXX+Dt7Y0rV64gJiYGjo6OcHZ2hpKSkkS7v//+G69fvwYAmJiYYPbs2aUea2RkpLBdtWrVUr/+t3j37h3Onj2Ls2fPIiQkJNf+pk2b4scff0Tz5s3lEJ1sLF26FIGBgYiOjoaKigqqVq2K5s2bo2vXrhg0aBA0NDRkcp1Xr14JxYSGDRtCR0cn3/ZNmzZFxYoVkZycjE+fPiE8PFyiiJWXGTNm4OnTp/j48SM0NDSgp6cHU1NT9OjRA3369OECr0RERERE3zEWIoiIiIhkYPny5Xj27BkiIiLg6emJffv24ddffxX2X7lyBceOHQMAVKxYEevXr4eamlqpxpiamoqbN28Kn83MzEr1+oURHx+PCxcu4OzZs3lOHWVkZISBAwdi0KBBaNCgQYHna9KkiUzju3btmkwXl/bw8JD4nJKSgvDwcFy5cgWbNm3CihUrYGlpWezrvHnzRtj+4YcfCmyvrKwMIyMj+Pv7C8cXVIhwd3cXttPT05GUlISQkBC4ubnhhx9+wNq1a9GiRYsifgdERERERKTIWIggIiIikoEqVapgzZo1GDNmDDIzM7F+/Xp06NABzZs3R0REBBYtWiS0/fPPPwv1MljWnJyckJCQACDrZXRh15YoaWlpabh58ybOnDkDDw8PpKenS+yvWrUq+vXrhx9//BFt2rSRU5SyV7duXbRs2RJGRkbQ1NREXFwcHj9+jIcPH0IsFiM6OhqTJ0/GypUrMXTo0GJdK+c6GjVq1CjUMYaGhkIhoqB1OJo0aQJTU1MYGhpCVVUVMTExePjwIZ4/fw4ACAkJwciRI+Hs7Axzc/MifhdERERERKSoWIggIiIikhEzMzNMmzYNW7ZsQXp6OubOnYsTJ07gt99+EwoAP/74I4YMGVLqsXl7e2Pv3r3CZ0dHx1IfkZGTWCzGgwcPcPbsWVy6dEn4+WSrUKECrKys8OOPP8LCwgKqqkVLWx0cHGQRrqCgKY0KY9CgQViyZInUER2vX7+Go6MjXrx4AbFYjMWLF6NZs2bFGt2RnJwsbEtbpPprmpqaeR6f0/jx49GjRw/UrFkzz/3379+Ho6MjwsLCkJ6eDnt7e1y8eBHVqlX7huiJiIiIiEjRsRBBREREJEPTpk3D3bt3ce/ePQQHB2PQoEGIiIgAkLVQ9JIlS0o9psDAQMyaNQsZGRkAgFGjRqFHjx6lHke2Xbt2wcXFBWFhYRJfV1VVRadOnfDjjz+iZ8+eqFChQrGvNWHChGKfQ9asra3z3d+4cWMcOnQIP//8M968eYP09HRs3rwZTk5ORb5m9gLpAApdgMq5PsXnz5/zbGNra5vvOczMzHDkyBEMHz4c0dHR+PTpE3bt2oU//vijUDEQEREREVH5oCzvAIiIiIjKE2VlZaxdu1boOZ9dhFBVVcW6detQqVKlUo0nNDQUv/76Kz59+gQAsLCwwPz580s1hq8dO3ZMogjRokULLF68GJ6ennB2dsagQYNkUoRQZJUqVcKCBQuEzx4eHkhJSSny+XKObvh66itpvnz5ImwXdhRFXgwMDGBvby98vnTpUpHPRUREREREiomFCCIiIiIZq1GjBqZNmybxtYkTJ6Jly5alGkdoaCjGjBmDDx8+AADMzc3h5OQEdXX1Uo2jIJGRkQgPDxfipCzm5uZCQSs9PV1Yb6EoKlasKGxLG93wtZyjKHIeXxR9+vSBkpISgKx/7+wCHRERERERfR84NRMRERGRjCUlJeHQoUMSX7t9+zamT59eausyZBchsl/4duzYETt27JDoGS8v8+bNg6urK3x8fCASiRAZGYm9e/di7969aNCgAX788UcMHDgQtWvXLva19uzZI4OI/8fGxqbURrUoKyvDyMgI8fHxAApeMDo/OddkKGzBJ2c7PT29Il8byFrMXUdHB3FxcQCyvhdp60oQEREREVH5w0IEERERkYwtWbIEoaGhAAAlJSWIxWI8ffoUGzduxO+//17i1w8JCZEYCdGhQ4cyU4QAgAEDBmDAgAGIjIzE2bNncfbsWbx+/RpA1noWGzduxMaNG9G6dWsMHDgQ/fr1K/KL8H/++UeWoaNPnz6lOr1W9iiC4mrYsKGwHRISUmB7kUgk/A4DQKNGjYodg6y+FyIiIiIiUjycmomIiIhIhv777z+cO3cOAFC1alU4OzsLi/7u2bMH3t7eJXr9oKAgjB49WihCdOzYETt37izWHP8lxcDAABMnTsS5c+dw5swZ/Prrr9DX1xf2+/n5YdmyZejatSvs7Oxw5swZJCcnyzHi0iUWiyWKATlHNXyrpk2bCoWAwMBAJCQk5Nv+1atXws9aW1sbRkZGRb42AHz69EkY2QEU73shIiIiIiLFwxERRFTq9u/fj8TERADAzJkz5RwNlSUeHh44e/YsHj9+jOjoaGhoaMDQ0BDdunXDTz/9JJNpWvISHR2NEydO4Pr16wgLC0NSUhKqVasGY2NjoTe2sjJr91SwkJAQ/N///Z/weeXKlejSpQscHBywbNkyiMViODg44OzZs9DV1ZX59d++fYsxY8YgOjoawP+mYyqLRYivGRsbw9jYGL/99hvu3LmDM2fO4OrVq0hJSUFGRgY8PT3h6ekJLS0tWFlZ4ccff4SFhUWBU135+/uX0ncge3fv3hVe3qupqaFZs2ZFPpeuri5at26Nhw8fQiQS4cqVK7C2tpba/vLly8J2jx49in0PvHz5MkQiEQBAX1+f0zKRQmIOS9IwhyUqPt5jSRreY8sPJbFYLJZ3EET0fbGyskJ4eDgAxX5BRLLz6dMnODo64vr161LbaGlpwdHREb/88otMr3358mX8+eefEj11v2ZmZob169fDwMBAptem8iU9PR0///wznj17BgAYPXo0Fi9eLOyfOnWq8DverVs37Ny5M8/z+Pj4YMyYMQCAoUOHYtWqVYW6fmBgIMaOHSsUITp16oTt27fLZDqmsLAw9OjRAwDQvn37XOtflJSUlBS4u7vj7NmzuHPnDjIzMyX26+jooG/fvpg5c2a562GfnJyMn3/+WZiyqnv37tixY0exznns2DH89ddfAIC6devizJkzef5+xMTEYMCAAcJ9cf/+/TA3Ny/ydaOiojB8+HBERUUBAGxtbbFo0aIin49IXpjD0teYwxLJDu+x9DXeY8sflm2IiEiu0tLSMH36dCG5UFNTQ+/evTFz5kxMmDABjRs3BgB8/vwZS5Ysgaurq8yuffPmTcyZM0dILurUqYNx48bB3t4eAwcOFF7Q3b9/H3Z2dvj06ZPMrk3lz/r164UiROPGjeHg4CCxf8WKFahevTqArN+9gwcPyuzaAQEBEiMhLCwsZFaEkKcKFSpg8ODB2LNnD27evAlHR0c0bdpU2B8fH49jx44hMDBQjlF+m99++w379+9HbGys1DaBgYEYM2aMUIRQVVXF7NmzpbbfsmULmjRpgiZNmsDW1lZqu+HDh6Nu3boAgODgYDg4OCA1NVWiTXx8POzt7YX7YqdOnaQWISZMmIATJ04gKSlJ6jX9/PwwevRooQhRsWJFTJ48WWp7IiJFwRyWiKjk8B5bPnFEBBGVOvZ0oJycnJywefNmAFnTdTg7O0u8aASAnTt3Yv369QAAdXV1XLx4USbzlffq1UtILkaNGoWFCxdCRUVFaBMaGoqJEyciKCgIAGBjY4OlS5cW67pUPnl5eWHChAkQi8XQ1NTEiRMn8lzc986dO/j1118hEomgrq4OV1dXGBsbS7T51hERnz59Qt++ffHx40cAWS/vJ06cKKxLkR9DQ0P079+/wHbyGhEhzevXr3HmzBm4ubnhw4cPOHjwIDp06CDXmArL1tYWvr6+UFFRgYmJCYyNjaGvrw8NDQ3ExcXh6dOnuH//PrJTdCUlJfz9998YNmyY1HNu2bIFW7duBVDwv8+TJ08wZswYfP78GUDWfbdPnz6oVq0awsPDcfnyZeFhSl9fH8eOHZN6v83+e66uro4WLVqgSZMm0NXVhZqaGj5+/IgHDx4IxTkg6wFy586d6Ny587f90IjKCOawlBNzWCLZ4j2WcuI9tnziGhFERCQ38fHx2L17t/B59erVuZILAJg8eTJev34NNzc3pKWlYfPmzfjnn3+Kde09e/YIyUXbtm2xaNGiXPM71q5dG5s3b8awYcOQnp6OEydO4NdffxV6FBMBwMePH+Ho6Ci8OJ4/f36eRQgAMDc3x8SJE7Fz506kpaVh7ty5OHnyZLHWcPj06ZNQhACypjPatGlToY5t3759oQoRZU3jxo3x+++/Y968efDx8Sn2A4c8ZGZm4vHjx3j8+LHUNjVq1MDy5cvRpUsXmV23RYsW2LlzJ37//XdERkYiOjoa//77b652DRs2xIYNGwr1s01LS8P9+/dx//59qW0aNmyIVatWwdTUtFjxExGVBcxhiYhKDu+x5RcLEUTl3OPHj3Hu3Dn4+PggKioKycnJ0NHRQaNGjWBlZQVra+t8p+44deoUFixYAACYMWMGZs6cieTkZLi6uuLChQsICQlBSkoKqlWrhnbt2mHcuHFSF9Ns0qRJob4GSPaAyCuG2NhYnDhxAlevXkV4eDhiY2NhaGiY59yBHh4euHDhAvz8/BAdHQ2RSAQ9PT20aNECffr0Qd++faGkpCT1Z5BX7+SkpCS4urri4sWLCA0NRXJyMvT19WFubo7Ro0fn6uGczdHREf/99x8A4K+//sLIkSOlXjdbSkoKLCwskJycDDU1Ndy8ebPczIXu7u6OlJQUAEDr1q3z7SU7bdo0nD9/HmKxGFeuXMH//d//FfnlrVgsxpkzZyTOLW2RqcaNG6N37944f/48MjMzce7cOS6eRgKxWIz58+cLUyL17NmzwPlJ7e3tcffuXTx+/BiBgYFYsWIFli9fXhrhljvKysrFWrtAHlavXo0HDx7g8ePHePHiBT5+/Ii4uDgkJyejYsWKqFatGkxNTWFpaYlevXoVuBh3UXTo0AHnz5/HiRMncOXKFbx79w4JCQmoWrUqGjZsiL59+2Lo0KFQV1fP9zx79uzBw4cP8fjxY/j7+wvfS2pqKipVqgQDAwO0bNkSPXv2RNeuXfP9W0v0NeawzGHLMuawpOh4j+U9tizjPbb8YiGCqJxKTEzEwoULcfny5Vz7oqOjER0dDW9vbzg7O2Pz5s1o1apVoc7r7+8Pe3t7BAcHS3w9IiICZ86cwblz57Bo0SKMGjVKBt9F3u7evYt58+YhJiYm33axsbGYO3cu7ty5k2tfeHg4wsPDcfHiRTRv3hxbtmxBrVq1CnX9N2/eYPr06QgJCZH4elhYGFxdXXH69GnY29vnOQe2tbW1kGCcOHGiUAnGpUuXkJycDCBrgdvyklwAwLVr14Ttvn375tu2QYMGaNSoEV6/fo3Pnz/j9u3b6NWrV5Gu++LFC7x//x4AUKVKFXTq1Cnf9n379sX58+cBZCVFTDAom5KSEpydnb/pGFVVVRw/flxmMRgZGXH4ugKpWbMmatasiR9//FFm55w5c+Y335e0tbUxfvx4jB8/vsjXrVevHurVq4fhw4cX+RxEX2MOyxxWETCHJUXFeyzvsYqA99jyi4UIonIoISEBo0aNwps3bwAAmpqasLCwQKNGjaClpYXo6GjcunULISEhiIyMxNixY3H48GGYmJjke97IyEjY2dkhKioK9evXh4WFBapVq4aPHz/i2rVrCAsLg0gkwvLly9GsWTO0bt1a4vjshVt37tyJhIQEia8VVnBwMPbv34+kpCQhBj09PXz8+FFisdLExESMHDlSmLNPWVkZnTp1gqmpKVRVVfHy5Ut4eHggPT0dz58/h42NDVxdXWFoaJjv9RMTEzF16lSEhobCwMAAPXr0gIGBAWJiYnDjxg2EhYUhIyMD69evh6qqKiZMmCBxvJmZGRo0aIDAwEA8f/4cr169ktorItuJEyeEbWtr62/6eZV1L168ELbbtm1bYHszMzNh8dYXL14UK8HI1rp1a6m9HHJeN1tgYCDS0tIK7ClMRERE34Y5LHNYRcEclhQR77G8xyoK3mPLLxYiiMohR0dHIbkYOHAgFi9eDB0dHYk2IpEIe/fuxZo1a5Camoo5c+bg4sWLUFWVfltwdXWFqqoq/vzzT4wcOVJimOJvv/2GOXPm4OrVqxCJRHBycpKY0w+A8Mf28OHDQoLx9R/ggri5uUFZWRmLFi3C6NGjpQ6VXLJkiZBc6OnpYfv27WjZsqVEm8DAQEyePBmhoaGIjo6Gg4NDgQuwXrt2DWKxGMOGDcOSJUskFoN1dHTE2rVrsX//fgDAhg0b0LVr11xzxY8YMQIrV64EkJU8LFq0SOr13r59iwcPHgDImiu8OPOE51xsVlaK0ws7MTERkZGRwufCzKf4ww8/CNsBAQFFvnb2/x9fn1MaXV1daGtrIzExERkZGQgKCpI6XJhIlt68eYM9e/YIn/O6p5SU48ePIzExEQCExYuJiEoSc1jmsHlhDvs/zGGpOHiP5T02L7zH/g/vsSUv/9IOESmcO3fu4MaNGwCA7t27Y+3atbmSCyCr8m9nZ4exY8cCAN69eycMKcvPrFmzMGrUqFx/2NXV1bF8+XJhHkkvLy8kJSUV87vJ26RJk2Brays1uXj79q3wvSgrK8PJySlXcgFkDeFzdnYWkgRfX988h2fmJBaL0a5dO6xYsUIiuQAANTU1LFiwQPgjnp6ejh07duQ6x+DBg4Uq+blz55CWlib1eidPnhS2hw0bVmBFXpFkz6kPABUqVIC2tnaBx9SoUSPP479VzuG6Oc9Z2GsXNNyXSFaePXuGf/75R/jv6dOnpXbtHTt2CNfN615GRCRLzGGZwyoK5rCkiHiP5T1WUfAeW75xRARROfPvv/8K27///nuBC0NOmDABBw4cAABcv34dgwcPltpWV1cX48aNk7q/atWq6NChAzw8PCASieDv71+oYXTfQlNTExMnTsy3zZkzZyAWiwEAvXr1yjX0M6d69ephxIgRQg+HU6dOFbjw6ezZs/P9Qz9v3jxhTsPLly9j2bJlqFChgrC/atWq6N27N9zc3BAfHw93d3cMGDAg13kyMjKEhZKUlJSKPQe3jo7ONw9xLUnZ81kCkPj55CfnolM5jy/OtQu7kFXOxdqKc20iIiLKjTksc1hpmMPmfW3msPQteI/lPVYa3mPzvjbvsSWDhQiickQkEsHX1xcAYGhoiAYNGhR4jIGBAXR1dREbG1tgT1tzc/MC57urV68ePDw8AAAfP34sZOSFZ2ZmhkqVKuXbJnuIIgD06dOnwHP269dPSDByHpsXPT09iXkA89KgQQNhfsfsuSXbtWsn0WbEiBFwc3MDkDXsMq8E4+bNm0I1v1OnTjAyMirwe8lPpUqVvnmIa0n68uWLsK2mplaoY3L+/qWmphb52jmPLey1c/Zs+fz5c5GvTVSQDh06lInFp69fvy7vEIjoO8EcNgtz2Lwxh/0f5rBUFLzHZuE9Nm+8x/4P77Elj4UIonIkPDxcmMf7/fv33zw3XVxcXL77a9asWeA5KlasKGynpKR80/ULo169egW2CQ4OFrabNm1aYPvmzZsL2+Hh4UhPT5f6R6egBaNytsteFCsoKChXgtGhQwfUrVsXwcHBuHPnDsLCwnIlEDmHW/7000+Fuq4iyfkHOz09vVDH5ByemrPnwbfKeWxhr50zISps7wgiIiIqGHPYLMxhFQNzWFI0vMdm4T1WMfAeW76Vn0nEiAjx8fHFOr6ghODruQ7zknOIp0gkKlY8eSnM/IA5F1WtWrVqge01NTUlhvxlL5CVl7zm0cxLzutK+3extrYGkDWfZM5kAsia1/DWrVvCuXr27Fmo6yqSoiSjOXsY5Dy+ONcubK+FnL0jinNtIiIiksQcNgtzWMXAHJYUDe+xWXiPVQy8x5ZvHBFBVI5kZmYK2/r6+hg/frwcoykZ5WkRpmHDhmHjxo1IT0/H6dOnMXPmTOH7O336NDIyMgBILlpVHElJSXBxcSn2eXIqzhDOatWqCdspKSlITEwsMIH88OFDnscX59o5z1nYa+vp6RX52kRERCSJOaxiYQ7LHJYUC++xioX3WN5jyzMWIojKkZxVeHV19TI1z19pqly5sjBnYlxcXIG9HVJTUyUq7VWqVJHatrC9SXIOX5XWO0JXVxc9evTApUuX8P79e9y+fRtdu3YFUDLDLePj4/HPP//I5FzZivM7VrlyZVSvXh1RUVEAsobKmpqa5nvMu3fvhO2GDRsW+do5jw0JCSmwfWxsLBITEwEAKioqqF+/fpGvTURERJKYw2ZhDps35rD/wxyWioL32Cy8x+aN99j/4T225JWfkiERoWbNmsKcdO/fv5cYevg9qVu3rrD98uXLAtu/ePFC2K5Vq1a+ixK9evWqUDHkbJfffJU2NjbC9okTJwAA9+/fF+avbNWqFRo1alSoayqinPNuPnz4sMD29+/fF7abNWtW5OvmPPbRo0cQi8X5ts+5OFmDBg1k0vOEiIiIsjCHzcIcVnEwhyVFwntsFt5jFQfvseUXR0QQlSPq6uowMzODp6cnRCIRLly4gJ9//lneYeWiqvq/W09mZiZUVFRkev62bdvi3r17AIDLly9jwIAB+ba/ePGixLH5+fjxIx48eJBvu8DAQGEBKjU1NYk/ol8zNzdH7dq1ERoaiuvXryM2NlZINADZLj5lZGQEf39/mZ1PFnr06IEbN24AAC5duoSxY8dKbRsUFITXr18DyJqv08LCosjXbd68OWrUqIEPHz4gPj4ed+7cQadOnaS2v3TpkrDdq1evIl+XiIiIcmMOm4U5bN6Yw/4Pc1gqCt5js/AemzfeY/+H99iSxxERROWMra2tsL1161ZERkYW+tiCqr2yUqlSJWG7uAtn5WXw4MHCYlju7u549OiR1LYhISE4fvy48HnYsGEFnn/jxo35/qw2btwobPfp00digauvKSkpCYtRpaen48iRI8IfswoVKqB///4FxqPIevbsKfx8Hj58iDt37kht6+TkJPzce/fune/PtSBKSkoYNGiQ8Hnbtm1S/00DAgJw+fJlAFnDLX/88cciX5foa/v378eWLVuwZcsWeYdCZYyHhwfmzZuHnj17omXLlmjfvj0GDx6MDRs2IDQ0VGbX8fHxQZMmTYr0X86c42uxsbE4d+4cFi9ejJ9++gkdOnRA8+bN0bZtW/Tp0wfz5s3DlStXhHmOCyIWi/H48WNs374dkydPRo8ePdCqVSuYmJigc+fOGD16NDZt2oSwsDBZ/WiolDGHZQ6rSJjDkqLhPZb3WEXCe2z5xUIEUTljaWkJS0tLAEB0dDR++eUX+Pr6Sm2fnp6OW7duYcqUKXB3dy+VGHPOm3f37t0SOf/AgQMBACKRCNOnT8eTJ09ytXv79i0mTpyI1NRUAED79u1hbm6e77mVlJTg6+uLxYsX48uXLxL7MjIysHr1aly5cgVAVi+HSZMmFRjvsGHDhN4f27dvx+fPnwEAAwYMQMWKFQs8XpFVrVpVYv7I33//Pc9hrc7Ozjh37hyArJ+rvb291HPOnz9feEk2f/58qe3s7OyEeT7v3buHFStWQCQSSbQJDw/HzJkzkZ6eDiDr3yq/IbRE3+rgwYPYunUrtm7dKu9QqIz49OkTpk6dikmTJsHNzQ2hoaFITU1FQkICXr16hR07duDHH3/E0aNH5R0qDA0N8/y6nZ0dLCws8Ntvv+H48eN4+vQp4uPjkZGRgaSkJAQHB8PNzQ0zZ87E4MGD8ezZs3yvc+3aNVhaWmLEiBHYuHEjbt68ibCwMHz+/Bnp6emIiYnBvXv3sG3bNvTu3Rvr1q0rdIGDyg7msMxhFQlzWFI0vMfyHqtIeI8tvzg1E1E5tG7dOtja2uLly5cIDw+Hra0tmjRpAjMzM+jr60MsFiMhIQEBAQF48uSJMEfkkCFDSiW+7t27C38sFi1aBB8fH9SvX19iKObo0aOLdY2//voLz549Q1BQEGJiYmBjY4POnTvD1NQUKioq8Pf3x40bN4Q/HPr6+oVaoKlHjx7w9/eHq6srPD090aNHD1SvXh0fP37EjRs3JHqp2tvbo0mTJgWeU19fH927d4e7u7vEi5PsHhDl3cSJE+Ht7Y0HDx4gOjoaP/30E6ysrNC4cWN8/vwZnp6eEkNFFy1ahNq1axf7ulWqVMHff/8Ne3t7ZGZm4tChQ7h16xasrKxQuXJlBAUFwd3dXUj4GjZsiN9//73Y1yUikiYtLQ3Tp08XXgyoqamhe/fuaNKkCVJSUuDp6YnXr1/j8+fPWLJkCVRVVYv9t6JOnTpwcHAoVNvY2Fjs3r1b+Cytd6CPjw8yMzMBABoaGmjZsiWMjY2hq6uLL1++4NmzZ/Dy8oJIJEJAQABsbW2xf/9+tGzZMs/zBQYGSvTcNDIyQps2bYQ5r9+/f49bt24hIiICmZmZ2LVrF0JDQ7Fhwwah5yMpBuawzGEVCXNYUjS8x/Ieq0h4jy2fWIggKoe0tbVx9OhR/P333zh58iQyMzPh7++f77x/Ojo60NfXL5X4+vbtCxcXF/j4+CAlJQUuLi652hQ3wdDW1saRI0cwZ84c3L17FyKRCJ6envD09MzVtnnz5ti8ebPUnp1fn3fbtm2YNm0aQkNDcfjw4VxtVFRUMH369EL1csg2YsQIiZ4mjRs3lvpCprzR0NDA9u3b4ejoKCR9ly9fFoY5ZtPU1ISDg4NM5zPt2bMn1q1bh7/++gsJCQkICQnBvn37crVr3bo1Nm7cKPSMICIqCc7OzkIRQl9fH87OzmjatKmw38HBATt37sT69esBAEuXLoW5uTmMjIyKfE1DQ0OJHmf52bNnj7Bdp04ddOjQQWrbVq1a4ZdffpE6RP7NmzeYMWMGgoODkZKSAgcHB5w7d07qIn8VKlSAtbU1hg0bBmNj41z7MzIysG3bNjg5OQHImtfZ0tISQ4cOLdT3RmUDc1jmsIqEOSwpGt5jeY9VJLzHlk8sRBCVU1paWli2bBkmTpyI06dPw9fXFyEhIYiPj4eysjIqV66MOnXqoHnz5rCwsIC5ubnUh39ZU1FRwZ49e3D8+HFcuXIFAQEBSEhIEHodyIquri4OHDgADw8PnD9/Hg8fPsTHjx8hEomgp6cHU1NT9OnTB/369fumHpONGzfG6dOncezYMVy+fBmhoaFISUmBvr4+OnbsCFtbW4kXR4VhYWGBmjVrIiIiAoBsF59SBFWqVMGOHTtw48YNnD17Fo8fP0ZMTAw0NDRgaGgIS0tLWFtbo06dOjK/dr9+/WBmZobjx4/j+vXrCAsLQ3JyMqpVqwZjY2MMHDgQ/fv3h7IyZzMkopITHx8vMdpg9erVef4tmTx5Ml6/fg03NzekpaVh8+bNheqpJws5F0kcPny41L+dzs7O6NixY77natSoEXbv3o2BAwciNTUVwcHB8PLyQvfu3XO17dq1K6ytrVG1alWp51NVVYW9vT1iYmKEFxeHDh1iIUIBMYdlDqtImMOSouE9lvdYRcJ7bPmjJC6tVWeIiBSUj48PxowZAwAYOnQoVq1aJfNrpKamwsLCAomJiVBXV4enpyd0dHRkfh2i79njx49x7tw5+Pj4ICoqCsnJydDR0UGjRo1gZWUFa2traGpqSj3+1KlTWLBgAQBgxowZmDlzJpKTk+Hq6ooLFy4gJCQEKSkpqFatGtq1a4dx48ahWbNmeZ6rMMOxs+XspZZXDLGxsThx4gSuXr2K8PBwxMbGwtDQENevX891Lg8PD1y4cAF+fn6Ijo4WHrhatGiBPn36oG/fvvk+cOV1P0xKSoKrqysuXryI0NBQJCcnQ19fH+bm5hg9enSevdcBwNHREf/99x+ArGHyI0eOLPBnkZKSAgsLCyQnJ0NNTQ03b95EtWrVCjxOEbi6umLRokUAsnpXHTt2TGrbwMBADBgwAGKxGFpaWrhz5w60tLRKNL4HDx4I/0YqKiq4ceMGDAwMin3e2bNn4+LFiwCyiixz584t1vkCAwMlFnB8+vRpqb1AISprmMMSEZUc3mOJvh1HRBARlQHu7u5ITEwEAPTq1YvJBZEMJSYmYuHChbmG8QJZi/VFR0fD29sbzs7O2Lx5M1q1alWo8/r7+8Pe3h7BwcESX4+IiMCZM2dw7tw5LFq0CKNGjZLBd5G3u3fvYt68eYiJicm3XWxsLObOnYs7d+7k2hceHo7w8HBcvHgRzZs3x5YtW1CrVq1CXf/NmzeYPn06QkJCJL4eFhYGV1dXnD59Gvb29pg8eXKuY62trYVCxIkTJwpViLh06RKSk5MBAN26dSs3RQgga0HmbH379s23bYMGDdCoUSNhvYjbt2+jV69eJRpfztEQXbt2lUkRAoDEXL7x8fEyPV/2OatXr17s8xJR3pjDEhGVHN5jqbxhIYKIqAzIOYekLOc2JPreJSQkYNSoUXjz5g2ArDlELSws0KhRI2hpaSE6Ohq3bt1CSEgIIiMjMXbsWBw+fBgmJib5njcyMhJ2dnaIiopC/fr1YWFhgWrVquHjx4+4du0awsLCIBKJsHz5cjRr1gytW7eWOD57ceCdO3ciISFB4muFFRwcjP379yMpKUmIQU9PDx8/fkRgYKDQLjExESNHjkRQUBAAQFlZGZ06dYKpqSlUVVXx8uVLeHh4ID09Hc+fP4eNjQ1cXV0LnA83MTERU6dORWhoKAwMDNCjRw8YGBggJiYGN27cQFhYGDIyMrB+/XqoqqrmWofAzMwMDRo0QGBgIJ4/f45Xr15JHT2RLefL8PK2UN+LFy+E7bZt2xbY3szMDK9fvxaOLclCRFJSEi5duiR8luW0ADkXoc5v6qWinE9JSYkP7EQljDksEVHJ4T2WyhsWIoiI5Mzd3R1+fn4AgKZNm6J9+/Zyjoio/HB0dBSKEAMHDsTixYtzvZgUiUTYu3cv1qxZg9TUVMyZMwcXL16Eqqr0NMnV1RWqqqr4888/MXLkSInpjH777TfMmTMHV69ehUgkgpOTk8Tc/wCEl/KHDx8WChGFXTA4m5ubG5SVlbFo0SKMHj1a6pRKS5YsEYoQenp62L59e65F7gIDAzF58mSEhoYiOjoaDg4OOHToUL7Xv3btGsRiMYYNG4YlS5ZAQ0ND2Ofo6Ii1a9di//79AIANGzaga9euaNSokcQ5RowYgZUrVwLIKjJkT02Ul7dv3+LBgwcAgBo1aqBLly75xpefsLAw9OjRo8jH5yW/hR4LkpiYKPECvW7dugUe88MPPwjbAQEBRb52YVy4cAEpKSkAshbR7tatm0zOm5qaips3bwqfzczMin3O7GmeAKBly5aclomoBDGHJSIqObzHUnnEQgQRUSmLjIyEu7s7MjIy8Pr1a5w9e1bYN3v2bPkFRlTO3LlzBzdu3AAAdO/eHWvXrs3zZb2ysrIwuuHAgQN49+4dzp8/j8GDB+d7/lmzZuU57ZK6ujqWL1+O27dvIzU1FV5eXkhKSkKlSpVk843lMGnSJNja2krd//btW5w/fx5A1vfp5OSUqwgBZE314+zsjMGDB+PLly/w9fXFnTt3YG5uLvXcYrEY7dq1w4oVK3It0qampoYFCxYgNDQU165dQ3p6Onbs2IF169ZJtBs8eDDWrVuHtLQ0nDt3Dg4ODlJfHJ88eVLYHjZsWLlaGC46OlrYrlChArS1tQs8pkaNGnkeXxJyjkQZMmRIvkW6b+Hk5CQU4n744YcCF7guSHR0tETRz8bGpljnIyJJzGGJiEoO77H0PWAhgoiolAUHB2PZsmW5vv7TTz/JrJcpEQH//vuvsP3777/nuwgzkDUi4cCBAwCA69ev51uI0NXVxbhx46Tur1q1Kjp06AAPDw+IRCL4+/sXarqdb6GpqYmJEyfm2+bMmTMQi8UAsuaV/XqKqJzq1auHESNGCCMhTp06lW8hAsh6KMqvIDBv3jxh7YPLly9j2bJlqFChgrC/atWq6N27N9zc3BAfHw93d3cMGDAg13kyMjJw5swZAFnT7QwfPjzfuAqio6PzzVNhlaTsdS8ASPx88pNzceqcx8vamzdv8PjxY+GzrKZl8vb2xt69e4XPjo6OUFNTK/L5MjIy4ODgIBQ2TExMMGTIkOKGSUQ5MIclIio5vMfS94CFCCIiOdLW1kbdunUxcuRIvjAhkiGRSARfX18AgKGhIRo0aFDgMQYGBtDV1UVsbCyePn2ab1tzc/MCp3ypV68ePDw8AAAfP34sZOSFZ2ZmVuAoi+ypjACgT58+BZ6zX79+QiEi57F50dPTK3AqnQYNGgjrQGSvQdGuXTuJNiNGjICbmxuArJ73eRUibt68KfT679SpE4yMjAr8XvJTqVKlb54KqyR9+fJF2C7sy/icv3+pqakyjylbztEQ7dq1K9S0UQUJDAzErFmzkJGRAQAYNWpUsafKWrp0Kby9vQFk/ftu2LChXI2aISprmMMSEZUc3mOpvGIhgoioAB06dCjW3N8lfT4iyi08PByfPn0CALx//x5NmjT5puPj4uLy3V+zZs0Cz1GxYkVhO3t+fVmqV69egW2Cg4OF7aZNmxbYvnnz5sJ2eHg40tPTpb4YL2hh6ZztshfPDgoKylWI6NChA+rWrYvg4GDcuXMHYWFhuQoNOadlkuVCyWVFzvU10tPTC3VMWlqasK2pqSnzmLKvkT0SBZDNzz40NBS//vqr8P+nhYUF5s+fX6xzrl+/Hi4uLgCyCjkbN25EnTp1ih0rkaJjDktEVHJ4jyX6duwmREREROVOfHx8sY4vqHCQ88WxNDmnghKJRMWKJy+FWUcg+2UvkDUNUkE0NTUlpgbKnuYmL18v+i1NzutK+3extrYGkLXuRM6iA5A17/+tW7eEc/Xs2bNQ11UkRSlaff78Oc/jZenatWtCUU5bWxt9+/Yt1vlCQ0MxZswYfPjwAUDWyCInJ6diLSi9adMm7Ny5E0BWEWLLli3FWsiciIiIiIhKBkdEEBERUbmTmZkpbOvr62P8+PFyjKZklKdpZ4YNG4aNGzciPT0dp0+fxsyZM4Xv7/Tp08IUPoMHDy7WS+tsSUlJQg96WSnOVE/VqlUTtlNSUpCYmFhgoSn7Zf7Xx8tSzmmZBg4cWKyRF9lFiIiICABAx44dsWPHjmKdc+PGjdi+fTuArCLE5s2b0b179yKfj4iIiIiISg4LEURERFTu5Oytr66uXqbWAyhNlStXFtZWiIuLK3BURGpqqkSP/CpVqkhtW9hRJzmnuZI2ikJXVxc9evTApUuX8P79e9y+fRtdu3YFUDLTMsXHx+Off/6RybmyFed3rHLlyqhevTqioqIAZE2pZWpqmu8x7969E7YbNmxY5GtLExERIay5APxv1EpRhISESIyE6NChQ7GLEOvWrcOuXbsAZBUhNm3aBCsrqyKfj4iIiIiISlb56UpHRERE9P/VrFkTWlpaALLWiMg5RdH3JOfCwi9fviyw/YsXL4TtWrVq5btw8qtXrwoVQ852+a1rYWNjI2xn98S/f/++sM5Fq1at0KhRo0JdUxHlXJ/j4cOHBba/f/++sN2sWTOZx3Pq1ClhSrGmTZtKxPctgoKCMHr0aKEI0bFjR+zcuVP4/7Mo/vnnn1xFiOIudk1ERERERCWLIyKIiEqQlZUVwsPDAYALTxGVInV1dZiZmcHT0xMikQgXLlzAzz//LO+wclFV/V8qlpmZCRUVFZmev23btrh37x4A4PLlyxgwYEC+7S9evChxbH4+fvyIBw8e5NsuMDBQWKhaTU0t35fZ5ubmqF27NkJDQ3H9+nXExsZKTA0ky0WqjYyMytw9uUePHrhx4wYA4NKlSxg7dqzUtkFBQXj9+jWArHU9LCwsZBqLWCzGqVOnhM9FHQ3x9u1bjBkzRhiVkz0dU3GKEKtWrcK+ffsA/G86Jo6EIJI95rBERCWD91f6nnFEBBERlTuxsbHw9PTEjh07MHPmTHTv3h1NmjQR/vPx8ZF3iFQKbG1the2tW7ciMjKy0MeKxeKSCCmXSpUqCdvFXWA7L4MHDxYWzXZ3d8ejR4+ktg0JCcHx48eFz8OGDSvw/Bs3bsz3Z7Vx40Zhu0+fPhILYX9NSUlJeOGdnp6OI0eO4NKlSwCAChUqoH///gXGo8h69uwp/HwePnyIO3fuSG3r5OQk/Nx79+6d78+1KLy9vYUHZA0NDfz444/ffI7AwECJIkSnTp2KPRJixYoVEkWILVu2sAhBROXO58+fceLECUybNg1WVlZo1aoVTExM0KFDB4wYMQKrVq0q9KhEIiLKwncEZQMLEUREVK4cPXoU5ubmsLOzw4YNG3DlyhVhcVT6vlhaWsLS0hIAEB0djV9++QW+vr5S26enp+PWrVuYMmUK3N3dSyXG+vXrC9t3794tkfMPHDgQACASiTB9+nQ8efIkV7u3b99i4sSJSE1NBQC0b98e5ubm+Z5bSUkJvr6+WLx4Mb58+SKxLyMjA6tXr8aVK1cAZL00njRpUoHxDhs2TBglsn37dnz+/BkAMGDAAFSsWLHA4xVZ1apVJdaZ+P333/N80eTs7Ixz584ByPq52tvbSz3n/PnzhYer+fPnFzoWV1dXYbt3796oXLlyoY8FgICAAIkihIWFBbZv316sNSGWL1+OgwcPAsga8eTk5MSFqYmo3PH19UX//v2xcOFCXLt2DeHh4fj8+TPS09MRHx+Px48fY9++fRgyZAgWLVqEtLQ0eYdMRFTm8R1B2cGpmYiIqFz5+oUoAFSsWBFpaWlIT0+XQ0QkT+vWrYOtrS1evnyJ8PBw2NraokmTJjAzM4O+vj7EYjESEhIQEBCAJ0+eCGtJDBkypFTi6969u/BSedGiRfDx8UH9+vUlpmwaPXp0sa7x119/4dmzZwgKCkJMTAxsbGzQuXNnmJqaQkVFBf7+/rhx44bw/4e+vn6hFnLu0aMH/P394erqCk9PT/To0QPVq1fHx48fcePGDYSGhgpt7e3t0aRJkwLPqa+vj+7du8Pd3R0ZGRnC14uzULIimThxIry9vfHgwQNER0fjp59+gpWVFRo3bozPnz/D09NTYgj/okWLULt2bZnGEBcXh6tXrwqfv/Vn/+nTJ4wZMwYfP34EkDWapW3btjh8+HCBxxoaGuY58mXnzp04dOiQ8Lljx44ICAhAQEBAgefs378/DA0Nv+E7ICKSjydPnsDOzk7IZdXU1NCtWzf88MMP0NLSQkREBG7fvo3IyEiIxWK4uroiMTERmzZtknPkRERlG98RlB0sRBARUblSsWJFtG/fHs2bNxf+q1evHnr06CFMNULfD21tbRw9ehR///03Tp48iczMTPj7++c7H6uOjg709fVLJb6+ffvCxcUFPj4+SElJgYuLS642xS1EaGtr48iRI5gzZw7u3r0LkUgET09PeHp65mrbvHlzbN68uVAvbrW1tbFt2zZMmzYNoaGheb5oVlFRwfTp0ws1GiLbiBEjJEakNG7cGC1btiz08YpMQ0MD27dvh6Ojo1Acunz5Mi5fvizRTlNTEw4ODiWy7snZs2eFB7IffvgB7du3/6bjP336JBQhACAlJaXQL8nat2+fZyEiKChI4vOtW7dw69atQp3TxMSEhQgiUggrVqwQXpa1bt0aGzduRI0aNSTapKWlYfv27di2bRuArDWF7t+/DzMzs1KPl4hIUfAdQdnBQgQREZUr1tbW303vaSocLS0tLFu2DBMnTsTp06fh6+uLkJAQxMfHQ1lZGZUrV0adOnXQvHlzWFhYwNzcHOrq6qUSm4qKCvbs2YPjx4/jypUrCAgIQEJCgsx75ujq6uLAgQPw8PDA+fPn8fDhQ3z8+BEikQh6enowNTVFnz590K9fP2FNicJo3LgxTp8+jWPHjuHy5csIDQ1FSkoK9PX10bFjR9ja2qJp06bfFKuFhQVq1qwpDJeW5SLViqBKlSrYsWMHbty4gbNnz+Lx48eIiYmBhoYGDA0NYWlpCWtra9SpU6dErp9zgfDhw4d/0+8DEREVTWRkpLCOk5KSEtasWZOrCAFkTU03a9Ys+Pj44MGDBwAAT09PFiKIiPLBdwRlh5K4tFZjJKIy69WrVzhx4gQePnyI0NBQJCcnQ1VVVXg5Z2ZmBnNzc7Rt2zbPl3OZmZnw9fWFt7c3Hj16hODgYMTHx0NJSQk6OjowNjZG165dMXz48AIXqZw/fz5Onz4NADh48CA6dOiAgIAAHDlyBF5eXoiKioKmpiYaNGiAkSNHom/fvlBW/t9yN6mpqTh37hz+++8/hISEICEhAQYGBujWrRumTJmCatWqSb32qVOnsGDBAgDAjBkzMHPmTMTExODYsWO4evUqIiIikJaWhho1aqBLly4YM2ZMgVNiWFlZCRX2/HpgZ3v8+DHOnTsHHx8fREVFITk5GTo6OmjUqBGsrKxgbW1dqDm2b968CTc3Nzx9+hRRUVH48uULNDQ0oKenh7p166Jjx47o1KkTmjVrVuC5youc/xbZv1tE9G18fHwwZswYAMDQoUOxatUqmV8jNTUVFhYWSExMhLq6Ojw9PaGjoyPz6xCR4mMOm4U5rOJ79OgRbGxsAGRNU3j79u18269btw67du0CANjY2GDp0qUlHiN9X3h/zcL7a/nGdwSljyMiiL5jYrEY69atw549eyASiST2ZWZmIjo6GtHR0Xjw4AF27tyJHTt25LkwpJWVFT58+JDnNSIjIxEZGQkPDw/s2LEDmzdvRps2bQodo6urK5YuXSqxEFtKSgpiY2Nx7949XLt2DWvWrIGysjLevn2LqVOnIjg4WOIcoaGhOHToEM6fP4+DBw+iUaNGhbr2/fv3MWvWLMTExEh8PSgoCEFBQTh+/DiWLFmCoUOHFvr7kSYxMRELFy7MNf0GAOHfwdvbG87Ozti8eTNatWqV53mSkpIwa9asPB9eUlJSkJKSgtDQUGFKlocPH5b7BWCJSLG4u7sjMTERANCrVy8WIYgoF+aw+WMOq3hyvkRMSkpCeno61NTUpLaPjY0VtmvWrFmisdH3hffX/PH+SlQ8LEQQfcf+/fdfODs7C59bt26Nli1bQldXF5mZmYiPj0dAQAD8/PyQkpIi9TzZiXDt2rVhYmKCOnXqoFKlSkhLS0NwcDBu376NuLg4REdHY8KECThx4gQaNGhQYHw3b97Evn37oKysDEtLS5iYmEBFRQWPHz+Gh4cHAMDNzQ0NGzaEtbU1xo8fjw8fPqB+/fro2rUrdHV1ERERgYsXLyIhIQGxsbGYPXs2/vvvv3wTewCIiIjAtGnTkJCQgB9++AHdunUTznf9+nVER0cjNTUVCxYsgIaGRp5zWhdWQkICRo0ahTdv3gDIehCxsLBAo0aNoKWlhejoaNy6dQshISGIjIzE2LFjcfjwYZiYmOQ614IFC4QEQ01NDRYWFmjcuLHw7xEVFYVXr17h2bNnyMzMLHLMREQlJedaEyWxBgIRKT7msNIxh1VMDRs2hI6ODuLj4/H582ccO3YMtra2ebYNCwsTXkyqqalhwIABpRkqlXO8v0rH+ytR8bEQQfQd27t3L4CsP0Y7duyAhYVFnu3S0tJw48YNqb1tRo0aheHDh0vtRfDlyxesW7cOBw4cQEpKCpYvX459+/YVKj4DAwPs2LEj1/BANzc3zJs3DwCwb98++Pn5ITIyEvPnz8e4ceMk5rSeNm0afv75Z0RERCAgIABXrlwpMGE/ffo0xGIxpk6dipkzZ0JFRUXYN3/+fCxcuBAXLlyAWCzGkiVL0L59+3yHdObH0dFRSDAGDhyIxYsX5+oBLBKJsHfvXqxZswapqamYM2cOLl68CFXV/93GQ0NDceXKFQBArVq1cODAAanDQuPj43HmzJkCk62C2NrawtfXt1jnyGnlypUYNmyYzM5HRIrF3d0dfn5+AICmTZt+80LJRPR9YA4rHXPYwilrOayqqiqmTp2KlStXAgD+/vtvvHjxAjY2NqhTpw60tLTw/v17XL9+HXv37kViYiLU1NSwbNmyAqeBIfoWvL9Kx/tr4ZS1+yuVLcoFNyGi8iguLk5YCNTCwkJqggFkLYrWp08fNGnSJM/98+fPz3coo4aGBv744w9hyKa3tzfevXtXYIwqKirYvn17nnMUDhw4EJ06dQKQ1VvAw8MD48ePx/jx43MtrGlgYIBZs2YJn7P/EOdHLBZj0KBBmD17tkSCAQAVKlTAmjVr0Lx5c+H6hw4dKvCceblz5w5u3LgBAOjevTvWrl2b5zQkysrKsLOzw9ixYwEA7969w/nz5yXavHjxQtgePXp0vg8lOjo6GDt2bKktyEtElJfIyEj8+++/2L9/P/744w/MmTNH2Dd79mz5BUZEZRZz2Pwxh1Vc48aNw7x586CsrAyRSIRTp07BxsYG5ubmaNWqFfr164c1a9YgISEBlpaWOHz4sEymfyHKxvtr/nh/JSo+jogg+k7lnO/x8+fPpXLNgQMHCn9Q79+/jzp16uTbvkePHsIf8rx069YN3t7eALJ6bEyaNElqWysrK2H75cuXBcaqpKSU70swVVVVzJo1S7jm6dOnJV6gFda///4rbP/++++5EqSvTZgwAQcOHAAAXL9+HYMHDxb25RxGWVr/pr/88gu6desms/OZmprK7FxEVPYFBwdj2bJlub7+008/yfTeQkTlB3PY/DGHLZyymsNOmjQJ3bt3x969e3Hq1Kk82xgYGKBVq1aoW7euTK5JlI331/zx/lo4ZfX+SmUDCxFE3yk9PT3o6+sjOjoad+/exb59+zBq1KhiV78jIiLg7++PmJgYJCcnS/zhCwkJEbaDgoIKPFd+PTAASFTzTUxMULVqValtK1euLMy7Gh0dXeC1TUxMUKtWrQLjq1ChAlJSUhAZGYmIiIhvWixOJBIJQxYNDQ0LNSemgYEBdHV1ERsbi6dPn0rsMzY2Frb37duHFi1aoEuXLoWOpyiKM+8lEVFO2traqFu3LkaOHIkhQ4bIOxwiKqOYw+aPOWzhlNUcNjQ0FDt27MDVq1dRoUIFWFpaomHDhlBRUUF4eDg8PDwQHh6OTZs24ciRI3ByckLLli3lHTaVE7y/5o/318Ipq/dXKhtYiCD6jk2aNAkrVqwAAKxatUqYA7JNmzZo0aIFmjVrlmvIYV5EIhFcXV1x6NAhYR7DgiQkJBTYxtDQMN/9FSpUKHTb7PbZC8AVpGnTpgW2UVFRQePGjfHo0SMAWYnTtyQZ4eHh+PTpEwDg/fv3Uoe1ShMXFyfxuX79+ujVqxfc3d2RmJgIOzs7GBkZoUuXLsIiY+w5RUTF0aFDB/j7+5fZ8xHR94E5rHTMYRXX7du3MXfuXCQkJKBz585Yu3YtdHV1Jdqkp6djw4YN2LNnD6Kjo2FnZ4ezZ88W6veIqDB4f5WO91ei4mMhgug7NmbMGKSmpsLJyQmpqamIj4+Hm5sb3NzcAAAVK1ZEly5dMGLECHTu3DnPc6SlpWHmzJm4efPmN107LS2twDYaGhr57s85RLGgtjnbi8X/j737Doviet8GftNFlCpi74gFO9GgiIK9xI5GscTYjWCJNVHjV2PUqNHYE2PvYlQUC6JYQBRUsEVBBUSKwiK9Sdl9/+BlfrsCyyoLC3h/rsvrmt05M+dZwOEwz5zzSIpsW9AajAWRfsJCkYGTtISEhE9q/7G0tLR8761btw66uro4f/48JBIJIiIicOzYMRw7dgwAUL16dfTq1QuOjo4KPV1BREREVNZwDFs4jmHLp4iICDg5OSEtLQ116tTB9u3boaurm6+dlpYWFi5ciMjISFy+fBlJSUnYsmWLUOSaqLh4fS0cr69ExcdEBNEXburUqRgxYgTc3Nzg4+MDf39/4ZdlamoqLl++jMuXL8POzg5//PGHzBMGALBjxw5hgKGrq4uRI0eia9euaNCgAUxMTKCjoyM8MXH37l2hkBLJrtdoamqKiRMnFvucenp6WL9+PaZPnw43Nzf4+fnh8ePHwqAuJiYGR44cwbFjxzBjxgw4OzsXq7+LFy/i7du3xY47j62trdyiZkREREQAx7CqxDFsfsUdwx48eFC4gThq1KgCkxDSJk6ciMuXLwMArl69itWrV0NdXf2z+yeSxuur6vD6mh/vEVQsTEQQEYyNjTF+/HiMHz8eEokEL1++hJ+fH9zd3YX1Ca9fv45ffvkF69evF47LyckRsuiampo4ePAgWrduXWg/ycnJJftBlEjRJxGkpz4aGBh8Uh/ST1Roa2tj0qRJn3S8PI0bN8bs2bMB5D5Z8vTpU/j4+MDNzQ2hoaEQi8XYvn07atasCQcHh8/u59ixY8LPiDIYGRlxkEFEREQK4Rg2P45hFVPWxrD3798XthVZikW6TVJSEuLj42FiYvLZ/RN9jNfX/Hh9VUxZu75S2cKUORHJUFNTQ9OmTTF27FgcOnQIf/zxhzBd0c3NTeaXb2hoqPC6Q4cOcgcYAPDixYuSClvpAgMDi2yTk5Mjs95lw4YNP6mPWrVqCU87vX37VlgLUtm0tbXRvn17zJo1CxcvXoSjo6Ow78iRIyXSJxEREVFp4hg2F8ew5VNqamqxjpdejoZI2Xh9zcXrK1HxcUYEEck1YMAAbNu2DSEhIRCLxQgLCxOy9NLrHZqamhZ5rrzpw+XB06dP8fbtW7kFrm7fvi380WBmZvZJRaiA3F/+VlZW8PLyglgsxsWLF/Htt98WK+6iqKurY+bMmcLgIiQkpFjnO3TokDLCIiL6ZPb29oiMjAQAFrwmonw4huUYVp6yNoY1MjLC69evAeT+TuvWrZvc9tK/97S1tRVeu55IGXh95fVVnrJ2faWyhTMiiOiTVKpUSdiWHvAW9XTAiRMnytXTDmKxGJs3by50f05ODrZs2SK8Hjp06Gf1M27cOGF727ZtiI6OVvhYRQpqFaWo9WeJiIjybN26FRYWFgr/69Spk6pDJhJwDJuLY9iySfqp8ZMnTyIjI0Nu+7179wrbHTp0YH0IUileX3Px+kpUNP62IvpC3bt3D5MnT4anp6dQpOhjEokE+/fvFzLiRkZGaNy4sbC/UaNGqFatGgDg1atX2Lp1q0xxpbxzHD9+HKtWrSpXU4bV1NRw9uxZbN26FWKxWGZfWloaFi5ciCdPngAA9PX1MXbs2M/qp1u3bsITTyKRCKNHj5a7nmJWVhZu3bqF6dOnw8PDQ2bf33//jaVLl+LRo0eFDkAyMjKwevVq4bWVldVnxU1ERESkChzDyscxbPk0bNgwIZkQHh6OWbNmyawznyczMxPr1q2Du7u78N6YMWNKLU6q2Hh9lY/XV6Li49JMRF8osVgMLy8veHl5QU9PD23atIG5uTkMDQ0hFosRExMDb29vYdkLAJg7dy40Nf/vsqGmpoYpU6ZgzZo1AHKz9RcvXkTnzp1hamqK9+/fw8vLC6GhodDQ0MC0adOwa9euUv+sn2Po0KG4du0atm3bBjc3N3Tv3h1GRkZ49+4drl69CpFIBCD3a/DLL78oNO20MBs3bsS4cePw/PlzREZGYty4cbCwsICVlRVMTU0hkUiQmJiIV69e4fHjx8I6kUOGDJE5z4cPH+Di4gIXFxdUr14drVu3RsOGDVG1alWkpaUhMjISN27cEAqCaWtrw8nJ6bPjLsucnZ3zvRcXFydsb926Nd/al3379kX//v1LPDYiooqgf//+sLS0lNtG+glJImXhGFY+jmHLp2bNmmHSpEnYvXs3AMDLywv29vaws7NDo0aNoKmpKXwdYmJihOP69++P3r17qypsqmB4fZWP19fyjfcIygYmIoi+UNKDhdTUVPj4+MDHx6fAtpUqVcKPP/6IUaNG5ds3YcIEhISE4MSJEwBy1xP8eE3BypUrY+XKlahevXq5GWTUqlUL27dvh7OzM16/fo39+/fna6Ojo4Ply5dj4MCBxeqratWqOHbsGH777Tf8+++/yMnJQVBQkNw1zw0NDfMNbLS0tITtmJgYXL16tdDjzczMsGHDBjRr1qxYsZdV0k+JFeTevXv53jM3Ny+pcIiIKpyuXbti2LBhqg6DvkAcw8rHMWz5NX/+fFSpUgXbtm1DVlYW0tLScOHChQLbqqmpYezYsVi4cGEpR0kVGa+v8vH6Wr7xHkHZwEQE0ReqQ4cOuHHjBry8vODv74+goCBERUUJhZUMDQ3RqFEjWFtbY9iwYTAzMyvwPGpqali5ciV69uyJ48eP4/Hjx0hISICenh5q1qyJbt26wcHBAXXq1IGvr29pfsRi++qrr+Dq6opjx47B09MTUVFRyMzMRI0aNdC1a1eMHz8e9erVU0pfurq6WLVqFaZMmYIzZ87Az88PYWFhSEhIgLq6OvT19VGvXj20bNkSNjY2sLa2hra2tsw5pk+fjm7duuH27dt4+PAhQkJCEB0djfT0dGhra8PY2BhNmzaFvb09vvnmG679SEREROUOx7BF4xi2/Jo+fTqGDBmCM2fOwNfXF69evUJSUhLEYjGqVq2K+vXrw8rKCsOHD0fDhg1VHS5VMLy+Fo3XV6LiUZMoo5IJEVEFcPr0aSxZsgQAMGvWrAo7JZGISk9gYCBOnToFf39/hIeHIzU1FZqamsIfDlZWVrC2tkaHDh3y/eEA5Ba98/Pzg4+PDx4+fIjXr18jISEBampqMDQ0RLNmzWBra4vhw4cX+YfD4sWLcebMGQDAwYMH0alTJ7x69QpHjx7F7du3ERMTg0qVKqFx48YYM2YM+vbtK1P8MiMjA+fPn8fZs2cRFhaGxMREmJmZoXv37pg+fbqwHnBBCrq+xsbG4vjx47h69WqBf8TVrVtX7uext7cXlgaQ93RYnkePHuH8+fPw9fVFTEwMUlNTYWhoCHNzc9jb28PBwUGhpYRu3LgBNzc3PHnyBDExMfjw4QN0dHRgYmKCBg0a4Ouvv0bnzp3RokWLIs9V3mzduhXbtm0DAKxZs4YzIojKCI5hiYhKBq+vRMrFGRFERERESiaRSLBx40bs2bMnXzG7nJwciEQiiEQiPHjwAH/99Rd27doFOzu7fOext7fHu3fvCuwjOjoa0dHRuHnzJnbt2oUtW7agffv2Csfo4uKClStXyhQjTEtLQ1xcHO7du4dr165h/fr1UFdXR0hICGbMmIHXr1/LnCM8PByHDh3ChQsXcPDgQYWnL9+/fx+zZ89GbGyszPuhoaEIDQ3FyZMnsWLFCgwdOlThz1OY5ORk/PzzzwVOx877Pvj4+GD37t3YsmUL2rZtW+B5UlJSMHv2bHh7e+fbl5aWhrS0NISHh8PLywsA4O/vDz09vWLHT0REREREVBEwEUFERESkZIcPHxYKTgJAu3bt0KZNGxgbGyMnJwcJCQl49eoVAgICkJaWVuh58gqo1a1bF5aWlqhXrx6qVKmCzMxMvH79Gt7e3oiPj4dIJMKkSZNw6tQpNG7cuMj4bty4gX379kFdXR3dunWDpaUlNDQ08OjRI9y8eRMA4ObmhiZNmsDBwQETJ07Eu3fv0KhRI9ja2sLY2BhRUVG4dOkSEhMTERcXhzlz5uDs2bMya9EWJCoqCjNnzkRiYiLq16+P7t27C+fz9PSESCRCRkYGlixZAh0dnWIViEtMTISjoyNevnwJIHc9YxsbG5ibm0NXVxcikQi3bt1CWFgYoqOjMWHCBBw5cqTAIsxLliwRkhBaWlqwsbFB06ZNhe9HTEwMAgMD8fTpU+Tk5Hx2zOXFyZMnsW/fPkRERCA7O1tmuYYRI0bInSFDRERERERfHiYiiIiIiJRs7969AHJvWO/atQs2NjYFtsvMzMT169dRq1atAvc7Ojpi+PDhhc40+PDhAzZu3IgDBw4gLS0Nv/76K/bt26dQfGZmZti1a1e+JYTc3Nzw448/AgD27duHgIAAREdHY/Hixfjuu++gpqYmtJ05cya+/fZbREVF4dWrV7hy5QoGDBggt+8zZ85AIpFgxowZcHJygoaGhrBv8eLF+Pnnn3Hx4kVIJBKsWLECHTt2/Oyb2osWLRKSEAMHDsSyZctgaGgo00YsFmPv3r1Yv349MjIyMHfuXFy6dEmmYGN4eDiuXLkCAKhduzYOHDhQ6NJRCQkJcHV1LTIhU5Rx48bBz8+vWOeQpuyllAICAmRex8TEICYmBnfv3sWOHTswa9YsTJkyRebnhYiIiIiIvlzqRTchIiIiIkXFx8cjKioKAGBjY1NoEgIAtLW10adPH1hYWBS4f/HixXKXO9LR0cFPP/0kLOvk4+ODN2/eFBmjhoYGdu7cWWAdg4EDB6Jz584AcmcU3Lx5ExMnTsTEiRPz3VQ2MzPD7Nmzhdd5N+vlkUgkGDRoEObMmSOThACAypUrY/369WjZsqXQ/6FDh4o8Z0Hu3LmD69evAwDs7OywYcOGfEkIAFBXV8fkyZMxYcIEAMCbN29w4cIFmTbPnj0TtseOHSu3foWhoSEmTJhQYM2PisLExAS9e/fGtGnT8OOPP2L69Omws7MTamzkJch+/vlnFUdKRERERERlBWdEEBERESmRdE2I9PT0Uulz4MCBwk33+/fvo169enLb9+jRQ7jZX5Du3bvDx8cHQO6sjqlTpxba1t7eXth+/vx5kbGqqalhzpw5he7X1NTE7NmzhT7PnDmDuXPnFnnejx0+fFjYXrBgQZFP5k+aNAkHDhwAAHh6emLw4MHCPumllkrrezp69Gh0795daedr1apVsc/Rpk0bHDhwAB07dpQpZJ4nLi4Oq1evhpubGwDg33//RZs2bTBq1Khi901EREREROUbExFERERESmRiYgJTU1OIRCLcvXsX+/btg6OjY7GfkI+KikJQUBBiY2ORmpoqc3M8LCxM2A4NDS3yXPJmaQCQeeLf0tISRkZGhbbV19eHoaEhEhISIBKJiuzb0tIStWvXLjK+ypUrIy0tDdHR0YiKiip0+aqCiMViYVmjmjVrKlQ3w8zMDMbGxoiLi8OTJ09k9jVr1kzY3rdvH1q3bo2uXbsqHM/nKE5tjJJia2srd7+xsTE2btwIDQ0NuLq6AgC2bt2KoUOHVugZIkREREREVDQmIoiI/r9hw4Ypdf1sIvpyTZ06FatXrwYArF27VqgT0b59e7Ru3RotWrTItyxRQcRiMVxcXHDo0CGh1kFREhMTi2xTs2ZNufsrV66scNu89gkJCQrNFmjevHmRbTQ0NNC0aVM8fPgQQG5y5VMSEZGRkUhKSgIAvH37ttClrwoTHx8v87pRo0bo1asXPDw8kJycjMmTJ6NOnTro2rWrUIi8QYMGn9RHRfbTTz/Bw8MDaWlpEIlEuHfvHrp06aLqsIgqLI5hiYhKBq+vRMrFRAQRERGRko0fPx4ZGRnYvn07MjIykJCQADc3N2HJGj09PXTt2hUjR44s9AZtZmYmnJyccOPGjU/qOzMzs8g2Ojo6cvdLL2NUVFvp9hKJpMi2BdVpKIj0LAxFkivSEhISPqn9x9LS0vK9t27dOujq6uL8+fOQSCSIiIjAsWPHcOzYMQBA9erV0atXLzg6Oio0A6MiMzQ0ROfOnXH16lUAuYWtmYggIiIiIvqyMRFBREREVAKmTp2KESNGwM3NDT4+PvD39xduqKempuLy5cu4fPky7Ozs8Mcff8jMQgCAHTt2CEkIXV1djBw5El27dkWDBg1gYmICHR0dYVbF3bt3hWLLJFvTwdTUFBMnTiz2OfX09LB+/XpMnz4dbm5u8PPzw+PHj4XET0xMDI4cOYJjx45hxowZcHZ2LlZ/Fy9exNu3b4sddx5bW1u5hc+VTbpOyfv370utXyIiIiIiKpuYiCAiIiIqIcbGxhg/fjzGjx8PiUSCly9fws/PD+7u7kINg+vXr+OXX37B+vXrheNycnKEJ+01NTVx8OBBtG7dutB+kpOTS/aDKJGisxWkl0cyMDD4pD6kZ11oa2tj0qRJn3S8PI0bN8bs2bMB5M4+efr0KXx8fODm5obQ0FCIxWJs374dNWvWhIODw2f3c+zYMeFnRBmMjIxKNRFRVHFwIiIiIiL6sqirOgAiIiKiL4GamhqaNm2KsWPH4tChQ/jjjz+Em7Vubm4yN+hDQ0OF1x06dJCbhACAFy9elFTYShcYGFhkm5ycHJmaGA0bNvykPmrVqgVdXV0AuTUi8upFKJu2tjbat2+PWbNm4eLFi3B0dBT2HTlypET6LC/evHkjbJuYmKgwEiIiIiIiKgs4I4KICnX69GksWbIEADBr1iw4OTmpOKIvi6+vL8aPH1/gvjVr1rBoVjki/X/pYwcPHkSnTp1KOSIqCwYMGIBt27YhJCQEYrEYYWFhwpP80jURTE1NizzX5cuXSypMpXv69Cnevn0rtwj27du3kZqaCgAwMzP7pELVQG6CwMrKCl5eXhCLxbh48SK+/fbbYsVdFHV1dcycOVNIQISEhBTrfIcOHVJGWCqRmJgIHx8f4XWbNm1UGA19iTiGVS2OYSuOrVu3Ytu2bQXuu3btGurUqVPKEVFZwGusavEaW3F8ifcJmIggIqqgxGIxLl26BDc3NwQGBiI2NhZVqlRBnTp1YG9vDwcHB1SrVk2lMaakpODUqVPw8PBAWFgYEhISYGxsjCZNmqBfv34YPHgwtLW1VRJbXFwc/vvvP+Hf06dPERUVJeyvqAMDUp1KlSoJ29JLCxU1g+DEiRPlakaEWCzG5s2bsW7dugL35+TkYMuWLcLroUOHflY/48aNg5eXFwBg27ZtsLOzg5mZmULHSiSSYi8tlDcj40u0du1aIZFkbGyMjh07qjgiIipPOIYtvvT0dFy4cAGenp4IDAxEXFwcsrOzoaenh/r166N9+/YYMmQImjVrprIYiUg1yvI1Nj09Hc+fPxf+/v7vv/8QEhIi1H8rS4kvkUiEU6dOwdPTExEREUhJSUG1atXQrFkzDBw4EP369YO6Ohci+hgTEURE5YClpSX69+8vvG7VqpXc9u/evcPcuXPh7+8v835cXBzi4uLw+PFj7N+/H7/++it69epVIjEX5d69e1iwYEG+YqzR0dGIjo7G7du3cfDgQWzatAlNmjQp1diOHTuGFStWKO18rVq1wsKFC4XXFy9exNOnT5V2fipb7t27h7/++gtjxoyBjY1NgTciJBIJDhw4IDw1b2RkhMaNGwv7GzVqhGrVqiE2NhavXr3C1q1bMXPmTKE4dd45Tpw4gV9//RVqamqQSCQl/+GUQE1NDWfPnkWdOnXwww8/yAzQ09LSsGzZMjx58gQAoK+vj7Fjx35WP926dUO3bt1w8+ZNiEQijB49GmvXri30pnhWVhbu3LmDo0ePYtiwYejdu7ew7++//8abN2/g4OCA1q1bF5ikyMjIwOrVq4XXVlZWnxV3WfXPP/9AJBLh22+/LXSprPj4eKxduxZnz54V3ps1axZ0dHRKKUoiKms4hi3dMSwA+Pn5YdGiRTIP0ORJSEhAQkICHj16hP3792PEiBFYvnx5oUmTLl26oHLlysLrY8eOITw8vMRiJ6JPU5GusS9fvsTgwYOFpENZ5u7ujuXLl+erfRcVFYWoqCh4enri6NGj+OOPP+Q+CPUl3idgIoKIqBwwNzdXuNhqYmIivv/+ewQHBwPIfcq6V69eaNiwIRITE3Ht2jVEREQgISEBc+bMwc6dO2Fra1uS4efz5MkTTJ06FWlpaQByl57p3bs3qlWrhoiICFy5cgXJycl48eIFJk6ciBMnTnzy0izF8eHDh3zv6enpITMzE1lZWZ98PnNzc5kisS9fvqzwA4wvmVgshpeXF7y8vKCnp4c2bdrA3NwchoaGEIvFiImJgbe3NyIjI4Vj5s6dC03N/xuWqampYcqUKVizZg2A3Cf6L168iM6dO8PU1BTv37+Hl5cXQkNDoaGhgWnTpmHXrl2l/lk/x9ChQ3Ht2jVs27YNbm5u6N69O4yMjPDu3TtcvXoVIpEIQO7X4JdfflFoaarCbNy4EePGjcPz588RGRmJcePGwcLCAlZWVjA1NYVEIkFiYiJevXqFx48fC7UkhgwZInOeDx8+wMXFBS4uLqhevTpat26Nhg0bomrVqkhLS0NkZCRu3LghFA3X1tYuM09rKUt6ejr279+P/fv3o1GjRrC0tEStWrWgp6eHtLQ0vHjxAj4+PkhPTxeOGTZsmEzdDCL68nAMW7pj2MePH2Py5MnCWFZLSwvdu3dH/fr1oauri6ioKHh7eyM6OhoSiQQuLi5ITk7Gn3/+WeD52rdvj/bt2wuvb9y4wUQEURlSka6x2dnZ+ZIQWlpa0NLSEq65ZcGNGzcwd+5cIdZ69erB3t4e+vr6CAkJwdWrV5GRkYH79+9j8uTJOHLkCPT19Qs815d4n4CJCCKiCmbdunXC4KJRo0bYvXu3zPqtixYtwqpVq3Ds2DFkZ2dj0aJF8PDwQJUqVUolvuzsbCxYsEAYTPTq1QsbNmyQWZZmwYIFmDFjBgICAhATE4Nly5Zhz549pRIfkJt06NixI1q2bCn8a9iwIXr06CFz85ioINIJhdTUVPj4+Misly+tUqVK+PHHHzFq1Kh8+yZMmICQkBCcOHECQG7NgY/rDlSuXBkrV65E9erVy00iolatWti+fTucnZ3x+vVr7N+/P18bHR0dLF++HAMHDixWX1WrVsWxY8fw22+/4d9//0VOTg6CgoIQFBRU6DGGhob5kh9aWlrCdkxMDK5evVro8WZmZtiwYUOFXu6ioJ9Fabq6unBycsL3339filERUXnHMWzxrV69WkhCtGvXDps3b0aNGjVk2mRmZmLnzp3YsWMHgNw6U/fv369wM/mISFZZv8ZqaGjI/P3dsmVLWFhYYPny5Thz5kypxFCUpKQkLFq0SEhCODo64ueff5aZtR4eHo4pU6YgNDQUL168wIYNG7By5UpVhVzmMBFBRFSBBAcHC7+ktbS0sGXLlnxF5DQ0NLB8+XIEBQXB398fcXFx2LNnD2bPnl0qMZ4+fRqhoaEAgPr162P9+vUyf8ABucvUbN26FQMGDEBiYiK8vb1x584dWFtbl0qMDg4OcHBwKJW+qOLp0KEDbty4AS8vL/j7+yMoKAhRUVHCmvmGhoZo1KgRrK2tMWzYsEKn66qpqWHlypXo2bMnjh8/jsePHyMhIQF6enqoWbMmunXrBgcHB9SpUwe+vr6l+RGL7auvvoKrqyuOHTsGT09PREVFITMzEzVq1EDXrl0xfvx41KtXTyl96erqYtWqVZgyZQrOnDkDPz8/YT1vdXV16Ovro169emjZsiVsbGxgbW2db4mK6dOno1u3brh9+zYePnyIkJAQREdHIz09Hdra2jA2NkbTpk1hb2+Pb775pkLWhxg/fjwsLS3x8OFDPH36FO/evUN8fDySkpKgra0NQ0NDNGvWDF9//TUGDx4MAwMDVYdMROUIx7DFFx0djYcPHwLIHUOsX78+XxICyJ21N3v2bPj6+uLBgwcAAC8vLyYiiCqw8nCNbdq0KU6fPl0qfX2uPXv2CMsxdejQAUuXLs1XB6Ju3brYsmULhg0bhqysLJw6dQrff/89GjRoUPoBl0FMRBCpUK9evfDmzRsAuQPbli1bFnlMYGAgBg8eDACoXbs2rl27JrNWtUQiwaNHj+Dt7Y2AgAAEBwcjPj4eOTk5MDQ0ROPGjdGlSxeMGjVKKTcJxo0bBz8/PwDAtWvX8v0y+5i9vb3wRLm8J1LzeHt74/Lly3jw4AFEIhE+fPgAIyMjtGjRAr1798agQYNknj7+0p0/fx5isRgA0KdPH5lpftLU1dUxc+ZMTJ48GQDg6upaagMM6bXDJ02aVOgNO1NTU4waNQp///03gNwYSysRQVRcNWvWxMiRIzFy5Mhin8vW1rbIadGdOnUq8pq6du1arF27VqE+FTmfNE9PT4Xb5qlevTpmz5792deeT+2zXr16xbrONW/eHM2bN//s48s7AwMD2NnZwc7OTtWhUBnAMSzHsMrGMWzxSdesqFatGurWrSu3fYcOHYRERHx8fInGRp+G11heY5WtPFxjyzqJRAJXV1fh9cyZMwstRt20aVP07t0bFy5cQE5ODs6fP1/hlm39XCzfTaRCgwYNErbPnTun0DHSF75BgwblK5jp6OiIUaNGYevWrfD29sbbt2+RkZGBrKwsiEQi3L17Fxs3boS9vb3cpSVULTo6GuPGjcOkSZPg4uKCkJAQJCcnIzMzE9HR0bh+/TqWLFmCQYMGCU8mUe4gL0+/fv3ktu3SpYuwVmFkZCSePXtWorEBuUWwAgICAOQ+qdWnTx+57fv27StsX7t2TRg8ERERkepwDFs4jmE/D8ewxSc9OyMlJaXIumZxcXHCdmnWsaCi8RpbOF5jP09Zv8aWB8+ePRMSvgYGBujcubPc9tK/Bzw8PEo0tvKEiQgiFZIuhpmXKZUnL5Na0PF58gaU1atXR69evTB58mTMmzcPzs7OGD58uDA9NyUlBc7OzsJTCmVJeHg4HBwchNj09fUxYMAAzJo1C3PnzsWoUaNQvXp1ALlTDEePHo2oqChVhlwmZGZmCms+ApApLFcQdXV1tGvXTnhdGgOMwMBA4Q+xJk2awNDQUG775s2bQ09PD0Dueoysz0BERKR6HMMWjGPYz8MxrHJIx5Weno7jx48X2jYiIgLu7u4AcpdpGTBgQInHR4rjNbZgvMZ+nvJwjS0PpL8O7dq1K3Q2RB7p5e6Cg4ORmZlZYrGVJ5ynRKRCdevWRfv27eHv7w+RSITbt2/LXX7jzp07EIlEAIC2bdsWuMZc//790a1bN7Ru3TrfUxBA7iBl79692LhxI3JycrBs2TJcvny5wLaqkJmZidmzZyM6OhpAbrHWuXPn5pv6nJmZifXr1+PgwYOIj4/HokWLcOjQoWL1LT19VBnWrFmDYcOGKe18RQkJCREGqfr6+jA2Ni7yGOk12F+9elViseV5+fKlsF2/fv0i26urq6NOnTrC9NyXL18WOc2ciIiIShbHsPlxDPv5OIZVDk1NTcyYMQNr1qwBAPz222949uwZRo0ahXr16kFXVxdv376Fp6cn9u7di+TkZGhpaWHVqlUcX5cxvMbmx2vs5ysP19jy4FN/DxgbG6Nq1apITk5GdnY2QkNDYWFhUZIhlgucEUGkYtJPK0hPpyyI9P689R8/5uzsjDZt2hQ6YNDQ0MCUKVPg6OgIAHj9+jXu3r37iVGXHFdXV/z3338AcqeP/vTTTwWuv6qtrY2ff/4ZPXv2BAD4+fnh/v37pRprWZM3+ARQYGG6gtSsWbPA40tKbGyssP05MUofT0RERKrDMawsjmE/H8ewyvPdd9/hxx9/hLq6OsRiMU6fPo1Ro0bB2toabdu2Rb9+/bB+/XokJiaiW7duOHLkCIYOHVoqsdGn4TVWFq+xn688XGPLg8/5PSDdjvcycnFGBJGK9evXD7/++isyMzNx7do1pKamCtN4paWmpgprNWppaaF///7F6nfgwIE4fPgwAOD+/ftlpgjwkSNHAOQOIBQpijRp0iTh6+Lp6Skz/e1TjR49Gt27d//s4z/WqlUrpZ1LEampqcJ2YcXzPia9lqz08SWlPMRIREREReMYVhbHsJ+vPIwPy0OMeaZOnQo7Ozvs3bsXp0+fLrCNmZlZoU/OU9nAa6wsXmM/X3m6fpVl/DoqBxMRRCqmr68POzs7uLu7Iz09HVeuXCnwqRQPDw+kpaUBALp3717kuqRAbuY6MDAQ0dHRSE1NRXZ2trAvMTFR2C4rRZzi4+MRGBgIAGjdujUMDAyKPKZ58+bC9pMnT4rVf3EHbaqWkZEhbGtpaSl0jI6OToHHl5Tixpienq70mIiIiOjTcQz7fziGLR6OYZUrPDwcu3btwtWrV1G5cmV069YNTZo0gYaGBiIjI3Hz5k1ERkbizz//xNGjR7F9+3a0adOm1OIjxfAa+394jS2e8nCNLQ/K0++BsoyJCKIyYMiQIUKxMFdX1wIHGNLTLQsqPiXN3d0d//zzDx4/fqxQ/9KDDVUKCgqCRCIBkPv0xaeunxcfH18SYZUb0tn2rKwshY758OFDgceXlOLGqOiTB0RUtgwbNqxU18IlotLBMWwujmGLh2NY5fH29sa8efOQmJiILl26YMOGDfnWg8/KysKmTZuwZ88eiEQiTJ48GefOnZNZioXKBl5jc/EaWzzl4RpbHpSX3wNlHWtEEJUBtra2wgDR19dXKMCUJzo6Wlif0dDQEN26dSvwPBKJBMuWLYOzs7PCgwsgt6BTWZCQkFCs4/OeBPlSSU/VVTTbLp3VL2iqr7KVhxiJiIhIMRzD5uIYtnjKw/iwPMQYEREBJycnJCYmok6dOti+fXuBRWm1tLSwcOFC9O3bFwCQlJSELVu2lHh89Ol4jc3Fa2zxlIfrV3nAr6NycEYEURmgqamJAQMG4NChQxCLxTh37hymTJki7D9//jzEYjGA3GmBhU0DO3XqFE6ePCmcc+jQobCzs0OTJk1gYmICXV1daGhoAMidsptXwKmsyMnJEbbNzc0/uXBa1apVi9X/xYsX8fbt22KdQ5qtrS3Mzc2Vdr6imJqaCtvv3r1T6BjpdtWqVVN6TB+T7uNzYjQxMVF6TERERPR5OIbNxTFs8XAMqxwHDx4UbriOGjWqyKdvJ06ciMuXLwMArl69itWrV0Ndnc+qliW8xubiNbZ4ysM1tjwoD78HygMmIojKiMGDB+PQoUMAkG+Aoeh0y7zjAWDTpk3o3bt3oW2Tk5OLEW3B8qZLyiMvcyy9nqWRkREmTZqkjLAUduzYMfj5+SntfEZGRqU6wGjYsCHU1dUhFouRlJSEuLi4Ap+CkvbmzRthu0mTJiUdokwfYWFhRbYXi8UIDw8XXpfm15OIiIiKxjEsx7DFxTGscty/f1/YVmTpGuk2SUlJiI+P542yMojXWF5ji6s8XGPLg0/9PRAXFyf8f9LQ0ECjRo1KLLbyhOluojKiVatWwoXtxYsXeP78OQDg+fPnePHiBYDcXyCFFRJLT09HUFAQAKBOnTpyBxd5fSiD9PSyoqY8pqWlyV1nUvrC/OLFC4UGLPR/dHR0ZH45+vv7y20vFosREBAgvG7RokWJxZanefPmUFNTAwAEBwcXue5oYGAgUlNTAeQ+yVKnTp0Sj5GIiIgUxzEsx7DFxTGscuT197nyPh+VLbzG8hpbXOXhGlseSH8dHj58WOTP4YMHD4Ttxo0bQ1tbu8RiK084I4KoDBk8eDA2btwIIPfphubNm8s85TB48OBCj01KShK2pafeFSZvGm5xST818/r1a7lP39y+fVtmWuXHatasiUaNGiEkJAQJCQnw9vZG165dlRKnIqSfFCmv7O3thcHj5cuX5U6rvXPnjjDgq127Nlq2bFni8RkbG6Ndu3bw9/eHWCzGlStX4ODgUGj7vOJsANCjRw9OF6cK5fTp01iyZAkAYNasWXByclJxRF8WX19fjB8/vsB9a9asYXHtckT6/9LHDh48iE6dOpVyRF8ejmE5hi0ujmGLz8jICK9fvwaQW9y3sHoBefJuTgOAtra2zFPnVLbwGstrbHGV9WtsedCyZUvUqFED7969Q0JCAu7cuYPOnTsX2l76/1KvXr1KI8RygXd0iMqQQYMGCYNUNzc3ZGZmws3NDUDuEyqDBg0q9Fh9fX3hKZaQkBC5haW8vLxw48YNpcQsnRW+cuVKoe0yMzOxbdu2Is83duxYYXvt2rVISUlROBY+GSH7M3T58mUEBwcX2E4sFmPHjh0yx5UW6YHyP//8I1PASVpsbCyOHz8uvJY33ZiIqLSJxWJcuHABM2bMgJ2dHVq1agVra2s4ODhg586diI2NVXWI+YjFYnz77bewsLAQ/m3dulUlscTFxcHLywu7du2Ck5MT7OzsZOLy9fVVSVz0eTiG5Ri2uDiGLb7WrVsL2ydPniw0vjx79+4Vtjt06MAHfsowXmN5jS2u8nCNLes+/r+2Y8eOQn+2Xr16JSSkNTQ08M0335RKjOUBf9MQlSE1atRAx44dAQAikQgbN26ESCQCAHz11VeoXbt2ocfq6uqiVatWAIDExESsXLkSHz58yNfu6tWrmD17ttJi7tmzp1DY6uLFi/Dw8MjXJiEhAU5OTggMDCzyfA4ODmjevDmA3Iv32LFj5R6XkZEBd3d3jB07Fv/9999nfoqKo3HjxsIfO1lZWXByckJkZKRMm5ycHKxevVpYR7aodTZPnz4t3Biyt7cvdozDhw9HgwYNAOQ+HbNw4cJ8fyglJCTA2dkZCQkJAIDOnTvD2tq60HMuXrxYiHHx4sXFjpGIviyWlpZYuHCh8C/v92lh3r17B0dHR8ybNw+enp6IiopCZmYm4uLi8PjxY2zevBkDBgwo8HeiKu3bt09mqr2qHDt2DNbW1pg8eTI2bdqEK1euICoq6rPP16pVK5nvn6WlpRKjJUVwDMsxbHFxDFv8MeywYcOEG43h4eGYNWsW4uPj87XLzMzEunXrZGZtjBkzplh9U8niNZbX2OIqD9fYkrB161YhxnHjxhX7fJMnT4aBgQEA4N69e1i9erVQMD5PZGQknJyckJWVBSD32tywYcNi911RcGkmojJmyJAhuHv3LgDgwIEDwvvyplvmmTZtGn744QcAgIuLC7y9vdGtWzfUqFEDSUlJ8PX1FX4Jz5o1S6EnD4piZmaGUaNG4ejRoxCLxZg1axZsbGzQrl07qKmpITQ0FNevX0dKSgqGDBmCe/fu5fuFJ01bWxs7duzA2LFjERkZiefPn2Pw4MFo27Yt2rRpAxMTE2RlZSEhIQFBQUF48uSJUNiKTzrkWrhwIQICAhAaGorg4GAMGDAAvXv3RoMGDZCYmAhPT0+h+JSmpibWrl2LqlWrllp8WlpaWL9+PcaPH4/09HS4u7vD398fffr0QbVq1RAZGQl3d3dhGrGpqSlWrVpVavHlcXZ2zvdeXFycsL1161YcOXJEZn/fvn3Rv3//Eo+NiJTL3Nxc4cKHiYmJ+P7774UnySpVqoRevXqhYcOGSExMxLVr1xAREYGEhATMmTMHO3fuhK2tbUmGr5CQkBD8+eefAHKvw3l/HKlCQTdA9PT0kJmZ+VlxmZubyxR9fPnyJZ4+fVqsGOnTcQzLMWxxcQxbPM2aNcOkSZOwe/duALlPt9vb28POzg6NGjWCpqYmIiMjcePGDcTExAjH9e/fv8i6AaR6vMbyGltcZf0aCwBbtmzBq1evZN6THtNdunQJL1++lNnfpEmTAv92LwkGBgb47bff4OzsjJycHBw6dAi3bt2Cvb099PX1ERoaCg8PD+Fnr0mTJliwYEGpxFZeMBFBVMb07t0bK1euRFpamvALs1KlSujbt2+Rx/bs2RNz5szBn3/+CYlEgrdv38pMCwZyB9Dz5s1D7969lTLAAHJ/oYWFheH27dsAAG9vb3h7e8u0GTRoEFatWqXQ56hVqxb+/fdfLFu2THhy4uHDh3j48GGhx5iZmQmZ6S+dkZER9u7di3nz5iEgIADp6ekya4jmMTAwwKpVq9C9e3e555MeuClrynbr1q3x119/YcGCBYiOjoZIJMLhw4fztWvSpAk2bdpUZIG/kohR+imxgty7dy/fe9I3woioYlq3bp2QhGjUqBF2794tc41atGgRVq1ahWPHjiE7OxuLFi2Ch4cHqlSpoqqQIRaLsWTJEnz48AGNGzdGs2bNcOHCBZXFo6enh44dO6Jly5bCv4YNG6JHjx5yb0JQ2cYxLMewxcUxbPFjnD9/PqpUqYJt27YhKysLaWlphV7v1dTUMHbsWCxcuLDY/VLJ4zWW19jiKg/X2Hv37sHPz6/Q/cHBwfmWlSpo5leekoixZ8+e2LhxI3755RckJiYiLCwM+/bty9euXbt22Lx5M3/+PsJEBFEZo6enh549e+LcuXPCez179lT4BsaMGTNgbW2NQ4cO4cGDB4iNjYWuri7MzMzQuXNnjBgxAk2bNkVERITSYtbV1cU///yDs2fPwtXVFYGBgUhNTYWJiQksLS3h4OBQ5C+xjxkZGWHbtm0IDAyEq6sr7t+/j8jISCQlJUFDQwOGhoaoX78+WrduDRsbG3Ts2JHrmkqpVasWjh49iosXL8LNzQ2BgYGIjY2Fnp4e6tSpA3t7e4wcOVKhgmXSTyQoMkBUVKdOnXDhwgWcOnUKV65cwZs3b5CYmAgjIyM0adIEffv2xdChQ6GtrV3kuaSfilBmjERE0oKDg3HmzBkAuX+wb9myJd9NJg0NDSxfvhxBQUHw9/dHXFwc9uzZo9TlDj7V3r178fDhQ6irq2P16tU4ceKEymIBcpdXkFfklconjmFzcQxbPBzDFt/06dMxZMgQnDlzBr6+vnj16hWSkpIgFotRtWpV1K9fH1ZWVhg+fDiXCylHeI3NxWts8ZSHa6wylVSM/fr1g5WVFU6ePAlPT09EREQgNTUV1apVQ7NmzTBw4ED079+fP3sFUJNwjhIRUZnk6+uL8ePHAwCGDh2KtWvXqiSO4cOH4+nTp9DV1YWnpyeMjY1VEkdhUlJS0LFjR+Tk5MDS0hL//vuvqkMq0uLFi4WbmQcPHkSnTp1UHFHF1KtXL2F68enTp9GyZcsijwkMDBSmuNeuXRvXrl0TCvwBuU/VPHr0CN7e3ggICEBwcDDi4+ORk5MDQ0NDNG7cGF26dMGoUaOKfPrl9OnTWLJkCYDcafBOTk752owbN054KujatWtFPllpb28vPFEeFBRU5Of19vbG5cuX8eDBA4hEInz48AFGRkZo0aIFevfujUGDBkFTs2I+t/I519jNmzdj586dAICBAwdi48aNhbb18vLC5MmTAeT+LHl6eioh6k8XHByMoUOH4sOHDxg/fjx+/vlnmWtQYT97qiD981ucayOvsUSqxTGsYsrjGPZTxyVEpHy8xirO2toacXFxMDMzw9WrVxVKEKvSlzCGrZh/WRIRkVKkpKTg+fPnAICRI0eWycHFgwcPkJOTAyD3SR+iPIMGDRKmlp87d06hRIT09ORBgwbJJCEAwNHREQ8ePCjwWJFIBJFIhLt37+Kvv/7CunXr0LNnz2J8gpITHR2N+fPnFzj1OTo6GtHR0bh+/Tr++ecfbN++nU9M/n/Xrl0Ttvv16ye3bZcuXaCvr4+kpCRERkbi2bNnaNGiRUmHKCMnJ0dYkqlOnTqYO3duqfZPRKQqHMMSEZWc8nCNffXqlVDjcdKkSWU+CfGlYCKCiKgcePnyJfbs2SO8trW1LZV6BHl/IGlraytcyLW05d1ItbCwQI8ePVQcTcFevnyJW7duybymkjdkyBAhEXHhwgUsXLgQGhoahbbPycnB+fPnZY7/WN5gtnr16mjTpg3q168PfX19ZGdnIzIyErdv38a7d++QkpICZ2dn7N+/Hx07dlTuByum8PBwODo6Ijo6GgCgr6+Prl27omHDhtDS0kJUVBSuX7+OmJgYBAcHY/To0Th9+jRq1aql4shVKzMzU2ZN2vbt28ttr66ujnbt2uHmzZsAoJJExN69e/Ho0SMAwKpVq1C5cuVS7Z+IiGPYwpWHMay/vz8CAgKE12/fvlVhNET0MV5jC5d3ja1WrRpGjRql4mgK9iXeJ2AigoioHHj69CmePn0qvDYyMiqVAUZeQebhw4fDzMysxPv7HHkxTp8+Pd/T62XFkydP8Pvvv6s6jC9O3bp10b59e/j7+0MkEuH27duwtbUttP2dO3cgEokAAG3btkWDBg3ytenfvz+6deuG1q1bF/jzlpOTg71792Ljxo3IycnBsmXLcPny5TLzs5mZmYnZs2cLSYgJEyZg7ty50NXVzddu/fr1OHjwIOLj47Fo0SIcOnSoWH1LL+egDGvWrMGwYcOUdr6ihISECE+u6uvrK/TkV7169YRt6TVqS0NwcDC2bNkCIPca3rlz51Ltn4gI4BhWnvIwhr19+7bSChcTkfLxGlu4vBi/++47VKpUScXRFOxLvE/ARAQRERVq/vz5mD9/vqrDkOvkyZOqDoHKsCFDhsDf3x9A7rJL8hIR0ssy5dWJ+Jizs7Pc/jQ0NDBlyhS8e/cOhw8fxuvXr3H37l1YW1t/RvTK5+rqiv/++w9A7jJTP/30U4HttLW18fPPPyMqKgpXr16Fn58f7t+/Dysrq9IMt0zJS1IBQI0aNRQ6pmbNmgUeX9LylmTKzMyEqakpFi9eXGp9ExGVBRzDEhGVnPJwjd20aRM2bdqk6jDoI0xEEBGVUZ06dVKo2CyVfcOGDSvVJ7fp//Tr1w+//vorMjMzce3aNaSmpkJPTy9fu9TUVFy9ehUAoKWlhf79+xer34EDB+Lw4cMAgPv375eZRMSRI0cA5CYaZs+eXWT7SZMmCV8XT0/PYiUiRo8eje7du3/28R9r1aqV0s6liNTUVGH74xkkhZF++kr6+JK2Z88eYUmmFStWQF9fv9T6JiLiGLbicHJygpOTk6rDICIpvMZWHF/ifQImIoiIiKjC0tfXh52dHdzd3ZGeno4rV65g6NCh+dp5eHggLS0NANC9e3cYGhoWeW6RSITAwEBER0cjNTUV2dnZwr7ExERhOzQ0tPgfRAni4+MRGBgIAGjdujUMDAyKPKZ58+bC9pMnT4rVf3GTO6qWkZEhbGtpaSl0jI6OToHHl6Tg4GBs3boVANC3b98yWzCdiIiIiIi+LExEEBERUYU2ZMgQuLu7A8hdmqigRIT0skwFFamW5u7ujn/++QePHz9WqH/ppIQqBQUFQSKRAMidpWFhYfFJx8fHx5dEWOWG9OyGrKwshY758OFDgceXlJycHCxevBiZmZkwNDTE8uXLS7xPIiIiIiIiRTARQURERBWara0tjI2NERcXB19fX0RHR8sUVYuOjsbdu3cBAIaGhujWrVuB55FIJFi+fPknr+mcmZn5+cErUUJCQrGOz5sx8qWSXtIrPT1doWOkZ0EUtCSYsu3Zs0dIkC1ZsgQmJiYl3icREREREZEimIggIiKiCk1TUxMDBgzAoUOHIBaLce7cOUyZMkXYf/78eYjFYgC5ywcVtuzOqVOnhCSEpqYmhg4dCjs7OzRp0gQmJibQ1dWFhoYGACA8PLzMLYmTk5MjbJubmxc4M0SeqlWrFqv/ixcv4u3bt8U6hzRbW1uYm5sr7XxFMTU1FbbfvXun0DHS7apVq6b0mKRFR0cLSzLZ2toWObOHiIiIiIioNDERQURERBXe4MGDcejQIQDIl4hQdFmmvOMBYNOmTejdu3ehbZOTk4sRbcHyllWSR96T+tJ1L4yMjDBp0iRlhKWwY8eOwc/PT2nnMzIyKtVERMOGDaGurg6xWIykpCTExcXB2NhY7jFv3rwRtps0aVKi8cXFxQmzb27duqXw0lvbtm3Dtm3bAAC1a9eGp6dnicVIRERERERfLnVVB0BERERU0lq1aiXcCH7x4gWeP38OAHj+/DlevHgBIPdGc5s2bQo8Pj09HUFBQQCAOnXqyE1C5PWhDNLL+RS1NFJaWprcehSNGjUStl+8eKFQYoP+j46Ojkwywd/fX257sViMgIAA4XWLFi1KLDYiIiIiIqKyjjMiiIiI6IswePBgbNy4EUDuLIjmzZvLzIYYPHhwoccmJSUJ29JL9BTm8uXLxYj0/0iv8f/69Wu5T7nfvn1bZvmlj9WsWRONGjVCSEgIEhIS4O3tja5duyolTkVIzygpr+zt7YUk0+XLl+Uuv3Xnzh0hMVS7dm20bNmyRGMzMDBQeLmtBw8eCLM1mjVrhubNmwPInWVCRERERERUEpiIICIioi/CoEGDsGnTJojFYri5uWHevHlwc3MDAKipqWHQoEGFHquvrw81NTVIJBKEhIQgMzMT2traBbb18vLCjRs3lBKz9FP0V65cQZ8+fQpsl5mZKSyvI8/YsWOxcuVKAMDatWvRrl07VKlSRaFYJBIJ1NTUFGpbUQ0aNAh///03xGIxLl++jBkzZqBx48b52onFYuzYsUPmuJJWq1YtrF27VqG2ixcvFhIRPXv2hJOTU0mGRkRERERExKWZiIiI6MtQo0YNdOzYEQAgEomwceNGiEQiAMBXX32F2rVrF3qsrq4uWrVqBQBITEzEypUr8eHDh3ztrl69itmzZyst5p49ewoFsC9evAgPD498bRISEuDk5ITAwMAiz+fg4CA8/f7q1SuMHTtW7nEZGRlwd3fH2LFj8d9//33mp6g4GjduLNQRycrKgpOTEyIjI2Xa5OTkYPXq1bh//z6AoutxnD59GhYWFrCwsIC9vX2JxV4cixcvFmJcvHixqsMhIiIiIqJyiDMiiIiI6IsxZMgQ3L17FwBw4MAB4X15yzLlmTZtGn744QcAgIuLC7y9vdGtWzfUqFEDSUlJ8PX1FW7Wz5o1S6EZCkUxMzPDqFGjcPToUYjFYsyaNQs2NjZo164d1NTUEBoaiuvXryMlJQVDhgzBvXv38t0Yl6atrY0dO3Zg7NixiIyMxPPnzzF48GC0bdsWbdq0gYmJCbKyspCQkICgoCA8efJEKIDNmhK5Fi5ciICAAISGhiI4OBgDBgxA79690aBBAyQmJsLT01OYbaCpqYm1a9eiatWqKo667HF2ds73XlxcnLC9detWHDlyRGZ/37590b9//xKPjYiIiIiIlI+JCCIiIvpi9O7dGytXrkRaWppwY71SpUro27dvkcf27NkTc+bMwZ9//gmJRIK3b9/i+PHjMm20tLQwb9489O7dWymJCCD3xndYWBhu374NAPD29oa3t7dMm0GDBmHVqlUKfY5atWrh33//xbJly4QZFg8fPsTDhw8LPcbMzAwGBgaf/yEqECMjI+zduxfz5s1DQEAA0tPTZWqN5DEwMMCqVavQvXt3ueeTTvCoq5fNycolEaO7u7vc/ffu3cv3nrm5uVL6JiIiIiKi0sdEBBEREX0x9PT00LNnT5w7d054r2fPngrXSZgxYwasra1x6NAhPHjwALGxsdDV1YWZmRk6d+6MESNGoGnTpoiIiFBazLq6uvjnn39w9uxZuLq6IjAwEKmpqTAxMYGlpSUcHByKvNn9MSMjI2zbtg2BgYFwdXXF/fv3ERkZiaSkJGhoaMDQ0BD169dH69atYWNjg44dO5bZm+SqUKtWLRw9ehQXL16Em5sbAgMDERsbCz09PdSpUwf29vYYOXKkQoXNX716JWwrkkhShZcvXwrbZTVGIiIiIiIq29QknGdPRERERF8YX19fjB8/HgAwdOhQhQs9K9vw4cPx9OlT6OrqwtPTE8bGxiqJozApKSno2LEjcnJyYGlpiX///VfVIRVp8eLFOHPmDADg4MGD6NSpk4ojIiIiIiIiPtpGRERERKQCKSkpeP78OQBg5MiRZS4JAQAPHjxATk4OgNwZQURERERERJ+DSzMRERER0Rft5cuX2LNnj/Da1ta2VOoR5N3k19bWxqRJk0q8v8/h5+cHALCwsECPHj1UHE3BXr58iVu3bsm8JiIiIiKisoWJCCIiIiL6oj19+hRPnz4VXhsZGZVKIiKvIPPw4cNhZmZW4v19jrwYp0+fDjU1NRVHU7AnT57g999/V3UYREREREQkBxMRREREREQqMH/+fMyfP1/VYch18uRJVYdAREREREQVAItVExERERERERERERFRiWGxaiIiIiIiIiIiIiIiKjFMRBARERERERERERERUYlhIoKIiIiIiIiIiIiIiEoMExFERERERERERERERFRimIggIiIiIiIiIiIiIqISw0QEERERERERERERERGVGCYiiIiIiIiIiIiIiIioxDARQUREREREREREREREJYaJCCIiIiIiIiIiIiIiKjFMRBARERERERERERERUYlhIoKIiIiIiIiIiIiIiEoMExFERERERERERERERFRimIggIiIiIiIiIiIiIqISw0QEERERUTkTGBiIUaNG4ffff0dOTo6qw6FyKjk5GU5OTpg2bRri4+NVHQ4REREREVVgahKJRKLqIIiIiIhIMcHBwRgzZgyaNGmCvXv3QkdHR9UhUTkWFRWFUaNGoVq1ajh06BCqVKmi6pCIiIiIiKgCYiKCiIiIqJyIjo7G6NGjUblyZRw5cgQGBgaqDokqgKCgIIwZMwatW7fGX3/9BW1tbVWHREREREREFQyXZiIiIiIqB5KTkzF16lRkZ2dj9+7dTEKQ0lhYWGDHjh24d+8efvrpJ4jFYlWHREREREREFQwTEURERERlXGZmJmbNmoWoqCjs2bMHNWvWVHVIVMF06tQJv//+O9zc3LBhwwZVh0NERERERBWMpqoDICIiIqLCicViLF68GP7+/ti3bx/Mzc1VHRJVUP3794dIJMJvv/0GMzMzTJgwQdUhERERERFRBcFEBBEREVEZ9vvvv+PixYvYsmULrKysVB0OVXATJkxAdHQ01qxZA1NTU/Tv31/VIRERERERUQXARAQRERFRGbVv3z7s27cPy5cvR+/evVUdDn0h5s+fj5iYGCxcuBDGxsb4+uuvVR0SERERERGVc2oSiUSi6iCIiIiISJabmxt+/PFHTJs2DfPmzVN1OPSFyczMxPTp0/Ho0SMcOXIEzZo1U3VIRERERERUjjERQURERFTG3LlzB1OmTMHAgQOxZs0aqKmpqTok+gKlpKRg3LhxiI2NxYkTJ1CrVi1Vh0REREREROUUExFEREREZcjz58/h6OiI9u3bY+fOndDS0lJ1SPQFE4lE+Pbbb6Gjo4OjR4/C0NBQ1SEREREREVE5xEQEERERURkRERGBb7/9FmZmZjh48CD09PRUHRIRQkNDMXr0aDRo0AD79+9HpUqVVB0SERERERGVM0xEEBEREZUB8fHxGD16NHJycnD8+HGYmJioOiQiwaNHjzBhwgR06dIFW7ZsgYaGhqpDIiIiIiKickRd1QEQERERfenS09Mxffp0JCYmYs+ePUxCUJnTpk0bbN68GdevX8f//vc/FPYsU3Z2NiZNmoSwsLBSjpCIiIiIiMoyJiKIiIiIVCg7Oxtz587Fixcv8Pfff6NevXqqDomoQN27d8fKlStx4sQJ7Nixo9B2Dx8+xIULF0oxMiIiIiIiKuuYiCAiIiJSEYlEghUrVsDLywt//vknWrVqpeqQiOQaMWIEZs+ejS1btsDFxSXffk1NTXz99de4ffu2CqIjIiIiIqKyiokIIiIiIhXZtm0bXFxc8Ouvv8LW1lbV4RApZMaMGfj222/xyy+/4MaNG/n2d+nSBQ8fPkRKSkrpB0dERERERGUSExFEREREKnDixAls27YN8+bNw9ChQ1UdDpHC1NTUsHz5ctjZ2WH27Nl49OiRzH4bGxtkZ2fD19dXRRESEREREVFZw0QEERERUSm7du0aVqxYAUdHR0ydOlXV4RB9Mg0NDWzcuBEtWrTA1KlTERoaKuyrV68e6tatCx8fHxVGSEREREREZQkTEURERESlKCAgAPPmzUOvXr3w888/Q01NTdUhEX2WSpUqYefOnTAxMcGkSZMgEomEfZ07d4a3t7cKoyMiIiIiorKEiQgiIiKiUhIcHIzp06fD0tIS69evh4aGhqpDIioWQ0ND/PPPP8jKysLUqVOFuhA2NjZ4/fo1IiIiVBwhERERERGVBUxEEBEREZWC6OhoTJkyBaamptixYwd0dHRUHRLRJ4mLi0N4eHi+92vVqoV//vkHb968gZOTEzIzM/H1119DXV2dyzMREREREREAJiKIiIiISlxycjKmTp2K7Oxs7N69GwYGBqoOieiT7d69Gz179sS4ceNw/vx5fPjwQdhnYWGBHTt24N69e/jpp59QpUoVtGnThsszERERERERAEBNIpFIVB0EERERUUWVmZmJKVOm4NmzZzhy5AiaNm2q6pCIPsuHDx/g7u4OFxcX+Pn5wdDQEIMHD8bIkSPRpEkTAMDFixcxb948fP/999DV1cWhQ4dw584dLkNGRERERPSFYyKCiIiIqISIxWLMnz8fHh4e2Lt3L7766itVh0SkFCEhIXBxccGZM2cQHx+P9u3bY9SoUejbty9OnDiB3377DePGjcOhQ4fg4uKC1q1bqzpkIiIiIiJSISYiiIiIiErI2rVrsX//fvz555/o06ePqsMhUrrMzExcvXoVLi4u8PHxgb6+PgYNGoTU1FScOXMGlSpVwrRp0zBz5kxVh0pERERERCrERAQRERFRCdi3bx/Wrl2LZcuWYezYsaoOh6jEvXnzBqdOncK///6L2NhYGBoaIiEhAU2bNsX58+dVHR4REREREakQExFERERESubm5oYff/wR06ZNw7x581QdDlGpysrKwo0bN3D8+HGhWPWzZ89YJ4KIiIiI6AvGRAQRERGREt25cwdTpkzBwIEDsWbNGqipqak6JCKVefXqFW7fvo0JEyaoOhQiIiIiIlIhJiKIiIiIlOT58+dwdHRE+/btsXPnTmhpaak6JCIiIiIiIiKVYyKCiIiISAkiIiLw7bffwszMDAcPHoSenp6qQyIiIiIiIiIqE9RVHQARERFRWXf69Gn8+OOPhe6Pj4/H5MmToauri7///ptJCCIiIiIiIiIpmqoOgIiIiKisO336NPT19Qvcl56ejunTpyMxMREnTpyAiYlJKUdHREREREREVLZxRgQRERGRHCkpKQgICECXLl3y7cvOzsbcuXPx4sUL/P3336hXr54KIiQiIiIiIiIq2zgjgoiIiEgOPz8/ZGdnw8bGRuZ9iUSC//3vf/Dy8sLOnTvRqlUrFUVIREREREREVLYxEUFEREQkx+3bt1GnTp18sx22b9+OkydPYu3atbC1tVVRdERERERERERlH5dmIiIiIpLj9u3b6NKlC9TU1IT3Tp48ia1bt2LevHkYOnSoCqMjIiIiIiIiKvuYiCAiIiIqRGRkJEJDQ2XqQ3h6euKXX36Bo6Mjpk6dqsLoiIiIiIiIiMoHJiKIiIiICuHj4wN1dXV8/fXXAICHDx9i7ty56NWrF37++WeZWRJEREREREREVDAmIoiIiIgK4e3tjdatW8PAwAAhISGYNm0aLC0tsX79emhoaMi0zczMxO3bt5GUlKSiaImIiIiIiIjKJiYiiIiIiAqQk5ODO3fuoEuXLoiJicHkyZNhamqKHTt2QEdHR2gXGhqKdevWwdbWFt9//z0CAgJUGDURERERERFR2aOp6gCIiIiIyqL//vsPiYmJaN++PaZMmYLs7Gzs3r0bBgYG+PDhA9zd3eHi4gI/Pz8YGhpiyJAhcHBwQJMmTVQdOhEREREREVGZwkQEERERUQFu374NPT09/P3334iKisKRI0eQkpKC1atX49y5c0hISECnTp2wceNG9OrVS2aWBNGXwtfXF+PHjy9w35o1azBs2LBSicPCwqLA94cOHYq1a9eWSgxERERERFQ4JiKIiIiICuDt7Y0qVarA398fEydOxPLlyxEQEABjY2OMGDECDg4OaNCggarDJCrXxGIxLl26BDc3NwQGBiI2NhZVqlRBnTp1YG9vDwcHB1SrVk3VYZKU4OBgXLx4EV5eXoiKikJCQgKqVq2KatWqoWnTpujUqRO6desGMzOzYveVnJyMZ8+e4enTp/jvv//w33//ISwsDBKJBMCnJ7vs7e0RGRmpcPvvv/8eixYt+uS4iYiIiCg/JiKIiIiIPpKSkoIHDx5AIpFAV1cXf//9N7p06YI///wT9vb20NbWVnWIRGWOpaUl+vfvL7xu1aqV3Pbv3r3D3Llz4e/vL/N+XFwc4uLi8PjxY+zfvx+//vorevXqJfdcCxcuFLbfvHmD48ePf8YnIHlSU1Pxxx9/4NixY8jJyZHZl/c9e/HiBdzc3DB9+nTMnTu3WP3dvHkT06ZNE5IORERERFS+MRFBRERE9JEbN25AIpGgSpUqGDt2LEaMGIG6deuqOiyiMs3c3ByTJk1SqG1iYiK+//57BAcHAwAqVaqEXr16oWHDhkhMTMS1a9cQERGBhIQEzJkzBzt37oStrW2h55Pu19fXl4kIJUtKSsKUKVPw8OFDAICWlhY6dOiAFi1awNDQEElJSRCJRHjx4gUCAwOV0mdWVla+JESlSpUAABkZGcU+v3TyqjBFJdOIiIiISHFMRBARERF9pG/fvtDU1ESPHj2gpaWl6nCIKpx169YJSYhGjRph9+7dqFOnjrB/0aJFWLVqFY4dO4bs7GwsWrQIHh4eqFKliqpC/mJJJBLMmjVLSEL07NkTS5cuRc2aNQtsLxKJkJSUVOx+tbW10bZtW1haWqJly5Zo2bIlmjRpgu+++w5+fn7FPr+iSTMiIiIiUg4mIoiIiIg+oqmpib59+6o6DKIKKTg4GGfOnAGQ+2T9li1bZJIQAKChoYHly5cjKCgI/v7+iIuLw549ezB79mxVhKwUIpEIFy5cwKBBg2BsbKzqcBR2+PBh+Pr6AgAGDhyIDRs2QE1NrdD2pqamMDU1LXa/tra2cmfBEBEREVH5oq7qAIiIiIiIqHS8ePECrVu3hoWFBZo1awZvb2+57V+9eoU2bdoI7W/fvl3sGM6fPw+xWAwA6NOnD8zNzQtsp66ujpkzZwqvXV1di913aUtPT8e5c+cwadIkdOvWDWvWrEFaWpqqw1JYZmYmdu3aBQCoWrUq/ve//8lNQhARERERFYaJCCIiIiKiL0TTpk2xZMkSALlL7ixatAjv378vsO2HDx8wd+5cYT3+SZMmoUuXLsWO4dq1a8J2v3795Lbt0qUL9PX1AQCRkZF49uxZsfsvaWKxGD4+Pli0aBE6d+6MBQsWwNvbO1+B5/LAw8MDsbGxAIBvvvmGS2MRERER0Wfj0kxERERERF+Q0aNHw8fHB1euXEFsbCwWLVqE3bt353vS/bfffsOLFy8AAJaWlpgzZ06x+87MzBRqQwBA+/bt5bZXV1dHu3btcPPmTQDAs2fP0KJFi2LHURICAwPh6uoKNzc3xMTEyOxTU1NDu3bt8M0336B69eoqivDT3bp1S9j+6quvhPdOnjyJJ0+e4P3799DX10ejRo3QrVs3jB49utwkK2bNmiV8Bh0dHZiYmKBVq1bo0aMH+vTpAw0NDVWHSERERFShMBFBRERERPSF+fXXX/H06VNERUXBy8sL+/btw/fffy/sv3LlCo4fPw4A0NPTwx9//KGUwu0hISHCzAB9fX2FaiXUq1dP2H716lWxY1Cm6OhouLm5wdXVFUFBQfn2m5ub45tvvsHAgQNRu3ZtueeKiIhAjx49lBpfQTF9irwC1QBQs2ZNzJ8/H+fPn5dp8/79e7x//x737t3Dnj17sGnTJlhbWxer39Lg4eEhbGdlZSElJQVhYWFwc3ND/fr1sWHDBrRu3VqFERIRERFVLExEEBERERF9YQwMDLB+/XqMHz8eOTk5+OOPP9CpUye0bNkSUVFRWLp0qdB2+fLlqF+/vlL6FYlEwnaNGjUUOqZmzZoFHq8qqamp8PDwgKurK+7evSvUu8hTo0YNDBgwAIMGDUKzZs1UFGXxSSQShIeHC683bNiA+/fvAwDatGmDr7/+Grq6uggNDcW1a9eQkpKC+Ph4TJkyBfv27RNmUJRFFhYWaNWqFWrWrAlNTU3ExsbC398f//33HwAgLCwMY8aMwe7du8tFUoWIiIioPGAigoiIiIjoC2RlZYWZM2di69atyMrKwrx583Dq1CnMnz8fiYmJAHLrAgwZMkRpfaampgrburq6Ch1TqVKlAo8vTTk5OfDx8YGrqyuuXr2K9PR0mf0GBgbo06cPBg4ciI4dO35WQWdDQ0MsXLhQWSEXW0pKikxdi/v370NLSwtr1qzBN998I9P2/fv3+OGHHxAQEICsrCzMnz8fHh4e0NbWLu2w5Zo4cSJ69OiBWrVqFbj//v37WLRoESIiIpCVlQVnZ2dcunQJ1apVK+VIiYiIiCoeJiKIiIiIiL5QM2fOxN27d3Hv3j28fv0agwYNQlRUFACgbt26WLFihVL7yyt8DUDhpZ50dHQKPL60rFmzBhcuXMg3G0NHRwfdu3fHoEGDYGtrW+yb7lWqVMGkSZOKdQ5lKijp4+TklC8JAQAmJibYsWMH+vXrh4SEBLx79w6urq5wcHAojVAVNm7cOLn7rayscPToUQwfPhwikQhJSUn4+++/8dNPP5VShEREREQVl7qqAyAiIiIiItVQV1fHhg0bYGhoCABCEkJTUxMbN25UeuFh6dkNWVlZCh3z4cOHAo8vLfv375dJQlhbW+O3336Dj48PtmzZgp49e5a5J/+VQToBBACVK1eWeyPf2NgYI0eOFF5fv369xGIrSWZmZnB2dhZeX758WYXREBEREVUcTEQQEREREX3BatSogZkzZ8q8N2XKFLRp00bpfenp6QnbHy9vVBjpWRDSx6tKVFQUoqKiykS9ipL08de6TZs2qFy5stxjvv76a2H72bNnJRJXaejTp4+wvFZ0dLSQoCMiIiKiz8elmYiIiIiIvmApKSk4dOiQzHve3t744YcfFF4+SVGmpqbC9rt37xQ6RrqdKtbqX758Oc6dO4eHDx8CyC1kvG3bNmzbtg2Wlpb45ptvMGDAAJnP9jlSUlJw4sQJJUT8f4qz1JO2tjYMDQ2RkJAAQLHi4tJt4uPjP7tvVTMwMIChoaHwGWJjYwutK0FEREREimEigoiIiIjoC7ZixQqEh4cDANTU1CCRSPDkyRNs3rwZCxYsUGpfDRs2hLq6OsRiMZKSkhAXFwdjY2O5x7x580bYbtKkiVLjUYSjoyMcHR0RFhYGV1dXnDt3Tvh6PX36FE+fPsW6devw9ddf45tvvkHv3r0/a0mrhIQE/P7770qNvbg1J5o0aYL79+8DwGcV4C7PvrTPS0RERFTSuDQTEREREdEX6uzZszh//jwAwMjICLt37xZqA+zZswc+Pj5K7U9HR0cmmeDv7y+3vVgsRkBAgPC6RYsWSo3nU9SvXx/Ozs64evUqjh49ilGjRgm1NcRiMXx8fLBkyRJ07twZzs7O8PDwQGZmpsriVQZLS0thW5EZLNHR0cK2iYlJicRUGpKSkoSZIIBqZuIQERERVTScEUFERERE9AUKCwvD//73P+H1mjVr0LVrVyxcuBCrVq2CRCLBwoULce7cuSJnLXwKe3t7vHjxAkBuIeCePXsW2vbOnTtITEwEANSuXRstW7ZUWhzF0aFDB3To0AFLly7FzZs34erqihs3biArKwsfPnyAu7s73N3doa+vjz59+mDgwIHo2LEj1NULfw6sTp06CAoKKsVPUbRevXph//79AICHDx8iLS1Nbp2Iu3fvCtutWrUq6fBKjLu7O8RiMYDc5cS4LBMRERFR8XFGBBERkRz79+/H1q1bsXXrVlWHQmXMzZs38eOPP6Jnz55o06YNOnbsiMGDB2PTpk3Csi0lQSQSYefOnXBwcIC1tTVatWoFOzs7zJgxAxcuXBBunhHJk5WVhXnz5iEtLQ0AMHbsWNjZ2Qnb9vb2AHJ/3pYsWaLUvgcNGiTckL98+TKCg4MLbCcWi7Fjxw6Z48oabW1t9OrVC9u2bcPt27exYsUKtGvXTtiflJQEFxcXTJgwAd27d8e6deuEr3l50KFDBzRo0AAAkJaWhsOHDxfaNi4uDidPnhRe9+7du6TDKxExMTHYsmWL8Lpv374qjIaIiIio4mAigoiISI6DBw8KRUmJgNwbizNmzMDUqVPh5uaG8PBwZGRkIDExEYGBgdi1axe++eYbHDt2TOl9u7u7Y+DAgdi8eTMeP36MuLg4ZGZmIioqCp6enpg3bx7GjRsnszwKUUH++OMPPH36FADQtGlTLFy4UGb/6tWrUb16dQDAjRs3cPDgQaX13bhxYwwZMgRAbkLEyckJkZGRMm1ycnKwevVqoT6BkZFRsesdlDQDAwOMHj0ax48fx9WrV+Hk5CTcxAdyly3au3cv4uLiVBfkJ1JTU5OpE7Jlyxa4ubnla/f+/XvMnDlTKO7cpEmTQm/gL168GBYWFrCwsMDixYtLJvACTJo0CadOnUJKSkqhbQICAjB27FjExMQAAPT09DBt2rTSCpGIiIioQuPSTEREREQKyszMxA8//AA/Pz8AgJaWFuzs7GBhYYG0tDR4eXnhxYsXSE9Px4oVK6CpqQkHBwel9H3jxg3MnTsXOTk5AIB69erB3t4e+vr6CAkJwdWrV5GRkYH79+9j8uTJOHLkCPT19ZXSN1Ust2/fxr59+wAAlSpVwh9//CHUhchjbGyM33//Hd9//z3EYjHWr1+Pjh07olmzZkqJYeHChQgICEBoaCiCg4MxYMAA9O7dGw0aNEBiYiI8PT2FItWamppYu3YtqlatqpS+S0PdunUxa9YszJo1Cw8fPoSrqysuXrwoU3egvOjZsyccHR1x5MgRZGVl4ccff8ShQ4fw9ddfo1KlSggLC4OHh4dwg19PTw9//vknNDQ0it33ihUr8iVuXr58KWwfOXIEN27ckNnfqVMnODo65jtXaGgofv75Z/zvf/9D69atYWFhAWNjY2hpaeH9+/d48OCBkJwDcq/vW7duhampabE/BxERERExEUFERESksN27dwtJCFNTU+zevRvNmzcX9i9cuBB//fUX/vjjDwDAypUrYW1tjTp16hSr36SkJCxatEhIQjg6OuLnn3+WudEXHh6OKVOmIDQ0FC9evMCGDRuwcuXKYvVLFc/79++xaNEiSCQSALlPp5ubmxfY1traGlOmTMFff/2FzMxMzJs3D//++y90dXWLHYeRkRH27t2LefPmISAgAOnp6XB1dc3XzsDAAKtWrUL37t2L3aeqtG3bFm3btsVPP/2EW7dulcsE4dKlS1G5cmXs3bsXOTk5ePjwIR4+fJivXYMGDbB161aZguTFcevWrXyzZaQ9ffpUJnkAQG4NCyA3oXz//n1htk1BmjRpgrVr15brOhdEREREZQ2XZiIiIiJSQEJCAv755x/h9bp162SSEHmmTZuGgQMHAsi94SW91vjn2rNnj/AkdV6B3I+fNq5bty62bNkCLS0tAMCpU6fw+vXrYvdNFYdEIsHixYshEokA5D7pPnr0aLnHODs7o02bNgCA4OBgrF69Wmnx1KpVC0ePHsXGjRthZ2eHmjVrQktLC4aGhrC0tISzszMuXLiAPn36KK1PVdLS0kKPHj3KZSJCXV0d8+fPx9mzZzFx4kQ0bdoU+vr60NLSQvXq1WFnZ4fffvsNbm5uaNq0qarDLdCePXvw22+/YdSoUWjbti3q1q2LKlWqQFNTE4aGhrCwsMDIkSPx999/w83NjUkIIiIiIiVTk+Q9DkVERKRijx49wvnz5+Hr64uYmBikpqbC0NAQ5ubmsLe3h4ODAypVqlTo8adPnxaKqs6aNQtOTk5ITU2Fi4sLLl68iLCwMKSlpaFatWr46quv8N1336FFixYFnsvCwkLhuIOCguTGEBcXh1OnTuHq1auIjIxEXFwcatasCU9Pz3znunnzJi5evIiAgACIRCKIxWKYmJigdevW6NOnD/r27Qs1NbVCY/H19cX48eMBAEOHDsXatWuRkpICFxcXXLp0CeHh4UhNTYWpqSmsra0xduzYQpdaWbRoEc6ePQsA+OWXXzBmzJgivxZpaWmwsbFBamoqtLS0cOPGDVSrVq3I48oDFxcXLF26FADQrl07HD9+vNC2eUvNSCQS6Orq4s6dO5/9FLlEIoGdnR3evn0LIPdmmo2NTaHt582bhwsXLgD4v59BopJS0DVH1cpiTEREREREXzrOiCAiIpVLTk6Gs7MzRo4ciUOHDuHFixdISEhAVlYWRCIRfHx88Ouvv6J3794FLgVRmKCgIAwbNgxr1qzBo0ePkJCQIBT2dXV1xfDhw3HkyJGS+2AA7t69i2+++QYbN27Eo0ePEBsbC7FYnK9dXFwcvvvuO0ydOhVnz54VkiYZGRmIjIzEpUuXMGfOHAwfPlzuMhUfe/nyJYYNG4a1a9fi0aNHiIuLw4cPHxAREQEXFxcMHz4cf/31V4HHStc2OHXqlEL9Xb58GampqQCA7t27V5gkBABcu3ZN2C6sCGuexo0bC8vdpKenw9vb+7P7ffZww9qvAACo2ElEQVTsmZCEMDAwQOfOneW2l47Nw8Pjs/slIiIiIiIiUhbWiCAiIpVKTEyEo6OjUHyyUqVKsLGxgbm5OXR1dSESiXDr1i2EhYUhOjoaEyZMwJEjR2BpaSn3vNHR0Zg8eTJiYmLQqFEj2NjYoFq1anj//j2uXbuGiIgIiMVi/Prrr2jRogXatWsnc/zChQsBAH/99RcSExNl3lPU69evsX//fqSkpAgxmJiY4P379wgODhbaJScnY8yYMQgNDQWQuwRG586d0apVK2hqauL58+e4efMmsrKy8N9//2HUqFFwcXFBzZo15fafnJyMGTNmIDw8HGZmZujRowfMzMwQGxuL69evIyIiAtnZ2fjjjz+gqamJSZMmyRxvZWWFxo0bIzg4GP/99x8CAwOLLFQrnbBQVpHmsuLZs2fCdocOHYpsb2VlhRcvXgjH9urVq9j9tmvXDurq8p8jsbKyEraDg4ORmZkJbW3tz+qb6FO8fPkSe/bsEV7b2toWWn9C2aT7zStyTUREREREZQcTEUREpFKLFi0SkhADBw7EsmXLYGhoKNNGLBZj7969WL9+PTIyMjB37lxcunQJmpqF/xpzcXGBpqYmli9fjjFjxsgsZzR//nzMnTsXV69ehVgsxvbt22XW/gcg3JQ/cuSIkIj4+EZ9Udzc3KCuro6lS5di7NixhS6ptGLFCiEJYWJigp07dwprsucJDg7GtGnTEB4eDpFIhIULF+LQoUNy+7927RokEgmGDRuGFStWQEdHR9i3aNEibNiwAfv37wcAbNq0qcCbhiNHjsSaNWsA5CYZ8pYmKkhISAgePHgAAKhRowa6du0qNz55IiIi0KNHj88+viDSS2h9quTkZERHRwuvGzRoUOQx9evXF7ZfvXr12X3n/f/4+JyFMTY2RtWqVZGcnIzs7GyEhoZ+0lJjRJ/r48LBRkZGpZaI+P3330ulHyIiIiIi+jxcmomIiFTmzp07uH79OgDAzs4OGzZsyJeEAHJnCEyePBkTJkwAkPu0a94a+PLMnj0bjo6O+RIA2tra+PXXX4V6E7dv30ZKSkoxP03Bpk6dinHjxhWahAgJCRE+i7q6OrZv354vCQHkLvWze/duIZng5+eHO3fuyO1bIpHgq6++wurVq2WSEEBu0dQlS5YIN/uzsrKwa9eufOcYPHiw8DT9+fPnkZmZWWh///77r7A9bNiwIp/cL0/yivsCQOXKlVG1atUij6lRo0aBx3+q2NjYAs+paN/SxxMRERERERGpAmdEEBGRyhw+fFjYXrBggdwizEDujIQDBw4AADw9PTF48OBC2xobG+O7774rdL+RkRE6deqEmzdvQiwWIygoSKHldj5FpUqVMGXKFLltXF1dIZFIAAC9evXKt0SUtIYNGwp1NIDcwtjW1tZyzz9nzhy5CYEff/xRqH3g7u6OVatWoXLlysJ+IyMj9O7dG25ubkhISICHhwcGDBiQ7zzZ2dlwdXUFAKipqWH48OFy4yqKoaHhJy+FVZLy6l4AkPn6yCNdnFr6+OL0rWjBa+mi7sXpm6gonTp1KtZsI2UpCzEQEREREVHhmIggIiKVEIvF8PPzAwDUrFkTjRs3LvIYMzMzGBsbIy4uDk+ePJHb1traush18Rs2bIibN28CAN6/f69g5IqzsrJClSpV5LbJW8oIAPr06VPkOfv16yckIqSPLYiJiYlMvYCCNG7cWKgDkVeD4quvvpJpM3LkSLi5uQHIXZ6poETEjRs3hKf+O3fujDp16hT5WeSpUqXKJy+FVZI+fPggbGtpaSl0jPTPX0ZGxmf3LX2son1Lz4BJT0//7L6JiIiIiIiIlIGJCCIiUonIyEgkJSUBAN6+ffvJa9jHx8fL3V+rVq0iz6Gnpydsp6WlfVL/imjYsGGRbV6/fi1sN2/evMj2LVu2FLYjIyORlZVV6M3pogpLS7fLK54dGhqaLxHRqVMnNGjQAK9fv8adO3cQERGRL9EgvSzTiBEjFOq3PJG+sZ+VlaXQMdLLWEnPUPhU0scq2rd04kTRWRREREREREREJaXiLN5MRETlSkJCQrGOLypx8HFNhIJILwUlFouLFU9BFKkjkJeMAXKXQSpKpUqVZJYGyiukXZCC6m0URLrfwr4vDg4OAHLrTkgnHYDc+ge3bt0SztWzZ0+F+i1PPidpJT0TQfr44vSt6OwG6VkUxembiIiIiIiISBk4I4KIiFQiJydH2DY1NcXEiRNVGE3JqEjFmocNG4bNmzcjKysLZ86cgZOTk/D5zpw5g+zsbACyxa2LIyUlBSdOnCj2eaQVZ6mnatWqCdtpaWlITk4uMtH07t27Ao8vTt/S51S0bxMTk8/um4iIiIiIiEgZmIggIiKVkH5aX1tbu0zVAyhN+vr6Qm2F+Pj4ImdFZGRkyDyRb2BgUGhbRWedSC9zVdgsCmNjY/To0QOXL1/G27dv4e3tDVtbWwAlsyxTQkICfv/9d6WcK09xfsb09fVRvXp1xMTEAMhdUqtVq1Zyj3nz5o2w3aRJk8/uW/rYsLCwItvHxcUhOTkZAKChoYFGjRp9dt9EREREREREylBxHtUkIqJypVatWsLa9W/fvpVZouhL0qBBA2H7+fPnRbZ/9uyZsF27dm25xYsDAwMVikG6nby6FqNGjRK2T506BQC4f/++UOeibdu2MDc3V6jP8ki6Poe/v3+R7e/fvy9st2jR4rP7lT724cOHkEgkcttLFzFv3LixUmaoEBERERERERUHZ0QQEZFKaGtrw8rKCl5eXhCLxbh48SK+/fZbVYeVj6bm//2qzMnJgYaGhlLP36FDB9y7dw8A4O7ujgEDBshtf+nSJZlj5Xn//j0ePHggt11wcLBQqFpLS0vmZvvHrK2tUbduXYSHh8PT0xNxcXFCQgJQbpHqOnXqICgoSGnnU4YePXrg+vXrAIDLly9jwoQJhbYNDQ3FixcvAOTW9bCxsfnsflu2bIkaNWrg3bt3SEhIwJ07d9C5c+dC21++fFnY7tWr12f3S0RERERERKQsnBFBREQqM27cOGF727ZtiI6OVvjYop4KV5YqVaoI28UtsF2QwYMHC0WzPTw88PDhw0LbhoWF4eTJk8LrYcOGFXn+zZs3y/1abd68Wdju06ePTCHsj6mpqQlFq7OysnD06FHhpnflypXRv3//IuMpz3r27Cl8ffz9/XHnzp1C227fvl34uvfu3Vvu17UoampqGDRokPB6x44dhX5PX716BXd3dwC5yzJ98803n90vUWnYv38/tm7diq1bt6o6FCoDJBIJQkJCcP78eaxduxZjx45F+/btYWFhAQsLC9jb25d4DCkpKdi/fz8cHR1hY2MDS0tL2Nra4vvvv4eLiwsyMzNLPAYiIiKiioiJCCIiUplu3bqhW7duAACRSITRo0fDz8+v0PZZWVm4desWpk+fDg8Pj1KJUXp9/bt375bI+QcOHAgAEIvF+OGHH/D48eN87UJCQjBlyhRkZGQAADp27Ahra2u551ZTU4Ofnx+WLVuGDx8+yOzLzs7GunXrcOXKFQC5syGmTp1aZLzDhg0TZons3LkT6enpAIABAwZAT0+vyOPLMyMjI5k6EwsWLChw+avdu3fj/PnzAHK/rs7OzoWec/HixcINtsWLFxfabvLkyUI9kHv37mH16tUQi8UybSIjI+Hk5ISsrCwAud8reUttEZUFBw8exLZt27Bt2zZVh0JlwKhRo9CvXz/Mnz8f+/btw71795Camlpq/d+7dw8DBw7EmjVrcP/+fYhEImRlZSE6Ohq3b9/G0qVLMXz4cLx69arUYiIiIiKqKLg0ExERqdTGjRsxbtw4PH/+HJGRkRg3bhwsLCxgZWUFU1NTSCQSJCYm4tWrV3j8+LFQS2LIkCGlEp+dnZ1wU3np0qXw9fVFo0aNZJZsGjt2bLH6+OWXX/D06VOEhoYiNjYWo0aNQpcuXdCqVStoaGggKCgI169fF24wm5qaKlTIuUePHggKCoKLiwu8vLzQo0cPVK9eHe/fv8f169cRHh4utHV2doaFhUWR5zQ1NYWdnR08PDyQnZ0tvJ83U6KimzJlCnx8fPDgwQOIRCKMGDEC9vb2aNq0KdLT0+Hl5SWzpNTSpUtRt27dYvdrYGCA3377Dc7OzsjJycGhQ4dw69Yt2NvbQ19fH6GhofDw8BASQ02aNMGCBQuK3S8RUWn6OGkOAIaGhiUyI/FjT548wdSpU5GWlgYg9/dd7969Ua1aNURERODKlStITk7GixcvMHHiRJw4cQK1atUq8biIiIiIKgomIoiISKWqVq2KY8eO4bfffsO///6LnJwcBAUFya0PYGhoCFNT01KJr2/fvjhx4gR8fX2RlpaGEydO5GtT3ERE1apVcfToUcydOxd3796FWCyGl5cXvLy88rVt2bIltmzZgpo1ayp03h07dmDmzJkIDw/HkSNH8rXR0NDADz/8oNBsiDwjR46UmZHStGlTtGnTRuHjyzMdHR3s3LkTixYtEpJD7u7uwnJIeSpVqoSFCxcqte5Jz549sXHjRvzyyy9ITExEWFgY9u3bl69du3btsHnzZmEGBRFReVGzZk3Uq1cPLVu2FP69fPkS48ePL9F+s7OzsWDBAiEJ0atXL2zYsAGVKlUS2ixYsAAzZsxAQEAAYmJisGzZMuzZs6dE4yIiIiKqSJiIICIildPV1cWqVaswZcoUnDlzBn5+fggLC0NCQgLU1dWhr68v3JiwsbGBtbU1tLW1SyU2DQ0N7NmzBydPnsSVK1fw6tUrJCYmCrMTlMXY2BgHDhzAzZs3ceHCBfj7++P9+/cQi8UwMTFBq1at0KdPH/Tr10+oKaGIpk2b4syZMzh+/Djc3d0RHh6OtLQ0mJqa4uuvv8a4cePQvHnzT4rVxsYGtWrVQlRUFADlFqkuDwwMDLBr1y5cv34d586dw6NHjxAbGwsdHR3UrFkT3bp1g4ODA+rVq6f0vvv16wcrKyucPHkSnp6eiIiIQGpqKqpVq4ZmzZph4MCB6N+/P9TVufomEZU/u3btUkm/p0+fRmhoKACgfv36WL9+vUwSAshdnm/r1q0YMGAAEhMT4e3tjTt37hS5TCIRERER5VKTlFa1TyIiIipxvr6+wpOjQ4cOxdq1a5XeR0ZGBmxsbJCcnAxtbW14eXnB0NBQ6f0QkXI9evQI58+fh6+vL2JiYpCamgpDQ0OYm5vD3t4eDg4O+W6+Sjt9+jSWLFkCAJg1axacnJyQmpoKFxcXXLx4EWFhYUhLS0O1atXw1Vdf4bvvvkOLFi0KPJciS8HlkZ4hV1AMcXFxOHXqFK5evYrIyEjExcWhZs2a8PT0zHeumzdv4uLFiwgICIBIJBKSva1bt0afPn3Qt29fucnegq6xKSkpcHFxwaVLlxAeHo7U1FSYmprC2toaY8eORbNmzQo816JFi3D27FkAuUv0jRkzpsivRVpaGmxsbJCamgotLS3cuHED1apVK/K48kz6a167du0Cv6/FNWbMGDx48AAAsHLlSowaNarQths3bsTff/8NoOR+zxIRERFVRJwRQURERJ/Ew8MDycnJAHKXr2ASgqhsS05Oxs8//5xvCTEAEIlEEIlE8PHxwe7du7Flyxa0bdtWofMGBQXB2dkZr1+/lnk/KioKrq6uOH/+PJYuXQpHR0clfIqC3b17Fz/++CNiY2PltouLi8O8efNw586dfPsiIyMRGRmJS5cuoWXLlti6dStq166tUP8vX77EDz/8gLCwMJn3IyIi4OLigjNnzsDZ2RnTpk3Ld6yDg4OQiDh16pRCiYjLly8LxZu7d+9e4ZMQpSEuLg4BAQEAADU1NfTp00du+759+wqJiGvXrkEsFnMWGhEREZECmIggIiKiTyJda0KZNRCISPkSExPh6OiIly9fAsitX2JjYwNzc3Po6upCJBLh1q1bCAsLQ3R0NCZMmIAjR47A0tJS7nmjo6MxefJkxMTEoFGjRrCxsUG1atXw/v17XLt2DRERERCLxfj111/RokULtGvXTub4hQsXAgD++usvJCYmyrynqNevX2P//v1ISUkRYjAxMcH79+8RHBwstEtOTsaYMWOEpXfU1dXRuXNntGrVCpqamnj+/Dlu3ryJrKws/Pfffxg1ahRcXFyKrMWTnJyMGTNmIDw8HGZmZujRowfMzMwQGxuL69evIyIiAtnZ2fjjjz+gqamJSZMmyRxvZWWFxo0bIzg4GP/99x8CAwMLnT2R59SpU8K2g4PDJ329qGCBgYEQi8UAgCZNmhSZXG/evDn09PSQmpqKpKQkREZGom7duqUQKREREVH5xkQEERERKczDw0N4crR58+bo2LGjiiMiInkWLVokJCEGDhyIZcuW5bvRKhaLsXfvXqxfvx4ZGRmYO3cuLl26BE3Nwv9UcHFxgaamJpYvX44xY8bILGc0f/58zJ07F1evXoVYLMb27dvxzz//yByfd1P+yJEjQiLi4xv1RXFzc4O6ujqWLl2KsWPHFrqk0ooVK4QkhImJCXbu3Ik2bdrItAkODsa0adMQHh4OkUiEhQsX4tChQ3L7v3btGiQSCYYNG4YVK1ZAR0dH2Ldo0SJs2LAB+/fvBwBs2rQJtra2MDc3lznHyJEjsWbNGgC5SYalS5cW2l9ISIiwfFCNGjXQtWtXufHJExERgR49enz28QWRXkKrPMn7/wHk1ocoirq6OurUqSN83pcvXzIRQURERKQAziElIiKiQkVHR+Pw4cPYv38/fvrpJ8ydO1fYN2fOHNUFRkRFunPnDq5fvw4AsLOzw4YNGwp82ltdXR2TJ0/GhAkTAABv3rzBhQsXijz/7Nmz4ejomC8BoK2tjV9//VWoN3H79m2kpKQU89MUbOrUqRg3blyhSYiQkBDhs6irq2P79u35khAA0LhxY+zevVtIJvj5+RW4jJM0iUSCr776CqtXr5ZJQgCAlpYWlixZItzsz8rKKrAQ8+DBg6GtrQ0AOH/+PDIzMwvt799//xW2hw0bxuWAlER6Wa8aNWoodIz0bJmilgUjIiIiolycEUFERESFev36NVatWpXv/REjRqB79+6lHxARKezw4cPC9oIFC+QWYQZyZyQcOHAAAODp6YnBgwcX2tbY2BjfffddofuNjIzQqVMn3Lx5E2KxGEFBQejQocOnfYAiVKpUCVOmTJHbxtXVFRKJBEBuTZuPl4iS1rBhQ4wcOVKYCXH69GlYW1vLPf+cOXPkJgR+/PFHXLt2DQDg7u6OVatWoXLlysJ+IyMj9O7dG25ubkhISICHhwcGDBiQ7zzZ2dlwdXUFkFvHYPjw4XLjKoqhoeEnL4VVUeXV3AAAXV1dhY6RLuoufTwRERERFY6JCCIiIlJI1apV0aBBA4wZMwZDhgxRdThEJIdYLIafnx+A3Ke3GzduXOQxZmZmMDY2RlxcHJ48eSK3rbW1tfAkf2EaNmyImzdvAgDev3+vYOSKs7KyQpUqVeS2yVvKCECRRYgBoF+/fkIiQvrYgpiYmMDKykpum8aNGwt1IPJqUHz11VcybUaOHAk3NzcAucszFZSIuHHjBkQiEQCgc+fOqFOnTpGfRZ4qVap88lJYFVVGRoawraWlpdAx0jNg0tPTlR4TERERUUXERAQREVEF0qlTJ6Wu063s8xFR6YiMjERSUhIA4O3bt7CwsPik4+Pj4+Xur1WrVpHn0NPTE7bT0tI+qX9FNGzYsMg2r1+/FrabN29eZPuWLVsK25GRkcjKyir05nRRhaWl2+UVzw4NDc2XiOjUqRMaNGiA169f486dO4iIiMiXaJBelmnEiBEK9UuKkZ7dkJWVpdAxHz58ELYVnUVBRERE9KXjwqJERERERBVMQkJCsY4vKnHwcU2EgkgvBSUWi4sVT0GqVq1aZJu8ZAyQuwxSUSpVqiSzdFJeIe2CFFRvoyDS/Rb2fXFwcACQW3dCOukAACKRCLdu3RLO1bNnT4X6JcVIJ8wUnd0gPYtC+ngiIiIiKhxnRBARERERVTA5OTnCtqmpKSZOnKjCaEpGRSrWPGzYMGzevBlZWVk4c+YMnJychM935swZZGdnA5Atbl0cKSkpOHHiRLHPI628LvVUrVo1Yfvdu3cKHSPdzsTEROkxEREREVVETEQQEREREVUw0k/ra2trl9ubxMWlr68v1FaIj48vclZERkaGzGwQAwODQtsqOutEepmrwmZRGBsbo0ePHrh8+TLevn0Lb29v2NraAiiZZZkSEhLw+++/K+Vcecrrz1iTJk2E7bCwsCLbi8VihIeHC6/Nzc1LJC4iIiKiiqbiPEZEREREREQAcms45K1d//btW5klir4kDRo0ELafP39eZPtnz54J27Vr15ZbvDgwMFChGKTbyatrMWrUKGH71KlTAID79+8LdS7atm3Lm94loHnz5sIyYsHBwXKX4wJyv5+pqakAcpcHK27hcCIiIqIvBWdEEBEREQDA3t4ekZGRAMAC1UTlnLa2NqysrODl5QWxWIyLFy/i22+/VXVY+Whq/t+fIzk5OdDQ0FDq+Tt06IB79+4BANzd3TFgwAC57S9duiRzrDzv37/HgwcP5LYLDg4WClVraWnJFMP+mLW1NerWrYvw8HB4enoiLi5OSEgAyi1SXadOHV7n/z9jY2O0a9cO/v7+EIvFuHLlilCzoyDu7u7Cdo8ePSrUEmFEREREJYmjJiIiIiIVCQsLw7lz5/Dbb79h3Lhx6Nu3Lzp16oSWLVvCysoK/fv3x4IFC3D16lWZNf+JFDFu3Dhhe9u2bYiOjlb4WIlEUhIh5VOlShVhu7gFtgsyePBg4Wl3Dw8PPHz4sNC2YWFhOHnypPB62LBhRZ5/8+bNcr9WmzdvFrb79OkjUwj7Y2pqasIN8KysLBw9ehSXL18GAFSuXBn9+/cvMh76PIMHDxa2//nnH5li1NJiY2Nx/Phx4fWQIUNKOjQiIiKiCoOJCCIiIiIVmTx5MhYsWIADBw7Az88PoaGhSEhIQHZ2NpKTkxEcHIxz587hhx9+wLBhw/gEM32Sbt26oVu3bgAAkUiE0aNHw8/Pr9D2WVlZuHXrFqZPnw4PD49SibFRo0bC9t27d0vk/AMHDgSQu7b/Dz/8gMePH+drFxISgilTpgg3oDt27Ahra2u551ZTU4Ofnx+WLVuGDx8+yOzLzs7GunXrcOXKFQC5syGmTp1aZLzDhg0TZons3LkT6enpAIABAwZAT0+vyONJ1tatW2FhYQELCwuZxNzHhg8fLizj9fr1ayxcuDBfMiIhIQHOzs5Cwqxz585F/owQERER0f/h0kxEREREKmZmZoYWLVqgbt26MDQ0hJaWFuLj4/Hs2TPcu3cPOTk5CAwMxNixY3H8+HE0btxY1SFTObFx40aMGzcOz58/R2RkJMaNGwcLCwtYWVnB1NQUEokEiYmJePXqFR4/fizUkiitJ73t7Oxw/vx5AMDSpUvh6+uLRo0aySzZNHbs2GL18csvv+Dp06cIDQ1FbGwsRo0ahS5duqBVq1bQ0NBAUFAQrl+/jqysLACAqampQoWce/TogaCgILi4uMDLyws9evRA9erV8f79e1y/fl2moLGzszMsLCyKPKepqSns7Ozg4eGB7Oxs4X15SwVVJL6+vjhy5IjMe3FxcTLbzs7O+Y5bsWIFjI2NP7tfLS0trF+/HuPHj0d6ejrc3d3h7++PPn36oFq1aoiMjIS7u7vw/8PU1BSrVq367P6IiIiIvkRMRBARERGpyMKFC9GyZUvUqlWr0DahoaFwcnLCy5cvkZSUhP/97384ePBgKUZJ5VnVqlVx7Ngx/Pbbb/j333+Rk5ODoKAgubNrDA0NYWpqWirx9e3bFydOnICvry/S0tJw4sSJfG2Km4ioWrUqjh49irlz5+Lu3bsQi8Xw8vKCl5dXvrYtW7bEli1bULNmTYXOu2PHDsycORPh4eH5bqADgIaGBn744QeFZkPkGTlypMyMlKZNm6JNmzYKH1+e5d3wL0xekuBjCxcuLFYiAgBat26Nv/76CwsWLEB0dDREIhEOHz6cr12TJk2wadMmFqkmIiIi+kRMRBARERGpSK9evYps07BhQ2zatElYXsbPzw+xsbGoVq1aSYdHFYSuri5WrVqFKVOm4MyZM/Dz80NYWBgSEhKgrq4OfX191KtXDy1btoSNjQ2sra2hra1dKrFpaGhgz549OHnyJK5cuYJXr14hMTFRmJ2gLMbGxjhw4ABu3ryJCxcuwN/fH+/fv4dYLIaJiQlatWqFPn36oF+/fkJNCUU0bdoUZ86cwfHjx+Hu7o7w8HCkpaXB1NQUX3/9NcaNG4fmzZt/Uqw2NjaoVasWoqKiACi3SDXJ16lTJ1y4cAGnTp3ClStX8ObNGyQmJsLIyAhNmjRB3759MXTo0FL7/0FERERUkahJSqsSHRERkRIEBgbi1KlT8Pf3R3h4OFJTU6GpqSncSLOysoK1tTU6dOhQ4I2CnJwc+Pn5wcfHBw8fPsTr16+RkJAANTU1GBoaolmzZrC1tcXw4cOhq6srN5bFixfjzJkzAICDBw+iU6dOePXqFY4ePYrbt28jJiYGlSpVQuPGjTFmzBj07dsX6ur/V54pIyMD58+fx9mzZxEWFobExESYmZmhe/fumD59utwbzadPn8aSJUsAALNmzYKTk5NQRPPq1auIiopCZmYmatSoga5du2L8+PGoW7eu3M9jb2+PyMhIAFCoFsGjR49w/vx5+Pr6IiYmBqmpqTA0NIS5uTns7e3h4OCASpUqFXmeGzduwM3NDU+ePEFMTAw+fPgAHR0dmJiYoEGDBvj666/RuXNntGjRoshzVWSdO3fG+/fvAQAnT578Yp6QJipLfH19MX78eADA0KFDsXbtWqX3kZGRARsbGyQnJ0NbWxteXl4wNDRUej9ERERERKWJMyKIiKhckEgk2LhxI/bs2QOxWCyzLycnByKRCCKRCA8ePMBff/2FXbt2wc7OLt957O3t8e7duwL7iI6ORnR0NG7evIldu3Zhy5YtaN++vcIxuri4YOXKlcjMzBTeS0tLQ1xcHO7du4dr165h/fr1UFdXR0hICGbMmIHXr1/LnCM8PByHDh3ChQsXcPDgQZibmyvU9/379zF79mzExsbKvB8aGorQ0FCcPHkSK1aswNChQxX+PIVJTk7Gzz//XODyGHnfBx8fH+zevRtbtmxB27ZtCzxPSkoKZs+eDW9v73z70tLSkJaWhvDwcGH5FH9//y+2WGtWVhbS0tKE14okeIiofPLw8EBycjKA3FlTTEIQERERUUXARAQREZULhw8fxu7du4XX7dq1Q5s2bWBsbIycnBwkJCTg1atXCAgIkLlh+7G8opd169aFpaUl6tWrhypVqiAzMxOvX7+Gt7c34uPjIRKJMGnSJJw6dUqhwsA3btzAvn37oK6ujm7dusHS0hIaGhp49OgRbt68CQBwc3NDkyZN4ODggIkTJ+Ldu3do1KgRbG1tYWxsjKioKFy6dAmJiYmIi4vDnDlzcPbsWWhpacntOyoqCjNnzkRiYiLq16+P7t27C+fz9PSESCRCRkYGlixZAh0dHfTv31+RL3mBEhMT4ejoiJcvXwLIvSFuY2MDc3Nz6OrqQiQS4datWwgLC0N0dDQmTJiAI0eOwNLSMt+5lixZIiQhtLS0YGNjg6ZNmwrfj5iYGAQGBuLp06fIycn57JgrgiNHjiA9PR0AUK1aNTRp0kTFERFRSZGuNfHtt9+qMBIiIiIiIuVhIoKIiMqFvXv3Asi9Yb1r1y7Y2NgU2C4zMxPXr18vtPivo6Mjhg8fXuhMgw8fPmDjxo04cOAA0tLS8Ouvv2Lfvn0KxWdmZoZdu3blW0LIzc0NP/74IwBg3759CAgIQHR0NBYvXozvvvtOZj3ymTNn4ttvv0VUVBRevXqFK1euYMCAAXL7PnPmDCQSCWbMmAEnJydoaGgI+xYvXoyff/4ZFy9ehEQiwYoVK9CxY8fPri+waNEiIQkxcOBALFu2LN/TumKxGHv37sX69euRkZGBuXPn4tKlS9DU/L9hR3h4OK5cuQIAqF27Ng4cOFDo0lEJCQlwdXUtMiFTlHHjxsHPz69Y55C2Zs0aDBs2TGnnkyYWi5GUlITAwECcPXtWWAIMAObNmyfzPSaiisPDwwMBAQEAgObNm6Njx44qjoiIiIiISDnUi25CRESkWvHx8ULRThsbm0KTEACgra2NPn36wMLCosD9ixcvlrvckY6ODn766SdhWScfHx+8efOmyBg1NDSwc+fOAusYDBw4EJ07dwaQO6Pg5s2bmDhxIiZOnJivKKqZmRlmz54tvM67WS+PRCLBoEGDMGfOnHw3qCtXroz169ejZcuWQv+HDh0q8pwFuXPnDq5fvw4AsLOzw4YNGwpcMkRdXR2TJ0/GhAkTAABv3rzBhQsXZNo8e/ZM2B47dqzc+hWGhoaYMGFChS8OumHDBlhYWMDCwgLNmzdHp06dMGHCBCEJoauri/Xr12P48OEqjpSIlCU6OhqHDx/G/v378dNPP2Hu3LnCvjlz5qguMCIiIiIiJeOMCCIiKvOka0LkLU9T0gYOHCjcdL9//z7q1asnt32PHj2Em/0F6d69O3x8fADkzuqYOnVqoW3t7e2F7efPnxcZq5qamtwbVpqampg9e7bQ55kzZ2Rudinq8OHDwvaCBQvyJVE+NmnSJBw4cAAA4OnpicGDBwv7pJdaKq3v6ejRo9G9e3elna9Vq1ZKO1dRRowYgYULF8LAwKDU+iSikvf69WusWrUq3/sjRoxQ6vWKiIiIiEjVmIggIqIyz8TEBKamphCJRLh79y727dsHR0fHYj8hHxUVhaCgIMTGxiI1NVXm5nhYWJiwHRoaWuS55M3SACDzxL+lpSWMjIwKbauvrw9DQ0MkJCRAJBIV2belpSVq165dZHyVK1dGWloaoqOjERUVVejyVQURi8XCskY1a9ZUqG6GmZkZjI2NERcXhydPnsjsa9asmbC9b98+tG7dGl27dlU4ns9RnNoYpaF79+7Cz0V2djbi4+Px+PFj+Pv749SpU/D398fixYvRrVs3FUdKRCWhatWqaNCgAcaMGYMhQ4aoOhwiIiIiIqViIoKIiMqFqVOnYvXq1QCAtWvXCnUi2rdvj9atW6NFixYKrZsvFovh4uKCQ4cOCbUOipKYmFhkm5o1a8rdX7lyZYXb5rVPSEhQaLZA8+bNi2yjoaGBpk2b4uHDhwBykyufkoiIjIxEUlISAODt27eFLn1VmPj4eJnXjRo1Qq9eveDh4YHk5GRMnjwZderUQdeuXYVC5A0aNPikPso7KysrWFlZ5Xv/5cuXWLBgAZ4/f45p06ZhwYIFmDRpkgoiJKJOnTohKCiozJ6PiIiIiKisYiKCiIjKhfHjxyMjIwPbt29HRkYGEhIS4ObmBjc3NwCAnp4eunbtipEjR6JLly4FniMzMxNOTk64cePGJ/WdmZlZZBsdHR25+6WXMSqqrXR7iURSZNuC6jQURHoWhiLJFWkJCQmf1P5jaWlp+d5bt24ddHV1cf78eUgkEkRERODYsWM4duwYAKB69ero1asXHB0dFZqBUVGZm5vjwIEDGDhwIGJiYrB+/Xp06NABbdu2VXVoRERERERERAphIoKIiMqNqVOnYsSIEXBzc4OPjw/8/f2FG+qpqam4fPkyLl++DDs7O/zxxx8ysxAAYMeOHUISQldXFyNHjkTXrl3RoEEDmJiYQEdHR5hVcffuXaHYMsnWdDA1NcXEiROLfU49PT2sX78e06dPh5ubG/z8/PD48WMh8RMTE4MjR47g2LFjmDFjBpydnYvV38WLF/H27dtix53H1tZWbuFzZTIwMICjoyM2bdoEiUSCY8eOMRFBRP+vvTuPq6ra/z/+BhTFAQFF1NSch5zSTK8jikM55BiaOVVopTl2U/NW1lct7ZrpdWiysiSH0hySnHAWZ3M2QRE0BUUMQQUV5JzfH/zYgYwChwP4ej4ePh77nL3WXp9zwGWtz96fBQAAAOQbJCIAAPmKi4uLhgwZoiFDhshsNuv8+fM6dOiQNm/ebOxhsGPHDn344YeaNWuW0S8+Pt64075QoUJasmSJGjZsmOY4t2/ftuwHyUGZfVohaXmkR930OOlTF/b29jlaGqh69eoaO3aspISnT06fPq19+/bJx8dHwcHBMplMWrhwocqXLy9PT88sj7N8+XLjdyQnODs751oiQkpeguvPP//MtXEBAAAAAMguW2sHAABAVtnY2KhWrVoaNGiQvL299fnnnxsljXx8fJIt0AcHBxuvn3nmmXSTEJJ07tw5S4Wd4/z9/TNsEx8fn2xPjKpVqz7SGBUqVJCDg4OkhD0iEveLyGn29vZq0qSJRo0apQ0bNmjgwIHGuaVLl1pkzPziwYMHxrHJZLJiJAAAAAAAPBqeiAAAFBjdunXTggULFBQUJJPJpEuXLhl38ifdE8HV1TXDa23atMlSYea406dP6+rVq+lugr13715FR0dLktzc3B5po2opIUHQtGlT7dmzRyaTSRs2bNBLL72UrbgzYmtrq5EjRxoJiKCgoGxdz9vbOyfCspqTJ08ax+XKlbNiJAAelYeHh0JCQiSJzakBAADwWCIRAQAosIoWLWocJy0tlNETBD///HO+eiLCZDJp7ty5+vTTT1M9Hx8fr3nz5hmve/funaVxBg8erD179kiSFixYoPbt28vNzS1Tfc1mc7INu7Mi8YmMx9H169e1YsUK43VaG7IDABKYzWadPHlS+/bt0/HjxxUYGKi///5bDx48UKlSpVS1alU9++yz6tu3rypWrGjtcAEAAAo8SjMBAPK8w4cPa9iwYdq+fbuxkfHDzGazfvjhB+OueWdnZ1WvXt04X61aNZUpU0aSFBgYqPnz5yfbgDnxGitWrNC0adOyvWiem2xsbLR27VrNnz8/RcmemJgYTZw4UadOnZIkOTo6atCgQVkax93dXe7u7pKk8PBwDRgwIN09F+Li4rR79269+eab8vX1TXbum2++0fvvv68TJ07IbDan2v/evXv6+OOPjddNmzbNUtx51YIFC7RgwQKFhoam2+7IkSMaPHiwUVqsTJky6tu3by5ECAD507Zt2+Tu7q5+/fpp7ty52rlzp65cuaK7d+8qLi5ON27c0OHDh/XFF1+oc+fOmj17drLydwAAAMh5PBEBAMjzTCaT9uzZoz179qh48eJq1KiRatasKScnJ5lMJl2/fl1+fn5G2QtJGj9+vAoV+uefORsbGw0fPlwzZsyQlLAIvGHDBrVs2VKurq76+++/tWfPHgUHB8vOzk5vvPGGvvrqq1z/rFnRu3dvbdu2TQsWLJCPj4/atWsnZ2dnXbt2TVu3blV4eLikhO/gww8/zFRpqrTMnj1bgwcP1tmzZxUSEqLBgwerdu3aatq0qVxdXWU2mxUVFaXAwECdPHnS2EuiV69eya5z//59rVy5UitXrlTZsmXVsGFDVa1aVSVLllRMTIxCQkK0c+dOY9Nwe3t7jR49Ostx50VRUVFasmSJ5s+fr9q1a6tu3boqV66cihcvrtjYWF29elXHjh3ThQsXjD7FihXTZ5999sibjQPA4+TChQsKCwszXlesWFFNmjQx9ju6evWqdu/erdDQUMXHx+ubb77R5cuXNWfOnHx1IwIAAEB+QiICAJDnJU0oREdHa9++fdq3b1+qbYsWLap///vf6t+/f4pzQ4cOVVBQkH7++WdJCXsOPLzvQLFixTR16lSVLVs23yQiKlSooIULF2rMmDG6ePGifvjhhxRtihQpoilTpqh79+7ZGqtkyZJavny5PvnkE/3666+Kj49XQEBAujXPnZycUiQ/ChcubBxfv35dW7duTbO/m5ubPvvsM9WpUydbsec1trb/PJia0XcoSQ0bNtTUqVNVt25dS4cGAPlesWLF5OnpqT59+qT678eDBw/0xRdfaOHChZKkjRs3yt3dPcvlCwEAAJA+EhEAgDzvmWee0c6dO7Vnzx4dPXpUAQEBCg0NNTZfdnJyUrVq1dSiRQv16dMnzX0LbGxsNHXqVHXs2FErVqzQyZMnFRkZqeLFi6t8+fJyd3eXp6enKlasqIMHD+bmR8y2Z599VuvWrdPy5cu1fft2hYaGKjY2VuXKlVObNm00ZMgQVa5cOUfGcnBw0LRp0zR8+HCtWbNGhw4d0qVLlxQZGSlbW1s5OjqqcuXKqlevnlq3bq0WLVrI3t4+2TXefPNNubu7a+/evTp+/LiCgoIUFhamu3fvyt7eXi4uLqpVq5Y8PDz0wgsvFMj9ISZMmKBOnTrp4MGDOnXqlC5evKjw8HDjOyhRooSefPJJ1a9fX88995yaNGli7ZABIF9o27atPD095ezsnGabQoUKacyYMbpx44Zxg4K3tzeJCAAAAAuxMadVmBkAAORZq1ev1uTJkyVJo0aNKnBliwDkPn9/f61atUpHjx7V5cuXFR0drUKFChnJxaZNm6pFixZ65plnUiQXJSk+Pl6HDh0yNge+ePGiIiMjZWNjIycnJ9WpU0dt27ZV3759M0wuvvvuu1qzZo0kacmSJWrevLkCAwO1bNky7d27V9evX1fRokVVvXp1vfzyy3r++eeTPWV07949rV+/XmvXrtWlS5cUFRUlNzc3tWvXTm+++aaxZ1BqUptfb9y4oRUrVmjr1q2pJnorVaqU7ufx8PAwygdm9PSTJJ04cULr16/XwYMHdf36dUVHR8vJyUk1a9aUh4eHPD09VbRo0Qyvs3PnTvn4+OjUqVO6fv267t+/ryJFiqh06dKqUqWK/vWvf6lly5Z66qmnMrxWQXXhwgV17drVeH3q1KlUf78BAACQPTwRAQAAADzGzGazZs+ere+++y7Fhvfx8fEKDw9XeHi4/vjjD3399df66quv1L59+xTX8fDw0LVr11IdIywsTGFhYdq1a5e++uorzZs375Ge8lm5cqWmTp2q2NhY472YmBhFRETo8OHD2rZtm2bNmiVbW1sFBQVpxIgRunjxYrJrXL58Wd7e3vr999+1ZMkS1axZM1NjHzlyRGPHjtWNGzeSvR8cHKzg4GD98ssv+uijj3LkTvrbt2/rvffe0+bNm1OcS/w57Nu3T4sWLdK8efP09NNPp3qdO3fuaOzYsfLz80txLiYmRjExMbp8+bL27NkjSTp69KiKFy+e7fjzo4eTSJGRkSpbtqyVogEAACi4SEQAAAAAj7GffvpJixYtMl43btxYjRo1kouLi+Lj4xUZGanAwEAdO3ZMMTExaV4nIiJCUsLCbv369VW5cmWVKFFCsbGxunjxovz8/HTz5k2Fh4fLy8tLq1atUvXq1TOMb+fOnVq8eLFsbW3l7u6u+vXry87OTidOnNCuXbskST4+PqpRo4Y8PT316quv6tq1a6pWrZratm0rFxcXhYaGauPGjYqKilJERITGjRuntWvXJtuvJjWhoaEaOXKkoqKi9OSTT6pdu3bG9bZv367w8HDdu3dPkydPVpEiRZLdWf+ooqKiNHDgQJ0/f15Swp5HrVu3Vs2aNeXg4KDw8HDt3r1bly5dUlhYmIYOHaqlS5eqfv36Ka41efJkIwlRuHBhtW7dWrVq1TJ+HtevX5e/v79Onz6t+Pj4LMdcECTd1Drx6R0AAADkPBIRAAAAwGPs+++/l5SwYP3VV1+pdevWqbaLjY3Vjh07VKFChVTPDxw4UH379k3zSYP79+9r9uzZ+vHHHxUTE6Pp06dr8eLFmYrPzc1NX331VYoSQj4+Pvr3v/8tSVq8eLGOHTumsLAwvfvuu3rllVdkY2NjtB05cqReeuklhYaGKjAwUFu2bFG3bt3SHXvNmjUym80aMWKERo8eLTs7O+Pcu+++q/fee08bNmyQ2WzWRx99pGbNmqVb9ik9kyZNMpIQ3bt31wcffJBiUdxkMun777/XrFmzdO/ePY0fP14bN25UoUL//G/d5cuXtWXLFknSE088oR9//DHN0lGRkZFat25dhgmZjAwePFiHDh3K1jWSmjFjhvr06ZNj10vPxo0bjeNGjRpRlgkAAMBCbDNuAgAAAKAgunnzpkJDQyVJrVu3TjMJIUn29vZ67rnnVLt27VTPv/vuu+mWOypSpIj+85//GGWd9u3bp7/++ivDGO3s7PTll1+muo9B9+7d1bJlS0kJTxTs2rVLr776ql599dVkSQhJcnNz09ixY43XiYv16TGbzerRo4fGjRuXLAkhScWKFdOsWbNUr149Y3xvb+8Mr5ma/fv3a8eOHZKk9u3b67PPPkv1znxbW1sNGzZMQ4cOlST99ddf+v3335O1+fPPP43jQYMGpbt/hZOTk4YOHfrYLr6Hh4fr22+/NV7379/fitEAAAAUbDwRAQAAADymku4Jcffu3VwZs3v37sai+5EjR1S5cuV023fo0MFY7E9Nu3bttG/fPkkJT3W8/vrrabb18PAwjs+ePZthrDY2Nho3blya5wsVKqSxY8caY65Zs0bjx4/P8LoP++mnn4zjCRMmpEiiPMzLy0s//vijJGn79u3q2bOncS5pqaXc+pkOGDBA7dq1y7HrNWjQIMeulZYHDx5o4sSJioqKkiTVr19fvXr1svi4AAAAjysSEQAAAMBjqnTp0nJ1dVV4eLgOHDigxYsXa+DAgdm+Qz40NFQBAQG6ceOGoqOjky2OX7p0yTgODg7O8FrpPaUhJd9suH79+nJ2dk6zraOjo5ycnBQZGanw8PAMx65fv76eeOKJDOMrVqyYYmJiFBYWptDQ0DTLV6XGZDIZZY3Kly+fqX0z3Nzc5OLiooiICJ06dSrZuTp16hjHixcvVsOGDdWmTZtMx5MV2dkbw1qmTp1qJLBKlCihOXPmyNaWggEAAACWQiICAIB8qE+fPrlWPxtAwfb666/r448/liTNnDnT2CeiSZMmatiwoZ566qkUZYlSYzKZtHLlSnl7ext7HWQk8W709JQvXz7d88WKFct028T2kZGRmXpaoG7duhm2sbOzU61atXT8+HFJCcmVR0lEhISE6NatW5Kkq1evpln6Ki03b95M9rpatWrq1KmTfH19dfv2bQ0bNkwVK1ZUmzZtjI3Iq1Sp8khjFDSff/65fv75Z0kJT9HMnTs3wydzAAAAkD0kIgAAAIDH2JAhQ3Tv3j0tXLhQ9+7dU2RkpHx8fOTj4yNJKl68uNq0aaN+/fqpVatWqV4jNjZWo0eP1s6dOx9p7NjY2AzbFClSJN3zScsYZdQ2aXuz2Zxh29T2aUhN0qcwMpNcSSoyMvKR2j8sJiYmxXuffvqpHBwctH79epnNZl25ckXLly/X8uXLJUlly5ZVp06dNHDgwEw9gVGQ/O9//9PXX38tKSEJMX/+fIs/MQIAAAASEQAAAMBj7/XXX9eLL74oHx8f7du3T0ePHjUW1KOjo7Vp0yZt2rRJ7du31+eff57sKQRJ+uKLL4wkhIODg/r166c2bdqoSpUqKl26tIoUKWI8VXHgwAFjs2Uk39PB1dVVr776aravWbx4cc2aNUtvvvmmfHx8dOjQIZ08edJI/Fy/fl1Lly7V8uXLNWLECI0ZMyZb423YsEFXr17NdtyJ2rZtm+7G51k1d+5cffnll5ISkhDz5s0zNk8HAACAZZGIAAAAACAXFxcNGTJEQ4YMkdls1vnz53Xo0CFt3rzZ2MNgx44d+vDDDzVr1iyjX3x8vHGnfaFChbRkyRI1bNgwzXFu375t2Q+SgzL7tELS8kilSpV6pDGSPnVhb28vLy+vR+qfnurVq2vs2LGSEp4+OX36tPbt2ycfHx8FBwfLZDJp4cKFKl++vDw9PbM8zvLly43fkZzg7Oyc44mI2bNn65tvvpGUkIT43//+l2zzcgAAAFgWu3EBAAAASMbGxka1atXSoEGD5O3trc8//9woaeTj45NsgT44ONh4/cwzz6SbhJCkc+fOWSrsHOfv759hm/j4+GR7YlStWvWRxqhQoYIcHBwkJewRkbhfRE6zt7dXkyZNNGrUKG3YsEEDBw40zi1dutQiY+YV//3vf1MkITp06GDlqAAAAB4vPBEBACgwVq9ercmTJ0uSRo0apdGjR1s5osfLwYMHNWTIkFTPzZgxg82185Gkf5cetmTJEjVv3jyXI4K1devWTQsWLFBQUJBMJpMuXbpk3MmfdE8EV1fXDK+1adMmS4WZ406fPq2rV6+muwn23r17FR0dLUlyc3N7pI2qpYQEQdOmTbVnzx6ZTCZt2LBBL730Urbizoitra1GjhxpJCCCgoKydT1vb++cCMsiZs6cqcWLF0v6pxwTT0IAAADkPhIRAAAgTzCZTNq4caN8fHzk7++vGzduqESJEqpYsaI8PDzk6empMmXK5HpcEREROn78uE6dOqUzZ87o6tWrunnzpiIjI1W4cGE5Ozurdu3acnd3V/fu3VWiRIlcjzGp8PBwrVq1Stu3b9eVK1d0584dlSlTRnXq1FH37t3VpUsX2dryUCyyp2jRosZx0tJCGT1B8PPPP+erJyJMJpPmzp2rTz/9NNXz8fHxmjdvnvG6d+/eWRpn8ODB2rNnjyRpwYIFat++vdzc3DLV12w2J9uwOysSn8goaD7++GMtWbJE0j8bU7MnBAAAgHWQiAAAADmufv366tq1q/G6QYMG6ba/du2axo8fr6NHjyZ7PyIiQhERETp58qR++OEHTZ8+XZ06dbJIzGmZPXu2Vq1aleq5uLg4xcTEKCQkRNu3b9f//vc/ffjhh3r++edzNcZEmzdv1pQpU1LUtQ8NDVVoaKi2b9+uZcuW6fPPP093kbNBgwaaOHGi8XrDhg06ffq0pcKGFR0+fFhff/21Xn75ZbVu3Vr29vYp2pjNZv3444/GXfPOzs6qXr26cb5atWoqU6aMbty4ocDAQM2fP18jR440NqdOvMbPP/+s6dOny8bGRmaz2fIfLgfY2Nho7dq1qlixot56661kSbyYmBh98MEHOnXqlCTJ0dFRgwYNytI47u7ucnd3165duxQeHq4BAwZo5syZatasWart4+LitH//fi1btkx9+vRR586djXPffPON/vrrL3l6eqphw4apJinu3bunjz/+2HjdtGnTLMWdl02fPt14UsPe3l4LFiyQu7u7laMCAAB4fJGIAAAAOa5mzZqZ3nA1KipKr732mi5cuCAp4U7rTp06qWrVqoqKitK2bdt05coVRUZGaty4cfryyy/Vtm1bS4afKkdHRz311FN68sknVbZsWdnb2ysmJkZBQUHy8/NTdHS0IiIiNG7cOM2aNUsvvPBCrsa3c+dOjR8/XvHx8ZKkypUry8PDQ46OjgoKCtLWrVt17949HTlyRMOGDdPSpUvl6OiY6rVq1qyZbKPY8+fPk4gooEwmk/bs2aM9e/aoePHiatSokWrWrCknJyeZTCZdv35dfn5+CgkJMfqMHz9ehQr9878RNjY2Gj58uGbMmCEp4Y7+DRs2qGXLlnJ1ddXff/+tPXv2KDg4WHZ2dnrjjTf01Vdf5fpnzYrevXtr27ZtWrBggXx8fNSuXTs5Ozvr2rVr2rp1q8LDwyUlfAcffvhhpkpTpWX27NkaPHiwzp49q5CQEA0ePFi1a9dW06ZN5erqKrPZrKioKAUGBurkyZPGXhK9evVKdp379+9r5cqVWrlypcqWLauGDRuqatWqKlmypJE43blzp7FpuL29fYErZfj1118nKxf1r3/9S4GBgQoMDMywb9euXdMtxQUAAICsIREBAACs6tNPPzWSENWqVdOiRYtUsWJF4/ykSZM0bdo0LV++XA8ePNCkSZPk6+ubayWQevXqZSwIplX+5NatW/rggw+0adMmmc1m/d///Z/at2+fazHeunVLkyZNMpIQAwcO1HvvvZfsjvTLly9r+PDhCg4O1rlz5/TZZ59p6tSpuRIf8q6kCYXo6Gjt27dP+/btS7Vt0aJF9e9//1v9+/dPcW7o0KEKCgrSzz//LClhz4GH9x0oVqyYpk6dqrJly+abRESFChW0cOFCjRkzRhcvXtQPP/yQok2RIkU0ZcoUde/ePVtjlSxZUsuXL9cnn3yiX3/9VfHx8QoICFBAQECafZycnFIkPwoXLmwcX79+XVu3bk2zv5ubmz777DPVqVMnW7HnNcHBwcle7969W7t3785U3/r165OIAAAAsAASEQAAwGouXLigNWvWSPpnE9GkSQhJsrOz05QpUxQQEKCjR48qIiJC3333ncaOHZsrMT777LMZtnF0dNSsWbN0/PhxXbt2Tbdv39bu3buTlaeypO+++84ox/TMM8/o/fffT7EPRKVKlTRv3jz16dNHcXFxWrVqlV577TVVqVIlV2JE3vTMM89o586d2rNnj44ePaqAgACFhoYamy87OTmpWrVqatGihfr06ZNmSS8bGxtNnTpVHTt21IoVK3Ty5ElFRkaqePHiKl++vNzd3eXp6amKFSvq4MGDufkRs+3ZZ5/VunXrtHz5cm3fvl2hoaGKjY1VuXLl1KZNGw0ZMkSVK1fOkbEcHBw0bdo0DR8+XGvWrNGhQ4d06dIlRUZGytbWVo6OjqpcubLq1aun1q1bq0WLFinKab355ptyd3fX3r17dfz4cQUFBSksLEx3796Vvb29XFxcVKtWLXl4eOiFF14osPtDAAAAIG8hEQEAyLROnTrpr7/+kiStXr1a9erVy7CPv7+/evbsKUl64okntG3btmR3lZvNZp04cUJ+fn46duyYLly4oJs3byo+Pl5OTk6qXr26WrVqpf79+6tUqVLZ/gyDBw/WoUOHJEnbtm1Lsej9MA8PD6MkSXp3pSby8/PTpk2b9Mcffyg8PFz379+Xs7OznnrqKXXu3Fk9evRIdgfy4279+vUymUySpOeeey5ZOaCkbG1tNXLkSA0bNkyStG7dulxLRGSWvb29GjdurI0bN0qSrly5kivjms1mrVu3zng9cuTINDejrlWrljp37qzff/9d8fHxWr9+fYEryYJHV758efXr10/9+vXL9rXatm2bYem05s2bZzifzpw5UzNnzszUmJm5XlLbt2/PdNtEZcuW1dixY7M87zzqmJUrV87WHFe3bl3VrVs3y/3zu0f5/QEAAEDuSP3/UgEASEWPHj2M499++y1TfZIukPbo0SNFaZuBAweqf//+mj9/vvz8/HT16lXdu3dPcXFxCg8P14EDBzR79mx5eHikW17C2sLCwjR48GB5eXlp5cqVCgoK0u3btxUbG6uwsDDt2LFDkydPVo8ePVKUjHicbdu2zTju0qVLum1btWpl7GkQEhKiP//806KxZUVUVJRxnFt3Gf/555+6evWqJKlUqVJq2bJluu2TbqTt6+tr0dgAAAAAAJBIRAAAHkHSDTET76hOT+Id16n1TxQRESEp4W7TTp06adiwYXr77bc1ZswY9e3bV+XKlZMk3blzR2PGjDGeZshLLl++LE9PTyM2R0dHdevWTaNGjdL48ePVv39/lS1bVlJCKaIBAwYoNDTUmiHnCbGxscbeEJLUpEmTdNvb2tqqcePGxuu8log4efJkst/P5s2b58q4Sb+Hxo0bp/k0RKKmTZsaxxcuXFBsbKzFYgMAAAAAQKI0EwDgEVSqVElNmjTR0aNHFR4err1796ZbgmP//v0KDw+XJD399NOp1qLv2rWr3N3d1bBhw1Q3Ao6Pj9f333+v2bNnKz4+3tgQOK1Ng3NbbGysxo4dq7CwMEkJG7aOHz8+xd3wsbGxmjVrlpYsWaKbN29q0qRJ8vb2ztbYSctM5YQZM2aoT58+OXa9jAQFBRnJLEdHR7m4uGTYJ2kd9sDAQIvFlhlms1kxMTG6dOmSfH199cMPP+jBgweSEpJutWrVypU4zp8/bxw/+eSTGbZ3cXFRyZIldfv2bT148EDBwcGqXbu2JUMEAAAAADzmSEQAAB5Jr169dPToUUkJZZfSS0QkLcuUuE/Ew8aMGZPueHZ2dho+fLiuXbumn376SRcvXtSBAwfUokWLLESf89atW6czZ85ISigz9Z///CfVdvb29nrvvfcUGhqqrVu36tChQzpy5Eiyu9MfN4lJKknGky8ZKV++fKr9c8vu3bs1fPjwNM/b2Nho6NChmjhxYq7FdOPGDeM4s99juXLldPv2baM/iQgAAAAAgCWRiAAAPJIuXbpo+vTpio2N1bZt2xQdHa3ixYunaBcdHW3s6VC4cGF17do1W+N2795dP/30kyTpyJEjeSYRsXTpUkkJiYbMbCzq5eVlfC/bt2/PViJiwIABateuXZb7P6xBgwY5dq3MiI6ONo4zu59C0aJFU+2fFzRu3FgzZsxQ1apVc3XcgvY9AgAAAAAKHhIRAIBH4ujoqPbt22vz5s26e/eutmzZot69e6do5+vrq5iYGElSu3bt5OTklOG1w8PD5e/vr7CwMEVHRxtlbqTkmwDnlc2eb968KX9/f0lSw4YNVapUqQz71K1b1zg+depUtsbPbnLH2u7du2ccFy5cOFN9ihQpkmr/3FKtWjXjaQeTyaQ7d+4oICBA+/bt07Fjx/Tyyy/Ly8tLXl5euVY+LLvf4927d3M8JgAAAAAAkiIRAQB4ZL169dLmzZslJZQmSi0RkbQsU2qbVCe1efNmffvttzp58mSmxk+alLCmgIAAmc1mSQlPaTxqeZubN29aIqx8I+ld+XFxcZnqc//+/VT755aKFSvKy8srxfs3b97UtGnT9Pvvv2vWrFk6fvy4/ve//8nOzs7iMWX3e8zsUxTA46JPnz65ul8OAAAA8DiwtXYAAID8p23btsbGwgcPHjQ2ak4UFhamAwcOSJKcnJzk7u6e6nXMZrM++OADjRkzJtNJCClh4+e8IDIyMlv9E58YeVwlLemV2bvyk979n1pJMGtxdnbW7NmzjT1TfH199f333+fK2AXpewQAAAAAFEw8EQEAeGSFChVSt27d5O3tLZPJpN9++y3ZBr7r16+XyWSSlFA+KK1yMatWrdIvv/xiXLN3795q3769atSoodKlS8vBwcG4o/zy5cvq2LGjhT/Zo4mPjzeOa9asmeqTIekpWbJktsbfsGGDrl69mq1rJNW2bVvVrFkzx66XEVdXV+P42rVrmeqTtF2ZMmVyPKbssLGx0YgRI7R7925J0rJly9Ld2DqnJP0esvI9li5dOsdjAgAAAAAgKRIRAIAs6dmzp7y9vSUpRSIis2WZEvtL0pw5c9S5c+c0296+fTsb0aYusaxSetK7wzzpvhfOzs6pluyxpOXLl+vQoUM5dj1nZ+dcTURUrVpVtra2MplMunXrliIiIownbdLy119/Gcc1atSwdIiPLOkeIKGhoYqMjMzU/ijZkfR7uHTpUobtIyIijL9PdnZ2qlatmsViAwAAAABAojQTACCLGjRoYCyAnjt3TmfPnpUknT17VufOnZOUsNDcqFGjVPvfvXtXAQEBkhLq7qeXhEgcIyckLUOTUWmkmJiYdPejSLqAe+7cuUwlNvCPIkWKJFtEP3r0aLrtTSaTjh07Zrx+6qmnLBZbViV9SkaS8WSQJSX9Ho4fP57h7+Eff/xhHFevXl329vYWiw0Fx+rVq1W7dm3Vrl1b8+fPt3Y4j52DBw8a3//Df1avXm3t8PAI+FkCAIDHFU9EAACyrGfPnpo9e7akhKcg6tatm+xpiJ49e6bZ99atW8Zx0hI9adm0aVM2Iv1H0jI0Fy9eTHeD6b1796ZYWE6qfPnyqlatmoKCghQZGSk/Pz+1adMmR+LMjKRPlORXHh4eRpJp06ZN6Zbf2r9/v5EYeuKJJ1SvXr1cifFRJN3rxN7eXs7OzhYfs169eipXrpyuXbumyMhI7d+/Xy1btkyzfdK/S506dbJ4fACsz2QyaePGjfLx8ZG/v79u3LihEiVKqGLFivLw8JCnp6fVyt3dvXtXZ8+e1ZkzZ3T69GmdOXNGQUFBxr+/o0aN0ujRo60SW6Lbt2/rzz//NOI7c+aMLl26ZCR+Z8yYwQbnAAAAGSARAQDIsh49emjOnDkymUzy8fHR22+/LR8fH0kJ9fJ79OiRZl9HR0fZ2NjIbDYrKChIsbGxad6ZvWfPHu3cuTNHYk569/iWLVv03HPPpdouNjZWCxYsyPB6gwYN0tSpUyVJM2fOVOPGjVWiRIlMxWI2m2VjY5OptgVVjx499M0338hkMmnTpk0aMWKEqlevnqKdyWTSF198kaxfXvPgwQMtXLjQeN2qVatc+fkm/l375ptvJElffPGFWrRokerYgYGB2rx5s6SEskwvvPCCxeMDkLPq16+vrl27Gq8bNGiQbvtr165p/PjxKZ46i4iIUEREhE6ePKkffvhB06dPz/Xk5Pnz59WzZ890k/7WtmvXLr3xxhs59tRj5cqVNXHiROP13r17tXfv3hy5NgAAQF5GaSYAQJaVK1dOzZo1kySFh4dr9uzZCg8PlyQ9++yzeuKJJ9Ls6+DgYCyeREVFaerUqbp//36Kdlu3btXYsWNzLOaOHTsaG2Bv2LBBvr6+KdpERkZq9OjR8vf3z/B6np6exr4AgYGBGjRoULr97t27p82bN2vQoEE6c+ZMFj9FwVG9enVjH5G4uDiNHj1aISEhydrEx8fr448/1pEjRyRlvB9H0hIyHh4e2Ypv165dmjx5coY/q8uXL+uNN94wYrSxsdGwYcPSbD9//nwjxsGDB2crRkkaNmyYSpUqJUk6fPiwPv744xRloUJCQjR69GjFxcVJkvr06aOqVatme2wAuatmzZry8vIy/qS3t09UVJRee+01IwlRtGhRvfDCCxozZoyGDh2qihUrSkr4d2/cuHHavXt3rnyGRA8ePEiRhChcuLCKFSuWq3GkJy4uLkUSomjRoipatGiWrle+fPlkP7/GjRvnRJgAAAB5Hk9EAACypVevXjpw4IAk6ccffzTeT68sU6I33nhDb731liRp5cqV8vPzk7u7u8qVK6dbt27p4MGDxgLwqFGjMvWEQkbc3NzUv39/LVu2TCaTSaNGjVLr1q3VuHFj2djYKDg4WDt27NCdO3fUq1cvHT58OMXCeFL29vb64osvNGjQIIWEhOjs2bPq2bOnnn76aTVq1EilS5dWXFycIiMjFRAQoFOnThkbYLOnRIKJEyfq2LFjCg4O1oULF9StWzd17txZVapUUVRUlLZv325sUl2oUCHNnDlTJUuWzJXY4uLitHr1aq1evVoVKlRQgwYNVLlyZZUsWVLx8fGKiIjQmTNndPz48WQL/2+//baaNm2aKzFKUqlSpfTJJ59ozJgxio+Pl7e3t3bv3i0PDw85OjoqODhYvr6+xu9ejRo1NGHChFyLD4B1fPrpp7pw4YKkhH2NFi1aZCQfJGnSpEmaNm2ali9frgcPHmjSpEny9fXN9JN92WVnZ6d69eol+1O7dm1NmTJFa9asyZUYMmJvb6+nn35a9evXN2KsUaOGXnnlFR06dMja4QEAAOQbJCIAANnSuXNnTZ06VTExMcbCetGiRfX8889n2Ldjx44aN26c/ve//8lsNuvq1atasWJFsjaFCxfW22+/rc6dO+dIIkJKWPi+dOmSUQrBz89Pfn5+ydr06NFD06ZNy9TnqFChgn799Vd98MEHxhMWx48f1/Hjx9Ps4+bmZtzB/rhzdnbW999/r7ffflvHjh3T3bt3k+01kqhUqVKaNm2a2rVrl+71kiZ4bG2z9/Bn0vJGoaGhCg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         },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"# Rastgele Orman\"\n      ],\n      \"metadata\": {\n        \"id\": \"YORYFMt_Y96q\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"from sklearn.ensemble import RandomForestClassifier\\n\",\n        \"\\n\",\n        \"# Rastgele Orman modelini oluştur ve eğit\\n\",\n        \"forest = RandomForestClassifier(n_estimators=100)\\n\",\n        \"forest.fit(X_train, y_train)\\n\",\n        \"\\n\",\n        \"# Tahmin yap ve doğruluğu hesapla\\n\",\n        \"y_pred = forest.predict(X_test)\\n\",\n        \"accuracy = accuracy_score(y_test, y_pred)\\n\",\n        \"print(f\\\"Rastgele Orman Doğruluk: {accuracy:.2f}\\\")\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"y0zWvmHIZCL3\",\n        \"outputId\": \"23fcd590-a431-49b7-e2f0-cf7c6dae8f03\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Rastgele Orman Doğruluk: 1.00\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Farklı ağaç sayılarının Etkisi\"\n      ],\n      \"metadata\": {\n        \"id\": \"LzMa1ZQlUzsB\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"\\n\",\n        \"# Iris veri setini yükleme\\n\",\n        \"iris = load_iris()\\n\",\n        \"X, y = iris.data, iris.target\\n\",\n        \"\\n\",\n        \"# Veriyi eğitim ve test setlerine bölme\\n\",\n        \"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\\n\",\n        \"\\n\",\n        \"# Farklı ağaç sayılarına sahip rastgele ormanları eğitme\\n\",\n        \"n_estimators = range(1, 11)  # Ağaç sayısı aralığı\\n\",\n        \"accuracies = []\\n\",\n        \"\\n\",\n        \"for n in n_estimators:\\n\",\n        \"    rf = RandomForestClassifier(n_estimators=n, random_state=42)\\n\",\n        \"    rf.fit(X_train, y_train)\\n\",\n        \"    y_pred = rf.predict(X_test)\\n\",\n        \"    accuracy = accuracy_score(y_test, y_pred)\\n\",\n        \"    accuracies.append(accuracy)\\n\",\n        \"\\n\",\n        \"# Ağaç sayısının doğruluk üzerindeki etkisini görselleştirme\\n\",\n        \"plt.figure(figsize=(10, 6))\\n\",\n        \"plt.plot(n_estimators, accuracies, marker='o', linestyle='-')\\n\",\n        \"plt.xlabel('Ağaç Sayısı')\\n\",\n        \"plt.ylabel('Doğruluk')\\n\",\n        \"plt.title('Ağaç Sayısı ve Doğruluk İlişkisi')\\n\",\n        \"plt.grid(True)\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 575\n        },\n        \"id\": \"ZvtsdEeA_gA2\",\n        \"outputId\": \"c215e017-f342-44a8-e9e3-74d8a0651a28\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1000x600 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Ağaç yapısını görselleştirme\"\n      ],\n      \"metadata\": {\n        \"id\": \"grC0ZMJHU_Ad\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"from sklearn.tree import plot_tree\\n\",\n        \"\\n\",\n        \"# Iris veri setini yükleme\\n\",\n        \"iris = load_iris()\\n\",\n        \"X, y = iris.data, iris.target\\n\",\n        \"\\n\",\n        \"# Veriyi eğitim ve test setlerine bölme\\n\",\n        \"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\\n\",\n        \"\\n\",\n        \"# Rastgele orman sınıflandırıcısını eğitme\\n\",\n        \"rf = RandomForestClassifier(n_estimators=10, random_state=42)\\n\",\n        \"rf.fit(X_train, y_train)\\n\",\n        \"\\n\",\n        \"# Ağaç yapısını görselleştirme\\n\",\n        \"plt.figure(figsize=(20, 10))\\n\",\n        \"plot_tree(rf.estimators_[0], feature_names=iris.feature_names, class_names=iris.target_names, filled=True)\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 807\n        },\n        \"id\": \"JsGf-Rko_opW\",\n        \"outputId\": \"912f0c76-055a-4bc6-a0c1-867b1dad95f3\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 2000x1000 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"# Yapay Sinir Ağları\"\n      ],\n      \"metadata\": {\n        \"id\": \"04Zchs4IZEvb\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"from sklearn.neural_network import MLPClassifier\\n\",\n        \"\\n\",\n        \"# Yapay Sinir Ağları modelini oluştur ve eğit\\n\",\n        \"mlp = MLPClassifier(max_iter=300)\\n\",\n        \"mlp.fit(X_train, y_train)\\n\",\n        \"\\n\",\n        \"# Tahmin yap ve doğruluğu hesapla\\n\",\n        \"y_pred = mlp.predict(X_test)\\n\",\n        \"accuracy = accuracy_score(y_test, y_pred)\\n\",\n        \"print(f\\\"Yapay Sinir Ağları Doğruluk: {accuracy:.2f}\\\")\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"1nhJcDitZJCH\",\n        \"outputId\": \"0434b4fd-ecb6-418f-8347-208c99591b90\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Yapay Sinir Ağları Doğruluk: 1.00\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stderr\",\n          \"text\": [\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (300) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Farklı katman sayısı etkisi\"\n      ],\n      \"metadata\": {\n        \"id\": \"__v5M-MQVE87\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Farklı katman sayısı etkisi\\n\",\n        \"\\n\",\n        \"from sklearn.neural_network import MLPClassifier\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"# Iris veri setini yükleme\\n\",\n        \"iris = load_iris()\\n\",\n        \"X, y = iris.data, iris.target\\n\",\n        \"\\n\",\n        \"# Veriyi normalize etme\\n\",\n        \"scaler = StandardScaler()\\n\",\n        \"X = scaler.fit_transform(X)\\n\",\n        \"\\n\",\n        \"# Veriyi eğitim ve test setlerine bölme\\n\",\n        \"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\\n\",\n        \"\\n\",\n        \"# Farklı katman sayılarına sahip sinir ağlarını eğitme\\n\",\n        \"hidden_layer_sizes = [(8,), (16,), (32,), (64,), (128,)]  # Katman boyutları aralığı\\n\",\n        \"accuracies = []\\n\",\n        \"\\n\",\n        \"for hidden_layer_size in hidden_layer_sizes:\\n\",\n        \"    mlp = MLPClassifier(hidden_layer_sizes=hidden_layer_size, max_iter=1000, random_state=42)\\n\",\n        \"    mlp.fit(X_train, y_train)\\n\",\n        \"    y_pred = mlp.predict(X_test)\\n\",\n        \"    accuracy = accuracy_score(y_test, y_pred)\\n\",\n        \"    accuracies.append(accuracy)\\n\",\n        \"\\n\",\n        \"# Katman sayısının doğruluk üzerindeki etkisini görselleştirme\\n\",\n        \"plt.figure(figsize=(10, 6))\\n\",\n        \"plt.plot(range(1, len(hidden_layer_sizes) + 1), accuracies, marker='o', linestyle='-')\\n\",\n        \"plt.xlabel('Katman Sayısı')\\n\",\n        \"plt.ylabel('Doğruluk')\\n\",\n        \"plt.title('Katman Sayısı ve Doğruluk İlişkisi')\\n\",\n        \"plt.xticks(range(1, len(hidden_layer_sizes) + 1), [str(layer) for layer in hidden_layer_sizes])\\n\",\n        \"plt.grid(True)\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 610\n        },\n        \"id\": \"36egAssNAFPR\",\n        \"outputId\": \"cfba0831-4d9b-476c-d260-da6642b94653\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stderr\",\n          \"text\": [\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (1000) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1000x600 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Farklı öğrenme oranı etkisi\"\n      ],\n      \"metadata\": {\n        \"id\": \"uZlV4HhNVJRf\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Farklı öğrenme oranı etkisi\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"# Iris veri setini yükleme\\n\",\n        \"iris = load_iris()\\n\",\n        \"X, y = iris.data, iris.target\\n\",\n        \"\\n\",\n        \"# Veriyi normalize etme\\n\",\n        \"scaler = StandardScaler()\\n\",\n        \"X = scaler.fit_transform(X)\\n\",\n        \"\\n\",\n        \"# Veriyi eğitim ve test setlerine bölme\\n\",\n        \"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=20)\\n\",\n        \"\\n\",\n        \"# Farklı öğrenme oranlarına sahip sinir ağlarını eğitme\\n\",\n        \"learning_rates = [0.001,0.01, 0.1, 0.2, 0.3,0.4,0.5,0.6,0.7,0.8,0.9,1,2,3]  # Öğrenme oranı aralığı\\n\",\n        \"accuracies = []\\n\",\n        \"\\n\",\n        \"for learning_rate in learning_rates:\\n\",\n        \"    mlp = MLPClassifier(learning_rate_init=learning_rate, max_iter=1000, random_state=42)\\n\",\n        \"    mlp.fit(X_train, y_train)\\n\",\n        \"    y_pred = mlp.predict(X_test)\\n\",\n        \"    accuracy = accuracy_score(y_test, y_pred)\\n\",\n        \"    accuracies.append(accuracy)\\n\",\n        \"\\n\",\n        \"# Öğrenme oranının doğruluk üzerindeki etkisini görselleştirme\\n\",\n        \"plt.figure(figsize=(10, 6))\\n\",\n        \"plt.plot(learning_rates, accuracies, marker='o', linestyle='-')\\n\",\n        \"plt.xlabel('Öğrenme Oranı')\\n\",\n        \"plt.ylabel('Doğruluk')\\n\",\n        \"plt.title('Öğrenme Oranı ve Doğruluk İlişkisi')\\n\",\n        \"plt.grid(True)\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 577\n        },\n        \"id\": \"-lYV374LAJuM\",\n        \"outputId\": \"0d8ad965-3e76-45bb-823e-d1454086f938\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1000x600 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Farklı Epochs sayısı etkisi\"\n      ],\n      \"metadata\": {\n        \"id\": \"uUl0v8wAV1U9\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Iris veri setini yükleme\\n\",\n        \"iris = load_iris()\\n\",\n        \"X, y = iris.data, iris.target\\n\",\n        \"\\n\",\n        \"# Veriyi normalize etme\\n\",\n        \"scaler = StandardScaler()\\n\",\n        \"X = scaler.fit_transform(X)\\n\",\n        \"\\n\",\n        \"# Veriyi eğitim ve test setlerine bölme\\n\",\n        \"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\\n\",\n        \"\\n\",\n        \"# Farklı epoch sayılarına sahip sinir ağlarını eğitme\\n\",\n        \"epochs_values = [5,10,15,20,25,30,35,40,45, 50, 100,150,200,250 ]  # Epoch sayısı aralığı\\n\",\n        \"accuracies = []\\n\",\n        \"\\n\",\n        \"for epochs in epochs_values:\\n\",\n        \"    mlp = MLPClassifier(max_iter=epochs, random_state=42)\\n\",\n        \"    mlp.fit(X_train, y_train)\\n\",\n        \"    y_pred = mlp.predict(X_test)\\n\",\n        \"    accuracy = accuracy_score(y_test, y_pred)\\n\",\n        \"    accuracies.append(accuracy)\\n\",\n        \"\\n\",\n        \"# Epoch sayısının doğruluk üzerindeki etkisini görselleştirme\\n\",\n        \"plt.figure(figsize=(10, 6))\\n\",\n        \"plt.plot(epochs_values, accuracies, marker='o', linestyle='-')\\n\",\n        \"plt.xlabel('Epoch Sayısı')\\n\",\n        \"plt.ylabel('Doğruluk')\\n\",\n        \"plt.title('Epoch Sayısı ve Doğruluk İlişkisi')\\n\",\n        \"plt.grid(True)\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 1000\n        },\n        \"id\": \"qK_13iQJAh2P\",\n        \"outputId\": \"3bd09f3b-a7fe-470b-ee9c-4ebc82419885\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stderr\",\n          \"text\": [\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (5) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (10) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (15) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (20) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (25) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (30) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (35) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (40) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (45) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (50) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (150) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (250) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1000x600 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Farklı aktivasyon fonksiyonları etkisi\"\n      ],\n      \"metadata\": {\n        \"id\": \"d6vkv-HFWTVM\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Iris veri setini yükleme\\n\",\n        \"iris = load_iris()\\n\",\n        \"X, y = iris.data, iris.target\\n\",\n        \"\\n\",\n        \"# Veriyi normalize etme\\n\",\n        \"scaler = StandardScaler()\\n\",\n        \"X = scaler.fit_transform(X)\\n\",\n        \"\\n\",\n        \"# Veriyi eğitim ve test setlerine bölme\\n\",\n        \"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=20)\\n\",\n        \"\\n\",\n        \"# Farklı aktivasyon fonksiyonlarına sahip sinir ağlarını eğitme\\n\",\n        \"activation_functions = ['identity', 'logistic', 'tanh', 'relu']\\n\",\n        \"accuracies = []\\n\",\n        \"\\n\",\n        \"for activation_function in activation_functions:\\n\",\n        \"    mlp = MLPClassifier(activation=activation_function, max_iter=50, random_state=20)\\n\",\n        \"    mlp.fit(X_train, y_train)\\n\",\n        \"    y_pred = mlp.predict(X_test)\\n\",\n        \"    accuracy = accuracy_score(y_test, y_pred)\\n\",\n        \"    accuracies.append(accuracy)\\n\",\n        \"\\n\",\n        \"# Aktivasyon fonksiyonlarının doğruluk üzerindeki etkisini görselleştirme\\n\",\n        \"plt.figure(figsize=(10, 6))\\n\",\n        \"\\n\",\n        \"bars = plt.bar(activation_functions, accuracies, color='skyblue')\\n\",\n        \"\\n\",\n        \"plt.xlabel('Aktivasyon Fonksiyonu')\\n\",\n        \"plt.ylabel('Doğruluk')\\n\",\n        \"plt.title('Aktivasyon Fonksiyonu ve Doğruluk İlişkisi')\\n\",\n        \"plt.ylim(0.0, 1.0)\\n\",\n        \"\\n\",\n        \"for bar, accuracy in zip(bars, accuracies):\\n\",\n        \"    yval = bar.get_height()\\n\",\n        \"    plt.text(bar.get_x() + bar.get_width()/2, yval + 0.01, round(accuracy, 3), ha='center', va='bottom')\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 714\n        },\n        \"id\": \"ClKkLUIhA0A1\",\n        \"outputId\": \"219da470-a94c-4a4a-aaf7-160a54a3370e\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stderr\",\n          \"text\": [\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (50) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (50) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (50) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (50) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1000x600 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Farklı Düzenleme Parametreleri (Regularization Parameters) etkisi\"\n      ],\n      \"metadata\": {\n        \"id\": \"I3kHjusoW-5e\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Iris veri setini yükleme\\n\",\n        \"iris = load_iris()\\n\",\n        \"X, y = iris.data, iris.target\\n\",\n        \"\\n\",\n        \"# Veriyi normalize etme\\n\",\n        \"scaler = StandardScaler()\\n\",\n        \"X = scaler.fit_transform(X)\\n\",\n        \"\\n\",\n        \"# Veriyi eğitim ve test setlerine bölme\\n\",\n        \"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=21)\\n\",\n        \"\\n\",\n        \"# Farklı düzenleme parametrelerine sahip sinir ağlarını eğitme\\n\",\n        \"regularization_parameters = [1,10,20,30,40,50,60,70,80]\\n\",\n        \"accuracies = []\\n\",\n        \"\\n\",\n        \"for alpha in regularization_parameters:\\n\",\n        \"    mlp = MLPClassifier(alpha=alpha, max_iter=100, random_state=21)\\n\",\n        \"    mlp.fit(X_train, y_train)\\n\",\n        \"    y_pred = mlp.predict(X_test)\\n\",\n        \"    accuracy = accuracy_score(y_test, y_pred)\\n\",\n        \"    accuracies.append(accuracy)\\n\",\n        \"\\n\",\n        \"# Düzenleme parametrelerinin doğruluk üzerindeki etkisini görselleştirme\\n\",\n        \"plt.figure(figsize=(10, 6))\\n\",\n        \"plt.plot(regularization_parameters, accuracies, marker='o', linestyle='-')\\n\",\n        \"plt.xlabel('Düzenleme Parametresi (Alpha)')\\n\",\n        \"plt.ylabel('Doğruluk')\\n\",\n        \"plt.title('Düzenleme Parametresi ve Doğruluk İlişkisi')\\n\",\n        \"plt.grid(True)\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 888\n        },\n        \"id\": \"sz1jzjXQBE-9\",\n        \"outputId\": \"dff3b21d-25bd-44da-a835-f08a04d2473a\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stderr\",\n          \"text\": [\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1000x600 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"# Lojistik Regresyon\"\n      ],\n      \"metadata\": {\n        \"id\": \"lP12vERdZMhy\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"from sklearn.linear_model import LogisticRegression\\n\",\n        \"\\n\",\n        \"# Lojistik Regresyon modelini oluştur ve eğit\\n\",\n        \"log_reg = LogisticRegression(max_iter=200)\\n\",\n        \"log_reg.fit(X_train, y_train)\\n\",\n        \"\\n\",\n        \"# Tahmin yap ve doğruluğu hesapla\\n\",\n        \"y_pred = log_reg.predict(X_test)\\n\",\n        \"accuracy = accuracy_score(y_test, y_pred)\\n\",\n        \"print(f\\\"Lojistik Regresyon Doğruluk: {accuracy:.2f}\\\")\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"YAFldeWEZS1u\",\n        \"outputId\": \"6677a750-87b8-4f75-cc14-5db7028e97f0\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Lojistik Regresyon Doğruluk: 1.00\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### farklı penalization etkisi\"\n      ],\n      \"metadata\": {\n        \"id\": \"6dpGEEXEXgK7\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Iris veri setini yükleme\\n\",\n        \"iris = load_iris()\\n\",\n        \"X, y = iris.data, iris.target\\n\",\n        \"\\n\",\n        \"# Veriyi normalize etme\\n\",\n        \"scaler = StandardScaler()\\n\",\n        \"X = scaler.fit_transform(X)\\n\",\n        \"\\n\",\n        \"# Veriyi eğitim ve test setlerine bölme\\n\",\n        \"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=21)\\n\",\n        \"\\n\",\n        \"# Farklı penalizasyon türlerine sahip lojistik regresyon modellerini eğitme\\n\",\n        \"penalties = ['l1', 'l2']\\n\",\n        \"accuracies = []\\n\",\n        \"\\n\",\n        \"for penalty in penalties:\\n\",\n        \"    lr = LogisticRegression(penalty=penalty, max_iter=1000, random_state=21, solver='saga')\\n\",\n        \"    lr.fit(X_train, y_train)\\n\",\n        \"    y_pred = lr.predict(X_test)\\n\",\n        \"    accuracy = accuracy_score(y_test, y_pred)\\n\",\n        \"    accuracies.append(accuracy)\\n\",\n        \"\\n\",\n        \"# Penalizasyon türlerinin doğruluk üzerindeki etkisini görselleştirme\\n\",\n        \"plt.figure(figsize=(8, 6))\\n\",\n        \"bars=plt.bar(penalties, accuracies, color='skyblue')\\n\",\n        \"plt.xlabel('Penalizasyon Türü')\\n\",\n        \"plt.ylabel('Doğruluk')\\n\",\n        \"plt.title('Penalizasyon Türü ve Doğruluk İlişkisi')\\n\",\n        \"plt.ylim(0.0, 1)\\n\",\n        \"\\n\",\n        \"for bar, accuracy in zip(bars, accuracies):\\n\",\n        \"    yval = bar.get_height()\\n\",\n        \"    plt.text(bar.get_x() + bar.get_width()/2, yval + 0.01, round(accuracy, 3), ha='center', va='bottom')\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"plt.show()\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 575\n        },\n        \"id\": \"uhShIay9ZULa\",\n        \"outputId\": \"3d840421-8c11-4f9a-812a-daf794fb0f65\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 800x600 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Farklı Düzenleme Katsayısı Etkisi\"\n      ],\n      \"metadata\": {\n        \"id\": \"U3GAf0VzYH12\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Iris veri setini yükleme\\n\",\n        \"iris = load_iris()\\n\",\n        \"X, y = iris.data, iris.target\\n\",\n        \"\\n\",\n        \"# Veriyi normalize etme\\n\",\n        \"scaler = StandardScaler()\\n\",\n        \"X = scaler.fit_transform(X)\\n\",\n        \"\\n\",\n        \"# Veriyi eğitim ve test setlerine bölme\\n\",\n        \"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\\n\",\n        \"\\n\",\n        \"# Farklı C değerlerine sahip lojistik regresyon modellerini eğitme\\n\",\n        \"C_values = [0.01, 0.1, 1,2,3,4,5,6,7,8,9,10]  # C değeri aralığı\\n\",\n        \"accuracies = []\\n\",\n        \"\\n\",\n        \"for C in C_values:\\n\",\n        \"    lr = LogisticRegression(C=C, max_iter=1000, random_state=42, solver='saga')\\n\",\n        \"    lr.fit(X_train, y_train)\\n\",\n        \"    y_pred = lr.predict(X_test)\\n\",\n        \"    accuracy = accuracy_score(y_test, y_pred)\\n\",\n        \"    accuracies.append(accuracy)\\n\",\n        \"\\n\",\n        \"# C değerinin doğruluk üzerindeki etkisini görselleştirme\\n\",\n        \"plt.figure(figsize=(10, 6))\\n\",\n        \"plt.plot(C_values, accuracies, marker='o', linestyle='-')\\n\",\n        \"plt.xlabel('Düzenleme Parametresi (C)')\\n\",\n        \"plt.ylabel('Doğruluk')\\n\",\n        \"plt.title('Düzenleme Parametresi (C) ve Doğruluk İlişkisi')\\n\",\n        \"plt.grid(True)\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 575\n        },\n        \"id\": \"Tl1bgeI0B3ea\",\n        \"outputId\": \"6106f261-ea6c-4eed-e6c7-dbd004d24da3\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1000x600 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Farklı İterasyon Sayısı Etkisi\"\n      ],\n      \"metadata\": {\n        \"id\": \"pEgTaQPwYc9J\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Iris veri setini yükleme\\n\",\n        \"iris = load_iris()\\n\",\n        \"X, y = iris.data, iris.target\\n\",\n        \"\\n\",\n        \"# Veriyi normalize etme\\n\",\n        \"scaler = StandardScaler()\\n\",\n        \"X = scaler.fit_transform(X)\\n\",\n        \"\\n\",\n        \"# Veriyi eğitim ve test setlerine bölme\\n\",\n        \"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=20)\\n\",\n        \"\\n\",\n        \"# Farklı iterasyon sayılarına sahip lojistik regresyon modellerini eğitme\\n\",\n        \"iteration_values = [1,2,3,4,5,6,7,8,9,10, 20, 30]  # Iterasyon sayısı aralığı\\n\",\n        \"accuracies = []\\n\",\n        \"\\n\",\n        \"for max_iter in iteration_values:\\n\",\n        \"    lr = LogisticRegression(max_iter=max_iter, random_state=20, solver='saga')\\n\",\n        \"    lr.fit(X_train, y_train)\\n\",\n        \"    y_pred = lr.predict(X_test)\\n\",\n        \"    accuracy = accuracy_score(y_test, y_pred)\\n\",\n        \"    accuracies.append(accuracy)\\n\",\n        \"\\n\",\n        \"# Iterasyon sayısının doğruluk üzerindeki etkisini görselleştirme\\n\",\n        \"plt.figure(figsize=(10, 6))\\n\",\n        \"plt.plot(iteration_values, accuracies, marker='o', linestyle='-')\\n\",\n        \"plt.xlabel('Iterasyon Sayısı')\\n\",\n        \"plt.ylabel('Doğruluk')\\n\",\n        \"plt.title('Iterasyon Sayısı ve Doğruluk İlişkisi')\\n\",\n        \"plt.grid(True)\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 992\n        },\n        \"id\": \"_wUfcXqmCDQa\",\n        \"outputId\": \"0234f1f1-e4b8-4f39-d982-b1eb181c4036\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stderr\",\n          \"text\": [\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_sag.py:350: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_sag.py:350: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_sag.py:350: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_sag.py:350: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_sag.py:350: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_sag.py:350: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_sag.py:350: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_sag.py:350: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_sag.py:350: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_sag.py:350: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_sag.py:350: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\\n\",\n            \"  warnings.warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_sag.py:350: ConvergenceWarning: The max_iter was reached which means the coef_ did not converge\\n\",\n            \"  warnings.warn(\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1000x600 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"### Farklı eşik değeri etkisi\"\n      ],\n      \"metadata\": {\n        \"id\": \"C031-8iwYqfw\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Iris veri setini yükleme\\n\",\n        \"iris = load_iris()\\n\",\n        \"X, y = iris.data, iris.target\\n\",\n        \"\\n\",\n        \"# Veriyi normalize etme\\n\",\n        \"scaler = StandardScaler()\\n\",\n        \"X = scaler.fit_transform(X)\\n\",\n        \"\\n\",\n        \"# Veriyi eğitim ve test setlerine bölme\\n\",\n        \"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\\n\",\n        \"\\n\",\n        \"# Farklı eşik değerlerine sahip lojistik regresyon modellerini eğitme\\n\",\n        \"threshold_values = np.linspace(0, 1, 10)  # Eşik değeri aralığı\\n\",\n        \"accuracies = []\\n\",\n        \"\\n\",\n        \"for threshold in threshold_values:\\n\",\n        \"    lr = LogisticRegression(random_state=42, solver='saga')\\n\",\n        \"    lr.fit(X_train, y_train)\\n\",\n        \"    y_pred = (lr.predict_proba(X_test)[:, 1] > threshold).astype(int)\\n\",\n        \"    accuracy = accuracy_score(y_test, y_pred)\\n\",\n        \"    accuracies.append(accuracy)\\n\",\n        \"\\n\",\n        \"# Eşik değerinin doğruluk üzerindeki etkisini görselleştirme\\n\",\n        \"plt.figure(figsize=(10, 6))\\n\",\n        \"plt.plot(threshold_values, accuracies, marker='o', linestyle='-')\\n\",\n        \"plt.xlabel('Eşik Değeri')\\n\",\n        \"plt.ylabel('Doğruluk')\\n\",\n        \"plt.title('Eşik Değeri ve Doğruluk İlişkisi')\\n\",\n        \"plt.grid(True)\\n\",\n        \"plt.show()\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 575\n        },\n        \"id\": \"7zUiP0PeCQIC\",\n        \"outputId\": \"365fee30-f2eb-4ba3-ed97-61b8cedf733f\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1000x600 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"# Farklı Sınıflandırma Yöntemlerinin Karşılaştırılması\"\n      ],\n      \"metadata\": {\n        \"id\": \"YbHnEtZDaKP-\"\n      }\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Iris Veri Seti ile Karşılaştırma\"\n      ],\n      \"metadata\": {\n        \"id\": \"uxBjSK1ZZORG\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"from sklearn.neighbors import KNeighborsClassifier\\n\",\n        \"from sklearn.svm import SVC\\n\",\n        \"from sklearn.tree import DecisionTreeClassifier\\n\",\n        \"from sklearn.ensemble import RandomForestClassifier\\n\",\n        \"from sklearn.linear_model import LogisticRegression\\n\",\n        \"from sklearn.naive_bayes import GaussianNB\\n\",\n        \"from sklearn.neural_network import MLPClassifier\\n\",\n        \"\\n\",\n        \"# Seaborn stilini kullanmak için\\n\",\n        \"sns.set(style=\\\"whitegrid\\\")\"\n      ],\n      \"metadata\": {\n        \"id\": \"Xe1_Mz5waOCa\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Iris veri setini yükle\\n\",\n        \"iris = load_iris()\\n\",\n        \"X, y = iris.data, iris.target\\n\",\n        \"\\n\",\n        \"# Veriyi eğitim ve test setlerine böl\\n\",\n        \"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\\n\",\n        \"\\n\",\n        \"# Veriyi ölçeklendir\\n\",\n        \"scaler = StandardScaler()\\n\",\n        \"X_train = scaler.fit_transform(X_train)\\n\",\n        \"X_test = scaler.transform(X_test)\"\n      ],\n      \"metadata\": {\n        \"id\": \"CHcz9FmtaQ7e\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Modellerin tanımlanması\\n\",\n        \"models = {\\n\",\n        \"    'K-NN': KNeighborsClassifier(n_neighbors=3),\\n\",\n        \"    'SVM': SVC(kernel='linear'),\\n\",\n        \"    'Decision Tree': DecisionTreeClassifier(),\\n\",\n        \"    'Random Forest': RandomForestClassifier(n_estimators=100),\\n\",\n        \"    'Logistic Regression': LogisticRegression(max_iter=200),\\n\",\n        \"    'Naive Bayes': GaussianNB(),\\n\",\n        \"    'Neural Network': MLPClassifier(max_iter=300)\\n\",\n        \"}\\n\",\n        \"\\n\",\n        \"# Modellerin eğitilmesi ve doğruluklarının hesaplanması\\n\",\n        \"accuracy_results = {}\\n\",\n        \"for name, model in models.items():\\n\",\n        \"    model.fit(X_train, y_train)\\n\",\n        \"    y_pred = model.predict(X_test)\\n\",\n        \"    accuracy = accuracy_score(y_test, y_pred)\\n\",\n        \"    accuracy_results[name] = accuracy\\n\",\n        \"\\n\",\n        \"# Doğruluk sonuçlarını yazdır\\n\",\n        \"for name, accuracy in accuracy_results.items():\\n\",\n        \"    print(f\\\"{name} Doğruluk: {accuracy:.2f}\\\")\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"I41coDoQaSY-\",\n        \"outputId\": \"654624f0-a62d-42ac-f765-c6bdf1396e8b\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"K-NN Doğruluk: 1.00\\n\",\n            \"SVM Doğruluk: 0.97\\n\",\n            \"Decision Tree Doğruluk: 1.00\\n\",\n            \"Random Forest Doğruluk: 1.00\\n\",\n            \"Logistic Regression Doğruluk: 1.00\\n\",\n            \"Naive Bayes Doğruluk: 1.00\\n\",\n            \"Neural Network Doğruluk: 1.00\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stderr\",\n          \"text\": [\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (300) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Doğruluk sonuçlarını bar grafikte görselleştirme\\n\",\n        \"plt.figure(figsize=(10, 6))\\n\",\n        \"sns.barplot(x=list(accuracy_results.keys()), y=list(accuracy_results.values()), palette='viridis')\\n\",\n        \"plt.title('Model Karşılaştırmaları')\\n\",\n        \"plt.xlabel('Model')\\n\",\n        \"plt.ylabel('Doğruluk')\\n\",\n        \"plt.ylim(0, 1)\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 660\n        },\n        \"id\": \"ghCtIhpgaUVu\",\n        \"outputId\": \"cc524de0-c656-4d7b-9052-f6bcd6146340\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stderr\",\n          \"text\": [\n            \"<ipython-input-86-7ac95c7355e8>:3: FutureWarning: \\n\",\n            \"\\n\",\n            \"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\\n\",\n            \"\\n\",\n            \"  sns.barplot(x=list(accuracy_results.keys()), y=list(accuracy_results.values()), palette='viridis')\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1000x600 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    }\n  ]\n}"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Siniflandirma/siniflandirma_karsilastirma_1.ipynb",
    "content": "{\n  \"nbformat\": 4,\n  \"nbformat_minor\": 0,\n  \"metadata\": {\n    \"colab\": {\n      \"provenance\": [],\n      \"toc_visible\": true\n    },\n    \"kernelspec\": {\n      \"name\": \"python3\",\n      \"display_name\": \"Python 3\"\n    },\n    \"language_info\": {\n      \"name\": \"python\"\n    }\n  },\n  \"cells\": [\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"# Farklı Veri setleri ile karşılaştırma\"\n      ],\n      \"metadata\": {\n        \"id\": \"_Ej2DSrsagJo\"\n      }\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Breast Canser Veri Seti ile karşılaştırma\"\n      ],\n      \"metadata\": {\n        \"id\": \"t1bgrp83N2nk\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"from sklearn.datasets import load_breast_cancer\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"# Seaborn stilini kullanmak için\\n\",\n        \"sns.set(style=\\\"whitegrid\\\")\\n\",\n        \"\\n\",\n        \"# Veri setini yükle ve hazırlık işlemleri\\n\",\n        \"cancer = load_breast_cancer()\\n\",\n        \"X, y = cancer.data, cancer.target\\n\",\n        \"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\\n\",\n        \"scaler = StandardScaler()\\n\",\n        \"X_train = scaler.fit_transform(X_train)\\n\",\n        \"X_test = scaler.transform(X_test)\\n\",\n        \"\\n\",\n        \"# Modellerin tanımlanması\\n\",\n        \"models = {\\n\",\n        \"    'K-NN': KNeighborsClassifier(n_neighbors=3),\\n\",\n        \"    'SVM': SVC(kernel='linear'),\\n\",\n        \"    'Decision Tree': DecisionTreeClassifier(),\\n\",\n        \"    'Random Forest': RandomForestClassifier(n_estimators=100),\\n\",\n        \"    'Logistic Regression': LogisticRegression(max_iter=200),\\n\",\n        \"    'Naive Bayes': GaussianNB(),\\n\",\n        \"    'Neural Network': MLPClassifier(max_iter=300)\\n\",\n        \"}\\n\",\n        \"\\n\",\n        \"# Modellerin eğitilmesi ve doğruluklarının hesaplanması\\n\",\n        \"accuracy_results = {}\\n\",\n        \"for name, model in models.items():\\n\",\n        \"    model.fit(X_train, y_train)\\n\",\n        \"    y_pred = model.predict(X_test)\\n\",\n        \"    accuracy = accuracy_score(y_test, y_pred)\\n\",\n        \"    accuracy_results[name] = accuracy\\n\",\n        \"\\n\",\n        \"# Doğruluk sonuçlarını yazdır\\n\",\n        \"for name, accuracy in accuracy_results.items():\\n\",\n        \"    print(f\\\"{name} Doğruluk: {accuracy:.2f}\\\")\\n\",\n        \"\\n\",\n        \"# Doğruluk sonuçlarını bar grafikte görselleştirme\\n\",\n        \"plt.figure(figsize=(10, 6))\\n\",\n        \"sns.barplot(x=list(accuracy_results.keys()), y=list(accuracy_results.values()), palette='viridis')\\n\",\n        \"plt.title('Breast Cancer Veri Seti - Model Karşılaştırmaları')\\n\",\n        \"plt.xlabel('Model')\\n\",\n        \"plt.ylabel('Doğruluk')\\n\",\n        \"plt.ylim(0, 1)\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 849\n        },\n        \"id\": \"D-AYLNvCanu3\",\n        \"outputId\": \"68ab4648-8da8-438f-a68a-87213640969e\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stderr\",\n          \"text\": [\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (300) reached and the optimization hasn't converged yet.\\n\",\n            \"  warnings.warn(\\n\",\n            \"<ipython-input-30-8d58eca03168>:53: FutureWarning: \\n\",\n            \"\\n\",\n            \"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\\n\",\n            \"\\n\",\n            \"  sns.barplot(x=list(accuracy_results.keys()), y=list(accuracy_results.values()), palette='viridis')\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"K-NN Doğruluk: 0.96\\n\",\n            \"SVM Doğruluk: 0.98\\n\",\n            \"Decision Tree Doğruluk: 0.93\\n\",\n            \"Random Forest Doğruluk: 0.97\\n\",\n            \"Logistic Regression Doğruluk: 0.98\\n\",\n            \"Naive Bayes Doğruluk: 0.94\\n\",\n            \"Neural Network Doğruluk: 0.98\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1000x600 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Mnist Fetch Openml Veri Seti ile Karşılaştırma\"\n      ],\n      \"metadata\": {\n        \"id\": \"gt55HoBiOL3r\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"from sklearn.datasets import fetch_openml\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"# MNIST veri setini yükleme\\n\",\n        \"mnist = fetch_openml('mnist_784', version=1)\\n\",\n        \"X, y = mnist['data'], mnist['target']\\n\",\n        \"\\n\",\n        \"# Veriyi normalize etme\\n\",\n        \"X = X / 255.0\\n\",\n        \"\\n\",\n        \"# Veriyi eğitim ve test setlerine bölme\\n\",\n        \"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\\n\",\n        \"\\n\",\n        \"# Lojistik Regresyon modelini eğitme\\n\",\n        \"log_reg = LogisticRegression(max_iter=1000)\\n\",\n        \"log_reg.fit(X_train, y_train)\\n\",\n        \"log_reg_accuracy = accuracy_score(y_test, log_reg.predict(X_test))\\n\",\n        \"print(\\\"Lojistik Regresyon Doğruluğu:\\\", log_reg_accuracy)\\n\",\n        \"\\n\",\n        \"# Destek Vektör Makineleri (SVM) modelini eğitme\\n\",\n        \"svm = SVC()\\n\",\n        \"svm.fit(X_train, y_train)\\n\",\n        \"svm_accuracy = accuracy_score(y_test, svm.predict(X_test))\\n\",\n        \"print(\\\"SVM Doğruluğu:\\\", svm_accuracy)\\n\",\n        \"\\n\",\n        \"# Rastgele Orman modelini eğitme\\n\",\n        \"rf = RandomForestClassifier()\\n\",\n        \"rf.fit(X_train, y_train)\\n\",\n        \"rf_accuracy = accuracy_score(y_test, rf.predict(X_test))\\n\",\n        \"print(\\\"Rastgele Orman Doğruluğu:\\\", rf_accuracy)\\n\",\n        \"\\n\",\n        \"# Sonuçları görselleştirme\\n\",\n        \"plt.figure(figsize=(8, 6))\\n\",\n        \"models = ['Lojistik Regresyon', 'SVM', 'Rastgele Orman']\\n\",\n        \"accuracies = [log_reg_accuracy, svm_accuracy, rf_accuracy]\\n\",\n        \"plt.bar(models, accuracies, color=['blue', 'green', 'red'])\\n\",\n        \"plt.ylabel('Doğruluk')\\n\",\n        \"plt.title('Farklı Sınıflandırma Algoritmalarının Performansı')\\n\",\n        \"plt.ylim(0.0, 1.0)\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 660\n        },\n        \"id\": \"XI5WtBk_avRG\",\n        \"outputId\": \"cc4e459c-5b37-4008-a74e-195e84efd0f2\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stderr\",\n          \"text\": [\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/datasets/_openml.py:968: FutureWarning: The default value of `parser` will change from `'liac-arff'` to `'auto'` in 1.4. You can set `parser='auto'` to silence this warning. Therefore, an `ImportError` will be raised from 1.4 if the dataset is dense and pandas is not installed. Note that the pandas parser may return different data types. See the Notes Section in fetch_openml's API doc for details.\\n\",\n            \"  warn(\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Lojistik Regresyon Doğruluğu: 0.9208571428571428\\n\",\n            \"SVM Doğruluğu: 0.9764285714285714\\n\",\n            \"Rastgele Orman Doğruluğu: 0.9681428571428572\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 800x600 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"import numpy as np\\n\",\n        \"import matplotlib.pyplot as plt\\n\",\n        \"from sklearn.datasets import fetch_openml\\n\",\n        \"from sklearn.model_selection import train_test_split\\n\",\n        \"from sklearn.preprocessing import StandardScaler\\n\",\n        \"from sklearn.linear_model import LogisticRegression\\n\",\n        \"from sklearn.svm import SVC\\n\",\n        \"from sklearn.ensemble import RandomForestClassifier\\n\",\n        \"from sklearn.metrics import accuracy_score\\n\",\n        \"\\n\",\n        \"# Fashion MNIST veri setini yükleme\\n\",\n        \"fashion_mnist = fetch_openml('Fashion-MNIST', version=1)\\n\",\n        \"\\n\",\n        \"# Veriyi özellikler (X) ve etiketler (y) olarak ayırma\\n\",\n        \"X, y = fashion_mnist['data'], fashion_mnist['target']\\n\",\n        \"\\n\",\n        \"# Veriyi normalize etme\\n\",\n        \"X = X / 255.0\\n\",\n        \"\\n\",\n        \"# Veriyi eğitim ve test setlerine bölme\\n\",\n        \"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\\n\",\n        \"\\n\",\n        \"# Lojistik Regresyon modelini eğitme\\n\",\n        \"log_reg = LogisticRegression(max_iter=1000)\\n\",\n        \"log_reg.fit(X_train, y_train)\\n\",\n        \"log_reg_accuracy = accuracy_score(y_test, log_reg.predict(X_test))\\n\",\n        \"print(\\\"Lojistik Regresyon Doğruluğu:\\\", log_reg_accuracy)\\n\",\n        \"\\n\",\n        \"# Destek Vektör Makineleri (SVM) modelini eğitme\\n\",\n        \"svm = SVC()\\n\",\n        \"svm.fit(X_train, y_train)\\n\",\n        \"svm_accuracy = accuracy_score(y_test, svm.predict(X_test))\\n\",\n        \"print(\\\"SVM Doğruluğu:\\\", svm_accuracy)\\n\",\n        \"\\n\",\n        \"# Rastgele Orman modelini eğitme\\n\",\n        \"rf = RandomForestClassifier()\\n\",\n        \"rf.fit(X_train, y_train)\\n\",\n        \"rf_accuracy = accuracy_score(y_test, rf.predict(X_test))\\n\",\n        \"print(\\\"Rastgele Orman Doğruluğu:\\\", rf_accuracy)\\n\",\n        \"\\n\",\n        \"# Sonuçları görselleştirme\\n\",\n        \"plt.figure(figsize=(8, 6))\\n\",\n        \"models = ['Lojistik Regresyon', 'SVM', 'Rastgele Orman']\\n\",\n        \"accuracies = [log_reg_accuracy, svm_accuracy, rf_accuracy]\\n\",\n        \"plt.bar(models, accuracies, color=['blue', 'green', 'red'])\\n\",\n        \"plt.ylabel('Doğruluk')\\n\",\n        \"plt.title('Farklı Sınıflandırma Algoritmalarının Performansı')\\n\",\n        \"plt.ylim(0.0, 1.0)\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 806\n        },\n        \"id\": \"pr0JXswIbT7n\",\n        \"outputId\": \"e03501a3-0a51-472a-9bcd-090e370d9729\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stderr\",\n          \"text\": [\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/datasets/_openml.py:968: FutureWarning: The default value of `parser` will change from `'liac-arff'` to `'auto'` in 1.4. You can set `parser='auto'` to silence this warning. Therefore, an `ImportError` will be raised from 1.4 if the dataset is dense and pandas is not installed. Note that the pandas parser may return different data types. See the Notes Section in fetch_openml's API doc for details.\\n\",\n            \"  warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\\n\",\n            \"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\\n\",\n            \"\\n\",\n            \"Increase the number of iterations (max_iter) or scale the data as shown in:\\n\",\n            \"    https://scikit-learn.org/stable/modules/preprocessing.html\\n\",\n            \"Please also refer to the documentation for alternative solver options:\\n\",\n            \"    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\\n\",\n            \"  n_iter_i = _check_optimize_result(\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Lojistik Regresyon Doğruluğu: 0.8522857142857143\\n\",\n            \"SVM Doğruluğu: 0.8887857142857143\\n\",\n            \"Rastgele Orman Doğruluğu: 0.8842142857142857\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 800x600 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    }\n  ]\n}"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Siniflandirma/siniflandirma_karsilastirma_2.ipynb",
    "content": "{\n  \"nbformat\": 4,\n  \"nbformat_minor\": 0,\n  \"metadata\": {\n    \"colab\": {\n      \"provenance\": [],\n      \"toc_visible\": true\n    },\n    \"kernelspec\": {\n      \"name\": \"python3\",\n      \"display_name\": \"Python 3\"\n    },\n    \"language_info\": {\n      \"name\": \"python\"\n    }\n  },\n  \"cells\": [\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"# Farklı Veri Setleri ile Karşılaştırma\"\n      ],\n      \"metadata\": {\n        \"id\": \"4hjEFvTOOhYB\"\n      }\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## SVHN veri seti\"\n      ],\n      \"metadata\": {\n        \"id\": \"NOUw5-vqO77W\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"import numpy as np\\n\",\n        \"import matplotlib.pyplot as plt\\n\",\n        \"from sklearn.datasets import fetch_openml\\n\",\n        \"from sklearn.model_selection import train_test_split\\n\",\n        \"from sklearn.preprocessing import StandardScaler\\n\",\n        \"from sklearn.linear_model import LogisticRegression\\n\",\n        \"from sklearn.svm import SVC\\n\",\n        \"from sklearn.ensemble import RandomForestClassifier\\n\",\n        \"from sklearn.metrics import accuracy_score\\n\",\n        \"\\n\",\n        \"# SVHN veri setini yükleme\\n\",\n        \"svhn = fetch_openml('SVHN', version=1)\\n\",\n        \"\\n\",\n        \"# Veriyi özellikler (X) ve etiketler (y) olarak ayırma\\n\",\n        \"X, y = svhn['data'], svhn['target']\\n\",\n        \"\\n\",\n        \"# Veriyi normalize etme\\n\",\n        \"X = X / 255.0\\n\",\n        \"\\n\",\n        \"# Veriyi eğitim ve test setlerine bölme\\n\",\n        \"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\\n\",\n        \"\\n\",\n        \"# Lojistik Regresyon modelini eğitme\\n\",\n        \"log_reg = LogisticRegression(max_iter=1000)\\n\",\n        \"log_reg.fit(X_train, y_train)\\n\",\n        \"log_reg_accuracy = accuracy_score(y_test, log_reg.predict(X_test))\\n\",\n        \"print(\\\"Lojistik Regresyon Doğruluğu:\\\", log_reg_accuracy)\\n\",\n        \"\\n\",\n        \"# Destek Vektör Makineleri (SVM) modelini eğitme\\n\",\n        \"svm = SVC()\\n\",\n        \"svm.fit(X_train, y_train)\\n\",\n        \"svm_accuracy = accuracy_score(y_test, svm.predict(X_test))\\n\",\n        \"print(\\\"SVM Doğruluğu:\\\", svm_accuracy)\\n\",\n        \"\\n\",\n        \"# Rastgele Orman modelini eğitme\\n\",\n        \"rf = RandomForestClassifier()\\n\",\n        \"rf.fit(X_train, y_train)\\n\",\n        \"rf_accuracy = accuracy_score(y_test, rf.predict(X_test))\\n\",\n        \"print(\\\"Rastgele Orman Doğruluğu:\\\", rf_accuracy)\\n\",\n        \"\\n\",\n        \"# Sonuçları görselleştirme\\n\",\n        \"plt.figure(figsize=(8, 6))\\n\",\n        \"models = ['Lojistik Regresyon', 'SVM', 'Rastgele Orman']\\n\",\n        \"accuracies = [log_reg_accuracy, svm_accuracy, rf_accuracy]\\n\",\n        \"plt.bar(models, accuracies, color=['blue', 'green', 'red'])\\n\",\n        \"plt.ylabel('Doğruluk')\\n\",\n        \"plt.title('Farklı Sınıflandırma Algoritmalarının Performansı')\\n\",\n        \"plt.ylim(0.0, 1.0)\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"42sIZnZ8cGMY\",\n        \"outputId\": \"cbe63dcc-0598-41da-bca4-9691b0600a41\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stderr\",\n          \"text\": [\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/datasets/_openml.py:65: RuntimeWarning: Invalid cache, redownloading file\\n\",\n            \"  warn(\\\"Invalid cache, redownloading file\\\", RuntimeWarning)\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/datasets/_openml.py:968: FutureWarning: The default value of `parser` will change from `'liac-arff'` to `'auto'` in 1.4. You can set `parser='auto'` to silence this warning. Therefore, an `ImportError` will be raised from 1.4 if the dataset is dense and pandas is not installed. Note that the pandas parser may return different data types. See the Notes Section in fetch_openml's API doc for details.\\n\",\n            \"  warn(\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"markdown\",\n      \"source\": [\n        \"## Farklı Veri Setlerinin Farklı Sınıflandırma Algoritmları ile Karşılaştırılması\"\n      ],\n      \"metadata\": {\n        \"id\": \"sZAQRRKyO1VN\"\n      }\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"import numpy as np\\n\",\n        \"import matplotlib.pyplot as plt\\n\",\n        \"from sklearn.datasets import fetch_openml\\n\",\n        \"from sklearn.model_selection import train_test_split\\n\",\n        \"from sklearn.preprocessing import StandardScaler\\n\",\n        \"from sklearn.linear_model import LogisticRegression\\n\",\n        \"from sklearn.svm import SVC\\n\",\n        \"from sklearn.ensemble import RandomForestClassifier\\n\",\n        \"from sklearn.metrics import accuracy_score\\n\",\n        \"\\n\",\n        \"# MNIST veri setini yükleme\\n\",\n        \"mnist = fetch_openml('mnist_784', version=1)\\n\",\n        \"\\n\",\n        \"# Fashion MNIST veri setini yükleme\\n\",\n        \"fashion_mnist = fetch_openml('Fashion-MNIST', version=1)\\n\",\n        \"\\n\",\n        \"# CIFAR-10 veri setini yükleme\\n\",\n        \"cifar_10 = fetch_openml('CIFAR_10_small', version=1)\\n\",\n        \"\\n\",\n        \"# Veri setlerini bir listede toplama\\n\",\n        \"datasets = [(mnist, 'MNIST'), (fashion_mnist, 'Fashion MNIST'), (cifar_10, 'CIFAR-10')]\\n\",\n        \"\\n\",\n        \"# Lojistik Regresyon, SVM ve Rastgele Orman modellerini eğitme ve doğruluk değerlerini kaydetme\\n\",\n        \"models = ['Lojistik Regresyon', 'SVM', 'Rastgele Orman']\\n\",\n        \"accuracies = {model: [] for model in models}\\n\",\n        \"\\n\",\n        \"for data, name in datasets:\\n\",\n        \"    X, y = data['data'], data['target']\\n\",\n        \"    X = X / 255.0\\n\",\n        \"    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\\n\",\n        \"\\n\",\n        \"    log_reg = LogisticRegression(max_iter=1000)\\n\",\n        \"    log_reg.fit(X_train, y_train)\\n\",\n        \"    log_reg_accuracy = accuracy_score(y_test, log_reg.predict(X_test))\\n\",\n        \"    accuracies['Lojistik Regresyon'].append(log_reg_accuracy)\\n\",\n        \"\\n\",\n        \"    svm = SVC()\\n\",\n        \"    svm.fit(X_train, y_train)\\n\",\n        \"    svm_accuracy = accuracy_score(y_test, svm.predict(X_test))\\n\",\n        \"    accuracies['SVM'].append(svm_accuracy)\\n\",\n        \"\\n\",\n        \"    rf = RandomForestClassifier()\\n\",\n        \"    rf.fit(X_train, y_train)\\n\",\n        \"    rf_accuracy = accuracy_score(y_test, rf.predict(X_test))\\n\",\n        \"    accuracies['Rastgele Orman'].append(rf_accuracy)\\n\",\n        \"\\n\",\n        \"# Doğruluk değerlerini görselleştirme\\n\",\n        \"plt.figure(figsize=(10, 6))\\n\",\n        \"\\n\",\n        \"for model in models:\\n\",\n        \"    plt.plot([name for _, name in datasets], accuracies[model], marker='o', label=model)\\n\",\n        \"\\n\",\n        \"plt.title('Farklı Veri Setleri ve Sınıflandırma Algoritmalarının Doğruluk Değerleri')\\n\",\n        \"plt.xlabel('Veri Seti')\\n\",\n        \"plt.ylabel('Doğruluk')\\n\",\n        \"plt.ylim(0.0, 1.0)\\n\",\n        \"plt.legend()\\n\",\n        \"plt.grid(True)\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"id\": \"5FHKuDE9cw0L\",\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 966\n        },\n        \"outputId\": \"0c12b9a5-94c4-41de-9e8b-87f3aeec2735\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stderr\",\n          \"text\": [\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/datasets/_openml.py:968: FutureWarning: The default value of `parser` will change from `'liac-arff'` to `'auto'` in 1.4. You can set `parser='auto'` to silence this warning. Therefore, an `ImportError` will be raised from 1.4 if the dataset is dense and pandas is not installed. Note that the pandas parser may return different data types. See the Notes Section in fetch_openml's API doc for details.\\n\",\n            \"  warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/datasets/_openml.py:968: FutureWarning: The default value of `parser` will change from `'liac-arff'` to `'auto'` in 1.4. You can set `parser='auto'` to silence this warning. Therefore, an `ImportError` will be raised from 1.4 if the dataset is dense and pandas is not installed. Note that the pandas parser may return different data types. See the Notes Section in fetch_openml's API doc for details.\\n\",\n            \"  warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/datasets/_openml.py:968: FutureWarning: The default value of `parser` will change from `'liac-arff'` to `'auto'` in 1.4. You can set `parser='auto'` to silence this warning. Therefore, an `ImportError` will be raised from 1.4 if the dataset is dense and pandas is not installed. Note that the pandas parser may return different data types. See the Notes Section in fetch_openml's API doc for details.\\n\",\n            \"  warn(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\\n\",\n            \"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\\n\",\n            \"\\n\",\n            \"Increase the number of iterations (max_iter) or scale the data as shown in:\\n\",\n            \"    https://scikit-learn.org/stable/modules/preprocessing.html\\n\",\n            \"Please also refer to the documentation for alternative solver options:\\n\",\n            \"    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\\n\",\n            \"  n_iter_i = _check_optimize_result(\\n\",\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\\n\",\n            \"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\\n\",\n            \"\\n\",\n            \"Increase the number of iterations (max_iter) or scale the data as shown in:\\n\",\n            \"    https://scikit-learn.org/stable/modules/preprocessing.html\\n\",\n            \"Please also refer to the documentation for alternative solver options:\\n\",\n            \"    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\\n\",\n            \"  n_iter_i = _check_optimize_result(\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1000x600 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    }\n  ]\n}"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Uygulama_1/SMOTE_example.ipynb",
    "content": "{\n  \"cells\": [\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 178,\n      \"id\": \"9cbcfbeb72411992\",\n      \"metadata\": {\n        \"ExecuteTime\": {\n          \"end_time\": \"2024-07-08T11:56:23.398837Z\",\n          \"start_time\": \"2024-07-08T11:56:21.576420Z\"\n        },\n        \"id\": \"9cbcfbeb72411992\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"import matplotlib.pyplot as plt\\n\",\n        \"from imblearn.over_sampling import SMOTE\\n\",\n        \"import pandas as pd\\n\",\n        \"import numpy as np\\n\",\n        \"import random, copy\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 179,\n      \"id\": \"lr6OaYsKXB1n\",\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 424\n        },\n        \"id\": \"lr6OaYsKXB1n\",\n        \"outputId\": \"2d889d6b-9e03-4697-f8b3-79dae032a3be\"\n      },\n      \"outputs\": [\n        {\n          \"data\": {\n            \"application/vnd.google.colaboratory.intrinsic+json\": {\n              \"type\": \"dataframe\",\n              \"variable_name\": \"all_data\"\n            },\n            \"text/html\": [\n              \"\\n\",\n              \"  <div id=\\\"df-f3d9f2da-29e6-4ce0-9bef-1bdc3af4c39e\\\" class=\\\"colab-df-container\\\">\\n\",\n              \"    <div>\\n\",\n              \"<style scoped>\\n\",\n              \"    .dataframe tbody tr th:only-of-type {\\n\",\n              \"        vertical-align: middle;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .dataframe tbody tr th {\\n\",\n              \"        vertical-align: top;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .dataframe thead th {\\n\",\n              \"        text-align: right;\\n\",\n              \"    }\\n\",\n              \"</style>\\n\",\n              \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n              \"  <thead>\\n\",\n              \"    <tr style=\\\"text-align: right;\\\">\\n\",\n              \"      <th></th>\\n\",\n              \"      <th>Unnamed: 0</th>\\n\",\n              \"      <th>S1_PM10</th>\\n\",\n              \"      <th>S1_PM25</th>\\n\",\n              \"      <th>S1_SO2</th>\\n\",\n              \"      <th>S1_NO2</th>\\n\",\n              \"      <th>S1_NOX</th>\\n\",\n              \"      <th>S1_NO</th>\\n\",\n              \"      <th>S2_PM10</th>\\n\",\n              \"      <th>S2_PM25</th>\\n\",\n              \"      <th>S2_SO2</th>\\n\",\n              \"      <th>...</th>\\n\",\n              \"      <th>S15_NOX</th>\\n\",\n              \"      <th>S15_NO</th>\\n\",\n              \"      <th>S15_O3</th>\\n\",\n              \"      <th>S17_PM10</th>\\n\",\n              \"      <th>S17_PM25</th>\\n\",\n              \"      <th>S17_SO2</th>\\n\",\n              \"      <th>S17_NO2</th>\\n\",\n              \"      <th>S17_NOX</th>\\n\",\n              \"      <th>S17_NO</th>\\n\",\n              \"      <th>S17_O3</th>\\n\",\n              \"    </tr>\\n\",\n              \"  </thead>\\n\",\n              \"  <tbody>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>0</th>\\n\",\n              \"      <td>0</td>\\n\",\n              \"      <td>25.78</td>\\n\",\n              \"      <td>59.82</td>\\n\",\n              \"      <td>12.86</td>\\n\",\n              \"      <td>159.93</td>\\n\",\n              \"      <td>334.79</td>\\n\",\n              \"      <td>174.86</td>\\n\",\n              \"      <td>191.10</td>\\n\",\n              \"      <td>42.08</td>\\n\",\n              \"      <td>6.73</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>237.45</td>\\n\",\n              \"      <td>129.30</td>\\n\",\n              \"      <td>1.24</td>\\n\",\n              \"      <td>168.93</td>\\n\",\n              \"      <td>72.57</td>\\n\",\n              \"      <td>8.70</td>\\n\",\n              \"      <td>232.58</td>\\n\",\n              \"      <td>592.46</td>\\n\",\n              \"      <td>359.88</td>\\n\",\n              \"      <td>3.10</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>1</th>\\n\",\n              \"      <td>1</td>\\n\",\n              \"      <td>25.78</td>\\n\",\n              \"      <td>59.82</td>\\n\",\n              \"      <td>12.86</td>\\n\",\n              \"      <td>159.93</td>\\n\",\n              \"      <td>334.79</td>\\n\",\n              \"      <td>174.86</td>\\n\",\n              \"      <td>171.00</td>\\n\",\n              \"      <td>44.11</td>\\n\",\n              \"      <td>6.94</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>237.45</td>\\n\",\n              \"      <td>129.30</td>\\n\",\n              \"      <td>1.24</td>\\n\",\n              \"      <td>168.93</td>\\n\",\n              \"      <td>72.57</td>\\n\",\n              \"      <td>8.70</td>\\n\",\n              \"      <td>232.58</td>\\n\",\n              \"      <td>592.46</td>\\n\",\n              \"      <td>359.88</td>\\n\",\n              \"      <td>3.10</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>2</th>\\n\",\n              \"      <td>2</td>\\n\",\n              \"      <td>8.58</td>\\n\",\n              \"      <td>59.39</td>\\n\",\n              \"      <td>12.96</td>\\n\",\n              \"      <td>125.96</td>\\n\",\n              \"      <td>245.34</td>\\n\",\n              \"      <td>119.38</td>\\n\",\n              \"      <td>143.50</td>\\n\",\n              \"      <td>43.53</td>\\n\",\n              \"      <td>5.50</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>172.76</td>\\n\",\n              \"      <td>89.14</td>\\n\",\n              \"      <td>3.97</td>\\n\",\n              \"      <td>175.13</td>\\n\",\n              \"      <td>85.43</td>\\n\",\n              \"      <td>11.11</td>\\n\",\n              \"      <td>262.78</td>\\n\",\n              \"      <td>673.75</td>\\n\",\n              \"      <td>410.96</td>\\n\",\n              \"      <td>2.72</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>3</th>\\n\",\n              \"      <td>3</td>\\n\",\n              \"      <td>23.25</td>\\n\",\n              \"      <td>64.53</td>\\n\",\n              \"      <td>12.15</td>\\n\",\n              \"      <td>129.92</td>\\n\",\n              \"      <td>263.59</td>\\n\",\n              \"      <td>133.67</td>\\n\",\n              \"      <td>125.50</td>\\n\",\n              \"      <td>39.14</td>\\n\",\n              \"      <td>5.50</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>212.22</td>\\n\",\n              \"      <td>113.78</td>\\n\",\n              \"      <td>4.13</td>\\n\",\n              \"      <td>181.77</td>\\n\",\n              \"      <td>95.19</td>\\n\",\n              \"      <td>11.17</td>\\n\",\n              \"      <td>263.56</td>\\n\",\n              \"      <td>681.37</td>\\n\",\n              \"      <td>417.82</td>\\n\",\n              \"      <td>3.55</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>4</th>\\n\",\n              \"      <td>4</td>\\n\",\n              \"      <td>25.34</td>\\n\",\n              \"      <td>57.17</td>\\n\",\n              \"      <td>10.96</td>\\n\",\n              \"      <td>150.52</td>\\n\",\n              \"      <td>324.17</td>\\n\",\n              \"      <td>173.65</td>\\n\",\n              \"      <td>112.80</td>\\n\",\n              \"      <td>35.81</td>\\n\",\n              \"      <td>4.94</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>163.40</td>\\n\",\n              \"      <td>82.48</td>\\n\",\n              \"      <td>3.86</td>\\n\",\n              \"      <td>179.82</td>\\n\",\n              \"      <td>89.47</td>\\n\",\n              \"      <td>9.90</td>\\n\",\n              \"      <td>219.58</td>\\n\",\n              \"      <td>559.38</td>\\n\",\n              \"      <td>339.79</td>\\n\",\n              \"      <td>2.71</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>...</th>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>4716</th>\\n\",\n              \"      <td>8712</td>\\n\",\n              \"      <td>107.69</td>\\n\",\n              \"      <td>56.92</td>\\n\",\n              \"      <td>6.77</td>\\n\",\n              \"      <td>182.78</td>\\n\",\n              \"      <td>398.49</td>\\n\",\n              \"      <td>215.71</td>\\n\",\n              \"      <td>82.50</td>\\n\",\n              \"      <td>32.16</td>\\n\",\n              \"      <td>7.01</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>337.08</td>\\n\",\n              \"      <td>195.48</td>\\n\",\n              \"      <td>3.42</td>\\n\",\n              \"      <td>206.80</td>\\n\",\n              \"      <td>3.79</td>\\n\",\n              \"      <td>6.18</td>\\n\",\n              \"      <td>181.39</td>\\n\",\n              \"      <td>390.98</td>\\n\",\n              \"      <td>209.58</td>\\n\",\n              \"      <td>16.33</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>4717</th>\\n\",\n              \"      <td>8713</td>\\n\",\n              \"      <td>102.60</td>\\n\",\n              \"      <td>60.38</td>\\n\",\n              \"      <td>6.02</td>\\n\",\n              \"      <td>136.34</td>\\n\",\n              \"      <td>272.04</td>\\n\",\n              \"      <td>135.70</td>\\n\",\n              \"      <td>71.07</td>\\n\",\n              \"      <td>34.54</td>\\n\",\n              \"      <td>7.34</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>324.77</td>\\n\",\n              \"      <td>187.08</td>\\n\",\n              \"      <td>3.20</td>\\n\",\n              \"      <td>144.44</td>\\n\",\n              \"      <td>2.66</td>\\n\",\n              \"      <td>6.38</td>\\n\",\n              \"      <td>215.20</td>\\n\",\n              \"      <td>504.85</td>\\n\",\n              \"      <td>289.65</td>\\n\",\n              \"      <td>16.55</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>4718</th>\\n\",\n              \"      <td>8714</td>\\n\",\n              \"      <td>93.04</td>\\n\",\n              \"      <td>53.38</td>\\n\",\n              \"      <td>6.79</td>\\n\",\n              \"      <td>161.60</td>\\n\",\n              \"      <td>346.15</td>\\n\",\n              \"      <td>184.55</td>\\n\",\n              \"      <td>75.17</td>\\n\",\n              \"      <td>30.45</td>\\n\",\n              \"      <td>7.63</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>240.77</td>\\n\",\n              \"      <td>133.61</td>\\n\",\n              \"      <td>3.16</td>\\n\",\n              \"      <td>165.70</td>\\n\",\n              \"      <td>1.86</td>\\n\",\n              \"      <td>5.92</td>\\n\",\n              \"      <td>212.83</td>\\n\",\n              \"      <td>505.12</td>\\n\",\n              \"      <td>292.29</td>\\n\",\n              \"      <td>16.26</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>4719</th>\\n\",\n              \"      <td>8715</td>\\n\",\n              \"      <td>108.01</td>\\n\",\n              \"      <td>66.41</td>\\n\",\n              \"      <td>7.75</td>\\n\",\n              \"      <td>110.36</td>\\n\",\n              \"      <td>208.99</td>\\n\",\n              \"      <td>98.63</td>\\n\",\n              \"      <td>81.67</td>\\n\",\n              \"      <td>24.94</td>\\n\",\n              \"      <td>7.77</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>265.22</td>\\n\",\n              \"      <td>150.26</td>\\n\",\n              \"      <td>3.06</td>\\n\",\n              \"      <td>134.59</td>\\n\",\n              \"      <td>1.30</td>\\n\",\n              \"      <td>6.02</td>\\n\",\n              \"      <td>194.26</td>\\n\",\n              \"      <td>455.72</td>\\n\",\n              \"      <td>261.46</td>\\n\",\n              \"      <td>16.34</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>4720</th>\\n\",\n              \"      <td>8716</td>\\n\",\n              \"      <td>95.88</td>\\n\",\n              \"      <td>55.24</td>\\n\",\n              \"      <td>7.92</td>\\n\",\n              \"      <td>92.45</td>\\n\",\n              \"      <td>160.51</td>\\n\",\n              \"      <td>68.06</td>\\n\",\n              \"      <td>85.70</td>\\n\",\n              \"      <td>28.03</td>\\n\",\n              \"      <td>7.64</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>250.82</td>\\n\",\n              \"      <td>141.89</td>\\n\",\n              \"      <td>2.74</td>\\n\",\n              \"      <td>151.19</td>\\n\",\n              \"      <td>0.91</td>\\n\",\n              \"      <td>5.55</td>\\n\",\n              \"      <td>171.52</td>\\n\",\n              \"      <td>396.16</td>\\n\",\n              \"      <td>224.64</td>\\n\",\n              \"      <td>16.18</td>\\n\",\n              \"    </tr>\\n\",\n              \"  </tbody>\\n\",\n              \"</table>\\n\",\n              \"<p>4721 rows × 47 columns</p>\\n\",\n              \"</div>\\n\",\n              \"    <div class=\\\"colab-df-buttons\\\">\\n\",\n              \"\\n\",\n              \"  <div class=\\\"colab-df-container\\\">\\n\",\n              \"    <button class=\\\"colab-df-convert\\\" onclick=\\\"convertToInteractive('df-f3d9f2da-29e6-4ce0-9bef-1bdc3af4c39e')\\\"\\n\",\n              \"            title=\\\"Convert this dataframe to an interactive table.\\\"\\n\",\n              \"            style=\\\"display:none;\\\">\\n\",\n              \"\\n\",\n              \"  <svg xmlns=\\\"http://www.w3.org/2000/svg\\\" height=\\\"24px\\\" viewBox=\\\"0 -960 960 960\\\">\\n\",\n              \"    <path d=\\\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\\\"/>\\n\",\n              \"  </svg>\\n\",\n              \"    </button>\\n\",\n              \"\\n\",\n              \"  <style>\\n\",\n              \"    .colab-df-container {\\n\",\n              \"      display:flex;\\n\",\n              \"      gap: 12px;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .colab-df-convert {\\n\",\n              \"      background-color: #E8F0FE;\\n\",\n              \"      border: none;\\n\",\n              \"      border-radius: 50%;\\n\",\n              \"      cursor: pointer;\\n\",\n              \"      display: none;\\n\",\n              \"      fill: #1967D2;\\n\",\n              \"      height: 32px;\\n\",\n              \"      padding: 0 0 0 0;\\n\",\n              \"      width: 32px;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .colab-df-convert:hover {\\n\",\n              \"      background-color: #E2EBFA;\\n\",\n              \"      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\\n\",\n              \"      fill: #174EA6;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .colab-df-buttons div {\\n\",\n              \"      margin-bottom: 4px;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    [theme=dark] .colab-df-convert {\\n\",\n              \"      background-color: #3B4455;\\n\",\n              \"      fill: #D2E3FC;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    [theme=dark] .colab-df-convert:hover {\\n\",\n              \"      background-color: #434B5C;\\n\",\n              \"      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\\n\",\n              \"      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\\n\",\n              \"      fill: #FFFFFF;\\n\",\n              \"    }\\n\",\n              \"  </style>\\n\",\n              \"\\n\",\n              \"    <script>\\n\",\n              \"      const buttonEl =\\n\",\n              \"        document.querySelector('#df-f3d9f2da-29e6-4ce0-9bef-1bdc3af4c39e button.colab-df-convert');\\n\",\n              \"      buttonEl.style.display =\\n\",\n              \"        google.colab.kernel.accessAllowed ? 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Visit the ' +\\n\",\n              \"          '<a target=\\\"_blank\\\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\\n\",\n              \"          + ' to learn more about interactive tables.';\\n\",\n              \"        element.innerHTML = '';\\n\",\n              \"        dataTable['output_type'] = 'display_data';\\n\",\n              \"        await google.colab.output.renderOutput(dataTable, element);\\n\",\n              \"        const docLink = document.createElement('div');\\n\",\n              \"        docLink.innerHTML = docLinkHtml;\\n\",\n              \"        element.appendChild(docLink);\\n\",\n              \"      }\\n\",\n              \"    </script>\\n\",\n              \"  </div>\\n\",\n              \"\\n\",\n              \"\\n\",\n              \"<div id=\\\"df-b227fe53-f672-434f-aacd-acd00794c417\\\">\\n\",\n              \"  <button class=\\\"colab-df-quickchart\\\" 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transparent;\\n\",\n              \"    border-bottom-color: var(--fill-color);\\n\",\n              \"    animation:\\n\",\n              \"      spin 1s steps(1) infinite;\\n\",\n              \"  }\\n\",\n              \"\\n\",\n              \"  @keyframes spin {\\n\",\n              \"    0% {\\n\",\n              \"      border-color: transparent;\\n\",\n              \"      border-bottom-color: var(--fill-color);\\n\",\n              \"      border-left-color: var(--fill-color);\\n\",\n              \"    }\\n\",\n              \"    20% {\\n\",\n              \"      border-color: transparent;\\n\",\n              \"      border-left-color: var(--fill-color);\\n\",\n              \"      border-top-color: var(--fill-color);\\n\",\n              \"    }\\n\",\n              \"    30% {\\n\",\n              \"      border-color: transparent;\\n\",\n              \"      border-left-color: var(--fill-color);\\n\",\n              \"      border-top-color: 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'block' : 'none';\\n\",\n              \"    })();\\n\",\n              \"  </script>\\n\",\n              \"</div>\\n\",\n              \"\\n\",\n              \"  <div id=\\\"id_f27b4f3a-b8b1-4b5a-bb19-6df5017a6779\\\">\\n\",\n              \"    <style>\\n\",\n              \"      .colab-df-generate {\\n\",\n              \"        background-color: #E8F0FE;\\n\",\n              \"        border: none;\\n\",\n              \"        border-radius: 50%;\\n\",\n              \"        cursor: pointer;\\n\",\n              \"        display: none;\\n\",\n              \"        fill: #1967D2;\\n\",\n              \"        height: 32px;\\n\",\n              \"        padding: 0 0 0 0;\\n\",\n              \"        width: 32px;\\n\",\n              \"      }\\n\",\n              \"\\n\",\n              \"      .colab-df-generate:hover {\\n\",\n              \"        background-color: #E2EBFA;\\n\",\n              \"        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\\n\",\n              \"        fill: #174EA6;\\n\",\n              \"      }\\n\",\n              \"\\n\",\n              \"      [theme=dark] .colab-df-generate {\\n\",\n              \"        background-color: #3B4455;\\n\",\n              \"        fill: #D2E3FC;\\n\",\n              \"      }\\n\",\n              \"\\n\",\n              \"      [theme=dark] .colab-df-generate:hover {\\n\",\n              \"        background-color: #434B5C;\\n\",\n              \"        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\\n\",\n              \"        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\\n\",\n              \"        fill: #FFFFFF;\\n\",\n              \"      }\\n\",\n              \"    </style>\\n\",\n              \"    <button class=\\\"colab-df-generate\\\" onclick=\\\"generateWithVariable('all_data')\\\"\\n\",\n              \"            title=\\\"Generate code using this dataframe.\\\"\\n\",\n              \"            style=\\\"display:none;\\\">\\n\",\n              \"\\n\",\n              \"  <svg xmlns=\\\"http://www.w3.org/2000/svg\\\" height=\\\"24px\\\"viewBox=\\\"0 0 24 24\\\"\\n\",\n              \"       width=\\\"24px\\\">\\n\",\n              \"    <path d=\\\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\\\"/>\\n\",\n              \"  </svg>\\n\",\n              \"    </button>\\n\",\n              \"    <script>\\n\",\n              \"      (() => {\\n\",\n              \"      const buttonEl =\\n\",\n              \"        document.querySelector('#id_f27b4f3a-b8b1-4b5a-bb19-6df5017a6779 button.colab-df-generate');\\n\",\n              \"      buttonEl.style.display =\\n\",\n              \"        google.colab.kernel.accessAllowed ? 'block' : 'none';\\n\",\n              \"\\n\",\n              \"      buttonEl.onclick = () => {\\n\",\n              \"        google.colab.notebook.generateWithVariable('all_data');\\n\",\n              \"      }\\n\",\n              \"      })();\\n\",\n              \"    </script>\\n\",\n              \"  </div>\\n\",\n              \"\\n\",\n              \"    </div>\\n\",\n              \"  </div>\\n\"\n            ],\n            \"text/plain\": [\n              \"      Unnamed: 0  S1_PM10  S1_PM25  S1_SO2  S1_NO2  S1_NOX   S1_NO  S2_PM10  \\\\\\n\",\n              \"0              0    25.78    59.82   12.86  159.93  334.79  174.86   191.10   \\n\",\n              \"1              1    25.78    59.82   12.86  159.93  334.79  174.86   171.00   \\n\",\n              \"2              2     8.58    59.39   12.96  125.96  245.34  119.38   143.50   \\n\",\n              \"3              3    23.25    64.53   12.15  129.92  263.59  133.67   125.50   \\n\",\n              \"4              4    25.34    57.17   10.96  150.52  324.17  173.65   112.80   \\n\",\n              \"...          ...      ...      ...     ...     ...     ...     ...      ...   \\n\",\n              \"4716        8712   107.69    56.92    6.77  182.78  398.49  215.71    82.50   \\n\",\n              \"4717        8713   102.60    60.38    6.02  136.34  272.04  135.70    71.07   \\n\",\n              \"4718        8714    93.04    53.38    6.79  161.60  346.15  184.55    75.17   \\n\",\n              \"4719        8715   108.01    66.41    7.75  110.36  208.99   98.63    81.67   \\n\",\n              \"4720        8716    95.88    55.24    7.92   92.45  160.51   68.06    85.70   \\n\",\n              \"\\n\",\n              \"      S2_PM25  S2_SO2  ...  S15_NOX  S15_NO  S15_O3  S17_PM10  S17_PM25  \\\\\\n\",\n              \"0       42.08    6.73  ...   237.45  129.30    1.24    168.93     72.57   \\n\",\n              \"1       44.11    6.94  ...   237.45  129.30    1.24    168.93     72.57   \\n\",\n              \"2       43.53    5.50  ...   172.76   89.14    3.97    175.13     85.43   \\n\",\n              \"3       39.14    5.50  ...   212.22  113.78    4.13    181.77     95.19   \\n\",\n              \"4       35.81    4.94  ...   163.40   82.48    3.86    179.82     89.47   \\n\",\n              \"...       ...     ...  ...      ...     ...     ...       ...       ...   \\n\",\n              \"4716    32.16    7.01  ...   337.08  195.48    3.42    206.80      3.79   \\n\",\n              \"4717    34.54    7.34  ...   324.77  187.08    3.20    144.44      2.66   \\n\",\n              \"4718    30.45    7.63  ...   240.77  133.61    3.16    165.70      1.86   \\n\",\n              \"4719    24.94    7.77  ...   265.22  150.26    3.06    134.59      1.30   \\n\",\n              \"4720    28.03    7.64  ...   250.82  141.89    2.74    151.19      0.91   \\n\",\n              \"\\n\",\n              \"      S17_SO2  S17_NO2  S17_NOX  S17_NO  S17_O3  \\n\",\n              \"0        8.70   232.58   592.46  359.88    3.10  \\n\",\n              \"1        8.70   232.58   592.46  359.88    3.10  \\n\",\n              \"2       11.11   262.78   673.75  410.96    2.72  \\n\",\n              \"3       11.17   263.56   681.37  417.82    3.55  \\n\",\n              \"4        9.90   219.58   559.38  339.79    2.71  \\n\",\n              \"...       ...      ...      ...     ...     ...  \\n\",\n              \"4716     6.18   181.39   390.98  209.58   16.33  \\n\",\n              \"4717     6.38   215.20   504.85  289.65   16.55  \\n\",\n              \"4718     5.92   212.83   505.12  292.29   16.26  \\n\",\n              \"4719     6.02   194.26   455.72  261.46   16.34  \\n\",\n              \"4720     5.55   171.52   396.16  224.64   16.18  \\n\",\n              \"\\n\",\n              \"[4721 rows x 47 columns]\"\n            ]\n          },\n          \"execution_count\": 179,\n          \"metadata\": {},\n          \"output_type\": \"execute_result\"\n        }\n      ],\n      \"source\": [\n        \"all_data = pd.read_csv(\\\"data/ankara_hk_data.csv\\\")\\n\",\n        \"all_data\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 180,\n      \"id\": \"J31CRrspXh3v\",\n      \"metadata\": {\n        \"id\": \"J31CRrspXh3v\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"def sub_dataframe(df: pd.DataFrame,\\n\",\n        \"                  pollutant: str = None,\\n\",\n        \"                  station: str = None,\\n\",\n        \"                  data_completeness: float = None,\\n\",\n        \"                  year: int = None):\\n\",\n        \"    if pollutant is None and station is None and data_completeness is None and year is None:\\n\",\n        \"        print(\\\"No selection criteria!\\\")\\n\",\n        \"        return df\\n\",\n        \"\\n\",\n        \"    neo_df = copy.deepcopy(df)\\n\",\n        \"\\n\",\n        \"    # Filter Pollutants\\n\",\n        \"    if pollutant is not None:\\n\",\n        \"        for column_name in neo_df.columns:\\n\",\n        \"            if pollutant not in column_name and column_name != 'DATE':\\n\",\n        \"                neo_df = neo_df.drop([column_name], axis=1)\\n\",\n        \"\\n\",\n        \"    # Filter Stations\\n\",\n        \"    if station is not None:\\n\",\n        \"        for column_name in neo_df.columns:\\n\",\n        \"            if str(station + \\\"_\\\") not in column_name and column_name != 'DATE':\\n\",\n        \"                neo_df = neo_df.drop([column_name], axis=1)\\n\",\n        \"\\n\",\n        \"    # Filter Data Completeness\\n\",\n        \"    if data_completeness is not None:\\n\",\n        \"        for column_name in neo_df.columns:\\n\",\n        \"            if completeness_feature(neo_df[column_name]) < data_completeness and column_name != 'DATE':\\n\",\n        \"                neo_df = neo_df.drop([column_name], axis=1)\\n\",\n        \"\\n\",\n        \"    # Filter Year\\n\",\n        \"    if year is not None:\\n\",\n        \"        neo_df = neo_df[neo_df['DATE'].str.contains(str(year))]\\n\",\n        \"\\n\",\n        \"    return neo_df\\n\",\n        \"\\n\",\n        \"pols = [\\\"NO2\\\", \\\"PM10\\\", \\\"O3\\\", \\\"PM25\\\"]\\n\",\n        \"pol_levels = {\\\"NO2\\\": [50, 100, 200, 400],\\n\",\n        \"              \\\"PM10\\\": [25, 50, 90, 180],\\n\",\n        \"              \\\"O3\\\": [60, 120, 180, 240],\\n\",\n        \"              \\\"PM25\\\": [15, 30, 55, 110]}\\n\",\n        \"\\n\",\n        \"def polcon2AQI(pol_name: str, val:float):\\n\",\n        \"    global pols\\n\",\n        \"    registered_pollutant = False\\n\",\n        \"    pol_id = None\\n\",\n        \"    for pol in pols:\\n\",\n        \"        if pol in pol_name:\\n\",\n        \"            registered_pollutant = True\\n\",\n        \"            pol_id = pol\\n\",\n        \"    if not registered_pollutant:\\n\",\n        \"        return 0\\n\",\n        \"    if val < pol_levels[pol_id][0]:\\n\",\n        \"        return 1\\n\",\n        \"    elif val < pol_levels[pol_id][1]:\\n\",\n        \"        return 2\\n\",\n        \"    elif val < pol_levels[pol_id][2]:\\n\",\n        \"        return 3\\n\",\n        \"    elif val < pol_levels[pol_id][3]:\\n\",\n        \"        return 4\\n\",\n        \"    return 5\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"def generate_class_label(row: pd.Series):\\n\",\n        \"    vals = []\\n\",\n        \"    for key in row.keys():\\n\",\n        \"        vals.append(polcon2AQI(pol_name=key,\\n\",\n        \"                               val=row[key]))\\n\",\n        \"    return max(vals)\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"def generate_class_labels(df: pd.DataFrame):\\n\",\n        \"    AQIs = []\\n\",\n        \"    for index, row in df.iterrows():\\n\",\n        \"        AQIs.append(generate_class_label(row=dict(row)))\\n\",\n        \"    AQIs.append(0)\\n\",\n        \"    df.loc[:, \\\"OUT\\\"] = AQIs[1:]\\n\",\n        \"    return df\\n\",\n        \"\\n\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 181,\n      \"id\": \"E6i_NF7eu_yF\",\n      \"metadata\": {\n        \"id\": \"E6i_NF7eu_yF\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"s1_data = sub_dataframe(df=all_data, station='S1')\\n\",\n        \"s2_data = sub_dataframe(df=all_data, station='S2')\\n\",\n        \"s9_data = sub_dataframe(df=all_data, station='S9')\\n\",\n        \"s14_data = sub_dataframe(df=all_data, station='S14')\\n\",\n        \"s15_data = sub_dataframe(df=all_data, station='S15')\\n\",\n        \"s17_data = sub_dataframe(df=all_data, station='S17')\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 182,\n      \"id\": \"S3ewUD7rvZt6\",\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 424\n        },\n        \"id\": \"S3ewUD7rvZt6\",\n        \"outputId\": \"69d85532-12af-47db-d467-cdedf6653fa6\"\n      },\n      \"outputs\": [\n        {\n          \"data\": {\n            \"application/vnd.google.colaboratory.intrinsic+json\": {\n              \"summary\": \"{\\n  \\\"name\\\": \\\"s1_data\\\",\\n  \\\"rows\\\": 4721,\\n  \\\"fields\\\": [\\n    {\\n      \\\"column\\\": \\\"S1_PM10\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 21.900554888950595,\\n        \\\"min\\\": 1.78,\\n        \\\"max\\\": 108.01,\\n        \\\"num_unique_values\\\": 3505,\\n        \\\"samples\\\": [\\n          45.13,\\n          22.23,\\n          54.39\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"S1_PM25\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 14.602997971107033,\\n        \\\"min\\\": 1.18,\\n        \\\"max\\\": 90.77,\\n        \\\"num_unique_values\\\": 2783,\\n        \\\"samples\\\": [\\n          11.68,\\n          17.54,\\n          28.18\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"S1_SO2\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 2.698678749030037,\\n        \\\"min\\\": 0.65,\\n        \\\"max\\\": 39.08,\\n        \\\"num_unique_values\\\": 1009,\\n        \\\"samples\\\": [\\n          5.21,\\n          3.53,\\n          2.54\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"S1_NO2\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 46.991007419448785,\\n        \\\"min\\\": 7.26,\\n        \\\"max\\\": 409.89,\\n        \\\"num_unique_values\\\": 3767,\\n        \\\"samples\\\": [\\n          51.36,\\n          54.73,\\n          135.39\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"S1_NOX\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 93.58731989247558,\\n        \\\"min\\\": 8.75,\\n        \\\"max\\\": 911.73,\\n        \\\"num_unique_values\\\": 3938,\\n        \\\"samples\\\": [\\n          109.09,\\n          57.22,\\n          31.43\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"S1_NO\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 49.34135089688509,\\n        \\\"min\\\": 0.1,\\n        \\\"max\\\": 501.84,\\n        \\\"num_unique_values\\\": 2561,\\n        \\\"samples\\\": [\\n          45.91,\\n          28.75,\\n          80.86\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    }\\n  ]\\n}\",\n              \"type\": \"dataframe\",\n              \"variable_name\": \"s1_data\"\n            },\n            \"text/html\": [\n              \"\\n\",\n              \"  <div id=\\\"df-2ef20bd4-a27e-43d2-b60e-08c29b32fbe1\\\" class=\\\"colab-df-container\\\">\\n\",\n              \"    <div>\\n\",\n              \"<style scoped>\\n\",\n              \"    .dataframe tbody tr th:only-of-type {\\n\",\n              \"        vertical-align: middle;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .dataframe tbody tr th {\\n\",\n              \"        vertical-align: top;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .dataframe thead th {\\n\",\n              \"        text-align: right;\\n\",\n              \"    }\\n\",\n              \"</style>\\n\",\n              \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n              \"  <thead>\\n\",\n              \"    <tr style=\\\"text-align: right;\\\">\\n\",\n              \"      <th></th>\\n\",\n              \"      <th>S1_PM10</th>\\n\",\n              \"      <th>S1_PM25</th>\\n\",\n              \"      <th>S1_SO2</th>\\n\",\n              \"      <th>S1_NO2</th>\\n\",\n              \"      <th>S1_NOX</th>\\n\",\n              \"      <th>S1_NO</th>\\n\",\n              \"    </tr>\\n\",\n              \"  </thead>\\n\",\n              \"  <tbody>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>0</th>\\n\",\n              \"      <td>25.78</td>\\n\",\n              \"      <td>59.82</td>\\n\",\n              \"      <td>12.86</td>\\n\",\n              \"      <td>159.93</td>\\n\",\n              \"      <td>334.79</td>\\n\",\n              \"      <td>174.86</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>1</th>\\n\",\n              \"      <td>25.78</td>\\n\",\n              \"      <td>59.82</td>\\n\",\n              \"      <td>12.86</td>\\n\",\n              \"      <td>159.93</td>\\n\",\n              \"      <td>334.79</td>\\n\",\n              \"      <td>174.86</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>2</th>\\n\",\n              \"      <td>8.58</td>\\n\",\n              \"      <td>59.39</td>\\n\",\n              \"      <td>12.96</td>\\n\",\n              \"      <td>125.96</td>\\n\",\n              \"      <td>245.34</td>\\n\",\n              \"      <td>119.38</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>3</th>\\n\",\n              \"      <td>23.25</td>\\n\",\n              \"      <td>64.53</td>\\n\",\n              \"      <td>12.15</td>\\n\",\n              \"      <td>129.92</td>\\n\",\n              \"      <td>263.59</td>\\n\",\n              \"      <td>133.67</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>4</th>\\n\",\n              \"      <td>25.34</td>\\n\",\n              \"      <td>57.17</td>\\n\",\n              \"      <td>10.96</td>\\n\",\n              \"      <td>150.52</td>\\n\",\n              \"      <td>324.17</td>\\n\",\n              \"      <td>173.65</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>...</th>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>4716</th>\\n\",\n              \"      <td>107.69</td>\\n\",\n              \"      <td>56.92</td>\\n\",\n              \"      <td>6.77</td>\\n\",\n              \"      <td>182.78</td>\\n\",\n              \"      <td>398.49</td>\\n\",\n              \"      <td>215.71</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>4717</th>\\n\",\n              \"      <td>102.60</td>\\n\",\n              \"      <td>60.38</td>\\n\",\n              \"      <td>6.02</td>\\n\",\n              \"      <td>136.34</td>\\n\",\n              \"      <td>272.04</td>\\n\",\n              \"      <td>135.70</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>4718</th>\\n\",\n              \"      <td>93.04</td>\\n\",\n              \"      <td>53.38</td>\\n\",\n              \"      <td>6.79</td>\\n\",\n              \"      <td>161.60</td>\\n\",\n              \"      <td>346.15</td>\\n\",\n              \"      <td>184.55</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>4719</th>\\n\",\n              \"      <td>108.01</td>\\n\",\n              \"      <td>66.41</td>\\n\",\n              \"      <td>7.75</td>\\n\",\n              \"      <td>110.36</td>\\n\",\n              \"      <td>208.99</td>\\n\",\n              \"      <td>98.63</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>4720</th>\\n\",\n              \"      <td>95.88</td>\\n\",\n              \"      <td>55.24</td>\\n\",\n              \"      <td>7.92</td>\\n\",\n              \"      <td>92.45</td>\\n\",\n              \"      <td>160.51</td>\\n\",\n              \"      <td>68.06</td>\\n\",\n              \"    </tr>\\n\",\n              \"  </tbody>\\n\",\n              \"</table>\\n\",\n              \"<p>4721 rows × 6 columns</p>\\n\",\n              \"</div>\\n\",\n              \"    <div class=\\\"colab-df-buttons\\\">\\n\",\n              \"\\n\",\n              \"  <div class=\\\"colab-df-container\\\">\\n\",\n              \"    <button class=\\\"colab-df-convert\\\" onclick=\\\"convertToInteractive('df-2ef20bd4-a27e-43d2-b60e-08c29b32fbe1')\\\"\\n\",\n              \"            title=\\\"Convert this dataframe to an interactive table.\\\"\\n\",\n              \"            style=\\\"display:none;\\\">\\n\",\n              \"\\n\",\n              \"  <svg xmlns=\\\"http://www.w3.org/2000/svg\\\" height=\\\"24px\\\" viewBox=\\\"0 -960 960 960\\\">\\n\",\n              \"    <path d=\\\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\\\"/>\\n\",\n              \"  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'block' : 'none';\\n\",\n              \"    })();\\n\",\n              \"  </script>\\n\",\n              \"</div>\\n\",\n              \"\\n\",\n              \"  <div id=\\\"id_3760c54f-d58c-4aa6-a801-cbaee0b8e73b\\\">\\n\",\n              \"    <style>\\n\",\n              \"      .colab-df-generate {\\n\",\n              \"        background-color: #E8F0FE;\\n\",\n              \"        border: none;\\n\",\n              \"        border-radius: 50%;\\n\",\n              \"        cursor: pointer;\\n\",\n              \"        display: none;\\n\",\n              \"        fill: #1967D2;\\n\",\n              \"        height: 32px;\\n\",\n              \"        padding: 0 0 0 0;\\n\",\n              \"        width: 32px;\\n\",\n              \"      }\\n\",\n              \"\\n\",\n              \"      .colab-df-generate:hover {\\n\",\n              \"        background-color: #E2EBFA;\\n\",\n              \"        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\\n\",\n              \"        fill: #174EA6;\\n\",\n              \"      }\\n\",\n              \"\\n\",\n              \"      [theme=dark] .colab-df-generate {\\n\",\n              \"        background-color: #3B4455;\\n\",\n              \"        fill: #D2E3FC;\\n\",\n              \"      }\\n\",\n              \"\\n\",\n              \"      [theme=dark] .colab-df-generate:hover {\\n\",\n              \"        background-color: #434B5C;\\n\",\n              \"        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\\n\",\n              \"        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\\n\",\n              \"        fill: #FFFFFF;\\n\",\n              \"      }\\n\",\n              \"    </style>\\n\",\n              \"    <button class=\\\"colab-df-generate\\\" onclick=\\\"generateWithVariable('s1_data')\\\"\\n\",\n              \"            title=\\\"Generate code using this dataframe.\\\"\\n\",\n              \"            style=\\\"display:none;\\\">\\n\",\n              \"\\n\",\n              \"  <svg xmlns=\\\"http://www.w3.org/2000/svg\\\" height=\\\"24px\\\"viewBox=\\\"0 0 24 24\\\"\\n\",\n              \"       width=\\\"24px\\\">\\n\",\n              \"    <path d=\\\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\\\"/>\\n\",\n              \"  </svg>\\n\",\n              \"    </button>\\n\",\n              \"    <script>\\n\",\n              \"      (() => {\\n\",\n              \"      const buttonEl =\\n\",\n              \"        document.querySelector('#id_3760c54f-d58c-4aa6-a801-cbaee0b8e73b button.colab-df-generate');\\n\",\n              \"      buttonEl.style.display =\\n\",\n              \"        google.colab.kernel.accessAllowed ? 'block' : 'none';\\n\",\n              \"\\n\",\n              \"      buttonEl.onclick = () => {\\n\",\n              \"        google.colab.notebook.generateWithVariable('s1_data');\\n\",\n              \"      }\\n\",\n              \"      })();\\n\",\n              \"    </script>\\n\",\n              \"  </div>\\n\",\n              \"\\n\",\n              \"    </div>\\n\",\n              \"  </div>\\n\"\n            ],\n            \"text/plain\": [\n              \"      S1_PM10  S1_PM25  S1_SO2  S1_NO2  S1_NOX   S1_NO\\n\",\n              \"0       25.78    59.82   12.86  159.93  334.79  174.86\\n\",\n              \"1       25.78    59.82   12.86  159.93  334.79  174.86\\n\",\n              \"2        8.58    59.39   12.96  125.96  245.34  119.38\\n\",\n              \"3       23.25    64.53   12.15  129.92  263.59  133.67\\n\",\n              \"4       25.34    57.17   10.96  150.52  324.17  173.65\\n\",\n              \"...       ...      ...     ...     ...     ...     ...\\n\",\n              \"4716   107.69    56.92    6.77  182.78  398.49  215.71\\n\",\n              \"4717   102.60    60.38    6.02  136.34  272.04  135.70\\n\",\n              \"4718    93.04    53.38    6.79  161.60  346.15  184.55\\n\",\n              \"4719   108.01    66.41    7.75  110.36  208.99   98.63\\n\",\n              \"4720    95.88    55.24    7.92   92.45  160.51   68.06\\n\",\n              \"\\n\",\n              \"[4721 rows x 6 columns]\"\n            ]\n          },\n          \"execution_count\": 182,\n          \"metadata\": {},\n          \"output_type\": \"execute_result\"\n        }\n      ],\n      \"source\": [\n        \"s1_data\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 183,\n      \"id\": \"cYIXGHrKYUk_\",\n      \"metadata\": {\n        \"id\": \"cYIXGHrKYUk_\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"exp_s1_data = generate_class_labels(s1_data)\\n\",\n        \"exp_s2_data = generate_class_labels(s2_data)\\n\",\n        \"exp_s9_data = generate_class_labels(s9_data)\\n\",\n        \"exp_s14_data = generate_class_labels(s14_data)\\n\",\n        \"exp_s15_data = generate_class_labels(s15_data)\\n\",\n        \"exp_s17_data = generate_class_labels(s17_data)\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 184,\n      \"id\": \"qI8THu-_Zyi_\",\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 424\n        },\n        \"id\": \"qI8THu-_Zyi_\",\n        \"outputId\": \"f7088c1f-a9f6-4d0f-d3ad-d27878a48cb7\"\n      },\n      \"outputs\": [\n        {\n          \"data\": {\n            \"application/vnd.google.colaboratory.intrinsic+json\": {\n              \"summary\": \"{\\n  \\\"name\\\": \\\"s2_data\\\",\\n  \\\"rows\\\": 4721,\\n  \\\"fields\\\": [\\n    {\\n      \\\"column\\\": \\\"S2_PM10\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": 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\\\"min\\\": 1.87,\\n        \\\"max\\\": 22.41,\\n        \\\"num_unique_values\\\": 1465,\\n        \\\"samples\\\": [\\n          6.79,\\n          5.56,\\n          3.94\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"S2_CO\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 834.8849162182966,\\n        \\\"min\\\": 34.02,\\n        \\\"max\\\": 6309.1,\\n        \\\"num_unique_values\\\": 4565,\\n        \\\"samples\\\": [\\n          699.89,\\n          1733.63,\\n          2008.32\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"S2_03\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 14.784616281915504,\\n        \\\"min\\\": 0.0,\\n        \\\"max\\\": 88.83,\\n        \\\"num_unique_values\\\": 2728,\\n        \\\"samples\\\": [\\n          8.84,\\n          19.88,\\n          23.07\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"OUT\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 0,\\n        \\\"min\\\": 0,\\n        \\\"max\\\": 5,\\n        \\\"num_unique_values\\\": 6,\\n        \\\"samples\\\": [\\n          4,\\n          3,\\n          0\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    }\\n  ]\\n}\",\n              \"type\": \"dataframe\",\n              \"variable_name\": \"s2_data\"\n            },\n            \"text/html\": [\n              \"\\n\",\n              \"  <div id=\\\"df-11e35617-40df-495a-b64f-7ef3542fc769\\\" class=\\\"colab-df-container\\\">\\n\",\n              \"    <div>\\n\",\n              \"<style scoped>\\n\",\n              \"    .dataframe tbody tr th:only-of-type {\\n\",\n              \"        vertical-align: middle;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .dataframe tbody tr th {\\n\",\n              \"        vertical-align: top;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .dataframe thead th {\\n\",\n              \"        text-align: right;\\n\",\n              \"    }\\n\",\n              \"</style>\\n\",\n              \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n              \"  <thead>\\n\",\n              \"    <tr style=\\\"text-align: right;\\\">\\n\",\n              \"      <th></th>\\n\",\n              \"      <th>S2_PM10</th>\\n\",\n              \"      <th>S2_PM25</th>\\n\",\n              \"      <th>S2_SO2</th>\\n\",\n              \"      <th>S2_CO</th>\\n\",\n              \"      <th>S2_03</th>\\n\",\n              \"      <th>OUT</th>\\n\",\n              \"    </tr>\\n\",\n              \"  </thead>\\n\",\n              \"  <tbody>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>0</th>\\n\",\n              \"      <td>191.10</td>\\n\",\n              \"      <td>42.08</td>\\n\",\n              \"      <td>6.73</td>\\n\",\n              \"      <td>2132.53</td>\\n\",\n              \"      <td>4.84</td>\\n\",\n              \"      <td>4</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>1</th>\\n\",\n              \"      <td>171.00</td>\\n\",\n              \"      <td>44.11</td>\\n\",\n              \"      <td>6.94</td>\\n\",\n              \"      <td>1972.46</td>\\n\",\n              \"      <td>4.57</td>\\n\",\n              \"      <td>4</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>2</th>\\n\",\n              \"      <td>143.50</td>\\n\",\n              \"      <td>43.53</td>\\n\",\n              \"      <td>5.50</td>\\n\",\n              \"      <td>1696.22</td>\\n\",\n              \"      <td>3.94</td>\\n\",\n              \"      <td>4</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>3</th>\\n\",\n              \"      <td>125.50</td>\\n\",\n              \"      <td>39.14</td>\\n\",\n              \"      <td>5.50</td>\\n\",\n              \"      <td>1304.05</td>\\n\",\n              \"      <td>3.36</td>\\n\",\n              \"      <td>4</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>4</th>\\n\",\n              \"      <td>112.80</td>\\n\",\n              \"      <td>35.81</td>\\n\",\n              \"      <td>4.94</td>\\n\",\n              \"      <td>1132.15</td>\\n\",\n              \"      <td>3.18</td>\\n\",\n              \"      <td>4</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>...</th>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>4716</th>\\n\",\n              \"      <td>82.50</td>\\n\",\n              \"      <td>32.16</td>\\n\",\n              \"      <td>7.01</td>\\n\",\n              \"      <td>2558.69</td>\\n\",\n              \"      <td>15.40</td>\\n\",\n              \"      <td>3</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>4717</th>\\n\",\n              \"      <td>71.07</td>\\n\",\n              \"      <td>34.54</td>\\n\",\n              \"      <td>7.34</td>\\n\",\n              \"      <td>2849.30</td>\\n\",\n              \"      <td>15.60</td>\\n\",\n              \"      <td>3</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>4718</th>\\n\",\n              \"      <td>75.17</td>\\n\",\n              \"      <td>30.45</td>\\n\",\n              \"      <td>7.63</td>\\n\",\n              \"      <td>2809.52</td>\\n\",\n              \"      <td>15.24</td>\\n\",\n              \"      <td>3</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>4719</th>\\n\",\n              \"      <td>81.67</td>\\n\",\n              \"      <td>24.94</td>\\n\",\n              \"      <td>7.77</td>\\n\",\n              \"      <td>2967.26</td>\\n\",\n              \"      <td>15.57</td>\\n\",\n              \"      <td>3</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>4720</th>\\n\",\n              \"      <td>85.70</td>\\n\",\n              \"      <td>28.03</td>\\n\",\n              \"      <td>7.64</td>\\n\",\n              \"      <td>2832.16</td>\\n\",\n              \"      <td>15.60</td>\\n\",\n              \"      <td>0</td>\\n\",\n              \"    </tr>\\n\",\n              \"  </tbody>\\n\",\n              \"</table>\\n\",\n              \"<p>4721 rows × 6 columns</p>\\n\",\n              \"</div>\\n\",\n              \"    <div class=\\\"colab-df-buttons\\\">\\n\",\n              \"\\n\",\n              \"  <div class=\\\"colab-df-container\\\">\\n\",\n              \"    <button class=\\\"colab-df-convert\\\" onclick=\\\"convertToInteractive('df-11e35617-40df-495a-b64f-7ef3542fc769')\\\"\\n\",\n              \"            title=\\\"Convert this dataframe to an interactive table.\\\"\\n\",\n              \"            style=\\\"display:none;\\\">\\n\",\n              \"\\n\",\n              \"  <svg xmlns=\\\"http://www.w3.org/2000/svg\\\" height=\\\"24px\\\" viewBox=\\\"0 -960 960 960\\\">\\n\",\n              \"    <path d=\\\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 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'block' : 'none';\\n\",\n              \"\\n\",\n              \"      buttonEl.onclick = () => {\\n\",\n              \"        google.colab.notebook.generateWithVariable('s2_data');\\n\",\n              \"      }\\n\",\n              \"      })();\\n\",\n              \"    </script>\\n\",\n              \"  </div>\\n\",\n              \"\\n\",\n              \"    </div>\\n\",\n              \"  </div>\\n\"\n            ],\n            \"text/plain\": [\n              \"      S2_PM10  S2_PM25  S2_SO2    S2_CO  S2_03  OUT\\n\",\n              \"0      191.10    42.08    6.73  2132.53   4.84    4\\n\",\n              \"1      171.00    44.11    6.94  1972.46   4.57    4\\n\",\n              \"2      143.50    43.53    5.50  1696.22   3.94    4\\n\",\n              \"3      125.50    39.14    5.50  1304.05   3.36    4\\n\",\n              \"4      112.80    35.81    4.94  1132.15   3.18    4\\n\",\n              \"...       ...      ...     ...      ...    ...  ...\\n\",\n              \"4716    82.50    32.16    7.01  2558.69  15.40    3\\n\",\n              \"4717    71.07    34.54    7.34  2849.30  15.60    3\\n\",\n              \"4718    75.17    30.45    7.63  2809.52  15.24    3\\n\",\n              \"4719    81.67    24.94    7.77  2967.26  15.57    3\\n\",\n              \"4720    85.70    28.03    7.64  2832.16  15.60    0\\n\",\n              \"\\n\",\n              \"[4721 rows x 6 columns]\"\n            ]\n          },\n          \"execution_count\": 184,\n          \"metadata\": {},\n          \"output_type\": \"execute_result\"\n        }\n      ],\n      \"source\": [\n        \"exp_s2_data\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 185,\n      \"id\": \"O-g2uFPEbDne\",\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 452\n        },\n        \"id\": \"O-g2uFPEbDne\",\n        \"outputId\": \"5fa3a5d0-1295-4f0d-b4bf-00eae27c4bc9\"\n      },\n      \"outputs\": [\n        {\n          \"data\": {\n            \"image/png\": 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\",\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ]\n          },\n          \"metadata\": {},\n          \"output_type\": \"display_data\"\n        }\n      ],\n      \"source\": [\n        \"from matplotlib import pyplot as plt\\n\",\n        \"exp_s17_data['OUT'].plot(kind='hist', bins=20, title='OUT')\\n\",\n        \"plt.gca().spines[['top', 'right',]].set_visible(False)\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 186,\n      \"id\": \"EAx3d_UGbsOC\",\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"EAx3d_UGbsOC\",\n        \"outputId\": \"91b866c2-340f-437a-a0b2-a455907ea278\"\n      },\n      \"outputs\": [\n        {\n          \"data\": {\n            \"text/plain\": [\n              \"(array([1, 2, 3, 4, 5]), array([ 765, 1995, 1237,  645,   78]))\"\n            ]\n          },\n          \"execution_count\": 186,\n          \"metadata\": {},\n          \"output_type\": \"execute_result\"\n        }\n      ],\n      \"source\": [\n        \"filtered_data = exp_s17_data[exp_s17_data[\\\"OUT\\\"]!=0]\\n\",\n        \"np.unique(filtered_data[\\\"OUT\\\"].values,return_counts=True)\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 187,\n      \"id\": \"QhrnWXyDfq5B\",\n      \"metadata\": {\n        \"id\": \"QhrnWXyDfq5B\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"from sklearn.model_selection import train_test_split\\n\",\n        \"X_train, X_test, y_train, y_test = train_test_split(filtered_data[filtered_data.columns[:-1]].values, filtered_data[filtered_data.columns[-1]].values,\\n\",\n        \"                                                    stratify=filtered_data[filtered_data.columns[-1]].values, test_size=0.3, random_state=42)\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 188,\n      \"id\": \"hLcN8jyOgKiT\",\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 843\n        },\n        \"id\": \"hLcN8jyOgKiT\",\n        \"outputId\": \"e26e0667-d522-42e4-b9f8-5c21b2308655\"\n      },\n      \"outputs\": [\n        {\n          \"data\": {\n            \"image/png\": 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zRqlWrtHbtWlVUVKh3797KyMjQmTNn7DHZ2dmqqalRaWmptmzZorKyMs2cOTPc0wUAAAYK+2+j3rNnjx555BFlZn7xG10HDx6sf/3Xf9W+ffskffHuy4oVK/Tcc8/pkUcekST98pe/lNvt1ubNm5WVlaWjR4+qpKRElZWVSk1NlSStXr1akyZN0tKlS+X1esM9bQAAYJCwvwMzduxYbd++Xb/73e8kSf/1X/+l3/72t5o4caIk6fjx4/L7/UpPT7ef43K5lJaWpvLycklSeXm54uPj7XiRpPT0dEVFRamioiLcUwYAAIYJ+zsw+fn5CgaDGjJkiHr06KHz58/rRz/6kbKzsyVJfr9fkuR2u0Oe53a77Wt+v1+JiYmhE42OVkJCgj3mYi0tLWppabEfB4PBsK0JAAB0LWF/B+bNN9/Uxo0b9dprr+nAgQPasGGDli5dqg0bNoT7pUIUFhbK5XLZR1JSUkRfDwAAdJ6wB8ycOXOUn5+vrKwsjRgxQtOmTdPTTz+twsJCSZLH45Ek1dXVhTyvrq7OvubxeFRfXx9y/dy5c2poaLDHXKygoECBQMA+Tp06Fe6lAQCALiLsAfP5558rKir0tj169FBbW5skKTk5WR6PR9u3b7evB4NBVVRUyOfzSZJ8Pp8aGxtVVVVlj9mxY4fa2tqUlpbW7uvGxsbK6XSGHAAAoHsK+2dgJk+erB/96EcaOHCghg8froMHD2rZsmX63ve+J0lyOByaNWuWXnrpJd16661KTk7WvHnz5PV6NWXKFEnS0KFDNWHCBM2YMUNr165Va2ur8vLylJWVxTeQAABA+ANm9erVmjdvnv7hH/5B9fX18nq9+v73v6/58+fbY5599lk1Nzdr5syZamxs1L333quSkhLFxcXZYzZu3Ki8vDyNGzdOUVFRmjp1qlatWhXu6QIAAAM5rC//iNxuJBgMyuVyKRAI8NdJuMTg/Hcidu+PF2VG7N74f5HaQ/YPMAO/CwkAABiHgAEAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxiFgAACAcQgYAABgHAIGAAAYh4ABAADGIWAAAIBxCBgAAGAcAgYAABiHgAEAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxiFgAACAcQgYAABgHAIGAAAYh4ABAADGIWAAAIBxCBgAAGAcAgYAABiHgAEAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxiFgAACAcQgYAABgHAIGAAAYh4ABAADGIWAAAIBxCBgAAGAcAgYAABiHgAEAAMYhYAAAgHEIGAAAYJyIBMwf//hH/c3f/I369eunXr16acSIEdq/f7993bIszZ8/XwMGDFCvXr2Unp6uY8eOhdyjoaFB2dnZcjqdio+PV05OjpqamiIxXQAAYJiwB8zp06d1zz33qGfPnvr1r3+t999/X//0T/+kvn372mOWLFmiVatWae3ataqoqFDv3r2VkZGhM2fO2GOys7NVU1Oj0tJSbdmyRWVlZZo5c2a4pwsAAAwUHe4bLl68WElJSVq/fr19Ljk52f5ny7K0YsUKPffcc3rkkUckSb/85S/ldru1efNmZWVl6ejRoyopKVFlZaVSU1MlSatXr9akSZO0dOlSeb3ecE8bAAAYJOzvwPzqV79Samqq/vqv/1qJiYm6/fbb9bOf/cy+fvz4cfn9fqWnp9vnXC6X0tLSVF5eLkkqLy9XfHy8HS+SlJ6erqioKFVUVLT7ui0tLQoGgyEHAADonsIeML///e+1Zs0a3Xrrrdq6daueeOIJ/eAHP9CGDRskSX6/X5LkdrtDnud2u+1rfr9fiYmJIdejo6OVkJBgj7lYYWGhXC6XfSQlJYV7aQAAoIsIe8C0tbXpjjvu0I9//GPdfvvtmjlzpmbMmKG1a9eG+6VCFBQUKBAI2MepU6ci+noAAKDzhD1gBgwYoGHDhoWcGzp0qE6ePClJ8ng8kqS6urqQMXV1dfY1j8ej+vr6kOvnzp1TQ0ODPeZisbGxcjqdIQcAAOiewh4w99xzj2pra0PO/e53v9OgQYMkffGBXo/Ho+3bt9vXg8GgKioq5PP5JEk+n0+NjY2qqqqyx+zYsUNtbW1KS0sL95QBAIBhwv4tpKefflpjx47Vj3/8Yz366KPat2+f1q1bp3Xr1kmSHA6HZs2apZdeekm33nqrkpOTNW/ePHm9Xk2ZMkXSF+/YTJgwwf6rp9bWVuXl5SkrK4tvIAEAgPAHzJ133qlNmzapoKBAL7zwgpKTk7VixQplZ2fbY5599lk1Nzdr5syZamxs1L333quSkhLFxcXZYzZu3Ki8vDyNGzdOUVFRmjp1qlatWhXu6QIAAAM5LMuyOnsSkRAMBuVyuRQIBPg8DC4xOP+diN3740WZEbs3/l+k9pD9A8zA70ICAADGIWAAAIBxCBgAAGAcAgYAABiHgAEAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxgn7rxL4U8BPcQUAoHPxDgwAADAOAQMAAIxDwAAAAOMQMAAAwDgEDAAAMA4BAwAAjEPAAAAA4xAwAADAOAQMAAAwDgEDAACMQ8AAAADjEDAAAMA4BAwAADAOAQMAAIxDwAAAAOMQMAAAwDgEDAAAMA4BAwAAjEPAAAAA4xAwAADAOAQMAAAwTnRnTwAA8KdpcP47Ebnvx4syI3JfdC28AwMAAIxDwAAAAOMQMAAAwDgEDAAAMA4BAwAAjEPAAAAA4xAwAADAOBEPmEWLFsnhcGjWrFn2uTNnzig3N1f9+vXTzTffrKlTp6quri7keSdPnlRmZqZuuukmJSYmas6cOTp37lykpwsAAAwQ0YCprKzUK6+8opEjR4acf/rpp/X222/rrbfe0q5du/TJJ5/oW9/6ln39/PnzyszM1NmzZ7Vnzx5t2LBBxcXFmj9/fiSnCwAADBGxgGlqalJ2drZ+9rOfqW/fvvb5QCCgX/ziF1q2bJkefvhhjRkzRuvXr9eePXu0d+9eSdK2bdv0/vvv61/+5V80evRoTZw4US+++KKKiop09uzZSE0ZAAAYImIBk5ubq8zMTKWnp4ecr6qqUmtra8j5IUOGaODAgSovL5cklZeXa8SIEXK73faYjIwMBYNB1dTUtPt6LS0tCgaDIQcAAOieIvK7kF5//XUdOHBAlZWVl1zz+/2KiYlRfHx8yHm32y2/32+P+XK8XLh+4Vp7CgsLtXDhwjDMHgAAdHVhfwfm1KlTeuqpp7Rx40bFxcWF+/aXVVBQoEAgYB+nTp26Ya8NAABurLAHTFVVlerr63XHHXcoOjpa0dHR2rVrl1atWqXo6Gi53W6dPXtWjY2NIc+rq6uTx+ORJHk8nku+lXTh8YUxF4uNjZXT6Qw5AABA9xT2gBk3bpwOHz6s6upq+0hNTVV2drb9zz179tT27dvt59TW1urkyZPy+XySJJ/Pp8OHD6u+vt4eU1paKqfTqWHDhoV7ygAAwDBh/wxMnz59dNttt4Wc6927t/r162efz8nJ0ezZs5WQkCCn06knn3xSPp9Pd999tyRp/PjxGjZsmKZNm6YlS5bI7/frueeeU25urmJjY8M9ZQAAYJiIfIj3qyxfvlxRUVGaOnWqWlpalJGRoZ/+9Kf29R49emjLli164okn5PP51Lt3b02fPl0vvPBCZ0wXAAB0MTckYHbu3BnyOC4uTkVFRSoqKrrscwYNGqR33303wjMDAAAm4nchAQAA4xAwAADAOAQMAAAwDgEDAACMQ8AAAADjEDAAAMA4BAwAADAOAQMAAIxDwAAAAOMQMAAAwDgEDAAAMA4BAwAAjEPAAAAA4xAwAADAOAQMAAAwDgEDAACMQ8AAAADjEDAAAMA4BAwAADAOAQMAAIxDwAAAAOMQMAAAwDgEDAAAMA4BAwAAjEPAAAAA4xAwAADAOAQMAAAwDgEDAACMQ8AAAADjEDAAAMA4BAwAADAOAQMAAIxDwAAAAOMQMAAAwDgEDAAAMA4BAwAAjEPAAAAA4xAwAADAOAQMAAAwDgEDAACME/aAKSws1J133qk+ffooMTFRU6ZMUW1tbciYM2fOKDc3V/369dPNN9+sqVOnqq6uLmTMyZMnlZmZqZtuukmJiYmaM2eOzp07F+7pAgAAA4U9YHbt2qXc3Fzt3btXpaWlam1t1fjx49Xc3GyPefrpp/X222/rrbfe0q5du/TJJ5/oW9/6ln39/PnzyszM1NmzZ7Vnzx5t2LBBxcXFmj9/frinCwAADBQd7huWlJSEPC4uLlZiYqKqqqp0//33KxAI6Be/+IVee+01Pfzww5Kk9evXa+jQodq7d6/uvvtubdu2Te+//77ee+89ud1ujR49Wi+++KLmzp2rBQsWKCYmJtzTBgAABon4Z2ACgYAkKSEhQZJUVVWl1tZWpaen22OGDBmigQMHqry8XJJUXl6uESNGyO1222MyMjIUDAZVU1PT7uu0tLQoGAyGHAAAoHuKaMC0tbVp1qxZuueee3TbbbdJkvx+v2JiYhQfHx8y1u12y+/322O+HC8Xrl+41p7CwkK5XC77SEpKCvNqAABAVxHRgMnNzdWRI0f0+uuvR/JlJEkFBQUKBAL2cerUqYi/JgAA6Bxh/wzMBXl5edqyZYvKysp0yy232Oc9Ho/Onj2rxsbGkHdh6urq5PF47DH79u0Lud+FbyldGHOx2NhYxcbGhnkVAACgKwr7OzCWZSkvL0+bNm3Sjh07lJycHHJ9zJgx6tmzp7Zv326fq62t1cmTJ+Xz+SRJPp9Phw8fVn19vT2mtLRUTqdTw4YNC/eUAQCAYcL+Dkxubq5ee+01/cd//If69Oljf2bF5XKpV69ecrlcysnJ0ezZs5WQkCCn06knn3xSPp9Pd999tyRp/PjxGjZsmKZNm6YlS5bI7/frueeeU25uLu+yAACA8AfMmjVrJEkPPvhgyPn169frb//2byVJy5cvV1RUlKZOnaqWlhZlZGTopz/9qT22R48e2rJli5544gn5fD717t1b06dP1wsvvBDu6QIAAAOFPWAsy/rKMXFxcSoqKlJRUdFlxwwaNEjvvvtuOKcGAAC6CX4XEgAAMA4BAwAAjEPAAAAA4xAwAADAOAQMAAAwDgEDAACMQ8AAAADjEDAAAMA4BAwAADAOAQMAAIxDwAAAAOMQMAAAwDgEDAAAMA4BAwAAjEPAAAAA4xAwAADAOAQMAAAwDgEDAACMQ8AAAADjEDAAAMA4BAwAADAOAQMAAIxDwAAAAOMQMAAAwDgEDAAAMA4BAwAAjEPAAAAA4xAwAADAOAQMAAAwTnRnTwAAAETO4Px3InLfjxdlRuS+V4t3YAAAgHEIGAAAYBwCBgAAGIeAAQAAxiFgAACAcQgYAABgHAIGAAAYh4ABAADGIWAAAIBxunTAFBUVafDgwYqLi1NaWpr27dvX2VMCAABdQJcNmDfeeEOzZ8/W888/rwMHDmjUqFHKyMhQfX19Z08NAAB0si4bMMuWLdOMGTP03e9+V8OGDdPatWt100036dVXX+3sqQEAgE7WJX+Z49mzZ1VVVaWCggL7XFRUlNLT01VeXt7uc1paWtTS0mI/DgQCkqRgMBj2+bW1fB72e14QifniUuyh+SK1h+zfjcMe3him/nvu06ePHA7HZa93yYD5n//5H50/f15utzvkvNvt1gcffNDucwoLC7Vw4cJLziclJUVkjpHiWtHZM8D1Yg/Nxv6Zjz28MSL97zkQCMjpdF72epcMmGtRUFCg2bNn24/b2trU0NCgfv36XbHgOioYDCopKUmnTp264r9Yk3X3NbI+83X3NXb39Undf42s7/r16dPnite7ZMD0799fPXr0UF1dXcj5uro6eTyedp8TGxur2NjYkHPx8fGRmqKcTme3/I/yy7r7Glmf+br7Grv7+qTuv0bWFzld8kO8MTExGjNmjLZv326fa2tr0/bt2+Xz+TpxZgAAoCvoku/ASNLs2bM1ffp0paam6q677tKKFSvU3Nys7373u509NQAA0Mm6bMA89thj+u///m/Nnz9ffr9fo0ePVklJySUf7L3RYmNj9fzzz1/y11XdSXdfI+szX3dfY3dfn9T918j6Is9hWZbVaa8OAABwDbrkZ2AAAACuhIABAADGIWAAAIBxCBgAAGAcAuYiZWVlmjx5srxerxwOhzZv3vyVz9m5c6fuuOMOxcbG6hvf+IaKi4sjPs9r1dH17dy5Uw6H45LD7/ffmAl3UGFhoe6880716dNHiYmJmjJlimpra7/yeW+99ZaGDBmiuLg4jRgxQu++++4NmO21uZY1FhcXX7KHcXFxN2jGHbNmzRqNHDnS/gFZPp9Pv/71r6/4HJP2r6PrM2nv2rNo0SI5HA7NmjXriuNM2sOLXc0aTdrHBQsWXDLXIUOGXPE5nbF/BMxFmpubNWrUKBUVFV3V+OPHjyszM1MPPfSQqqurNWvWLP3d3/2dtm7dGuGZXpuOru+C2tpaffrpp/aRmJgYoRlen127dik3N1d79+5VaWmpWltbNX78eDU3N1/2OXv27NG3v/1t5eTk6ODBg5oyZYqmTJmiI0eO3MCZX71rWaP0xU/M/PIenjhx4gbNuGNuueUWLVq0SFVVVdq/f78efvhhPfLII6qpqWl3vGn719H1Sebs3cUqKyv1yiuvaOTIkVccZ9oeftnVrlEyax+HDx8eMtff/va3lx3baftn4bIkWZs2bbrimGeffdYaPnx4yLnHHnvMysjIiODMwuNq1veb3/zGkmSdPn36hswp3Orr6y1J1q5duy475tFHH7UyMzNDzqWlpVnf//73Iz29sLiaNa5fv95yuVw3blJh1rdvX+vnP/95u9dM3z/LuvL6TN27zz77zLr11lut0tJS64EHHrCeeuqpy441dQ87skaT9vH555+3Ro0addXjO2v/eAfmOpWXlys9PT3kXEZGhsrLyztpRpExevRoDRgwQH/xF3+h3bt3d/Z0rlogEJAkJSQkXHaM6Xt4NWuUpKamJg0aNEhJSUlf+X/8XcX58+f1+uuvq7m5+bK/RsTk/bua9Ulm7l1ubq4yMzMv2Zv2mLqHHVmjZNY+Hjt2TF6vV1/72teUnZ2tkydPXnZsZ+1fl/1JvKbw+/2X/HRgt9utYDCo//3f/1WvXr06aWbhMWDAAK1du1apqalqaWnRz3/+cz344IOqqKjQHXfc0dnTu6K2tjbNmjVL99xzj2677bbLjrvcHnbVz/l82dWuMSUlRa+++qpGjhypQCCgpUuXauzYsaqpqdEtt9xyA2d8dQ4fPiyfz6czZ87o5ptv1qZNmzRs2LB2x5q4fx1Zn2l7J0mvv/66Dhw4oMrKyqsab+IednSNJu1jWlqaiouLlZKSok8//VQLFy7UfffdpyNHjrT7G6I7a/8IGFxRSkqKUlJS7Mdjx47VRx99pOXLl+uf//mfO3FmXy03N1dHjhy54t/dmu5q1+jz+UL+D3/s2LEaOnSoXnnlFb344ouRnmaHpaSkqLq6WoFAQP/2b/+m6dOna9euXZf9Q940HVmfaXt36tQpPfXUUyotLe2yH1K9XteyRpP2ceLEifY/jxw5UmlpaRo0aJDefPNN5eTkdOLMQhEw18nj8aiuri7kXF1dnZxOp/HvvlzOXXfd1eWjIC8vT1u2bFFZWdlX/t/N5fbQ4/FEcorXrSNrvFjPnj11++2368MPP4zQ7K5PTEyMvvGNb0iSxowZo8rKSq1cuVKvvPLKJWNN3L+OrO9iXX3vqqqqVF9fH/IO7fnz51VWVqaf/OQnamlpUY8ePUKeY9oeXssaL9bV9/HL4uPj9c1vfvOyc+2s/eMzMNfJ5/Np+/btIedKS0uv+PfZpquurtaAAQM6exrtsixLeXl52rRpk3bs2KHk5OSvfI5pe3gta7zY+fPndfjw4S67jxdra2tTS0tLu9dM27/2XGl9F+vqezdu3DgdPnxY1dXV9pGamqrs7GxVV1e3+we7aXt4LWu8WFffxy9ramrSRx99dNm5dtr+RfQjwgb67LPPrIMHD1oHDx60JFnLli2zDh48aJ04ccKyLMvKz8+3pk2bZo///e9/b910003WnDlzrKNHj1pFRUVWjx49rJKSks5awhV1dH3Lly+3Nm/ebB07dsw6fPiw9dRTT1lRUVHWe++911lLuKInnnjCcrlc1s6dO61PP/3UPj7//HN7zLRp06z8/Hz78e7du63o6Ghr6dKl1tGjR63nn3/e6tmzp3X48OHOWMJXupY1Lly40Nq6dav10UcfWVVVVVZWVpYVFxdn1dTUdMYSrig/P9/atWuXdfz4cevQoUNWfn6+5XA4rG3btlmWZf7+dXR9Ju3d5Vz8DR3T97A9X7VGk/bxmWeesXbu3GkdP37c2r17t5Wenm7179/fqq+vtyyr6+wfAXORC18bvviYPn26ZVmWNX36dOuBBx645DmjR4+2YmJirK997WvW+vXrb/i8r1ZH17d48WLr61//uhUXF2clJCRYDz74oLVjx47OmfxVaG9tkkL25IEHHrDXe8Gbb75pffOb37RiYmKs4cOHW++8886NnXgHXMsaZ82aZQ0cONCKiYmx3G63NWnSJOvAgQM3fvJX4Xvf+541aNAgKyYmxvqzP/sza9y4cfYf7pZl/v51dH0m7d3lXPyHu+l72J6vWqNJ+/jYY49ZAwYMsGJiYqw///M/tx577DHrww8/tK93lf1zWJZlRfY9HgAAgPDiMzAAAMA4BAwAADAOAQMAAIxDwAAAAOMQMAAAwDgEDAAAMA4BAwAAjEPAAAAA4xAwAADAOAQMAAAwDgEDAACMQ8AAAADj/B9DyTn4jNE/3wAAAABJRU5ErkJggg==\",\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ]\n          },\n          \"metadata\": {},\n          \"output_type\": \"display_data\"\n        },\n        {\n          \"data\": {\n            \"image/png\": 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\",\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ]\n          },\n          \"metadata\": {},\n          \"output_type\": \"display_data\"\n        }\n      ],\n      \"source\": [\n        \"plt.hist(y_train, bins=20)\\n\",\n        \"plt.gca().spines[['top', 'right',]].set_visible(False)\\n\",\n        \"plt.pause(0.05)\\n\",\n        \"plt.hist(y_test, bins=20)\\n\",\n        \"plt.gca().spines[['top', 'right',]].set_visible(False)\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 189,\n      \"id\": \"yWr8g1vvhG4I\",\n      \"metadata\": {\n        \"id\": \"yWr8g1vvhG4I\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"from sklearn.preprocessing import StandardScaler\\n\",\n        \"scaler = StandardScaler()\\n\",\n        \"X_train_transformed = scaler.fit_transform(X_train)\\n\",\n        \"X_test_transformed = scaler.transform(X_test)\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 190,\n      \"id\": \"uvn1VGYehq_7\",\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"uvn1VGYehq_7\",\n        \"outputId\": \"14757005-1092-4507-880a-2c06dd228eb1\"\n      },\n      \"outputs\": [\n        {\n          \"name\": \"stdout\",\n          \"output_type\": \"stream\",\n          \"text\": [\n            \"              precision    recall  f1-score   support\\n\",\n            \"\\n\",\n            \"           1       0.75      0.70      0.73       229\\n\",\n            \"           2       0.80      0.84      0.82       599\\n\",\n            \"           3       0.75      0.80      0.77       371\\n\",\n            \"           4       0.87      0.73      0.79       194\\n\",\n            \"           5       0.79      0.65      0.71        23\\n\",\n            \"\\n\",\n            \"    accuracy                           0.79      1416\\n\",\n            \"   macro avg       0.79      0.74      0.76      1416\\n\",\n            \"weighted avg       0.79      0.79      0.79      1416\\n\",\n            \"\\n\"\n          ]\n        }\n      ],\n      \"source\": [\n        \"from sklearn.svm import SVC\\n\",\n        \"from sklearn.metrics import confusion_matrix, classification_report\\n\",\n        \"from sklearn.linear_model import LogisticRegression\\n\",\n        \"svm = SVC(gamma='auto')\\n\",\n        \"\\n\",\n        \"# train the model on train set\\n\",\n        \"svm.fit(X_train_transformed, y_train)\\n\",\n        \"\\n\",\n        \"predictions = svm.predict(X_test_transformed)\\n\",\n        \"\\n\",\n        \"# print classification report\\n\",\n        \"print(classification_report(y_test, predictions))\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 199,\n      \"id\": \"UrKDlmqJjCrx\",\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"UrKDlmqJjCrx\",\n        \"outputId\": \"dcfa6e2a-6d58-4c5f-9320-c0897c39fdf3\"\n      },\n      \"outputs\": [\n        {\n          \"name\": \"stdout\",\n          \"output_type\": \"stream\",\n          \"text\": [\n            \"              precision    recall  f1-score   support\\n\",\n            \"\\n\",\n            \"           1       0.72      0.59      0.65       229\\n\",\n            \"           2       0.75      0.85      0.80       599\\n\",\n            \"           3       0.75      0.75      0.75       371\\n\",\n            \"           4       0.83      0.74      0.78       194\\n\",\n            \"           5       0.77      0.43      0.56        23\\n\",\n            \"\\n\",\n            \"    accuracy                           0.76      1416\\n\",\n            \"   macro avg       0.77      0.67      0.71      1416\\n\",\n            \"weighted avg       0.76      0.76      0.75      1416\\n\",\n            \"\\n\"\n          ]\n        },\n        {\n          \"name\": \"stderr\",\n          \"output_type\": \"stream\",\n          \"text\": [\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\\n\",\n            \"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\\n\",\n            \"\\n\",\n            \"Increase the number of iterations (max_iter) or scale the data as shown in:\\n\",\n            \"    https://scikit-learn.org/stable/modules/preprocessing.html\\n\",\n            \"Please also refer to the documentation for alternative solver options:\\n\",\n            \"    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\\n\",\n            \"  n_iter_i = _check_optimize_result(\\n\"\n          ]\n        }\n      ],\n      \"source\": [\n        \"lr = LogisticRegression()\\n\",\n        \"# train the model on train set\\n\",\n        \"lr.fit(X_train_transformed, y_train)\\n\",\n        \"\\n\",\n        \"predictions = lr.predict(X_test_transformed)\\n\",\n        \"\\n\",\n        \"# print classification report\\n\",\n        \"print(classification_report(y_test, predictions))\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 200,\n      \"id\": \"1HoSOiYbke_t\",\n      \"metadata\": {\n        \"id\": \"1HoSOiYbke_t\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"from imblearn.over_sampling import SMOTE\\n\",\n        \"sample_size={1:800,4:800,5:800}\\n\",\n        \"sm = SMOTE(sampling_strategy=sample_size,random_state = 42)\\n\",\n        \"X_over_sampled, y_over_sampled = sm.fit_resample(X_train_transformed, y_train)\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 201,\n      \"id\": \"5PZ4hMbyqOAJ\",\n      \"metadata\": {\n        \"id\": \"5PZ4hMbyqOAJ\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"from imblearn.over_sampling import RandomOverSampler\\n\",\n        \"sample_size={1:800,4:800,5:800}\\n\",\n        \"ros = RandomOverSampler(sampling_strategy=sample_size,random_state=42)\\n\",\n        \"X_random_over_sampled, y_random_over_sampled  = ros.fit_resample(X_train_transformed, y_train)\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 202,\n      \"id\": \"RVhEVjRXkpI9\",\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 843\n        },\n        \"id\": \"RVhEVjRXkpI9\",\n        \"outputId\": \"87775972-6968-4407-e565-e8a72c3ffb81\"\n      },\n      \"outputs\": [\n        {\n          \"data\": {\n            \"image/png\": 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\",\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ]\n          },\n          \"metadata\": {},\n          \"output_type\": \"display_data\"\n        },\n        {\n          \"data\": {\n            \"image/png\": 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\",\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ]\n          },\n          \"metadata\": {},\n          \"output_type\": \"display_data\"\n        }\n      ],\n      \"source\": [\n        \"plt.hist(y_over_sampled, bins=20)\\n\",\n        \"plt.gca().spines[['top', 'right',]].set_visible(False)\\n\",\n        \"plt.pause(0.05)\\n\",\n        \"plt.hist(y_train, bins=20)\\n\",\n        \"plt.gca().spines[['top', 'right',]].set_visible(False)\\n\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 203,\n      \"id\": \"cHL8orPtkytm\",\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"cHL8orPtkytm\",\n        \"outputId\": \"b7ae81ac-5f41-46aa-8001-e11d6b22d7b8\"\n      },\n      \"outputs\": [\n        {\n          \"name\": \"stdout\",\n          \"output_type\": \"stream\",\n          \"text\": [\n            \"              precision    recall  f1-score   support\\n\",\n            \"\\n\",\n            \"           1       0.69      0.78      0.74       229\\n\",\n            \"           2       0.82      0.79      0.80       599\\n\",\n            \"           3       0.76      0.76      0.76       371\\n\",\n            \"           4       0.81      0.74      0.77       194\\n\",\n            \"           5       0.47      0.65      0.55        23\\n\",\n            \"\\n\",\n            \"    accuracy                           0.77      1416\\n\",\n            \"   macro avg       0.71      0.74      0.72      1416\\n\",\n            \"weighted avg       0.78      0.77      0.77      1416\\n\",\n            \"\\n\"\n          ]\n        }\n      ],\n      \"source\": [\n        \"svm = SVC(gamma='auto')\\n\",\n        \"\\n\",\n        \"# train the model on train set\\n\",\n        \"svm.fit(X_over_sampled, y_over_sampled)\\n\",\n        \"\\n\",\n        \"predictions = svm.predict(X_test_transformed)\\n\",\n        \"\\n\",\n        \"# print classification report\\n\",\n        \"print(classification_report(y_test, predictions))\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 204,\n      \"id\": \"cAI2b7SAw3mu\",\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"cAI2b7SAw3mu\",\n        \"outputId\": \"d68c2300-3788-443e-c21c-9627813f027f\"\n      },\n      \"outputs\": [\n        {\n          \"name\": \"stdout\",\n          \"output_type\": \"stream\",\n          \"text\": [\n            \"              precision    recall  f1-score   support\\n\",\n            \"\\n\",\n            \"           1       0.70      0.78      0.74       229\\n\",\n            \"           2       0.82      0.80      0.81       599\\n\",\n            \"           3       0.77      0.75      0.76       371\\n\",\n            \"           4       0.81      0.76      0.78       194\\n\",\n            \"           5       0.52      0.74      0.61        23\\n\",\n            \"\\n\",\n            \"    accuracy                           0.77      1416\\n\",\n            \"   macro avg       0.72      0.76      0.74      1416\\n\",\n            \"weighted avg       0.78      0.77      0.78      1416\\n\",\n            \"\\n\"\n          ]\n        }\n      ],\n      \"source\": [\n        \"svm = SVC(gamma='auto')\\n\",\n        \"\\n\",\n        \"# train the model on train set\\n\",\n        \"svm.fit(X_random_over_sampled, y_random_over_sampled)\\n\",\n        \"\\n\",\n        \"predictions = svm.predict(X_test_transformed)\\n\",\n        \"\\n\",\n        \"# print classification report\\n\",\n        \"print(classification_report(y_test, predictions))\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 205,\n      \"id\": \"KPevFi0Ak8SQ\",\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"KPevFi0Ak8SQ\",\n        \"outputId\": \"2c95d45c-6a99-47f6-a999-048a1de7e64b\"\n      },\n      \"outputs\": [\n        {\n          \"name\": \"stdout\",\n          \"output_type\": \"stream\",\n          \"text\": [\n            \"              precision    recall  f1-score   support\\n\",\n            \"\\n\",\n            \"           1       0.66      0.72      0.69       229\\n\",\n            \"           2       0.77      0.79      0.78       599\\n\",\n            \"           3       0.75      0.68      0.71       371\\n\",\n            \"           4       0.76      0.70      0.73       194\\n\",\n            \"           5       0.45      0.83      0.58        23\\n\",\n            \"\\n\",\n            \"    accuracy                           0.74      1416\\n\",\n            \"   macro avg       0.68      0.74      0.70      1416\\n\",\n            \"weighted avg       0.74      0.74      0.74      1416\\n\",\n            \"\\n\"\n          ]\n        },\n        {\n          \"name\": \"stderr\",\n          \"output_type\": \"stream\",\n          \"text\": [\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\\n\",\n            \"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\\n\",\n            \"\\n\",\n            \"Increase the number of iterations (max_iter) or scale the data as shown in:\\n\",\n            \"    https://scikit-learn.org/stable/modules/preprocessing.html\\n\",\n            \"Please also refer to the documentation for alternative solver options:\\n\",\n            \"    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\\n\",\n            \"  n_iter_i = _check_optimize_result(\\n\"\n          ]\n        }\n      ],\n      \"source\": [\n        \"lr = LogisticRegression()\\n\",\n        \"# train the model on train set\\n\",\n        \"lr.fit(X_over_sampled, y_over_sampled)\\n\",\n        \"\\n\",\n        \"predictions = lr.predict(X_test_transformed)\\n\",\n        \"\\n\",\n        \"# print classification report\\n\",\n        \"print(classification_report(y_test, predictions))\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 206,\n      \"id\": \"-VAQrh5aw7bC\",\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"-VAQrh5aw7bC\",\n        \"outputId\": \"8d2436c6-3f0a-4017-ef57-42d38e36ae2b\"\n      },\n      \"outputs\": [\n        {\n          \"name\": \"stdout\",\n          \"output_type\": \"stream\",\n          \"text\": [\n            \"              precision    recall  f1-score   support\\n\",\n            \"\\n\",\n            \"           1       0.66      0.72      0.68       229\\n\",\n            \"           2       0.77      0.79      0.78       599\\n\",\n            \"           3       0.76      0.67      0.72       371\\n\",\n            \"           4       0.77      0.69      0.73       194\\n\",\n            \"           5       0.43      0.87      0.57        23\\n\",\n            \"\\n\",\n            \"    accuracy                           0.74      1416\\n\",\n            \"   macro avg       0.68      0.75      0.70      1416\\n\",\n            \"weighted avg       0.74      0.74      0.74      1416\\n\",\n            \"\\n\"\n          ]\n        },\n        {\n          \"name\": \"stderr\",\n          \"output_type\": \"stream\",\n          \"text\": [\n            \"/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\\n\",\n            \"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\\n\",\n            \"\\n\",\n            \"Increase the number of iterations (max_iter) or scale the data as shown in:\\n\",\n            \"    https://scikit-learn.org/stable/modules/preprocessing.html\\n\",\n            \"Please also refer to the documentation for alternative solver options:\\n\",\n            \"    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\\n\",\n            \"  n_iter_i = _check_optimize_result(\\n\"\n          ]\n        }\n      ],\n      \"source\": [\n        \"lr = LogisticRegression()\\n\",\n        \"# train the model on train set\\n\",\n        \"lr.fit(X_random_over_sampled, y_random_over_sampled)\\n\",\n        \"\\n\",\n        \"predictions = lr.predict(X_test_transformed)\\n\",\n        \"\\n\",\n        \"# print classification report\\n\",\n        \"print(classification_report(y_test, predictions))\"\n      ]\n    }\n  ],\n  \"metadata\": {\n    \"colab\": {\n      \"provenance\": []\n    },\n    \"kernelspec\": {\n      \"display_name\": \"Python 3\",\n      \"language\": \"python\",\n      \"name\": \"python3\"\n    },\n    \"language_info\": {\n      \"codemirror_mode\": {\n        \"name\": \"ipython\",\n        \"version\": 2\n      },\n      \"file_extension\": \".py\",\n      \"mimetype\": \"text/x-python\",\n      \"name\": \"python\",\n      \"nbconvert_exporter\": \"python\",\n      \"pygments_lexer\": \"ipython2\",\n      \"version\": \"2.7.6\"\n    }\n  },\n  \"nbformat\": 4,\n  \"nbformat_minor\": 5\n}\n"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Uygulama_1/clus_crop_rec.ipynb",
    "content": "{\"cells\":[{\"cell_type\":\"code\",\"id\":\"initial_id\",\"metadata\":{\"collapsed\":true,\"ExecuteTime\":{\"end_time\":\"2024-05-29T13:18:11.922183Z\",\"start_time\":\"2024-05-29T13:18:11.919296Z\"},\"id\":\"initial_id\",\"executionInfo\":{\"status\":\"ok\",\"timestamp\":1716994857023,\"user_tz\":-180,\"elapsed\":2,\"user\":{\"displayName\":\"Antonius Crispinus\",\"userId\":\"03647119861054176641\"}}},\"source\":[\"import pandas\"],\"outputs\":[],\"execution_count\":2},{\"cell_type\":\"code\",\"source\":[],\"metadata\":{\"id\":\"UeJw5MYP3ksK\"},\"id\":\"UeJw5MYP3ksK\",\"execution_count\":null,\"outputs\":[]},{\"cell_type\":\"code\",\"source\":[\"data = pandas.read_csv('data/Crop_Recommendation.csv')\"],\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2024-05-29T13:18:12.144461Z\",\"start_time\":\"2024-05-29T13:18:11.923680Z\"},\"colab\":{\"base_uri\":\"https://localhost:8080/\",\"height\":304},\"id\":\"7ba52760ed5eff53\",\"executionInfo\":{\"status\":\"error\",\"timestamp\":1716994859495,\"user_tz\":-180,\"elapsed\":528,\"user\":{\"displayName\":\"Antonius Crispinus\",\"userId\":\"03647119861054176641\"}},\"outputId\":\"a809d31c-3e8f-43b0-8fb0-a5df36f1353e\"},\"id\":\"7ba52760ed5eff53\",\"outputs\":[{\"output_type\":\"error\",\"ename\":\"FileNotFoundError\",\"evalue\":\"[Errno 2] No such file or directory: 'data/Crop_Recommendation.csv'\",\"traceback\":[\"\\u001b[0;31m---------------------------------------------------------------------------\\u001b[0m\",\"\\u001b[0;31mFileNotFoundError\\u001b[0m                         Traceback (most recent call last)\",\"\\u001b[0;32m<ipython-input-3-f9e3e1c5c256>\\u001b[0m in \\u001b[0;36m<cell line: 1>\\u001b[0;34m()\\u001b[0m\\n\\u001b[0;32m----> 1\\u001b[0;31m \\u001b[0mdata\\u001b[0m \\u001b[0;34m=\\u001b[0m \\u001b[0mpandas\\u001b[0m\\u001b[0;34m.\\u001b[0m\\u001b[0mread_csv\\u001b[0m\\u001b[0;34m(\\u001b[0m\\u001b[0;34m'data/Crop_Recommendation.csv'\\u001b[0m\\u001b[0;34m)\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0m\\n\\u001b[0m\",\"\\u001b[0;32m/usr/local/lib/python3.10/dist-packages/pandas/io/parsers/readers.py\\u001b[0m in \\u001b[0;36mread_csv\\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, date_format, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options, dtype_backend)\\u001b[0m\\n\\u001b[1;32m    910\\u001b[0m     \\u001b[0mkwds\\u001b[0m\\u001b[0;34m.\\u001b[0m\\u001b[0mupdate\\u001b[0m\\u001b[0;34m(\\u001b[0m\\u001b[0mkwds_defaults\\u001b[0m\\u001b[0;34m)\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0m\\n\\u001b[1;32m    911\\u001b[0m \\u001b[0;34m\\u001b[0m\\u001b[0m\\n\\u001b[0;32m--> 912\\u001b[0;31m     \\u001b[0;32mreturn\\u001b[0m \\u001b[0m_read\\u001b[0m\\u001b[0;34m(\\u001b[0m\\u001b[0mfilepath_or_buffer\\u001b[0m\\u001b[0;34m,\\u001b[0m \\u001b[0mkwds\\u001b[0m\\u001b[0;34m)\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0m\\n\\u001b[0m\\u001b[1;32m    913\\u001b[0m \\u001b[0;34m\\u001b[0m\\u001b[0m\\n\\u001b[1;32m    914\\u001b[0m \\u001b[0;34m\\u001b[0m\\u001b[0m\\n\",\"\\u001b[0;32m/usr/local/lib/python3.10/dist-packages/pandas/io/parsers/readers.py\\u001b[0m in \\u001b[0;36m_read\\u001b[0;34m(filepath_or_buffer, kwds)\\u001b[0m\\n\\u001b[1;32m    575\\u001b[0m \\u001b[0;34m\\u001b[0m\\u001b[0m\\n\\u001b[1;32m    576\\u001b[0m     \\u001b[0;31m# Create the parser.\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0m\\n\\u001b[0;32m--> 577\\u001b[0;31m     \\u001b[0mparser\\u001b[0m \\u001b[0;34m=\\u001b[0m \\u001b[0mTextFileReader\\u001b[0m\\u001b[0;34m(\\u001b[0m\\u001b[0mfilepath_or_buffer\\u001b[0m\\u001b[0;34m,\\u001b[0m \\u001b[0;34m**\\u001b[0m\\u001b[0mkwds\\u001b[0m\\u001b[0;34m)\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0m\\n\\u001b[0m\\u001b[1;32m    578\\u001b[0m \\u001b[0;34m\\u001b[0m\\u001b[0m\\n\\u001b[1;32m    579\\u001b[0m     \\u001b[0;32mif\\u001b[0m \\u001b[0mchunksize\\u001b[0m \\u001b[0;32mor\\u001b[0m \\u001b[0miterator\\u001b[0m\\u001b[0;34m:\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0m\\n\",\"\\u001b[0;32m/usr/local/lib/python3.10/dist-packages/pandas/io/parsers/readers.py\\u001b[0m in \\u001b[0;36m__init__\\u001b[0;34m(self, f, engine, **kwds)\\u001b[0m\\n\\u001b[1;32m   1405\\u001b[0m \\u001b[0;34m\\u001b[0m\\u001b[0m\\n\\u001b[1;32m   1406\\u001b[0m         \\u001b[0mself\\u001b[0m\\u001b[0;34m.\\u001b[0m\\u001b[0mhandles\\u001b[0m\\u001b[0;34m:\\u001b[0m \\u001b[0mIOHandles\\u001b[0m \\u001b[0;34m|\\u001b[0m \\u001b[0;32mNone\\u001b[0m \\u001b[0;34m=\\u001b[0m \\u001b[0;32mNone\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0m\\n\\u001b[0;32m-> 1407\\u001b[0;31m         \\u001b[0mself\\u001b[0m\\u001b[0;34m.\\u001b[0m\\u001b[0m_engine\\u001b[0m \\u001b[0;34m=\\u001b[0m \\u001b[0mself\\u001b[0m\\u001b[0;34m.\\u001b[0m\\u001b[0m_make_engine\\u001b[0m\\u001b[0;34m(\\u001b[0m\\u001b[0mf\\u001b[0m\\u001b[0;34m,\\u001b[0m \\u001b[0mself\\u001b[0m\\u001b[0;34m.\\u001b[0m\\u001b[0mengine\\u001b[0m\\u001b[0;34m)\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0m\\n\\u001b[0m\\u001b[1;32m   1408\\u001b[0m \\u001b[0;34m\\u001b[0m\\u001b[0m\\n\\u001b[1;32m   1409\\u001b[0m     \\u001b[0;32mdef\\u001b[0m \\u001b[0mclose\\u001b[0m\\u001b[0;34m(\\u001b[0m\\u001b[0mself\\u001b[0m\\u001b[0;34m)\\u001b[0m \\u001b[0;34m->\\u001b[0m \\u001b[0;32mNone\\u001b[0m\\u001b[0;34m:\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0m\\n\",\"\\u001b[0;32m/usr/local/lib/python3.10/dist-packages/pandas/io/parsers/readers.py\\u001b[0m in \\u001b[0;36m_make_engine\\u001b[0;34m(self, f, engine)\\u001b[0m\\n\\u001b[1;32m   1659\\u001b[0m                 \\u001b[0;32mif\\u001b[0m \\u001b[0;34m\\\"b\\\"\\u001b[0m \\u001b[0;32mnot\\u001b[0m \\u001b[0;32min\\u001b[0m \\u001b[0mmode\\u001b[0m\\u001b[0;34m:\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0m\\n\\u001b[1;32m   1660\\u001b[0m                     \\u001b[0mmode\\u001b[0m \\u001b[0;34m+=\\u001b[0m \\u001b[0;34m\\\"b\\\"\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0m\\n\\u001b[0;32m-> 1661\\u001b[0;31m             self.handles = get_handle(\\n\\u001b[0m\\u001b[1;32m   1662\\u001b[0m                 \\u001b[0mf\\u001b[0m\\u001b[0;34m,\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0m\\n\\u001b[1;32m   1663\\u001b[0m                 \\u001b[0mmode\\u001b[0m\\u001b[0;34m,\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0m\\n\",\"\\u001b[0;32m/usr/local/lib/python3.10/dist-packages/pandas/io/common.py\\u001b[0m in \\u001b[0;36mget_handle\\u001b[0;34m(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)\\u001b[0m\\n\\u001b[1;32m    857\\u001b[0m         \\u001b[0;32mif\\u001b[0m \\u001b[0mioargs\\u001b[0m\\u001b[0;34m.\\u001b[0m\\u001b[0mencoding\\u001b[0m \\u001b[0;32mand\\u001b[0m \\u001b[0;34m\\\"b\\\"\\u001b[0m \\u001b[0;32mnot\\u001b[0m \\u001b[0;32min\\u001b[0m \\u001b[0mioargs\\u001b[0m\\u001b[0;34m.\\u001b[0m\\u001b[0mmode\\u001b[0m\\u001b[0;34m:\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0m\\n\\u001b[1;32m    858\\u001b[0m             \\u001b[0;31m# Encoding\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0m\\n\\u001b[0;32m--> 859\\u001b[0;31m             handle = open(\\n\\u001b[0m\\u001b[1;32m    860\\u001b[0m                 \\u001b[0mhandle\\u001b[0m\\u001b[0;34m,\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0m\\n\\u001b[1;32m    861\\u001b[0m                 \\u001b[0mioargs\\u001b[0m\\u001b[0;34m.\\u001b[0m\\u001b[0mmode\\u001b[0m\\u001b[0;34m,\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0;34m\\u001b[0m\\u001b[0m\\n\",\"\\u001b[0;31mFileNotFoundError\\u001b[0m: [Errno 2] No such file or directory: 'data/Crop_Recommendation.csv'\"]}],\"execution_count\":3},{\"cell_type\":\"code\",\"source\":[\"data.head()\"],\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2024-05-29T13:18:12.234759Z\",\"start_time\":\"2024-05-29T13:18:12.145848Z\"},\"id\":\"eb0b693a472c1ce9\",\"outputId\":\"c215a446-6443-4994-8ca4-a841cc920607\"},\"id\":\"eb0b693a472c1ce9\",\"outputs\":[{\"data\":{\"text/plain\":[\"   Nitrogen  Phosphorus  Potassium  Temperature   Humidity  pH_Value  \\\\\\n\",\"0        90          42         43    20.879744  82.002744  6.502985   \\n\",\"1        85          58         41    21.770462  80.319644  7.038096   \\n\",\"2        60          55         44    23.004459  82.320763  7.840207   \\n\",\"3        74          35         40    26.491096  80.158363  6.980401   \\n\",\"4        78          42         42    20.130175  81.604873  7.628473   \\n\",\"\\n\",\"     Rainfall  Crop  \\n\",\"0  202.935536  Rice  \\n\",\"1  226.655537  Rice  \\n\",\"2  263.964248  Rice  \\n\",\"3  242.864034  Rice  \\n\",\"4  262.717340  Rice  \"],\"text/html\":[\"<div>\\n\",\"<style scoped>\\n\",\"    .dataframe tbody tr th:only-of-type {\\n\",\"        vertical-align: middle;\\n\",\"    }\\n\",\"\\n\",\"    .dataframe tbody tr th {\\n\",\"        vertical-align: top;\\n\",\"    }\\n\",\"\\n\",\"    .dataframe thead th {\\n\",\"        text-align: right;\\n\",\"    }\\n\",\"</style>\\n\",\"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\"  <thead>\\n\",\"    <tr style=\\\"text-align: right;\\\">\\n\",\"      <th></th>\\n\",\"      <th>Nitrogen</th>\\n\",\"      <th>Phosphorus</th>\\n\",\"      <th>Potassium</th>\\n\",\"      <th>Temperature</th>\\n\",\"      <th>Humidity</th>\\n\",\"      <th>pH_Value</th>\\n\",\"      <th>Rainfall</th>\\n\",\"      <th>Crop</th>\\n\",\"    </tr>\\n\",\"  </thead>\\n\",\"  <tbody>\\n\",\"    <tr>\\n\",\"      <th>0</th>\\n\",\"      <td>90</td>\\n\",\"      <td>42</td>\\n\",\"      <td>43</td>\\n\",\"      <td>20.879744</td>\\n\",\"      <td>82.002744</td>\\n\",\"      <td>6.502985</td>\\n\",\"      <td>202.935536</td>\\n\",\"      <td>Rice</td>\\n\",\"    </tr>\\n\",\"    <tr>\\n\",\"      <th>1</th>\\n\",\"      <td>85</td>\\n\",\"      <td>58</td>\\n\",\"      <td>41</td>\\n\",\"      <td>21.770462</td>\\n\",\"      <td>80.319644</td>\\n\",\"      <td>7.038096</td>\\n\",\"      <td>226.655537</td>\\n\",\"      <td>Rice</td>\\n\",\"    </tr>\\n\",\"    <tr>\\n\",\"      <th>2</th>\\n\",\"      <td>60</td>\\n\",\"      <td>55</td>\\n\",\"      <td>44</td>\\n\",\"      <td>23.004459</td>\\n\",\"      <td>82.320763</td>\\n\",\"      <td>7.840207</td>\\n\",\"      <td>263.964248</td>\\n\",\"      <td>Rice</td>\\n\",\"    </tr>\\n\",\"    <tr>\\n\",\"      <th>3</th>\\n\",\"      <td>74</td>\\n\",\"      <td>35</td>\\n\",\"      <td>40</td>\\n\",\"      <td>26.491096</td>\\n\",\"      <td>80.158363</td>\\n\",\"      <td>6.980401</td>\\n\",\"      <td>242.864034</td>\\n\",\"      <td>Rice</td>\\n\",\"    </tr>\\n\",\"    <tr>\\n\",\"      <th>4</th>\\n\",\"      <td>78</td>\\n\",\"      <td>42</td>\\n\",\"      <td>42</td>\\n\",\"      <td>20.130175</td>\\n\",\"      <td>81.604873</td>\\n\",\"      <td>7.628473</td>\\n\",\"      <td>262.717340</td>\\n\",\"      <td>Rice</td>\\n\",\"    </tr>\\n\",\"  </tbody>\\n\",\"</table>\\n\",\"</div>\"]},\"execution_count\":3,\"metadata\":{},\"output_type\":\"execute_result\"}],\"execution_count\":null},{\"cell_type\":\"code\",\"source\":[\"data.columns\"],\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2024-05-29T13:18:12.349393Z\",\"start_time\":\"2024-05-29T13:18:12.235991Z\"},\"id\":\"d8da875e2c1c1a40\",\"outputId\":\"0365c627-e0e8-4250-c05c-9850de3c8a50\"},\"id\":\"d8da875e2c1c1a40\",\"outputs\":[{\"data\":{\"text/plain\":[\"Index(['Nitrogen', 'Phosphorus', 'Potassium', 'Temperature', 'Humidity',\\n\",\"       'pH_Value', 'Rainfall', 'Crop'],\\n\",\"      dtype='object')\"]},\"execution_count\":4,\"metadata\":{},\"output_type\":\"execute_result\"}],\"execution_count\":null},{\"cell_type\":\"code\",\"source\":[\"train_data = data.drop(['Crop'], axis=1)\\n\",\"test_data = data['Crop']\"],\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2024-05-29T13:18:12.573503Z\",\"start_time\":\"2024-05-29T13:18:12.350646Z\"},\"id\":\"c5c2cce8b92a9f7a\"},\"id\":\"c5c2cce8b92a9f7a\",\"outputs\":[],\"execution_count\":null},{\"cell_type\":\"code\",\"source\":[\"train_data.describe()\"],\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2024-05-29T13:18:12.772304Z\",\"start_time\":\"2024-05-29T13:18:12.574650Z\"},\"id\":\"f3940f16d2780071\",\"outputId\":\"65bb7cd1-3211-42b0-cda6-147afd48ae41\"},\"id\":\"f3940f16d2780071\",\"outputs\":[{\"data\":{\"text/plain\":[\"          Nitrogen   Phosphorus    Potassium  Temperature     Humidity  \\\\\\n\",\"count  2200.000000  2200.000000  2200.000000  2200.000000  2200.000000   \\n\",\"mean     50.551818    53.362727    48.149091    25.616244    71.481779   \\n\",\"std      36.917334    32.985883    50.647931     5.063749    22.263812   \\n\",\"min       0.000000     5.000000     5.000000     8.825675    14.258040   \\n\",\"25%      21.000000    28.000000    20.000000    22.769375    60.261953   \\n\",\"50%      37.000000    51.000000    32.000000    25.598693    80.473146   \\n\",\"75%      84.250000    68.000000    49.000000    28.561654    89.948771   \\n\",\"max     140.000000   145.000000   205.000000    43.675493    99.981876   \\n\",\"\\n\",\"          pH_Value     Rainfall  \\n\",\"count  2200.000000  2200.000000  \\n\",\"mean      6.469480   103.463655  \\n\",\"std       0.773938    54.958389  \\n\",\"min       3.504752    20.211267  \\n\",\"25%       5.971693    64.551686  \\n\",\"50%       6.425045    94.867624  \\n\",\"75%       6.923643   124.267508  \\n\",\"max       9.935091   298.560117  \"],\"text/html\":[\"<div>\\n\",\"<style scoped>\\n\",\"    .dataframe tbody tr th:only-of-type {\\n\",\"        vertical-align: middle;\\n\",\"    }\\n\",\"\\n\",\"    .dataframe tbody tr th {\\n\",\"        vertical-align: top;\\n\",\"    }\\n\",\"\\n\",\"    .dataframe thead th {\\n\",\"        text-align: right;\\n\",\"    }\\n\",\"</style>\\n\",\"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\"  <thead>\\n\",\"    <tr style=\\\"text-align: right;\\\">\\n\",\"      <th></th>\\n\",\"      <th>Nitrogen</th>\\n\",\"      <th>Phosphorus</th>\\n\",\"      <th>Potassium</th>\\n\",\"      <th>Temperature</th>\\n\",\"      <th>Humidity</th>\\n\",\"      <th>pH_Value</th>\\n\",\"      <th>Rainfall</th>\\n\",\"    </tr>\\n\",\"  </thead>\\n\",\"  <tbody>\\n\",\"    <tr>\\n\",\"      <th>count</th>\\n\",\"      <td>2200.000000</td>\\n\",\"      <td>2200.000000</td>\\n\",\"      <td>2200.000000</td>\\n\",\"      <td>2200.000000</td>\\n\",\"      <td>2200.000000</td>\\n\",\"      <td>2200.000000</td>\\n\",\"      <td>2200.000000</td>\\n\",\"    </tr>\\n\",\"    <tr>\\n\",\"      <th>mean</th>\\n\",\"      <td>50.551818</td>\\n\",\"      <td>53.362727</td>\\n\",\"      <td>48.149091</td>\\n\",\"      <td>25.616244</td>\\n\",\"      <td>71.481779</td>\\n\",\"      <td>6.469480</td>\\n\",\"      <td>103.463655</td>\\n\",\"    </tr>\\n\",\"    <tr>\\n\",\"      <th>std</th>\\n\",\"      <td>36.917334</td>\\n\",\"      <td>32.985883</td>\\n\",\"      <td>50.647931</td>\\n\",\"      <td>5.063749</td>\\n\",\"      <td>22.263812</td>\\n\",\"      <td>0.773938</td>\\n\",\"      <td>54.958389</td>\\n\",\"    </tr>\\n\",\"    <tr>\\n\",\"      <th>min</th>\\n\",\"      <td>0.000000</td>\\n\",\"      <td>5.000000</td>\\n\",\"      <td>5.000000</td>\\n\",\"      <td>8.825675</td>\\n\",\"      <td>14.258040</td>\\n\",\"      <td>3.504752</td>\\n\",\"      <td>20.211267</td>\\n\",\"    </tr>\\n\",\"    <tr>\\n\",\"      <th>25%</th>\\n\",\"      <td>21.000000</td>\\n\",\"      <td>28.000000</td>\\n\",\"      <td>20.000000</td>\\n\",\"      <td>22.769375</td>\\n\",\"      <td>60.261953</td>\\n\",\"      <td>5.971693</td>\\n\",\"      <td>64.551686</td>\\n\",\"    </tr>\\n\",\"    <tr>\\n\",\"      <th>50%</th>\\n\",\"      <td>37.000000</td>\\n\",\"      <td>51.000000</td>\\n\",\"      <td>32.000000</td>\\n\",\"      <td>25.598693</td>\\n\",\"      <td>80.473146</td>\\n\",\"      <td>6.425045</td>\\n\",\"      <td>94.867624</td>\\n\",\"    </tr>\\n\",\"    <tr>\\n\",\"      <th>75%</th>\\n\",\"      <td>84.250000</td>\\n\",\"      <td>68.000000</td>\\n\",\"      <td>49.000000</td>\\n\",\"      <td>28.561654</td>\\n\",\"      <td>89.948771</td>\\n\",\"      <td>6.923643</td>\\n\",\"      <td>124.267508</td>\\n\",\"    </tr>\\n\",\"    <tr>\\n\",\"      <th>max</th>\\n\",\"      <td>140.000000</td>\\n\",\"      <td>145.000000</td>\\n\",\"      <td>205.000000</td>\\n\",\"      <td>43.675493</td>\\n\",\"      <td>99.981876</td>\\n\",\"      <td>9.935091</td>\\n\",\"      <td>298.560117</td>\\n\",\"    </tr>\\n\",\"  </tbody>\\n\",\"</table>\\n\",\"</div>\"]},\"execution_count\":6,\"metadata\":{},\"output_type\":\"execute_result\"}],\"execution_count\":null},{\"cell_type\":\"code\",\"source\":[\"from sklearn.preprocessing import StandardScaler, MinMaxScaler\\n\",\"\\n\",\"sc = StandardScaler()\\n\",\"train_data_stan = sc.fit_transform(train_data)\"],\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2024-05-29T13:18:13.023413Z\",\"start_time\":\"2024-05-29T13:18:12.775371Z\"},\"id\":\"40fcf9a6ed835b3f\"},\"id\":\"40fcf9a6ed835b3f\",\"outputs\":[],\"execution_count\":null},{\"cell_type\":\"code\",\"source\":[\"train_data_stan_df = pandas.DataFrame(data=train_data_stan, columns=train_data.columns)\\n\",\"\\n\",\"train_data_stan_df.describe()\"],\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2024-05-29T13:18:13.196788Z\",\"start_time\":\"2024-05-29T13:18:13.024681Z\"},\"id\":\"aaab05fc2887bb1f\",\"outputId\":\"b4ee8c4e-c343-4e76-d0c8-3e235b839937\"},\"id\":\"aaab05fc2887bb1f\",\"outputs\":[{\"data\":{\"text/plain\":[\"           Nitrogen    Phosphorus     Potassium   Temperature      Humidity  \\\\\\n\",\"count  2.200000e+03  2.200000e+03  2.200000e+03  2.200000e+03  2.200000e+03   \\n\",\"mean  -1.033517e-16  5.167584e-17 -5.167584e-17  3.617308e-16 -1.808654e-16   \\n\",\"std    1.000227e+00  1.000227e+00  1.000227e+00  1.000227e+00  1.000227e+00   \\n\",\"min   -1.369636e+00 -1.466498e+00 -8.521355e-01 -3.316592e+00 -2.570842e+00   \\n\",\"25%   -8.006682e-01 -7.690712e-01 -5.559060e-01 -5.623337e-01 -5.040636e-01   \\n\",\"50%   -3.671690e-01 -7.164472e-02 -3.189225e-01 -3.466729e-03  4.039475e-01   \\n\",\"75%    9.130086e-01  4.438444e-01  1.680429e-02  5.817982e-01  8.296508e-01   \\n\",\"max    2.423483e+00  2.778707e+00  3.097591e+00  3.567190e+00  1.280400e+00   \\n\",\"\\n\",\"           pH_Value      Rainfall  \\n\",\"count  2.200000e+03  2.200000e+03  \\n\",\"mean  -1.679465e-16  1.291896e-16  \\n\",\"std    1.000227e+00  1.000227e+00  \\n\",\"min   -3.831577e+00 -1.515170e+00  \\n\",\"25%   -6.433340e-01 -7.081870e-01  \\n\",\"50%   -5.742697e-02 -1.564454e-01  \\n\",\"75%    5.869540e-01  3.786243e-01  \\n\",\"max    4.478912e+00  3.550701e+00  \"],\"text/html\":[\"<div>\\n\",\"<style scoped>\\n\",\"    .dataframe tbody tr th:only-of-type {\\n\",\"        vertical-align: middle;\\n\",\"    }\\n\",\"\\n\",\"    .dataframe tbody tr th {\\n\",\"        vertical-align: top;\\n\",\"    }\\n\",\"\\n\",\"    .dataframe thead th {\\n\",\"        text-align: right;\\n\",\"    }\\n\",\"</style>\\n\",\"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\"  <thead>\\n\",\"    <tr style=\\\"text-align: right;\\\">\\n\",\"      <th></th>\\n\",\"      <th>Nitrogen</th>\\n\",\"      <th>Phosphorus</th>\\n\",\"      <th>Potassium</th>\\n\",\"      <th>Temperature</th>\\n\",\"      <th>Humidity</th>\\n\",\"      <th>pH_Value</th>\\n\",\"      <th>Rainfall</th>\\n\",\"    </tr>\\n\",\"  </thead>\\n\",\"  <tbody>\\n\",\"    <tr>\\n\",\"      <th>count</th>\\n\",\"      <td>2.200000e+03</td>\\n\",\"      <td>2.200000e+03</td>\\n\",\"      <td>2.200000e+03</td>\\n\",\"      <td>2.200000e+03</td>\\n\",\"      <td>2.200000e+03</td>\\n\",\"      <td>2.200000e+03</td>\\n\",\"      <td>2.200000e+03</td>\\n\",\"    </tr>\\n\",\"    <tr>\\n\",\"      <th>mean</th>\\n\",\"      <td>-1.033517e-16</td>\\n\",\"      <td>5.167584e-17</td>\\n\",\"      <td>-5.167584e-17</td>\\n\",\"      <td>3.617308e-16</td>\\n\",\"      <td>-1.808654e-16</td>\\n\",\"      <td>-1.679465e-16</td>\\n\",\"      <td>1.291896e-16</td>\\n\",\"    </tr>\\n\",\"    <tr>\\n\",\"      <th>std</th>\\n\",\"      <td>1.000227e+00</td>\\n\",\"      <td>1.000227e+00</td>\\n\",\"      <td>1.000227e+00</td>\\n\",\"      <td>1.000227e+00</td>\\n\",\"      <td>1.000227e+00</td>\\n\",\"      <td>1.000227e+00</td>\\n\",\"      <td>1.000227e+00</td>\\n\",\"    </tr>\\n\",\"    <tr>\\n\",\"      <th>min</th>\\n\",\"      <td>-1.369636e+00</td>\\n\",\"      <td>-1.466498e+00</td>\\n\",\"      <td>-8.521355e-01</td>\\n\",\"      <td>-3.316592e+00</td>\\n\",\"      <td>-2.570842e+00</td>\\n\",\"      <td>-3.831577e+00</td>\\n\",\"      <td>-1.515170e+00</td>\\n\",\"    </tr>\\n\",\"    <tr>\\n\",\"      <th>25%</th>\\n\",\"      <td>-8.006682e-01</td>\\n\",\"      <td>-7.690712e-01</td>\\n\",\"      <td>-5.559060e-01</td>\\n\",\"      <td>-5.623337e-01</td>\\n\",\"      <td>-5.040636e-01</td>\\n\",\"      <td>-6.433340e-01</td>\\n\",\"      <td>-7.081870e-01</td>\\n\",\"    </tr>\\n\",\"    <tr>\\n\",\"      <th>50%</th>\\n\",\"      <td>-3.671690e-01</td>\\n\",\"      <td>-7.164472e-02</td>\\n\",\"      <td>-3.189225e-01</td>\\n\",\"      <td>-3.466729e-03</td>\\n\",\"      <td>4.039475e-01</td>\\n\",\"      <td>-5.742697e-02</td>\\n\",\"      <td>-1.564454e-01</td>\\n\",\"    </tr>\\n\",\"    <tr>\\n\",\"      <th>75%</th>\\n\",\"      <td>9.130086e-01</td>\\n\",\"      <td>4.438444e-01</td>\\n\",\"      <td>1.680429e-02</td>\\n\",\"      <td>5.817982e-01</td>\\n\",\"      <td>8.296508e-01</td>\\n\",\"      <td>5.869540e-01</td>\\n\",\"      <td>3.786243e-01</td>\\n\",\"    </tr>\\n\",\"    <tr>\\n\",\"      <th>max</th>\\n\",\"      <td>2.423483e+00</td>\\n\",\"      <td>2.778707e+00</td>\\n\",\"      <td>3.097591e+00</td>\\n\",\"      <td>3.567190e+00</td>\\n\",\"      <td>1.280400e+00</td>\\n\",\"      <td>4.478912e+00</td>\\n\",\"      <td>3.550701e+00</td>\\n\",\"    </tr>\\n\",\"  </tbody>\\n\",\"</table>\\n\",\"</div>\"]},\"execution_count\":8,\"metadata\":{},\"output_type\":\"execute_result\"}],\"execution_count\":null},{\"cell_type\":\"code\",\"source\":[\"from sklearn.cluster import KMeans\\n\",\"\\n\",\"km_model = KMeans(n_clusters=22)\\n\",\"km_model.fit(train_data_stan)\\n\",\"clusters = km_model.predict(train_data_stan)\"],\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2024-05-29T13:18:13.603757Z\",\"start_time\":\"2024-05-29T13:18:13.198097Z\"},\"id\":\"9fb5d956b432656b\"},\"id\":\"9fb5d956b432656b\",\"outputs\":[],\"execution_count\":null},{\"cell_type\":\"code\",\"source\":[\"clusters\"],\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2024-05-29T13:18:13.610816Z\",\"start_time\":\"2024-05-29T13:18:13.605388Z\"},\"id\":\"1fefaadfb14f672a\",\"outputId\":\"1de66b19-7984-4822-c789-44c0f228c30b\"},\"id\":\"1fefaadfb14f672a\",\"outputs\":[{\"data\":{\"text/plain\":[\"array([ 1,  1,  1, ..., 17, 17, 17], dtype=int32)\"]},\"execution_count\":10,\"metadata\":{},\"output_type\":\"execute_result\"}],\"execution_count\":null},{\"cell_type\":\"code\",\"source\":[\"max(clusters)\"],\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2024-05-29T13:18:13.757624Z\",\"start_time\":\"2024-05-29T13:18:13.612495Z\"},\"id\":\"b1a7f5623659ab23\",\"outputId\":\"43e09657-f4ae-4f3a-9ce7-c52bc9e8478e\"},\"id\":\"b1a7f5623659ab23\",\"outputs\":[{\"data\":{\"text/plain\":[\"21\"]},\"execution_count\":11,\"metadata\":{},\"output_type\":\"execute_result\"}],\"execution_count\":null},{\"cell_type\":\"code\",\"source\":[\"min(clusters)\"],\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2024-05-29T13:18:13.849085Z\",\"start_time\":\"2024-05-29T13:18:13.759030Z\"},\"id\":\"1f96374271ebd3d4\",\"outputId\":\"95a26fb2-956e-4cef-fa25-89bd2b3e7c41\"},\"id\":\"1f96374271ebd3d4\",\"outputs\":[{\"data\":{\"text/plain\":[\"0\"]},\"execution_count\":12,\"metadata\":{},\"output_type\":\"execute_result\"}],\"execution_count\":null},{\"cell_type\":\"code\",\"source\":[\"len(clusters)\"],\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2024-05-29T13:18:30.368228Z\",\"start_time\":\"2024-05-29T13:18:30.363977Z\"},\"id\":\"a1d35e85eccdf13\",\"outputId\":\"6a004cb3-df31-40a1-a929-88c362cd92b2\"},\"id\":\"a1d35e85eccdf13\",\"outputs\":[{\"data\":{\"text/plain\":[\"2200\"]},\"execution_count\":15,\"metadata\":{},\"output_type\":\"execute_result\"}],\"execution_count\":null},{\"cell_type\":\"code\",\"source\":[\"from sklearn.preprocessing import LabelEncoder\\n\",\"\\n\",\"le = LabelEncoder()\\n\",\"\\n\",\"le.fit(test_data)\\n\",\"\\n\",\"test_data_enc = le.transform(test_data)\\n\",\"\\n\",\"test_data_enc\"],\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2024-05-29T13:18:31.080453Z\",\"start_time\":\"2024-05-29T13:18:31.073535Z\"},\"id\":\"b6d6bb098bc39fd0\",\"outputId\":\"6cc0a96d-cba8-4376-d41d-7dffaf7b2867\"},\"id\":\"b6d6bb098bc39fd0\",\"outputs\":[{\"data\":{\"text/plain\":[\"array([20, 20, 20, ...,  5,  5,  5])\"]},\"execution_count\":16,\"metadata\":{},\"output_type\":\"execute_result\"}],\"execution_count\":null},{\"cell_type\":\"code\",\"source\":[\"distribution = []\\n\",\"\\n\",\"for x in range(max(clusters) + 1):\\n\",\"    distribution.append([])\\n\",\"\\n\",\"for x in range(len(clusters)):\\n\",\"    distribution[clusters[x]].append(test_data_enc[x])\"],\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2024-05-29T13:18:32.464997Z\",\"start_time\":\"2024-05-29T13:18:32.460735Z\"},\"id\":\"551510f89a54f6c4\"},\"id\":\"551510f89a54f6c4\",\"outputs\":[],\"execution_count\":null},{\"cell_type\":\"code\",\"source\":[],\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2024-05-29T13:18:33.353376Z\",\"start_time\":\"2024-05-29T13:18:33.350948Z\"},\"id\":\"da880abd36bd2ae8\"},\"id\":\"da880abd36bd2ae8\",\"outputs\":[],\"execution_count\":null},{\"cell_type\":\"code\",\"source\":[\"distribution\"],\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2024-05-29T13:18:34.079506Z\",\"start_time\":\"2024-05-29T13:18:34.044774Z\"},\"id\":\"988decc848573796\",\"outputId\":\"4e7df5bc-0d88-4a87-9843-0fe8ab69e48d\"},\"id\":\"988decc848573796\",\"outputs\":[{\"data\":{\"text/plain\":[\"[[3,\\n\",\"  3,\\n\",\"  3,\\n\",\"  3,\\n\",\"  3,\\n\",\"  3,\\n\",\"  3,\\n\",\"  3,\\n\",\"  3,\\n\",\"  9,\\n\",\"  9,\\n\",\"  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0.,\\n\",\"        0., 0., 0., 0., 0., 0.],\\n\",\"       [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\\n\",\"        0., 0., 0., 0., 0., 0.]])\"]},\"execution_count\":20,\"metadata\":{},\"output_type\":\"execute_result\"}],\"execution_count\":null},{\"cell_type\":\"code\",\"source\":[\"for index, cluster in enumerate(distribution):\\n\",\"    for crop in cluster:\\n\",\"        arr[index, crop] += 1\"],\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2024-05-29T13:18:40.062977Z\",\"start_time\":\"2024-05-29T13:18:40.057921Z\"},\"id\":\"147e1772e1273ca6\"},\"id\":\"147e1772e1273ca6\",\"outputs\":[],\"execution_count\":null},{\"cell_type\":\"code\",\"source\":[\"arr\"],\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2024-05-29T13:18:41.020833Z\",\"start_time\":\"2024-05-29T13:18:41.012639Z\"},\"id\":\"49386fbf5dbdc12d\",\"outputId\":\"d3d7e83e-2a46-4ca4-e2af-643f9a51f376\"},\"id\":\"49386fbf5dbdc12d\",\"outputs\":[{\"data\":{\"text/plain\":[\"array([[  0.,   0.,   0.,   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49.,\\n\",\"          0.,   0.,  16.,   0.,   0.,   0.,   0.,   7.,   0.,   0.,   0.],\\n\",\"       [  0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,\\n\",\"          0.,   0.,   0.,   0.,   0.,   0.,  55.,   0.,   0.,   0.,   0.],\\n\",\"       [  0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   4.,   0.,   0.,\\n\",\"          0.,   0.,   0.,   0.,   0.,   0.,   0.,   2.,   0.,  56.,   0.],\\n\",\"       [  0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,\\n\",\"          0.,   0.,   0.,   0.,   0.,  37.,   0.,   0.,   8.,   0.,   0.],\\n\",\"       [  0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,\\n\",\"          0.,   0.,  38.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.],\\n\",\"       [  0.,   0.,   0.,   0.,   0., 100.,   0.,   0.,   3.,   0.,   0.,\\n\",\"          0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.],\\n\",\"       [  0., 100.,   0.,   0.,   0.,   0.,   2.,   0.,   0.,   0.,   0.,\\n\",\"          0.,   0.,   0.,   0.,   0.,   0.,   3.,   0.,   0.,   0.,   0.],\\n\",\"       [  0.,   0.,   0.,   0.,  43.,   0.,   0.,   0.,   0.,   0.,   0.,\\n\",\"          0.,   0.,   0.,   0.,   0.,  14.,   1.,   0.,   0.,   0.,   0.],\\n\",\"       [  0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,\\n\",\"          0.,   0.,   0.,   0.,   0.,   0.,   0.,  53.,   0.,   0.,   0.],\\n\",\"       [  0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   1.,\\n\",\"          0.,   0.,   0.,   0.,   0.,  37.,   0.,   0.,  20.,   0.,   0.]])\"]},\"execution_count\":22,\"metadata\":{},\"output_type\":\"execute_result\"}],\"execution_count\":null},{\"cell_type\":\"code\",\"source\":[\"print(test_data.unique()[3])\"],\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2024-05-29T13:23:03.937762Z\",\"start_time\":\"2024-05-29T13:23:03.933896Z\"},\"id\":\"9911f7b1d691e79d\",\"outputId\":\"ddf37bda-6c1d-4b1a-9594-72392c0f925b\"},\"id\":\"9911f7b1d691e79d\",\"outputs\":[{\"name\":\"stdout\",\"output_type\":\"stream\",\"text\":[\"KidneyBeans\\n\"]}],\"execution_count\":null},{\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2024-05-29T13:25:57.053342Z\",\"start_time\":\"2024-05-29T13:25:57.048278Z\"},\"id\":\"3bc7aaa7eacaf251\"},\"cell_type\":\"code\",\"source\":[\"from sklearn import decomposition\\n\",\"\\n\",\"pca = decomposition.PCA(n_components=2)\\n\",\"pca.fit(train_data_stan)\\n\",\"train_data_pcad = pca.transform(train_data_stan)\"],\"id\":\"3bc7aaa7eacaf251\",\"outputs\":[],\"execution_count\":null},{\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2024-05-29T13:27:51.944248Z\",\"start_time\":\"2024-05-29T13:27:51.938106Z\"},\"id\":\"e38be0cc36dd27d5\",\"outputId\":\"f311b567-1825-4b55-8bc0-4704eabe3a6d\"},\"cell_type\":\"code\",\"source\":[\"train_data_pcad\"],\"id\":\"e38be0cc36dd27d5\",\"outputs\":[{\"data\":{\"text/plain\":[\"array([[-0.58286944,  0.84458562],\\n\",\"       [-0.47463491,  0.78489453],\\n\",\"       [-0.63406838,  0.69452246],\\n\",\"       ...,\\n\",\"       [-1.15838352,  0.64047494],\\n\",\"       [-1.21918792, -0.05238989],\\n\",\"       [-1.3730036 , -0.05581764]])\"]},\"execution_count\":39,\"metadata\":{},\"output_type\":\"execute_result\"}],\"execution_count\":null},{\"metadata\":{\"ExecuteTime\":{\"end_time\":\"2024-05-29T13:35:13.022469Z\",\"start_time\":\"2024-05-29T13:35:12.640038Z\"},\"id\":\"939e73b3280ebcab\",\"outputId\":\"a7a03546-0175-45d2-8d23-f2d055456700\"},\"cell_type\":\"code\",\"source\":[\"from matplotlib import pyplot as plotter\\n\",\"\\n\",\"color_categories = clusters\\n\",\"colors = ['pink',\\n\",\"          'red',\\n\",\"          'tomato',\\n\",\"          'sandybrown',\\n\",\"          'gold',\\n\",\"          'orange',\\n\",\"          'khaki',\\n\",\"          'yellow',\\n\",\"          'lawngreen',\\n\",\"          'darkgreen',\\n\",\"          'lightgreen',\\n\",\"          'lightskyblue',\\n\",\"          'lightseagreen',\\n\",\"          'lightcoral',\\n\",\"          'indigo',\\n\",\"          'violet',\\n\",\"          'magenta',\\n\",\"          'crimson',\\n\",\"          'black',\\n\",\"          'blue',\\n\",\"          'steelblue',\\n\",\"          'blueviolet']\\n\",\"\\n\",\"plotter.scatter(train_data_pcad[:, 0], train_data_pcad[:, 1], c=color_categories[color_categories])\"],\"id\":\"939e73b3280ebcab\",\"outputs\":[{\"data\":{\"text/plain\":[\"<matplotlib.collections.PathCollection at 0x76cab4b30a60>\"]},\"execution_count\":44,\"metadata\":{},\"output_type\":\"execute_result\"},{\"data\":{\"text/plain\":[\"<Figure size 640x480 with 1 Axes>\"],\"image/png\":\"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\"},\"metadata\":{},\"output_type\":\"display_data\"}],\"execution_count\":null},{\"metadata\":{\"id\":\"97a8ad9ed0df947b\"},\"cell_type\":\"code\",\"outputs\":[],\"execution_count\":null,\"source\":[],\"id\":\"97a8ad9ed0df947b\"}],\"metadata\":{\"kernelspec\":{\"display_name\":\"Python 3\",\"language\":\"python\",\"name\":\"python3\"},\"language_info\":{\"codemirror_mode\":{\"name\":\"ipython\",\"version\":2},\"file_extension\":\".py\",\"mimetype\":\"text/x-python\",\"name\":\"python\",\"nbconvert_exporter\":\"python\",\"pygments_lexer\":\"ipython2\",\"version\":\"2.7.6\"},\"colab\":{\"provenance\":[]}},\"nbformat\":4,\"nbformat_minor\":5}"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Uygulama_1/clus_iris.ipynb",
    "content": "{\r\n \"cells\": [\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"id\": \"initial_id\",\r\n   \"metadata\": {\r\n    \"collapsed\": true,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:08.716094Z\",\r\n     \"start_time\": \"2024-05-29T13:39:08.712197Z\"\r\n    }\r\n   },\r\n   \"source\": [\r\n    \"from fuzzycmeans import FCM\\n\",\r\n    \"import numpy\"\r\n   ],\r\n   \"outputs\": [],\r\n   \"execution_count\": 2\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"X = numpy.array([[1, 1, 1], [1, 2, 2], [2, 2, 8], [0, 0, 5], [0, 0, 1]])\\n\",\r\n    \"fcm = FCM(n_clusters=4, max_iter=1)\\n\",\r\n    \"fcm.fit(X, [0, 0, 0, 1, 2])\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:08.922004Z\",\r\n     \"start_time\": \"2024-05-29T13:39:08.914189Z\"\r\n    }\r\n   },\r\n   \"id\": \"b26fb2b1dfd3b0a5\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": [\r\n       \"<fuzzycmeans.fuzzy_clustering.FCM at 0x76c7d068b8b0>\"\r\n      ]\r\n     },\r\n     \"execution_count\": 3,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 3\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"Y = numpy.array([[1, 2, 3], [2, 2, 5], [3, 1, 2], [2, 1, 4], [6, 8,1]])\\n\",\r\n    \"membership = fcm.predict(Y)\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:09.039571Z\",\r\n     \"start_time\": \"2024-05-29T13:39:08.963105Z\"\r\n    }\r\n   },\r\n   \"id\": \"c82efa9162155444\",\r\n   \"outputs\": [],\r\n   \"execution_count\": 4\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"membership\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:09.147170Z\",\r\n     \"start_time\": \"2024-05-29T13:39:09.041526Z\"\r\n    }\r\n   },\r\n   \"id\": \"ec6b7e39ea75d754\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": [\r\n       \"array([[0.83628319, 0.0619469 , 0.0619469 , 0.03982301],\\n\",\r\n       \"       [0.68512111, 0.19982699, 0.066609  , 0.04844291],\\n\",\r\n       \"       [0.43671642, 0.13791045, 0.23820896, 0.18716418],\\n\",\r\n       \"       [0.77777778, 0.12962963, 0.05555556, 0.03703704],\\n\",\r\n       \"       [0.33692769, 0.20041388, 0.23248011, 0.23017832]])\"\r\n      ]\r\n     },\r\n     \"execution_count\": 5,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 5\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"import pandas\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:09.246096Z\",\r\n     \"start_time\": \"2024-05-29T13:39:09.149036Z\"\r\n    }\r\n   },\r\n   \"id\": \"a16e77880a82aef5\",\r\n   \"outputs\": [],\r\n   \"execution_count\": 6\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"data = pandas.read_csv('data/iris.csv')\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:09.347405Z\",\r\n     \"start_time\": \"2024-05-29T13:39:09.247575Z\"\r\n    }\r\n   },\r\n   \"id\": \"8b5e2682a3b6756\",\r\n   \"outputs\": [],\r\n   \"execution_count\": 7\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"data.head()\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:09.453473Z\",\r\n     \"start_time\": \"2024-05-29T13:39:09.349275Z\"\r\n    }\r\n   },\r\n   \"id\": \"d5f205a90423ce57\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": [\r\n       \"   Id  SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm      Species\\n\",\r\n       \"0   1            5.1           3.5            1.4           0.2  Iris-setosa\\n\",\r\n       \"1   2            4.9           3.0            1.4           0.2  Iris-setosa\\n\",\r\n       \"2   3            4.7           3.2            1.3           0.2  Iris-setosa\\n\",\r\n       \"3   4            4.6           3.1            1.5           0.2  Iris-setosa\\n\",\r\n       \"4   5            5.0           3.6            1.4           0.2  Iris-setosa\"\r\n      ],\r\n      \"text/html\": [\r\n       \"<div>\\n\",\r\n       \"<style scoped>\\n\",\r\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\r\n       \"        vertical-align: middle;\\n\",\r\n       \"    }\\n\",\r\n       \"\\n\",\r\n       \"    .dataframe tbody tr th {\\n\",\r\n       \"        vertical-align: top;\\n\",\r\n       \"    }\\n\",\r\n       \"\\n\",\r\n       \"    .dataframe thead th {\\n\",\r\n       \"        text-align: right;\\n\",\r\n       \"    }\\n\",\r\n       \"</style>\\n\",\r\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\r\n       \"  <thead>\\n\",\r\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\r\n       \"      <th></th>\\n\",\r\n       \"      <th>Id</th>\\n\",\r\n       \"      <th>SepalLengthCm</th>\\n\",\r\n       \"      <th>SepalWidthCm</th>\\n\",\r\n       \"      <th>PetalLengthCm</th>\\n\",\r\n       \"      <th>PetalWidthCm</th>\\n\",\r\n       \"      <th>Species</th>\\n\",\r\n       \"    </tr>\\n\",\r\n       \"  </thead>\\n\",\r\n       \"  <tbody>\\n\",\r\n       \"    <tr>\\n\",\r\n       \"      <th>0</th>\\n\",\r\n       \"      <td>1</td>\\n\",\r\n       \"      <td>5.1</td>\\n\",\r\n       \"      <td>3.5</td>\\n\",\r\n       \"      <td>1.4</td>\\n\",\r\n       \"      <td>0.2</td>\\n\",\r\n       \"      <td>Iris-setosa</td>\\n\",\r\n       \"    </tr>\\n\",\r\n       \"    <tr>\\n\",\r\n       \"      <th>1</th>\\n\",\r\n       \"      <td>2</td>\\n\",\r\n       \"      <td>4.9</td>\\n\",\r\n       \"      <td>3.0</td>\\n\",\r\n       \"      <td>1.4</td>\\n\",\r\n       \"      <td>0.2</td>\\n\",\r\n       \"      <td>Iris-setosa</td>\\n\",\r\n       \"    </tr>\\n\",\r\n       \"    <tr>\\n\",\r\n       \"      <th>2</th>\\n\",\r\n       \"      <td>3</td>\\n\",\r\n       \"      <td>4.7</td>\\n\",\r\n       \"      <td>3.2</td>\\n\",\r\n       \"      <td>1.3</td>\\n\",\r\n       \"      <td>0.2</td>\\n\",\r\n       \"      <td>Iris-setosa</td>\\n\",\r\n       \"    </tr>\\n\",\r\n       \"    <tr>\\n\",\r\n       \"      <th>3</th>\\n\",\r\n       \"      <td>4</td>\\n\",\r\n       \"      <td>4.6</td>\\n\",\r\n       \"      <td>3.1</td>\\n\",\r\n       \"      <td>1.5</td>\\n\",\r\n       \"      <td>0.2</td>\\n\",\r\n       \"      <td>Iris-setosa</td>\\n\",\r\n       \"    </tr>\\n\",\r\n       \"    <tr>\\n\",\r\n       \"      <th>4</th>\\n\",\r\n       \"      <td>5</td>\\n\",\r\n       \"      <td>5.0</td>\\n\",\r\n       \"      <td>3.6</td>\\n\",\r\n       \"      <td>1.4</td>\\n\",\r\n       \"      <td>0.2</td>\\n\",\r\n       \"      <td>Iris-setosa</td>\\n\",\r\n       \"    </tr>\\n\",\r\n       \"  </tbody>\\n\",\r\n       \"</table>\\n\",\r\n       \"</div>\"\r\n      ]\r\n     },\r\n     \"execution_count\": 8,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 8\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"data.columns\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:09.739163Z\",\r\n     \"start_time\": \"2024-05-29T13:39:09.455286Z\"\r\n    }\r\n   },\r\n   \"id\": \"875ac07c754f15f1\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": [\r\n       \"Index(['Id', 'SepalLengthCm', 'SepalWidthCm', 'PetalLengthCm', 'PetalWidthCm',\\n\",\r\n       \"       'Species'],\\n\",\r\n       \"      dtype='object')\"\r\n      ]\r\n     },\r\n     \"execution_count\": 9,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 9\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"data['Species'].value_counts()\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:09.940008Z\",\r\n     \"start_time\": \"2024-05-29T13:39:09.740485Z\"\r\n    }\r\n   },\r\n   \"id\": \"da9630a12b0d66ab\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": [\r\n       \"Species\\n\",\r\n       \"Iris-setosa        50\\n\",\r\n       \"Iris-versicolor    50\\n\",\r\n       \"Iris-virginica     50\\n\",\r\n       \"Name: count, dtype: int64\"\r\n      ]\r\n     },\r\n     \"execution_count\": 10,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 10\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"data_out = data['Species'].replace(['Iris-setosa', \\n\",\r\n    \"                                    'Iris-versicolor', \\n\",\r\n    \"                                    'Iris-virginica'],\\n\",\r\n    \"                                   [0, 1, 2],\\n\",\r\n    \"                                   inplace=False)\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:10.109216Z\",\r\n     \"start_time\": \"2024-05-29T13:39:09.941442Z\"\r\n    }\r\n   },\r\n   \"id\": \"8a8f2b2b101f23d5\",\r\n   \"outputs\": [\r\n    {\r\n     \"name\": \"stderr\",\r\n     \"output_type\": \"stream\",\r\n     \"text\": [\r\n      \"/tmp/ipykernel_22733/237811437.py:1: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\\n\",\r\n      \"  data_out = data['Species'].replace(['Iris-setosa',\\n\"\r\n     ]\r\n    }\r\n   ],\r\n   \"execution_count\": 11\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"data_out\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:10.323765Z\",\r\n     \"start_time\": \"2024-05-29T13:39:10.110812Z\"\r\n    }\r\n   },\r\n   \"id\": \"24c5ad1243dc892e\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": [\r\n       \"0      0\\n\",\r\n       \"1      0\\n\",\r\n       \"2      0\\n\",\r\n       \"3      0\\n\",\r\n       \"4      0\\n\",\r\n       \"      ..\\n\",\r\n       \"145    2\\n\",\r\n       \"146    2\\n\",\r\n       \"147    2\\n\",\r\n       \"148    2\\n\",\r\n       \"149    2\\n\",\r\n       \"Name: Species, Length: 150, dtype: int64\"\r\n      ]\r\n     },\r\n     \"execution_count\": 12,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 12\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"data_list = []\\n\",\r\n    \"\\n\",\r\n    \"for index, row in data.iterrows():\\n\",\r\n    \"    data_list.append([row['SepalLengthCm'],\\n\",\r\n    \"                       row['SepalWidthCm'],\\n\",\r\n    \"                       row['PetalLengthCm'],\\n\",\r\n    \"                       row['PetalWidthCm'], \\n\",\r\n    \"                      data_out[index]])\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:10.434390Z\",\r\n     \"start_time\": \"2024-05-29T13:39:10.327586Z\"\r\n    }\r\n   },\r\n   \"id\": \"4dd32b41aa1ec536\",\r\n   \"outputs\": [],\r\n   \"execution_count\": 13\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"data_list\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:10.536624Z\",\r\n     \"start_time\": \"2024-05-29T13:39:10.435706Z\"\r\n    }\r\n   },\r\n   \"id\": \"e2d922e5adc7bdc7\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": [\r\n       \"[[5.1, 3.5, 1.4, 0.2, 0],\\n\",\r\n       \" [4.9, 3.0, 1.4, 0.2, 0],\\n\",\r\n       \" [4.7, 3.2, 1.3, 0.2, 0],\\n\",\r\n       \" [4.6, 3.1, 1.5, 0.2, 0],\\n\",\r\n       \" [5.0, 3.6, 1.4, 0.2, 0],\\n\",\r\n       \" [5.4, 3.9, 1.7, 0.4, 0],\\n\",\r\n       \" [4.6, 3.4, 1.4, 0.3, 0],\\n\",\r\n       \" [5.0, 3.4, 1.5, 0.2, 0],\\n\",\r\n       \" [4.4, 2.9, 1.4, 0.2, 0],\\n\",\r\n       \" [4.9, 3.1, 1.5, 0.1, 0],\\n\",\r\n       \" [5.4, 3.7, 1.5, 0.2, 0],\\n\",\r\n       \" [4.8, 3.4, 1.6, 0.2, 0],\\n\",\r\n       \" [4.8, 3.0, 1.4, 0.1, 0],\\n\",\r\n       \" [4.3, 3.0, 1.1, 0.1, 0],\\n\",\r\n       \" [5.8, 4.0, 1.2, 0.2, 0],\\n\",\r\n       \" [5.7, 4.4, 1.5, 0.4, 0],\\n\",\r\n       \" [5.4, 3.9, 1.3, 0.4, 0],\\n\",\r\n       \" [5.1, 3.5, 1.4, 0.3, 0],\\n\",\r\n       \" [5.7, 3.8, 1.7, 0.3, 0],\\n\",\r\n       \" [5.1, 3.8, 1.5, 0.3, 0],\\n\",\r\n       \" [5.4, 3.4, 1.7, 0.2, 0],\\n\",\r\n       \" [5.1, 3.7, 1.5, 0.4, 0],\\n\",\r\n       \" [4.6, 3.6, 1.0, 0.2, 0],\\n\",\r\n       \" [5.1, 3.3, 1.7, 0.5, 0],\\n\",\r\n       \" [4.8, 3.4, 1.9, 0.2, 0],\\n\",\r\n       \" [5.0, 3.0, 1.6, 0.2, 0],\\n\",\r\n       \" [5.0, 3.4, 1.6, 0.4, 0],\\n\",\r\n       \" [5.2, 3.5, 1.5, 0.2, 0],\\n\",\r\n       \" [5.2, 3.4, 1.4, 0.2, 0],\\n\",\r\n       \" [4.7, 3.2, 1.6, 0.2, 0],\\n\",\r\n       \" [4.8, 3.1, 1.6, 0.2, 0],\\n\",\r\n       \" [5.4, 3.4, 1.5, 0.4, 0],\\n\",\r\n       \" [5.2, 4.1, 1.5, 0.1, 0],\\n\",\r\n       \" [5.5, 4.2, 1.4, 0.2, 0],\\n\",\r\n       \" [4.9, 3.1, 1.5, 0.1, 0],\\n\",\r\n       \" [5.0, 3.2, 1.2, 0.2, 0],\\n\",\r\n       \" [5.5, 3.5, 1.3, 0.2, 0],\\n\",\r\n       \" [4.9, 3.1, 1.5, 0.1, 0],\\n\",\r\n       \" [4.4, 3.0, 1.3, 0.2, 0],\\n\",\r\n       \" [5.1, 3.4, 1.5, 0.2, 0],\\n\",\r\n       \" [5.0, 3.5, 1.3, 0.3, 0],\\n\",\r\n       \" [4.5, 2.3, 1.3, 0.3, 0],\\n\",\r\n       \" [4.4, 3.2, 1.3, 0.2, 0],\\n\",\r\n       \" [5.0, 3.5, 1.6, 0.6, 0],\\n\",\r\n       \" [5.1, 3.8, 1.9, 0.4, 0],\\n\",\r\n       \" [4.8, 3.0, 1.4, 0.3, 0],\\n\",\r\n       \" [5.1, 3.8, 1.6, 0.2, 0],\\n\",\r\n       \" [4.6, 3.2, 1.4, 0.2, 0],\\n\",\r\n       \" [5.3, 3.7, 1.5, 0.2, 0],\\n\",\r\n       \" [5.0, 3.3, 1.4, 0.2, 0],\\n\",\r\n       \" [7.0, 3.2, 4.7, 1.4, 1],\\n\",\r\n       \" [6.4, 3.2, 4.5, 1.5, 1],\\n\",\r\n       \" [6.9, 3.1, 4.9, 1.5, 1],\\n\",\r\n       \" [5.5, 2.3, 4.0, 1.3, 1],\\n\",\r\n       \" [6.5, 2.8, 4.6, 1.5, 1],\\n\",\r\n       \" [5.7, 2.8, 4.5, 1.3, 1],\\n\",\r\n       \" [6.3, 3.3, 4.7, 1.6, 1],\\n\",\r\n       \" [4.9, 2.4, 3.3, 1.0, 1],\\n\",\r\n       \" [6.6, 2.9, 4.6, 1.3, 1],\\n\",\r\n       \" [5.2, 2.7, 3.9, 1.4, 1],\\n\",\r\n       \" [5.0, 2.0, 3.5, 1.0, 1],\\n\",\r\n       \" [5.9, 3.0, 4.2, 1.5, 1],\\n\",\r\n       \" [6.0, 2.2, 4.0, 1.0, 1],\\n\",\r\n       \" [6.1, 2.9, 4.7, 1.4, 1],\\n\",\r\n       \" [5.6, 2.9, 3.6, 1.3, 1],\\n\",\r\n       \" [6.7, 3.1, 4.4, 1.4, 1],\\n\",\r\n       \" [5.6, 3.0, 4.5, 1.5, 1],\\n\",\r\n       \" [5.8, 2.7, 4.1, 1.0, 1],\\n\",\r\n       \" [6.2, 2.2, 4.5, 1.5, 1],\\n\",\r\n       \" [5.6, 2.5, 3.9, 1.1, 1],\\n\",\r\n       \" [5.9, 3.2, 4.8, 1.8, 1],\\n\",\r\n       \" [6.1, 2.8, 4.0, 1.3, 1],\\n\",\r\n       \" [6.3, 2.5, 4.9, 1.5, 1],\\n\",\r\n       \" [6.1, 2.8, 4.7, 1.2, 1],\\n\",\r\n       \" [6.4, 2.9, 4.3, 1.3, 1],\\n\",\r\n       \" [6.6, 3.0, 4.4, 1.4, 1],\\n\",\r\n       \" [6.8, 2.8, 4.8, 1.4, 1],\\n\",\r\n       \" [6.7, 3.0, 5.0, 1.7, 1],\\n\",\r\n       \" [6.0, 2.9, 4.5, 1.5, 1],\\n\",\r\n       \" [5.7, 2.6, 3.5, 1.0, 1],\\n\",\r\n       \" [5.5, 2.4, 3.8, 1.1, 1],\\n\",\r\n       \" [5.5, 2.4, 3.7, 1.0, 1],\\n\",\r\n       \" [5.8, 2.7, 3.9, 1.2, 1],\\n\",\r\n       \" [6.0, 2.7, 5.1, 1.6, 1],\\n\",\r\n       \" [5.4, 3.0, 4.5, 1.5, 1],\\n\",\r\n       \" [6.0, 3.4, 4.5, 1.6, 1],\\n\",\r\n       \" [6.7, 3.1, 4.7, 1.5, 1],\\n\",\r\n       \" [6.3, 2.3, 4.4, 1.3, 1],\\n\",\r\n       \" [5.6, 3.0, 4.1, 1.3, 1],\\n\",\r\n       \" [5.5, 2.5, 4.0, 1.3, 1],\\n\",\r\n       \" [5.5, 2.6, 4.4, 1.2, 1],\\n\",\r\n       \" [6.1, 3.0, 4.6, 1.4, 1],\\n\",\r\n       \" [5.8, 2.6, 4.0, 1.2, 1],\\n\",\r\n       \" [5.0, 2.3, 3.3, 1.0, 1],\\n\",\r\n       \" [5.6, 2.7, 4.2, 1.3, 1],\\n\",\r\n       \" [5.7, 3.0, 4.2, 1.2, 1],\\n\",\r\n       \" [5.7, 2.9, 4.2, 1.3, 1],\\n\",\r\n       \" [6.2, 2.9, 4.3, 1.3, 1],\\n\",\r\n       \" [5.1, 2.5, 3.0, 1.1, 1],\\n\",\r\n       \" [5.7, 2.8, 4.1, 1.3, 1],\\n\",\r\n       \" [6.3, 3.3, 6.0, 2.5, 2],\\n\",\r\n       \" [5.8, 2.7, 5.1, 1.9, 2],\\n\",\r\n       \" [7.1, 3.0, 5.9, 2.1, 2],\\n\",\r\n       \" [6.3, 2.9, 5.6, 1.8, 2],\\n\",\r\n       \" [6.5, 3.0, 5.8, 2.2, 2],\\n\",\r\n       \" [7.6, 3.0, 6.6, 2.1, 2],\\n\",\r\n       \" [4.9, 2.5, 4.5, 1.7, 2],\\n\",\r\n       \" [7.3, 2.9, 6.3, 1.8, 2],\\n\",\r\n       \" [6.7, 2.5, 5.8, 1.8, 2],\\n\",\r\n       \" [7.2, 3.6, 6.1, 2.5, 2],\\n\",\r\n       \" [6.5, 3.2, 5.1, 2.0, 2],\\n\",\r\n       \" [6.4, 2.7, 5.3, 1.9, 2],\\n\",\r\n       \" [6.8, 3.0, 5.5, 2.1, 2],\\n\",\r\n       \" [5.7, 2.5, 5.0, 2.0, 2],\\n\",\r\n       \" [5.8, 2.8, 5.1, 2.4, 2],\\n\",\r\n       \" [6.4, 3.2, 5.3, 2.3, 2],\\n\",\r\n       \" [6.5, 3.0, 5.5, 1.8, 2],\\n\",\r\n       \" [7.7, 3.8, 6.7, 2.2, 2],\\n\",\r\n       \" [7.7, 2.6, 6.9, 2.3, 2],\\n\",\r\n       \" [6.0, 2.2, 5.0, 1.5, 2],\\n\",\r\n       \" [6.9, 3.2, 5.7, 2.3, 2],\\n\",\r\n       \" [5.6, 2.8, 4.9, 2.0, 2],\\n\",\r\n       \" [7.7, 2.8, 6.7, 2.0, 2],\\n\",\r\n       \" [6.3, 2.7, 4.9, 1.8, 2],\\n\",\r\n       \" [6.7, 3.3, 5.7, 2.1, 2],\\n\",\r\n       \" [7.2, 3.2, 6.0, 1.8, 2],\\n\",\r\n       \" [6.2, 2.8, 4.8, 1.8, 2],\\n\",\r\n       \" [6.1, 3.0, 4.9, 1.8, 2],\\n\",\r\n       \" [6.4, 2.8, 5.6, 2.1, 2],\\n\",\r\n       \" [7.2, 3.0, 5.8, 1.6, 2],\\n\",\r\n       \" [7.4, 2.8, 6.1, 1.9, 2],\\n\",\r\n       \" [7.9, 3.8, 6.4, 2.0, 2],\\n\",\r\n       \" [6.4, 2.8, 5.6, 2.2, 2],\\n\",\r\n       \" [6.3, 2.8, 5.1, 1.5, 2],\\n\",\r\n       \" [6.1, 2.6, 5.6, 1.4, 2],\\n\",\r\n       \" [7.7, 3.0, 6.1, 2.3, 2],\\n\",\r\n       \" [6.3, 3.4, 5.6, 2.4, 2],\\n\",\r\n       \" [6.4, 3.1, 5.5, 1.8, 2],\\n\",\r\n       \" [6.0, 3.0, 4.8, 1.8, 2],\\n\",\r\n       \" [6.9, 3.1, 5.4, 2.1, 2],\\n\",\r\n       \" [6.7, 3.1, 5.6, 2.4, 2],\\n\",\r\n       \" [6.9, 3.1, 5.1, 2.3, 2],\\n\",\r\n       \" [5.8, 2.7, 5.1, 1.9, 2],\\n\",\r\n       \" [6.8, 3.2, 5.9, 2.3, 2],\\n\",\r\n       \" [6.7, 3.3, 5.7, 2.5, 2],\\n\",\r\n       \" [6.7, 3.0, 5.2, 2.3, 2],\\n\",\r\n       \" [6.3, 2.5, 5.0, 1.9, 2],\\n\",\r\n       \" [6.5, 3.0, 5.2, 2.0, 2],\\n\",\r\n       \" [6.2, 3.4, 5.4, 2.3, 2],\\n\",\r\n       \" [5.9, 3.0, 5.1, 1.8, 2]]\"\r\n      ]\r\n     },\r\n     \"execution_count\": 14,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 14\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"import random\\n\",\r\n    \"shuffle = True\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:10.637322Z\",\r\n     \"start_time\": \"2024-05-29T13:39:10.538093Z\"\r\n    }\r\n   },\r\n   \"id\": \"86178f256ad4ec2b\",\r\n   \"outputs\": [],\r\n   \"execution_count\": 15\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"if shuffle:\\n\",\r\n    \"    for x in range(5):\\n\",\r\n    \"        random.shuffle(data_list)\\n\",\r\n    \"\\n\",\r\n    \"data_list\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:10.737164Z\",\r\n     \"start_time\": \"2024-05-29T13:39:10.638719Z\"\r\n    }\r\n   },\r\n   \"id\": \"61cdb29e4e167471\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": [\r\n       \"[[4.4, 2.9, 1.4, 0.2, 0],\\n\",\r\n       \" [6.4, 2.9, 4.3, 1.3, 1],\\n\",\r\n       \" [4.8, 3.1, 1.6, 0.2, 0],\\n\",\r\n       \" [6.3, 2.9, 5.6, 1.8, 2],\\n\",\r\n       \" [5.2, 3.5, 1.5, 0.2, 0],\\n\",\r\n       \" [6.1, 2.8, 4.7, 1.2, 1],\\n\",\r\n       \" [7.7, 3.0, 6.1, 2.3, 2],\\n\",\r\n       \" [6.2, 2.2, 4.5, 1.5, 1],\\n\",\r\n       \" [4.8, 3.4, 1.6, 0.2, 0],\\n\",\r\n       \" [6.3, 2.3, 4.4, 1.3, 1],\\n\",\r\n       \" [4.6, 3.1, 1.5, 0.2, 0],\\n\",\r\n       \" [6.2, 3.4, 5.4, 2.3, 2],\\n\",\r\n       \" [5.4, 3.7, 1.5, 0.2, 0],\\n\",\r\n       \" [6.9, 3.1, 4.9, 1.5, 1],\\n\",\r\n       \" [6.9, 3.2, 5.7, 2.3, 2],\\n\",\r\n       \" [6.5, 2.8, 4.6, 1.5, 1],\\n\",\r\n       \" [6.2, 2.8, 4.8, 1.8, 2],\\n\",\r\n       \" [6.7, 3.1, 5.6, 2.4, 2],\\n\",\r\n       \" [6.4, 2.8, 5.6, 2.2, 2],\\n\",\r\n       \" [6.4, 3.1, 5.5, 1.8, 2],\\n\",\r\n       \" [5.1, 3.5, 1.4, 0.3, 0],\\n\",\r\n       \" [7.7, 2.6, 6.9, 2.3, 2],\\n\",\r\n       \" [6.2, 2.9, 4.3, 1.3, 1],\\n\",\r\n       \" [5.7, 3.8, 1.7, 0.3, 0],\\n\",\r\n       \" [4.4, 3.0, 1.3, 0.2, 0],\\n\",\r\n       \" [6.6, 3.0, 4.4, 1.4, 1],\\n\",\r\n       \" [7.4, 2.8, 6.1, 1.9, 2],\\n\",\r\n       \" [5.0, 2.0, 3.5, 1.0, 1],\\n\",\r\n       \" [7.1, 3.0, 5.9, 2.1, 2],\\n\",\r\n       \" [5.5, 2.5, 4.0, 1.3, 1],\\n\",\r\n       \" [5.8, 2.7, 4.1, 1.0, 1],\\n\",\r\n       \" [6.1, 2.6, 5.6, 1.4, 2],\\n\",\r\n       \" [6.7, 2.5, 5.8, 1.8, 2],\\n\",\r\n       \" [6.7, 3.3, 5.7, 2.1, 2],\\n\",\r\n       \" [5.1, 3.8, 1.9, 0.4, 0],\\n\",\r\n       \" [5.6, 2.5, 3.9, 1.1, 1],\\n\",\r\n       \" [4.5, 2.3, 1.3, 0.3, 0],\\n\",\r\n       \" [6.1, 2.9, 4.7, 1.4, 1],\\n\",\r\n       \" [5.7, 2.8, 4.1, 1.3, 1],\\n\",\r\n       \" [5.6, 2.7, 4.2, 1.3, 1],\\n\",\r\n       \" [6.5, 3.0, 5.8, 2.2, 2],\\n\",\r\n       \" [4.9, 3.0, 1.4, 0.2, 0],\\n\",\r\n       \" [5.0, 3.5, 1.3, 0.3, 0],\\n\",\r\n       \" [5.7, 2.5, 5.0, 2.0, 2],\\n\",\r\n       \" [6.4, 3.2, 4.5, 1.5, 1],\\n\",\r\n       \" [5.4, 3.9, 1.7, 0.4, 0],\\n\",\r\n       \" [5.3, 3.7, 1.5, 0.2, 0],\\n\",\r\n       \" [5.5, 2.4, 3.8, 1.1, 1],\\n\",\r\n       \" [5.6, 2.9, 3.6, 1.3, 1],\\n\",\r\n       \" [4.7, 3.2, 1.6, 0.2, 0],\\n\",\r\n       \" [6.7, 3.0, 5.2, 2.3, 2],\\n\",\r\n       \" [6.1, 3.0, 4.9, 1.8, 2],\\n\",\r\n       \" [5.0, 3.3, 1.4, 0.2, 0],\\n\",\r\n       \" [5.0, 3.4, 1.5, 0.2, 0],\\n\",\r\n       \" [5.1, 3.8, 1.6, 0.2, 0],\\n\",\r\n       \" [5.7, 2.6, 3.5, 1.0, 1],\\n\",\r\n       \" [6.0, 3.0, 4.8, 1.8, 2],\\n\",\r\n       \" [5.2, 3.4, 1.4, 0.2, 0],\\n\",\r\n       \" [6.3, 3.3, 6.0, 2.5, 2],\\n\",\r\n       \" [6.7, 3.0, 5.0, 1.7, 1],\\n\",\r\n       \" [5.0, 3.4, 1.6, 0.4, 0],\\n\",\r\n       \" [7.2, 3.2, 6.0, 1.8, 2],\\n\",\r\n       \" [5.5, 3.5, 1.3, 0.2, 0],\\n\",\r\n       \" [7.0, 3.2, 4.7, 1.4, 1],\\n\",\r\n       \" [5.0, 3.6, 1.4, 0.2, 0],\\n\",\r\n       \" [5.6, 3.0, 4.5, 1.5, 1],\\n\",\r\n       \" [6.4, 2.8, 5.6, 2.1, 2],\\n\",\r\n       \" [5.4, 3.4, 1.5, 0.4, 0],\\n\",\r\n       \" [6.5, 3.0, 5.2, 2.0, 2],\\n\",\r\n       \" [4.9, 2.5, 4.5, 1.7, 2],\\n\",\r\n       \" [7.2, 3.0, 5.8, 1.6, 2],\\n\",\r\n       \" [4.9, 3.1, 1.5, 0.1, 0],\\n\",\r\n       \" [5.5, 4.2, 1.4, 0.2, 0],\\n\",\r\n       \" [6.4, 2.7, 5.3, 1.9, 2],\\n\",\r\n       \" [5.7, 2.8, 4.5, 1.3, 1],\\n\",\r\n       \" [6.1, 3.0, 4.6, 1.4, 1],\\n\",\r\n       \" [5.7, 2.9, 4.2, 1.3, 1],\\n\",\r\n       \" [6.3, 3.4, 5.6, 2.4, 2],\\n\",\r\n       \" [6.8, 3.2, 5.9, 2.3, 2],\\n\",\r\n       \" [4.9, 3.1, 1.5, 0.1, 0],\\n\",\r\n       \" [5.1, 3.5, 1.4, 0.2, 0],\\n\",\r\n       \" [5.2, 2.7, 3.9, 1.4, 1],\\n\",\r\n       \" [6.0, 2.9, 4.5, 1.5, 1],\\n\",\r\n       \" [6.3, 2.8, 5.1, 1.5, 2],\\n\",\r\n       \" [5.9, 3.0, 4.2, 1.5, 1],\\n\",\r\n       \" [5.4, 3.4, 1.7, 0.2, 0],\\n\",\r\n       \" [4.6, 3.6, 1.0, 0.2, 0],\\n\",\r\n       \" [7.3, 2.9, 6.3, 1.8, 2],\\n\",\r\n       \" [5.9, 3.0, 5.1, 1.8, 2],\\n\",\r\n       \" [7.6, 3.0, 6.6, 2.1, 2],\\n\",\r\n       \" [7.7, 2.8, 6.7, 2.0, 2],\\n\",\r\n       \" [5.7, 3.0, 4.2, 1.2, 1],\\n\",\r\n       \" [6.5, 3.0, 5.5, 1.8, 2],\\n\",\r\n       \" [5.7, 4.4, 1.5, 0.4, 0],\\n\",\r\n       \" [6.6, 2.9, 4.6, 1.3, 1],\\n\",\r\n       \" [5.0, 3.0, 1.6, 0.2, 0],\\n\",\r\n       \" [4.6, 3.4, 1.4, 0.3, 0],\\n\",\r\n       \" [4.3, 3.0, 1.1, 0.1, 0],\\n\",\r\n       \" [6.5, 3.2, 5.1, 2.0, 2],\\n\",\r\n       \" [6.7, 3.1, 4.4, 1.4, 1],\\n\",\r\n       \" [5.1, 3.4, 1.5, 0.2, 0],\\n\",\r\n       \" [5.0, 3.5, 1.6, 0.6, 0],\\n\",\r\n       \" [5.8, 2.7, 5.1, 1.9, 2],\\n\",\r\n       \" [5.8, 4.0, 1.2, 0.2, 0],\\n\",\r\n       \" [4.4, 3.2, 1.3, 0.2, 0],\\n\",\r\n       \" [7.9, 3.8, 6.4, 2.0, 2],\\n\",\r\n       \" [5.0, 3.2, 1.2, 0.2, 0],\\n\",\r\n       \" [5.0, 2.3, 3.3, 1.0, 1],\\n\",\r\n       \" [6.7, 3.3, 5.7, 2.5, 2],\\n\",\r\n       \" [4.7, 3.2, 1.3, 0.2, 0],\\n\",\r\n       \" [6.0, 2.2, 4.0, 1.0, 1],\\n\",\r\n       \" [5.4, 3.9, 1.3, 0.4, 0],\\n\",\r\n       \" [6.4, 3.2, 5.3, 2.3, 2],\\n\",\r\n       \" [5.5, 2.4, 3.7, 1.0, 1],\\n\",\r\n       \" [6.3, 2.5, 5.0, 1.9, 2],\\n\",\r\n       \" [6.3, 2.7, 4.9, 1.8, 2],\\n\",\r\n       \" [4.8, 3.0, 1.4, 0.1, 0],\\n\",\r\n       \" [6.8, 2.8, 4.8, 1.4, 1],\\n\",\r\n       \" [5.2, 4.1, 1.5, 0.1, 0],\\n\",\r\n       \" [5.8, 2.6, 4.0, 1.2, 1],\\n\",\r\n       \" [5.4, 3.0, 4.5, 1.5, 1],\\n\",\r\n       \" [6.8, 3.0, 5.5, 2.1, 2],\\n\",\r\n       \" [6.9, 3.1, 5.4, 2.1, 2],\\n\",\r\n       \" [6.9, 3.1, 5.1, 2.3, 2],\\n\",\r\n       \" [7.2, 3.6, 6.1, 2.5, 2],\\n\",\r\n       \" [6.0, 3.4, 4.5, 1.6, 1],\\n\",\r\n       \" [5.8, 2.7, 3.9, 1.2, 1],\\n\",\r\n       \" [5.1, 3.7, 1.5, 0.4, 0],\\n\",\r\n       \" [4.9, 3.1, 1.5, 0.1, 0],\\n\",\r\n       \" [4.8, 3.0, 1.4, 0.3, 0],\\n\",\r\n       \" [5.5, 2.3, 4.0, 1.3, 1],\\n\",\r\n       \" [6.3, 2.5, 4.9, 1.5, 1],\\n\",\r\n       \" [5.6, 3.0, 4.1, 1.3, 1],\\n\",\r\n       \" [5.9, 3.2, 4.8, 1.8, 1],\\n\",\r\n       \" [4.6, 3.2, 1.4, 0.2, 0],\\n\",\r\n       \" [6.1, 2.8, 4.0, 1.3, 1],\\n\",\r\n       \" [7.7, 3.8, 6.7, 2.2, 2],\\n\",\r\n       \" [6.0, 2.2, 5.0, 1.5, 2],\\n\",\r\n       \" [5.1, 3.3, 1.7, 0.5, 0],\\n\",\r\n       \" [4.8, 3.4, 1.9, 0.2, 0],\\n\",\r\n       \" [5.1, 2.5, 3.0, 1.1, 1],\\n\",\r\n       \" [5.8, 2.7, 5.1, 1.9, 2],\\n\",\r\n       \" [5.8, 2.8, 5.1, 2.4, 2],\\n\",\r\n       \" [5.1, 3.8, 1.5, 0.3, 0],\\n\",\r\n       \" [6.7, 3.1, 4.7, 1.5, 1],\\n\",\r\n       \" [5.6, 2.8, 4.9, 2.0, 2],\\n\",\r\n       \" [5.5, 2.6, 4.4, 1.2, 1],\\n\",\r\n       \" [6.0, 2.7, 5.1, 1.6, 1],\\n\",\r\n       \" [6.3, 3.3, 4.7, 1.6, 1],\\n\",\r\n       \" [4.9, 2.4, 3.3, 1.0, 1]]\"\r\n      ]\r\n     },\r\n     \"execution_count\": 16,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 16\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"k = 5\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:10.828824Z\",\r\n     \"start_time\": \"2024-05-29T13:39:10.738499Z\"\r\n    }\r\n   },\r\n   \"id\": \"99bfad14ebf0d4d\",\r\n   \"outputs\": [],\r\n   \"execution_count\": 17\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"split_point = int((len(data_list) / k) * (k - 1))\\n\",\r\n    \"\\n\",\r\n    \"data_train, data_test = data_list[:split_point], data_list[split_point:]\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:10.912471Z\",\r\n     \"start_time\": \"2024-05-29T13:39:10.830224Z\"\r\n    }\r\n   },\r\n   \"id\": \"24601bae50f6562\",\r\n   \"outputs\": [],\r\n   \"execution_count\": 18\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"len(data_list)\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": 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3.8, 1.9, 0.4, 0],\\n\",\r\n       \" [5.6, 2.5, 3.9, 1.1, 1],\\n\",\r\n       \" [4.5, 2.3, 1.3, 0.3, 0],\\n\",\r\n       \" [6.1, 2.9, 4.7, 1.4, 1],\\n\",\r\n       \" [5.7, 2.8, 4.1, 1.3, 1],\\n\",\r\n       \" [5.6, 2.7, 4.2, 1.3, 1],\\n\",\r\n       \" [6.5, 3.0, 5.8, 2.2, 2],\\n\",\r\n       \" [4.9, 3.0, 1.4, 0.2, 0],\\n\",\r\n       \" [5.0, 3.5, 1.3, 0.3, 0],\\n\",\r\n       \" [5.7, 2.5, 5.0, 2.0, 2],\\n\",\r\n       \" [6.4, 3.2, 4.5, 1.5, 1],\\n\",\r\n       \" [5.4, 3.9, 1.7, 0.4, 0],\\n\",\r\n       \" [5.3, 3.7, 1.5, 0.2, 0],\\n\",\r\n       \" [5.5, 2.4, 3.8, 1.1, 1],\\n\",\r\n       \" [5.6, 2.9, 3.6, 1.3, 1],\\n\",\r\n       \" [4.7, 3.2, 1.6, 0.2, 0],\\n\",\r\n       \" [6.7, 3.0, 5.2, 2.3, 2],\\n\",\r\n       \" [6.1, 3.0, 4.9, 1.8, 2],\\n\",\r\n       \" [5.0, 3.3, 1.4, 0.2, 0],\\n\",\r\n       \" [5.0, 3.4, 1.5, 0.2, 0],\\n\",\r\n       \" [5.1, 3.8, 1.6, 0.2, 0],\\n\",\r\n       \" [5.7, 2.6, 3.5, 1.0, 1],\\n\",\r\n       \" [6.0, 3.0, 4.8, 1.8, 2],\\n\",\r\n       \" [5.2, 3.4, 1.4, 0.2, 0],\\n\",\r\n       \" [6.3, 3.3, 6.0, 2.5, 2],\\n\",\r\n       \" [6.7, 3.0, 5.0, 1.7, 1],\\n\",\r\n       \" [5.0, 3.4, 1.6, 0.4, 0],\\n\",\r\n       \" [7.2, 3.2, 6.0, 1.8, 2],\\n\",\r\n       \" [5.5, 3.5, 1.3, 0.2, 0],\\n\",\r\n       \" [7.0, 3.2, 4.7, 1.4, 1],\\n\",\r\n       \" [5.0, 3.6, 1.4, 0.2, 0],\\n\",\r\n       \" [5.6, 3.0, 4.5, 1.5, 1],\\n\",\r\n       \" [6.4, 2.8, 5.6, 2.1, 2],\\n\",\r\n       \" [5.4, 3.4, 1.5, 0.4, 0],\\n\",\r\n       \" [6.5, 3.0, 5.2, 2.0, 2],\\n\",\r\n       \" [4.9, 2.5, 4.5, 1.7, 2],\\n\",\r\n       \" [7.2, 3.0, 5.8, 1.6, 2],\\n\",\r\n       \" [4.9, 3.1, 1.5, 0.1, 0],\\n\",\r\n       \" [5.5, 4.2, 1.4, 0.2, 0],\\n\",\r\n       \" [6.4, 2.7, 5.3, 1.9, 2],\\n\",\r\n       \" [5.7, 2.8, 4.5, 1.3, 1],\\n\",\r\n       \" [6.1, 3.0, 4.6, 1.4, 1],\\n\",\r\n       \" [5.7, 2.9, 4.2, 1.3, 1],\\n\",\r\n       \" [6.3, 3.4, 5.6, 2.4, 2],\\n\",\r\n       \" [6.8, 3.2, 5.9, 2.3, 2],\\n\",\r\n       \" [4.9, 3.1, 1.5, 0.1, 0],\\n\",\r\n       \" [5.1, 3.5, 1.4, 0.2, 0],\\n\",\r\n       \" [5.2, 2.7, 3.9, 1.4, 1],\\n\",\r\n       \" [6.0, 2.9, 4.5, 1.5, 1],\\n\",\r\n       \" [6.3, 2.8, 5.1, 1.5, 2],\\n\",\r\n       \" [5.9, 3.0, 4.2, 1.5, 1],\\n\",\r\n       \" [5.4, 3.4, 1.7, 0.2, 0],\\n\",\r\n       \" [4.6, 3.6, 1.0, 0.2, 0],\\n\",\r\n       \" [7.3, 2.9, 6.3, 1.8, 2],\\n\",\r\n       \" [5.9, 3.0, 5.1, 1.8, 2],\\n\",\r\n       \" [7.6, 3.0, 6.6, 2.1, 2],\\n\",\r\n       \" [7.7, 2.8, 6.7, 2.0, 2],\\n\",\r\n       \" [5.7, 3.0, 4.2, 1.2, 1],\\n\",\r\n       \" [6.5, 3.0, 5.5, 1.8, 2],\\n\",\r\n       \" [5.7, 4.4, 1.5, 0.4, 0],\\n\",\r\n       \" [6.6, 2.9, 4.6, 1.3, 1],\\n\",\r\n       \" [5.0, 3.0, 1.6, 0.2, 0],\\n\",\r\n       \" [4.6, 3.4, 1.4, 0.3, 0],\\n\",\r\n       \" [4.3, 3.0, 1.1, 0.1, 0],\\n\",\r\n       \" [6.5, 3.2, 5.1, 2.0, 2],\\n\",\r\n       \" [6.7, 3.1, 4.4, 1.4, 1],\\n\",\r\n       \" [5.1, 3.4, 1.5, 0.2, 0],\\n\",\r\n       \" [5.0, 3.5, 1.6, 0.6, 0],\\n\",\r\n       \" [5.8, 2.7, 5.1, 1.9, 2],\\n\",\r\n       \" [5.8, 4.0, 1.2, 0.2, 0],\\n\",\r\n       \" [4.4, 3.2, 1.3, 0.2, 0],\\n\",\r\n       \" [7.9, 3.8, 6.4, 2.0, 2],\\n\",\r\n       \" [5.0, 3.2, 1.2, 0.2, 0],\\n\",\r\n       \" [5.0, 2.3, 3.3, 1.0, 1],\\n\",\r\n       \" [6.7, 3.3, 5.7, 2.5, 2],\\n\",\r\n       \" [4.7, 3.2, 1.3, 0.2, 0],\\n\",\r\n       \" [6.0, 2.2, 4.0, 1.0, 1],\\n\",\r\n       \" [5.4, 3.9, 1.3, 0.4, 0],\\n\",\r\n       \" [6.4, 3.2, 5.3, 2.3, 2],\\n\",\r\n       \" [5.5, 2.4, 3.7, 1.0, 1],\\n\",\r\n       \" [6.3, 2.5, 5.0, 1.9, 2],\\n\",\r\n       \" [6.3, 2.7, 4.9, 1.8, 2],\\n\",\r\n       \" [4.8, 3.0, 1.4, 0.1, 0],\\n\",\r\n       \" [6.8, 2.8, 4.8, 1.4, 1],\\n\",\r\n       \" [5.2, 4.1, 1.5, 0.1, 0],\\n\",\r\n       \" [5.8, 2.6, 4.0, 1.2, 1]]\"\r\n      ]\r\n     },\r\n     \"execution_count\": 21,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 21\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"len(data_test)\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:11.271507Z\",\r\n     \"start_time\": \"2024-05-29T13:39:11.186424Z\"\r\n    }\r\n   },\r\n   \"id\": \"f05481c068738dd6\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": [\r\n       \"30\"\r\n      ]\r\n     },\r\n     \"execution_count\": 22,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 22\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"data_test\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:11.364076Z\",\r\n     \"start_time\": \"2024-05-29T13:39:11.272952Z\"\r\n    }\r\n   },\r\n   \"id\": \"d6e398e24dbc9ce6\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": [\r\n       \"[[5.4, 3.0, 4.5, 1.5, 1],\\n\",\r\n       \" [6.8, 3.0, 5.5, 2.1, 2],\\n\",\r\n       \" [6.9, 3.1, 5.4, 2.1, 2],\\n\",\r\n       \" [6.9, 3.1, 5.1, 2.3, 2],\\n\",\r\n       \" [7.2, 3.6, 6.1, 2.5, 2],\\n\",\r\n       \" [6.0, 3.4, 4.5, 1.6, 1],\\n\",\r\n       \" [5.8, 2.7, 3.9, 1.2, 1],\\n\",\r\n       \" [5.1, 3.7, 1.5, 0.4, 0],\\n\",\r\n       \" [4.9, 3.1, 1.5, 0.1, 0],\\n\",\r\n       \" [4.8, 3.0, 1.4, 0.3, 0],\\n\",\r\n       \" [5.5, 2.3, 4.0, 1.3, 1],\\n\",\r\n       \" [6.3, 2.5, 4.9, 1.5, 1],\\n\",\r\n       \" [5.6, 3.0, 4.1, 1.3, 1],\\n\",\r\n       \" [5.9, 3.2, 4.8, 1.8, 1],\\n\",\r\n       \" [4.6, 3.2, 1.4, 0.2, 0],\\n\",\r\n       \" [6.1, 2.8, 4.0, 1.3, 1],\\n\",\r\n       \" [7.7, 3.8, 6.7, 2.2, 2],\\n\",\r\n       \" [6.0, 2.2, 5.0, 1.5, 2],\\n\",\r\n       \" [5.1, 3.3, 1.7, 0.5, 0],\\n\",\r\n       \" [4.8, 3.4, 1.9, 0.2, 0],\\n\",\r\n       \" [5.1, 2.5, 3.0, 1.1, 1],\\n\",\r\n       \" [5.8, 2.7, 5.1, 1.9, 2],\\n\",\r\n       \" [5.8, 2.8, 5.1, 2.4, 2],\\n\",\r\n       \" [5.1, 3.8, 1.5, 0.3, 0],\\n\",\r\n       \" [6.7, 3.1, 4.7, 1.5, 1],\\n\",\r\n       \" [5.6, 2.8, 4.9, 2.0, 2],\\n\",\r\n       \" [5.5, 2.6, 4.4, 1.2, 1],\\n\",\r\n       \" [6.0, 2.7, 5.1, 1.6, 1],\\n\",\r\n       \" [6.3, 3.3, 4.7, 1.6, 1],\\n\",\r\n       \" [4.9, 2.4, 3.3, 1.0, 1]]\"\r\n      ]\r\n     },\r\n     \"execution_count\": 23,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 23\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"data_train_in = []\\n\",\r\n    \"data_train_out = []\\n\",\r\n    \"\\n\",\r\n    \"for row in data_train:\\n\",\r\n    \"    data_train_in.append([row[0], row[1], row[2], row[3]])\\n\",\r\n    \"    data_train_out.append(row[4])\\n\",\r\n    \"    \\n\",\r\n    \"data_test_in = []\\n\",\r\n    \"data_test_out = []\\n\",\r\n    \"\\n\",\r\n    \"for row in data_test:\\n\",\r\n    \"    data_test_in.append([row[0], row[1], row[2], row[3]])\\n\",\r\n    \"    data_test_out.append(row[4])\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:11.495232Z\",\r\n     \"start_time\": \"2024-05-29T13:39:11.365533Z\"\r\n    }\r\n   },\r\n   \"id\": \"ff46b83d6ee05e88\",\r\n   \"outputs\": [],\r\n   \"execution_count\": 24\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"data_train_in\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:11.608938Z\",\r\n     \"start_time\": \"2024-05-29T13:39:11.496444Z\"\r\n    }\r\n   },\r\n   \"id\": \"e8ab42af43c2b120\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": [\r\n       \"[[4.4, 2.9, 1.4, 0.2],\\n\",\r\n       \" [6.4, 2.9, 4.3, 1.3],\\n\",\r\n       \" [4.8, 3.1, 1.6, 0.2],\\n\",\r\n       \" [6.3, 2.9, 5.6, 1.8],\\n\",\r\n       \" [5.2, 3.5, 1.5, 0.2],\\n\",\r\n       \" [6.1, 2.8, 4.7, 1.2],\\n\",\r\n       \" [7.7, 3.0, 6.1, 2.3],\\n\",\r\n       \" [6.2, 2.2, 4.5, 1.5],\\n\",\r\n       \" [4.8, 3.4, 1.6, 0.2],\\n\",\r\n       \" [6.3, 2.3, 4.4, 1.3],\\n\",\r\n       \" [4.6, 3.1, 1.5, 0.2],\\n\",\r\n       \" [6.2, 3.4, 5.4, 2.3],\\n\",\r\n       \" [5.4, 3.7, 1.5, 0.2],\\n\",\r\n       \" [6.9, 3.1, 4.9, 1.5],\\n\",\r\n       \" [6.9, 3.2, 5.7, 2.3],\\n\",\r\n       \" [6.5, 2.8, 4.6, 1.5],\\n\",\r\n       \" [6.2, 2.8, 4.8, 1.8],\\n\",\r\n       \" [6.7, 3.1, 5.6, 2.4],\\n\",\r\n       \" [6.4, 2.8, 5.6, 2.2],\\n\",\r\n       \" [6.4, 3.1, 5.5, 1.8],\\n\",\r\n       \" [5.1, 3.5, 1.4, 0.3],\\n\",\r\n       \" [7.7, 2.6, 6.9, 2.3],\\n\",\r\n       \" [6.2, 2.9, 4.3, 1.3],\\n\",\r\n       \" [5.7, 3.8, 1.7, 0.3],\\n\",\r\n       \" [4.4, 3.0, 1.3, 0.2],\\n\",\r\n       \" [6.6, 3.0, 4.4, 1.4],\\n\",\r\n       \" [7.4, 2.8, 6.1, 1.9],\\n\",\r\n       \" [5.0, 2.0, 3.5, 1.0],\\n\",\r\n       \" [7.1, 3.0, 5.9, 2.1],\\n\",\r\n       \" [5.5, 2.5, 4.0, 1.3],\\n\",\r\n  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3.8, 1.6, 0.2],\\n\",\r\n       \" [5.7, 2.6, 3.5, 1.0],\\n\",\r\n       \" [6.0, 3.0, 4.8, 1.8],\\n\",\r\n       \" [5.2, 3.4, 1.4, 0.2],\\n\",\r\n       \" [6.3, 3.3, 6.0, 2.5],\\n\",\r\n       \" [6.7, 3.0, 5.0, 1.7],\\n\",\r\n       \" [5.0, 3.4, 1.6, 0.4],\\n\",\r\n       \" [7.2, 3.2, 6.0, 1.8],\\n\",\r\n       \" [5.5, 3.5, 1.3, 0.2],\\n\",\r\n       \" [7.0, 3.2, 4.7, 1.4],\\n\",\r\n       \" [5.0, 3.6, 1.4, 0.2],\\n\",\r\n       \" [5.6, 3.0, 4.5, 1.5],\\n\",\r\n       \" [6.4, 2.8, 5.6, 2.1],\\n\",\r\n       \" [5.4, 3.4, 1.5, 0.4],\\n\",\r\n       \" [6.5, 3.0, 5.2, 2.0],\\n\",\r\n       \" [4.9, 2.5, 4.5, 1.7],\\n\",\r\n       \" [7.2, 3.0, 5.8, 1.6],\\n\",\r\n       \" [4.9, 3.1, 1.5, 0.1],\\n\",\r\n       \" [5.5, 4.2, 1.4, 0.2],\\n\",\r\n       \" [6.4, 2.7, 5.3, 1.9],\\n\",\r\n       \" [5.7, 2.8, 4.5, 1.3],\\n\",\r\n       \" [6.1, 3.0, 4.6, 1.4],\\n\",\r\n       \" [5.7, 2.9, 4.2, 1.3],\\n\",\r\n       \" [6.3, 3.4, 5.6, 2.4],\\n\",\r\n       \" [6.8, 3.2, 5.9, 2.3],\\n\",\r\n       \" [4.9, 3.1, 1.5, 0.1],\\n\",\r\n       \" [5.1, 3.5, 1.4, 0.2],\\n\",\r\n       \" [5.2, 2.7, 3.9, 1.4],\\n\",\r\n       \" [6.0, 2.9, 4.5, 1.5],\\n\",\r\n       \" [6.3, 2.8, 5.1, 1.5],\\n\",\r\n       \" [5.9, 3.0, 4.2, 1.5],\\n\",\r\n       \" [5.4, 3.4, 1.7, 0.2],\\n\",\r\n       \" [4.6, 3.6, 1.0, 0.2],\\n\",\r\n       \" [7.3, 2.9, 6.3, 1.8],\\n\",\r\n       \" [5.9, 3.0, 5.1, 1.8],\\n\",\r\n       \" [7.6, 3.0, 6.6, 2.1],\\n\",\r\n       \" [7.7, 2.8, 6.7, 2.0],\\n\",\r\n       \" [5.7, 3.0, 4.2, 1.2],\\n\",\r\n       \" [6.5, 3.0, 5.5, 1.8],\\n\",\r\n       \" [5.7, 4.4, 1.5, 0.4],\\n\",\r\n       \" [6.6, 2.9, 4.6, 1.3],\\n\",\r\n       \" [5.0, 3.0, 1.6, 0.2],\\n\",\r\n       \" [4.6, 3.4, 1.4, 0.3],\\n\",\r\n       \" [4.3, 3.0, 1.1, 0.1],\\n\",\r\n       \" [6.5, 3.2, 5.1, 2.0],\\n\",\r\n       \" [6.7, 3.1, 4.4, 1.4],\\n\",\r\n       \" [5.1, 3.4, 1.5, 0.2],\\n\",\r\n       \" [5.0, 3.5, 1.6, 0.6],\\n\",\r\n       \" [5.8, 2.7, 5.1, 1.9],\\n\",\r\n       \" [5.8, 4.0, 1.2, 0.2],\\n\",\r\n       \" [4.4, 3.2, 1.3, 0.2],\\n\",\r\n       \" [7.9, 3.8, 6.4, 2.0],\\n\",\r\n       \" [5.0, 3.2, 1.2, 0.2],\\n\",\r\n       \" [5.0, 2.3, 3.3, 1.0],\\n\",\r\n       \" [6.7, 3.3, 5.7, 2.5],\\n\",\r\n       \" [4.7, 3.2, 1.3, 0.2],\\n\",\r\n       \" [6.0, 2.2, 4.0, 1.0],\\n\",\r\n       \" [5.4, 3.9, 1.3, 0.4],\\n\",\r\n       \" [6.4, 3.2, 5.3, 2.3],\\n\",\r\n       \" [5.5, 2.4, 3.7, 1.0],\\n\",\r\n       \" [6.3, 2.5, 5.0, 1.9],\\n\",\r\n       \" [6.3, 2.7, 4.9, 1.8],\\n\",\r\n       \" [4.8, 3.0, 1.4, 0.1],\\n\",\r\n       \" [6.8, 2.8, 4.8, 1.4],\\n\",\r\n       \" [5.2, 4.1, 1.5, 0.1],\\n\",\r\n       \" [5.8, 2.6, 4.0, 1.2]]\"\r\n      ]\r\n     },\r\n     \"execution_count\": 25,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 25\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"data_train_out\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:11.697671Z\",\r\n     \"start_time\": \"2024-05-29T13:39:11.610283Z\"\r\n    }\r\n   },\r\n   \"id\": \"90d8d24541e8bd3e\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": [\r\n       \"[0,\\n\",\r\n       \" 1,\\n\",\r\n       \" 0,\\n\",\r\n       \" 2,\\n\",\r\n       \" 0,\\n\",\r\n       \" 1,\\n\",\r\n       \" 2,\\n\",\r\n       \" 1,\\n\",\r\n       \" 0,\\n\",\r\n       \" 1,\\n\",\r\n       \" 0,\\n\",\r\n       \" 2,\\n\",\r\n       \" 0,\\n\",\r\n       \" 1,\\n\",\r\n       \" 2,\\n\",\r\n       \" 1,\\n\",\r\n       \" 2,\\n\",\r\n       \" 2,\\n\",\r\n       \" 2,\\n\",\r\n       \" 2,\\n\",\r\n       \" 0,\\n\",\r\n       \" 2,\\n\",\r\n       \" 1,\\n\",\r\n       \" 0,\\n\",\r\n       \" 0,\\n\",\r\n       \" 1,\\n\",\r\n       \" 2,\\n\",\r\n       \" 1,\\n\",\r\n       \" 2,\\n\",\r\n       \" 1,\\n\",\r\n       \" 1,\\n\",\r\n       \" 2,\\n\",\r\n       \" 2,\\n\",\r\n       \" 2,\\n\",\r\n       \" 0,\\n\",\r\n       \" 1,\\n\",\r\n       \" 0,\\n\",\r\n       \" 1,\\n\",\r\n       \" 1,\\n\",\r\n       \" 1,\\n\",\r\n       \" 2,\\n\",\r\n       \" 0,\\n\",\r\n       \" 0,\\n\",\r\n       \" 2,\\n\",\r\n       \" 1,\\n\",\r\n       \" 0,\\n\",\r\n       \" 0,\\n\",\r\n       \" 1,\\n\",\r\n       \" 1,\\n\",\r\n       \" 0,\\n\",\r\n       \" 2,\\n\",\r\n       \" 2,\\n\",\r\n       \" 0,\\n\",\r\n       \" 0,\\n\",\r\n       \" 0,\\n\",\r\n       \" 1,\\n\",\r\n       \" 2,\\n\",\r\n       \" 0,\\n\",\r\n       \" 2,\\n\",\r\n       \" 1,\\n\",\r\n       \" 0,\\n\",\r\n       \" 2,\\n\",\r\n       \" 0,\\n\",\r\n       \" 1,\\n\",\r\n       \" 0,\\n\",\r\n       \" 1,\\n\",\r\n       \" 2,\\n\",\r\n       \" 0,\\n\",\r\n       \" 2,\\n\",\r\n       \" 2,\\n\",\r\n       \" 2,\\n\",\r\n       \" 0,\\n\",\r\n       \" 0,\\n\",\r\n       \" 2,\\n\",\r\n       \" 1,\\n\",\r\n       \" 1,\\n\",\r\n       \" 1,\\n\",\r\n       \" 2,\\n\",\r\n       \" 2,\\n\",\r\n       \" 0,\\n\",\r\n       \" 0,\\n\",\r\n       \" 1,\\n\",\r\n       \" 1,\\n\",\r\n       \" 2,\\n\",\r\n       \" 1,\\n\",\r\n       \" 0,\\n\",\r\n       \" 0,\\n\",\r\n       \" 2,\\n\",\r\n       \" 2,\\n\",\r\n       \" 2,\\n\",\r\n       \" 2,\\n\",\r\n       \" 1,\\n\",\r\n       \" 2,\\n\",\r\n       \" 0,\\n\",\r\n       \" 1,\\n\",\r\n       \" 0,\\n\",\r\n       \" 0,\\n\",\r\n       \" 0,\\n\",\r\n       \" 2,\\n\",\r\n       \" 1,\\n\",\r\n       \" 0,\\n\",\r\n       \" 0,\\n\",\r\n       \" 2,\\n\",\r\n       \" 0,\\n\",\r\n       \" 0,\\n\",\r\n       \" 2,\\n\",\r\n       \" 0,\\n\",\r\n       \" 1,\\n\",\r\n       \" 2,\\n\",\r\n       \" 0,\\n\",\r\n       \" 1,\\n\",\r\n       \" 0,\\n\",\r\n       \" 2,\\n\",\r\n       \" 1,\\n\",\r\n       \" 2,\\n\",\r\n       \" 2,\\n\",\r\n       \" 0,\\n\",\r\n       \" 1,\\n\",\r\n       \" 0,\\n\",\r\n       \" 1]\"\r\n      ]\r\n     },\r\n     \"execution_count\": 26,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 26\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"data_test_in\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:11.789129Z\",\r\n     \"start_time\": \"2024-05-29T13:39:11.699042Z\"\r\n    }\r\n   },\r\n   \"id\": \"2dc02917a2f56c60\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": [\r\n       \"[[5.4, 3.0, 4.5, 1.5],\\n\",\r\n       \" [6.8, 3.0, 5.5, 2.1],\\n\",\r\n       \" [6.9, 3.1, 5.4, 2.1],\\n\",\r\n       \" [6.9, 3.1, 5.1, 2.3],\\n\",\r\n       \" [7.2, 3.6, 6.1, 2.5],\\n\",\r\n       \" [6.0, 3.4, 4.5, 1.6],\\n\",\r\n       \" [5.8, 2.7, 3.9, 1.2],\\n\",\r\n       \" [5.1, 3.7, 1.5, 0.4],\\n\",\r\n       \" [4.9, 3.1, 1.5, 0.1],\\n\",\r\n       \" [4.8, 3.0, 1.4, 0.3],\\n\",\r\n       \" [5.5, 2.3, 4.0, 1.3],\\n\",\r\n       \" [6.3, 2.5, 4.9, 1.5],\\n\",\r\n       \" [5.6, 3.0, 4.1, 1.3],\\n\",\r\n       \" [5.9, 3.2, 4.8, 1.8],\\n\",\r\n       \" [4.6, 3.2, 1.4, 0.2],\\n\",\r\n       \" [6.1, 2.8, 4.0, 1.3],\\n\",\r\n       \" [7.7, 3.8, 6.7, 2.2],\\n\",\r\n       \" [6.0, 2.2, 5.0, 1.5],\\n\",\r\n       \" [5.1, 3.3, 1.7, 0.5],\\n\",\r\n       \" [4.8, 3.4, 1.9, 0.2],\\n\",\r\n       \" [5.1, 2.5, 3.0, 1.1],\\n\",\r\n       \" [5.8, 2.7, 5.1, 1.9],\\n\",\r\n       \" [5.8, 2.8, 5.1, 2.4],\\n\",\r\n       \" [5.1, 3.8, 1.5, 0.3],\\n\",\r\n       \" [6.7, 3.1, 4.7, 1.5],\\n\",\r\n       \" [5.6, 2.8, 4.9, 2.0],\\n\",\r\n       \" [5.5, 2.6, 4.4, 1.2],\\n\",\r\n       \" [6.0, 2.7, 5.1, 1.6],\\n\",\r\n       \" [6.3, 3.3, 4.7, 1.6],\\n\",\r\n       \" [4.9, 2.4, 3.3, 1.0]]\"\r\n      ]\r\n     },\r\n     \"execution_count\": 27,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 27\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"data_test_out\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:11.888404Z\",\r\n     \"start_time\": \"2024-05-29T13:39:11.792746Z\"\r\n    }\r\n   },\r\n   \"id\": \"f0e9fb48d75ef37d\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": [\r\n       \"[1,\\n\",\r\n       \" 2,\\n\",\r\n       \" 2,\\n\",\r\n       \" 2,\\n\",\r\n       \" 2,\\n\",\r\n       \" 1,\\n\",\r\n       \" 1,\\n\",\r\n       \" 0,\\n\",\r\n       \" 0,\\n\",\r\n       \" 0,\\n\",\r\n       \" 1,\\n\",\r\n       \" 1,\\n\",\r\n       \" 1,\\n\",\r\n       \" 1,\\n\",\r\n       \" 0,\\n\",\r\n       \" 1,\\n\",\r\n       \" 2,\\n\",\r\n       \" 2,\\n\",\r\n       \" 0,\\n\",\r\n       \" 0,\\n\",\r\n       \" 1,\\n\",\r\n       \" 2,\\n\",\r\n       \" 2,\\n\",\r\n       \" 0,\\n\",\r\n       \" 1,\\n\",\r\n       \" 2,\\n\",\r\n       \" 1,\\n\",\r\n       \" 1,\\n\",\r\n       \" 1,\\n\",\r\n       \" 1]\"\r\n      ]\r\n     },\r\n     \"execution_count\": 28,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 28\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"number_of_clusters = 3\\n\",\r\n    \"max_iteration = 100\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:11.986977Z\",\r\n     \"start_time\": \"2024-05-29T13:39:11.889528Z\"\r\n    }\r\n   },\r\n   \"id\": \"1476ead495f759ef\",\r\n   \"outputs\": [],\r\n   \"execution_count\": 29\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"fcm = FCM(n_clusters=number_of_clusters, \\n\",\r\n    \"          max_iter=max_iteration)\\n\",\r\n    \"\\n\",\r\n    \"# Eğitim\\n\",\r\n    \"fcm.fit(data_train_in, data_train_out)\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:13.528319Z\",\r\n     \"start_time\": \"2024-05-29T13:39:11.988466Z\"\r\n    }\r\n   },\r\n   \"id\": \"9f78c6bbdb4212a1\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": [\r\n       \"<fuzzycmeans.fuzzy_clustering.FCM at 0x76c7d028e200>\"\r\n      ]\r\n     },\r\n     \"execution_count\": 30,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 30\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"prediction = fcm.predict(numpy.array(data_test_in))\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:13.538526Z\",\r\n     \"start_time\": \"2024-05-29T13:39:13.529789Z\"\r\n    }\r\n   },\r\n   \"id\": \"9b8aa8ff14fab89f\",\r\n   \"outputs\": [],\r\n   \"execution_count\": 31\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"prediction\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:13.979606Z\",\r\n     \"start_time\": \"2024-05-29T13:39:13.540118Z\"\r\n    }\r\n   },\r\n   \"id\": \"42684035c1e282e6\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": [\r\n       \"array([[0.0373393 , 0.81636854, 0.14629215],\\n\",\r\n       \"       [0.0023133 , 0.01845743, 0.97922927],\\n\",\r\n       \"       [0.00611386, 0.0478383 , 0.94604784],\\n\",\r\n       \"       [0.01683224, 0.13403702, 0.84913074],\\n\",\r\n       \"       [0.03308559, 0.14829681, 0.8186176 ],\\n\",\r\n       \"       [0.03497858, 0.73934828, 0.22567315],\\n\",\r\n       \"       [0.0202413 , 0.9406914 , 0.0390673 ],\\n\",\r\n       \"       [0.98442777, 0.01067899, 0.00489324],\\n\",\r\n       \"       [0.98030465, 0.01362396, 0.00607139],\\n\",\r\n       \"       [0.9685066 , 0.021725  , 0.0097684 ],\\n\",\r\n       \"       [0.04772692, 0.85845042, 0.09382267],\\n\",\r\n       \"       [0.02349593, 0.60990613, 0.36659794],\\n\",\r\n       \"       [0.02524131, 0.91542231, 0.05933638],\\n\",\r\n       \"       [0.0310732 , 0.59245733, 0.37646947],\\n\",\r\n       \"       [0.97118563, 0.01968934, 0.00912503],\\n\",\r\n       \"       [0.0082293 , 0.96862991, 0.02314079],\\n\",\r\n       \"       [0.05987362, 0.21439317, 0.72573321],\\n\",\r\n       \"       [0.03297678, 0.61024926, 0.35677396],\\n\",\r\n       \"       [0.97407801, 0.01826241, 0.00765958],\\n\",\r\n       \"       [0.95949334, 0.02843593, 0.01207073],\\n\",\r\n       \"       [0.32974586, 0.53702221, 0.13323194],\\n\",\r\n       \"       [0.02900323, 0.44744242, 0.52355434],\\n\",\r\n       \"       [0.03484598, 0.33676168, 0.62839235],\\n\",\r\n       \"       [0.97927512, 0.01414087, 0.00658401],\\n\",\r\n       \"       [0.03052945, 0.53310784, 0.43636271],\\n\",\r\n       \"       [0.03796149, 0.56142052, 0.400618  ],\\n\",\r\n       \"       [0.02514424, 0.89656695, 0.0782888 ],\\n\",\r\n       \"       [0.02396987, 0.49328536, 0.48274478],\\n\",\r\n       \"       [0.02956154, 0.60533687, 0.36510159],\\n\",\r\n       \"       [0.2676469 , 0.58806177, 0.14429134]])\"\r\n      ]\r\n     },\r\n     \"execution_count\": 32,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 32\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"max_of_predictions = numpy.argmax(prediction, \\n\",\r\n    \"                                  axis=1)\\n\",\r\n    \"max_of_predictions\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:14.071046Z\",\r\n     \"start_time\": \"2024-05-29T13:39:13.981235Z\"\r\n    }\r\n   },\r\n   \"id\": \"4d1b6a0907a8c3ea\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": [\r\n       \"array([1, 2, 2, 2, 2, 1, 1, 0, 0, 0, 1, 1, 1, 1, 0, 1, 2, 1, 0, 0, 1, 2,\\n\",\r\n       \"       2, 0, 1, 1, 1, 1, 1, 1])\"\r\n      ]\r\n     },\r\n     \"execution_count\": 33,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 33\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"from sklearn.metrics import accuracy_score\\n\",\r\n    \"\\n\",\r\n    \"accuracy_score(data_test_out, max_of_predictions)\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:14.259538Z\",\r\n     \"start_time\": \"2024-05-29T13:39:14.072463Z\"\r\n    }\r\n   },\r\n   \"id\": \"351b9d442c1ed01a\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": [\r\n       \"0.9333333333333333\"\r\n      ]\r\n     },\r\n     \"execution_count\": 34,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 34\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"max_of_predictions\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:14.320630Z\",\r\n     \"start_time\": \"2024-05-29T13:39:14.261107Z\"\r\n    }\r\n   },\r\n   \"id\": \"74f4b8099926b90c\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": [\r\n       \"array([1, 2, 2, 2, 2, 1, 1, 0, 0, 0, 1, 1, 1, 1, 0, 1, 2, 1, 0, 0, 1, 2,\\n\",\r\n       \"       2, 0, 1, 1, 1, 1, 1, 1])\"\r\n      ]\r\n     },\r\n     \"execution_count\": 35,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 35\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"data_test_out\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:14.445801Z\",\r\n     \"start_time\": \"2024-05-29T13:39:14.321980Z\"\r\n    }\r\n   },\r\n   \"id\": \"f55867811428834d\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": [\r\n       \"[1,\\n\",\r\n       \" 2,\\n\",\r\n       \" 2,\\n\",\r\n       \" 2,\\n\",\r\n       \" 2,\\n\",\r\n       \" 1,\\n\",\r\n       \" 1,\\n\",\r\n       \" 0,\\n\",\r\n       \" 0,\\n\",\r\n       \" 0,\\n\",\r\n       \" 1,\\n\",\r\n       \" 1,\\n\",\r\n       \" 1,\\n\",\r\n       \" 1,\\n\",\r\n       \" 0,\\n\",\r\n       \" 1,\\n\",\r\n       \" 2,\\n\",\r\n       \" 2,\\n\",\r\n       \" 0,\\n\",\r\n       \" 0,\\n\",\r\n       \" 1,\\n\",\r\n       \" 2,\\n\",\r\n       \" 2,\\n\",\r\n       \" 0,\\n\",\r\n       \" 1,\\n\",\r\n       \" 2,\\n\",\r\n       \" 1,\\n\",\r\n       \" 1,\\n\",\r\n       \" 1,\\n\",\r\n       \" 1]\"\r\n      ]\r\n     },\r\n     \"execution_count\": 36,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 36\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"dummy = []\\n\",\r\n    \"\\n\",\r\n    \"for x in range(len(max_of_predictions)):\\n\",\r\n    \"    dummy.append(random.choice([0, 1, 2]))\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:14.536383Z\",\r\n     \"start_time\": \"2024-05-29T13:39:14.447274Z\"\r\n    }\r\n   },\r\n   \"id\": \"ec7eeee8641ce3c\",\r\n   \"outputs\": [],\r\n   \"execution_count\": 37\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"accuracy_score(data_test_out, dummy)\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:14.688102Z\",\r\n     \"start_time\": \"2024-05-29T13:39:14.537734Z\"\r\n    }\r\n   },\r\n   \"id\": \"4e48b756872b0183\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": [\r\n       \"0.3333333333333333\"\r\n      ]\r\n     },\r\n     \"execution_count\": 38,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 38\r\n  },\r\n  {\r\n   \"cell_type\": \"markdown\",\r\n   \"source\": [\r\n    \"Çapraz Geçerleme\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false\r\n   },\r\n   \"id\": \"f0d157f993694416\"\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"from sklearn.model_selection import KFold\\n\",\r\n    \"\\n\",\r\n    \"splitter = KFold(n_splits=k)\\n\",\r\n    \"\\n\",\r\n    \"split_indexes = []\\n\",\r\n    \"for fold_id, (train_index, test_index) in enumerate(splitter.split(data_list)):\\n\",\r\n    \"    print(\\\"Train\\\" + str(train_index))\\n\",\r\n    \"    print(\\\"Test\\\" + str(test_index))\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:14.803219Z\",\r\n     \"start_time\": \"2024-05-29T13:39:14.689714Z\"\r\n    }\r\n   },\r\n   \"id\": \"17c1e7c1823b5fd8\",\r\n   \"outputs\": [\r\n    {\r\n     \"name\": \"stdout\",\r\n     \"output_type\": \"stream\",\r\n     \"text\": [\r\n      \"Train[ 30  31  32  33  34  35  36  37  38  39  40  41  42  43  44  45  46  47\\n\",\r\n      \"  48  49  50  51  52  53  54  55  56  57  58  59  60  61  62  63  64  65\\n\",\r\n      \"  66  67  68  69  70  71  72  73  74  75  76  77  78  79  80  81  82  83\\n\",\r\n      \"  84  85  86  87  88  89  90  91  92  93  94  95  96  97  98  99 100 101\\n\",\r\n      \" 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119\\n\",\r\n      \" 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137\\n\",\r\n      \" 138 139 140 141 142 143 144 145 146 147 148 149]\\n\",\r\n      \"Test[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\\n\",\r\n      \" 24 25 26 27 28 29]\\n\",\r\n      \"Train[  0   1   2   3   4   5   6   7   8   9  10  11  12  13  14  15  16  17\\n\",\r\n      \"  18  19  20  21  22  23  24  25  26  27  28  29  60  61  62  63  64  65\\n\",\r\n      \"  66  67  68  69  70  71  72  73  74  75  76  77  78  79  80  81  82  83\\n\",\r\n      \"  84  85  86  87  88  89  90  91  92  93  94  95  96  97  98  99 100 101\\n\",\r\n      \" 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119\\n\",\r\n      \" 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137\\n\",\r\n      \" 138 139 140 141 142 143 144 145 146 147 148 149]\\n\",\r\n      \"Test[30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53\\n\",\r\n      \" 54 55 56 57 58 59]\\n\",\r\n      \"Train[  0   1   2   3   4   5   6   7   8   9  10  11  12  13  14  15  16  17\\n\",\r\n      \"  18  19  20  21  22  23  24  25  26  27  28  29  30  31  32  33  34  35\\n\",\r\n      \"  36  37  38  39  40  41  42  43  44  45  46  47  48  49  50  51  52  53\\n\",\r\n      \"  54  55  56  57  58  59  90  91  92  93  94  95  96  97  98  99 100 101\\n\",\r\n      \" 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119\\n\",\r\n      \" 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137\\n\",\r\n      \" 138 139 140 141 142 143 144 145 146 147 148 149]\\n\",\r\n      \"Test[60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83\\n\",\r\n      \" 84 85 86 87 88 89]\\n\",\r\n      \"Train[  0   1   2   3   4   5   6   7   8   9  10  11  12  13  14  15  16  17\\n\",\r\n      \"  18  19  20  21  22  23  24  25  26  27  28  29  30  31  32  33  34  35\\n\",\r\n      \"  36  37  38  39  40  41  42  43  44  45  46  47  48  49  50  51  52  53\\n\",\r\n      \"  54  55  56  57  58  59  60  61  62  63  64  65  66  67  68  69  70  71\\n\",\r\n      \"  72  73  74  75  76  77  78  79  80  81  82  83  84  85  86  87  88  89\\n\",\r\n      \" 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137\\n\",\r\n      \" 138 139 140 141 142 143 144 145 146 147 148 149]\\n\",\r\n      \"Test[ 90  91  92  93  94  95  96  97  98  99 100 101 102 103 104 105 106 107\\n\",\r\n      \" 108 109 110 111 112 113 114 115 116 117 118 119]\\n\",\r\n      \"Train[  0   1   2   3   4   5   6   7   8   9  10  11  12  13  14  15  16  17\\n\",\r\n      \"  18  19  20  21  22  23  24  25  26  27  28  29  30  31  32  33  34  35\\n\",\r\n      \"  36  37  38  39  40  41  42  43  44  45  46  47  48  49  50  51  52  53\\n\",\r\n      \"  54  55  56  57  58  59  60  61  62  63  64  65  66  67  68  69  70  71\\n\",\r\n      \"  72  73  74  75  76  77  78  79  80  81  82  83  84  85  86  87  88  89\\n\",\r\n      \"  90  91  92  93  94  95  96  97  98  99 100 101 102 103 104 105 106 107\\n\",\r\n      \" 108 109 110 111 112 113 114 115 116 117 118 119]\\n\",\r\n      \"Test[120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137\\n\",\r\n      \" 138 139 140 141 142 143 144 145 146 147 148 149]\\n\"\r\n     ]\r\n    }\r\n   ],\r\n   \"execution_count\": 39\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"def get_data(complete_data, \\n\",\r\n    \"             train_indexes, \\n\",\r\n    \"             test_indexes):\\n\",\r\n    \"    train_data_in = []\\n\",\r\n    \"    train_data_out = []\\n\",\r\n    \"    for x in train_indexes:\\n\",\r\n    \"        train_data = complete_data[x]\\n\",\r\n    \"        train_data_in.append([train_data[0], train_data[1], train_data[2], train_data[3]])\\n\",\r\n    \"        train_data_out.append(train_data[4])\\n\",\r\n    \"    test_data_in = []\\n\",\r\n    \"    test_data_out = []\\n\",\r\n    \"    for x in test_indexes:\\n\",\r\n    \"        test_data = complete_data[x]\\n\",\r\n    \"        test_data_in.append([test_data[0], test_data[1], test_data[2], test_data[3]])\\n\",\r\n    \"        test_data_out.append(test_data[4])\\n\",\r\n    \"    return train_data_in, train_data_out, test_data_in, test_data_out\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:14.882314Z\",\r\n     \"start_time\": \"2024-05-29T13:39:14.804786Z\"\r\n    }\r\n   },\r\n   \"id\": \"2b10b36c74418403\",\r\n   \"outputs\": [],\r\n   \"execution_count\": 40\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"number_of_clusters = 3\\n\",\r\n    \"max_iteration = 100\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:14.977926Z\",\r\n     \"start_time\": \"2024-05-29T13:39:14.883837Z\"\r\n    }\r\n   },\r\n   \"id\": \"ff71f6eb83c87e1d\",\r\n   \"outputs\": [],\r\n   \"execution_count\": 41\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"for fold_id, (train_index, test_index) in enumerate(splitter.split(data_list)):\\n\",\r\n    \"    train_data_in, train_data_out, test_data_in, test_data_out = get_data(data_list,\\n\",\r\n    \"                                                                          train_index,\\n\",\r\n    \"                                                                          test_index)\\n\",\r\n    \"    if fold_id == 0:\\n\",\r\n    \"        print(test_data_in)\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:15.070833Z\",\r\n     \"start_time\": \"2024-05-29T13:39:14.979252Z\"\r\n    }\r\n   },\r\n   \"id\": \"d662e91b6f580e54\",\r\n   \"outputs\": [\r\n    {\r\n     \"name\": \"stdout\",\r\n     \"output_type\": \"stream\",\r\n     \"text\": [\r\n      \"[[4.4, 2.9, 1.4, 0.2], [6.4, 2.9, 4.3, 1.3], [4.8, 3.1, 1.6, 0.2], [6.3, 2.9, 5.6, 1.8], [5.2, 3.5, 1.5, 0.2], [6.1, 2.8, 4.7, 1.2], [7.7, 3.0, 6.1, 2.3], [6.2, 2.2, 4.5, 1.5], [4.8, 3.4, 1.6, 0.2], [6.3, 2.3, 4.4, 1.3], [4.6, 3.1, 1.5, 0.2], [6.2, 3.4, 5.4, 2.3], [5.4, 3.7, 1.5, 0.2], [6.9, 3.1, 4.9, 1.5], [6.9, 3.2, 5.7, 2.3], [6.5, 2.8, 4.6, 1.5], [6.2, 2.8, 4.8, 1.8], [6.7, 3.1, 5.6, 2.4], [6.4, 2.8, 5.6, 2.2], [6.4, 3.1, 5.5, 1.8], [5.1, 3.5, 1.4, 0.3], [7.7, 2.6, 6.9, 2.3], [6.2, 2.9, 4.3, 1.3], [5.7, 3.8, 1.7, 0.3], [4.4, 3.0, 1.3, 0.2], [6.6, 3.0, 4.4, 1.4], [7.4, 2.8, 6.1, 1.9], [5.0, 2.0, 3.5, 1.0], [7.1, 3.0, 5.9, 2.1], [5.5, 2.5, 4.0, 1.3]]\\n\"\r\n     ]\r\n    }\r\n   ],\r\n   \"execution_count\": 42\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"accs = []\\n\",\r\n    \"\\n\",\r\n    \"for fold_id, (train_index, test_index) in enumerate(splitter.split(data_list)):\\n\",\r\n    \"    train_data_in, train_data_out, test_data_in, test_data_out = get_data(data_list,\\n\",\r\n    \"                                                                          train_index,\\n\",\r\n    \"                                                                          test_index)\\n\",\r\n    \"    fcm_model = FCM(n_clusters=number_of_clusters,\\n\",\r\n    \"                    max_iter=max_iteration)\\n\",\r\n    \"    fcm_model.fit(train_data_in, train_data_out)\\n\",\r\n    \"    predicted = numpy.argmax(fcm_model.predict(numpy.array(test_data_in)), \\n\",\r\n    \"                             axis=1)\\n\",\r\n    \"    real = numpy.array(test_data_out)\\n\",\r\n    \"    print(real)\\n\",\r\n    \"    print(predicted)\\n\",\r\n    \"    score = accuracy_score(real,\\n\",\r\n    \"                                    predicted)\\n\",\r\n    \"    print(\\\"Accuracy of Fold \\\" + str(fold_id) + \\\": \\\" + str(score))\\n\",\r\n    \"    accs.append(score)\\n\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:21.551158Z\",\r\n     \"start_time\": \"2024-05-29T13:39:15.072367Z\"\r\n    }\r\n   },\r\n   \"id\": \"f119660e8868e1eb\",\r\n   \"outputs\": [\r\n    {\r\n     \"name\": \"stdout\",\r\n     \"output_type\": \"stream\",\r\n     \"text\": [\r\n      \"[0 1 0 2 0 1 2 1 0 1 0 2 0 1 2 1 2 2 2 2 0 2 1 0 0 1 2 1 2 1]\\n\",\r\n      \"[0 1 0 2 0 1 2 1 0 1 0 2 0 2 2 1 1 2 2 2 0 2 1 0 0 1 2 1 2 1]\\n\",\r\n      \"Accuracy of Fold 0: 0.9333333333333333\\n\",\r\n      \"[1 2 2 2 0 1 0 1 1 1 2 0 0 2 1 0 0 1 1 0 2 2 0 0 0 1 2 0 2 1]\\n\",\r\n      \"[1 2 2 2 0 1 0 1 1 1 2 0 0 1 1 0 0 1 1 0 2 1 0 0 0 1 1 0 2 2]\\n\",\r\n      \"Accuracy of Fold 1: 0.8666666666666667\\n\",\r\n      \"[0 2 0 1 0 1 2 0 2 2 2 0 0 2 1 1 1 2 2 0 0 1 1 2 1 0 0 2 2 2]\\n\",\r\n      \"[0 2 0 2 0 1 2 0 2 1 2 0 0 2 1 1 1 2 2 0 0 1 1 2 1 0 0 2 2 2]\\n\",\r\n      \"Accuracy of Fold 2: 0.9333333333333333\\n\",\r\n      \"[2 1 2 0 1 0 0 0 2 1 0 0 2 0 0 2 0 1 2 0 1 0 2 1 2 2 0 1 0 1]\\n\",\r\n      \"[2 1 2 0 1 0 0 0 2 1 0 0 2 0 0 2 0 1 2 0 1 0 2 1 2 2 0 1 0 1]\\n\",\r\n      \"Accuracy of Fold 3: 1.0\\n\",\r\n      \"[1 2 2 2 2 1 1 0 0 0 1 1 1 1 0 1 2 2 0 0 1 2 2 0 1 2 1 1 1 1]\\n\",\r\n      \"[1 2 2 2 2 1 1 0 0 0 1 1 1 1 0 1 2 1 0 0 1 2 2 0 1 1 1 1 1 1]\\n\",\r\n      \"Accuracy of Fold 4: 0.9333333333333333\\n\"\r\n     ]\r\n    }\r\n   ],\r\n   \"execution_count\": 43\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"print(\\\"Avg Accuracy: \\\" + str(sum(accs) / len(accs)))\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:21.555837Z\",\r\n     \"start_time\": \"2024-05-29T13:39:21.552619Z\"\r\n    }\r\n   },\r\n   \"id\": \"f427f357b59cdca\",\r\n   \"outputs\": [\r\n    {\r\n     \"name\": \"stdout\",\r\n     \"output_type\": \"stream\",\r\n     \"text\": [\r\n      \"Avg Accuracy: 0.9333333333333333\\n\"\r\n     ]\r\n    }\r\n   ],\r\n   \"execution_count\": 44\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:21.559743Z\",\r\n     \"start_time\": \"2024-05-29T13:39:21.557261Z\"\r\n    }\r\n   },\r\n   \"id\": \"f74077974d1fb494\",\r\n   \"outputs\": [],\r\n   \"execution_count\": 44\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-05-29T13:39:21.563617Z\",\r\n     \"start_time\": \"2024-05-29T13:39:21.561242Z\"\r\n    }\r\n   },\r\n   \"id\": \"272a5cef0a202273\",\r\n   \"outputs\": [],\r\n   \"execution_count\": 44\r\n  }\r\n ],\r\n \"metadata\": {\r\n  \"kernelspec\": {\r\n   \"display_name\": \"Python 3\",\r\n   \"language\": \"python\",\r\n   \"name\": \"python3\"\r\n  },\r\n  \"language_info\": {\r\n   \"codemirror_mode\": {\r\n    \"name\": \"ipython\",\r\n    \"version\": 2\r\n   },\r\n   \"file_extension\": \".py\",\r\n   \"mimetype\": \"text/x-python\",\r\n   \"name\": \"python\",\r\n   \"nbconvert_exporter\": \"python\",\r\n   \"pygments_lexer\": \"ipython2\",\r\n   \"version\": \"2.7.6\"\r\n  }\r\n },\r\n \"nbformat\": 4,\r\n \"nbformat_minor\": 5\r\n}\r\n"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Uygulama_1/data/Crop_Recommendation.csv",
    "content": "Nitrogen,Phosphorus,Potassium,Temperature,Humidity,pH_Value,Rainfall,Crop\r\n90,42,43,20.87974371,82.00274423,6.502985292,202.9355362,Rice\r\n85,58,41,21.77046169,80.31964408,7.038096361,226.6555374,Rice\r\n60,55,44,23.00445915,82.3207629,7.840207144,263.9642476,Rice\r\n74,35,40,26.49109635,80.15836264,6.980400905,242.8640342,Rice\r\n78,42,42,20.13017482,81.60487287,7.628472891,262.7173405,Rice\r\n69,37,42,23.05804872,83.37011772,7.073453503,251.0549998,Rice\r\n69,55,38,22.70883798,82.63941394,5.70080568,271.3248604,Rice\r\n94,53,40,20.27774362,82.89408619,5.718627178,241.9741949,Rice\r\n89,54,38,24.51588066,83.5352163,6.685346424,230.4462359,Rice\r\n68,58,38,23.22397386,83.03322691,6.336253525,221.2091958,Rice\r\n91,53,40,26.52723513,81.41753846,5.386167788,264.6148697,Rice\r\n90,46,42,23.97898217,81.45061596,7.50283396,250.0832336,Rice\r\n78,58,44,26.80079604,80.88684822,5.108681786,284.4364567,Rice\r\n93,56,36,24.01497622,82.05687182,6.98435366,185.2773389,Rice\r\n94,50,37,25.66585205,80.66385045,6.94801983,209.5869708,Rice\r\n60,48,39,24.28209415,80.30025587,7.042299069,231.0863347,Rice\r\n85,38,41,21.58711777,82.7883708,6.249050656,276.6552459,Rice\r\n91,35,39,23.79391957,80.41817957,6.970859754,206.2611855,Rice\r\n77,38,36,21.8652524,80.1923008,5.953933276,224.5550169,Rice\r\n88,35,40,23.57943626,83.58760316,5.85393208,291.2986618,Rice\r\n89,45,36,21.32504158,80.47476396,6.442475375,185.4974732,Rice\r\n76,40,43,25.15745531,83.11713476,5.070175667,231.3843163,Rice\r\n67,59,41,21.94766735,80.97384195,6.012632591,213.3560921,Rice\r\n83,41,43,21.0525355,82.67839517,6.254028451,233.1075816,Rice\r\n98,47,37,23.48381344,81.33265073,7.375482851,224.0581164,Rice\r\n66,53,41,25.0756354,80.52389148,7.778915154,257.0038865,Rice\r\n97,59,43,26.35927159,84.04403589,6.286500176,271.3586137,Rice\r\n97,50,41,24.52922681,80.54498576,7.070959995,260.2634026,Rice\r\n60,49,44,20.77576147,84.49774397,6.244841491,240.0810647,Rice\r\n84,51,35,22.30157427,80.64416466,6.043304899,197.9791215,Rice\r\n73,57,41,21.44653958,84.94375962,5.824709117,272.2017204,Rice\r\n92,35,40,22.17931888,80.33127223,6.357389366,200.0882787,Rice\r\n85,37,39,24.52783742,82.73685569,6.364134968,224.6757231,Rice\r\n98,53,38,20.26707606,81.63895217,5.01450727,270.4417274,Rice\r\n88,54,44,25.7354293,83.88266234,6.149410611,233.1321372,Rice\r\n95,55,42,26.79533926,82.1480873,5.950660556,193.3473987,Rice\r\n99,57,35,26.75754171,81.17734011,5.960370061,272.2999056,Rice\r\n95,39,36,23.86330467,83.15250801,5.561398642,285.2493645,Rice\r\n60,43,44,21.01944696,82.95221726,7.416245107,298.4018471,Rice\r\n63,44,41,24.17298839,83.7287574,5.583370042,257.0343554,Rice\r\n62,42,36,22.78133816,82.06719137,6.430010215,248.7183228,Rice\r\n64,45,43,25.62980105,83.52842314,5.534878156,209.9001977,Rice\r\n83,60,36,25.59704938,80.14509262,6.903985986,200.834898,Rice\r\n82,40,40,23.83067496,84.81360127,6.271478838,298.5601175,Rice\r\n85,52,45,26.31355498,82.36698992,7.224285503,265.5355937,Rice\r\n91,35,38,24.8972823,80.52586088,6.13428721,183.6793207,Rice\r\n76,49,42,24.958779,84.47963372,5.206373153,196.9560008,Rice\r\n74,39,38,23.24113501,84.59201843,7.782051313,233.0453455,Rice\r\n79,43,39,21.66628296,80.70960551,7.062779015,210.8142087,Rice\r\n88,55,45,24.63544858,80.41363018,7.730367824,253.7202781,Rice\r\n60,36,43,23.43121862,83.06310136,5.286203711,219.9048349,Rice\r\n76,60,39,20.0454142,80.3477562,6.766240045,208.5810155,Rice\r\n93,56,42,23.85724032,82.22572988,7.382762603,195.0948311,Rice\r\n65,60,43,21.97199397,81.89918197,5.658169482,227.3637009,Rice\r\n95,52,36,26.22916897,83.83625819,5.543360238,286.5083725,Rice\r\n75,38,39,23.44676801,84.79352417,6.215109715,283.9338466,Rice\r\n74,54,38,25.65553461,83.47021081,7.120272972,217.3788583,Rice\r\n91,36,45,24.44345477,82.45432595,5.950647577,267.9761948,Rice\r\n71,46,40,20.2801937,82.1235421,7.236705436,191.9535738,Rice\r\n99,55,35,21.7238313,80.2389895,6.501697816,277.9626192,Rice\r\n72,40,38,20.41447029,82.20802629,7.592490617,245.1511304,Rice\r\n83,58,45,25.75528612,83.51827127,5.875345751,245.6626799,Rice\r\n93,58,38,20.61521424,83.77345559,6.932400225,279.5451717,Rice\r\n70,36,42,21.84106875,80.72886384,6.946209881,202.3838319,Rice\r\n76,47,42,20.08369642,83.29114712,5.739175027,263.6372176,Rice\r\n99,41,36,24.45802087,82.74835604,6.738652179,182.5616319,Rice\r\n99,54,37,21.14347496,80.33502926,5.594819626,198.6730942,Rice\r\n86,59,35,25.78720567,82.11124033,6.946636369,243.5120414,Rice\r\n69,46,41,23.64124821,80.28597873,5.012139669,263.1103304,Rice\r\n91,56,37,23.43191632,80.56887849,6.363472208,269.5039162,Rice\r\n61,52,41,24.97669518,83.891805,6.880431223,204.8001847,Rice\r\n67,45,38,22.72791041,82.1706881,7.300410836,260.8875056,Rice\r\n79,42,37,24.87300744,82.84022551,6.587918708,295.6094492,Rice\r\n78,43,42,21.32376327,83.00320459,7.283736617,192.3197536,Rice\r\n75,54,36,26.29465461,84.56919326,7.023936392,257.4914906,Rice\r\n97,36,45,22.2286982,81.85872947,6.939083505,278.0791793,Rice\r\n67,47,44,26.73072391,81.78596776,7.868474653,280.4044392,Rice\r\n73,35,38,24.88921174,81.97927117,5.005306977,185.9461429,Rice\r\n77,36,37,26.88444878,81.46033732,6.136131869,194.5766559,Rice\r\n81,41,38,22.67846116,83.72874389,7.524080076,200.9133156,Rice\r\n68,57,43,26.08867875,80.37979919,5.706943251,182.9043504,Rice\r\n72,45,35,25.42977518,82.94682591,5.758506323,195.3574542,Rice\r\n61,53,43,26.40323239,81.05635517,6.349606327,223.3671883,Rice\r\n67,43,39,26.04371967,84.96907151,5.999969026,186.7536773,Rice\r\n67,58,39,25.2827223,80.54372813,5.453592032,220.1156708,Rice\r\n66,60,38,22.08576562,83.47038318,6.372576327,231.7364957,Rice\r\n82,43,38,23.28617173,81.43321641,5.105588355,242.3170629,Rice\r\n84,50,44,25.48591986,81.40633547,5.935344406,182.6549356,Rice\r\n81,53,42,23.67575393,81.03569343,5.17782304,233.7034975,Rice\r\n91,50,40,20.82477109,84.1341879,6.462391607,230.2242223,Rice\r\n93,53,38,26.92995077,81.91411159,7.069172227,290.6793783,Rice\r\n90,44,38,23.83509503,83.88387074,7.473134377,241.2013513,Rice\r\n81,45,35,26.52872817,80.12267476,6.158376967,218.9163567,Rice\r\n78,40,38,26.46428311,83.85642678,7.549873681,248.2256491,Rice\r\n60,51,36,22.69657794,82.81088865,6.028321558,256.9964761,Rice\r\n88,46,42,22.68319059,83.46358271,6.604993475,194.2651719,Rice\r\n93,47,37,21.53346343,82.14004101,6.500343222,295.9248796,Rice\r\n60,55,45,21.40865769,83.3293191,5.935745417,287.5766935,Rice\r\n78,35,44,26.54348085,84.67353597,7.072655622,183.6222657,Rice\r\n65,37,40,23.35905428,83.59512273,5.333322606,188.413665,Rice\r\n71,54,16,22.61359953,63.69070564,5.749914421,87.75953857,Maize\r\n61,44,17,26.10018422,71.57476937,6.931756558,102.2662445,Maize\r\n80,43,16,23.55882094,71.59351368,6.657964753,66.71995467,Maize\r\n73,58,21,19.97215954,57.68272924,6.596060648,60.65171481,Maize\r\n61,38,20,18.47891261,62.69503871,5.970458434,65.43835393,Maize\r\n68,41,16,21.77689322,57.80840636,6.158830619,102.0861694,Maize\r\n93,41,17,25.6217169,66.50415474,6.047906679,105.4654703,Maize\r\n89,60,19,25.19192419,66.6902901,5.913664501,78.06639649,Maize\r\n76,44,17,20.41683147,62.5542482,5.855442401,65.27798457,Maize\r\n67,60,25,24.92162194,66.78627406,5.750254943,109.2162279,Maize\r\n70,44,19,23.31689124,73.4541537,5.852607099,94.29712821,Maize\r\n90,49,21,24.84016732,68.3584573,6.472523287,74.05474936,Maize\r\n62,52,16,22.27526694,58.84015925,6.967057762,63.87020584,Maize\r\n92,44,16,18.87751445,65.76816093,6.082973754,94.76189431,Maize\r\n66,54,21,25.19008683,60.2001687,5.919045532,72.12375573,Maize\r\n63,58,22,18.25405352,55.28220433,6.204747653,63.72358154,Maize\r\n70,47,17,24.6129118,70.4162444,6.600827017,104.1626147,Maize\r\n61,41,17,25.1420613,65.26185135,6.021902237,76.68456006,Maize\r\n66,53,19,23.09348056,60.1159381,6.033550195,65.49730729,Maize\r\n74,55,19,18.05033737,62.89366992,6.28886807,84.23613484,Maize\r\n77,57,21,24.9321581,73.80435276,6.550563823,79.74078719,Maize\r\n99,50,15,18.14710054,71.09445342,5.573286437,88.07753741,Maize\r\n74,56,22,18.28362235,66.65952796,6.829199275,80.97573281,Maize\r\n83,45,21,18.83344471,58.75082029,5.716222912,79.7532896,Maize\r\n100,48,16,25.71895816,67.22190688,5.54990242,74.51490791,Maize\r\n79,51,16,25.33797709,68.49835977,6.586244581,96.46380213,Maize\r\n94,39,18,23.89114571,57.48775781,5.893093135,102.8301942,Maize\r\n75,49,15,21.53574127,71.50905983,5.918263801,102.4852929,Maize\r\n78,48,22,23.08974909,63.10459626,5.588650585,70.43473609,Maize\r\n87,54,20,25.61707368,63.4711755,6.576418207,108.8303762,Maize\r\n87,35,25,21.44526922,63.1621551,6.178056304,65.88951188,Maize\r\n63,43,19,18.51816776,55.53128131,6.641906353,90.988051,Maize\r\n84,57,25,22.53510514,67.99257471,6.489040367,64.40866039,Maize\r\n64,35,23,23.02038334,61.89472002,5.680361038,63.03843397,Maize\r\n60,46,22,24.89364635,65.61418761,6.625404348,87.9298085,Maize\r\n98,44,21,25.77175115,74.089114,6.524478032,107.4931917,Maize\r\n75,56,18,19.39851734,62.35750641,5.696205468,60.95197486,Maize\r\n86,55,21,21.54156232,59.64024162,6.803931519,109.7515385,Maize\r\n98,35,18,23.79746068,74.82913698,6.252797548,91.76337172,Maize\r\n76,57,18,18.9802729,74.52600826,6.092725883,94.26249353,Maize\r\n99,56,17,24.10859207,73.13112261,6.234330356,71.07562236,Maize\r\n60,44,23,24.7947077,70.04556743,5.722579819,76.72860067,Maize\r\n74,48,17,21.63162756,60.27766379,6.430616465,69.21803098,Maize\r\n89,60,17,25.37548751,57.21025565,5.983952675,101.7004306,Maize\r\n69,51,23,22.21738222,72.85462807,6.80163854,106.6213157,Maize\r\n96,46,22,20.58314011,69.00128641,6.499936446,66.29390357,Maize\r\n61,60,15,24.87502824,68.74248334,6.265564338,91.26056654,Maize\r\n74,58,18,20.03728219,56.35606753,6.727303282,109.024141,Maize\r\n74,43,23,25.95263264,61.89082199,6.325235159,99.57981207,Maize\r\n63,43,17,19.28889933,65.47050802,6.807487794,71.3195307,Maize\r\n99,36,20,20.57981887,65.34583901,6.671085817,78.34604471,Maize\r\n77,36,23,24.71417533,56.73426469,6.648725327,88.45361858,Maize\r\n87,60,23,20.27317074,63.91281869,6.439071996,62.50351892,Maize\r\n60,38,17,18.41932981,64.23580251,6.474476516,76.41312437,Maize\r\n94,54,17,23.39128187,61.74427165,5.871647806,107.3198135,Maize\r\n95,38,22,19.84939404,61.24500053,5.730617109,100.7689246,Maize\r\n84,44,21,21.869274,61.91044947,5.850439831,107.2681929,Maize\r\n77,58,19,22.8056033,56.50768935,5.791649933,101.5952794,Maize\r\n66,44,20,19.0781471,69.02298571,6.740000688,80.72515943,Maize\r\n63,35,16,22.02720976,65.35549924,6.272417541,83.73280082,Maize\r\n79,45,20,23.80546189,59.24537979,5.715208817,89.9622014,Maize\r\n72,60,25,18.52510753,69.0276233,5.773454729,88.10234397,Maize\r\n67,51,24,23.50297882,61.32026065,5.584171461,64.77791424,Maize\r\n86,36,24,26.54986394,72.89187265,5.787268394,73.33636055,Maize\r\n76,48,18,19.29563411,69.63481219,5.77597783,83.21030571,Maize\r\n75,53,18,20.68899915,59.4375337,6.864793607,103.651438,Maize\r\n81,45,23,19.32666088,68.034493,6.192360003,84.22969177,Maize\r\n73,45,21,24.60532218,73.58868502,6.636803223,96.59195302,Maize\r\n71,35,24,22.27373646,59.52193158,5.826426917,67.96704792,Maize\r\n96,54,22,25.70196694,61.33450447,6.960358276,83.20711308,Maize\r\n99,39,18,19.20129357,68.30578978,6.11275104,87.85092352,Maize\r\n62,48,20,21.70181447,60.47470519,6.708446922,95.71388473,Maize\r\n86,37,16,20.51716779,59.21235483,5.561510732,67.61013737,Maize\r\n94,50,19,23.30355338,73.62548442,5.873242491,97.59081274,Maize\r\n76,39,24,24.2547451,55.64709899,6.995843776,64.23845455,Maize\r\n77,52,17,24.86374934,65.7420046,5.714799723,75.82270467,Maize\r\n74,39,23,22.6265115,65.77472881,6.78073637,88.17251033,Maize\r\n81,49,20,18.04185513,60.61494304,5.513697923,104.2321615,Maize\r\n63,42,21,23.26237612,72.33125523,5.798423908,67.10225139,Maize\r\n99,38,21,22.88330922,71.59722446,6.352471866,67.72777298,Maize\r\n90,52,25,25.97482359,69.36385721,6.822586546,103.2234212,Maize\r\n68,40,19,26.14384005,66.20569924,6.655426355,107.2361366,Maize\r\n60,57,24,18.66116213,61.55327249,6.121294041,75.03247667,Maize\r\n71,52,18,25.10787449,55.97732754,5.790770203,78.16077693,Maize\r\n61,59,17,23.33844615,59.24580604,6.47444292,105.0083144,Maize\r\n88,38,15,25.08239719,65.92195844,6.455116637,62.49190812,Maize\r\n65,60,22,25.36768364,72.52054555,6.606984086,107.9124111,Maize\r\n78,37,22,25.34217103,63.31801994,6.330554389,74.52082026,Maize\r\n78,58,15,25.00933355,67.816568,6.528631266,62.91359494,Maize\r\n92,60,23,18.66746724,71.516474,5.721667141,69.93293255,Maize\r\n79,59,17,20.37999665,63.73849998,6.644205485,108.5054416,Maize\r\n91,55,15,18.09300227,72.61024172,6.376651091,78.96159541,Maize\r\n76,51,18,26.16985907,71.96246617,6.247040422,79.84925393,Maize\r\n87,48,25,18.65396672,61.37879671,6.656730008,93.62039175,Maize\r\n71,60,22,26.07470121,59.37147589,6.2048017,85.75692395,Maize\r\n90,57,24,18.92851916,72.80086137,6.158860284,82.34162918,Maize\r\n67,35,22,23.30546753,63.24648023,6.385684214,108.7603001,Maize\r\n60,54,19,18.74826712,62.49878458,6.417820493,70.23401597,Maize\r\n83,58,23,19.74213321,59.66263104,6.381201909,65.50861389,Maize\r\n83,57,19,25.73044432,70.74739256,6.877869005,98.73771338,Maize\r\n40,72,77,17.02498456,16.98861173,7.485996067,88.55123143,ChickPea\r\n23,72,84,19.02061277,17.13159126,6.920251378,79.92698081,ChickPea\r\n39,58,85,17.88776475,15.40589717,5.996932037,68.54932919,ChickPea\r\n22,72,85,18.86805647,15.65809214,6.391173589,88.51048983,ChickPea\r\n36,67,77,18.36952567,19.56381041,7.152811172,79.26357665,ChickPea\r\n32,73,81,20.45078582,15.40312102,5.988992796,92.68373702,ChickPea\r\n58,70,84,20.6543203,16.60820843,6.231049028,74.6631118,ChickPea\r\n59,70,84,17.3348681,18.74926979,7.550808267,82.61734721,ChickPea\r\n42,62,75,18.17912258,18.90426935,7.010570541,81.84997529,ChickPea\r\n28,74,81,18.01272266,18.30968112,8.753795334,81.98568791,ChickPea\r\n58,66,79,20.99373558,19.33470387,8.718192847,93.55280105,ChickPea\r\n43,66,79,19.46233971,15.22538951,7.976607593,74.58565097,ChickPea\r\n58,63,81,19.81344531,14.69765308,6.515499549,78.96514709,ChickPea\r\n23,62,85,18.97424756,19.5161216,8.490127142,80.7108745,ChickPea\r\n27,62,77,18.19737048,14.71070537,6.576415562,70.18185181,ChickPea\r\n28,72,84,18.72963144,19.18197264,6.481783043,71.58010169,ChickPea\r\n50,56,76,20.99502153,19.8601304,7.966605025,73.50734019,ChickPea\r\n39,71,84,20.28155898,16.39535215,8.140825437,82.52339655,ChickPea\r\n25,78,76,17.48042641,15.7559405,7.228963452,66.96980581,ChickPea\r\n31,70,77,20.88818675,14.32313811,6.492546046,90.46228334,ChickPea\r\n26,80,83,17.08498521,16.14565756,7.528599957,71.31007253,ChickPea\r\n25,68,77,20.09340593,15.11279612,7.701446446,85.74904898,ChickPea\r\n31,78,76,17.57212145,14.99927489,8.519975748,89.31050665,ChickPea\r\n60,68,83,19.12065218,18.43475844,6.620900869,85.52950164,ChickPea\r\n59,62,83,18.57665902,19.22008229,8.104396058,72.94940441,ChickPea\r\n22,67,78,17.16606398,14.42457525,6.204090835,72.32667516,ChickPea\r\n36,65,80,18.2872007,16.67921616,6.051091339,74.87445574,ChickPea\r\n59,60,84,19.03025305,18.66725565,7.690962338,94.709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5,65,21,33.86351172,68.59232289,6.880245789,69.24464096,Blackgram\r\n41,78,21,25.19857725,60.37332688,6.581313137,70.88787207,Blackgram\r\n53,67,17,31.77681682,69.01852894,7.296972161,61.46892873,Blackgram\r\n39,60,21,34.89814946,63.59948557,6.97297656,64.72797143,Blackgram\r\n25,76,17,31.74105409,68.63525428,7.241148507,62.3061735,Blackgram\r\n21,78,19,27.16159076,66.76017239,6.92009048,69.85112265,Blackgram\r\n57,60,17,26.23773129,67.88521396,7.504608385,73.58663968,Blackgram\r\n56,75,15,30.20157245,60.06534859,7.152272256,66.37171179,Blackgram\r\n49,72,15,31.55846339,67.83563765,7.137004749,74.86960831,Blackgram\r\n24,80,19,29.67892453,69.0854554,6.808041722,65.66436565,Blackgram\r\n49,76,18,27.05365239,67.7017527,7.393631868,60.4693835,Blackgram\r\n28,68,19,34.63880966,61.38597868,7.69950698,72.43169115,Blackgram\r\n55,78,21,33.39438752,62.93692886,6.602888249,63.57445989,Blackgram\r\n50,64,25,28.84079155,63.37230676,6.734447425,70.25496749,Blackgram\r\n34,80,19,31.49338309,63.0563645,6.521217963,71.48327008,Blackgram\r\n20,68,23,25.54960633,63.95425534,7.707332484,63.1830529,Blackgram\r\n55,67,16,34.37329112,69.69366426,6.596719015,70.27184748,Blackgram\r\n23,70,15,34.6008247,63.11296779,7.403623355,60.41790253,Blackgram\r\n53,74,15,29.43463808,64.94329356,7.517097,72.17818157,Blackgram\r\n26,67,16,29.10713092,67.90577375,7.17620823,67.83345933,Blackgram\r\n33,80,22,28.57006111,65.71765781,6.593961761,70.0866434,Blackgram\r\n37,79,19,27.54384835,69.3478631,7.143942758,69.40878198,Blackgram\r\n33,75,21,33.04687968,68.93875631,6.690655045,62.30278274,Blackgram\r\n22,55,20,33.95309131,69.96100028,7.423530351,61.16350463,Blackgram\r\n20,68,17,30.11873003,60.11680815,6.578714843,71.72980375,Blackgram\r\n43,68,20,29.57812712,66.17587668,7.497469256,69.43895491,Blackgram\r\n44,76,22,27.26458947,68.01232937,7.775306272,68.91754359,Blackgram\r\n34,60,16,31.35730791,64.24992106,7.322555223,63.85668948,Blackgram\r\n21,72,17,31.52104732,66.55723677,7.580527339,61.71111448,Blackgram\r\n25,68,19,29.39982732,64.25510719,7.108450121,67.47677295,Blackgram\r\n41,62,15,29.38400259,64.14928485,7.358974541,65.24194361,Blackgram\r\n28,65,23,28.38686534,61.88871127,7.405176138,74.24459122,Blackgram\r\n35,64,15,28.47442276,63.53604453,6.500144962,69.5274407,Blackgram\r\n52,58,16,30.64095781,61.14508627,7.167435834,71.36947525,Blackgram\r\n58,75,25,25.25596239,61.36669662,7.261791753,68.64685069,Blackgram\r\n34,66,19,32.97030511,60.18122078,7.586642101,73.44678678,Blackgram\r\n52,70,16,33.66855394,66.60416867,7.534811833,67.32520551,Blackgram\r\n23,57,19,32.83963757,67.99803573,7.251000789,73.40452716,Blackgram\r\n42,58,25,27.45853567,62.90020977,6.513620918,69.46020927,Blackgram\r\n37,62,17,25.68576704,69.84354028,7.121254928,74.62068748,Blackgram\r\n44,75,22,30.0328403,64.14800537,7.574561547,71.21006868,Blackgram\r\n21,80,20,28.20667264,68.27085245,7.350869792,64.32887142,Blackgram\r\n56,76,16,28.27265858,61.18956161,7.513151076,63.29900785,Blackgram\r\n29,76,15,28.5417236,64.2020154,7.025607706,69.68862306,Blackgram\r\n43,61,20,26.87187036,61.61367264,6.804253866,63.51822045,Blackgram\r\n55,60,15,32.79766751,68.77994074,7.163043872,64.11411069,Blackgram\r\n44,63,15,26.42333018,64.51136845,7.338929556,63.46546487,Blackgram\r\n29,67,21,29.79181107,63.38789228,6.621323612,63.02169909,Blackgram\r\n47,63,16,27.44003279,67.10464369,6.661870999,72.50669768,Blackgram\r\n40,68,17,34.1262979,65.14877461,7.733149554,70.40795007,Blackgram\r\n58,61,15,30.94908189,64.23364112,7.402891666,62.78730907,Blackgram\r\n41,74,18,28.75751783,61.02701476,6.599147298,73.37686831,Blackgram\r\n58,79,17,27.24766491,66.10123083,7.04174124,62.31842057,Blackgram\r\n27,62,24,28.63005477,66.770943,7.353876754,62.2737345,Blackgram\r\n27,60,17,26.41768321,63.64698302,7.026795359,64.42177127,Blackgram\r\n52,65,20,32.81705216,66.15665137,6.814301033,68.83924882,Blackgram\r\n44,55,25,29.6321052,65.91359954,7.42160832,71.16331975,Blackgram\r\n21,62,24,33.49077065,62.73317204,6.847382891,65.45328463,Blackgram\r\n60,59,22,31.86847286,66.74217464,7.191522601,74.22238583,Blackgram\r\n33,77,21,30.32992227,65.62971858,7.01285529,71.64631281,Blackgram\r\n59,58,17,28.546224,66.31394098,7.368318809,62.83469851,Blackgram\r\n29,63,17,30.02629908,67.88811637,7.26154329,66.47264636,Blackgram\r\n59,63,18,31.65531175,60.13263713,6.52669158,66.69096751,Blackgram\r\n29,70,15,30.33499674,63.54718862,6.872594461,74.16699119,Blackgram\r\n58,73,16,33.36984395,65.67718163,6.874142175,64.89517488,Blackgram\r\n55,77,22,31.4345059,62.99303471,7.76061831,64.77651469,Blackgram\r\n42,79,23,27.71678273,63.29103387,6.781841984,68.56507978,Blackgram\r\n44,77,21,32.63918668,61.3009051,7.326980454,61.83876146,Blackgram\r\n38,62,25,32.7477393,67.77954584,7.453975408,63.37784443,Blackgram\r\n32,76,15,28.05153602,63.49802189,7.604110177,43.35795377,Lentil\r\n13,61,22,19.44084326,63.27771461,7.728832424,46.83130119,Lentil\r\n38,60,20,29.84823072,60.63872613,7.491217102,46.80452595,Lentil\r\n11,74,17,21.36383757,69.92375891,6.633864582,46.6352865,Lentil\r\n37,71,16,26.28663931,68.51966729,7.324863481,46.13833007,Lentil\r\n29,71,18,22.17499963,62.13873825,6.410441476,53.46622584,Lentil\r\n2,72,18,26.57597546,60.97876599,7.836719564,50.89110726,Lentil\r\n6,59,21,26.58972517,66.14007674,6.139215944,50.90994463,Lentil\r\n13,64,20,19.1345771,62.57526895,6.590571088,36.46946971,Lentil\r\n8,58,17,28.75273118,69.15640149,7.286049978,35.15426171,Lentil\r\n6,77,20,25.78746268,60.2816298,6.058306161,49.14337177,Lentil\r\n2,75,22,23.89271875,61.78779413,6.658605362,52.55730112,Lentil\r\n3,69,23,28.67408774,63.18832976,7.299360767,42.96018627,Lentil\r\n27,80,24,28.42062847,61.77336343,7.815210661,49.02366803,Lentil\r\n39,78,15,21.35499456,62.60136323,5.925391795,41.78219834,Lentil\r\n40,79,17,21.12695586,63.18738532,6.403683619,38.71834464,Lentil\r\n37,62,22,24.02037872,61.62313345,7.397546271,49.78102578,Lentil\r\n31,60,24,25.40474421,65.8567539,7.722335992,51.92057267,Lentil\r\n22,67,22,29.03017561,64.49166566,7.475926645,54.9393771,Lentil\r\n3,78,18,20.21368219,68.65257685,6.887130053,50.89732989,Lentil\r\n4,80,16,29.19585548,68.01965728,7.441976825,44.93261911,Lentil\r\n13,61,24,18.29783597,69.6897615,7.629910253,49.39111479,Lentil\r\n12,66,20,27.41434987,63.41785982,7.336117221,44.43177543,Lentil\r\n4,61,21,24.84063998,60.09116626,6.75020529,48.77790371,Lentil\r\n9,60,21,29.94413861,67.31323084,7.52178027,40.37113729,Lentil\r\n18,66,22,25.87990287,67.55109024,6.347379185,47.89645224,Lentil\r\n32,56,18,20.0467711,65.84395319,7.135251532,46.05333124,Lentil\r\n6,72,15,22.99451999,66.70897237,7.670178119,54.49044154,Lentil\r\n15,77,20,25.13163619,66.92642362,7.399749291,49.04015558,Lentil\r\n0,65,24,28.49584395,62.44616219,7.841496029,53.14531023,Lentil\r\n30,79,22,18.28766124,69.48515056,6.254216611,48.60449438,Lentil\r\n3,63,16,24.38041875,61.18458224,6.868881708,53.13946695,Lentil\r\n2,78,23,21.31852148,66.43934593,7.320514721,45.42616802,Lentil\r\n10,78,18,18.54141834,62.70637578,6.296976913,44.07819743,Lentil\r\n14,67,25,25.28710601,60.85993533,7.241151936,49.37369982,Lentil\r\n39,65,23,25.43459777,69.12613376,7.685959305,41.02682925,Lentil\r\n19,72,15,28.83600962,69.76112921,6.890760124,44.08562546,Lentil\r\n18,57,21,27.37659643,63.93927841,6.155915975,49.47371773,Lentil\r\n31,58,15,28.31886863,60.19461399,6.167855382,45.36521251,Lentil\r\n28,58,25,27.4818649,62.04814951,6.861640036,37.81123974,Lentil\r\n5,65,19,18.28072173,68.10365387,6.978361689,48.80253285,Lentil\r\n16,65,19,27.61204997,69.29786244,7.043160241,42.72374404,Lentil\r\n34,65,19,23.43974653,63.22011726,5.94239222,45.40277297,Lentil\r\n14,69,19,20.95628486,63.68128841,7.239455147,52.39881209,Lentil\r\n22,55,16,23.7937153,68.03209183,6.516317561,49.73922097,Lentil\r\n24,61,17,22.6371424,65.44544859,6.233269045,38.30411077,Lentil\r\n2,79,15,21.53577883,65.47227704,7.505283615,35.75107592,Lentil\r\n26,63,17,29.87854588,65.73085206,6.950300686,44.95654782,Lentil\r\n27,61,15,25.2653291,67.10004577,6.958054839,48.33941188,Lentil\r\n24,70,16,25.17885316,68.93307305,6.54803469,35.03484812,Lentil\r\n13,74,25,24.12192608,61.09533545,6.461618577,44.23629285,Lentil\r\n6,64,23,23.33565221,67.40460704,7.065264073,36.18678721,Lentil\r\n12,58,23,21.74600081,63.39503184,6.765091462,50.43306085,Lentil\r\n32,79,22,27.60195453,63.46170674,5.91645379,54.37814199,Lentil\r\n6,68,18,24.388717,62.50453062,6.711341147,47.26052494,Lentil\r\n10,79,20,24.98287462,66.895409,6.379881442,38.21370568,Lentil\r\n38,77,22,28.234829,69.3159965,6.313284268,35.36831423,Lentil\r\n17,74,17,26.03026959,69.55863145,7.393210848,37.11395801,Lentil\r\n26,68,24,28.04849594,64.07691942,7.504930973,37.15824966,Lentil\r\n23,75,17,24.87425505,64.00213929,7.198076286,48.28137482,Lentil\r\n32,78,22,23.97081395,62.35557553,7.007037515,53.40906048,Lentil\r\n19,79,19,20.06003985,67.76252583,6.677262562,42.89509057,Lentil\r\n22,60,18,19.59221047,61.28633405,6.74398035,41.7704893,Lentil\r\n28,69,16,29.77013109,66.29327012,6.547361618,35.69674138,Lentil\r\n1,67,21,27.52135365,60.53657684,6.551577598,48.06491307,Lentil\r\n12,67,23,25.62896213,63.14909763,6.585020303,45.49683991,Lentil\r\n36,67,20,20.39078312,60.47528931,6.924042372,53.31508572,Lentil\r\n28,70,21,25.39038396,60.4989659,7.437373666,39.18374505,Lentil\r\n12,71,19,24.91079638,60.71367427,7.142611056,42.19740397,Lentil\r\n22,68,16,27.70496805,63.20915034,7.74672376,37.46160727,Lentil\r\n26,66,22,18.06486101,65.1034354,6.300479414,51.54922825,Lentil\r\n16,65,16,18.13027797,62.45851612,6.078724107,50.6128521,Lentil\r\n14,59,22,23.82723528,67.89815262,6.76660668,46.90725077,Lentil\r\n33,59,19,23.19305333,62.74710773,7.641024177,49.55213308,Lentil\r\n21,63,17,25.08966129,68.17543102,6.559681838,41.45486619,Lentil\r\n0,69,21,25.86928193,61.88321072,7.072923306,36.68284038,Lentil\r\n10,75,17,18.43966037,68.05394959,7.732194788,39.00992137,Lentil\r\n30,61,18,27.14911056,67.02664337,6.157782589,52.50812701,Lentil\r\n0,74,17,23.33375853,64.50515776,7.240988401,47.01510708,Lentil\r\n35,74,22,26.7230014,62.96841833,6.898905799,42.87274897,Lentil\r\n7,63,24,19.55750776,64.45268309,6.818681086,53.04669416,Lentil\r\n9,56,17,26.13708256,66.7729209,6.261937875,46.48280681,Lentil\r\n14,74,15,27.99990346,65.57653373,6.493036868,49.94043064,Lentil\r\n14,76,20,29.05941162,62.10652364,7.042474679,36.5011366,Lentil\r\n36,65,16,25.71269843,64.1123333,7.692013657,50.17067771,Lentil\r\n28,67,21,21.79792649,63.73086065,6.250994223,46.62370222,Lentil\r\n28,79,16,24.70626432,60.26854183,6.052184881,53.12442925,Lentil\r\n40,61,22,20.94981756,65.8108757,7.002216044,44.23913012,Lentil\r\n10,70,19,24.84918386,68.98088448,7.272427638,41.61080544,Lentil\r\n12,80,19,21.91041045,65.21662467,5.962001484,36.10211371,Lentil\r\n37,77,20,25.93381964,68.70533022,7.080506001,51.02372773,Lentil\r\n0,67,22,29.82112112,69.4073209,6.593798387,51.56461082,Lentil\r\n7,73,25,27.52185591,63.13215259,7.28805662,45.20841071,Lentil\r\n10,56,18,27.99627907,68.6428593,7.32710972,46.10585191,Lentil\r\n39,70,15,20.76774783,63.90164154,6.366355781,47.9271552,Lentil\r\n26,56,22,23.05276444,60.424786,7.011121216,52.60285259,Lentil\r\n9,77,17,21.65845777,63.58337146,6.280725549,38.07659414,Lentil\r\n4,59,19,26.25070298,67.62779652,7.621494566,40.8106299,Lentil\r\n34,73,15,20.97195263,63.83179889,7.630424083,53.10207889,Lentil\r\n33,77,15,23.89736406,66.32102048,7.802212437,40.74536757,Lentil\r\n2,24,38,24.55981624,91.63536236,5.922935513,111.9684622,Pomegranate\r\n6,18,37,19.65690085,89.93701023,5.937649578,108.0458926,Pomegranate\r\n8,26,36,18.78359608,87.4024767,6.804781106,102.5184759,Pomegranate\r\n37,18,39,24.1469628,94.5110662,6.424670614,110.2316633,Pomegranate\r\n0,27,38,22.44581266,89.90147027,6.738016221,109.3905998,Pomegranate\r\n31,25,38,24.96273236,92.40501423,6.497366677,109.4169192,Pomegranate\r\n21,21,38,22.5526059,89.3259486,6.327673765,104.8955643,Pomegranate\r\n6,30,40,22.77035608,91.45498527,6.36137446,106.9659201,Pomegranate\r\n25,27,41,19.20090378,94.27659596,6.923509371,108.0423555,Pomegranate\r\n15,11,38,23.12808226,92.68328358,6.630646083,109.3930157,Pomegranate\r\n14,5,36,24.92639065,85.19098079,5.832525853,104.7693804,Pomegranate\r\n16,10,41,24.77464458,85.63608688,6.738993954,105.7595811,Pomegranate\r\n36,7,37,19.8671184,86.35590206,5.782435567,108.3168858,Pomegranate\r\n4,20,41,24.26601316,93.7974061,6.537042717,104.5375109,Pomegranate\r\n29,22,40,23.62600218,89.73266695,6.145104401,107.6836871,Pomegranate\r\n16,15,42,19.67832052,89.08935702,6.890784045,108.5468633,Pomegranate\r\n18,27,41,22.36509395,92.30882391,7.175344328,104.8216333,Pomegranate\r\n11,18,42,21.57936934,94.88267728,5.938528744,102.8593382,Pomegranate\r\n5,15,38,18.26233221,88.16779129,5.709380472,108.0756727,Pomegranate\r\n18,23,44,23.71028128,89.61794165,6.184400085,105.6499907,Pomegranate\r\n9,8,40,22.48720144,89.9224883,6.553509673,111.6631582,Pomegranate\r\n40,27,45,21.6602498,94.79397419,5.885638185,112.4349689,Pomegranate\r\n22,23,44,20.13037175,89.31505137,6.143874691,107.3416913,Pomegranate\r\n9,16,39,18.41164435,91.11927248,6.101198974,105.1834976,Pomegranate\r\n12,29,40,19.68291173,89.75272999,6.594037135,111.2818551,Pomegranate\r\n0,17,42,23.20242586,91.19442671,6.859840821,109.0946323,Pomegranate\r\n2,21,44,18.92157197,87.31290342,6.56893406,102.8013275,Pomegranate\r\n28,6,40,22.10621387,91.34039616,6.769855664,106.8704803,Pomegranate\r\n8,23,44,18.47412402,89.68919664,7.130837931,108.4758509,Pomegranate\r\n29,16,36,19.81069447,88.92944254,5.740338002,102.860084,Pomegranate\r\n17,18,43,24.4880844,90.83687246,5.843005428,103.1969341,Pomegranate\r\n34,21,42,18.75927679,89.93457597,6.648687274,111.0196744,Pomegranate\r\n21,23,42,19.54128063,90.29751796,6.902751061,104.3739878,Pomegranate\r\n25,17,40,18.91251245,87.74938524,6.608023872,111.2800516,Pomegranate\r\n8,25,36,19.91330523,94.95031368,6.828522375,104.0277061,Pomegranate\r\n26,18,42,19.72620525,89.64934166,6.910374919,108.2287276,Pomegranate\r\n4,19,42,23.83185873,87.84034604,6.306605528,111.2232716,Pomegranate\r\n36,24,41,24.94467632,94.25702672,7.009180374,103.8799347,Pomegranate\r\n5,24,40,24.692258,93.87030088,6.297907579,104.6735454,Pomegranate\r\n19,17,39,24.72485577,85.56083187,6.728599215,111.2787584,Pomegranate\r\n39,30,38,20.12644921,87.59629625,6.965156738,108.065579,Pomegranate\r\n5,29,44,21.02432943,93.0569505,5.578095745,104.7847006,Pomegranate\r\n4,24,43,22.40423537,88.1508343,7.199504273,109.8695196,Pomegranate\r\n38,21,35,20.33691147,89.38003827,5.841367187,110.9653137,Pomegranate\r\n37,11,36,24.24779615,85.56033312,6.710143266,106.9216033,Pomegranate\r\n9,25,41,24.81530144,91.90842992,5.972714857,109.2853418,Pomegranate\r\n29,22,43,19.66329768,87.95158129,5.561851831,106.0380805,Pomegranate\r\n5,21,38,22.43377991,90.3396556,6.107054808,112.459697,Pomegranate\r\n22,26,38,22.92052307,85.12912161,6.988035315,110.2437841,Pomegranate\r\n4,18,37,22.91843172,85.40695044,7.13147457,106.2817706,Pomegranate\r\n21,6,41,24.88244467,89.39686219,7.086947687,107.1951707,Pomegranate\r\n29,21,45,23.40981539,93.13277,6.749260456,105.2240743,Pomegranate\r\n23,5,44,21.20725375,94.26304717,7.16300467,107.5660804,Pomegranate\r\n13,7,43,18.20230419,91.12282162,7.013481515,109.6623974,Pomegranate\r\n5,13,37,22.34375696,89.7870345,5.648243649,103.3183074,Pomegranate\r\n27,24,41,24.32770134,90.88292835,6.610251186,110.4606459,Pomegranate\r\n7,23,35,19.75088482,88.71691157,7.054313823,102.5538035,Pomegranate\r\n12,20,39,19.86173586,86.19740917,6.026999326,111.0217929,Pomegranate\r\n4,19,43,18.07132963,93.14554876,5.779427402,106.3602023,Pomegranate\r\n3,9,45,23.89162561,89.61850203,6.535244251,104.617522,Pomegranate\r\n1,27,36,23.98598756,93.34236582,5.684995235,104.991282,Pomegranate\r\n23,30,44,20.93892916,85.42912869,6.12476108,103.0295938,Pomegranate\r\n24,21,42,20.82210727,87.22815682,6.999014379,109.4429934,Pomegranate\r\n13,30,37,20.86474944,91.61793636,6.277148771,106.8685636,Pomegranate\r\n40,11,44,24.45840036,86.10874614,6.322396027,111.3779693,Pomegranate\r\n21,9,40,24.51147697,90.64498715,5.956401828,105.6209954,Pomegranate\r\n3,27,44,24.56811204,92.03009222,6.591302797,110.9633894,Pomegranate\r\n40,29,42,24.63228709,89.01574455,7.104094929,110.6956184,Pomegranate\r\n14,25,40,20.07386547,90.97819712,6.407872061,103.7084055,Pomegranate\r\n38,14,37,21.80523051,94.63612858,6.658402594,102.6488846,Pomegranate\r\n34,9,36,22.8122645,86.34233767,6.276038961,110.4432293,Pomegranate\r\n32,14,37,22.73031253,88.48567856,6.825256236,104.6843243,Pomegranate\r\n18,21,35,23.2801227,94.94330457,6.368560522,111.1382096,Pomegranate\r\n8,23,38,19.30106297,87.1775172,7.005410734,105.4766591,Pomegranate\r\n15,6,41,19.0087067,88.83768149,6.897368477,108.6793978,Pomegranate\r\n0,5,36,24.35193812,90.88612388,6.152906502,105.529185,Pomegranate\r\n22,9,44,24.72235539,88.87651295,5.744361602,112.1926517,Pomegranate\r\n14,8,43,21.92513945,94.46485312,7.051654924,111.7162016,Pomegranate\r\n31,11,45,24.83954414,86.88738076,6.034612928,107.6435771,Pomegranate\r\n39,17,45,18.09691127,90.42177379,6.924490731,104.88189,Pomegranate\r\n10,5,42,20.24104904,91.08706822,6.887005997,109.2537734,Pomegranate\r\n8,28,38,23.22594,94.42971362,6.8444019,105.6917856,Pomegranate\r\n32,13,42,23.50128217,92.97527546,5.786058032,106.61905,Pomegranate\r\n18,9,40,19.44623085,89.02127045,5.627186257,106.1606833,Pomegranate\r\n20,27,41,20.51343484,92.51675903,5.700088663,110.5764023,Pomegranate\r\n39,25,36,18.90223032,94.99897537,5.567805185,107.6103211,Pomegranate\r\n20,7,45,18.90592319,89.24126808,6.077886012,112.4750941,Pomegranate\r\n11,10,45,22.63045168,88.45577158,6.397995609,109.0357597,Pomegranate\r\n40,18,43,19.38603815,86.79058496,5.767372539,109.9130984,Pomegranate\r\n3,26,39,24.38318965,91.19431555,7.079973241,103.6012114,Pomegranate\r\n9,16,36,23.77989026,92.93386903,5.893332378,106.977723,Pomegranate\r\n30,20,38,22.59890174,93.16343942,7.058222596,110.0932899,Pomegranate\r\n40,9,41,24.37766782,85.4017118,5.78270695,106.128338,Pomegranate\r\n40,30,35,20.89273273,91.07776977,6.269663963,104.4407083,Pomegranate\r\n32,25,35,18.09903225,85.70786282,5.892913826,107.0050976,Pomegranate\r\n33,23,45,20.00218987,85.83618191,7.116538883,112.337046,Pomegranate\r\n4,14,41,19.85139326,89.80732335,6.430163481,102.8186358,Pomegranate\r\n13,17,45,21.25433607,92.65058936,7.159520979,106.2784673,Pomegranate\r\n39,24,39,23.65374106,93.32657504,6.431265737,109.8076178,Pomegranate\r\n8,28,37,23.88404783,86.20613842,6.082571701,108.3121789,Pomegranate\r\n91,94,46,29.36792366,76.24900101,6.149934034,92.82840911,Banana\r\n105,95,50,27.33368994,83.67675197,5.849076099,101.0494791,Banana\r\n108,92,53,27.40053601,82.96221306,6.276800323,104.9378,Banana\r\n86,76,54,29.3159075,80.11585705,5.926824754,90.10978128,Banana\r\n80,77,49,26.05433004,79.39654531,5.519088423,113.2297373,Banana\r\n93,94,53,25.86632408,84.42379269,6.079178788,114.5357503,Banana\r\n90,92,55,27.00932084,80.18546798,6.13465588,97.32531705,Banana\r\n108,89,53,29.55054817,78.06762846,5.808497604,99.34482238,Banana\r\n108,88,55,26.28845991,83.390039,5.891458107,113.8729798,Banana\r\n105,77,52,29.16226551,76.16151562,5.816622479,100.0075679,Banana\r\n118,88,52,28.65003945,82.68752542,5.843163161,98.75084366,Banana\r\n101,87,54,29.07311132,76.50045221,6.376756633,100.1692639,Banana\r\n95,75,50,28.08166093,75.26429821,5.623615687,118.2761894,Banana\r\n106,85,53,27.1994597,78.8086068,5.91505509,99.72430835,Banana\r\n86,95,49,28.05484146,78.04602887,6.458714879,108.3957179,Banana\r\n83,79,55,25.14748006,83.34688193,5.565028635,98.66679427,Banana\r\n85,95,47,25.94019018,78.3422098,6.211833161,119.84797,Banana\r\n109,79,45,27.66752761,79.68542782,6.490074429,108.66464,Banana\r\n100,76,45,25.56703012,75.94067692,5.590236025,102.7867717,Banana\r\n117,86,48,28.6956201,82.54195839,6.225225239,116.1616839,Banana\r\n114,94,53,26.33544853,76.8532006,6.190757459,118.6858263,Banana\r\n110,78,50,25.93730186,78.89864446,5.915568968,98.21747528,Banana\r\n94,70,48,25.13686519,84.88394407,6.195152442,91.46442491,Banana\r\n80,71,47,27.50527651,80.79783998,6.156373499,105.0776992,Banana\r\n114,79,51,26.21009246,82.34429458,6.313197204,112.0700033,Banana\r\n88,78,45,29.10403455,79.19588629,6.324270089,92.07835761,Banana\r\n112,73,48,29.2440638,77.32017166,5.707488987,90.66727868,Banana\r\n117,76,47,25.56202173,77.38229006,6.119216009,93.10247183,Banana\r\n111,87,48,26.3985515,81.36028902,5.571401169,98.16752001,Banana\r\n89,83,47,28.09577643,77.79586769,5.63127166,109.5408614,Banana\r\n93,91,47,27.84767901,83.31110751,6.101241579,117.2878912,Banana\r\n92,81,52,27.39341554,81.4654833,6.438137279,94.31102057,Banana\r\n105,74,45,25.14517635,81.38204104,6.098369122,119.218154,Banana\r\n102,71,48,28.65456263,79.28693687,5.695267822,102.4633775,Banana\r\n94,91,51,29.16093424,76.67484233,5.618094446,109.575944,Banana\r\n116,71,47,27.57278064,82.0638878,6.435785799,91.34276507,Banana\r\n117,79,49,25.40909896,82.36208097,6.176644228,112.9794804,Banana\r\n119,72,55,25.99069521,83.33983116,6.220643671,112.0777152,Banana\r\n99,73,53,26.29039046,81.06003778,5.871702211,118.6730366,Banana\r\n91,84,52,29.14827211,78.71024836,6.390741836,117.536781,Banana\r\n80,90,47,26.59743595,79.35898915,6.21084479,107.3944717,Banana\r\n101,70,48,25.36059237,75.03193255,6.012696655,116.5531455,Banana\r\n108,89,53,29.12036889,80.18080728,5.908770059,112.3982055,Banana\r\n100,80,52,27.53911354,77.25629897,6.049801781,110.3262123,Banana\r\n109,91,53,29.66727337,83.51014178,6.010095853,110.2511102,Banana\r\n82,78,46,25.05802193,84.97323747,5.738678895,110.4408803,Banana\r\n106,70,55,25.86824781,78.52399914,5.74055541,116.3019555,Banana\r\n90,86,52,25.85036988,81.95580471,5.793260262,119.0856171,Banana\r\n83,95,50,26.51682337,77.79913575,5.50947065,108.8547508,Banana\r\n119,90,48,28.66725136,79.59242542,5.986442306,118.2583441,Banana\r\n107,72,45,28.14938935,81.54448882,5.790768046,91.40508414,Banana\r\n116,81,55,26.42313317,83.6995044,5.915546415,95.12322062,Banana\r\n101,75,50,26.59386409,81.40740301,6.242528278,109.9825551,Banana\r\n93,81,50,27.71822477,76.57853189,6.036079266,102.2099836,Banana\r\n95,75,45,28.98333432,82.95958244,5.829898502,109.022564,Banana\r\n107,71,55,29.42017919,83.96754496,6.088064451,117.229079,Banana\r\n83,94,47,27.39872329,81.10523402,6.469370954,112.1355384,Banana\r\n102,73,54,26.4020227,84.41007614,5.720726906,111.0162259,Banana\r\n86,79,45,27.81251452,82.69285419,5.80766417,99.20961514,Banana\r\n117,86,53,25.19640218,83.55829874,5.703381728,115.8586081,Banana\r\n111,79,53,28.31193338,75.77363772,6.165001278,119.695765,Banana\r\n95,74,50,25.90113128,80.47152737,6.002481605,110.10323,Banana\r\n91,75,55,27.48612983,76.11239849,6.212369363,109.2768851,Banana\r\n93,83,46,29.38254012,83.50423735,5.765308943,109.2486647,Banana\r\n92,85,51,29.22118628,81.08183635,5.740764682,108.8616474,Banana\r\n104,80,54,27.09062164,81.33506906,5.879119455,110.1331182,Banana\r\n103,72,51,26.12643374,81.81365007,6.099478745,104.4812858,Banana\r\n92,75,45,29.01207743,77.95192527,5.674403359,90.43495443,Banana\r\n93,85,49,27.96799119,79.28625709,5.694243847,119.4765557,Banana\r\n120,87,52,28.0764455,76.05522115,5.905494703,118.9923573,Banana\r\n108,72,46,25.16278237,84.97849241,6.110844721,90.94554618,Banana\r\n105,88,54,25.78749808,84.51194224,6.020445317,114.2005455,Banana\r\n98,79,50,25.34119774,84.47321314,6.435917308,91.06493353,Banana\r\n111,88,55,29.44795403,78.34971537,5.505393833,96.45042585,Banana\r\n97,74,45,26.47522633,78.51833782,5.677719902,113.1161095,Banana\r\n95,82,48,27.39489579,83.31172003,5.719014989,92.78133617,Banana\r\n89,91,55,25.08347445,80.261731,6.275572298,94.32961456,Banana\r\n89,85,55,26.6719835,76.48541655,6.275384607,91.73358569,Banana\r\n118,88,51,25.44926208,79.49221962,6.201911642,100.6619171,Banana\r\n101,92,45,28.22776705,80.6430384,5.758054257,98.00403016,Banana\r\n99,92,47,28.1279509,77.48247073,6.323933647,103.5045395,Banana\r\n82,77,46,28.9470467,82.1888998,5.901100841,95.83016448,Banana\r\n90,86,55,27.96236771,84.15403614,5.644486582,97.55986676,Banana\r\n95,88,52,28.00316034,78.90085998,6.235461772,94.68180316,Banana\r\n104,73,46,29.1400919,80.1190228,6.28236237,90.45142867,Banana\r\n102,73,52,27.9122104,83.36307683,6.356090905,90.24211529,Banana\r\n100,74,52,25.43480512,81.53977797,5.837258235,96.47800391,Banana\r\n94,89,48,28.55980972,84.51602322,5.653437902,111.0843029,Banana\r\n99,70,46,26.59580783,82.99556744,5.727469947,100.5123341,Banana\r\n112,87,48,27.19711623,77.3970629,6.200111068,99.46950465,Banana\r\n117,82,45,25.29391516,79.29122198,5.614471478,105.4220251,Banana\r\n96,86,51,29.90888522,76.98740841,6.257369799,91.99964712,Banana\r\n113,85,45,27.94972463,76.63713353,6.037430836,109.0921631,Banana\r\n105,93,46,25.01018457,78.76260938,5.760457558,108.3690513,Banana\r\n85,89,51,29.21144871,84.70189923,6.158164422,108.5501443,Banana\r\n108,94,47,27.35911627,84.54625006,6.387431383,90.81250457,Banana\r\n92,81,52,28.0106804,76.52808057,5.891413895,103.7040783,Banana\r\n110,71,54,28.67208915,82.20793613,5.725418961,94.37987496,Banana\r\n82,75,55,27.34585147,78.4873835,6.281069505,92.15524332,Banana\r\n117,81,53,29.50704598,78.20585613,5.507641778,98.12565829,Banana\r\n2,40,27,29.73770045,47.54885174,5.954626604,90.09586854,Mango\r\n39,24,31,33.55695561,53.72979826,4.757114897,98.67527561,Mango\r\n21,26,27,27.00315545,47.67525434,5.699586972,95.85118326,Mango\r\n25,22,25,33.56150184,45.53556603,5.977413803,95.70525913,Mango\r\n0,21,32,35.89855625,54.25964196,6.430139436,92.19721736,Mango\r\n20,19,35,34.17719782,50.62161586,6.113935087,98.00687989,Mango\r\n19,21,34,30.01592643,53.19212381,5.074272692,97.72843182,Mango\r\n18,17,31,31.74592134,45.16127859,5.667507706,93.75441586,Mango\r\n11,36,33,35.99009679,52.22780489,5.978634285,95.3713484,Mango\r\n30,28,30,31.86641378,52.19331595,5.064613314,98.46768642,Mango\r\n18,19,27,27.75518664,52.34605806,4.772385986,94.11213345,Mango\r\n23,23,27,34.72413192,51.4271781,5.161148592,97.31258083,Mango\r\n37,30,34,27.53907547,53.63549533,6.797779227,99.35408185,Mango\r\n11,27,30,27.69637763,48.5622488,6.39474303,89.85646496,Mango\r\n12,19,31,27.25373364,52.66319725,5.566704378,91.87312479,Mango\r\n3,28,33,30.33723921,48.88704844,5.755049971,94.42850522,Mango\r\n37,38,32,31.85744939,45.53106268,5.417340525,91.55845821,Mango\r\n26,37,30,35.39986338,49.45962621,6.166173834,97.41054011,Mango\r\n14,18,30,29.80747243,52.13797867,5.191265116,95.74606104,Mango\r\n40,16,35,34.16438906,54.16482251,4.954739564,98.33351125,Mango\r\n4,20,25,28.93270187,47.94053996,5.664587011,99.9834242,Mango\r\n36,25,33,27.98392787,53.33018851,5.548584852,99.61465679,Mango\r\n30,17,31,31.20478173,54.49960506,6.804437106,94.62954663,Mango\r\n28,37,28,32.13409675,50.52559148,6.097869767,98.63333684,Mango\r\n38,15,30,28.91862016,48.13974548,5.075504537,97.01331604,Mango\r\n12,37,30,31.09779147,47.41196659,4.546466109,90.28624348,Mango\r\n38,19,31,34.73823882,49.08864345,5.855119268,90.65022183,Mango\r\n8,33,29,29.98080499,49.48613279,6.442393461,91.82271568,Mango\r\n15,27,28,33.80398664,46.12866113,4.507523551,90.82549241,Mango\r\n34,16,25,30.07202564,50.96040505,6.10729559,92.09609766,Mango\r\n11,36,31,27.92063282,51.77965917,6.47544932,100.2585673,Mango\r\n33,29,34,31.40948821,49.21729127,6.832979509,92.99739415,Mango\r\n12,31,26,35.7877738,51.94190321,5.395275719,100.2160615,Mango\r\n12,34,28,33.36140093,45.02236377,6.13526938,98.81596545,Mango\r\n5,16,31,35.96054636,48.69677802,4.555688532,98.00644238,Mango\r\n1,30,29,28.33333307,51.39586505,6.434197756,91.67241761,Mango\r\n16,35,31,32.27652024,50.19368841,5.316875978,95.99487068,Mango\r\n35,18,26,31.99490489,50.84881347,5.279388967,97.38741498,Mango\r\n4,40,26,27.58258929,48.56916221,6.720041791,95.8445641,Mango\r\n9,29,34,29.38471637,45.88744691,5.72742254,100.8124659,Mango\r\n2,38,33,32.38697531,53.2328243,4.691396195,90.21633216,Mango\r\n26,32,32,30.91471455,49.92963856,6.810186079,90.14047759,Mango\r\n34,38,31,35.37775595,45.58110023,6.454045329,97.41586402,Mango\r\n5,32,33,32.32362177,52.5896771,5.842763773,93.36718816,Mango\r\n31,29,26,28.22373428,47.40519056,5.024124684,97.76832322,Mango\r\n34,34,35,27.27433181,47.16808054,6.422710539,95.257992,Mango\r\n36,19,32,27.10710832,50.70880979,4.94295037,92.37238878,Mango\r\n7,17,26,34.89226666,48.75613373,6.414526606,91.63074547,Mango\r\n38,15,27,33.7462686,48.50387598,6.777788126,92.26439205,Mango\r\n5,19,25,27.3511056,54.43945147,6.441328044,96.27792547,Mango\r\n37,36,26,32.89300162,52.61323969,4.650536197,94.49161372,Mango\r\n21,31,32,35.38598705,51.42664176,5.254532213,90.29643888,Mango\r\n37,36,27,27.5529736,47.90859131,5.910634533,90.40332704,Mango\r\n23,23,30,32.82141065,47.45553843,4.755273631,90.89173106,Mango\r\n36,26,26,30.17294105,51.0845903,6.814630246,95.23444287,Mango\r\n24,33,35,29.26382931,54.82257868,5.342866119,100.7586226,Mango\r\n26,18,30,32.06097197,51.08494181,6.336234624,96.59816497,Mango\r\n22,17,26,28.69818144,47.71875722,4.754435025,99.642454,Mango\r\n11,34,32,29.14305008,49.40983294,6.831706773,97.55155537,Mango\r\n29,35,28,28.3471611,53.53903102,6.967417766,90.40260445,Mango\r\n22,28,26,27.67256197,45.41692012,4.947683034,92.84991507,Mango\r\n23,24,32,28.1218093,46.16888595,5.630619901,93.30247448,Mango\r\n1,35,34,30.79375683,46.69536813,6.27339822,92.21318555,Mango\r\n2,24,34,28.89409382,54.80750249,6.472774648,94.76322976,Mango\r\n39,37,25,33.33024826,45.61143594,6.953246506,98.28583013,Mango\r\n15,36,27,27.78912455,53.96886679,5.643710216,91.01152997,Mango\r\n3,18,31,31.65333432,48.20662669,6.392313973,91.09745581,Mango\r\n8,38,32,29.75150773,46.73723302,4.981816523,91.405983,Mango\r\n33,31,34,31.32995611,50.22287593,5.421265283,89.78216168,Mango\r\n14,29,32,35.63627319,48.97047762,6.942520105,97.51952041,Mango\r\n18,20,26,31.66524687,51.98594645,5.435840509,89.98024312,Mango\r\n9,21,32,32.26935342,53.56092806,5.870116071,95.94035356,Mango\r\n20,30,27,27.81005614,51.59445462,4.74910393,95.89898581,Mango\r\n9,38,25,34.58561471,50.34035336,5.497946899,100.3060719,Mango\r\n26,24,34,31.27180992,52.23810152,6.811291098,89.74409017,Mango\r\n31,36,29,33.93679864,52.72170281,6.460542749,97.4611918,Mango\r\n14,18,35,31.09154239,47.02058367,4.791146778,91.46664318,Mango\r\n40,16,35,31.89356292,49.02450149,6.4841522,89.59371481,Mango\r\n28,27,34,32.45465292,50.69693751,6.526654345,95.04871605,Mango\r\n0,17,30,35.47478322,47.97230503,6.279133738,97.79072474,Mango\r\n1,29,29,27.32961444,49.30347234,6.052026047,93.53197359,Mango\r\n2,36,31,30.90225239,49.95955487,5.73171945,91.77522598,Mango\r\n12,27,26,29.09382275,45.5661059,5.32307197,96.23520043,Mango\r\n7,28,35,30.02086169,46.78393776,4.66910839,96.63721027,Mango\r\n0,36,26,34.13072188,51.25786185,5.101206389,96.38808001,Mango\r\n26,35,31,33.44619894,53.05980465,5.339556562,98.05089394,Mango\r\n27,21,30,35.3915464,52.48823147,5.061081874,91.22881052,Mango\r\n22,38,31,31.53356352,53.06009323,5.821106036,98.57025046,Mango\r\n22,18,31,30.7645515,47.93791463,5.956027059,90.38503469,Mango\r\n28,23,28,30.01821337,50.0983181,5.676032581,96.08745082,Mango\r\n7,31,27,31.32863689,47.59319575,6.524114355,94.67344737,Mango\r\n29,34,26,33.88004781,54.39416048,6.273953676,89.29147581,Mango\r\n8,37,33,28.07802689,54.9640534,6.128167757,97.45373619,Mango\r\n39,16,27,35.53845018,52.94641947,4.934964765,91.54560427,Mango\r\n40,24,25,28.70595247,50.44030129,5.445008416,95.8946444,Mango\r\n19,38,26,31.48451729,48.77926304,4.525722333,93.17221967,Mango\r\n21,21,30,27.69819273,51.41593238,5.403908328,100.7720705,Mango\r\n22,18,33,30.41235793,52.48100602,6.621623545,93.92375879,Mango\r\n31,20,30,32.17752026,54.01352682,6.207495815,91.88766069,Mango\r\n18,26,31,32.6112614,47.74916499,5.418475257,91.10190759,Mango\r\n24,130,195,29.99677232,81.54156612,6.112305667,67.12534492,Grapes\r\n13,144,204,30.7280404,82.42614055,6.092241627,68.38135469,Grapes\r\n22,123,205,32.44577836,83.88504863,5.896343436,68.73932528,Grapes\r\n36,125,196,37.46566825,80.65968681,6.15526103,66.83872293,Grapes\r\n24,131,196,22.03296178,83.74372787,5.732453638,65.34440794,Grapes\r\n2,123,198,39.64851881,82.21079946,6.253034534,70.39906054,Grapes\r\n35,140,197,16.77557314,82.75241875,6.106190557,66.76285469,Grapes\r\n11,122,195,12.14190714,83.56812483,5.647202395,69.63122027,Grapes\r\n6,123,203,12.7567962,81.62497448,6.130310493,66.77844567,Grapes\r\n17,134,204,39.04071989,80.18393287,6.499604931,73.88467027,Grapes\r\n25,130,197,39.70772192,82.68593454,5.554831977,74.91506217,Grapes\r\n27,145,205,9.467960445,82.29335466,5.800242694,66.02765219,Grapes\r\n9,122,201,29.58748357,80.91934392,5.570290539,68.06417307,Grapes\r\n16,139,203,17.82803682,80.96093443,6.27564088,65.84748763,Grapes\r\n32,141,204,8.825674745,82.89753705,5.536645599,67.235765,Grapes\r\n22,138,195,27.83487131,83.51444973,6.208196881,73.02882766,Grapes\r\n31,144,202,11.02105378,80.55557235,5.870600622,68.23963161,Grapes\r\n3,136,205,17.5862944,80.84806564,6.334771461,71.4065452,Grapes\r\n28,122,197,19.89363946,82.73366439,5.856575335,69.66256816,Grapes\r\n4,136,204,29.93707596,81.77713468,5.898944282,65.52279323,Grapes\r\n39,145,201,36.73126647,80.58931938,5.775600435,72.24230804,Grapes\r\n38,132,197,20.42094753,81.54185044,5.931101816,66.93065667,Grapes\r\n36,133,198,25.51939719,83.98351748,6.2286454,69.17281221,Grapes\r\n25,121,201,30.50734778,82.71775569,5.594240603,70.08200379,Grapes\r\n15,125,199,18.4269936,80.55625868,5.569230319,69.75734306,Grapes\r\n24,140,205,12.087022,83.59398734,5.93202852,68.66813363,Grapes\r\n13,132,203,23.60115364,82.48336987,6.423216506,73.23901752,Grapes\r\n5,126,197,12.80000387,81.20876367,6.417500829,67.10439401,Grapes\r\n30,120,200,38.06099482,82.24729637,6.234904253,65.70148216,Grapes\r\n23,142,197,39.06555518,82.03812973,6.000573725,69.30772897,Grapes\r\n26,135,203,33.78372897,81.16314317,5.685102769,74.53557341,Grapes\r\n7,126,203,16.76201707,82.00335557,5.662140095,73.28712806,Grapes\r\n32,139,198,35.89307536,82.66850729,6.358186848,66.53946559,Grapes\r\n9,141,202,21.01245395,81.17931863,6.119495295,66.38448261,Grapes\r\n20,142,196,10.89875873,80.01639435,6.207600783,68.69420397,Grapes\r\n32,129,201,16.36251869,83.00471609,6.48754639,71.55665483,Grapes\r\n3,134,199,20.28370163,81.32235739,5.81717753,71.06611222,Grapes\r\n38,138,204,25.11108456,83.25447587,6.325480034,73.01026829,Grapes\r\n14,131,198,33.4641162,83.86742974,5.562790949,67.92204319,Grapes\r\n20,122,204,11.7976469,80.86325389,6.487369687,65.06962486,Grapes\r\n40,126,201,11.36300891,80.03100049,6.116982944,71.18289431,Grapes\r\n36,128,204,25.23542319,80.68700527,5.695792761,67.03840888,Grapes\r\n11,132,197,15.99050693,81.23966573,5.734317007,74.40198861,Grapes\r\n0,137,195,22.4359017,80.18612085,6.329499832,65.3973168,Grapes\r\n19,123,200,34.76086052,81.03544763,6.167013532,65.70430027,Grapes\r\n31,136,197,31.11047251,83.34010951,5.653776058,71.43001582,Grapes\r\n4,134,200,28.57828803,80.95628959,5.840256272,73.34232097,Grapes\r\n39,139,201,41.18664903,81.01783402,5.539980812,68.68895899,Grapes\r\n8,127,196,27.02766138,83.17093908,5.833302165,70.95666003,Grapes\r\n39,138,203,21.19339319,82.33098331,6.399433771,74.62834921,Grapes\r\n32,120,204,10.38004759,83.44518113,6.138958698,67.3917379,Grapes\r\n12,142,203,31.3115978,82.56407013,5.972850838,65.01095312,Grapes\r\n8,133,195,20.46657776,80.97598029,6.456079585,71.29813872,Grapes\r\n8,139,199,29.36947679,81.53996362,6.336426667,66.13442813,Grapes\r\n21,134,202,10.72302459,80.02130636,6.425419926,65.2982112,Grapes\r\n40,140,195,14.97846952,80.49979873,6.294395676,71.63437433,Grapes\r\n39,127,202,15.3246651,81.67215994,6.477768039,71.60102999,Grapes\r\n19,120,195,18.73932187,81.12109244,5.931538447,73.55807954,Grapes\r\n21,139,201,19.3642553,83.36094029,5.980598579,67.15094741,Grapes\r\n17,136,195,41.20733624,81.61051026,6.389783283,65.90227462,Grapes\r\n33,139,203,33.34214482,82.51034633,5.693287415,70.68098614,Grapes\r\n22,133,201,23.81995682,80.12211649,6.00299607,67.2739864,Grapes\r\n32,130,196,40.66012294,81.24995984,6.372959542,74.03030056,Grapes\r\n37,135,205,11.82768186,80.2827185,5.510924849,74.10225057,Grapes\r\n15,140,195,13.28504331,83.54193816,5.69945282,65.80006004,Grapes\r\n39,132,196,35.83089092,83.32560104,5.778594403,73.67984885,Grapes\r\n40,121,199,26.18159716,81.03886263,6.315586313,66.05911698,Grapes\r\n40,132,202,24.57558351,80.70695797,5.971813006,69.706113,Grapes\r\n29,142,203,29.67229086,83.71498986,5.891195653,66.48490371,Grapes\r\n32,121,199,39.37102553,81.25353895,6.129812716,74.08101744,Grapes\r\n6,140,205,17.66558428,82.92903419,6.313085601,69.8671263,Grapes\r\n8,120,196,24.06679352,82.66396666,6.053662544,69.81855775,Grapes\r\n34,133,202,15.31413469,80.09711412,5.804799142,74.82144653,Grapes\r\n35,135,199,21.77466746,80.54942557,6.400719746,69.39630398,Grapes\r\n16,145,199,26.91624843,80.76838926,5.953966361,69.30927185,Grapes\r\n8,136,201,41.65602996,82.22118237,5.609255992,74.19664838,Grapes\r\n25,129,195,17.98667801,81.17712085,5.777271492,72.37127689,Grapes\r\n16,130,201,29.12033769,82.79092939,5.682395429,68.8503047,Grapes\r\n39,129,203,34.38922481,83.18392806,5.863996687,71.03001556,Grapes\r\n38,135,203,41.36106301,82.79782954,6.444373116,69.92107482,Grapes\r\n33,120,205,35.12158265,82.26890793,5.550832178,69.71518491,Grapes\r\n35,125,204,19.6491772,80.15215777,6.107741788,73.69529586,Grapes\r\n1,132,200,16.27852801,82.94270065,5.620745638,66.57462809,Grapes\r\n39,140,203,21.11903604,80.63399198,6.349875906,69.27779761,Grapes\r\n28,145,202,19.2077707,82.9042841,6.484323189,66.83113717,Grapes\r\n6,128,200,25.96308415,82.57813624,5.838748311,70.31782647,Grapes\r\n6,139,199,25.67385024,81.6212135,6.29099842,74.10919422,Grapes\r\n29,122,196,41.94865736,81.15595212,5.638328481,73.06862952,Grapes\r\n37,144,197,11.18994268,80.8084305,6.415555956,66.34234944,Grapes\r\n38,120,197,17.5438296,82.94703302,6.323722572,73.77063744,Grapes\r\n38,141,198,13.05809741,80.28297993,5.757009965,70.75633584,Grapes\r\n14,121,203,9.724457611,83.74765639,6.158689406,74.46411148,Grapes\r\n6,125,204,27.92004934,82.93262435,5.733539807,69.92092839,Grapes\r\n32,138,197,9.535585543,80.73112694,5.908724337,69.44115171,Grapes\r\n11,124,204,13.42988625,80.06633966,6.361141107,71.40043037,Grapes\r\n23,138,200,9.851242629,80.22631717,5.96537863,68.42802444,Grapes\r\n40,143,201,24.97256132,82.72828653,6.476757723,66.70016285,Grapes\r\n6,142,202,27.23708304,82.94573346,6.224542938,70.42508897,Grapes\r\n37,124,195,18.70679077,83.4795292,6.209928251,66.5964488,Grapes\r\n35,134,204,9.949929082,82.55138983,5.841138354,66.00817551,Grapes\r\n119,25,51,26.47330219,80.92254421,6.283818329,53.65742581,Watermelon\r\n119,19,55,25.18780042,83.44621709,6.818261383,46.87420883,Watermelon\r\n105,30,50,25.29954705,81.77527562,6.37620108,57.04147057,Watermelon\r\n114,8,50,24.74631269,88.30866319,6.581587932,57.95826144,Watermelon\r\n93,22,52,26.58740671,81.32563243,6.932739726,41.87540028,Watermelon\r\n80,26,55,24.53442564,88.989272,6.140099215,49.11618732,Watermelon\r\n85,27,45,26.0713757,88.7285657,6.467095849,57.79652846,Watermelon\r\n85,22,53,25.96534238,89.77076659,6.849471704,59.46338556,Watermelon\r\n82,22,45,26.22338015,85.34866045,6.512196212,54.60159289,Watermelon\r\n118,13,54,24.41311871,89.81574032,6.039584629,44.07843475,Watermelon\r\n83,25,53,26.49195283,80.04678201,6.057697106,57.72799157,Watermelon\r\n86,15,47,24.04355803,84.18406764,6.423898762,53.78929956,Watermelon\r\n101,10,47,25.5421695,83.31883376,6.936997681,57.57343233,Watermelon\r\n119,9,50,26.74550678,83.9195902,6.251286661,40.794305,Watermelon\r\n104,17,46,25.7131428,80.22972777,6.190015912,43.08961827,Watermelon\r\n95,12,51,25.76484262,84.1726996,6.681606702,44.22066914,Watermelon\r\n102,14,52,26.79489868,89.64815231,6.51075991,57.74091817,Watermelon\r\n109,21,55,24.9004602,89.73524177,6.770278088,57.44942094,Watermelon\r\n81,18,50,26.80750629,88.22874955,6.429788073,58.79889057,Watermelon\r\n103,17,51,25.11189154,80.02621335,6.209888345,44.20656987,Watermelon\r\n105,14,50,26.2148837,87.6883982,6.419052193,59.65590798,Watermelon\r\n97,8,52,24.9103226,86.97190046,6.237861736,49.48575692,Watermelon\r\n120,19,49,25.79448878,84.26830701,6.762471629,56.45229202,Watermelon\r\n95,16,55,25.26931156,87.55055105,6.612847999,40.12650421,Watermelon\r\n83,29,52,25.76402693,87.5931128,6.704688865,46.05122728,Watermelon\r\n83,9,45,25.85483596,89.13163965,6.049609892,46.85176955,Watermelon\r\n91,21,50,24.33528185,81.44030363,6.762030215,48.32113628,Watermelon\r\n116,5,54,25.37601283,80.99313508,6.65398725,57.23028471,Watermelon\r\n112,28,54,24.86094646,85.05318563,6.738030547,55.29563514,Watermelon\r\n88,29,51,24.71885473,88.94568335,6.095689937,48.45978627,Watermelon\r\n118,15,45,24.21495706,84.20576992,6.538006356,48.01138482,Watermelon\r\n92,21,48,25.81692236,82.043255,6.377427122,54.82963379,Watermelon\r\n106,14,45,24.47018505,84.16390229,6.417011754,57.26773002,Watermelon\r\n99,5,47,24.13078816,84.84494575,6.649086972,51.19470197,Watermelon\r\n98,8,51,26.1793464,86.52258079,6.25933595,49.43050977,Watermelon\r\n108,22,46,26.17668721,86.7295205,6.121168559,53.33484977,Watermelon\r\n119,7,55,26.03867719,84.6378378,6.031424482,44.3993381,Watermelon\r\n117,27,48,26.53259325,82.39053979,6.835268184,54.30660782,Watermelon\r\n109,10,53,26.81938687,87.8274604,6.551750306,46.06193778,Watermelon\r\n80,16,46,25.50405534,81.40297428,6.940236218,48.47833278,Watermelon\r\n100,18,52,26.20234499,80.38266489,6.87606733,56.47941847,Watermelon\r\n91,7,53,25.13735887,89.28272716,6.457216535,43.52897517,Watermelon\r\n86,6,53,25.92030221,83.47202566,6.921847888,42.10681516,Watermelon\r\n107,5,52,26.6634609,89.98405233,6.881425746,57.40847165,Watermelon\r\n103,16,49,24.06731461,81.64075303,6.915717008,51.75212401,Watermelon\r\n101,20,48,24.6774157,82.75411437,6.206247494,57.05709413,Watermelon\r\n85,25,47,26.11440416,87.64081095,6.29542477,58.48160844,Watermelon\r\n84,7,51,26.81530456,87.65694462,6.399669044,55.74073582,Watermelon\r\n102,28,54,25.15623099,80.27525115,6.862157042,55.49541453,Watermelon\r\n98,25,52,25.2801372,83.15393658,6.224066378,49.29456609,Watermelon\r\n97,25,50,26.22005978,80.90127035,6.093814669,49.08553937,Watermelon\r\n90,16,45,24.92093261,80.61750795,6.291540278,50.55710813,Watermelon\r\n95,12,46,26.21667586,81.01009354,6.32281728,54.65423596,Watermelon\r\n82,23,49,26.81383586,87.21986949,6.873283991,51.70497792,Watermelon\r\n82,25,51,24.31334971,87.47409052,6.074209622,48.11248366,Watermelon\r\n110,28,46,24.29105004,88.04541346,6.49889585,51.26046418,Watermelon\r\n118,21,51,24.42998931,86.33904774,6.678805092,48.58241822,Watermelon\r\n120,20,45,25.66576039,88.6984228,6.114128685,54.22722466,Watermelon\r\n91,7,52,25.07803672,83.46230461,6.405054243,56.39962921,Watermelon\r\n81,6,55,24.88910524,85.87059083,6.110142735,51.70699144,Watermelon\r\n101,13,54,25.42900869,82.91481799,6.828982708,56.34144589,Watermelon\r\n101,17,55,24.37118217,87.1269128,6.451499764,44.63907691,Watermelon\r\n111,6,53,26.4930645,88.59143088,6.313512999,46.06382209,Watermelon\r\n107,10,49,25.83202912,89.00481725,6.755192025,45.24690619,Watermelon\r\n115,11,46,24.41592661,89.39655519,6.623167177,40.32161859,Watermelon\r\n84,25,52,24.37190239,81.2514818,6.12532356,44.20899581,Watermelon\r\n120,7,47,24.24782473,83.03687902,6.653867608,54.7657624,Watermelon\r\n91,12,46,24.64458469,85.49938185,6.343942518,48.31219031,Watermelon\r\n89,22,52,24.89681131,86.10782926,6.217300786,53.14626213,Watermelon\r\n113,19,46,25.41864024,81.12122989,6.286387658,49.52320689,Watermelon\r\n97,22,50,26.26028739,86.14585891,6.7698938,58.97878791,Watermelon\r\n117,30,50,24.90123934,87.20772913,6.744966312,46.59207341,Watermelon\r\n90,14,52,24.84740848,89.20454622,6.391858432,59.67927244,Watermelon\r\n104,23,47,26.98212846,86.70068316,6.770434148,42.91292205,Watermelon\r\n81,16,45,26.90435747,86.25426228,6.727468157,59.75980023,Watermelon\r\n88,5,47,25.86475496,86.67468041,6.662244646,41.16554802,Watermelon\r\n92,7,45,26.70607759,81.14149505,6.944640222,51.51033554,Watermelon\r\n81,18,50,26.44019475,80.91934337,6.507110986,47.81847573,Watermelon\r\n111,5,55,26.283443,84.42478917,6.520663422,50.78669728,Watermelon\r\n108,23,51,26.84366082,83.85039964,6.106500787,40.228644,Watermelon\r\n113,30,50,26.03967219,83.9862443,6.277484043,43.87712348,Watermelon\r\n83,10,53,24.92994759,85.00802358,6.195142279,48.75859458,Watermelon\r\n101,11,51,25.50736962,84.24340241,6.792035575,44.2068997,Watermelon\r\n114,21,55,25.4438391,87.9392312,6.472756256,57.51549686,Watermelon\r\n99,6,45,26.12588914,86.5507939,6.000975617,40.71210074,Watermelon\r\n92,20,55,25.10474753,87.5267616,6.587791262,59.26519444,Watermelon\r\n92,7,48,26.27520631,86.63249555,6.956508826,54.38748495,Watermelon\r\n91,24,55,26.27061608,83.09194521,6.259086583,46.76837499,Watermelon\r\n110,21,54,26.73690828,87.82430156,6.747537642,47.46447019,Watermelon\r\n112,25,51,25.04746944,85.5667282,6.932537231,56.72496677,Watermelon\r\n89,25,54,24.69368934,85.56967628,6.353107393,48.99390828,Watermelon\r\n100,10,53,24.54356968,84.60808277,6.211748957,42.00660251,Watermelon\r\n83,22,54,25.89762315,81.96664832,6.277245254,54.49960057,Watermelon\r\n95,14,50,26.6333118,84.31756844,6.560443519,56.31866159,Watermelon\r\n119,30,49,25.35794749,80.45846265,6.903020221,47.72078245,Watermelon\r\n97,12,47,25.28784623,89.63667876,6.765094964,58.28697664,Watermelon\r\n110,7,45,26.63838589,84.69546874,6.189213927,48.32428609,Watermelon\r\n96,18,50,25.3310446,84.30533791,6.904241707,41.53218699,Watermelon\r\n83,23,55,26.89750174,83.89241484,6.463271076,43.97193745,Watermelon\r\n120,24,47,26.98603693,89.4138489,6.260838965,58.54876687,Watermelon\r\n115,17,55,27.57826922,94.11878202,6.776533055,28.08253201,Muskmelon\r\n114,27,48,27.82054812,93.03555162,6.528404378,26.32405487,Muskmelon\r\n101,25,52,29.09910406,94.22237826,6.750145572,22.52497327,Muskmelon\r\n118,18,52,28.04943594,90.83130708,6.562832807,20.76223014,Muskmelon\r\n95,26,45,29.91690582,94.55695552,6.117530021,28.16057247,Muskmelon\r\n81,25,49,29.86895762,93.25103208,6.076459669,26.26243014,Muskmelon\r\n117,24,53,29.17220859,92.21405224,6.293486295,21.30290472,Muskmelon\r\n114,30,51,29.24908541,90.06998135,6.069171847,25.93496537,Muskmelon\r\n113,6,52,27.76317235,90.35567642,6.740983646,25.21609113,Muskmelon\r\n108,26,52,28.82629037,94.26765349,6.201797639,26.23838511,Muskmelon\r\n81,30,48,28.52379742,92.09688432,6.041027474,29.86681385,Muskmelon\r\n115,9,52,29.06785065,90.97685539,6.019372459,29.1194739,Muskmelon\r\n83,7,45,29.08417927,90.73891887,6.704104127,25.33014238,Muskmelon\r\n84,21,55,28.47090661,94.79453182,6.494251024,21.08484101,Muskmelon\r\n109,26,45,28.27973674,90.38971208,6.224535449,21.58992507,Muskmelon\r\n95,27,55,28.47212559,91.21322065,6.160414414,20.88620369,Muskmelon\r\n119,5,55,29.68846716,94.30111601,6.168757984,26.83924845,Muskmelon\r\n110,14,51,27.02415146,91.66737633,6.085444691,21.26034986,Muskmelon\r\n82,18,48,29.09588297,94.16748386,6.159050816,26.70581328,Muskmelon\r\n87,14,48,29.69238699,92.58862544,6.606033244,29.1102594,Muskmelon\r\n85,9,53,28.20619412,92.86798698,6.447662945,28.78654515,Muskmelon\r\n100,6,53,29.05248036,93.92217834,6.105909623,23.66620626,Muskmelon\r\n107,12,46,29.57240298,93.61870344,6.559763394,27.56918621,Muskmelon\r\n91,13,47,29.10968327,92.43510994,6.14410903,27.95602304,Muskmelon\r\n102,25,50,28.20480805,92.91440379,6.099662369,20.36001144,Muskmelon\r\n117,25,53,29.11858526,92.12543021,6.413927319,24.52020164,Muskmelon\r\n85,21,52,29.62800691,90.10051615,6.075144116,23.69586761,Muskmelon\r\n104,25,55,29.81196601,90.36881284,6.123802502,22.68766503,Muskmelon\r\n102,24,54,27.72338349,90.93897939,6.698468621,22.81863447,Muskmelon\r\n116,25,50,29.26092798,92.92367701,6.088885814,28.70627683,Muskmelon\r\n100,17,48,29.72791119,94.29753295,6.367800632,26.52364146,Muskmelon\r\n110,25,54,28.91105641,90.78413842,6.425930938,23.44398467,Muskmelon\r\n104,25,51,28.96361426,93.88482153,6.469983276,23.56130173,Muskmelon\r\n107,11,54,28.59052369,91.33617236,6.094016338,29.44008034,Muskmelon\r\n98,26,52,27.33897716,90.69759008,6.150090899,28.69113835,Muskmelon\r\n88,17,52,29.90415889,90.75284363,6.646962425,25.37828397,Muskmelon\r\n87,25,46,27.42711692,90.02696201,6.379690748,21.7508774,Muskmelon\r\n120,8,46,29.55657523,90.70937262,6.732834334,28.36535596,Muskmelon\r\n95,13,46,29.84070774,93.76312893,6.126019932,23.28207838,Muskmelon\r\n108,22,47,28.53545677,91.72742702,6.161123579,25.1290048,Muskmelon\r\n82,13,52,27.11535046,94.86907886,6.442810053,26.51924782,Muskmelon\r\n120,23,55,27.84492803,91.60666594,6.732049075,26.47844429,Muskmelon\r\n110,22,47,29.03157242,91.82172592,6.243673725,24.93861254,Muskmelon\r\n95,23,45,27.82424457,90.56698742,6.266208727,21.19014526,Muskmelon\r\n106,10,49,27.72653142,92.00687531,6.350623739,20.21126747,Muskmelon\r\n99,12,52,28.69708334,94.30759855,6.002927293,22.21807088,Muskmelon\r\n106,20,51,29.73019662,90.97015715,6.342573112,20.49035619,Muskmelon\r\n83,11,53,29.54097171,92.91778307,6.163921248,21.9653077,Muskmelon\r\n117,19,55,28.80311922,91.78336933,6.121745389,25.16359891,Muskmelon\r\n98,26,49,27.29035669,90.53330091,6.130160473,23.49535234,Muskmelon\r\n113,20,48,27.46583649,94.87679041,6.440584681,27.27899847,Muskmelon\r\n101,17,47,29.49401389,94.72981338,6.185053234,26.30820876,Muskmelon\r\n98,7,45,27.79161808,92.51054946,6.157724816,26.85422624,Muskmelon\r\n93,22,48,29.12533739,91.52291141,6.776987974,21.90440445,Muskmelon\r\n95,21,47,27.93114233,93.56161439,6.431970877,20.66127836,Muskmelon\r\n109,12,48,29.45771748,92.12534736,6.708743843,20.76212031,Muskmelon\r\n118,12,47,27.96872279,92.17444796,6.010739645,28.94766949,Muskmelon\r\n100,14,49,29.48882958,91.07574233,6.365956658,26.01909355,Muskmelon\r\n89,9,47,29.47156259,90.77069618,6.668382766,28.75226067,Muskmelon\r\n95,16,46,27.0767265,90.14362622,6.74669542,24.4514648,Muskmelon\r\n95,7,45,27.30008597,90.80015308,6.031665834,25.09484511,Muskmelon\r\n87,6,45,29.82729394,90.79007335,6.40077205,22.84203589,Muskmelon\r\n93,20,50,29.93061247,93.22980899,6.448792689,24.34814338,Muskmelon\r\n84,29,49,29.94349168,93.90741192,6.251420275,20.39020503,Muskmelon\r\n111,5,47,28.03306461,91.47355778,6.274452811,21.17924769,Muskmelon\r\n111,5,52,29.8843055,94.0371147,6.135996372,21.0000988,Muskmelon\r\n111,15,54,27.7058373,92.91185695,6.194090172,22.06207161,Muskmelon\r\n89,11,47,29.78714005,94.65343534,6.327822962,27.8659442,Muskmelon\r\n110,15,48,28.57819995,92.86597437,6.212567211,27.5987178,Muskmelon\r\n95,30,52,29.48069921,90.33698678,6.640470863,26.0365768,Muskmelon\r\n115,12,52,27.51492243,94.96218673,6.685553129,21.01796432,Muskmelon\r\n120,25,50,28.05457761,94.81637388,6.327210469,21.84869328,Muskmelon\r\n102,11,45,29.03167341,93.12603235,6.35544263,24.15591199,Muskmelon\r\n94,5,55,28.5854649,91.89216849,6.085682344,26.88372572,Muskmelon\r\n84,18,46,27.08808014,93.42402083,6.781050373,25.32159689,Muskmelon\r\n107,22,54,27.99611732,90.84660317,6.630301421,21.61893763,Muskmelon\r\n80,18,52,27.87317436,91.14849627,6.484799661,24.05207925,Muskmelon\r\n86,18,45,28.96586565,90.71832938,6.566759102,22.25838137,Muskmelon\r\n113,28,48,28.87726019,92.48839665,6.170520518,24.44267592,Muskmelon\r\n115,18,53,29.17052093,94.19790371,6.012480351,22.06994464,Muskmelon\r\n82,20,54,29.34033587,90.01506395,6.541150335,21.44532907,Muskmelon\r\n98,22,47,29.07265321,91.91533173,6.341400922,28.83568362,Muskmelon\r\n117,25,54,28.68275966,92.50969311,6.150686364,29.11187663,Muskmelon\r\n83,15,49,28.92705913,91.39356832,6.438008153,23.20076686,Muskmelon\r\n120,16,51,27.99901833,91.64193051,6.547041903,23.28618248,Muskmelon\r\n111,5,50,27.59350075,91.79742953,6.399891457,24.84266123,Muskmelon\r\n85,21,47,29.87331077,90.60932469,6.186770318,24.69720481,Muskmelon\r\n90,23,54,28.55852465,90.45773041,6.159020864,27.26588346,Muskmelon\r\n99,29,55,29.19378695,91.46241065,6.660954816,26.48240255,Muskmelon\r\n102,11,47,27.98780984,92.78226196,6.504906979,27.14509034,Muskmelon\r\n80,18,51,28.05380704,91.81758779,6.706053225,20.76582087,Muskmelon\r\n87,21,52,27.3506296,94.2911951,6.067665498,27.21244021,Muskmelon\r\n114,8,52,29.34081108,94.5513539,6.419083092,28.22908103,Muskmelon\r\n99,6,46,28.61475136,94.22253035,6.39637861,28.98574189,Muskmelon\r\n89,25,50,27.04863538,91.34685096,6.375923383,25.08146686,Muskmelon\r\n96,13,55,29.5275305,94.57459443,6.700337732,21.13545688,Muskmelon\r\n82,26,47,28.50416396,93.46806467,6.565312653,24.20007242,Muskmelon\r\n106,21,52,28.89578588,94.78993038,6.286515359,23.0362503,Muskmelon\r\n90,15,52,27.04927452,91.3821731,6.448061578,23.65747461,Muskmelon\r\n106,16,54,28.96017885,91.69532178,6.585872508,24.7458198,Muskmelon\r\n24,128,196,22.75088787,90.69489172,5.521466996,110.4317855,Apple\r\n7,144,197,23.8494014,94.34814995,6.133220586,114.0512495,Apple\r\n14,128,205,22.60800988,94.58900601,6.226289556,116.0396587,Apple\r\n8,120,201,21.18667419,91.13435689,6.321152192,122.233323,Apple\r\n20,129,201,23.41044706,91.69913296,5.587905967,116.0777931,Apple\r\n32,137,204,22.86006627,93.12859895,5.824151693,117.7296726,Apple\r\n27,139,205,22.48403042,93.40819246,5.772179946,105.5473627,Apple\r\n0,123,205,22.02775403,92.96129462,5.790993052,121.1349176,Apple\r\n22,144,196,21.91191314,91.68748063,6.499226821,117.0761277,Apple\r\n1,124,199,23.71059131,93.27392415,5.658473817,112.6676589,Apple\r\n30,122,197,21.37784654,92.72043743,5.573241391,106.1417017,Apple\r\n29,121,196,22.84852833,94.32130209,6.079497202,123.5977843,Apple\r\n13,126,204,23.1094265,92.79630809,6.383180271,108.183792,Apple\r\n9,139,199,23.25230817,94.54128292,5.867420996,105.3558408,Apple\r\n0,133,200,23.67287749,90.4935574,5.708418722,104.2298028,Apple\r\n30,143,199,23.76881552,90.59810302,5.7983508,102.2648546,Apple\r\n36,140,198,23.34386401,91.47684705,6.28188384,104.4267991,Apple\r\n37,137,199,22.63946441,90.18451645,5.697945522,108.3405879,Apple\r\n33,121,203,22.45696744,94.76285385,5.605934087,114.8407725,Apple\r\n7,144,195,22.96388477,93.58065995,5.85648105,104.6472986,Apple\r\n35,128,205,21.07273439,93.56585985,6.041053829,107.8737015,Apple\r\n29,128,198,22.44075021,92.70785115,5.685062404,121.4977331,Apple\r\n2,143,196,22.71271308,90.45261746,5.669489065,109.8852597,Apple\r\n34,140,198,21.70416965,93.44006288,5.751707342,115.1781396,Apple\r\n29,144,204,22.43324518,92.48667725,5.800448951,119.1025189,Apple\r\n32,141,203,21.25941052,92.84416234,5.821347769,109.0658471,Apple\r\n13,144,197,22.9215706,94.89613443,6.28022267,105.6941544,Apple\r\n25,143,198,22.81212536,91.51861705,6.027314401,107.855225,Apple\r\n9,137,200,21.12152071,90.6878768,5.636687393,102.8017203,Apple\r\n6,144,198,21.11478672,90.31528693,5.559363609,104.5086618,Apple\r\n37,126,196,23.59997268,90.97597665,5.596449493,107.1728191,Apple\r\n2,120,203,23.12652652,94.71203306,5.893492999,108.6211833,Apple\r\n11,143,197,22.98458907,93.3204487,5.875718516,122.1952483,Apple\r\n10,141,201,22.12659387,90.97818277,6.386021424,104.5412275,Apple\r\n24,142,202,22.53779727,91.48135786,5.710819862,101.8474768,Apple\r\n23,138,195,22.49095104,91.70292746,5.795985716,124.3915101,Apple\r\n18,125,204,22.35548159,94.47811755,6.046673619,116.7366261,Apple\r\n13,121,196,22.20700989,93.50574163,6.443382913,120.1593771,Apple\r\n26,122,202,22.44516988,94.73763514,5.617227184,107.1843273,Apple\r\n28,123,202,22.76643029,92.12438519,6.442289294,120.4359949,Apple\r\n26,121,201,22.19109412,90.02575116,6.162034371,112.3126628,Apple\r\n21,137,196,23.6119202,91.70293849,5.812781806,123.5900822,Apple\r\n21,135,198,23.86087054,94.92048112,5.765015126,105.0241329,Apple\r\n5,144,205,21.42177231,92.62665309,6.184922574,102.8045658,Apple\r\n2,123,205,22.36629253,90.78572467,5.739652177,124.9831618,Apple\r\n15,133,199,23.99686172,91.61001707,5.824778636,117.6102915,Apple\r\n31,130,198,21.80129837,92.73446667,5.554823557,120.0586671,Apple\r\n25,143,200,23.80436344,92.80441624,6.024248787,100.6192543,Apple\r\n16,143,204,23.71475278,91.53331177,5.631333387,121.8961665,Apple\r\n19,122,202,23.34467359,90.37981478,5.811975094,112.8954016,Apple\r\n10,125,196,22.31253665,90.03577124,5.730557448,113.0688155,Apple\r\n20,139,202,23.50201428,92.21083961,5.66999105,107.9868949,Apple\r\n28,123,198,23.46260321,91.45665004,5.682751473,111.7763395,Apple\r\n28,136,200,23.06204373,92.39544055,6.245858905,114.7399101,Apple\r\n2,131,199,22.47420512,91.22759742,6.017370134,124.2179699,Apple\r\n2,140,197,22.69780133,92.82223419,5.53456749,105.0508234,Apple\r\n27,138,201,23.66682067,93.90191078,5.952367662,105.4004751,Apple\r\n30,127,204,22.50050273,92.45878335,6.126436584,100.9343903,Apple\r\n32,145,203,23.83053666,90.84422164,6.406818518,109.5966791,Apple\r\n29,139,205,23.64142354,93.74461474,6.155939453,116.6912176,Apple\r\n26,126,195,21.41363812,92.99124545,5.878568981,118.3979065,Apple\r\n40,136,202,22.85267372,94.5764581,5.935336308,117.5314026,Apple\r\n6,124,200,22.98208095,93.84505029,5.971332179,109.5852253,Apple\r\n35,138,200,21.19909519,90.80819418,5.67130617,103.6838922,Apple\r\n17,136,196,23.87192332,90.49939035,5.882155988,103.0548094,Apple\r\n33,134,205,21.0365275,94.33919546,6.08551916,114.7412734,Apple\r\n16,143,197,22.61711614,93.51978375,5.90402645,116.9256766,Apple\r\n27,120,200,21.45278675,90.74531921,6.110218826,116.7036582,Apple\r\n29,145,205,22.81227579,92.12992101,6.212302608,109.3383552,Apple\r\n3,141,197,21.98141856,91.12719303,6.142803397,115.4789148,Apple\r\n15,123,204,22.52709326,92.54780429,6.365972688,115.3830068,Apple\r\n5,136,195,22.35628673,91.92360477,6.264202804,107.7697413,Apple\r\n10,136,204,21.19852186,92.15595143,6.276198595,105.8554351,Apple\r\n7,141,195,23.8812458,93.45067555,5.514253142,104.9116663,Apple\r\n2,129,201,22.78234161,94.36803516,5.682343744,122.1449949,Apple\r\n29,138,197,22.19055385,92.43764169,5.830892252,121.6622761,Apple\r\n30,137,200,22.91430043,90.70475565,5.603413172,118.6044645,Apple\r\n29,132,204,23.08950736,90.22507299,6.0967531,108.2166601,Apple\r\n14,139,197,21.72484506,92.83975602,6.056529526,121.6961761,Apple\r\n18,125,203,22.44307715,91.59234006,6.160267496,102.5565807,Apple\r\n33,143,204,21.1316077,91.95769858,5.814434775,122.5391946,Apple\r\n40,144,196,22.71750705,92.25479855,5.987262638,107.0289866,Apple\r\n9,143,197,23.75033085,92.88160462,5.570020684,117.6602827,Apple\r\n38,135,203,23.76121837,93.661643,5.965551311,100.825956,Apple\r\n28,130,196,22.13450646,94.67695747,6.062356467,112.9203223,Apple\r\n35,142,203,21.17089176,90.23730166,5.895319002,123.6495149,Apple\r\n12,129,205,22.36238282,91.15761594,6.119432215,118.6832725,Apple\r\n1,135,203,22.77856513,92.70124029,5.624203283,113.7759219,Apple\r\n0,145,205,21.22503442,90.09877774,5.52078314,113.9760462,Apple\r\n31,121,201,23.15791104,90.34396882,5.731535258,110.712841,Apple\r\n35,131,203,22.42776057,93.91722423,5.893490899,102.7230739,Apple\r\n29,140,195,23.64082979,90.95257927,5.560521058,116.7431319,Apple\r\n33,138,198,22.29423493,90.69033986,6.222390798,122.7418744,Apple\r\n14,140,197,23.35225078,90.90054697,6.071255131,113.0381382,Apple\r\n35,145,195,22.03911546,94.58075845,6.231950009,110.9804014,Apple\r\n40,120,197,23.80593812,92.48879468,5.889480679,119.6335548,Apple\r\n25,132,198,22.31944084,90.85174383,5.732757516,100.1173443,Apple\r\n31,137,196,22.14464104,93.82567435,6.400321212,120.6310784,Apple\r\n36,144,196,23.65167552,94.50528753,6.496934492,115.3611268,Apple\r\n10,140,197,22.16939473,90.27185592,6.229498836,124.4683112,Apple\r\n22,30,12,15.78144173,92.51077745,6.354006744,119.035002,Orange\r\n37,6,13,26.03097313,91.50819306,7.511755068,101.2847738,Orange\r\n27,13,6,13.36050601,91.35608208,7.335158382,111.2266885,Orange\r\n7,16,9,18.87957654,92.04304496,7.813916603,114.6659511,Orange\r\n20,7,9,29.47741671,91.57802915,7.129136941,111.1727497,Orange\r\n26,27,10,28.06903173,92.91487288,6.079998496,114.1339416,Orange\r\n5,23,15,25.66901098,92.04670813,7.408939392,112.5424199,Orange\r\n0,18,14,29.77149434,92.00719952,7.207991261,114.4161786,Orange\r\n39,24,14,30.55472573,90.90343769,7.189259647,106.0711985,Orange\r\n13,23,6,23.96147583,90.26408017,7.365338111,102.6958703,Orange\r\n21,17,15,23.98289638,91.5473145,7.455991072,118.4901697,Orange\r\n33,12,8,25.26052689,90.31153735,6.822282114,117.3695296,Orange\r\n6,9,12,31.08368929,90.14362642,7.028746406,109.6894658,Orange\r\n19,7,10,14.78003032,91.22062116,6.118430299,100.1961762,Orange\r\n24,18,6,26.56608303,94.45239715,6.285312759,116.3796525,Orange\r\n9,11,8,24.85903405,94.39000473,6.559236744,111.7803734,Orange\r\n31,8,7,34.51465139,93.63812684,7.163245982,103.5684926,Orange\r\n22,17,5,24.12188673,90.72351622,6.945562889,102.835632,Orange\r\n13,5,8,23.85340379,90.10522549,7.474710503,103.923226,Orange\r\n16,8,9,24.60297538,91.28408653,7.601189843,111.2948115,Orange\r\n4,13,6,15.63211033,94.25966183,7.561143224,101.4705704,Orange\r\n0,25,14,19.33516809,91.97978938,6.361671475,116.450422,Orange\r\n8,7,10,28.2620488,91.98317355,6.929216014,105.2132259,Orange\r\n4,23,5,22.67594476,93.36348717,7.477935216,110.3332655,Orange\r\n33,14,8,21.03200078,92.9641969,7.684420446,110.6823944,Orange\r\n30,7,15,33.23453301,91.06053924,7.825531916,115.7659902,Orange\r\n21,29,12,22.30318989,92.15987039,6.438668989,117.3688104,Orange\r\n11,14,5,11.50322938,94.8933184,6.946354724,115.5683776,Orange\r\n9,8,15,14.34320488,94.35734702,7.994465371,110.2223123,Orange\r\n5,18,14,33.1056981,93.48447453,7.434118807,119.1709113,Orange\r\n29,25,14,30.49183837,90.4582865,7.781988584,113.3302105,Orange\r\n33,12,15,30.25578031,92.03272799,6.052318465,116.7173125,Orange\r\n8,16,6,12.22816189,90.26457428,7.106650373,108.4161706,Orange\r\n15,14,8,10.01081312,90.22399223,6.22094286,119.3941064,Orange\r\n16,7,8,22.79196751,90.60901895,6.420457311,116.5084074,Orange\r\n0,12,7,20.18432263,90.65458473,6.969249676,116.8130969,Orange\r\n5,25,6,30.72119881,94.01331956,6.011302181,106.8118019,Orange\r\n6,8,11,24.35590861,92.39651663,6.600948788,119.6946577,Orange\r\n10,5,5,21.21306973,91.35349216,7.817846496,112.9834361,Orange\r\n1,17,6,10.78689755,91.38411917,6.8198271,117.5293447,Orange\r\n1,30,10,11.89925671,91.34663797,7.291405641,103.5771468,Orange\r\n0,23,15,22.56664172,93.37488907,7.598729065,109.8585753,Orange\r\n24,27,9,18.86883219,93.24688124,6.157135092,119.3936976,Orange\r\n36,11,13,17.34083741,93.04897191,7.1917274,112.7194284,Orange\r\n40,21,8,34.90665289,92.87820148,7.418761774,102.1906333,Orange\r\n40,22,6,24.53610067,91.90997228,6.488221135,115.9787989,Orange\r\n32,18,13,13.8377282,91.74780462,6.044167236,107.9873218,Orange\r\n9,10,10,22.3551049,93.52211892,6.010391864,101.5164589,Orange\r\n13,16,8,34.74004942,93.12316972,6.949838549,100.1967854,Orange\r\n15,9,11,11.54785707,94.14861001,7.907956251,108.8289171,Orange\r\n29,11,5,23.13338811,91.94670335,7.639788459,104.4224145,Orange\r\n1,15,9,29.98364695,94.55239717,7.53350946,115.3560318,Orange\r\n18,5,11,20.87947369,90.93756231,6.251586885,102.4550786,Orange\r\n14,22,9,17.24944623,91.13772765,6.543191814,112.5090516,Orange\r\n33,15,7,15.83388699,91.68293851,7.651225301,109.7571416,Orange\r\n4,6,7,23.01014302,91.11764246,6.708889665,112.6738296,Orange\r\n17,16,14,16.39624284,92.18151927,6.625538653,102.944161,Orange\r\n12,20,10,24.45132792,93.10527686,6.528354932,109.4711098,Orange\r\n34,29,8,31.87859192,91.15248149,6.450640306,105.3437825,Orange\r\n39,28,10,31.34920143,91.48247612,7.181907673,109.1549823,Orange\r\n31,25,12,18.05142392,90.03969587,7.016482298,111.7793889,Orange\r\n12,6,8,30.84835031,92.86773675,6.388617138,107.4142681,Orange\r\n12,29,13,22.45616931,91.52781832,7.57125447,118.0069295,Orange\r\n26,11,11,13.70319166,90.95589386,7.609348255,106.2944879,Orange\r\n19,24,15,20.48954522,93.72485075,7.137136973,111.8391951,Orange\r\n39,21,9,13.20844373,94.02769434,6.354022554,106.2696156,Orange\r\n16,29,13,32.31944397,93.67804556,6.196907944,117.6236473,Orange\r\n36,29,13,20.68185224,90.91510525,7.829507245,109.7513927,Orange\r\n37,23,12,31.52675982,90.50621806,6.395258356,113.1169398,Orange\r\n39,9,15,25.35467646,91.81183218,7.992041984,116.7555937,Orange\r\n31,5,14,17.66545409,91.69865887,6.583411671,110.6857506,Orange\r\n18,12,8,12.59093977,91.81668769,6.206053072,119.3916718,Orange\r\n20,20,10,11.86631922,93.68394562,6.976997772,106.060149,Orange\r\n5,8,5,11.03367937,92.22706805,6.562594972,112.7715925,Orange\r\n20,8,12,25.2990432,94.96419851,7.260416405,117.9733424,Orange\r\n25,21,11,32.23797837,90.15406807,6.460044778,104.7052254,Orange\r\n14,19,14,17.68408797,94.35815354,6.699164936,108.0638166,Orange\r\n37,18,12,10.2708877,90.19147747,7.401121811,106.6955204,Orange\r\n26,15,6,17.22034507,94.78797376,6.912033409,108.0054343,Orange\r\n13,22,5,19.667056,90.50096668,7.764040111,100.1737964,Orange\r\n32,25,9,10.35609594,93.75652041,7.796034006,101.1456947,Orange\r\n19,7,9,27.255435,91.71369387,6.969883483,101.139435,Orange\r\n28,7,9,34.5917846,92.13229786,6.730757538,115.5650287,Orange\r\n24,30,11,32.39523995,94.51768464,6.601395755,113.25373,Orange\r\n7,17,10,10.16431299,91.22320999,6.465913274,106.362551,Orange\r\n18,23,8,21.49118657,93.43949693,6.41354791,101.4819888,Orange\r\n7,20,12,16.53460397,94.76759975,6.475275337,110.0447896,Orange\r\n20,23,11,31.8520694,90.12220323,6.407715561,109.9455062,Orange\r\n18,14,11,28.04799508,90.00621688,6.550814117,117.1311498,Orange\r\n34,11,10,31.75048899,94.59551226,7.36220835,115.1989301,Orange\r\n20,29,10,29.07412717,93.27189064,7.36549204,100.7896871,Orange\r\n37,24,13,19.14381903,90.71037456,7.8546243,108.0230792,Orange\r\n12,8,10,16.14820285,91.4448027,7.995848977,107.4287664,Orange\r\n34,10,14,34.05296914,92.05811721,6.725600855,116.8020848,Orange\r\n6,13,9,34.51423957,90.56151463,7.786725333,118.3271968,Orange\r\n27,30,5,32.71748548,90.54608254,7.656978112,113.328978,Orange\r\n13,8,12,25.16296632,92.54736032,7.105904818,114.3117197,Orange\r\n6,7,7,27.68167318,94.47316879,7.199106204,113.9995146,Orange\r\n40,17,15,21.35093384,90.9492967,7.871063004,107.0862095,Orange\r\n31,26,9,11.69894639,93.25638873,7.566165721,103.2005992,Orange\r\n61,68,50,35.21462816,91.49725058,6.793245417,243.0745066,Papaya\r\n58,46,45,42.39413392,90.79028064,6.576261427,88.46607497,Papaya\r\n45,47,55,38.4191628,91.14220381,6.751452932,119.2653877,Papaya\r\n39,65,53,35.33294932,92.11508608,6.560743093,235.6133585,Papaya\r\n31,68,45,42.92325255,90.07600528,6.938313356,196.2408242,Papaya\r\n70,68,45,33.83508569,92.85470152,6.991626158,203.4044028,Papaya\r\n68,62,50,33.20258348,92.76437927,6.977700268,197.5282582,Papaya\r\n34,65,47,23.48546973,93.71043692,6.833768535,191.7760562,Papaya\r\n38,68,54,29.33710543,90.81781439,6.739170045,202.0572747,Papaya\r\n69,64,47,40.21199348,94.50766912,6.993473247,186.6762324,Papaya\r\n58,51,47,42.13473976,91.70445386,6.757470637,197.402901,Papaya\r\n59,47,53,32.86316618,91.4618874,6.850663232,47.271547,Papaya\r\n44,64,54,29.80744318,91.38048469,6.74274935,232.7046126,Papaya\r\n56,57,48,31.56213762,93.0484859,6.506120752,63.62250788,Papaya\r\n69,60,54,36.32268069,93.06134398,6.98992719,141.1736926,Papaya\r\n56,58,49,37.13165026,94.60761797,6.69215564,172.4788062,Papaya\r\n49,55,53,38.4418717,93.63739039,6.544029776,77.71566883,Papaya\r\n38,51,52,32.66160599,90.78931681,6.927803911,78.85085502,Papaya\r\n54,65,47,27.92765919,91.55594211,6.721835879,149.9107557,Papaya\r\n57,57,51,39.01793345,91.48815629,6.99223441,105.8841531,Papaya\r\n39,52,53,32.51247398,94.65904123,6.704204398,51.07048113,Papaya\r\n58,67,45,38.72382798,91.72514851,6.702424548,62.62377075,Papaya\r\n61,64,52,43.30204933,92.83405443,6.641098708,110.562229,Papaya\r\n34,62,55,27.58548913,90.72526502,6.585346229,238.5008779,Papaya\r\n31,48,45,40.78881819,92.90951393,6.563134737,132.7923586,Papaya\r\n47,46,52,23.19451074,91.40301608,6.502289473,206.3999208,Papaya\r\n32,68,52,32.68067385,92.61715632,6.800321319,248.8592986,Papaya\r\n36,59,46,34.28879307,93.61082872,6.721130543,127.2509777,Papaya\r\n61,51,51,39.30050027,94.16193416,6.574677594,120.9512466,Papaya\r\n70,54,46,39.73149053,91.12220596,6.919342407,122.7628653,Papaya\r\n44,56,49,39.23342464,91.25589286,6.519779583,64.4478499,Papaya\r\n34,68,51,27.34734861,94.17756725,6.687088098,40.35153141,Papaya\r\n50,59,47,40.76998685,92.09278584,6.747975732,209.8678411,Papaya\r\n39,70,52,26.26559543,90.79668055,6.65149129,59.49373381,Papaya\r\n34,61,49,28.12971499,93.3210737,6.502675132,117.8201907,Papaya\r\n44,60,55,34.2804607,90.55561637,6.825371185,98.54047745,Papaya\r\n31,62,52,33.7960155,93.00754254,6.99104104,182.026807,Papaya\r\n65,62,51,31.53243779,90.87394933,6.511624841,207.0735119,Papaya\r\n44,57,53,42.30495821,90.51431779,6.93172108,74.876786,Papaya\r\n50,47,48,24.63676897,90.61964344,6.712772333,218.2299187,Papaya\r\n43,50,48,28.28222883,91.37059792,6.63016515,179.2720807,Papaya\r\n60,46,53,24.48620746,92.98254537,6.761953186,183.49095,Papaya\r\n70,68,55,42.84609252,94.63548176,6.691202286,78.8099639,Papaya\r\n59,62,52,43.67549305,93.10887229,6.608667684,103.8235658,Papaya\r\n60,58,51,42.07213781,92.92203105,6.840802254,165.7412972,Papaya\r\n42,60,47,33.46873719,92.12746225,6.834808348,136.8277041,Papaya\r\n35,66,47,31.7018373,91.66232213,6.953439161,48.83810592,Papaya\r\n34,65,48,41.41968393,90.03863107,6.665024508,199.3096432,Papaya\r\n36,54,46,42.54744013,94.94482086,6.662875839,214.4103848,Papaya\r\n39,64,52,28.91842453,94.63676767,6.678695788,63.68794608,Papaya\r\n37,52,47,43.08022702,93.90305729,6.54277684,211.8529059,Papaya\r\n33,47,46,29.20300896,93.96834049,6.839443833,209.4083305,Papaya\r\n34,48,48,41.04224355,91.37258067,6.805277038,181.527598,Papaya\r\n49,54,50,25.62446619,93.18240298,6.762522087,97.26336657,Papaya\r\n40,65,49,35.32876402,91.06138506,6.678449318,163.9069365,Papaya\r\n68,52,49,24.42561272,92.27749066,6.577192175,63.35298768,Papaya\r\n50,46,52,31.18298415,90.21646909,6.734005648,54.01872359,Papaya\r\n65,63,50,31.88342554,91.3256535,6.524459342,79.27201575,Papaya\r\n40,49,47,42.93368602,91.1756748,6.501521192,246.3613268,Papaya\r\n42,53,48,23.11407669,94.31994776,6.758479569,231.5153161,Papaya\r\n49,55,51,24.87212063,93.90560147,6.676578778,135.1694525,Papaya\r\n59,62,49,43.36051537,93.35191636,6.941496806,114.778071,Papaya\r\n63,58,47,26.83054058,90.75379971,6.864143752,144.6656444,Papaya\r\n70,65,52,30.42012134,93.12659793,6.583528529,75.95295,Papaya\r\n63,50,52,28.64555584,93.22642604,6.751747609,115.8163936,Papaya\r\n40,64,47,32.50037548,93.47888842,6.893509446,71.73759526,Papaya\r\n63,58,50,43.03714283,94.6428898,6.720744449,41.5856585,Papaya\r\n45,58,49,30.10773379,90.34546355,6.827812549,75.24521981,Papaya\r\n66,69,47,23.69212243,93.61055571,6.912299695,87.53393983,Papaya\r\n54,67,52,35.67667332,93.30641944,6.586107335,141.3381168,Papaya\r\n69,67,52,27.71948962,94.43877142,6.827305908,82.83061083,Papaya\r\n67,68,49,35.26824831,92.38282957,6.821774589,149.8488208,Papaya\r\n45,57,47,23.16855863,90.78821158,6.656458831,161.6892093,Papaya\r\n56,50,52,33.08706051,92.25197542,6.770384816,88.1300769,Papaya\r\n70,50,53,37.4620912,90.44967809,6.933809743,172.3458448,Papaya\r\n44,47,45,38.73218907,94.73613484,6.579441304,218.142147,Papaya\r\n50,60,47,32.57720726,92.74889453,6.92791761,93.7942847,Papaya\r\n52,51,53,38.38231475,93.10378595,6.985804083,210.2735346,Papaya\r\n35,68,45,42.93605359,90.09448142,6.612429546,234.8466111,Papaya\r\n68,69,52,25.65492304,92.74501561,6.813383387,52.95477913,Papaya\r\n32,55,52,37.58899717,91.99740365,6.9677596,159.6577388,Papaya\r\n32,55,51,29.60718808,93.15642801,6.57398033,62.68710535,Papaya\r\n48,62,47,25.34756111,93.02871078,6.803094965,174.4012337,Papaya\r\n39,69,53,25.9300384,93.02357765,6.964955435,241.8202079,Papaya\r\n49,61,45,32.76795887,94.57377401,6.764213299,240.4795923,Papaya\r\n48,57,54,29.02328049,90.20396783,6.617703178,126.8069869,Papaya\r\n69,66,49,40.00439101,90.17015833,6.52711001,92.11877372,Papaya\r\n53,55,55,33.32315744,91.25271223,6.709668804,234.496633,Papaya\r\n38,61,52,31.22790131,94.94021378,6.620729882,46.44279118,Papaya\r\n57,64,55,26.68386496,92.9585411,6.583760499,62.50689682,Papaya\r\n51,57,55,24.70528368,90.14732171,6.676407337,108.4103158,Papaya\r\n56,65,45,38.2016825,93.97379963,6.751298936,218.0908814,Papaya\r\n54,66,52,36.56769731,93.79503425,6.867554147,104.4218596,Papaya\r\n58,55,47,26.05375792,93.69111672,6.742490027,240.6863901,Papaya\r\n68,70,54,31.29986342,92.76039164,6.986228647,54.77830202,Papaya\r\n42,59,55,40.10207731,94.35110201,6.979102243,149.1199989,Papaya\r\n43,64,47,38.58954491,91.58076549,6.825664782,102.2708231,Papaya\r\n35,67,49,41.31330062,91.1508798,6.617066674,239.7427554,Papaya\r\n56,59,55,37.03551903,91.79430166,6.551892638,188.5181422,Papaya\r\n39,64,53,23.0124018,91.07355541,6.598860305,208.3357976,Papaya\r\n18,30,29,26.7627493,92.86056895,6.420018717,224.5903664,Coconut\r\n37,23,28,25.61294367,94.3138837,5.740054567,224.3206759,Coconut\r\n13,28,33,28.130115,95.64807631,5.686972967,151.0761899,Coconut\r\n2,21,35,25.02887163,91.53720922,6.293662363,179.8248944,Coconut\r\n10,18,35,27.79797651,99.64573002,6.381975465,181.6942283,Coconut\r\n7,11,32,29.25902906,95.11294697,5.542169139,184.7624496,Coconut\r\n39,5,31,27.10134661,93.69979946,5.551963184,150.9502632,Coconut\r\n34,6,27,25.84726298,90.92669463,5.860740481,147.8888994,Coconut\r\n31,30,29,26.58580443,90.98617591,5.558807063,178.8116076,Coconut\r\n25,7,35,28.38503882,99.18843684,5.55771171,189.6711349,Coconut\r\n16,18,26,28.43647052,91.81320717,5.568365926,145.5414413,Coconut\r\n26,10,33,28.27298134,96.93649473,6.07071786,198.8234862,Coconut\r\n27,8,32,27.00648436,96.46168931,5.627860549,144.3331315,Coconut\r\n37,18,30,27.63551259,99.34854917,6.38488418,157.9171537,Coconut\r\n19,15,34,26.29644905,99.65809151,5.685889066,215.9195049,Coconut\r\n0,19,33,27.1326009,95.23797989,6.234458417,204.7206567,Coconut\r\n31,20,26,25.56567803,97.61361544,6.443168642,199.7936345,Coconut\r\n9,17,32,25.94951662,93.40548703,5.842317989,172.0540491,Coconut\r\n22,11,29,28.03380598,95.01630593,5.955742971,218.0055713,Coconut\r\n31,6,26,29.12859129,91.30924833,5.741367375,157.2388553,Coconut\r\n34,6,30,27.0828252,97.00155491,5.948342571,171.7575545,Coconut\r\n24,6,32,28.11321494,90.01734526,6.387067562,172.4813641,Coconut\r\n1,8,26,27.5136304,94.18955816,5.562911913,156.6732553,Coconut\r\n31,13,33,27.63834933,95.48763389,5.85971872,205.5463111,Coconut\r\n10,9,28,29.01256899,94.01014388,6.282955073,150.0500312,Coconut\r\n36,27,26,26.58413917,95.78923137,6.25449571,171.6262299,Coconut\r\n38,24,33,28.28905147,97.00396405,5.973853124,142.9403233,Coconut\r\n11,6,25,28.69164799,96.65248672,6.081568052,178.9635457,Coconut\r\n16,14,30,29.70931288,96.30484325,6.37466756,209.8453993,Coconut\r\n33,14,35,27.14865285,96.66355213,6.027707171,149.2433497,Coconut\r\n16,6,29,29.28725038,91.95614918,5.868285082,132.1491176,Coconut\r\n32,11,31,25.06871967,93.31410447,6.205931638,134.8419069,Coconut\r\n38,14,30,26.92449525,91.20106019,5.570745386,194.9022136,Coconut\r\n8,6,33,28.27804288,93.64761266,6.095261013,171.9457959,Coconut\r\n23,6,33,29.18032562,92.73041222,6.025789594,204.9603677,Coconut\r\n29,25,35,28.3575072,91.64509299,5.542873799,160.7306991,Coconut\r\n24,14,33,29.38072512,93.27565685,6.366219551,218.5241851,Coconut\r\n32,12,30,25.39241091,98.08951196,5.579845008,218.080385,Coconut\r\n30,25,31,26.31270635,98.62048026,5.804965067,208.1181381,Coconut\r\n14,21,35,29.52501367,91.91185319,6.121005506,194.3100272,Coconut\r\n27,22,29,28.83214859,92.17170353,6.000248647,145.4172387,Coconut\r\n40,5,29,28.48444906,97.76865458,5.820978791,160.389421,Coconut\r\n17,11,32,28.74013335,93.39676499,5.620733794,156.7650823,Coconut\r\n30,30,35,25.00872392,95.59224018,6.001936419,165.8092179,Coconut\r\n28,10,30,29.8690834,91.14723422,6.305740522,192.7678575,Coconut\r\n39,7,29,27.54273211,94.59086121,6.362544111,150.2012138,Coconut\r\n32,20,35,26.52166434,98.38227669,5.588655387,144.6261698,Coconut\r\n7,15,32,25.03512351,95.89739958,6.182232762,174.796583,Coconut\r\n29,17,29,29.20394909,95.66997327,5.959493188,211.2506267,Coconut\r\n34,15,34,27.05826457,91.10510371,5.677282678,224.7006953,Coconut\r\n14,23,25,26.18552389,96.96637916,5.612122797,135.4186222,Coconut\r\n18,19,29,27.59376845,92.48519606,6.206077742,162.8432736,Coconut\r\n7,21,35,25.76011662,94.65830608,5.764812076,131.2451414,Coconut\r\n24,27,34,28.87862994,95.11320315,6.203376525,145.0583117,Coconut\r\n39,29,29,26.50908611,94.48414544,6.143662699,199.8778403,Coconut\r\n29,8,28,26.87037587,91.72546257,6.100429497,214.4128874,Coconut\r\n10,24,27,27.57283516,94.90485697,5.708409601,145.9298935,Coconut\r\n0,29,32,28.05912437,98.3670985,5.868255858,171.6516396,Coconut\r\n32,11,31,29.51611558,92.56492864,6.461225827,131.2116167,Coconut\r\n37,10,32,28.96318258,95.16333673,6.165084855,222.803013,Coconut\r\n20,29,27,25.09897688,92.36099489,6.047044342,157.7592626,Coconut\r\n31,29,35,27.1872282,92.19906776,6.137102505,141.3220576,Coconut\r\n17,30,27,29.03065024,90.79093862,5.894027065,205.5720367,Coconut\r\n1,12,30,27.754298,95.94643831,5.56222383,131.0900076,Coconut\r\n6,13,29,27.31155708,99.96906006,5.832608028,201.8258633,Coconut\r\n15,28,32,28.84270971,99.64328526,6.218571874,224.4016682,Coconut\r\n27,24,29,26.61423461,96.97300803,6.142010637,191.006688,Coconut\r\n3,23,30,29.70143197,95.65754365,6.078807239,215.1968037,Coconut\r\n8,26,26,25.54759871,91.64194826,5.702484758,212.867626,Coconut\r\n20,28,26,26.37978453,91.49882979,5.547594847,167.0470997,Coconut\r\n26,18,27,27.45907759,92.90736493,5.836075368,142.1430003,Coconut\r\n1,6,35,27.02269204,95.71935435,6.231662767,147.1682459,Coconut\r\n27,30,31,28.98545306,90.73966792,5.718120393,148.8398374,Coconut\r\n23,7,34,26.1055118,91.52421214,5.852038202,134.1279669,Coconut\r\n0,26,31,25.0707247,95.02156793,5.547933273,192.9036306,Coconut\r\n38,6,25,25.54963273,96.92786777,6.156259104,191.2996157,Coconut\r\n25,12,26,28.56973521,95.67906668,6.436314406,134.8370348,Coconut\r\n40,5,32,26.07010807,96.7036223,5.981169595,143.533473,Coconut\r\n0,19,31,25.51791333,94.38420565,6.271952833,178.7297725,Coconut\r\n26,9,32,25.9490364,94.73860514,6.470465614,144.1571109,Coconut\r\n35,30,34,28.2974764,95.41122824,6.141502001,182.4482352,Coconut\r\n19,30,30,29.56549169,91.40896307,5.826381164,224.8315729,Coconut\r\n31,13,33,29.69952329,95.21224392,6.342463714,148.3003692,Coconut\r\n17,29,26,26.14162144,93.28415295,6.071897347,195.4115025,Coconut\r\n2,30,30,26.00175125,94.79998418,6.331051715,209.540094,Coconut\r\n30,13,25,27.15116142,91.48889469,6.413184638,164.9182225,Coconut\r\n8,15,33,28.97318719,98.09861043,5.50158009,213.9011021,Coconut\r\n18,12,35,26.13958446,96.38580769,6.338720873,131.3387935,Coconut\r\n8,28,30,25.51618488,94.33465411,6.015672239,135.1272491,Coconut\r\n40,22,29,27.55821802,99.98187601,5.735364307,174.6256481,Coconut\r\n27,10,33,27.81132822,97.48410555,6.465906333,154.0621221,Coconut\r\n21,20,31,25.60033702,99.7240104,5.855457599,165.8248732,Coconut\r\n3,9,35,26.91641934,99.84671638,6.318552973,225.6323656,Coconut\r\n22,16,27,29.1797902,90.27214288,6.006784979,188.9252083,Coconut\r\n27,8,30,26.44600063,98.29937782,6.008386283,221.2258168,Coconut\r\n22,8,33,28.43572863,95.8840407,5.665785202,203.9283708,Coconut\r\n28,27,32,28.94099669,93.00109012,5.764615485,191.7723087,Coconut\r\n23,21,26,26.45488737,93.45042636,5.901495544,149.2220255,Coconut\r\n37,5,34,25.79490531,93.84150618,5.779032666,152.4238712,Coconut\r\n19,26,29,26.93141945,98.80313612,5.67154928,166.5712879,Coconut\r\n133,47,24,24.40228894,79.19732001,7.231324765,90.8022356,Cotton\r\n136,36,20,23.09595631,84.86275707,6.925412377,71.29581071,Cotton\r\n104,47,18,23.9656349,76.97696717,7.633437412,90.75616738,Cotton\r\n133,47,23,24.88738107,75.62137159,6.827354668,89.76050416,Cotton\r\n126,38,23,25.36243778,83.63276077,6.176716425,88.43618918,Cotton\r\n126,50,19,24.69457084,81.7358876,6.628722836,78.58494391,Cotton\r\n113,41,20,25.0017188,80.53965818,7.256877571,96.32600992,Cotton\r\n121,45,22,22.45942937,81.30681027,6.443785385,64.23026638,Cotton\r\n121,47,16,23.60564038,79.29573149,7.723240151,72.49800885,Cotton\r\n129,60,22,24.58453146,79.12404171,5.947448589,71.94608134,Cotton\r\n107,45,25,23.0865933,83.55546146,7.227745516,71.84080724,Cotton\r\n122,59,18,23.5000992,83.63488952,6.219469084,79.81328183,Cotton\r\n140,38,15,24.1472953,75.88298598,6.021439523,69.91563467,Cotton\r\n102,49,21,24.69315538,84.84422454,6.253343655,89.799462,Cotton\r\n111,40,25,24.484692,84.44932014,6.187455799,90.94342484,Cotton\r\n131,35,18,24.49112609,82.24415809,7.057693366,64.02949379,Cotton\r\n135,43,16,23.47986888,81.73049149,6.720449769,86.76287924,Cotton\r\n100,46,18,24.18586246,76.04203958,6.431689506,69.08056728,Cotton\r\n123,39,24,25.00755095,78.17952126,7.453106264,86.06411872,Cotton\r\n117,56,15,25.99237426,77.0543546,7.368258226,89.1188212,Cotton\r\n121,36,24,23.66457347,81.69105088,7.352401887,99.36898373,Cotton\r\n101,58,18,25.66891439,81.38103349,6.652143699,78.59595817,Cotton\r\n107,42,24,22.04612876,84.62978302,6.144631795,86.00758678,Cotton\r\n100,41,22,22.4204752,84.55794703,7.318802162,93.46595573,Cotton\r\n125,39,21,25.03149561,82.21276599,7.954629324,95.0191318,Cotton\r\n105,60,23,23.53371386,77.21705554,6.207652157,87.54004943,Cotton\r\n102,46,19,22.77076388,82.5993307,6.631005298,81.49543437,Cotton\r\n131,49,22,25.49848236,79.9751579,7.306918817,67.05961949,Cotton\r\n139,35,15,25.248679,83.4630147,5.898293044,86.55517751,Cotton\r\n108,36,19,22.78249615,77.51235009,7.238566893,64.61444234,Cotton\r\n118,45,23,23.37044424,77.43198948,7.977651226,71.67870701,Cotton\r\n107,51,22,24.86560781,78.22080815,5.983075895,79.56866268,Cotton\r\n125,60,17,24.14386157,84.51591287,6.785723961,80.36146974,Cotton\r\n113,37,20,25.03300222,79.04368718,7.393441155,97.10087029,Cotton\r\n131,52,16,23.65724079,84.47601498,6.486068274,88.54479121,Cotton\r\n115,48,16,25.54359718,84.09229796,7.175934962,88.94245493,Cotton\r\n113,38,25,22.00085141,79.47270984,7.388265888,90.42224164,Cotton\r\n111,41,18,23.64328417,78.1258666,6.10539819,80.96157332,Cotton\r\n111,53,19,23.96436009,78.02763149,6.419536555,84.63148859,Cotton\r\n122,48,16,24.65425757,75.6350708,6.307585854,61.82980133,Cotton\r\n108,46,17,24.3017998,84.87668973,6.93221485,65.0247867,Cotton\r\n132,41,22,24.29144926,81.02453404,7.810865753,90.41694635,Cotton\r\n103,42,17,24.29470232,84.61527627,6.527541661,81.05902285,Cotton\r\n133,50,25,25.72180042,81.19666206,7.569454601,99.93100821,Cotton\r\n127,37,18,24.87663664,76.30050373,7.041065585,91.9223468,Cotton\r\n110,39,25,22.60612115,77.34264002,7.208795456,75.13617229,Cotton\r\n131,38,19,23.86814008,75.68339729,6.814341946,90.4547185,Cotton\r\n108,38,24,23.41022496,76.43836957,7.442217061,78.82199603,Cotton\r\n122,40,17,24.96440768,81.31677618,6.854558957,80.03995829,Cotton\r\n111,50,15,25.16820129,80.30351815,7.884550475,84.62419032,Cotton\r\n140,40,17,22.72767171,77.07598065,6.006085786,77.55176318,Cotton\r\n100,40,20,22.45145981,76.25674874,7.432043735,86.84998693,Cotton\r\n123,50,16,23.04920461,75.53835214,6.498052108,70.65644296,Cotton\r\n107,36,21,25.29250148,75.66653335,6.205263534,62.64174227,Cotton\r\n118,50,19,22.95604064,82.33733678,6.360812227,66.48339303,Cotton\r\n103,51,20,22.80213132,84.14668447,7.046607434,91.6389565,Cotton\r\n133,57,19,23.54234715,75.98203329,7.947011366,84.12536744,Cotton\r\n129,47,20,24.41212325,80.80343786,6.281913858,98.60457373,Cotton\r\n116,52,19,22.94276687,75.37170612,6.114525877,67.08022574,Cotton\r\n114,40,23,25.53676123,81.13668716,6.753978061,95.4262599,Cotton\r\n131,60,17,25.32023717,81.79475917,7.425041316,83.46532547,Cotton\r\n107,43,18,22.426733,81.53480799,6.745104394,65.54475812,Cotton\r\n123,44,21,25.78544484,75.00539324,7.641116569,91.39578861,Cotton\r\n112,49,25,25.68959532,77.90621048,6.470135478,66.19426787,Cotton\r\n119,44,15,22.14593688,82.8597549,7.091992365,60.65381719,Cotton\r\n130,59,19,25.07278712,82.50257909,6.520403794,93.51042684,Cotton\r\n127,53,24,22.21506982,76.17851932,6.127939628,70.40557612,Cotton\r\n134,52,18,23.9643129,76.59175937,7.994679507,76.13090645,Cotton\r\n109,36,18,25.40059227,76.53237965,7.524707577,62.5138867,Cotton\r\n100,48,17,23.7805123,83.03878838,7.827877818,66.26555904,Cotton\r\n132,52,19,24.16402322,76.7433897,6.436691764,61.94626051,Cotton\r\n102,37,25,25.31468463,77.91757121,5.907930899,72.82902109,Cotton\r\n111,39,22,22.60361557,80.3509046,6.135025006,88.57395505,Cotton\r\n117,51,15,22.9535715,78.71555832,6.044556594,99.75336197,Cotton\r\n136,36,24,22.74446976,80.41198458,7.59781958,90.07326633,Cotton\r\n134,56,18,23.80834611,83.91902605,6.691268104,70.97358303,Cotton\r\n112,54,15,25.46228792,81.56641891,6.175492306,76.88582484,Cotton\r\n105,56,15,25.96779712,81.97904282,7.272316209,74.14169043,Cotton\r\n140,45,15,25.5308271,80.04662756,5.801047545,99.39557151,Cotton\r\n126,46,25,24.43847399,81.69801729,6.757457943,60.79645852,Cotton\r\n106,49,24,23.03887865,76.47039772,6.983395573,90.64770699,Cotton\r\n121,53,19,23.51308653,76.72621429,7.976889498,80.11272117,Cotton\r\n108,60,17,22.75805656,76.75768356,6.558902588,97.76600619,Cotton\r\n116,56,17,24.71252544,77.7293114,7.979090365,85.249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2398,7.171054239,187.1735424,Jute\r\n84,40,43,25.01157559,88.3313023,7.228268228,169.4168014,Jute\r\n98,43,35,25.40785911,76.44048625,7.319952206,188.6372826,Jute\r\n75,36,44,23.28081,74.27607475,6.613341343,153.7447398,Jute\r\n89,58,35,23.98651719,82.09053379,6.096838784,167.0576456,Jute\r\n91,41,37,24.48556447,83.20630007,6.132570523,192.2316221,Jute\r\n77,48,36,25.86705009,84.09985284,7.36008498,154.8390847,Jute\r\n66,58,35,23.5643831,79.46283115,7.321619041,185.25947,Jute\r\n62,59,41,24.2248758,74.89465426,7.175170657,192.4931257,Jute\r\n82,35,35,25.49386782,86.97061481,7.299076163,176.5268267,Jute\r\n61,41,35,24.97178693,79.47557931,6.842966479,195.7571622,Jute\r\n99,57,38,24.80624984,82.09281674,6.356295568,156.3616174,Jute\r\n70,42,43,23.16814977,76.66724969,6.508342839,157.1215052,Jute\r\n90,59,35,24.25133493,89.86454053,7.098227926,175.1742112,Jute\r\n73,43,42,26.58361011,78.00774772,6.310699968,154.8238864,Jute\r\n67,46,44,26.82489244,78.20392774,7.093328631,153.9199807,Jute\r\n84,37,42,25.49674786,81.13449097,6.691074249,169.9288234,Jute\r\n72,41,36,24.09874353,80.57226761,6.187746776,176.8604109,Jute\r\n71,56,37,23.18866654,86.20899734,6.491506245,176.103677,Jute\r\n64,53,38,26.24347471,78.51063754,6.855362875,183.4065252,Jute\r\n65,54,39,23.75091572,71.14782585,7.124571593,160.0889553,Jute\r\n60,58,37,26.13871511,79.1188943,6.067302109,171.4892533,Jute\r\n86,39,43,26.14576648,71.23690851,6.432051512,193.1007598,Jute\r\n90,50,44,26.91643698,73.48655995,6.253408852,171.4716375,Jute\r\n91,38,36,26.5232969,77.17331847,7.287318723,157.8548562,Jute\r\n87,48,38,23.81579631,80.94023552,7.161865733,190.312216,Jute\r\n72,41,36,26.50838667,86.84264005,6.065898283,152.9801697,Jute\r\n71,54,35,26.63952463,70.95705996,7.311077075,199.3355744,Jute\r\n82,46,41,23.3250131,79.79609448,6.581693772,187.3096148,Jute\r\n71,52,43,26.47549543,73.96164569,6.732826127,180.2513601,Jute\r\n80,43,43,23.78756036,74.36794079,6.014572075,172.6442654,Jute\r\n77,55,43,25.49941707,75.99987588,6.663559451,193.7141828,Jute\r\n95,57,41,23.24925555,73.65346838,6.434610995,184.7674863,Jute\r\n63,47,35,26.98582182,89.05587886,7.432768147,193.8778713,Jute\r\n93,43,38,23.61475336,86.14290267,6.987332927,150.2355238,Jute\r\n87,44,43,23.87484465,86.79261344,6.718725189,177.5147313,Jute\r\n88,52,39,23.92887902,88.07112278,6.880204617,154.6608736,Jute\r\n90,39,37,24.81441246,81.68688879,6.86106911,190.7886386,Jute\r\n90,39,43,24.44743944,82.286484,6.7693455,190.9684885,Jute\r\n84,38,43,26.57421679,73.81994896,7.26158085,159.3223075,Jute\r\n91,21,26,26.33377983,57.36469955,7.261313694,191.6549412,Coffee\r\n107,21,26,26.45288458,55.32222678,7.235070264,144.6861336,Coffee\r\n83,38,35,25.70822684,52.88667115,7.18915558,136.7325092,Coffee\r\n108,24,31,24.12832546,56.18107663,6.431899748,147.2757818,Coffee\r\n116,28,34,23.44372334,60.39523266,6.42321105,122.2103248,Coffee\r\n116,23,25,23.4123707,52.26994674,6.869720196,139.3670753,Coffee\r\n109,31,27,23.05951896,50.40609436,6.973839707,164.4971875,Coffee\r\n89,25,34,23.07895447,63.65861483,7.184801627,129.8765443,Coffee\r\n118,18,32,27.6496114,51.11044023,6.351823783,122.8392822,Coffee\r\n111,32,34,25.46743689,69.35161206,6.392048018,171.3764462,Coffee\r\n84,36,28,26.7350622,55.55164819,6.119892347,140.6305213,Coffee\r\n85,33,25,26.20811417,52.50987966,6.910823945,189.0944824,Coffee\r\n99,15,27,27.0424167,57.27927475,6.501157208,165.6872119,Coffee\r\n81,30,31,24.65090184,51.93952357,7.027585559,135.1386537,Coffee\r\n95,39,29,27.35152643,55.99375012,7.13411409,148.9812525,Coffee\r\n81,34,30,25.17787724,62.26244581,6.647765997,135.0119649,Coffee\r\n80,15,28,23.11438731,68.00096043,6.703270635,161.8944624,Coffee\r\n104,20,26,27.22783677,52.95261751,7.493191968,175.7260273,Coffee\r\n109,29,28,23.26316991,60.5160021,6.724688503,194.1755471,Coffee\r\n100,32,26,25.234661,57.53161469,6.043485685,124.2261737,Coffee\r\n100,24,28,25.59535262,57.72920846,7.101661011,195.7733251,Coffee\r\n83,21,28,25.5674832,60.49244602,7.466900683,190.2257843,Coffee\r\n120,23,28,25.67324193,51.29043632,6.877799264,196.2736367,Coffee\r\n104,26,30,24.40726724,62.65692638,6.410992833,148.6977358,Coffee\r\n108,33,31,23.69287069,66.76090123,7.393825704,144.6576424,Coffee\r\n91,25,26,24.53460016,66.99765375,7.482414225,180.5059257,Coffee\r\n86,26,27,27.13140403,52.89368299,6.081172981,192.4280381,Coffee\r\n98,18,27,27.56088634,68.49299897,6.516312148,167.4358075,Coffee\r\n111,27,31,23.59302313,55.27564977,6.043330951,191.3980675,Coffee\r\n84,39,35,23.17714381,52.13864034,6.959404135,117.3113562,Coffee\r\n98,27,27,24.71384065,51.29142534,7.238109556,197.6439711,Coffee\r\n118,21,34,24.38534644,64.72543073,7.234258375,119.6324109,Coffee\r\n103,27,31,27.15998538,51.59100753,6.691541233,126.1752206,Coffee\r\n82,24,33,26.53543168,67.09608099,6.809593554,120.6494434,Coffee\r\n86,31,35,27.01207284,60.76645256,6.485761419,191.4508931,Coffee\r\n88,35,35,27.55906475,58.45742907,6.784460602,117.9389993,Coffee\r\n84,27,29,23.32293161,53.00366334,7.167092586,168.2644287,Coffee\r\n120,40,33,24.23850608,54.30329632,6.73410539,115.1564012,Coffee\r\n106,40,30,23.42611644,64.10651528,6.779984384,122.6847408,Coffee\r\n113,21,33,26.02241444,55.83288958,7.277422738,176.9020924,Coffee\r\n117,34,25,24.83846178,56.7685316,7.21270048,124.4135035,Coffee\r\n80,30,25,26.24092174,65.64381357,7.487266991,148.3771202,Coffee\r\n88,21,27,24.43011925,66.02411187,7.231166546,181.6368274,Coffee\r\n113,33,34,26.00373964,62.1445102,6.559817161,153.477776,Coffee\r\n87,23,28,26.22367404,62.26594559,6.979590627,193.7461968,Coffee\r\n113,15,29,27.09617155,63.55324262,6.779230041,190.2440566,Coffee\r\n98,29,30,25.64004392,61.03273481,6.217974349,199.4735636,Coffee\r\n97,29,27,27.74576987,54.36976075,7.205078785,139.8619431,Coffee\r\n85,35,32,26.24928198,54.28617819,6.854011265,133.1120232,Coffee\r\n82,29,35,26.67377159,52.24226285,6.246872394,156.1543898,Coffee\r\n103,33,25,27.10210397,55.7497332,6.911066044,139.5013171,Coffee\r\n112,17,28,27.62975458,61.26002598,6.777417989,196.6492664,Coffee\r\n99,19,33,27.5364547,55.51673151,6.273741983,130.6377143,Coffee\r\n120,20,34,23.56960509,50.56339727,6.906124587,130.3797119,Coffee\r\n114,27,28,24.99451759,57.93250202,7.162802357,192.8736822,Coffee\r\n100,40,35,27.56441788,54.41094079,6.955787351,177.816092,Coffee\r\n108,35,25,23.98143338,61.10935084,6.971963169,161.5279095,Coffee\r\n115,31,30,24.22984659,67.37768353,6.840927967,122.4073418,Coffee\r\n87,28,30,25.60153969,68.66257977,6.536676653,168.8383605,Coffee\r\n82,24,26,24.31274458,53.57285558,6.089443603,184.4103931,Coffee\r\n94,26,27,26.36629861,52.25738495,7.456460375,177.3176161,Coffee\r\n87,28,35,26.5602777,57.1621814,6.759211911,152.0616227,Coffee\r\n118,40,35,26.35034208,58.50650238,7.460174812,121.5586297,Coffee\r\n87,38,29,25.20406808,57.88370456,6.652642579,156.1457255,Coffee\r\n92,40,30,23.35723208,55.18792166,6.026287448,171.6976946,Coffee\r\n97,22,26,23.60567546,59.68849145,6.074190142,185.1568059,Coffee\r\n99,40,32,24.18471151,69.94807345,7.045543056,163.2708732,Coffee\r\n89,28,33,26.44414097,53.83876189,6.993236001,175.3723314,Coffee\r\n112,39,29,26.12492233,63.37479229,6.726528895,147.8035305,Coffee\r\n111,28,26,27.77363343,64.47858698,6.937352845,192.7121236,Coffee\r\n114,20,26,25.55656667,62.67087838,7.27905689,193.5866233,Coffee\r\n117,26,30,27.92374437,67.96910852,7.079850922,115.2325531,Coffee\r\n111,29,31,26.05968403,52.31098539,6.136286518,161.3432535,Coffee\r\n119,30,28,26.35770906,64.57578034,6.505203696,163.6269496,Coffee\r\n116,40,33,24.91370487,54.15319242,7.042089492,129.5481144,Coffee\r\n95,37,35,27.31317116,68.4233391,6.348337519,192.4288139,Coffee\r\n86,40,33,26.1387869,52.26311691,7.432322234,136.3027766,Coffee\r\n117,37,32,23.1069385,67.06230539,6.787658922,162.5769606,Coffee\r\n105,18,35,23.52648086,68.44030686,6.743417121,171.8839938,Coffee\r\n109,23,25,25.11711046,68.48030408,7.00733163,194.8773479,Coffee\r\n80,18,31,24.02952505,58.84880599,7.303033217,134.6803969,Coffee\r\n101,31,26,26.70897548,69.71184111,6.861235184,158.8608887,Coffee\r\n103,33,33,26.71717393,50.50148528,7.131435858,126.8073984,Coffee\r\n93,26,27,24.59245684,56.46829641,7.288211994,137.7044047,Coffee\r\n104,35,28,27.51006055,50.66687215,6.983732393,143.9955548,Coffee\r\n116,36,25,27.57847581,58.52534263,6.172090205,156.6810374,Coffee\r\n107,38,29,26.65069302,57.56695719,6.35118177,145.105065,Coffee\r\n101,33,33,26.97251562,62.0183627,6.908671379,142.8610793,Coffee\r\n107,31,31,23.17124551,52.97841162,6.766184468,153.1201644,Coffee\r\n99,16,30,23.52652084,65.44340921,6.392791654,186.1728203,Coffee\r\n103,40,30,27.30901814,55.196224,6.348316257,141.4831644,Coffee\r\n118,31,34,27.54823036,62.88179198,6.123796057,181.4170812,Coffee\r\n106,21,35,25.627355,57.04151119,7.428523634,188.5506536,Coffee\r\n116,38,34,23.29250318,50.04557009,6.020947179,183.468585,Coffee\r\n97,35,26,24.91461008,53.74144743,6.334610249,166.2549307,Coffee\r\n107,34,32,26.77463708,66.4132686,6.78006386,177.7745075,Coffee\r\n99,15,27,27.41711238,56.63636248,6.086922359,127.92461,Coffee\r\n118,33,30,24.13179691,67.22512329,6.362607851,173.3228386,Coffee\r\n117,32,34,26.2724184,52.12739421,6.758792552,127.1752928,Coffee\r\n104,18,30,23.60301571,60.39647474,6.779832611,140.9370415,Coffee\r\n"
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  {
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26.45,57.7,16.21,3.66,1924.28,5.93,38.0,1104.38,0.72,52.27,2.84,130.2,243.47,113.27,3.7,0.18,1036.14,80.1,2057.75,47.47,36.78,2.31,37.4,6.73,2.45,93.19,157.54,64.35,18.64,3.46,73.39,126.34,52.95,3.64,114.49,62.06,4.35,86.0,167.5,81.5,4.47\n489,54.33,22.26,10.51,75.51,117.7,42.19,53.2,16.33,3.71,2050.97,5.93,33.91,1499.8,0.5,50.45,2.97,143.94,283.37,139.43,3.01,0.13,985.93,75.82,3085.9,49.49,38.98,2.54,35.41,4.71,3.9,101.05,182.07,81.02,14.56,4.59,118.01,238.1,120.09,3.89,116.45,66.66,5.53,123.71,274.4,150.69,4.72\n490,46.09,14.08,11.46,96.75,178.64,81.89,53.7,17.21,3.48,1965.54,5.97,32.79,1423.84,0.44,45.73,3.56,162.57,330.13,167.56,2.24,0.09,865.32,80.92,4476.86,47.64,36.54,3.26,36.82,3.33,4.39,122.02,233.89,111.87,18.49,4.36,107.26,197.68,90.41,5.99,125.31,72.17,7.96,244.4,609.74,365.34,6.16\n491,55.37,13.65,12.04,111.17,221.91,110.74,58.0,20.3,4.28,1784.83,6.71,38.66,1183.73,4.81,45.23,2.78,132.08,245.39,113.31,4.69,0.06,623.25,89.08,1579.7,71.47,32.63,3.95,48.47,2.88,5.87,122.83,239.04,116.21,28.04,6.88,69.23,111.89,42.66,12.93,208.34,80.97,17.96,289.86,693.91,404.04,6.19\n492,65.0,11.02,13.87,124.72,259.49,134.77,83.6,28.09,4.5,1772.59,7.7,41.42,1022.15,14.24,55.3,4.71,187.42,346.43,159.01,6.87,0.04,581.58,108.19,702.92,65.72,20.63,4.56,69.57,3.14,14.22,112.8,192.43,79.63,32.16,6.99,23.83,30.51,6.68,22.15,306.63,105.88,14.88,210.17,447.38,237.22,5.9\n493,55.18,24.68,24.38,132.99,272.38,139.39,102.6,44.07,5.29,1780.46,7.99,44.16,863.8,24.8,84.29,3.82,110.03,165.9,55.87,6.96,7.28,479.79,125.2,487.7,65.88,24.3,4.35,83.08,8.68,25.93,97.16,154.82,57.66,28.38,7.0,23.41,29.96,6.55,24.87,150.72,92.75,16.28,167.53,305.64,138.11,11.3\n494,83.75,62.81,39.08,140.51,258.27,117.76,102.8,44.16,4.54,1530.98,10.54,46.96,459.47,29.77,90.72,2.91,96.57,138.99,42.42,9.5,6.91,369.83,123.35,505.4,53.59,25.36,3.58,80.79,21.57,19.01,74.67,98.01,23.34,22.33,5.74,34.67,46.43,11.76,23.23,137.37,73.7,14.2,151.35,242.3,90.96,18.06\n495,22.34,75.53,23.31,146.2,252.93,106.73,90.4,30.97,4.37,1495.47,9.98,44.64,366.43,27.1,71.74,2.65,95.2,132.42,37.22,10.14,5.42,372.95,116.75,742.1,29.39,13.85,2.59,76.47,26.09,11.42,94.87,122.35,27.48,25.94,3.51,20.35,26.92,6.57,27.27,120.51,73.01,9.52,103.19,148.51,45.32,28.02\n496,21.84,61.12,18.39,119.63,187.85,68.22,77.2,24.72,3.89,1358.17,12.25,39.12,238.4,21.11,72.17,2.32,59.79,75.55,15.76,7.45,4.56,378.95,102.89,568.55,23.27,11.15,1.64,63.8,23.33,5.41,87.05,102.99,15.94,31.0,3.57,16.19,20.49,4.3,30.4,84.24,56.83,8.98,94.89,141.07,46.19,29.7\n497,82.28,37.53,16.1,75.5,129.34,53.84,57.4,26.01,4.17,1206.57,12.24,36.03,305.25,16.27,67.33,2.12,18.19,29.44,11.25,7.25,8.66,401.86,80.75,591.62,34.29,19.58,1.26,55.03,21.59,3.55,57.65,71.63,13.98,28.08,2.42,16.57,20.1,3.53,32.24,61.05,38.08,7.78,57.59,76.3,18.71,45.0\n498,62.2,19.97,10.97,82.22,111.13,28.91,41.2,18.45,4.44,1320.08,8.1,34.98,187.17,12.19,46.53,2.01,27.72,48.69,20.97,5.03,7.35,433.56,64.14,666.75,28.57,27.67,1.36,46.6,18.78,3.42,59.65,87.15,27.5,27.84,1.82,21.65,24.81,3.16,31.66,69.66,27.25,6.79,39.59,49.54,9.95,54.54\n499,68.89,11.65,7.5,48.31,63.14,14.83,36.9,12.89,4.4,1399.95,5.63,31.37,169.22,8.68,32.37,2.24,53.49,78.14,24.65,2.91,5.2,523.8,50.19,2244.5,27.09,15.57,1.72,35.22,13.39,5.34,156.61,230.8,74.19,25.0,3.9,50.69,58.92,8.22,22.31,77.82,19.74,8.24,132.98,253.1,120.13,21.05\n500,61.82,7.28,7.26,31.6,36.13,4.53,33.7,9.04,4.61,1722.35,5.05,25.76,545.09,6.09,22.71,1.93,91.05,121.09,30.04,1.48,8.46,584.99,36.38,3365.85,40.87,9.28,2.95,27.76,13.18,5.91,261.75,462.61,200.86,22.46,9.02,181.99,337.94,155.95,5.55,61.46,19.36,12.03,152.95,267.86,114.91,5.06\n501,46.17,5.22,9.65,90.33,108.97,18.64,42.9,7.32,5.31,1996.88,5.27,22.75,1384.35,4.26,27.74,2.46,117.72,159.29,41.57,1.06,6.33,725.29,31.72,4265.04,52.03,9.84,3.31,29.98,20.27,5.11,207.59,343.96,136.37,44.78,21.58,122.95,197.9,74.95,4.84,115.08,27.27,10.97,158.59,295.64,137.04,4.58\n502,44.83,5.24,11.54,115.57,168.29,52.72,51.9,11.06,5.26,2436.46,5.62,32.97,1699.12,2.98,33.87,3.5,157.82,259.19,101.37,1.96,4.43,1328.31,36.08,2158.26,61.66,25.02,4.59,39.92,21.99,4.13,112.56,149.39,36.83,71.09,17.78,87.37,117.64,30.26,6.15,99.38,21.92,8.65,83.58,99.1,15.52,8.31\n503,87.34,4.64,11.3,150.92,268.35,117.43,64.2,17.22,4.77,2293.35,5.28,41.33,1406.84,2.08,28.83,4.67,178.67,326.26,147.59,1.11,3.1,1560.54,44.32,5987.06,68.95,36.47,4.15,47.3,24.63,4.35,115.73,167.21,51.48,60.94,7.41,55.74,63.08,7.34,13.33,63.37,15.95,7.6,85.42,112.39,26.97,11.06\n504,82.51,5.33,11.44,197.91,406.27,208.36,71.2,15.17,4.6,2416.1,6.0,39.05,1554.98,1.46,48.3,4.96,201.26,392.13,190.87,1.42,12.52,1642.88,52.07,3336.12,60.73,34.6,4.16,53.88,32.83,5.07,128.01,212.79,84.78,46.17,6.51,77.73,102.21,24.48,10.71,70.7,23.78,7.57,135.71,261.72,126.01,4.91\n505,77.81,17.87,11.46,251.12,559.9,308.78,72.4,18.64,3.68,2182.58,5.98,40.28,1535.6,1.02,62.63,4.8,188.06,373.45,185.39,1.77,9.57,2441.53,61.62,2415.97,72.22,41.6,3.4,52.88,22.98,3.61,113.86,183.27,69.41,47.42,7.03,166.07,322.48,156.4,4.34,118.74,52.21,7.26,157.77,344.6,186.83,5.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4.56\n525,59.11,4.08,10.18,149.04,284.74,135.7,87.5,20.69,5.64,2207.01,5.53,37.63,2122.59,15.88,41.6,6.03,225.22,426.54,201.32,0.66,12.29,2278.82,48.53,7262.16,123.48,57.68,6.51,31.54,17.52,5.28,234.78,440.0,205.22,57.45,9.02,99.77,156.94,57.17,4.4,76.97,12.12,6.89,187.46,387.4,199.94,5.03\n526,74.22,2.5,13.39,217.59,451.85,234.26,105.1,22.49,5.01,2219.4,5.47,53.8,2946.88,11.58,62.08,4.78,261.02,520.45,259.43,0.56,14.02,2030.47,75.64,6577.1,110.07,53.3,7.81,56.62,32.72,5.53,292.87,605.35,312.48,89.57,17.92,170.98,354.32,183.34,4.91,102.16,26.85,6.28,159.28,328.19,168.9,4.36\n527,93.66,7.35,10.63,152.37,280.34,127.97,109.9,26.02,4.51,2268.24,5.78,69.56,3562.32,8.11,60.62,4.88,293.47,616.06,322.59,0.56,10.19,1666.74,103.37,6193.75,115.56,57.28,6.13,77.79,44.61,3.78,131.09,209.7,78.61,96.08,18.83,145.9,303.76,157.87,4.36,102.53,32.96,6.56,156.46,330.46,174.01,4.18\n528,81.06,12.52,9.86,188.62,386.97,198.35,118.8,32.53,4.09,2223.21,5.62,80.24,2966.84,11.49,63.23,5.15,112.52,401.79,289.27,1.43,7.13,1850.96,119.4,5869.47,115.55,60.97,5.58,78.4,42.34,4.42,130.76,206.48,75.72,101.83,15.26,156.38,335.46,179.08,4.44,110.76,43.23,5.72,200.32,456.97,256.64,4.39\n529,78.5,27.3,9.87,164.12,316.29,152.17,114.4,29.08,4.18,2264.85,5.82,85.45,1806.77,10.22,87.52,4.45,214.5,436.8,222.3,1.61,4.99,2191.81,130.7,5299.52,114.88,58.12,5.29,77.37,39.19,6.68,118.06,172.11,54.05,105.17,10.65,97.41,179.09,81.68,3.67,115.61,48.21,5.46,170.08,381.06,210.99,4.25\n530,83.06,35.97,9.11,134.02,250.19,116.17,104.6,33.44,3.96,2205.98,5.56,82.77,1586.53,10.85,93.45,4.21,196.19,395.19,199.0,0.91,3.5,2099.23,140.37,4103.71,78.25,46.23,2.74,67.61,28.81,6.82,112.63,163.29,50.66,93.19,12.68,100.89,183.54,82.64,3.86,110.42,47.17,5.0,164.64,372.92,208.28,4.35\n531,74.66,53.41,14.05,125.9,234.83,108.93,103.9,31.67,3.5,1860.96,5.79,75.72,1378.39,13.82,93.7,3.74,154.06,288.82,134.76,1.67,2.45,1752.52,138.39,3293.78,56.29,41.9,3.2,57.62,21.92,9.21,90.39,120.49,30.1,80.82,10.94,97.75,185.57,87.82,3.87,106.94,49.68,4.45,141.15,306.57,165.42,4.43\n532,79.93,47.0,14.05,98.44,160.89,62.45,96.0,29.01,3.27,1685.4,5.48,68.58,860.02,12.44,86.29,3.59,134.89,241.43,106.54,2.23,3.19,1703.37,133.81,2902.1,49.9,33.49,2.42,56.41,19.42,5.08,86.85,125.36,38.51,74.61,8.32,85.37,147.34,61.97,3.77,108.65,60.57,4.21,126.56,270.48,143.92,4.71\n533,67.51,26.1,11.5,76.6,105.95,29.35,84.7,24.18,2.88,1468.4,6.03,60.43,844.23,10.01,78.32,3.17,123.52,211.75,88.23,2.37,2.34,960.9,122.24,2868.01,55.79,33.46,2.13,50.33,17.04,3.63,86.11,109.33,23.22,59.1,8.63,90.28,164.98,74.71,3.8,101.98,59.28,4.39,118.62,255.54,136.93,4.07\n567,18.14,46.64,20.15,117.72,190.96,73.24,86.9,41.76,5.53,1635.92,11.19,102.73,632.13,63.04,94.92,5.41,75.94,108.68,32.74,7.71,41.93,747.06,130.96,763.22,67.25,50.5,8.57,105.64,45.36,9.98,86.55,109.76,23.21,85.49,7.41,31.46,42.27,10.81,20.21,115.75,52.83,7.96,93.46,144.65,51.19,30.05\n568,13.63,44.3,15.6,87.27,125.17,37.9,77.2,35.63,5.26,1520.92,11.0,94.32,407.74,48.6,92.06,4.63,64.09,78.26,14.17,7.52,38.42,661.38,109.02,657.45,52.36,37.02,5.39,95.35,45.32,9.03,72.6,96.37,23.77,74.66,6.26,23.97,31.84,7.87,22.73,95.84,45.95,7.09,65.62,91.11,25.48,47.73\n569,87.54,42.16,15.64,56.39,76.17,19.78,73.2,36.54,5.03,1406.91,10.66,79.55,254.34,35.42,84.93,4.12,42.86,55.36,12.5,6.34,28.62,528.64,85.62,607.02,54.16,20.42,4.02,86.9,42.85,7.91,53.48,71.7,18.22,57.6,5.94,25.42,32.77,7.35,23.99,76.84,32.5,6.8,63.04,87.56,24.52,51.18\n570,61.46,23.57,14.51,44.3,59.28,14.98,67.5,36.24,5.03,1585.86,7.93,64.17,193.9,33.03,73.47,3.35,29.55,50.32,20.77,4.73,31.69,643.02,67.06,1065.36,37.88,12.79,3.49,78.55,38.13,6.46,65.49,86.71,21.22,43.84,5.17,20.83,25.28,4.45,30.82,66.76,24.24,6.17,52.82,72.18,19.36,52.35\n571,56.09,20.24,12.01,34.8,42.51,7.71,57.9,28.3,4.87,1803.17,5.96,54.23,296.64,25.9,61.06,2.94,50.38,71.61,21.23,2.48,23.19,1035.42,56.41,3114.37,43.0,11.91,4.29,62.32,32.16,5.21,122.93,159.04,36.11,39.9,5.28,36.94,42.98,6.03,27.09,53.37,19.22,6.13,96.86,141.8,44.94,25.06\n572,28.72,15.35,10.81,37.83,45.38,7.55,61.1,23.39,5.03,2332.3,5.64,44.99,666.6,20.32,43.43,3.41,137.55,196.8,59.25,1.24,16.25,1777.88,54.15,6293.36,60.64,24.93,5.75,57.69,30.55,4.71,183.29,288.21,104.92,32.82,6.53,116.28,172.85,56.57,9.46,42.77,15.14,6.42,185.24,353.5,168.26,5.29\n573,24.71,14.5,10.67,67.71,79.04,11.33,69.0,18.51,4.6,2335.86,5.73,47.37,793.46,22.01,55.36,3.83,193.12,337.89,144.77,0.62,11.37,1825.29,68.69,6877.05,98.63,48.6,5.84,55.74,30.72,4.33,202.65,355.36,152.71,43.76,7.42,108.38,166.28,57.9,4.32,58.63,19.76,7.0,214.04,441.64,227.61,4.67\n574,26.75,12.29,11.24,99.29,129.63,30.34,79.1,15.48,4.6,2268.43,5.6,49.64,1170.66,18.01,49.52,3.4,164.89,270.83,105.94,0.87,7.96,1995.58,85.08,3998.0,84.48,49.71,6.54,56.3,28.44,4.48,242.4,455.78,213.38,75.27,12.44,163.81,328.1,164.3,4.68,92.51,31.03,8.18,270.8,628.82,358.02,5.46\n575,49.82,12.48,10.79,96.45,144.87,48.42,87.0,21.49,5.16,2726.84,5.61,51.43,2184.38,12.61,35.47,4.41,215.48,405.24,189.76,0.49,5.57,1941.38,94.34,1348.38,87.69,49.85,5.68,65.52,28.85,4.17,115.68,156.93,41.25,86.62,9.6,106.64,191.19,84.56,3.83,119.39,40.39,6.96,167.46,343.22,175.76,4.35\n576,45.03,17.6,9.8,150.23,295.03,144.8,105.4,26.84,4.65,2096.42,6.46,57.58,1070.1,12.89,45.23,4.1,128.26,203.08,74.82,0.24,3.9,1689.23,103.71,961.54,90.57,53.86,3.88,69.27,24.35,4.67,93.57,116.56,22.99,84.52,7.68,140.07,277.35,137.28,3.85,141.43,55.33,7.32,199.99,440.68,240.69,4.02\n577,61.25,23.55,11.94,164.25,321.15,156.9,92.9,25.27,3.49,1659.97,8.32,57.77,597.86,13.0,52.63,3.4,96.13,130.98,34.85,0.61,4.63,791.0,105.35,422.47,65.06,44.32,3.6,66.49,24.12,3.11,50.63,64.67,14.04,87.02,7.85,117.32,225.4,108.08,3.95,178.09,68.74,7.05,227.98,533.81,305.83,4.58\n578,87.69,42.59,11.86,111.67,179.52,67.85,73.3,25.07,3.23,1347.06,7.74,52.6,318.59,14.0,42.54,2.51,50.94,56.57,5.63,0.35,3.38,786.1,101.4,297.68,67.56,27.97,1.12,47.59,19.08,3.48,53.62,57.78,4.16,85.85,6.19,81.37,134.33,52.97,3.92,178.92,66.13,6.3,188.36,419.66,231.3,4.77\n579,81.9,32.74,11.15,91.67,139.88,48.21,63.6,21.22,2.76,1107.54,9.15,41.8,192.34,13.81,35.55,2.45,38.55,49.57,11.02,0.64,2.36,668.29,95.39,257.02,55.11,29.29,2.18,37.83,15.3,2.11,46.37,50.04,3.67,79.99,4.99,62.21,90.3,28.09,3.77,174.44,68.98,5.96,175.84,388.99,213.15,4.5\n580,66.32,35.31,9.72,87.53,128.01,40.48,45.4,17.43,3.04,1029.9,6.8,36.72,146.0,10.61,40.38,2.17,36.49,52.3,15.81,1.2,2.06,627.16,88.42,244.3,38.15,24.23,0.96,33.56,15.4,1.3,47.29,51.31,4.02,68.88,5.89,70.32,109.54,39.22,3.97,157.98,69.88,5.01,137.99,289.78,151.8,4.14\n581,58.83,31.4,10.03,64.16,78.95,14.79,40.0,20.0,2.33,925.68,8.13,32.94,243.97,7.93,34.83,2.01,37.43,58.3,20.87,1.21,1.47,795.36,82.61,291.84,35.14,23.39,1.18,30.01,13.22,1.8,51.35,56.0,4.65,55.16,6.32,65.15,106.03,40.88,3.83,136.1,57.0,4.97,125.8,262.7,136.9,4.23\n582,51.87,40.71,8.13,46.59,52.64,6.05,38.8,18.11,2.78,1059.17,5.65,32.46,308.96,12.5,35.26,2.08,42.05,62.9,20.85,1.86,1.06,704.0,72.01,534.51,43.57,24.97,0.63,31.3,9.26,1.71,42.92,45.97,3.05,49.58,3.22,39.33,49.29,9.96,4.63,127.76,64.67,4.63,119.34,248.42,129.08,4.05\n583,44.36,23.61,7.71,48.93,57.03,8.1,42.5,13.6,2.56,1163.73,5.62,29.53,313.19,11.63,33.75,2.22,43.98,66.69,22.71,1.03,1.62,756.06,65.6,955.34,29.48,23.94,0.63,25.04,9.07,1.4,63.22,83.77,20.55,44.95,2.39,43.24,61.18,17.94,4.96,118.93,59.17,4.22,107.14,217.11,109.97,3.94\n584,32.91,34.47,7.34,44.09,51.58,7.49,47.1,14.41,3.12,1322.84,5.82,29.78,496.82,13.29,31.42,3.76,99.45,166.97,67.52,1.36,1.2,934.99,67.01,1342.81,41.53,33.73,1.36,28.37,10.62,1.42,104.88,172.31,67.43,34.68,2.42,40.12,55.11,14.99,4.8,103.1,42.14,4.44,117.69,241.27,123.58,4.27\n585,33.1,18.99,7.02,40.99,48.51,7.52,54.5,16.59,3.74,1425.22,5.77,38.29,880.98,20.81,31.84,3.17,123.27,232.7,109.43,1.92,1.85,840.5,67.75,2302.65,48.4,26.95,1.65,39.22,8.17,2.33,164.58,316.99,152.41,34.33,2.4,47.91,64.47,16.56,4.4,94.91,40.72,4.33,116.96,230.17,113.2,3.92\n587,40.6,29.86,9.04,90.95,159.98,69.03,66.6,26.11,3.99,1398.31,5.93,51.84,1478.86,14.57,39.48,4.33,150.65,297.42,146.77,2.82,4.35,864.14,81.1,5114.44,67.93,38.13,5.69,53.09,15.27,4.26,173.71,328.24,154.53,39.66,9.26,119.53,232.48,112.95,5.16,71.15,27.02,5.26,155.26,335.24,179.98,4.35\n588,50.18,40.96,10.48,113.59,217.78,104.19,88.3,33.23,4.82,1736.13,6.36,61.08,1778.16,31.39,51.1,5.07,128.82,239.17,110.35,2.5,3.89,1147.98,89.62,1170.45,106.84,63.05,5.75,67.84,19.85,6.45,111.21,180.79,69.58,140.21,12.22,86.9,150.88,63.98,5.42,70.49,20.36,5.26,118.77,229.94,111.17,5.51\n589,49.66,39.36,13.53,137.92,279.55,141.63,89.4,39.34,4.99,1529.59,8.32,73.79,1550.54,29.9,53.97,4.67,79.27,182.46,103.19,2.0,23.62,1070.82,105.98,544.28,102.23,62.68,8.4,89.69,35.6,7.25,112.19,170.73,58.54,193.65,11.0,55.7,83.11,27.4,7.31,59.89,18.45,5.38,111.01,205.94,94.93,6.74\n591,67.99,35.58,17.52,77.43,120.22,42.79,82.4,32.85,4.04,1260.51,10.05,80.17,291.46,36.03,69.46,3.66,59.42,75.3,15.88,2.28,24.1,660.26,119.06,564.51,76.57,39.38,5.55,90.26,29.13,7.32,40.0,50.53,10.53,50.71,9.68,30.99,43.64,12.65,13.42,46.98,16.68,8.38,64.32,80.18,15.86,21.52\n596,30.29,13.4,7.69,24.88,30.69,5.81,67.5,27.68,4.1,1686.41,5.69,37.79,718.83,22.64,54.5,2.9,81.2,100.58,19.38,58.93,8.53,1200.06,51.45,4597.77,31.59,29.97,4.48,37.91,17.03,4.15,207.6,359.59,151.99,24.6,6.21,32.08,39.88,7.8,17.31,52.91,13.54,3.54,117.8,182.88,65.07,5.65\n597,24.22,11.9,8.15,56.08,66.87,10.79,77.5,29.43,4.86,1786.18,5.9,49.03,784.49,28.06,54.91,3.5,119.2,175.02,55.82,60.1,6.45,1078.74,54.5,3783.98,56.03,38.45,3.95,50.42,23.31,3.16,149.74,278.54,128.8,20.31,5.35,28.88,34.78,5.9,21.12,58.92,11.19,6.27,166.82,327.77,160.95,5.1\n598,40.05,11.21,8.64,127.3,211.17,83.87,78.3,29.87,4.12,1878.77,5.93,49.39,1279.66,23.74,57.21,3.2,101.0,131.1,30.1,51.77,10.02,920.62,66.91,4010.89,74.53,54.44,6.36,59.89,33.94,3.36,107.65,186.08,78.43,19.53,6.75,74.16,112.74,38.58,11.52,88.06,16.62,6.08,128.42,223.94,95.52,4.74\n599,59.64,21.51,8.07,103.29,170.79,67.5,82.4,29.86,4.54,2114.4,5.63,59.55,1664.07,18.4,58.19,3.82,134.93,221.08,86.15,42.75,13.24,1061.36,94.59,4505.53,87.88,51.28,4.82,59.18,25.4,4.46,188.82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5.83,106.64,153.93,47.29,34.4,1.04,483.14,100.48,1094.91,64.11,13.75,2.99,72.61,24.3,11.99,113.71,159.23,45.52,36.77,6.7,49.3,59.61,10.32,15.25,265.8,111.97,17.32,85.44,105.33,19.89,12.51\n638,90.0,53.94,18.52,169.04,347.43,178.39,159.4,70.65,5.56,2064.76,9.06,39.15,391.83,31.75,85.3,6.13,117.2,175.05,57.85,27.51,1.09,599.63,91.71,905.25,37.1,7.8,3.13,75.94,38.71,10.46,95.72,128.32,32.6,44.87,4.49,29.39,33.78,4.39,22.29,89.89,85.54,13.97,71.93,80.12,8.19,16.76\n639,18.36,63.57,19.67,127.16,230.22,103.06,133.4,56.71,3.79,1669.02,10.76,35.92,324.18,35.24,80.12,5.21,90.73,119.43,28.7,32.03,1.47,677.64,84.22,653.68,25.0,5.26,2.7,80.6,34.49,11.1,106.81,141.48,34.67,56.88,3.74,21.87,25.01,3.14,24.44,80.82,68.85,10.31,59.51,63.14,3.63,21.94\n640,35.37,54.9,16.96,111.86,184.76,72.9,104.5,40.63,5.54,1611.99,7.76,34.01,388.9,30.04,85.61,3.45,64.05,75.68,11.63,37.53,1.53,657.37,78.52,754.48,34.1,4.47,2.62,86.97,30.15,7.56,113.38,144.18,30.8,70.32,2.85,22.08,25.95,3.87,24.66,92.06,46.23,5.72,56.18,61.79,5.61,26.71\n641,16.0,46.18,18.08,111.46,179.31,67.85,104.2,36.69,5.13,1470.33,8.24,31.43,377.51,33.52,76.46,4.7,79.02,97.88,18.86,40.17,1.33,757.7,77.83,883.82,41.39,4.56,2.54,85.76,26.77,5.53,93.93,103.34,9.41,69.78,2.21,20.2,23.19,3.0,24.64,70.14,27.13,5.9,61.36,63.22,1.86,25.44\n642,20.89,45.21,15.09,124.75,204.01,79.26,94.8,31.74,4.55,1320.13,8.42,24.63,308.63,35.05,85.63,3.91,69.28,83.32,14.04,45.79,1.54,797.32,85.03,989.1,31.34,11.2,2.35,82.3,22.71,4.92,87.88,96.79,8.91,63.03,3.0,21.91,24.85,2.93,22.63,65.95,20.92,6.51,65.69,78.02,12.33,23.56\n643,14.87,32.56,10.26,86.84,108.59,21.75,73.1,23.19,4.52,1273.53,7.74,22.11,329.45,27.41,59.89,3.38,64.28,74.56,10.28,57.49,2.1,908.06,87.88,1180.51,26.89,17.45,2.47,72.76,24.99,5.4,100.99,107.36,6.37,58.61,3.96,29.84,34.03,4.2,16.69,72.37,19.99,6.15,55.68,71.98,16.3,20.69\n644,92.12,28.41,10.67,103.81,142.58,38.77,70.9,20.05,4.13,1166.69,8.86,29.15,405.79,25.13,68.07,3.01,57.11,66.97,9.86,56.29,1.94,949.28,76.8,1267.51,30.75,10.49,2.43,67.56,22.13,5.39,123.68,153.38,29.7,49.12,4.93,31.82,35.88,4.06,14.95,65.44,15.13,5.32,56.29,59.64,3.35,19.39\n645,92.15,15.16,10.98,123.96,192.98,69.02,61.8,17.62,4.08,1117.2,8.68,33.85,469.27,41.22,60.34,3.16,56.5,65.0,8.5,57.49,1.36,480.33,64.49,1040.24,29.34,9.98,2.86,65.71,16.16,5.72,149.53,223.45,73.92,41.96,4.74,32.15,36.01,3.86,16.45,67.48,12.16,5.44,52.85,55.29,2.45,23.46\n657,8.97,15.68,5.9,39.36,56.67,17.31,11.8,1.11,2.54,1282.78,6.26,2.06,734.92,3.79,10.14,2.52,49.92,57.31,7.39,4.51,0.63,600.61,21.05,1897.79,21.6,4.22,3.0,12.63,2.52,1.32,128.03,172.98,44.95,4.76,0.96,88.31,120.2,31.89,5.47,9.93,2.46,2.58,99.37,152.9,53.53,5.87\n658,15.15,7.88,5.75,92.78,130.65,37.87,16.7,0.85,3.07,1184.72,7.22,1.95,988.88,4.28,7.15,2.62,85.31,106.02,20.71,3.39,1.44,575.35,19.34,1361.15,14.38,6.7,3.17,19.58,3.9,3.7,320.58,666.57,345.99,4.04,1.43,175.92,329.32,153.4,4.36,16.93,6.29,4.38,191.89,418.66,226.76,5.17\n659,14.91,5.01,6.32,150.66,267.46,116.8,16.3,3.68,2.79,1118.47,9.06,3.46,674.58,19.4,7.46,2.75,68.91,90.08,21.17,2.92,1.66,561.64,16.58,829.19,10.74,5.44,3.93,37.06,13.47,4.45,283.78,564.32,280.54,3.82,2.14,92.7,138.13,45.43,9.36,39.99,17.66,9.01,135.0,241.09,106.09,9.59\n660,29.55,8.99,6.55,149.12,271.76,122.64,16.8,12.54,3.32,1093.28,10.98,4.16,885.52,23.09,13.44,2.74,57.45,68.04,10.59,2.96,1.16,534.48,20.14,686.6,9.86,6.12,3.92,44.3,25.05,5.25,160.03,251.18,91.15,7.54,4.83,42.86,56.69,13.83,20.59,63.39,34.01,11.32,92.04,130.33,38.29,22.36\n661,18.02,12.21,7.97,141.46,260.54,119.08,29.0,16.65,2.93,1025.0,13.19,11.9,420.56,22.44,10.82,2.52,40.18,47.59,7.41,6.15,0.81,500.99,30.53,558.96,8.9,8.84,4.33,40.77,23.26,5.5,135.42,199.85,64.43,14.87,3.89,22.9,30.05,7.15,26.73,64.86,34.76,8.19,64.43,75.59,11.16,36.36\n662,25.82,16.5,10.53,97.5,155.41,57.91,46.5,16.67,3.17,941.16,14.22,19.4,222.17,16.0,14.44,2.79,25.67,30.06,4.39,10.29,0.57,482.91,30.57,445.55,12.09,5.68,4.06,36.66,20.52,5.27,76.04,95.5,19.46,16.71,3.56,20.07,24.42,4.35,27.7,60.79,24.62,7.13,37.28,42.32,5.04,51.19\n663,13.75,10.71,9.32,48.36,64.81,16.45,41.3,11.67,3.11,871.89,15.24,16.99,82.8,12.36,11.47,2.8,22.28,24.59,2.31,10.16,0.4,472.12,28.29,524.61,21.0,5.29,3.84,38.47,19.19,4.5,56.52,65.61,9.09,15.93,2.82,21.38,27.06,5.69,28.81,66.8,17.33,5.72,28.65,32.71,4.06,65.19\n664,8.12,6.03,8.88,44.83,58.52,13.69,40.0,8.23,3.02,841.65,14.54,13.83,156.76,9.57,15.66,2.6,24.71,27.15,2.44,10.8,0.37,486.73,28.5,525.56,15.12,4.91,3.39,29.3,14.05,3.64,44.09,47.93,3.84,16.39,1.98,29.17,37.57,8.4,27.87,90.71,12.29,5.08,28.66,34.26,5.6,59.36\n665,5.63,5.54,8.9,34.31,42.49,8.18,44.4,5.96,3.0,907.87,11.95,14.14,179.57,8.04,20.76,2.7,27.86,30.19,2.33,11.69,0.38,481.59,24.77,662.83,10.94,3.97,3.42,26.05,10.89,3.17,55.03,58.04,3.01,12.93,2.89,25.79,32.02,6.22,26.13,115.58,8.6,4.67,36.63,41.16,4.53,57.73\n666,3.81,3.99,7.73,27.38,34.36,6.98,35.7,4.16,3.41,904.46,11.31,13.62,342.87,5.79,16.85,2.8,30.7,31.86,1.16,14.03,0.67,541.88,22.1,615.95,12.49,3.15,3.22,25.05,8.33,2.77,60.28,64.0,3.72,11.02,2.78,27.82,32.35,4.53,24.46,119.14,9.11,4.3,62.08,65.33,3.25,43.39\n667,7.57,3.04,6.93,22.55,25.48,2.93,31.0,2.91,3.13,945.59,9.98,21.39,227.5,5.22,23.02,2.52,37.82,38.88,1.06,21.1,1.43,553.85,22.95,743.06,15.2,5.02,3.4,26.64,7.48,2.71,81.35,86.11,4.76,9.89,1.77,30.5,34.55,4.05,23.69,104.26,13.21,4.67,63.5,75.68,12.18,29.34\n668,12.65,3.44,7.43,35.53,39.69,4.16,33.0,2.04,2.97,1115.29,8.48,26.24,402.02,5.36,17.66,2.86,50.28,52.98,2.7,21.31,1.59,577.22,24.98,784.91,14.68,13.99,3.28,32.47,8.42,2.08,92.87,114.71,21.84,6.95,1.17,51.62,57.46,5.84,15.85,80.18,14.32,4.56,68.0,70.08,2.08,25.58\n682,16.09,13.76,5.58,24.7,29.68,4.98,16.2,0.82,2.81,1005.41,7.97,4.68,242.13,3.38,8.1,2.92,37.8,44.19,6.39,3.3,0.68,552.26,11.22,387.31,11.55,2.83,4.02,6.46,2.19,2.33,87.6,133.02,45.42,1.2,1.4,52.05,75.36,23.3,5.16,5.28,3.86,2.08,45.13,72.38,27.25,8.56\n683,10.27,9.49,5.85,31.8,39.19,7.39,14.7,1.77,2.57,961.95,10.38,3.79,239.4,7.88,17.85,3.08,31.15,39.94,8.79,3.03,0.8,553.9,13.67,351.75,12.34,2.76,4.02,10.7,2.45,3.51,54.37,83.3,28.93,1.16,2.58,33.44,47.76,14.32,12.54,7.58,3.89,2.98,39.88,47.79,7.91,16.09\n684,8.36,5.84,6.26,37.7,49.62,11.92,15.7,5.15,2.68,936.34,10.92,4.0,252.53,5.9,14.89,3.27,20.36,22.57,2.21,2.45,0.62,541.04,15.72,341.02,18.26,3.17,4.4,21.47,2.75,3.64,28.21,38.46,10.25,1.08,3.0,14.91,17.86,2.95,19.89,9.97,5.1,3.16,37.82,38.44,0.62,37.32\n706,4.55,5.0,6.43,36.14,44.92,8.78,29.3,2.91,3.08,1555.69,6.94,7.59,464.82,4.33,9.6,4.95,61.43,73.85,12.42,5.47,1.3,776.72,9.13,1248.93,16.12,12.78,3.35,5.32,1.87,2.55,135.91,224.3,88.39,2.2,1.38,22.72,30.32,7.59,21.66,2.1,0.62,2.18,56.22,63.48,7.26,14.88\n707,12.38,2.69,6.43,58.47,81.73,23.26,32.7,2.77,3.54,1430.19,7.56,9.3,322.63,4.31,8.24,4.38,71.27,94.61,23.34,9.18,1.63,773.6,10.16,1050.5,15.98,10.44,3.93,15.88,1.47,2.85,82.41,107.97,25.56,2.27,1.33,29.36,38.31,8.95,22.78,8.32,1.88,2.77,66.8,81.32,14.52,15.22\n708,9.43,4.42,6.34,71.44,109.75,38.31,26.6,3.41,3.65,1337.07,8.49,10.73,279.44,3.94,9.78,4.84,67.76,91.55,23.79,15.07,1.48,820.21,10.17,788.73,23.16,12.82,4.49,26.96,1.54,3.87,59.85,77.62,17.77,2.68,2.08,22.8,33.34,10.54,22.95,18.52,5.4,2.87,42.32,45.1,2.78,33.89\n709,13.96,13.81,6.62,44.15,59.7,15.55,26.5,6.05,3.06,1275.89,9.25,9.0,370.19,4.5,14.9,4.15,42.49,51.65,9.16,20.86,1.75,864.94,15.49,977.62,24.96,10.44,4.79,32.49,1.84,4.83,32.36,49.95,17.59,8.33,4.06,22.28,29.64,7.36,23.17,16.63,8.07,3.96,35.59,41.79,6.2,39.28\n710,23.45,25.42,8.96,37.53,49.04,11.51,29.4,11.05,3.28,1241.48,8.59,8.85,388.4,3.58,12.42,4.43,41.3,51.18,9.88,21.74,1.63,719.8,21.0,798.87,25.45,14.74,4.71,31.33,1.8,4.23,39.49,45.43,5.94,12.18,4.01,20.01,24.35,4.34,22.92,14.49,5.65,3.25,27.74,29.02,1.28,46.2\n711,31.18,17.48,10.46,35.42,48.69,13.27,31.1,11.6,3.37,1244.37,9.02,9.84,333.88,4.69,14.22,3.91,36.77,41.38,4.61,20.44,1.25,694.58,19.34,627.61,20.22,8.86,4.79,32.16,1.93,3.08,23.28,37.19,13.91,9.13,2.7,16.45,20.5,4.05,24.44,15.67,3.96,2.78,24.45,33.09,8.64,42.16\n712,21.91,11.84,9.65,28.67,39.52,10.85,34.7,11.48,3.2,1241.68,8.53,14.48,361.9,7.48,26.14,3.78,37.55,41.79,4.24,22.49,1.07,757.25,19.1,552.76,21.8,7.95,4.47,27.45,2.41,2.7,37.22,48.33,11.11,9.25,3.3,23.17,27.75,4.58,23.19,14.15,2.96,2.7,42.0,56.14,14.15,44.24\n713,21.33,10.15,6.66,16.39,21.7,5.31,33.2,9.72,3.44,1319.96,7.71,17.16,349.24,2.87,29.94,3.68,45.15,50.74,5.59,22.29,0.83,790.44,17.42,802.98,15.62,9.59,4.61,26.02,7.12,2.42,31.3,35.89,4.59,9.93,2.97,18.29,21.76,3.47,24.6,10.23,2.5,2.98,43.84,58.93,15.09,47.46\n714,18.21,6.87,6.91,17.64,21.98,4.34,31.9,9.48,3.07,1390.18,6.93,15.01,389.37,5.85,22.67,3.83,50.16,51.92,1.76,19.84,0.58,750.94,13.77,935.3,12.01,6.52,4.76,24.25,12.85,3.0,56.74,75.96,19.22,9.07,2.64,18.17,22.02,3.85,24.64,10.02,1.75,3.23,46.53,57.13,10.6,41.8\n715,13.1,6.39,7.09,20.7,25.61,4.91,30.5,11.81,2.93,1305.33,6.02,15.71,426.83,4.87,26.94,3.85,58.02,59.24,1.22,21.51,0.41,899.86,11.98,1084.89,18.28,6.5,4.57,18.83,9.85,2.03,39.17,41.77,2.6,8.46,2.14,24.81,27.99,3.18,22.14,11.75,1.22,3.09,51.26,61.53,10.26,37.54\n716,13.97,6.04,7.27,27.22,32.84,5.62,32.1,12.13,2.87,1290.54,5.66,19.0,463.26,4.65,27.06,3.53,74.89,101.75,26.86,22.61,0.44,855.81,10.61,1165.13,21.2,8.39,4.63,16.1,7.59,1.49,44.8,48.2,3.4,6.53,2.47,26.92,32.24,5.32,21.29,10.66,0.86,2.3,59.76,69.85,10.09,30.15\n717,15.16,5.89,6.91,31.53,35.88,4.35,36.0,14.12,2.22,1329.84,5.6,21.23,632.49,5.87,21.19,3.26,100.92,146.22,45.3,16.46,1.06,886.89,12.64,1121.64,21.38,8.5,4.52,12.92,5.32,2.3,57.36,65.8,8.44,7.69,2.78,29.5,34.52,5.01,19.3,13.24,0.6,2.19,44.36,46.86,2.5,34.15\n718,26.66,16.66,6.63,49.62,55.58,5.96,36.2,11.19,3.03,1451.97,5.8,22.3,645.75,5.52,33.82,3.67,108.06,162.03,53.97,17.44,1.88,1009.0,13.78,834.51,28.65,19.34,4.22,13.53,4.19,5.48,69.2,73.36,4.16,10.87,2.79,24.94,27.22,2.28,19.02,10.13,0.42,2.31,53.56,57.64,4.07,23.83\n719,30.71,10.44,6.29,50.35,57.78,7.43,44.9,16.42,3.18,1499.68,5.84,28.53,618.64,8.34,41.39,3.51,98.71,133.49,34.78,24.78,1.87,1075.08,20.54,872.73,25.07,22.67,3.81,12.05,3.7,2.39,72.83,79.78,6.95,10.39,1.68,25.74,26.98,1.23,17.4,9.89,0.35,2.23,59.44,63.18,3.75,17.54\n720,29.15,13.07,7.83,60.56,70.86,10.3,48.6,28.35,2.73,1455.45,6.37,30.59,449.24,14.05,44.12,3.26,74.64,84.91,10.27,27.8,1.87,1085.98,28.13,711.5,31.84,17.67,3.71,10.47,2.82,1.89,51.44,56.6,5.16,8.09,1.44,21.19,21.77,0.59,18.42,18.95,3.53,1.97,57.33,60.71,3.38,13.13\n722,7.91,90.77,9.04,57.32,72.21,14.89,40.6,22.2,2.35,1232.66,7.7,27.92,288.72,16.7,45.29,3.25,69.89,81.95,12.06,22.93,1.74,959.51,27.92,380.65,22.07,20.91,3.06,21.65,4.58,1.83,39.15,43.2,4.05,5.26,1.34,17.47,20.24,2.77,19.2,28.14,8.4,1.45,49.4,51.98,2.59,11.87\n723,70.23,50.56,9.06,47.08,54.77,7.69,39.7,20.74,2.37,1091.18,8.8,23.0,330.88,18.99,33.22,3.13,66.1,76.85,10.75,16.85,1.58,887.36,33.79,285.73,33.56,20.16,3.15,23.88,6.79,2.52,43.56,47.59,4.03,4.1,0.96,17.93,20.69,2.77,19.9,29.46,12.47,1.4,45.49,46.5,1.01,14.51\n724,43.0,41.37,7.02,41.22,46.62,5.4,39.2,14.75,1.91,981.91,9.42,21.7,207.15,17.43,39.93,3.0,40.05,41.52,1.47,20.99,3.36,854.17,34.05,245.92,20.22,15.09,2.97,18.66,6.98,1.68,46.14,50.9,4.76,3.06,0.88,16.52,19.13,2.62,19.09,28.44,16.13,1.32,42.98,44.6,1.63,15.77\n725,37.96,23.14,7.28,38.05,42.82,4.77,32.0,11.92,1.98,897.51,9.98,22.73,213.09,15.85,34.88,2.81,32.12,33.87,1.75,22.61,4.46,731.41,31.28,209.59,17.82,17.25,3.0,19.05,8.06,1.79,35.76,38.01,2.25,2.31,0.76,10.37,15.15,4.78,19.16,25.42,11.77,1.48,17.68,19.81,2.12,41.67\n726,31.34,22.94,6.48,34.91,38.08,3.17,28.7,10.95,1.87,860.75,9.15,21.52,128.4,16.82,32.74,2.72,27.26,29.24,1.98,15.79,3.52,661.43,60.68,174.99,10.29,9.55,2.83,18.92,6.12,2.9,34.71,37.43,2.72,2.04,0.92,9.61,11.9,2.29,20.18,20.71,9.77,1.47,19.18,21.25,2.06,32.54\n727,16.4,12.56,6.7,29.67,32.21,2.54,24.1,7.66,1.91,903.66,8.46,17.59,208.25,15.45,26.76,2.63,28.67,30.09,1.42,9.48,2.96,651.84,83.61,182.96,6.85,5.76,2.89,15.42,5.54,1.94,34.85,39.55,4.7,2.34,1.16,11.18,13.54,2.36,20.54,21.14,10.43,1.31,17.17,18.87,1.7,37.09\n728,10.59,9.85,6.82,27.99,30.43,2.44,19.8,5.61,2.03,1106.71,6.82,16.79,217.36,12.42,19.01,2.75,39.91,42.26,2.35,6.76,2.48,678.58,65.15,364.55,5.65,4.09,2.82,14.36,4.63,1.69,38.49,42.73,4.24,2.19,1.73,12.49,13.8,1.31,19.94,15.3,7.79,1.17,28.25,30.3,2.05,28.38\n729,8.38,7.78,7.12,28.06,30.39,2.33,22.5,4.59,2.91,1434.1,6.28,18.12,248.28,9.34,15.7,2.85,55.42,58.47,3.05,7.47,2.29,804.29,44.68,552.39,6.84,3.24,3.09,10.13,3.66,1.96,52.64,60.95,8.31,1.54,3.53,21.24,24.38,3.14,17.46,13.76,5.88,1.21,53.89,67.26,13.38,14.22\n730,8.88,5.42,6.44,38.9,45.82,6.92,24.1,4.26,2.81,1460.13,7.5,17.08,273.92,6.73,17.68,2.77,67.35,78.46,11.11,9.24,2.17,856.84,33.32,543.62,7.55,2.31,3.12,7.56,3.6,4.09,56.48,68.92,12.44,1.16,2.35,23.03,34.75,11.72,18.38,16.05,4.61,1.62,81.16,124.05,42.88,8.59\n731,9.03,4.44,7.52,52.87,63.83,10.96,29.5,7.72,2.57,1338.57,8.13,14.12,269.81,5.28,17.49,2.96,48.52,59.55,11.03,12.32,2.57,801.47,29.41,621.12,13.57,3.92,3.72,5.95,3.1,4.04,66.06,94.26,28.2,0.9,2.03,14.87,21.32,6.44,19.59,12.02,3.69,3.02,56.83,80.39,23.56,25.08\n732,12.04,8.63,8.69,50.04,60.72,10.68,26.8,13.34,3.32,1276.52,9.55,10.91,361.12,6.56,13.26,3.46,72.7,112.85,40.15,12.61,4.65,909.9,27.69,608.72,31.58,8.29,4.11,6.96,2.48,3.77,46.32,65.46,19.14,2.45,2.17,15.48,21.59,6.11,20.56,14.24,9.97,3.04,43.04,62.74,19.7,30.89\n733,10.79,6.87,10.95,46.72,60.84,14.12,29.6,18.02,3.29,1201.33,11.35,9.65,297.98,6.1,19.32,3.4,58.85,88.88,30.03,10.62,9.06,746.83,25.04,415.82,24.93,7.75,4.08,12.88,4.34,7.6,33.95,45.22,11.27,4.13,2.4,15.98,21.28,5.29,21.35,22.99,21.2,5.72,29.93,44.17,14.24,44.26\n734,12.88,11.01,10.54,30.85,43.18,12.33,29.9,16.28,3.58,1094.41,11.96,11.71,214.32,7.01,22.72,3.1,31.82,41.11,9.29,11.45,10.54,711.51,28.99,348.74,17.32,13.81,4.51,13.73,7.45,7.92,30.62,40.05,9.43,3.78,2.6,15.06,20.58,5.52,22.64,18.35,15.33,5.98,43.41,64.28,20.87,43.58\n736,10.22,4.6,10.82,23.24,33.13,9.89,30.4,9.13,3.88,1280.47,8.17,8.56,198.05,5.58,25.96,3.54,37.27,40.95,3.68,11.1,6.79,693.97,31.17,787.32,16.75,13.19,4.52,9.94,7.49,7.06,48.75,65.77,17.02,2.97,3.38,11.6,16.02,4.42,25.74,17.82,16.76,3.11,48.38,70.29,21.91,43.47\n739,2.99,10.49,9.19,27.49,37.3,9.81,43.9,9.55,3.24,1307.59,7.41,12.36,286.75,4.62,5.71,3.29,49.68,54.26,4.58,25.37,0.0,698.43,22.84,708.69,18.82,17.04,4.75,21.66,9.32,3.76,75.67,93.98,18.31,2.66,1.79,20.72,25.9,5.18,22.88,20.27,8.72,2.68,51.71,68.3,16.59,37.6\n740,2.6,6.28,8.55,37.26,48.39,11.13,46.2,6.82,3.38,1444.09,6.45,12.97,347.68,6.18,13.1,4.21,54.93,57.35,2.42,18.25,0.0,779.48,22.99,897.23,15.76,11.66,4.71,25.1,10.17,3.12,65.85,78.32,12.47,1.95,2.01,25.68,31.16,5.48,21.44,14.19,6.11,3.24,49.03,59.68,10.66,29.73\n741,2.48,5.89,8.79,48.83,62.5,13.67,59.5,5.14,3.15,1387.91,7.14,15.98,376.37,6.36,18.99,4.25,65.1,69.99,4.89,11.07,0.61,752.54,24.46,777.29,14.46,8.25,4.7,25.73,8.18,3.38,74.69,95.66,20.97,1.38,1.4,13.88,16.98,3.1,24.3,11.29,4.28,2.89,44.92,51.64,6.72,32.14\n742,1.78,9.97,8.04,67.92,87.17,19.25,58.5,3.6,3.05,1357.88,8.09,15.94,314.08,4.8,22.99,4.41,57.19,62.77,5.58,11.76,0.92,709.88,22.9,525.04,9.74,6.02,4.75,24.6,6.61,3.8,50.57,57.83,7.26,1.33,1.27,12.15,13.72,1.57,24.88,11.18,3.05,2.26,27.19,29.88,2.69,44.3\n743,2.09,24.98,7.34,58.18,70.72,12.54,52.6,3.14,2.6,1332.48,8.41,14.08,354.56,3.41,22.38,4.03,58.24,63.71,5.47,18.23,1.37,686.26,23.39,559.89,11.98,4.34,4.28,17.78,5.43,3.65,39.62,42.38,2.76,1.29,1.25,22.66,25.74,3.09,20.91,10.4,2.35,1.91,21.92,24.32,2.4,47.64\n744,1.84,34.93,7.15,48.9,57.76,8.86,47.9,3.85,2.47,1195.2,7.95,16.85,332.82,3.02,19.84,3.77,63.28,68.9,5.62,15.79,2.33,698.42,22.28,677.77,15.28,4.18,4.21,12.93,4.1,3.34,49.5,56.63,7.13,1.46,1.13,19.7,22.96,3.26,20.97,11.84,2.94,1.84,24.58,27.28,2.7,43.39\n884,20.73,6.1,2.16,25.92,32.24,6.32,21.1,3.51,3.07,1365.79,8.9,4.02,300.41,3.94,12.69,3.31,52.17,59.64,7.47,18.32,0.57,884.62,15.01,349.21,10.18,2.78,2.3,3.06,2.09,1.72,31.02,36.2,5.17,4.72,2.19,19.81,25.52,5.71,20.82,24.82,2.7,2.98,26.33,34.49,8.16,52.73\n885,14.18,5.19,1.53,24.12,29.18,5.06,19.1,2.46,2.87,1351.78,8.56,3.14,261.46,2.94,13.06,3.28,45.84,50.46,4.62,12.99,0.4,905.36,13.15,325.3,16.92,7.24,2.32,3.78,1.46,1.73,30.9,36.4,5.5,4.22,1.84,17.69,19.83,2.14,21.41,17.37,1.89,2.57,15.9,18.91,3.01,60.87\n886,9.07,4.0,1.18,25.51,31.04,5.53,15.1,1.73,3.29,1308.26,9.28,2.2,207.09,2.56,12.43,3.42,38.31,42.56,4.25,11.95,0.79,921.02,11.62,560.15,10.45,6.16,2.52,6.21,1.22,1.69,29.4,34.18,4.78,3.85,1.85,14.12,16.49,2.37,21.86,12.16,1.5,2.63,18.73,21.93,3.2,57.12\n887,6.46,5.08,1.23,25.02,30.42,5.4,15.4,1.21,4.0,1309.19,9.21,3.48,258.99,2.87,11.23,3.15,27.77,31.14,3.37,14.33,0.62,892.01,10.15,567.79,8.49,7.05,2.28,4.78,1.16,2.25,29.44,33.81,4.36,4.64,1.91,8.99,9.47,0.48,24.35,9.4,1.51,2.38,15.24,17.13,1.89,61.32\n889,6.64,6.6,1.58,32.36,37.07,4.71,11.1,0.59,3.06,1131.72,11.68,3.1,181.63,4.24,7.11,3.15,32.78,35.9,3.12,8.75,0.3,727.06,7.7,376.31,32.25,4.56,1.74,3.4,0.98,1.78,30.78,35.05,4.27,4.92,2.17,12.92,13.79,0.87,22.66,8.27,1.09,1.99,9.17,11.61,2.44,65.01\n890,6.2,5.87,1.31,22.84,26.25,3.41,16.6,0.56,2.69,1043.61,12.04,2.99,204.52,2.97,5.52,3.3,24.34,27.38,3.04,19.61,0.21,694.75,6.13,285.98,22.38,3.89,1.09,3.28,1.34,7.32,40.7,45.26,4.57,5.59,4.69,15.93,17.16,1.23,22.45,5.79,0.76,1.97,6.73,7.42,0.69,67.27\n891,5.95,3.72,1.36,25.55,29.13,3.58,21.9,0.78,2.62,1053.2,10.94,2.5,242.54,3.72,5.57,3.36,22.42,25.08,2.66,14.69,0.15,699.38,4.81,197.65,11.45,6.27,1.31,3.19,0.94,5.51,36.07,42.23,6.16,4.84,4.59,15.36,15.66,0.29,22.67,4.13,0.53,1.78,7.56,8.72,1.17,65.56\n892,4.57,3.15,2.14,30.88,34.23,3.35,20.4,0.55,2.11,1066.73,12.53,1.75,212.52,4.13,6.39,3.17,18.99,20.62,1.63,11.12,0.1,664.32,3.93,567.07,8.34,4.97,0.93,2.34,1.03,2.05,26.52,31.18,4.65,4.29,2.76,10.93,11.21,0.28,23.51,3.04,0.37,1.73,7.61,8.84,1.22,65.51\n893,14.53,3.51,5.54,35.82,38.86,3.04,17.8,0.54,2.14,931.53,13.42,1.22,157.24,5.49,5.66,3.02,17.19,20.27,3.08,7.4,0.07,671.13,3.28,646.11,6.55,4.53,0.85,4.71,1.32,1.41,23.41,27.18,3.77,4.28,4.31,13.29,13.34,0.04,22.1,2.13,0.54,1.56,6.67,7.75,1.08,65.54\n894,12.94,3.14,1.74,20.99,23.41,2.42,18.7,0.77,2.44,990.79,13.02,1.94,176.87,6.56,5.19,3.13,17.67,20.75,3.08,5.36,0.56,648.56,6.64,1232.03,5.34,3.0,0.76,9.27,0.93,1.57,30.51,34.58,4.08,3.9,2.85,8.64,8.73,0.09,23.07,1.69,1.25,1.64,7.0,8.16,1.16,65.13\n895,7.76,4.62,1.38,17.42,19.55,2.13,14.9,0.54,2.44,1249.32,8.73,2.55,221.34,10.27,5.41,3.02,19.99,22.04,2.05,4.01,0.97,668.9,8.74,1047.53,4.69,2.74,0.83,6.81,0.65,1.24,40.41,48.37,7.96,3.63,1.61,8.63,8.93,0.3,22.62,1.6,1.47,1.72,8.91,10.28,1.36,62.72\n896,8.61,5.31,1.45,26.41,29.32,2.91,20.0,0.38,2.97,1495.86,6.68,3.77,226.12,9.24,4.77,3.33,24.55,26.52,1.97,2.67,0.74,770.56,6.49,1223.16,4.48,3.11,0.94,6.62,0.45,1.19,81.93,98.93,17.0,4.54,1.29,9.77,11.71,1.93,21.07,1.12,1.03,1.92,8.94,10.28,1.34,60.98\n897,5.85,4.68,1.12,24.62,31.79,7.17,26.7,0.53,2.94,1473.29,7.18,3.9,257.63,8.4,4.01,3.38,36.55,40.63,4.08,10.51,0.52,910.83,5.06,2479.06,3.24,2.3,0.97,9.99,0.72,1.39,114.29,143.86,29.58,4.1,1.82,15.5,20.05,4.54,19.29,0.92,0.97,1.81,18.73,24.77,6.03,54.38\n899,24.22,21.23,1.59,107.58,169.69,62.11,55.6,4.76,3.2,1494.45,8.72,4.51,294.0,5.16,8.54,3.77,35.84,47.39,11.55,4.99,1.44,803.37,9.33,305.65,22.0,9.96,2.14,21.41,1.16,1.44,26.64,31.53,4.89,4.0,1.88,16.62,26.29,9.66,19.92,7.7,1.24,4.6,50.24,70.0,19.75,34.61\n900,27.98,14.5,1.49,76.36,111.96,35.6,71.2,8.92,3.37,1405.26,10.33,5.24,301.91,4.7,11.72,4.41,35.49,47.99,12.5,9.8,1.16,745.11,13.81,202.44,15.45,9.29,2.69,21.09,1.07,1.98,22.02,27.9,5.88,4.5,2.07,10.4,14.7,4.3,21.9,14.58,5.29,4.72,43.03,59.29,16.26,39.31\n904,16.74,6.56,1.51,17.66,24.24,6.58,51.8,2.89,3.08,1074.52,11.26,2.21,243.72,6.85,11.78,3.66,18.78,24.76,5.98,16.65,1.57,726.72,20.64,221.66,6.86,6.65,1.85,11.24,2.35,2.15,20.26,26.04,5.79,3.98,2.45,13.31,19.11,5.8,23.52,9.86,5.12,5.07,26.88,38.59,11.7,56.79\n905,14.01,5.92,1.65,16.57,23.55,6.98,47.1,2.02,3.09,1131.54,10.43,1.88,258.79,4.32,9.25,3.31,17.61,22.68,5.07,12.35,1.09,733.24,17.77,280.7,7.51,6.53,2.27,9.27,2.35,1.31,21.91,26.43,4.52,4.56,2.72,15.63,21.78,6.14,22.75,6.9,3.59,5.74,26.07,35.71,9.63,56.04\n906,23.61,5.02,1.9,14.78,22.03,7.25,44.2,2.61,3.22,1349.74,8.03,1.38,259.06,4.84,8.2,3.16,20.81,26.49,5.68,11.55,0.78,880.3,17.63,364.83,8.01,5.23,2.2,6.49,1.65,0.76,19.56,20.84,1.28,4.11,5.05,16.16,19.98,3.82,22.33,5.0,2.7,3.72,34.01,44.59,10.58,49.68\n910,16.28,2.98,1.27,40.77,48.6,7.83,41.3,3.96,3.72,1368.4,8.74,5.94,370.22,3.1,9.41,3.6,33.35,35.41,2.06,15.21,0.65,894.08,8.29,618.76,11.78,9.37,1.96,1.9,0.73,0.21,34.94,36.85,1.91,3.27,4.42,16.91,22.28,5.37,21.86,7.8,5.52,2.24,18.68,21.06,2.38,58.33\n911,25.58,6.43,1.23,47.0,56.66,9.66,37.8,3.08,3.12,1241.15,9.54,6.32,351.93,2.81,9.13,3.38,28.47,31.4,2.93,10.74,0.52,816.06,6.47,1061.98,27.02,6.7,1.61,1.33,1.04,0.19,31.07,32.59,1.52,4.04,5.47,16.21,19.19,2.99,21.67,9.9,3.87,2.12,14.92,16.67,1.75,62.26\n912,20.1,5.78,1.3,43.7,51.24,7.54,33.4,2.15,2.38,1132.74,10.6,4.88,307.07,3.93,8.73,3.26,28.6,31.73,3.13,6.61,0.61,758.95,10.93,892.08,19.17,5.93,1.35,0.93,0.73,0.16,31.19,32.48,1.29,3.74,6.28,16.18,18.96,2.79,21.55,13.37,3.02,1.77,14.18,15.58,1.4,63.3\n913,13.26,4.53,1.26,41.37,48.36,6.99,34.6,1.51,2.13,1054.87,10.65,3.42,298.46,3.36,6.11,3.28,31.96,35.39,3.43,3.42,0.85,755.45,13.36,1088.85,45.54,13.91,0.87,0.88,0.51,0.19,34.66,34.69,0.03,3.52,5.62,15.45,18.7,3.25,20.86,9.64,2.78,1.47,32.51,39.99,7.48,53.93\n914,7.94,7.75,1.9,42.09,49.57,7.48,30.7,1.06,2.09,1060.67,10.94,2.67,281.49,5.32,4.6,3.35,26.9,30.01,3.11,7.86,0.64,760.9,9.53,1195.67,28.64,11.8,0.7,1.3,0.36,0.32,38.41,38.78,0.38,3.63,5.61,16.69,18.84,2.15,21.94,7.18,1.95,1.56,17.8,19.38,1.58,58.06\n923,14.8,2.57,2.31,70.98,97.3,26.32,48.2,7.37,4.66,1678.0,8.11,16.7,532.2,2.77,12.81,6.68,70.16,106.54,36.38,19.03,1.67,815.17,33.07,1157.74,51.74,38.24,7.28,46.23,1.92,3.63,86.61,136.04,49.43,8.74,9.42,45.58,63.15,17.57,15.09,27.54,12.64,1.46,77.02,121.97,44.95,25.76\n924,25.78,8.47,3.09,60.03,82.29,22.26,72.9,13.53,4.12,1598.36,9.02,22.56,589.67,4.74,24.68,7.6,45.94,67.35,21.41,13.4,1.48,758.59,41.82,852.84,49.08,26.2,5.39,71.22,1.8,4.22,54.71,79.09,24.37,27.72,7.23,27.42,38.43,11.01,18.68,32.56,21.79,2.37,54.0,83.93,29.93,40.02\n952,10.25,6.21,3.38,23.68,34.37,10.69,6.5,0.0,4.83,1315.96,13.17,13.2,259.48,31.02,22.84,1.3,20.19,23.59,3.4,5.84,0.0,769.49,17.23,372.49,8.4,6.24,1.75,24.73,8.92,2.93,39.07,55.72,16.65,5.95,5.93,20.57,30.7,10.13,21.22,22.6,5.93,4.28,31.26,43.69,12.42,64.67\n959,24.59,7.84,1.8,70.75,87.12,16.37,47.5,5.0,3.18,1598.19,7.42,12.66,532.75,12.66,25.25,0.92,49.69,51.98,2.29,11.92,1.04,833.72,21.65,753.74,29.99,22.02,1.1,25.01,7.61,1.0,28.68,34.15,5.47,4.35,4.5,35.34,42.91,7.57,17.39,36.84,8.95,2.83,93.17,111.98,18.8,6.49\n960,22.51,6.81,1.99,58.63,67.54,8.91,46.4,4.51,3.15,1462.24,7.3,16.68,467.41,13.58,17.77,0.79,48.26,51.82,3.56,10.53,0.88,858.67,18.61,589.62,24.73,13.27,0.91,17.75,9.73,1.15,46.95,60.38,13.43,3.96,4.33,37.97,44.68,6.71,16.24,44.99,10.79,2.27,78.28,88.26,9.97,25.75\n961,31.96,15.43,2.31,57.76,66.32,8.56,45.2,8.4,3.3,1480.18,8.39,16.39,399.26,15.94,17.94,0.9,48.66,49.75,1.09,11.81,1.16,844.37,18.33,784.24,44.94,17.23,1.2,13.04,10.73,1.07,50.5,62.24,11.74,4.22,4.63,44.41,50.32,5.9,14.2,49.0,10.91,2.34,96.22,125.58,29.36,22.54\n965,31.96,10.12,1.47,47.0,53.29,6.29,33.3,5.35,3.62,1227.57,11.29,10.56,272.24,23.26,25.75,1.36,22.38,23.34,0.96,7.29,0.43,878.17,20.26,267.9,17.36,7.55,1.39,5.81,4.64,1.04,55.25,63.85,8.6,32.06,4.61,81.3,100.2,18.9,4.41,45.32,25.0,1.82,79.29,89.25,9.96,5.23\n970,20.6,13.19,1.58,58.78,73.62,14.84,30.1,2.89,3.86,1759.98,7.68,6.08,673.9,13.08,26.56,2.76,78.61,117.07,38.46,10.86,1.05,931.87,18.57,592.3,24.29,5.82,2.28,36.21,10.36,2.55,162.51,271.97,109.46,30.06,5.31,76.42,106.26,29.84,7.19,28.91,9.05,2.21,121.58,217.13,95.54,1.8\n971,17.31,11.85,1.98,79.49,106.45,26.96,52.6,8.93,4.19,1670.33,9.28,10.6,240.78,17.32,18.99,2.5,49.54,64.05,14.51,16.41,1.05,840.73,29.53,420.14,29.25,9.92,2.55,46.92,12.8,3.85,144.21,234.05,89.84,33.53,6.98,72.54,106.86,34.32,10.18,27.21,6.33,5.16,82.83,132.08,49.25,26.19\n976,28.12,15.2,1.29,13.95,18.39,4.44,57.4,10.71,3.97,1423.65,10.99,4.39,196.4,0.0,26.4,1.55,21.55,23.61,2.06,8.89,2.25,748.08,23.77,433.92,20.67,7.06,0.82,28.28,9.02,0.8,31.69,41.92,10.23,29.29,6.21,25.86,34.52,8.66,21.2,33.74,3.51,3.53,32.88,44.99,12.11,64.88\n977,22.23,10.78,1.83,18.6,24.02,5.42,56.1,7.5,3.62,1459.96,11.36,6.92,241.69,1.36,19.28,2.47,31.76,35.72,3.96,13.46,1.76,806.42,23.05,363.0,12.72,5.53,0.84,22.44,7.06,0.8,27.23,36.96,9.73,26.32,4.92,27.34,35.09,7.75,20.6,25.28,2.46,3.65,36.57,46.99,10.42,60.66\n978,17.29,6.65,1.55,18.65,23.57,4.92,49.3,6.0,3.61,1477.31,10.7,9.53,252.2,2.86,23.87,2.63,32.74,36.65,3.91,19.53,1.78,862.72,22.92,451.68,11.92,4.7,1.43,21.85,5.12,0.7,28.36,36.58,8.22,18.49,5.22,28.9,39.08,10.18,20.59,33.54,2.38,3.52,35.32,43.24,7.91,59.02\n979,20.51,6.11,1.45,19.84,25.2,5.36,56.7,11.02,4.13,1484.11,10.25,7.18,220.26,1.26,26.52,1.83,34.39,37.5,3.11,16.16,2.32,880.69,17.93,843.48,20.68,8.36,1.14,18.59,3.96,0.66,58.71,73.1,14.38,12.94,4.84,31.08,39.09,8.01,20.7,36.99,8.5,2.4,49.14,65.68,16.55,54.51\n980,31.3,9.84,1.52,19.77,25.3,5.53,55.1,7.72,3.83,1405.11,10.28,5.05,288.5,0.24,19.13,1.4,28.93,30.86,1.93,9.68,2.11,841.16,15.03,685.9,12.17,7.17,1.18,13.62,2.93,0.9,77.15,94.32,17.17,10.12,4.77,37.73,45.39,7.66,19.87,30.11,7.7,2.36,47.78,61.47,13.69,49.99\n981,19.54,6.51,1.63,32.25,37.39,5.14,51.2,5.39,3.17,1375.55,10.2,4.76,249.63,2.66,13.4,1.53,35.22,37.67,2.45,15.14,1.79,822.58,12.07,635.66,18.96,7.89,1.21,11.1,2.05,0.9,78.2,89.67,11.46,7.1,4.57,37.78,43.96,6.19,19.08,32.04,6.0,2.47,37.78,45.14,7.36,53.92\n982,22.11,9.86,1.97,45.79,51.32,5.53,47.3,3.92,3.69,1340.12,11.29,5.99,304.62,4.85,10.14,1.27,35.56,37.67,2.11,19.01,1.68,812.26,13.86,645.19,50.13,17.5,0.97,12.27,1.73,0.99,83.6,96.17,12.57,5.53,4.32,40.6,47.04,6.44,17.91,36.28,13.51,2.3,30.16,38.22,8.07,59.72\n983,13.98,8.53,2.01,61.0,67.55,6.55,44.7,4.11,4.37,1462.37,9.03,4.51,277.99,3.92,10.18,1.34,26.4,28.56,2.16,11.35,1.22,777.97,17.18,640.81,32.34,15.68,1.24,14.09,1.67,1.91,108.51,122.59,14.08,4.57,4.12,43.29,50.54,7.25,16.32,27.95,10.06,2.59,34.02,37.75,3.73,49.33\n984,16.99,7.25,2.29,62.62,69.76,7.14,43.7,3.94,4.81,1448.54,9.18,17.24,273.78,2.88,9.5,2.05,33.22,35.04,1.82,8.98,0.93,871.44,12.87,880.91,20.98,9.02,1.15,17.96,1.2,1.54,74.19,83.09,8.9,3.21,4.72,36.42,42.46,6.03,18.33,40.83,7.43,2.08,25.99,29.27,3.28,61.16\n985,26.75,5.79,2.71,62.39,69.73,7.34,45.8,7.23,4.2,1449.27,10.93,16.38,282.25,2.46,10.28,2.54,53.29,58.27,4.98,7.0,1.1,1082.58,10.32,769.08,13.93,6.26,1.62,19.65,1.39,1.6,90.53,102.42,11.89,7.38,4.49,49.97,58.36,8.39,16.45,34.74,12.98,1.96,20.39,23.74,3.35,60.65\n986,28.74,5.33,3.32,66.41,83.71,17.3,42.2,5.08,4.75,1605.8,7.63,11.48,352.5,2.1,13.19,2.1,35.51,36.66,1.15,11.97,1.21,811.48,11.84,625.19,13.32,3.9,0.73,21.62,1.78,1.35,74.15,85.57,11.41,9.09,5.47,56.98,62.83,5.85,13.28,24.63,9.59,2.28,22.0,25.02,3.02,55.18\n987,21.53,5.54,2.78,60.77,68.59,7.82,44.5,3.84,4.41,1541.22,7.46,8.73,320.01,3.67,10.1,3.14,35.7,36.97,1.27,15.58,1.4,739.08,9.06,410.22,10.88,5.77,1.22,21.59,1.32,1.48,64.36,70.6,6.24,6.41,4.58,38.65,44.91,6.26,14.41,17.24,7.47,2.11,20.96,24.0,3.04,59.36\n988,30.68,6.08,2.44,58.51,66.17,7.66,38.0,4.5,3.89,1434.33,10.7,10.66,222.81,7.26,13.64,3.08,38.5,39.74,1.24,8.31,2.16,668.65,7.47,202.71,8.24,3.98,0.56,16.54,1.09,1.11,48.0,53.79,5.79,12.6,4.25,25.08,28.45,3.38,17.22,20.26,5.63,2.17,18.7,21.77,3.07,62.39\n989,37.22,18.22,2.31,49.57,55.23,5.66,31.9,3.87,3.38,1242.29,14.49,14.2,166.84,7.62,23.03,1.64,18.0,18.71,0.71,5.24,2.11,669.83,13.45,226.36,6.25,3.39,0.41,14.09,0.84,1.94,34.3,39.77,5.47,12.47,4.4,24.18,27.68,3.49,18.14,14.71,3.96,1.81,11.39,14.93,3.54,73.82\n990,31.34,15.42,3.71,41.36,45.11,3.75,24.1,3.78,3.72,1185.85,13.78,10.24,143.31,5.35,16.27,1.24,15.57,16.47,0.9,3.93,1.96,665.81,11.95,231.69,6.87,2.37,0.4,13.4,0.59,1.92,34.96,42.13,7.17,8.77,4.5,23.09,26.97,3.88,18.64,18.01,6.04,1.73,8.75,11.41,2.66,76.29\n991,25.77,14.61,3.27,28.19,30.86,2.67,22.2,3.68,3.34,1125.72,13.54,7.5,152.22,8.98,24.27,1.14,16.51,17.55,1.04,2.83,1.95,633.01,8.71,179.7,7.67,2.51,0.31,10.18,0.64,2.03,30.38,38.32,7.94,6.38,4.39,36.62,40.43,3.81,13.27,13.61,5.04,1.79,12.94,15.89,2.95,69.35\n992,23.74,9.53,4.09,29.98,32.92,2.94,26.0,2.85,3.78,1352.27,10.39,5.71,175.51,12.46,18.38,1.09,18.03,18.96,0.93,4.62,1.37,673.54,8.48,305.63,6.61,3.36,0.32,7.89,0.81,1.7,31.89,39.03,7.14,5.07,5.16,29.92,34.48,4.56,15.27,9.56,3.56,1.72,14.28,17.16,2.88,69.12\n993,14.19,10.71,3.93,30.92,35.66,4.74,29.9,3.91,3.17,1361.13,10.76,4.87,208.56,9.29,13.18,1.06,25.18,26.85,1.67,6.6,1.11,829.43,17.13,454.1,8.88,3.29,0.19,6.03,0.96,3.38,50.82,64.41,13.59,3.56,5.22,27.0,31.4,4.4,16.95,6.69,2.77,1.82,19.19,22.18,2.99,65.01\n994,18.25,8.22,3.86,29.32,33.91,4.59,28.3,3.06,3.0,1351.16,11.32,3.86,221.92,9.3,19.06,1.2,29.13,30.55,1.42,5.52,1.35,792.12,17.14,350.17,10.2,2.74,0.21,10.17,1.71,3.41,89.19,122.0,32.81,3.43,5.18,42.9,53.37,10.47,15.04,13.86,2.72,1.88,30.07,35.72,5.66,60.2\n995,12.99,5.34,4.78,39.08,44.4,5.32,28.3,2.76,3.63,1347.99,11.47,3.29,172.88,9.46,19.73,0.94,19.52,21.49,1.97,4.86,1.56,722.45,22.3,248.53,8.74,7.77,0.23,19.36,1.85,1.92,34.67,41.4,6.73,4.39,6.35,33.62,41.36,7.74,17.99,12.24,1.95,2.94,38.3,49.62,11.31,56.56\n996,18.47,3.95,4.99,66.15,81.58,15.43,27.0,7.95,3.44,1268.86,12.51,3.6,165.02,7.29,23.09,0.95,17.88,20.48,2.6,9.06,1.48,733.23,22.94,295.91,26.06,7.92,0.22,18.7,1.33,1.83,29.11,36.57,7.46,3.1,5.87,24.4,31.08,6.67,21.37,23.24,2.04,4.26,34.93,47.87,12.94,60.06\n997,26.86,2.57,5.58,82.64,120.3,37.66,27.7,10.0,3.71,1241.83,13.18,2.96,170.69,6.6,18.14,1.18,16.88,20.02,3.14,12.54,1.52,742.87,19.26,208.71,30.21,5.11,0.47,17.38,1.25,1.92,32.94,42.28,9.34,2.92,5.66,21.1,27.4,6.3,23.82,37.55,4.5,4.97,35.22,51.74,16.52,64.06\n998,26.94,4.36,3.26,33.13,42.86,9.73,22.9,7.0,3.97,1244.94,13.18,2.85,206.48,11.72,22.04,1.24,16.04,18.79,2.75,16.71,1.32,722.77,16.98,271.96,18.94,10.62,0.41,21.23,1.48,1.87,33.56,41.72,8.15,11.88,5.57,19.46,27.44,7.98,24.59,33.36,3.35,5.14,32.59,48.09,15.5,67.16\n999,32.94,9.95,3.68,35.4,45.02,9.62,23.0,4.92,3.78,1243.0,13.54,6.17,239.62,17.21,19.39,1.12,16.21,19.19,2.98,20.73,0.93,749.63,26.03,345.8,10.14,7.66,0.76,22.87,1.54,1.89,44.9,58.24,13.35,9.71,4.8,16.25,22.7,6.45,25.65,46.48,6.29,5.71,36.37,50.56,14.19,63.27\n1000,25.85,6.18,2.8,24.35,30.67,6.32,23.7,3.67,3.92,1256.01,13.12,11.6,363.85,15.03,26.73,1.22,15.96,20.38,4.42,14.36,0.65,720.46,37.51,283.24,11.6,9.39,0.9,22.72,3.63,1.99,52.94,70.73,17.79,16.32,4.58,16.4,22.98,6.58,25.72,54.2,7.35,3.91,39.89,56.27,16.38,63.22\n1001,14.19,7.2,2.69,29.29,37.6,8.31,25.0,3.05,4.55,1407.78,11.27,13.78,296.15,11.21,19.06,1.42,23.16,27.07,3.91,15.52,0.78,764.21,27.35,362.01,10.38,6.26,1.07,30.83,6.46,1.9,47.65,65.94,18.29,15.84,4.58,16.16,22.0,5.84,25.63,48.15,5.32,3.38,37.96,48.88,10.92,62.76\n1002,14.67,5.85,2.4,32.25,43.45,11.2,45.6,6.52,4.61,1486.67,10.23,19.01,336.36,13.35,19.09,1.4,28.78,33.31,4.53,18.97,1.01,848.87,22.58,432.71,26.26,8.65,1.4,34.72,7.98,1.57,43.01,53.57,10.56,11.14,4.93,17.83,23.1,5.28,25.4,45.48,3.89,2.75,39.59,51.12,11.53,63.14\n1003,13.44,9.03,2.99,32.85,42.88,10.03,58.7,4.56,4.34,1527.88,9.61,23.4,314.56,19.39,15.43,1.63,31.52,34.64,3.12,26.7,0.78,923.47,16.21,817.51,24.58,9.65,1.2,29.2,12.11,1.54,51.74,60.17,8.42,8.81,5.04,22.48,27.68,5.19,25.2,52.15,3.04,3.05,41.42,50.09,8.67,56.38\n1004,20.42,10.92,2.95,43.55,54.74,11.19,57.3,3.19,3.87,1507.44,9.56,16.52,450.52,20.36,20.02,1.7,46.43,50.89,4.46,33.62,0.55,940.08,15.02,1352.52,18.77,9.99,1.07,23.87,13.44,1.51,77.1,88.01,10.91,14.84,5.07,47.99,61.9,13.91,19.83,35.31,2.15,3.28,66.63,77.53,10.9,28.13\n1005,34.22,14.91,3.18,52.68,63.08,10.4,59.0,2.24,4.04,1557.77,8.0,17.69,521.49,16.85,18.14,1.53,47.57,51.78,4.21,27.65,0.38,935.03,15.77,2348.13,19.07,8.66,1.55,18.9,12.02,1.52,118.35,158.17,39.82,11.58,6.09,71.86,86.91,15.04,13.93,38.42,1.5,3.49,88.61,101.34,12.73,11.22\n1006,43.1,17.47,2.98,71.2,84.16,12.96,46.7,1.56,3.86,1485.35,9.36,19.21,642.05,12.26,21.4,1.14,56.19,62.61,6.42,21.29,0.79,965.81,22.94,1375.68,21.23,11.91,1.35,21.78,13.49,1.4,126.44,169.67,43.23,20.5,6.45,78.34,88.9,10.55,10.47,57.59,3.15,3.27,79.14,90.0,10.86,15.18\n1007,58.03,13.91,2.16,60.01,69.3,9.29,44.7,1.1,3.39,1497.23,8.98,14.99,753.6,9.04,28.34,1.52,61.99,68.58,6.59,18.1,1.18,1044.31,23.27,1386.57,28.08,12.15,1.81,26.09,17.42,2.46,139.47,193.16,53.69,34.31,7.34,59.59,68.88,9.3,13.04,57.38,11.04,2.76,74.1,85.26,11.16,15.86\n1008,36.86,20.1,2.09,61.04,71.61,10.57,38.9,1.19,3.31,1482.87,8.07,21.89,679.2,10.53,36.07,1.96,66.63,74.54,7.91,17.81,1.18,920.28,28.61,1179.93,45.54,23.11,1.75,28.71,12.2,1.46,119.63,160.42,40.78,24.24,5.16,38.8,44.84,6.04,17.04,63.91,15.86,3.0,76.49,91.4,14.91,13.22\n1009,41.95,14.85,2.2,51.66,59.08,7.42,41.4,4.6,3.11,1504.72,7.9,24.41,776.75,16.96,31.39,2.1,77.22,98.6,21.38,16.5,1.48,797.59,32.85,1089.31,48.21,14.24,1.95,41.1,11.62,2.05,114.7,145.66,30.96,30.6,4.85,40.59,48.51,7.92,15.31,70.16,17.74,2.73,75.75,85.44,9.69,8.58\n1010,40.99,17.9,2.08,71.62,83.84,12.22,44.3,4.16,3.77,1594.46,6.57,17.35,823.5,21.98,55.02,2.44,76.29,93.44,17.15,10.73,1.33,735.78,34.74,909.45,27.02,22.66,1.83,56.54,12.97,1.24,101.75,122.23,20.48,33.62,4.66,34.32,42.92,8.6,19.8,68.0,16.1,2.78,84.81,105.14,20.34,7.88\n1011,44.29,14.47,2.27,73.15,86.2,13.05,39.8,11.38,3.16,1540.38,7.58,24.02,1003.74,20.94,47.22,2.48,77.44,92.25,14.81,8.23,1.22,729.61,26.95,1056.9,36.57,24.66,1.82,59.2,9.86,1.37,82.47,94.57,12.11,31.03,4.79,20.77,25.62,4.85,23.26,68.56,22.46,3.14,74.78,81.74,6.97,8.78\n1012,31.46,20.91,3.12,67.31,75.49,8.18,48.9,7.99,3.1,1461.43,9.18,27.97,624.78,15.89,38.51,2.79,73.2,87.33,14.13,9.08,1.37,760.85,26.56,774.37,21.79,17.44,1.35,56.16,10.1,2.28,83.18,93.91,10.73,22.83,4.45,15.18,18.7,3.52,24.39,77.43,24.29,2.25,63.0,67.72,4.72,26.22\n1013,38.58,28.99,4.14,67.08,73.73,6.65,45.1,5.78,3.66,1373.43,11.74,19.8,216.43,12.2,40.09,2.28,49.06,53.37,4.31,9.96,1.15,703.86,34.87,415.44,19.44,10.49,1.28,47.3,10.17,3.94,81.56,88.82,7.26,17.08,4.5,13.37,17.14,3.77,24.88,60.16,23.01,2.08,53.88,57.86,3.98,28.85\n1014,37.3,18.4,4.11,59.6,65.34,5.74,41.3,5.89,3.11,1282.53,14.12,16.85,345.38,8.86,45.19,1.11,17.13,17.96,0.83,9.05,1.15,673.09,32.23,196.94,21.47,11.13,0.87,42.01,7.47,3.73,79.61,87.71,8.09,13.25,4.57,14.62,18.54,3.92,24.49,50.86,16.9,2.06,63.12,68.28,5.16,21.97\n1015,36.92,21.42,3.75,52.34,56.68,4.34,36.3,5.39,2.93,1224.52,14.12,18.05,217.13,6.87,33.09,0.9,14.91,15.77,0.86,9.79,1.75,691.49,34.29,147.16,13.08,11.64,0.72,38.97,8.51,1.39,30.99,42.18,11.2,9.51,4.17,14.63,18.36,3.73,21.85,45.58,19.63,2.29,31.95,35.76,3.82,56.02\n1016,42.43,12.51,2.44,18.64,21.02,2.38,29.3,3.77,2.82,1214.89,12.56,12.65,191.71,5.18,25.08,0.78,13.32,13.67,0.35,11.56,1.88,712.22,24.94,122.99,16.16,7.81,0.59,31.42,10.25,0.88,22.07,33.2,11.13,7.15,3.93,14.45,18.07,3.62,21.06,32.52,14.21,2.18,16.14,19.37,3.22,72.63\n1017,24.08,7.22,1.8,12.84,14.94,2.1,23.9,2.76,2.81,1243.93,12.29,9.57,200.5,3.96,17.58,1.07,23.04,24.17,1.13,11.11,1.32,692.32,21.43,134.56,19.76,14.94,0.38,24.1,7.3,0.83,33.92,46.99,13.07,5.01,4.01,22.11,32.7,10.59,21.34,26.12,10.39,1.84,12.41,15.55,3.14,77.71\n1018,12.71,6.16,1.79,17.32,19.73,2.41,43.1,3.77,3.23,1263.22,11.66,7.7,148.47,3.78,20.48,0.96,18.8,20.14,1.34,14.05,1.25,696.45,16.99,183.81,25.01,8.63,0.41,22.81,5.72,0.74,36.13,48.02,11.89,3.99,4.11,16.65,21.25,4.61,23.25,18.95,7.93,1.91,16.84,20.93,4.09,74.15\n1019,9.35,6.55,1.98,20.57,23.77,3.2,36.9,8.54,3.26,1253.05,13.26,5.4,199.69,3.37,18.13,0.98,17.59,18.89,1.3,21.85,1.27,677.67,22.19,206.62,19.67,6.64,0.52,19.77,4.63,0.99,42.99,64.09,21.1,4.36,4.39,16.77,21.18,4.41,24.43,13.29,5.59,1.9,19.63,24.01,4.38,73.04\n1021,13.95,12.18,1.8,17.66,21.61,3.95,29.2,5.61,3.31,1273.11,13.32,9.92,196.75,3.34,11.01,0.77,11.92,12.59,0.67,11.52,1.34,715.49,18.04,178.53,25.71,4.29,0.76,19.78,4.73,1.2,33.15,51.29,18.14,2.62,5.01,19.61,25.97,6.36,25.06,19.42,3.74,2.08,15.14,19.66,4.51,78.06\n1023,14.94,14.62,1.95,12.32,16.89,4.57,31.0,7.86,3.55,1337.48,12.95,17.22,208.75,2.44,20.37,1.04,12.75,15.07,2.32,10.13,1.34,769.36,31.29,208.8,16.05,3.37,0.84,19.76,5.28,1.46,25.98,41.9,15.92,1.96,5.56,15.67,21.94,6.27,25.49,22.3,5.43,2.19,16.66,24.19,7.53,80.08\n1024,7.66,10.54,1.98,14.46,20.81,6.35,31.6,7.4,3.87,1381.72,12.98,14.87,292.46,4.63,15.35,1.25,14.53,17.12,2.59,15.73,3.44,765.72,35.09,311.5,28.56,3.08,0.91,20.73,9.85,1.21,27.48,43.17,15.69,4.05,5.66,16.5,23.84,7.35,25.14,16.24,4.0,2.22,18.03,25.94,7.91,81.84\n1025,14.48,8.54,2.05,14.39,20.99,6.6,37.2,5.18,4.11,1416.91,11.6,11.12,368.46,10.0,23.0,1.37,18.01,20.67,2.66,18.14,5.17,780.1,25.2,375.68,18.13,2.15,0.88,19.95,13.8,1.19,25.21,39.6,14.39,9.64,6.0,14.32,19.52,5.19,25.14,13.0,2.83,2.1,19.49,27.42,7.92,81.9\n1026,10.52,5.0,2.18,14.75,21.63,6.88,31.4,4.02,3.68,1537.18,10.55,17.51,322.29,11.53,16.57,1.37,20.68,22.66,1.98,29.8,3.62,788.49,19.04,390.91,14.65,3.68,0.99,21.62,10.75,1.0,36.1,54.12,18.02,6.83,5.75,16.09,22.1,6.0,24.95,12.71,1.98,2.18,22.54,30.03,7.49,77.54\n1027,13.03,5.12,2.24,19.41,26.55,7.14,38.0,7.19,3.68,1551.72,9.87,27.7,355.26,8.38,15.36,1.08,20.15,21.15,1.0,35.06,2.53,836.0,19.85,481.47,9.81,2.81,1.04,22.21,8.84,0.73,46.29,65.0,18.71,5.92,5.46,20.66,27.29,6.63,24.16,22.3,1.39,1.89,23.82,30.44,6.62,71.03\n1028,17.04,5.0,2.03,24.2,32.3,8.1,34.5,5.03,3.2,1577.59,9.97,23.71,431.69,6.23,11.67,0.96,33.47,35.37,1.9,23.83,1.77,901.26,14.59,516.55,21.38,4.78,1.0,20.92,6.66,0.59,57.48,76.83,19.36,16.97,6.24,42.79,56.17,13.38,19.73,16.38,0.97,1.81,37.08,43.48,6.4,54.49\n1029,30.07,8.9,1.83,32.11,40.8,8.69,42.1,3.52,3.35,1560.86,10.44,16.91,420.82,8.22,8.18,0.94,33.35,34.66,1.31,25.22,1.24,921.86,12.13,577.37,21.68,7.88,1.52,18.14,4.66,0.61,56.9,74.74,17.84,12.99,5.45,53.15,69.36,16.21,16.28,18.67,7.7,1.66,42.24,48.07,5.83,51.42\n1030,26.2,14.83,1.68,40.63,47.85,7.22,39.6,2.8,3.44,1631.7,9.38,16.1,538.88,11.52,14.93,1.11,35.34,36.29,0.95,26.36,0.87,1038.43,22.83,472.78,42.7,18.88,1.54,14.42,4.33,0.52,43.88,60.66,16.79,19.65,4.9,43.57,53.55,9.98,15.32,24.48,11.46,1.64,44.8,49.88,5.09,47.36\n1031,36.25,10.95,1.55,37.88,45.75,7.87,35.6,5.95,3.41,1675.99,9.36,20.07,570.2,11.6,33.84,1.1,57.84,61.71,3.87,20.75,0.61,998.27,18.89,473.42,42.49,26.68,1.99,13.56,4.7,0.53,54.22,72.69,18.46,22.8,5.9,48.02,56.57,8.54,15.09,17.78,8.36,1.4,43.53,48.42,4.88,48.73\n1032,35.23,7.72,1.56,38.61,45.59,6.98,36.7,7.91,2.97,1768.17,7.74,23.21,624.58,10.84,23.95,1.09,54.66,61.84,7.18,18.66,0.43,1016.5,14.81,648.16,32.74,23.61,1.53,13.17,3.29,1.1,58.37,72.37,13.99,16.06,5.65,57.11,66.54,9.43,14.17,14.64,5.85,1.57,60.52,68.55,8.03,28.8\n1033,32.92,20.88,1.79,37.1,43.34,6.24,45.9,5.54,3.32,1768.61,7.78,24.08,574.39,12.3,36.15,1.14,51.88,54.53,2.65,15.86,0.3,932.98,22.8,645.13,18.13,12.43,1.72,20.42,4.34,0.87,45.53,56.88,11.36,31.0,5.59,85.2,101.38,16.18,7.78,34.34,4.23,1.64,73.29,86.8,13.51,12.78\n1034,42.52,14.96,1.8,39.52,44.73,5.21,40.2,3.96,3.27,1669.22,8.99,20.87,547.83,13.43,25.81,1.35,52.72,55.51,2.79,11.59,0.21,942.34,19.76,953.56,37.62,28.28,1.98,23.86,6.24,1.14,64.29,75.48,11.19,32.09,6.69,127.83,206.13,78.3,4.02,25.53,5.78,1.63,34.29,38.36,4.07,43.54\n1035,35.04,15.1,1.91,35.39,40.73,5.34,35.0,3.86,3.26,1611.68,7.95,31.03,539.1,9.64,27.78,1.72,43.69,46.62,2.93,14.77,0.22,920.79,17.86,914.41,39.31,23.46,1.33,25.36,4.76,0.94,59.68,68.66,8.98,38.01,8.67,86.33,116.91,30.58,6.49,27.97,4.86,1.64,40.98,44.84,3.85,30.55\n1036,43.89,15.44,1.9,33.71,37.13,3.42,37.1,4.18,3.12,1566.93,9.9,32.33,442.3,13.91,26.28,1.37,48.85,50.61,1.76,24.44,0.47,834.34,25.58,1006.42,44.85,16.59,1.72,27.39,8.03,1.1,41.12,47.98,6.86,46.79,7.08,68.09,82.72,14.63,8.24,26.91,14.32,2.38,60.92,65.64,4.73,14.57\n1037,50.63,11.12,1.84,32.6,37.17,4.57,36.9,3.81,2.93,1502.84,9.46,31.44,434.69,20.86,37.99,1.95,42.12,43.64,1.52,24.24,0.59,791.72,27.23,548.21,38.55,31.19,1.52,26.02,12.02,1.04,34.15,39.08,4.94,41.22,6.39,64.03,76.0,11.97,5.86,25.61,10.66,1.83,48.15,52.7,4.55,31.96\n1038,36.74,22.32,1.98,26.39,29.92,3.53,43.7,6.04,2.92,1464.89,8.56,34.63,599.4,18.75,30.02,1.97,42.01,43.24,1.23,24.01,0.72,831.87,30.68,261.57,45.32,22.23,1.23,30.68,8.76,1.15,29.32,35.63,6.3,39.57,6.35,74.06,96.97,22.91,4.43,34.04,11.24,1.7,30.54,34.54,3.99,47.82\n1039,26.84,14.17,2.5,22.54,25.24,2.7,37.0,12.63,2.92,1509.02,7.55,34.65,470.38,13.76,37.29,1.93,42.01,43.21,1.2,31.94,1.22,913.66,26.24,219.92,35.36,21.2,1.56,29.56,7.18,1.95,42.08,56.17,14.09,41.54,5.82,43.07,49.09,6.02,10.65,36.13,9.61,2.15,23.86,27.25,3.39,52.71\n1040,39.97,8.45,3.55,20.84,23.37,2.53,42.3,9.59,3.5,1819.13,6.59,27.58,359.19,10.27,39.52,1.83,55.81,58.59,2.78,28.6,1.27,1233.02,29.68,338.63,40.82,28.5,1.32,40.2,5.83,2.69,69.05,94.89,25.84,43.77,7.74,81.93,105.72,23.78,5.39,27.17,6.81,2.56,22.36,26.23,3.87,56.61\n1041,34.34,8.49,2.35,26.02,28.69,2.67,47.1,15.64,3.89,2224.08,6.53,39.02,407.55,13.73,29.26,1.83,62.65,75.97,13.32,18.62,0.89,1199.01,24.6,1273.18,29.02,20.25,1.82,49.66,7.22,2.84,119.49,176.85,57.36,30.8,5.64,74.81,99.32,24.51,4.83,44.42,6.27,2.47,38.14,45.91,7.77,44.59\n1042,34.47,33.24,2.87,50.85,59.95,9.1,55.8,18.64,4.52,2201.3,7.07,28.31,631.49,19.84,35.01,2.61,86.89,132.56,45.67,19.55,5.38,1289.59,24.97,1285.22,31.44,20.31,3.15,46.28,15.4,5.02,143.91,218.88,74.98,40.01,6.8,56.44,73.69,17.26,11.4,42.78,15.27,3.52,80.46,110.98,30.52,16.92\n1043,33.51,25.64,2.61,83.62,109.08,25.46,56.6,17.83,4.38,2056.77,8.61,21.21,747.36,20.14,37.34,2.95,74.36,110.82,36.46,21.59,9.98,1015.06,23.06,1439.24,55.13,44.46,4.76,67.41,22.95,3.91,69.2,100.64,31.43,59.78,7.98,41.74,55.93,14.19,16.19,49.58,19.22,5.45,84.9,127.94,43.05,21.79\n1044,45.63,28.85,3.79,90.69,133.06,42.37,59.0,23.82,5.45,1906.76,10.68,35.42,638.78,26.02,41.91,2.56,64.18,92.7,28.52,20.02,7.58,1003.71,49.94,712.92,77.18,33.01,7.4,82.98,28.26,6.47,46.78,66.3,19.52,45.47,9.59,35.89,57.86,21.98,17.61,62.89,26.49,6.75,69.74,104.81,35.07,34.7\n1045,46.2,25.07,14.87,43.63,59.49,15.86,63.1,28.73,5.11,1833.7,11.37,41.21,491.05,29.28,52.5,4.46,53.21,73.55,20.34,29.16,5.82,985.64,52.04,650.09,64.72,18.28,6.84,78.15,34.28,5.96,40.92,60.23,19.3,57.61,9.91,21.79,33.17,11.38,20.32,70.52,49.32,6.45,68.06,105.75,37.69,39.45\n1046,33.88,21.78,12.15,26.13,35.73,9.6,60.0,23.98,5.11,1765.74,13.44,43.06,311.24,21.68,49.61,3.41,42.53,59.32,16.79,36.23,4.78,939.9,50.52,377.67,34.71,19.74,7.35,72.76,34.4,5.51,42.18,66.06,23.88,45.34,11.01,19.48,28.79,9.3,20.37,68.28,38.38,6.13,38.05,57.43,19.39,56.28\n1047,34.51,27.52,8.71,22.05,30.65,8.6,52.0,17.1,4.59,1696.81,13.46,40.48,248.79,17.0,34.87,3.3,31.23,42.6,11.37,30.89,3.66,861.71,35.93,260.47,29.69,18.54,4.82,62.26,32.31,8.75,36.05,52.99,16.94,33.05,8.93,15.13,22.54,7.41,21.85,68.73,26.99,4.9,34.15,51.98,17.83,62.4\n1048,39.88,15.9,7.21,21.02,30.37,9.35,45.5,16.15,4.84,1655.56,12.75,38.76,168.84,13.62,42.5,2.31,18.27,26.31,8.04,33.45,2.55,876.24,28.04,407.01,18.0,11.6,4.16,44.69,28.25,7.79,36.31,54.12,17.81,29.39,6.49,14.13,23.6,9.46,22.9,54.8,18.92,5.02,26.55,37.85,11.29,66.0\n1049,25.38,14.04,8.5,16.65,23.67,7.02,43.1,19.02,5.05,1672.59,11.33,27.9,218.07,10.27,44.12,2.45,25.23,33.6,8.37,38.48,1.79,923.18,28.85,319.5,26.23,12.02,2.62,38.93,22.75,6.28,36.92,51.53,14.61,26.03,6.8,13.42,20.05,6.64,22.73,36.81,13.46,4.95,36.22,51.63,15.4,62.11\n1050,20.23,9.38,8.6,17.31,24.14,6.83,44.3,17.54,4.85,1699.1,10.61,24.98,316.65,9.64,35.59,2.54,34.0,42.77,8.77,39.49,1.25,896.21,24.25,640.71,28.86,8.66,2.73,34.12,20.07,5.13,46.51,66.31,19.8,18.25,7.37,15.53,22.65,7.12,21.6,37.57,9.99,5.0,39.43,59.23,19.8,58.27\n1051,24.72,7.97,6.85,15.12,20.77,5.65,50.8,13.69,5.94,1767.37,8.66,18.6,355.93,8.95,35.6,1.74,36.33,44.62,8.29,44.01,0.88,993.08,20.05,670.24,34.74,20.92,1.85,28.54,17.47,1.69,27.51,34.03,6.52,13.58,7.3,20.89,29.7,8.81,20.33,49.78,10.66,2.75,44.69,62.61,17.92,49.64\n1052,23.33,5.65,5.11,22.64,30.14,7.5,50.0,9.58,7.11,2032.05,7.14,13.02,441.46,8.26,25.04,2.34,56.94,68.32,11.38,43.05,0.61,1087.33,14.51,721.75,22.04,12.02,2.71,24.43,12.23,1.46,31.36,36.72,5.36,15.04,7.76,51.67,67.56,15.89,14.85,37.1,7.68,4.03,68.54,89.92,21.39,32.12\n1053,12.61,11.2,4.68,32.28,39.39,7.11,52.1,7.0,6.77,2024.45,7.44,9.26,474.3,14.73,30.49,3.15,69.42,82.89,13.47,42.69,0.43,1270.82,14.61,761.23,16.37,8.59,1.97,17.1,8.54,3.36,46.26,52.87,6.61,20.53,10.29,88.78,125.35,36.57,8.18,36.62,5.37,5.84,67.87,77.13,9.26,22.08\n1054,23.11,18.07,3.05,35.01,40.39,5.38,63.0,8.23,7.42,2189.43,6.72,12.96,596.01,26.8,25.06,3.19,72.42,86.95,14.53,48.75,0.85,935.22,26.09,754.07,12.66,7.69,3.47,11.97,5.98,3.51,84.0,108.52,24.52,42.28,11.57,153.2,272.52,119.32,4.38,48.18,6.13,4.61,76.02,87.43,11.41,11.86\n1055,23.91,19.7,6.94,58.84,69.12,10.28,56.9,7.74,5.07,2166.7,5.81,9.28,625.57,29.0,25.98,3.11,62.19,72.18,9.99,37.94,1.27,1104.84,21.32,1991.74,37.67,10.4,3.24,11.77,4.19,2.38,98.06,118.5,20.44,54.37,22.4,139.85,255.68,115.83,4.29,43.31,8.45,3.35,62.18,71.44,9.26,23.57\n1056,27.6,17.42,6.78,57.9,65.61,7.71,53.7,7.84,4.8,1982.72,6.2,16.15,840.76,20.48,35.52,3.53,96.54,145.21,48.67,35.27,0.89,1312.51,18.25,2399.71,24.56,24.21,3.85,18.54,2.93,2.84,71.56,82.67,11.11,59.13,14.92,68.19,86.49,18.3,7.35,43.53,8.69,2.74,47.67,58.91,11.24,30.79\n1057,24.5,10.21,4.11,70.99,84.8,13.81,55.4,10.06,3.99,1953.62,6.85,20.02,735.45,14.34,25.37,3.26,73.81,150.39,76.58,41.14,0.62,1310.29,20.58,3033.48,15.75,15.16,3.88,20.25,3.48,2.96,85.4,103.8,18.4,53.87,13.26,103.36,168.1,64.73,4.58,61.5,29.72,2.79,74.24,96.14,21.91,8.87\n1058,24.41,6.32,3.9,101.93,159.13,57.2,49.2,7.05,3.91,1940.41,6.01,17.99,789.12,11.23,38.0,3.19,128.72,227.9,99.18,33.5,0.44,1516.88,22.47,2702.13,38.13,25.86,3.34,16.12,4.63,3.51,75.57,95.48,19.91,55.19,11.02,111.47,192.15,80.68,3.92,58.98,31.76,2.55,53.78,63.84,10.06,17.02\n1059,44.4,4.15,3.98,117.26,185.22,67.96,58.1,5.53,4.0,1843.32,6.98,23.82,719.43,10.57,40.03,3.41,101.5,160.27,58.77,25.93,0.84,1381.11,28.37,2487.45,37.3,14.87,3.04,16.82,3.47,3.53,61.98,72.43,10.45,47.0,9.44,102.54,175.45,72.92,3.84,52.88,23.25,3.52,70.35,99.39,29.04,10.81\n1060,40.37,9.34,4.59,85.63,115.39,29.76,52.2,9.57,3.75,1737.02,7.39,19.46,636.48,16.11,36.72,3.16,105.56,171.58,66.02,24.97,1.63,1653.24,22.9,1734.0,34.15,12.23,2.82,17.19,3.22,2.31,69.74,83.93,14.19,54.88,9.01,83.03,127.11,44.08,3.88,86.57,34.13,2.36,62.78,76.65,13.86,4.37\n1061,31.95,6.03,5.22,70.45,85.65,15.2,44.2,7.08,3.4,1684.12,6.5,14.1,578.17,19.48,45.45,2.49,82.44,111.42,28.98,18.92,1.61,1562.28,23.55,1707.6,21.63,7.97,2.29,13.01,2.9,4.52,47.21,54.64,7.43,56.67,7.82,82.03,131.44,49.41,3.65,61.46,29.58,2.92,66.81,84.83,18.02,1.84\n1063,36.41,16.47,4.08,45.85,51.38,5.53,39.0,6.73,3.42,1759.64,5.86,24.2,532.74,10.64,33.31,1.95,85.81,126.8,40.99,16.07,2.08,1780.62,35.85,1635.69,33.46,18.61,1.98,8.14,2.0,1.91,66.91,90.13,23.22,32.2,6.05,51.38,63.94,12.55,4.9,65.14,32.34,2.59,65.72,89.87,24.15,1.02\n1064,34.9,12.18,11.07,37.15,40.8,3.65,39.2,4.71,3.5,1829.77,5.79,17.02,634.15,8.12,25.12,2.26,63.64,94.37,30.73,19.29,1.73,1950.66,31.34,2110.44,19.26,18.37,1.84,7.36,1.94,1.99,96.16,153.25,57.09,23.29,6.24,100.75,181.92,81.17,3.76,72.34,30.9,2.61,90.3,151.26,60.95,0.33\n1065,21.43,6.94,6.29,43.28,48.51,5.23,33.4,3.41,3.79,1985.59,5.99,15.6,772.92,6.21,32.96,2.93,64.51,141.15,76.64,24.83,1.46,1870.66,28.6,2421.12,48.82,21.76,2.5,10.9,1.36,1.81,103.05,168.37,65.33,16.3,7.19,112.73,199.26,86.53,3.96,74.34,37.02,3.72,139.74,294.67,154.92,1.26\n1066,20.37,5.82,6.14,66.2,85.55,19.35,53.3,3.71,4.46,2265.96,6.41,23.46,868.05,8.59,24.12,3.6,118.03,216.1,98.07,36.73,5.14,1884.75,29.94,1337.82,49.16,17.75,4.01,18.64,1.41,15.72,82.39,117.01,34.62,24.86,9.99,189.98,358.92,168.93,4.67,119.85,49.65,5.28,169.82,374.28,204.46,2.12\n1067,21.53,6.51,10.14,98.45,164.47,66.02,64.0,5.95,5.3,2564.25,6.55,23.14,836.5,11.28,49.13,5.3,171.82,355.73,183.91,36.55,8.29,1521.4,39.5,2044.98,74.88,34.58,7.05,34.01,1.87,17.48,91.41,146.25,54.83,45.6,11.94,118.92,231.08,112.16,8.26,112.5,40.04,7.28,134.24,258.71,124.47,5.87\n1068,36.97,4.12,11.43,87.89,140.76,52.87,77.7,31.47,4.93,2389.61,7.88,28.29,1288.91,20.91,81.78,5.73,129.33,237.67,108.34,32.79,8.76,1541.82,56.62,1090.28,101.95,38.69,9.3,56.44,2.32,26.73,108.95,175.33,66.38,54.37,6.34,34.6,50.32,15.72,15.42,116.21,44.12,6.84,113.58,200.4,86.82,15.33\n1069,42.86,27.93,8.52,83.21,135.01,51.8,87.1,36.98,4.77,2075.36,10.65,66.94,1137.28,28.97,75.33,4.45,79.83,125.45,45.62,34.34,10.68,1106.98,64.25,773.12,86.04,21.11,8.6,63.32,12.2,17.55,90.5,135.12,44.62,42.94,8.88,31.72,47.16,15.44,12.7,122.61,51.86,6.82,92.77,156.28,63.51,30.25\n1070,67.76,34.44,7.12,67.49,105.31,37.82,69.1,31.79,4.6,1513.25,10.64,77.32,592.35,26.95,71.11,3.87,46.55,68.11,21.56,27.01,9.35,1060.24,55.82,760.27,58.96,19.18,8.9,67.59,24.23,6.96,42.65,63.16,20.5,50.69,6.13,17.22,25.98,8.76,14.54,117.62,35.38,5.55,60.88,93.92,33.04,45.43\n1071,57.49,28.85,6.79,41.09,59.77,18.68,61.5,22.26,4.79,1626.09,11.24,69.58,361.56,3.1,57.78,3.65,26.19,40.59,14.4,17.03,10.7,798.75,47.52,589.1,40.63,11.12,4.98,58.65,21.25,5.66,33.99,51.68,17.69,35.67,4.8,16.67,25.3,8.63,15.38,87.31,26.4,5.26,41.78,63.02,21.24,56.06\n1072,61.16,16.52,9.64,23.84,35.63,11.79,60.6,15.86,4.85,1699.3,10.14,56.5,320.95,13.85,50.29,3.21,22.86,32.24,9.38,9.87,12.32,788.34,37.09,648.19,25.98,7.62,4.14,52.93,20.51,5.03,33.25,53.69,20.44,39.23,4.66,18.14,26.45,8.32,17.13,81.95,20.23,4.43,40.96,62.82,21.86,57.8\n1073,45.73,17.23,5.89,21.8,31.69,9.89,57.7,14.7,4.71,1733.63,9.33,41.83,325.38,11.98,36.2,2.74,19.52,28.24,8.72,5.98,9.44,748.81,40.72,690.29,32.72,5.09,3.01,43.59,18.93,4.83,37.02,57.77,20.75,28.96,4.62,18.59,26.47,7.88,16.79,55.14,14.74,4.22,39.47,61.21,21.73,58.88\n1074,31.92,10.18,4.54,21.84,30.03,8.19,47.6,16.31,4.54,1856.97,8.24,41.93,281.43,10.21,33.64,2.38,29.76,39.15,9.39,4.11,6.73,826.89,28.77,945.63,21.27,12.96,2.9,42.99,16.55,4.7,41.28,61.28,20.0,20.93,5.37,23.43,32.56,9.13,15.79,48.06,10.72,4.56,45.75,68.5,22.75,50.79\n1075,27.39,6.56,3.95,21.72,30.84,9.12,54.2,11.46,4.83,2069.43,7.26,36.58,323.23,6.88,30.4,2.42,40.53,48.47,7.94,2.76,4.72,912.32,22.42,1297.37,13.64,10.14,2.69,39.44,12.55,9.16,63.73,89.76,26.04,17.71,5.24,30.97,39.5,8.53,14.82,57.39,15.7,4.52,57.55,82.11,24.56,38.91\n1076,33.8,5.85,4.07,22.78,31.48,8.7,37.8,8.68,4.38,2207.24,6.59,29.65,468.44,31.39,23.61,2.5,54.86,63.15,8.29,2.11,3.3,925.64,16.95,1358.36,27.36,14.39,3.75,36.77,11.79,7.31,89.12,119.86,30.75,23.02,6.98,48.85,61.17,12.32,10.85,40.16,11.47,3.7,83.93,119.63,35.7,21.1\n1077,20.5,3.88,3.88,35.43,45.45,10.02,51.5,8.28,4.66,2293.35,6.07,22.25,695.14,25.28,16.56,2.24,59.55,68.43,8.88,1.97,2.31,1107.7,17.66,1597.61,35.95,25.85,4.95,38.77,14.55,4.01,102.04,136.41,34.38,17.62,5.6,47.51,61.31,13.8,10.26,46.53,8.03,4.36,89.76,117.26,27.5,9.21\n1078,23.6,8.46,3.99,68.01,91.37,23.36,56.5,6.28,4.4,2174.56,6.62,40.11,424.77,18.28,24.47,3.91,83.38,109.14,25.76,1.63,1.64,1146.32,13.23,1004.23,60.87,27.74,4.75,27.25,12.76,2.52,47.97,58.07,10.1,29.84,4.32,80.91,108.88,27.97,5.81,55.6,6.46,5.94,68.34,87.82,19.48,29.67\n1079,27.35,21.66,4.98,79.89,108.46,28.57,44.8,4.39,4.48,1944.25,8.85,28.26,395.61,13.73,30.46,3.25,59.35,73.32,13.97,1.59,1.18,896.89,18.41,462.98,36.32,23.81,5.05,21.85,8.93,3.44,73.58,94.23,20.65,32.4,4.0,82.66,118.32,35.66,6.36,51.47,5.58,4.51,79.05,108.41,29.36,20.75\n1080,40.83,14.19,4.25,65.41,76.37,10.96,48.5,3.08,4.02,2018.87,6.93,27.89,369.05,15.35,25.1,2.05,37.29,41.74,4.45,2.41,0.82,1027.76,22.22,733.84,22.61,21.45,4.39,24.07,6.25,5.18,108.74,135.97,27.23,34.79,3.86,31.43,39.3,7.88,13.4,63.44,24.02,4.98,83.11,109.48,26.37,12.54\n1081,38.88,19.18,3.75,87.33,110.38,23.05,41.4,2.31,4.0,1881.86,8.62,20.08,354.38,22.12,19.03,2.59,57.15,64.39,7.24,2.59,0.58,873.48,25.24,458.94,28.86,15.99,3.51,28.77,5.38,4.08,145.3,229.26,83.96,28.84,5.68,21.82,28.4,6.58,15.79,96.73,32.24,3.85,80.86,109.73,28.88,23.11\n1083,41.7,14.33,3.66,75.94,99.52,23.58,30.6,2.83,3.9,1627.89,10.37,15.81,417.69,19.12,20.52,2.4,41.68,46.4,4.72,2.51,0.56,760.11,21.96,310.1,20.97,14.1,2.95,45.97,4.56,1.81,40.2,47.93,7.73,19.97,4.17,14.48,18.88,4.4,16.46,67.02,21.68,2.96,42.23,45.67,3.45,38.36\n1084,48.9,17.69,3.11,36.88,42.75,5.87,22.7,6.61,3.41,1548.37,10.6,18.67,343.08,15.56,31.8,2.03,34.89,38.66,3.77,2.41,1.33,795.94,29.0,211.52,32.87,19.14,2.61,41.78,6.93,2.0,39.56,46.9,7.33,16.07,4.06,14.33,17.57,3.24,14.77,67.93,21.28,2.88,27.84,31.19,3.35,49.78\n1085,37.79,11.15,3.09,29.92,33.92,4.0,23.5,4.92,3.11,1486.2,11.37,13.18,251.85,14.76,23.24,2.12,30.59,33.61,3.02,2.44,1.66,760.55,22.09,166.9,26.53,20.43,2.07,42.57,8.6,2.14,30.82,37.22,6.41,16.67,3.27,19.82,23.92,4.1,12.26,45.56,20.82,2.91,23.17,25.98,2.8,51.61\n1086,35.93,6.94,3.25,22.61,25.48,2.87,32.3,6.68,3.43,1584.32,12.08,14.2,232.59,13.07,16.32,1.98,26.44,28.97,2.53,2.22,1.43,765.56,19.75,164.04,21.68,18.14,2.33,40.05,6.37,1.86,22.65,27.68,5.02,11.7,3.31,21.72,26.14,4.41,12.31,41.42,15.45,2.56,19.85,22.82,2.97,53.54\n1087,26.93,6.76,3.13,18.85,21.48,2.63,27.4,4.71,3.67,1528.49,10.18,18.91,239.44,18.2,36.09,1.68,27.03,29.86,2.83,2.1,1.72,770.36,23.98,192.85,32.12,26.09,2.04,37.18,5.35,1.36,25.41,32.56,7.15,15.96,3.13,14.26,18.09,3.83,14.39,44.9,11.17,2.69,20.47,23.31,2.83,55.68\n1088,21.11,7.44,2.91,15.77,18.2,2.43,36.3,3.64,3.42,1697.82,8.61,18.33,288.6,13.1,26.33,1.36,29.8,33.21,3.41,1.9,1.69,817.18,19.45,292.94,18.23,14.83,1.94,26.4,4.27,1.2,49.24,63.97,14.73,14.83,3.27,19.46,24.53,5.08,13.39,32.34,7.84,2.52,22.04,25.45,3.41,53.95\n1089,29.57,13.85,2.78,17.04,19.67,2.63,45.3,3.55,3.55,2033.49,7.42,13.31,332.21,10.75,21.81,1.39,41.63,47.47,5.84,2.01,1.43,826.31,16.04,940.22,29.62,17.91,1.99,19.16,3.38,1.2,81.4,108.99,27.59,11.2,3.36,40.16,48.63,8.47,8.64,34.82,5.62,2.13,70.3,93.18,22.88,20.59\n1090,30.5,19.28,2.2,33.38,40.29,6.91,59.4,13.65,3.74,2122.25,7.76,16.13,392.98,12.22,16.12,1.62,49.45,60.82,11.37,2.12,1.65,845.64,18.27,1376.74,38.1,27.58,2.32,24.26,3.01,1.95,79.74,105.54,25.8,19.98,3.98,42.63,52.94,10.31,8.52,28.66,4.3,2.68,87.93,121.91,33.98,15.26\n1091,28.62,12.75,1.74,58.52,76.75,18.23,60.6,12.19,3.93,1992.63,8.52,11.9,466.32,13.43,29.08,1.94,49.89,63.0,13.11,2.04,1.74,819.78,19.48,1143.48,25.43,19.13,3.45,37.45,2.18,2.4,52.14,70.6,18.47,19.99,4.68,36.02,46.68,10.65,10.56,23.09,5.4,3.48,78.26,111.3,33.05,26.87\n1092,17.43,8.44,2.1,45.27,56.56,11.29,58.4,14.05,4.17,1899.23,9.0,18.38,339.51,10.31,27.58,1.92,33.03,42.47,9.44,2.36,1.49,836.85,25.08,525.97,26.72,11.82,4.26,34.1,1.76,2.86,42.8,61.36,18.57,17.59,5.46,24.25,33.53,9.28,13.21,28.04,11.46,3.89,45.0,64.96,19.95,43.82\n1093,19.06,6.24,3.06,29.97,37.51,7.54,60.6,17.03,4.13,1938.58,9.02,25.29,297.48,8.41,23.3,1.85,25.46,32.54,7.08,2.5,5.78,852.56,33.69,266.3,19.02,6.75,4.98,34.83,2.78,3.43,35.8,51.25,15.44,12.76,4.64,18.8,29.66,10.86,15.22,40.31,13.11,3.83,41.73,61.44,19.72,48.21\n1094,14.14,6.01,4.05,27.3,38.12,10.82,57.6,16.99,4.1,1913.33,9.54,22.34,244.44,7.8,26.87,2.04,24.78,33.71,8.93,2.51,9.89,861.24,28.25,224.92,11.75,4.4,4.58,30.75,4.1,3.49,26.63,39.05,12.42,22.02,3.55,19.67,30.13,10.46,15.18,30.19,9.45,4.8,33.76,51.38,17.61,52.79\n1095,19.56,4.53,4.12,22.97,31.42,8.45,46.9,12.15,3.74,1835.08,10.64,19.71,153.37,10.16,25.78,1.95,25.41,33.65,8.24,2.38,7.27,785.77,25.0,235.72,7.79,3.75,4.05,31.03,3.81,1.71,16.21,23.12,6.91,15.49,2.69,15.71,25.04,9.34,15.76,26.1,6.61,4.68,26.21,38.35,12.14,58.13\n1096,16.42,3.93,4.15,22.04,30.89,8.85,47.0,8.99,3.93,1766.38,10.57,15.3,190.51,8.01,22.07,1.35,16.6,21.88,5.28,2.11,5.09,855.91,25.69,362.18,6.83,4.01,2.93,24.27,3.7,1.97,34.43,48.32,13.88,11.89,2.45,14.22,22.69,8.47,16.17,38.62,4.68,4.06,27.33,37.96,10.62,56.37\n1097,14.63,3.72,3.73,20.24,28.08,7.84,50.9,6.33,3.89,1695.93,10.46,11.77,178.16,5.88,28.14,1.26,19.99,26.8,6.81,1.69,3.56,872.22,18.56,262.16,6.21,2.76,2.59,18.77,3.04,1.07,19.11,25.83,6.72,8.94,2.5,12.93,20.17,7.24,15.87,28.21,3.28,5.18,27.21,38.03,10.82,57.49\n1098,11.97,7.81,3.5,31.18,41.86,10.68,38.2,4.83,3.79,1737.48,9.64,8.51,84.97,5.15,19.84,1.42,21.17,26.84,5.67,1.51,2.49,906.19,13.58,296.64,5.78,2.4,2.44,13.55,2.13,0.6,17.71,24.27,6.56,6.32,3.39,14.22,22.74,8.53,15.14,33.51,2.51,3.66,21.33,30.43,9.1,63.12\n1099,13.88,6.26,3.2,25.91,33.33,7.42,36.6,3.38,3.96,1818.52,8.51,6.25,218.92,3.61,14.02,1.23,26.61,31.27,4.66,1.46,2.16,981.66,10.57,451.16,13.14,7.45,2.81,11.64,1.67,0.62,22.65,30.01,7.36,4.93,3.94,18.64,26.56,7.92,14.61,38.41,1.82,3.32,22.64,30.04,7.4,60.09\n1100,13.92,4.18,2.97,24.02,29.83,5.81,37.8,2.36,3.39,1814.94,7.82,5.54,291.69,2.97,10.1,1.22,32.05,36.33,4.28,1.4,2.01,1086.64,8.04,575.28,7.75,7.27,3.61,10.81,1.44,0.28,32.84,41.88,9.04,3.45,2.36,18.06,26.27,8.22,14.29,27.72,1.27,2.86,30.06,37.49,7.42,53.11\n1101,31.52,9.99,5.59,35.27,56.35,21.08,29.9,1.66,3.5,1657.03,9.72,4.15,308.34,4.0,9.62,1.24,31.34,35.44,4.1,1.28,1.4,977.52,7.46,374.1,6.77,3.63,3.69,7.87,1.01,0.79,70.99,89.12,18.13,2.42,2.1,17.9,25.58,7.67,14.15,20.64,0.89,2.8,23.48,28.2,4.71,58.4\n1102,46.12,35.34,8.67,112.64,176.56,63.92,25.7,1.16,3.29,1752.87,8.7,6.63,284.47,3.72,8.04,1.21,32.3,35.64,3.34,1.4,1.21,964.38,17.37,349.15,13.48,10.25,3.77,10.56,0.91,1.12,46.73,61.57,14.84,1.69,1.92,16.38,23.86,7.48,14.78,25.51,0.62,2.34,24.23,27.72,3.49,56.3\n1103,86.39,60.88,3.18,62.39,80.28,17.89,20.1,0.81,3.15,1746.71,9.0,4.8,367.3,2.69,13.36,2.11,53.4,61.2,7.8,1.74,1.11,909.27,18.59,279.19,13.39,11.33,3.24,16.5,0.95,1.07,31.05,39.54,8.48,1.18,2.66,15.59,21.76,6.18,15.28,18.51,1.16,2.49,32.19,36.21,4.02,47.92\n1104,72.98,53.19,2.71,36.07,47.91,11.84,20.1,0.6,3.24,1834.94,9.25,9.29,231.51,2.23,18.07,1.68,50.07,57.12,7.05,2.17,0.78,815.37,17.36,234.73,24.43,11.52,2.45,13.71,0.67,1.1,46.67,61.11,14.44,0.83,3.18,19.15,26.26,7.11,14.2,18.71,1.32,2.06,23.73,27.46,3.73,53.62\n1105,47.98,30.44,1.96,26.13,31.85,5.72,26.7,0.82,3.11,1755.88,11.55,7.14,305.99,1.88,13.12,1.75,33.19,37.86,4.67,2.29,0.55,751.08,16.22,157.94,14.83,7.15,2.12,15.31,0.63,1.17,68.98,84.36,15.37,1.06,2.13,12.58,18.1,5.52,15.21,14.42,1.46,2.34,28.7,32.49,3.79,47.76\n1106,31.57,19.07,2.37,28.85,34.45,5.6,19.1,0.58,3.4,1661.15,9.81,10.04,248.69,1.99,12.81,1.49,26.97,30.05,3.08,1.83,0.38,767.05,12.09,221.31,9.26,4.76,2.71,15.41,0.69,1.52,39.89,49.15,9.25,1.2,2.14,11.83,16.43,4.6,15.96,10.15,1.05,2.46,25.74,28.72,2.98,48.44\n1107,19.46,11.28,2.22,27.79,32.45,4.66,18.2,0.45,3.45,1545.58,10.93,7.95,310.45,2.28,9.01,1.5,40.26,43.91,3.65,1.69,0.88,732.89,13.64,240.07,7.18,3.22,1.72,10.79,0.53,1.72,31.23,37.29,6.06,0.84,2.05,9.93,13.44,3.51,15.76,7.11,0.74,2.67,47.45,53.0,5.55,28.63\n1108,16.02,7.71,2.04,33.3,38.06,4.76,14.1,0.8,3.19,1505.97,11.57,5.91,312.3,2.33,7.37,1.99,26.2,29.41,3.21,1.78,1.87,723.35,9.55,134.36,12.2,3.0,2.2,7.66,0.95,2.07,37.98,43.97,6.0,1.08,1.73,22.47,26.85,4.38,12.36,6.46,0.52,2.31,44.59,50.02,5.43,30.14\n1109,14.1,6.18,2.11,27.64,31.89,4.25,15.5,0.56,3.07,1542.3,11.17,4.29,206.13,1.72,6.32,1.95,26.33,29.03,2.7,1.53,1.92,728.11,6.88,153.35,7.98,4.08,1.63,8.09,1.44,1.47,30.8,36.9,6.1,0.99,1.95,25.57,30.01,4.44,9.98,4.61,0.36,2.15,39.49,43.92,4.43,29.59\n1110,22.25,9.49,1.92,18.4,21.76,3.36,11.7,0.39,3.07,1463.14,10.73,8.73,310.8,1.5,7.23,1.65,28.25,32.03,3.78,1.62,1.46,720.71,5.96,188.12,6.57,2.98,1.8,14.07,1.3,2.19,27.94,34.47,6.53,0.69,1.8,16.56,19.97,3.41,12.63,8.63,0.25,1.83,36.94,41.24,4.3,31.45\n1111,13.9,7.12,2.27,21.3,24.29,2.99,8.9,0.27,2.83,1465.44,9.48,6.9,281.26,1.75,5.08,1.58,25.06,28.79,3.73,2.16,1.17,744.16,4.62,161.54,11.81,5.19,1.71,20.3,1.8,2.11,40.58,54.1,13.52,0.48,1.57,11.03,14.7,3.68,14.17,13.64,0.81,2.4,24.96,28.27,3.31,42.82\n1115,24.49,5.02,2.24,50.57,63.63,13.06,27.1,0.32,4.32,2039.84,8.57,9.88,385.82,6.5,10.33,2.02,47.54,59.5,11.96,1.65,1.56,811.27,19.45,830.85,40.0,6.5,2.41,23.12,1.12,2.49,63.51,95.74,32.23,1.65,2.71,17.94,27.86,9.91,14.11,7.04,0.8,2.46,52.09,71.1,19.0,38.17\n1116,17.94,5.24,2.32,31.35,39.78,8.43,37.9,1.29,4.0,1954.29,9.25,15.61,345.68,4.66,7.25,1.87,34.2,41.69,7.49,2.31,1.51,817.11,21.17,755.56,26.01,5.48,2.8,26.82,1.24,2.94,58.73,79.42,20.7,7.86,2.83,11.24,18.32,7.08,15.29,14.22,0.56,2.58,38.78,54.44,15.66,47.51\n1119,7.65,6.72,2.12,19.36,26.61,7.25,30.5,6.4,3.46,1886.86,9.48,17.86,346.43,10.58,8.32,1.67,25.13,32.15,7.02,1.49,1.27,817.2,22.84,690.49,25.2,10.98,2.12,28.23,2.67,2.29,24.47,39.79,15.32,10.95,1.67,15.24,24.87,9.63,16.86,22.25,0.95,3.11,28.65,40.12,11.47,59.25\n1120,6.49,5.93,3.01,20.86,27.92,7.06,27.1,6.43,3.32,1863.09,10.09,17.62,279.45,12.11,12.03,1.75,23.61,29.91,6.3,1.26,1.59,854.48,20.15,476.67,23.47,7.74,2.47,27.86,2.82,1.95,28.72,43.72,15.0,8.2,1.64,11.38,18.51,7.13,17.14,22.06,0.7,3.16,28.37,38.77,10.4,60.34\n1122,17.77,11.65,2.52,19.3,25.43,6.13,31.0,3.16,3.51,2006.95,8.76,13.02,355.65,6.24,7.4,1.9,28.94,34.61,5.67,2.01,1.2,966.74,14.75,576.08,14.03,5.39,2.92,20.67,1.76,2.15,37.03,52.09,15.06,5.86,2.1,15.53,22.41,6.88,16.79,14.47,0.34,3.47,29.7,38.41,8.71,57.84\n1123,12.52,8.08,2.57,23.22,29.67,6.45,38.5,2.27,3.94,2296.85,6.98,18.29,337.67,4.9,6.43,2.14,35.2,40.21,5.01,2.11,1.65,993.59,10.82,828.55,8.33,4.5,3.06,19.86,1.49,2.2,33.02,40.65,7.63,4.9,3.34,25.18,32.45,7.28,14.99,24.64,0.24,3.39,37.97,47.49,9.52,51.55\n1124,29.34,16.18,2.8,25.12,30.99,5.87,44.1,2.27,4.2,2444.29,7.36,26.34,437.62,3.43,4.6,2.23,48.88,54.52,5.64,2.41,1.86,1032.05,11.27,669.26,28.13,3.27,3.37,16.43,1.44,2.02,53.43,59.66,6.22,4.11,3.21,43.71,55.86,12.15,11.78,18.09,0.17,2.97,65.73,86.79,21.06,34.13\n1125,18.61,9.74,3.06,32.95,38.53,5.58,42.1,1.91,3.93,2325.57,7.77,21.15,536.56,2.59,11.51,2.37,48.03,53.31,5.28,2.11,1.3,972.45,8.51,978.92,20.23,6.92,3.57,16.08,1.0,1.89,56.32,63.25,6.94,2.88,2.69,30.82,39.9,9.07,13.21,18.98,0.12,2.74,67.78,85.06,17.28,34.03\n1127,19.98,15.62,3.5,57.46,65.94,8.48,44.2,3.28,3.85,2392.91,6.03,25.21,621.54,2.19,23.46,2.4,58.32,67.16,8.84,1.79,1.37,1125.13,7.84,3499.64,33.8,9.89,4.74,13.63,1.0,3.34,106.42,138.77,32.35,3.94,2.89,19.78,25.89,6.11,13.02,33.98,9.28,4.61,95.63,129.16,33.53,6.98\n1128,24.44,19.11,3.37,65.88,84.06,18.18,42.1,2.61,3.83,2405.41,5.61,23.33,1064.39,2.64,22.92,2.38,87.06,111.27,24.21,1.89,1.17,1085.83,15.98,3959.32,50.44,31.12,4.68,16.53,1.97,1.99,90.42,117.84,27.42,2.77,2.96,47.14,61.6,14.46,8.32,65.12,15.95,4.43,112.83,191.11,78.28,6.81\n1129,30.2,19.05,3.22,71.49,89.37,17.88,43.5,5.14,4.63,2887.71,5.7,29.03,1257.86,2.28,23.3,1.99,81.74,101.03,19.29,2.44,1.26,989.21,19.03,3773.14,62.01,30.95,4.72,27.51,8.8,2.3,77.19,98.79,21.6,1.94,2.13,47.6,59.41,11.81,6.45,97.72,22.19,2.95,101.26,163.8,62.54,6.1\n1130,29.84,11.14,3.02,72.24,91.62,19.38,76.4,6.05,4.4,2979.94,5.76,32.77,1045.51,2.01,27.32,1.87,73.05,97.85,24.8,2.88,1.11,883.48,22.57,1694.93,48.41,34.28,2.86,27.15,14.54,1.39,78.48,98.41,19.93,5.87,1.51,22.31,27.32,5.01,12.02,89.17,16.13,2.91,93.53,143.14,49.61,6.62\n1131,36.03,12.56,2.81,58.94,74.29,15.35,72.6,14.71,4.14,2907.7,5.87,34.53,800.04,2.28,19.18,1.62,83.95,106.11,22.16,2.74,0.77,993.67,42.2,1352.44,44.36,28.0,3.02,19.46,10.2,3.02,91.08,118.0,26.92,4.14,1.71,24.57,31.12,6.56,12.72,96.8,22.99,2.88,69.62,86.6,16.99,8.2\n1132,36.88,14.33,2.41,41.22,47.85,6.63,76.2,22.21,3.8,2764.28,5.75,37.54,1285.69,2.23,23.57,1.95,93.71,136.23,42.52,2.09,1.02,875.44,42.66,1028.56,55.91,22.65,2.66,17.59,7.97,4.5,66.72,78.1,11.39,6.44,1.39,16.36,20.08,3.72,14.65,94.48,20.4,2.16,64.96,81.67,16.71,7.06\n1133,35.54,9.55,3.28,49.9,60.8,10.9,63.2,16.01,3.72,2687.35,5.74,40.0,1273.23,1.63,17.54,1.99,76.54,98.42,21.88,2.02,1.29,925.87,40.63,1183.13,39.26,28.27,2.34,20.08,6.86,6.41,68.45,79.78,11.33,7.37,1.54,15.28,18.41,3.13,14.74,64.36,14.51,1.9,57.61,69.87,12.26,8.47\n1134,38.65,14.41,4.81,60.53,72.5,11.97,54.2,16.23,3.2,2410.93,5.8,46.8,1062.76,2.12,13.06,3.05,71.83,88.7,16.87,1.93,1.13,872.69,45.48,1147.85,32.68,19.06,2.04,14.06,5.16,8.0,70.88,83.16,12.27,5.17,1.2,14.01,16.94,2.93,14.51,64.85,13.66,1.83,35.67,40.74,5.07,21.2\n1135,44.36,20.49,4.17,55.81,62.45,6.64,53.6,14.47,3.51,2509.65,5.73,48.23,1055.32,4.47,36.42,2.68,48.57,54.62,6.05,1.84,1.06,1088.94,33.08,1310.77,36.03,11.21,1.56,12.25,4.2,4.2,69.06,96.79,27.73,4.78,1.19,20.78,24.6,3.82,14.21,57.87,10.38,1.81,29.49,34.52,5.03,30.89\n1136,44.35,19.64,3.31,52.33,57.4,5.07,48.6,10.34,3.81,2808.81,5.86,44.78,981.08,4.36,25.65,2.59,72.51,90.78,18.27,2.04,0.74,1505.48,33.06,2587.05,22.39,6.71,1.92,13.72,2.98,2.43,103.93,185.85,81.92,4.02,1.44,41.46,47.89,6.43,10.61,38.46,7.29,1.95,68.02,108.67,40.65,14.09\n1137,28.0,11.26,3.96,51.53,57.22,5.69,54.5,9.98,3.39,2659.23,5.91,44.61,1220.85,4.64,23.87,2.18,72.32,100.97,28.65,2.22,0.93,915.97,29.39,2287.98,18.17,14.8,2.14,12.17,2.08,1.96,105.79,187.72,81.93,2.82,1.98,130.82,201.98,71.15,1.68,41.86,5.41,2.39,122.52,239.57,117.04,5.89\n1138,37.86,10.59,8.23,87.58,135.12,47.54,48.3,13.94,4.28,2803.49,6.4,42.8,1270.82,6.24,17.7,3.16,107.12,179.79,72.67,2.51,1.85,890.44,31.61,2511.44,52.55,19.75,3.58,18.65,1.92,3.17,92.36,161.1,68.74,11.51,5.36,141.23,236.12,94.9,3.72,49.39,10.7,5.93,214.61,495.08,280.46,7.77\n1139,38.59,7.44,10.19,131.68,256.56,124.88,68.8,16.39,4.11,2688.48,7.26,41.36,997.32,6.76,30.5,4.34,163.06,316.85,153.79,2.31,2.52,820.37,32.87,1713.59,50.73,15.69,3.65,39.75,2.55,6.49,94.39,164.75,70.36,32.2,3.9,41.84,63.0,21.16,12.41,106.08,35.36,9.98,169.29,336.33,167.04,11.16\n1145,41.2,18.48,7.23,14.34,20.29,5.95,53.1,9.13,4.68,1826.17,10.79,28.79,281.82,9.02,37.5,2.91,26.69,34.54,7.85,3.73,19.13,802.79,30.12,575.86,17.25,4.0,3.28,41.76,12.6,3.97,33.23,48.76,15.53,27.49,4.46,17.75,25.32,7.57,17.46,66.52,20.95,5.25,36.72,56.04,19.32,67.12\n1146,36.14,10.57,5.19,18.18,24.84,6.66,47.5,12.44,4.67,1939.7,9.95,21.14,281.72,12.1,35.85,2.64,28.43,35.85,7.42,5.96,27.68,864.37,22.02,669.6,30.33,2.11,3.32,38.26,13.25,3.42,37.28,54.99,17.7,21.98,4.02,18.62,26.54,7.91,17.53,73.49,24.88,4.83,44.62,66.18,21.56,62.04\n1147,20.28,6.94,5.05,19.15,26.37,7.22,37.2,9.3,4.75,2067.91,8.32,29.64,271.4,9.36,25.27,2.5,42.6,52.15,9.55,17.38,20.06,1127.92,23.32,1264.38,32.11,2.82,3.42,28.54,13.4,3.22,45.65,62.1,16.45,18.75,4.07,33.27,43.92,10.65,14.77,72.52,18.62,4.5,59.56,87.97,28.41,49.29\n1148,12.87,6.05,4.89,20.5,27.31,6.81,36.2,6.51,4.67,2358.24,6.16,27.52,425.29,10.65,33.13,2.41,68.54,80.94,12.4,31.29,14.04,1088.99,24.96,1440.95,45.89,8.58,3.52,22.6,20.06,3.49,125.36,174.73,49.37,22.75,4.47,61.73,77.74,16.01,9.93,53.88,13.07,3.58,86.92,121.43,34.51,26.35\n1151,20.89,6.74,5.48,84.76,109.17,24.41,74.0,4.17,4.28,2538.88,5.76,33.39,1192.68,20.14,36.22,2.46,109.34,150.08,40.74,22.43,5.27,926.02,7.0,1562.98,73.3,32.17,3.83,57.43,20.59,2.83,118.38,150.04,31.66,22.28,3.29,47.14,58.22,11.08,9.49,112.98,30.84,18.73,138.01,238.73,100.72,7.57\n1154,18.68,6.81,3.17,53.32,63.66,10.34,59.0,4.77,3.59,2246.94,6.45,48.16,1286.66,9.79,29.06,2.01,72.96,82.95,9.99,22.18,3.03,856.82,39.88,937.74,74.96,30.76,2.68,45.71,15.97,1.42,91.73,114.8,23.07,35.06,3.23,73.31,86.7,13.4,7.53,148.75,32.68,10.3,135.92,270.44,134.52,6.31\n1155,20.1,8.72,3.49,104.26,154.55,50.29,57.7,3.85,3.88,2053.21,7.2,53.89,1400.34,10.22,29.98,1.94,75.02,83.59,8.57,20.14,2.85,908.47,45.4,819.14,43.88,35.72,3.47,41.98,11.31,1.36,104.29,138.71,34.42,24.64,3.15,47.07,53.34,6.28,11.21,147.43,40.31,7.64,105.94,196.82,90.88,6.47\n1156,35.03,6.42,3.41,96.62,135.1,38.48,50.6,8.05,3.18,1961.33,7.67,48.69,1254.97,11.63,32.46,1.83,80.76,98.74,17.98,21.87,2.52,881.09,47.73,682.92,55.35,21.9,2.99,37.3,9.16,1.51,101.28,159.64,58.36,17.25,3.02,45.34,52.1,6.77,10.63,145.2,44.44,7.38,79.25,117.88,38.63,6.68\n1157,30.94,9.83,3.32,81.08,101.64,20.56,50.0,6.55,3.03,1920.01,6.96,44.92,1331.7,8.89,30.0,1.66,67.76,77.27,9.51,23.99,1.78,895.24,50.62,738.13,54.85,25.01,2.85,31.97,8.01,2.02,97.32,146.14,48.82,18.38,3.44,95.35,143.58,48.23,3.69,118.24,43.26,6.02,56.35,64.11,7.76,11.77\n1158,40.72,9.36,3.44,74.91,91.97,17.06,40.5,6.22,3.61,2048.75,6.06,49.59,1264.84,10.67,34.51,2.26,86.51,143.43,56.92,21.76,1.37,1050.2,49.11,872.34,52.1,35.67,3.17,24.84,5.76,4.2,89.74,137.99,48.25,16.64,3.72,96.05,147.38,51.33,0.41,108.69,33.59,5.72,53.52,61.25,7.73,11.36\n1159,38.36,17.7,3.7,88.93,122.63,33.7,50.4,11.68,2.95,2148.08,6.14,48.15,1384.27,16.25,30.02,2.29,107.36,153.14,45.78,17.44,1.42,951.51,64.32,1350.51,76.2,31.18,2.79,26.89,7.14,2.81,89.09,143.17,54.08,20.83,3.0,118.59,207.78,89.2,0.38,113.1,51.02,5.22,62.35,83.36,21.01,7.02\n1160,46.73,16.7,4.88,88.85,137.52,48.67,52.1,8.39,3.29,2392.96,6.03,39.93,1731.12,13.74,34.85,2.44,132.95,222.18,89.23,15.99,1.25,904.43,65.81,1865.65,50.73,28.92,3.13,30.55,9.4,2.4,91.14,147.05,55.9,35.53,3.5,110.02,189.46,79.44,0.43,158.07,83.99,4.76,85.28,140.65,55.37,6.34\n1161,57.17,26.9,5.51,71.64,101.78,30.14,49.3,8.56,4.16,2670.36,5.89,49.67,1871.87,13.13,28.06,2.8,149.79,271.46,121.67,22.52,0.87,962.19,86.13,3257.04,59.12,44.96,3.49,28.98,6.94,4.52,112.75,197.32,84.56,28.44,4.13,157.18,305.35,148.16,0.58,209.93,109.1,4.48,145.09,312.3,167.21,5.95\n1162,49.66,18.52,6.12,73.65,105.41,31.76,53.7,10.7,4.49,2835.83,6.29,55.56,2124.97,11.65,33.01,3.52,132.63,235.43,102.8,21.33,0.82,960.87,85.86,4525.09,40.39,38.9,4.54,35.14,10.45,6.66,154.91,306.6,151.68,42.71,6.06,205.07,421.85,216.78,1.23,235.16,141.16,5.46,206.41,473.21,266.8,7.76\n1163,45.56,29.78,5.79,80.41,128.99,48.58,61.0,10.37,5.59,2994.46,6.81,47.78,1591.26,14.48,40.02,4.27,129.78,226.05,96.27,13.48,1.47,977.82,76.03,2055.26,82.88,28.23,8.22,59.21,15.08,8.93,105.08,196.84,91.76,63.68,12.31,138.98,256.52,117.54,4.53,211.25,123.82,12.34,158.83,305.97,147.14,10.44\n1164,45.95,19.15,8.16,117.77,225.4,107.63,101.7,33.88,6.96,2702.54,8.48,67.98,896.15,23.44,37.39,4.84,113.68,185.7,72.02,18.54,1.61,968.15,77.97,963.07,76.56,46.58,11.77,78.27,19.28,11.24,77.62,120.99,43.36,65.56,12.85,33.92,48.14,14.22,12.98,248.7,123.67,14.76,93.4,149.4,56.0,29.92\n1214,73.38,36.99,10.18,31.37,42.91,11.54,83.2,17.57,6.59,2256.28,9.31,57.69,282.24,32.98,62.75,8.85,28.31,36.4,8.09,23.34,3.04,846.54,66.85,677.29,31.26,16.51,10.85,63.93,18.39,9.97,41.01,52.77,11.76,59.81,17.91,19.43,27.92,8.49,13.96,106.18,30.84,9.77,39.35,56.66,17.31,47.49\n1215,63.8,22.66,12.83,23.83,32.69,8.86,71.7,16.93,5.62,2125.15,7.98,50.2,245.87,30.32,55.89,5.27,25.57,31.1,5.53,21.24,2.88,912.15,57.12,490.74,54.91,25.67,11.05,58.46,15.49,6.41,46.72,61.72,15.0,40.1,16.7,19.72,26.75,7.03,14.36,80.8,21.62,6.74,28.82,40.32,11.5,59.21\n1216,56.24,19.62,13.17,24.71,32.67,7.96,66.6,11.85,4.79,2123.68,7.21,51.71,302.38,22.04,47.41,4.37,36.73,44.04,7.31,23.03,2.36,985.88,50.41,575.19,35.3,18.67,7.25,47.55,15.07,6.27,61.89,79.65,17.76,38.65,7.43,27.06,38.86,11.8,11.86,74.66,18.68,7.48,41.19,54.23,13.04,40.28\n1217,42.79,17.82,9.33,25.37,31.0,5.63,56.7,8.33,4.65,2184.07,6.96,39.29,351.56,15.87,50.11,3.06,49.96,60.16,10.2,19.19,1.74,1052.22,42.01,552.62,22.08,18.55,5.89,38.69,15.04,3.89,56.85,69.95,13.1,30.8,6.08,37.58,49.49,11.91,10.23,49.66,17.89,6.35,60.34,80.24,19.89,27.89\n1218,44.07,15.41,7.63,41.91,54.35,12.44,53.7,6.26,4.79,2270.11,6.98,37.97,309.91,12.19,36.65,2.74,50.43,60.18,9.75,12.84,1.22,923.39,33.87,1012.18,37.66,28.34,5.06,35.78,14.56,3.27,60.16,79.78,19.62,21.56,5.13,38.25,52.28,14.03,10.48,44.42,13.03,5.43,65.71,90.73,25.02,25.7\n1219,37.29,10.48,6.0,46.23,58.2,11.97,49.3,4.69,4.55,2298.79,7.04,32.02,492.48,10.99,47.52,2.57,56.6,68.88,12.28,11.23,1.28,956.42,31.02,1162.12,24.15,15.97,3.99,37.43,12.78,3.2,45.55,61.15,15.6,15.93,4.97,34.31,55.29,20.98,12.28,36.23,14.15,4.6,61.19,84.53,23.34,29.64\n1220,20.9,7.51,5.59,42.13,54.52,12.39,41.0,3.34,4.08,2195.84,7.26,24.38,475.62,8.18,41.54,2.04,55.28,65.1,9.82,9.29,1.18,906.32,29.25,706.94,20.16,17.64,3.77,31.24,12.15,2.07,57.18,70.4,13.22,12.07,4.18,30.58,39.77,9.19,10.99,25.6,10.17,3.98,59.62,79.3,19.68,28.6\n1221,19.19,6.18,4.88,39.52,51.02,11.5,29.8,2.92,3.92,2046.96,7.89,20.27,409.39,5.72,29.12,1.96,48.87,56.94,8.07,7.03,0.83,954.17,23.33,696.9,12.86,11.74,3.57,32.61,8.58,2.09,54.34,71.89,17.55,8.45,4.06,33.04,41.82,8.78,10.56,17.92,7.92,3.44,41.96,51.89,9.93,35.54\n1222,11.71,4.92,4.55,45.33,59.93,14.6,22.1,2.04,4.01,2030.73,7.69,20.92,498.41,6.17,20.57,1.95,53.97,63.19,9.22,5.65,0.58,920.42,17.34,636.39,12.09,7.82,3.51,25.24,6.92,2.06,46.29,60.23,13.94,5.92,4.06,44.69,59.48,14.79,9.06,15.91,5.58,3.2,55.18,66.41,11.23,26.96\n1223,8.59,4.89,4.19,51.64,67.22,15.58,19.5,1.43,3.96,2099.86,6.41,15.62,470.0,7.64,16.37,1.89,52.54,60.3,7.76,9.44,0.41,925.28,12.48,831.64,13.66,4.82,3.13,20.72,6.03,1.68,69.29,87.8,18.5,4.95,3.42,54.83,72.58,17.74,6.42,11.32,3.91,3.32,54.33,63.38,9.06,22.01\n1284,52.02,17.89,9.58,137.88,283.29,145.41,83.2,33.4,5.46,2857.15,9.26,65.72,1336.42,34.29,81.54,1.94,224.06,437.59,213.53,17.67,36.23,1125.78,116.59,1015.18,86.32,27.6,6.93,68.71,27.06,13.27,97.01,146.44,49.43,58.45,15.93,71.95,114.61,42.66,6.32,183.38,77.88,12.52,244.05,488.84,244.79,10.76\n1285,60.15,34.53,22.58,124.61,231.2,106.59,81.7,40.09,5.26,2642.47,10.28,70.8,838.0,33.34,94.5,1.37,131.7,218.26,86.56,1.25,4.51,543.04,142.39,468.51,83.98,16.02,7.7,72.92,26.36,18.06,112.78,158.2,45.42,68.71,11.09,29.37,44.3,14.93,10.54,247.92,85.19,9.91,159.51,281.48,121.97,21.23\n1286,80.42,35.24,17.8,138.11,232.74,94.63,71.9,37.39,5.35,2435.46,12.52,68.37,628.89,26.04,82.06,0.82,66.19,88.19,22.0,4.65,59.28,380.27,124.42,357.43,47.2,24.76,4.62,79.64,33.38,8.53,56.37,75.65,19.28,62.66,9.52,24.97,36.82,11.84,13.08,175.34,80.51,6.8,73.38,111.17,37.79,48.15\n1290,49.46,11.56,5.08,20.48,26.05,5.57,45.1,9.43,5.3,2015.15,10.01,31.67,230.66,19.66,38.48,1.26,33.45,43.7,10.25,20.33,24.23,273.23,39.84,254.5,32.73,7.36,2.6,30.44,17.44,1.03,19.47,21.92,2.45,24.64,3.5,16.37,23.01,6.64,19.59,31.44,25.29,4.21,29.26,39.82,10.56,68.33\n1291,36.38,6.92,4.33,18.81,23.83,5.02,44.1,7.45,6.13,2115.18,8.67,26.16,245.31,14.56,28.24,0.88,38.78,46.38,7.6,28.7,17.18,507.89,31.14,786.24,20.34,4.92,3.15,21.52,13.0,1.57,27.82,30.42,2.6,20.2,4.13,16.85,22.45,5.6,18.6,25.49,17.86,4.22,39.27,49.5,10.23,57.24\n1292,19.85,5.7,2.84,26.7,31.72,5.02,46.6,13.55,7.44,2461.82,6.79,20.16,408.29,11.15,25.24,0.87,69.84,79.99,10.15,25.34,12.03,624.82,30.35,1286.57,11.3,4.62,5.31,15.3,9.89,1.91,37.53,40.83,3.3,20.72,7.4,43.46,49.44,5.99,13.8,14.4,12.51,4.76,55.78,72.42,16.64,41.01\n1293,15.64,5.14,3.36,42.53,48.59,6.06,51.9,11.89,6.63,2374.44,6.32,18.42,620.57,16.77,23.6,1.26,100.25,120.13,19.88,28.95,8.57,369.95,25.8,999.41,15.85,11.52,5.66,11.81,7.38,2.07,42.56,45.69,3.13,14.55,7.85,43.3,48.72,5.43,10.56,29.0,8.76,5.41,71.21,91.38,20.17,32.89\n1294,28.54,7.88,7.93,56.44,63.86,7.42,57.2,15.44,6.87,2324.04,7.21,16.38,488.65,15.56,29.92,1.5,85.5,101.32,15.82,28.57,6.62,565.93,22.21,669.85,37.34,16.73,5.87,10.83,6.02,4.2,65.56,74.13,8.57,22.25,7.18,43.1,49.65,6.55,9.42,51.45,7.04,5.43,65.7,77.52,11.82,25.23\n1295,31.31,6.47,4.51,81.16,95.62,14.46,55.0,16.64,6.58,2234.03,7.9,15.71,504.2,12.1,26.94,1.74,86.46,101.12,14.66,25.59,4.97,676.33,29.32,468.27,25.5,13.35,5.64,9.27,8.63,3.34,77.43,85.05,7.63,27.92,5.74,39.13,44.69,5.56,9.86,50.41,5.87,4.92,53.82,62.57,8.75,37.96\n1296,49.68,4.61,5.72,74.72,86.51,11.79,50.8,12.62,6.54,2361.98,6.24,14.48,439.31,15.58,25.46,1.9,80.83,95.38,14.55,24.6,4.31,395.01,28.73,726.16,19.32,16.46,3.82,10.01,9.07,3.4,74.3,80.52,6.21,21.62,5.95,36.51,41.49,4.98,10.44,51.71,9.47,4.73,34.73,41.02,6.28,48.8\n1297,30.44,5.01,5.78,77.54,88.76,11.22,56.9,15.41,6.0,2244.97,7.17,14.36,478.63,21.97,32.15,2.3,64.37,75.44,11.07,34.6,3.86,347.02,24.53,1041.93,17.55,10.29,3.67,13.2,11.4,3.28,82.95,99.99,17.04,26.34,5.32,30.07,34.29,4.22,11.2,52.88,7.19,4.38,24.67,30.75,6.08,55.4\n1298,33.47,5.3,5.09,56.36,60.85,4.49,55.0,13.82,5.27,2036.74,9.72,10.31,458.59,26.79,31.6,2.01,57.34,67.24,9.9,24.94,2.89,236.86,36.6,333.04,19.36,8.37,2.86,19.14,14.5,3.61,107.29,136.7,29.4,21.72,5.61,20.29,23.78,3.49,12.83,42.29,8.37,3.92,20.49,26.63,6.14,55.0\n1299,27.92,6.02,5.55,75.43,88.24,12.81,43.6,11.39,4.63,1846.82,11.11,14.93,359.49,22.12,32.03,1.88,57.39,65.85,8.46,15.02,2.4,266.31,33.65,208.43,29.07,5.3,2.8,23.82,17.5,2.81,63.2,72.79,9.59,15.18,6.4,31.22,35.26,4.04,10.23,43.54,6.9,3.66,17.84,23.99,6.15,56.88\n1300,40.11,5.77,6.93,110.53,163.16,52.63,43.8,8.3,4.24,1750.3,10.45,16.39,357.74,21.57,29.95,1.22,38.71,45.07,6.36,19.38,2.23,314.71,30.51,124.26,18.7,3.29,2.44,21.33,18.9,3.08,64.82,73.44,8.62,11.77,5.39,24.95,28.57,3.62,10.66,31.61,6.32,3.29,12.47,18.19,5.72,60.37\n1301,46.66,16.62,5.28,76.47,99.91,23.44,31.1,5.81,3.99,1662.58,10.47,11.69,258.02,19.23,32.89,0.96,35.5,41.47,5.97,14.53,1.7,502.57,29.47,70.64,13.09,12.17,2.01,19.48,18.7,2.54,61.8,70.43,8.63,9.04,5.34,25.63,29.97,4.34,10.36,22.15,4.49,3.52,37.29,46.37,9.08,34.28\n1302,55.76,25.23,4.48,64.95,78.88,13.93,24.8,4.06,3.96,1576.68,11.96,14.53,276.32,20.42,24.6,0.71,32.15,40.06,7.91,18.97,1.44,501.95,29.98,67.13,16.59,11.73,1.73,14.22,13.44,2.57,50.91,59.22,8.31,7.79,6.11,29.33,32.99,3.66,8.91,23.44,3.14,3.04,18.55,25.36,6.81,52.16\n1303,47.38,23.87,5.1,58.49,68.3,9.81,28.0,2.88,3.59,1632.02,9.01,14.42,322.95,19.87,35.11,0.85,30.93,39.05,8.12,17.38,1.84,217.81,29.01,96.08,17.94,8.68,1.58,13.26,11.71,3.08,53.11,77.26,24.15,12.96,5.09,29.84,33.65,3.82,8.18,29.42,2.87,2.78,30.21,40.76,10.55,44.91\n1304,28.04,14.54,4.05,63.49,78.62,15.13,25.8,2.31,3.56,1766.45,6.4,13.04,384.54,17.22,26.59,0.65,41.33,50.77,9.44,18.64,1.53,275.59,32.55,197.88,21.53,13.56,1.5,14.93,14.28,2.8,93.39,163.84,70.45,9.52,4.95,31.54,36.15,4.61,8.01,21.26,5.28,3.22,34.38,49.88,15.5,37.83\n1305,32.27,9.43,3.67,73.41,105.91,32.5,42.7,2.23,4.05,1941.78,6.47,10.8,645.66,16.47,19.69,0.87,64.68,80.47,15.79,16.32,1.79,363.93,27.65,200.85,13.25,9.17,1.91,17.01,16.19,2.3,108.62,195.01,86.39,6.67,4.95,42.06,50.76,8.7,6.58,30.84,6.97,4.02,124.34,239.56,115.22,6.73\n1306,44.14,18.85,6.02,87.91,142.88,54.97,47.7,9.45,4.85,2297.72,7.9,11.08,828.45,17.77,23.11,1.05,74.84,103.68,28.84,17.91,1.84,313.14,26.54,153.75,38.09,26.76,2.15,29.33,21.28,12.41,91.7,146.77,55.07,5.71,5.66,43.92,58.44,14.52,7.22,93.42,32.86,4.08,152.86,322.26,169.4,8.15\n1311,61.33,19.0,7.88,68.84,107.58,38.74,62.7,26.13,4.77,1867.41,13.33,23.75,381.41,27.05,61.38,2.97,40.83,54.37,13.54,5.72,0.79,102.76,35.47,386.98,13.12,4.59,2.12,47.19,25.07,3.42,58.18,77.03,18.85,18.98,4.28,16.94,24.4,7.46,16.45,110.77,24.36,5.07,56.91,84.37,27.46,54.56\n1312,44.74,23.0,6.65,43.66,61.72,18.06,53.6,21.25,4.94,1830.13,12.91,24.7,225.43,21.89,61.09,2.5,20.84,29.33,8.49,6.24,2.37,157.44,38.85,341.28,12.98,11.22,1.92,42.37,26.17,3.07,44.94,62.62,17.69,22.87,3.68,16.93,23.74,6.82,16.49,91.59,29.69,4.27,38.78,55.66,16.88,61.68\n1313,39.57,15.05,5.3,39.3,53.97,14.67,52.2,18.62,4.78,1876.13,11.94,21.86,212.99,25.15,48.95,2.79,29.63,37.88,8.25,11.32,2.24,140.75,33.06,423.24,9.9,6.13,1.91,39.05,23.58,2.31,33.8,45.63,11.84,22.96,3.47,22.34,32.11,9.77,16.7,77.3,22.25,3.89,36.3,52.56,16.26,63.32\n1314,39.68,8.21,4.32,25.4,33.27,7.87,40.9,13.56,5.26,2044.6,10.81,20.54,296.22,21.32,39.37,2.41,31.09,38.57,7.48,16.95,1.57,221.36,27.26,691.0,9.27,4.78,2.05,35.07,18.95,2.25,41.02,57.7,16.69,23.52,3.06,23.22,31.21,7.99,17.03,62.76,15.61,4.02,47.14,68.29,21.15,62.03\n1315,27.9,4.66,4.03,20.14,26.87,6.73,35.1,11.47,5.58,2262.09,8.18,23.19,368.27,15.91,29.01,2.33,36.32,44.18,7.86,27.81,1.1,383.17,21.21,1005.13,9.63,4.38,2.37,32.54,18.3,2.71,65.76,84.02,18.25,24.97,3.61,30.69,39.89,9.19,15.62,76.56,12.48,3.35,48.89,65.52,16.62,56.11\n1316,41.13,3.77,3.97,26.35,33.31,6.96,39.2,9.73,5.89,2792.88,5.38,20.86,494.72,13.87,33.84,2.32,72.72,86.22,13.5,39.19,0.86,362.21,21.31,2650.95,20.34,5.9,6.98,29.0,19.02,3.5,133.89,163.74,29.85,22.6,7.81,59.75,68.3,8.55,10.75,51.41,9.71,3.85,116.74,188.2,71.45,21.69\n1317,29.39,17.62,4.67,37.96,44.9,6.94,55.4,11.66,5.59,2529.0,6.32,15.38,1007.36,13.58,40.75,2.96,153.03,241.16,88.13,31.83,1.4,296.88,27.89,2343.18,91.1,51.05,8.43,29.14,19.04,4.51,189.53,291.11,101.57,21.4,16.07,113.93,156.25,42.32,2.61,73.61,6.84,7.56,258.74,576.53,317.8,7.39\n1318,29.43,11.36,5.67,96.06,129.81,33.75,47.2,9.51,4.77,2309.45,8.02,24.95,1504.36,22.57,60.32,2.91,146.91,239.45,92.54,25.54,2.11,346.62,38.15,1130.94,94.87,50.58,10.22,39.75,19.11,4.58,132.92,178.76,45.84,53.08,24.96,104.45,148.02,43.56,1.51,414.01,26.95,6.26,142.64,254.92,112.28,8.01\n1319,45.78,11.29,7.67,160.89,299.01,138.12,42.8,6.66,5.01,2271.35,8.1,30.78,1263.43,18.85,40.16,2.3,53.35,62.34,8.99,25.58,1.76,295.06,44.82,1202.21,99.46,43.37,9.41,54.82,34.21,3.95,169.61,293.73,124.11,57.03,7.06,35.01,40.64,5.63,10.57,146.34,21.99,5.17,105.95,164.66,58.71,11.82\n1320,64.58,6.9,6.7,126.97,221.41,94.44,44.8,4.76,5.2,2532.14,6.08,37.73,507.77,16.19,42.26,2.21,51.99,59.25,7.26,18.62,1.23,276.08,45.11,2235.85,59.34,32.4,6.54,58.58,44.28,2.54,90.62,124.67,34.05,37.62,6.15,62.16,73.08,10.92,7.35,109.71,30.56,4.06,81.57,102.69,21.12,14.96\n1321,63.27,22.42,6.47,169.01,339.21,170.2,39.1,5.14,5.72,2752.85,6.06,28.25,595.07,12.53,36.52,2.25,52.39,59.07,6.68,15.94,0.86,201.2,35.91,2101.3,61.92,21.54,4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56.88,760.16,18.25,10.86,2.62,53.76,23.11,9.16,94.99,105.06,10.07,43.74,4.96,51.4,66.79,15.39,8.61,95.34,25.41,4.91,118.3,184.36,66.05,16.02\n1388,57.87,11.68,6.86,64.84,81.16,16.32,38.8,9.5,6.16,2040.76,6.74,35.18,688.7,32.88,36.26,3.32,82.88,105.23,22.35,33.97,1.48,316.5,81.38,1919.34,49.54,6.35,3.81,45.22,25.81,8.21,126.37,146.93,20.56,50.61,6.95,134.6,234.82,100.21,1.82,91.43,17.86,6.78,189.5,394.19,204.7,7.42\n1389,56.27,16.46,10.9,83.41,104.1,20.69,49.1,7.69,7.4,2629.18,6.23,37.95,1020.52,51.96,44.24,3.83,127.53,200.59,73.06,33.55,1.5,524.4,93.58,1968.38,46.17,20.28,4.18,36.88,29.94,5.66,138.25,193.8,55.55,70.36,18.64,165.1,317.74,152.64,1.2,305.28,12.5,9.49,272.97,636.47,363.5,6.34\n1390,58.99,19.18,12.84,152.99,269.81,116.82,58.6,15.52,7.62,3014.96,6.39,36.75,1186.64,53.3,48.61,5.44,171.35,316.98,145.63,35.48,2.12,937.42,140.9,1781.29,43.61,12.33,5.1,41.26,32.0,5.37,146.94,235.28,88.34,125.98,29.14,131.82,242.4,110.58,1.62,325.45,18.13,10.51,208.76,464.99,256.24,7.25\n1391,89.37,23.67,12.38,183.45,370.21,186.76,81.7,18.63,8.09,3227.2,6.53,38.68,781.24,45.19,57.81,7.35,164.39,307.77,143.38,28.41,1.88,279.21,157.03,2954.01,52.1,13.16,5.94,46.27,34.69,4.89,111.38,163.31,51.94,129.03,17.34,94.95,140.4,45.45,1.14,312.75,32.16,8.51,176.78,390.31,213.53,7.21\n1392,40.7,22.92,9.99,142.18,271.72,129.54,89.9,24.24,8.58,3591.03,5.45,46.73,1229.69,41.79,77.09,7.26,171.13,329.36,158.23,27.53,2.03,267.97,161.88,2794.83,65.7,38.16,5.46,53.01,34.37,4.69,137.17,238.2,101.04,107.38,12.51,86.04,123.91,37.87,1.0,272.1,46.35,7.29,144.76,292.74,147.98,6.1\n1400,69.25,39.7,10.73,91.07,158.04,66.97,71.4,15.19,6.73,2932.07,5.73,38.07,899.94,27.75,65.29,4.75,103.99,173.27,69.28,26.0,1.89,201.61,85.79,1091.76,35.73,27.16,3.55,58.11,28.04,5.02,101.14,181.62,80.48,47.55,3.92,41.75,52.58,10.84,6.44,192.48,69.02,5.38,136.6,294.53,157.92,6.48\n1401,75.49,35.11,10.51,90.58,160.54,69.96,92.3,16.47,7.4,3583.76,6.15,41.26,1160.04,25.16,63.19,4.03,116.57,203.72,87.15,25.59,1.69,422.87,219.28,2444.68,47.37,23.17,4.42,60.3,34.65,4.94,134.89,262.41,127.52,34.12,4.87,94.7,131.65,36.94,1.56,273.4,70.28,5.73,164.25,362.97,198.72,6.41\n1402,70.96,39.94,9.53,98.36,183.11,84.75,118.5,27.24,6.68,3504.98,5.59,49.46,2031.62,34.25,62.71,5.52,183.49,386.1,202.61,34.23,1.57,580.19,120.48,2281.73,38.1,29.66,4.18,75.22,39.11,4.44,236.63,518.59,281.96,39.01,5.5,45.68,56.32,10.64,6.74,226.08,66.1,5.36,160.6,343.35,182.75,6.47\n1403,78.99,25.34,12.41,110.52,224.67,114.15,118.4,27.58,6.93,3121.23,7.66,44.04,1381.21,39.83,63.07,4.92,191.06,396.7,205.64,25.25,2.34,442.59,126.74,320.54,54.69,41.27,4.85,86.18,37.66,3.32,124.6,259.71,135.11,39.03,6.13,29.84,37.27,7.43,9.5,171.76,44.38,6.81,149.25,302.97,153.72,5.44\n1404,88.37,25.77,9.58,179.19,400.59,221.4,112.6,29.77,6.2,2633.97,10.64,43.74,780.29,44.55,85.71,3.68,97.83,158.67,60.84,29.56,2.75,324.38,105.23,241.94,56.16,27.85,4.64,80.86,37.1,6.22,91.85,167.83,75.98,43.6,7.15,24.83,33.23,8.41,9.92,181.69,46.8,6.74,106.93,196.5,89.58,13.16\n1431,63.22,20.73,14.48,74.74,114.21,39.47,85.4,28.9,5.6,1914.12,10.9,33.36,209.8,47.06,100.74,2.46,44.17,60.29,16.12,41.13,3.62,206.44,42.43,314.65,23.01,12.85,3.05,57.67,29.96,4.67,58.15,73.63,15.48,43.55,4.1,14.15,20.86,6.71,13.44,92.79,24.23,4.31,44.67,66.48,21.82,44.88\n1432,50.09,15.83,12.85,34.64,46.3,11.66,76.5,23.19,6.07,1828.94,12.92,39.46,244.32,49.13,99.8,2.13,39.75,54.7,14.95,42.01,3.42,212.49,38.23,320.82,40.91,7.88,2.67,63.32,29.58,4.22,61.87,81.08,19.21,46.81,4.06,15.14,22.11,6.97,14.9,96.02,24.02,4.45,44.76,63.79,19.02,48.28\n1433,53.56,10.32,12.12,39.47,52.4,12.93,84.4,22.8,6.01,1790.17,11.39,37.18,242.93,49.3,92.54,2.15,31.77,43.97,12.2,27.51,2.77,234.96,44.37,293.28,35.09,6.01,2.07,60.55,24.99,3.44,47.94,61.21,13.27,50.27,4.2,17.08,23.9,6.82,15.65,92.75,20.62,4.54,51.11,75.02,23.91,47.7\n1434,62.24,7.53,11.01,38.35,51.58,13.23,67.6,22.74,5.91,1680.52,13.51,44.05,220.86,38.3,71.39,2.03,29.79,41.25,11.46,35.55,1.51,314.54,38.43,316.62,45.16,4.66,1.98,58.74,23.52,3.27,39.62,47.49,7.88,47.2,3.65,18.83,25.97,7.13,15.66,322.41,19.38,3.95,41.34,63.59,22.25,56.07\n1435,48.25,4.75,9.42,15.71,22.33,6.62,65.6,15.94,6.35,1844.25,8.6,36.61,181.62,48.46,71.0,2.26,45.67,57.11,11.44,54.09,1.32,744.32,38.25,1475.71,57.34,4.26,2.76,50.27,21.28,4.33,43.62,46.23,2.61,46.42,3.63,26.48,34.58,8.09,13.95,224.29,20.99,4.09,69.13,102.13,33.0,37.71\n1436,55.67,4.44,9.19,16.78,21.06,4.28,64.6,11.58,6.81,2356.06,7.43,39.23,460.71,48.31,68.71,2.08,97.45,123.95,26.5,53.0,3.83,802.38,43.87,1079.13,70.43,22.05,3.78,41.19,23.62,5.07,93.07,101.11,8.04,47.91,6.14,81.95,109.82,27.86,4.96,322.96,14.99,4.79,128.56,223.36,94.8,8.75\n1437,49.34,3.96,10.33,39.86,46.98,7.12,77.9,11.01,8.41,2527.1,6.67,44.87,998.18,51.32,69.68,4.46,210.27,416.85,206.58,67.08,6.29,1453.39,55.62,860.88,67.97,37.76,3.66,34.46,26.66,5.57,153.66,234.1,80.44,51.99,11.14,146.07,266.41,120.34,0.92,246.08,20.49,5.34,120.76,217.38,96.62,8.16\n1438,59.46,14.54,11.29,108.86,168.32,59.46,88.0,16.03,7.38,2662.84,7.07,50.83,599.48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6.81,24.72,1169.01,19.87,44.51,1.36,131.08,209.65,78.57,7.1,1.44,571.32,53.08,2083.59,27.48,18.01,2.5,36.08,17.2,3.23,221.0,478.35,257.35,24.68,4.62,131.28,261.79,130.52,0.55,80.32,28.8,3.1,109.03,198.95,89.91,7.41\n1594,57.3,17.79,10.1,96.84,172.0,75.16,47.6,12.32,4.6,1900.2,7.74,25.89,1241.61,17.48,41.51,1.66,141.56,230.87,89.31,4.84,7.68,424.05,43.98,1372.79,40.36,16.17,3.01,57.72,19.38,4.34,267.88,592.92,325.03,29.99,8.28,102.16,178.73,76.57,1.86,111.72,30.85,4.78,173.31,359.95,186.64,9.72\n1595,49.88,11.68,9.52,150.79,320.68,169.89,53.3,14.67,4.38,1729.73,12.21,29.6,636.8,19.42,41.93,1.32,51.65,68.76,17.11,15.74,5.96,351.9,55.69,622.81,24.51,9.11,2.87,108.45,22.58,5.45,196.88,391.9,195.01,53.25,9.56,53.9,77.42,23.52,7.11,145.26,48.69,4.54,98.14,160.55,62.42,27.26\n1596,73.16,14.38,11.07,188.82,415.22,226.4,45.0,15.17,4.27,1551.74,12.64,21.94,393.13,19.3,40.89,0.97,32.5,45.62,13.12,21.05,4.63,305.09,56.92,447.98,15.05,6.43,3.17,114.83,20.72,6.86,83.24,124.54,41.3,47.03,7.16,18.75,27.64,8.88,13.3,112.49,35.29,4.74,64.14,95.42,31.29,46.5\n1597,63.35,24.12,11.68,165.35,327.46,162.11,47.1,19.9,4.28,1464.02,12.95,28.21,345.35,15.14,40.58,1.06,30.01,42.88,12.87,17.22,5.15,321.59,55.21,426.05,16.19,14.14,2.85,84.36,23.67,4.26,47.88,73.78,25.9,39.83,5.35,14.24,21.03,6.79,16.6,95.56,25.75,3.86,58.11,88.58,30.48,51.15\n1599,65.36,29.43,12.8,25.41,36.15,10.74,42.4,12.58,4.59,1577.14,13.15,22.15,285.27,12.53,29.34,0.96,25.99,36.17,10.18,10.26,4.53,356.09,55.21,405.23,10.15,4.18,2.31,55.24,23.72,2.8,26.63,38.33,11.69,27.72,3.36,13.47,19.24,5.77,19.15,48.74,16.57,3.25,31.08,48.34,17.26,77.27\n1600,53.87,16.44,10.55,20.29,28.29,8.0,37.4,12.12,4.77,1562.14,12.87,19.54,280.43,9.82,25.35,1.15,25.21,35.45,10.24,7.22,4.43,314.62,16.06,413.72,13.62,12.99,1.46,44.66,25.37,2.27,28.31,44.41,16.1,29.94,3.45,15.18,22.08,6.91,18.51,50.41,12.41,2.99,29.18,44.25,15.07,78.3\n1650,8.33,4.87,2.16,18.71,27.45,8.74,22.3,7.85,3.62,996.85,15.21,17.94,226.57,1.99,34.87,1.59,33.26,40.63,7.37,18.64,0.0,348.92,24.38,464.45,8.57,6.43,1.58,16.08,15.89,2.44,37.24,51.12,13.87,16.12,3.38,16.15,22.04,5.89,22.86,17.12,7.4,2.54,39.94,54.33,14.4,62.1\n1651,20.79,4.99,2.06,21.34,29.86,8.52,28.5,8.01,3.68,1226.75,10.96,24.85,270.31,8.76,35.76,1.63,42.75,49.44,6.69,20.38,7.32,445.36,26.25,623.04,11.81,5.6,1.66,19.26,16.69,2.41,66.3,89.95,23.66,20.11,3.51,20.62,26.87,6.25,22.0,17.41,5.86,2.45,40.58,52.57,11.99,56.59\n1652,19.9,4.34,1.87,25.5,33.83,8.33,39.3,6.93,4.19,1526.55,4.01,28.79,318.52,10.64,27.19,1.57,51.31,57.55,6.24,25.25,6.53,1007.58,25.72,1630.89,11.1,3.6,2.65,25.03,19.24,2.28,66.3,81.57,15.26,16.36,4.55,47.61,56.58,8.97,17.7,17.51,4.46,2.55,39.88,45.69,5.81,49.17\n1655,19.05,8.24,2.51,120.61,179.77,59.16,63.9,24.31,4.27,1650.16,2.58,46.83,1769.13,27.0,17.15,3.06,196.59,347.92,151.33,29.96,5.54,413.93,47.15,2020.79,51.46,32.17,5.92,39.0,28.06,3.2,120.9,167.53,46.63,42.6,5.72,87.78,128.67,40.89,11.22,58.62,15.83,3.31,96.16,119.74,23.58,1.56\n1659,66.15,12.76,2.03,111.13,191.59,80.46,41.3,12.99,3.01,953.01,19.23,45.22,417.89,12.78,49.53,1.47,44.13,52.13,8.0,11.8,4.84,285.12,86.98,211.31,30.99,10.99,2.42,90.11,47.81,2.3,58.93,68.58,9.65,30.44,3.66,17.6,22.4,4.79,16.32,63.1,28.66,2.73,35.85,40.64,4.79,33.61\n1660,49.96,27.28,1.65,43.81,54.4,10.59,35.5,9.35,2.87,831.72,20.25,48.12,243.99,9.07,37.38,1.66,26.94,32.5,5.56,11.4,3.22,281.56,59.57,180.07,18.25,7.88,2.02,69.1,37.63,1.81,26.43,31.66,5.23,25.08,3.46,13.24,16.93,3.69,17.66,48.26,20.18,2.73,17.49,19.67,2.18,51.35\n1661,33.22,15.8,1.28,38.86,47.5,8.64,26.6,6.58,2.68,768.46,19.34,34.15,177.24,10.7,34.74,1.56,23.68,28.09,4.41,7.42,2.26,268.92,41.13,203.4,12.73,4.73,1.98,47.11,32.28,1.72,26.4,31.99,5.59,17.99,3.39,11.97,15.11,3.14,17.74,40.52,14.64,2.54,8.76,10.89,2.12,60.33\n1662,26.47,10.05,1.47,17.97,23.09,5.12,23.8,4.97,2.72,732.72,22.59,31.58,183.39,9.41,25.99,1.46,21.67,25.97,4.3,5.66,3.31,273.97,34.13,212.06,11.69,3.67,1.9,27.76,27.65,1.73,30.29,36.73,6.44,20.71,3.28,12.07,15.36,3.29,18.16,31.77,10.62,2.52,10.14,11.96,1.82,57.17\n1663,24.12,10.33,1.32,20.21,24.84,4.63,18.4,3.59,2.76,707.22,19.53,25.12,190.01,12.91,29.66,1.6,18.23,23.03,4.8,4.84,2.42,277.24,32.49,211.05,18.2,10.24,2.02,27.74,21.88,1.6,25.76,36.7,10.94,14.55,3.34,17.94,25.8,7.85,18.05,23.05,7.97,2.41,12.47,14.2,1.73,54.36\n1664,18.38,8.18,1.12,23.25,27.96,4.71,21.4,2.64,2.67,732.74,17.9,19.2,210.93,11.42,23.97,1.51,21.07,25.33,4.26,9.22,1.74,284.72,29.75,371.54,10.7,7.52,2.01,24.15,22.0,1.6,54.98,67.59,12.61,16.88,3.37,13.5,17.92,4.42,19.21,19.55,5.94,2.36,20.4,26.37,5.97,49.69\n1665,24.08,5.82,0.84,16.32,21.14,4.82,27.6,3.27,2.79,761.4,18.31,14.86,268.1,19.64,17.88,1.56,31.47,35.88,4.41,21.27,3.51,294.94,24.21,664.9,44.22,7.41,1.94,24.82,23.8,1.72,80.1,101.88,21.78,12.24,3.43,17.84,23.27,5.43,18.92,15.83,4.2,2.68,64.28,86.19,21.91,19.68\n1666,14.94,12.62,1.31,27.55,38.24,10.69,33.7,4.8,3.06,773.74,18.72,24.08,205.54,18.94,17.49,1.6,41.9,48.92,7.02,24.43,2.41,314.94,24.11,825.89,33.52,5.56,2.1,28.19,22.46,2.05,121.4,168.77,47.37,14.63,3.42,17.74,24.08,6.34,19.15,19.42,4.09,3.27,79.97,115.63,35.66,22.46\n1667,14.24,9.34,1.03,63.12,78.66,15.54,46.6,8.23,2.97,756.01,18.22,17.98,250.52,20.15,20.54,1.87,40.76,46.98,6.22,24.47,1.75,311.14,27.71,573.6,28.79,13.09,2.03,47.58,22.75,2.14,69.84,97.3,27.45,16.77,3.67,21.74,29.08,7.34,19.16,31.28,10.08,4.56,50.39,66.69,16.3,40.29\n1668,32.55,10.77,1.52,77.14,100.45,23.31,48.0,9.25,3.04,736.78,16.53,22.85,182.57,24.53,27.82,2.23,34.7,42.69,7.99,36.16,5.15,281.87,34.86,482.77,21.09,8.83,2.12,54.62,26.99,2.1,49.9,70.93,21.03,18.81,3.54,17.08,22.53,5.46,19.83,61.23,11.62,5.16,47.21,64.36,17.14,48.74\n1669,33.67,11.09,1.41,42.87,53.73,10.86,52.0,9.2,3.25,731.05,17.5,20.01,225.56,29.2,29.95,1.86,33.65,41.37,7.72,35.81,4.85,282.1,38.72,499.37,16.42,5.12,2.01,54.01,26.28,1.92,41.17,67.06,25.89,27.75,3.82,17.37,24.03,6.66,20.68,89.79,17.78,4.83,56.96,78.37,21.41,42.18\n1670,25.88,16.76,1.75,21.92,30.43,8.51,46.2,8.74,3.18,791.88,18.56,25.14,212.11,32.47,28.61,2.05,30.53,37.63,7.1,25.87,9.44,301.18,39.35,488.43,15.64,4.32,1.95,51.07,25.82,2.04,45.9,66.4,20.49,45.57,3.54,16.46,22.94,6.47,21.18,85.42,18.48,4.04,52.26,71.91,19.65,41.67\n1671,22.27,10.37,1.63,18.49,25.26,6.77,52.3,6.69,3.28,831.98,19.37,18.22,212.55,33.54,24.44,2.04,41.12,48.94,7.82,34.01,5.43,308.99,37.14,597.9,11.25,3.59,1.86,48.2,29.66,2.2,41.22,60.94,19.72,55.24,4.24,16.57,23.26,6.69,23.37,63.11,13.65,3.72,55.47,74.34,18.88,41.89\n1672,36.52,8.91,1.46,18.69,26.22,7.53,55.7,7.59,3.18,802.95,19.53,27.69,240.83,33.01,31.13,1.85,39.34,47.08,7.74,44.61,4.62,320.93,36.03,408.85,29.4,3.11,1.7,55.2,31.47,2.35,33.33,45.69,12.36,56.78,3.47,15.62,21.23,5.61,23.16,58.83,9.99,4.38,46.64,61.92,15.28,54.84\n1673,34.59,8.94,1.4,19.0,26.22,7.22,49.9,5.71,3.18,808.35,20.03,30.98,285.41,35.74,34.73,1.85,35.61,42.28,6.67,46.99,3.95,323.54,41.96,346.56,40.89,2.96,1.67,73.71,33.47,1.68,27.79,35.39,7.6,81.64,3.12,14.77,20.43,5.66,22.47,106.42,10.86,3.88,37.65,46.8,9.15,60.94\n1674,25.22,10.91,1.35,15.54,21.95,6.41,62.5,4.85,2.86,806.58,20.36,42.33,274.95,31.7,42.2,1.49,37.12,42.61,5.49,48.41,8.7,338.4,57.45,385.84,36.56,9.54,1.46,91.12,36.37,1.5,33.88,45.52,11.64,92.11,2.98,13.78,19.15,5.37,22.78,131.9,10.09,3.03,30.34,38.2,7.86,65.28\n1675,58.51,10.12,0.82,12.25,17.95,5.7,55.6,7.77,2.75,795.75,21.97,40.41,255.87,33.56,50.41,1.7,38.8,45.64,6.84,40.79,6.33,334.22,62.28,346.62,36.46,6.38,1.49,89.07,34.19,1.57,39.56,50.44,10.87,85.81,2.91,15.08,21.28,6.2,22.77,115.92,7.29,3.14,32.55,41.05,8.5,65.33\n1676,88.88,6.86,0.68,15.0,21.03,6.03,52.6,13.0,3.08,808.97,17.48,33.8,297.25,33.01,48.71,1.82,42.35,48.75,6.4,31.82,4.68,330.1,56.3,289.62,33.64,5.32,1.45,87.5,36.47,1.43,33.03,41.28,8.26,83.6,2.61,14.76,20.57,5.81,22.42,99.54,6.14,3.13,26.63,32.72,6.09,70.37\n1677,65.56,4.16,0.65,16.3,22.14,5.84,56.4,9.1,3.11,765.54,16.26,39.15,273.08,31.48,49.86,1.7,40.68,46.07,5.39,42.59,8.29,262.07,53.02,268.52,21.89,4.72,1.68,82.08,33.87,1.49,28.66,39.59,10.94,87.66,2.66,12.31,18.39,6.08,21.46,78.39,5.14,2.87,20.03,24.61,4.58,71.83\n1718,8.51,2.19,1.55,21.6,29.6,8.0,28.2,4.93,2.73,887.03,15.61,3.68,277.7,9.79,11.11,1.47,24.97,32.42,7.45,4.67,4.77,480.78,12.65,226.14,10.58,4.49,1.08,17.15,9.64,2.15,22.23,29.94,7.71,3.03,1.34,14.99,18.61,3.62,34.99,14.51,0.25,2.44,26.25,38.12,11.86,44.84\n1719,14.06,3.31,1.38,17.69,25.75,8.06,27.0,3.56,2.83,873.03,15.03,7.29,255.98,8.82,12.97,1.34,31.82,40.5,8.68,2.34,4.24,471.24,13.69,257.53,7.82,2.96,1.08,17.8,8.43,2.03,25.5,32.68,7.19,3.89,1.28,16.01,20.56,4.55,35.22,12.77,0.18,2.06,28.89,41.21,12.32,45.34\n1746,3.89,2.86,1.79,34.33,45.19,10.86,42.0,6.97,3.4,1081.21,8.88,7.88,250.28,18.5,26.73,1.73,52.44,61.13,8.69,13.55,9.47,621.73,17.29,336.95,11.02,4.95,1.28,17.47,11.52,1.61,62.98,74.46,11.48,5.84,1.44,21.27,26.11,4.84,33.32,18.77,1.52,2.36,50.71,66.74,16.03,39.8\n1747,24.28,3.8,1.63,40.77,50.01,9.24,42.1,10.16,2.95,1031.02,11.37,12.51,287.49,25.71,20.7,1.57,53.78,63.83,10.05,14.11,6.36,670.09,18.41,487.13,19.54,11.6,1.41,18.16,10.59,1.59,73.88,88.53,14.65,5.24,1.36,28.07,32.4,4.33,28.96,23.53,1.33,2.4,48.5,62.02,13.52,41.21\n1749,24.06,14.02,1.52,56.84,67.45,10.61,41.4,6.95,2.59,953.15,9.04,18.93,421.24,20.83,20.06,2.0,80.22,91.44,11.22,14.19,6.85,549.71,22.82,793.44,22.7,12.23,1.59,24.42,23.52,1.6,110.62,132.92,22.3,11.19,1.57,49.54,54.01,4.46,16.73,26.42,2.83,2.5,63.33,70.0,6.67,20.31\n1752,19.13,10.14,1.59,64.75,76.31,11.56,31.9,4.91,3.06,1081.38,3.11,14.94,414.52,18.5,21.78,1.89,81.19,94.91,13.72,18.47,10.3,660.38,24.32,1140.64,19.12,9.06,1.71,21.47,13.72,1.97,69.24,85.63,16.39,10.09,2.05,38.58,42.02,3.44,19.47,24.08,2.37,2.6,72.98,82.33,9.35,19.42\n1753,27.55,5.93,1.48,56.33,70.73,14.4,49.0,9.56,2.77,1088.04,3.05,15.71,301.79,18.13,16.15,2.04,60.48,68.15,7.67,19.21,13.06,554.9,26.48,1136.95,11.75,5.52,1.36,23.47,13.36,1.87,90.49,119.23,28.74,11.19,1.72,28.88,30.84,1.96,23.37,24.91,3.74,2.19,34.45,37.46,3.01,30.59\n1754,17.75,4.9,1.46,48.7,62.4,13.7,43.8,6.69,2.7,1003.82,7.23,11.29,316.49,13.89,12.2,2.5,80.3,96.46,16.16,20.21,8.12,467.76,27.68,398.92,9.39,7.38,1.09,23.24,11.39,1.96,111.42,135.81,24.4,8.06,1.82,22.62,23.65,1.04,26.99,24.26,7.39,2.15,30.83,32.96,2.14,35.09\n1757,19.52,7.45,1.15,48.31,53.81,5.5,37.8,2.61,2.41,709.65,15.3,15.28,219.3,15.18,18.23,1.6,38.35,43.84,5.49,9.04,6.33,425.57,28.35,229.91,11.24,7.9,1.14,14.93,13.2,3.11,55.78,63.22,7.44,4.19,1.38,16.89,17.8,0.9,29.77,12.24,3.64,2.11,12.85,15.02,2.16,49.16\n1758,19.28,5.01,1.37,54.43,60.57,6.14,29.5,2.15,2.49,688.45,15.06,12.73,234.55,16.58,14.0,1.7,30.67,35.88,5.21,6.84,6.21,404.2,25.49,232.51,11.22,4.03,1.17,15.86,15.52,1.96,37.82,46.05,8.24,3.79,1.12,12.46,13.43,0.96,34.23,11.32,2.54,2.36,30.12,33.15,3.03,26.63\n1759,18.23,4.1,2.86,44.16,49.26,5.1,23.5,2.19,2.36,707.34,11.36,13.33,269.8,17.88,10.94,1.67,38.12,42.73,4.61,8.88,4.81,461.31,18.32,296.28,9.5,2.95,1.24,15.42,12.44,3.02,52.9,66.65,13.75,3.16,1.16,10.49,11.12,0.63,34.28,9.46,1.78,2.04,33.59,36.98,3.38,30.71\n1760,18.56,3.35,4.01,46.89,52.35,5.46,33.8,4.16,2.52,875.84,5.0,9.89,297.23,19.98,12.57,1.54,61.92,70.59,8.67,14.56,3.05,507.28,15.72,505.8,9.9,2.73,1.26,16.07,14.22,3.93,56.61,79.54,22.93,2.38,1.0,20.13,21.49,1.36,27.62,13.57,1.25,2.26,52.67,62.99,10.32,14.43\n1761,31.26,3.24,1.64,29.25,34.41,5.16,33.6,4.23,3.1,1242.9,2.99,7.78,616.73,19.13,10.27,1.81,93.81,128.7,34.89,17.39,4.75,557.23,18.97,1057.78,10.64,3.36,1.47,17.89,16.52,3.79,104.33,163.27,58.94,2.48,1.37,38.77,45.01,6.24,15.9,14.75,3.55,2.62,67.28,93.78,26.5,2.54\n1762,16.47,13.71,1.88,35.67,42.15,6.48,43.5,12.7,3.3,1301.92,6.64,27.69,585.57,25.65,20.76,2.49,123.67,203.3,79.63,11.48,3.87,783.31,26.47,430.25,19.22,3.8,1.53,22.56,15.13,10.46,87.39,138.71,51.32,2.87,2.32,93.88,159.13,65.25,6.6,26.43,4.34,3.5,111.63,198.59,86.96,2.33\n1763,10.62,9.61,1.76,58.13,77.99,19.86,54.3,18.29,3.13,1152.36,11.85,38.44,458.79,31.95,34.01,2.46,100.72,161.54,60.82,8.52,6.37,852.82,39.58,287.75,36.92,2.97,1.95,45.59,18.09,11.55,82.64,141.51,58.86,10.42,4.15,58.59,94.76,36.17,16.35,43.38,18.25,3.61,86.87,142.41,55.54,16.76\n1765,32.38,10.31,9.76,83.54,145.76,62.22,66.8,34.85,3.23,960.29,21.73,25.9,408.0,32.07,46.43,2.05,74.5,104.11,29.61,19.68,12.23,867.38,43.04,339.62,32.97,11.13,2.07,50.54,19.04,10.49,72.03,105.96,33.93,34.86,3.23,23.76,31.46,7.7,33.66,54.84,31.38,4.44,54.97,79.45,24.48,41.75\n1766,37.08,14.54,9.96,69.51,115.96,46.45,62.9,34.31,3.58,937.69,24.24,18.72,303.33,30.97,45.96,2.08,60.0,75.97,15.97,30.27,10.02,817.78,44.97,433.32,38.18,9.66,1.85,51.54,25.06,7.17,89.41,123.6,34.18,26.13,2.52,13.44,17.0,3.56,40.33,71.06,30.92,4.03,78.68,116.63,37.95,33.93\n1767,41.18,12.08,7.61,60.53,96.53,36.0,62.9,37.63,3.61,927.08,23.33,21.79,284.94,34.41,49.71,2.34,63.69,78.48,14.79,27.74,20.31,575.84,47.53,577.94,27.39,8.62,1.67,49.09,27.51,5.11,78.02,106.32,28.29,21.83,2.24,14.61,18.62,4.01,41.23,70.73,24.98,3.34,51.48,73.6,22.12,57.0\n1769,38.16,13.63,2.66,30.33,41.73,11.4,71.9,24.2,3.73,1023.39,14.31,19.22,373.39,33.44,63.01,1.98,82.91,98.31,15.4,17.56,9.89,351.48,43.79,629.77,10.52,7.99,1.79,34.54,22.2,7.68,49.91,70.04,20.13,16.26,2.18,17.78,24.95,7.17,40.96,46.18,15.76,3.3,62.18,87.06,24.88,50.56\n1770,21.11,9.44,2.58,33.93,47.03,13.1,61.8,25.6,3.67,1006.05,16.56,25.08,333.41,24.84,44.13,1.85,58.47,68.79,10.32,16.65,4.92,376.44,46.14,564.15,16.03,7.0,1.8,31.8,20.22,6.07,41.36,56.95,15.59,12.98,2.2,17.6,22.81,5.22,38.53,43.72,13.25,3.3,53.87,73.36,19.48,45.23\n1771,28.24,7.35,3.17,27.31,39.75,12.44,54.8,20.03,4.13,1118.47,12.93,34.46,224.53,19.54,46.96,1.61,49.92,59.89,9.97,15.25,2.47,506.83,40.19,628.11,9.89,6.63,1.7,32.98,15.59,11.27,52.34,74.48,22.14,13.4,2.27,22.76,28.22,5.47,36.23,45.02,9.56,2.99,56.47,73.41,16.94,41.88\n1773,30.69,4.96,2.67,27.0,35.81,8.81,42.0,10.96,3.28,967.07,13.18,24.25,307.08,14.05,29.85,1.51,75.1,87.08,11.98,16.26,2.93,422.54,40.2,599.29,17.19,8.93,1.3,22.07,21.42,3.97,129.78,181.28,51.5,13.85,2.1,101.76,138.26,36.49,7.64,31.24,5.29,2.64,58.85,69.65,10.8,33.19\n1774,21.78,6.03,2.34,56.84,70.98,14.14,39.4,7.67,3.28,1012.5,8.62,22.2,244.59,14.41,26.53,1.66,49.07,57.47,8.4,12.6,3.24,404.55,36.08,642.06,15.46,13.14,1.17,19.59,19.0,3.47,171.82,256.62,84.8,22.13,2.85,110.34,166.8,56.46,2.02,28.06,4.68,2.77,50.1,57.06,6.96,36.1\n1775,24.71,8.44,1.98,77.84,100.83,22.99,48.9,5.66,3.09,1240.88,2.21,15.94,319.52,16.04,24.72,1.71,60.08,68.76,8.68,8.27,3.99,478.93,29.68,1565.88,15.51,10.51,1.37,22.34,21.55,2.99,157.97,232.51,74.54,44.62,2.73,62.68,75.02,12.34,10.67,23.65,3.67,2.83,47.72,54.79,7.06,28.0\n1776,17.75,5.57,1.52,55.13,67.34,12.21,45.3,6.98,3.5,1385.52,2.37,17.69,569.55,16.39,18.56,1.71,64.8,74.98,10.18,5.84,4.34,456.91,25.51,2070.21,14.52,10.51,1.57,26.14,25.63,2.57,131.59,188.34,56.75,40.85,1.85,24.21,26.17,1.95,26.76,22.04,5.22,3.1,77.4,100.14,22.74,7.38\n1779,34.63,6.45,1.1,51.24,63.59,12.35,51.0,7.3,2.9,1113.93,2.19,30.47,576.87,13.06,26.59,1.66,74.66,91.74,17.08,8.02,3.22,375.01,23.95,1260.21,14.71,12.8,1.6,38.03,29.09,1.76,109.85,146.25,36.4,16.22,1.87,24.08,26.67,2.6,29.19,78.36,40.5,2.61,75.21,93.57,18.36,7.31\n1780,18.34,5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,43.39,9.86,2.65,1.25,14.63,18.82,4.19,24.36,19.76,7.69,2.29,51.87,60.95,9.07,20.94\n1826,13.98,5.62,0.67,35.02,42.88,7.86,16.0,5.39,2.64,843.14,6.45,12.02,363.68,4.11,12.68,1.54,64.95,76.97,12.02,5.47,8.45,434.27,20.22,532.42,13.59,5.5,0.47,7.03,7.63,2.06,33.25,42.48,9.22,1.92,1.43,8.01,9.95,1.94,25.3,14.48,6.02,2.34,48.58,54.69,6.11,18.75\n1827,10.05,5.55,0.81,37.12,46.07,8.95,12.3,3.83,2.79,769.37,8.11,8.75,389.93,3.58,18.68,1.47,55.27,64.54,9.27,4.74,7.41,439.38,15.14,495.33,9.58,5.15,0.47,6.29,8.08,3.05,38.06,44.74,6.67,1.68,1.52,9.38,10.96,1.58,25.33,10.45,4.82,2.22,45.18,50.11,4.93,19.75\n1828,14.02,4.24,0.92,30.89,38.01,7.12,13.9,3.17,2.64,761.69,5.8,8.91,364.54,3.12,13.95,1.66,51.28,59.38,8.1,4.25,8.13,465.98,13.03,507.74,9.7,4.69,0.52,6.29,6.75,2.62,27.72,32.95,5.24,1.69,1.44,6.63,7.2,0.57,25.68,7.87,5.41,2.07,51.36,61.82,10.46,13.72\n1829,13.82,3.38,1.0,31.47,37.9,6.43,10.0,2.22,2.64,731.67,5.48,8.53,349.76,2.68,15.89,1.6,49.72,56.35,6.63,4.61,6.35,439.87,13.2,506.83,10.8,7.43,0.36,6.42,6.07,2.98,24.81,30.13,5.32,1.76,1.26,6.1,6.57,0.48,24.93,12.58,5.44,2.17,39.02,45.37,6.35,19.39\n1830,8.39,3.21,1.99,29.79,35.1,5.31,7.0,1.55,2.53,681.02,7.55,6.46,376.62,2.32,14.0,1.71,53.59,61.41,7.82,4.39,10.87,410.09,9.92,472.01,10.23,7.84,0.39,6.01,5.22,2.3,24.41,30.46,6.05,1.8,1.15,10.18,12.94,2.76,23.28,12.9,4.13,2.22,43.27,50.84,7.57,13.64\n1831,4.8,2.83,1.04,26.69,32.09,5.4,5.3,1.09,2.69,604.2,8.93,5.86,374.98,1.7,24.14,1.92,46.1,52.72,6.62,4.02,7.05,464.99,11.18,482.91,7.33,5.46,0.28,5.43,5.41,2.18,25.71,33.76,8.05,1.4,1.29,11.24,15.37,4.13,22.04,17.55,3.08,2.12,32.6,38.15,5.55,22.55\n1832,4.49,2.32,0.9,23.53,28.19,4.66,5.0,0.82,2.3,748.76,5.46,11.6,423.45,4.25,21.48,1.86,46.3,54.43,8.13,3.63,7.75,484.15,14.85,528.65,10.01,4.79,0.21,11.48,6.35,2.4,54.99,77.36,22.38,1.08,1.43,13.38,18.41,5.03,19.48,18.12,2.55,2.11,30.05,34.31,4.27,25.9\n1833,13.72,4.16,0.82,25.2,30.79,5.59,5.4,1.1,2.99,832.07,5.64,14.14,427.48,4.59,16.94,1.85,54.99,67.82,12.83,2.65,9.84,521.83,11.49,1175.01,6.61,2.18,0.41,10.4,5.27,3.21,64.87,89.31,24.44,1.18,1.67,19.93,28.76,8.82,17.5,13.48,2.1,2.19,40.71,50.6,9.89,18.8\n1835,17.46,7.72,1.24,45.62,59.45,13.83,18.5,5.55,2.78,824.68,4.38,14.7,651.92,3.63,15.11,2.31,55.06,73.91,18.85,0.89,2.77,670.3,18.22,1569.01,13.02,3.1,0.74,21.93,6.4,4.95,37.25,55.58,18.34,2.41,2.99,18.84,29.36,10.52,18.05,7.81,1.57,2.54,49.37,73.59,24.23,21.54\n1837,13.82,10.38,5.03,33.03,48.01,14.98,27.0,14.43,3.39,880.67,7.46,15.1,594.76,11.23,23.92,1.97,65.88,92.07,26.19,4.92,4.24,833.04,16.73,743.93,24.88,10.68,1.47,19.55,8.91,3.16,26.21,34.52,8.3,3.29,3.03,18.18,25.9,7.72,20.36,17.83,4.08,3.63,68.81,109.73,40.92,20.77\n1838,23.09,11.43,2.99,25.25,37.31,12.06,38.3,17.22,3.34,994.66,5.7,13.05,674.86,10.11,32.12,2.24,77.62,114.53,36.91,15.05,11.84,841.59,24.13,604.96,37.05,7.73,1.18,16.3,7.35,3.24,26.97,35.55,8.58,4.22,3.35,19.64,28.45,8.81,22.04,32.03,7.13,3.79,43.12,62.84,19.72,36.71\n1839,22.24,8.01,2.18,23.8,34.39,10.59,43.7,19.03,3.31,1000.04,10.83,12.74,604.24,13.11,29.05,2.13,81.75,115.08,33.33,16.74,9.06,668.19,26.07,503.09,20.41,5.23,1.72,15.17,5.81,3.7,20.1,28.17,8.06,6.79,3.18,19.66,29.14,9.48,27.62,34.83,13.2,3.36,33.47,47.1,13.63,46.19\n1840,15.43,5.16,2.46,27.35,39.39,12.04,42.9,20.14,3.51,968.55,14.2,18.44,468.06,13.85,33.13,1.95,55.93,76.33,20.4,10.43,6.41,513.23,19.22,654.05,13.33,4.19,1.11,14.25,5.09,3.37,16.68,23.88,7.2,6.39,3.29,15.91,21.79,5.88,29.98,27.68,13.55,3.15,22.91,33.87,10.96,56.06\n1841,13.2,3.39,2.61,22.19,32.42,10.23,49.6,20.91,3.9,895.93,15.97,22.1,250.82,11.09,33.86,1.89,40.38,52.19,11.81,7.47,4.94,437.28,14.82,621.81,30.4,4.49,0.96,15.37,5.58,3.29,17.73,24.94,7.2,5.6,2.59,17.31,21.17,3.86,29.38,27.09,12.19,3.12,21.9,32.3,10.4,61.57\n1842,7.89,4.54,2.05,19.69,30.94,11.25,39.7,14.64,3.37,995.37,5.23,18.97,287.11,8.07,32.45,1.88,50.67,58.47,7.8,12.59,4.88,590.83,12.33,990.26,34.09,2.27,0.92,13.56,8.34,2.78,16.49,21.86,5.37,4.88,2.24,22.74,28.0,5.26,27.47,23.58,10.52,2.86,25.13,32.67,7.54,61.72\n1843,5.94,2.26,2.07,18.85,27.59,8.74,33.7,10.27,3.46,981.18,10.56,15.89,857.56,8.68,24.15,1.61,89.52,108.54,19.02,22.16,3.07,725.39,15.52,1436.27,31.18,7.89,0.77,14.64,9.93,2.35,20.92,24.04,3.12,4.38,3.03,17.22,22.87,5.65,29.8,16.76,7.64,2.97,72.6,86.79,14.19,38.11\n1844,4.33,1.18,1.78,26.17,37.01,10.84,24.8,8.05,3.47,1053.43,7.27,16.0,883.13,11.53,26.19,1.66,103.54,123.26,19.72,20.24,8.9,678.23,33.81,935.53,26.23,5.53,0.66,10.86,7.7,2.24,25.25,28.76,3.51,3.48,2.54,23.45,32.13,8.68,26.23,18.74,5.36,2.69,83.73,96.48,12.75,30.71\n1845,3.22,2.76,1.46,35.97,44.84,8.87,26.1,11.32,3.41,1093.56,3.23,18.09,724.7,9.41,22.64,1.75,98.26,117.9,19.64,20.04,7.46,672.94,51.22,1293.04,20.72,7.24,0.95,7.6,5.8,2.21,40.47,45.17,4.71,3.85,2.02,17.52,23.48,5.96,26.09,17.38,3.75,2.3,47.78,55.06,7.28,51.26\n1846,10.07,4.18,0.91,57.11,67.17,10.06,25.8,8.16,3.29,1143.58,3.75,20.23,938.31,13.31,16.2,1.85,111.28,143.8,32.52,20.96,6.37,727.92,43.52,1161.42,28.68,13.78,0.98,8.32,5.87,2.36,42.19,47.11,4.92,5.38,1.68,26.97,31.14,4.16,20.97,12.61,3.12,2.44,80.81,95.98,15.17,19.75\n1847,8.95,4.22,1.31,74.5,89.32,14.82,27.7,6.85,3.33,1244.86,3.61,20.71,1359.26,10.8,16.36,1.95,119.34,158.54,39.2,11.67,6.57,704.86,49.23,818.31,20.55,16.51,1.0,6.93,5.96,2.59,41.25,48.74,7.5,4.05,1.71,20.28,25.44,5.16,20.34,9.78,3.71,2.7,123.0,170.19,47.19,6.18\n1851,4.72,4.66,1.72,33.6,41.43,7.83,17.4,4.42,3.02,1119.44,2.15,10.44,560.85,6.8,30.54,1.94,88.22,130.39,42.17,6.72,12.0,636.83,16.04,411.95,11.05,9.33,0.51,7.83,3.86,1.85,20.66,28.82,8.16,4.42,1.35,7.09,9.33,2.24,26.89,5.73,3.38,2.06,9.64,11.15,1.5,48.26\n1852,7.38,4.76,1.42,28.25,35.84,7.59,27.1,3.65,2.87,982.48,9.51,7.62,507.09,6.24,28.09,1.61,68.81,86.74,17.93,4.96,13.75,557.88,11.73,327.06,7.21,6.83,0.44,6.87,3.5,1.9,30.48,37.31,6.82,4.36,1.28,6.21,6.91,0.69,27.28,4.59,2.58,1.85,11.37,12.84,1.47,44.68\n1859,3.86,2.97,0.79,19.59,25.02,5.43,12.0,0.87,2.76,838.64,11.85,2.65,365.81,11.82,20.09,1.29,54.41,66.09,11.68,2.59,4.09,490.38,6.24,617.71,7.41,3.49,0.48,7.06,5.8,1.77,19.92,25.2,5.28,4.05,1.31,8.3,11.23,2.93,19.23,2.07,1.35,2.07,11.81,15.97,4.16,53.26\n1861,4.09,3.74,0.72,25.95,32.54,6.59,13.8,3.4,2.86,675.29,16.29,2.24,250.07,11.45,11.03,1.28,38.42,47.08,8.66,2.94,2.19,484.98,7.75,820.86,5.51,2.55,0.55,12.86,3.71,1.99,21.82,28.92,7.11,4.2,1.52,11.5,16.21,4.71,21.37,1.78,0.83,2.19,10.0,13.39,3.39,57.76\n1864,5.12,4.36,1.1,23.47,32.42,8.95,18.2,2.07,3.3,730.16,15.43,4.03,348.94,8.54,18.58,1.41,37.33,46.56,9.23,4.76,3.48,498.7,10.43,610.7,6.76,3.92,0.67,17.09,12.27,1.98,24.3,31.44,7.14,4.0,1.49,16.99,23.6,6.61,24.43,2.46,1.24,2.24,12.8,16.91,4.11,59.35\n1865,4.22,3.17,1.48,29.5,39.28,9.78,21.0,1.52,2.99,669.17,17.46,5.33,378.79,10.62,15.96,1.15,41.23,51.05,9.82,8.74,2.87,472.41,11.02,647.98,11.36,7.68,0.64,15.26,12.54,1.92,22.52,29.73,7.21,3.67,1.65,16.07,22.41,6.34,25.48,2.46,1.46,2.32,13.1,17.36,4.26,62.29\n1868,7.26,6.69,1.59,33.7,43.49,9.79,10.5,1.17,2.97,756.95,11.63,7.76,402.85,5.47,11.04,1.35,48.9,56.83,7.93,5.65,1.12,548.53,5.94,711.12,12.72,3.99,0.62,12.74,7.92,1.82,29.79,35.2,5.41,3.09,1.7,15.94,20.98,5.04,28.49,4.13,1.08,2.17,11.55,15.84,4.28,65.83\n1869,10.14,3.92,1.88,34.06,42.97,8.91,14.5,0.82,3.19,786.18,9.71,9.27,620.72,4.72,8.53,1.24,59.81,68.02,8.21,3.8,0.56,542.31,6.69,653.46,11.73,2.54,0.75,11.8,9.11,1.87,29.0,34.7,5.7,3.2,1.67,16.9,21.76,4.86,28.29,3.22,0.95,2.18,19.67,24.02,4.35,55.82\n1870,7.4,3.27,1.1,37.57,45.93,8.36,11.3,0.57,3.18,783.58,8.05,7.36,296.36,3.67,14.87,1.44,70.45,86.68,16.23,2.75,3.78,570.65,9.06,1000.6,7.76,2.34,0.76,11.46,9.93,2.03,27.62,33.58,5.96,3.92,1.83,20.14,25.44,5.3,24.37,2.46,0.76,2.24,10.06,12.75,2.69,61.74\n1871,15.66,3.36,1.29,34.54,42.37,7.83,13.4,0.4,2.93,737.59,9.82,5.45,308.34,3.99,15.42,1.37,77.76,98.65,20.89,2.76,3.24,534.73,7.66,873.28,14.39,9.46,0.86,11.03,7.44,2.38,28.39,33.57,5.18,3.95,2.1,19.25,23.89,4.64,23.83,2.01,1.1,2.14,8.74,12.28,3.55,60.85\n1872,9.28,3.15,1.25,34.58,43.07,8.49,14.4,0.41,3.01,733.24,10.21,4.14,441.4,3.7,11.18,1.57,61.66,71.37,9.71,4.19,3.44,558.96,5.83,831.39,13.49,9.72,0.84,10.48,6.01,2.11,24.91,29.76,4.85,3.67,2.27,22.49,29.05,6.56,23.01,1.5,1.08,2.27,21.43,25.68,4.25,44.26\n1873,5.6,3.56,1.4,35.48,42.67,7.19,13.9,1.43,2.6,693.94,10.22,3.35,565.42,2.71,17.55,1.46,56.44,63.05,6.61,5.44,2.33,440.98,6.55,526.45,11.98,9.71,0.84,10.27,5.0,2.33,19.39,24.95,5.56,3.76,2.43,16.17,18.8,2.63,26.04,1.05,0.76,2.17,37.28,44.52,7.25,36.59\n1876,9.93,9.62,1.55,35.59,42.52,6.93,18.2,1.33,2.68,624.38,14.7,12.44,1072.03,8.47,14.35,1.55,74.36,85.88,11.52,3.05,3.15,500.14,5.99,322.42,20.48,3.69,0.81,11.87,8.93,2.2,15.93,20.05,4.12,4.01,1.94,8.03,9.38,1.35,32.12,0.64,0.39,2.28,7.6,10.09,2.48,67.42\n1878,5.9,5.77,1.32,21.96,26.85,4.89,18.4,11.24,2.72,966.73,2.67,7.27,504.35,8.6,17.01,1.3,42.68,47.86,5.18,6.7,2.35,565.38,5.13,885.14,16.88,4.11,0.59,10.61,5.35,1.86,41.44,50.52,9.08,4.16,1.73,5.81,6.21,0.4,34.3,1.12,0.19,2.08,10.56,13.53,2.97,62.44\n1880,12.5,5.52,0.83,34.7,39.97,5.27,36.4,5.92,3.54,1445.18,2.47,4.38,965.46,7.42,12.5,1.86,97.84,135.69,37.85,4.08,4.53,654.99,12.23,2177.01,11.26,3.83,0.89,3.9,3.72,2.1,102.48,150.12,47.64,3.53,1.45,12.54,17.14,4.6,34.48,1.68,0.09,2.38,37.93,48.01,10.08,34.73\n1884,28.05,9.2,2.97,139.05,274.17,135.12,49.4,16.68,3.65,1187.07,12.79,37.15,924.8,20.88,31.1,2.25,70.33,96.86,26.53,4.02,2.1,563.24,28.15,964.49,34.47,6.14,2.47,49.29,5.19,4.22,22.24,33.72,11.48,11.97,2.86,12.74,19.46,6.72,36.47,56.93,27.09,3.23,55.63,82.29,26.66,52.04\n1885,39.28,38.26,2.72,33.53,47.57,14.04,47.8,23.94,3.63,986.64,18.28,35.33,349.2,16.53,28.45,1.99,57.79,75.82,18.03,3.92,4.21,532.75,25.4,658.27,29.2,15.48,2.01,46.93,10.28,3.7,28.72,42.01,13.3,18.9,2.78,9.56,13.62,4.07,38.26,52.8,19.81,3.55,34.59,50.51,15.92,66.56\n1887,25.74,20.16,2.61,19.33,29.1,9.77,42.9,15.23,4.24,717.98,24.72,23.48,256.57,15.94,25.54,2.06,31.56,39.9,8.34,3.67,4.47,376.04,26.34,518.39,28.31,15.4,0.96,32.38,14.45,2.68,17.77,25.63,7.86,15.34,2.2,12.92,18.42,5.49,44.66,32.43,10.43,3.16,25.84,35.15,9.31,76.73\n1890,15.71,4.99,2.6,16.95,24.37,7.42,35.3,10.7,5.07,765.83,18.48,16.21,219.99,10.99,15.0,1.79,36.47,43.46,6.99,9.21,3.88,435.82,18.44,233.97,9.25,6.51,0.51,16.85,9.56,2.06,11.35,12.17,0.82,8.3,2.35,13.34,18.0,4.66,47.27,19.62,4.32,2.89,26.26,35.87,9.6,83.61\n1894,10.32,2.35,1.65,33.25,40.46,7.21,34.1,4.31,4.25,787.05,10.97,12.02,275.36,10.64,25.68,1.61,51.55,57.56,6.01,26.84,3.08,467.23,15.51,978.7,24.11,11.39,2.18,13.95,11.81,1.92,16.39,17.8,1.41,15.17,2.99,35.47,43.71,8.24,35.83,8.15,4.19,2.76,20.64,23.98,3.34,70.84\n1895,22.84,13.16,1.29,49.54,57.85,8.31,30.3,8.73,3.87,868.88,5.45,8.41,341.84,7.72,19.23,1.76,54.07,58.18,4.11,18.26,2.75,449.49,12.3,1876.0,14.25,7.03,2.72,12.49,12.94,1.88,18.76,20.19,1.43,11.99,5.85,26.21,29.64,3.42,38.97,6.4,2.94,2.62,19.95,22.64,2.68,70.73\n1896,12.62,8.39,1.25,40.96,47.37,6.41,26.6,9.08,3.7,941.63,4.71,11.52,407.87,15.86,16.36,1.77,85.29,99.22,13.93,11.17,3.6,415.43,10.92,2465.23,9.18,5.81,2.01,12.95,12.3,2.37,38.66,41.82,3.16,13.26,4.86,49.89,55.66,5.76,24.77,6.3,2.05,2.36,22.57,28.45,5.88,67.3\n1897,17.35,8.53,1.65,42.29,48.67,6.38,33.6,6.57,3.14,911.6,5.09,12.04,426.18,14.27,16.39,1.82,80.83,93.31,12.48,6.6,3.48,511.36,11.55,2718.74,13.73,8.51,1.63,10.39,9.53,2.22,39.34,45.3,5.96,13.1,3.54,81.28,103.26,21.98,8.51,5.8,1.44,2.38,26.95,32.6,5.65,64.61\n1898,21.71,5.81,1.43,44.7,51.77,7.07,30.9,4.6,3.19,998.67,2.13,9.86,1034.75,15.07,17.43,2.03,92.48,111.12,18.64,5.07,3.73,511.52,15.04,2658.35,9.55,7.78,1.48,9.35,8.99,2.98,87.05,110.5,23.45,18.59,3.09,97.49,143.99,46.5,1.52,7.12,1.01,2.43,27.62,31.44,3.82,54.39\n1899,12.43,3.92,1.32,46.85,53.32,6.47,29.0,3.64,3.36,1244.13,1.37,11.06,975.95,13.23,13.55,2.33,105.94,132.25,26.31,7.2,3.56,555.67,15.3,2188.32,20.16,10.99,1.24,10.17,9.13,2.22,88.36,106.07,17.72,26.37,2.7,93.72,156.09,62.37,7.81,6.69,0.7,2.51,38.63,43.19,4.56,34.96\n1900,9.76,5.44,1.52,90.22,115.87,25.65,48.1,6.28,3.33,1191.13,2.03,17.23,1077.17,12.96,10.63,2.16,104.51,130.44,25.93,8.75,3.62,747.37,21.36,1650.45,21.19,21.06,1.34,13.32,10.15,2.18,77.42,87.47,10.06,25.56,1.84,37.54,43.41,5.87,18.16,10.17,0.49,2.84,40.74,45.0,4.27,36.19\n1901,34.57,3.54,1.56,69.48,84.52,15.04,46.2,6.5,3.27,1118.95,2.29,17.79,1078.7,10.18,18.92,2.24,108.72,147.04,38.32,5.67,2.85,835.16,21.51,2055.07,46.75,14.08,1.25,11.73,10.46,2.19,47.98,53.98,6.0,17.94,1.52,30.05,31.33,1.28,20.76,17.61,1.12,3.15,56.69,62.05,5.36,15.61\n1902,31.43,7.15,2.37,58.28,66.86,8.58,34.3,7.23,2.7,1043.52,1.74,20.58,938.18,7.26,20.02,2.55,111.12,158.86,47.74,4.62,1.43,786.82,27.68,1234.9,36.52,9.21,1.2,10.15,8.65,2.28,35.37,43.17,7.8,14.38,1.52,59.63,68.96,9.34,6.21,25.51,3.16,2.73,71.95,90.83,18.88,6.89\n1903,31.16,11.24,2.0,50.02,57.04,7.02,39.0,10.45,3.08,1066.23,2.19,20.68,875.51,5.78,14.54,3.32,101.71,134.73,33.02,8.48,4.23,875.66,31.32,1782.84,27.47,18.81,1.41,9.07,7.07,4.84,46.51,59.62,13.11,15.18,1.51,54.64,63.99,9.35,5.84,31.32,11.65,2.61,76.35,101.25,24.9,6.21\n1904,38.79,11.19,1.41,44.17,51.86,7.69,30.5,7.59,3.55,1277.91,2.48,15.74,697.18,4.67,21.57,3.07,99.46,128.83,29.37,15.98,3.66,1257.84,26.6,2382.4,17.5,10.31,1.47,9.28,5.8,4.39,84.86,129.4,44.54,12.54,2.16,84.01,126.59,42.57,2.18,42.13,20.69,2.94,105.61,176.48,70.86,6.3\n1905,35.78,8.49,1.49,41.21,48.0,6.79,49.1,9.05,3.37,1346.33,3.57,15.14,956.66,12.38,25.28,3.51,155.6,292.01,136.41,23.17,4.47,973.66,32.51,2494.98,33.21,26.85,1.92,11.95,4.54,5.13,74.53,114.8,40.27,18.53,3.67,128.58,247.01,118.43,1.43,47.28,19.2,3.46,154.61,316.24,161.63,7.13\n1908,34.45,13.25,3.58,55.65,82.09,26.44,58.9,31.56,4.08,1309.52,9.22,25.5,602.33,25.7,46.99,3.74,168.09,289.61,121.52,23.2,4.0,721.63,68.11,819.41,62.32,15.03,2.56,67.15,8.61,6.3,120.7,181.8,61.1,46.52,4.96,30.9,43.26,12.36,32.03,92.84,38.18,7.54,100.41,158.59,58.18,33.72\n1910,39.31,31.43,2.91,43.11,63.89,20.78,46.3,34.03,4.47,890.35,21.17,27.6,456.64,26.23,36.53,2.62,53.6,67.89,14.29,10.91,4.83,534.06,45.68,522.91,19.47,7.63,1.74,68.36,23.3,4.02,56.47,73.93,17.46,42.4,2.87,15.81,21.32,5.52,44.21,71.06,21.77,3.73,47.96,67.13,19.17,72.02\n1914,22.38,16.63,2.69,14.13,20.6,6.47,23.5,14.09,5.27,846.75,19.83,22.32,386.12,12.31,20.81,2.45,37.0,43.44,6.44,10.34,2.93,365.22,23.43,793.48,21.0,2.47,1.2,39.9,14.68,3.98,60.33,82.12,21.79,21.75,4.12,24.32,30.86,6.53,52.96,26.06,7.72,3.97,63.44,83.89,20.45,72.68\n1915,13.55,9.86,2.56,20.43,28.24,7.81,28.6,10.37,5.03,918.97,13.2,19.5,345.24,14.96,21.07,2.54,52.71,60.36,7.65,14.33,3.46,430.25,18.1,955.66,31.3,2.41,1.52,34.63,16.37,3.2,60.18,78.99,18.81,20.36,3.14,22.66,28.24,5.58,54.05,25.57,8.41,4.42,62.25,83.75,21.5,65.74\n1932,57.81,34.26,6.87,90.28,150.23,59.95,96.1,35.33,5.1,1224.88,10.65,35.68,461.39,40.88,63.98,4.45,128.0,190.57,62.57,30.88,9.91,654.53,118.2,489.67,55.93,23.34,3.17,84.0,20.85,8.48,116.32,186.04,69.72,25.25,3.94,42.4,50.52,8.13,23.72,139.06,58.45,6.16,197.99,373.02,175.02,9.77\n1933,56.76,30.03,8.59,133.02,259.64,126.62,97.6,37.16,4.92,1068.57,13.4,31.33,386.78,46.49,67.58,3.26,90.09,116.73,26.64,33.89,7.86,439.15,124.91,481.99,71.2,14.64,4.2,79.53,21.12,7.87,139.58,216.19,76.61,31.96,4.51,36.84,46.1,9.26,26.63,135.4,49.24,7.25,182.41,328.51,146.1,11.07\n1934,79.47,50.06,8.74,110.97,188.65,77.68,85.2,35.22,5.08,1077.32,7.37,32.73,515.63,48.27,67.29,3.36,99.62,135.88,36.26,22.31,6.18,349.75,125.06,876.78,78.07,8.38,4.3,71.46,23.2,6.89,88.46,115.9,27.44,25.49,4.5,39.37,49.44,10.07,24.74,133.45,47.5,5.94,137.98,221.42,83.44,16.21\n1935,97.92,56.15,7.48,120.82,203.96,83.14,83.2,36.27,5.03,1091.49,7.6,31.93,586.31,44.3,56.88,4.26,141.05,207.02,65.97,18.73,5.28,343.53,117.26,775.24,98.17,37.83,4.24,62.32,25.17,7.28,92.24,120.3,28.05,27.5,4.13,42.88,51.3,8.41,22.01,119.69,41.53,5.91,109.75,155.07,45.32,21.26\n1939,45.59,11.04,5.67,86.47,115.16,28.69,60.3,15.41,4.35,885.46,10.61,32.59,325.14,28.4,57.48,2.82,59.27,69.17,9.9,23.11,3.66,497.98,74.87,905.34,34.26,11.52,2.32,51.99,31.38,3.77,112.65,131.9,19.25,26.7,2.96,36.56,43.62,7.06,35.03,102.45,25.02,4.34,82.16,103.53,21.36,32.62\n1940,56.4,14.55,4.79,83.19,108.37,25.18,56.0,10.79,3.83,752.37,12.63,34.69,524.63,27.65,46.17,2.8,98.47,115.99,17.52,21.94,4.01,442.71,64.64,1097.87,19.37,8.92,1.63,52.41,23.78,2.95,134.44,183.44,48.99,23.02,3.82,47.62,56.81,9.19,29.53,107.95,26.34,3.92,96.66,127.36,30.69,18.82\n1941,63.54,9.44,3.27,71.82,87.53,15.71,43.7,7.55,3.84,909.3,3.7,36.45,705.88,24.47,40.8,2.65,87.29,99.96,12.67,28.17,4.36,514.71,52.67,1256.0,20.27,8.37,2.38,54.68,23.96,3.07,152.02,224.8,72.78,23.4,6.33,95.03,111.23,16.2,7.94,84.76,21.8,3.08,90.22,110.45,20.23,14.45\n1942,49.21,11.28,2.23,51.42,61.18,9.76,47.0,5.29,4.07,1088.03,2.29,41.74,780.61,22.63,43.01,2.45,92.15,105.08,12.93,29.1,4.68,486.78,44.2,2450.34,45.77,6.92,3.04,59.5,27.32,3.06,171.28,262.49,91.21,35.95,7.76,106.74,144.84,38.1,1.38,69.95,15.26,2.86,110.88,151.64,40.76,1.64\n1943,38.88,6.78,3.22,63.63,79.05,15.42,58.8,5.04,4.36,1257.89,2.09,43.16,1147.22,16.82,33.81,2.27,76.02,85.2,9.18,22.47,6.44,542.18,44.06,3374.23,54.59,29.48,4.27,57.21,26.02,3.85,164.34,261.54,97.19,45.44,6.79,127.66,214.76,87.09,0.7,74.62,12.39,3.44,137.11,224.57,87.46,0.33\n1944,28.49,12.76,3.03,82.7,108.99,26.29,55.0,15.1,4.22,1280.59,2.4,44.02,1090.51,15.4,35.52,2.52,79.42,90.56,11.14,21.43,4.72,392.89,43.38,3667.4,84.48,57.83,4.15,69.32,31.31,3.62,160.21,266.59,106.38,66.81,6.6,135.42,243.96,108.54,0.5,71.35,10.9,3.52,133.55,229.59,96.03,0.21\n1946,26.57,8.5,2.85,124.74,207.09,82.35,57.1,21.93,3.97,1224.82,2.09,43.05,499.05,14.9,34.47,2.32,74.99,87.95,12.96,18.07,5.38,359.76,83.63,2273.49,43.59,27.6,2.75,65.52,37.39,2.18,109.52,177.47,67.95,60.5,2.42,30.98,34.64,3.66,12.07,80.28,12.8,3.17,100.13,167.78,67.64,0.17\n1948,33.19,12.75,2.26,82.04,114.51,32.47,60.5,21.36,3.52,1057.81,1.64,34.72,686.86,17.64,23.42,2.4,59.57,65.5,5.93,18.45,5.74,389.44,94.66,971.45,41.35,12.6,2.09,58.66,36.46,2.13,90.92,135.52,44.6,44.71,1.88,23.73,24.97,1.24,25.46,69.92,12.14,2.9,91.74,159.86,68.12,0.13\n1949,45.96,10.85,1.52,46.89,57.21,10.32,49.6,15.34,3.45,1038.9,3.11,29.14,437.98,21.51,27.96,2.37,63.94,70.28,6.34,13.13,4.46,395.46,86.0,1296.33,25.08,8.07,1.82,62.51,33.11,1.57,74.88,93.5,18.62,34.4,2.14,29.98,31.13,1.15,19.37,73.49,18.56,2.89,86.16,144.76,58.6,0.29\n1958,21.05,14.97,1.22,24.23,32.6,8.37,40.5,9.09,3.69,754.24,11.79,15.84,246.75,10.83,31.03,2.88,41.17,49.72,8.55,3.56,5.63,403.13,26.8,765.3,35.89,9.33,1.96,35.9,27.17,1.6,52.97,72.25,19.28,8.55,3.42,14.27,18.67,4.4,31.63,25.48,7.12,1.94,37.74,47.9,10.17,34.43\n1961,18.81,6.47,1.57,21.77,30.64,8.87,38.5,6.82,3.32,909.26,8.96,13.79,210.11,14.92,34.66,2.23,45.48,54.26,8.78,4.32,3.49,514.28,19.56,913.5,8.58,4.8,1.72,32.21,14.7,1.93,49.92,73.25,23.33,6.94,3.57,23.04,32.03,8.99,30.7,22.78,10.06,2.11,39.26,52.6,13.34,33.65\n1962,12.5,11.84,1.72,21.72,31.65,9.93,34.2,5.58,3.46,1098.38,6.78,14.85,330.92,12.33,27.42,2.41,41.21,51.12,9.91,3.42,4.71,553.73,19.28,872.36,7.24,3.79,1.87,29.64,12.05,2.16,62.4,87.82,25.41,9.61,4.21,16.21,21.67,5.46,35.77,23.46,9.03,2.03,52.16,73.96,21.8,26.05\n1966,25.22,7.44,5.2,42.31,53.62,11.31,34.2,9.96,3.48,1042.66,2.93,16.62,592.61,7.9,25.06,2.21,76.1,96.87,20.77,23.38,3.16,658.09,20.27,3640.98,21.66,8.99,2.22,13.64,8.97,1.21,44.76,54.91,10.15,15.33,2.45,40.4,46.13,5.74,10.85,18.81,5.48,2.12,36.51,55.81,19.3,16.07\n1967,22.18,6.56,4.92,49.32,62.69,13.37,28.4,9.35,3.41,1076.62,2.37,19.85,1195.08,5.56,29.01,2.39,90.92,128.55,37.63,23.47,2.6,712.63,23.21,4133.14,23.7,12.48,1.73,9.84,8.03,1.82,65.08,83.87,18.79,12.58,2.2,35.79,44.51,8.72,17.81,21.69,14.34,2.52,72.12,101.86,29.74,4.53\n1968,13.88,9.79,4.54,40.03,48.75,8.72,34.1,10.9,3.46,1172.41,2.22,22.61,891.24,9.66,21.87,2.82,96.02,140.0,43.98,22.98,9.86,984.64,25.07,3634.32,26.12,20.84,1.77,11.91,10.56,2.16,84.48,116.38,31.9,14.5,2.61,71.6,107.7,36.1,0.65,40.35,20.68,2.57,78.03,117.44,39.41,4.02\n1969,20.1,5.99,4.43,73.63,102.56,28.93,52.6,18.61,3.47,1148.86,2.23,22.31,788.21,11.66,32.28,2.64,96.93,145.98,49.05,19.71,8.57,855.22,33.99,3064.43,42.8,17.39,1.77,16.2,14.23,2.1,90.19,127.82,37.63,14.04,2.5,63.12,90.06,26.94,5.04,52.44,20.74,2.63,84.04,142.93,58.89,4.18\n1970,13.37,11.88,5.03,88.51,145.21,56.7,50.9,13.43,3.17,955.47,3.41,19.46,919.76,11.0,38.84,2.34,88.46,127.38,38.92,20.87,11.74,615.62,40.81,1402.85,32.39,16.93,2.14,18.31,17.93,2.36,98.77,154.14,55.37,13.69,2.11,45.09,55.27,10.18,6.34,70.51,35.48,2.99,91.76,173.57,81.8,4.19\n1972,44.06,20.2,4.79,75.09,118.97,43.88,33.2,9.94,3.06,693.38,4.41,29.42,703.12,9.06,31.09,2.67,68.22,85.13,16.91,15.9,7.27,436.11,54.84,690.32,44.63,24.22,1.9,46.91,20.98,1.64,60.01,72.66,12.65,23.1,2.37,59.88,91.86,31.98,0.43,81.65,40.26,2.42,94.18,170.65,76.47,3.53\n1973,46.55,25.94,4.19,42.13,51.3,9.17,25.7,12.76,3.06,664.79,5.81,30.49,717.36,7.04,25.16,2.84,60.42,68.11,7.69,16.19,14.59,445.53,54.02,1107.89,28.91,20.32,1.71,48.35,15.65,1.78,70.85,100.53,29.68,24.12,2.02,44.63,60.92,16.29,0.9,67.76,35.53,2.51,63.76,90.49,26.72,3.87\n1977,19.62,7.92,3.66,33.4,41.48,8.08,38.0,19.96,3.91,1051.1,3.18,26.8,1132.69,10.42,16.97,3.54,100.75,172.01,71.26,17.83,3.65,974.56,44.38,1952.05,20.26,25.6,2.59,34.58,16.62,2.36,147.54,321.64,174.1,34.68,1.79,45.8,68.8,23.0,7.6,39.2,11.48,3.06,114.48,236.45,121.97,5.09\n1978,30.2,5.55,4.09,64.72,106.41,41.69,41.6,14.84,3.81,1037.27,5.82,35.23,1162.22,10.46,23.49,3.71,67.23,98.22,30.99,19.63,4.5,783.11,46.92,2115.71,52.47,26.11,3.96,66.18,19.0,2.67,164.53,361.79,197.26,37.03,1.9,35.51,47.95,12.45,13.33,51.15,10.88,3.5,82.34,147.54,65.21,11.07\n1979,25.03,4.97,4.27,75.42,146.34,70.92,45.4,16.12,3.94,968.24,7.24,38.8,1106.51,20.85,27.57,3.85,72.8,107.88,35.08,19.74,3.02,880.05,51.68,1967.73,60.0,24.53,4.43,96.44,20.94,3.43,93.92,174.56,80.64,34.44,2.74,27.67,37.28,9.62,16.18,61.78,19.89,4.24,71.4,119.35,47.96,17.75\n1981,37.25,26.97,7.58,30.67,51.3,20.63,47.9,16.23,3.82,771.5,14.92,43.01,593.36,21.55,37.93,3.31,56.39,72.58,16.19,19.25,5.54,540.41,39.6,463.45,69.49,11.15,4.02,74.14,27.79,2.98,31.17,47.37,16.2,30.61,3.37,22.15,31.41,9.25,20.63,48.41,14.97,3.94,52.32,73.98,21.66,36.57\n1982,30.04,21.25,6.67,24.87,38.55,13.68,39.2,15.55,4.11,792.49,11.01,33.13,474.47,16.98,30.64,2.84,51.57,66.33,14.76,3.37,1.53,500.21,37.19,520.31,59.82,20.56,3.11,53.18,28.22,3.24,24.01,33.37,9.36,29.33,4.15,20.01,28.14,8.13,25.48,46.18,19.47,3.44,45.99,61.08,15.1,47.22\n1983,19.26,17.07,6.33,25.78,37.18,11.4,51.2,11.7,4.44,757.28,14.99,29.58,424.8,21.75,29.03,2.88,57.74,73.51,15.77,19.9,1.77,520.16,33.97,553.1,32.5,18.44,2.24,42.74,24.09,2.42,25.97,37.22,11.25,32.68,3.96,14.14,18.64,4.51,37.11,36.44,19.05,3.26,37.54,49.49,11.95,63.03\n1984,25.34,10.49,5.52,17.46,24.78,7.32,57.4,13.83,4.27,733.48,19.16,33.38,445.88,26.92,30.04,2.56,42.45,52.43,9.98,27.18,2.5,485.2,31.86,576.12,28.51,9.74,2.2,35.62,18.38,2.22,33.61,43.63,10.02,31.78,3.74,20.88,29.93,9.05,39.89,49.51,14.82,3.08,29.02,34.9,5.88,73.74\n1985,15.82,13.33,5.28,16.77,24.4,7.63,59.6,16.57,5.01,812.01,16.19,34.39,335.19,22.87,22.39,2.67,47.4,56.03,8.63,17.83,5.62,523.73,33.2,527.61,45.28,7.7,1.71,30.55,17.27,2.15,39.52,50.92,11.4,30.36,3.43,16.62,22.01,5.39,42.22,52.74,12.23,3.14,31.8,37.21,5.42,68.42\n1986,28.61,12.89,5.03,19.33,27.41,8.08,56.6,14.42,5.12,911.38,15.6,35.33,313.27,17.2,20.41,2.53,51.38,60.49,9.11,9.94,6.03,545.57,27.32,507.17,33.99,19.92,1.68,30.12,18.42,2.25,41.75,54.83,13.09,29.13,3.37,17.97,23.62,5.65,43.63,40.47,9.58,2.93,29.0,32.99,3.98,75.58\n1987,18.09,15.4,4.64,19.3,27.21,7.91,56.2,21.08,5.04,1034.98,14.85,34.08,247.23,12.75,30.22,2.6,43.88,51.1,7.22,15.11,4.83,633.88,19.83,1025.25,24.87,11.91,1.87,25.88,18.74,2.79,60.1,73.88,13.78,25.21,4.45,20.54,25.08,4.54,41.98,30.49,7.2,2.97,31.11,36.67,5.56,73.68\n1990,44.04,15.92,5.49,53.05,63.17,10.12,47.6,15.94,4.72,1112.49,2.69,32.43,669.13,17.08,28.61,2.61,113.83,129.83,16.0,13.46,4.41,1090.24,30.8,1941.82,43.35,36.0,3.6,19.22,18.7,2.24,104.9,135.78,30.88,22.97,5.44,102.03,139.12,37.1,2.38,29.07,3.02,3.02,66.42,69.48,3.06,20.98\n1991,29.38,9.1,5.35,92.15,115.74,23.59,45.5,20.13,4.47,1166.08,4.11,26.91,502.65,19.44,34.31,3.07,164.78,260.05,95.27,35.73,3.56,1300.4,38.42,787.96,51.48,40.08,3.5,17.84,17.09,2.08,147.66,222.59,74.93,35.91,8.17,109.83,182.18,72.34,1.03,33.66,4.05,3.02,67.89,75.72,7.83,18.59\n1999,61.54,26.33,4.72,53.36,69.7,16.34,52.5,28.11,3.24,895.66,1.82,8.94,535.7,25.72,28.2,2.64,86.36,113.99,27.63,24.1,10.33,1388.89,66.63,718.01,22.68,12.51,0.84,24.84,18.88,2.25,59.9,92.4,32.51,37.75,2.54,48.91,61.65,12.74,5.76,63.04,10.74,3.17,112.87,213.94,101.07,4.32\n2000,35.54,20.84,4.39,44.29,56.42,12.13,61.1,29.92,3.28,929.26,2.1,9.95,428.79,20.74,38.71,2.54,84.88,119.36,34.48,27.17,19.38,932.99,77.85,768.57,28.24,12.96,0.83,26.7,14.09,2.44,76.15,122.96,46.81,27.12,2.59,70.27,108.52,38.26,2.71,80.32,29.01,3.21,120.28,242.83,122.55,4.16\n2001,18.89,11.96,4.42,49.74,66.94,17.2,51.6,34.05,3.47,928.54,4.96,9.79,429.41,22.87,30.51,2.58,81.17,109.82,28.65,20.03,17.58,619.75,74.79,960.2,34.99,16.12,1.06,29.02,11.99,2.88,85.47,154.19,68.72,25.3,3.35,82.33,136.11,53.78,4.88,85.79,38.86,3.25,133.5,268.19,134.69,5.78\n2002,26.77,9.68,4.93,41.72,86.7,44.98,56.1,31.01,3.34,827.82,13.96,20.8,487.71,25.96,46.6,2.65,57.8,75.76,17.96,11.3,10.25,769.96,78.96,408.1,25.3,9.73,1.52,46.55,13.95,4.81,87.86,167.04,79.18,31.77,5.33,29.46,38.62,9.16,19.76,96.02,53.25,3.56,114.43,205.79,91.36,9.75\n2003,36.98,7.3,6.65,71.48,132.64,61.16,60.3,22.46,3.89,783.8,18.79,25.51,437.02,28.34,41.6,2.25,53.33,71.1,17.77,9.5,7.01,508.76,72.99,325.41,32.48,6.0,1.55,77.96,14.7,6.52,85.99,149.05,63.06,27.42,6.0,26.54,35.31,8.78,24.67,97.33,56.49,3.92,116.22,198.43,82.21,14.65\n2004,41.19,5.66,8.3,87.38,167.33,79.95,62.6,22.87,3.67,685.98,30.24,22.47,156.73,29.05,37.6,2.33,44.37,57.48,13.11,6.94,4.83,433.74,77.35,288.4,19.3,4.77,1.76,79.96,15.5,5.37,84.28,132.95,48.67,25.95,6.38,23.66,32.15,8.49,29.86,97.07,51.07,4.5,96.87,155.97,59.1,28.83\n2006,40.4,28.48,7.32,59.78,93.34,33.56,50.8,22.71,4.13,504.33,29.37,16.87,156.97,28.34,28.06,2.48,26.36,34.17,7.81,3.32,2.44,414.66,54.49,395.76,17.32,4.17,1.11,51.64,21.36,3.35,49.36,66.88,17.51,31.81,4.59,24.31,31.09,6.78,35.95,66.72,29.86,2.86,34.46,43.9,9.44,65.15\n2007,38.67,14.9,6.22,39.18,57.21,18.03,37.0,16.59,4.32,483.52,28.67,12.07,252.83,22.67,25.6,2.26,32.23,41.35,9.12,3.12,2.77,433.06,37.66,400.59,13.3,4.22,0.82,41.97,19.79,2.78,38.76,48.9,10.14,36.15,4.08,25.56,32.39,6.82,37.34,57.25,22.05,2.5,32.87,41.97,9.1,69.43\n2008,20.65,8.62,5.33,29.58,43.26,13.68,33.0,13.06,4.66,465.97,28.8,13.72,256.71,22.71,20.62,2.33,32.51,41.26,8.75,2.39,4.0,412.82,28.26,406.44,11.18,9.06,0.84,37.15,16.02,2.13,24.82,29.0,4.18,33.63,3.82,19.98,24.2,4.22,39.5,44.48,16.16,2.57,32.18,40.67,8.49,77.31\n2009,16.09,10.52,4.97,22.46,31.58,9.12,35.0,15.54,5.47,554.12,24.87,17.69,239.94,17.75,17.8,2.45,31.12,38.97,7.85,2.16,4.89,396.74,21.69,441.77,15.01,11.78,0.77,36.73,16.23,2.52,21.69,25.5,3.82,31.4,2.95,20.89,26.0,5.11,44.5,37.56,12.28,2.28,20.33,23.51,3.18,88.47\n2010,17.69,6.82,4.95,19.45,27.41,7.96,31.2,15.02,5.61,608.95,26.94,16.75,204.76,18.2,16.78,2.27,31.21,38.41,7.2,2.12,4.14,404.48,20.8,428.79,17.52,12.83,0.71,37.12,20.51,2.52,39.38,51.11,11.74,27.44,2.57,18.54,23.56,5.02,51.14,31.08,9.27,2.21,19.27,21.73,2.45,88.98\n2011,15.64,5.74,5.01,20.96,29.15,8.19,29.4,12.91,5.62,734.99,19.92,16.47,225.44,16.55,12.4,2.41,33.2,39.04,5.84,11.44,3.6,527.08,19.26,605.83,10.12,8.14,0.76,27.13,18.26,2.54,30.23,43.86,13.63,26.89,2.24,17.82,21.0,3.18,52.92,23.95,7.1,2.2,19.65,20.73,1.08,90.75\n2012,17.59,4.29,4.84,19.67,27.51,7.84,22.8,9.25,5.47,726.14,17.57,14.62,333.96,17.67,19.94,2.18,43.67,48.84,5.17,16.54,2.75,492.77,19.56,854.41,10.66,9.15,1.36,20.45,15.64,2.64,65.56,89.35,23.79,22.91,2.3,46.87,57.98,11.11,42.12,19.18,5.45,2.37,36.26,38.85,2.59,74.1\n2015,24.28,4.09,6.11,68.98,84.87,15.89,46.9,10.13,5.1,1371.61,4.12,25.31,1049.74,14.23,26.05,2.53,104.73,119.08,14.35,29.57,8.62,909.34,30.36,4205.9,54.37,28.04,3.16,13.61,9.1,2.8,147.64,216.84,69.19,44.06,8.65,139.38,247.18,107.8,1.54,23.15,1.93,3.3,118.06,174.42,56.36,4.69\n2016,24.95,4.69,5.57,63.42,77.67,14.25,70.4,20.21,4.49,1231.49,4.56,27.41,1498.57,15.67,22.3,2.53,147.5,206.71,59.21,32.86,7.14,804.2,37.13,4028.26,57.98,23.15,2.92,26.48,22.06,2.9,165.46,267.46,102.0,76.9,7.56,152.04,307.89,155.84,0.52,29.69,1.62,3.25,141.73,242.27,100.54,4.75\n2019,30.59,18.99,5.51,169.85,339.62,169.77,62.6,21.53,3.68,836.15,7.4,35.83,2116.46,17.51,50.3,3.23,162.21,276.45,114.24,20.98,7.87,413.36,53.1,2466.05,74.79,34.08,4.19,40.32,27.33,1.56,71.75,93.13,21.38,86.56,5.12,97.89,181.65,83.76,0.28,73.71,14.54,3.72,112.24,195.72,83.48,4.41\n2040,42.84,13.37,7.32,38.59,45.82,7.23,24.9,12.12,3.26,739.7,9.18,23.78,309.82,8.86,32.05,2.36,70.82,78.62,7.8,22.8,5.75,416.09,35.83,716.07,27.18,10.13,1.52,15.85,10.4,1.12,61.96,71.16,9.2,13.35,3.0,25.3,27.17,1.88,32.44,15.04,2.13,2.22,45.68,50.99,5.31,38.41\n2047,21.22,6.14,4.33,28.08,33.44,5.36,19.0,5.95,2.91,561.84,5.73,10.26,376.36,4.91,21.29,2.35,64.48,70.18,5.7,9.9,2.93,660.93,41.74,1679.65,10.15,9.28,1.19,6.59,6.21,1.75,74.07,96.75,22.68,5.46,1.76,52.98,67.77,14.8,5.09,5.16,1.33,1.84,37.44,39.58,2.14,16.71\n2048,13.17,5.75,3.99,28.48,33.63,5.15,14.3,4.87,3.02,720.92,3.1,11.79,565.7,5.61,17.88,2.34,83.72,103.15,19.43,16.79,7.09,706.19,47.38,1971.44,8.24,7.69,1.43,7.83,6.62,1.89,88.59,133.25,44.66,4.04,1.93,66.89,95.49,28.61,3.0,10.66,1.27,1.96,37.17,56.45,19.27,26.73\n2049,21.94,12.22,4.24,43.51,50.92,7.41,20.1,10.08,3.16,877.85,5.31,11.02,980.07,9.17,19.21,2.91,118.03,196.12,78.09,14.42,6.27,525.18,42.41,2274.8,17.35,8.08,1.84,16.3,12.17,2.34,78.17,127.36,49.19,6.66,2.66,92.19,164.74,72.56,1.58,10.76,1.08,1.97,67.34,96.07,28.73,20.18\n2050,23.58,7.92,4.44,88.8,145.84,57.04,29.1,17.55,3.06,777.78,17.08,22.31,1114.78,12.5,37.69,2.51,94.37,136.51,42.14,7.88,4.54,437.75,48.76,1353.07,34.55,10.22,2.22,36.36,14.55,4.07,73.53,126.29,52.76,16.9,4.83,65.47,106.54,41.07,17.77,12.3,6.9,3.11,126.01,223.11,97.1,12.82\n2051,38.06,5.77,5.27,115.29,219.03,103.74,22.3,24.79,3.15,646.73,20.01,26.2,485.45,10.25,30.58,2.61,86.16,120.72,34.56,3.94,4.93,371.8,46.04,834.58,35.12,5.86,2.5,62.67,12.66,5.76,60.31,97.54,37.23,19.92,5.32,22.92,29.09,6.17,33.19,29.94,23.16,4.23,79.04,115.15,36.11,35.77\n2052,45.23,10.52,9.08,77.22,134.56,57.34,27.0,22.09,3.58,561.33,23.59,21.54,328.14,8.26,26.05,2.49,66.17,88.05,21.88,2.55,5.07,350.57,38.72,511.17,37.56,4.97,2.0,62.23,9.34,4.63,46.86,65.59,18.73,18.38,4.68,19.74,25.17,5.43,35.37,60.08,25.02,3.68,57.78,77.8,20.02,51.18\n2053,51.49,28.46,11.12,48.96,74.18,25.22,19.6,15.71,4.04,500.05,25.3,21.88,308.94,10.13,27.97,2.39,33.29,43.13,9.84,2.78,4.25,349.06,34.17,466.21,21.21,4.32,1.87,43.22,7.68,3.44,59.5,79.04,19.54,21.3,4.15,12.75,15.99,3.24,37.36,68.69,17.74,3.09,66.31,93.61,27.3,53.51\n2077,30.21,6.13,4.26,21.58,28.45,6.87,16.7,3.55,3.24,575.19,20.18,14.19,242.23,11.67,27.83,2.09,46.59,55.99,9.4,6.08,3.8,377.25,50.97,885.08,11.0,8.31,1.23,14.31,5.15,1.78,54.05,75.59,21.54,14.56,3.21,15.95,20.47,4.51,33.5,35.45,2.78,3.29,66.4,90.84,24.44,49.14\n2110,8.93,6.87,2.9,35.52,44.43,8.91,12.0,0.48,2.65,656.17,9.86,1.07,251.14,1.13,1.0,2.38,45.76,50.37,4.61,18.45,5.95,539.28,1.69,665.34,10.31,4.16,1.41,3.52,1.91,1.44,22.77,25.48,2.71,6.13,2.22,15.51,20.92,5.4,37.22,3.3,1.58,2.11,16.24,17.52,1.28,70.71\n2111,7.15,6.13,2.66,34.91,41.82,6.91,9.9,0.34,2.36,728.49,9.47,0.97,309.15,1.68,4.46,2.43,46.09,50.41,4.32,12.5,12.84,459.95,3.86,719.42,10.45,4.89,1.41,3.4,1.74,1.73,46.93,55.52,8.59,5.49,1.34,10.67,14.02,3.35,37.55,2.3,1.11,1.93,17.61,17.92,0.32,68.33\n2112,13.94,4.56,2.74,37.37,44.33,6.96,12.0,0.24,2.5,582.42,10.89,3.45,280.55,1.46,9.67,2.29,43.01,46.66,3.65,7.35,11.3,493.18,9.33,662.32,18.42,14.89,1.35,3.88,2.38,1.6,34.81,42.67,7.86,5.13,1.14,9.44,13.05,3.61,37.81,1.66,1.03,1.77,16.47,18.05,1.58,70.31\n2114,11.88,5.17,2.33,38.17,45.12,6.95,13.5,0.12,2.57,511.96,12.65,5.13,288.27,6.28,8.77,2.32,57.01,61.03,4.02,10.65,8.81,440.88,9.24,438.22,8.38,7.58,1.04,11.03,2.14,1.75,45.79,50.55,4.76,4.83,1.08,6.91,7.49,0.58,38.14,1.56,1.46,1.7,12.18,12.45,0.27,76.13\n2116,22.27,12.03,2.64,29.12,36.05,6.93,21.7,0.06,2.64,322.19,18.33,6.4,223.59,8.12,16.39,2.96,35.21,38.11,2.9,6.84,6.06,374.78,5.64,358.17,10.94,10.17,1.42,9.78,3.81,1.67,17.82,20.01,2.18,4.72,0.91,13.46,13.95,0.48,34.82,7.05,0.78,2.2,18.68,19.26,0.58,65.82\n2117,21.54,8.42,2.65,26.21,31.81,5.6,15.6,0.04,3.09,294.78,16.09,5.93,219.84,7.1,18.1,2.98,31.82,33.86,2.04,5.36,3.76,367.54,3.94,368.36,9.73,7.13,1.91,8.36,4.93,2.3,19.79,20.44,0.66,4.74,0.97,8.33,8.61,0.28,37.58,9.04,0.55,2.83,11.09,11.47,0.38,75.2\n2118,11.41,9.32,3.21,19.55,24.23,4.68,12.3,0.03,2.37,239.93,17.44,7.04,241.8,5.65,13.52,3.08,27.46,30.4,2.94,3.96,3.93,371.4,3.09,345.47,7.26,6.5,1.98,6.49,4.39,2.48,27.48,30.44,2.96,5.25,1.06,8.13,9.01,0.88,37.44,6.69,0.38,2.99,13.66,14.09,0.43,70.82\n2119,7.37,6.62,3.45,20.13,24.72,4.59,13.5,0.09,2.76,281.96,12.41,7.23,251.96,6.28,19.03,3.06,27.86,30.66,2.8,3.61,4.57,427.47,4.3,401.72,11.05,7.07,2.28,12.5,3.1,2.72,36.4,44.19,7.79,4.98,0.92,10.57,13.21,2.64,37.49,5.13,0.59,2.95,16.37,16.76,0.39,67.59\n2120,7.08,4.62,3.36,24.03,28.69,4.66,10.9,0.48,3.16,503.78,7.92,6.14,268.73,5.05,19.79,3.97,36.94,40.62,3.68,6.92,3.02,516.28,9.16,467.26,10.48,10.59,2.61,9.35,2.56,2.43,48.0,62.37,14.37,4.7,0.89,20.68,29.87,9.18,34.76,6.99,0.62,3.41,20.92,21.59,0.68,60.64\n2121,19.02,5.32,3.71,26.19,31.28,5.09,14.9,0.61,3.03,665.78,8.09,10.35,303.42,10.79,17.78,3.58,45.49,52.07,6.58,7.12,4.1,513.35,15.0,708.39,15.76,15.68,2.81,7.57,2.79,1.91,59.55,76.08,16.53,3.98,1.66,19.16,23.9,4.74,33.09,8.1,0.44,4.33,33.22,37.91,4.69,48.92\n2122,11.06,4.28,3.37,38.94,46.71,7.77,18.5,2.47,3.03,747.55,10.24,16.99,318.77,11.08,15.99,3.28,48.99,60.16,11.17,6.26,5.05,438.36,17.76,704.2,20.96,19.97,2.57,21.84,4.04,2.08,36.19,53.26,17.07,13.72,1.53,17.71,24.67,6.96,35.67,8.37,0.86,4.52,41.65,55.3,13.65,50.38\n2123,8.34,4.69,2.92,57.97,74.87,16.9,15.3,4.71,3.32,695.95,12.47,23.17,328.83,9.05,19.91,3.01,37.43,46.62,9.19,5.87,4.83,416.61,21.6,425.03,32.86,24.42,2.59,64.71,12.92,2.03,32.17,51.19,19.02,14.14,1.56,11.78,15.22,3.44,39.07,11.96,7.34,2.86,33.97,46.12,12.14,64.41\n2127,15.37,12.2,3.89,22.08,30.66,8.58,27.7,8.95,3.02,451.3,16.48,19.02,228.5,5.47,14.07,3.66,25.67,31.65,5.98,25.72,7.51,576.86,12.01,483.59,22.4,4.87,2.36,20.59,5.27,3.6,21.85,32.9,11.06,7.95,1.61,10.4,14.29,3.88,42.5,15.25,3.04,4.05,28.56,37.69,9.13,73.36\n2128,10.64,7.87,4.27,19.21,27.65,8.44,23.1,7.2,3.3,497.48,16.06,18.23,217.54,4.78,13.58,3.75,40.48,49.16,8.68,23.93,11.73,599.19,8.41,460.94,13.57,11.49,1.93,21.46,3.94,2.1,21.31,30.87,9.57,5.84,1.62,13.09,17.97,4.88,41.39,15.74,2.58,4.56,38.67,50.98,12.3,66.01\n2129,14.76,5.62,5.18,18.11,26.55,8.44,19.8,8.16,2.69,512.34,14.62,18.69,211.5,4.35,17.73,3.4,43.76,51.8,8.04,23.86,9.58,541.32,5.88,546.62,16.71,13.4,2.12,15.02,2.76,1.64,22.84,30.27,7.43,4.62,1.28,24.36,33.81,9.45,36.25,24.23,2.53,3.26,26.42,33.63,7.21,75.03\n2130,8.93,5.29,3.95,25.17,34.47,9.3,23.0,6.25,3.44,681.02,12.23,15.35,263.52,3.72,15.44,2.86,32.71,38.62,5.91,17.14,7.54,569.67,5.88,805.66,20.5,17.25,1.75,10.51,1.94,1.49,24.26,31.11,6.85,3.3,1.35,19.93,25.32,5.4,38.64,22.91,2.04,2.72,48.5,62.04,13.55,70.99\n2131,26.59,4.01,3.65,26.93,37.13,10.2,26.6,7.55,2.98,886.69,9.37,11.02,335.92,2.69,19.68,3.08,46.26,54.3,8.04,10.69,5.23,632.27,8.09,779.63,14.83,12.0,1.82,7.36,1.48,1.49,32.93,42.44,9.52,2.49,1.75,20.33,26.94,6.61,37.13,16.42,1.74,2.97,50.35,62.65,12.3,68.3\n2132,16.96,4.32,3.34,29.68,38.67,8.99,28.6,6.2,3.22,707.24,11.66,8.27,415.66,2.15,21.54,2.85,55.34,62.74,7.4,12.29,4.06,560.25,5.83,767.03,11.36,7.99,1.88,5.15,1.7,1.53,76.54,103.58,27.04,1.76,1.66,23.34,30.87,7.54,36.51,12.44,1.51,2.83,50.96,60.16,9.21,65.13\n2133,46.14,7.04,3.65,43.98,54.26,10.28,27.3,4.34,2.92,808.26,9.97,6.08,351.4,1.98,16.36,2.9,49.06,54.21,5.15,10.88,16.91,623.72,4.33,684.11,17.12,4.45,2.33,3.68,1.22,1.26,28.88,32.16,3.28,1.59,1.46,17.69,21.63,3.94,37.66,9.16,1.12,2.43,31.2,34.51,3.31,78.49\n2134,25.81,5.14,2.89,73.44,91.81,18.37,24.8,3.49,2.86,718.25,11.18,4.26,369.73,7.43,16.64,2.79,54.77,59.31,4.54,18.43,15.06,545.32,4.86,855.71,12.46,6.25,2.02,3.7,1.2,1.06,20.75,21.72,0.97,2.05,2.26,21.29,26.03,4.74,35.93,7.0,0.89,2.02,29.78,32.44,2.67,74.21\n2135,16.08,3.15,2.71,53.67,64.05,10.38,26.4,4.99,3.18,758.58,9.12,2.98,314.63,7.24,12.14,2.82,65.46,72.19,6.73,15.47,9.49,508.0,11.44,874.71,13.83,9.85,2.08,3.78,0.98,1.08,25.08,28.18,3.11,1.71,2.74,18.53,22.37,3.84,34.64,7.76,0.84,1.86,32.1,34.81,2.71,69.34\n2136,9.93,4.26,2.99,39.94,47.26,7.32,22.7,3.5,2.29,715.96,11.5,2.8,356.78,5.92,16.87,2.89,50.28,54.3,4.02,10.4,6.17,508.29,19.76,1053.4,17.55,7.95,1.69,2.66,0.7,1.86,48.78,52.4,3.62,2.31,1.45,16.32,18.94,2.61,35.18,6.92,0.67,2.09,36.12,39.88,3.76,70.06\n2137,26.94,3.96,2.87,43.73,50.39,6.66,21.4,2.45,2.93,632.42,12.08,6.9,311.25,4.26,15.64,2.82,46.47,50.87,4.4,8.02,9.67,473.24,15.44,821.05,15.31,14.45,1.51,1.85,0.66,1.34,31.32,32.19,0.87,2.54,1.47,17.53,19.84,2.31,33.61,4.83,0.73,1.74,26.44,28.86,2.42,79.36\n2138,15.59,3.9,3.38,53.9,62.34,8.44,23.7,1.71,2.5,620.6,14.21,7.68,363.72,2.98,15.81,3.34,69.7,75.68,5.98,8.34,8.97,499.85,14.48,612.02,26.19,9.96,1.34,1.39,0.9,1.18,25.02,25.97,0.95,1.95,1.34,52.31,59.38,7.07,16.18,3.9,0.72,1.82,34.32,37.02,2.7,66.12\n2139,20.59,2.55,3.64,67.41,78.05,10.64,22.3,1.2,2.65,555.42,15.37,7.51,313.95,9.88,16.89,3.72,57.63,61.65,4.02,6.77,6.68,508.78,13.42,639.71,21.85,7.07,1.28,2.38,1.58,1.29,22.72,23.13,0.41,2.6,1.62,48.94,53.75,4.81,15.85,3.03,0.53,1.86,32.62,35.45,2.83,69.64\n2140,21.57,4.14,3.6,55.34,64.55,9.21,16.1,0.84,2.68,479.79,18.1,7.15,309.67,9.51,18.97,4.06,52.69,56.59,3.9,5.67,4.44,506.38,9.39,697.69,20.32,5.45,1.18,2.84,2.1,1.49,40.83,42.32,1.49,4.11,1.06,63.88,74.6,10.73,7.48,2.22,0.86,1.84,27.8,30.03,2.24,73.47\n2141,27.43,9.93,3.68,40.5,47.31,6.81,14.4,0.59,2.53,445.82,15.56,5.34,295.24,7.06,29.79,3.41,52.46,56.5,4.04,4.35,2.91,465.15,6.58,940.39,15.79,4.47,1.44,2.88,1.66,1.6,44.71,45.86,1.14,3.55,1.19,62.9,74.3,11.41,6.07,6.4,1.23,1.95,27.23,29.35,2.12,75.83\n2142,15.75,6.92,3.35,33.86,40.39,6.53,16.1,0.41,2.35,402.24,15.0,4.3,403.89,6.72,23.17,3.18,48.42,52.1,3.68,3.41,2.09,459.6,4.95,724.5,13.29,11.16,1.29,6.11,2.34,1.57,42.7,43.86,1.16,3.54,1.07,62.45,75.61,13.16,3.77,10.13,1.06,1.82,32.57,34.77,2.19,63.99\n2143,19.71,6.31,3.46,30.46,35.81,5.35,12.9,0.37,2.8,452.47,11.45,9.09,434.05,14.59,17.08,3.23,59.26,63.94,4.68,3.99,3.04,460.89,7.22,620.07,15.41,10.03,1.46,6.12,6.5,1.97,80.7,96.32,15.62,2.82,1.46,47.09,50.73,3.64,9.83,8.86,0.84,1.84,33.01,35.53,2.52,61.69\n2144,30.58,4.75,3.4,28.59,34.12,5.53,11.8,0.74,3.16,714.12,7.34,13.52,414.19,15.44,22.06,4.1,59.98,64.65,4.67,9.99,2.81,460.74,13.18,741.11,8.01,7.46,1.74,6.15,4.8,2.75,115.36,168.71,53.34,2.92,2.18,94.99,146.21,51.22,1.27,14.42,0.84,1.95,49.94,55.95,6.01,45.14\n2145,17.3,3.2,4.22,36.88,43.02,6.14,15.2,0.52,3.26,870.42,9.82,18.41,568.65,17.54,17.83,4.59,68.67,80.98,12.31,11.29,3.87,489.87,15.72,740.98,14.9,5.75,2.13,6.29,4.03,2.71,139.49,229.57,90.08,11.87,2.93,98.81,169.19,70.38,3.16,14.82,0.7,2.48,65.67,79.7,14.03,41.65\n2146,10.81,1.66,3.83,64.75,80.1,15.35,20.2,1.27,3.6,792.76,14.43,23.42,610.6,13.94,24.59,4.42,67.38,87.38,20.0,9.25,4.06,475.93,21.33,839.95,39.93,10.66,3.42,46.51,4.61,3.22,76.74,110.38,33.64,31.08,3.97,38.09,51.88,13.79,25.45,21.28,1.03,3.98,64.32,81.81,17.49,47.2\n2147,7.85,3.7,4.63,89.12,121.8,32.68,31.1,7.03,3.73,655.42,16.79,20.89,542.95,14.98,20.78,4.03,38.63,46.34,7.71,9.62,3.72,471.08,26.9,700.95,59.73,20.67,3.58,100.44,17.06,4.97,42.36,63.29,20.93,29.26,8.77,32.33,45.58,13.25,29.8,33.35,7.01,4.07,59.6,77.44,17.84,55.87\n2154,15.41,4.22,4.97,15.88,24.31,8.43,15.8,7.92,12.06,672.71,8.51,15.56,313.02,8.96,11.47,3.9,30.32,38.65,8.33,9.59,3.52,461.26,10.08,686.89,8.18,4.92,1.94,16.24,4.47,2.45,30.36,46.92,16.56,11.9,2.05,15.24,19.4,4.16,42.33,21.03,2.24,3.68,43.58,57.01,13.43,83.44\n2155,10.14,2.81,4.71,17.21,25.84,8.63,16.6,6.59,11.71,738.4,4.64,13.66,308.92,12.75,13.52,3.79,44.16,51.99,7.83,13.65,2.55,574.9,14.25,927.64,7.16,3.75,1.86,12.09,3.85,2.89,52.32,75.0,22.69,9.98,2.82,27.62,33.76,6.14,37.47,16.62,2.28,3.44,46.9,58.19,11.3,74.29\n2156,6.67,3.73,4.19,22.39,31.95,9.56,18.1,4.61,11.71,741.33,2.35,14.88,415.01,13.87,13.64,3.35,72.5,81.0,8.5,18.31,2.19,549.49,10.84,1102.99,8.91,3.12,2.15,8.48,2.76,2.64,73.39,103.88,30.5,10.93,3.64,42.43,51.19,8.76,29.7,18.91,1.88,3.25,69.8,88.33,18.53,60.45\n2157,10.84,4.28,4.44,34.6,45.38,10.78,20.2,5.3,11.33,771.44,4.46,16.3,429.14,15.94,10.89,3.47,69.52,74.32,4.8,18.92,2.38,616.83,7.7,799.4,18.4,2.43,2.15,7.0,3.07,3.23,62.41,85.01,22.6,20.62,3.07,33.67,38.6,4.93,29.4,16.88,1.31,3.43,61.87,68.65,6.78,60.0\n2158,14.02,3.68,4.4,65.72,83.08,17.36,23.7,6.97,11.14,737.8,3.36,19.94,428.68,15.45,20.59,3.59,72.53,77.75,5.22,14.56,8.31,482.73,5.65,994.35,14.51,2.34,2.41,16.03,11.41,2.8,59.89,75.84,15.95,18.34,4.02,30.06,32.65,2.59,30.86,14.43,1.55,4.97,65.54,71.45,5.91,46.46\n2160,22.37,16.84,5.24,55.81,67.03,11.22,25.9,4.55,11.35,716.51,6.59,15.91,436.37,11.53,19.56,3.91,66.18,73.65,7.47,14.96,6.94,395.31,7.58,757.3,22.55,7.16,2.55,13.9,7.38,3.74,75.12,92.8,17.68,17.89,2.66,22.76,25.22,2.45,26.86,23.56,7.4,4.98,80.81,87.88,7.07,31.8\n2161,22.37,16.84,5.24,55.81,67.03,11.22,26.8,4.78,11.6,562.38,7.62,15.91,436.37,13.12,19.56,3.91,66.18,73.65,7.47,17.17,9.66,475.36,7.58,420.37,17.1,15.41,2.15,13.9,7.38,3.74,75.12,92.8,17.68,17.89,2.66,22.76,25.22,2.45,26.86,23.56,7.4,4.98,80.81,87.88,7.07,31.8\n2162,16.18,7.04,6.15,69.74,84.51,14.77,19.9,3.64,11.12,495.24,6.74,11.17,246.15,10.97,25.09,5.36,38.64,42.12,3.48,16.52,7.67,545.91,45.5,632.02,11.74,11.13,2.19,18.79,5.78,1.36,48.12,52.41,4.29,14.61,2.87,58.24,65.88,7.64,13.53,26.77,5.78,2.06,31.6,33.51,1.91,67.29\n2163,12.51,4.92,5.56,41.93,49.78,7.85,17.1,3.73,11.14,517.07,4.82,9.01,307.54,14.14,26.02,5.03,64.02,70.08,6.06,12.08,6.43,510.86,83.96,1040.28,16.09,12.08,2.22,13.48,5.36,1.18,55.01,58.45,3.44,19.26,2.78,40.9,42.64,1.74,19.24,21.76,5.56,1.94,33.19,35.34,2.15,62.36\n2164,17.6,6.25,6.13,43.7,48.82,5.12,19.1,6.83,10.65,533.7,1.74,13.77,410.42,14.92,23.91,5.17,69.44,76.35,6.91,7.39,5.92,473.07,82.49,1236.43,11.01,9.83,2.28,10.93,4.44,1.13,55.46,62.31,6.84,24.04,2.1,62.24,66.29,4.05,8.03,15.88,4.56,2.06,37.17,39.43,2.26,56.96\n2165,12.39,5.36,5.32,51.88,57.21,5.33,20.2,8.75,10.83,474.76,4.41,16.86,443.29,14.64,33.16,4.85,78.61,86.35,7.74,9.81,5.45,440.64,81.97,1613.18,19.18,8.29,2.33,14.77,5.47,1.14,44.71,48.95,4.25,17.25,1.3,47.09,50.79,3.69,12.69,11.62,5.99,1.77,61.82,65.27,3.45,28.73\n2170,17.18,2.34,4.41,59.74,76.96,17.22,27.9,14.19,11.5,671.57,5.57,21.07,566.88,24.38,30.76,4.31,115.05,178.69,63.64,4.55,2.71,446.18,357.07,979.65,13.2,10.4,3.01,29.0,3.4,3.03,86.8,134.49,47.69,21.57,4.42,31.53,42.85,11.31,19.35,18.29,3.82,4.27,85.26,118.78,33.53,28.77\n2173,25.88,31.36,9.05,72.82,106.29,33.47,31.8,20.36,11.57,530.78,14.63,28.07,222.04,22.84,42.12,3.8,29.3,37.39,8.09,2.68,4.01,387.78,3.27,519.39,27.35,6.79,2.85,55.39,2.97,3.69,26.89,38.78,11.89,29.83,2.32,13.5,17.52,4.03,35.44,24.54,8.3,3.44,61.23,82.95,21.72,60.51\n2175,23.42,22.14,6.89,24.1,34.21,10.11,30.8,14.96,11.64,462.08,16.39,25.75,127.28,20.82,42.23,3.53,25.84,32.86,7.02,2.37,4.02,398.13,31.69,490.88,11.75,6.09,1.92,32.03,4.4,2.16,29.55,46.17,16.62,29.38,1.8,12.36,15.48,3.12,37.61,36.2,9.86,2.41,42.5,54.89,12.39,87.56\n2176,23.71,16.29,5.53,21.27,31.11,9.84,25.2,12.57,12.17,489.72,17.62,25.44,125.34,23.6,32.08,3.59,27.88,34.93,7.05,2.69,3.34,368.38,42.03,573.56,13.3,4.68,1.66,25.51,3.79,1.8,23.3,37.83,14.53,33.01,1.59,12.13,15.0,2.87,37.47,30.05,9.36,2.22,39.04,50.79,11.76,88.89\n2177,30.37,10.74,5.33,18.16,26.88,8.72,24.4,10.18,12.08,550.16,16.7,20.98,134.15,17.9,35.43,3.53,28.44,35.5,7.06,3.53,3.11,406.43,27.37,469.84,22.82,4.02,1.54,19.88,6.63,1.79,32.36,47.91,15.55,28.95,1.77,18.57,22.0,3.43,34.63,23.93,6.82,2.22,40.67,51.7,11.03,85.97\n2178,21.65,7.93,4.72,21.82,31.54,9.72,26.3,8.75,12.19,621.54,13.48,18.83,172.15,19.61,29.85,3.56,34.29,41.08,6.79,6.39,2.81,469.32,21.55,702.01,22.53,7.98,1.87,14.79,4.96,1.9,54.7,79.37,24.68,30.42,1.85,26.9,34.52,7.62,32.29,22.01,9.42,2.25,48.05,58.88,10.83,76.49\n2179,24.99,6.76,4.77,24.76,34.41,9.65,27.4,7.22,11.91,965.48,7.44,19.42,260.25,17.72,22.27,3.55,40.86,46.65,5.79,10.15,1.76,556.95,24.41,830.66,17.56,8.63,1.92,13.46,3.8,2.05,68.58,93.68,25.1,30.04,2.29,27.69,32.96,5.27,30.5,23.14,9.27,2.3,53.87,64.16,10.3,69.14\n2180,20.91,6.2,4.62,29.75,38.43,8.68,27.7,6.65,11.99,842.89,4.11,16.7,328.02,13.94,30.96,3.42,56.98,65.02,8.04,21.55,0.87,459.73,30.76,986.53,19.21,11.75,2.25,25.71,3.52,1.95,94.02,125.77,31.75,24.6,3.34,29.07,33.72,4.65,27.87,22.53,6.63,2.76,61.08,71.25,10.17,61.41\n2181,11.41,5.6,4.83,38.83,49.72,10.89,23.3,7.11,12.1,761.41,4.35,19.38,354.21,11.53,27.44,3.56,64.42,69.32,4.9,21.57,2.2,467.03,32.13,1633.22,11.05,10.15,2.29,19.63,2.91,1.81,134.35,162.61,28.26,25.71,2.43,25.02,30.13,5.1,26.1,21.77,5.3,4.86,70.08,77.18,7.1,45.5\n2182,25.4,5.02,5.06,46.77,55.15,8.38,23.9,8.74,11.86,729.08,10.48,20.75,354.48,14.74,25.42,3.43,60.09,65.47,5.38,13.78,2.89,465.09,30.58,1105.48,12.46,9.44,2.39,25.59,2.48,1.75,112.69,135.91,23.22,31.13,2.09,31.2,36.31,5.1,18.44,28.11,9.01,3.16,52.44,57.2,4.76,60.08\n2183,22.29,5.44,5.21,74.46,86.84,12.38,19.4,7.4,11.96,651.19,11.01,21.91,494.4,13.96,27.31,3.2,53.11,58.79,5.68,23.18,2.64,421.37,34.78,670.24,15.04,14.57,2.81,25.63,2.06,1.66,121.14,154.05,32.91,22.78,2.03,44.06,52.22,8.16,12.84,34.15,11.16,2.91,62.56,69.66,7.1,46.02\n2184,46.24,8.22,4.89,64.76,74.25,9.49,21.2,7.05,11.68,652.38,8.95,23.6,292.61,15.67,32.99,3.25,57.71,64.86,7.15,22.9,3.83,410.71,30.82,913.61,16.93,9.28,3.73,22.47,1.96,2.29,58.16,75.42,17.26,20.37,1.48,33.22,38.11,4.89,15.98,35.01,10.3,2.37,67.44,75.67,8.24,39.59\n2274,8.11,4.04,3.01,23.25,32.13,8.88,27.5,4.82,10.61,1236.23,12.46,11.82,341.4,11.06,8.7,2.74,55.18,70.96,15.78,3.77,2.75,553.86,14.97,504.98,9.39,1.81,1.85,7.22,3.22,1.82,21.85,32.22,10.37,8.31,1.27,15.58,21.27,5.69,30.21,13.87,2.45,1.54,41.56,51.77,10.2,74.47\n2288,8.74,4.54,2.97,18.37,23.22,4.85,16.8,5.29,10.66,717.4,13.72,4.27,76.73,4.75,13.02,5.21,32.1,36.06,3.96,4.3,5.02,465.38,20.57,461.41,11.58,1.82,2.4,8.3,1.43,0.75,27.45,36.86,9.41,4.26,1.16,21.62,24.18,2.55,20.21,7.12,3.49,1.82,34.11,38.73,4.62,52.43\n2289,5.05,4.28,3.2,18.64,23.41,4.77,26.0,7.15,10.68,847.65,13.67,4.76,169.05,3.61,15.15,4.85,41.88,47.02,5.14,4.96,3.81,457.42,17.63,695.6,10.44,1.94,2.84,5.95,1.29,1.09,45.09,67.97,22.88,3.5,1.65,39.28,50.62,11.34,15.46,5.06,2.44,2.14,58.73,71.62,12.89,33.84\n2290,8.46,3.69,3.73,26.12,34.17,8.05,25.5,11.18,11.05,916.82,16.52,5.72,200.18,3.37,14.29,4.04,41.47,49.37,7.9,4.38,3.29,413.02,12.9,728.94,14.96,1.95,3.53,5.39,3.23,1.39,49.8,72.56,22.76,2.75,2.61,18.3,24.9,6.6,28.04,4.02,2.27,1.93,57.56,74.92,17.36,43.29\n2291,6.8,6.31,4.11,42.94,57.4,14.46,22.2,11.84,11.41,905.48,16.42,4.68,159.71,4.78,16.42,4.36,37.94,47.52,9.58,2.63,4.1,388.53,10.57,740.04,15.58,3.2,4.52,13.92,3.69,1.91,35.34,56.87,21.53,2.94,2.02,14.18,21.0,6.82,32.97,3.32,1.9,2.85,58.43,80.85,22.42,50.97\n2292,17.38,14.46,4.36,31.49,45.4,13.91,21.7,11.55,11.18,876.31,18.9,4.23,112.44,3.86,13.01,5.22,25.88,32.74,6.86,1.91,3.37,384.36,10.28,626.7,25.84,4.57,4.13,9.95,2.6,4.42,27.19,42.33,15.14,5.16,1.46,9.18,12.23,3.05,38.93,7.4,1.6,3.92,42.94,55.7,12.76,66.04\n2293,12.3,8.9,6.28,26.53,38.28,11.75,20.2,13.14,10.98,800.5,18.39,4.14,100.54,3.83,14.1,4.15,28.41,35.66,7.25,2.47,3.38,388.35,8.36,610.01,16.94,4.43,1.61,10.03,1.92,2.05,19.15,40.08,20.94,10.23,1.89,10.97,14.47,3.5,38.03,8.36,2.09,3.64,43.39,59.38,15.99,72.79\n2296,29.97,4.63,3.53,17.94,26.12,8.18,23.7,7.73,11.1,785.47,19.55,7.26,138.54,8.23,20.85,2.9,27.88,34.69,6.81,4.9,3.47,378.4,12.24,580.13,8.63,2.62,1.37,7.45,0.93,1.19,23.18,38.95,15.78,9.23,1.09,8.85,12.14,3.3,43.04,8.45,1.52,1.79,42.88,58.08,15.21,75.02\n2297,17.3,5.26,3.63,14.93,23.36,8.43,18.9,6.01,11.39,808.26,20.41,7.95,137.65,9.5,20.93,2.67,24.35,31.64,7.29,5.16,3.13,400.94,16.3,622.68,6.68,2.54,1.46,9.1,1.01,1.26,27.26,44.34,17.09,8.16,1.18,11.74,16.13,4.39,41.61,7.76,1.15,1.81,38.95,52.14,13.19,79.85\n2298,12.97,2.63,3.22,18.01,27.54,9.53,20.0,6.31,11.15,890.3,18.49,8.41,141.31,7.23,21.05,2.96,27.49,33.11,5.62,4.2,3.24,459.45,12.35,553.89,9.42,2.2,1.41,7.69,1.0,1.88,26.34,36.07,9.72,9.24,1.05,11.75,15.66,3.91,41.96,6.85,0.8,2.06,46.82,61.09,14.26,76.24\n2299,9.78,1.4,3.41,20.72,30.0,9.28,22.6,7.54,11.29,1045.36,16.19,6.23,176.28,6.02,17.7,2.84,29.29,35.24,5.95,2.81,3.67,480.66,9.33,672.9,11.05,2.28,2.01,11.39,1.93,1.85,30.01,44.82,14.81,14.6,0.85,13.24,16.46,3.22,42.14,5.44,0.56,2.08,56.11,71.65,15.54,70.27\n2300,13.96,2.92,3.48,24.62,34.43,9.81,20.4,5.36,11.37,1066.92,13.94,5.38,285.5,4.38,17.54,3.05,38.63,43.02,4.39,4.2,4.15,487.22,6.6,819.55,25.22,2.2,2.45,10.63,2.48,1.67,72.87,106.38,33.51,11.0,1.49,28.65,35.1,6.45,35.3,6.5,0.39,2.32,46.76,53.36,6.6,67.98\n2301,9.41,4.21,3.24,29.41,40.49,11.08,20.1,3.74,11.68,1097.05,8.41,6.93,334.65,5.1,15.67,2.8,54.72,60.08,5.36,5.51,4.43,697.3,4.87,2035.88,15.21,1.87,2.44,9.13,2.0,1.5,60.86,72.11,11.25,7.76,7.62,42.95,45.86,2.91,26.36,5.96,0.28,2.34,58.65,65.07,6.42,56.38\n2302,19.09,4.24,3.11,51.82,65.06,13.24,26.8,4.32,11.32,1104.86,8.23,9.51,800.46,8.83,16.66,3.17,65.08,81.25,16.17,14.46,3.43,638.16,8.35,1859.97,12.8,2.18,3.16,8.93,1.62,1.61,66.14,70.52,4.38,5.58,2.27,21.04,23.79,2.75,29.54,5.24,0.19,2.83,64.81,69.61,4.8,37.73\n2303,11.42,4.18,3.2,55.02,63.47,8.45,30.0,6.99,11.02,1073.77,9.16,14.08,759.69,8.8,14.81,3.69,130.98,186.33,55.35,16.72,2.65,490.53,16.03,1618.8,22.93,2.48,2.97,8.1,2.23,1.95,72.71,85.34,12.64,5.0,1.4,20.68,24.39,3.71,26.53,10.96,0.67,2.94,65.67,71.76,6.09,33.66\n2304,7.52,3.37,3.95,65.57,74.63,9.06,29.0,7.7,10.64,940.61,23.33,20.21,678.08,12.61,18.92,3.36,77.76,99.87,22.11,11.54,3.81,429.74,19.72,579.89,22.04,2.5,9.56,7.88,2.91,1.45,46.27,54.23,7.96,6.84,1.01,28.95,31.13,2.18,22.71,14.17,1.18,2.56,79.12,87.71,8.58,23.71\n2330,9.55,8.23,3.23,63.36,74.49,11.13,23.3,1.26,10.58,1141.27,7.84,4.07,577.4,12.92,16.43,3.33,103.3,139.08,35.78,16.33,3.82,704.3,11.35,490.41,10.82,1.76,1.16,6.72,1.63,0.53,60.66,78.86,18.2,1.01,1.1,9.34,10.99,1.65,32.21,5.02,2.36,1.83,87.16,107.27,20.12,5.55\n2331,14.39,6.18,2.91,56.22,66.34,10.12,20.2,2.8,10.49,1048.09,8.08,5.21,451.62,9.86,26.51,3.48,119.38,179.44,60.06,13.99,3.96,700.64,14.69,918.27,12.49,1.85,1.15,11.7,2.35,0.51,40.01,49.5,9.49,1.72,0.93,8.83,9.59,0.76,30.13,22.95,11.77,1.3,67.0,76.77,9.77,22.69\n2332,9.74,4.98,3.05,73.71,85.7,11.99,15.1,4.76,10.3,901.14,12.85,7.56,457.45,13.51,22.59,3.32,88.63,110.28,21.65,8.52,4.25,568.52,24.04,906.84,14.78,1.55,1.1,9.71,2.19,0.67,36.73,44.05,7.32,3.23,0.91,26.69,29.02,2.33,20.19,16.79,12.11,2.11,86.71,105.6,18.89,5.05\n2333,32.97,5.54,3.39,77.47,92.84,15.37,12.9,4.03,10.21,865.26,11.62,6.88,379.01,11.18,19.01,3.19,77.27,90.39,13.12,11.58,3.89,592.65,26.12,1441.0,12.64,1.81,1.02,9.24,1.79,0.54,40.93,46.06,5.13,7.11,0.85,32.06,34.56,2.5,13.9,19.89,10.65,1.57,88.55,108.08,19.52,4.55\n2334,31.77,8.66,3.3,66.75,77.22,10.47,14.7,3.74,10.25,858.04,9.92,7.18,532.7,8.9,13.76,2.98,69.45,78.47,9.02,9.1,2.77,620.37,22.77,1469.31,7.2,2.52,0.97,11.1,1.29,0.88,75.92,96.98,21.06,8.89,0.93,33.39,37.37,3.98,12.92,39.73,19.22,1.16,75.63,82.44,6.81,5.18\n2335,26.11,17.64,3.48,50.04,57.53,7.49,20.5,4.22,10.14,880.02,7.53,5.53,711.65,6.39,12.67,3.24,67.91,79.13,11.22,5.4,7.63,532.87,21.48,1250.04,8.21,2.29,1.01,8.99,1.33,0.87,73.44,90.89,17.45,11.53,1.2,62.58,84.76,22.18,1.42,43.3,26.56,1.23,78.05,92.64,14.59,4.42\n2336,15.15,10.62,2.81,47.87,55.75,7.88,21.8,5.2,10.48,1061.15,7.73,5.52,700.25,4.47,15.22,3.33,64.42,74.88,10.46,7.02,6.72,694.29,23.39,1650.45,25.53,2.17,1.39,12.16,1.72,0.8,66.62,97.45,30.83,11.87,1.38,58.55,82.55,24.0,2.87,41.79,18.59,1.64,85.1,114.16,29.07,4.68\n2337,15.28,5.3,2.43,35.57,42.61,7.04,22.3,6.47,10.53,981.28,11.89,9.87,777.5,4.8,17.84,3.89,57.67,69.27,11.6,6.95,5.13,748.25,26.49,1191.52,22.14,3.53,1.95,11.5,1.3,1.41,80.97,131.73,50.76,19.68,3.23,77.87,132.65,54.77,3.59,44.24,15.28,1.65,86.28,127.03,40.74,18.81\n2338,24.78,2.75,2.26,63.25,81.64,18.39,22.5,10.68,10.61,916.45,15.1,17.26,810.07,4.3,20.77,4.17,65.6,89.02,23.42,5.44,4.38,634.59,28.94,705.9,45.47,3.34,2.33,23.23,1.31,4.79,96.66,157.99,61.32,34.79,3.96,43.66,66.74,23.08,15.91,52.65,20.28,3.2,90.63,133.74,43.12,26.68\n2339,26.35,4.28,3.34,73.74,113.04,39.3,22.9,11.97,10.57,769.6,19.82,22.32,641.88,4.2,22.33,3.9,66.03,91.04,25.01,4.09,4.48,460.81,33.64,610.87,55.14,5.67,2.57,62.22,3.03,5.95,66.7,99.12,32.42,27.96,3.33,17.64,23.38,5.74,24.44,56.13,20.43,3.73,93.23,134.13,40.9,28.81\n2340,22.2,10.32,3.96,55.6,80.56,24.96,26.1,11.97,10.83,772.54,22.14,18.95,568.44,7.02,22.88,3.76,60.73,82.25,21.52,3.18,3.81,461.85,36.01,655.58,29.83,5.13,2.21,52.27,2.65,4.12,58.39,82.17,23.78,28.14,2.34,14.63,19.8,5.17,31.08,76.05,26.08,4.09,82.77,114.29,31.53,42.14\n2342,21.87,13.63,4.56,54.79,78.99,24.2,19.5,11.97,11.31,766.25,22.49,15.45,351.05,9.24,25.06,3.31,44.3,58.53,14.23,1.63,2.96,412.07,26.9,440.26,17.18,6.45,1.47,44.01,2.64,2.5,44.04,60.22,16.18,19.56,1.88,9.26,11.93,2.67,38.36,31.24,13.55,2.23,48.74,62.73,13.99,72.43\n2343,30.76,9.3,4.81,47.08,66.56,19.48,16.7,11.97,11.51,714.56,28.01,12.66,555.6,12.93,23.77,3.3,43.04,54.98,11.94,2.93,4.18,397.67,21.07,556.29,13.52,4.15,1.17,31.71,2.59,1.1,27.22,37.23,10.02,15.56,1.61,9.5,12.29,2.79,42.2,24.75,9.49,1.7,41.22,52.89,11.67,84.13\n2344,24.02,10.3,4.33,35.29,49.14,13.85,19.0,11.97,11.74,677.9,31.92,11.8,431.93,11.36,17.67,3.44,32.8,41.67,8.87,3.42,3.11,438.46,18.17,483.12,8.5,3.4,1.13,29.24,2.62,1.12,25.08,39.39,14.31,15.1,1.57,8.31,9.86,1.55,42.29,32.24,6.64,1.78,40.52,51.62,11.1,80.07\n2345,19.79,6.6,3.76,24.55,35.44,10.89,20.1,11.97,11.96,645.83,32.24,9.5,379.09,9.27,13.03,3.33,26.34,32.56,6.22,3.05,1.55,593.1,13.65,353.75,8.44,3.09,1.02,21.06,2.56,1.02,25.16,38.61,13.45,14.52,1.66,8.33,11.81,3.48,41.2,23.31,4.65,1.67,37.42,47.04,9.63,84.16\n2392,17.83,5.47,3.59,49.54,64.36,14.82,11.4,0.0,10.82,876.58,19.2,21.71,436.12,16.5,50.95,4.24,58.08,70.74,12.66,5.67,1.7,680.84,26.13,943.91,24.28,3.31,1.41,11.72,3.01,1.08,61.85,87.9,26.05,19.78,2.11,23.93,31.0,7.07,20.24,4.99,0.76,1.47,62.81,79.65,16.84,40.34\n2393,11.17,4.14,3.65,48.23,64.26,16.03,11.7,0.47,11.16,947.25,12.86,23.29,411.8,18.43,36.52,4.24,48.65,58.63,9.98,8.56,1.07,599.83,21.49,978.07,22.15,3.84,1.49,9.28,2.8,0.9,50.08,73.78,23.7,37.11,1.81,26.31,32.0,5.68,20.16,3.49,1.05,1.5,71.09,93.15,22.06,39.2\n2394,18.38,3.09,3.61,41.71,53.26,11.55,14.4,1.81,11.33,1102.49,12.1,22.79,380.56,20.8,26.62,3.96,58.57,68.73,10.16,9.51,2.71,618.47,19.63,1145.4,12.22,2.98,1.41,7.58,2.64,1.0,58.82,87.53,28.71,45.08,1.86,33.7,43.18,9.48,21.55,2.44,1.02,1.48,86.41,114.21,27.8,29.55\n2395,21.02,4.47,3.38,21.87,29.51,7.64,16.5,1.93,11.01,1220.98,11.46,18.16,379.42,20.51,18.78,4.16,56.52,67.14,10.62,8.01,4.21,580.99,33.44,912.38,7.88,2.92,1.6,5.74,2.34,1.13,76.77,111.86,35.09,38.98,1.97,26.0,36.11,10.11,27.51,1.73,1.47,1.48,92.68,121.93,29.26,27.81\n2397,9.18,4.42,3.26,47.25,60.41,13.16,31.0,3.01,11.03,1086.23,12.75,17.82,482.05,12.02,25.01,3.87,72.08,81.42,9.34,5.81,3.32,512.89,37.93,761.34,8.24,3.06,1.62,4.06,1.93,1.05,60.03,90.16,30.13,26.15,1.97,41.05,46.69,5.64,18.33,2.19,1.29,1.21,80.68,93.39,12.71,27.83\n2398,7.05,2.82,3.42,70.25,90.05,19.8,24.5,4.02,10.68,1032.79,13.9,13.7,395.02,10.36,24.36,4.05,55.19,61.66,6.47,4.63,4.08,528.19,32.71,942.01,12.93,2.53,1.49,3.74,1.66,0.82,53.02,71.53,18.51,20.59,1.79,33.75,38.39,4.64,19.95,3.74,1.16,1.18,57.43,63.73,6.3,39.09\n2399,26.49,3.22,3.52,57.36,71.1,13.74,20.3,2.99,10.58,956.24,16.07,11.7,340.74,8.46,26.09,3.75,61.97,69.62,7.65,7.37,3.71,479.9,34.97,686.76,11.15,2.72,1.42,3.04,1.29,0.81,68.17,95.04,26.87,15.24,1.79,14.78,16.85,2.07,28.36,2.62,0.85,1.08,50.28,55.67,5.39,46.15\n2400,17.6,3.16,3.26,49.88,61.77,11.89,20.9,2.22,10.72,857.0,18.28,12.22,494.73,7.71,37.44,3.93,60.08,67.27,7.19,6.35,2.75,479.62,28.35,700.86,9.76,2.56,1.31,3.06,1.7,0.71,49.22,64.72,15.51,11.45,1.8,15.48,19.19,3.71,24.02,1.92,0.86,1.08,63.11,69.04,5.93,32.4\n2401,13.29,4.54,2.81,47.52,58.18,10.66,17.2,2.85,10.35,717.82,21.61,10.92,288.99,12.46,26.98,3.54,55.74,61.86,6.12,5.49,1.6,431.16,31.3,468.62,9.98,2.11,1.22,3.08,1.9,0.73,39.36,52.9,13.54,8.3,1.72,15.96,18.83,2.87,23.01,1.66,1.07,1.02,52.21,58.98,6.77,44.78\n2402,12.17,10.37,2.96,42.22,52.05,9.83,17.5,4.81,10.31,638.07,22.24,11.05,170.71,13.5,19.93,3.71,33.88,38.12,4.24,11.87,1.3,445.62,30.38,386.2,10.13,2.02,1.16,3.02,1.77,1.01,31.4,44.17,12.77,10.54,1.82,25.13,27.96,2.83,20.38,1.16,0.75,1.12,28.7,33.07,4.38,61.35\n2403,10.15,9.82,2.68,35.8,42.96,7.16,14.3,3.42,10.17,558.84,23.05,10.6,214.82,11.81,21.01,3.66,28.3,31.58,3.28,14.13,2.51,453.4,22.58,382.71,8.67,2.1,1.06,3.06,2.2,0.87,33.78,45.33,11.54,9.54,1.7,15.69,16.69,1.0,24.96,0.81,0.52,1.03,32.21,36.32,4.1,53.44\n2404,22.29,5.98,2.21,24.06,30.19,6.13,16.9,4.34,10.12,495.38,23.95,12.23,225.39,14.74,15.0,3.52,23.78,26.37,2.59,10.15,2.66,460.08,22.63,322.56,5.8,1.57,1.14,4.4,1.62,0.87,23.49,28.31,4.82,11.4,1.62,8.51,9.04,0.53,27.11,0.57,0.37,1.05,31.61,36.17,4.56,50.91\n2405,12.37,5.47,2.25,18.21,23.54,5.33,12.6,8.71,9.82,458.01,22.81,9.7,254.81,11.91,17.68,3.72,26.79,29.97,3.18,6.36,3.47,465.24,27.79,365.42,5.64,1.32,1.02,4.26,1.9,0.82,20.18,24.18,4.0,9.77,1.48,8.83,9.68,0.86,25.28,0.54,0.26,1.08,28.05,32.58,4.53,52.72\n2406,14.92,5.48,2.14,15.79,20.45,4.66,9.6,6.09,10.03,433.64,22.14,8.19,244.25,9.16,12.75,3.52,23.66,26.36,2.7,10.12,4.17,458.72,20.39,367.72,4.56,1.35,1.07,7.9,2.16,0.8,26.59,31.88,5.29,7.45,1.43,9.71,11.14,1.43,23.07,1.11,0.18,0.94,26.3,30.38,4.08,52.25\n2407,13.79,3.73,2.26,16.84,22.02,5.18,8.9,4.27,10.05,461.23,21.72,6.1,248.37,6.66,9.16,3.53,29.75,32.25,2.5,9.63,3.88,467.42,16.72,349.69,3.33,1.47,1.21,6.66,1.68,0.85,30.01,40.92,10.91,5.38,1.45,26.15,29.66,3.5,16.0,1.45,0.13,1.0,32.08,36.63,4.55,47.33\n2408,8.41,2.78,1.74,17.54,22.36,4.82,14.2,3.59,10.23,669.0,14.07,4.45,250.44,13.48,11.05,3.67,31.16,33.85,2.69,6.72,2.91,484.13,16.61,508.39,4.71,1.52,1.26,4.91,1.46,0.72,35.88,49.57,13.69,8.51,1.55,30.99,38.33,7.34,12.2,1.02,0.09,1.1,34.89,39.78,4.89,47.76\n2409,5.9,2.82,1.86,17.94,22.88,4.94,21.8,4.71,10.21,909.65,13.14,3.48,319.3,13.02,22.47,3.68,42.14,47.1,4.96,5.89,3.01,553.15,13.59,706.32,5.43,2.05,1.47,4.2,1.29,0.98,64.15,99.61,35.46,8.24,1.63,39.01,50.54,11.53,10.45,0.71,0.06,1.06,50.0,61.4,11.39,39.79\n2410,5.42,2.51,2.19,34.71,43.68,8.97,24.5,4.35,10.4,904.8,15.38,2.92,336.19,14.79,17.77,3.77,44.59,52.39,7.8,4.99,3.5,523.94,12.5,679.19,7.6,2.29,1.61,14.06,1.77,0.96,57.54,92.25,34.71,6.19,1.55,22.91,30.69,7.78,18.14,0.62,0.04,1.07,66.41,88.25,21.84,29.28\n2411,5.87,5.49,1.94,49.13,65.73,16.6,26.8,4.62,10.35,894.98,21.07,4.06,313.06,13.17,12.5,3.68,38.0,44.73,6.73,4.51,3.75,456.33,10.51,657.56,8.81,4.09,1.93,25.34,2.16,0.97,49.76,75.94,26.18,6.3,1.81,13.46,18.27,4.81,24.91,6.14,0.18,1.25,58.41,79.82,21.4,38.97\n2417,8.43,5.77,3.34,16.26,23.87,7.61,25.0,6.49,10.52,698.88,26.44,11.98,238.43,14.36,15.83,3.15,21.72,24.72,3.0,26.66,3.81,596.58,12.65,420.4,8.59,1.75,2.11,13.0,2.56,1.3,25.69,37.0,11.31,15.18,2.32,14.96,20.07,5.11,40.64,17.96,1.49,1.94,39.73,50.49,10.76,82.58\n2418,11.53,4.05,3.0,17.35,25.1,7.75,24.0,11.65,11.24,851.33,18.96,12.89,299.85,16.35,15.89,2.89,25.84,30.57,4.73,20.06,4.22,751.5,13.43,567.27,7.01,1.66,2.4,9.93,2.33,1.19,30.42,47.5,17.07,19.85,1.83,12.5,15.67,3.17,43.21,17.22,1.03,2.42,40.69,50.88,10.19,79.78\n2419,9.53,4.28,3.06,18.79,26.58,7.79,24.6,8.29,11.51,921.58,15.04,9.41,312.95,12.44,12.89,3.31,32.5,36.33,3.83,24.29,4.69,615.68,10.21,655.53,5.13,1.75,2.26,7.5,2.22,1.25,35.06,49.76,14.69,17.52,1.77,19.9,23.7,3.79,39.18,14.94,0.73,2.58,44.94,55.36,10.42,76.4\n2420,13.96,4.73,3.3,22.72,31.58,8.86,23.2,6.37,10.89,889.01,20.96,8.41,381.41,8.7,13.89,2.98,53.84,59.33,5.49,18.3,9.04,592.03,7.44,637.12,12.81,2.16,2.31,5.25,1.7,0.94,58.76,76.63,17.87,13.17,1.64,27.61,34.19,6.58,33.34,11.98,0.51,2.17,57.94,67.29,9.35,62.38\n2421,10.05,4.54,3.3,35.68,45.83,10.15,19.0,6.34,10.41,744.09,24.34,12.14,378.42,6.47,16.26,2.73,47.94,51.77,3.83,10.35,10.93,668.48,6.45,928.0,30.09,2.01,1.91,3.73,1.24,0.73,62.18,87.03,24.85,14.3,1.61,27.61,30.91,3.3,29.64,13.69,0.38,1.69,53.27,62.81,9.54,69.43\n2422,27.27,4.27,2.85,61.9,78.34,16.44,18.9,4.75,10.46,733.92,20.55,15.27,398.91,11.57,20.72,2.64,59.18,66.01,6.83,6.04,8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4.33,1.47,27.38,40.43,13.05,28.51,3.52,14.76,21.1,6.34,38.65,9.26,4.08,2.71,59.69,81.76,22.06,60.96\n2444,16.62,5.57,5.04,28.52,38.71,10.19,20.0,4.16,11.46,907.31,15.06,9.75,328.43,10.91,11.81,3.29,70.6,86.29,15.69,9.95,3.59,595.36,5.57,918.26,10.7,1.78,2.49,13.1,4.62,1.35,42.97,58.96,15.98,20.22,3.46,24.9,35.74,10.85,33.56,9.65,3.76,2.67,60.84,76.58,15.74,57.8\n2445,14.15,3.35,4.7,33.82,45.37,11.55,20.6,4.23,11.08,874.21,12.55,9.77,365.59,8.63,16.92,3.29,59.86,65.82,5.96,6.75,4.35,571.7,7.74,836.14,11.0,1.89,2.51,10.17,5.47,1.14,59.15,77.96,18.8,16.52,2.3,24.24,31.76,7.52,29.93,12.0,3.53,2.38,44.58,50.96,6.38,66.47\n2446,12.15,2.87,4.35,47.52,60.22,12.7,21.2,7.29,11.03,818.9,14.06,7.43,465.72,9.42,21.02,3.28,75.75,87.38,11.63,5.74,3.74,546.01,10.77,926.35,16.63,1.8,2.55,12.16,6.02,0.87,49.06,67.57,18.51,13.57,2.13,26.32,34.41,8.09,30.95,9.9,3.37,2.35,43.9,48.88,4.99,58.79\n2447,13.41,4.49,4.41,51.41,61.81,10.4,17.7,5.89,10.88,785.71,14.66,7.14,418.42,9.75,14.98,3.59,71.38,80.21,8.83,4.9,2.64,511.95,12.93,900.75,25.45,2.18,2.27,10.52,6.5,0.67,65.03,84.59,19.56,12.51,1.8,23.74,30.44,6.7,30.59,8.49,3.36,2.05,53.17,58.31,5.14,44.41\n2448,17.61,3.11,4.02,56.37,68.18,11.81,22.4,4.12,10.72,803.56,11.98,11.91,542.22,8.31,27.45,3.0,60.35,66.55,6.2,3.8,2.76,519.75,12.31,619.72,32.33,2.01,2.04,9.45,6.28,0.3,46.56,62.13,15.57,11.37,1.44,25.56,35.62,10.06,30.58,8.37,3.74,1.9,58.55,64.23,5.68,42.79\n2449,12.42,2.59,3.52,59.61,72.79,13.18,23.4,2.89,10.37,722.04,13.43,14.97,422.53,6.54,19.93,2.83,62.25,69.06,6.81,2.67,3.27,567.7,12.36,655.66,21.87,1.19,1.84,11.68,5.88,0.33,47.84,67.27,19.43,8.53,1.33,15.65,20.83,5.18,29.76,9.94,3.65,1.56,63.95,70.26,6.3,31.15\n2450,9.0,4.08,2.71,35.33,43.95,8.62,18.1,2.02,10.25,668.07,16.89,11.92,407.76,10.2,15.52,2.88,61.69,67.45,5.76,2.51,3.18,485.68,12.48,554.97,15.9,1.95,1.44,10.28,6.11,0.6,48.98,59.26,10.29,6.86,1.27,11.71,16.82,5.11,31.86,9.11,3.46,1.35,71.35,79.42,8.07,21.73\n2451,19.23,2.93,2.83,47.66,57.62,9.96,17.3,1.42,10.33,600.22,20.2,11.12,395.51,8.97,22.06,2.94,52.15,55.81,3.66,3.87,3.72,459.35,16.02,441.87,18.63,1.82,1.47,9.54,5.63,0.57,32.98,37.74,4.76,5.82,1.42,9.03,12.84,3.81,32.6,10.38,3.32,1.36,73.24,80.32,7.09,20.83\n2452,11.27,3.81,2.56,33.65,41.01,7.36,18.8,1.1,10.34,551.12,24.08,11.35,374.43,6.43,16.62,2.97,33.63,36.0,2.37,4.08,3.6,464.41,16.31,352.05,15.58,1.83,1.41,10.08,5.04,0.38,20.42,26.07,5.65,4.31,1.3,7.6,11.43,3.83,33.56,9.02,3.22,1.52,54.02,58.81,4.78,30.88\n2453,14.32,3.79,2.73,27.39,32.99,5.6,17.5,1.12,10.4,490.11,23.67,11.29,266.6,5.36,12.84,2.82,30.11,32.55,2.44,6.27,3.73,458.34,14.19,348.94,25.55,2.19,1.38,11.0,4.88,0.29,21.12,26.86,5.74,3.13,1.27,7.83,11.91,4.07,36.07,7.98,3.18,1.56,39.83,44.04,4.2,46.01\n2454,7.8,4.66,2.46,17.98,23.02,5.04,14.0,0.79,10.3,422.15,21.91,12.76,230.12,3.92,9.02,2.85,25.79,28.0,2.21,6.21,3.23,467.75,11.97,407.46,17.36,2.22,1.57,7.73,4.35,0.44,22.18,24.47,2.29,3.01,1.12,8.38,12.35,3.98,33.87,9.55,4.14,1.65,44.63,49.0,4.37,39.85\n2455,5.99,4.29,2.64,17.1,22.55,5.45,15.7,0.55,10.09,441.09,18.75,10.08,230.91,2.76,12.25,2.65,24.93,25.75,0.82,4.6,3.87,462.53,10.19,393.97,13.54,2.0,1.68,5.83,4.38,0.47,37.4,47.36,9.96,2.36,1.01,9.44,14.24,4.8,30.87,15.09,8.13,2.25,29.38,33.35,3.96,56.65\n2456,8.81,4.02,2.77,18.74,23.56,4.82,13.7,0.39,10.32,573.93,13.9,7.05,244.81,2.57,9.07,2.74,32.57,34.17,1.6,4.26,3.41,514.11,7.26,504.38,12.31,1.93,1.75,6.08,4.76,0.4,52.01,67.62,15.61,1.68,1.04,18.06,23.66,5.6,26.49,12.07,6.59,1.55,33.36,37.59,4.23,51.25\n2457,9.92,3.27,2.65,18.03,22.76,4.73,15.6,0.35,10.45,768.77,14.06,4.94,305.24,2.3,6.53,2.86,41.46,44.88,3.42,4.68,7.87,551.67,5.56,674.32,25.19,2.09,2.04,24.06,4.28,0.58,86.77,125.9,39.13,1.22,1.21,15.62,23.22,7.61,30.64,9.95,5.51,1.72,54.48,66.71,12.23,39.18\n2458,10.86,3.0,2.6,39.27,48.52,9.25,19.4,1.67,10.65,817.09,16.69,3.52,336.06,2.39,5.62,2.93,42.26,51.98,9.72,5.14,7.29,508.04,6.25,677.08,25.72,2.91,2.08,32.28,4.41,0.86,50.93,79.86,28.93,3.8,1.49,17.23,26.46,9.23,30.88,8.57,4.9,1.98,76.44,106.14,29.7,32.5\n2459,25.55,4.22,2.73,55.49,73.5,18.01,25.0,4.86,10.63,770.02,19.05,2.89,287.2,2.5,17.82,3.26,32.2,40.78,8.58,4.22,5.84,535.74,9.01,612.14,32.72,5.97,1.99,39.27,5.25,0.7,35.79,53.28,17.49,9.21,1.58,17.33,26.56,9.22,30.91,8.21,5.16,1.66,58.99,80.19,21.2,46.68\n2460,21.17,7.35,3.01,36.74,51.77,15.03,29.8,5.51,10.91,714.79,19.16,2.62,239.67,2.26,19.81,3.05,25.37,31.74,6.37,3.75,4.18,521.93,6.98,567.56,18.03,4.01,1.89,27.56,5.79,0.56,31.38,47.37,16.0,29.89,1.7,15.69,23.67,7.98,33.36,9.22,5.25,1.73,55.66,75.85,20.2,56.83\n2492,14.15,9.38,3.81,23.86,33.56,9.7,18.0,5.44,13.07,1136.32,11.61,13.41,250.25,11.1,5.98,3.36,41.57,46.75,5.18,7.44,3.07,770.24,15.24,741.77,10.38,2.3,1.88,12.44,6.18,1.37,80.54,114.23,33.68,17.27,2.26,35.85,46.89,11.05,35.55,29.08,5.87,2.14,67.74,82.48,14.75,61.56\n2493,17.21,6.21,3.52,30.4,40.76,10.36,18.8,4.48,12.52,1143.65,7.54,14.99,374.96,7.84,11.93,3.41,70.68,76.21,5.53,8.65,2.97,947.96,20.55,2799.02,19.03,1.78,4.05,10.22,6.44,1.78,152.08,202.9,50.82,15.6,5.76,60.54,68.44,7.9,21.5,22.2,5.2,2.83,84.84,97.96,13.12,39.25\n2494,15.94,4.23,3.46,49.58,61.59,12.01,25.4,5.27,12.04,981.04,8.86,17.79,866.55,15.14,18.82,3.5,120.25,149.37,29.12,6.72,9.71,889.66,25.14,2051.03,46.32,1.53,4.51,26.02,4.39,1.94,185.76,271.37,85.61,21.85,9.11,81.31,99.04,17.73,8.98,35.01,4.54,3.43,141.08,192.43,51.35,6.77\n2495,25.65,4.16,3.88,74.6,86.23,11.63,28.0,3.86,12.31,1225.07,7.13,19.45,2081.32,12.9,17.89,3.59,132.87,174.97,42.1,8.84,8.53,644.81,28.31,2859.01,73.27,1.39,6.19,46.8,3.7,1.85,156.6,234.21,77.62,31.25,7.7,85.54,111.33,25.79,6.85,42.79,4.08,4.8,141.43,203.73,62.3,5.67\n2496,24.92,3.48,4.33,56.52,66.62,10.1,36.7,4.03,12.37,1537.92,6.42,31.49,2680.88,13.93,36.02,4.3,169.2,268.85,99.65,7.48,6.83,523.5,33.63,3737.24,67.22,1.49,5.65,40.15,3.42,1.5,114.39,158.54,44.15,39.87,3.91,88.44,123.33,34.89,4.31,54.18,6.22,2.31,95.6,108.23,12.63,16.61\n2497,31.13,5.27,4.81,92.56,154.9,62.34,46.5,9.49,11.9,1722.58,6.85,36.13,2273.32,22.97,41.96,4.21,143.71,226.6,82.89,4.67,5.3,456.18,42.12,1636.38,78.96,0.87,5.79,50.27,4.2,1.57,93.17,145.14,51.97,43.9,3.42,102.74,163.8,61.06,2.74,60.05,7.89,3.31,149.34,236.82,87.48,5.78\n2498,39.1,20.09,5.15,187.5,340.45,152.95,58.6,15.9,11.98,1787.33,6.87,37.08,2609.81,18.2,36.88,3.28,73.17,83.36,10.19,14.76,6.47,493.29,51.19,926.78,94.29,1.39,5.65,47.95,12.49,1.61,90.53,136.69,46.16,55.03,2.93,85.96,125.03,39.07,2.67,79.18,14.61,2.47,143.2,228.78,85.58,4.35\n2499,72.23,29.08,7.85,141.45,235.05,93.6,62.3,17.78,11.5,1646.89,6.8,38.64,1459.14,13.45,33.61,3.33,57.68,64.55,6.87,14.54,5.74,457.86,57.84,1482.64,106.79,2.03,5.11,37.18,9.74,1.95,127.77,224.42,96.65,59.19,2.83,82.55,129.3,46.75,3.09,95.73,25.37,2.18,127.34,198.41,71.08,4.36\n2500,79.28,32.37,8.45,115.14,174.69,59.55,50.4,16.62,11.44,1617.86,6.22,37.98,1405.23,13.72,26.28,3.15,65.93,74.18,8.25,9.97,4.75,472.97,58.69,1079.99,91.13,1.99,4.61,43.41,8.61,2.31,74.68,110.35,35.67,52.13,2.31,44.12,52.12,8.0,9.18,86.28,28.93,2.14,108.95,156.12,47.17,4.72\n2501,69.61,37.12,7.54,119.37,192.07,72.7,45.6,12.68,11.27,1420.33,6.93,35.46,978.24,11.7,19.45,3.14,95.15,119.98,24.83,6.82,4.15,466.64,65.49,1240.46,67.18,2.15,4.13,41.18,7.22,1.45,62.83,90.18,27.35,42.08,1.97,41.02,48.22,7.2,9.32,80.43,24.35,2.38,87.61,111.12,23.51,4.07\n2502,71.66,30.38,9.18,98.12,142.1,43.98,39.3,9.25,11.17,1268.24,7.0,32.56,922.1,9.42,19.88,3.65,115.92,179.81,63.89,4.47,3.33,472.4,75.31,1772.04,56.81,1.85,3.61,31.35,5.99,0.95,63.47,90.67,27.2,37.85,1.86,26.43,31.69,5.26,16.23,85.6,34.58,3.25,89.85,126.8,36.95,4.14\n2503,86.6,18.65,7.1,79.44,109.62,30.18,39.6,9.06,10.95,1257.49,7.33,32.1,1115.54,14.85,23.09,3.59,114.12,185.03,70.91,3.62,3.0,501.01,77.83,1683.42,44.44,1.48,3.25,22.8,5.5,0.95,69.57,106.04,36.47,29.03,1.86,24.41,29.29,4.88,18.78,115.52,59.42,2.64,99.61,155.43,55.81,4.15\n2504,74.92,24.69,5.95,77.16,108.94,31.78,38.4,11.5,11.25,1248.95,7.19,33.32,1171.91,17.05,27.29,3.37,104.52,166.31,61.79,5.46,2.92,505.02,81.65,1495.84,36.08,1.92,3.56,18.02,5.39,1.22,75.22,123.03,47.81,21.18,1.8,51.3,65.19,13.9,12.41,129.3,50.05,2.99,112.48,195.11,82.63,4.59\n2505,68.52,26.03,7.11,68.53,90.46,21.93,45.5,13.22,10.97,1097.47,10.98,31.28,1203.38,14.21,35.49,3.74,96.55,151.74,55.19,6.31,3.6,539.92,84.89,710.42,58.05,5.12,3.55,31.03,5.55,2.47,103.08,198.18,95.11,21.76,3.96,112.55,206.97,94.42,5.06,135.52,61.69,2.46,114.72,194.14,79.42,8.02\n2506,61.39,34.1,8.47,73.23,108.33,35.1,49.1,19.38,11.07,1136.57,12.95,28.92,556.42,18.75,38.0,3.65,105.47,169.4,63.93,8.4,4.56,523.43,86.32,653.49,64.62,5.2,3.33,49.23,10.37,5.87,77.7,136.64,58.95,37.11,4.41,51.75,86.79,35.04,20.06,125.07,71.22,2.42,126.0,208.16,82.17,16.77\n2507,50.52,44.29,14.77,86.19,145.2,59.01,46.3,20.8,11.23,915.84,21.52,23.28,432.79,21.16,37.27,3.75,99.54,153.51,53.97,8.38,3.89,489.91,83.1,429.9,40.35,7.86,3.33,54.48,17.51,7.26,75.39,122.13,46.73,45.48,3.19,18.05,27.36,9.31,30.55,100.3,50.66,2.6,79.14,108.41,29.27,40.77\n2508,50.06,38.02,13.76,79.05,129.49,50.44,43.0,18.83,11.52,733.95,28.47,24.04,442.88,20.09,33.74,3.47,32.45,43.04,10.59,5.7,3.97,475.31,73.86,342.33,25.77,5.47,2.72,45.12,14.91,4.42,90.95,131.79,40.84,39.63,2.85,15.08,22.8,7.72,34.75,130.82,36.98,2.66,85.21,117.48,32.27,42.35\n2509,43.37,23.81,10.03,80.62,124.26,43.64,37.8,17.2,12.11,619.53,32.13,23.62,162.16,25.69,30.94,3.33,22.2,28.8,6.6,5.35,3.81,472.46,62.09,367.25,29.08,3.94,2.19,39.78,16.74,3.56,74.42,104.91,30.49,29.74,2.58,12.23,18.73,6.49,38.11,134.46,37.1,2.37,49.09,64.24,15.15,74.67\n2510,38.19,19.98,8.34,93.03,140.02,46.99,29.7,12.72,12.71,567.27,33.33,21.99,130.62,26.03,28.59,3.31,21.88,28.19,6.31,7.17,3.88,454.45,46.14,326.06,16.57,5.76,1.9,35.61,19.06,2.56,25.71,42.04,16.33,23.79,2.38,13.24,20.33,7.09,38.16,105.17,31.37,2.05,39.79,52.93,13.14,85.08\n2511,32.43,24.72,5.63,32.0,45.11,13.11,22.1,9.98,13.18,561.73,34.82,21.49,180.1,19.24,33.29,3.34,21.38,27.29,5.91,5.95,3.18,448.49,36.4,335.62,13.51,4.66,1.69,26.17,14.68,2.14,19.39,31.16,11.77,21.74,2.32,12.46,18.64,6.18,40.08,73.39,22.86,2.09,43.0,56.32,13.32,85.8\n2512,45.01,17.62,4.35,17.03,26.79,9.76,18.3,7.13,13.81,560.87,34.83,16.56,132.29,18.9,28.68,3.4,18.83,24.18,5.35,4.46,2.26,437.02,28.86,280.07,10.21,3.29,1.58,19.17,12.15,1.89,24.62,39.24,14.62,16.78,2.33,15.61,24.91,9.3,39.73,67.61,16.9,1.94,36.48,46.33,9.84,92.36\n2513,53.85,14.98,4.41,18.22,26.33,8.11,16.3,7.77,14.39,544.52,32.68,12.28,127.2,16.26,24.54,3.35,19.8,24.78,4.98,4.42,1.98,491.23,24.5,272.84,11.21,3.61,1.48,14.95,9.45,1.73,24.69,37.78,13.09,11.99,2.32,10.94,16.65,5.71,42.75,60.86,12.77,1.85,32.22,39.3,7.08,96.37\n2514,49.36,12.51,3.85,16.95,24.37,7.42,15.4,12.9,14.34,602.95,30.44,10.03,130.08,18.22,19.76,3.31,16.15,19.93,3.78,3.78,2.8,473.24,22.12,423.06,9.44,3.09,1.53,12.62,7.98,1.5,33.8,53.94,20.13,8.76,2.12,13.34,19.67,6.33,41.95,49.87,10.48,1.68,36.9,45.12,8.22,91.98\n2515,32.94,8.51,3.32,21.87,30.69,8.82,18.4,9.03,14.22,836.66,24.06,10.19,110.37,14.15,19.92,3.17,22.28,26.43,4.15,5.71,3.3,582.31,20.28,493.74,10.25,2.41,1.74,11.2,7.15,1.32,36.24,56.82,20.58,8.47,2.32,17.38,25.98,8.6,41.54,43.24,8.69,1.86,34.49,40.96,6.47,91.23\n2556,37.77,25.74,9.1,69.41,105.0,35.59,50.7,2.1,12.01,822.74,25.65,15.4,243.42,19.88,38.56,3.59,50.81,64.55,13.74,14.42,2.86,488.88,58.14,476.21,15.18,8.73,2.07,41.35,5.2,1.69,81.2,121.22,40.02,16.87,3.0,22.79,32.0,9.22,25.88,70.39,15.93,2.28,81.26,111.9,30.64,41.94\n2559,32.79,22.22,4.88,28.59,38.91,10.32,40.8,2.1,12.53,670.5,21.59,6.76,104.0,19.27,36.69,3.45,28.19,33.95,5.76,16.72,4.18,468.33,41.01,495.38,14.42,4.1,1.4,40.48,4.7,1.62,44.76,69.13,24.38,33.5,2.65,18.92,27.14,8.22,32.32,123.22,12.8,2.0,49.18,62.41,13.22,69.72\n2561,25.44,16.23,3.81,24.25,32.58,8.33,48.6,2.1,12.3,583.08,22.32,23.54,168.02,14.28,28.99,2.97,29.24,34.82,5.58,21.22,3.85,486.95,9.13,397.48,10.6,10.13,0.95,29.57,5.12,1.19,51.75,77.35,25.6,58.7,1.96,21.9,29.31,7.41,41.72,85.92,9.28,1.64,57.36,73.92,16.56,70.37\n2562,19.82,11.4,2.52,23.16,32.05,8.89,48.8,2.1,11.8,579.52,19.62,30.7,222.34,16.54,33.43,2.95,40.66,46.72,6.06,18.39,3.63,451.64,32.49,596.2,21.67,10.31,0.94,32.7,4.61,1.1,23.2,33.84,10.64,59.86,1.98,21.4,28.43,7.03,39.2,80.58,7.68,1.98,65.3,81.48,16.19,63.2\n2563,30.29,7.68,2.85,31.09,39.98,8.89,44.6,2.1,11.7,646.34,15.76,25.06,234.92,19.52,35.63,3.1,54.21,63.95,9.74,11.65,2.77,945.94,35.87,1052.01,15.7,6.77,1.12,25.59,4.61,1.08,36.17,47.37,11.19,43.43,2.52,18.63,26.07,7.44,33.88,107.2,7.09,2.48,75.47,96.95,21.48,52.96\n2564,48.06,20.4,3.57,28.78,36.87,8.09,38.6,2.1,12.39,855.3,7.95,24.14,405.15,18.85,29.18,3.03,69.35,79.98,10.63,16.78,1.94,1510.5,31.59,1711.73,15.88,8.85,2.07,24.79,5.18,1.3,109.2,139.29,30.09,40.64,3.24,37.98,46.8,8.82,24.16,112.2,6.61,2.06,110.82,146.88,36.06,26.58\n2565,34.6,18.37,3.14,24.87,31.75,6.88,35.1,2.1,12.65,1405.23,7.05,25.59,977.65,15.41,22.72,3.53,146.0,211.52,65.52,31.88,12.95,1302.72,30.35,1196.28,47.82,15.55,2.84,22.9,4.92,1.09,51.43,66.04,14.6,36.14,3.68,66.1,81.15,15.06,12.52,104.72,7.68,2.16,127.82,158.7,30.87,7.43\n2566,39.13,10.58,2.91,50.57,60.92,10.35,48.7,2.1,12.6,1324.95,7.6,29.75,1343.31,12.79,41.77,4.41,176.11,299.06,122.95,39.1,12.89,1201.19,38.31,1512.09,62.49,40.66,3.27,16.78,4.34,1.11,64.54,75.98,11.45,35.65,3.42,66.2,82.65,16.45,8.76,95.43,7.34,2.28,119.54,153.81,34.27,4.94\n2567,47.5,12.92,5.47,96.49,127.66,31.17,59.0,2.1,12.76,1431.54,7.04,30.45,963.24,17.93,49.52,4.15,165.0,276.04,111.04,51.07,13.8,1523.89,37.95,541.01,67.11,27.75,3.57,13.03,4.04,1.08,78.77,95.93,17.16,40.67,3.25,29.82,35.87,6.05,22.91,85.01,6.95,1.98,106.74,134.76,28.02,10.49\n2568,52.91,18.44,4.23,77.2,96.27,19.07,68.0,2.1,12.25,1490.62,7.34,35.51,703.42,21.02,55.06,4.3,115.11,161.17,46.06,56.92,12.71,1475.21,44.34,577.95,58.38,28.0,2.85,15.11,4.78,1.28,104.89,144.96,40.07,41.68,3.13,36.48,42.43,5.95,20.25,77.62,6.59,3.0,149.12,237.41,88.29,3.88\n2569,49.11,17.6,4.48,136.62,210.6,73.98,63.3,2.1,11.94,1403.48,7.55,27.49,482.76,26.42,53.92,4.15,84.79,100.45,15.66,49.01,12.99,701.76,52.16,760.35,36.97,17.1,2.45,33.53,5.39,1.06,77.95,103.11,25.16,35.54,3.18,49.39,59.12,9.73,15.05,82.04,13.52,2.67,154.44,262.12,107.68,3.56\n2570,59.85,31.82,4.46,124.84,196.15,71.31,58.7,2.1,12.18,1415.27,8.55,21.47,230.11,27.26,55.24,3.29,83.06,96.57,13.51,41.84,9.73,530.11,45.04,462.44,23.01,14.18,1.98,24.2,5.65,1.41,83.95,111.23,27.28,32.25,3.15,71.33,104.93,33.6,11.11,81.05,14.58,2.27,98.29,137.1,38.81,15.57\n2571,68.63,26.47,3.94,116.99,191.31,74.32,62.3,2.1,11.95,1265.92,6.63,20.92,262.34,24.92,49.51,3.43,77.51,87.65,10.14,31.2,5.89,526.82,41.82,478.47,15.44,8.08,1.97,24.92,5.13,1.09,72.71,87.09,14.38,34.53,2.36,57.94,74.15,16.21,4.03,82.92,14.65,2.22,129.77,203.91,74.14,3.98\n2572,69.94,44.91,3.5,101.88,153.88,52.0,63.4,2.1,11.39,863.26,16.16,21.73,267.18,29.38,49.85,3.43,93.02,121.03,28.01,21.98,4.86,626.47,42.06,366.47,13.14,5.13,1.91,28.81,4.94,1.2,59.81,71.9,12.08,32.82,2.54,56.8,68.58,11.77,5.83,87.0,22.23,2.28,116.14,169.41,53.27,4.45\n2573,63.88,38.24,4.41,92.22,126.6,34.38,43.0,2.1,11.25,814.3,10.23,22.25,280.11,22.64,42.61,3.32,80.14,92.92,12.78,22.29,4.58,786.84,41.23,383.55,14.61,5.29,1.86,29.97,4.65,1.5,52.43,61.15,8.72,32.0,2.37,50.0,59.93,9.93,4.04,82.58,21.52,2.24,121.54,191.03,69.49,3.82\n2574,50.49,34.24,4.57,76.23,91.92,15.69,37.1,2.1,11.37,870.24,7.41,22.84,197.11,21.84,30.79,3.19,59.03,62.8,3.77,21.34,4.87,551.99,38.34,524.19,34.96,6.87,1.98,23.41,4.82,1.01,55.18,70.47,15.29,29.33,2.36,42.46,50.55,8.09,8.49,77.83,22.67,3.81,117.3,184.57,67.27,4.04\n2575,55.04,23.32,5.02,75.55,91.61,16.06,43.9,1.72,11.58,874.23,7.04,18.94,191.33,17.08,30.08,3.37,69.24,74.13,4.89,26.73,4.03,514.48,45.47,557.04,26.06,6.06,2.03,27.28,4.62,1.3,65.52,87.92,22.41,22.33,2.3,55.05,70.84,15.78,3.46,78.12,30.29,2.13,115.02,182.54,67.51,3.79\n2576,49.01,20.16,5.23,74.73,92.48,17.75,48.5,1.56,11.9,1188.62,7.44,13.66,351.15,16.81,32.17,3.24,73.56,90.11,16.55,19.14,3.17,487.66,45.85,853.44,39.84,14.84,2.31,20.4,4.92,1.32,95.49,162.79,67.3,16.37,2.52,72.41,118.52,46.11,2.21,78.2,27.44,2.38,112.89,179.46,66.56,3.8\n2577,53.5,16.88,4.63,63.43,74.79,11.36,47.6,1.56,12.26,1348.74,7.48,15.96,346.94,20.8,35.92,3.51,96.83,141.28,44.45,14.59,3.9,509.07,44.87,979.36,21.83,21.32,2.53,17.98,4.36,1.93,139.24,272.26,133.02,20.57,3.72,107.54,209.27,101.74,3.79,74.07,25.43,2.33,121.11,198.41,77.3,5.38\n2578,45.96,19.31,4.21,74.24,104.44,30.2,52.2,1.56,12.0,1046.05,16.4,18.83,573.73,25.93,36.92,3.93,116.88,192.42,75.54,17.05,3.33,471.91,54.24,705.58,18.54,12.48,2.41,47.79,4.18,2.27,219.37,453.61,234.24,38.26,4.43,34.45,52.83,18.38,19.14,76.93,27.01,2.71,153.05,278.7,125.64,9.32\n2581,58.3,30.35,4.81,33.24,49.08,15.84,5.2,0.09,9.96,271.09,31.83,21.56,117.64,24.74,36.03,2.91,27.81,35.19,7.38,11.56,4.01,456.16,43.44,407.49,22.42,2.63,1.43,37.44,3.73,1.27,32.92,57.56,24.64,31.12,2.74,19.0,28.27,9.27,35.48,76.42,17.41,1.78,50.91,69.3,18.38,73.0\n2582,45.11,22.0,3.71,23.78,34.11,10.33,14.9,0.17,11.59,355.8,25.71,17.23,106.47,27.39,29.09,2.89,26.76,33.14,6.38,22.28,3.68,446.76,42.4,342.93,21.13,1.73,1.34,44.71,3.62,0.9,32.32,51.65,19.33,36.36,2.27,15.9,23.56,7.67,41.22,69.91,15.83,1.64,47.07,62.13,15.06,80.47\n2583,32.69,12.66,3.14,20.63,29.83,9.2,24.0,0.37,11.82,379.13,26.56,19.56,105.98,29.2,33.16,2.7,25.18,31.05,5.87,18.41,3.34,469.43,44.9,321.91,14.77,3.08,1.13,32.92,4.5,1.02,37.36,61.76,24.4,40.26,2.26,14.29,20.98,6.69,41.36,65.68,12.11,1.84,46.72,62.86,16.14,80.14\n2584,22.27,9.64,2.84,19.38,28.04,8.66,31.7,0.57,12.62,448.66,19.1,33.01,128.51,26.33,32.79,2.93,23.78,29.33,5.55,18.31,3.66,417.44,50.82,364.14,18.39,4.0,1.09,42.14,4.39,0.94,38.47,60.06,21.59,32.02,1.93,16.15,23.71,7.56,37.95,66.26,9.38,1.7,44.9,60.83,15.93,80.08\n2585,25.43,7.18,3.3,16.41,24.34,7.93,32.8,0.68,12.28,432.56,24.13,35.4,109.32,32.45,31.4,2.84,31.63,38.08,6.45,32.36,4.3,464.81,49.1,364.91,46.3,7.11,1.07,43.41,4.64,0.86,32.85,51.18,18.33,43.4,2.21,13.28,19.72,6.44,35.74,67.43,8.02,1.6,48.98,64.03,15.05,76.02\n2586,31.73,4.04,3.35,16.43,24.0,7.57,35.2,0.99,12.07,499.02,19.63,29.14,88.52,32.52,32.91,2.65,29.39,35.67,6.28,24.36,4.56,526.81,49.03,420.6,51.63,8.53,1.1,46.43,4.54,0.94,43.62,64.48,20.86,39.54,2.02,19.83,28.13,8.3,33.27,62.83,6.82,1.72,52.08,69.18,17.1,73.94\n2587,33.33,8.53,3.58,21.29,30.39,9.1,38.7,0.91,12.01,567.66,15.42,34.22,112.44,29.84,33.22,2.87,41.7,47.63,5.93,20.65,4.13,586.73,44.24,482.85,35.84,6.22,1.17,41.2,4.9,0.91,49.16,70.23,21.07,28.5,2.12,18.34,25.36,7.02,31.7,63.7,5.88,1.8,78.7,100.6,21.89,56.53\n2588,44.99,21.37,3.65,24.09,32.63,8.54,37.9,0.64,11.45,623.97,10.54,33.07,129.14,22.19,29.73,2.95,50.67,56.57,5.9,23.08,4.22,779.86,41.99,869.92,26.68,4.22,1.21,30.12,4.33,0.82,59.02,83.78,24.76,19.95,2.3,43.22,53.08,9.86,23.01,57.08,5.13,1.67,63.9,80.0,16.1,59.71\n2589,38.81,17.39,4.01,30.96,39.72,8.76,38.5,0.6,11.39,818.89,7.23,26.73,267.15,17.41,27.52,2.91,87.66,99.8,12.14,20.64,3.37,772.97,38.95,961.47,33.4,5.17,1.38,21.37,4.01,0.76,70.91,86.74,15.84,13.96,2.27,44.54,52.12,7.58,21.75,43.89,4.49,1.73,75.36,83.34,7.98,37.74\n2590,36.65,12.87,3.41,45.55,56.07,10.52,35.0,0.61,11.43,926.01,8.02,27.16,518.45,13.66,30.72,3.03,110.04,135.02,24.98,13.92,2.86,782.99,31.05,766.74,28.89,10.58,1.36,15.49,4.55,0.75,97.87,131.29,33.42,17.08,2.21,46.16,53.64,7.48,15.32,43.41,4.04,1.84,98.02,124.02,26.0,26.54\n2591,24.4,24.22,3.57,57.98,67.35,9.37,31.8,1.11,11.46,1169.65,7.63,28.64,633.03,13.02,33.93,3.18,111.45,139.74,28.29,9.48,3.77,729.46,45.25,1279.94,20.05,5.94,1.49,14.55,5.22,0.93,131.35,164.06,32.71,15.54,2.16,40.14,45.77,5.64,18.43,38.94,3.73,2.0,98.84,111.27,12.43,20.58\n2592,29.1,28.34,3.44,75.74,87.01,11.27,32.3,2.85,11.5,1205.86,7.49,20.6,617.28,11.78,42.65,3.15,114.2,148.08,33.88,6.54,3.18,498.28,49.1,1291.38,26.24,4.36,1.48,10.47,5.59,0.6,102.81,130.1,27.29,16.02,2.4,27.29,32.16,4.87,24.1,37.09,3.62,1.56,98.84,108.94,10.11,13.9\n2593,23.9,19.44,3.55,56.52,63.62,7.1,34.4,3.73,11.32,1218.59,7.32,16.02,446.51,8.72,37.87,3.14,109.93,140.68,30.75,4.77,1.8,576.78,38.25,1187.74,17.91,3.81,1.61,8.22,4.96,0.69,64.5,78.35,13.85,12.73,2.34,29.46,35.35,5.89,23.5,36.84,3.8,1.46,105.38,121.86,16.48,13.59\n2594,19.78,11.94,3.13,107.88,124.87,16.99,36.6,4.93,11.16,1088.98,9.28,14.36,684.57,6.81,30.64,2.58,108.9,141.17,32.27,17.05,2.38,1058.2,42.29,418.04,12.97,3.45,1.94,11.38,4.84,0.41,58.92,74.43,15.5,9.67,2.48,93.15,138.14,44.99,3.58,30.89,3.91,1.7,80.96,92.62,11.66,19.51\n2596,21.98,9.77,3.07,86.97,108.98,22.01,30.6,9.15,10.98,820.79,7.81,10.95,803.97,9.87,38.57,2.62,56.73,60.38,3.65,10.99,3.2,877.04,79.58,515.0,27.74,10.38,2.03,12.17,5.59,0.77,51.23,63.7,12.47,14.58,2.22,19.34,23.37,4.03,24.12,40.51,16.14,2.25,99.08,132.09,33.01,3.5\n2597,23.7,12.96,5.21,56.56,65.39,8.83,27.6,6.56,10.78,844.86,7.78,12.1,112.37,9.93,35.24,2.6,68.02,74.17,6.15,13.18,3.82,547.53,101.97,614.74,20.24,19.53,1.94,10.49,5.69,0.72,45.34,55.16,9.82,16.96,2.0,52.41,61.61,9.2,7.13,47.19,21.29,1.95,115.62,184.93,69.31,3.09\n2598,25.76,10.22,4.47,49.92,56.98,7.06,29.9,6.4,10.82,890.98,6.99,14.98,88.65,13.59,25.34,2.63,66.17,74.36,8.19,11.52,3.81,529.32,82.94,889.49,49.09,14.56,1.8,9.25,5.26,0.27,41.68,54.21,12.53,17.96,1.78,37.53,44.62,7.08,8.67,50.13,21.57,2.2,116.55,197.58,81.04,2.38\n2599,20.99,15.31,4.21,44.11,51.21,7.1,32.4,6.5,10.82,794.32,8.13,14.82,100.02,11.29,25.79,2.54,58.62,65.6,6.98,7.0,3.31,521.83,65.79,719.55,67.04,15.98,1.64,6.5,5.22,0.64,48.47,71.31,22.83,14.38,1.9,50.93,67.46,16.53,3.95,54.25,27.57,2.13,106.91,177.73,70.82,3.82\n2600,29.93,13.21,3.54,55.95,64.25,8.3,33.8,4.55,11.09,925.2,7.93,13.27,120.85,16.72,22.23,2.49,56.25,64.8,8.55,8.68,3.24,490.99,67.15,362.48,51.68,17.59,1.74,5.64,5.34,0.88,83.48,141.39,57.91,10.49,2.13,62.53,102.46,39.93,2.31,50.13,25.13,2.41,105.28,186.52,81.24,4.64\n2601,37.3,9.57,3.19,51.21,61.35,10.14,37.8,6.17,10.97,910.82,9.81,13.59,234.22,23.01,25.44,2.9,75.62,109.45,33.83,8.07,3.79,517.71,86.74,410.39,35.41,31.32,1.72,10.09,5.72,1.09,85.77,152.29,66.52,18.92,2.37,64.58,111.44,46.86,4.22,77.74,29.89,1.95,112.14,195.79,83.64,5.62\n2602,26.13,7.25,3.9,54.43,98.67,44.24,34.5,7.98,11.2,717.58,16.27,10.99,164.18,18.26,27.14,3.02,76.81,111.84,35.03,4.72,3.82,532.82,65.59,568.4,45.98,34.9,1.96,42.29,5.58,0.52,76.56,125.24,48.68,26.93,3.46,51.07,80.48,29.41,11.19,89.75,40.87,2.04,131.13,220.72,89.59,11.87\n2603,16.86,12.93,5.64,96.13,165.32,69.19,35.3,11.14,11.2,626.08,21.27,12.68,136.73,21.19,29.69,3.07,75.17,109.73,34.56,8.42,3.86,506.06,54.69,411.13,44.89,20.97,1.91,67.24,5.32,0.56,77.82,124.18,46.37,38.06,3.39,20.53,32.39,11.86,23.11,82.61,36.9,1.9,104.23,158.45,54.22,27.56\n2604,30.27,16.39,8.25,81.5,132.59,51.09,39.4,14.9,11.57,591.47,22.75,21.14,197.93,23.79,32.7,2.89,56.88,77.7,20.82,8.14,3.38,557.13,47.06,368.01,29.21,15.56,1.88,54.1,5.81,0.73,61.82,91.87,30.05,41.17,3.27,18.38,28.79,10.42,23.98,85.31,29.57,1.8,83.87,116.98,33.1,45.95\n2605,34.78,16.84,8.25,100.25,163.54,63.29,39.2,10.64,12.12,598.5,24.27,20.57,123.58,29.42,38.98,3.06,53.28,68.51,15.23,15.41,3.48,527.52,51.99,456.87,24.43,9.15,1.88,48.15,5.45,1.04,43.44,62.47,19.03,51.2,3.64,20.31,31.27,10.96,26.75,83.02,24.1,1.75,59.93,79.51,19.58,66.89\n2606,41.96,11.17,6.74,78.95,118.74,39.79,42.6,7.65,12.52,595.11,27.61,25.79,104.32,32.65,40.49,3.11,37.0,46.01,9.01,26.17,4.35,455.32,47.78,391.13,37.83,6.16,1.74,36.63,5.15,1.01,25.98,42.91,16.93,51.66,4.53,9.49,15.17,5.68,41.4,78.39,18.36,1.96,50.57,64.92,14.35,81.03\n2607,35.51,16.43,4.99,34.5,47.37,12.87,43.8,5.65,13.04,581.21,24.89,29.25,97.52,39.46,36.3,3.06,22.48,27.83,5.35,20.12,9.12,466.35,47.57,357.2,31.0,9.44,1.31,37.61,5.49,1.0,34.1,54.09,19.99,43.81,3.83,10.18,16.17,5.99,44.37,72.3,13.75,2.01,40.1,51.09,10.99,97.93\n2608,40.33,12.87,4.36,18.72,27.3,8.58,38.2,5.07,13.28,574.1,26.88,31.95,115.47,34.11,36.55,3.05,22.99,27.7,4.71,23.31,9.11,472.46,42.5,331.08,30.6,10.62,1.29,39.31,5.46,1.3,32.78,58.88,26.1,45.2,3.17,12.79,17.99,5.2,42.64,69.62,10.53,1.79,40.92,52.26,11.34,96.72\n2609,30.19,13.91,3.89,20.81,30.17,9.36,41.2,6.15,13.16,565.55,22.71,38.18,134.98,25.28,34.62,2.66,25.06,29.97,4.91,29.84,9.68,523.45,32.21,325.45,41.77,10.58,1.3,30.28,5.69,1.18,34.32,50.85,16.53,43.67,3.07,15.67,22.84,7.17,37.81,63.42,8.62,1.69,42.96,52.13,9.16,88.55\n2610,47.37,26.32,3.63,19.41,27.68,8.27,44.4,5.93,12.91,673.76,23.3,42.75,115.52,26.05,35.66,2.96,29.8,34.48,4.68,21.73,9.3,591.18,28.13,354.25,25.15,17.2,1.47,22.78,4.88,1.23,23.42,36.42,13.0,41.5,3.03,15.65,22.4,6.76,39.92,54.31,7.12,1.63,39.15,47.7,8.55,89.12\n2611,45.01,20.23,3.04,28.48,37.28,8.8,37.5,4.29,12.54,742.07,21.37,36.13,128.62,20.41,34.59,2.8,29.39,33.42,4.03,21.02,9.03,642.54,28.04,412.44,32.55,25.52,1.53,34.7,4.4,1.08,21.05,30.12,9.06,32.41,2.73,23.92,32.57,8.64,39.59,47.93,6.05,1.79,38.16,45.88,7.72,87.03\n2612,27.6,13.5,3.74,28.21,37.92,9.71,36.2,3.77,12.11,739.35,21.78,26.07,112.82,19.3,30.41,2.83,39.37,43.25,3.88,22.3,9.63,586.8,22.22,514.54,40.38,19.02,1.66,24.48,4.77,1.18,42.65,57.26,14.61,26.42,2.77,27.61,36.27,8.66,37.05,45.76,5.35,1.89,44.31,52.2,7.89,86.73\n2613,27.48,9.0,3.23,25.89,32.8,6.91,39.3,3.49,12.08,828.02,12.62,27.29,142.54,20.65,31.86,2.86,48.61,51.32,2.71,24.98,9.62,684.23,18.86,902.32,34.44,24.27,1.88,18.66,4.36,1.1,45.8,53.69,7.89,29.4,2.85,30.28,38.03,7.75,31.65,37.68,4.93,1.81,45.85,51.44,5.59,80.82\n2614,33.76,6.54,3.25,41.56,49.23,7.67,39.0,2.46,11.86,884.15,9.49,20.5,183.19,16.93,28.12,3.0,99.9,109.03,9.13,25.14,9.74,939.33,16.63,571.92,24.53,21.59,1.76,14.49,3.95,0.88,32.51,41.36,8.85,31.01,2.88,20.69,25.61,4.92,37.67,27.91,4.46,1.78,36.66,40.83,4.17,79.96\n2615,26.64,7.82,3.53,60.4,67.2,6.8,42.1,1.72,11.82,809.0,14.97,14.36,251.96,17.68,32.2,2.88,89.97,96.31,6.34,22.86,9.47,664.19,17.7,769.41,26.06,25.13,2.04,11.28,3.69,0.96,27.88,35.97,8.1,30.24,3.14,19.47,24.98,5.52,37.15,21.03,4.03,1.49,32.24,36.78,4.54,77.14\n2616,30.89,13.43,3.19,50.26,58.19,7.93,41.0,3.62,11.09,741.73,13.2,15.56,132.64,23.99,31.59,2.77,73.5,79.79,6.29,18.75,9.72,567.01,21.93,416.58,26.19,20.04,1.96,9.64,3.77,0.63,39.56,51.53,11.97,26.12,2.99,21.3,28.29,6.98,36.94,18.63,3.98,1.5,52.67,58.82,6.15,54.35\n2617,29.02,10.72,3.08,51.62,58.76,7.14,37.6,5.6,10.95,615.69,20.24,16.74,236.97,18.61,27.33,2.59,73.62,81.58,7.96,22.31,9.94,555.25,25.87,376.3,26.02,19.06,1.75,16.77,4.57,0.81,37.57,48.22,10.65,19.5,3.16,20.11,27.32,7.21,36.95,27.52,3.85,1.58,76.23,85.83,9.6,45.55\n2618,24.32,7.84,3.14,61.77,71.48,9.71,32.5,3.93,10.96,505.62,24.13,19.56,271.65,16.13,26.15,2.62,54.63,59.2,4.57,16.3,9.71,553.17,28.63,406.13,21.9,19.22,1.48,23.53,5.0,1.15,65.78,84.54,18.76,13.75,2.79,16.04,23.52,7.48,39.88,27.06,3.61,1.56,41.47,45.78,4.31,67.77\n2619,22.45,8.52,3.55,50.23,58.54,8.31,27.6,2.75,10.78,484.4,21.2,14.32,151.03,12.96,39.44,2.54,37.04,39.84,2.8,10.1,8.5,590.22,40.43,373.02,16.24,14.4,1.5,17.74,5.34,0.97,34.23,41.71,7.48,11.77,2.39,10.89,15.72,4.83,38.98,21.04,3.47,1.34,47.44,52.58,5.14,53.09\n2620,25.49,6.2,4.04,57.91,67.93,10.02,27.9,2.35,10.66,460.14,13.29,16.91,121.92,16.33,35.92,2.65,52.84,55.85,3.01,7.72,10.19,602.49,51.72,499.92,17.5,17.92,1.49,13.6,5.09,1.04,28.71,35.97,7.25,12.23,2.01,17.25,21.43,4.18,31.2,20.04,3.94,1.45,52.87,57.01,4.13,41.1\n2621,22.54,16.67,3.26,63.68,70.47,6.79,26.0,2.22,10.82,423.94,15.44,20.25,107.98,13.35,32.17,2.64,66.02,69.0,2.98,6.61,10.35,564.14,63.98,450.93,15.73,13.33,1.52,10.78,5.58,1.13,25.14,31.84,6.7,17.06,1.81,14.45,18.78,4.33,29.51,17.63,4.11,1.36,47.64,52.55,4.9,47.91\n2622,24.2,16.4,3.31,46.74,52.03,5.29,24.4,3.07,10.71,328.87,23.28,18.9,97.25,12.78,36.29,2.55,55.79,58.49,2.7,9.88,9.83,461.46,50.44,321.77,22.2,10.6,1.52,8.9,5.3,0.94,31.29,39.59,8.3,14.97,1.76,11.0,14.77,3.78,28.58,14.09,3.98,1.39,41.91,46.04,4.14,48.79\n2623,25.73,17.79,3.74,38.05,43.74,5.69,21.2,4.67,10.68,332.03,15.66,22.79,109.73,18.23,31.35,2.55,29.34,30.01,0.67,7.77,8.8,494.0,34.6,318.57,22.83,12.97,1.57,9.56,4.96,1.06,23.66,35.41,11.75,11.1,1.65,14.8,18.67,3.87,26.71,11.72,4.11,1.38,38.98,43.01,4.02,48.4\n2624,18.28,14.22,2.97,24.26,29.82,5.56,22.9,6.18,10.99,400.22,14.72,17.93,93.75,16.66,23.42,2.36,35.55,38.62,3.07,17.2,10.64,527.52,37.78,351.56,21.53,17.87,1.59,19.36,4.93,1.06,48.57,64.6,16.03,7.99,1.78,26.27,35.55,9.27,23.1,10.61,4.05,1.41,33.84,37.72,3.88,54.71\n2625,10.93,9.12,2.59,13.48,17.78,4.3,29.4,9.31,10.83,458.37,14.98,18.61,110.81,19.3,24.85,2.76,46.8,54.12,7.32,15.75,17.75,521.68,31.94,348.94,18.54,17.07,1.75,16.92,5.22,1.1,43.88,67.33,23.45,8.09,1.9,13.16,19.91,6.75,26.98,9.86,4.15,1.53,41.54,50.0,8.46,50.44\n2626,26.09,22.63,3.1,27.9,34.54,6.64,28.6,10.36,11.27,487.06,19.21,25.1,104.38,23.2,24.32,3.0,45.11,55.57,10.46,20.61,17.3,535.67,26.13,345.25,14.99,26.32,2.18,30.92,5.52,1.41,23.87,33.96,10.09,11.17,2.25,11.66,18.4,6.74,26.88,11.94,5.61,1.87,49.28,61.05,11.78,49.72\n2627,23.83,19.28,3.82,33.16,41.81,8.65,32.4,11.74,11.6,515.89,18.96,21.76,103.42,20.43,19.81,3.5,38.2,47.47,9.27,18.36,17.31,518.17,21.24,369.82,26.27,24.78,2.62,49.94,5.59,1.14,36.18,61.12,24.94,14.56,2.43,10.5,16.42,5.92,31.64,12.11,5.69,2.24,41.51,52.15,10.64,56.55\n2628,25.87,26.11,5.12,26.63,35.06,8.43,34.0,17.42,11.51,489.08,21.49,20.62,106.94,21.72,16.58,3.98,33.73,41.88,8.15,11.43,14.18,556.62,23.81,301.49,30.5,19.38,2.75,36.37,5.15,1.29,28.89,45.26,16.36,16.91,2.22,12.12,19.81,7.69,35.04,15.96,4.88,2.61,37.5,47.08,9.58,70.13\n2629,28.41,27.64,5.16,25.09,35.68,10.59,27.9,20.31,11.67,542.54,23.45,28.09,107.25,20.71,22.79,3.47,27.9,34.41,6.51,8.22,10.9,494.02,28.08,331.65,19.17,14.1,2.81,28.47,5.56,1.56,24.83,40.07,15.24,14.33,2.48,13.12,20.73,7.61,38.55,24.97,4.56,2.33,28.98,36.03,7.04,81.87\n2630,27.88,17.86,4.76,20.09,28.83,8.74,25.1,16.96,11.55,523.78,25.87,20.45,97.89,23.37,23.58,3.41,26.45,32.18,5.73,9.25,8.97,473.56,23.01,306.71,17.32,11.98,2.55,30.52,5.68,1.56,22.17,35.38,13.2,12.74,2.21,13.71,21.84,8.12,41.27,23.98,4.43,2.17,29.09,36.15,7.06,87.08\n2631,18.24,12.89,3.92,19.14,27.26,8.12,26.2,13.73,11.64,533.02,25.24,16.71,108.94,18.2,24.7,2.94,24.89,30.2,5.31,7.74,7.87,520.43,19.32,380.34,15.51,9.9,2.11,21.82,4.88,1.47,22.42,35.26,12.84,13.77,2.05,12.18,18.98,6.8,40.93,18.5,4.12,2.04,26.86,32.32,5.46,87.21\n2632,15.24,8.25,3.16,20.07,28.13,8.06,24.8,13.25,11.46,516.58,26.77,16.55,118.35,12.8,25.56,3.07,26.12,30.11,3.99,6.05,8.03,569.09,14.61,350.66,14.49,11.11,2.22,16.03,4.32,1.4,15.03,23.46,8.42,11.39,2.06,12.14,19.62,7.48,40.37,14.55,3.78,1.74,26.41,31.19,4.78,89.27\n2633,11.09,6.77,3.11,22.12,31.74,9.62,21.2,12.82,11.56,432.58,27.74,11.58,94.85,15.26,21.64,3.01,22.37,25.99,3.62,4.72,7.82,491.12,13.97,329.27,13.52,12.35,1.92,11.46,3.94,1.28,15.3,23.94,8.64,8.52,1.88,13.0,20.27,7.27,41.01,12.36,3.88,1.58,23.77,29.24,5.47,89.71\n2634,8.86,5.46,3.43,24.79,33.3,8.51,19.6,10.93,11.86,433.74,27.52,12.43,121.24,17.92,22.11,2.96,19.27,22.34,3.07,4.25,8.56,558.49,13.0,335.29,10.95,9.86,2.0,13.72,3.81,1.14,17.14,25.83,8.69,6.8,1.92,14.33,21.59,7.26,41.7,13.2,4.28,1.93,25.51,31.51,6.0,89.29\n2635,20.68,5.22,3.27,21.93,30.54,8.61,15.6,9.62,11.94,480.35,21.34,8.82,111.06,25.62,18.95,3.13,22.49,26.2,3.71,4.19,8.33,550.84,10.3,364.99,9.96,9.1,1.86,12.07,3.65,1.09,15.87,23.19,7.32,5.37,1.9,14.36,21.98,7.63,40.82,12.37,4.37,1.99,31.25,37.04,5.79,78.16\n2636,16.58,3.96,2.88,22.17,29.34,7.17,16.6,6.71,11.65,428.73,20.9,14.0,87.44,19.92,18.6,2.81,24.89,27.77,2.88,7.68,8.14,579.77,7.39,410.47,14.34,13.31,1.96,10.22,4.36,1.04,14.92,22.35,7.43,4.63,1.82,15.4,23.16,7.76,39.78,10.67,4.07,1.54,26.5,30.98,4.47,81.12\n2637,11.73,4.49,2.98,29.55,39.57,10.02,16.3,4.7,11.42,392.8,23.38,10.56,132.55,14.42,15.1,2.69,27.06,29.58,2.52,6.34,9.76,609.33,5.33,393.75,28.71,16.86,1.88,9.73,5.14,0.93,20.71,28.04,7.33,3.48,1.99,17.24,24.39,7.14,36.6,9.19,3.75,1.45,25.97,29.9,3.93,77.72\n2638,14.65,3.88,2.48,30.35,38.39,8.04,12.6,3.29,11.21,391.91,19.97,9.42,120.0,10.74,13.25,2.69,26.8,29.2,2.4,15.1,9.03,594.74,4.19,434.98,17.37,12.28,1.93,8.74,4.5,1.16,26.02,33.7,7.68,2.43,1.76,15.64,23.21,7.57,35.72,7.93,3.52,1.43,23.15,26.62,3.47,77.98\n2639,19.06,2.86,3.09,36.12,42.12,6.0,13.5,3.25,11.2,469.85,15.73,7.63,121.1,10.98,10.41,2.73,36.59,39.26,2.67,14.29,8.88,688.42,3.07,602.14,16.94,14.87,1.91,7.66,4.05,1.09,33.76,42.86,9.1,1.7,1.74,18.63,25.59,6.96,35.63,7.33,3.47,1.34,27.14,31.37,4.23,73.01\n2640,14.44,2.98,3.73,32.21,37.2,4.99,18.1,4.14,10.87,509.46,11.39,6.41,130.35,10.28,14.04,2.75,56.24,59.42,3.18,9.89,9.82,649.38,2.75,1157.69,13.19,12.51,1.74,7.27,3.74,0.99,46.45,57.12,10.68,1.89,1.56,18.55,26.17,7.63,36.98,7.48,3.52,1.13,24.18,28.43,4.25,74.63\n2641,21.61,3.78,2.96,37.29,42.3,5.01,17.8,5.0,10.46,491.62,12.55,5.41,144.76,8.83,12.97,2.83,67.4,73.48,6.08,6.92,10.09,614.08,4.04,1407.07,18.54,16.0,1.76,6.69,3.52,1.28,52.93,67.83,14.9,1.54,1.81,18.35,25.18,6.82,35.35,7.98,3.44,1.36,38.19,42.16,3.98,48.88\n2642,22.68,4.3,3.51,51.06,57.83,6.77,15.0,5.27,10.68,442.02,15.25,6.99,238.24,11.8,9.85,2.62,86.36,105.23,18.87,10.18,13.94,496.81,15.38,651.5,20.69,12.18,1.48,7.14,3.42,0.5,55.2,65.94,10.75,7.49,2.21,15.53,20.8,5.27,34.39,7.55,3.31,1.34,51.12,56.69,5.57,38.89\n2643,19.76,4.48,3.8,60.8,68.19,7.39,18.5,4.43,10.6,375.55,20.71,5.43,303.93,17.22,12.28,2.45,59.89,64.47,4.58,8.14,13.92,506.71,15.1,509.02,23.57,12.67,1.7,11.3,3.84,0.4,26.4,32.64,6.24,9.48,1.8,15.02,19.38,4.36,32.0,7.54,3.22,1.33,44.8,49.12,4.32,51.6\n2644,27.2,10.01,3.84,75.8,92.37,16.57,19.4,3.88,10.78,330.38,18.72,13.75,147.75,13.25,11.48,2.7,47.58,50.2,2.62,5.45,12.16,497.94,14.9,357.78,25.88,19.57,1.53,9.65,3.79,0.44,33.73,42.11,8.38,7.72,1.44,21.68,27.84,6.16,22.65,11.55,3.15,1.33,38.99,43.07,4.08,51.64\n2645,21.21,11.62,3.24,36.73,42.86,6.13,18.0,2.72,10.51,264.01,23.86,9.66,113.12,14.55,12.33,2.68,48.67,51.72,3.05,3.73,10.9,436.3,12.11,317.21,15.16,12.46,1.66,8.52,3.81,0.42,28.89,37.41,8.52,6.45,1.25,17.88,21.87,3.99,21.98,11.93,3.1,1.4,32.85,36.83,3.98,49.85\n2646,13.59,9.32,3.51,20.22,25.39,5.17,19.5,1.9,10.35,247.7,19.67,6.97,65.69,11.79,20.15,2.76,28.29,30.85,2.56,4.68,9.54,471.84,13.2,304.97,14.79,9.87,1.6,7.57,3.69,0.42,33.9,41.83,7.93,5.26,1.07,20.31,24.5,4.18,19.86,10.48,3.07,1.45,30.35,34.47,4.12,52.56\n2647,14.09,6.04,2.97,20.96,26.18,5.22,17.7,1.33,10.26,243.87,23.85,5.88,123.1,10.06,18.53,2.77,29.22,31.78,2.56,6.48,13.48,470.72,10.99,350.92,16.23,9.54,1.55,8.35,4.51,0.39,26.5,38.0,11.5,4.92,1.27,24.98,32.42,7.44,16.6,9.78,3.05,1.35,34.25,38.31,4.06,45.44\n2648,11.52,7.72,2.94,13.97,18.45,4.48,17.9,2.05,10.23,226.91,24.67,4.12,120.3,14.29,18.91,2.65,28.5,30.92,2.42,9.74,12.4,490.62,7.73,353.93,21.73,9.1,1.67,11.39,4.29,0.4,34.08,48.59,14.51,5.29,1.35,35.74,48.9,13.16,11.91,8.67,3.04,1.44,38.3,43.52,5.22,40.13\n2649,19.13,13.74,3.12,14.17,18.75,4.58,17.4,3.13,10.16,200.12,25.8,15.51,79.92,14.34,20.75,2.6,25.99,28.12,2.13,10.74,11.26,455.44,9.68,294.77,23.14,9.79,1.74,17.05,5.04,0.49,15.6,31.44,15.84,16.08,1.9,30.6,43.8,13.2,17.63,7.59,3.02,1.6,37.16,43.97,6.82,53.33\n2650,24.83,14.91,3.08,18.48,24.48,6.0,15.1,5.26,10.31,182.66,28.06,17.49,71.23,16.53,18.59,2.82,19.88,21.51,1.63,9.02,12.4,461.42,13.01,255.42,18.11,15.52,1.91,37.72,7.62,0.45,20.01,34.29,14.29,17.22,2.59,16.16,24.08,7.93,26.14,9.84,3.36,1.8,32.06,38.8,6.74,61.47\n2651,19.99,19.91,3.31,23.17,30.94,7.77,13.5,8.89,10.44,167.95,24.76,14.02,103.09,15.77,19.05,2.97,19.36,23.18,3.82,7.12,11.3,453.99,15.79,227.76,13.59,11.33,1.93,29.41,6.71,0.47,18.73,34.07,15.34,22.96,2.92,13.72,20.87,7.15,29.8,10.5,3.87,1.49,25.06,30.84,5.78,73.28\n2653,14.79,10.14,3.64,16.0,23.67,7.67,12.4,11.47,10.76,165.34,25.98,8.89,97.81,12.87,16.84,2.9,16.47,20.52,4.05,4.42,9.92,458.69,17.32,252.37,14.45,9.36,1.75,26.03,5.78,0.58,18.73,35.12,16.39,19.01,2.82,9.38,15.29,5.92,34.46,8.58,4.53,1.76,23.47,29.26,5.79,76.47\n2654,14.31,8.01,3.45,19.39,27.67,8.28,9.2,10.5,10.92,174.86,27.3,12.27,90.64,12.05,21.41,2.64,15.89,19.39,3.5,4.62,9.31,463.83,15.03,253.9,12.99,9.2,1.57,22.08,5.36,0.63,18.95,36.21,17.26,13.94,2.78,10.24,15.61,5.37,35.64,8.16,4.2,1.65,22.18,27.68,5.5,81.64\n2655,11.37,6.34,3.59,19.07,27.52,8.45,7.9,8.86,11.31,207.83,27.08,14.38,75.74,9.04,24.35,2.93,15.63,19.63,4.0,4.4,8.79,438.36,18.14,247.0,12.74,10.2,1.5,16.7,5.09,0.59,23.18,38.54,15.36,14.37,2.14,10.17,16.55,6.38,38.66,8.0,3.84,1.75,21.26,26.64,5.37,83.15\n2656,12.65,4.91,3.48,20.79,29.15,8.36,8.4,6.37,11.45,240.98,27.91,10.26,74.5,12.16,22.99,2.86,16.64,20.59,3.95,3.58,7.36,458.83,15.73,253.9,13.2,9.66,1.34,12.06,5.16,0.54,18.7,34.85,16.14,14.17,2.2,10.05,15.94,5.89,40.42,7.86,3.58,1.64,22.28,27.36,5.09,81.77\n2657,12.45,3.56,3.52,20.74,29.09,8.35,8.3,5.31,11.59,258.33,26.29,7.71,76.72,10.19,23.8,2.55,18.08,21.86,3.78,2.14,6.18,433.99,11.35,252.25,10.56,9.52,1.38,8.91,5.69,0.67,23.66,40.71,17.05,11.52,2.44,11.64,18.47,6.83,38.91,7.53,3.41,1.71,22.22,27.19,4.97,84.8\n2658,10.88,3.73,3.05,20.87,30.69,9.82,7.8,4.76,12.36,298.93,25.87,5.71,82.79,8.1,22.87,2.67,17.81,21.85,4.04,2.57,6.68,431.26,8.14,256.13,9.74,9.59,1.46,7.27,5.77,0.79,21.8,38.08,16.28,8.46,2.36,13.78,20.01,6.23,36.64,7.3,3.29,1.76,22.2,27.07,4.87,83.61\n2659,17.55,4.36,3.08,20.34,29.38,9.04,7.5,3.35,12.45,271.3,23.77,6.94,92.74,6.12,17.95,2.52,19.88,23.57,3.69,2.46,7.03,445.55,6.58,278.36,118.04,9.84,1.3,10.24,5.09,0.33,21.79,35.16,13.37,6.1,2.84,11.32,16.89,5.57,38.1,10.81,3.2,1.79,21.98,26.77,4.79,87.4\n2660,21.53,5.24,3.4,21.86,30.52,8.66,5.5,2.35,11.88,285.12,24.41,9.43,100.31,5.38,13.67,2.67,21.16,23.98,2.82,2.79,7.29,472.78,8.21,356.66,24.55,16.23,1.53,9.82,4.65,0.65,28.4,42.27,13.88,4.63,2.68,18.77,26.16,7.39,34.03,11.35,3.56,1.58,26.96,32.05,5.09,82.23\n2661,28.35,5.15,2.88,26.94,36.03,9.09,6.4,1.64,11.22,354.8,18.91,11.14,110.79,11.86,10.54,2.71,33.1,35.62,2.52,7.65,7.73,483.31,7.35,356.45,31.42,23.66,1.42,9.38,4.16,0.86,44.17,66.28,22.11,3.42,2.71,34.55,43.4,8.86,24.37,9.52,3.62,1.74,32.95,38.48,5.53,77.81\n2662,34.05,4.58,3.23,32.84,41.36,8.52,7.8,2.99,11.38,369.26,19.25,7.8,135.67,9.46,12.38,3.09,36.6,40.03,3.43,9.88,7.63,463.2,6.0,609.98,28.22,15.82,1.65,9.18,3.81,0.68,47.49,59.08,11.59,2.62,2.98,34.72,42.64,7.91,24.68,8.77,3.43,1.72,35.2,39.03,3.83,69.5\n2663,13.79,3.57,3.04,43.96,52.47,8.51,9.6,4.49,10.88,381.64,19.68,9.05,150.77,7.21,14.14,3.04,35.43,36.8,1.37,8.0,7.69,620.92,8.59,347.33,18.56,15.6,1.62,8.47,3.57,0.49,24.92,32.97,8.05,6.01,2.11,18.09,25.0,6.91,33.28,7.97,3.3,1.66,28.72,32.33,3.6,70.82\n2664,14.29,2.48,3.25,53.78,63.54,9.76,15.4,3.15,11.02,378.18,23.12,9.18,120.79,8.96,20.84,2.8,37.09,39.43,2.34,5.87,8.85,696.1,14.42,420.41,16.55,18.56,1.68,7.74,3.45,0.62,24.58,31.68,7.1,11.44,2.28,16.32,23.22,6.9,35.5,7.08,3.21,1.54,37.86,42.85,4.99,57.84\n2665,14.84,2.45,3.08,32.31,37.99,5.68,16.6,2.2,10.49,303.23,25.25,6.85,219.02,7.68,19.24,2.97,55.01,57.81,2.8,4.87,10.22,576.91,13.15,493.76,14.84,18.23,1.57,7.34,3.89,1.17,34.45,47.25,12.8,10.58,2.02,21.21,27.72,6.5,30.62,8.22,3.15,1.46,30.63,34.31,3.68,71.62\n2666,19.29,3.93,3.44,34.23,39.73,5.5,13.0,1.54,10.82,333.38,16.99,9.0,224.21,8.32,15.99,2.63,52.43,55.55,3.12,3.7,12.35,483.44,11.1,523.65,25.46,19.22,1.72,7.45,4.71,1.5,53.98,66.78,12.79,8.14,1.82,24.2,30.55,6.34,26.94,8.55,3.1,1.47,36.74,41.25,4.5,58.03\n2667,16.28,10.58,3.91,28.66,34.04,5.38,12.4,2.68,10.55,299.08,23.1,9.95,241.14,9.16,15.3,2.5,43.6,46.05,2.45,2.88,12.29,464.26,12.61,634.51,28.13,22.23,1.6,8.79,5.1,1.27,31.68,39.88,8.2,6.33,1.62,29.64,36.4,6.77,18.85,8.29,3.07,1.56,61.58,67.5,5.92,32.55\n2668,21.56,9.17,4.21,41.02,47.93,6.91,11.5,3.92,10.29,268.0,24.25,7.6,149.88,7.58,12.49,2.4,29.25,31.49,2.24,3.47,11.55,471.92,11.78,380.47,18.89,15.42,1.62,8.3,4.64,0.92,24.81,31.98,7.17,4.58,1.34,25.51,30.87,5.36,15.12,10.76,3.05,1.55,49.78,54.84,5.06,41.08\n2669,23.29,10.23,3.87,27.09,32.58,5.49,13.8,2.75,10.46,251.45,25.6,12.83,126.05,7.55,12.91,2.6,21.42,23.45,2.03,2.87,10.32,440.37,9.02,259.23,16.75,14.94,1.57,8.41,5.13,0.8,17.29,23.54,6.25,6.61,1.4,31.67,38.44,6.77,9.87,10.71,3.04,1.49,41.78,46.27,4.49,37.76\n2670,20.32,11.23,3.23,15.18,19.84,4.66,17.4,2.93,10.58,228.7,24.04,13.51,80.94,7.94,19.86,2.9,19.81,20.34,0.53,4.62,8.91,454.48,6.84,328.54,26.24,17.39,1.6,8.79,4.56,0.94,19.45,25.74,6.29,7.38,1.46,31.76,38.85,7.1,6.77,11.69,3.02,1.52,35.47,40.19,4.71,45.63\n2671,24.92,7.98,3.95,14.02,18.25,4.23,12.8,3.97,10.34,247.82,23.75,12.97,81.45,5.94,18.23,2.85,20.58,20.82,0.24,8.56,8.94,442.41,13.72,484.43,19.2,18.03,1.64,8.94,4.99,0.76,22.53,35.28,12.75,5.69,1.59,38.5,51.69,13.19,3.2,11.68,3.41,1.55,30.61,34.93,4.32,51.85\n2672,20.78,19.56,4.6,15.12,19.28,4.16,14.8,4.17,10.31,233.37,23.55,9.08,96.52,4.81,13.77,2.58,22.95,23.55,0.6,7.05,9.56,435.11,19.46,382.41,16.18,15.91,1.89,8.98,7.37,0.71,25.79,38.67,12.88,4.22,1.57,34.64,48.3,13.67,5.32,9.97,3.49,1.63,32.49,37.38,4.89,44.79\n2673,18.85,17.26,3.47,13.18,17.54,4.36,18.5,4.55,10.4,195.91,29.8,11.7,78.56,10.8,21.02,2.9,31.05,33.81,2.76,5.84,9.05,454.15,16.8,283.96,17.4,15.43,2.21,9.32,6.18,0.81,32.56,48.38,15.82,8.31,1.75,29.46,43.72,14.25,11.09,8.66,3.35,1.83,29.09,34.63,5.54,59.43\n2674,17.52,14.56,3.42,17.42,22.52,5.1,14.4,4.96,10.59,169.76,31.84,20.34,115.82,9.8,25.24,2.88,20.57,22.82,2.25,8.93,7.43,460.11,14.26,256.14,22.73,12.43,2.49,33.52,6.43,1.2,24.9,36.24,11.34,9.0,2.24,16.9,24.71,7.81,24.27,12.92,3.24,2.1,25.31,30.73,5.42,73.45\n2675,24.38,13.95,3.71,21.21,27.73,6.52,12.9,6.94,10.83,160.33,31.74,14.7,81.99,7.22,25.97,2.85,17.22,21.36,4.14,8.95,6.21,467.6,12.37,231.12,34.73,16.98,2.63,61.2,7.73,1.18,19.72,30.59,10.88,7.56,2.59,9.5,15.59,6.08,34.41,13.58,3.33,2.31,24.59,30.79,6.2,76.95\n2676,27.41,10.09,4.26,14.73,20.76,6.03,12.4,10.2,10.97,125.81,33.97,12.93,85.73,7.45,32.47,3.04,16.25,20.49,4.24,5.91,6.42,467.15,16.09,251.18,25.63,24.19,2.46,34.25,7.1,1.13,16.83,28.03,11.2,14.16,2.18,8.2,13.51,5.31,37.59,11.78,3.74,2.45,23.37,28.72,5.35,79.86\n2677,19.72,14.74,4.07,11.02,16.69,5.67,9.6,10.0,11.3,130.42,33.38,11.19,49.49,11.81,27.98,2.86,15.44,19.42,3.98,4.44,7.3,492.31,16.49,264.43,16.74,15.78,2.23,23.12,6.21,1.13,15.38,27.48,12.1,13.46,2.17,8.08,13.71,5.63,37.73,17.31,3.76,2.03,22.04,27.11,5.07,85.89\n2678,12.74,12.02,3.25,10.52,15.97,5.45,9.1,8.16,11.39,131.44,34.76,8.75,109.96,17.52,20.39,2.79,14.23,17.93,3.7,5.11,7.4,479.24,13.58,243.33,12.41,11.95,1.76,16.7,5.69,0.94,15.86,27.74,11.88,10.4,2.16,8.59,14.17,5.58,39.48,17.99,3.9,1.75,22.13,27.1,4.97,92.26\n2679,8.07,7.24,3.19,9.87,15.3,5.43,8.8,6.5,11.92,172.19,35.35,6.35,91.51,14.47,21.33,2.72,14.9,18.84,3.94,5.0,7.41,467.47,12.08,238.46,11.78,9.97,1.57,13.3,5.28,1.01,20.56,36.36,15.8,8.12,2.16,8.11,12.9,4.78,42.22,17.33,4.26,1.63,21.53,26.57,5.04,94.43\n2680,16.6,5.48,3.14,12.42,18.82,6.4,6.8,5.3,12.22,207.91,34.42,9.45,68.15,15.95,18.54,2.77,15.06,19.04,3.98,3.47,9.01,462.16,10.54,249.43,13.19,8.36,1.44,17.94,4.8,0.8,18.0,33.5,15.49,9.6,2.1,9.6,15.44,5.84,42.88,16.61,4.68,1.53,22.32,28.27,5.95,95.17\n2681,14.83,9.98,3.19,12.57,18.25,5.68,8.0,6.74,12.35,243.93,32.29,10.19,77.24,12.53,16.84,2.69,15.22,18.93,3.71,3.56,8.88,457.61,8.04,243.34,12.53,8.46,1.48,13.18,5.23,0.72,24.33,41.12,16.79,7.98,2.08,11.71,17.6,5.89,41.54,14.63,4.47,1.63,21.41,26.86,5.45,96.92\n2682,10.2,8.74,3.09,17.83,25.75,7.92,12.7,8.62,12.19,245.1,35.0,7.18,93.66,9.1,24.39,2.7,17.2,20.43,3.23,4.33,7.97,473.37,6.38,255.28,9.7,8.74,1.47,10.66,4.99,0.49,18.02,31.0,12.98,5.62,1.86,11.02,16.44,5.43,41.37,12.49,4.03,1.53,21.22,26.64,5.42,99.18\n2683,14.73,6.54,2.84,16.37,23.6,7.23,15.5,7.86,12.18,269.62,30.2,6.49,100.23,6.81,27.11,2.58,17.8,20.77,2.97,4.16,8.76,482.72,5.17,266.92,10.2,7.91,1.82,7.61,4.46,0.66,23.35,33.93,10.58,3.99,1.77,13.58,19.9,6.32,42.98,15.3,3.72,1.68,21.94,26.76,4.82,101.38\n2684,13.3,4.75,2.97,13.06,19.62,6.56,15.7,5.79,12.17,385.18,17.89,5.23,79.13,4.82,21.23,2.81,23.04,25.65,2.61,4.6,8.88,627.33,4.46,340.81,9.49,8.96,1.93,6.4,4.02,1.01,21.23,29.94,8.72,3.19,1.75,15.68,23.21,7.53,40.16,14.8,3.5,2.26,30.3,34.94,4.64,89.02\n2685,17.22,3.56,2.98,18.49,24.07,5.58,19.2,4.05,11.85,429.48,10.23,9.43,172.42,6.57,19.69,3.19,41.82,44.87,3.05,4.49,8.22,800.61,3.91,743.71,14.57,14.47,2.39,5.35,3.71,1.03,27.73,35.45,7.72,2.35,1.87,23.98,31.45,7.48,35.48,11.86,3.35,1.9,31.44,35.86,4.42,81.33\n2686,30.33,4.04,3.0,26.43,32.88,6.45,26.8,4.39,12.09,524.35,11.61,6.6,259.98,5.14,16.11,2.99,59.47,61.78,2.31,4.41,7.51,947.8,3.59,635.65,25.13,26.35,2.39,3.74,3.5,1.06,35.0,43.2,8.2,1.64,1.99,38.66,48.93,10.27,26.19,9.81,3.25,1.8,40.4,44.8,4.4,66.48\n2687,23.82,14.12,3.29,46.04,51.98,5.94,29.2,7.69,12.02,601.6,10.42,12.66,282.23,11.17,17.19,3.3,103.98,126.62,22.64,12.32,7.09,1131.95,8.3,738.27,19.27,19.54,2.38,4.67,3.38,1.58,54.27,69.82,15.55,4.08,3.21,67.89,85.2,17.31,7.57,8.37,3.17,1.78,53.01,58.58,5.57,53.73\n2689,23.77,16.47,4.02,59.97,69.94,9.97,29.1,9.92,11.2,505.68,15.92,7.24,228.35,25.08,31.62,3.41,83.7,92.7,9.0,23.35,8.1,1187.44,19.14,495.5,17.62,13.88,2.27,16.42,4.36,2.8,47.05,57.06,10.01,20.75,2.38,73.43,101.0,27.57,3.45,16.68,3.98,1.65,45.83,51.05,5.21,57.61\n2690,17.24,13.89,4.84,86.06,102.51,16.45,29.2,7.18,11.45,607.72,8.65,15.49,185.27,22.18,36.47,3.35,64.46,69.44,4.98,29.29,12.18,991.59,27.32,505.36,26.46,21.0,1.96,23.66,4.51,1.76,48.3,63.29,14.99,22.45,2.54,78.19,114.7,36.51,2.29,15.73,4.06,1.79,58.88,70.8,11.92,47.23\n2691,28.38,24.18,6.75,59.35,68.42,9.07,29.9,8.06,11.53,718.81,9.49,14.81,250.83,23.04,42.13,3.5,52.28,55.92,3.64,27.39,21.07,899.45,35.44,411.49,21.17,14.25,2.24,17.01,5.05,1.46,30.58,38.85,8.27,31.88,2.12,73.53,116.56,43.03,1.89,20.05,4.2,2.17,99.04,129.01,29.97,13.49\n2692,23.5,20.33,6.29,56.59,65.04,8.45,28.9,9.14,11.12,597.17,11.74,15.96,226.62,27.44,34.79,3.59,57.18,58.64,1.46,28.31,18.22,853.61,34.85,328.67,30.48,14.8,1.82,15.46,5.5,1.06,31.43,42.59,11.16,39.0,1.98,54.36,75.38,21.02,3.93,26.71,4.42,2.14,117.46,163.67,46.21,4.57\n2693,32.21,13.08,5.45,42.48,49.01,6.53,26.7,7.33,10.88,516.78,15.37,23.68,157.29,30.05,30.19,3.14,64.06,71.52,7.46,24.09,14.9,562.77,34.99,376.83,39.09,21.39,1.88,11.88,5.37,0.98,23.66,30.43,6.77,36.24,1.76,34.58,40.91,6.33,10.01,27.96,4.31,1.59,87.36,98.3,10.93,11.33\n2694,26.63,10.63,4.68,32.98,37.8,4.82,28.8,6.51,10.62,462.31,16.74,17.01,52.84,25.09,36.43,3.48,64.95,75.16,10.21,15.61,11.87,545.51,34.91,443.77,24.71,14.92,1.69,9.26,4.78,0.98,21.43,27.64,6.2,35.68,2.02,26.29,30.75,4.46,14.7,23.71,4.01,1.62,52.94,58.11,5.17,48.28\n2695,16.71,12.61,5.49,34.56,39.54,4.98,25.0,5.25,10.87,407.42,17.79,21.97,82.96,24.79,37.39,3.31,53.89,58.48,4.59,9.27,9.21,760.56,31.19,324.4,15.67,12.83,1.83,7.26,4.43,0.93,29.76,39.86,10.11,28.16,2.17,13.7,17.39,3.69,26.78,23.06,4.31,1.63,32.6,36.45,3.85,65.65\n2696,18.45,13.32,4.8,23.87,28.41,4.54,25.7,4.48,10.97,379.06,21.21,15.55,90.64,24.46,31.63,3.33,47.34,52.04,4.7,10.04,11.13,619.39,28.18,339.66,23.47,18.79,1.94,11.75,5.1,0.92,37.65,53.36,15.71,23.34,1.87,19.37,23.76,4.38,22.32,20.41,4.79,1.63,32.06,36.22,4.16,57.34\n2697,21.23,9.95,5.3,24.18,28.86,4.68,26.4,4.81,10.88,326.96,22.28,14.13,73.91,18.84,28.23,3.51,35.13,39.83,4.7,9.05,11.36,626.9,29.95,385.55,24.31,15.25,2.01,31.54,5.1,1.14,40.31,59.76,19.45,19.14,1.67,19.59,25.99,6.4,22.29,16.41,4.57,1.71,43.05,53.91,10.86,43.22\n2698,21.53,7.22,6.91,33.08,39.5,6.42,21.6,6.86,11.05,285.83,21.03,22.83,76.66,16.77,26.72,3.54,34.16,39.37,5.21,7.13,10.85,620.92,24.01,335.57,26.53,16.21,2.26,38.68,4.67,1.09,32.11,48.87,16.76,13.93,1.52,11.01,17.51,6.5,23.69,16.06,4.29,2.14,57.1,69.44,12.33,29.56\n2700,22.95,22.91,8.32,33.43,42.34,8.91,25.6,10.31,11.14,319.69,22.78,17.25,137.04,12.1,27.77,3.54,36.47,44.94,8.47,16.95,9.19,646.79,30.69,350.14,13.35,9.36,2.47,46.47,4.65,1.08,32.43,49.13,16.7,17.83,1.66,13.84,21.19,7.36,27.51,24.56,4.53,1.91,51.34,64.85,13.51,43.56\n2701,30.79,16.54,6.84,40.61,52.73,12.12,25.7,7.38,11.29,321.84,17.46,12.3,106.62,8.48,28.33,3.69,45.91,55.08,9.17,18.19,7.99,530.48,33.23,416.86,22.6,8.22,2.14,37.15,4.34,1.12,26.25,38.01,11.76,14.73,2.21,13.83,20.99,7.16,29.61,22.58,4.07,1.92,36.23,43.02,6.8,62.31\n2702,23.25,13.81,6.22,25.21,34.81,9.6,24.3,5.19,10.56,336.66,17.91,9.28,76.03,8.37,23.04,3.23,37.84,43.1,5.26,17.82,7.23,546.88,25.73,437.35,16.01,6.98,2.21,26.47,4.76,1.19,36.42,50.52,14.1,11.18,1.97,19.5,28.01,8.51,27.82,17.58,3.75,1.7,34.08,38.28,4.2,50.08\n2703,17.87,12.9,5.47,22.96,30.24,7.28,24.8,4.58,10.58,329.19,23.13,6.74,146.02,11.83,30.34,3.2,45.47,53.99,8.52,12.01,8.01,580.73,43.71,464.22,11.44,7.8,2.02,22.17,4.32,0.73,22.11,31.7,9.6,14.03,1.98,13.57,20.88,7.32,31.82,13.8,3.52,1.51,29.99,35.21,5.22,65.78\n2704,13.41,13.84,3.84,34.51,42.75,8.24,22.6,7.14,10.74,317.77,25.26,9.7,83.48,15.15,29.71,3.28,35.71,43.12,7.41,7.31,7.97,585.09,39.66,489.28,13.31,7.3,1.96,53.05,4.63,0.75,22.13,32.24,10.11,12.36,2.39,14.91,24.9,9.99,33.84,11.34,3.37,1.56,30.92,36.44,5.51,70.51\n2705,18.81,17.4,4.03,25.18,34.11,8.93,20.3,11.16,11.26,372.72,24.47,9.04,103.63,12.32,22.44,3.03,29.53,37.51,7.98,5.13,8.61,578.68,28.64,543.8,9.1,6.91,2.2,35.88,4.49,0.76,23.47,32.16,8.69,11.74,2.5,13.23,20.17,6.94,34.54,9.9,3.26,1.72,36.26,43.62,7.36,71.65\n2706,20.66,17.1,4.0,44.81,63.19,18.38,21.7,11.17,11.47,418.65,23.33,6.43,88.61,9.48,16.38,3.24,33.08,38.83,5.75,3.66,9.21,591.93,20.64,464.75,14.16,7.44,2.13,26.26,4.7,0.75,18.42,26.99,8.57,14.88,2.61,13.47,21.06,7.59,34.72,9.16,3.18,1.66,23.33,27.52,4.2,90.75\n2707,14.38,12.58,4.04,23.84,30.91,7.07,22.1,8.38,11.39,458.18,20.94,7.18,94.36,7.38,11.89,3.33,37.57,43.5,5.93,3.31,8.22,642.7,14.89,588.57,15.59,7.23,2.24,19.41,4.74,0.82,19.25,27.91,8.66,12.61,2.84,15.88,23.73,7.85,33.78,9.85,3.13,1.69,21.91,26.75,4.85,91.3\n2708,12.45,8.57,3.76,23.14,31.58,8.44,23.5,6.59,11.18,468.66,16.47,9.1,116.06,5.26,10.75,3.2,50.96,56.48,5.52,4.13,7.22,735.94,10.6,590.59,10.43,9.17,2.26,14.82,4.22,0.78,24.58,34.23,9.65,9.81,2.45,15.61,22.44,6.83,32.17,9.38,3.21,1.62,22.75,26.15,3.4,84.65\n2709,7.46,6.36,3.91,20.4,27.47,7.07,20.9,4.61,10.91,535.87,13.1,7.33,106.76,4.34,15.99,3.08,40.44,43.17,2.73,3.35,7.84,663.01,8.18,670.22,12.72,11.3,2.27,10.87,3.85,0.75,25.78,34.94,9.17,7.12,2.21,18.75,26.42,7.67,30.71,8.74,3.22,1.71,26.57,30.07,3.51,72.83\n2710,6.37,4.37,3.73,34.7,42.4,7.7,15.5,3.23,10.95,569.19,14.41,5.97,250.62,3.17,19.72,3.0,48.91,53.12,4.21,3.43,11.25,719.93,6.79,598.9,11.73,9.88,2.29,12.61,3.6,0.82,34.77,43.29,8.52,4.99,2.19,26.47,36.97,10.5,26.5,7.94,3.15,1.72,30.99,34.03,3.04,65.63\n2711,11.37,3.84,3.22,34.16,40.7,6.54,12.8,2.26,10.92,558.97,18.76,4.18,179.71,5.8,16.29,3.07,75.81,85.55,9.74,3.47,9.83,629.93,8.49,591.64,8.67,8.35,2.19,10.43,3.48,0.79,50.86,63.6,12.74,3.49,2.07,22.42,28.09,5.67,25.12,7.46,3.11,1.52,33.04,36.58,3.54,61.59\n2712,10.73,5.11,3.75,45.39,53.43,8.04,11.7,1.58,10.47,524.54,16.48,5.15,220.28,8.62,22.24,3.08,50.99,55.01,4.02,5.91,8.23,691.98,7.72,500.3,13.27,10.41,2.04,10.01,3.91,0.58,36.56,45.47,8.91,2.48,2.23,25.84,31.83,5.99,22.85,7.24,3.16,1.35,31.85,35.26,3.4,61.23\n2713,8.44,4.32,3.98,54.09,62.41,8.32,12.3,1.15,10.59,562.96,8.41,8.99,232.9,8.0,22.58,2.95,63.35,71.24,7.89,7.25,8.47,705.42,9.79,638.49,16.29,15.56,2.07,10.01,3.83,1.27,53.22,70.49,17.28,1.75,2.03,25.51,32.18,6.67,23.2,6.94,3.74,1.47,54.24,59.08,4.84,33.33\n2714,11.07,10.04,3.77,46.56,53.15,6.59,16.2,0.96,10.65,552.92,9.59,11.57,176.05,5.92,20.0,3.24,92.97,120.48,27.51,11.59,7.8,598.11,16.2,671.79,18.71,14.09,2.06,12.36,4.63,1.04,52.57,67.61,15.03,2.63,2.04,18.37,24.91,6.54,26.68,6.47,4.02,1.47,59.55,63.87,4.32,27.57\n2715,16.16,15.1,4.49,51.26,60.82,9.56,16.4,0.9,10.53,466.39,14.29,8.54,343.71,10.49,16.43,3.04,78.69,90.92,12.23,9.19,8.87,549.79,18.03,653.37,28.4,10.63,2.09,11.3,4.92,1.04,78.52,98.41,19.89,9.64,1.64,33.38,39.37,5.99,15.37,6.25,4.36,1.6,84.91,97.37,12.47,7.77\n2716,14.49,10.87,4.67,45.92,52.55,6.63,13.5,1.91,10.58,409.35,16.79,9.01,302.62,15.01,12.58,2.96,55.52,60.76,5.24,5.88,9.29,497.61,14.24,497.1,20.4,10.1,2.0,9.89,5.36,0.72,49.76,59.13,9.37,14.72,1.52,41.82,50.36,8.54,10.55,8.22,4.23,1.44,60.88,65.9,5.03,23.34\n2717,10.91,7.82,3.67,55.24,64.05,8.81,9.5,2.99,10.53,334.41,17.53,9.28,258.66,12.58,11.89,3.13,43.53,45.58,2.05,4.77,9.51,498.16,16.69,390.32,11.92,11.79,2.01,9.0,4.83,0.71,38.62,45.89,7.28,18.26,1.52,36.32,45.11,8.79,6.66,8.43,3.86,1.47,47.78,51.88,4.11,29.95\n2718,14.51,11.82,3.92,39.03,46.25,7.22,10.5,2.57,10.34,306.96,15.82,18.37,198.55,13.73,10.42,3.18,44.75,46.26,1.51,4.62,8.9,494.89,16.24,367.78,15.22,14.21,2.01,8.2,5.23,0.53,44.47,53.53,9.06,14.94,1.4,34.03,42.57,8.54,6.63,7.4,3.6,1.37,36.64,40.36,3.71,34.57\n2719,16.39,9.08,3.64,34.73,41.1,6.37,12.8,2.12,10.52,317.51,14.94,13.7,124.49,10.31,11.07,3.38,45.8,47.83,2.03,7.5,8.24,497.98,20.45,409.74,13.43,11.25,2.03,5.96,4.96,0.53,59.26,74.99,15.72,11.64,1.49,28.59,34.84,6.26,9.64,6.68,3.42,1.52,38.93,43.03,4.1,32.69\n2720,13.49,5.51,3.42,30.27,35.57,5.3,15.0,3.07,10.67,424.13,14.93,12.9,257.97,12.43,9.22,3.12,60.32,67.76,7.44,7.08,7.46,578.61,23.07,470.07,19.74,16.75,2.08,23.22,4.86,0.98,84.38,132.6,48.22,14.64,1.67,57.66,93.27,35.61,4.41,6.18,3.3,1.52,58.06,67.47,9.41,22.53\n2721,14.97,5.07,3.05,27.21,32.66,5.45,21.5,4.57,11.1,570.73,13.84,10.03,280.1,13.04,6.55,3.67,62.9,76.04,13.14,5.87,8.29,569.61,27.55,739.43,43.42,19.09,2.83,19.5,4.35,0.96,84.0,135.46,51.47,24.79,1.82,37.29,54.95,17.65,13.85,5.82,3.21,1.7,71.89,94.08,22.19,26.87\n2722,20.19,4.99,2.96,55.54,76.4,20.86,27.4,5.4,10.94,571.91,20.7,22.81,155.38,10.45,21.34,4.09,45.26,58.1,12.84,5.65,8.03,546.97,25.09,575.59,37.0,23.58,2.86,48.93,4.31,1.64,67.0,112.49,45.49,33.55,2.24,27.05,40.39,13.34,20.98,11.9,3.5,2.64,71.37,100.76,29.4,35.89\n2723,31.67,23.01,4.87,68.7,101.18,32.48,27.8,7.67,11.0,506.72,22.44,24.18,124.85,7.96,21.93,4.25,37.77,49.85,12.08,4.17,8.7,556.16,30.03,432.78,45.75,22.38,3.29,81.95,4.12,1.61,46.28,71.72,25.44,40.89,2.1,12.95,20.42,7.46,37.87,22.92,3.58,2.63,53.89,72.28,18.39,54.99\n2724,32.93,30.69,6.23,32.17,45.92,13.75,25.7,11.45,11.4,415.31,26.63,23.58,96.8,6.6,25.99,4.27,40.89,54.12,13.23,3.09,9.61,514.21,31.1,363.28,35.13,15.7,3.16,47.68,4.98,1.32,33.73,55.42,21.69,33.57,2.24,11.76,19.09,7.33,37.0,25.95,5.74,2.67,42.59,56.3,13.71,68.58\n2725,27.01,20.73,5.69,30.25,43.19,12.94,27.2,13.23,11.45,339.19,29.21,19.18,73.94,12.64,23.91,4.01,27.22,34.61,7.39,6.45,8.78,488.63,27.49,346.33,38.03,11.57,2.69,35.57,5.19,1.36,24.18,40.21,16.03,24.08,2.04,11.35,17.48,6.13,41.42,26.02,8.78,2.23,35.31,45.26,9.95,80.01\n2726,26.56,12.46,4.92,20.09,29.17,9.08,21.0,9.91,10.32,214.64,28.64,14.43,85.51,10.8,24.86,3.64,23.66,29.25,5.59,10.16,8.34,535.69,21.78,371.25,20.05,10.44,2.4,33.29,5.08,1.3,23.64,40.32,16.68,22.35,1.77,10.92,17.18,6.26,49.73,25.54,8.44,2.15,32.41,40.52,8.11,85.01\n2727,24.35,22.3,4.55,14.75,22.46,7.71,21.2,7.34,11.24,255.92,24.34,10.59,120.28,8.61,23.26,3.36,19.98,24.55,4.57,8.98,8.02,537.1,19.31,384.62,13.05,9.48,2.16,24.47,4.92,1.14,19.92,35.35,15.43,18.08,1.64,10.61,16.7,6.08,54.06,21.25,6.81,1.93,32.37,39.66,7.3,89.97\n2728,25.03,17.79,4.07,13.59,20.91,7.32,26.7,7.88,11.75,277.22,27.27,13.84,87.19,8.31,22.45,3.27,21.7,25.54,3.84,7.86,7.89,503.36,15.13,345.79,9.61,8.54,1.96,18.17,4.47,0.99,29.63,52.2,22.57,12.99,1.88,12.65,19.48,6.84,50.38,22.14,5.67,2.02,37.11,47.51,10.39,89.61\n2729,22.44,10.96,4.23,15.16,22.32,7.16,25.2,9.16,12.57,309.17,24.42,12.72,60.67,9.54,18.61,3.32,21.31,26.17,4.86,6.6,8.76,494.35,11.16,330.78,8.86,8.18,1.99,17.85,4.69,0.86,28.32,45.27,16.95,13.17,1.42,16.0,24.0,8.01,52.04,20.34,5.03,1.93,31.11,39.56,8.46,95.75\n2730,15.43,11.43,3.67,18.71,26.94,8.23,21.7,6.6,12.67,422.26,21.3,13.49,87.26,9.14,14.26,3.19,25.96,30.56,4.6,5.49,8.44,513.5,8.37,344.57,12.89,8.63,1.9,14.18,4.4,0.73,28.65,46.0,17.36,12.26,1.27,12.98,19.35,6.37,51.93,16.05,4.6,2.21,32.41,39.88,7.47,95.67\n2731,12.33,9.21,3.5,19.04,27.0,7.96,25.3,7.52,12.29,452.56,21.25,10.11,116.37,6.73,10.48,3.4,31.4,36.64,5.24,7.07,8.82,529.16,6.38,409.29,10.29,9.37,1.96,10.09,4.66,0.74,25.47,39.83,14.35,9.41,1.52,13.75,20.21,6.45,50.91,15.44,4.29,2.09,34.02,41.04,7.02,92.57\n2732,9.01,6.37,3.44,23.14,31.23,8.09,29.7,8.98,12.21,529.64,16.85,10.88,115.05,5.34,7.96,3.4,38.61,44.23,5.62,9.09,8.26,655.16,5.11,572.41,12.85,11.27,1.96,7.19,4.88,0.62,47.32,67.18,19.86,7.29,1.39,14.75,20.18,5.43,50.61,14.5,4.18,2.23,44.26,53.16,8.9,90.61\n2733,9.35,4.42,3.68,24.61,32.26,7.65,24.0,6.28,12.2,721.55,10.03,11.64,175.8,3.83,5.81,3.37,58.15,62.03,3.88,11.39,8.88,584.49,4.28,1117.85,13.65,9.34,1.99,10.28,5.43,1.2,96.87,130.63,33.77,5.58,1.46,34.23,43.78,9.55,41.26,12.37,3.94,1.92,59.08,68.65,9.57,65.75\n2734,18.68,4.3,3.34,33.06,40.8,7.74,19.3,5.59,11.8,943.1,7.08,8.15,516.06,3.36,5.59,3.1,98.5,112.19,13.69,15.26,9.66,590.42,4.57,1766.71,11.87,8.54,2.5,8.78,4.7,1.53,136.19,180.01,43.82,3.98,3.29,111.15,162.28,51.13,9.23,10.32,3.66,2.1,99.82,114.8,14.99,24.72\n2735,27.7,5.07,3.64,73.69,88.68,14.99,21.7,6.74,11.92,1006.45,7.06,9.4,649.01,6.65,4.53,3.05,100.51,115.74,15.23,12.54,9.19,677.47,12.07,3431.13,15.42,9.08,3.27,8.67,4.22,1.18,115.62,140.19,24.57,22.02,5.44,107.6,181.34,73.74,2.6,18.29,3.55,2.82,154.66,231.67,77.0,4.86\n2736,30.1,5.18,4.13,84.18,101.19,17.01,29.7,9.1,11.93,1152.64,7.95,11.12,888.79,10.74,13.26,3.23,122.76,154.0,31.24,15.38,8.06,885.9,13.05,3082.53,48.13,15.0,3.57,7.95,5.09,1.3,150.1,220.89,70.78,48.78,4.25,102.43,182.23,79.8,2.4,38.42,3.77,2.61,122.59,165.09,42.5,4.92\n2737,44.16,7.4,3.7,92.35,116.56,24.21,34.8,9.85,11.28,978.16,8.26,30.45,1312.68,8.32,23.94,3.43,142.79,207.06,64.27,20.44,7.75,596.11,20.07,2696.97,53.52,39.64,4.27,9.76,13.06,0.89,113.56,146.88,33.32,50.16,2.87,85.95,138.47,52.52,2.68,52.99,9.6,2.25,111.81,149.92,38.12,4.52\n2738,49.17,6.06,3.79,122.87,171.55,48.68,33.9,7.57,11.2,774.5,11.86,36.82,1077.12,6.81,25.67,3.79,159.21,259.07,99.86,15.54,7.29,646.64,26.68,2177.84,52.66,47.06,3.63,22.55,10.71,0.9,91.96,122.49,30.53,48.28,2.99,98.36,175.68,77.32,1.95,53.16,10.71,2.01,103.74,139.92,36.18,4.54\n2739,41.94,19.83,3.55,105.09,135.83,30.74,33.0,6.99,10.97,699.89,8.57,41.26,1592.1,5.88,27.37,3.65,142.47,221.73,79.26,16.61,8.27,482.82,37.91,1479.2,54.16,33.19,3.84,30.12,8.43,0.62,69.52,86.79,17.27,43.62,2.38,76.23,134.69,58.46,2.1,55.74,10.22,2.23,104.69,145.02,40.33,4.95\n2740,58.97,39.12,3.8,123.39,180.73,57.34,31.1,8.55,10.94,660.31,7.85,42.56,1581.9,4.26,27.53,3.61,136.48,214.89,78.41,12.67,9.33,532.49,44.27,1016.39,49.14,32.46,3.53,26.56,7.21,0.77,58.98,72.5,13.52,32.52,2.02,63.28,105.43,42.15,1.6,58.84,12.39,1.88,79.53,92.09,12.56,8.73\n2741,61.77,40.94,6.18,101.07,144.48,43.41,29.8,9.56,10.64,533.53,9.54,43.92,1292.58,3.99,31.51,3.29,101.95,144.51,42.56,16.06,9.26,576.11,53.77,1037.65,44.74,32.43,3.27,27.86,6.81,3.58,57.79,68.45,10.66,23.84,1.92,63.28,108.45,45.17,1.71,49.34,11.34,1.87,68.1,76.19,8.08,11.9\n2742,71.48,38.8,10.22,74.31,90.35,16.04,27.4,7.25,10.69,483.53,8.69,39.97,838.68,3.31,39.46,3.31,110.93,174.06,63.13,15.91,8.13,474.05,50.49,1005.39,37.22,26.81,3.03,20.79,6.13,2.41,55.18,64.18,9.0,24.36,1.72,58.79,102.06,43.26,2.11,44.27,9.03,2.12,73.94,86.81,12.88,5.16\n2743,56.22,29.76,5.53,47.16,54.27,7.11,23.1,5.39,10.94,541.79,7.7,38.01,686.08,5.39,36.3,3.26,91.29,125.64,34.35,11.06,8.27,661.55,53.73,922.95,43.17,30.71,2.8,15.5,6.78,1.58,58.25,83.12,24.86,20.03,1.43,53.97,85.75,31.79,1.84,57.19,14.64,1.87,65.97,74.78,8.81,11.52\n2744,32.05,17.48,5.44,44.42,49.8,5.38,22.2,4.01,11.05,624.07,9.04,35.57,709.76,5.84,27.81,3.05,80.23,106.17,25.94,20.79,7.81,686.27,55.57,968.93,38.47,34.2,2.94,15.6,6.57,1.27,67.76,108.59,40.83,16.0,2.07,71.56,129.89,58.33,2.49,48.48,14.99,2.14,87.39,125.18,37.79,6.41\n2820,16.9,16.32,3.69,32.71,43.42,10.71,25.5,7.39,10.71,471.28,19.05,3.02,522.32,6.99,17.87,2.85,28.8,36.21,7.41,4.03,2.93,627.16,15.6,381.19,9.78,6.35,2.16,34.12,4.45,0.99,16.5,27.13,10.63,3.72,1.61,13.75,25.26,11.5,31.14,8.15,3.06,1.8,31.58,41.7,10.12,61.33\n2821,22.94,18.34,3.88,24.11,32.75,8.64,20.6,7.31,11.0,498.08,16.24,3.18,540.77,5.56,19.31,2.47,25.49,31.13,5.64,4.33,3.18,599.39,13.12,373.04,12.3,4.6,2.12,24.16,4.33,1.01,12.88,21.17,8.29,3.82,1.82,15.01,26.92,11.91,31.94,8.9,3.04,1.84,34.64,44.64,10.0,58.86\n2822,11.06,10.71,3.97,17.43,25.26,7.83,22.0,7.38,10.85,456.42,18.88,3.01,539.38,4.49,15.95,2.68,24.11,29.38,5.27,4.96,3.71,606.51,10.29,441.16,9.33,3.62,2.05,17.58,4.42,0.87,15.97,24.6,8.63,3.07,1.82,10.81,19.28,8.47,33.18,8.13,3.2,1.78,36.59,46.51,9.92,61.64\n2823,8.8,6.79,3.19,15.57,23.46,7.89,23.8,5.81,11.11,464.49,16.42,2.77,582.32,4.58,16.04,2.49,23.76,28.59,4.83,5.58,4.63,594.23,7.42,469.42,10.33,3.04,1.95,13.51,5.01,1.0,17.31,25.71,8.4,3.64,1.88,12.72,21.44,8.72,35.01,7.53,3.34,1.87,33.28,41.93,8.65,67.9\n2824,9.15,4.21,3.44,16.99,24.43,7.44,22.9,4.76,10.98,519.35,17.15,2.82,590.08,10.16,13.9,2.74,27.01,30.0,2.99,6.51,4.19,647.4,5.63,497.29,11.86,4.21,1.95,10.51,4.64,1.67,30.05,47.51,17.47,5.44,2.13,13.42,21.79,8.37,37.92,7.09,3.54,1.96,39.76,49.8,10.03,67.11\n2825,11.25,3.7,3.96,24.32,32.5,8.18,21.1,3.83,10.98,545.24,13.85,2.0,617.36,11.29,15.47,2.6,28.56,31.41,2.85,7.98,4.15,588.92,5.02,547.02,10.42,7.07,1.92,8.66,4.92,1.18,30.64,44.16,13.52,6.23,1.88,14.29,23.96,9.67,38.32,9.13,3.5,2.04,39.64,51.01,11.37,70.62\n2827,8.79,2.7,3.94,27.01,34.84,7.83,20.0,2.66,11.03,458.95,16.6,5.64,555.68,18.22,1.5,2.5,30.66,34.77,4.11,7.26,4.31,639.63,3.39,468.98,6.5,4.2,1.93,5.64,4.89,0.88,18.72,25.76,7.04,4.38,1.36,15.33,24.32,8.99,36.04,12.03,3.25,1.81,36.24,43.99,7.76,73.18\n2828,13.82,2.53,3.42,26.7,33.77,7.07,22.0,1.86,10.87,375.58,18.92,7.29,589.73,14.34,5.04,2.43,35.02,39.11,4.09,6.19,4.38,631.36,4.56,536.46,8.06,4.02,1.92,6.63,5.09,0.82,21.93,28.84,6.91,3.34,1.3,14.95,23.79,8.84,35.92,11.8,3.17,1.72,41.84,48.43,6.6,68.03\n2829,19.75,2.05,3.52,31.11,38.86,7.75,25.6,1.3,10.67,292.88,20.09,5.3,612.16,11.79,6.1,2.41,30.39,32.83,2.44,5.34,4.25,622.43,4.14,486.98,9.56,3.11,1.94,5.7,4.46,0.71,24.11,31.4,7.29,6.4,1.25,13.36,20.92,7.57,36.17,9.91,3.12,1.54,34.92,40.61,5.69,70.74\n2830,16.16,1.8,3.33,32.52,39.39,6.87,24.3,0.91,10.62,349.84,17.99,3.73,580.41,9.75,4.38,2.31,28.09,30.09,2.0,5.12,4.43,567.23,3.91,515.28,16.59,3.34,1.94,6.03,4.03,0.66,20.89,28.09,7.2,5.66,2.53,21.31,29.47,8.16,35.24,8.52,3.08,1.65,27.47,32.24,4.77,83.02\n2831,13.06,2.12,3.44,33.67,41.18,7.51,20.7,0.64,10.45,288.97,18.86,7.23,591.2,8.82,4.44,2.18,27.71,29.51,1.8,5.24,3.42,546.06,3.83,464.03,11.97,2.78,1.89,5.21,3.8,0.69,21.14,26.85,5.71,4.41,2.58,17.12,24.07,6.96,36.49,7.47,3.06,1.58,24.18,28.59,4.41,88.15\n2832,12.74,2.5,3.22,32.32,38.46,6.14,17.3,0.45,10.27,331.33,13.57,5.06,595.81,9.16,5.99,2.17,27.19,28.88,1.69,4.86,7.83,563.97,3.11,536.02,14.06,2.43,1.85,5.09,4.38,0.93,25.18,32.51,7.33,5.98,3.37,19.45,26.45,7.0,34.46,6.72,3.04,1.5,22.16,26.36,4.21,91.46\n2833,14.96,3.05,3.24,32.67,38.28,5.61,15.6,0.31,10.02,282.13,16.56,3.58,632.77,9.6,5.69,2.22,32.55,34.5,1.95,3.0,6.32,561.85,2.22,791.48,20.2,3.07,1.79,5.18,5.09,1.72,55.77,63.52,7.76,5.0,2.57,14.58,19.6,5.02,35.47,6.21,3.03,1.55,23.13,27.13,4.0,88.59\n2834,16.67,3.39,3.72,38.9,44.21,5.31,13.5,0.22,10.4,366.96,14.03,8.6,605.96,15.71,8.35,2.63,30.52,32.54,2.02,2.18,3.9,550.56,2.24,614.14,19.57,4.39,1.65,5.37,4.96,0.42,54.32,66.7,12.39,4.14,1.79,9.58,14.43,4.85,36.91,6.54,3.6,1.16,23.25,26.34,3.08,82.46\n2835,24.82,3.43,5.29,52.08,58.77,6.69,14.4,1.47,10.34,376.51,15.75,6.05,551.82,19.8,10.57,2.54,24.29,26.12,1.83,2.26,3.87,549.23,2.61,414.5,13.34,5.41,1.61,13.05,5.08,0.26,57.1,67.14,10.04,3.32,1.36,7.4,11.64,4.24,36.41,6.63,3.98,1.07,22.02,25.03,3.01,82.82\n2836,24.8,3.83,4.62,59.15,65.53,6.38,15.9,2.68,10.19,338.16,16.78,4.36,562.55,15.67,14.16,2.45,31.51,33.57,2.06,2.29,4.34,579.88,2.68,358.89,13.8,4.18,1.59,10.66,5.36,0.82,58.72,66.6,7.88,2.61,1.2,5.53,9.03,3.5,35.72,6.74,4.18,1.15,23.54,26.77,3.22,80.67\n2837,19.44,4.0,3.34,37.03,42.52,5.49,13.7,1.88,10.15,270.77,20.21,7.12,590.77,13.73,16.52,2.72,51.76,55.21,3.45,12.54,5.34,538.93,8.4,317.19,10.45,8.62,1.5,8.58,5.69,1.21,50.92,57.38,6.47,5.48,1.1,5.47,8.98,3.5,36.28,8.29,4.11,1.06,21.17,23.97,2.8,83.77\n2838,17.03,3.82,4.05,31.42,36.41,4.99,12.2,1.39,10.19,249.66,21.44,7.21,643.93,14.6,15.89,2.66,40.38,43.21,2.83,12.26,5.71,512.47,10.46,313.58,25.81,10.05,1.51,7.91,5.67,0.65,43.0,52.52,9.52,10.89,1.22,6.86,10.6,3.74,37.3,8.61,3.98,1.16,20.36,23.07,2.7,88.11\n2839,10.36,3.49,3.72,32.72,37.56,4.84,15.7,1.07,10.04,257.13,17.38,12.23,605.66,19.19,14.68,2.72,37.28,39.85,2.57,7.71,5.39,558.55,7.8,583.63,16.88,7.55,1.6,8.14,5.12,0.34,26.87,33.45,6.58,9.39,1.11,6.5,10.02,3.52,37.27,9.23,3.82,1.25,22.28,24.85,2.57,79.48\n2840,14.06,2.71,3.5,24.09,28.45,4.36,16.5,0.75,10.36,284.5,16.36,9.7,610.39,15.72,12.36,2.9,52.45,58.76,6.31,18.41,5.23,605.62,6.49,525.51,12.33,8.76,1.58,19.1,4.74,0.59,57.82,76.03,18.21,6.69,1.28,13.68,22.4,8.72,34.89,9.81,3.6,1.25,25.61,28.34,2.72,72.74\n2841,16.84,11.74,3.23,27.62,32.96,5.34,14.5,0.55,10.35,307.96,17.38,6.96,701.31,14.8,11.22,3.26,54.78,63.0,8.22,15.94,4.15,585.61,5.02,609.98,19.59,7.08,1.94,32.99,4.43,1.04,48.8,70.36,21.56,10.39,1.48,42.18,82.13,39.95,29.16,10.66,3.42,1.26,36.61,43.62,7.01,59.85\n2842,16.22,15.14,3.58,42.04,50.7,8.66,18.4,0.78,10.35,326.68,17.71,16.46,727.8,19.1,9.94,3.6,45.66,55.14,9.48,9.1,3.52,612.68,12.29,659.9,30.46,8.67,1.86,47.67,5.21,1.39,45.08,65.54,20.47,11.63,1.31,20.69,35.74,15.05,31.22,16.42,3.29,1.77,52.14,65.78,13.64,51.5\n2843,23.74,18.94,4.82,52.25,68.59,16.34,24.9,1.49,10.33,301.78,17.59,12.09,618.61,16.93,13.44,3.41,36.66,44.51,7.85,6.15,2.22,560.98,10.08,520.08,21.83,7.88,2.11,58.92,5.62,0.96,15.85,25.01,9.16,14.46,1.39,27.27,46.69,19.41,30.33,17.5,3.2,1.59,46.96,59.52,12.56,60.33\n2844,28.12,22.58,5.78,30.07,43.07,13.0,24.5,3.5,10.41,281.7,18.26,12.88,583.9,13.66,17.85,3.48,32.63,40.2,7.57,4.75,3.46,577.88,13.09,488.67,18.14,6.35,2.13,38.48,4.83,0.81,16.52,26.04,9.53,19.92,1.41,14.77,27.09,12.33,34.82,14.33,3.14,2.08,41.28,51.23,9.94,65.51\n2845,26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68,21.63,5.95,46.47,32.22,3.62,1.51,42.37,53.64,11.28,64.68\n3139,31.21,9.71,2.15,25.82,33.92,8.1,24.5,8.28,13.33,556.09,21.46,9.18,342.67,23.98,28.11,2.08,33.7,43.01,9.31,6.17,5.61,536.48,19.32,403.15,2.94,1.81,1.64,5.66,4.79,1.44,22.27,29.72,7.45,12.67,1.44,16.05,21.5,5.44,48.35,33.74,4.05,1.48,50.73,68.1,17.37,54.94\n3140,29.66,7.59,2.27,24.64,31.12,6.48,19.4,10.03,12.95,506.63,17.75,10.28,312.57,21.81,28.19,2.08,33.99,41.94,7.95,18.34,9.72,622.41,15.88,432.94,2.7,2.23,1.85,8.21,4.57,1.51,40.98,50.64,9.66,15.56,1.62,24.58,30.15,5.56,48.1,26.18,4.37,1.41,56.6,72.82,16.22,50.92\n3141,32.25,6.95,2.33,22.07,28.69,6.62,20.6,7.31,12.73,644.02,14.04,8.12,526.0,22.78,29.14,1.65,47.2,55.31,8.11,21.92,9.5,724.19,14.35,530.21,8.04,2.96,1.68,7.59,4.1,1.6,42.52,50.48,7.96,15.31,1.62,30.75,36.39,5.64,37.03,22.77,4.15,1.47,49.39,58.6,9.21,44.18\n3142,26.13,16.32,2.19,33.99,42.44,8.45,25.5,5.33,12.53,684.01,11.91,7.04,383.57,17.13,31.45,1.82,51.56,58.0,6.44,16.7,10.34,685.57,21.04,473.86,20.03,3.22,1.87,6.51,3.77,1.58,35.76,41.88,6.12,14.04,1.46,27.01,32.75,5.74,32.71,18.8,3.81,1.54,41.22,47.97,6.75,48.56\n3143,38.39,14.23,2.02,54.45,62.67,8.22,27.8,6.63,12.2,638.52,13.31,5.81,473.16,19.59,30.08,1.89,53.87,61.35,7.48,22.47,12.56,637.43,15.98,391.42,20.98,3.1,1.81,5.76,3.54,1.7,47.24,57.86,10.62,12.42,1.58,24.65,29.7,5.05,33.47,14.66,3.56,1.32,31.32,37.86,6.54,52.32\n3144,39.72,9.73,1.97,41.87,48.76,6.89,27.0,8.62,12.04,627.63,13.18,8.18,318.62,18.94,26.92,1.46,40.07,46.65,6.58,19.38,8.92,606.31,17.94,346.88,14.07,2.47,1.74,5.34,3.38,1.63,43.31,56.57,13.26,13.27,1.63,31.29,36.9,5.61,27.32,12.2,3.4,1.31,28.57,34.95,6.38,49.36\n3145,36.73,9.63,2.09,43.56,50.34,6.78,21.2,10.0,11.89,549.72,13.6,7.5,344.87,14.6,24.55,1.73,40.13,46.11,5.98,14.44,5.33,546.81,18.15,325.66,7.95,3.83,1.85,6.84,3.26,1.53,40.85,53.14,12.29,15.01,1.58,29.65,35.22,5.57,25.37,10.5,3.28,1.1,25.75,32.39,6.64,50.86\n3146,44.83,9.14,2.35,48.56,57.62,9.06,16.8,8.3,11.65,472.17,16.14,6.52,598.28,13.68,20.3,1.54,34.43,39.04,4.61,12.21,4.85,517.84,13.63,366.36,5.98,5.01,1.9,10.72,3.25,1.58,34.88,45.28,10.4,21.63,1.6,20.53,25.34,4.81,28.48,9.45,3.57,1.3,25.12,31.23,6.11,49.52\n3147,44.07,10.65,2.36,56.26,66.94,10.68,17.9,6.88,11.56,404.38,18.26,5.12,557.68,11.38,20.55,1.8,24.25,29.45,5.2,8.4,3.86,455.59,16.71,403.99,6.63,4.08,1.81,8.29,3.63,1.57,21.08,28.5,7.42,22.51,1.46,15.93,20.24,4.31,28.97,8.65,3.67,1.34,24.01,30.0,5.99,49.61\n3148,33.1,11.82,2.03,22.59,27.45,4.86,13.7,7.56,11.46,350.69,17.55,7.87,628.18,11.34,26.74,1.72,15.91,20.26,4.35,5.14,3.42,439.23,13.5,373.23,7.29,3.66,1.75,6.4,3.44,1.55,21.5,27.35,5.85,17.36,1.61,15.95,20.12,4.17,27.49,7.76,3.51,1.31,22.24,27.66,5.42,49.78\n3149,23.99,8.3,1.81,36.85,42.04,5.19,16.4,5.84,11.25,296.68,18.66,6.17,532.72,9.35,25.49,1.8,15.11,19.28,4.17,4.57,3.27,444.63,10.08,398.53,7.62,2.77,1.74,5.46,3.31,1.47,15.36,20.0,4.64,13.26,1.53,14.86,19.76,4.9,26.51,6.96,3.36,1.28,20.58,26.14,5.56,51.64\n3150,21.47,7.24,1.96,27.89,33.48,5.59,12.1,4.6,11.18,280.47,18.73,4.33,564.61,7.45,18.34,1.77,13.08,17.12,4.04,6.38,2.94,460.31,7.73,462.26,7.27,3.29,1.66,3.93,3.22,1.47,21.14,28.08,6.94,17.49,1.5,15.24,19.45,4.22,24.03,6.55,3.25,1.27,21.33,26.87,5.54,49.8\n3151,23.78,9.51,1.87,17.6,22.14,4.54,13.3,3.28,11.19,277.81,16.39,3.23,604.84,8.99,12.86,1.77,15.74,20.65,4.91,4.95,2.62,501.78,8.64,538.33,5.68,4.25,1.6,3.26,3.15,1.46,27.32,38.57,11.25,15.11,1.49,11.77,15.93,4.16,25.27,6.39,3.18,1.18,23.11,28.66,5.56,49.17\n3152,27.11,10.04,1.87,22.32,27.13,4.81,13.2,3.32,11.34,483.32,11.88,4.23,591.67,10.15,9.57,1.73,18.52,23.63,5.11,7.84,2.22,535.33,12.96,416.48,6.93,4.2,1.71,3.22,3.11,1.38,36.63,51.4,14.77,14.18,1.43,14.36,20.69,6.33,23.65,7.94,3.12,1.24,27.87,34.94,7.07,46.61\n3153,19.44,7.82,1.74,19.42,24.01,4.59,14.4,3.97,11.43,583.28,11.79,5.34,634.1,10.02,11.12,1.47,29.97,38.8,8.83,7.39,2.95,650.13,10.9,418.9,8.24,5.22,1.58,6.58,3.25,1.61,61.03,95.85,34.82,13.56,1.72,16.52,23.14,6.62,22.54,11.86,3.09,1.17,42.1,54.79,12.69,32.99\n3154,16.66,6.88,2.19,38.34,49.97,11.63,19.2,3.09,11.68,656.89,11.33,10.8,719.63,9.53,14.83,2.02,45.5,65.43,19.93,11.07,2.48,737.2,10.67,414.54,9.04,5.12,1.64,25.29,4.2,1.62,87.23,135.46,48.23,10.88,1.56,32.46,44.14,11.68,14.5,13.21,3.61,1.37,65.95,92.78,26.82,21.69\n3155,16.27,6.17,2.16,60.56,86.31,25.75,30.8,3.78,11.64,674.8,10.0,7.99,702.42,10.77,13.72,1.93,58.82,82.51,23.69,10.03,9.82,796.75,17.58,405.18,8.89,7.81,1.57,27.06,4.68,1.68,80.0,115.22,35.22,12.67,1.53,44.85,65.59,20.74,10.58,13.51,3.69,1.55,83.56,116.32,32.76,22.21\n3156,21.16,8.95,2.37,79.58,123.06,43.48,29.9,11.9,11.93,684.87,15.72,13.19,725.79,19.24,11.93,2.06,56.77,77.58,20.81,8.01,16.2,615.61,15.18,394.81,9.83,9.33,1.61,21.42,4.73,1.55,70.49,104.81,34.32,20.99,1.71,22.35,34.47,12.12,21.67,20.24,3.89,2.15,85.41,123.54,38.12,32.59\n3157,37.35,23.1,2.29,68.21,93.54,25.33,35.3,9.43,12.15,604.58,17.7,17.66,623.42,21.43,17.92,1.94,38.06,56.23,18.17,5.85,13.0,517.96,12.13,347.04,12.02,6.14,1.48,37.84,4.66,1.62,78.53,119.84,41.31,19.55,1.99,16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3,33.17,7.44,7.83,1.28,8.22,12.23,4.01,43.03,16.72,3.12,1.53,64.55,73.65,9.1,14.03\n3198,44.8,11.7,1.58,30.03,36.41,6.38,30.7,6.01,11.15,317.3,13.84,21.94,423.13,10.18,24.68,1.61,37.37,42.59,5.22,10.17,4.55,25.8,26.44,609.68,18.69,12.33,1.79,5.3,3.15,1.46,22.2,26.63,4.43,7.01,1.44,21.08,26.32,5.25,25.85,17.83,3.09,1.41,45.34,52.78,7.44,30.62\n3199,32.1,8.9,1.51,25.67,31.05,5.38,28.9,4.27,11.15,298.02,11.53,16.26,537.99,13.73,21.39,1.45,33.98,38.42,4.44,10.2,5.07,39.57,24.67,427.65,12.91,10.73,1.78,4.91,3.86,1.39,21.45,28.72,7.27,8.2,1.48,27.66,33.27,5.61,14.39,22.13,3.23,1.29,39.75,46.86,7.11,33.56\n3200,35.89,14.64,1.4,18.34,23.27,4.93,31.3,3.95,11.33,220.88,15.99,19.81,399.53,14.04,26.05,1.43,33.12,39.82,6.7,20.16,3.38,31.23,53.64,365.57,13.93,12.77,1.85,4.64,3.6,1.38,28.79,42.89,14.1,9.42,1.49,20.23,26.39,6.16,21.23,20.55,3.24,1.33,38.37,46.65,8.28,33.87\n3201,44.88,10.19,1.59,22.69,27.72,5.03,25.7,5.71,11.33,180.73,18.9,18.56,374.61,21.65,26.56,1.56,20.88,27.56,6.68,17.47,2.19,71.08,36.66,355.12,19.11,14.51,1.94,7.02,3.53,1.54,29.83,43.47,13.64,12.72,1.86,16.69,24.1,7.41,26.28,16.64,3.29,1.4,36.76,47.9,11.14,39.22\n3202,28.01,9.44,1.53,28.16,35.9,7.74,24.6,4.09,11.52,198.12,19.75,20.06,410.45,25.67,20.49,1.77,21.35,29.44,8.09,13.14,1.75,160.85,42.59,376.72,48.98,12.56,1.93,29.92,5.24,1.62,16.69,23.67,6.98,13.88,2.13,16.38,24.98,8.6,27.28,22.34,3.71,1.55,35.4,47.28,11.89,49.37\n3204,20.85,17.9,1.84,15.73,24.36,8.63,30.4,7.43,11.69,208.0,26.16,22.03,444.37,27.15,18.78,2.12,23.81,33.73,9.92,5.57,5.14,137.68,32.38,315.26,47.58,6.84,1.86,35.4,9.19,1.62,16.44,27.32,10.88,23.05,1.57,15.08,23.01,7.93,34.68,25.47,4.08,1.58,30.82,40.52,9.7,65.16\n3227,29.46,11.61,1.92,64.12,88.96,24.84,37.1,10.67,12.13,371.47,19.81,24.13,413.26,39.44,21.12,2.11,49.81,66.4,16.59,20.8,2.76,139.1,28.42,462.6,27.97,9.49,2.01,43.91,3.79,1.76,59.35,82.5,23.15,19.22,2.62,14.57,20.9,6.32,48.64,19.09,4.18,1.69,61.47,81.35,19.88,49.56\n3228,34.58,22.5,2.33,80.18,122.27,42.09,36.8,20.99,12.88,372.25,20.83,18.05,376.51,52.54,22.23,2.26,52.77,76.84,24.07,14.83,4.33,117.32,33.66,507.4,21.98,6.4,2.47,43.88,3.99,1.9,82.45,119.79,37.34,22.97,2.61,13.15,19.44,6.29,53.68,26.33,4.36,1.95,59.53,82.48,22.95,55.81\n3229,40.14,14.15,2.64,88.67,136.39,47.72,26.6,18.55,13.5,319.05,27.02,19.04,423.52,44.25,19.32,2.86,45.73,62.86,17.13,9.82,3.62,139.52,36.25,461.58,17.43,4.93,2.44,41.04,4.83,1.94,79.33,109.7,30.37,18.61,1.86,11.06,16.64,5.58,62.67,46.16,9.23,2.16,64.64,88.0,23.36,58.07\n3231,39.3,10.33,2.76,44.4,62.51,18.11,28.1,10.88,11.39,595.32,31.67,24.46,340.36,30.52,22.06,2.34,25.73,34.09,8.36,0.26,0.52,209.36,41.62,419.27,11.23,9.55,2.35,30.95,7.77,2.35,35.55,50.35,14.8,15.06,1.09,11.62,19.11,7.49,69.81,48.84,8.48,1.76,41.52,53.82,12.3,97.95\n3234,31.47,6.57,2.77,20.13,27.16,7.03,29.0,7.28,13.34,796.03,25.03,24.42,358.36,25.03,23.69,2.28,24.7,30.48,5.78,20.59,3.19,256.12,28.24,410.63,7.05,5.14,2.36,21.24,4.92,2.11,23.65,33.52,9.87,14.67,1.44,14.61,25.08,10.47,59.48,55.11,5.13,2.02,39.87,49.25,9.37,107.72\n3235,37.12,5.52,2.54,15.92,21.93,6.01,25.1,12.83,13.5,858.77,25.07,25.66,346.65,18.61,20.73,2.39,28.18,34.32,6.14,16.81,2.95,267.8,29.66,455.24,10.22,8.32,2.43,15.18,5.29,1.98,26.67,36.78,10.11,20.76,1.06,15.02,21.69,6.67,60.83,51.13,4.49,1.99,38.59,48.28,9.69,98.41\n3236,26.77,6.07,2.55,13.48,19.23,5.75,30.4,14.16,13.69,1020.9,18.83,25.98,301.46,13.87,24.8,2.34,33.5,39.16,5.66,24.74,2.7,370.37,22.19,578.48,12.16,9.41,2.49,11.64,4.81,1.86,49.27,70.57,21.3,19.02,0.91,16.91,24.17,7.26,61.85,45.99,4.04,2.08,48.07,61.32,13.25,89.11\n3237,34.78,5.98,3.09,16.98,23.09,6.11,29.4,10.9,13.74,1219.34,9.86,27.97,427.7,9.85,29.58,2.36,58.14,64.69,6.55,28.21,2.78,493.82,19.11,830.31,13.96,6.36,2.5,9.15,4.26,2.07,101.02,135.48,34.46,16.41,0.99,32.41,38.26,5.84,50.01,37.53,3.73,2.42,77.0,89.39,12.4,48.63\n3238,29.04,13.55,3.48,42.69,53.2,10.51,31.7,18.91,13.42,1413.64,9.85,29.14,692.66,6.89,26.43,2.77,125.73,158.6,32.87,21.02,3.76,454.41,27.75,1718.19,27.74,14.15,2.98,12.44,3.89,2.39,107.9,128.72,20.82,17.3,1.28,109.09,164.51,55.42,10.36,33.98,3.51,2.12,87.88,96.45,8.58,28.83\n3239,30.5,27.27,3.27,66.74,80.13,13.39,33.4,15.87,13.16,1306.18,10.44,30.96,979.26,8.79,27.22,2.79,137.86,196.29,58.43,22.37,4.15,425.86,26.25,2396.94,49.45,31.21,2.94,11.3,3.66,2.13,99.96,115.98,16.02,43.89,2.13,132.34,241.36,109.03,3.79,36.74,3.36,2.26,102.71,117.39,14.67,14.5\n3240,42.16,25.07,2.96,83.78,99.34,15.56,42.8,18.91,13.06,1333.43,6.99,28.07,1138.35,7.84,34.92,3.05,165.17,277.15,111.98,25.09,7.2,842.66,42.56,1984.65,62.97,34.13,3.19,9.49,3.78,2.15,93.08,122.33,29.25,62.52,2.04,99.59,178.91,79.32,3.55,46.3,3.25,2.04,68.1,75.88,7.78,30.37\n3241,53.23,28.76,3.05,128.78,190.29,61.51,44.1,15.06,12.39,1483.9,8.27,32.61,837.4,5.88,39.54,3.16,164.14,288.96,124.82,23.99,7.93,869.32,52.52,1130.94,58.39,26.9,2.92,22.25,3.93,2.14,92.38,122.26,29.88,67.99,1.94,109.66,220.24,110.58,3.54,46.39,3.39,1.98,94.51,119.46,24.95,11.29\n3242,45.88,25.69,2.81,127.12,202.72,75.6,46.0,19.81,12.83,1433.52,8.25,30.72,518.61,4.74,51.98,2.67,133.58,223.24,89.66,35.81,10.83,490.42,61.01,1188.97,38.18,19.34,2.32,43.74,4.04,1.88,76.13,91.77,15.64,77.31,1.51,86.44,158.41,71.97,3.1,42.94,3.45,2.17,121.72,177.38,55.66,3.61\n3243,74.31,39.95,2.58,100.13,149.48,49.35,61.8,31.63,12.52,1326.31,7.76,22.42,739.77,3.87,61.91,2.52,116.12,184.94,68.82,20.62,6.13,461.26,62.42,1099.47,29.0,16.43,2.22,31.89,3.79,1.8,61.06,70.16,9.1,82.04,1.51,80.77,148.15,67.38,3.01,55.01,3.82,2.22,121.59,184.48,62.89,5.72\n3244,64.87,46.43,2.41,105.63,162.57,56.94,48.1,24.13,12.36,1190.48,6.5,25.03,403.78,6.79,62.17,2.3,92.16,135.22,43.06,12.29,5.36,238.17,52.9,1009.46,22.35,13.31,2.16,31.82,3.55,1.78,65.93,78.71,12.78,76.0,1.53,66.0,113.44,47.44,2.64,65.45,7.17,2.28,104.61,148.18,43.57,5.44\n3245,75.67,52.25,2.35,76.71,104.13,27.42,48.5,21.58,12.17,1051.08,7.72,18.72,441.1,17.27,50.81,2.39,84.39,122.71,38.32,12.33,4.01,275.54,46.2,1041.98,16.91,13.11,1.92,23.14,3.39,1.71,59.2,67.55,8.35,65.83,1.43,54.56,89.7,35.14,2.98,65.86,7.66,1.86,82.73,114.03,31.3,22.17\n3246,60.66,29.2,2.24,57.3,66.5,9.2,46.6,15.84,11.99,1004.42,7.66,13.39,368.02,14.9,42.33,1.88,66.56,87.59,21.03,17.32,3.22,280.84,44.8,943.97,20.24,13.62,1.97,16.51,3.27,1.62,54.32,66.35,12.03,54.34,1.36,45.1,64.35,19.25,3.96,60.28,6.4,1.69,65.99,81.8,15.81,19.86\n3247,67.29,32.35,1.97,46.35,53.3,6.95,47.2,12.62,12.01,986.42,8.34,18.9,406.01,14.32,39.23,2.07,65.77,85.37,19.6,17.64,3.55,253.69,37.04,869.43,27.04,12.17,1.89,13.75,3.19,1.56,57.59,71.41,13.82,45.53,1.15,45.07,66.16,21.09,7.08,60.47,7.65,1.62,64.2,73.86,9.65,15.04\n3248,73.17,27.17,1.8,43.57,50.43,6.86,48.9,15.32,12.3,1001.88,9.72,18.63,412.03,23.08,36.76,1.94,67.22,100.02,32.8,21.02,4.02,252.63,44.45,706.74,27.08,11.97,2.21,12.97,3.16,1.64,62.28,96.71,34.43,37.21,1.53,54.17,89.33,35.16,8.29,55.93,7.44,1.69,83.76,119.18,35.42,8.68\n3249,47.4,36.04,1.8,52.97,64.89,11.92,52.7,11.21,11.93,1004.73,13.2,20.16,588.89,22.32,38.71,2.5,67.45,103.91,36.46,16.83,3.71,266.63,41.47,550.27,33.74,7.43,2.49,22.86,3.29,1.69,69.53,114.35,44.82,39.47,2.47,42.66,61.75,19.1,23.69,55.15,7.58,1.75,90.99,130.85,39.86,18.44\n3250,54.46,22.16,2.02,63.85,98.6,34.75,53.8,12.25,12.6,978.49,17.63,26.75,493.15,25.8,39.8,2.68,68.61,101.38,32.77,25.18,3.94,253.26,52.29,473.58,44.64,4.85,2.72,65.74,3.41,1.73,70.74,105.95,35.21,43.73,2.83,45.25,66.72,21.46,26.84,62.82,17.07,1.92,108.68,161.22,52.55,23.73\n3251,46.82,20.7,2.64,66.45,99.03,32.58,55.0,10.13,12.96,984.22,19.7,21.12,394.24,28.76,42.13,3.02,65.81,92.63,26.82,20.75,5.35,187.23,50.51,387.63,40.11,3.53,2.97,72.73,3.72,1.86,93.73,135.41,41.68,42.86,2.27,21.01,30.31,9.3,40.96,58.89,17.76,2.18,102.39,144.73,42.34,37.47\n3252,50.21,13.45,2.79,84.49,130.23,45.74,53.8,13.58,13.53,930.28,21.71,15.8,414.41,26.01,43.94,2.72,64.19,89.19,25.0,12.55,7.91,165.38,45.68,378.52,24.81,2.75,2.88,62.18,4.0,1.7,82.14,113.36,31.22,38.87,2.66,11.62,17.64,6.02,49.9,68.85,17.15,2.15,73.04,96.82,23.78,60.77\n3254,58.63,8.21,2.98,87.68,122.88,35.2,43.8,7.22,14.61,792.73,26.11,23.39,263.09,31.67,46.78,2.51,23.57,31.39,7.82,15.42,5.25,173.9,49.31,481.85,22.64,3.69,2.83,55.98,4.72,1.65,30.42,40.52,10.1,36.92,1.62,9.86,15.76,5.9,58.76,65.38,16.18,1.7,41.16,53.92,12.76,74.68\n3255,48.62,7.42,2.42,42.71,61.74,19.03,41.7,6.82,14.38,789.35,31.68,27.38,304.98,39.19,40.05,2.44,23.8,31.53,7.73,17.16,3.57,156.67,43.76,461.54,17.21,4.67,2.72,49.65,4.21,1.81,29.86,41.41,11.55,40.29,1.46,12.66,19.23,6.56,64.01,62.26,12.81,1.83,48.56,63.72,15.15,87.85\n3256,63.6,17.0,2.48,19.3,26.74,7.44,49.6,17.5,14.26,802.31,30.49,26.79,244.92,46.2,38.92,2.15,23.67,30.46,6.79,16.52,3.39,203.92,47.39,433.88,19.87,6.54,2.9,56.17,4.04,2.03,23.44,32.72,9.28,39.26,1.25,13.82,21.05,7.23,67.65,63.64,10.29,1.85,51.21,66.38,15.17,91.69\n3303,54.02,19.23,1.9,20.17,29.39,9.22,46.4,21.69,11.24,981.68,28.66,30.27,421.91,43.43,40.12,1.82,16.24,22.29,6.05,21.75,5.22,177.55,21.91,296.78,24.23,8.93,2.66,24.22,5.94,1.21,24.72,39.7,14.98,22.11,1.33,10.5,14.0,3.49,51.25,45.85,10.47,1.3,22.96,30.07,7.11,86.57\n3304,35.79,13.86,1.97,17.25,26.44,9.19,54.7,26.31,12.53,1046.87,24.07,34.41,325.57,32.22,40.12,1.66,13.59,19.3,5.71,20.87,4.56,181.89,16.07,285.77,22.47,6.71,2.89,23.14,7.09,1.18,31.96,48.08,16.12,19.12,1.13,15.88,21.56,5.67,54.6,44.08,8.72,1.38,26.64,35.4,8.77,86.38\n3305,33.82,22.74,1.96,14.08,20.79,6.71,54.4,18.92,13.69,1011.68,22.42,31.82,338.84,28.45,38.28,2.0,15.68,21.49,5.81,18.89,2.28,169.3,21.42,293.77,29.7,10.37,3.3,17.42,9.9,1.37,35.2,51.44,16.24,35.32,1.22,15.17,21.31,6.14,60.01,42.42,7.07,1.54,29.98,39.03,9.05,84.23\n3306,44.13,20.09,1.85,18.57,26.91,8.34,52.0,14.38,13.72,993.43,22.22,34.17,392.06,21.67,37.15,2.02,19.56,25.97,6.41,19.55,1.5,176.55,16.29,305.13,29.14,16.03,3.31,15.66,7.83,1.29,28.86,42.39,13.53,34.15,1.18,15.01,19.96,4.96,66.84,42.96,5.85,1.61,29.0,39.06,10.06,73.07\n3307,32.63,17.81,1.96,24.87,33.53,8.66,43.4,10.32,13.4,1026.6,21.44,32.47,371.78,20.22,39.58,2.03,22.12,28.69,6.57,11.51,2.4,211.65,15.92,346.78,23.15,13.34,3.34,36.34,6.38,1.42,33.16,46.7,13.54,38.09,1.35,19.12,23.39,4.27,50.83,39.42,4.99,1.63,29.97,38.32,8.35,81.48\n3308,37.66,16.23,1.91,27.32,36.39,9.07,36.1,8.01,12.98,1094.48,21.02,30.87,389.36,16.6,33.9,1.81,33.21,38.65,5.44,8.36,3.69,218.28,16.99,468.86,23.35,8.22,3.12,25.51,5.37,1.48,45.76,59.41,13.65,42.32,2.04,15.43,20.16,4.73,44.82,31.39,4.42,1.69,51.92,64.75,12.84,68.93\n3309,46.27,18.26,1.79,29.69,39.47,9.78,42.7,12.87,12.59,1077.34,20.38,24.06,453.02,12.99,26.3,1.87,40.15,45.06,4.91,9.85,4.21,191.74,13.17,506.51,15.06,6.01,3.06,17.86,4.66,1.54,44.08,67.54,23.46,33.06,2.19,16.9,21.03,4.13,39.28,23.65,4.01,1.51,34.11,39.43,5.32,72.01\n3310,29.51,14.15,1.79,38.93,47.89,8.96,40.5,14.1,12.06,990.94,20.47,26.02,459.49,13.0,30.58,1.72,31.8,36.34,4.54,9.24,6.09,201.21,17.13,500.45,10.34,5.35,2.84,12.5,4.16,1.63,39.44,50.69,11.25,23.21,2.23,30.61,36.29,5.68,30.64,19.61,3.7,1.53,29.13,33.24,4.11,62.53\n3311,24.56,20.37,1.68,51.21,62.2,10.99,39.2,12.39,11.8,979.8,19.82,18.94,429.71,12.92,31.89,1.64,27.03,30.9,3.87,6.99,9.57,259.67,19.12,441.83,8.36,5.84,2.7,8.86,3.81,1.5,55.49,65.56,10.07,21.97,2.12,47.66,52.63,4.97,18.44,15.97,3.49,1.61,21.33,24.48,3.15,88.78\n3312,34.55,12.38,1.91,46.21,54.04,7.83,40.3,13.06,11.76,999.58,17.32,16.23,458.67,9.58,26.64,1.48,46.69,51.27,4.58,6.64,8.73,197.64,14.91,419.94,13.29,8.43,2.63,8.53,3.67,1.68,59.29,76.25,16.96,16.86,2.15,35.19,41.28,6.1,23.24,15.73,3.38,1.31,28.15,31.37,3.21,80.0\n3313,31.46,11.89,1.43,37.78,44.84,7.06,36.2,10.49,11.18,654.71,20.54,11.62,533.15,6.88,27.39,1.42,48.12,53.45,5.33,4.96,11.15,175.42,11.57,437.29,14.71,10.07,2.6,17.92,4.2,1.56,53.24,68.48,15.24,14.34,2.05,31.15,35.55,4.39,19.51,19.18,3.65,1.45,35.56,39.15,3.59,63.37\n3316,36.4,6.49,1.37,26.16,34.93,8.77,22.9,6.07,11.06,431.68,20.39,16.87,618.83,4.27,25.11,1.88,23.68,27.83,4.15,3.09,5.26,169.61,15.12,361.53,8.94,4.82,2.32,6.81,3.99,1.64,24.1,30.09,5.99,22.05,2.25,64.05,82.82,18.77,4.3,14.12,4.23,1.21,12.32,15.06,2.74,76.29\n3317,33.19,5.56,1.24,15.12,20.94,5.82,22.0,10.04,11.06,370.03,23.97,13.0,596.5,3.7,29.85,1.94,21.29,24.79,3.5,2.89,3.84,171.46,15.63,424.53,7.06,3.63,2.29,5.31,4.38,1.62,24.16,29.38,5.22,24.54,2.07,48.52,60.47,11.94,9.26,12.47,3.86,1.37,14.82,17.74,2.92,68.55\n3318,30.12,6.27,1.2,13.85,18.37,4.52,16.3,11.12,11.08,382.24,19.58,9.39,665.33,2.7,28.26,1.81,25.27,28.85,3.58,3.38,3.87,125.16,32.4,390.56,13.4,2.98,2.23,5.04,4.78,1.54,25.17,29.62,4.45,22.16,1.94,13.62,15.68,2.06,22.24,10.23,3.6,1.17,10.32,13.13,2.81,74.25\n3319,21.19,7.85,1.1,14.06,18.57,4.51,16.3,8.46,11.17,376.53,22.14,8.24,663.53,1.99,27.72,1.72,33.33,38.24,4.91,6.98,4.57,126.98,41.42,385.58,15.55,5.35,2.25,4.6,4.38,1.66,36.02,43.88,7.86,12.29,1.88,10.38,12.54,2.15,25.01,8.66,3.42,1.26,19.93,23.22,3.29,54.66\n3320,27.31,26.29,1.45,16.32,20.69,4.37,19.7,6.95,11.22,382.2,25.52,7.6,610.89,2.08,24.62,2.01,26.43,31.1,4.67,17.79,6.19,135.98,78.32,352.1,18.68,10.88,2.2,5.93,4.62,1.47,40.21,51.69,11.48,11.44,1.94,13.02,14.98,1.96,22.64,7.56,3.3,1.27,21.55,25.17,3.61,60.08\n3321,22.04,15.71,1.37,13.69,18.32,4.63,22.1,6.03,11.05,379.42,24.56,8.18,709.77,2.52,18.98,1.9,30.11,37.6,7.49,12.2,6.68,139.5,52.69,374.71,14.58,12.56,2.22,14.48,4.13,1.43,45.65,64.69,19.04,9.49,1.96,17.09,21.38,4.29,22.02,7.03,3.28,1.02,20.73,25.92,5.19,68.09\n3322,21.84,11.56,1.63,23.51,28.99,5.48,25.9,5.93,11.3,421.23,22.83,16.67,627.36,7.86,14.93,2.01,22.77,28.35,5.58,7.27,8.09,156.63,36.06,391.5,17.3,7.85,2.2,28.66,3.79,1.5,42.08,67.89,25.81,7.43,1.99,28.69,40.8,12.11,21.76,11.02,3.53,1.36,35.68,44.63,8.95,56.13\n3323,25.93,17.01,2.17,37.12,45.03,7.91,28.8,11.77,11.54,452.08,22.73,13.63,720.63,8.32,13.15,1.93,18.5,25.22,6.72,6.25,4.05,170.27,25.24,339.4,20.5,5.5,2.23,47.96,3.55,1.47,43.72,68.06,24.34,10.55,2.12,23.95,34.17,10.22,25.78,11.79,3.59,1.36,37.82,50.31,12.5,54.0\n3324,29.91,24.79,2.11,25.68,35.29,9.61,28.4,9.35,11.73,451.46,27.21,11.4,652.11,7.08,16.05,1.95,19.23,25.73,6.5,6.56,2.83,160.27,18.0,344.12,20.0,5.44,2.3,34.8,3.39,1.31,25.44,40.35,14.91,9.56,2.13,15.75,22.53,6.78,29.51,16.49,3.97,1.36,25.71,35.3,9.59,70.22\n3325,20.65,15.32,1.78,21.19,30.21,9.02,24.5,8.06,11.76,458.82,28.04,11.57,703.18,7.86,25.22,2.03,15.2,21.11,5.91,4.6,4.05,146.71,13.58,307.84,22.42,4.45,2.35,26.25,3.27,1.48,26.59,42.86,16.27,7.9,2.2,12.03,17.38,5.36,30.92,21.67,4.2,1.6,23.36,32.55,9.19,78.29\n3327,16.12,11.62,1.77,14.07,20.4,6.33,21.0,12.04,12.35,523.14,27.05,15.82,655.08,6.92,25.4,2.26,15.4,20.78,5.38,10.03,3.06,192.57,7.44,298.72,10.19,3.36,2.39,20.92,3.74,1.5,30.59,47.37,16.78,10.07,2.23,14.44,20.97,6.52,28.72,18.83,4.68,1.46,21.04,28.58,7.54,94.37\n3328,16.13,9.09,1.75,18.03,25.68,7.65,21.0,9.45,12.37,554.34,26.77,17.52,657.87,6.06,27.52,2.28,15.52,20.58,5.06,7.73,4.13,194.72,6.08,331.23,6.93,4.03,2.38,16.21,3.52,1.51,32.62,47.68,15.06,7.99,2.32,11.33,15.64,4.31,32.65,16.53,4.91,1.6,19.23,26.82,7.6,91.99\n3329,15.69,12.6,1.95,17.75,25.53,7.78,25.6,7.8,12.16,559.33,25.84,14.8,605.97,6.66,27.42,2.58,15.06,19.36,4.3,9.7,2.89,206.82,5.86,386.35,6.03,4.0,2.43,12.01,3.52,1.52,27.39,39.34,11.95,7.49,2.48,19.11,24.75,5.64,28.43,13.48,4.6,1.6,21.07,29.97,8.9,86.71\n3330,15.4,9.46,1.75,23.41,31.63,8.22,28.6,6.23,12.41,572.28,28.25,15.5,616.01,5.63,20.42,2.26,14.89,20.39,5.5,11.37,2.75,182.33,8.52,426.0,7.69,5.08,2.54,12.42,4.46,1.49,26.4,38.18,11.78,13.23,2.45,10.41,14.38,3.97,30.2,14.73,4.12,1.7,14.53,20.01,5.48,92.08\n3331,20.95,9.15,1.74,22.05,31.32,9.27,25.5,5.3,12.48,577.3,24.29,11.17,674.38,4.67,20.6,2.42,18.42,23.99,5.57,15.6,4.04,197.65,7.05,349.29,7.08,6.25,2.54,9.85,5.0,1.57,25.26,36.52,11.26,12.06,2.36,11.45,15.72,4.26,28.37,15.41,3.78,1.81,18.98,24.36,5.38,91.91\n3332,17.51,7.67,1.86,19.92,26.46,6.54,20.6,4.2,12.37,621.42,20.25,13.56,675.12,4.76,20.25,2.4,21.36,26.29,4.93,16.01,3.68,254.95,6.83,370.79,7.87,4.87,2.58,12.0,5.25,1.59,17.73,23.0,5.27,9.38,2.31,14.79,20.27,5.48,29.45,13.16,3.55,1.85,25.82,31.24,5.41,86.22\n3333,19.85,6.05,1.72,25.76,33.98,8.22,22.1,2.94,12.06,569.22,19.09,14.93,691.13,3.56,14.92,2.58,27.49,31.32,3.83,9.96,4.17,318.8,5.35,599.17,5.32,3.8,2.37,9.23,4.94,1.53,24.06,28.78,4.72,9.18,2.3,17.29,23.21,5.92,28.02,10.71,3.38,1.83,16.96,20.54,3.58,86.67\n3334,17.07,8.6,1.83,26.07,33.13,7.06,22.8,2.06,11.87,672.64,13.65,10.63,739.93,2.49,13.9,2.21,32.54,36.48,3.94,6.74,4.8,353.4,6.54,778.25,5.64,2.7,2.29,6.46,4.36,1.54,24.7,28.81,4.11,7.04,2.17,15.6,20.57,4.97,28.48,9.0,3.27,1.87,18.26,21.65,3.39,81.77\n3336,23.57,13.22,1.96,47.0,53.98,6.98,29.0,1.44,11.36,726.67,10.78,14.94,754.67,1.68,12.09,2.09,65.8,73.13,7.33,9.34,3.85,273.22,10.78,769.36,35.74,3.22,2.08,5.26,3.66,1.55,39.07,50.11,11.04,16.95,2.06,13.19,17.57,4.38,28.42,8.07,3.73,1.97,50.83,56.7,5.87,34.96\n3337,27.59,9.12,1.67,40.6,46.85,6.25,25.5,4.77,11.04,838.8,9.98,13.98,1175.79,1.18,13.2,2.06,81.28,97.89,16.61,7.05,3.41,294.37,16.97,861.81,20.63,2.81,2.11,5.22,3.46,1.54,41.03,48.26,7.23,13.96,1.92,14.61,19.02,4.41,26.94,15.91,3.9,1.49,18.23,21.54,3.3,65.47\n3338,22.43,7.85,1.27,49.44,56.9,7.46,25.0,4.52,11.4,862.53,8.25,13.99,870.69,1.39,13.9,1.7,79.5,94.19,14.69,5.98,3.79,280.16,17.77,988.62,15.07,2.86,2.23,5.06,3.38,1.29,51.83,65.39,13.56,10.48,1.94,31.41,39.14,7.73,17.42,16.68,3.68,1.57,24.77,27.91,3.14,50.5\n3339,23.03,6.7,1.44,53.51,62.03,8.52,33.1,7.94,11.29,788.4,10.13,23.57,719.65,1.58,15.14,1.85,72.31,81.64,9.33,4.87,3.84,289.81,21.47,789.86,18.75,3.48,2.25,4.63,3.65,1.14,39.57,46.55,6.98,8.35,1.92,37.64,41.93,4.3,12.12,14.49,3.89,1.55,24.66,27.95,3.29,46.96\n3340,30.51,6.8,1.44,53.82,61.71,7.89,30.3,6.44,11.25,698.13,13.66,19.16,910.44,1.23,13.72,1.9,57.94,62.9,4.96,3.41,4.67,235.65,20.46,884.62,28.29,10.09,2.18,4.64,3.9,1.18,26.78,32.26,5.48,8.79,1.88,38.37,47.3,8.93,9.45,13.34,4.28,1.5,56.16,61.34,5.18,15.39\n3341,27.87,7.01,1.44,54.89,61.63,6.74,23.6,5.66,11.24,626.79,12.79,24.11,787.87,1.5,15.7,1.72,44.51,47.75,3.24,6.62,4.43,208.55,26.59,762.65,24.83,15.95,2.2,4.39,3.67,1.16,21.1,26.55,5.45,13.5,1.76,13.59,15.66,2.07,22.27,11.34,4.12,1.62,54.93,59.34,4.42,14.63\n3342,31.89,12.37,1.57,55.41,62.42,7.01,29.1,4.67,11.32,564.28,14.18,26.33,647.26,1.34,24.86,1.69,38.43,42.6,4.17,14.96,3.73,201.04,30.25,711.8,15.76,13.22,2.14,4.74,3.85,1.08,18.61,22.41,3.8,11.59,1.79,8.71,11.72,3.01,27.24,17.58,3.91,1.6,66.44,77.3,10.86,9.06\n3343,30.46,12.06,1.44,33.54,38.96,5.42,30.0,3.39,11.29,487.58,16.46,26.78,750.55,1.16,25.79,1.56,33.31,37.52,4.21,12.33,3.66,174.8,29.09,639.08,16.54,15.39,2.12,9.93,4.33,1.05,22.69,30.38,7.69,8.46,1.83,15.73,18.23,2.5,24.48,22.25,4.11,1.36,35.31,38.97,3.66,28.46\n3344,21.57,14.82,1.59,25.03,30.04,5.01,31.5,3.34,11.32,477.34,13.41,29.11,672.36,1.58,19.09,1.8,35.01,39.97,4.96,15.41,4.43,208.16,23.14,594.56,13.46,13.74,2.14,11.25,5.13,1.14,35.98,50.18,14.2,6.6,1.78,16.03,20.13,4.1,25.65,19.25,3.97,1.5,31.41,35.91,4.5,28.55\n3345,22.36,17.33,1.72,21.46,26.06,4.6,31.7,2.46,11.44,518.28,14.14,20.98,622.76,2.07,17.37,1.75,42.04,50.28,8.24,20.92,4.73,247.81,21.73,589.91,14.93,10.98,2.22,9.84,5.65,1.12,36.96,51.71,14.75,5.4,1.74,13.26,17.31,4.05,28.49,15.16,3.68,1.56,41.42,53.11,11.69,23.9\n3346,19.62,15.82,1.58,33.08,39.49,6.41,29.8,2.52,11.76,529.76,15.63,22.11,577.5,2.71,18.22,2.01,46.51,61.83,15.32,12.19,4.58,276.35,22.35,570.89,19.05,9.93,2.31,20.84,5.68,1.1,42.23,62.49,20.26,6.6,1.81,15.87,24.14,8.27,29.3,21.5,3.47,1.79,56.25,77.55,21.3,24.87\n3347,36.89,11.86,1.8,38.92,48.93,10.01,34.7,7.13,11.72,525.36,21.22,35.86,623.56,3.05,21.48,1.89,32.63,45.2,12.57,9.33,4.05,266.65,22.45,449.06,31.04,10.74,2.39,45.27,6.02,1.21,38.04,58.04,20.0,11.55,1.66,12.2,18.08,5.89,28.0,23.31,3.51,1.78,42.02,61.69,19.67,40.03\n3348,30.36,12.46,2.0,37.49,51.12,13.63,35.1,11.65,11.95,562.76,19.8,30.57,608.84,2.93,22.74,1.95,31.82,42.73,10.91,9.06,3.41,297.26,26.39,409.7,25.59,8.1,2.43,32.91,6.14,1.23,43.63,67.33,23.7,12.91,1.72,9.53,13.64,4.11,29.44,30.77,3.64,1.85,37.82,53.08,15.26,43.0\n3349,26.25,14.49,2.14,31.47,43.36,11.89,28.2,9.28,12.2,585.08,19.91,23.62,565.65,2.98,19.08,2.05,39.02,49.07,10.05,9.25,3.91,245.66,20.0,463.32,17.53,8.23,2.44,23.48,5.58,1.13,30.46,48.28,17.82,9.94,1.76,13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4,36.16,11.02,5.46,1.83,10.2,13.93,3.73,35.37,19.83,4.02,1.63,11.53,15.63,4.1,93.07\n3374,15.57,7.05,1.77,25.83,35.96,10.13,18.6,7.84,12.52,304.02,27.84,19.17,95.33,12.44,22.39,1.66,18.57,24.92,6.35,3.96,3.34,168.26,18.85,274.53,16.55,5.31,2.55,21.23,3.3,1.19,16.04,24.7,8.66,14.38,1.97,9.57,14.52,4.95,40.71,19.15,3.71,1.68,12.02,16.08,4.05,97.04\n3375,23.49,5.75,1.58,19.1,26.5,7.4,14.4,7.1,12.83,356.12,34.51,14.11,78.77,11.24,17.16,1.74,19.42,25.13,5.71,4.38,4.26,126.18,14.65,326.05,10.46,5.81,2.57,22.43,3.96,1.24,27.71,38.48,10.77,12.9,1.97,10.14,14.41,4.26,41.9,17.2,3.5,1.69,23.73,30.2,6.47,91.92\n3376,19.11,6.02,1.69,15.03,21.6,6.57,19.0,6.74,12.83,347.44,30.12,19.73,99.76,9.75,15.82,1.59,12.95,17.71,4.76,3.61,4.05,128.61,16.25,297.54,9.35,4.91,2.53,21.03,3.67,1.25,27.73,41.06,13.33,11.72,2.17,10.89,14.72,3.84,44.36,13.8,3.35,1.67,19.64,25.06,5.41,94.87\n3377,15.9,8.33,1.63,18.77,26.85,8.08,14.0,5.76,12.92,371.42,32.56,14.87,123.76,13.34,14.17,1.66,16.8,21.57,4.77,3.36,3.4,146.66,13.0,315.33,7.78,3.93,2.52,19.58,3.48,1.26,25.61,40.03,14.42,9.33,2.19,11.54,15.23,3.7,42.19,11.58,3.3,1.68,15.55,20.28,4.73,99.56\n3378,16.73,7.25,1.55,13.74,19.51,5.77,10.0,14.25,13.05,327.8,29.6,11.19,94.26,11.36,11.58,1.54,18.1,23.84,5.74,4.06,3.66,189.87,12.1,314.49,5.53,3.46,2.55,13.71,3.48,1.32,28.45,43.01,14.56,11.27,2.3,10.21,14.22,4.01,39.24,10.03,3.58,1.74,14.54,18.5,3.97,94.43\n3379,13.59,6.65,1.44,21.85,30.45,8.6,9.6,11.31,12.96,378.85,29.12,8.23,117.78,8.81,13.98,1.4,25.73,31.96,6.23,4.16,4.11,193.68,8.89,349.06,6.61,3.7,2.55,9.64,4.17,1.36,41.53,62.78,21.25,9.38,2.38,12.71,17.01,4.3,39.21,9.02,3.71,1.65,14.29,17.95,3.66,94.95\n3380,17.45,6.72,1.73,20.89,27.98,7.09,14.7,16.45,12.84,437.01,22.22,8.78,158.54,6.88,17.77,1.39,25.55,30.69,5.14,3.48,3.8,196.97,6.79,373.5,6.49,3.52,2.59,7.07,4.89,1.44,47.66,68.68,21.02,10.51,2.47,14.22,18.12,3.9,44.23,8.22,3.56,1.74,23.98,28.5,4.51,85.15\n3381,16.68,6.11,1.52,27.88,36.33,8.45,17.2,12.33,12.82,488.65,17.73,7.05,110.59,5.95,15.91,1.42,27.75,32.18,4.43,4.33,5.03,328.43,4.81,516.7,15.38,3.83,2.58,4.95,4.32,1.36,24.03,29.53,5.5,9.12,2.4,19.52,22.71,3.19,38.63,7.36,3.39,1.85,18.74,21.5,2.76,82.86\n3382,20.26,5.51,1.49,36.06,44.0,7.94,20.1,13.02,12.22,456.37,15.73,8.27,138.09,6.14,13.88,1.34,36.96,40.43,3.47,9.13,6.88,427.87,7.9,634.75,25.85,3.79,2.58,4.51,3.92,1.47,50.6,61.48,10.88,6.58,2.53,54.27,61.64,7.38,21.67,6.65,3.27,1.63,12.68,15.6,2.93,71.78\n3383,26.44,6.2,1.53,32.22,38.2,5.98,22.8,14.06,12.06,548.04,12.48,8.04,239.02,6.73,18.74,1.48,67.11,73.74,6.63,6.75,5.67,672.68,12.72,739.32,18.6,4.68,2.51,3.75,3.65,1.54,61.27,74.4,13.13,4.61,2.48,64.85,74.59,9.74,12.87,6.16,3.19,1.63,15.8,18.78,2.98,65.73\n3384,29.46,7.32,1.61,42.95,48.12,5.17,26.0,14.02,12.15,596.73,11.21,16.02,308.93,7.41,22.87,1.52,77.72,83.99,6.27,10.44,5.12,800.8,14.16,1126.2,17.18,7.94,2.56,11.27,3.55,1.41,53.61,63.24,9.63,3.22,2.24,19.62,21.74,2.13,29.84,5.93,3.73,1.69,42.95,48.45,5.5,36.16\n3385,39.13,12.73,1.52,54.84,63.57,8.73,28.7,11.52,11.62,865.55,8.34,12.03,360.74,14.87,24.6,1.35,87.63,99.39,11.76,15.56,5.26,733.69,34.27,771.86,21.3,8.94,2.71,13.9,4.11,1.48,66.4,83.47,17.07,5.85,2.29,18.92,20.9,1.99,30.86,7.85,4.27,1.78,74.39,85.92,11.53,5.47\n3386,26.26,12.5,1.64,78.23,90.73,12.5,40.5,15.36,11.99,1040.33,7.18,13.98,944.31,12.7,30.78,2.42,87.1,98.6,11.5,23.66,5.2,746.54,34.43,484.32,29.18,7.53,3.14,14.34,4.73,1.43,65.02,78.36,13.34,9.68,2.21,41.03,49.06,8.03,20.29,13.97,4.21,1.5,44.12,47.57,3.46,30.23\n3387,42.8,9.67,1.58,71.49,83.59,12.1,34.0,12.58,11.95,1016.33,7.73,20.89,1323.35,10.17,33.05,2.28,75.97,89.5,13.53,21.33,5.46,559.47,53.25,472.88,35.58,7.52,2.8,10.52,4.21,1.23,35.29,43.89,8.6,13.4,2.35,39.17,42.6,3.43,13.61,14.27,4.32,1.73,57.97,76.0,18.03,18.82\n3388,31.48,19.24,1.75,100.13,128.66,28.53,36.3,10.95,11.47,893.45,8.85,15.91,974.25,9.93,34.3,2.38,60.96,68.43,7.47,15.5,3.99,425.89,93.64,732.42,31.29,5.28,2.79,7.93,3.85,1.33,28.02,38.4,10.38,18.59,2.33,33.16,35.93,2.78,15.29,20.89,4.37,1.77,82.99,111.12,28.12,0.44\n3389,41.8,12.36,1.72,57.03,65.65,8.62,35.5,13.05,11.48,766.54,7.84,22.54,853.95,9.03,33.51,2.52,77.96,97.54,19.58,16.37,4.09,331.54,86.82,759.59,21.67,8.12,2.52,6.38,3.59,1.34,24.74,30.3,5.56,18.27,2.24,31.41,34.51,3.1,14.3,20.47,4.09,1.7,85.96,119.5,33.54,0.6\n3390,27.82,19.29,1.6,40.63,46.75,6.12,40.8,10.74,11.4,722.11,7.29,19.32,748.78,11.95,30.05,2.45,75.84,107.78,31.94,13.76,5.37,280.71,74.4,701.88,15.95,14.59,2.4,4.88,3.53,1.21,32.26,39.45,7.19,13.98,2.08,20.22,22.66,2.43,21.56,21.43,4.15,1.63,76.05,101.56,25.51,0.33\n3394,27.51,8.95,1.52,49.38,65.49,16.11,36.4,19.01,12.9,863.09,15.69,16.52,1100.77,27.3,28.36,2.88,64.2,94.53,30.33,16.53,4.14,499.98,34.78,553.72,19.05,10.56,2.66,52.84,4.76,1.34,61.02,99.11,38.09,19.65,1.94,18.33,25.0,6.67,27.6,34.64,11.8,1.52,83.15,132.68,49.54,17.29\n3395,37.45,14.08,1.77,69.63,112.11,42.48,45.6,20.71,12.39,746.68,27.52,21.97,819.06,30.69,30.56,2.69,51.12,71.27,20.15,17.1,3.96,350.74,26.61,370.16,33.63,8.25,2.68,68.44,7.86,1.26,38.64,53.58,14.94,19.31,1.85,16.0,21.39,5.39,31.5,39.93,13.25,1.67,79.31,117.86,38.55,30.71\n3396,32.36,21.1,3.35,70.09,110.97,40.88,35.9,15.15,12.78,672.96,30.36,16.93,759.22,37.09,30.92,2.86,40.4,54.38,13.98,17.15,5.29,224.76,22.58,317.67,21.0,7.8,2.71,39.66,6.66,1.28,38.6,56.22,17.62,14.77,1.78,15.2,20.63,5.44,33.4,46.1,10.93,1.71,59.35,79.8,20.44,56.0\n3397,37.42,14.33,4.51,53.57,76.39,22.82,35.4,10.94,13.31,639.56,28.01,18.18,688.85,28.42,31.3,2.97,33.2,41.8,8.6,11.4,4.58,218.75,16.42,303.59,16.23,7.26,2.58,31.34,6.38,1.28,27.38,37.92,10.54,11.35,1.92,16.8,25.21,8.41,32.72,47.67,8.94,1.65,43.53,56.2,12.67,74.09\n3398,49.84,19.71,3.13,39.77,54.13,14.36,31.3,8.43,13.68,634.04,27.6,13.52,746.22,20.07,27.55,2.91,40.65,49.8,9.15,8.3,3.59,182.2,15.62,263.77,17.14,7.27,2.64,28.36,5.72,1.45,30.61,43.75,13.14,10.33,2.18,11.08,14.1,3.02,37.81,41.05,7.64,1.73,53.58,66.69,13.1,68.44\n3399,34.97,12.08,2.92,25.59,34.51,8.92,23.9,9.18,13.77,583.58,30.48,12.33,692.09,22.78,27.07,2.86,33.84,42.16,8.32,10.69,3.04,187.76,14.93,278.12,24.52,5.69,2.58,21.03,5.22,1.42,36.52,48.06,11.54,8.16,2.1,11.95,15.5,3.55,40.02,37.19,6.65,1.66,43.68,54.05,10.37,76.94\n3400,35.17,9.38,2.91,23.09,31.03,7.94,27.6,7.96,13.86,508.75,25.84,14.58,707.0,23.34,32.57,2.82,26.83,34.33,7.5,10.41,3.45,226.21,11.28,247.15,28.28,4.37,2.69,18.57,5.08,1.5,31.76,44.2,12.44,6.41,2.23,14.0,19.82,5.82,42.15,63.41,5.94,2.06,29.44,38.39,8.94,94.64\n3401,31.81,18.87,2.49,26.54,34.48,7.94,22.4,10.12,13.12,600.67,16.28,19.15,634.16,20.27,28.83,2.76,34.86,41.38,6.52,19.07,3.53,244.33,13.17,391.21,24.1,5.41,2.57,20.08,4.86,1.7,42.3,60.15,17.85,5.2,2.16,24.78,30.94,6.16,35.83,69.31,5.22,2.28,51.04,62.06,11.02,63.13\n3403,31.88,9.01,1.99,19.83,26.72,6.89,24.6,9.02,12.82,769.75,11.65,20.55,873.53,17.73,26.93,2.3,54.97,62.98,8.01,26.5,5.2,413.71,54.51,649.43,27.97,16.73,2.65,11.13,4.6,1.4,47.79,59.01,11.22,16.31,2.42,51.31,58.28,6.98,20.83,78.11,20.61,2.64,87.46,109.97,22.51,49.93\n3405,40.35,15.35,1.85,25.24,31.35,6.11,41.2,19.6,12.66,1081.81,8.66,27.62,1051.4,20.27,53.51,3.09,128.71,178.91,50.2,20.52,4.82,754.89,92.13,827.9,40.57,18.67,3.05,12.34,3.78,1.28,79.5,97.2,17.7,18.6,2.26,78.94,91.46,12.52,11.21,65.54,24.79,1.78,66.76,73.28,6.52,46.34\n3417,35.42,33.55,1.45,38.3,44.36,6.06,41.5,22.53,11.8,446.49,11.75,38.21,563.56,34.48,41.83,1.55,44.3,58.09,13.79,21.46,9.83,382.29,49.9,606.1,29.58,21.11,2.83,18.52,3.16,1.43,68.87,97.35,28.48,14.96,1.92,24.18,28.97,4.79,14.31,42.17,14.51,1.64,66.88,92.37,25.49,22.7\n3420,50.54,36.43,1.35,64.84,86.17,21.33,68.2,26.88,12.13,494.24,13.79,55.54,623.85,34.15,40.44,1.39,61.42,79.28,17.86,28.55,9.95,166.77,21.86,712.02,49.33,25.98,2.89,56.7,3.62,1.43,83.95,115.5,31.55,20.25,1.9,25.33,32.49,7.17,16.47,56.75,18.91,1.49,69.7,94.6,24.9,39.06\n3422,61.29,13.56,1.39,52.9,68.98,16.08,51.5,16.77,12.61,452.61,19.66,51.84,425.64,37.28,47.41,1.64,42.38,54.02,11.64,22.59,5.83,199.44,35.82,529.68,34.72,19.32,2.75,43.64,19.41,1.26,45.56,63.47,17.91,25.06,1.92,14.92,20.95,6.03,29.62,53.92,13.92,1.63,57.59,76.61,19.02,48.49\n3423,63.35,26.09,1.43,51.02,65.86,14.84,42.4,16.57,12.05,492.89,12.54,45.52,259.47,31.97,44.43,1.64,49.16,60.13,10.97,32.34,7.44,291.91,61.87,463.6,36.35,14.98,2.77,42.13,15.42,1.27,61.44,87.79,26.35,20.07,1.94,10.36,15.48,5.12,38.32,50.0,10.66,1.67,60.06,73.03,12.97,45.93\n3424,47.9,41.5,1.52,31.4,42.26,10.86,44.1,15.75,12.03,461.18,14.26,40.29,354.82,27.01,56.51,1.52,65.74,81.32,15.58,20.01,11.5,171.0,129.02,522.35,23.52,8.55,2.75,31.99,11.82,1.2,56.87,75.71,18.84,16.14,1.79,11.48,16.39,4.91,34.82,91.15,19.07,1.81,75.94,97.86,21.93,52.36\n3425,31.89,24.36,1.47,32.77,40.67,7.9,41.9,18.14,12.36,558.66,11.56,39.56,386.08,27.05,54.8,1.61,62.56,81.13,18.57,16.16,7.06,216.72,74.29,476.35,19.19,8.23,2.84,39.21,10.02,1.18,55.89,75.78,19.89,20.41,1.85,14.21,18.82,4.61,33.3,85.61,19.48,2.55,78.79,105.67,26.88,52.07\n3426,45.17,32.01,1.52,25.61,33.52,7.91,39.4,16.73,12.69,691.06,11.04,44.13,587.41,21.0,36.12,1.6,69.31,89.96,20.65,11.85,7.66,220.75,34.07,520.93,20.52,8.93,2.87,40.64,8.29,1.27,102.92,131.5,28.58,17.87,2.13,12.94,17.55,4.61,36.08,79.36,19.37,1.92,59.12,74.65,15.53,51.74\n3427,36.54,32.18,1.64,26.38,34.83,8.45,41.1,17.93,12.96,701.95,16.17,39.22,322.76,15.53,44.9,1.8,64.58,82.4,17.82,15.04,10.08,217.18,19.47,589.33,17.06,6.71,2.88,40.63,7.11,1.28,65.49,90.94,25.45,13.62,2.03,17.96,22.58,4.61,39.21,76.0,22.15,1.41,48.81,61.06,12.25,51.59\n3428,36.06,26.51,1.48,71.01,90.29,19.28,38.6,12.75,12.28,525.55,14.54,32.59,374.13,14.79,45.68,1.71,44.03,53.5,9.47,14.23,9.77,285.94,13.08,621.1,23.42,6.4,2.84,37.1,6.41,1.24,42.02,57.56,15.54,15.24,2.24,34.38,40.37,5.99,31.2,57.53,19.56,1.58,53.87,68.45,14.58,71.39\n3429,29.56,29.4,1.19,39.44,50.17,10.73,40.7,9.36,12.08,547.12,10.81,35.36,321.03,10.96,29.64,1.49,34.56,39.55,4.99,9.9,13.31,437.46,9.13,980.39,30.77,4.95,2.81,25.97,5.39,1.17,44.45,60.09,15.64,17.1,2.09,53.33,58.58,5.26,23.27,40.94,14.88,1.49,35.7,40.13,4.43,79.54\n3430,33.06,18.64,1.42,34.99,43.8,8.81,35.9,6.99,12.06,546.63,10.09,25.73,471.94,8.16,20.77,1.53,68.86,79.86,11.0,6.96,9.26,705.59,12.16,1654.33,22.04,7.12,2.86,18.18,4.68,1.3,48.98,59.27,10.29,20.25,2.19,65.31,76.23,10.93,17.42,31.39,11.32,1.38,37.37,42.38,5.0,69.38\n3431,25.58,12.67,1.13,40.84,49.92,9.08,41.6,9.89,12.19,719.12,8.09,23.94,793.4,6.42,14.54,1.54,101.35,120.26,18.91,5.71,6.55,627.4,25.14,2660.51,21.48,10.18,2.96,12.74,4.2,1.21,71.92,79.32,7.4,16.98,2.19,34.68,41.4,6.72,22.75,24.05,8.82,1.61,60.48,65.58,5.1,40.37\n3432,35.28,9.3,1.18,42.27,48.16,5.89,46.5,9.84,11.87,580.09,9.1,21.61,1086.41,4.75,20.01,1.7,124.54,189.38,64.84,5.17,5.56,219.06,27.16,2282.46,21.46,7.75,3.15,9.82,4.55,1.41,135.05,167.95,32.9,17.06,2.07,25.1,29.12,4.02,25.01,28.94,7.72,1.79,98.5,120.97,22.47,11.7\n3433,36.43,13.29,1.0,74.58,83.16,8.58,39.4,12.18,11.56,859.35,8.65,33.31,1032.67,4.25,31.83,1.94,87.18,162.14,74.96,4.67,3.29,163.98,54.92,1323.93,29.64,7.49,3.3,13.96,7.91,1.37,79.65,103.29,23.64,13.77,2.07,29.89,33.08,3.19,24.69,36.53,7.65,1.93,110.5,156.01,45.51,8.64\n3434,35.69,15.44,1.29,89.67,100.83,11.16,29.8,11.76,11.61,805.3,9.15,32.17,1332.45,5.96,30.81,1.25,69.39,78.29,8.9,3.61,2.62,112.53,58.26,912.29,32.28,12.08,3.51,16.33,9.43,1.56,54.0,69.58,15.58,15.55,2.06,39.63,43.04,3.41,19.02,39.18,6.73,1.76,101.7,137.05,35.34,0.66\n3437,29.49,22.14,1.15,40.22,45.23,5.01,33.3,14.54,11.62,582.56,10.74,37.96,984.88,4.2,21.43,1.35,69.83,81.13,11.3,8.12,9.12,140.3,60.07,530.38,23.28,12.93,3.33,7.67,5.82,1.35,34.59,39.36,4.77,11.17,1.86,32.76,36.66,3.9,16.98,44.97,8.09,1.49,74.11,86.42,12.31,0.16\n3438,35.02,26.41,1.15,33.02,38.87,5.85,35.0,15.85,11.66,506.43,11.52,29.05,538.86,3.29,22.7,1.54,59.52,66.66,7.14,13.16,7.01,224.92,51.74,601.14,25.38,17.85,3.02,6.25,5.99,1.34,62.28,71.56,9.28,9.83,1.95,34.5,38.05,3.54,10.82,39.41,7.34,1.62,85.1,110.88,25.78,0.29\n3439,25.36,19.4,1.23,24.97,29.84,4.87,26.7,12.05,11.35,446.38,11.83,24.44,548.21,2.76,26.14,1.28,53.4,60.83,7.43,8.14,4.82,223.56,73.8,769.66,16.93,10.9,3.01,6.57,6.05,1.36,58.74,74.81,16.07,13.72,1.95,30.68,35.29,4.61,13.08,46.69,11.28,1.53,77.1,96.84,19.74,1.16\n3440,19.67,14.22,1.24,25.83,30.42,4.59,32.5,9.91,11.64,609.18,10.16,25.87,703.1,21.08,28.2,1.46,53.95,68.99,15.04,9.38,6.44,211.83,88.18,776.44,13.03,12.98,2.84,7.53,7.43,1.5,55.1,85.35,30.25,17.56,1.84,39.86,51.98,12.13,13.6,41.45,11.58,1.57,88.99,136.27,47.27,1.87\n3444,38.01,12.48,1.48,63.56,87.03,23.47,46.6,11.56,12.75,678.76,18.82,21.24,340.64,16.06,25.52,1.74,39.97,50.44,10.47,22.78,6.89,194.84,18.15,341.28,24.5,12.69,2.77,36.68,5.03,1.41,64.62,89.87,25.25,29.39,1.89,11.93,16.59,4.66,38.1,58.02,8.15,1.58,37.57,50.97,13.4,75.46\n3445,40.56,14.85,1.43,59.75,81.1,21.35,37.4,8.21,12.81,633.09,21.37,22.15,303.4,13.32,29.6,1.47,36.23,45.09,8.86,21.61,5.28,160.18,17.21,358.0,26.98,13.08,2.74,24.92,4.61,1.51,65.66,92.71,27.05,25.03,1.84,12.05,15.75,3.7,42.47,78.36,11.1,1.75,34.98,47.66,12.68,83.33\n3446,43.36,11.3,1.78,53.41,68.97,15.56,28.6,7.61,12.78,718.94,14.19,29.67,379.9,11.08,32.51,1.46,26.38,33.66,7.28,26.4,4.96,270.57,12.89,391.08,30.86,14.8,2.71,18.52,4.19,1.42,33.73,51.03,17.3,27.62,1.95,11.69,15.75,4.06,41.42,77.02,10.6,1.53,28.04,37.36,9.32,87.81\n3447,29.78,9.42,1.41,37.87,47.91,10.04,37.5,11.06,13.06,814.59,15.08,24.98,262.3,8.52,31.44,1.56,48.88,61.81,12.93,22.2,4.07,320.43,17.49,521.87,19.73,11.39,2.81,21.65,4.39,1.44,35.67,50.89,15.22,22.14,2.09,14.72,18.7,3.98,38.25,66.54,8.32,1.67,34.34,42.9,8.57,78.55\n3448,44.6,21.71,1.42,26.21,35.96,9.75,42.1,8.48,12.86,798.19,21.44,30.82,594.1,6.05,31.74,1.52,71.88,94.01,22.13,12.06,3.34,184.92,13.99,426.82,14.83,6.99,2.71,16.45,5.06,1.51,37.18,51.68,14.5,15.83,1.97,20.05,24.53,4.49,32.87,69.57,6.72,1.58,56.02,68.55,12.53,55.32\n3449,28.04,24.25,1.26,18.75,26.02,7.27,47.7,7.82,13.49,819.11,20.8,37.08,307.2,17.51,31.77,1.63,38.33,50.68,12.35,8.71,3.76,249.95,23.43,289.93,21.3,6.26,2.77,19.61,5.12,1.56,71.13,96.36,25.23,16.25,1.96,26.65,32.37,5.72,31.58,62.54,5.65,1.67,43.1,52.91,9.8,80.39\n3450,20.88,14.28,1.25,14.63,20.5,5.87,47.6,14.36,14.19,864.34,19.8,26.54,309.11,25.67,30.02,1.53,26.16,34.11,7.95,8.85,2.97,233.83,21.17,313.7,27.01,9.05,2.81,26.63,4.49,1.46,44.74,58.44,13.7,13.76,1.9,18.92,23.38,4.46,35.28,73.73,5.13,1.63,41.67,52.84,11.17,79.9\n3451,25.92,10.73,1.26,30.95,39.49,8.54,39.2,18.96,14.03,1093.69,14.02,18.78,324.63,30.26,32.5,1.74,33.32,40.84,7.52,9.61,2.44,371.84,27.0,415.97,19.87,10.95,2.69,25.84,4.04,1.6,47.17,65.39,18.22,10.0,2.02,25.65,32.11,6.46,34.01,74.19,6.23,1.54,39.07,48.17,9.1,83.61\n3452,35.37,24.28,1.34,35.9,46.16,10.26,47.1,13.67,14.06,1288.64,11.92,15.81,332.82,22.87,29.42,1.7,45.44,52.28,6.84,24.0,2.92,400.46,20.86,596.78,25.46,9.58,2.82,18.98,3.77,1.62,55.35,69.25,13.9,20.38,2.07,39.84,53.04,13.19,36.14,55.94,6.0,1.62,40.83,48.14,7.31,81.98\n3453,25.8,14.49,1.37,40.29,50.71,10.42,55.5,10.89,13.47,1297.99,10.6,20.44,488.41,22.87,22.93,1.54,66.23,74.08,7.85,30.67,4.05,571.54,15.24,1279.89,40.61,7.95,2.78,13.56,3.77,1.79,105.68,149.56,43.88,17.56,2.08,28.35,35.75,7.4,33.71,43.32,5.1,1.46,45.11,49.61,4.5,72.52\n3454,29.66,10.47,1.1,29.36,37.1,7.74,62.4,8.67,13.18,1346.96,10.2,26.46,745.49,20.05,18.13,1.77,90.22,102.51,12.29,23.0,4.59,664.48,13.36,2103.45,53.93,8.75,2.96,9.86,3.54,1.65,84.7,100.44,15.74,17.88,2.0,20.11,24.54,4.42,44.26,35.91,4.47,1.58,67.72,72.64,4.92,47.44\n3455,21.84,7.6,1.27,60.08,70.57,10.49,66.1,15.52,13.15,1463.18,8.86,28.48,1025.91,23.08,30.11,2.15,146.73,230.15,83.42,29.51,8.06,350.83,17.33,2875.18,45.1,13.77,2.8,10.76,3.38,1.64,79.08,93.43,14.35,18.28,1.87,42.03,47.78,5.75,29.5,27.8,4.03,2.02,85.89,97.48,11.59,22.04\n3456,43.49,9.55,1.32,87.82,100.99,13.17,66.6,24.76,12.94,1328.21,9.23,35.72,587.74,19.81,44.73,1.81,87.89,116.98,29.09,35.04,14.86,441.09,44.88,2199.28,35.41,13.53,2.92,16.54,3.3,1.62,57.64,69.01,11.37,14.05,2.06,66.66,77.6,10.93,14.12,34.61,3.72,1.59,52.46,59.54,7.08,34.41\n3457,49.07,15.05,1.42,49.93,60.42,10.49,65.7,18.75,12.54,1092.56,8.56,29.74,477.32,18.53,43.57,1.62,64.21,71.89,7.68,27.87,10.49,453.34,49.97,1747.88,22.03,8.88,2.86,22.69,3.51,1.66,46.29,55.36,9.07,22.44,2.08,86.19,120.56,34.37,4.36,38.13,3.93,1.56,59.45,65.28,5.83,30.13\n3459,33.9,14.59,1.84,74.52,89.44,14.92,64.1,21.11,12.58,1232.72,8.04,30.77,851.44,16.88,43.29,2.43,94.23,137.39,43.16,29.3,8.32,439.27,68.19,1172.56,26.77,16.04,2.87,12.64,3.9,1.28,40.82,48.88,8.06,23.78,2.13,72.82,109.85,37.03,3.39,46.37,3.91,1.46,56.27,61.04,4.77,25.77\n3460,38.24,19.78,2.16,76.36,92.4,16.04,63.3,16.9,12.67,1065.99,7.36,30.97,864.71,12.54,44.09,2.44,109.86,201.59,91.73,21.27,6.26,703.42,88.81,699.57,26.29,12.25,3.19,10.21,4.33,1.14,35.0,42.54,7.54,25.09,2.0,81.63,145.01,63.38,2.93,44.86,9.64,2.05,82.59,117.26,34.67,13.16\n3461,44.38,22.42,1.93,55.99,64.21,8.22,53.4,18.46,12.27,1017.14,7.63,33.44,1089.55,14.47,48.77,2.59,109.76,202.99,93.23,19.58,10.95,644.66,92.51,449.71,26.92,13.64,2.98,11.01,4.27,1.23,29.96,35.76,5.8,32.32,2.16,62.06,97.07,35.01,3.02,38.47,12.47,1.87,72.68,92.51,19.83,13.46\n3462,43.78,24.86,1.98,49.74,56.31,6.57,56.3,22.83,11.96,813.91,7.9,33.64,1047.2,11.39,48.03,2.24,75.2,108.97,33.77,20.44,14.7,553.99,83.74,461.44,30.5,11.66,3.15,8.03,3.89,1.14,30.21,37.85,7.64,29.54,1.83,53.52,67.15,13.63,4.14,51.14,19.51,1.93,69.29,94.96,25.67,13.38\n3463,51.42,22.94,1.85,41.54,47.12,5.58,44.7,22.52,12.0,745.41,8.04,35.48,875.68,8.69,47.11,2.11,66.14,91.97,25.83,28.78,9.16,538.28,112.43,551.86,34.72,14.12,3.15,6.85,3.62,1.1,39.88,52.56,12.68,21.61,1.86,54.35,74.39,20.04,3.93,66.6,26.1,1.92,67.11,95.21,28.1,13.85\n3464,40.43,16.3,1.68,31.98,37.29,5.31,51.7,19.42,12.14,699.48,9.82,38.83,609.21,20.18,48.84,2.22,81.86,139.2,57.34,32.73,7.66,499.24,74.17,523.62,39.47,20.91,2.94,6.43,3.47,1.32,58.6,94.55,35.95,22.46,1.96,60.26,103.08,42.82,4.7,63.4,22.9,1.72,60.1,84.78,24.68,19.91\n3465,46.54,21.93,1.62,34.35,39.66,5.31,49.4,18.43,12.11,757.53,9.83,30.07,614.65,16.49,44.82,2.4,73.71,121.46,47.75,25.45,8.25,455.58,41.39,440.27,37.22,19.27,3.03,14.33,3.7,1.35,67.12,108.86,41.74,18.34,1.8,53.25,81.84,28.59,10.41,63.12,17.64,1.69,63.9,94.38,30.48,24.12\n3466,38.67,21.29,2.05,44.96,59.08,14.12,51.9,19.13,12.61,742.64,11.67,33.78,865.47,23.47,42.18,2.07,56.96,81.7,24.74,23.67,7.23,554.73,26.8,561.19,44.25,19.29,3.04,51.84,4.47,1.31,88.62,139.3,50.68,26.17,1.64,47.24,69.16,21.91,16.1,63.78,21.88,1.69,72.84,114.63,41.79,26.7\n3467,28.5,22.64,2.23,57.57,85.46,27.89,57.5,18.72,12.6,676.87,14.94,37.39,643.16,24.76,39.55,2.4,76.77,116.63,39.86,25.84,8.76,394.32,19.41,459.97,50.2,19.09,3.08,53.24,4.77,1.24,79.14,111.07,31.93,34.78,1.69,29.79,41.64,11.85,28.62,55.66,20.0,1.85,69.49,100.59,31.09,38.88\n3469,38.08,13.82,2.6,44.99,64.43,19.44,56.2,11.12,14.11,601.87,21.24,1.65,413.47,21.57,42.51,2.38,57.03,76.04,19.01,16.21,7.52,211.97,30.35,382.41,21.74,11.31,2.71,38.84,4.2,1.3,40.23,56.18,15.95,33.82,1.8,16.86,23.06,6.2,33.14,54.02,12.24,1.63,36.34,48.58,12.25,79.59\n3470,35.65,10.58,2.68,32.95,45.56,12.61,55.6,10.09,14.16,608.27,18.68,13.13,565.44,21.38,40.79,2.39,48.49,61.72,13.23,12.09,5.8,256.07,25.13,406.44,20.17,7.59,2.84,37.03,5.79,1.17,25.6,34.86,9.26,33.95,1.93,10.0,13.74,3.74,36.82,48.03,10.48,1.85,38.21,49.37,11.16,83.8\n3471,27.6,12.94,2.4,25.17,34.47,9.3,53.7,17.44,13.46,571.43,16.16,18.55,434.61,22.1,38.96,2.38,50.8,62.56,11.76,15.02,5.1,210.85,31.67,474.96,20.36,6.6,2.85,27.69,4.96,1.22,24.58,36.27,11.69,25.84,2.08,9.44,13.23,3.79,42.68,45.3,10.23,1.87,33.67,42.3,8.63,91.68\n3472,33.98,8.87,2.08,19.39,27.11,7.72,51.2,13.38,13.36,498.35,17.26,22.34,550.26,17.17,40.87,2.58,63.74,82.02,18.28,12.84,5.47,237.99,23.9,532.96,13.67,5.53,2.84,26.9,4.37,1.34,29.31,42.0,12.69,22.54,2.64,12.33,17.39,5.06,48.18,59.48,10.39,2.36,65.47,84.64,19.18,65.86\n3473,29.99,7.22,2.19,19.6,26.94,7.34,37.3,10.02,13.35,727.95,12.3,24.38,506.54,23.85,36.14,2.03,40.31,47.23,6.92,19.52,8.65,380.06,22.02,520.92,8.78,4.66,3.03,19.06,3.96,1.14,53.32,62.9,9.58,25.42,3.45,13.35,18.23,4.88,51.3,59.26,8.87,1.72,41.83,47.86,6.03,62.48\n3474,27.1,7.12,2.09,21.64,29.03,7.39,38.2,13.2,13.09,866.31,9.25,24.24,559.66,20.92,31.88,2.42,54.07,60.3,6.23,28.35,7.46,542.65,29.96,675.0,6.71,5.97,2.91,13.34,3.67,1.26,73.56,85.78,12.22,20.23,3.29,15.63,19.68,4.05,46.18,47.92,7.1,1.89,75.97,85.01,9.04,43.04\n3475,30.33,7.03,2.17,24.41,29.65,5.24,44.5,17.78,13.1,838.86,11.59,20.72,731.54,22.53,49.76,2.27,127.06,178.22,51.16,20.21,5.85,419.26,84.58,566.23,10.86,9.66,3.21,9.34,3.47,1.32,99.77,120.57,20.8,14.45,2.54,28.87,35.81,6.94,28.77,43.38,5.87,1.83,65.88,73.77,7.89,63.43\n3476,49.01,16.14,1.87,76.06,85.43,9.37,42.8,14.0,12.9,895.31,11.08,23.81,839.74,20.75,61.62,2.81,123.84,173.42,49.58,25.97,6.44,433.57,57.52,644.14,18.5,10.12,3.14,6.6,3.33,1.18,42.24,51.56,9.32,18.55,2.96,21.72,25.49,3.77,33.27,35.4,5.23,1.99,98.61,122.01,23.4,36.33\n3477,52.45,47.43,1.94,145.54,197.38,51.84,38.1,22.52,12.6,781.81,9.55,23.06,759.41,18.05,48.58,2.1,78.02,87.45,9.43,24.94,10.15,549.63,32.06,573.9,20.02,6.68,3.35,5.14,3.23,1.17,67.12,82.7,15.58,15.45,2.81,27.89,30.89,3.0,30.36,41.26,5.27,1.68,116.7,142.06,25.37,12.37\n3478,48.94,43.56,1.88,91.19,117.06,25.87,33.6,20.47,12.7,1066.24,8.13,21.4,1093.0,22.08,36.65,2.35,87.3,97.81,10.51,21.06,6.21,840.61,118.87,1537.09,17.28,9.34,3.66,3.86,3.16,1.19,105.49,113.57,8.08,11.41,2.88,41.99,46.68,4.69,26.2,39.01,5.51,1.9,132.37,176.34,43.97,4.93\n3479,35.49,24.74,1.58,78.71,89.09,10.38,32.5,24.53,13.0,1265.57,8.03,16.7,1279.49,22.18,38.17,2.41,116.83,151.26,34.43,18.0,5.27,855.5,117.65,1791.17,23.62,19.18,3.81,3.3,3.11,1.31,127.86,166.55,38.69,8.34,2.86,39.06,42.47,3.42,27.97,29.6,5.04,2.13,131.69,201.05,69.36,4.72\n3480,30.76,17.03,1.6,122.69,158.29,35.6,37.6,34.27,12.99,1603.54,8.23,22.04,1334.59,19.87,37.17,2.91,139.02,217.92,78.9,26.24,3.91,661.42,107.32,1739.9,32.63,28.96,4.04,5.37,3.12,1.26,107.69,137.23,29.54,6.98,2.76,40.89,44.58,3.69,24.95,43.81,4.43,2.27,116.08,178.47,62.39,8.34\n3481,29.28,26.25,1.99,162.21,264.68,102.47,58.4,34.58,12.5,1480.57,8.84,27.78,1563.62,22.9,54.07,3.02,150.81,267.25,116.44,32.19,3.6,481.25,146.05,1765.33,38.56,29.88,3.98,21.23,3.37,1.1,59.13,68.49,9.36,5.96,2.6,28.53,31.1,2.57,31.54,51.25,12.57,2.37,108.55,159.33,50.79,10.09\n3483,52.63,41.14,1.72,116.49,168.47,51.98,52.5,30.85,12.77,1429.53,7.96,30.63,1372.75,21.95,53.55,2.8,140.79,247.75,106.96,20.87,7.99,823.37,89.92,792.58,28.02,21.02,3.92,13.9,3.49,1.32,59.17,75.05,15.88,3.41,2.39,30.45,33.49,3.05,23.56,56.97,13.23,2.63,156.13,279.93,123.8,4.82\n3484,60.36,25.39,1.53,86.28,109.08,22.8,56.0,23.34,12.58,1321.84,8.52,34.8,1738.13,25.36,55.72,1.94,84.11,116.95,32.84,14.14,6.92,590.64,63.02,935.52,20.25,13.7,3.92,10.52,3.73,1.19,41.98,49.45,7.47,2.5,2.38,49.35,60.64,11.3,15.03,69.15,18.88,3.06,143.43,276.3,132.87,5.92\n3485,62.07,30.7,1.65,89.23,110.0,20.77,55.3,18.68,12.24,1216.06,7.5,34.94,1536.58,25.57,50.93,2.39,97.98,158.48,60.5,20.59,8.23,634.24,50.14,848.53,22.67,16.08,3.9,8.39,3.96,1.32,52.4,64.54,12.14,18.5,2.28,50.6,60.76,10.16,6.02,79.46,18.41,2.53,128.92,247.13,118.21,8.97\n3486,66.13,30.27,1.39,71.37,85.38,14.01,53.0,20.04,12.21,1087.36,8.39,37.13,1081.21,19.16,53.8,2.39,107.05,196.99,89.94,26.48,4.78,728.72,85.51,807.61,27.22,21.75,3.44,6.21,3.98,1.23,38.26,47.07,8.81,17.9,2.1,43.03,54.8,11.78,4.65,77.55,19.88,1.74,87.87,138.93,51.06,11.38\n3489,36.79,29.94,0.99,43.88,53.37,9.49,63.6,14.54,12.3,828.04,11.86,25.7,812.96,29.26,46.71,2.19,74.43,124.02,49.59,15.02,3.0,489.85,250.41,947.41,26.8,19.12,2.95,12.42,3.82,1.47,58.94,104.42,45.48,24.29,2.2,46.79,74.89,28.1,9.49,53.65,17.31,1.96,95.15,159.71,64.56,20.28\n3490,39.75,21.91,0.95,59.75,92.92,33.17,55.8,11.62,12.36,724.1,16.34,34.49,822.99,34.07,42.02,2.09,70.05,106.18,36.13,12.58,3.11,321.68,25.52,732.69,30.61,16.01,2.87,51.46,4.03,1.46,77.96,120.93,42.97,33.48,1.93,29.81,42.14,12.33,24.58,58.06,19.03,1.94,101.06,163.21,62.16,30.76\n3491,51.64,42.02,1.42,77.08,132.73,55.65,53.4,12.38,13.05,649.51,21.7,30.09,589.66,32.74,40.39,2.08,51.78,72.41,20.63,20.08,2.62,281.67,0.0,509.84,51.9,10.58,3.0,85.15,6.45,1.47,87.09,123.43,36.34,38.86,1.89,24.72,33.66,8.94,31.58,57.56,16.88,1.87,97.57,147.6,50.03,47.65\n3492,44.84,30.93,1.77,109.03,186.2,77.17,41.8,16.08,13.3,568.5,22.38,26.69,536.86,33.9,39.43,2.15,39.58,52.33,12.75,23.51,3.2,344.23,0.0,392.77,35.78,8.24,2.92,50.63,7.02,1.31,78.84,107.33,28.49,31.26,1.95,22.74,30.85,8.1,31.66,64.48,15.78,1.67,88.6,124.28,35.68,77.49\n3493,58.5,30.18,1.67,99.12,149.41,50.29,39.1,12.42,13.68,536.39,23.54,22.62,557.13,31.44,35.01,2.35,41.0,49.8,8.8,17.03,4.58,279.44,7.35,374.76,22.35,7.79,2.97,43.56,12.64,1.38,69.07,88.62,19.55,33.33,1.86,14.28,19.42,5.14,37.66,66.63,18.25,1.62,48.4,61.08,12.68,80.23\n3494,51.0,22.63,1.69,69.72,94.7,24.98,33.7,17.49,13.67,559.5,22.2,24.12,594.03,37.57,34.3,2.12,37.56,47.45,9.89,16.09,4.05,255.49,16.85,353.8,18.78,9.62,2.92,41.15,10.36,1.24,57.11,71.98,14.87,37.46,2.02,13.65,19.69,6.04,46.64,57.02,17.55,1.64,47.34,60.26,12.91,81.99\n3495,42.41,18.16,1.5,54.35,68.19,13.84,31.4,12.85,13.85,486.86,25.88,25.29,542.75,35.39,30.76,2.29,50.97,61.86,10.89,16.27,3.86,159.0,23.86,389.98,17.4,8.72,2.89,38.88,9.17,1.23,39.95,51.43,11.48,29.93,1.99,17.55,25.1,7.55,49.48,50.35,14.58,1.67,33.41,43.08,9.67,92.64\n3496,47.32,27.87,1.7,32.5,41.53,9.03,28.8,13.07,14.04,477.81,25.14,29.45,568.2,32.7,29.96,2.25,35.47,45.21,9.74,9.52,6.55,113.08,16.65,373.35,12.32,6.36,2.95,28.42,8.09,1.31,43.52,54.3,10.78,30.66,2.1,11.87,15.68,3.8,50.17,45.08,11.55,1.74,42.72,53.62,10.9,81.55\n3497,50.76,20.69,1.69,16.94,24.01,7.07,26.2,11.4,14.33,479.14,24.27,30.76,598.99,26.43,32.5,2.19,24.69,31.68,6.99,6.76,5.68,196.0,12.1,347.6,10.51,5.09,3.0,29.13,6.56,1.27,93.64,116.33,22.69,24.3,2.26,17.46,23.25,5.78,45.34,51.94,9.37,1.71,50.34,57.93,7.59,63.25\n3498,32.99,13.86,1.72,37.83,44.88,7.05,22.9,8.11,14.13,642.02,15.06,25.92,565.68,26.8,27.24,2.05,54.85,61.63,6.78,5.08,3.94,231.23,16.26,368.08,10.63,3.9,3.16,25.64,5.49,1.35,102.33,130.87,28.54,19.86,2.28,13.06,16.68,3.61,48.68,51.58,7.59,2.27,64.58,73.77,9.19,84.79\n3499,50.88,21.89,1.55,66.91,77.34,10.43,48.1,6.16,14.09,591.22,21.83,29.86,772.06,20.82,30.46,2.19,96.87,124.03,27.16,4.81,4.67,184.16,47.5,441.45,9.06,3.87,3.21,42.69,4.74,1.21,61.22,74.53,13.31,14.56,2.6,17.84,20.88,3.04,47.76,54.61,6.55,2.54,96.27,126.02,29.75,80.01\n3500,46.17,38.59,1.5,58.18,71.26,13.08,36.4,4.41,13.56,636.77,14.51,37.72,621.03,15.29,33.9,2.15,45.42,55.46,10.04,8.28,3.23,274.43,37.98,510.41,12.91,4.3,3.25,30.38,4.22,1.26,60.54,75.14,14.6,20.09,2.53,36.48,44.88,8.4,34.02,91.12,5.78,1.87,49.08,60.38,11.3,75.71\n3501,30.02,21.91,1.67,28.45,36.69,8.24,27.8,3.14,13.36,544.27,17.8,31.39,572.11,10.79,28.98,2.2,50.67,55.88,5.21,17.63,3.05,339.78,27.18,758.74,14.07,3.8,3.2,21.27,3.86,1.4,66.32,83.17,16.85,18.52,2.56,59.2,68.19,8.99,20.24,85.6,5.01,1.77,42.79,46.61,3.82,75.03\n3502,36.04,14.91,1.4,28.47,35.43,6.96,34.4,3.68,13.14,621.86,7.32,22.53,867.71,9.64,33.9,1.96,109.89,134.41,24.52,18.4,4.51,654.03,23.97,868.13,16.15,8.58,3.21,14.89,3.6,1.46,75.62,93.76,18.14,15.99,2.61,71.25,81.08,9.84,15.04,58.36,4.4,2.17,91.13,103.65,12.52,32.11\n3503,27.65,10.69,1.23,62.68,74.42,11.74,34.9,12.22,12.93,630.66,8.88,18.21,748.07,11.74,34.73,2.16,113.56,136.43,22.87,15.04,3.15,1036.58,25.74,1542.09,20.38,13.41,3.34,10.52,3.54,1.35,96.87,110.65,13.78,15.38,2.58,52.22,59.2,6.98,21.04,40.37,3.98,1.77,101.75,118.43,16.68,16.58\n3504,36.08,9.36,1.19,42.9,50.14,7.24,35.9,9.64,12.76,623.88,7.58,19.1,1137.07,9.24,33.49,2.46,140.36,214.11,73.75,23.8,3.12,720.19,24.57,2054.22,24.85,8.86,3.39,8.3,4.22,1.38,82.88,93.79,10.91,12.13,2.61,60.37,68.23,7.86,12.06,39.38,3.69,1.74,101.37,121.88,20.51,11.24\n3505,28.55,10.23,1.19,39.97,45.92,5.95,41.9,9.01,12.31,882.22,7.82,34.75,1695.66,6.9,41.49,2.18,141.7,227.11,85.41,22.83,3.95,837.34,28.88,2183.53,32.75,7.34,3.58,8.54,4.53,1.33,83.66,97.36,13.7,8.85,2.51,77.81,99.38,21.56,6.8,47.53,3.56,2.02,95.37,121.85,26.49,17.47\n3506,20.74,8.77,1.32,73.67,87.08,13.41,39.5,11.84,12.4,862.05,9.08,34.31,1034.28,10.13,43.9,1.77,119.2,184.28,65.08,15.03,3.08,849.66,38.48,2116.15,33.74,11.22,4.14,19.73,4.83,1.19,88.19,103.52,15.33,9.44,2.38,32.54,35.84,3.3,22.22,43.46,4.03,1.59,86.72,108.15,21.43,15.29\n3507,22.8,7.5,1.37,123.56,162.55,38.99,42.4,14.48,12.36,820.03,7.98,36.95,1307.36,7.95,46.0,1.46,111.54,174.97,63.43,13.76,3.03,857.01,52.61,1907.84,32.07,15.15,3.67,13.96,4.68,1.07,56.38,68.3,11.92,8.28,2.27,44.29,54.98,10.69,14.22,38.8,4.32,1.84,94.83,130.31,35.48,14.14\n3508,52.91,22.13,1.1,87.75,109.66,21.91,41.5,10.75,12.38,798.66,9.49,38.2,803.03,6.13,54.33,1.78,105.76,169.33,63.57,14.69,4.13,818.24,88.38,1476.24,19.98,11.74,3.64,10.3,4.61,1.13,53.6,65.15,11.55,6.66,2.49,52.99,68.44,15.45,3.95,44.96,5.79,1.69,87.56,124.7,37.14,13.61\n3509,50.19,14.36,0.93,72.08,87.22,15.14,39.2,11.14,11.98,641.71,10.05,31.03,382.96,4.75,52.94,1.52,77.26,108.96,31.7,13.17,3.14,564.35,79.31,1195.86,25.57,12.25,3.43,7.58,5.09,0.99,40.39,47.87,7.48,5.14,2.28,57.43,73.7,16.27,3.55,44.12,5.7,1.72,64.29,80.54,16.25,14.46\n3510,51.99,16.94,0.98,58.72,68.59,9.87,33.3,12.46,11.84,540.57,9.7,31.51,417.18,4.21,50.55,1.43,90.97,145.44,54.47,16.56,2.99,532.6,88.74,919.6,36.2,12.52,3.12,5.35,4.61,1.03,45.65,56.97,11.32,12.16,2.22,50.06,63.73,13.66,3.82,45.26,5.43,2.01,49.65,60.22,10.57,16.33\n3511,52.46,16.5,0.93,46.7,54.57,7.87,26.7,9.78,11.94,532.43,8.9,30.99,328.87,3.87,63.6,1.67,105.46,189.96,84.5,15.81,3.63,435.58,97.15,995.2,37.11,8.14,3.05,5.69,4.96,1.09,37.94,51.39,13.45,18.24,2.24,47.14,66.11,18.96,3.91,54.48,10.81,2.39,75.99,128.34,52.34,14.32\n3512,37.13,12.57,0.86,39.5,46.17,6.67,22.9,7.65,12.16,658.83,9.66,27.51,248.63,8.4,58.3,1.38,62.63,93.84,31.21,21.37,2.88,334.94,96.6,840.0,31.28,12.54,2.91,5.06,4.51,1.26,55.65,94.82,39.17,15.52,2.22,35.65,47.96,12.31,10.48,51.75,11.15,1.91,67.87,106.89,39.03,18.04\n3513,38.58,11.25,1.17,39.75,48.0,8.25,30.0,6.28,12.23,668.95,14.19,30.47,316.74,7.35,38.66,1.26,52.5,76.73,24.23,17.05,2.1,199.06,65.7,691.28,27.94,17.61,2.85,7.3,4.24,1.25,65.12,114.53,49.41,11.76,2.2,48.48,69.34,20.86,14.6,58.52,20.88,1.56,72.54,109.76,37.23,27.63\n3514,46.44,31.49,1.34,55.25,82.74,27.49,40.7,9.77,12.68,653.96,18.88,39.8,217.23,18.08,38.35,1.44,46.6,64.02,17.42,19.81,2.08,172.0,52.52,626.07,40.86,9.91,2.8,48.9,4.28,1.4,88.73,146.88,58.15,14.48,1.95,20.4,26.55,6.15,32.63,62.69,26.16,1.65,67.89,95.18,27.29,39.69\n3515,45.1,18.58,1.34,69.76,114.66,44.9,41.7,12.11,12.99,628.58,21.65,28.51,200.43,15.5,41.88,1.63,48.11,64.94,16.83,12.0,2.16,168.05,49.16,467.48,40.75,11.98,2.88,77.67,6.37,1.18,78.56,117.85,39.29,19.14,1.97,19.45,25.57,6.12,39.06,64.37,21.96,1.67,76.33,105.26,28.92,55.48\n3518,32.79,16.95,1.5,55.65,74.42,18.77,29.7,6.65,14.78,517.1,35.62,18.62,122.4,11.78,30.67,1.75,13.26,19.11,5.85,4.54,4.06,122.45,33.38,285.32,11.65,5.86,2.93,27.98,5.95,1.04,56.14,76.12,19.98,10.0,1.96,9.17,12.64,3.47,52.59,49.1,14.61,2.11,42.89,54.02,11.12,90.36\n3519,30.09,16.23,1.5,44.49,60.38,15.89,24.9,8.12,15.14,510.6,38.72,16.98,35.96,12.84,25.58,1.78,16.18,21.64,5.46,5.89,4.96,79.46,25.78,269.77,9.9,4.88,2.85,20.37,5.71,1.13,33.06,50.63,17.57,8.12,1.89,7.35,10.38,3.03,54.65,63.74,11.13,3.79,23.38,29.49,6.11,110.17\n3520,35.49,10.99,1.54,30.65,41.11,10.46,31.6,6.85,15.63,512.48,37.93,19.33,87.4,11.4,21.26,1.62,20.65,26.98,6.33,5.05,7.74,71.46,19.05,301.23,9.7,3.66,2.86,20.16,5.59,1.1,23.16,31.27,8.11,11.17,2.05,13.62,18.78,5.17,53.93,91.82,8.69,1.68,20.62,26.49,5.87,114.82\n3521,25.75,9.16,1.8,13.94,20.3,6.36,30.3,5.4,16.12,469.39,33.17,23.54,106.03,14.97,19.44,1.77,15.13,20.49,5.36,3.91,4.98,101.08,20.53,258.9,8.36,2.82,2.91,15.66,5.17,1.17,37.89,56.29,18.4,14.15,2.09,8.99,11.89,2.91,54.18,84.74,7.23,2.29,26.86,33.18,6.32,105.38\n3522,19.46,9.66,1.52,16.04,23.28,7.24,25.6,3.97,16.17,502.8,33.76,21.8,123.95,14.34,20.41,1.77,20.87,26.93,6.06,4.56,3.9,111.52,15.44,273.56,7.18,2.63,3.26,22.35,4.52,1.04,30.5,40.05,9.55,11.82,2.19,12.43,16.12,3.7,51.36,59.23,6.36,2.11,27.27,33.12,5.85,108.51\n3523,26.07,8.14,1.41,14.88,22.04,7.16,32.1,3.53,15.79,499.33,31.23,18.29,117.52,15.82,20.12,1.88,24.76,30.31,5.55,11.25,3.72,160.23,11.62,310.45,8.41,2.47,3.45,15.87,4.06,1.24,55.54,71.11,15.57,9.29,2.34,26.88,31.2,4.32,44.5,48.36,5.58,3.1,29.81,35.7,5.9,102.37\n3524,19.57,7.64,1.47,14.17,20.92,6.75,25.8,3.33,15.2,571.73,23.45,20.29,142.07,14.93,20.15,1.91,31.07,36.58,5.51,21.11,3.09,175.42,8.44,485.62,7.47,2.54,3.7,11.29,3.86,1.27,85.32,104.18,18.86,6.71,2.25,43.53,50.0,6.47,28.57,68.11,4.99,4.63,39.66,44.38,4.72,90.11\n3525,18.81,7.09,1.53,24.34,30.89,6.55,23.0,3.32,14.66,628.54,18.59,17.39,246.69,25.95,19.55,1.72,48.6,54.81,6.21,14.02,3.21,128.48,6.49,564.2,8.28,6.83,3.91,9.59,4.28,1.35,106.01,134.26,28.25,5.99,2.42,46.44,55.84,9.4,23.8,67.87,4.46,3.25,56.12,60.74,4.62,71.3\n3526,28.32,11.52,1.56,41.52,48.85,7.33,33.0,3.27,14.86,630.26,23.29,24.39,227.08,20.48,20.41,1.6,54.77,60.81,6.04,16.22,4.18,161.34,14.67,469.43,13.58,11.74,3.69,9.9,3.97,1.29,42.57,53.63,11.06,15.28,2.5,27.88,33.9,6.02,31.64,55.01,4.02,1.88,36.42,40.14,3.72,71.81\n3527,22.88,16.35,1.53,62.95,73.26,10.31,37.1,2.46,14.09,640.43,17.45,28.67,71.59,15.11,21.77,1.57,30.69,34.98,4.29,23.03,3.08,169.47,22.63,409.85,18.74,7.95,3.78,13.01,3.68,1.13,16.18,20.0,3.82,18.74,2.73,16.92,20.93,4.01,40.64,42.86,3.71,1.75,15.63,17.77,2.14,77.98\n3528,43.63,20.01,1.27,33.19,40.99,7.8,37.5,1.97,13.74,685.86,14.61,29.59,144.0,17.57,21.78,1.56,52.95,58.6,5.65,25.05,3.14,189.99,27.43,593.74,14.52,5.54,3.65,19.02,3.48,1.23,19.11,22.94,3.83,15.51,2.61,13.68,15.72,2.04,40.81,34.38,3.5,1.83,27.12,29.88,2.76,66.31\n3529,50.53,25.44,1.56,41.41,48.62,7.21,42.3,2.69,13.22,689.36,18.52,30.1,357.64,14.18,24.71,1.65,70.02,78.32,8.3,14.59,4.48,333.6,29.55,410.15,12.54,6.31,3.63,15.7,3.33,1.16,33.47,39.93,6.46,11.44,2.62,23.86,26.26,2.4,28.81,32.21,3.9,1.74,22.2,24.71,2.5,73.31\n3530,31.76,20.25,1.42,37.02,42.53,5.51,38.1,9.03,13.19,647.02,15.92,27.62,323.17,19.26,29.71,1.5,55.18,61.17,5.99,13.94,2.82,137.56,38.79,363.4,25.19,13.28,3.3,17.79,3.3,1.25,23.39,27.24,3.85,15.96,2.5,15.59,17.79,2.2,37.84,27.04,4.14,1.62,29.74,32.11,2.37,67.91\n3531,34.57,13.88,1.07,50.67,58.31,7.64,28.0,10.81,13.12,576.91,21.95,24.33,178.48,23.31,31.02,1.76,34.12,38.13,4.01,13.87,2.81,289.5,52.8,272.44,39.67,16.05,3.42,13.08,3.65,1.18,29.47,35.02,5.55,14.97,2.34,9.63,11.41,1.77,40.66,20.91,4.01,1.51,10.73,12.54,1.81,92.02\n3532,34.81,20.31,1.12,45.36,51.26,5.9,25.8,9.9,13.13,459.99,25.29,20.67,111.69,17.98,33.36,1.44,21.09,25.11,4.02,11.03,4.33,295.07,44.2,221.23,24.0,10.38,3.22,9.68,3.78,1.12,31.29,36.53,5.24,15.32,2.31,13.21,15.17,1.96,34.66,19.36,4.3,1.57,7.24,8.9,1.67,99.59\n3533,25.91,14.09,0.97,43.39,48.57,5.18,24.6,13.26,12.83,422.32,23.39,15.23,97.5,18.65,31.16,1.63,16.53,20.46,3.93,15.51,3.15,188.62,44.97,299.42,15.41,9.75,3.2,7.71,4.34,1.06,24.09,29.67,5.58,12.46,2.28,15.43,17.66,2.22,28.52,16.58,4.52,1.5,5.86,7.53,1.67,101.89\n3534,32.78,10.06,0.97,36.26,41.08,4.82,28.1,10.52,12.33,357.39,25.73,11.36,200.92,14.68,22.61,1.68,17.21,21.39,4.18,9.89,3.17,120.38,73.79,297.24,10.43,9.37,3.11,5.4,3.94,1.12,20.48,26.32,5.84,14.88,2.25,25.31,27.75,2.44,19.57,13.17,4.23,1.58,5.28,6.83,1.55,99.56\n3535,23.64,7.3,0.86,26.53,31.08,4.55,21.3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29.26,1.02,78.29,84.0,5.71,23.4,4.38,12.58,1417.12,11.36,20.82,469.44,22.54,49.92,1.33,47.46,51.23,3.77,18.94,3.69,161.83,35.74,290.64,20.22,4.43,3.24,4.19,3.93,1.38,45.28,52.52,7.24,12.52,1.66,20.86,22.8,1.95,32.68,18.44,4.26,1.53,54.96,59.21,4.25,32.92\n3579,28.79,25.79,1.21,77.85,84.16,6.31,20.6,3.1,12.55,1414.41,7.42,23.94,589.05,17.09,37.83,1.33,67.8,73.2,5.4,11.36,3.91,196.03,52.17,321.71,25.97,7.3,3.35,4.03,3.65,1.37,16.78,22.47,5.69,9.72,1.7,15.41,16.96,1.55,38.77,15.94,4.2,1.48,46.77,49.33,2.56,36.17\n3580,28.94,28.12,1.19,70.9,77.25,6.35,18.6,2.28,12.28,1378.51,8.84,22.24,534.67,17.44,40.49,1.44,72.67,78.45,5.78,9.88,5.19,165.43,118.85,500.56,16.48,9.27,3.36,3.61,3.45,1.38,20.33,24.74,4.41,7.77,1.58,14.16,15.81,1.64,34.94,17.87,5.26,1.63,51.69,54.24,2.55,17.12\n3581,37.66,22.6,1.23,28.59,33.15,4.56,20.9,2.07,12.33,1355.02,11.18,29.36,618.79,22.49,49.45,1.56,63.64,68.26,4.62,12.35,3.74,136.53,62.55,545.03,20.05,15.45,3.35,5.14,3.43,1.42,17.96,22.45,4.49,14.82,1.71,16.34,17.91,1.58,29.91,16.84,5.84,1.56,62.73,66.04,3.31,9.6\n3582,25.47,15.06,0.91,20.37,24.78,4.41,33.3,1.95,12.51,1395.5,9.94,25.72,496.38,25.06,50.82,1.4,55.7,60.72,5.02,11.3,3.11,25.72,53.36,564.39,24.77,17.18,3.49,4.51,4.09,1.3,20.79,26.39,5.6,14.78,1.66,13.43,14.99,1.55,36.13,24.02,10.82,1.76,52.22,55.5,3.28,14.96\n3583,32.26,13.72,0.91,26.9,31.32,4.42,38.9,3.06,12.43,1408.52,10.29,28.74,456.77,24.58,53.37,1.5,39.45,43.59,4.14,10.08,3.34,31.3,65.91,582.74,16.57,15.37,3.36,5.47,4.84,1.35,15.58,19.95,4.37,13.95,1.55,10.18,11.64,1.46,42.64,33.71,13.85,1.64,52.59,56.16,3.57,14.08\n3584,22.15,9.88,0.88,20.37,24.92,4.55,51.5,11.39,12.5,1552.51,9.84,25.7,293.79,22.42,46.0,1.05,19.99,24.75,4.76,6.31,2.75,95.99,64.84,669.61,15.93,14.63,3.39,8.85,4.84,1.31,32.15,41.09,8.94,14.72,1.62,24.27,36.76,12.49,39.57,30.21,11.93,1.66,49.71,55.91,6.2,19.37\n3585,20.85,14.27,0.94,20.16,24.61,4.45,52.8,9.56,12.45,1424.62,14.0,21.25,299.25,16.39,31.69,1.4,62.22,77.34,15.12,5.11,2.8,90.81,44.01,513.45,14.65,10.06,3.34,15.18,4.53,1.45,47.93,67.9,19.97,11.67,1.39,20.28,24.41,4.13,37.77,29.48,10.08,1.56,39.24,49.37,10.13,38.58\n3586,26.11,21.72,0.98,30.28,35.79,5.51,39.2,15.68,12.62,1285.42,21.36,23.42,418.69,12.44,22.98,1.13,43.95,57.73,13.78,5.31,4.41,101.49,30.6,363.05,14.1,8.2,3.34,23.48,5.01,1.52,79.17,112.21,33.04,9.65,1.36,17.77,22.67,4.9,40.32,26.93,11.28,1.76,47.44,65.78,18.34,44.63\n3587,34.78,26.88,0.96,54.52,66.2,11.68,38.4,11.04,13.01,1230.49,20.42,20.9,433.83,11.7,17.19,1.23,27.66,35.09,7.43,4.78,3.36,85.26,21.43,260.29,12.67,6.16,3.36,39.82,4.84,1.59,59.82,85.6,25.78,16.38,1.31,20.0,26.6,6.61,35.14,22.62,10.83,1.75,37.54,52.09,14.54,65.65\n3588,18.32,15.81,0.96,63.68,82.22,18.54,31.8,8.27,13.32,1303.96,13.75,15.56,389.09,20.87,13.77,1.17,40.48,50.41,9.93,4.96,3.08,100.79,15.0,254.65,14.28,4.64,3.33,38.19,5.41,1.45,35.49,49.78,14.29,20.36,1.25,15.68,22.17,6.49,37.02,56.06,12.78,1.91,44.17,56.44,12.27,46.63\n3589,21.18,16.65,0.93,37.53,50.08,12.55,25.4,6.64,13.19,1295.75,17.06,15.46,302.18,17.56,15.42,1.15,34.6,44.81,10.21,4.15,3.5,111.47,18.02,366.6,11.01,3.65,3.38,42.62,5.35,1.54,39.34,55.94,16.6,16.32,1.35,13.98,25.15,11.17,41.53,67.4,12.64,1.78,58.18,73.79,15.62,50.63\n3590,26.43,14.27,1.09,28.27,37.91,9.64,37.4,4.87,13.09,1286.43,20.01,14.92,250.82,18.96,15.08,1.17,29.68,37.87,8.19,4.6,2.49,138.03,57.24,395.46,9.76,3.76,3.39,37.44,4.81,1.53,33.01,48.24,15.23,19.96,1.34,19.98,31.98,12.0,37.62,61.69,14.08,1.76,49.21,64.59,15.38,104.35\n3591,30.11,16.57,0.87,21.82,30.1,8.28,35.7,3.86,13.01,1278.06,22.07,15.76,406.32,14.83,11.21,1.36,35.8,44.48,8.68,4.61,2.9,97.54,38.79,365.34,11.91,8.82,3.45,27.34,4.88,1.31,23.09,31.86,8.77,16.99,1.21,21.19,27.23,6.04,34.63,68.57,12.9,1.82,55.85,69.98,14.13,53.53\n3592,28.84,17.94,0.91,18.23,25.15,6.92,28.1,4.2,13.04,1420.44,18.62,11.17,343.65,11.17,14.06,1.36,37.24,45.97,8.73,18.0,4.72,141.94,28.45,389.47,17.01,13.46,3.46,20.19,4.54,1.38,30.69,37.94,7.25,12.9,1.43,25.59,33.22,7.63,31.88,82.62,19.06,2.08,62.26,79.03,16.77,51.11\n3593,21.44,12.32,0.79,21.26,29.66,8.4,30.0,15.73,12.61,1578.06,14.97,9.15,443.44,10.84,29.83,1.11,54.41,64.24,9.83,54.8,3.02,229.84,218.16,571.81,18.15,7.46,3.47,14.39,4.08,1.36,33.61,40.24,6.63,14.77,1.47,12.86,17.42,4.56,38.28,81.87,18.52,2.46,73.32,86.5,13.17,35.06\n3594,17.61,8.77,0.92,29.39,38.78,9.39,27.0,11.42,12.6,1633.44,10.81,15.89,436.89,7.39,39.75,1.39,54.76,66.62,11.86,29.47,3.38,232.58,21.04,722.55,16.67,5.36,3.53,10.07,3.75,1.37,75.81,86.75,10.94,13.27,1.36,15.88,21.42,5.53,36.67,73.38,20.76,2.21,101.59,122.7,21.11,26.65\n3595,28.53,6.67,1.09,37.21,46.18,8.97,30.4,9.17,13.2,2082.16,9.72,18.9,649.42,0.27,43.67,1.39,88.9,112.2,23.3,16.21,4.3,298.2,102.97,854.75,11.64,6.51,3.57,7.05,3.53,1.37,88.68,99.44,10.76,12.94,1.53,33.57,44.51,10.94,24.92,63.67,21.57,2.11,118.06,152.81,34.75,16.39\n3596,30.06,7.27,1.1,58.34,66.32,7.98,32.0,7.43,13.14,2058.08,8.53,14.07,684.58,0.61,46.98,1.41,94.01,119.35,25.34,9.64,2.86,200.95,48.5,1537.7,12.55,9.04,3.68,5.09,3.46,1.51,110.28,132.53,22.25,21.85,1.57,27.92,32.48,4.56,24.57,69.57,17.72,2.06,122.15,158.51,36.36,20.79\n3597,37.01,19.75,0.93,69.02,78.14,9.12,30.5,8.62,13.27,2158.54,8.54,10.67,547.83,0.43,42.84,1.4,102.35,137.18,34.83,7.02,3.08,244.88,18.69,1382.88,17.34,11.67,3.8,4.82,3.86,1.53,134.64,157.47,22.83,19.15,1.59,40.54,48.68,8.14,21.25,66.33,19.04,2.04,108.89,133.77,24.88,15.76\n3601,28.8,20.35,0.73,76.99,88.38,11.39,41.5,19.1,12.39,1333.82,8.78,25.6,687.63,1.84,27.63,1.6,87.94,103.53,15.59,5.43,4.48,172.95,97.52,913.37,12.18,8.92,3.95,5.07,3.81,1.64,113.89,143.01,29.12,10.02,1.68,50.84,59.7,8.86,12.67,36.61,9.1,1.74,75.49,82.21,6.72,3.42\n3602,27.51,18.53,0.78,83.77,105.47,21.7,40.2,18.32,12.7,1314.95,7.97,26.51,806.81,1.75,29.59,1.85,111.16,164.06,52.9,4.49,3.01,254.06,46.23,1430.75,10.96,7.71,4.26,5.12,3.71,1.16,82.28,102.28,20.0,9.18,1.65,50.67,59.07,8.4,10.34,31.0,8.06,1.83,68.09,75.93,7.84,5.33\n3603,24.63,20.02,0.97,89.48,114.74,25.26,42.4,17.82,12.6,1244.79,9.07,26.05,977.17,3.49,33.03,1.87,111.17,187.98,76.81,4.16,3.41,369.29,37.42,1586.79,15.48,13.47,4.19,4.84,4.33,1.09,42.99,52.02,9.03,7.87,1.55,43.72,48.46,4.74,10.96,24.03,7.23,1.87,72.38,91.18,18.81,3.65\n3604,18.38,13.54,0.77,56.47,67.42,10.95,33.3,13.77,12.68,1153.8,9.67,24.56,500.46,8.74,38.33,1.57,87.98,131.45,43.47,3.67,4.64,196.58,104.15,1394.03,17.57,15.72,4.11,5.2,3.93,1.06,37.74,42.47,4.73,5.79,1.53,30.11,33.11,3.0,13.56,36.81,11.5,1.93,57.93,64.61,6.68,5.9\n3609,57.45,40.16,0.93,20.81,25.65,4.84,31.6,14.79,12.7,969.15,13.37,21.81,352.59,14.07,42.64,1.44,40.2,52.82,12.62,9.09,2.97,155.25,60.65,530.36,25.73,13.8,3.42,32.51,4.48,1.27,61.55,91.15,29.6,7.47,1.28,20.27,27.75,7.48,22.46,35.14,14.5,1.63,34.4,48.79,14.39,48.61\n3610,63.96,23.11,0.93,39.75,55.87,16.12,34.0,12.61,12.77,983.14,13.63,23.17,385.79,13.75,43.01,1.3,44.91,62.55,17.64,6.64,4.86,145.28,38.42,568.19,33.24,13.09,3.3,44.43,4.14,1.15,60.68,89.02,28.34,6.67,1.28,33.79,60.98,27.19,30.44,32.02,14.66,1.59,46.02,63.56,17.54,46.99\n3611,38.17,14.53,0.84,42.43,58.67,16.24,33.5,10.9,12.99,923.64,17.92,16.43,167.7,12.5,32.56,1.28,33.73,44.74,11.01,5.11,3.38,197.17,26.36,567.7,40.64,14.65,3.09,49.42,4.22,1.08,47.19,70.18,22.99,7.39,1.17,14.06,22.49,8.43,40.34,24.7,11.84,1.72,41.88,58.6,16.72,66.85\n3614,29.18,18.77,9.4,20.1,25.41,5.31,32.7,9.87,13.69,746.24,23.86,14.05,102.81,8.06,12.91,1.36,18.03,24.27,6.24,5.74,4.48,746.51,39.5,475.19,11.77,9.59,2.92,34.1,4.66,0.97,30.15,45.65,15.5,10.49,1.18,13.68,19.6,5.92,44.14,28.04,6.97,1.57,20.48,25.02,4.54,90.86\n3616,28.7,9.87,6.1,19.97,24.24,4.27,36.2,9.99,13.7,819.7,17.81,21.2,277.14,12.34,18.62,1.26,43.99,56.47,12.48,9.14,6.56,768.62,22.44,484.49,5.97,5.55,3.1,33.21,4.35,0.92,17.59,25.19,7.6,8.42,1.21,11.83,18.25,6.42,57.95,17.93,5.71,1.74,31.36,38.46,7.11,80.68\n3617,32.87,8.15,5.77,16.3,21.79,5.49,37.6,7.45,13.49,803.59,18.87,22.4,325.21,20.85,19.7,1.22,44.03,55.37,11.34,8.81,4.08,735.94,26.34,391.95,5.39,3.34,3.44,23.98,4.39,0.95,13.82,19.09,5.27,7.44,1.23,12.4,19.28,6.88,56.47,14.75,5.02,2.1,62.79,80.62,17.83,78.27\n3618,23.1,7.26,5.84,18.72,24.29,5.57,46.1,7.03,14.21,789.94,28.8,29.93,394.45,20.13,25.38,1.29,46.83,60.45,13.62,6.09,4.11,789.57,28.88,301.29,6.43,3.47,3.64,16.79,5.17,0.98,18.94,25.15,6.21,6.45,1.04,10.24,13.92,3.67,52.27,54.75,9.01,1.98,42.75,57.28,14.53,125.59\n3619,20.09,11.47,5.77,17.46,21.56,4.1,38.5,6.11,14.97,900.88,19.58,21.58,239.44,14.46,41.41,1.12,132.89,324.43,191.54,4.14,6.2,755.96,23.41,320.16,5.71,3.83,4.03,11.75,5.2,1.1,27.06,34.1,7.04,4.88,1.21,13.96,17.66,3.71,57.98,80.84,9.59,2.35,64.92,82.97,18.05,70.6\n3621,24.98,11.85,5.02,19.63,24.0,4.37,42.7,5.62,13.91,808.71,15.44,13.51,228.36,10.37,22.57,0.98,39.92,41.98,2.06,12.26,3.39,912.64,41.1,485.03,8.42,3.28,4.25,6.9,4.77,1.03,44.99,50.1,5.11,2.95,1.35,27.32,30.24,2.91,37.33,56.23,10.3,1.78,31.25,34.56,3.3,64.89\n3622,20.12,10.15,4.96,28.43,31.69,3.26,44.9,7.17,13.86,932.15,12.5,11.16,468.9,10.19,28.94,1.29,58.95,61.23,2.28,10.75,4.75,1022.95,186.71,632.35,12.06,3.06,4.25,4.83,4.24,0.91,25.05,29.31,4.26,4.6,1.42,29.54,32.08,2.55,31.84,41.0,8.11,1.81,58.65,63.8,5.16,31.6\n3623,18.08,9.17,5.04,55.34,60.13,4.79,48.7,9.02,13.39,810.32,16.3,9.73,370.42,12.96,26.21,1.04,72.8,77.14,4.34,17.83,3.41,918.11,132.08,457.84,16.15,4.46,4.2,4.88,3.87,0.93,32.19,36.38,4.19,6.57,1.4,19.85,24.91,5.06,37.22,30.48,6.57,1.85,27.35,29.47,2.12,71.85\n3626,42.35,20.86,4.94,30.04,31.2,1.16,35.6,6.27,12.82,819.29,9.33,15.25,769.89,9.63,34.48,2.11,82.8,99.09,16.29,10.93,3.14,736.42,10.7,344.79,19.15,3.41,4.13,5.44,4.59,2.39,37.55,46.09,8.54,4.29,7.44,9.62,11.2,1.57,39.0,20.73,5.23,1.63,12.85,14.93,2.08,83.06\n3627,33.74,13.67,4.99,33.61,35.71,2.1,37.7,6.05,12.39,785.0,13.5,12.84,685.89,8.87,33.46,2.33,60.52,64.79,4.27,14.04,3.45,746.94,12.66,326.86,13.08,2.88,4.08,3.98,4.76,2.61,25.97,30.97,5.0,3.56,7.35,23.85,26.1,2.25,25.76,16.39,4.63,1.78,8.95,10.06,1.11,85.38\n3628,23.94,17.05,5.53,29.63,30.41,0.78,27.7,11.81,12.4,681.74,16.39,16.57,677.4,6.9,30.17,2.34,47.81,49.58,1.77,12.96,4.97,718.15,8.21,361.44,20.12,7.33,4.0,3.66,5.07,2.7,64.6,97.23,32.63,7.85,2.29,9.01,10.57,1.56,32.82,14.61,4.14,1.63,10.98,12.05,1.08,79.86\n3631,24.77,10.48,4.69,23.72,24.69,0.97,25.4,9.33,12.09,596.39,14.27,18.75,548.78,3.34,35.38,2.16,44.14,46.94,2.8,17.27,4.49,719.44,87.13,289.55,19.06,15.47,3.78,5.3,5.12,2.61,29.61,39.58,9.97,6.85,2.41,10.37,13.26,2.89,41.15,25.14,6.26,1.76,45.27,47.95,2.68,32.32\n3632,20.57,13.11,5.73,21.38,22.08,0.7,22.2,7.5,12.27,660.31,13.54,14.9,595.36,2.96,30.6,2.34,37.24,38.66,1.42,18.9,3.15,735.42,69.61,323.17,18.48,12.86,3.73,5.28,4.53,2.58,57.55,78.04,20.5,5.58,2.45,17.81,22.13,4.32,36.95,28.42,6.67,1.61,40.78,45.06,4.28,39.49\n3633,25.14,15.93,5.62,21.12,21.81,0.69,31.1,11.3,12.79,885.55,14.02,20.06,655.29,6.12,32.75,2.38,40.5,44.53,4.03,18.56,3.15,953.71,33.76,383.45,18.05,17.21,3.81,5.6,4.51,2.63,47.83,63.87,16.04,4.53,2.4,16.89,19.96,3.07,36.87,24.46,6.16,1.74,60.46,75.5,15.04,34.57\n3634,32.36,25.49,5.75,49.46,56.44,6.98,31.9,17.8,12.88,896.39,17.11,26.21,904.37,11.98,24.83,2.15,57.33,70.24,12.91,11.97,4.81,906.11,20.0,375.92,31.69,19.64,3.79,9.42,5.15,2.52,58.04,78.49,20.45,3.58,2.19,20.82,26.74,5.92,38.72,35.5,7.61,1.83,76.04,107.22,31.18,29.91\n3635,24.2,16.2,5.71,57.21,69.47,12.26,33.9,17.07,13.08,795.79,20.53,24.89,784.45,19.29,19.82,2.63,74.01,100.99,26.98,14.68,3.47,872.67,21.29,278.42,49.1,18.57,3.8,33.98,5.3,2.49,32.07,42.36,10.29,6.94,2.32,20.39,26.78,6.39,44.29,34.74,7.24,1.79,72.71,102.66,29.94,38.08\n3636,27.58,12.15,5.73,74.05,99.05,25.0,31.6,16.12,13.8,777.19,22.66,27.66,457.54,28.04,25.63,2.74,78.07,108.35,30.28,22.3,3.59,937.6,30.45,268.84,49.75,21.11,3.8,43.93,5.5,2.48,20.92,28.86,7.94,11.86,2.18,19.21,24.18,4.97,39.8,39.91,5.97,2.05,67.3,95.67,28.37,45.3\n3637,32.98,18.88,5.86,46.97,58.22,11.25,28.8,14.07,14.43,749.88,20.72,19.67,459.49,26.7,35.17,2.75,67.05,90.36,23.31,19.97,5.3,857.83,38.99,273.55,33.44,21.96,3.68,35.05,4.94,2.5,19.56,26.59,7.03,13.16,2.13,10.26,14.04,3.78,41.73,49.46,5.44,1.31,30.27,41.28,11.01,96.64\n3638,23.89,13.39,5.55,25.39,30.73,5.34,22.4,14.86,14.77,727.61,27.26,14.53,369.57,18.84,39.96,2.71,47.08,57.2,10.12,29.96,3.32,748.43,39.29,246.57,32.26,17.1,4.36,32.33,4.93,2.51,16.45,22.74,6.29,13.96,1.98,10.16,14.49,4.33,38.08,44.38,5.58,4.0,30.57,55.57,25.0,52.93\n3641,26.07,7.07,5.03,16.12,19.99,3.87,39.3,28.7,11.28,1133.35,40.46,20.72,501.94,12.52,32.73,2.56,39.48,45.97,6.49,9.63,4.57,726.78,24.44,302.63,13.21,9.62,2.66,13.35,5.51,2.39,14.83,21.7,6.87,20.8,1.76,12.0,16.52,4.52,49.14,30.31,12.31,1.88,19.24,24.04,4.8,63.76\n3642,19.58,5.91,5.03,11.69,14.05,2.36,38.9,23.67,12.78,1382.99,21.63,19.22,4163.42,10.15,36.93,2.56,30.18,33.49,3.31,8.75,3.54,750.15,20.48,308.36,11.73,7.06,2.14,10.0,4.98,2.48,12.58,17.43,4.85,17.78,1.71,15.26,22.61,7.35,47.88,25.47,9.96,1.81,19.54,23.82,4.29,62.82\n3643,16.03,5.29,5.44,12.96,15.42,2.46,33.9,17.5,13.92,1335.75,19.17,39.42,517.42,8.72,28.24,2.63,34.05,36.42,2.37,17.0,4.0,840.6,16.25,401.77,8.05,5.56,2.44,7.0,5.55,2.38,20.8,27.58,6.78,13.1,1.78,14.66,20.58,5.91,47.93,20.54,8.48,1.94,19.93,22.82,2.89,64.33\n3644,13.86,5.94,5.04,12.91,15.22,2.31,40.7,13.6,14.05,1516.24,13.08,37.84,505.47,8.74,22.22,2.67,50.38,55.28,4.9,24.24,2.77,875.87,12.35,587.42,8.37,5.07,3.06,9.16,5.71,2.51,25.38,30.88,5.5,13.66,1.96,24.94,33.48,8.54,39.48,16.2,7.64,2.1,39.59,45.32,5.73,50.59\n3645,19.61,5.29,5.12,15.15,17.03,1.88,41.1,17.33,13.8,1492.39,13.03,30.52,633.23,12.66,24.78,2.67,72.05,78.48,6.43,29.61,3.22,1123.43,14.53,633.43,10.19,6.22,3.03,9.56,5.16,2.47,30.77,35.08,4.32,11.52,1.91,16.23,21.55,5.32,41.41,12.97,6.52,2.01,46.57,50.71,4.14,34.57\n3648,22.16,9.38,5.93,45.33,47.81,2.48,47.9,20.93,13.52,1931.06,3.18,27.61,990.09,15.22,63.8,2.37,95.26,112.58,17.32,8.93,3.69,991.44,178.45,1080.6,15.29,6.59,4.38,5.99,3.84,2.52,103.54,111.39,7.84,9.59,2.17,70.98,81.09,10.12,7.31,20.15,4.34,2.0,59.33,62.62,3.29,15.07\n3650,25.89,12.54,5.19,93.57,97.96,4.39,40.9,15.24,13.41,1572.54,3.1,20.68,861.73,10.9,60.16,2.31,125.03,217.1,92.07,10.5,3.77,879.89,127.25,699.13,18.6,9.89,3.55,6.95,4.15,2.25,66.34,83.23,16.89,25.3,2.22,52.26,63.76,11.5,7.18,22.3,4.39,1.97,75.8,90.26,14.46,27.77\n3651,44.4,19.48,5.04,100.27,105.53,5.26,36.6,11.26,13.03,1316.81,2.56,17.98,806.5,10.06,71.39,2.4,107.3,177.18,69.88,6.53,3.57,660.49,45.5,507.56,13.34,9.29,3.58,6.9,4.85,2.24,37.76,45.95,8.19,20.29,2.2,58.15,78.95,20.8,5.51,27.34,6.92,2.31,117.26,163.64,46.38,2.06\n3652,30.68,18.07,5.52,111.52,136.77,25.25,26.2,8.47,12.64,1191.02,2.82,16.11,674.75,10.88,52.14,1.95,86.5,129.03,42.53,5.24,4.48,695.7,51.22,599.77,13.49,8.23,3.15,7.46,5.07,2.27,35.63,42.75,7.12,16.4,2.06,52.2,63.19,11.0,8.03,29.82,8.22,2.11,102.08,135.67,33.6,3.98\n3661,30.52,14.47,5.06,56.44,74.6,18.16,31.5,16.01,15.3,852.62,34.0,14.56,289.72,22.24,25.95,2.21,21.58,25.36,3.78,6.99,6.56,628.5,7.72,421.43,11.08,6.74,2.03,29.52,9.46,2.2,40.78,53.72,12.94,20.35,2.09,7.22,9.64,2.42,58.02,57.39,9.8,2.1,31.43,39.17,7.74,64.15\n3662,30.49,11.11,3.97,56.33,72.34,16.01,23.6,12.06,15.51,901.55,33.06,15.47,333.24,26.53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2.62,88.01,116.18,28.17,44.65\n3804,44.6,9.91,3.72,95.54,142.64,47.1,44.8,14.68,20.0,112.32,52.17,22.26,200.5,25.64,41.52,2.01,36.33,44.82,8.49,21.59,5.74,772.87,46.54,311.12,36.63,4.44,1.49,69.61,10.76,1.87,76.77,100.66,23.89,19.84,2.28,13.34,20.6,7.26,54.01,81.26,21.48,2.69,31.32,39.61,8.29,54.26\n3809,34.85,6.08,3.54,16.51,18.69,2.18,30.1,15.66,19.9,1125.59,64.65,25.86,218.11,33.67,34.35,2.52,19.54,22.14,2.6,3.55,3.71,768.03,17.92,303.74,8.94,3.16,1.41,32.21,7.97,1.99,32.98,39.37,6.39,12.13,2.22,11.02,16.88,5.86,77.87,53.69,8.49,2.53,30.33,32.04,1.71,85.96\n3810,90.37,5.71,3.15,18.36,20.44,2.08,31.8,12.06,19.86,1216.6,60.54,23.95,379.42,24.82,31.32,2.54,19.08,21.17,2.09,3.76,3.93,801.58,18.03,300.74,7.52,3.15,1.24,23.35,8.75,2.0,36.83,42.72,5.9,13.13,2.48,9.97,16.15,6.18,86.57,49.5,6.85,3.12,45.91,52.48,6.57,74.13\n3811,57.5,5.1,3.23,20.76,22.81,2.05,27.1,11.24,19.89,1141.32,49.51,22.63,384.8,31.26,24.22,2.35,21.87,24.05,2.18,4.33,2.31,845.95,20.31,326.65,6.18,3.63,1.36,18.42,14.89,2.0,47.45,54.55,7.1,11.66,2.55,8.82,13.67,4.86,84.81,71.41,5.69,3.33,40.72,46.97,6.25,75.15\n3812,48.55,5.17,3.14,22.05,23.82,1.77,25.4,8.52,19.97,1146.26,49.06,18.8,411.78,23.79,20.53,2.44,32.99,36.46,3.47,3.61,4.1,892.28,20.48,462.6,7.21,3.79,1.33,25.72,11.36,2.21,42.39,47.86,5.48,13.86,2.69,20.71,26.45,5.74,72.22,78.46,5.36,2.62,32.63,36.37,3.74,73.53\n3813,39.48,5.16,3.13,30.53,34.67,4.14,18.8,7.04,19.17,1204.35,32.6,19.04,455.4,19.04,23.63,2.49,33.91,35.64,1.73,11.25,2.71,1012.41,17.76,582.0,7.94,3.38,1.68,18.82,9.01,2.3,57.62,61.54,3.92,12.78,3.14,35.86,41.54,5.68,63.8,66.62,5.19,2.68,32.36,33.76,1.4,68.35\n3814,48.58,4.47,2.81,25.39,27.85,2.46,20.2,12.62,18.7,1472.68,27.22,18.33,680.47,26.59,20.56,2.61,95.13,102.75,7.62,32.87,2.13,977.76,16.31,759.34,17.63,5.59,2.07,13.17,7.21,2.29,129.41,137.09,7.67,9.44,3.24,58.67,65.79,7.12,42.36,49.59,4.68,2.78,73.12,84.73,11.61,35.77\n3816,55.61,5.22,3.14,149.62,185.14,35.52,35.8,17.66,18.77,2153.01,25.69,14.39,951.76,34.24,14.56,2.94,137.0,192.47,55.47,25.16,3.82,1118.17,31.67,1184.45,51.32,13.18,3.81,9.0,5.06,2.75,70.62,85.15,14.53,16.47,3.25,68.32,85.89,17.57,21.06,44.38,3.82,2.68,69.03,71.73,2.7,26.53\n3817,85.47,5.24,3.43,174.93,271.12,96.19,37.5,18.56,18.24,2287.86,21.91,15.43,986.18,41.73,28.27,2.72,120.95,162.3,41.35,35.53,3.32,1293.29,43.48,617.89,60.07,19.67,4.74,23.86,4.44,2.4,61.2,74.17,12.97,26.21,3.09,38.78,44.25,5.47,43.27,45.86,3.58,2.59,46.72,48.9,2.18,36.63\n3818,85.14,4.18,3.34,152.52,233.38,80.86,38.1,23.92,18.51,1830.73,34.13,24.52,797.59,48.2,37.06,2.21,114.6,158.51,43.91,23.38,9.63,1213.78,56.35,496.32,52.46,22.84,5.04,18.67,4.01,2.24,83.7,106.21,22.51,31.64,3.19,28.57,33.7,5.14,46.48,36.23,3.96,2.39,32.33,34.5,2.17,47.54\n3819,101.7,4.73,3.38,126.01,177.69,51.68,40.9,20.92,18.56,1757.99,27.99,25.92,523.67,37.06,39.53,1.54,78.57,88.61,10.04,25.6,8.1,1011.34,73.33,347.7,39.48,17.91,4.8,20.22,3.71,2.13,62.17,76.74,14.57,28.67,3.14,37.57,42.53,4.96,32.4,29.39,3.98,2.79,56.22,134.67,78.45,13.24\n3820,95.17,4.7,3.11,98.89,126.58,27.69,34.1,20.19,18.7,1674.28,23.86,21.36,810.2,28.79,34.22,1.52,45.49,46.44,0.95,19.21,12.59,786.34,78.89,299.1,34.39,15.69,4.04,19.26,3.5,1.88,48.82,54.27,5.45,25.08,3.17,39.38,51.79,12.41,26.25,34.18,3.95,3.02,126.5,204.56,78.06,1.96\n3821,76.56,5.26,2.96,68.55,75.67,7.12,32.4,14.48,18.53,1594.98,19.7,17.26,856.29,32.52,32.41,1.64,64.19,66.72,2.53,11.64,10.81,759.47,75.35,319.03,31.49,21.07,3.58,20.85,3.44,2.06,64.8,74.61,9.81,27.63,3.29,56.18,65.66,9.48,8.06,36.55,5.76,2.68,104.85,144.0,39.15,2.26\n3822,72.59,4.99,2.93,61.15,65.02,3.87,32.0,14.04,18.47,1606.47,22.1,23.95,481.98,27.48,34.33,1.22,40.08,40.68,0.6,7.34,6.41,772.76,77.95,476.57,37.6,16.82,3.08,21.48,3.85,2.04,58.49,68.42,9.93,23.32,3.2,45.81,55.86,10.05,10.37,37.31,6.25,3.48,107.26,154.06,46.81,1.56\n3823,67.37,4.82,3.07,49.45,52.29,2.84,37.6,11.46,18.59,1561.77,20.53,18.74,426.0,22.57,31.67,1.5,59.09,61.74,2.65,9.42,5.86,793.69,73.86,551.61,31.25,12.9,3.11,25.68,3.98,1.89,55.7,74.25,18.56,29.33,3.07,42.69,51.98,9.28,9.32,55.16,20.91,3.12,101.52,147.53,46.02,1.57\n3825,39.6,5.26,2.94,53.8,58.69,4.89,43.2,16.85,19.01,2292.18,20.36,17.41,671.02,21.86,30.74,1.77,82.95,112.02,29.07,21.22,2.82,880.91,70.27,792.65,16.97,16.0,3.02,27.57,4.35,2.11,93.64,145.78,52.13,25.68,3.3,42.01,54.44,12.43,14.98,39.35,16.94,2.83,103.82,154.16,50.34,8.27\n3826,36.6,5.33,3.01,56.45,68.74,12.29,52.0,13.64,19.15,2259.12,22.49,17.65,855.77,25.32,35.3,1.59,104.22,163.21,58.99,13.9,4.32,1061.97,57.46,803.62,25.91,9.95,2.8,39.14,4.51,2.12,89.13,115.55,26.42,27.94,3.11,31.98,46.76,14.78,26.24,45.83,14.93,2.96,129.19,207.47,78.28,10.81\n3827,37.33,4.78,3.26,85.13,119.93,34.8,60.3,16.65,19.19,1968.3,26.72,14.14,892.39,34.69,36.49,1.79,124.11,207.66,83.55,9.85,5.14,416.02,55.62,740.12,43.92,11.76,2.69,51.8,4.31,2.13,92.88,126.52,33.64,26.56,2.98,32.38,47.74,15.35,19.76,45.97,12.85,2.77,105.81,159.95,54.14,19.37\n3828,63.56,5.03,3.38,65.76,78.72,12.96,58.8,18.05,19.59,1713.04,47.48,19.98,977.05,42.68,47.92,1.6,94.56,139.6,45.04,0.0,0.95,919.91,54.07,448.19,55.87,15.53,2.28,57.02,3.92,2.07,100.12,143.11,42.99,28.75,2.97,23.36,35.35,11.99,33.13,51.39,10.37,2.48,58.8,76.71,17.91,36.71\n3829,44.2,5.31,3.65,89.61,119.42,29.81,47.2,13.26,16.66,1498.96,58.81,28.68,494.98,38.26,49.82,1.58,53.21,68.19,14.98,0.77,3.46,836.59,46.93,329.5,33.13,9.16,2.02,54.95,3.68,1.98,92.03,121.3,29.27,28.28,2.75,18.31,27.48,9.17,42.72,59.49,15.97,2.63,61.24,80.76,19.52,47.14\n3931,23.62,4.69,2.91,17.95,21.28,3.33,61.2,22.95,18.55,1844.25,26.51,31.79,828.34,11.06,38.39,1.31,71.05,84.92,13.87,3.51,3.78,973.19,31.68,480.68,15.1,3.7,3.09,25.16,3.82,2.3,37.8,48.02,10.22,12.63,2.82,18.18,27.38,9.2,51.1,55.35,6.08,2.29,73.87,90.44,16.58,59.3\n3932,23.16,5.22,2.84,42.23,46.47,4.24,56.1,22.17,18.3,1933.45,29.25,28.32,769.64,9.51,37.79,1.64,69.92,82.21,12.29,15.37,7.31,1132.96,31.31,477.2,17.81,4.32,3.29,20.34,3.57,2.26,37.02,46.75,9.73,13.17,2.86,20.38,28.41,8.03,45.54,44.09,6.48,2.58,57.38,69.06,11.68,41.8\n3933,39.01,4.23,2.66,45.27,51.99,6.72,50.6,21.67,18.29,2046.91,23.02,22.14,865.44,11.57,41.01,1.46,86.98,102.54,15.56,19.88,10.69,1248.45,29.32,522.9,12.44,7.57,2.99,14.24,3.4,2.27,36.49,46.0,9.5,10.16,2.92,17.67,24.23,6.57,42.99,44.63,5.47,2.4,57.97,66.05,8.08,18.8\n3934,41.74,4.5,2.65,70.72,76.08,5.36,54.8,19.07,18.27,2120.21,17.37,24.75,915.79,9.66,46.69,1.31,98.77,125.19,26.42,14.56,8.14,809.02,36.01,592.62,10.26,7.11,3.25,9.97,3.28,2.23,38.89,49.03,10.14,16.64,2.82,16.71,22.17,5.46,42.98,42.8,4.73,2.25,41.12,46.44,5.32,22.65\n3935,34.09,5.0,2.59,60.14,63.26,3.12,50.5,21.87,18.08,1887.98,28.4,26.41,760.82,9.48,45.33,1.46,79.65,92.05,12.4,12.67,5.48,786.76,43.38,799.52,10.23,6.61,3.25,7.59,3.21,2.32,34.41,44.26,9.85,13.81,2.9,36.0,42.4,6.4,29.47,35.07,4.85,2.25,39.9,44.44,4.54,30.41\n3936,36.62,5.37,2.33,66.3,68.86,2.56,47.4,18.84,17.9,1724.44,35.91,20.77,865.75,9.31,32.81,1.13,47.1,52.5,5.4,8.63,5.14,771.41,40.91,795.05,8.45,6.44,3.46,6.04,4.17,2.3,27.9,38.05,10.15,11.9,2.97,29.1,35.48,6.38,28.51,27.36,4.79,2.19,30.95,35.08,4.13,31.14\n3937,33.99,5.13,2.52,69.09,72.24,3.15,35.6,14.36,17.45,1607.12,36.38,18.07,911.91,6.82,23.38,1.23,66.6,72.63,6.03,5.87,4.02,737.22,34.84,662.99,7.35,6.19,3.6,4.4,4.34,2.27,34.62,46.48,11.86,9.26,3.05,26.97,33.49,6.52,30.92,23.87,4.76,2.35,58.84,65.46,6.62,14.91\n3944,23.86,5.36,2.37,12.55,13.52,0.97,36.0,12.31,17.8,1855.81,18.86,21.25,808.07,8.73,34.89,1.52,62.6,78.64,16.04,4.34,4.86,984.65,50.45,442.98,11.95,10.34,2.54,13.37,4.81,1.91,17.24,22.69,5.46,3.71,3.98,15.49,27.05,11.56,37.77,18.34,8.01,2.2,39.56,46.69,7.13,11.28\n3945,18.77,5.39,2.47,15.13,17.82,2.69,48.0,14.31,18.49,1897.29,22.06,28.55,761.56,16.12,25.23,1.59,48.07,63.51,15.44,7.89,4.4,1064.42,35.31,452.18,19.85,15.95,2.09,16.06,4.76,1.98,21.39,27.95,6.57,4.88,3.83,11.49,19.02,7.53,39.51,21.39,7.26,2.26,28.4,38.52,10.12,20.65\n3946,24.57,5.11,2.48,32.11,40.97,8.86,65.4,16.06,18.6,1920.33,26.9,28.7,817.66,17.12,17.97,1.6,42.02,55.92,13.9,15.36,3.88,1024.26,24.72,585.46,27.1,17.48,1.75,39.93,4.23,1.99,27.74,39.18,11.44,5.3,3.5,11.33,22.02,10.69,38.82,26.22,10.19,2.34,38.41,53.97,15.56,28.53\n3947,19.02,5.18,2.52,38.78,54.32,15.54,67.4,19.46,18.6,1827.62,24.9,26.98,735.72,28.09,13.21,1.57,48.37,67.66,19.29,18.58,4.41,826.54,17.3,686.65,28.3,22.08,1.48,63.66,3.86,2.02,30.03,41.04,11.01,22.83,3.41,12.24,22.56,10.32,40.22,27.36,9.82,2.26,46.0,63.8,17.8,51.18\n3948,18.69,7.67,2.4,28.94,39.46,10.52,73.3,19.6,18.32,1763.06,33.26,29.62,665.37,22.25,15.31,1.65,47.41,65.69,18.28,13.04,4.61,870.23,12.11,632.72,29.32,16.04,1.17,49.59,3.6,1.82,30.89,37.18,6.29,20.75,3.22,9.49,16.58,7.09,46.62,34.75,8.31,2.45,43.59,62.77,19.18,64.38\n3949,20.89,6.42,2.42,21.74,30.85,9.11,65.6,15.25,18.28,1710.08,28.6,27.4,595.15,27.88,19.19,2.07,30.01,38.37,8.36,7.59,3.29,860.3,9.95,585.82,18.45,9.96,1.22,43.68,3.43,1.83,27.95,30.37,2.42,22.56,2.99,11.3,18.28,6.98,47.51,39.55,7.14,2.31,39.81,51.12,11.31,46.28\n3950,16.52,8.8,2.31,19.36,26.05,6.69,67.9,14.96,18.66,1802.42,30.66,27.3,666.18,20.98,15.84,1.96,42.3,54.5,12.2,4.45,2.66,874.61,10.01,577.6,13.99,5.84,1.08,31.49,3.92,1.88,25.01,26.48,1.47,17.92,2.9,14.99,23.97,8.98,50.66,35.68,6.06,2.32,51.64,67.99,16.35,45.32\n3951,15.45,8.41,2.28,19.74,24.68,4.94,58.6,15.39,18.53,1791.98,31.64,29.22,741.13,23.45,20.55,1.7,50.07,60.58,10.51,12.12,13.48,822.18,15.85,595.64,10.45,4.92,1.24,23.33,3.64,1.91,25.31,26.74,1.44,12.93,3.08,11.82,18.48,6.67,59.23,35.39,5.83,2.51,66.48,83.74,17.26,37.26\n3952,24.63,6.84,2.64,18.79,23.38,4.59,61.1,14.13,18.48,1697.47,31.1,26.69,680.81,19.0,26.54,1.55,37.53,45.16,7.63,9.79,12.66,835.26,242.62,473.15,9.04,7.52,1.86,31.19,3.45,1.96,28.56,29.92,1.36,9.24,3.34,12.36,20.41,8.06,69.89,52.14,10.36,3.55,88.65,117.41,28.76,42.62\n3953,18.26,6.14,2.9,21.25,23.51,2.26,53.2,17.64,18.43,1615.28,36.15,27.76,596.04,27.8,23.59,1.59,39.86,50.56,10.7,5.06,8.79,804.03,189.15,421.05,10.97,10.42,1.63,32.14,3.32,2.07,40.41,45.05,4.63,9.66,3.52,11.81,18.49,6.68,70.82,58.0,10.45,3.31,74.63,105.33,30.7,53.7\n3954,24.47,5.18,2.69,43.76,47.42,3.66,43.3,20.47,18.58,1575.58,32.04,28.04,527.89,21.2,20.58,1.58,40.28,51.33,11.05,5.06,6.04,854.48,2.06,457.99,17.13,6.46,2.36,28.51,3.85,2.38,56.74,58.95,2.21,7.51,3.39,11.01,17.32,6.31,68.76,76.04,13.44,2.75,53.35,71.35,18.0,76.4\n3955,35.51,4.15,2.35,26.57,31.4,4.83,44.1,23.37,18.34,1658.15,28.99,25.05,600.76,15.66,22.21,1.52,44.85,56.04,11.19,4.9,4.21,1009.08,0.23,578.66,12.92,4.37,2.2,37.27,4.05,1.98,48.04,49.86,1.82,5.33,3.26,13.78,23.5,9.72,56.0,90.01,23.35,2.46,54.83,70.41,15.58,55.75\n3956,25.12,4.97,2.38,50.33,64.36,14.03,43.6,18.84,18.35,1942.29,24.62,24.56,673.99,16.12,21.5,1.57,60.76,72.64,11.88,3.62,4.37,1153.68,0.05,718.74,13.48,3.3,2.66,26.48,4.31,2.04,48.31,49.12,0.81,8.31,3.22,14.45,22.86,8.41,54.67,90.24,22.08,2.46,70.92,82.78,11.86,40.64\n3957,24.04,5.32,2.31,40.38,49.46,9.08,39.6,17.09,18.13,1826.91,28.08,23.7,744.82,26.48,22.82,1.73,100.25,123.85,23.6,19.9,4.39,1351.61,14.76,820.25,14.59,6.59,2.56,18.54,3.92,2.1,60.73,68.94,8.21,11.28,2.98,15.12,23.62,8.51,38.9,70.8,17.32,2.35,52.98,59.2,6.22,34.64\n3958,23.18,5.47,2.36,78.22,87.27,9.05,42.6,16.79,17.92,1856.55,22.76,21.2,879.48,24.13,27.2,1.65,99.89,112.69,12.8,19.2,4.46,1205.59,84.95,675.85,10.19,10.07,3.46,12.99,3.64,2.18,53.36,57.34,3.98,12.54,3.01,20.53,27.23,6.7,31.05,61.82,13.66,2.44,77.42,85.06,7.64,20.21\n3959,30.86,4.26,2.37,90.19,107.16,16.97,45.1,17.37,17.95,1845.28,22.35,22.65,900.06,31.35,34.53,1.85,119.64,154.75,35.11,23.76,3.4,1163.04,121.23,626.99,7.37,6.22,3.2,10.77,3.45,1.94,36.78,37.3,0.52,14.62,3.05,21.73,26.79,5.06,37.95,52.93,10.57,2.52,55.12,60.8,5.68,22.72\n3961,46.22,3.73,2.53,70.79,79.13,8.34,43.5,16.63,17.71,1764.48,22.14,26.23,1271.97,22.61,50.15,1.84,84.54,105.65,21.11,14.1,12.67,870.03,34.32,486.68,11.08,8.74,3.52,6.08,3.98,1.94,23.5,23.63,0.13,10.49,3.25,11.7,18.86,7.17,37.18,34.77,6.71,2.05,16.34,19.66,3.32,32.5\n3962,32.7,4.76,2.69,29.87,32.31,2.44,42.6,14.89,17.79,1716.66,19.5,29.2,851.1,22.49,47.57,1.97,77.41,104.14,26.73,11.16,8.33,853.69,19.0,340.35,20.68,12.22,2.54,5.09,4.34,1.9,24.68,26.76,2.08,11.78,3.18,10.4,15.8,5.4,36.26,28.48,6.2,2.05,12.39,15.26,2.87,37.76\n3963,35.03,5.03,2.58,30.17,31.79,1.62,42.0,13.41,17.79,1675.12,18.38,22.06,718.05,17.21,44.01,2.17,74.8,105.94,31.14,8.34,16.65,833.58,12.22,301.48,19.41,7.35,3.46,7.71,4.16,1.94,25.85,28.19,2.34,9.38,3.37,13.23,18.28,5.05,28.6,22.14,5.96,2.17,9.87,12.64,2.78,36.92\n3964,37.58,5.2,2.64,34.48,36.31,1.83,32.2,10.92,17.79,1558.79,21.38,19.02,788.97,12.13,43.61,1.61,53.31,61.16,7.85,5.78,47.21,810.98,11.41,318.72,17.63,8.19,3.12,6.77,4.65,1.89,24.56,26.94,2.39,7.64,3.59,13.97,18.33,4.36,27.28,17.85,5.87,2.11,8.67,11.27,2.6,38.91\n3965,26.84,4.83,2.78,26.29,27.69,1.4,38.1,10.49,17.87,1672.65,19.04,20.1,841.53,8.86,34.59,1.8,49.75,58.29,8.54,4.31,78.46,800.4,17.84,338.21,19.79,10.4,3.46,6.12,4.81,1.83,20.83,23.69,2.85,6.39,3.77,13.06,17.39,4.33,26.76,14.31,5.27,1.95,11.41,14.12,2.71,33.82\n3966,25.11,4.9,2.67,17.86,18.71,0.85,37.1,8.59,17.83,1765.38,18.04,23.84,825.65,7.0,38.34,2.06,57.85,72.66,14.81,4.39,94.42,794.0,33.28,332.3,21.42,9.65,3.29,5.8,4.32,1.83,19.77,23.02,3.25,4.69,3.83,30.92,41.4,10.48,13.67,11.97,4.93,1.98,9.74,12.55,2.81,36.65\n3967,21.81,5.0,2.45,25.15,26.51,1.36,36.0,6.8,17.68,1731.76,19.18,28.37,939.59,7.08,46.59,1.9,56.21,76.31,20.1,3.37,63.1,793.8,69.89,422.75,16.6,15.49,2.94,5.26,3.92,1.84,17.43,21.08,3.65,11.55,3.85,33.33,45.02,11.69,8.81,16.3,4.77,1.93,12.52,15.41,2.89,33.52\n3968,25.59,4.8,2.48,28.35,30.7,2.35,37.7,5.57,17.76,1690.89,24.41,27.78,648.56,11.48,45.52,1.9,45.89,66.05,20.16,5.38,70.29,795.98,86.23,387.36,24.27,19.18,2.51,4.89,3.64,2.01,24.36,30.5,6.14,10.58,3.92,38.95,69.3,30.35,8.48,15.76,4.36,2.14,30.21,41.81,11.6,19.96\n3969,24.36,4.43,2.54,38.68,43.0,4.32,33.9,4.88,18.0,1751.8,23.02,27.06,571.86,13.02,34.07,1.64,42.87,62.08,19.21,5.99,48.5,887.05,65.67,334.65,27.18,15.94,2.37,5.62,3.45,1.9,29.63,39.6,9.97,8.43,3.92,40.92,72.59,31.66,13.06,17.27,3.95,2.16,57.96,90.62,32.66,13.55\n3970,28.69,4.63,2.78,54.43,72.22,17.79,39.0,4.99,18.22,1749.0,24.69,27.79,793.85,15.71,24.43,1.93,45.31,66.22,20.91,4.84,25.91,973.93,46.97,390.6,34.7,12.24,2.09,43.05,3.32,1.9,29.61,37.38,7.76,15.64,3.64,23.21,37.85,14.64,26.88,28.52,3.66,2.26,49.98,74.04,24.06,27.43\n3971,24.15,5.57,2.89,43.13,60.04,16.91,29.7,5.43,18.62,1712.61,32.85,32.44,654.21,14.1,21.19,1.86,39.07,55.43,16.36,4.53,14.16,875.26,38.32,476.87,49.89,13.62,2.04,45.93,3.23,1.95,33.19,39.23,6.04,19.31,3.39,17.74,28.01,10.27,37.38,29.87,4.14,2.38,44.06,63.96,19.9,38.98\n3972,21.15,8.24,2.8,24.94,33.31,8.37,37.2,5.96,19.02,1718.94,36.51,33.64,499.46,10.73,20.23,1.96,31.14,42.78,11.64,4.07,8.28,853.33,35.48,450.22,33.35,10.12,1.84,32.98,3.65,1.94,31.47,34.81,3.34,19.41,3.18,13.81,21.7,7.88,43.16,32.69,4.53,2.29,39.9,55.42,15.52,47.74\n3973,36.02,9.78,2.97,26.58,34.99,8.41,36.5,7.57,19.8,1633.47,54.48,32.69,539.2,15.63,17.93,2.05,30.97,41.9,10.93,4.55,8.37,873.56,30.1,301.99,20.39,6.55,1.45,29.63,4.47,1.95,22.04,23.69,1.64,15.62,2.97,9.06,15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4,1.77,17.02,5.49,2.42,10.85,11.17,0.32,7.08,2.99,14.87,20.1,5.23,95.45,23.4,4.29,2.78,31.14,39.99,8.86,62.55\n4149,36.1,4.94,3.04,16.03,21.23,5.2,24.1,11.22,18.2,1597.28,32.59,19.76,314.95,21.32,25.81,2.0,48.67,55.1,6.43,25.69,4.65,908.13,6.58,546.96,9.13,4.41,2.25,14.78,4.74,2.41,12.95,13.21,0.26,5.91,3.03,26.01,31.23,5.22,77.44,24.42,4.18,2.76,46.84,53.22,6.37,48.39\n4150,27.12,5.27,2.88,19.01,21.13,2.12,21.5,12.56,18.31,1778.06,23.66,22.02,340.43,21.5,30.18,1.76,56.29,62.13,5.84,27.42,16.05,991.21,8.26,555.72,13.15,7.14,2.1,10.35,4.22,2.2,15.41,15.65,0.24,6.47,3.1,56.29,63.0,6.71,43.84,25.0,3.88,2.87,65.08,70.73,5.65,31.44\n4151,38.59,4.86,3.0,38.81,43.0,4.19,21.9,11.08,17.95,1730.28,27.28,22.12,342.14,20.94,32.57,1.97,83.17,91.78,8.61,20.16,10.78,1038.4,15.06,464.52,11.9,10.79,2.41,7.24,3.86,2.42,16.17,16.62,0.45,5.64,3.2,47.73,53.2,5.48,42.54,26.47,3.62,2.92,50.64,55.32,4.69,34.97\n4152,42.1,5.14,2.98,44.48,46.02,1.54,25.2,16.45,17.84,1789.45,25.87,17.28,342.31,22.01,31.3,1.73,63.92,70.58,6.66,23.24,7.96,847.12,34.84,446.61,12.87,12.6,2.82,5.2,3.6,2.27,14.94,15.42,0.48,7.18,3.13,22.31,27.14,4.83,51.11,27.49,3.43,2.66,26.5,30.07,3.57,36.97\n4153,51.7,5.02,2.93,55.22,58.83,3.61,25.6,21.35,17.09,1856.89,23.42,17.81,312.82,19.23,33.21,1.74,52.08,58.41,6.33,16.96,4.69,862.54,36.34,450.16,8.59,7.82,2.84,11.66,3.43,2.06,19.05,19.8,0.74,18.01,3.02,22.3,27.5,5.2,40.1,24.78,3.88,2.72,20.52,23.84,3.32,39.33\n4154,50.88,4.75,2.99,36.93,38.33,1.4,30.0,17.85,17.42,1805.95,29.89,18.0,287.9,20.19,35.32,1.4,48.16,53.42,5.26,18.12,3.2,786.63,34.71,364.04,8.16,5.92,4.05,8.37,3.84,2.07,20.73,21.98,1.24,16.24,3.17,21.06,25.54,4.48,36.85,20.3,4.04,2.83,29.24,33.59,4.35,41.06\n4155,45.19,4.75,3.1,39.75,41.33,1.58,29.5,15.3,17.53,1736.81,23.04,14.45,298.01,20.84,40.9,1.41,45.4,52.21,6.81,14.02,11.76,786.73,27.91,332.17,8.15,4.66,3.22,6.66,3.79,1.96,16.7,18.07,1.38,11.84,3.1,17.46,21.75,4.29,38.43,18.71,4.42,2.81,11.46,14.51,3.05,54.19\n4156,54.18,4.59,4.34,72.4,76.86,4.46,24.2,17.58,17.5,1665.41,24.32,14.26,300.13,17.36,43.12,1.78,35.23,40.84,5.61,9.05,8.37,747.21,26.99,311.8,9.62,2.87,3.65,8.31,3.76,1.82,14.48,15.88,1.4,8.56,3.22,15.47,19.7,4.23,38.51,17.63,4.84,2.79,13.23,16.52,3.29,53.7\n4157,49.54,4.66,5.44,61.06,64.05,2.99,24.3,17.44,17.76,1718.58,25.1,17.9,289.74,20.74,37.17,1.5,23.73,29.37,5.64,11.62,6.58,732.06,28.72,421.41,7.47,3.75,3.16,6.12,3.92,1.79,10.94,12.7,1.77,15.34,3.43,12.9,17.07,4.17,39.55,15.04,4.96,2.58,10.73,13.84,3.11,55.9\n4158,55.26,4.53,4.91,41.21,42.4,1.19,26.4,16.33,17.72,1755.04,23.02,21.0,268.99,22.92,42.43,1.4,24.65,29.92,5.27,9.93,4.01,731.64,23.3,523.27,8.58,6.15,3.34,6.77,3.64,1.89,12.8,14.95,2.15,13.66,3.52,14.38,18.7,4.32,37.15,12.52,4.87,2.69,14.35,17.68,3.33,48.64\n4159,43.67,4.29,4.38,54.77,56.91,2.14,26.2,16.35,18.19,1834.65,21.95,19.13,267.39,21.88,41.85,1.74,38.29,44.07,5.78,7.85,3.65,751.81,56.08,533.44,11.91,6.82,3.42,5.82,3.45,1.85,15.48,17.99,2.5,12.98,3.52,21.16,26.87,5.7,32.61,14.37,4.9,2.82,19.41,22.91,3.5,42.87\n4160,41.29,4.54,3.56,42.09,44.14,2.05,24.5,17.41,18.28,1870.9,28.57,19.99,278.89,23.99,34.9,1.47,36.52,45.34,8.82,13.59,2.73,784.3,70.35,392.37,15.73,5.11,3.73,5.08,3.32,1.94,26.09,35.49,9.4,16.6,3.56,34.75,48.99,14.24,23.32,13.32,6.6,2.51,20.15,25.16,5.01,46.0\n4161,51.63,4.45,3.34,43.18,45.99,2.81,24.7,13.29,18.51,1939.32,32.26,22.88,293.0,22.47,29.66,1.74,35.09,46.77,11.68,16.58,3.55,783.35,52.73,343.86,16.9,11.49,3.74,5.02,3.39,2.13,30.25,47.35,17.1,13.5,3.45,19.35,27.29,7.94,41.7,16.57,6.76,2.57,34.49,44.95,10.46,41.3\n4162,41.66,4.39,3.38,62.34,79.44,17.1,26.1,11.87,19.2,1930.05,36.11,26.26,297.91,22.08,26.63,1.65,26.48,36.7,10.22,12.13,4.59,756.71,35.96,331.42,20.13,11.04,3.49,47.17,3.69,1.89,35.54,52.94,17.39,22.82,3.29,17.0,25.72,8.73,49.08,22.59,7.92,2.68,38.36,52.38,14.02,50.36\n4163,34.35,4.66,3.51,66.14,93.28,27.14,26.4,14.24,19.01,1781.21,47.83,29.37,275.48,25.38,25.38,1.86,24.66,34.6,9.94,8.52,5.14,764.28,25.17,309.64,22.28,9.5,3.17,73.04,8.11,1.94,32.02,36.96,4.94,23.0,3.26,13.69,20.69,6.99,67.04,21.47,7.34,2.75,25.64,35.31,9.67,65.11\n4164,41.87,7.8,3.63,52.32,70.47,18.15,29.4,16.22,19.15,1710.79,50.34,30.5,257.73,27.87,23.72,1.86,16.41,24.41,8.0,6.54,3.33,782.94,20.2,297.46,25.58,7.82,2.54,49.23,7.79,1.9,27.8,30.23,2.43,17.8,3.25,10.99,17.27,6.29,79.8,19.74,6.04,2.81,21.38,28.97,7.59,72.78\n4165,39.29,10.2,3.08,27.52,33.2,5.68,29.4,18.9,19.3,1632.99,56.48,32.8,238.73,27.24,22.6,1.78,16.44,24.27,7.83,6.28,3.38,787.57,17.81,312.0,15.68,5.39,2.2,43.61,6.88,1.88,20.12,21.91,1.79,13.3,2.98,12.07,19.13,7.06,83.62,21.23,5.12,2.7,20.66,27.82,7.16,78.34\n4166,26.54,8.14,3.12,31.14,37.85,6.71,28.8,21.42,19.28,1587.43,51.3,27.38,242.72,27.14,18.69,1.89,16.46,24.18,7.72,7.19,2.74,763.4,13.72,306.05,12.04,3.73,1.67,34.15,6.0,1.88,13.92,15.18,1.26,16.28,3.1,8.8,13.89,5.09,100.11,23.26,4.53,2.68,17.77,23.57,5.8,81.22\n4167,34.14,6.86,3.06,13.72,16.26,2.54,28.4,16.5,19.33,1599.4,55.45,19.77,236.71,34.87,13.53,1.93,15.41,23.07,7.66,4.62,2.13,770.54,14.14,308.72,8.9,3.14,1.28,24.05,5.93,2.16,11.22,11.98,0.75,13.39,2.99,10.15,15.73,5.58,110.88,22.79,4.23,2.79,20.56,28.01,7.44,81.43\n4168,30.22,6.14,3.0,12.16,14.08,1.92,23.8,15.52,19.41,1565.16,47.15,17.87,248.29,34.01,10.08,1.89,16.47,24.42,7.95,3.56,3.68,743.33,11.88,344.32,6.6,2.86,1.22,18.64,5.22,2.27,11.99,12.52,0.53,11.69,2.96,13.15,18.86,5.71,119.09,22.93,4.02,2.98,21.67,29.93,8.27,79.95\n4169,36.02,5.82,2.96,8.89,10.27,1.38,23.8,15.52,19.21,1501.25,48.51,17.84,257.89,26.38,9.49,1.82,18.45,26.54,8.09,2.92,1.83,740.86,8.92,330.07,5.42,3.16,1.44,16.15,4.75,2.18,13.63,14.18,0.55,14.06,3.03,11.64,16.5,4.86,133.75,42.2,3.76,3.26,25.77,34.66,8.89,76.51\n4170,50.3,5.3,2.93,9.83,11.34,1.51,23.7,15.63,19.4,1519.2,53.72,18.89,231.17,21.84,10.24,1.82,20.82,29.18,8.36,3.29,0.93,752.11,6.91,329.01,4.04,3.74,1.51,12.43,4.22,2.28,13.09,13.54,0.46,11.0,3.16,10.54,14.93,4.4,138.24,41.22,3.53,3.26,24.79,33.0,8.21,77.59\n4171,51.77,4.85,3.09,10.28,11.83,1.55,23.9,18.83,20.07,1584.37,44.06,22.59,258.3,18.83,7.8,1.77,19.31,27.02,7.71,4.43,1.53,794.44,7.1,373.89,4.18,4.11,1.72,13.53,3.86,2.23,15.28,15.7,0.42,17.11,3.2,13.26,18.23,4.96,127.97,35.6,3.37,3.23,27.01,35.38,8.36,73.45\n4172,41.0,5.41,3.11,14.81,17.49,2.68,25.9,14.17,19.61,1617.87,41.35,18.6,252.35,18.54,7.21,1.74,24.36,32.46,8.1,9.83,3.55,849.2,6.86,450.27,5.61,4.19,1.93,9.82,3.6,2.28,14.85,15.59,0.74,16.23,3.12,20.41,26.61,6.2,118.31,29.7,3.37,3.32,32.58,41.49,8.91,66.26\n4173,27.08,5.46,3.06,15.17,17.26,2.09,25.6,12.57,19.15,1699.15,27.44,16.13,271.06,15.7,8.16,1.85,40.37,48.32,7.95,21.78,3.19,962.57,10.49,534.93,5.12,3.77,2.38,16.44,3.42,2.23,16.36,17.09,0.73,11.99,3.24,28.38,33.83,5.45,101.54,24.11,3.41,3.0,35.15,40.24,5.09,61.23\n4174,22.09,5.58,3.11,20.49,22.71,2.22,22.7,16.44,18.76,2033.72,22.21,16.3,354.04,17.5,7.22,1.89,71.64,80.23,8.59,16.08,2.42,1196.49,10.12,683.24,7.48,2.99,2.55,11.51,3.29,2.09,23.83,24.68,0.85,10.24,3.47,67.56,76.44,8.88,40.64,22.62,3.33,3.09,81.39,91.86,10.47,27.25\n4175,34.37,5.74,3.06,41.38,44.28,2.9,23.4,21.89,18.4,2171.39,21.03,20.73,422.03,24.14,5.24,2.09,143.42,198.98,55.56,21.97,1.21,1075.58,9.82,1081.3,16.65,4.34,3.02,8.34,3.21,2.18,37.48,39.49,2.0,15.11,3.76,94.16,123.21,29.05,9.4,29.43,3.23,3.06,70.71,77.17,6.46,23.93\n4176,25.39,5.16,2.99,90.2,96.13,5.93,30.0,23.39,18.11,2321.55,21.05,26.08,446.55,22.58,3.66,2.32,158.6,254.37,95.77,17.26,0.62,861.74,8.03,1115.94,20.83,6.07,3.15,22.89,3.14,2.14,33.77,36.48,2.72,12.15,3.98,90.3,117.7,27.39,6.98,35.45,3.46,2.88,36.74,40.62,3.88,47.32\n4177,46.04,5.1,3.55,140.67,193.73,53.06,30.7,23.1,17.72,2419.82,19.28,27.34,391.86,23.02,4.57,2.31,134.5,211.89,77.39,18.0,1.26,823.9,13.18,626.77,14.27,5.36,3.42,20.48,3.1,2.29,30.72,33.11,2.38,15.68,4.48,100.64,177.02,76.37,4.72,30.82,3.44,2.83,29.8,34.43,4.62,47.64\n4178,51.14,4.48,3.74,137.12,202.13,65.01,37.8,26.84,17.88,2118.82,19.21,26.05,332.96,31.8,12.8,1.93,96.97,126.22,29.25,18.32,2.66,871.58,35.26,450.87,14.15,4.12,3.45,14.97,3.07,2.02,31.72,35.87,4.15,34.12,4.21,57.88,80.5,22.62,28.43,25.14,3.48,2.96,23.77,27.56,3.79,50.15\n4179,70.48,4.75,3.67,110.48,149.04,38.56,37.0,22.61,17.72,1917.26,30.25,20.43,361.41,33.64,10.26,1.91,68.37,78.56,10.19,13.42,3.74,981.57,46.1,388.93,13.54,2.64,3.96,10.53,3.05,2.15,30.59,35.61,5.02,34.95,4.22,65.38,86.46,21.08,18.77,24.27,3.41,2.87,17.44,21.3,3.86,55.91\n4180,68.26,4.97,3.39,86.51,104.31,17.8,29.5,18.18,17.6,1793.91,27.47,15.68,296.21,31.17,8.88,1.97,48.01,53.84,5.83,9.62,2.92,1002.95,40.2,343.1,10.23,2.22,3.8,10.52,3.04,1.98,23.37,27.15,3.77,25.94,4.1,44.33,56.99,12.66,31.67,20.76,3.29,2.92,14.25,17.44,3.19,55.26\n4181,56.74,4.58,3.19,65.02,74.92,9.9,29.4,16.68,17.71,1835.5,19.95,15.54,274.25,29.24,7.85,1.7,45.47,51.22,5.75,9.43,2.23,849.84,43.09,307.29,6.3,2.8,4.13,12.37,3.36,1.94,18.47,21.67,3.2,22.58,4.39,13.38,17.63,4.25,60.18,16.82,3.64,2.92,15.5,18.86,3.36,52.1\n4182,53.19,5.13,3.15,58.17,63.17,5.0,29.1,18.66,17.66,1797.91,17.17,15.64,263.82,26.75,6.93,2.06,41.12,46.01,4.89,11.83,3.4,989.84,52.74,314.27,7.36,3.44,3.8,9.76,3.81,1.89,14.59,17.68,3.09,18.12,4.2,18.63,22.91,4.28,48.52,17.97,4.11,2.9,62.36,69.24,6.88,13.92\n4184,46.43,5.48,3.23,43.29,45.1,1.81,25.4,16.05,18.17,1821.65,21.54,21.03,285.76,27.7,5.46,1.72,52.29,65.89,13.6,21.09,3.21,807.45,62.26,493.37,15.14,10.73,3.99,6.03,4.8,1.94,21.3,27.06,5.76,14.14,4.27,56.56,91.23,34.66,15.39,20.92,4.0,3.07,89.15,138.17,49.02,5.32\n4185,52.02,5.51,3.13,41.71,44.37,2.66,25.9,16.39,18.32,1714.36,30.6,26.46,286.57,28.55,5.32,2.21,35.39,45.91,10.52,31.65,3.83,763.21,47.72,566.32,20.09,12.48,3.62,5.94,5.47,1.88,25.17,35.39,10.22,19.32,4.12,30.44,45.54,15.1,40.38,29.92,9.82,2.93,77.05,110.65,33.59,17.63\n4186,46.95,4.39,3.13,42.22,51.3,9.08,29.9,13.06,18.72,1754.31,34.72,25.81,290.93,24.82,7.22,1.77,36.02,49.11,13.09,21.45,3.93,765.59,33.92,527.19,22.28,13.75,3.82,44.4,5.62,1.95,29.16,38.92,9.75,17.81,3.96,23.4,33.3,9.9,51.52,38.84,10.52,2.95,77.33,110.09,32.76,24.23\n4187,29.68,6.54,3.56,58.32,79.12,20.8,29.6,15.1,19.07,1646.23,45.4,25.54,278.43,21.74,8.16,2.21,41.88,57.0,15.12,11.71,4.83,802.08,33.81,349.48,32.53,10.89,3.11,66.78,5.72,1.86,35.9,45.59,9.69,19.78,3.76,19.13,27.52,8.39,64.16,38.69,9.1,2.76,59.2,80.53,21.33,38.31\n4188,25.81,9.52,3.45,63.09,87.15,24.06,26.6,20.71,19.16,1600.08,52.6,23.54,248.47,19.64,7.11,1.97,28.59,39.51,10.92,7.55,4.02,784.88,27.64,304.46,24.25,6.51,2.71,37.03,7.16,1.82,33.82,37.92,4.1,16.17,3.78,17.46,25.46,8.0,70.32,42.59,7.95,2.81,57.68,76.07,18.38,46.09\n4189,36.93,10.4,3.65,67.21,90.54,23.33,26.9,23.09,20.09,1581.32,50.35,17.84,232.22,18.89,6.08,2.13,21.93,30.78,8.85,6.72,2.93,756.03,23.77,310.26,12.96,4.6,2.37,29.82,7.11,1.92,26.87,29.19,2.32,11.58,4.04,11.19,18.53,7.34,91.26,52.27,10.71,2.85,46.52,59.2,12.67,61.72\n4190,24.49,11.76,3.31,48.34,60.43,12.09,29.9,17.27,20.23,1522.62,58.97,13.75,234.67,22.41,6.05,2.46,18.02,25.76,7.74,6.36,2.18,745.49,28.4,313.67,6.95,3.97,2.03,30.59,10.13,1.84,20.97,22.62,1.65,12.38,3.9,11.15,17.04,5.89,101.74,56.64,10.66,2.91,27.12,35.73,8.6,76.75\n4191,24.88,7.92,3.52,30.69,37.79,7.1,29.5,16.31,19.66,1486.46,59.93,12.51,236.56,24.19,4.82,2.22,15.82,22.75,6.93,5.68,3.04,760.87,25.72,314.03,4.91,3.11,1.65,30.13,7.99,2.17,19.31,20.45,1.14,11.22,3.83,12.3,18.11,5.81,116.84,53.65,9.04,2.92,23.89,32.19,8.3,82.34\n4192,35.92,6.54,3.6,23.11,27.04,3.93,26.0,18.65,19.79,1404.83,63.66,10.58,228.36,23.04,5.49,2.04,17.33,24.33,7.0,4.24,4.03,756.34,19.26,314.67,5.97,2.25,1.76,21.77,6.5,2.3,20.02,20.81,0.79,13.87,3.84,9.02,14.15,5.13,129.49,42.7,8.09,2.91,18.07,23.61,5.54,90.8\n4193,34.49,5.75,3.78,37.54,45.08,7.54,25.7,14.68,20.24,1400.85,61.19,7.76,230.19,22.67,5.98,2.1,18.46,25.57,7.11,3.15,4.41,774.25,14.29,330.93,6.6,1.99,1.69,24.44,5.73,2.32,20.67,21.47,0.8,16.68,3.71,15.17,22.11,6.94,133.31,38.26,6.92,2.83,19.33,24.77,5.44,91.77\n4194,36.56,4.42,3.58,38.0,43.15,5.15,23.3,11.81,20.72,1240.04,60.0,5.92,232.93,29.17,8.22,2.15,22.63,30.0,7.37,3.58,3.51,764.64,15.54,344.96,6.85,4.34,1.92,28.43,5.18,2.39,20.46,21.26,0.8,13.17,3.88,13.47,19.16,5.69,126.75,39.11,6.21,3.0,18.3,23.38,5.08,94.31\n4195,38.98,4.7,3.71,29.39,32.35,2.96,23.1,11.7,20.63,856.0,57.82,8.15,253.79,29.6,15.47,2.17,28.67,36.28,7.61,4.98,4.91,757.47,13.11,370.18,6.64,5.75,2.07,20.91,5.39,2.32,16.44,17.23,0.79,12.43,3.88,13.82,19.46,5.64,128.3,35.6,5.46,3.03,21.12,26.26,5.15,92.59\n4196,34.99,5.36,3.24,23.77,26.21,2.44,21.1,11.06,20.01,335.37,43.79,10.9,255.64,24.64,13.88,2.28,38.57,46.41,7.84,6.91,5.12,802.95,10.13,414.28,7.31,4.98,3.36,15.16,5.28,2.18,17.99,19.03,1.04,11.19,3.94,15.02,20.03,5.0,127.64,28.08,4.85,2.92,21.35,25.92,4.57,89.96\n4197,31.88,5.13,3.24,24.92,27.95,3.03,20.8,11.45,19.06,93.51,33.42,13.76,227.7,23.22,15.61,2.18,61.53,69.46,7.93,22.17,5.43,830.98,15.21,603.16,14.04,4.01,3.47,11.92,5.72,2.18,17.73,18.72,1.0,9.07,4.07,26.19,30.88,4.69,112.99,21.26,4.96,3.08,33.52,37.81,4.3,77.75\n4198,37.74,4.44,3.31,31.78,37.72,5.94,18.5,14.08,18.17,90.92,23.45,17.22,346.15,25.0,17.56,2.13,108.43,121.88,13.45,18.26,4.9,856.72,13.41,1198.73,17.73,2.91,3.84,8.35,4.9,2.27,25.99,27.0,1.01,10.79,4.23,55.54,60.86,5.31,62.95,25.31,4.63,3.02,100.84,107.42,6.58,24.72\n4199,28.53,4.82,3.27,47.07,50.19,3.12,18.7,12.57,17.96,516.86,21.01,13.77,461.36,24.66,19.64,2.41,127.5,157.77,30.27,11.29,5.09,888.63,9.39,1388.0,15.59,4.99,4.4,5.95,4.33,2.27,36.45,37.89,1.45,14.38,4.17,54.91,60.21,5.3,41.9,35.79,4.41,3.21,97.84,102.97,5.13,23.86\n4200,44.24,5.08,3.22,81.87,88.5,6.63,20.5,13.12,18.88,1518.95,18.88,23.01,484.91,20.54,19.89,2.57,132.9,174.43,41.53,19.83,3.93,893.25,14.01,2097.24,19.89,10.84,5.39,10.71,3.93,2.29,37.54,40.03,2.48,11.82,4.32,63.48,73.27,9.79,43.89,39.74,4.83,3.0,65.86,70.73,4.87,39.48\n4201,60.31,4.55,3.97,165.55,201.49,35.94,21.3,11.23,17.71,2040.68,17.7,31.73,598.55,21.47,25.03,2.49,128.88,171.8,42.92,16.37,2.67,1044.21,27.29,2178.44,25.33,16.44,5.88,17.23,3.65,2.7,43.9,51.08,7.18,16.44,4.48,97.89,124.55,26.66,18.21,43.75,5.04,3.31,103.06,120.5,17.44,13.17\n4202,57.84,4.46,3.68,135.57,173.13,37.56,28.2,12.43,18.04,2071.51,18.02,32.44,563.56,23.32,34.22,1.7,139.29,212.57,73.28,23.13,3.62,1292.56,37.86,2650.26,35.58,18.54,5.99,16.74,3.46,2.47,35.56,39.75,4.19,13.82,4.66,105.64,158.58,52.94,8.58,41.79,4.61,3.85,72.14,78.77,6.63,21.18\n4203,77.95,3.8,3.77,129.95,176.54,46.59,28.5,18.45,17.89,2132.5,17.64,39.32,528.9,22.56,37.63,1.58,127.85,193.7,65.85,18.56,7.2,1062.37,42.65,2411.71,40.16,14.61,6.35,17.24,3.32,2.46,31.32,35.16,3.84,11.45,4.6,95.2,148.37,53.17,3.71,52.79,8.27,3.51,100.13,117.01,16.88,2.51\n4204,86.66,4.62,3.69,91.09,109.09,18.0,30.9,20.5,17.83,2045.5,16.12,37.68,467.62,22.69,41.56,1.56,118.63,183.44,64.81,13.36,4.77,896.29,36.95,1706.49,26.41,10.15,3.71,19.9,3.25,2.49,27.37,30.9,3.53,20.54,4.47,63.42,85.78,22.36,22.42,57.61,15.44,3.21,84.14,91.98,7.84,4.88\n4208,35.4,5.61,3.3,52.57,56.47,3.9,33.5,15.3,18.03,1696.71,26.54,25.65,328.05,33.05,36.96,1.29,100.58,168.58,68.0,34.49,3.09,837.5,46.61,695.86,24.91,10.42,3.57,19.1,3.59,2.3,23.46,28.58,5.11,19.68,4.49,45.93,61.69,15.77,23.25,46.71,11.19,3.28,102.58,163.62,61.04,2.22\n4209,37.94,4.35,3.69,55.51,59.89,4.38,33.0,17.29,18.47,1679.41,30.8,22.43,350.62,41.24,37.09,1.39,69.6,103.88,34.28,33.72,3.82,896.29,49.13,500.67,27.59,17.32,3.53,15.31,4.6,2.43,28.9,36.54,7.64,15.36,4.42,57.23,87.9,30.66,25.84,54.73,18.41,3.4,101.37,153.79,52.42,9.6\n4210,37.91,4.69,3.68,56.38,70.31,13.93,28.6,19.58,18.7,1668.27,35.86,29.65,374.97,36.82,38.79,1.21,50.3,69.48,19.18,21.32,3.05,922.24,44.62,309.45,40.0,20.62,3.38,62.09,4.36,2.39,34.12,43.0,8.88,19.4,4.52,61.56,97.88,36.32,35.84,60.74,21.58,3.24,102.14,148.17,46.03,18.68\n4211,31.44,11.63,3.7,67.59,92.27,24.68,29.0,17.27,18.9,1586.63,44.07,39.75,390.07,29.89,39.63,1.24,53.51,72.62,19.11,11.93,3.86,845.22,48.68,356.92,45.57,21.94,2.54,74.16,13.16,2.47,41.33,51.2,9.87,35.99,4.19,35.03,48.23,13.2,67.17,62.72,17.99,3.24,84.1,113.76,29.66,32.17\n4212,25.92,10.89,4.14,70.44,96.3,25.86,32.4,15.77,19.51,1580.34,52.34,37.72,345.82,27.92,35.65,1.17,51.7,69.19,17.49,8.42,4.2,745.76,43.54,446.63,33.04,12.32,2.15,69.23,11.15,2.28,40.3,45.2,4.89,30.38,3.9,15.95,22.98,7.03,81.6,60.21,14.29,3.02,61.73,78.92,17.19,51.78\n4213,29.25,10.55,3.92,67.85,87.44,19.59,31.8,12.7,20.09,1509.25,62.92,35.3,288.16,24.3,32.11,1.31,31.11,42.81,11.7,6.25,4.15,745.58,46.34,406.15,19.1,7.8,1.45,55.88,9.32,2.33,30.25,32.42,2.17,21.71,3.78,11.07,17.16,6.1,91.13,58.01,14.43,2.86,30.83,38.49,7.66,75.83\n4214,22.32,12.6,3.65,56.34,68.39,12.05,26.5,11.71,20.41,1453.32,62.2,28.05,279.76,20.12,26.76,1.4,21.38,30.23,8.85,5.95,2.07,751.27,37.64,381.41,13.16,5.0,1.11,45.41,8.6,2.54,21.41,23.2,1.79,21.76,3.68,10.51,15.83,5.32,93.65,53.58,13.09,2.97,18.7,23.99,5.29,89.02\n4215,17.91,8.37,3.63,32.46,38.27,5.81,26.3,8.81,20.04,1364.17,77.24,25.65,275.56,20.69,30.97,1.28,22.36,30.94,8.58,4.5,1.07,773.52,31.08,387.14,9.63,4.16,0.98,34.36,6.99,2.61,20.58,21.78,1.2,17.25,3.79,11.0,16.54,5.54,96.8,44.14,11.01,2.94,17.34,22.12,4.78,101.12\n4216,29.12,6.3,3.74,21.79,24.97,3.18,24.9,7.58,20.88,1348.34,78.25,27.37,295.0,19.62,32.6,1.03,21.16,31.02,9.86,3.49,2.92,796.39,29.45,426.08,7.08,3.3,0.96,25.07,6.38,2.55,17.88,18.73,0.85,12.95,3.96,11.3,17.2,5.9,110.74,40.04,9.04,3.02,16.45,20.78,4.33,115.25\n4217,47.11,5.47,3.75,18.83,21.34,2.51,25.1,10.25,21.43,1118.34,88.83,26.12,288.28,16.12,29.55,1.32,21.93,31.7,9.77,2.62,2.98,797.64,28.65,436.81,6.88,2.94,0.9,23.54,5.87,2.63,16.67,17.44,0.77,12.62,3.97,8.79,14.09,5.3,122.4,37.05,7.3,3.04,16.92,21.32,4.4,127.17\n4218,43.56,5.12,3.52,25.37,30.4,5.03,26.8,14.24,21.65,513.23,79.32,25.16,288.14,17.3,38.56,1.25,21.84,29.6,7.76,3.64,3.28,818.61,25.01,433.49,7.31,2.96,1.29,22.94,5.23,2.53,13.73,14.45,0.72,10.45,3.87,10.5,15.63,5.14,117.94,30.39,6.01,3.07,18.15,22.38,4.23,138.26\n4224,33.19,4.8,3.47,152.74,168.32,15.58,34.1,15.01,18.12,442.56,21.39,33.48,851.08,31.12,37.91,1.92,193.91,251.36,57.45,33.79,3.18,1118.95,30.94,2229.24,61.35,35.56,3.72,7.19,3.89,2.3,30.99,32.4,1.41,16.12,5.25,100.02,138.28,38.25,13.88,41.31,5.12,2.96,70.8,76.6,5.8,35.93\n4225,58.66,4.88,3.74,126.91,143.5,16.59,34.5,17.07,17.88,1422.55,24.51,38.53,1234.67,34.23,45.89,2.28,210.86,323.61,112.75,29.19,3.09,1322.7,44.05,1691.23,59.17,35.48,4.22,17.99,3.86,2.21,41.31,43.73,2.42,35.73,5.1,97.43,160.62,63.19,4.94,59.86,5.35,3.1,103.14,118.65,15.52,20.34\n4226,61.17,4.84,3.79,192.28,283.76,91.48,37.9,19.04,18.94,2187.17,19.64,51.37,1171.33,36.73,54.15,2.13,169.59,265.54,95.95,29.47,2.14,1229.05,57.72,1212.96,59.96,31.01,4.58,28.76,4.19,1.8,35.9,38.27,2.37,37.67,5.12,46.76,71.39,24.63,50.66,66.48,5.21,3.06,108.58,119.0,10.42,9.31\n4227,77.45,4.6,3.31,129.68,163.1,33.42,38.1,17.65,18.82,2198.42,21.08,56.73,793.61,36.82,55.15,2.04,144.95,215.5,70.55,33.97,3.36,1070.93,55.89,977.13,56.51,31.74,4.69,36.38,4.95,1.71,25.04,26.92,1.87,28.76,4.6,19.33,24.23,4.91,69.41,55.19,5.01,2.82,75.56,82.7,7.14,20.45\n4233,45.57,4.76,3.06,24.93,26.67,1.74,43.2,21.59,18.69,1769.35,33.08,29.86,281.26,32.61,53.3,1.5,40.37,52.14,11.77,29.77,3.32,927.18,47.59,376.38,22.85,18.0,3.69,9.94,5.02,1.59,24.1,28.91,4.82,18.77,5.07,33.5,47.5,14.0,27.67,46.47,5.33,2.86,83.0,113.9,30.9,23.59\n4234,32.34,5.25,2.95,48.37,57.55,9.18,45.3,24.87,18.93,1759.64,33.91,30.94,336.88,30.23,49.94,1.29,49.19,65.46,16.27,22.4,6.81,888.94,40.25,372.95,31.42,22.08,3.17,48.39,5.06,1.6,20.66,23.33,2.68,23.53,4.68,25.63,35.61,9.98,42.38,48.97,12.34,2.84,75.98,104.95,28.97,40.64\n4235,22.66,7.74,3.08,50.25,62.52,12.27,44.7,20.72,19.26,1740.81,42.69,36.69,403.28,27.08,42.94,1.09,54.37,71.18,16.81,14.14,5.05,902.56,39.11,582.48,52.05,23.07,2.85,57.84,10.52,1.64,26.0,28.85,2.85,32.07,4.2,16.98,24.28,7.3,56.0,45.98,13.07,2.7,51.62,66.75,15.12,52.81\n4236,28.21,10.77,2.98,43.68,54.34,10.66,39.5,22.75,19.95,1698.48,52.33,35.74,344.94,26.27,40.69,1.04,41.44,52.03,10.59,8.85,3.89,872.86,37.79,588.83,39.83,21.33,2.23,42.75,9.32,1.52,21.21,22.83,1.62,29.62,3.84,12.25,18.33,6.07,61.73,46.73,11.14,2.78,39.06,49.33,10.27,82.97\n4237,32.73,11.77,3.22,29.32,34.51,5.19,39.1,23.54,20.71,1636.8,60.13,33.64,293.35,27.06,39.59,1.04,26.44,33.71,7.27,5.37,4.95,760.51,34.88,516.37,23.77,19.87,1.91,40.74,8.1,1.52,19.11,20.48,1.37,23.54,3.87,12.49,19.02,6.53,61.28,50.2,17.35,2.73,30.13,37.93,7.8,96.62\n4238,23.41,11.95,3.14,20.06,23.5,3.44,35.6,19.08,21.43,1587.92,79.43,32.39,266.6,29.11,36.65,1.34,19.96,25.9,5.94,7.81,3.73,807.07,36.05,444.06,14.02,11.01,1.41,42.7,7.57,1.59,17.86,19.14,1.28,26.98,3.84,9.83,15.35,5.53,70.39,48.27,16.42,2.76,20.24,26.06,5.82,96.64\n4239,26.38,8.45,3.17,18.07,20.87,2.8,35.5,15.74,21.32,1479.69,67.3,32.21,243.31,33.2,41.44,1.31,16.12,21.46,5.34,9.42,3.79,770.96,29.48,416.34,11.04,6.92,1.59,39.24,6.59,1.6,15.7,16.96,1.26,25.78,3.64,10.87,16.57,5.7,74.22,43.04,12.39,2.85,18.85,24.78,5.93,94.62\n4240,30.18,6.33,3.51,19.46,22.33,2.87,35.3,14.13,22.41,1410.81,71.14,29.34,275.12,32.7,40.98,1.26,15.94,21.28,5.34,8.74,7.98,773.79,28.24,386.13,9.59,4.86,1.34,30.46,5.96,1.76,15.73,16.94,1.22,24.61,3.58,17.34,23.66,6.32,67.88,43.31,9.57,3.01,18.55,24.67,6.12,95.29\n4241,27.24,5.66,3.42,19.91,23.7,3.79,34.9,15.37,22.22,1099.24,64.12,27.37,269.62,27.74,31.29,1.29,18.66,24.06,5.4,8.93,7.34,823.22,23.05,403.77,8.51,4.21,1.76,33.47,5.6,1.71,15.04,16.4,1.36,31.12,3.76,12.82,18.65,5.83,76.12,38.37,7.69,2.98,14.36,18.86,4.49,75.45\n4242,35.91,5.37,4.11,28.61,32.44,3.83,31.5,16.18,21.0,685.14,45.45,26.58,746.02,29.47,25.94,1.77,24.93,29.22,4.29,23.83,3.68,831.52,17.31,459.13,5.5,3.9,1.81,25.43,5.23,1.76,13.9,15.16,1.26,29.87,3.81,14.57,20.74,6.17,79.79,31.79,6.32,3.02,22.92,27.57,4.65,94.81\n4243,39.47,4.58,3.92,27.77,31.43,3.66,31.4,16.72,19.6,473.02,45.59,26.58,446.02,28.22,33.1,1.55,54.01,61.78,7.77,26.85,2.77,796.49,24.62,556.84,9.75,5.13,2.12,38.74,4.6,1.6,12.94,14.14,1.19,31.81,4.22,11.82,17.87,6.05,85.1,34.76,5.58,2.89,24.53,30.42,5.89,84.43\n4244,44.95,4.5,3.88,28.13,31.2,3.07,30.6,12.13,18.99,558.2,32.43,32.44,385.59,28.28,42.83,1.67,33.5,39.39,5.89,17.43,1.51,901.25,22.23,522.76,18.07,6.37,2.06,27.58,5.76,1.76,16.86,18.17,1.31,32.03,4.58,15.55,22.0,6.44,95.39,40.58,5.18,2.83,26.82,32.93,6.1,77.2\n4245,36.04,3.81,4.12,24.33,27.13,2.8,30.2,11.38,18.76,751.0,30.6,26.72,503.78,34.7,33.91,1.58,57.45,63.45,6.0,25.13,1.77,1050.72,18.44,589.35,15.33,6.87,2.18,23.84,5.03,1.6,17.74,19.03,1.29,24.67,4.63,16.84,24.09,7.25,81.96,37.03,5.22,2.77,25.19,29.37,4.18,71.27\n4246,49.8,4.58,3.68,33.01,36.2,3.19,26.5,12.09,18.53,876.0,34.67,27.2,414.17,34.84,34.36,1.62,85.45,91.37,5.92,28.86,2.94,1029.09,24.58,497.82,14.28,11.01,2.32,17.61,4.42,1.54,12.01,13.24,1.24,26.16,4.07,17.0,24.74,7.74,63.5,36.74,4.81,2.81,14.76,18.34,3.58,31.17\n4247,41.24,4.44,3.29,48.81,51.57,2.76,26.9,12.48,18.53,1124.51,40.88,28.12,333.35,30.24,34.18,1.4,37.51,41.34,3.83,24.88,2.6,959.57,37.44,417.92,16.59,16.19,2.21,12.3,4.0,1.54,9.83,11.06,1.22,30.32,3.9,20.2,27.67,7.47,51.12,41.39,4.27,2.82,13.11,17.03,3.92,38.27\n4248,48.28,4.35,2.85,28.06,30.16,2.1,30.5,17.43,18.29,1454.18,35.58,31.25,309.74,25.13,35.51,1.43,27.35,31.15,3.8,27.65,2.64,869.19,50.85,426.37,15.16,13.7,2.38,8.64,3.7,1.66,8.86,10.1,1.24,23.63,3.99,20.93,29.57,8.64,48.06,36.83,4.02,2.82,12.18,16.58,4.4,41.93\n4249,48.17,4.62,2.98,30.86,32.23,1.37,30.4,17.9,17.44,1531.84,37.69,31.58,366.85,25.78,41.15,1.41,32.96,36.84,3.88,20.59,3.06,863.99,44.12,454.56,15.07,9.43,2.63,7.21,3.49,1.52,9.97,11.29,1.32,22.16,4.04,14.84,21.24,6.4,53.37,32.47,4.46,2.66,10.02,14.04,4.02,45.86\n4250,39.2,4.93,3.16,29.42,30.91,1.49,29.0,18.93,17.69,1552.9,29.08,29.05,352.4,25.42,38.82,1.14,30.97,35.45,4.48,24.87,2.22,888.39,41.03,449.51,14.35,9.62,3.25,7.0,3.34,1.61,14.22,14.86,0.64,17.4,4.21,13.72,19.93,6.2,56.69,26.3,4.89,2.52,8.87,12.41,3.54,45.37\n4251,37.74,4.82,2.94,36.56,37.81,1.25,28.7,15.94,17.35,1542.18,26.03,28.83,291.51,19.34,36.18,1.12,40.6,46.05,5.45,21.86,1.87,824.09,37.39,443.56,14.7,12.82,2.94,5.0,3.24,1.71,13.5,14.26,0.76,13.27,4.51,7.67,12.74,5.06,58.18,22.0,4.85,2.68,10.52,14.1,3.58,48.38\n4252,41.6,4.5,2.87,41.65,43.06,1.41,26.4,16.18,17.02,1487.97,36.37,27.2,265.87,19.41,38.39,1.1,38.04,43.42,5.38,13.28,2.49,767.86,35.07,338.01,10.19,8.66,3.59,4.7,3.17,1.74,13.0,13.74,0.74,9.62,4.58,8.78,14.1,5.32,57.82,17.84,4.8,2.72,14.59,18.74,4.15,40.83\n4253,33.73,5.09,2.75,22.0,23.15,1.15,25.9,20.95,16.94,1422.83,38.74,20.73,321.87,19.24,36.71,1.19,22.1,27.06,4.96,7.63,2.13,747.76,27.1,338.96,8.48,7.72,3.55,3.74,3.14,1.75,10.03,10.82,0.79,11.26,4.6,6.55,11.06,4.51,58.56,14.06,5.03,2.8,11.87,15.75,3.87,46.73\n4254,29.98,5.01,2.89,15.02,16.13,1.11,20.7,19.57,16.87,1419.09,34.04,14.96,319.35,17.64,38.63,1.04,22.37,27.43,5.06,15.17,1.71,747.03,27.81,415.94,8.89,8.01,4.29,3.72,3.91,1.77,10.72,11.63,0.9,8.87,4.73,12.84,17.57,4.73,55.75,12.82,5.28,2.64,9.25,12.87,3.62,47.3\n4255,20.65,5.0,2.79,13.95,14.68,0.73,20.9,16.41,17.03,1412.43,34.15,12.84,282.93,16.88,41.84,1.06,22.51,27.65,5.14,12.45,1.48,749.46,32.18,445.0,9.02,5.92,4.13,3.82,4.22,1.8,11.03,12.21,1.17,7.68,4.97,18.7,23.46,4.76,44.27,11.61,5.53,2.83,23.41,27.98,4.57,35.63\n4257,20.1,5.38,2.95,16.89,17.63,0.74,22.8,13.45,17.46,1422.65,38.49,15.74,357.27,17.61,26.33,1.07,26.13,34.08,7.95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22.74,3.04,1.71,14.92,15.91,0.99,8.35,3.27,7.1,11.94,4.84,52.02,22.36,4.78,2.92,10.79,14.84,4.05,104.88\n4286,26.82,13.22,2.72,19.46,23.11,3.65,19.9,12.01,19.73,1101.43,62.15,9.51,189.96,23.99,22.48,1.43,11.07,15.79,4.72,4.05,5.63,746.86,10.4,320.15,9.77,4.5,1.49,22.27,3.11,1.71,10.86,11.69,0.83,13.88,3.24,7.82,12.96,5.14,56.62,27.41,4.97,2.8,8.44,11.79,3.35,90.76\n4287,21.12,15.62,2.63,13.04,15.07,2.03,19.7,11.3,20.24,1021.85,56.05,8.73,185.82,25.6,22.48,1.35,7.08,11.17,4.09,3.37,4.76,741.32,8.92,318.27,8.43,6.23,1.3,26.02,4.16,1.72,9.89,10.64,0.74,13.48,3.31,7.2,11.96,4.76,60.84,29.06,4.8,2.96,6.66,9.89,3.23,77.76\n4288,21.24,16.47,2.75,9.06,10.47,1.41,17.6,15.07,20.57,699.93,62.95,11.74,175.47,25.15,23.64,1.43,6.25,10.38,4.13,3.99,9.33,751.29,9.88,295.76,7.01,5.32,1.25,18.54,4.77,1.71,10.4,11.22,0.82,10.88,3.38,9.36,15.71,6.35,65.65,25.7,4.36,3.05,6.07,9.08,3.01,70.23\n4304,24.6,3.0,2.89,10.1,11.05,0.95,19.8,16.33,17.35,1291.55,36.24,19.11,220.13,20.94,51.04,1.68,38.72,47.55,8.83,9.59,2.93,762.03,6.75,415.74,19.67,14.41,5.28,9.33,3.57,2.0,12.07,14.15,2.07,6.25,5.18,12.21,17.32,5.11,48.12,16.11,6.45,3.15,17.76,22.96,5.19,35.54\n4305,27.1,3.0,2.65,13.12,14.16,1.04,19.7,16.76,17.63,1254.38,40.51,15.48,234.85,22.57,39.4,1.16,24.14,31.64,7.5,14.22,2.79,770.62,4.7,322.21,18.33,15.42,4.69,9.37,3.4,1.91,14.81,17.52,2.72,5.26,5.17,9.98,15.46,5.48,50.36,13.44,5.65,2.92,13.63,18.39,4.76,53.59\n4306,33.78,3.16,2.65,17.67,19.99,2.32,18.6,17.97,18.07,1227.33,44.57,13.19,192.19,19.0,27.58,1.26,14.27,19.93,5.66,16.3,3.6,765.29,3.37,310.99,19.28,10.28,3.25,48.07,3.3,1.95,13.49,15.15,1.66,7.29,4.9,8.66,14.58,5.92,67.89,12.03,4.86,3.03,16.31,22.28,5.97,54.73\n4307,27.59,6.23,2.89,16.59,19.29,2.7,18.1,14.69,18.2,1190.83,49.33,11.97,197.63,13.71,19.31,0.96,11.19,16.16,4.97,10.26,2.54,776.32,2.83,302.16,28.8,10.42,3.2,70.78,3.9,1.9,10.2,11.05,0.84,7.58,4.42,6.83,12.0,5.17,70.63,16.39,4.96,3.04,18.9,25.72,6.82,111.68\n4308,21.72,11.22,2.86,14.92,17.8,2.88,14.1,12.87,18.55,1159.57,58.87,16.45,202.09,11.56,19.35,0.78,10.36,15.68,5.32,6.0,2.36,755.55,2.57,305.5,21.26,12.35,2.89,40.94,3.63,1.94,10.5,11.05,0.55,6.48,4.35,9.03,16.0,6.97,77.05,17.07,4.87,3.13,12.9,17.6,4.7,84.6\n4309,27.49,15.15,2.88,14.29,17.46,3.17,14.5,11.45,19.0,1123.87,61.51,18.85,188.29,14.04,21.93,1.0,9.87,15.38,5.51,5.58,4.96,754.59,2.4,303.57,14.96,7.88,2.93,27.18,3.44,1.93,11.2,11.55,0.35,6.79,4.41,7.94,13.72,5.78,86.53,14.82,4.4,3.06,11.67,16.3,4.63,80.84\n4310,21.35,12.34,3.1,12.9,15.34,2.44,17.8,12.4,19.67,1102.52,62.83,15.27,206.38,14.48,17.23,1.15,10.12,15.27,5.15,5.58,3.61,754.54,2.28,310.69,11.21,6.94,2.99,19.41,3.38,2.11,10.81,11.08,0.26,6.4,4.49,8.31,13.92,5.61,98.75,18.39,4.53,2.93,9.27,12.73,3.46,81.23\n4311,23.54,12.81,3.33,10.64,12.56,1.92,17.6,9.45,19.69,1064.69,64.74,12.88,218.29,14.1,18.35,1.04,8.81,13.63,4.82,4.5,4.16,760.75,2.34,303.78,8.27,6.96,2.42,13.77,5.83,1.94,11.8,12.0,0.19,5.2,4.43,9.81,15.94,6.13,92.69,17.16,4.29,3.18,9.93,14.12,4.19,76.48\n4312,19.36,11.63,3.7,11.4,13.61,2.21,15.5,7.56,20.3,1040.31,66.52,13.56,212.37,17.0,19.31,0.99,10.31,15.34,5.03,3.99,8.12,781.04,3.64,305.38,7.48,5.24,2.6,10.13,8.06,2.09,10.04,10.18,0.14,4.21,4.64,9.55,15.67,6.12,104.75,15.12,3.9,3.17,6.68,9.72,3.05,77.22\n4313,17.15,7.91,3.72,17.27,20.91,3.64,15.4,10.4,20.47,919.33,59.52,16.3,204.2,15.63,16.94,0.82,10.33,15.53,5.2,3.11,6.19,765.02,4.27,306.93,5.55,4.04,2.22,8.14,7.43,2.31,10.51,11.05,0.54,4.1,4.41,10.12,16.33,6.21,95.49,13.25,4.17,3.2,6.43,9.36,2.93,76.87\n4314,16.25,6.83,3.63,14.82,17.76,2.94,14.9,15.55,20.02,560.37,51.83,17.02,220.08,14.94,18.48,1.4,10.07,15.13,5.06,3.36,5.58,774.28,4.4,299.57,4.23,3.44,2.35,6.7,5.5,2.34,13.77,14.59,0.82,3.21,4.03,11.36,18.73,7.36,79.68,14.15,4.49,3.26,6.59,9.46,2.87,75.68\n4319,17.33,4.24,3.52,19.77,21.35,1.58,14.8,11.84,17.71,306.44,35.88,18.15,313.83,17.5,14.77,1.42,20.28,24.5,4.22,16.76,1.85,887.18,20.3,398.39,5.49,2.65,2.81,4.99,3.94,2.02,10.28,10.8,0.52,6.62,3.44,15.93,23.46,7.54,48.46,15.71,3.49,3.27,11.42,14.44,3.03,44.59\n4320,35.49,3.62,3.06,23.95,25.23,1.28,13.9,10.32,17.52,884.75,28.23,17.61,226.64,13.47,10.73,1.4,25.92,30.05,4.13,10.48,1.5,954.58,25.2,426.82,7.64,2.23,3.39,4.07,3.66,2.1,11.69,12.23,0.54,5.31,3.55,16.52,21.52,5.0,45.89,14.03,3.34,3.26,8.52,11.18,2.66,52.12\n4321,32.26,3.31,2.95,32.96,34.45,1.49,13.6,11.32,16.65,1188.61,28.82,12.96,329.1,11.44,12.5,1.33,45.0,49.36,4.36,6.24,3.63,932.28,20.91,428.43,9.24,2.79,3.31,3.91,3.46,2.14,14.25,14.95,0.69,4.7,3.72,18.87,24.0,5.13,44.43,13.66,3.24,3.19,9.41,12.11,2.7,51.4\n4322,24.52,3.16,3.1,29.28,30.47,1.19,10.1,10.27,16.8,1247.21,29.32,9.93,332.8,12.01,15.49,1.81,33.13,37.26,4.13,3.73,2.85,894.06,23.82,451.21,9.42,2.52,4.0,4.0,3.32,1.89,16.54,17.8,1.26,4.11,4.02,20.51,25.28,4.76,41.15,12.26,3.21,3.16,12.34,15.12,2.78,50.88\n4323,19.41,3.08,3.12,34.49,35.82,1.33,10.3,12.69,16.87,1275.88,27.75,7.69,431.0,11.53,11.85,1.74,47.64,52.33,4.69,4.08,2.09,845.79,28.9,343.47,8.27,3.38,4.23,7.49,3.23,1.69,17.1,18.13,1.03,4.43,4.17,13.2,17.39,4.19,42.76,10.99,3.68,3.09,12.68,15.57,2.9,42.64\n4324,18.19,3.04,3.16,35.93,37.1,1.17,11.6,14.04,16.79,1261.59,27.4,7.02,354.15,14.91,15.56,1.79,48.5,53.14,4.64,6.07,3.54,826.93,27.96,299.13,7.95,3.56,4.31,6.36,3.16,1.78,13.99,15.14,1.16,4.4,4.37,13.1,17.69,4.58,38.93,9.74,4.07,2.98,7.71,10.42,2.71,43.99\n4325,16.56,3.02,3.22,30.24,31.23,0.99,11.3,10.06,16.53,1227.04,30.33,13.26,301.96,16.65,19.71,1.77,36.78,41.44,4.66,4.99,2.49,817.16,22.77,278.43,6.46,4.79,5.01,8.58,3.11,1.74,12.19,13.39,1.2,4.18,4.46,15.6,20.26,4.66,35.97,8.47,4.24,3.18,5.19,7.82,2.63,42.34\n4326,17.72,3.01,3.3,34.59,36.69,2.1,8.2,7.44,16.82,1226.08,31.44,17.96,308.54,14.21,18.42,1.89,34.51,38.99,4.48,3.6,2.33,823.13,26.28,356.61,9.98,4.55,5.08,6.06,3.08,1.74,10.99,12.34,1.34,6.29,4.68,10.96,15.18,4.22,38.27,8.05,4.0,3.22,5.25,7.82,2.58,41.32\n4327,23.1,3.01,3.32,29.61,30.97,1.36,8.3,5.21,16.93,1208.25,34.31,14.54,263.86,12.7,19.43,1.71,22.17,26.64,4.47,3.66,4.68,781.48,22.04,294.8,5.95,5.76,4.56,4.24,3.05,1.69,10.53,11.95,1.42,6.8,4.8,7.89,12.36,4.47,39.52,7.72,3.7,3.12,5.48,8.11,2.64,45.79\n4328,17.54,3.01,3.22,17.99,18.89,0.9,9.4,6.33,17.25,1201.73,40.4,12.61,238.34,13.87,19.14,1.78,23.4,28.76,5.36,3.44,3.26,793.32,17.56,274.35,6.66,4.06,4.64,4.98,3.04,1.71,10.53,11.92,1.38,5.7,4.96,11.05,15.84,4.78,33.08,7.05,3.49,3.02,6.07,8.81,2.74,51.74\n4329,16.01,3.0,3.02,14.0,14.97,0.97,9.3,9.68,17.08,1165.02,44.17,14.03,298.08,13.96,21.22,1.79,21.69,27.5,5.81,2.99,2.97,815.56,13.0,258.07,13.15,9.88,3.86,3.21,3.18,1.58,9.55,10.76,1.21,5.0,4.89,7.68,12.57,4.88,37.57,6.43,3.34,3.17,8.38,11.77,3.39,47.52\n4330,18.07,3.13,3.17,15.26,16.86,1.6,8.1,8.1,17.31,1151.04,48.47,20.27,264.51,10.95,16.38,1.69,15.0,20.41,5.41,3.09,4.45,809.22,9.1,253.23,18.87,17.17,3.31,43.59,3.12,1.69,9.01,10.06,1.05,3.95,4.5,7.28,12.68,5.41,41.56,6.0,3.24,3.19,8.94,12.44,3.51,60.44\n4331,16.53,5.34,2.95,13.52,15.11,1.59,8.3,6.87,17.47,1114.91,53.24,20.88,155.62,11.36,13.64,1.63,8.63,13.37,4.74,3.04,3.55,808.31,6.37,281.76,11.72,11.25,3.03,31.48,3.11,1.64,9.54,10.58,1.04,3.97,4.44,9.04,15.29,6.25,42.7,9.5,3.17,3.26,5.36,8.05,2.7,66.32\n4332,14.69,6.03,3.19,14.91,20.56,5.65,10.2,7.2,17.64,1087.24,52.98,16.54,187.24,14.94,12.38,1.41,8.88,13.99,5.11,2.33,3.09,802.77,4.82,289.81,7.73,7.11,2.42,23.32,3.78,1.62,8.08,8.78,0.7,3.79,4.25,6.46,11.38,4.91,54.98,10.27,3.12,3.2,6.99,10.21,3.21,62.0\n4333,13.75,9.73,3.26,7.26,8.84,1.58,10.4,8.67,18.07,1053.08,53.44,13.46,190.42,15.2,12.38,1.52,8.55,13.73,5.18,2.22,5.25,791.87,4.16,286.48,6.89,4.88,1.91,16.66,3.55,1.79,8.54,9.08,0.54,3.4,4.41,8.42,14.84,6.42,58.97,11.38,3.08,3.12,7.88,11.09,3.22,72.59\n4334,20.76,10.21,3.09,7.34,8.75,1.41,11.7,7.43,18.53,1047.62,57.71,12.02,141.5,11.54,9.07,1.62,7.62,12.37,4.75,3.25,3.97,769.75,3.55,276.17,5.51,3.55,1.55,12.18,3.38,1.84,6.7,7.08,0.38,3.39,4.93,7.76,14.03,6.27,66.33,10.75,3.06,3.2,6.54,9.3,2.76,78.88\n4335,17.74,10.91,2.98,7.47,8.87,1.4,11.5,8.63,18.5,1017.04,55.1,10.4,157.67,12.02,10.51,1.63,7.31,11.92,4.61,3.79,3.11,756.24,3.12,276.03,4.97,2.5,1.3,8.98,3.27,1.91,7.11,7.3,0.19,3.5,5.28,7.83,13.86,6.03,75.11,10.44,3.04,3.18,6.19,8.86,2.67,81.33\n4336,15.1,10.96,3.54,9.4,11.48,2.08,9.4,11.16,18.52,980.06,61.79,9.39,193.14,12.26,14.36,1.63,8.34,13.07,4.73,4.09,6.97,759.51,3.08,275.5,7.08,3.17,1.11,6.29,3.19,2.02,6.49,6.61,0.13,3.62,5.04,9.55,15.98,6.42,73.81,9.76,3.03,3.29,6.97,9.71,2.74,83.28\n4337,14.08,8.12,4.17,10.51,12.68,2.17,9.4,8.11,18.62,975.61,58.41,6.8,210.36,9.65,12.28,1.71,8.46,13.27,4.81,4.81,4.88,771.39,3.18,283.62,7.27,3.03,1.11,4.53,3.15,2.15,6.96,7.34,0.38,3.37,4.63,10.36,17.03,6.67,76.14,9.03,3.02,3.22,7.51,10.17,2.65,84.75\n4338,14.64,8.62,4.3,9.26,11.19,1.93,9.2,9.39,18.87,951.63,59.61,5.78,151.5,7.84,9.85,1.77,8.45,13.01,4.56,4.3,4.05,779.24,2.91,295.77,5.79,2.21,1.03,8.8,3.74,2.14,7.72,8.12,0.4,3.17,5.34,11.78,18.94,7.16,82.96,8.4,3.01,3.21,6.53,9.01,2.48,84.76\n4339,14.25,9.94,4.07,10.45,12.11,1.66,9.2,12.48,19.03,761.99,53.15,5.54,196.82,9.29,11.07,1.68,9.06,13.63,4.57,3.27,4.18,770.62,2.62,293.33,5.68,2.4,1.28,13.42,3.93,2.19,6.8,7.4,0.6,5.54,6.18,9.79,17.06,7.27,93.99,8.03,3.01,3.18,6.01,8.37,2.36,84.56\n4340,19.68,7.97,3.96,9.88,11.06,1.18,9.5,10.66,18.99,581.31,49.62,4.74,264.45,12.92,12.35,1.78,9.86,14.42,4.56,8.26,2.89,814.24,3.41,281.08,3.34,2.81,1.59,10.38,4.7,2.28,6.27,6.93,0.66,10.85,6.95,12.71,19.43,6.72,99.33,7.79,3.74,3.29,5.62,7.91,2.29,82.18\n4341,20.15,7.94,3.61,10.26,11.56,1.3,9.6,13.71,18.65,418.44,48.51,7.51,213.09,12.12,11.1,1.85,17.5,22.61,5.11,6.75,1.44,843.76,3.49,295.83,2.97,2.81,2.19,7.96,4.19,2.11,6.72,7.43,0.71,9.8,6.2,17.34,24.22,6.88,98.91,7.15,3.8,3.32,6.98,9.18,2.19,75.23\n4454,35.34,5.39,2.71,40.74,54.75,14.01,0.0,74.07,8.47,101.54,50.85,27.24,176.25,36.31,33.04,1.42,18.39,24.96,6.57,16.39,3.84,832.42,28.09,264.66,11.71,4.78,1.9,38.11,8.91,2.62,16.59,16.93,0.33,20.82,3.39,10.92,16.92,6.0,101.55,35.12,16.47,3.24,23.18,30.79,7.61,77.89\n4458,39.6,9.68,3.43,18.07,23.99,5.92,32.1,17.43,13.56,1250.45,66.67,22.89,183.72,33.11,34.26,1.67,16.64,22.54,5.9,6.02,5.13,850.54,25.81,286.25,7.61,2.68,1.4,25.23,5.38,2.73,9.89,12.3,2.41,20.93,2.93,11.55,17.27,5.72,107.48,35.89,15.3,3.75,24.61,32.31,7.7,75.63\n4459,40.17,10.98,3.46,15.92,22.43,6.51,28.5,13.7,13.84,1242.64,54.34,17.87,201.47,31.88,33.06,1.5,19.99,26.1,6.11,17.72,3.24,860.22,22.37,320.53,4.9,3.29,1.38,21.35,4.66,2.59,6.55,11.26,4.71,20.69,2.8,12.5,18.36,5.86,108.98,35.14,15.25,3.44,27.89,35.64,7.75,73.21\n4460,34.76,11.9,3.45,13.48,18.63,5.15,28.0,14.1,13.46,1124.15,52.09,15.0,261.19,25.43,36.19,1.74,26.21,32.56,6.35,27.03,2.43,918.72,19.21,412.33,4.2,3.74,1.62,18.9,4.19,2.43,6.41,11.07,4.66,21.35,3.06,16.26,21.46,5.2,113.64,34.96,11.86,3.55,34.09,42.32,8.24,66.77\n4461,40.17,8.68,3.24,14.77,19.9,5.13,14.9,10.31,12.57,1146.17,41.16,15.25,343.18,23.86,30.12,1.6,48.53,55.46,6.93,20.1,1.53,1012.81,18.81,512.14,3.8,2.89,1.96,14.76,4.63,2.44,8.56,12.97,4.41,23.07,3.19,27.65,32.84,5.19,91.22,35.38,9.2,3.51,30.94,36.78,5.84,64.06\n4462,32.3,11.87,3.35,20.68,26.24,5.56,12.8,7.22,11.81,1101.82,33.08,15.84,453.4,19.0,22.61,1.56,65.01,71.31,6.3,13.16,2.08,946.79,15.89,567.11,3.21,2.88,2.02,10.34,4.14,2.58,15.02,19.39,4.37,17.48,3.43,40.69,45.27,4.57,65.72,30.76,7.34,3.34,57.5,63.37,5.87,42.92\n4463,24.71,10.51,3.42,40.11,46.73,6.62,24.7,7.12,10.61,1102.31,28.02,15.03,448.47,26.06,24.77,1.76,76.02,82.86,6.84,27.34,1.09,932.55,20.73,416.6,5.24,3.28,2.52,7.52,3.8,2.61,25.93,30.54,4.61,24.65,3.94,47.89,53.69,5.8,48.75,27.92,6.62,3.37,84.17,95.63,11.46,26.13\n4464,43.32,12.74,3.68,82.33,91.15,8.82,26.7,7.33,10.35,1083.38,32.52,22.19,300.76,36.21,28.17,1.89,65.16,71.34,6.18,38.1,1.19,875.24,23.24,348.97,6.91,2.86,2.78,15.3,3.6,2.53,20.11,24.45,4.33,22.15,3.93,40.53,45.52,5.0,48.48,28.26,5.92,3.2,28.89,32.73,3.84,51.92\n4465,74.38,13.06,3.74,140.67,166.35,25.68,23.0,10.85,10.2,1070.52,33.91,24.28,293.04,27.72,25.23,1.53,44.21,49.27,5.06,27.05,2.05,913.46,26.55,318.73,6.09,4.76,3.1,18.82,4.54,2.46,9.65,13.84,4.2,26.54,3.72,26.64,31.14,4.49,57.46,30.44,10.6,3.15,18.13,21.36,3.23,51.43\n4466,74.14,34.89,3.56,53.25,61.97,8.72,22.4,8.47,9.82,995.16,39.26,19.89,250.39,23.02,24.38,2.42,29.89,34.24,4.35,20.03,1.66,900.02,34.12,292.99,10.27,7.08,3.52,13.53,5.02,2.06,5.34,10.05,4.7,26.51,3.77,36.37,40.84,4.47,43.23,26.12,10.87,3.13,13.37,16.54,3.17,50.07\n4467,77.67,30.67,3.5,39.24,44.46,5.22,24.1,10.42,9.48,885.16,34.44,19.94,154.05,19.74,24.91,2.46,24.97,29.18,4.21,16.61,2.09,868.93,36.95,260.96,13.4,4.81,3.45,20.8,4.48,2.08,3.37,8.04,4.67,20.99,3.89,30.82,35.2,4.39,38.8,26.81,9.18,2.99,10.55,13.91,3.36,49.68\n4468,54.15,19.6,3.35,35.81,41.21,5.4,24.4,19.5,9.12,877.54,35.76,18.27,177.25,22.52,25.78,2.35,22.01,26.1,4.09,11.93,1.61,872.09,39.45,256.8,11.95,3.41,3.85,15.1,4.1,2.19,5.56,10.36,4.79,21.48,3.88,20.4,24.6,4.2,42.85,23.21,8.02,3.01,9.6,12.83,3.23,50.98\n4469,43.51,21.11,3.17,27.88,33.37,5.49,28.4,15.78,8.75,844.24,30.7,14.35,205.62,20.92,31.92,2.44,15.39,19.32,3.93,7.77,1.57,867.28,37.9,273.04,8.77,4.04,4.08,11.86,4.03,2.01,5.14,9.96,4.82,23.85,3.86,13.76,17.89,4.13,46.74,18.18,7.35,3.1,7.39,10.46,3.06,50.79\n4470,33.37,14.63,3.24,35.31,40.51,5.2,29.0,11.47,8.69,829.79,22.82,10.89,131.73,17.06,28.11,2.42,16.17,20.06,3.89,4.82,1.96,864.46,37.93,250.21,9.49,8.02,4.61,8.64,4.0,2.24,7.38,12.47,5.08,18.9,3.85,13.18,17.29,4.11,46.54,16.22,6.51,3.05,6.8,9.9,3.09,52.11\n4471,37.32,23.49,3.2,22.1,26.36,4.26,27.3,9.67,8.33,889.75,18.97,9.34,208.96,19.4,20.56,2.37,19.62,23.74,4.12,7.09,2.01,978.17,37.47,233.61,10.04,9.32,4.78,8.46,3.88,2.06,7.36,12.52,5.17,14.21,3.94,36.96,43.5,6.55,26.16,14.34,9.31,3.16,23.23,27.66,4.43,34.18\n4472,28.73,17.06,3.27,31.5,36.86,5.36,27.1,7.42,8.54,1138.78,23.66,12.4,138.09,24.52,23.24,2.46,24.39,29.42,5.03,20.81,2.15,944.92,33.61,269.61,10.8,10.72,4.86,21.44,4.43,2.27,17.94,26.81,8.86,16.21,4.07,55.71,73.26,17.55,15.7,17.06,14.8,3.14,39.54,46.63,7.09,34.63\n4473,29.71,13.08,3.44,39.84,45.17,5.33,35.1,5.97,8.75,1148.61,29.2,19.09,371.0,27.81,25.32,2.44,27.67,35.2,7.53,25.53,2.35,1000.09,26.69,293.92,20.29,14.29,4.45,25.41,4.82,2.22,25.92,40.02,14.1,22.37,4.04,38.78,56.57,17.78,29.82,27.7,13.88,3.06,43.57,56.62,13.05,51.05\n4474,33.09,17.05,3.29,64.67,82.12,17.45,36.4,11.78,8.64,1109.66,33.64,24.94,282.76,25.33,25.5,2.35,36.1,46.61,10.51,28.36,2.36,984.79,20.71,287.79,28.92,8.26,3.97,60.2,4.85,2.15,28.03,39.11,11.08,30.33,3.71,17.34,25.32,7.98,53.91,33.88,17.43,3.1,44.25,58.71,14.46,56.29\n4475,39.69,36.24,3.7,89.57,128.94,39.37,29.0,13.03,9.1,1020.72,44.97,23.53,224.79,22.75,29.46,2.19,26.48,34.03,7.55,20.33,1.85,929.25,25.14,286.04,30.13,6.09,3.12,68.96,5.43,2.15,26.0,32.64,6.63,30.94,3.43,14.3,21.66,7.35,62.52,36.48,16.36,3.08,22.1,28.78,6.68,70.48\n4477,35.13,15.1,3.12,39.2,50.01,10.81,28.6,18.15,6.35,812.43,44.45,19.11,129.53,26.1,20.29,2.5,17.26,22.91,5.65,7.4,2.93,843.48,22.47,266.1,10.17,3.38,1.86,46.23,5.69,2.19,21.02,26.16,5.15,20.9,3.21,9.27,15.11,5.84,84.24,50.66,10.23,2.95,20.84,27.92,7.09,80.44\n4478,29.08,17.18,3.24,33.25,42.09,8.84,28.8,16.58,9.71,812.33,46.67,13.95,189.6,27.66,22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,2.2,45.51,58.53,13.02,23.34,1.43,899.92,13.73,458.37,24.59,18.13,4.72,62.58,3.58,2.07,4.96,9.31,4.35,23.56,3.17,13.21,22.17,8.96,36.25,37.33,4.53,3.08,29.45,38.99,9.54,56.2\n4500,46.36,19.92,3.73,26.95,35.2,8.25,30.4,10.51,9.18,812.07,32.47,25.97,195.65,33.83,33.56,2.38,26.23,34.34,8.11,15.99,2.0,896.35,23.88,348.41,36.75,11.94,2.11,47.88,3.41,2.15,4.64,8.78,4.14,19.88,3.9,11.29,18.53,7.23,49.92,34.08,4.8,3.07,25.12,33.6,8.48,58.3\n4501,29.19,13.04,3.73,18.51,25.14,6.63,32.0,11.77,9.54,812.05,36.82,21.28,176.94,31.11,29.3,2.63,22.39,28.75,6.36,9.56,1.79,903.02,24.97,366.69,30.61,7.05,7.59,34.9,3.28,2.1,7.86,12.05,4.19,14.38,4.79,17.28,25.2,7.92,54.06,32.56,4.66,2.98,26.08,34.24,8.16,58.69\n4502,21.75,9.87,3.29,17.47,23.16,5.69,32.3,14.0,9.83,812.05,40.32,19.55,292.43,34.5,33.44,2.37,27.67,34.98,7.31,6.24,2.07,914.57,21.87,724.46,15.82,4.67,2.26,41.27,3.2,2.29,5.79,9.98,4.19,14.39,5.1,10.58,16.55,5.97,67.47,39.2,4.45,3.02,27.11,35.65,8.54,62.22\n4503,29.72,9.43,3.55,26.8,34.68,7.88,34.6,14.67,10.0,812.06,40.1,17.77,294.38,41.59,34.38,2.21,33.61,41.7,8.09,14.18,2.51,908.87,22.48,700.04,10.44,3.07,2.4,34.84,3.21,2.3,5.27,9.45,4.18,16.31,4.5,11.43,17.84,6.41,73.63,38.8,4.72,3.11,22.31,29.07,6.76,79.85\n4504,44.18,12.53,3.96,22.16,31.16,9.0,35.0,21.52,9.86,812.03,42.44,19.37,309.6,36.32,33.38,2.55,28.32,34.98,6.66,11.7,2.23,906.88,24.69,699.85,10.45,2.37,2.18,25.36,5.26,2.42,14.35,18.78,4.43,13.43,4.22,15.34,26.13,10.8,68.59,32.27,4.93,3.04,27.63,35.23,7.6,76.56\n4505,47.53,13.33,4.0,20.06,28.35,8.29,32.3,17.19,10.17,812.03,40.42,18.79,289.38,36.42,31.47,2.7,18.06,23.71,5.65,6.95,2.15,900.34,29.19,690.14,12.32,2.1,2.2,22.74,4.88,2.41,8.66,12.81,4.15,21.56,4.03,14.29,22.2,7.92,71.59,32.04,4.7,3.19,28.78,36.63,7.85,68.33\n4506,37.18,15.5,4.33,22.22,29.32,7.1,31.8,12.52,10.11,812.03,39.22,18.73,283.8,42.05,34.06,2.58,14.24,19.55,5.31,18.3,3.26,920.79,35.47,718.98,16.38,1.93,1.81,30.81,6.24,2.38,3.55,7.58,4.03,18.51,3.8,12.44,19.71,7.27,69.07,34.92,4.26,3.29,25.5,32.85,7.35,46.12\n4507,33.43,11.85,3.95,17.28,23.7,6.42,35.8,13.31,10.19,812.09,40.99,20.46,258.62,34.73,28.45,2.62,15.46,20.85,5.39,20.59,2.67,936.77,37.42,749.05,9.7,1.84,1.75,22.81,6.05,2.19,2.02,6.04,4.02,20.97,3.32,14.12,20.9,6.78,61.89,49.43,3.88,3.36,21.85,29.4,7.55,61.69\n4508,48.06,8.26,3.96,16.57,22.73,6.16,36.4,14.89,10.13,812.13,29.98,21.42,298.12,32.76,23.02,2.45,18.25,23.54,5.29,17.41,2.67,967.94,29.18,858.46,6.99,2.38,1.65,21.45,6.06,2.1,2.2,6.4,4.2,18.39,3.09,16.44,23.98,7.54,59.91,49.46,3.62,3.24,26.62,33.52,6.9,54.39\n4509,54.08,11.74,3.83,23.31,30.21,6.9,34.5,10.92,9.9,812.12,37.5,22.78,340.58,28.74,26.14,2.51,27.06,32.26,5.2,25.57,2.03,976.21,31.69,897.27,6.37,3.22,1.58,19.91,5.91,2.01,4.61,8.65,4.04,18.48,2.9,17.95,24.23,6.29,53.41,42.24,3.43,3.38,21.81,26.37,4.56,44.45\n4510,43.62,10.59,3.69,32.12,39.39,7.27,34.2,18.59,9.31,812.09,32.7,20.01,358.97,27.9,27.39,2.39,21.95,26.49,4.54,29.53,1.69,998.66,40.23,795.19,6.12,3.08,1.61,13.94,5.04,1.98,4.72,8.9,4.17,14.2,2.7,17.48,24.88,7.4,48.08,41.37,3.3,3.05,19.13,22.98,3.85,39.9\n4511,41.88,24.23,3.55,34.67,43.14,8.47,34.7,16.88,8.86,812.12,27.88,23.91,346.61,28.1,32.85,2.36,30.12,34.28,4.16,41.51,1.75,995.73,35.91,768.53,7.5,4.99,1.49,9.88,4.42,2.0,4.12,8.39,4.27,21.45,2.75,20.73,29.38,8.65,46.21,43.04,3.21,3.06,20.21,25.69,5.48,40.11\n4512,49.58,18.23,3.39,30.99,36.21,5.22,34.8,16.48,8.47,812.14,29.51,28.45,373.43,31.26,29.41,2.27,33.92,38.11,4.19,29.67,1.56,1022.11,35.52,797.96,12.86,6.13,1.45,11.4,4.0,1.97,4.6,8.73,4.13,17.91,2.7,18.22,24.63,6.41,45.07,38.99,3.19,3.14,21.25,25.6,4.36,47.91\n4513,48.29,28.94,3.44,34.03,39.09,5.06,33.8,17.98,8.07,812.14,23.41,31.53,352.39,29.52,25.96,2.19,38.75,43.16,4.41,21.07,1.63,1029.59,38.22,816.24,12.76,6.69,1.4,13.6,3.7,1.92,10.2,14.46,4.25,21.87,2.65,20.42,26.02,5.6,42.34,46.11,5.15,3.28,40.39,46.65,6.26,23.74\n4514,55.16,32.03,3.48,38.62,44.1,5.48,33.6,13.81,7.8,812.16,18.99,31.99,437.25,25.14,29.7,2.23,25.7,29.63,3.93,28.25,1.97,986.08,44.93,820.71,15.06,8.75,1.35,9.96,3.5,2.02,11.92,16.28,4.36,26.19,2.82,21.96,28.53,6.56,42.08,42.89,5.28,2.97,19.12,23.09,3.97,61.31\n4515,41.21,31.85,3.44,44.57,50.39,5.82,35.1,10.43,7.71,812.07,25.38,32.28,527.69,29.82,31.93,2.17,22.76,27.29,4.53,24.41,2.11,986.45,37.91,812.76,17.11,5.76,1.32,8.24,3.76,1.93,10.88,15.18,4.3,20.28,2.96,12.95,17.76,4.81,45.83,39.19,4.83,2.91,11.43,14.86,3.43,49.18\n4516,43.05,30.17,3.46,49.93,54.89,4.96,35.3,14.79,7.58,812.05,22.24,32.62,447.42,30.68,26.54,2.15,19.19,23.78,4.59,20.49,1.71,918.28,38.7,832.09,18.81,10.73,1.31,7.16,4.06,1.9,15.51,19.81,4.3,22.52,2.93,11.17,16.22,5.06,45.88,36.98,4.68,3.04,17.09,20.6,3.52,35.3\n4518,41.32,36.18,3.47,26.82,31.32,4.5,33.0,17.11,7.38,811.88,37.05,30.33,318.82,29.57,31.09,2.33,28.8,33.59,4.79,21.58,1.85,912.76,53.37,851.43,19.32,10.75,1.24,13.12,4.95,1.97,7.01,11.41,4.4,16.5,3.22,12.74,17.04,4.3,40.41,24.3,4.47,3.0,14.46,18.0,3.54,31.35\n4524,27.04,26.39,3.25,27.21,34.9,7.69,35.9,8.72,8.31,811.89,47.22,26.5,252.77,43.05,35.2,2.2,12.55,18.36,5.81,17.01,1.65,925.24,19.82,773.23,29.33,13.14,1.3,62.66,6.19,1.81,6.74,10.83,4.08,32.57,2.59,9.34,16.01,6.68,50.11,34.46,4.76,3.0,20.87,27.47,6.61,68.19\n4525,23.8,17.82,3.01,13.97,19.56,5.59,30.5,8.63,9.02,811.89,54.35,23.56,249.39,44.13,33.05,2.24,15.3,21.03,5.73,9.34,2.22,912.11,18.28,749.43,17.78,8.45,1.4,48.53,5.24,1.84,6.68,10.55,3.87,33.34,2.36,8.4,14.04,5.63,55.55,37.16,6.29,2.93,23.31,29.93,6.62,75.32\n4526,23.99,11.22,3.16,13.04,18.51,5.47,29.7,6.94,9.6,811.88,46.93,22.13,249.38,39.97,31.25,2.19,13.14,18.39,5.25,5.92,3.66,935.29,20.31,734.59,19.67,6.21,1.44,42.22,4.83,1.86,8.46,12.59,4.13,30.54,2.53,8.24,13.84,5.6,52.29,39.18,6.66,2.96,24.46,31.57,7.11,76.94\n4527,29.04,9.92,3.14,17.18,23.53,6.35,35.2,4.92,9.26,811.93,36.36,27.82,274.37,34.96,29.75,2.4,16.72,22.03,5.31,36.51,4.53,966.76,27.96,740.27,25.19,4.89,1.45,45.48,5.31,1.83,9.51,13.5,3.99,25.71,2.39,10.71,17.28,6.57,50.61,39.95,5.97,3.03,22.52,27.49,4.97,59.73\n4528,36.44,15.95,3.43,19.99,26.83,6.84,36.1,3.44,8.65,812.0,34.3,28.06,330.79,34.76,32.84,2.85,23.06,28.33,5.27,31.65,3.74,1002.61,38.38,767.49,16.93,4.87,1.45,32.38,4.62,1.96,5.45,9.48,4.03,20.31,2.63,9.94,16.17,6.23,68.05,40.49,5.14,2.99,25.7,30.83,5.13,58.61\n4529,27.98,26.51,3.58,30.65,38.34,7.69,33.9,3.12,8.36,811.96,35.05,26.8,314.55,35.41,34.21,2.75,23.68,28.73,5.05,22.16,2.56,964.78,33.3,749.62,13.08,6.15,1.37,41.77,4.17,1.93,2.7,6.78,4.08,19.9,2.56,11.35,17.53,6.18,64.64,40.83,5.22,3.11,18.59,23.38,4.79,57.39\n4530,47.08,17.49,3.46,25.73,32.69,6.96,33.5,6.79,8.73,811.97,41.32,26.69,315.61,30.02,29.25,3.09,18.89,23.45,4.56,29.32,1.31,975.21,29.81,759.9,11.3,5.77,1.28,29.96,4.85,1.77,2.05,6.02,3.97,15.97,2.64,12.25,20.12,7.87,64.42,40.18,4.92,3.07,22.86,28.95,6.09,80.05\n4531,45.56,35.82,3.3,22.07,28.12,6.05,34.4,5.29,8.67,811.94,41.91,21.59,270.32,24.02,30.04,2.68,15.92,21.03,5.11,20.75,2.22,942.5,23.27,748.99,9.43,5.0,1.26,21.03,4.3,1.88,3.24,7.17,3.94,11.55,2.54,10.08,17.06,6.98,58.75,32.81,6.21,2.92,13.61,17.54,3.93,75.5\n4532,29.6,24.38,3.19,22.0,28.07,6.07,34.5,3.99,8.5,811.9,41.22,15.73,237.81,19.59,27.07,2.79,15.32,19.71,4.39,13.06,2.25,920.85,18.34,782.22,7.74,4.31,1.26,14.96,3.91,1.89,7.06,11.11,4.05,9.01,2.65,12.76,20.48,7.72,61.47,24.73,5.94,3.09,15.25,18.92,3.67,74.1\n4533,27.4,14.49,3.45,23.76,30.09,6.33,26.3,4.23,8.1,811.94,35.24,11.45,238.88,19.08,19.81,2.52,20.1,24.37,4.27,8.56,1.78,933.65,18.98,787.98,5.47,3.62,1.2,10.92,3.64,1.94,3.64,7.66,4.02,8.93,2.47,14.91,23.29,8.37,57.04,19.34,5.06,3.03,18.17,21.55,3.38,71.32\n4534,19.26,9.32,3.24,32.48,39.79,7.31,25.0,4.35,7.75,811.97,30.82,10.11,246.56,17.04,16.39,2.41,20.86,24.93,4.07,6.02,2.15,913.34,18.51,778.7,4.23,3.19,1.19,8.05,3.44,1.94,1.88,5.94,4.06,7.17,2.69,13.39,19.94,6.54,52.52,15.26,4.44,3.05,16.61,19.66,3.05,60.81\n4535,17.39,9.14,3.24,38.87,46.59,7.72,24.5,4.77,7.39,811.95,30.06,12.95,287.11,14.77,17.69,2.33,21.18,25.64,4.46,4.4,2.39,898.47,16.96,769.32,3.99,2.79,1.18,5.63,3.31,2.0,1.48,5.71,4.23,12.28,2.69,12.56,20.4,7.84,52.12,12.17,4.01,2.9,19.84,23.51,3.68,58.82\n4536,17.58,8.2,3.17,35.27,40.9,5.63,24.5,6.06,7.3,811.96,26.95,13.9,284.4,11.05,21.32,2.32,23.55,28.19,4.64,2.99,2.25,901.02,19.65,811.21,7.43,2.86,1.11,3.98,3.22,2.04,1.33,5.55,4.22,10.06,2.69,15.56,23.77,8.22,45.6,10.02,3.71,2.9,17.76,20.92,3.16,56.24\n4537,39.4,7.78,3.1,29.3,34.54,5.24,22.6,4.79,6.97,811.9,32.02,10.18,267.44,8.09,18.41,2.4,19.29,23.9,4.61,3.12,2.6,905.83,21.12,770.84,10.12,2.39,1.21,4.28,3.15,2.06,8.5,12.84,4.34,7.81,2.97,16.21,24.37,8.16,41.58,8.86,3.49,2.96,13.84,16.86,3.02,51.96\n4538,26.34,17.55,3.23,35.21,41.6,6.39,22.3,9.38,7.02,811.84,29.69,7.55,245.15,8.28,13.09,2.51,26.13,30.15,4.02,3.1,2.22,901.84,22.82,704.52,11.24,2.67,1.31,12.24,3.11,2.46,11.13,15.62,4.5,8.73,3.12,13.36,21.04,7.68,41.04,8.48,3.66,2.96,18.21,21.54,3.33,47.46\n4539,24.52,15.14,3.15,28.24,34.31,6.07,19.0,9.84,7.06,811.82,28.06,6.06,180.96,11.55,16.09,2.44,30.09,34.46,4.37,1.87,2.31,865.39,18.71,653.91,8.75,3.5,1.38,9.26,3.08,2.49,5.92,10.33,4.4,11.72,3.2,9.03,14.73,5.7,39.03,8.07,3.95,3.02,11.66,14.51,2.85,42.76\n4540,19.59,18.94,3.01,22.28,27.87,5.59,18.4,7.41,7.0,811.75,29.97,4.9,186.38,10.4,15.0,2.47,20.51,24.81,4.3,1.41,1.73,857.25,23.85,629.82,6.67,2.99,1.75,13.08,3.05,2.52,3.64,8.08,4.44,10.18,3.26,8.2,12.83,4.62,39.82,7.92,3.98,2.95,11.57,14.45,2.88,27.35\n4541,16.95,14.82,2.96,22.53,28.03,5.5,18.5,6.1,6.77,811.69,31.8,6.24,197.22,9.04,20.87,2.47,12.97,16.02,3.05,3.84,1.88,858.62,33.14,616.92,8.14,3.11,2.11,9.32,3.07,2.37,2.7,7.19,4.49,8.03,3.58,7.38,11.78,4.4,42.52,7.4,3.85,2.86,12.4,15.14,2.74,25.44\n4542,14.68,10.64,3.17,18.06,22.89,4.83,18.6,9.02,6.87,811.67,31.44,9.17,196.29,8.32,26.9,2.37,13.54,17.9,4.36,3.79,0.97,850.98,28.69,629.27,7.22,3.06,2.59,7.84,3.98,2.39,1.83,6.3,4.47,6.22,3.75,5.08,9.27,4.19,44.18,7.03,4.21,2.94,13.66,16.42,2.77,28.73\n4543,27.21,8.97,3.13,13.64,18.08,4.44,18.7,7.33,6.83,811.66,33.63,8.75,214.75,8.94,26.42,2.39,14.32,18.75,4.43,8.57,1.98,853.69,30.72,645.0,6.02,4.82,2.37,5.5,4.21,2.47,1.39,5.92,4.53,5.5,3.74,5.41,9.6,4.19,40.61,6.92,4.13,3.06,9.59,12.43,2.84,32.68\n4544,20.34,6.76,3.19,11.52,16.41,4.89,18.7,6.16,6.66,811.7,30.64,11.63,160.31,6.99,27.32,2.4,12.34,16.71,4.37,7.56,1.98,864.39,32.25,662.54,7.2,6.62,2.34,5.85,4.19,2.41,3.48,8.02,4.54,6.48,3.79,9.97,20.58,10.61,39.54,7.07,4.46,2.92,7.39,10.2,2.81,28.4\n4545,27.84,10.1,3.0,10.15,14.51,4.36,16.5,4.74,6.53,811.7,32.63,14.86,240.67,6.71,23.0,2.41,17.57,22.54,4.97,20.96,1.82,867.54,38.16,674.7,9.97,6.91,1.72,5.5,4.99,2.49,4.06,8.63,4.57,6.02,3.94,9.68,18.27,8.59,41.58,6.86,4.27,3.06,9.97,12.97,3.0,31.67\n4546,19.81,9.48,3.0,32.77,54.32,21.55,16.1,4.61,6.53,811.7,33.8,12.85,174.16,7.63,16.33,2.32,16.06,21.14,5.08,17.83,1.58,887.84,31.09,660.51,10.43,9.94,1.73,23.3,5.33,2.45,6.45,11.09,4.64,4.9,3.59,7.02,12.27,5.25,50.88,6.51,3.89,2.98,12.16,15.62,3.46,38.24\n4547,16.0,14.5,3.02,20.62,27.9,7.28,13.7,3.8,6.77,811.71,33.59,16.86,222.63,7.14,18.6,2.41,15.61,21.28,5.67,10.08,1.58,884.95,21.76,639.68,11.42,9.82,1.57,90.4,4.63,2.4,5.72,10.22,4.51,4.32,3.3,9.32,15.63,6.31,53.61,6.62,3.62,3.09,9.33,12.58,3.24,46.48\n4548,15.36,10.95,3.08,16.9,23.42,6.52,13.4,3.89,7.16,811.73,33.67,18.63,199.52,7.03,16.67,2.32,14.27,19.65,5.38,6.55,1.39,888.24,16.13,652.37,15.17,6.96,1.68,50.17,4.14,2.38,7.26,11.55,4.29,3.76,3.06,7.98,13.82,5.84,47.0,6.96,3.44,3.06,9.16,12.44,3.28,50.89\n4549,19.03,9.25,3.12,15.67,21.83,6.16,13.5,3.7,7.0,811.74,31.01,13.35,191.35,7.42,11.67,2.43,13.69,19.66,5.97,6.13,1.43,894.64,12.16,663.78,8.97,5.74,1.63,34.23,3.8,2.52,5.87,10.01,4.14,3.16,2.99,9.91,16.95,7.04,41.87,7.0,3.3,3.01,10.46,14.36,3.9,46.84\n4550,15.97,8.21,3.11,15.49,21.74,6.25,13.5,3.03,7.09,811.75,31.63,10.57,244.49,12.17,8.52,2.46,14.82,20.55,5.73,5.95,1.93,918.57,8.76,675.14,9.19,5.05,1.72,33.64,3.6,2.46,6.12,10.18,4.06,3.26,2.91,9.26,15.96,6.7,43.28,7.27,3.57,2.95,10.53,14.7,4.17,62.31\n4551,15.0,8.29,3.08,19.37,27.26,7.89,18.9,2.46,7.07,811.78,28.39,9.01,180.03,14.98,11.06,2.46,16.73,22.98,6.25,5.73,0.98,906.21,7.86,677.94,10.53,4.14,1.65,24.04,4.48,2.46,7.41,11.47,4.06,3.35,2.71,9.09,15.81,6.72,44.43,7.56,3.87,3.11,9.54,13.44,3.89,55.18\n4552,17.0,12.0,3.24,20.92,30.45,9.53,19.8,2.31,6.97,811.82,28.51,8.57,266.82,14.75,10.8,2.48,19.16,25.06,5.9,5.5,0.99,931.67,6.58,709.9,7.83,2.07,1.58,17.31,4.03,2.41,9.66,13.87,4.2,6.69,2.61,12.94,23.86,10.93,45.06,7.69,4.1,3.07,12.84,17.43,4.59,48.81\n4553,17.95,9.71,3.0,25.48,35.56,10.08,19.6,2.41,6.96,811.85,27.24,9.39,205.89,10.57,15.89,2.62,17.49,23.49,6.0,13.68,1.14,940.27,9.48,738.33,7.41,1.03,1.57,12.44,3.75,2.41,9.53,13.96,4.43,5.78,2.56,9.38,17.75,8.36,45.84,7.63,3.9,3.05,15.37,20.77,5.4,109.96\n4554,24.75,8.02,3.14,28.93,38.44,9.51,19.6,2.69,6.95,811.87,21.04,8.07,265.64,8.76,16.31,2.4,18.37,24.14,5.77,9.89,1.84,959.66,8.44,758.71,4.44,1.22,1.43,13.86,4.22,2.43,8.33,12.7,4.37,5.1,2.62,11.03,18.16,7.13,45.54,10.36,3.76,2.98,17.43,22.0,4.57,90.33\n4555,18.62,8.3,3.05,26.57,35.76,9.19,20.6,2.55,6.79,811.85,20.09,5.99,306.73,9.35,11.99,2.6,23.2,28.65,5.45,5.69,2.26,970.11,10.08,782.34,4.4,2.38,1.53,9.71,4.38,2.53,8.12,12.42,4.29,4.15,2.68,12.11,20.83,8.72,43.46,10.6,3.58,3.04,20.53,25.01,4.48,46.71\n4556,18.3,8.32,3.03,27.61,35.91,8.3,20.7,2.16,6.62,811.87,20.85,4.24,284.41,6.84,16.73,2.63,22.95,28.01,5.06,6.19,1.88,977.73,12.29,784.55,6.35,4.55,1.44,6.84,4.37,2.45,8.82,13.43,4.61,3.49,2.47,12.22,19.56,7.34,41.37,10.57,3.59,3.13,16.87,20.61,3.74,33.1\n4557,25.92,8.05,3.15,27.08,34.83,7.75,17.0,2.19,6.75,811.93,15.49,4.95,266.25,6.74,22.38,2.57,28.23,33.69,5.46,5.1,2.27,976.17,12.24,798.72,7.62,6.8,1.46,6.02,4.92,2.5,8.83,13.39,4.56,3.52,2.55,13.8,21.11,7.32,38.07,9.68,3.48,3.15,18.65,22.59,3.94,51.26\n4559,26.24,10.05,3.25,32.36,40.9,8.54,21.0,16.99,6.61,812.01,16.46,8.87,312.98,15.37,34.99,2.54,34.71,39.5,4.79,7.78,2.09,952.06,86.65,842.82,5.4,4.14,1.43,8.57,5.4,2.57,10.74,15.38,4.64,3.06,2.82,12.91,19.47,6.56,33.96,16.31,3.68,3.21,26.7,31.37,4.67,23.95\n4560,22.82,7.63,3.21,40.66,50.63,9.97,21.7,12.98,6.55,811.96,16.65,8.9,344.98,12.4,39.39,2.52,48.5,56.91,8.41,5.07,1.96,947.78,102.97,843.36,12.04,5.76,1.41,7.53,5.16,2.6,10.95,15.62,4.66,2.38,3.07,12.06,18.69,6.63,32.45,14.3,3.61,2.99,25.5,29.99,4.5,16.01\n4563,15.78,9.63,3.43,42.8,53.42,10.62,20.1,5.51,6.3,811.72,26.88,10.21,211.55,6.8,27.46,2.48,22.85,27.34,4.49,3.26,2.05,878.06,51.88,744.77,10.6,10.0,1.33,7.97,4.81,2.03,7.48,11.97,4.49,1.74,3.65,5.56,10.03,4.47,38.17,12.52,4.22,3.02,26.19,30.11,3.92,14.77\n4564,29.34,18.56,3.38,31.35,39.12,7.77,19.9,4.06,6.19,811.66,28.5,13.46,174.91,5.76,20.0,2.22,13.41,16.88,3.47,4.28,2.53,871.0,38.75,671.03,13.89,6.2,1.41,7.52,4.27,1.91,5.27,9.61,4.34,1.29,3.69,5.86,10.87,5.01,46.24,11.95,4.49,3.06,14.78,18.08,3.29,16.72\n4565,33.98,19.92,3.29,21.82,28.31,6.49,15.0,4.33,6.12,811.62,30.04,10.83,172.47,5.34,25.27,2.47,13.25,17.04,3.79,4.55,2.08,864.37,27.46,672.45,17.24,6.42,1.38,6.91,3.92,1.97,3.64,8.05,4.4,1.92,3.66,4.04,8.12,4.08,50.76,10.82,4.23,2.82,12.82,15.93,3.11,25.5\n4566,22.76,19.9,3.37,17.48,22.42,4.94,14.2,4.38,6.21,811.61,29.68,8.16,171.31,5.91,23.59,2.33,15.79,19.51,3.72,4.66,2.01,862.26,19.68,692.47,11.39,7.97,1.57,6.14,4.59,1.95,1.65,5.98,4.32,2.48,3.81,3.99,8.01,4.02,55.04,9.38,3.86,2.9,19.69,22.89,3.2,19.6\n4567,17.17,14.04,3.31,12.91,17.44,4.53,14.7,4.37,6.21,811.65,27.79,6.42,251.75,7.04,20.16,2.55,18.54,22.96,4.42,4.21,2.46,879.58,23.32,682.81,9.88,5.42,1.62,6.44,4.11,1.98,1.3,5.61,4.31,2.02,4.36,11.2,21.42,10.22,52.04,8.63,3.6,2.91,10.91,14.03,3.12,37.29\n4568,15.91,9.39,3.18,12.1,16.98,4.88,14.7,3.64,6.3,811.92,19.02,6.57,253.01,8.77,21.98,2.43,27.78,32.85,5.07,5.13,2.12,918.52,19.45,652.1,7.99,4.21,1.64,6.16,3.78,1.99,1.26,5.62,4.36,3.76,5.44,9.78,18.49,8.71,51.34,8.45,3.42,2.95,8.59,11.69,3.1,43.76\n4570,17.93,17.32,3.48,20.22,27.72,7.5,16.0,2.75,6.36,811.98,26.92,9.6,264.73,12.83,13.68,2.43,25.58,33.15,7.57,13.02,2.07,959.98,9.53,702.59,9.94,8.82,1.53,11.48,4.24,1.98,1.16,5.43,4.27,3.17,10.28,11.78,20.31,8.52,54.17,7.6,3.21,2.89,23.31,30.97,7.66,43.72\n4571,14.87,14.13,3.2,25.94,32.57,6.63,17.0,2.98,4.46,811.59,45.13,13.74,226.38,15.21,13.9,2.42,22.67,29.99,7.32,16.57,10.87,932.09,6.67,658.93,15.71,14.93,1.4,19.1,3.87,1.99,0.08,4.38,4.3,3.25,11.94,9.52,16.95,7.44,61.88,7.63,3.39,3.08,26.27,34.7,8.44,44.04\n4572,23.8,9.45,3.4,25.92,33.26,7.34,17.2,2.3,5.63,811.62,35.94,15.21,232.13,14.18,9.8,2.53,16.08,22.26,6.18,13.89,6.09,900.0,5.6,637.49,22.67,8.69,2.47,13.6,3.61,2.09,0.32,4.48,4.16,3.29,9.46,11.32,19.88,8.56,66.86,8.09,3.57,3.08,19.91,26.64,6.74,55.27\n4576,31.89,5.33,3.3,14.07,21.02,6.95,20.3,2.9,8.44,811.76,36.89,7.83,254.69,18.95,1.82,2.55,9.5,14.61,5.11,0.0,0.0,893.27,5.33,635.06,7.36,6.62,1.4,36.44,14.5,2.29,1.74,7.26,5.52,6.24,3.39,14.29,24.79,10.5,84.44,20.88,3.9,3.1,15.53,21.12,5.6,59.23\n4577,26.65,4.17,3.48,15.98,23.06,7.08,19.0,5.33,8.73,811.73,33.4,6.2,240.16,20.91,3.38,2.66,10.02,15.16,5.14,0.0,0.0,878.05,4.55,640.68,7.72,5.23,1.46,26.53,6.96,2.29,1.8,7.81,6.01,8.03,3.02,10.43,18.0,7.57,80.41,20.07,3.71,3.18,14.09,19.72,5.63,60.06\n4578,28.76,4.57,3.29,13.45,19.8,6.35,18.8,4.89,8.99,811.8,35.25,5.51,264.19,23.1,7.15,2.64,10.7,15.96,5.26,0.0,0.0,896.43,3.73,667.92,6.43,4.1,1.47,19.94,6.24,2.35,5.39,11.0,5.6,6.67,2.83,11.83,19.77,7.94,70.77,18.97,3.5,3.2,18.05,25.44,7.39,59.26\n4579,20.45,6.18,3.33,16.69,23.78,7.09,19.4,4.29,9.07,811.91,29.56,4.76,275.24,17.2,5.28,2.51,13.81,19.51,5.7,1.65,0.6,923.28,8.77,678.72,6.37,3.38,1.51,20.1,4.3,2.27,10.71,15.95,5.24,5.2,2.7,10.17,17.79,7.62,73.73,22.09,3.35,3.18,19.71,26.48,6.78,55.81\n4580,17.71,6.87,3.25,16.45,23.02,6.57,19.5,4.02,8.62,811.91,31.21,5.56,294.02,14.55,3.7,2.39,22.33,28.15,5.82,5.64,2.18,954.58,8.42,728.69,4.97,2.89,1.49,14.83,3.65,2.36,12.92,18.27,5.35,10.06,2.4,12.11,18.62,6.51,77.26,23.81,3.24,3.16,20.48,26.92,6.44,58.03\n4581,26.63,7.86,3.09,16.56,22.89,6.33,18.2,3.07,8.12,811.99,26.56,6.46,310.63,18.92,10.31,2.49,25.58,31.13,5.55,6.12,2.53,949.27,6.76,704.81,4.88,2.94,1.54,11.18,3.39,2.31,16.57,22.21,5.64,8.26,2.32,13.09,19.6,6.51,81.16,20.11,3.17,3.14,19.78,24.75,4.97,57.77\n4582,42.67,7.18,3.16,26.26,33.39,7.13,18.0,5.25,7.59,811.99,25.17,6.7,424.12,14.17,12.82,2.52,29.2,33.84,4.64,5.51,3.96,961.1,8.68,724.29,7.15,3.94,1.52,7.83,3.28,2.32,29.18,34.92,5.74,5.79,2.62,16.4,23.07,6.68,74.56,15.67,3.12,3.14,18.68,23.2,4.53,51.87\n4583,27.1,6.73,3.46,33.63,41.0,7.37,17.7,4.16,7.25,811.98,24.3,9.64,368.18,10.39,15.22,2.44,41.56,46.4,4.84,3.76,3.04,984.27,11.67,791.04,11.22,4.9,1.52,5.48,3.19,2.49,32.07,37.28,5.22,5.71,2.77,15.99,22.66,6.67,70.13,12.47,3.08,3.16,12.7,15.42,2.72,52.55\n4584,28.31,19.73,3.75,37.16,43.43,6.27,17.6,3.96,7.18,811.87,26.77,9.52,448.57,8.41,33.16,2.33,46.39,51.84,5.45,3.06,2.07,1028.53,13.04,845.19,15.78,4.51,1.46,7.85,3.14,2.5,33.23,39.04,5.8,4.36,2.94,18.04,24.65,6.61,65.15,10.96,3.06,3.16,11.1,13.73,2.64,51.66\n4585,37.57,14.13,4.05,45.68,52.36,6.68,19.5,8.98,6.91,811.88,17.13,8.4,419.92,12.08,28.48,2.51,45.91,51.34,5.43,2.79,3.55,1036.83,17.15,946.24,10.87,4.05,1.44,6.98,3.1,2.59,29.36,34.87,5.52,3.28,3.01,19.04,24.63,5.59,58.52,16.86,3.04,3.1,15.04,18.46,3.42,48.06\n4586,36.37,11.32,4.23,44.33,50.08,5.75,19.8,7.64,6.88,811.97,10.88,9.5,627.37,10.4,37.89,2.71,45.59,50.12,4.53,2.89,4.57,1087.58,20.94,974.96,14.97,2.77,1.33,6.36,3.08,2.85,64.68,74.84,10.16,3.31,4.33,18.71,25.15,6.44,59.26,16.86,3.07,3.02,16.26,19.36,3.11,47.75\n4587,34.97,13.5,4.3,37.68,42.5,4.82,23.3,13.72,6.7,811.95,10.01,8.76,391.46,9.7,30.82,3.26,74.29,87.01,12.72,3.16,4.43,1131.21,20.46,900.65,17.21,6.55,1.37,5.47,3.48,2.88,40.05,50.25,10.2,3.46,4.2,12.73,17.1,4.36,58.95,14.11,3.31,3.02,21.45,24.4,2.95,40.06\n4588,26.91,10.17,4.36,37.02,41.62,4.6,23.8,11.36,6.43,811.86,13.31,8.51,305.75,7.81,29.43,2.9,95.15,132.53,37.38,4.05,3.78,1080.29,19.4,1042.65,17.83,11.38,1.3,4.99,3.47,2.83,39.14,47.33,8.2,2.74,3.82,40.54,47.31,6.78,25.96,15.87,3.74,2.93,13.76,16.83,3.07,43.81\n4589,36.58,14.74,4.92,55.18,61.44,6.26,25.0,10.55,6.45,811.77,12.24,11.39,408.39,9.93,25.51,2.83,54.46,60.29,5.83,3.55,2.92,997.05,22.04,1122.42,23.47,6.79,1.28,7.75,3.43,2.74,44.08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54,18.95,27.45,8.49,68.75,28.38,3.5,3.29,31.37,35.46,4.08,37.75\n4609,71.2,8.14,4.68,74.17,83.19,9.02,38.6,5.89,7.66,811.99,16.71,16.08,312.47,23.74,34.09,3.57,66.82,75.34,8.52,3.64,4.14,1024.52,23.96,874.26,15.56,2.37,1.38,15.9,3.32,2.87,56.46,63.88,7.42,13.4,3.46,25.45,31.92,6.47,59.55,24.3,3.51,3.16,31.63,36.37,4.74,34.62\n4610,45.95,15.23,4.87,56.22,62.96,6.74,32.6,4.7,7.65,811.92,16.37,16.91,386.14,28.4,29.24,2.91,42.35,46.95,4.6,3.53,3.75,1122.48,27.39,811.63,11.6,4.47,1.65,11.63,4.19,2.52,48.38,62.81,14.43,17.59,3.92,33.48,39.92,6.44,46.9,19.05,3.65,3.19,30.46,34.32,3.86,27.15\n4611,46.35,19.99,4.64,53.69,59.75,6.06,30.8,4.92,7.31,811.97,9.38,18.58,581.18,21.21,30.39,4.03,72.19,78.99,6.8,7.73,4.13,1197.09,26.32,761.44,10.41,8.49,1.62,8.8,3.86,2.41,41.96,50.32,8.36,20.78,4.12,40.88,47.1,6.23,35.24,15.3,3.78,3.26,35.91,39.94,4.02,30.83\n4612,51.36,23.85,4.77,98.03,112.76,14.73,32.9,6.33,7.01,811.94,10.33,21.86,512.84,20.98,26.99,2.56,59.12,64.28,5.16,9.6,2.94,1139.71,34.48,922.82,9.91,8.54,1.64,6.46,4.18,2.17,62.77,77.22,14.45,25.13,4.39,66.92,94.44,27.51,8.83,16.57,3.82,3.5,30.66,34.3,3.64,25.23\n4615,42.79,23.64,4.07,40.8,47.0,6.2,31.8,9.36,6.81,811.8,13.54,16.64,409.53,22.08,43.22,3.12,67.24,84.81,17.57,15.39,4.37,1087.52,39.67,1107.88,18.92,11.13,1.2,6.0,3.82,2.11,43.13,57.66,14.53,23.42,3.92,50.22,64.57,14.35,8.02,39.96,18.14,3.41,50.85,58.98,8.13,7.59\n4616,38.27,21.68,4.2,41.41,46.51,5.1,34.9,9.32,6.8,811.96,11.8,20.22,492.62,25.57,41.4,2.56,53.03,68.69,15.66,21.06,3.89,1142.63,47.9,1039.26,19.31,12.52,1.41,8.27,4.22,2.02,49.14,72.08,22.95,25.32,3.83,57.08,99.29,42.21,8.1,34.32,16.95,3.17,61.51,80.34,18.83,5.73\n4617,29.03,14.89,4.4,38.89,44.66,5.77,35.9,7.89,7.25,812.18,15.1,22.88,595.96,29.79,50.81,2.68,60.11,86.54,26.43,22.76,2.94,1278.86,39.55,1055.19,16.06,14.12,1.54,7.46,5.11,2.15,54.16,83.48,29.32,28.63,3.71,60.31,100.73,40.42,14.06,32.94,13.59,3.45,66.25,91.48,25.23,14.54\n4618,36.69,13.9,4.11,49.65,62.49,12.84,41.5,6.94,7.54,812.11,24.12,30.81,650.11,30.98,45.67,2.73,75.88,111.49,35.61,22.1,3.97,1080.24,31.82,960.18,26.27,13.18,1.75,46.05,5.73,2.1,66.45,97.39,30.94,35.06,3.59,48.37,69.51,21.14,36.9,49.04,20.37,3.33,66.86,92.72,25.86,25.05\n4622,38.17,25.71,4.43,28.95,37.57,8.62,39.5,3.32,9.5,811.87,60.06,41.51,284.39,28.45,24.44,2.73,25.28,32.31,7.03,11.15,4.04,991.91,19.86,761.82,23.69,11.15,1.69,50.72,14.19,2.27,16.7,23.35,6.65,39.12,3.81,10.68,16.15,5.47,80.56,73.68,12.33,3.2,17.07,22.78,5.71,77.95\n4623,30.5,17.5,4.35,20.56,26.74,6.18,39.6,4.57,9.53,811.86,58.72,41.94,206.11,38.73,29.78,2.8,16.68,22.26,5.58,12.49,9.89,971.53,16.54,740.72,22.89,7.5,1.67,36.8,11.48,2.4,20.45,30.66,10.21,30.46,3.74,10.62,16.6,5.98,79.83,67.37,9.92,3.2,21.11,26.71,5.6,90.75\n4624,45.58,12.65,4.28,15.16,20.31,5.15,39.7,7.87,9.53,811.96,51.48,36.07,228.71,31.7,26.4,2.7,15.16,20.5,5.34,9.74,7.57,959.66,16.53,738.64,13.27,6.98,1.55,31.56,9.64,2.54,14.84,21.92,7.09,27.54,3.92,10.54,16.35,5.81,82.29,59.44,8.53,3.33,21.53,27.51,5.98,82.63\n4625,50.16,30.77,3.93,13.78,19.57,5.79,39.7,11.11,9.93,802.19,51.5,27.6,256.11,33.27,23.31,2.87,12.73,17.74,5.01,7.15,5.92,967.32,15.53,724.29,9.64,4.96,1.52,29.8,13.78,2.45,12.46,17.16,4.7,28.25,3.86,10.61,16.41,5.8,81.69,53.07,7.08,3.2,19.75,25.18,5.43,78.97\n4626,44.27,23.05,4.11,12.91,18.14,5.23,32.3,9.61,10.12,789.37,47.04,23.72,279.86,43.33,19.21,2.95,14.96,19.82,4.86,5.76,5.49,980.01,15.73,732.47,9.3,6.17,1.39,25.21,10.56,2.32,16.77,23.54,6.77,21.64,4.01,10.91,16.79,5.88,85.08,48.95,5.86,3.27,22.47,28.07,5.6,82.06\n4627,36.73,17.08,4.03,15.29,21.1,5.81,30.0,6.97,10.13,832.57,43.21,22.27,251.01,30.53,25.16,3.02,15.58,20.45,4.87,5.31,4.57,1003.78,19.26,751.77,10.26,9.47,1.4,27.92,8.33,2.35,13.42,19.86,6.44,22.68,3.92,15.05,21.26,6.21,87.13,40.02,5.0,3.35,24.95,30.65,5.7,77.82\n4628,43.26,16.36,3.93,14.04,19.08,5.04,32.8,5.35,9.88,904.59,32.74,20.91,349.45,23.08,24.92,2.88,18.85,23.81,4.96,10.56,4.87,1030.9,15.76,838.67,9.75,9.11,1.27,20.74,7.73,2.27,17.02,21.61,4.6,17.42,3.65,18.72,26.14,7.42,85.63,33.22,4.4,3.22,29.1,34.64,5.54,70.81\n4629,35.35,11.77,3.96,18.75,24.24,5.49,33.7,5.16,9.38,955.49,28.91,20.02,398.13,25.34,23.28,2.99,26.44,30.92,4.48,18.53,4.96,1153.86,17.77,894.72,10.24,8.24,1.36,19.24,6.79,2.2,22.41,26.62,4.22,14.24,3.43,25.99,32.46,6.47,74.7,32.96,3.98,3.36,25.76,30.19,4.43,71.26\n4630,34.47,9.6,3.81,31.99,38.85,6.86,32.3,11.83,8.79,836.05,36.24,22.37,365.19,24.02,23.47,2.84,61.33,66.05,4.72,13.21,17.21,1095.71,19.44,794.84,6.57,5.77,1.33,13.46,5.65,2.3,50.58,55.54,4.95,21.89,3.6,40.98,48.21,7.22,56.92,34.73,3.69,3.25,29.79,33.59,3.8,57.65\n4631,40.98,21.85,4.0,54.14,60.59,6.45,31.9,13.7,8.43,814.68,35.99,22.01,382.66,27.71,36.91,2.72,41.97,46.48,4.51,24.95,13.97,1051.02,22.25,756.48,13.99,5.19,1.46,9.66,4.86,2.19,53.57,60.03,6.46,21.31,3.47,26.31,33.43,7.13,58.86,33.95,3.48,3.1,29.42,33.33,3.92,36.68\n4632,43.7,34.24,4.0,55.62,60.89,5.27,32.3,17.72,8.13,743.26,43.9,24.48,344.11,32.79,49.17,2.76,28.53,32.87,4.34,20.31,18.25,1023.39,34.31,738.15,24.3,5.61,1.62,13.72,4.3,2.1,27.06,31.52,4.46,15.79,3.36,25.72,30.2,4.48,50.64,32.9,3.73,2.96,22.95,26.5,3.54,42.16\n4633,46.13,22.17,4.22,65.41,71.33,5.92,32.4,16.47,8.02,811.15,32.69,26.78,345.98,34.69,41.09,2.71,29.16,33.47,4.31,14.13,12.57,1034.31,33.63,750.33,17.39,11.6,1.71,13.95,4.02,2.05,26.5,31.02,4.52,20.88,3.07,17.07,21.43,4.36,47.4,30.62,7.59,2.9,20.15,23.73,3.58,48.65\n4634,51.0,38.32,4.03,42.6,47.86,5.26,33.6,18.16,7.78,723.65,34.88,25.38,363.82,30.15,39.04,2.2,29.17,33.22,4.05,13.91,7.03,1095.34,36.85,762.33,19.85,12.87,1.81,15.82,4.04,1.87,47.55,57.21,9.66,30.22,3.25,10.68,14.87,4.19,49.07,27.96,8.41,3.06,20.6,23.81,3.22,43.17\n4635,71.13,34.54,3.85,71.47,77.21,5.74,34.0,14.96,7.64,743.52,33.13,28.04,294.33,29.43,41.72,2.22,32.81,37.06,4.25,11.6,4.28,1104.36,39.49,747.66,13.39,12.43,1.69,14.28,4.06,1.88,26.77,38.66,11.88,28.99,3.16,11.12,15.28,4.16,47.41,28.42,7.15,3.0,18.5,21.7,3.19,44.34\n4636,69.44,37.54,4.04,73.09,78.9,5.81,36.5,12.0,7.24,685.23,34.01,26.2,422.22,24.12,37.96,2.24,31.82,36.09,4.27,8.95,4.18,1126.79,37.92,767.59,12.75,11.74,1.68,18.78,4.64,1.86,29.68,37.01,7.33,32.07,3.27,12.95,17.12,4.18,45.94,27.18,6.21,3.02,23.2,26.64,3.44,32.32\n4637,62.06,36.9,3.84,75.81,83.63,7.82,37.2,8.94,7.02,724.1,18.12,22.91,407.63,24.27,33.74,2.12,31.62,35.95,4.33,13.87,4.94,1131.51,38.84,715.53,16.98,15.12,1.43,26.27,4.79,2.1,73.98,105.38,31.4,24.94,3.24,9.69,13.8,4.1,51.36,24.83,5.97,3.16,20.19,24.01,3.82,25.87\n4638,55.26,32.2,3.79,43.21,48.62,5.41,39.0,8.68,6.99,697.09,11.55,19.08,303.94,22.2,40.4,2.33,31.74,36.13,4.39,18.69,10.22,1061.76,47.21,725.0,25.34,13.69,1.45,18.75,5.04,1.95,20.66,25.34,4.69,17.74,3.23,8.78,12.88,4.1,53.03,26.47,5.66,3.23,25.43,29.23,3.8,39.87\n4639,60.72,48.77,3.75,37.77,42.88,5.11,39.6,7.51,6.83,672.51,16.93,19.2,365.85,17.97,43.79,2.58,36.65,40.05,3.4,19.97,8.2,1085.25,59.39,719.34,18.1,8.61,1.3,14.35,5.54,1.95,39.01,50.5,11.49,14.6,3.27,9.41,13.59,4.18,51.79,30.0,7.92,3.26,35.03,39.61,4.59,23.01\n4641,46.14,35.22,3.61,32.91,38.11,5.2,39.5,5.03,6.99,1038.57,32.41,17.75,400.53,35.01,48.08,2.24,38.95,47.79,8.84,27.27,16.01,1182.64,49.37,784.48,26.66,25.76,1.31,13.73,4.61,1.88,79.57,111.17,31.6,12.17,3.52,13.39,18.5,5.11,54.38,34.98,14.88,3.13,64.48,81.1,16.63,37.36\n4642,45.59,44.09,3.77,59.36,73.27,13.91,37.8,18.71,7.17,892.78,41.04,23.66,511.62,39.75,34.97,2.5,48.4,61.03,12.63,17.19,11.05,1105.12,33.74,742.31,32.45,23.73,1.33,55.35,4.28,1.91,80.68,110.31,29.63,17.92,3.55,14.39,20.49,6.1,60.47,44.07,20.72,3.04,68.6,87.7,19.11,41.83\n4644,48.88,37.45,3.83,86.64,116.55,29.91,32.4,14.16,8.17,689.87,52.46,27.44,252.29,41.23,21.59,2.26,24.14,31.47,7.33,11.54,5.59,964.63,21.05,680.34,19.3,15.72,1.22,44.5,5.85,1.92,34.96,44.57,9.61,14.28,3.2,8.78,13.76,4.98,82.05,52.28,14.68,3.15,23.44,30.65,7.21,78.77\n4645,40.68,26.8,4.14,58.38,77.71,19.33,31.0,11.25,9.18,664.37,52.46,19.55,256.5,43.6,17.1,2.38,21.36,28.26,6.9,6.72,4.3,937.55,16.95,667.4,13.86,9.32,1.03,29.84,5.03,2.22,47.64,63.92,16.27,19.68,3.09,9.58,15.41,5.82,83.94,54.86,17.86,3.2,20.16,27.45,7.29,82.51\n4646,29.19,18.2,4.02,36.1,45.45,9.35,27.9,8.53,9.78,632.44,57.18,15.1,283.38,34.33,12.06,2.76,18.72,24.9,6.18,5.78,4.28,931.84,15.41,665.03,9.8,5.24,0.98,40.29,5.06,2.49,23.99,35.6,11.61,23.7,3.05,10.15,15.88,5.73,77.69,54.64,15.65,3.4,16.98,22.5,5.52,91.25\n4647,30.08,12.77,3.96,35.87,44.64,8.77,26.9,6.11,10.2,768.03,53.96,14.82,282.79,41.16,8.46,2.71,14.05,19.49,5.44,4.92,3.86,923.73,12.28,668.49,6.97,3.83,0.98,34.2,4.78,2.54,17.26,25.76,8.51,18.57,3.13,11.33,18.47,7.15,96.67,47.12,11.86,3.26,21.2,27.66,6.46,91.03\n4648,37.82,17.58,3.85,26.78,33.28,6.5,25.0,5.65,10.66,691.67,56.16,17.93,278.21,35.61,6.15,2.59,15.34,21.13,5.79,3.66,3.18,906.24,9.52,681.7,5.79,3.24,1.11,24.51,4.69,2.31,12.14,18.39,6.25,15.06,2.88,11.14,18.42,7.29,113.76,40.33,9.2,3.22,12.77,17.67,4.9,92.25\n4649,34.02,18.2,3.48,14.59,19.68,5.09,24.5,5.31,10.89,837.1,47.75,17.88,251.82,26.02,6.01,2.63,14.14,19.69,5.55,2.82,3.04,882.64,7.17,688.64,6.09,3.38,1.13,17.56,5.13,2.21,11.87,16.86,4.99,14.62,2.56,10.99,17.0,6.0,139.84,34.23,7.7,3.34,18.18,24.77,6.58,90.2\n4650,39.73,12.69,3.3,15.97,21.54,5.57,23.8,5.94,11.0,902.46,50.0,14.98,263.82,23.52,9.56,2.57,19.0,25.02,6.02,3.37,1.82,904.41,8.59,683.17,4.92,3.34,1.27,14.01,5.08,2.13,16.25,22.1,5.84,13.19,2.5,11.58,17.1,5.52,131.82,27.54,6.98,3.24,18.41,23.96,5.54,87.24\n4651,27.6,9.94,3.38,15.07,20.54,5.47,23.6,5.36,10.84,915.33,43.41,13.21,266.52,22.23,7.0,2.64,17.23,22.72,5.49,3.89,2.47,970.0,7.9,734.25,4.65,3.93,1.24,13.86,4.53,2.07,11.56,16.14,4.59,13.14,3.25,13.08,18.88,5.8,125.04,24.31,6.07,3.29,18.94,24.88,5.95,81.52\n4652,21.97,7.32,3.29,15.91,21.66,5.75,21.8,4.01,10.61,1004.42,36.4,14.48,339.71,17.58,10.94,2.47,27.96,34.08,6.12,3.85,3.44,1000.14,6.26,799.27,8.85,5.06,1.15,10.92,4.68,2.02,17.87,23.19,5.33,0.02,1.26,16.79,22.45,5.66,112.81,19.86,5.18,3.29,30.87,38.65,7.78,73.35\n4653,36.82,8.25,3.66,19.34,24.87,5.53,21.3,3.69,9.99,1028.13,30.33,18.79,386.55,18.84,10.69,2.5,40.07,45.67,5.6,3.46,3.39,1063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94,755.89,49.25,22.45,218.92,36.59,22.89,2.77,13.77,18.94,5.17,4.25,4.41,924.97,24.38,669.01,5.79,3.68,1.41,42.37,5.56,2.47,27.41,34.28,6.86,14.25,2.88,10.59,16.44,5.85,92.89,41.88,9.12,3.27,18.35,26.38,8.04,75.17\n4673,24.85,15.64,3.8,25.86,31.64,5.78,29.4,7.59,11.18,886.83,49.98,22.73,242.69,35.64,16.02,2.45,14.26,19.81,5.55,4.38,3.48,932.06,17.71,680.63,4.6,3.32,1.37,42.0,10.02,2.4,13.63,18.16,4.53,18.03,2.78,12.08,19.46,7.38,103.12,43.14,7.29,3.29,19.4,25.24,5.85,77.88\n4674,34.54,12.97,3.57,19.11,24.24,5.13,31.5,6.4,10.77,933.86,46.95,29.0,247.45,40.44,19.31,2.39,15.1,20.36,5.26,3.95,3.58,957.66,22.54,711.44,5.11,3.01,1.39,38.18,9.12,2.28,15.48,20.36,4.88,14.29,2.86,12.32,18.89,6.57,95.15,35.74,6.0,3.34,21.96,28.52,6.56,68.72\n4675,39.37,10.29,3.59,15.98,20.71,4.73,32.2,4.96,11.08,1044.45,43.36,28.75,249.12,37.03,28.35,2.47,15.4,20.56,5.16,6.56,3.82,986.87,19.96,747.83,5.63,2.7,1.41,27.45,10.93,2.22,13.2,17.55,4.35,15.62,3.01,10.87,16.32,5.45,81.54,32.21,5.1,3.27,23.99,30.65,6.66,60.51\n4676,47.7,9.43,3.32,14.84,19.91,5.07,33.0,9.27,10.51,1012.93,39.31,25.88,256.36,42.08,27.15,2.68,28.94,35.65,6.71,6.37,3.5,1011.5,15.0,770.7,12.0,7.94,1.38,20.52,9.47,2.16,14.89,18.91,4.02,23.66,2.98,18.13,27.0,8.87,72.21,32.07,4.96,3.29,30.6,37.77,7.16,47.8\n4677,32.36,9.11,3.24,22.19,28.0,5.81,33.3,8.4,9.87,1148.91,31.74,23.92,309.5,50.43,36.68,2.6,39.49,45.66,6.17,19.44,3.14,1078.27,25.14,774.98,21.58,13.51,1.43,27.12,8.14,2.23,26.33,30.48,4.15,25.3,3.15,28.28,35.52,7.24,67.86,29.93,4.59,3.28,27.12,32.4,5.28,32.72\n4678,44.36,16.05,3.17,34.13,41.7,7.57,37.1,22.09,9.56,1116.02,26.14,28.22,410.09,41.45,39.2,2.6,56.5,62.69,6.19,24.35,3.81,1131.86,34.9,789.95,19.09,10.38,1.5,19.06,6.6,2.28,46.31,50.89,4.58,28.41,3.52,42.49,48.98,6.49,58.72,34.62,4.13,3.19,25.41,29.77,4.36,46.67\n4679,52.4,14.32,3.37,50.63,59.05,8.42,38.2,23.15,9.45,1083.28,28.66,34.48,433.53,44.86,41.36,2.72,79.7,88.49,8.79,29.06,5.44,1113.41,37.44,795.39,30.5,12.49,1.56,15.45,5.54,2.09,39.8,48.08,8.28,31.02,3.36,31.18,36.37,5.19,40.5,39.92,4.12,3.07,20.72,24.44,3.72,50.38\n4680,66.01,26.26,3.99,70.95,77.46,6.51,36.1,22.06,9.59,1098.77,17.32,37.86,485.9,45.84,48.83,2.59,70.55,79.2,8.65,38.3,5.27,1116.29,51.51,830.79,34.35,11.75,1.84,17.4,5.24,1.98,65.11,74.01,8.9,30.16,3.23,25.54,31.12,5.58,35.27,40.7,3.9,2.96,26.48,30.56,4.08,44.4\n4681,59.56,22.78,4.22,66.06,72.87,6.81,35.5,20.58,9.21,1121.1,21.74,41.18,684.81,43.7,49.94,2.63,84.06,93.31,9.25,27.83,4.26,1221.99,56.39,917.57,27.4,10.73,1.94,15.36,4.62,1.88,50.16,57.4,7.24,37.1,3.21,18.27,23.01,4.74,37.31,43.07,3.63,2.98,33.03,36.35,3.32,34.9\n4682,62.91,27.37,3.64,58.61,66.28,7.67,41.9,19.14,8.46,961.09,25.4,39.36,444.85,46.31,48.46,2.17,94.01,107.33,13.32,40.73,3.82,1266.26,63.05,858.31,29.39,15.61,1.94,29.24,5.16,2.15,27.47,33.32,5.84,44.75,3.03,15.51,21.47,5.96,39.74,44.99,3.44,2.98,40.34,44.06,3.72,31.71\n4683,66.93,23.63,5.39,64.48,70.69,6.21,43.9,19.73,8.26,903.28,24.78,36.29,336.1,49.39,50.96,1.81,58.54,64.98,6.44,28.9,3.09,1182.07,62.46,778.5,23.39,14.64,2.02,37.21,4.71,2.08,26.08,31.91,5.82,41.7,3.22,17.51,22.49,4.98,36.7,46.42,3.31,2.84,12.56,15.59,3.02,41.31\n4684,63.4,28.41,4.9,55.95,62.8,6.85,43.0,15.46,8.17,874.06,23.41,33.67,376.45,42.38,47.11,2.05,29.99,34.46,4.47,17.2,3.64,1138.46,57.5,755.39,23.73,10.83,1.91,28.24,4.41,2.04,19.85,24.78,4.93,39.26,3.25,12.15,16.48,4.33,38.39,42.08,6.23,2.96,20.56,23.93,3.37,49.44\n4688,41.04,21.12,3.81,28.03,32.96,4.93,40.0,10.31,7.67,752.06,27.87,28.75,344.16,38.13,36.9,1.84,25.61,31.1,5.49,25.28,4.48,998.2,68.78,756.63,16.8,15.21,1.9,9.79,5.62,2.39,44.43,58.4,13.97,24.24,3.82,11.85,16.53,4.68,43.51,82.09,27.77,3.13,57.8,70.0,12.2,43.81\n4689,42.94,21.7,3.75,28.8,34.63,5.83,40.8,11.8,7.78,711.4,37.6,29.46,362.8,38.24,43.09,1.8,20.75,26.91,6.16,28.64,4.43,980.32,50.41,714.65,14.92,13.43,2.04,24.81,5.69,2.33,36.94,48.47,11.52,17.28,4.04,13.11,18.73,5.62,49.13,75.75,23.46,3.11,74.66,98.46,23.8,32.09\n4690,43.0,42.11,3.82,46.85,58.7,11.85,34.8,10.15,8.07,683.87,43.33,32.76,298.86,37.02,31.06,1.84,19.63,26.12,6.49,17.68,3.46,967.29,35.61,701.49,23.96,21.19,2.13,37.78,5.45,2.24,18.66,24.62,5.95,13.85,3.89,14.73,21.29,6.56,59.86,72.32,27.01,3.01,59.44,76.39,16.95,57.31\n4692,40.31,29.19,4.02,38.53,49.08,10.55,32.7,7.04,8.81,646.36,50.4,30.23,205.51,47.01,25.62,1.58,12.64,18.62,5.98,14.17,2.5,951.9,31.72,656.78,29.83,12.88,2.1,57.69,4.64,2.42,11.43,16.93,5.5,14.0,3.07,9.41,14.77,5.36,63.61,61.86,16.96,2.93,13.24,18.05,4.81,82.13\n4693,37.33,25.55,3.7,16.56,23.2,6.64,32.6,5.77,9.76,615.18,51.59,29.73,168.44,48.62,25.89,1.68,10.27,16.27,6.0,8.77,7.4,943.86,26.05,676.0,17.34,8.41,1.97,47.62,4.54,2.55,11.4,16.41,5.01,23.93,3.16,7.57,12.46,4.89,61.6,47.52,13.25,2.96,10.66,14.69,4.04,75.86\n4694,41.13,16.22,3.72,13.36,19.17,5.81,29.2,5.67,10.5,558.72,59.42,26.13,184.19,38.38,18.53,1.91,8.2,13.82,5.62,6.2,7.04,927.12,18.57,688.21,12.36,5.56,1.81,37.46,4.93,2.57,10.86,15.86,5.01,30.42,3.41,11.35,18.5,7.15,72.44,40.57,10.47,2.97,11.23,15.34,4.11,83.88\n4695,47.14,22.29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.81,12.73,3.35,1.8,7.95,3.42,2.01,21.36,26.32,4.96,23.8,3.71,22.97,27.23,4.26,48.39,21.8,4.21,2.83,9.58,12.04,2.46,56.18\n4756,66.27,21.4,3.72,36.65,41.25,4.6,23.7,5.74,7.35,508.92,36.26,15.66,199.57,18.29,37.6,2.33,18.87,23.33,4.46,12.46,3.9,927.75,34.53,626.83,11.51,2.89,1.78,9.09,4.14,2.04,29.77,35.81,6.04,21.7,3.86,20.02,24.3,4.28,44.3,24.15,4.27,2.9,6.53,9.15,2.62,58.29\n4757,39.49,15.91,3.59,28.87,33.7,4.83,23.1,4.58,7.25,485.15,35.24,13.74,182.43,18.22,37.38,2.3,14.7,19.17,4.47,7.41,4.16,921.93,32.79,628.41,10.22,2.94,1.67,8.58,4.45,2.01,23.69,28.68,4.99,30.67,3.87,18.07,22.37,4.3,42.69,20.64,4.32,2.93,5.78,8.4,2.63,61.51\n4758,48.38,12.74,3.51,25.68,30.23,4.55,22.3,4.71,7.1,472.07,32.91,10.98,197.96,26.44,33.34,2.54,15.42,19.48,4.06,4.81,4.17,923.26,28.17,645.6,6.4,3.42,1.71,6.12,4.94,2.03,25.9,34.23,8.33,22.13,4.1,15.26,19.52,4.26,43.14,16.31,4.61,2.91,5.53,7.84,2.31,63.43\n4759,40.52,10.59,3.69,22.54,27.06,4.52,22.0,4.41,7.12,485.16,30.55,9.37,203.83,19.6,26.02,2.28,15.95,19.45,3.5,4.05,3.49,918.46,24.62,642.19,7.6,3.46,1.65,7.43,5.19,1.99,26.54,36.12,9.58,19.47,4.05,10.94,15.49,4.55,45.91,13.22,4.72,2.77,7.08,9.92,2.83,64.12\n4760,40.42,24.79,3.55,13.44,17.81,4.37,21.5,3.69,7.29,653.46,24.18,14.22,222.82,19.8,31.36,2.4,21.13,26.42,5.29,3.78,3.96,965.1,19.16,630.85,11.4,3.45,1.66,6.92,4.86,2.06,43.28,64.26,20.98,24.77,4.16,15.31,20.39,5.08,43.12,11.05,4.93,2.81,11.12,15.26,4.14,65.4\n4761,37.16,17.42,3.65,25.7,30.44,4.74,21.4,2.76,7.47,800.24,24.55,17.2,289.08,23.19,37.7,2.42,24.9,32.51,7.61,5.78,3.22,991.23,14.33,635.71,11.51,3.9,1.66,7.92,5.08,2.15,44.39,61.52,17.14,18.31,4.2,16.87,23.48,6.61,45.2,10.07,5.04,2.91,18.42,24.34,5.92,62.58\n4762,39.76,15.18,3.83,29.88,36.55,6.67,23.1,3.1,7.48,742.77,33.24,18.3,290.01,29.59,27.45,2.69,35.7,47.6,11.9,4.41,7.69,989.5,11.02,622.23,18.74,6.51,1.95,53.94,5.45,2.09,40.24,56.47,16.23,13.42,4.1,17.06,26.95,9.88,52.39,10.41,4.87,2.95,27.72,38.67,10.95,60.65\n4763,30.94,21.96,3.77,46.74,59.33,12.59,23.6,3.16,7.7,673.94,39.42,23.05,247.58,31.32,26.03,2.67,26.74,36.19,9.45,10.96,5.88,966.29,11.01,615.23,22.12,11.09,1.81,77.66,4.96,2.08,36.55,49.42,12.88,20.32,3.76,12.95,19.82,6.87,61.28,13.55,4.87,3.29,28.27,38.69,10.42,60.82\n4764,32.5,26.95,3.92,41.75,54.62,12.87,27.5,3.25,7.9,650.53,42.87,20.14,232.43,35.51,24.7,2.79,21.73,29.46,7.73,13.88,3.87,947.38,9.52,614.7,15.83,8.88,2.07,49.34,4.37,2.15,31.68,42.3,10.62,14.33,3.5,13.67,20.34,6.67,66.87,24.05,4.78,3.13,26.76,36.46,9.7,67.15\n4765,33.34,19.12,3.77,31.7,42.11,10.41,28.7,3.0,9.02,603.08,52.69,14.89,227.41,29.99,32.58,3.04,24.88,33.1,8.22,9.16,3.67,955.9,7.8,631.43,11.38,5.7,1.97,38.15,3.98,2.3,25.24,34.04,8.79,18.95,3.31,12.1,18.14,6.05,77.06,32.01,11.76,2.92,21.07,27.66,6.6,76.65\n4766,24.34,11.96,3.79,27.29,36.43,9.14,28.4,2.68,9.53,640.87,49.64,12.46,266.39,33.71,23.59,3.21,19.78,26.59,6.81,6.83,2.2,955.83,14.18,640.15,9.11,4.1,1.77,31.69,3.95,2.4,24.32,32.2,7.89,17.68,3.08,10.74,16.17,5.42,89.03,29.78,12.29,3.15,21.16,27.98,6.81,83.0\n4767,30.65,10.76,3.71,22.92,30.51,7.59,28.3,2.37,9.46,620.31,51.9,12.31,315.7,29.34,24.67,3.03,15.75,22.09,6.34,5.61,1.1,937.24,13.49,646.7,8.35,3.8,1.81,26.21,3.84,2.42,20.29,28.26,7.96,13.29,3.01,10.94,16.81,5.87,102.06,33.96,10.38,3.05,23.61,31.51,7.9,86.05\n4768,29.8,9.3,3.78,16.31,22.71,6.4,23.2,3.15,9.9,672.93,48.63,10.97,341.2,25.2,17.7,2.71,12.46,17.76,5.3,4.49,1.28,922.1,10.34,643.38,5.95,3.37,1.49,26.02,3.59,2.3,18.5,24.57,6.07,17.98,3.0,9.79,15.05,5.26,115.95,34.38,8.69,3.35,19.21,25.55,6.34,86.69\n4769,46.87,9.09,3.92,13.17,18.7,5.53,0.3,3.59,10.16,692.84,43.77,9.38,331.72,21.8,12.39,2.74,14.32,19.83,5.51,4.62,2.7,957.62,7.82,650.19,5.76,2.45,1.66,23.27,3.46,2.26,18.32,23.7,5.38,15.58,2.89,9.12,15.01,5.9,130.82,27.64,7.64,3.2,18.98,25.14,6.16,86.32\n4770,47.51,9.33,3.98,12.8,18.19,5.39,6.7,4.02,10.08,747.73,42.93,11.58,260.67,24.32,13.1,2.81,19.92,26.37,6.45,3.73,3.76,968.71,11.42,678.5,4.2,1.42,1.54,19.05,4.24,2.22,16.81,21.99,5.18,11.56,2.9,14.34,21.17,6.82,134.24,30.48,6.45,3.26,23.67,32.18,8.51,78.25\n4771,31.95,7.74,3.89,13.32,19.51,6.19,38.1,6.91,9.87,857.58,42.67,12.55,298.55,23.75,11.58,2.69,19.79,25.63,5.84,4.4,3.57,1021.23,12.44,717.57,4.51,1.49,1.67,14.77,4.57,2.14,16.88,21.91,5.03,11.93,2.9,15.54,21.67,6.12,140.66,28.79,5.41,3.23,23.79,30.58,6.8,75.85\n4772,26.19,7.98,4.12,15.66,21.29,5.63,19.9,6.7,9.44,782.37,39.52,12.84,362.84,20.57,19.79,2.8,24.91,30.42,5.51,5.02,3.01,1009.91,10.06,780.24,5.95,2.22,1.66,14.51,4.84,2.29,27.16,33.84,6.68,18.57,2.96,14.48,19.71,5.23,131.83,27.32,4.77,3.35,32.87,40.56,7.69,73.55\n4773,49.27,7.59,3.95,16.68,22.24,5.56,22.9,4.92,9.6,712.37,37.93,15.96,402.59,14.71,16.3,2.77,51.73,59.54,7.81,8.09,3.75,1063.06,16.45,888.4,6.87,2.58,1.7,17.43,4.73,2.43,20.85,24.99,4.14,20.38,3.09,23.2,27.94,4.73,112.89,26.0,4.27,3.17,29.08,33.37,4.29,65.54\n4774,41.01,6.53,3.82,26.18,32.26,6.08,10.9,7.91,9.42,859.62,23.84,14.9,506.31,13.86,18.53,2.83,52.62,57.87,5.25,6.1,4.78,1101.14,15.22,882.7,5.13,2.47,1.7,12.2,4.21,3.12,20.72,24.26,3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3.6,19.33,5.74,148.67,39.16,3.49,3.08,22.42,32.15,9.73,73.93\n4794,30.21,8.99,4.62,13.09,19.07,5.98,27.5,2.51,10.54,896.78,41.21,15.07,319.06,32.97,13.87,3.03,14.5,20.83,6.33,3.29,1.99,975.68,15.84,673.41,6.13,1.44,1.98,15.57,6.68,2.02,28.24,37.93,9.69,14.67,2.57,15.28,21.4,6.12,134.65,33.9,3.57,3.46,24.25,32.57,8.32,68.78\n4795,35.26,10.56,3.69,12.49,19.17,6.68,24.1,10.56,10.69,948.06,39.21,15.68,275.31,23.61,19.02,2.72,20.36,27.2,6.84,2.1,2.83,1051.14,13.21,703.2,9.53,3.28,1.88,12.05,6.26,2.0,27.56,36.35,8.79,15.09,2.57,12.76,18.39,5.63,113.38,37.98,3.97,3.34,25.44,33.03,7.59,64.93\n4796,26.08,11.67,3.86,12.62,18.03,5.41,31.7,10.51,9.97,832.91,42.49,14.51,312.38,19.37,29.59,2.87,23.54,30.2,6.66,2.85,3.24,1064.45,11.92,780.25,8.7,7.76,2.02,9.47,6.14,1.92,15.21,19.66,4.45,14.3,2.6,15.3,20.86,5.56,96.97,42.34,4.6,3.02,33.71,41.97,8.26,50.51\n4797,34.7,10.2,3.99,16.72,22.81,6.09,33.8,8.39,9.45,734.3,38.51,15.07,326.79,28.07,34.26,2.77,33.78,39.96,6.18,13.13,3.77,1065.14,16.17,838.95,7.7,5.8,1.87,10.74,5.2,1.8,20.14,24.9,4.76,20.26,2.81,23.63,28.94,5.31,81.9,38.64,5.04,2.95,20.07,23.85,3.79,57.6\n4798,60.87,10.01,4.02,30.63,37.27,6.64,30.4,6.94,9.05,705.7,39.83,16.55,421.81,21.13,32.45,2.67,42.01,48.01,6.0,15.68,4.61,1057.61,21.49,824.1,11.14,6.14,1.94,7.52,4.54,1.84,31.16,36.11,4.95,16.24,2.56,42.75,47.88,5.13,50.56,36.56,4.66,2.9,29.71,34.14,4.43,56.37\n4799,58.37,7.64,3.87,42.86,50.0,7.14,32.2,15.2,8.62,713.8,38.25,14.21,453.86,17.19,34.47,2.69,36.34,41.93,5.59,14.08,5.74,1022.67,21.29,783.47,15.06,6.54,2.04,5.57,4.08,1.8,26.82,31.71,4.89,18.24,2.59,31.39,36.48,5.1,40.56,34.31,4.72,2.87,31.88,35.24,3.36,51.4\n4800,43.38,15.24,3.78,39.92,46.47,6.55,34.5,14.86,8.48,638.52,35.48,16.15,370.61,24.6,32.09,2.92,36.84,42.1,5.26,21.31,5.84,979.32,24.16,724.17,11.59,8.15,1.98,11.65,3.79,1.86,22.43,26.83,4.4,24.42,2.8,27.92,32.69,4.77,36.63,35.33,4.89,2.92,19.24,22.21,2.97,53.33\n4801,84.58,12.43,3.75,34.42,39.13,4.71,33.2,11.94,7.88,606.58,33.94,18.08,316.48,22.93,41.14,2.93,38.55,44.09,5.54,14.57,4.22,979.06,28.48,700.06,14.41,6.09,2.11,9.12,4.24,1.76,19.69,25.07,5.39,23.91,2.84,30.21,35.15,4.94,33.75,32.72,4.87,2.84,15.6,18.85,3.24,49.86\n4802,64.54,30.91,3.83,28.79,34.58,5.79,28.7,9.27,7.78,646.06,35.91,22.8,342.05,32.54,29.89,2.45,31.56,35.74,4.18,12.99,2.96,977.36,28.0,744.55,23.19,6.18,2.04,13.52,4.3,2.07,16.2,20.57,4.37,26.03,3.02,20.03,24.45,4.42,50.97,29.02,4.97,2.74,14.45,17.32,2.87,51.55\n4803,67.26,27.74,4.05,26.2,31.82,5.62,27.1,9.31,7.76,649.03,34.25,26.85,350.68,36.9,28.22,2.37,27.87,31.9,4.03,12.5,3.26,968.71,25.54,685.46,20.47,5.02,1.97,18.29,4.19,2.07,17.12,21.42,4.3,19.32,2.91,16.02,20.16,4.15,51.12,34.21,5.05,2.81,12.94,15.66,2.72,51.38\n4804,59.28,35.86,4.15,23.55,27.91,4.36,31.5,9.21,7.52,599.04,38.9,26.22,195.25,33.01,33.76,2.43,28.65,32.7,4.05,8.09,3.5,967.91,29.25,652.96,13.08,4.48,1.88,14.03,4.3,2.17,24.29,28.86,4.57,16.14,2.74,15.51,19.64,4.13,46.16,30.42,5.22,2.75,7.99,10.45,2.46,55.65\n4805,36.55,23.85,3.97,24.32,28.51,4.19,33.1,10.11,7.32,583.42,33.03,25.82,225.76,29.97,35.3,2.5,22.17,26.2,4.03,6.23,3.41,955.42,30.06,631.88,10.54,5.36,1.78,13.99,4.89,2.2,16.44,21.04,4.6,20.02,3.11,18.82,23.17,4.36,36.35,24.77,5.52,2.75,5.81,8.17,2.36,57.5\n4806,36.41,16.84,3.73,21.88,26.1,4.22,37.2,8.84,7.38,594.06,31.11,22.01,258.62,29.41,40.52,2.57,14.98,18.99,4.01,4.84,4.19,981.32,23.1,635.54,7.24,6.81,1.75,14.69,5.24,2.21,22.84,29.74,6.89,14.53,3.18,18.2,22.53,4.33,33.95,21.03,5.18,2.83,5.1,7.43,2.34,58.95\n4807,47.39,27.32,4.7,24.85,29.24,4.39,40.5,8.66,7.36,620.69,30.5,19.07,191.58,32.53,29.48,2.53,15.75,19.77,4.02,12.63,4.42,1048.52,24.89,637.23,13.36,7.24,1.65,10.54,5.57,2.15,32.56,45.66,13.09,16.63,3.23,16.22,20.56,4.34,34.54,22.33,4.96,2.81,6.6,9.12,2.52,58.37\n4808,30.16,29.29,4.65,24.68,29.11,4.43,30.5,9.02,7.34,764.24,28.42,18.98,315.52,33.02,29.02,2.4,20.41,25.17,4.76,19.51,2.63,1047.32,23.42,636.5,21.04,16.66,1.76,8.34,5.74,2.15,53.19,75.16,21.98,21.77,3.24,14.38,19.42,5.04,39.27,19.78,5.06,2.83,14.27,17.53,3.26,50.73\n4809,36.79,30.06,4.11,29.85,34.65,4.8,41.6,9.74,7.71,921.58,28.22,20.94,297.17,33.5,37.83,2.57,39.95,50.4,10.45,17.52,1.32,1084.99,19.5,673.84,22.83,19.9,1.75,14.97,4.97,2.3,68.85,99.02,30.17,17.06,3.1,15.56,21.73,6.17,41.63,16.25,4.64,2.64,18.66,23.35,4.7,57.66\n4810,48.58,27.58,4.23,50.91,62.97,12.06,33.2,7.88,7.58,850.06,33.76,27.47,292.32,34.79,36.71,2.43,28.52,37.09,8.57,11.67,2.08,1037.47,19.15,684.46,21.81,14.09,1.8,52.77,4.9,2.27,51.57,69.77,18.19,21.23,3.07,18.87,26.79,7.92,44.8,20.64,4.15,2.86,26.16,33.96,7.79,59.55\n4812,52.46,37.92,6.14,58.62,75.82,17.2,44.4,6.67,7.94,701.48,57.76,25.34,254.5,29.13,32.0,2.38,23.78,31.51,7.73,20.17,2.28,1017.18,14.8,643.63,18.99,12.67,1.94,49.15,6.82,2.36,34.83,47.87,13.04,26.34,2.7,7.38,12.63,5.25,64.02,34.27,4.67,2.86,27.08,35.55,8.47,75.55\n4813,51.54,47.36,4.31,30.28,39.41,9.13,41.5,8.13,8.96,725.75,61.7,19.26,252.08,26.74,23.27,2.54,20.9,26.99,6.09,12.97,1.81,1008.47,17.25,642.17,16.45,8.2,2.06,37.87,6.02,2.29,32.07,43.65,11.58,19.81,2.71,7.77,13.09,5.33,76.98,39.94,5.17,2.94,30.08,38.53,8.46,77.02\n4814,43.33,30.73,3.85,26.89,35.42,8.53,33.8,7.26,9.72,742.76,70.78,18.01,312.03,22.31,18.31,2.34,20.09,25.51,5.42,8.06,1.85,1008.15,19.42,669.84,19.0,5.77,2.15,43.69,7.5,2.31,25.74,36.2,10.47,16.94,2.87,9.42,20.89,11.47,92.59,36.94,5.2,3.11,20.0,26.74,6.73,91.03\n4815,42.75,30.43,3.76,21.0,28.01,7.01,37.6,6.16,9.85,838.71,66.32,21.64,266.22,32.25,26.51,2.86,16.47,20.99,4.52,10.67,2.7,1030.98,24.78,701.3,17.71,4.42,2.18,46.27,6.81,2.48,30.79,40.46,9.67,12.41,2.67,9.67,15.23,5.56,97.03,67.08,4.71,2.95,19.96,26.51,6.55,95.53\n4816,44.88,30.87,3.92,18.56,24.87,6.31,40.2,6.24,9.82,851.91,74.21,26.33,271.35,27.64,26.05,2.51,17.34,21.79,4.45,8.8,3.33,1017.03,26.59,696.68,13.97,3.42,2.16,42.5,8.4,2.7,22.14,28.79,6.65,9.29,2.71,12.37,18.34,5.97,91.41,66.58,4.32,3.02,14.31,18.33,4.02,102.82\n4817,41.39,23.44,3.9,15.59,20.93,5.34,39.2,6.16,10.33,889.05,69.19,25.63,365.88,30.74,18.55,2.55,18.29,22.87,4.58,6.81,2.97,1028.11,21.71,719.73,11.48,3.19,2.05,36.6,7.53,2.9,31.89,40.48,8.6,12.41,2.52,12.93,19.39,6.46,84.61,54.72,4.06,3.19,23.83,29.31,5.48,103.33\n4818,38.4,14.76,4.0,14.94,20.04,5.1,42.0,8.56,10.13,974.35,68.91,21.3,328.77,32.78,24.64,2.8,23.6,28.48,4.88,4.77,3.52,1056.95,21.58,748.33,9.9,2.89,1.98,35.23,6.58,3.04,23.16,35.65,12.49,14.47,2.51,13.68,22.5,8.82,85.81,54.97,4.49,3.24,27.13,32.74,5.61,113.59\n4819,43.44,12.18,3.65,19.71,24.82,5.11,43.8,7.47,9.57,1165.92,54.17,18.91,305.72,27.76,18.0,2.57,25.79,30.2,4.41,3.49,3.74,1040.92,23.64,783.3,8.7,2.42,2.06,29.31,6.02,2.86,20.88,27.93,7.05,10.64,2.64,11.93,18.4,6.47,89.82,51.83,5.0,3.45,38.86,45.7,6.84,117.15\n4820,44.9,9.07,3.77,14.84,19.36,4.52,50.7,5.37,9.63,1486.58,42.7,20.04,382.07,28.86,26.14,2.8,31.43,35.69,4.26,2.75,3.7,1079.22,26.39,874.35,11.61,3.0,1.94,21.76,5.26,3.06,44.45,61.84,17.4,17.94,2.8,18.72,27.49,8.77,83.46,49.73,4.88,3.28,44.82,52.32,7.51,91.45\n4821,36.73,7.53,3.68,13.44,17.8,4.36,45.3,3.84,9.3,1777.7,16.76,19.62,455.63,26.98,30.34,3.24,41.12,44.82,3.7,8.86,4.17,1184.39,21.34,1096.3,17.1,3.6,2.14,27.41,4.58,2.91,86.36,114.16,27.8,13.56,3.32,30.23,39.23,9.0,78.62,46.84,4.62,3.19,41.69,45.92,4.23,88.04\n4822,25.62,9.14,3.34,36.73,43.98,7.25,46.8,6.34,9.39,1833.42,16.22,18.35,732.94,27.37,33.89,3.15,118.65,126.91,8.26,27.25,3.74,1171.2,21.62,1565.09,22.49,7.34,2.08,19.19,4.11,2.75,72.59,85.95,13.36,9.49,3.67,103.98,157.83,53.86,17.32,42.03,4.22,3.07,67.22,70.74,3.52,55.77\n4823,20.77,9.26,3.23,66.64,75.0,8.36,56.0,13.73,9.37,1323.33,21.57,24.55,530.16,27.76,43.74,3.34,108.06,114.01,5.95,32.84,3.74,1256.6,23.54,1011.65,30.67,13.45,2.34,13.62,3.77,2.57,40.77,46.29,5.52,30.26,4.48,156.73,324.68,167.94,4.46,39.9,4.43,2.99,28.64,31.64,3.0,63.77\n4824,23.55,14.75,3.64,114.64,130.28,15.64,47.0,16.54,8.99,1282.02,20.71,25.85,543.94,32.2,55.92,3.32,75.1,81.21,6.11,29.41,4.27,1230.68,29.79,850.37,21.55,10.88,2.38,13.76,3.54,2.62,65.25,77.85,12.6,43.77,4.53,134.7,284.95,150.25,4.73,41.08,4.32,3.03,33.16,36.48,3.32,58.88\n4825,46.74,13.53,4.0,89.29,98.42,9.13,47.4,18.48,8.78,1205.94,14.27,25.92,638.83,29.48,50.15,3.4,73.67,80.98,7.31,21.23,4.94,1338.29,34.38,886.0,20.6,6.99,2.77,11.24,3.38,2.77,50.56,58.74,8.19,83.08,5.22,29.09,37.36,8.27,59.88,40.56,4.08,3.0,36.52,39.85,3.32,61.91\n4826,47.21,17.28,5.28,71.36,77.92,6.56,35.9,15.59,8.35,1117.96,12.54,25.87,547.42,31.49,37.72,3.72,72.25,77.31,5.06,16.53,4.66,1238.51,40.6,860.62,24.34,5.82,2.56,19.47,3.28,2.78,32.72,38.48,5.76,68.55,6.63,18.49,24.81,6.32,63.48,36.11,4.27,3.06,48.21,51.68,3.47,48.47\n4827,44.44,14.29,4.85,65.08,71.16,6.08,42.3,19.56,8.22,1275.69,9.29,20.57,536.79,33.79,45.08,3.7,104.66,122.84,18.18,18.03,4.84,1236.48,42.46,801.65,16.31,7.33,2.83,16.64,3.49,3.2,42.49,48.85,6.36,44.96,5.53,33.32,38.53,5.21,44.23,36.65,4.61,2.96,23.44,26.41,2.97,63.88\n4828,56.15,27.62,5.54,48.06,52.73,4.67,39.6,17.58,8.08,1278.78,8.85,19.98,693.12,35.85,37.41,3.16,81.58,90.22,8.64,11.86,4.28,1212.33,50.68,777.55,11.53,8.35,2.4,18.85,4.45,3.35,69.92,75.89,5.97,31.72,5.28,14.88,19.53,4.65,53.84,34.49,4.43,3.14,37.14,40.07,2.93,43.13\n4829,48.7,18.35,6.09,36.21,40.65,4.44,44.5,13.37,7.69,1249.6,8.82,23.65,609.57,33.67,32.21,3.28,88.55,99.33,10.78,6.72,4.65,1085.84,53.18,777.7,10.52,9.29,2.44,29.21,4.8,3.29,37.57,43.1,5.53,28.48,5.48,13.27,17.43,4.16,48.7,27.41,4.13,3.27,39.17,42.44,3.26,33.34\n4830,44.23,17.52,7.02,38.79,43.39,4.6,42.4,13.96,7.69,1054.59,7.92,31.42,544.19,32.74,28.15,3.08,52.67,58.09,5.42,16.86,3.8,1092.06,52.74,782.57,11.42,10.06,2.18,21.77,4.68,3.24,37.44,43.68,6.24,20.09,4.95,33.57,38.26,4.69,30.04,31.64,4.57,3.6,96.78,117.17,20.4,9.95\n4831,38.7,36.93,6.34,39.97,44.65,4.68,42.0,11.83,7.55,1006.53,9.98,30.8,518.68,27.3,29.95,3.0,89.45,114.57,25.12,13.6,7.96,1125.36,47.24,833.74,9.83,6.05,1.97,16.39,5.2,3.27,44.03,55.02,10.99,18.69,4.82,48.73,60.91,12.18,18.76,35.06,4.61,3.27,81.67,90.14,8.47,14.7\n4832,26.26,25.06,5.21,32.55,37.66,5.11,45.3,8.99,7.89,1188.31,11.1,27.16,508.76,32.42,28.46,2.83,78.5,104.4,25.9,11.89,10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3,13.95,2.82,50.31\n4894,47.72,17.88,5.83,26.94,32.16,5.22,47.5,14.43,8.04,954.57,41.04,45.27,396.41,43.98,42.62,2.02,36.07,40.48,4.41,28.32,4.32,1153.2,40.3,780.88,36.88,12.18,2.05,22.95,5.12,2.09,17.34,22.0,4.66,33.8,2.75,15.91,23.07,7.16,46.74,41.39,4.26,2.81,12.36,16.06,3.69,36.26\n4895,43.54,28.64,4.76,41.15,46.9,5.75,46.6,16.19,8.15,977.69,41.36,41.66,362.24,43.8,52.63,2.35,39.79,44.01,4.22,31.58,3.52,1106.54,59.61,727.7,44.38,13.57,2.15,18.7,4.52,1.94,15.05,20.02,4.97,58.23,2.66,15.07,21.39,6.32,47.07,48.06,4.47,2.79,13.96,17.18,3.22,23.38\n4896,65.29,27.29,4.03,35.88,40.87,4.99,47.4,17.7,8.55,1010.57,37.82,41.84,339.45,47.08,53.34,2.35,29.87,34.01,4.14,35.96,13.47,1143.32,65.93,744.01,34.06,8.28,2.3,13.7,4.73,1.91,25.1,30.14,5.04,55.2,2.59,14.94,19.77,4.83,49.22,52.12,4.28,2.79,9.6,12.23,2.62,37.39\n4897,77.47,38.82,3.48,30.86,35.72,4.86,44.6,14.19,7.93,949.93,37.7,41.5,339.07,45.0,66.56,2.25,24.39,28.48,4.09,24.25,10.53,1137.89,66.33,784.06,29.17,7.32,2.32,14.15,5.16,1.89,23.55,28.48,4.93,54.58,2.57,14.73,20.42,5.69,52.24,54.45,4.05,2.69,12.88,16.74,3.86,47.67\n4898,61.74,42.7,3.47,35.57,41.12,5.55,43.0,15.74,7.87,905.0,38.54,37.57,315.31,42.92,64.63,1.98,30.65,34.83,4.18,31.52,6.99,1109.32,62.51,763.27,18.94,9.33,2.69,24.18,5.14,1.8,14.86,19.48,4.62,52.5,2.59,9.13,14.28,5.14,51.74,47.86,4.34,2.76,10.56,13.36,2.81,64.46\n4899,57.9,57.49,3.69,46.5,51.74,5.24,40.8,15.24,7.69,736.83,53.33,29.73,264.58,40.25,62.86,1.91,17.46,21.74,4.28,21.26,7.28,1066.69,47.06,748.6,13.09,10.54,2.73,21.51,4.58,1.67,12.69,17.29,4.59,43.78,2.42,9.11,13.96,4.85,54.74,39.61,4.82,2.58,12.38,14.9,2.53,70.07\n4909,21.13,20.15,3.48,17.15,23.03,5.88,31.4,4.83,8.58,820.84,51.61,30.61,274.78,37.86,31.6,1.32,14.7,21.03,6.33,14.19,4.24,1079.03,16.96,664.0,17.21,15.7,1.89,37.99,7.22,1.88,11.68,16.92,5.24,27.66,3.43,9.8,15.54,5.74,65.06,43.82,8.06,2.81,22.17,28.42,6.26,74.64\n4910,25.7,23.7,3.44,16.68,22.57,5.89,33.3,4.5,8.9,796.59,58.9,29.53,276.01,38.9,25.42,1.83,16.03,21.78,5.75,8.82,4.16,1099.31,19.13,694.53,12.99,11.82,1.82,39.92,8.25,2.09,13.2,18.27,5.07,29.08,3.39,11.51,17.91,6.4,69.53,40.78,7.13,2.85,18.12,24.25,6.13,85.81\n4911,40.28,18.39,3.51,15.09,20.61,5.52,26.9,4.15,9.16,827.55,56.99,26.49,255.98,40.9,17.94,1.81,15.55,21.5,5.95,5.22,4.41,1064.42,20.92,702.98,13.97,11.67,1.78,37.52,7.92,2.2,8.43,12.54,4.11,16.98,3.32,9.91,15.8,5.9,82.11,39.71,5.89,2.77,16.8,21.86,5.05,86.13\n4912,28.14,14.04,3.31,11.5,16.5,5.0,28.8,3.4,9.34,834.33,50.74,27.15,249.49,32.06,12.56,1.82,19.83,26.3,6.47,4.45,3.75,1060.84,20.28,685.23,5.13,3.07,1.8,26.67,7.32,2.2,8.72,12.8,4.08,11.97,3.14,14.28,21.5,7.22,77.03,36.14,5.02,2.89,20.07,25.75,5.69,74.51\n4913,21.55,9.68,3.21,11.82,16.95,5.13,25.4,3.07,9.88,940.04,45.54,25.94,286.2,27.43,15.28,1.67,14.52,19.91,5.39,4.17,2.87,1064.2,17.12,701.64,6.7,3.83,1.82,19.85,6.35,2.15,10.51,15.03,4.52,12.92,2.73,12.67,19.77,7.1,76.44,30.09,4.81,2.97,20.13,25.37,5.24,82.54\n4914,28.59,7.37,3.35,12.99,18.65,5.66,35.3,2.56,10.43,986.64,41.49,25.51,304.61,31.58,20.45,1.64,16.15,21.68,5.53,7.4,3.7,1129.72,15.51,750.18,8.12,3.42,1.94,15.38,5.34,2.08,9.77,14.14,4.37,12.18,2.42,13.89,21.66,7.77,74.14,29.92,4.5,2.85,23.52,28.89,5.37,74.85\n4915,29.07,5.61,3.29,12.92,18.07,5.15,26.7,3.78,9.67,1041.28,40.72,22.22,390.26,29.06,17.32,1.66,19.01,24.76,5.75,5.49,2.85,1116.91,12.58,777.47,9.71,1.74,1.99,12.18,4.66,1.99,11.01,15.33,4.32,14.85,2.28,15.98,23.51,7.53,74.1,31.54,4.29,2.89,21.68,26.87,5.18,69.53\n4916,10.0,3.0,2.79,18.46,24.49,6.03,26.5,7.42,9.07,1075.53,38.19,16.23,358.81,23.53,24.25,1.7,20.96,26.55,5.59,4.57,3.35,1126.76,15.7,785.02,17.38,2.17,2.05,14.19,4.49,1.97,14.93,20.08,5.15,12.92,2.18,18.82,27.22,8.4,65.1,26.95,4.02,2.96,28.58,34.82,6.24,59.77\n4917,10.0,5.7,3.29,19.3,25.28,5.98,24.7,6.37,9.09,1017.52,40.76,11.6,390.56,23.02,29.14,1.78,26.57,31.62,5.05,3.66,2.74,1160.0,15.31,753.35,14.91,3.08,2.13,11.14,4.32,1.81,15.7,21.3,5.6,9.19,2.39,15.67,21.47,5.81,55.43,24.04,4.26,2.96,16.85,20.14,3.29,42.54\n4918,10.0,8.44,3.62,28.95,35.23,6.28,29.0,6.03,8.7,970.53,36.34,11.8,357.83,26.2,37.82,1.94,24.63,29.09,4.46,9.0,3.07,1160.77,21.4,741.56,18.49,2.73,2.08,7.8,3.92,1.96,17.42,24.93,7.52,6.47,2.29,18.36,26.2,7.85,49.59,22.31,4.07,2.84,13.12,16.06,2.95,46.18\n4919,13.52,8.48,3.42,35.7,42.27,6.57,26.4,7.01,8.31,920.67,32.47,14.19,342.32,21.7,36.87,1.93,28.49,32.9,4.41,11.42,3.95,1148.83,29.37,743.84,13.79,3.77,2.19,5.75,3.64,1.8,13.84,19.86,6.02,10.63,2.47,18.15,24.88,6.73,47.47,25.95,3.75,2.79,18.64,22.69,4.06,48.51\n4920,26.29,8.41,3.57,29.28,34.47,5.19,26.9,5.9,7.89,883.68,33.82,16.07,343.95,24.36,40.6,1.81,29.22,33.79,4.57,9.08,4.19,1142.67,32.06,717.9,9.82,4.8,2.18,10.45,3.45,1.82,21.9,26.75,4.85,7.45,2.52,20.02,28.27,8.25,44.89,36.56,3.52,2.69,12.46,15.0,2.54,54.19\n4921,39.48,12.15,3.49,28.72,33.99,5.27,24.6,5.7,7.42,835.33,35.08,18.27,311.12,19.01,36.48,1.81,23.58,28.13,4.55,5.95,3.55,1109.59,30.14,703.4,14.44,5.54,2.18,12.67,3.32,1.83,40.6,46.48,5.88,7.16,2.67,17.23,22.46,5.23,41.89,33.07,3.37,2.72,11.68,13.98,2.3,53.77\n4922,40.53,15.42,3.18,33.54,38.43,4.89,22.8,5.54,7.39,788.6,38.96,18.25,339.54,22.4,35.11,2.42,16.27,20.49,4.22,4.2,3.39,1124.24,26.65,688.94,8.37,4.92,2.12,10.14,3.28,2.32,21.97,25.94,3.96,7.95,2.83,14.78,19.13,4.35,38.44,25.05,3.7,2.73,8.92,11.15,2.23,54.2\n4923,33.78,20.22,3.28,34.2,39.23,5.03,17.2,5.15,7.25,683.52,41.73,18.67,325.19,18.91,34.35,2.33,14.98,19.66,4.68,3.44,3.82,1097.08,20.66,671.63,9.87,3.67,2.06,7.67,4.26,2.36,33.86,37.82,3.96,6.3,2.9,12.77,17.15,4.37,41.86,19.71,3.64,2.74,9.18,11.77,2.6,58.38\n4924,33.99,28.86,3.53,24.97,29.32,4.35,15.5,5.7,7.06,626.09,42.51,18.5,262.57,18.37,26.35,2.43,14.2,18.92,4.72,3.49,4.73,1073.79,15.55,663.07,32.79,6.22,1.97,6.49,4.92,2.32,14.41,18.17,3.76,10.88,3.09,8.75,12.84,4.1,46.66,16.36,3.45,2.78,6.05,8.16,2.1,65.37\n4925,31.42,26.28,3.51,23.26,28.09,4.83,16.3,4.88,6.93,622.69,41.09,16.63,228.51,16.96,22.58,2.55,12.91,17.6,4.69,2.54,3.39,1067.9,18.16,666.39,20.75,5.38,1.89,5.52,4.59,2.71,14.48,18.21,3.72,8.98,3.42,8.84,12.91,4.07,49.32,13.87,3.94,2.7,4.98,6.93,1.95,68.81\n4926,22.3,21.1,3.55,17.07,21.46,4.39,22.1,5.09,6.76,621.13,36.14,11.95,272.82,16.45,20.14,2.52,11.62,16.24,4.62,5.08,2.65,1088.49,18.51,668.42,15.28,3.99,1.85,7.62,5.11,2.74,16.25,20.64,4.39,6.6,3.76,11.2,15.39,4.19,49.52,13.44,3.91,2.81,5.87,8.05,2.18,67.27\n4927,18.49,16.57,3.5,16.73,21.02,4.29,20.2,26.16,6.85,771.56,23.96,10.68,323.42,18.98,14.29,2.62,11.54,16.16,4.62,4.72,2.64,1078.16,14.19,725.61,9.88,2.02,1.77,6.44,5.2,2.8,26.1,36.34,10.25,4.65,3.84,12.4,16.58,4.18,49.38,12.38,3.64,2.73,9.23,11.68,2.45,64.36\n4928,18.08,14.14,3.28,11.62,15.87,4.25,23.1,25.83,7.0,951.5,20.57,10.36,327.17,17.03,13.94,2.53,20.23,25.75,5.52,3.17,2.96,1130.28,17.99,744.17,10.49,1.87,1.75,6.22,5.28,2.93,42.76,59.64,16.88,3.44,4.11,12.25,16.73,4.47,56.0,10.6,3.45,2.76,11.97,14.6,2.64,54.87\n4929,17.45,16.09,3.6,33.27,40.01,6.74,27.7,19.42,6.91,1029.44,24.6,10.21,346.58,20.78,34.11,2.87,41.85,53.77,11.92,14.6,2.31,1206.92,18.23,714.49,11.93,5.77,1.81,8.03,4.81,2.88,41.66,55.96,14.3,4.75,4.32,13.16,18.94,5.78,56.51,13.44,3.32,2.7,19.23,24.33,5.1,51.19\n4930,21.15,16.86,3.34,42.36,51.02,8.66,32.3,15.48,7.17,949.48,32.03,20.66,331.97,27.4,27.15,2.85,41.48,55.28,13.8,18.69,3.16,1194.66,14.02,699.95,26.44,15.22,1.87,49.49,4.26,2.8,44.34,63.02,18.69,13.26,3.85,15.58,23.11,7.52,52.51,21.16,3.22,2.78,28.2,37.67,9.47,56.41\n4931,27.13,19.65,3.47,43.65,54.92,11.27,34.7,11.88,7.25,854.79,41.18,31.12,296.95,27.54,24.42,2.75,28.9,39.19,10.29,33.72,3.91,1153.71,13.58,665.83,15.79,13.03,1.85,77.55,3.89,2.69,29.03,39.52,10.49,12.25,3.4,12.65,19.44,6.79,53.8,24.5,3.36,2.82,24.94,32.81,7.87,65.72\n4932,24.87,22.47,3.64,42.42,55.54,13.12,32.4,10.13,7.47,816.96,47.06,28.87,266.67,25.96,20.21,2.4,22.97,31.5,8.53,22.93,2.9,1120.14,11.66,663.08,10.53,7.73,1.93,66.14,3.62,3.0,29.52,40.76,11.25,8.83,3.33,11.44,19.56,8.12,64.79,38.9,3.74,2.92,24.08,31.41,7.33,71.36\n4933,23.6,21.26,3.41,38.74,55.5,16.76,24.5,8.25,7.75,790.43,48.6,25.08,320.59,21.83,16.55,2.57,18.04,25.47,7.43,13.7,3.77,1116.38,11.46,678.47,20.63,5.61,1.81,51.79,3.43,3.46,22.28,29.94,7.66,8.6,3.02,10.93,17.22,6.29,71.37,50.54,5.02,2.95,33.63,43.7,10.07,73.5\n4934,31.58,15.62,3.36,22.51,29.91,7.4,23.2,5.97,8.2,719.49,55.13,22.04,350.22,26.58,11.69,2.78,14.81,21.34,6.53,8.91,3.86,1076.77,11.66,675.06,15.25,4.42,1.8,49.38,3.3,3.13,15.49,20.65,5.16,20.84,5.15,13.28,20.84,7.56,101.18,58.03,5.09,2.86,24.72,31.91,7.19,83.86\n4935,34.74,10.9,3.02,23.01,30.37,7.36,19.2,4.18,8.42,737.29,58.21,23.19,368.73,32.03,8.18,2.5,15.44,22.11,6.67,6.67,2.88,1079.94,9.26,677.72,12.79,3.72,1.77,48.17,3.21,3.05,13.41,18.77,5.37,20.13,5.91,12.16,18.2,6.04,124.84,64.4,4.64,3.16,25.67,33.32,7.65,85.14\n4936,33.04,8.22,3.03,13.66,19.03,5.37,15.4,4.15,8.53,762.5,46.64,23.14,324.34,29.08,5.73,2.45,12.86,18.99,6.13,6.23,3.25,1083.61,8.36,692.04,11.67,1.89,1.7,34.33,3.19,3.03,21.72,27.39,5.67,20.97,6.44,13.79,20.96,7.17,129.53,64.34,10.66,3.15,26.97,34.6,7.62,85.76\n4937,32.77,7.77,3.43,13.24,18.63,5.39,27.5,3.92,8.79,830.3,49.0,16.76,333.2,30.06,4.01,2.25,13.48,19.82,6.34,4.11,2.77,1087.85,10.18,698.22,8.78,2.06,1.87,26.33,3.77,2.95,29.68,42.74,13.06,22.58,4.63,14.19,21.24,7.05,138.79,66.69,10.59,3.12,28.12,34.54,6.42,91.43\n4938,28.76,8.44,3.42,15.87,21.4,5.53,28.9,3.3,8.58,919.11,45.68,18.34,377.91,29.68,6.23,2.41,15.23,21.54,6.31,2.98,3.48,1096.88,11.97,707.56,7.87,3.21,1.88,20.0,3.74,2.75,20.37,28.05,7.68,35.71,3.16,13.21,19.88,6.67,149.54,66.67,8.31,3.25,24.82,30.07,5.26,98.21\n4939,24.28,8.28,3.35,18.66,24.17,5.51,23.2,3.95,8.26,999.64,47.83,20.34,437.67,22.73,15.49,2.43,21.22,27.42,6.2,3.07,4.56,1142.29,10.27,747.53,4.82,3.76,2.08,15.42,3.94,2.72,15.6,19.7,4.1,26.23,3.39,16.71,23.88,7.16,129.88,60.19,6.72,3.28,34.3,40.67,6.37,97.55\n4940,24.28,7.78,3.25,17.22,22.37,5.15,25.2,3.37,8.08,1179.46,31.28,14.65,477.46,21.49,12.32,2.56,25.74,31.54,5.8,2.42,3.96,1287.13,14.29,834.24,4.87,2.64,2.09,15.08,8.75,2.77,32.87,42.0,9.13,27.32,3.11,20.09,27.6,7.51,127.82,62.66,5.76,3.28,36.26,41.51,5.25,91.54\n4941,28.2,7.71,3.07,20.15,25.5,5.35,29.7,2.41,7.89,1010.27,31.55,16.01,569.98,16.56,18.96,2.53,43.47,48.87,5.4,6.25,4.02,1225.42,12.43,849.92,8.49,3.17,2.34,11.66,7.77,3.91,61.44,74.72,13.28,25.08,3.82,27.52,34.0,6.47,114.36,59.44,4.98,3.38,42.94,46.68,3.74,80.22\n4942,27.89,6.7,3.2,37.95,45.72,7.77,24.6,1.69,7.76,1016.19,23.86,17.91,728.92,20.65,18.91,2.76,102.18,116.38,14.2,14.84,3.36,1295.59,8.8,1024.84,27.74,10.1,2.33,8.16,6.34,3.72,41.62,46.28,4.66,18.83,4.37,87.9,101.54,13.63,41.33,49.73,4.39,3.44,39.12,41.53,2.41,70.11\n4943,26.85,6.94,4.01,79.86,88.9,9.04,30.4,5.45,8.53,1209.15,16.18,14.83,727.62,25.49,32.72,3.01,119.79,146.7,26.91,23.95,2.71,1381.3,8.88,1075.03,32.77,6.93,2.48,5.96,5.34,3.78,55.18,63.3,8.11,27.15,5.38,118.92,172.77,53.85,5.53,46.29,3.97,3.2,50.6,53.18,2.58,48.88\n4944,33.12,7.02,4.87,96.53,103.46,6.93,38.2,5.98,8.38,1061.43,23.45,18.84,587.23,32.53,51.66,3.3,95.24,110.47,15.23,26.19,2.79,1480.52,24.66,1041.1,24.75,16.6,2.29,9.81,4.64,4.08,49.53,55.64,6.1,37.98,5.69,127.8,247.62,119.82,4.26,43.84,4.31,3.19,27.04,29.35,2.32,60.69\n4945,45.32,12.27,4.04,72.14,79.18,7.04,33.7,5.95,7.81,957.75,26.55,20.55,578.19,37.24,46.89,3.41,72.22,78.97,6.75,26.26,3.59,1682.36,30.2,931.72,16.91,9.24,2.31,13.6,4.17,3.78,75.62,85.15,9.53,71.75,4.79,104.44,172.02,67.58,4.35,37.42,4.2,2.98,21.36,23.58,2.22,66.42\n4946,49.6,20.58,4.56,79.15,86.64,7.49,26.1,5.77,7.74,991.25,17.25,19.24,647.53,35.58,37.89,3.03,43.52,48.08,4.56,30.37,4.52,1306.29,30.96,933.0,12.51,6.39,2.09,12.57,4.36,3.32,64.89,73.99,9.1,93.24,4.78,78.33,92.32,14.0,19.41,32.62,4.23,3.1,20.62,22.69,2.07,67.81\n4947,48.14,19.18,4.83,126.67,157.4,30.73,29.7,5.5,7.31,1030.27,10.27,21.84,452.98,34.13,36.63,3.67,47.68,52.15,4.47,36.32,7.6,1595.97,25.09,832.57,7.89,4.04,2.18,22.24,5.05,3.07,42.45,49.74,7.28,53.0,4.82,86.99,118.27,31.28,5.64,30.31,4.34,2.98,12.63,14.54,1.9,66.3\n4948,53.19,23.33,5.45,89.11,99.51,10.4,34.0,9.71,7.07,894.92,11.98,22.6,427.49,35.0,29.38,3.18,46.74,51.09,4.35,28.1,5.35,1456.57,28.81,781.58,13.97,6.48,2.1,16.66,4.81,2.95,38.15,44.46,6.31,50.85,5.08,71.81,98.78,26.98,12.59,32.17,4.45,2.91,34.87,37.39,2.52,45.67\n4949,52.08,33.24,4.74,57.21,63.17,5.96,35.8,10.0,6.93,871.63,10.7,24.07,412.08,39.05,39.04,2.82,44.66,48.91,4.25,30.15,3.24,1364.88,44.59,794.39,19.23,12.31,2.13,13.32,4.32,2.72,36.98,43.68,6.71,47.83,4.81,37.87,44.19,6.32,37.51,27.37,4.18,3.15,75.79,90.46,14.67,20.95\n4950,51.69,33.86,4.49,48.8,53.99,5.19,35.7,8.9,6.9,790.94,12.04,22.32,441.85,39.8,35.18,2.85,66.77,74.26,7.49,28.14,3.82,1305.95,43.66,773.78,12.26,7.02,2.03,9.68,4.87,2.71,33.65,39.58,5.93,34.4,4.88,35.48,40.72,5.23,36.6,33.78,4.07,3.28,93.8,111.66,17.86,6.39\n4951,44.94,28.71,4.35,41.2,46.97,5.77,31.3,6.81,7.03,778.34,14.17,17.08,394.53,35.13,39.86,2.78,74.79,86.67,11.88,17.5,4.32,1162.02,51.45,866.34,21.56,9.14,2.09,7.72,4.31,2.65,39.37,47.45,8.09,38.71,4.69,44.09,52.71,8.62,23.11,43.74,4.16,3.24,79.67,89.7,10.03,8.81\n4952,42.6,29.36,4.07,35.58,40.64,5.06,28.8,11.82,6.94,923.4,14.32,18.86,402.35,38.68,29.9,2.7,59.38,71.69,12.31,24.28,4.88,1190.93,56.74,923.61,16.18,6.28,2.04,7.56,3.96,2.6,49.67,65.98,16.3,38.67,4.86,50.3,72.03,21.73,18.74,45.22,3.93,3.36,68.8,82.37,13.57,17.57\n4953,47.48,26.58,4.06,43.64,48.46,4.82,40.2,11.4,7.19,913.94,20.19,27.5,610.77,40.76,52.15,2.79,68.03,94.45,26.42,23.68,3.82,1162.73,56.17,983.85,16.93,16.68,2.41,10.22,4.38,2.58,64.65,94.27,29.62,36.21,5.63,84.39,166.48,82.09,10.9,52.86,6.53,3.28,73.73,96.42,22.68,23.27\n4954,41.5,19.38,3.68,47.34,55.76,8.42,39.0,11.99,7.5,1013.01,21.56,38.48,541.38,35.75,48.02,2.59,73.63,102.55,28.92,15.71,3.22,1130.58,62.2,975.68,36.35,24.57,2.57,50.73,4.69,2.4,48.67,66.8,18.13,55.48,4.58,32.18,47.33,15.15,53.03,61.23,21.95,3.11,93.55,131.31,37.76,24.58\n4958,39.28,26.56,3.59,44.14,54.81,10.67,41.7,5.6,9.25,824.32,62.8,35.72,424.32,38.56,23.26,2.6,32.33,39.71,7.38,14.11,3.4,1197.19,31.21,494.31,15.61,5.66,1.71,63.81,8.83,3.05,23.43,33.43,10.0,37.94,4.16,9.73,15.12,5.38,121.07,57.73,12.06,3.12,27.48,33.71,6.23,100.68\n4959,33.11,17.59,3.63,16.68,22.08,5.4,33.4,5.29,9.32,830.66,66.39,35.67,512.06,38.51,19.78,2.93,28.21,34.35,6.14,9.72,2.58,1157.13,28.08,485.77,7.8,2.87,1.82,57.45,7.69,3.27,23.18,33.21,10.03,27.86,3.72,12.79,18.93,6.14,120.53,51.35,9.86,3.39,26.23,32.1,5.87,112.14\n4960,32.4,12.8,3.63,15.46,20.77,5.31,36.1,4.27,8.92,930.47,63.3,35.12,428.69,39.84,19.72,2.8,24.95,30.34,5.39,7.21,3.1,1133.27,28.68,476.06,5.97,3.48,1.68,39.22,6.38,3.03,27.57,35.04,7.47,28.36,3.68,13.84,21.39,7.55,121.46,53.69,8.3,3.27,22.13,26.61,4.48,120.42\n4961,34.34,9.06,3.56,12.56,17.52,4.96,45.2,5.77,8.95,1009.71,65.88,32.86,403.52,33.11,18.28,2.76,20.41,25.19,4.78,5.89,4.11,1134.82,28.03,473.03,5.52,3.28,1.61,39.52,5.55,2.95,26.98,34.93,7.94,29.96,3.93,14.57,21.36,6.79,125.88,53.62,6.83,3.46,31.43,37.42,5.99,118.84\n4962,36.33,7.73,3.44,11.88,17.02,5.14,86.9,7.65,8.6,1086.04,64.33,31.38,467.88,24.79,22.15,2.81,29.57,34.87,5.3,6.91,3.29,1147.41,26.21,477.0,7.47,1.64,1.66,41.13,5.36,2.9,26.78,34.2,7.42,30.76,3.82,13.89,20.06,6.17,125.9,50.09,5.68,3.39,27.93,33.03,5.1,119.47\n4963,31.22,7.92,3.6,12.55,17.32,4.77,66.8,10.94,8.46,1335.55,40.68,35.97,510.12,26.2,22.39,2.95,35.32,40.32,5.0,5.47,4.14,1150.11,26.9,475.69,11.98,0.83,1.59,30.62,7.14,2.8,24.15,32.72,8.57,23.81,3.92,14.0,20.19,6.19,117.01,50.14,4.88,3.41,35.73,41.02,5.29,113.2\n4964,30.46,7.36,3.81,16.07,20.88,4.81,59.7,9.65,8.41,1552.29,19.3,34.07,468.62,29.17,22.92,2.92,59.57,65.16,5.59,4.07,2.61,1295.16,28.22,634.5,12.38,1.14,1.6,33.4,8.25,2.8,54.66,80.21,25.55,21.76,3.81,30.77,40.56,9.8,92.07,47.99,4.86,3.41,66.42,74.54,8.12,91.96\n4965,34.51,6.81,3.81,27.69,33.48,5.79,54.6,17.26,9.02,2288.24,13.48,31.57,629.58,37.08,26.75,2.98,79.11,83.45,4.34,27.87,1.3,1633.47,33.33,1657.47,27.83,8.8,1.86,40.0,6.91,2.85,120.41,148.75,28.34,25.53,3.95,83.44,109.26,25.82,46.28,44.53,4.49,3.32,105.86,115.2,9.34,62.85\n4966,42.77,20.93,3.77,49.39,56.97,7.58,61.7,20.97,8.41,2147.09,15.71,34.2,1156.58,33.97,31.01,3.83,207.7,278.36,70.66,37.52,1.5,1393.95,40.93,3180.28,54.6,16.73,1.96,28.13,5.74,2.9,147.83,182.38,34.55,44.01,4.54,139.36,226.79,87.43,5.86,52.3,4.99,3.5,175.12,214.57,39.44,16.46\n4967,48.68,27.66,4.1,107.33,121.02,13.69,53.6,17.52,8.04,1697.04,17.13,37.53,1562.05,37.43,36.27,4.27,261.25,404.46,143.21,43.96,3.37,1320.33,62.98,3454.69,72.14,18.01,2.51,24.18,4.92,2.96,168.43,229.69,61.26,57.19,4.81,153.97,300.37,146.4,4.36,90.71,13.24,4.0,193.68,281.56,87.88,9.31\n4968,55.19,22.11,3.92,111.79,129.28,17.49,48.0,19.43,8.67,1514.07,18.11,39.23,2824.16,41.73,61.8,4.65,250.29,393.16,142.87,45.31,7.38,1176.08,84.79,3204.92,67.08,14.34,2.87,37.79,4.34,3.13,149.32,213.67,64.35,67.75,4.72,112.86,173.34,60.48,3.94,105.77,22.7,3.23,127.38,149.93,22.55,8.89\n4969,76.43,31.53,3.79,137.1,171.03,33.93,49.5,17.37,8.61,1515.17,10.83,48.65,2832.71,42.67,58.18,3.88,209.73,302.05,92.32,42.78,7.17,1111.71,86.18,2642.22,78.6,41.76,3.28,48.55,4.33,2.9,122.58,171.15,48.57,72.71,4.97,113.11,203.89,90.78,4.44,103.15,26.16,3.26,130.87,168.43,37.56,5.97\n4970,89.22,33.94,3.92,158.96,218.36,59.4,53.3,19.23,8.77,1742.61,8.87,65.04,2463.61,35.16,56.68,3.0,188.16,267.69,79.53,29.3,4.57,1094.49,88.1,1844.07,76.26,22.83,2.96,55.08,10.51,2.47,84.81,105.8,20.99,85.22,4.81,90.17,112.46,22.29,6.25,86.38,21.32,3.34,143.46,205.5,62.04,6.16\n4971,84.36,33.76,4.29,200.42,340.65,140.23,59.1,16.9,8.5,1548.23,7.98,65.9,1303.72,36.22,57.5,2.71,147.47,188.49,41.02,35.93,3.02,1084.62,92.39,1254.28,59.59,31.58,3.09,66.26,8.26,2.45,70.69,80.84,10.15,65.47,5.22,109.01,203.77,94.76,4.4,97.61,18.92,3.36,128.46,161.4,32.94,7.58\n4972,75.28,42.19,4.6,168.57,274.07,105.5,61.4,13.77,8.26,1315.89,9.36,65.22,1268.27,40.3,66.0,2.76,136.66,174.7,38.04,26.01,3.22,1096.26,101.65,976.43,56.03,22.72,2.29,64.8,6.82,2.46,54.62,61.62,7.0,71.08,5.55,116.01,268.21,152.19,3.9,84.17,23.32,3.61,138.25,189.87,51.62,6.24\n4973,64.43,57.78,4.98,120.63,156.54,35.91,51.6,10.21,8.04,1162.61,11.06,61.32,824.03,41.21,64.27,2.5,132.27,175.76,43.49,20.22,2.63,1145.39,104.01,790.66,45.56,22.09,2.44,60.78,6.03,2.4,47.33,54.54,7.21,78.14,5.19,88.6,191.87,103.26,3.62,78.45,20.62,3.57,104.75,129.71,24.96,6.36\n4975,63.28,49.95,4.48,65.63,71.48,5.85,50.2,6.8,7.94,1035.45,11.25,49.46,796.09,37.41,64.64,2.35,92.2,105.17,12.97,10.26,3.67,1225.89,108.54,786.39,38.87,17.96,1.93,38.43,5.55,2.38,55.7,65.75,10.05,50.11,4.46,31.59,38.04,6.45,34.08,152.29,69.43,3.23,86.42,97.84,11.43,9.22\n4976,93.78,36.36,4.01,62.07,67.51,5.44,56.2,10.87,8.38,1344.31,10.82,43.25,798.47,40.73,56.86,2.47,93.41,118.09,24.68,22.95,2.98,1353.96,105.03,963.46,24.83,14.66,1.95,32.17,4.99,2.35,63.57,83.65,20.08,45.98,4.83,76.16,127.76,51.6,6.77,125.16,53.13,3.75,112.21,171.28,59.08,7.23\n4977,78.86,27.78,3.76,59.61,66.33,6.72,64.0,9.28,8.04,1368.36,16.16,46.42,1046.75,44.28,55.13,2.53,102.36,145.19,42.83,35.8,3.64,1230.78,100.35,1198.87,29.84,18.95,2.21,43.9,5.62,2.55,94.65,144.63,49.98,39.71,5.04,85.78,157.96,72.18,9.51,116.71,41.96,3.39,121.6,193.31,71.71,9.83\n4978,69.45,31.15,3.85,70.55,88.97,18.42,63.2,10.08,7.95,1192.84,25.2,55.43,957.45,55.63,63.49,3.17,123.02,180.93,57.91,40.79,3.74,1186.75,85.01,1195.92,50.65,29.65,2.87,82.62,13.04,2.46,98.06,140.75,42.69,62.84,5.09,61.93,99.54,37.62,32.35,112.84,42.27,3.46,150.15,233.71,83.57,14.3\n4979,63.28,39.21,4.13,104.74,159.63,54.89,67.4,10.23,8.41,1290.34,22.14,59.32,698.65,61.02,62.71,2.61,125.16,177.42,52.26,41.35,3.86,1086.25,88.75,849.24,40.74,21.66,2.71,110.47,17.73,2.39,69.85,90.51,20.66,73.93,5.53,20.92,29.1,8.18,72.02,112.84,38.78,3.32,144.62,207.67,63.05,32.02\n4980,65.26,54.04,4.16,150.3,228.08,77.78,61.5,8.63,8.58,1137.97,41.75,58.73,588.91,65.12,57.09,1.97,114.16,150.77,36.61,25.83,4.1,1071.62,89.09,663.26,48.78,14.82,2.86,91.0,14.3,2.82,91.38,116.43,25.05,64.07,4.71,19.98,29.13,9.14,79.83,110.73,40.28,3.16,81.35,100.68,19.33,57.96\n4981,77.91,50.91,6.61,124.72,168.88,44.16,57.4,8.0,9.08,1049.88,50.09,55.26,520.54,59.67,57.98,1.77,51.01,64.58,13.57,15.24,3.96,1081.29,79.52,473.64,50.09,9.68,2.42,86.98,15.59,3.44,59.22,70.04,10.82,72.39,4.5,15.09,23.79,8.7,86.31,102.28,35.73,2.93,56.12,68.33,12.22,72.63\n4982,87.84,42.3,9.34,105.4,133.83,28.43,62.9,6.34,9.02,1049.68,48.31,50.97,452.62,58.78,38.62,1.96,39.94,49.76,9.82,24.84,4.36,1081.62,72.98,450.02,30.32,6.54,2.73,79.26,20.96,3.88,36.09,46.78,10.69,67.23,4.22,13.81,20.99,7.18,89.91,92.75,26.99,3.01,40.56,49.31,8.75,85.8\n4983,76.55,38.19,5.38,67.58,81.88,14.3,58.2,5.8,9.47,1099.29,48.36,48.04,328.33,59.77,33.41,2.19,21.18,27.91,6.73,27.55,3.76,1077.66,73.08,432.07,33.7,5.43,2.63,67.04,23.85,4.32,30.28,45.53,15.25,61.32,4.48,13.9,22.3,8.41,92.35,88.23,19.76,3.3,33.53,42.54,9.02,85.37\n4984,75.96,23.42,4.35,32.02,40.16,8.14,64.1,10.98,9.31,1092.13,52.78,51.87,347.47,66.4,35.62,2.17,22.48,29.41,6.93,29.72,3.76,1080.45,73.2,412.96,31.98,5.81,3.2,58.87,21.88,4.25,25.69,35.74,10.06,60.64,4.69,12.68,19.97,7.3,94.01,92.52,14.75,3.28,27.22,34.99,7.77,88.76\n4985,90.41,26.22,4.33,24.48,31.87,7.39,69.0,10.49,9.02,936.39,50.58,62.49,410.69,67.26,39.18,2.11,19.37,26.4,7.03,29.0,3.31,1083.26,69.8,391.41,22.71,5.31,3.91,65.76,25.66,5.37,20.8,29.55,8.75,69.18,5.12,13.61,20.06,6.45,94.72,93.22,11.86,3.35,26.85,33.85,7.0,82.51\n4986,87.56,25.94,4.58,22.94,30.16,7.22,71.0,7.88,8.3,927.88,43.02,66.76,359.12,76.62,39.91,3.42,19.17,25.46,6.29,43.5,3.07,1090.41,67.84,364.37,52.86,7.83,3.49,75.95,27.41,5.32,36.24,47.9,11.66,56.45,4.61,21.66,29.55,7.88,84.78,97.07,9.84,4.0,35.07,42.43,7.36,84.58\n4989,81.12,27.05,5.25,39.5,46.18,6.68,87.3,14.87,7.94,1112.39,41.63,112.52,779.56,96.57,60.48,2.54,45.71,52.16,6.45,68.19,4.5,1158.84,76.49,552.14,47.61,10.51,1.8,98.7,19.77,2.71,84.8,102.13,17.33,75.35,3.59,26.86,38.06,11.2,50.72,149.37,34.62,3.41,73.26,85.64,12.38,46.04\n4991,82.8,36.45,3.88,86.64,104.78,18.14,99.6,39.58,7.72,993.1,35.9,94.85,299.92,99.12,120.56,1.8,31.46,36.61,5.15,75.29,11.02,1167.74,111.39,449.62,78.2,21.48,1.6,87.3,19.91,1.78,18.72,25.14,6.42,110.0,3.02,10.37,16.76,6.39,36.47,123.45,26.55,2.72,14.88,17.8,2.92,30.42\n4992,64.64,33.24,3.5,31.63,37.84,6.21,85.5,46.9,8.43,971.2,37.11,83.19,374.24,85.19,116.32,2.18,25.23,29.94,4.71,62.67,22.19,1181.76,111.38,426.93,68.34,17.83,1.54,64.85,14.83,1.74,22.42,28.85,6.43,56.46,3.09,9.83,15.81,5.98,34.73,107.02,19.45,2.67,12.12,15.2,3.07,26.93\n4995,75.33,51.27,3.06,27.75,34.05,6.3,48.6,27.88,7.63,667.55,48.84,46.41,289.67,44.54,76.18,2.25,18.96,23.28,4.32,21.74,6.9,1108.17,54.43,301.16,18.98,11.86,1.26,27.29,7.06,2.09,14.33,19.79,5.46,11.64,3.45,6.15,10.7,4.56,43.1,35.99,10.49,2.48,7.9,10.24,2.34,53.52\n4996,57.11,38.89,3.15,22.25,27.99,5.74,36.9,20.33,7.51,600.89,52.12,31.16,298.38,31.48,50.54,2.35,9.53,13.52,3.99,12.51,5.43,1095.01,38.45,306.14,15.57,14.89,1.21,19.75,5.84,2.19,10.36,15.94,5.58,14.03,3.51,6.1,10.86,4.76,45.86,26.13,8.25,2.44,5.4,7.59,2.2,73.71\n4997,46.48,30.17,3.29,16.98,21.75,4.77,32.2,14.95,7.29,565.93,50.36,22.11,287.61,22.6,35.21,2.32,7.33,11.22,3.89,8.28,3.61,1079.4,27.41,305.44,11.49,9.63,1.18,14.28,4.99,2.18,7.6,12.12,4.53,11.25,3.74,5.44,9.76,4.33,48.83,19.79,6.68,2.34,4.49,6.5,2.02,76.34\n4998,31.56,24.08,3.19,13.26,17.73,4.47,23.1,11.31,7.12,586.93,46.14,15.83,348.71,18.82,24.65,2.39,7.4,11.29,3.89,6.6,2.35,1077.96,19.29,335.34,7.37,6.79,1.16,10.51,4.39,2.34,7.91,12.05,4.14,7.88,4.48,7.47,12.49,5.03,60.36,15.35,5.57,2.4,5.15,7.22,2.07,75.18\n4999,25.22,14.79,3.12,7.88,12.08,4.2,16.7,8.81,7.2,635.03,36.21,11.08,384.22,15.79,17.25,2.35,9.11,13.0,3.89,5.09,3.06,1100.57,13.5,348.83,8.73,3.48,1.27,7.36,3.98,2.41,16.42,22.44,6.01,6.36,5.54,5.72,10.14,4.42,68.5,12.25,4.8,2.38,8.78,10.75,1.97,71.64\n5000,21.77,10.16,2.8,8.51,12.71,4.2,13.3,6.84,6.96,755.86,35.42,8.13,359.04,11.7,12.08,3.23,16.37,19.51,3.14,10.76,3.76,1119.6,9.94,359.5,6.42,6.34,1.05,5.43,3.68,2.36,24.46,31.57,7.11,5.11,6.12,15.76,37.14,21.38,66.78,10.4,4.48,2.28,9.86,12.14,2.29,69.3\n5004,21.75,7.12,3.46,20.36,26.83,6.47,12.3,4.79,7.58,720.35,42.61,20.75,365.61,15.75,14.23,2.01,10.92,16.5,5.58,17.92,4.59,1122.98,4.98,748.08,20.81,11.64,1.07,64.56,5.2,2.26,12.54,19.92,7.38,10.64,7.72,9.61,15.98,6.37,75.54,15.66,4.07,2.64,16.48,22.2,5.72,71.74\n5005,20.98,8.11,3.05,14.41,20.22,5.81,16.4,3.75,7.78,724.05,46.22,15.49,346.36,16.57,9.93,1.93,11.82,17.63,5.81,11.25,3.64,1138.14,3.65,410.36,14.29,8.07,0.96,42.8,5.48,2.42,17.08,30.21,13.13,7.94,6.45,12.36,21.54,9.18,75.25,18.06,6.5,2.44,15.2,21.14,5.94,73.9\n5007,20.91,7.05,2.86,11.64,17.16,5.52,11.9,4.74,8.29,785.39,46.45,9.02,316.48,27.44,17.18,2.11,14.51,20.21,5.7,5.45,2.91,1350.53,4.5,338.29,10.81,9.88,0.96,22.38,5.08,2.45,12.18,18.37,6.19,4.93,4.92,9.94,18.33,8.4,85.31,19.62,6.36,2.46,15.38,21.88,6.5,74.79\n5008,19.44,6.94,2.99,11.18,16.89,5.71,12.3,5.47,8.73,791.02,46.74,7.49,311.05,20.96,12.58,2.1,13.36,18.76,5.4,4.04,2.16,1129.7,3.7,349.14,7.59,4.95,0.95,16.23,5.05,2.38,9.93,15.01,5.08,3.7,4.21,10.64,16.99,6.35,93.96,23.91,5.78,2.56,22.23,29.98,7.75,74.2\n5009,16.26,6.46,2.85,10.47,15.63,5.16,20.8,5.91,8.9,840.16,43.78,7.77,369.52,15.5,11.11,2.1,16.36,22.35,5.99,4.16,3.46,1136.13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59.71,10.88,2.47,45.88,61.33,15.45,15.31,4.02,15.34,22.7,7.36,62.01,28.1,4.22,2.51,20.5,27.19,6.69,67.58\n5029,27.39,26.89,3.69,36.49,48.84,12.35,26.2,4.44,8.52,747.41,53.88,21.91,350.41,23.88,19.5,2.24,16.61,22.39,5.78,15.59,3.5,1164.96,18.01,321.56,17.1,10.84,1.95,55.84,11.31,2.89,35.27,46.76,11.49,11.54,4.1,15.37,22.3,6.92,74.91,32.38,9.15,2.44,18.95,25.62,6.67,73.69\n5030,25.27,22.86,3.43,26.55,35.45,8.9,28.4,4.55,8.76,728.3,60.22,20.44,333.84,23.27,14.34,2.29,15.83,21.34,5.51,11.36,2.45,1160.57,13.9,338.64,13.63,7.0,2.15,49.62,9.28,3.62,31.46,40.95,9.49,21.02,4.07,12.61,18.78,6.17,91.14,43.51,9.53,2.46,21.91,29.64,7.73,76.52\n5031,28.59,18.56,3.39,25.73,33.94,8.21,30.5,4.57,8.77,733.31,62.26,20.35,312.91,22.67,18.48,2.82,14.32,19.27,4.95,9.31,3.39,1158.24,13.89,346.24,8.24,4.77,2.12,42.74,9.07,4.32,22.56,28.59,6.02,16.01,3.94,13.78,21.62,7.83,96.91,48.2,14.7,2.68,20.57,26.43,5.86,91.24\n5032,27.84,12.58,4.39,20.21,27.11,6.9,22.9,3.87,8.83,850.88,47.94,20.43,341.63,23.4,13.28,3.25,15.37,20.55,5.18,6.51,4.04,1143.65,12.36,350.27,4.88,3.32,2.04,41.25,15.46,4.38,26.84,33.32,6.48,15.61,4.07,20.87,33.11,12.24,89.38,49.27,14.12,2.66,16.09,20.32,4.23,99.38\n5033,21.54,8.8,4.98,21.21,27.34,6.13,26.5,3.96,8.8,893.17,51.4,19.31,438.0,25.98,9.3,2.84,15.83,20.83,5.0,4.36,4.13,1129.8,13.97,355.04,13.21,2.6,1.84,40.04,12.71,4.2,24.94,31.05,6.11,20.64,3.96,15.37,24.37,9.01,90.93,51.3,11.42,3.21,25.17,30.53,5.36,100.85\n5034,30.27,7.55,5.06,19.94,25.59,5.65,21.2,4.63,8.38,951.43,53.41,14.66,495.24,26.69,6.52,2.63,14.68,19.27,4.59,3.26,3.07,1148.62,11.56,363.47,9.98,2.83,1.74,29.58,11.88,4.12,27.78,34.43,6.64,15.74,3.98,16.13,24.04,7.92,92.26,58.29,13.62,3.03,30.39,35.9,5.51,106.08\n5035,42.04,8.34,4.83,19.95,25.78,5.83,19.4,8.51,8.09,1040.01,50.46,13.37,404.81,29.81,7.83,2.43,17.66,22.26,4.6,2.68,3.56,1167.99,13.86,383.19,6.37,2.5,1.64,26.81,13.09,3.84,28.2,34.1,5.89,12.24,3.91,17.3,25.73,8.44,98.64,55.13,12.65,2.84,28.0,32.32,4.31,121.31\n5036,43.47,8.81,4.67,22.03,27.65,5.62,17.2,8.34,7.87,1204.03,27.87,12.2,530.06,29.72,11.12,2.39,20.38,24.5,4.12,3.76,4.1,1215.13,20.52,466.74,6.55,2.25,1.57,26.7,10.3,3.63,25.18,33.93,8.76,15.22,4.4,16.06,22.14,6.07,102.94,47.21,10.63,3.0,35.52,39.65,4.12,106.48\n5037,36.17,8.28,4.49,24.31,30.37,6.06,19.5,6.61,7.65,1055.09,35.89,12.4,617.98,26.28,14.9,2.39,27.88,31.7,3.82,4.12,2.91,1210.87,18.92,521.32,7.12,1.93,1.71,18.89,8.62,3.4,33.65,42.55,8.9,11.8,5.19,32.76,40.15,7.39,91.27,47.24,9.04,2.93,40.68,44.08,3.4,94.49\n5038,30.29,7.14,4.19,26.96,32.72,5.76,15.8,5.19,8.2,1146.75,26.98,12.63,955.09,24.81,15.95,2.44,116.47,139.27,22.8,10.23,2.11,1274.76,15.39,638.91,22.01,8.17,1.95,13.22,6.94,3.12,21.26,26.2,4.95,15.67,6.11,57.3,64.7,7.4,58.54,45.06,7.39,2.96,21.79,25.45,3.66,68.56\n5039,36.07,8.06,4.33,61.31,70.34,9.03,24.0,7.97,8.99,1151.74,28.1,13.41,687.15,27.95,21.8,2.73,97.04,113.4,16.36,14.27,1.97,1419.16,16.73,614.53,19.15,5.25,2.18,9.66,6.17,3.01,33.45,39.7,6.25,19.45,6.83,46.91,54.46,7.55,58.45,40.95,6.07,3.04,26.0,28.88,2.88,59.49\n5040,43.82,14.05,4.13,39.55,45.48,5.93,22.5,14.52,8.31,1115.07,24.4,15.2,594.69,27.25,33.56,2.96,73.12,81.17,8.05,24.4,2.38,1444.18,23.36,559.11,10.43,4.13,2.14,14.53,11.62,3.98,51.55,56.91,5.36,17.1,5.34,16.02,22.51,6.49,60.12,32.31,5.15,2.96,22.55,24.82,2.26,62.76\n5041,43.67,15.91,3.99,54.24,61.64,7.4,28.0,18.22,7.86,1064.68,27.66,15.23,528.26,22.81,38.05,2.83,77.64,86.06,8.42,16.71,2.13,1371.99,29.35,460.47,18.35,3.93,2.08,11.63,10.0,4.12,46.77,52.27,5.5,20.09,4.78,15.52,21.94,6.42,54.44,33.71,4.68,2.8,15.57,17.82,2.25,60.07\n5042,36.09,11.84,6.13,63.7,69.87,6.17,23.5,14.72,7.63,958.43,32.12,21.46,476.14,27.58,36.58,3.11,39.25,43.98,4.73,15.1,4.51,1295.02,28.66,411.0,11.24,3.94,1.66,14.11,8.87,3.22,30.4,36.5,6.1,20.65,4.5,14.61,21.84,7.23,52.44,29.66,4.23,2.73,11.16,13.44,2.28,60.4\n5043,27.87,9.25,5.93,62.87,68.89,6.02,18.0,12.38,7.21,877.54,35.38,27.63,355.93,26.71,40.2,2.8,38.18,42.75,4.57,20.54,4.58,1217.81,33.45,368.47,10.12,3.62,1.6,10.22,7.85,3.12,25.12,29.94,4.82,15.54,4.48,10.54,15.35,4.8,52.74,32.49,3.86,2.65,10.01,12.38,2.38,58.6\n5044,26.33,12.65,5.58,57.1,65.84,8.74,24.9,10.04,7.23,840.52,36.78,28.67,296.61,28.42,35.75,2.64,26.62,31.36,4.74,16.14,4.71,1179.91,34.62,316.39,16.58,2.7,1.41,8.26,6.91,3.23,29.42,35.1,5.67,12.0,4.68,11.44,15.61,4.17,47.63,31.81,3.6,2.6,7.07,9.37,2.3,61.9\n5045,34.04,14.39,4.59,40.97,45.98,5.01,21.5,7.87,7.0,753.83,37.94,27.09,331.29,24.25,36.46,2.57,15.53,20.17,4.64,13.59,3.75,1194.32,34.29,298.53,13.51,13.17,1.47,14.84,6.46,3.22,25.59,31.52,5.93,9.73,4.7,12.18,16.48,4.31,44.47,28.11,3.42,2.65,6.33,8.68,2.36,62.2\n5046,32.38,11.61,4.68,43.64,48.81,5.17,22.3,6.12,6.9,762.52,34.16,26.1,373.07,20.44,29.47,2.68,15.75,20.36,4.61,9.88,3.79,1152.85,26.58,291.85,10.87,8.3,1.3,11.6,5.61,2.98,22.86,28.62,5.76,7.83,4.69,12.53,16.97,4.44,41.13,24.28,3.3,2.52,6.17,8.56,2.39,61.01\n5047,23.2,14.84,4.68,32.56,37.65,5.09,22.8,4.71,6.93,758.76,33.14,22.06,295.13,21.09,21.23,2.62,14.91,19.54,4.63,12.57,2.83,1153.51,20.63,296.58,6.84,5.26,1.37,8.94,5.1,2.93,27.63,34.57,6.95,14.28,4.8,14.54,18.91,4.37,37.6,26.11,3.21,2.5,6.09,8.55,2.46,59.09\n5048,18.35,15.86,4.15,23.42,28.39,4.97,26.1,4.96,7.08,824.22,29.07,16.68,288.59,28.75,24.38,3.02,17.5,21.62,4.12,13.37,3.6,1175.25,23.32,290.7,6.79,3.93,1.38,7.97,5.47,2.67,38.27,51.42,13.15,16.25,4.97,15.61,20.51,4.9,36.76,23.02,3.14,2.49,6.47,8.93,2.46,57.29\n5049,19.34,17.78,3.79,28.65,34.93,6.28,32.0,4.47,6.88,786.14,31.13,15.57,366.63,29.68,18.14,2.62,19.81,26.26,6.45,23.87,8.24,1181.69,19.19,291.85,4.36,4.21,1.35,8.64,4.73,2.42,40.39,58.55,18.16,12.36,5.09,16.14,24.77,8.63,40.39,19.81,3.1,2.4,9.16,12.78,3.62,55.29\n5050,27.4,20.14,3.63,41.83,51.88,10.05,27.6,4.26,7.4,787.79,35.77,21.3,341.85,30.25,31.49,2.93,20.91,28.77,7.86,15.98,6.07,1170.52,14.43,293.8,15.86,2.88,1.45,41.47,4.21,2.37,25.04,35.66,10.62,16.39,4.8,22.78,35.45,12.67,46.56,29.34,3.07,2.47,11.61,16.13,4.52,49.5\n5051,30.54,18.88,3.57,47.29,63.66,16.37,22.9,3.81,7.26,752.24,41.18,26.76,272.73,34.74,22.9,2.75,14.52,21.03,6.51,28.0,4.93,1178.85,12.68,290.48,39.04,5.69,1.44,73.24,3.98,2.5,31.74,42.23,10.49,11.7,4.2,17.56,26.74,9.18,56.87,33.15,3.05,2.39,9.07,12.72,3.66,56.04\n5052,28.29,27.03,4.11,27.17,36.01,8.84,25.3,3.02,7.63,764.5,46.85,23.38,352.99,35.79,43.12,2.84,14.23,20.92,6.69,18.29,4.21,1155.38,9.98,296.25,24.56,15.04,1.48,60.93,5.9,2.52,32.43,43.15,10.72,8.84,3.96,14.42,24.03,9.61,68.62,27.14,3.04,2.51,10.58,14.49,3.92,64.15\n5054,27.99,20.74,3.76,22.4,30.19,7.79,20.8,4.3,8.64,746.8,52.4,27.14,312.4,33.94,23.46,3.02,12.74,19.24,6.5,6.08,3.3,1150.07,5.76,311.11,8.9,6.01,1.39,46.93,5.84,2.88,19.7,26.5,6.8,12.24,3.44,10.87,17.72,6.85,71.53,24.81,8.19,2.59,6.82,10.11,3.28,74.63\n5055,39.08,16.84,3.64,20.97,27.91,6.94,20.6,3.88,8.93,757.35,53.04,22.06,312.06,32.44,28.34,3.27,11.99,17.73,5.74,4.36,3.11,1138.54,5.01,318.3,4.47,3.91,1.39,40.81,4.99,3.05,20.39,27.63,7.24,8.79,3.59,11.53,18.05,6.52,69.57,22.72,7.35,2.52,5.96,8.68,2.72,78.81\n5056,43.64,14.49,3.87,16.76,22.73,5.97,18.1,3.17,8.74,773.67,47.95,19.17,358.28,24.62,22.88,3.31,11.14,16.78,5.64,3.85,4.01,1126.74,6.38,323.88,6.02,3.18,1.3,29.43,4.39,3.02,22.96,35.16,12.2,13.91,3.51,13.78,25.06,11.29,65.04,24.74,6.79,2.73,6.86,9.98,3.11,77.07\n5057,34.74,18.82,3.76,14.85,20.28,5.43,13.8,3.14,8.66,834.82,47.95,14.39,387.11,18.92,16.12,3.38,10.14,15.79,5.65,3.75,3.81,1107.75,10.94,312.99,5.28,2.7,1.34,31.49,3.98,3.02,22.13,31.82,9.69,13.59,3.45,14.26,23.87,9.61,72.15,21.64,5.82,2.79,5.6,8.07,2.48,80.21\n5058,26.04,20.96,4.01,17.25,22.86,5.61,16.1,3.66,8.28,876.83,46.94,12.46,413.74,18.77,11.29,3.28,11.96,17.91,5.95,2.66,2.19,1096.87,9.93,315.25,5.33,2.74,1.26,27.67,3.68,3.07,22.14,29.11,6.98,17.62,3.44,18.38,29.45,11.07,77.62,22.06,4.98,2.73,6.21,8.68,2.47,80.93\n5059,24.6,14.62,3.96,19.7,25.56,5.86,18.8,3.58,8.11,1066.7,35.32,11.05,370.1,23.64,15.75,3.15,16.94,23.13,6.19,3.08,1.09,1123.24,11.46,343.48,7.4,3.2,1.34,19.88,3.48,3.05,24.12,35.64,11.52,14.76,3.88,16.18,24.97,8.79,85.0,25.14,4.38,2.7,11.83,16.83,5.0,77.46\n5060,31.7,11.08,3.89,19.66,25.66,6.0,15.9,6.59,7.81,978.36,40.17,10.56,404.54,26.08,13.0,3.06,17.21,22.64,5.43,3.83,0.55,1172.19,10.15,372.95,5.92,4.98,1.3,14.92,3.38,2.9,25.91,33.95,8.04,10.7,4.03,22.87,35.21,12.34,90.48,39.35,3.97,2.75,12.86,15.93,3.07,75.13\n5061,36.44,9.37,3.76,23.91,30.15,6.24,11.9,5.65,7.75,934.77,35.52,14.45,538.76,22.43,33.07,2.95,42.57,48.6,6.03,3.94,0.27,1191.64,7.71,407.89,13.2,3.71,1.28,11.56,4.03,2.51,20.05,25.94,5.89,10.32,4.03,51.79,93.04,41.25,71.74,40.67,3.68,2.75,20.41,23.19,2.77,65.86\n5062,39.56,8.32,3.82,28.36,34.35,5.99,15.1,4.1,7.79,981.68,25.16,16.45,618.26,20.13,24.12,3.05,53.63,60.19,6.56,7.59,2.53,1196.75,10.74,489.16,10.04,4.16,1.5,8.09,3.72,2.57,22.87,28.54,5.67,18.56,4.2,80.7,101.9,21.2,33.11,32.54,3.48,2.88,34.58,38.33,3.75,53.45\n5063,39.42,7.59,3.83,40.61,46.41,5.8,11.7,9.56,8.22,927.98,36.04,12.89,588.7,17.2,16.88,3.01,59.64,67.02,7.38,12.61,2.49,1187.16,9.06,434.05,14.49,3.33,1.41,5.66,3.5,3.0,28.17,33.83,5.65,25.43,4.04,20.68,28.28,7.59,58.82,29.86,3.33,2.67,27.85,30.54,2.69,48.19\n5064,29.55,7.56,4.37,46.87,52.98,6.11,19.3,17.55,7.79,936.42,30.99,16.53,589.56,19.27,20.07,2.9,38.91,44.76,5.85,33.42,3.4,1178.27,14.99,416.11,12.23,4.59,1.66,3.96,3.35,4.09,36.13,41.95,5.81,21.33,4.36,22.83,30.46,7.62,50.23,28.14,3.23,2.58,20.42,22.89,2.47,53.72\n5065,25.2,7.93,5.31,39.17,44.17,5.0,19.9,16.31,7.75,909.42,31.75,23.88,475.39,20.5,41.36,2.8,31.72,36.81,5.09,25.67,7.33,1174.19,18.36,401.75,27.86,5.35,1.45,7.8,3.25,3.65,32.32,37.74,5.42,31.54,4.31,19.18,24.97,5.78,45.39,31.77,3.16,2.44,20.49,22.93,2.44,48.85\n5066,36.7,7.2,5.12,51.27,57.41,6.14,20.6,12.14,7.34,891.64,30.61,23.91,377.04,23.84,42.74,2.61,29.61,33.7,4.09,15.08,6.08,1158.05,25.47,391.73,18.42,3.57,1.45,7.41,3.19,3.25,25.92,30.7,4.79,25.91,4.49,20.77,25.48,4.71,46.75,30.92,3.23,2.42,13.59,15.99,2.4,46.57\n5067,48.66,7.33,3.57,49.47,55.92,6.45,28.0,9.74,7.4,830.31,31.62,24.43,365.03,17.58,40.85,2.54,29.68,33.92,4.24,18.49,5.5,1133.82,24.68,337.54,12.07,4.0,1.31,6.82,3.4,3.13,41.13,45.83,4.69,18.98,4.62,20.0,24.47,4.47,45.2,25.6,3.24,2.49,8.66,10.95,2.29,50.62\n5068,47.52,8.0,3.37,54.22,60.19,5.97,23.4,10.98,7.34,751.12,37.14,23.93,359.86,16.32,36.13,2.54,23.58,27.65,4.07,17.2,4.4,1124.3,28.86,309.94,14.72,3.94,1.25,6.94,4.25,2.97,42.8,51.66,8.87,15.82,4.37,19.71,23.97,4.26,38.74,21.78,3.52,2.43,6.42,9.08,2.66,54.34\n5069,43.67,7.66,3.52,44.18,49.42,5.24,28.1,9.47,7.01,711.05,37.09,19.56,314.98,16.26,30.31,2.71,18.3,22.39,4.09,11.91,3.11,1134.54,27.12,298.57,10.77,3.87,1.29,7.56,4.15,2.95,18.77,23.62,4.85,19.66,4.4,17.78,22.77,4.99,36.38,17.56,3.47,2.57,4.73,7.08,2.35,58.23\n5070,41.56,8.31,3.56,42.65,47.63,4.98,29.1,8.3,6.8,725.19,32.21,15.89,271.86,14.86,25.46,2.55,14.41,18.49,4.08,8.1,3.2,1174.24,20.23,294.84,7.17,5.07,1.17,7.84,4.8,3.05,13.09,18.85,5.76,14.19,4.42,12.96,17.3,4.34,36.96,14.75,3.33,2.5,4.32,6.47,2.15,57.75\n5071,34.41,7.34,3.8,33.62,38.45,4.83,25.4,7.27,6.79,788.93,32.74,13.51,309.47,11.92,19.01,2.58,19.46,23.53,4.07,6.26,6.66,1198.12,14.47,311.6,8.11,7.01,1.28,5.77,5.06,3.07,17.48,24.51,7.04,11.3,4.38,12.33,16.59,4.26,36.67,15.33,3.23,2.52,5.26,7.53,2.27,56.35\n5072,30.0,5.17,3.72,18.84,23.57,4.73,24.0,6.36,6.98,1019.02,23.62,10.3,420.3,13.77,19.42,2.53,26.25,31.62,5.37,10.23,5.55,1151.04,10.9,294.65,8.43,6.12,1.15,6.63,5.56,2.92,32.55,45.09,12.54,24.67,4.5,14.57,19.51,4.94,36.52,13.67,3.25,2.45,12.88,17.55,4.67,55.05\n5073,33.2,6.92,3.88,23.81,30.09,6.28,21.1,5.67,7.25,1191.36,21.37,11.57,458.71,17.2,27.57,2.68,32.64,40.64,8.0,12.06,4.96,1271.07,8.15,330.74,5.16,4.32,1.18,7.46,5.43,2.98,45.72,65.43,19.7,19.57,4.68,19.45,26.73,7.28,37.85,12.98,3.81,2.52,23.27,30.07,6.8,49.79\n5079,24.77,13.34,3.62,39.18,51.58,12.4,22.4,4.36,9.09,932.38,58.62,22.79,456.11,32.65,31.72,3.05,22.02,28.82,6.8,6.03,3.64,1185.88,14.73,375.67,4.82,4.29,1.72,29.62,3.83,3.3,29.75,39.81,10.06,26.66,3.8,9.75,15.85,6.09,79.12,35.0,5.47,2.58,23.14,29.96,6.82,82.15\n5080,23.24,9.75,3.44,29.32,38.4,9.08,22.0,4.67,8.69,968.18,58.19,24.23,409.33,33.87,25.96,3.19,20.94,27.12,6.18,3.78,4.44,1161.85,13.19,374.82,5.54,3.75,2.0,22.63,3.58,3.36,21.19,28.78,7.6,26.18,3.72,11.48,17.63,6.15,81.94,37.2,4.97,2.88,24.5,31.71,7.21,95.55\n5081,26.2,7.62,3.49,18.91,25.5,6.59,31.8,3.99,8.72,997.92,57.97,20.07,415.26,28.11,19.97,3.86,15.91,21.27,5.36,3.36,3.65,1157.94,14.61,384.01,1.65,1.12,2.12,27.02,3.41,3.4,23.52,33.62,10.1,19.52,4.1,10.71,16.5,5.79,93.7,33.63,5.03,3.03,17.91,22.07,4.16,108.32\n5082,24.52,7.49,4.05,14.54,20.34,5.8,32.8,4.08,8.6,1106.17,52.08,20.92,393.66,33.04,22.7,3.94,15.42,20.2,4.78,4.74,2.98,1170.3,12.05,408.36,26.83,2.99,2.13,30.97,3.29,3.47,30.24,42.36,12.13,17.59,4.4,11.84,17.81,5.96,111.43,28.09,4.63,3.02,26.29,32.03,5.74,113.76\n5083,26.82,6.85,4.23,11.81,17.05,5.24,36.3,3.42,8.42,1160.4,53.08,25.57,441.55,24.04,4.19,3.37,17.0,21.79,4.79,5.36,2.46,1167.67,12.3,414.52,40.41,4.4,2.16,24.58,3.2,3.55,21.11,30.62,9.51,20.59,4.27,13.29,19.95,6.66,106.17,32.19,4.14,2.97,35.85,43.36,7.51,98.21\n5084,31.03,6.33,4.08,12.91,18.3,5.39,29.2,10.72,8.4,1549.58,29.34,26.75,472.16,18.45,14.44,3.1,18.42,23.11,4.69,4.77,3.63,1188.25,14.05,478.15,21.83,4.35,2.1,17.61,3.17,3.58,41.99,53.88,11.88,16.19,4.43,12.74,17.98,5.23,107.95,31.12,4.28,2.11,33.64,39.86,6.22,89.56\n5085,29.95,6.24,4.31,23.39,30.39,7.0,32.7,10.89,7.88,1711.84,13.23,23.47,547.45,16.68,15.56,3.4,38.48,42.99,4.51,7.74,2.98,1337.0,15.15,977.43,19.68,3.97,2.27,13.05,3.53,3.36,46.35,55.51,9.16,18.01,4.12,39.88,50.96,11.08,81.19,29.65,4.4,2.23,51.85,57.28,5.43,73.79\n5086,36.16,6.3,4.37,29.25,35.96,6.71,28.6,7.94,8.3,2135.54,13.86,18.72,984.28,13.58,14.51,3.49,152.12,182.95,30.83,14.99,2.45,1364.75,14.61,2066.93,24.79,8.63,2.03,9.13,3.37,3.02,55.26,61.01,5.75,13.47,4.5,58.07,63.74,5.67,53.5,26.73,4.1,2.17,73.08,78.25,5.17,42.72\n5087,41.99,6.94,4.09,49.08,55.5,6.42,37.0,15.03,8.63,1511.69,30.37,28.06,590.54,22.82,13.33,3.1,122.92,148.42,25.5,36.87,7.79,1570.03,18.22,920.2,33.17,14.78,2.35,6.9,3.26,2.39,42.03,47.91,5.88,31.7,4.27,38.9,43.54,4.64,67.7,30.01,4.21,1.59,23.23,26.4,3.17,45.75\n5088,45.41,6.89,4.3,157.13,198.97,41.84,44.3,21.78,8.72,1505.15,12.72,38.35,576.39,39.05,41.5,2.74,70.06,82.1,12.04,32.45,16.6,1731.41,38.38,643.27,32.7,13.08,2.07,14.79,3.27,2.44,50.31,67.22,16.91,27.94,4.07,27.49,33.62,6.13,55.62,32.66,4.38,1.67,22.15,25.16,3.01,66.2\n5089,45.41,6.89,4.29,157.13,198.97,41.84,37.8,22.21,8.54,1614.38,9.28,38.35,576.39,39.98,33.92,6.0,66.02,73.59,7.57,42.81,12.64,1926.99,38.38,495.09,22.41,8.51,3.21,14.79,3.27,2.44,50.31,67.22,16.91,27.94,4.07,27.49,33.62,6.13,55.62,32.66,4.38,1.67,22.15,25.16,3.01,66.2\n5090,75.33,24.75,2.78,53.86,61.08,7.22,32.7,17.61,8.11,1360.18,12.78,28.81,530.67,58.39,33.92,4.0,66.02,73.59,7.57,48.26,10.91,1980.96,55.58,423.85,15.26,4.94,3.11,14.49,3.79,2.12,50.39,61.7,11.31,43.64,3.78,47.8,55.86,8.06,25.81,27.3,4.13,1.86,18.96,22.16,3.2,58.93\n5091,60.26,24.95,2.93,67.28,75.71,8.43,33.3,14.26,7.78,1171.66,20.01,23.74,424.85,55.3,23.64,4.27,72.61,81.58,8.97,45.83,12.15,1523.73,55.41,370.71,9.55,8.38,2.96,23.11,4.25,2.15,32.06,39.95,7.89,36.97,3.94,50.48,57.16,6.68,20.28,24.46,4.3,1.82,19.71,22.88,3.17,51.76\n5093,59.39,31.56,3.23,53.04,60.86,7.82,35.3,8.42,7.49,1154.35,9.09,20.02,382.69,42.02,30.62,3.91,34.66,39.24,4.58,24.83,8.12,1275.99,77.08,298.15,12.56,11.72,2.75,18.37,3.61,2.03,24.29,30.02,5.72,38.44,4.49,39.08,44.9,5.82,15.73,23.91,4.0,2.07,98.63,124.89,26.26,17.42\n5094,56.67,32.78,2.84,43.63,49.34,5.71,30.5,6.26,7.06,1024.85,11.73,19.2,532.65,33.44,25.89,4.06,39.01,43.68,4.67,18.26,6.93,1332.3,60.69,305.88,18.62,11.37,2.53,14.36,3.46,2.06,30.35,36.77,6.42,27.91,5.1,30.23,35.15,4.92,18.87,35.86,6.31,2.22,81.05,96.66,15.62,13.14\n5095,45.99,30.57,2.77,34.19,39.86,5.67,33.6,5.37,7.3,1009.14,10.38,18.26,462.08,33.54,18.2,4.63,56.08,61.41,5.33,13.45,4.95,1424.89,49.72,429.31,15.16,7.03,2.43,16.3,3.85,2.13,36.33,46.26,9.94,33.25,5.15,50.93,68.96,18.03,6.84,49.98,11.9,2.29,77.58,98.91,21.33,19.37\n5096,45.25,34.83,2.88,35.55,41.03,5.48,36.4,5.76,7.39,1249.65,11.17,17.93,489.62,28.94,16.36,3.87,71.61,95.1,23.49,19.37,4.86,1425.65,45.13,377.73,16.16,4.82,2.39,14.94,3.98,2.2,47.45,68.7,21.25,36.42,5.26,46.86,67.61,20.74,8.52,49.12,11.28,2.16,74.36,97.85,23.49,11.1\n5097,44.24,29.87,2.86,39.94,45.95,6.01,42.9,6.83,7.67,1261.64,14.35,19.53,532.69,35.47,25.97,4.15,78.59,114.39,35.8,26.24,3.46,1288.99,42.03,460.12,16.63,9.29,2.63,15.54,3.78,2.21,67.84,100.09,32.25,30.36,5.35,35.4,57.13,21.72,21.28,53.65,9.21,2.18,77.49,104.83,27.34,24.66\n5098,38.45,17.84,2.92,67.3,83.51,16.21,38.8,5.68,7.86,1239.06,20.77,27.73,485.61,41.56,23.42,4.72,66.01,91.79,25.78,21.76,3.47,1250.35,41.73,420.03,27.08,15.15,2.87,43.27,3.55,2.14,60.24,80.86,20.62,39.05,4.74,33.32,49.59,16.27,27.94,57.35,10.09,1.95,65.72,88.36,22.64,34.85\n5099,40.3,29.91,3.0,68.19,90.72,22.53,42.7,4.51,7.86,1149.87,33.15,32.0,487.8,33.19,17.66,4.32,71.51,97.91,26.4,15.32,3.66,1185.09,37.27,385.98,41.39,14.32,3.11,79.64,3.38,2.07,58.65,76.05,17.4,41.36,4.17,22.06,31.94,9.88,40.35,56.77,9.04,1.97,54.09,71.11,17.03,47.81\n5100,44.14,40.4,3.02,78.51,105.54,27.03,32.0,4.43,7.95,1106.69,39.23,25.72,482.59,36.83,12.66,3.96,44.08,57.08,13.0,23.54,2.68,1128.14,28.65,384.65,32.76,9.73,3.08,68.05,3.27,2.64,60.18,77.45,17.26,36.03,4.18,16.61,24.09,7.48,54.05,52.14,7.76,2.08,48.17,62.54,14.37,58.06\n5101,45.74,28.26,3.81,84.09,111.56,27.47,35.7,5.28,8.78,1084.53,44.35,25.23,470.44,27.61,9.38,4.05,46.35,59.3,12.95,15.47,2.9,1110.94,24.6,404.29,19.64,5.96,3.04,53.49,3.21,3.06,55.58,69.31,13.72,35.29,4.23,15.88,23.33,7.45,63.73,67.93,14.71,2.07,44.82,56.09,11.26,68.68\n5153,36.23,10.84,2.87,12.93,17.96,5.03,25.6,17.27,4.66,1423.19,41.4,18.05,465.16,20.75,10.26,3.89,15.68,21.96,6.28,2.28,3.48,1180.46,11.84,356.84,9.6,4.58,2.24,14.26,6.33,2.28,15.88,22.06,6.19,19.37,2.68,17.27,25.02,7.75,136.81,28.22,6.39,2.13,25.37,31.73,6.36,82.1\n5154,31.97,9.11,2.89,14.64,20.09,5.45,20.5,14.97,6.07,1481.48,35.1,14.55,448.99,24.71,7.38,4.17,15.37,21.2,5.83,2.05,3.72,1216.99,11.0,361.34,8.55,4.76,2.27,15.15,6.2,2.35,14.05,23.72,9.68,18.67,2.44,14.24,21.89,7.64,123.4,26.49,5.37,2.2,25.65,32.92,7.26,79.34\n5155,23.41,8.42,2.75,16.1,21.56,5.46,16.1,11.75,6.74,1441.53,32.69,13.35,462.52,17.59,6.3,3.84,12.6,17.99,5.39,3.58,2.89,1239.37,8.08,372.78,6.89,4.61,2.32,8.51,4.95,1.85,43.76,109.74,65.98,15.77,2.02,15.37,21.6,6.23,113.25,24.28,4.66,2.26,21.72,27.45,5.72,74.1\n5157,20.0,4.88,0.77,67.72,166.8,99.08,19.5,12.41,7.21,1350.75,36.78,16.74,584.33,18.86,7.54,3.99,35.82,41.73,5.91,4.11,2.41,1318.28,5.33,415.27,9.44,3.47,2.97,4.16,4.04,2.31,24.69,28.5,3.81,27.99,2.19,48.47,60.7,12.24,78.18,20.69,4.15,2.06,23.43,26.65,3.22,60.61\n5158,15.34,3.94,2.28,28.49,34.49,6.0,22.2,17.17,7.21,1310.79,34.32,15.87,559.85,17.35,5.37,4.01,36.14,41.34,5.2,9.03,2.85,1302.02,5.14,404.17,11.63,2.83,3.03,5.91,3.1,2.22,31.03,35.46,4.43,22.7,2.32,78.65,90.38,11.72,40.94,18.73,3.9,2.02,21.1,23.57,2.48,63.71\n5159,20.47,6.86,3.1,45.89,52.02,6.13,26.6,25.76,7.29,1239.14,31.69,16.69,509.48,19.97,10.43,4.05,40.41,45.52,5.11,15.41,3.29,1307.42,15.09,389.61,10.56,3.14,3.17,5.04,3.02,2.25,46.13,51.71,5.58,23.86,1.72,36.51,42.19,5.68,49.7,15.58,3.97,1.99,27.36,30.81,3.46,51.0\n5160,32.19,14.73,4.26,43.14,47.85,4.71,27.2,24.27,7.76,1247.7,27.58,17.08,567.19,20.11,12.82,4.02,45.14,50.86,5.72,19.16,2.93,1324.57,25.02,378.83,8.75,2.86,2.85,4.51,3.01,2.25,68.41,83.13,14.71,25.22,1.13,19.98,24.4,4.42,54.02,16.82,4.32,1.86,24.78,27.47,2.69,49.61\n5161,38.45,15.66,3.82,56.07,61.18,5.11,26.2,17.84,8.19,1210.84,26.2,16.36,574.96,21.49,9.76,3.74,47.65,53.18,5.53,12.35,3.94,1368.13,27.66,365.32,7.97,2.57,2.71,3.06,3.0,2.19,59.36,69.02,9.65,22.88,0.8,15.55,19.91,4.36,52.97,17.88,4.56,1.71,22.64,25.13,2.48,46.4\n5162,40.87,13.25,3.36,42.32,47.63,5.31,24.1,21.57,7.83,1105.61,30.51,14.22,439.54,25.9,11.01,3.72,37.67,41.96,4.29,12.52,3.51,1375.82,29.93,344.74,16.66,4.44,2.58,11.9,3.07,1.59,28.69,33.99,5.3,28.82,0.8,14.36,18.29,3.93,47.28,19.57,4.6,1.81,15.03,17.58,2.55,45.35\n5163,35.24,13.51,3.08,44.51,49.85,5.34,28.8,18.37,7.67,985.12,33.93,14.92,389.35,20.64,11.68,3.56,32.23,36.63,4.4,17.92,2.94,1304.77,31.66,323.13,24.25,5.43,2.51,10.59,4.0,1.61,30.47,36.1,5.63,23.55,0.62,17.61,21.6,3.99,41.21,21.56,4.3,1.94,9.85,12.26,2.4,38.28\n5164,30.35,11.21,2.66,46.83,51.95,5.12,26.2,13.6,7.69,917.39,37.48,15.24,376.87,19.73,12.99,3.5,23.59,28.01,4.42,13.55,5.95,1298.24,40.63,302.38,19.79,4.2,2.51,10.2,4.01,1.56,22.77,27.38,4.62,17.35,0.52,13.86,17.78,3.92,40.99,22.81,4.47,1.83,6.67,9.08,2.41,37.49\n5165,33.2,11.75,2.83,50.03,54.81,4.78,26.9,12.68,7.42,882.72,35.2,15.08,351.14,25.51,16.5,3.56,13.23,17.52,4.29,10.91,4.93,1313.91,30.61,303.62,13.0,3.38,2.44,10.15,4.26,1.58,21.61,27.13,5.52,13.88,0.27,14.76,18.68,3.93,38.01,19.46,4.42,1.72,5.9,8.32,2.42,41.09\n5166,37.37,12.19,3.13,43.94,49.59,5.65,29.2,10.69,7.15,874.28,34.28,13.67,369.85,23.53,19.3,3.75,17.11,21.42,4.31,11.51,4.61,1323.26,32.41,314.36,9.07,3.19,2.48,7.26,4.32,1.63,23.17,29.28,6.11,10.59,0.34,14.96,18.98,4.03,39.0,19.42,4.25,1.77,6.36,8.71,2.35,42.7\n5167,42.68,20.31,2.58,35.45,40.57,5.12,24.2,9.48,7.07,1033.89,24.66,14.22,341.75,22.97,14.19,3.51,19.64,23.95,4.31,7.34,4.02,1349.62,31.02,327.48,5.99,2.86,2.4,5.73,4.28,1.61,28.8,38.08,9.28,12.68,0.3,13.96,18.69,4.73,38.88,19.18,4.65,1.88,7.23,9.76,2.53,44.46\n5168,37.51,35.35,2.14,33.5,39.56,6.06,28.9,7.4,7.03,1248.66,23.5,16.0,412.47,30.38,15.22,3.61,21.73,26.69,4.96,14.45,3.8,1375.04,34.09,352.87,8.84,7.22,2.49,12.98,4.27,1.59,59.24,81.92,22.68,11.94,4.81,14.15,18.61,4.46,36.25,16.2,5.07,1.76,12.27,15.11,2.84,39.27\n5171,39.91,36.29,2.55,84.54,115.62,31.08,31.6,6.57,7.45,1150.42,42.77,32.73,410.75,38.92,27.87,3.61,49.37,63.79,14.42,24.74,2.84,1265.68,25.05,378.41,23.09,22.53,2.61,90.88,4.01,1.53,43.99,61.42,17.43,16.1,4.3,17.85,24.97,7.12,47.93,32.85,6.92,1.79,30.66,40.02,9.36,54.9\n5172,33.81,31.82,3.34,63.73,83.89,20.16,26.0,5.2,7.82,1089.1,57.57,35.11,352.92,38.63,24.99,3.34,25.86,33.34,7.48,22.07,3.79,1230.62,26.04,347.98,14.42,16.48,2.9,59.87,3.8,1.68,48.11,61.36,13.25,12.63,3.91,13.22,18.81,5.59,56.52,29.56,6.15,1.83,21.94,29.14,7.2,63.95\n5173,33.06,32.42,3.07,42.88,55.05,12.17,35.0,5.4,8.88,1047.64,63.39,32.84,336.71,30.74,23.59,3.44,25.03,31.53,6.5,14.61,4.34,1239.54,23.4,4928.43,10.99,9.93,2.94,54.56,4.99,1.64,36.66,46.88,10.22,20.54,3.05,13.78,22.92,9.14,67.86,33.15,5.64,1.9,21.82,27.95,6.13,76.77\n5178,31.72,8.77,2.66,21.21,27.32,6.11,21.3,7.51,8.28,1289.13,35.72,19.69,362.78,33.94,0.47,2.73,15.83,21.32,5.49,2.11,3.04,1202.89,17.54,338.92,8.32,0.3,1.86,30.18,5.12,2.08,33.08,43.11,10.03,17.9,4.46,12.98,19.69,6.7,75.78,41.27,3.48,2.3,28.03,36.44,8.41,67.31\n5179,29.44,7.64,2.65,22.48,28.38,5.9,27.6,10.37,8.02,1270.03,39.55,17.91,395.48,26.8,4.8,3.02,20.18,26.49,6.31,2.23,3.96,1276.74,13.65,388.02,6.66,0.9,1.89,21.94,4.61,2.14,32.84,41.21,8.37,12.67,4.97,11.7,17.48,5.78,84.01,47.56,3.33,2.26,31.56,39.15,7.59,66.18\n5180,26.28,6.12,2.87,18.04,23.16,5.12,27.1,10.24,7.74,1176.1,40.89,16.97,459.65,23.16,7.21,3.23,30.85,37.27,6.42,2.66,3.23,1326.13,15.54,453.59,7.69,0.66,1.99,20.17,4.83,2.06,54.9,65.99,11.09,15.38,4.87,15.02,19.62,4.6,97.18,50.7,3.76,2.23,38.0,44.97,6.97,54.05\n5181,23.38,6.26,2.7,20.3,25.82,5.52,22.1,7.64,7.22,1143.33,32.01,16.36,509.49,19.44,6.27,3.6,48.71,55.63,6.92,2.23,2.81,1295.09,18.49,547.04,6.58,1.3,2.02,31.63,5.46,1.94,81.6,88.77,7.17,20.14,5.01,45.56,51.0,5.43,70.87,48.26,4.02,2.17,43.69,48.71,5.01,49.18\n5182,24.82,7.16,2.62,34.02,39.93,5.91,18.1,8.4,6.84,1164.09,28.39,14.31,734.47,23.18,13.35,3.77,76.56,84.19,7.63,6.55,3.63,1328.82,14.86,937.21,9.08,2.49,2.21,22.14,4.72,1.97,99.45,106.53,7.08,14.25,5.59,146.29,213.39,67.09,5.91,45.92,3.82,2.34,66.95,72.21,5.26,34.88\n5183,26.76,6.46,2.5,76.87,84.51,7.64,22.1,7.48,7.28,1428.53,11.95,13.07,856.13,30.38,13.04,3.74,111.56,130.14,18.58,10.05,3.49,1324.74,15.23,810.53,16.21,3.53,2.25,15.55,4.24,2.21,113.08,125.94,12.86,36.92,5.95,144.36,248.79,104.43,2.94,40.45,3.81,2.22,80.88,86.72,5.84,23.92\n5184,33.05,15.35,2.75,112.59,125.17,12.58,23.7,9.74,7.46,1399.3,21.07,25.22,638.23,39.56,13.28,4.54,116.58,139.72,23.14,32.07,2.66,1293.55,16.53,528.6,12.33,3.69,2.38,12.2,4.37,2.18,88.72,96.8,8.08,50.61,5.74,69.05,80.58,11.52,22.71,37.83,3.92,2.3,47.91,50.71,2.8,42.73\n5185,43.38,21.81,3.5,161.67,228.32,66.65,27.8,12.34,7.57,1345.43,20.36,32.66,600.73,36.66,13.17,4.43,74.15,82.18,8.03,23.03,2.11,1295.09,23.66,440.17,11.24,4.19,2.22,16.13,4.68,2.4,94.46,118.74,24.28,45.29,6.18,45.22,54.69,9.47,41.47,39.49,4.34,2.18,29.48,32.21,2.74,51.37\n5186,59.48,15.25,3.53,174.27,291.15,116.88,21.7,13.92,7.96,1266.93,28.48,27.39,487.68,30.43,15.64,3.89,39.91,44.35,4.44,24.11,3.11,1278.2,23.35,441.06,19.39,3.45,2.16,25.73,4.9,2.76,58.18,65.5,7.33,44.25,5.12,35.99,41.7,5.71,43.26,33.52,4.15,2.08,18.15,20.5,2.35,53.12\n5187,73.28,15.56,3.65,171.95,313.28,141.33,24.9,14.98,7.97,1143.96,32.0,25.75,400.67,28.11,14.38,3.89,47.77,52.67,4.9,28.32,2.9,1245.07,29.31,386.04,17.93,2.59,2.0,18.85,4.54,2.63,47.84,53.81,5.96,32.01,5.09,36.97,41.7,4.73,37.79,30.44,3.81,2.0,13.36,15.85,2.5,53.83\n5188,73.46,20.64,3.38,155.0,229.12,74.12,26.9,12.89,7.57,1056.64,36.82,21.07,366.5,34.29,13.05,3.99,39.85,44.33,4.48,19.41,2.37,1226.87,31.1,320.12,10.54,2.61,1.88,25.82,4.82,2.5,38.56,46.27,7.7,23.42,5.44,29.39,33.4,4.01,37.89,32.22,3.56,1.95,9.35,11.6,2.25,56.39\n5189,73.78,24.16,3.0,67.87,81.32,13.45,35.3,12.63,7.32,1001.4,39.03,17.74,355.4,32.78,10.97,3.83,26.36,30.59,4.23,12.36,2.36,1227.26,29.89,301.13,7.91,2.16,1.91,21.53,4.75,2.45,24.44,30.52,6.08,24.43,5.53,23.22,27.18,3.96,40.96,27.2,3.73,1.95,7.63,9.64,2.01,61.31\n5190,57.04,21.45,2.52,60.02,66.33,6.31,42.2,10.69,7.32,920.17,41.29,16.64,353.11,25.04,13.88,3.68,20.87,25.28,4.41,10.86,1.82,1338.35,22.13,311.17,10.11,2.08,1.8,15.42,4.54,2.48,18.93,24.83,5.9,27.34,5.68,21.98,25.92,3.95,37.44,25.79,3.74,1.84,6.45,8.56,2.11,65.82\n5191,46.36,14.84,3.12,60.11,67.98,7.87,31.6,8.88,7.02,924.31,38.82,14.42,385.98,25.88,17.48,3.8,18.21,22.67,4.46,8.21,2.43,1295.25,19.01,313.14,11.61,2.18,1.79,11.7,4.08,2.61,22.29,30.18,7.89,19.94,5.72,26.82,31.01,4.19,31.16,22.04,4.27,1.97,8.57,11.25,2.67,66.9\n5192,47.78,15.88,2.78,41.83,47.8,5.97,30.2,8.18,7.31,976.42,36.56,11.24,396.88,28.07,13.65,3.74,22.88,28.08,5.2,12.4,2.13,1289.5,16.1,305.94,7.05,6.13,1.7,13.43,3.78,2.6,48.86,67.8,18.94,24.56,5.8,19.54,24.04,4.5,39.65,19.1,4.41,1.93,10.13,12.51,2.38,67.12\n5198,28.61,22.51,2.74,59.27,76.29,17.02,32.9,3.94,9.38,1044.96,69.9,19.13,423.12,30.92,21.63,3.53,22.26,29.49,7.23,5.89,2.81,1297.42,24.02,368.12,4.83,4.08,2.42,50.1,6.32,2.81,32.89,40.9,8.01,22.28,5.26,9.69,17.77,8.08,86.68,57.11,4.25,2.22,29.77,36.49,6.72,93.96\n5199,28.87,15.58,2.63,43.01,53.93,10.92,34.2,4.79,8.22,1085.38,74.2,25.6,443.19,32.23,19.06,3.52,21.68,28.29,6.61,4.24,3.01,1275.76,20.97,389.99,5.31,3.72,2.28,47.85,6.09,2.78,43.5,55.38,11.88,15.97,5.31,10.5,16.11,5.62,88.14,54.45,3.91,2.22,28.39,34.5,6.11,105.41\n5200,27.35,11.33,2.57,30.26,38.41,8.15,33.4,4.16,7.93,1151.97,77.56,24.71,505.5,32.77,22.17,3.65,22.13,28.26,6.13,3.38,3.09,1276.66,23.91,431.84,7.82,2.69,2.34,41.0,5.5,2.78,37.7,47.88,10.19,20.85,4.83,10.79,16.11,5.32,88.81,48.42,3.64,2.32,27.39,32.27,4.88,117.95\n5201,32.31,11.73,2.7,26.06,32.21,6.15,27.8,4.38,7.92,1224.24,74.05,28.42,500.43,24.54,18.41,3.72,20.37,26.18,5.81,3.46,2.75,1248.69,47.9,463.15,7.23,2.18,2.29,35.57,6.49,2.89,29.84,40.16,10.32,23.99,5.35,10.27,15.5,5.23,96.87,53.87,3.45,2.41,21.06,24.76,3.7,127.26\n5202,32.85,12.1,3.27,21.53,28.16,6.63,23.1,4.24,8.09,1203.27,76.1,31.18,512.87,24.79,16.38,3.89,21.25,26.91,5.66,2.88,1.98,1292.86,35.89,483.13,5.51,4.25,2.36,27.56,6.15,3.0,31.41,45.95,14.54,22.2,5.55,10.42,15.88,5.46,106.57,58.72,3.31,2.28,22.31,25.97,3.66,126.4\n5203,28.34,11.34,3.27,21.85,28.54,6.69,28.1,7.61,7.67,1232.05,72.23,36.17,534.57,27.17,16.28,4.06,27.26,32.88,5.62,3.18,1.6,1276.94,31.01,521.42,10.52,9.87,2.39,21.45,5.54,3.05,29.25,42.03,12.78,17.51,5.31,10.31,15.32,5.01,107.28,52.17,3.22,2.41,23.97,27.63,3.66,130.41\n5204,30.82,11.48,3.46,17.23,22.26,5.03,30.1,7.66,7.46,1309.41,41.54,42.16,478.27,22.85,11.48,3.68,24.82,29.83,5.01,2.89,2.06,1417.36,27.93,642.15,12.64,8.43,2.38,25.75,5.72,3.02,34.8,44.27,9.46,13.61,5.13,13.25,17.88,4.64,102.94,43.1,3.44,2.26,34.65,38.12,3.47,128.65\n5205,33.43,9.38,3.46,23.44,29.07,5.63,31.1,8.94,7.07,1343.77,29.75,36.84,687.81,21.54,9.82,3.92,68.46,73.46,5.0,9.81,2.45,1768.06,27.66,882.26,24.84,7.58,2.45,29.19,9.32,2.98,121.37,134.69,13.32,12.21,5.29,63.82,93.0,29.18,53.83,41.93,3.95,2.58,52.48,55.57,3.09,111.21\n5206,28.96,7.2,3.62,25.66,31.39,5.73,31.0,7.16,6.78,1420.26,26.32,34.76,1198.56,21.5,16.03,4.24,178.46,213.88,35.42,22.46,3.47,1793.15,25.99,684.43,24.74,10.64,2.4,20.74,7.42,3.35,204.34,264.52,60.18,19.98,6.45,170.21,339.56,169.36,3.07,41.02,3.86,2.78,140.42,146.72,6.31,35.0\n5207,34.69,5.92,3.43,67.22,75.13,7.91,30.9,6.29,6.98,1616.66,11.27,29.46,921.71,33.46,19.5,4.34,168.6,220.45,51.85,28.39,4.39,1671.74,28.34,939.38,28.19,14.6,2.85,21.85,6.13,3.32,198.86,271.27,72.41,33.65,6.6,142.15,260.31,118.16,2.73,46.17,3.93,2.66,107.19,110.71,3.52,23.84\n5208,45.83,6.74,3.53,130.16,150.74,20.58,25.5,10.24,7.3,1942.27,8.96,25.83,962.76,35.55,18.51,4.72,187.56,271.81,84.25,39.71,5.89,1956.78,32.78,1170.8,34.54,8.42,2.51,53.08,6.02,3.03,110.06,127.1,17.05,43.15,6.53,126.05,211.37,85.32,2.67,45.74,4.47,2.76,99.97,107.2,7.23,20.29\n5209,56.78,8.08,3.52,155.93,188.04,32.11,29.6,9.04,7.75,1969.45,9.32,26.38,909.97,27.59,20.3,5.48,213.06,351.97,138.91,38.91,6.23,1663.02,40.56,1487.68,31.24,6.96,3.16,53.58,10.24,3.18,83.1,95.12,12.01,55.75,5.86,67.68,83.07,15.4,34.66,46.07,4.36,2.75,112.73,126.61,13.88,13.83\n5210,74.01,17.0,4.31,233.45,362.38,128.93,43.0,7.17,7.89,1690.2,11.47,27.56,1125.44,33.77,18.96,4.66,165.94,244.4,78.46,30.9,4.84,1460.84,44.87,1907.53,26.38,8.98,2.78,48.31,10.5,2.66,71.86,81.47,9.61,52.84,6.08,108.72,160.9,52.18,15.5,49.82,4.13,7.04,191.7,315.79,124.08,2.48\n5211,54.58,28.05,5.14,246.15,446.86,200.71,45.7,7.73,8.08,1695.84,9.65,30.86,1164.88,36.67,21.66,4.34,146.73,202.59,55.86,28.17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3.92,71.64,83.55,11.91,58.5,10.25,7.09,1937.93,7.95,55.17,1095.93,51.51,16.46,4.28,57.18,62.41,5.23,40.77,5.69,1227.89,49.88,1597.76,40.71,10.06,3.13,30.84,5.47,4.38,47.77,58.86,11.08,48.26,5.66,19.38,26.0,6.61,61.22,50.56,4.1,2.58,103.86,125.77,21.91,4.39\n5233,67.26,13.6,4.25,78.18,89.41,11.23,54.9,13.16,7.74,2256.34,8.35,59.63,1178.48,60.97,26.98,4.45,63.88,69.83,5.95,30.48,3.95,1285.19,49.43,1603.62,35.34,13.24,3.33,36.14,5.65,3.53,57.33,66.56,9.23,39.9,5.77,64.16,77.85,13.69,26.0,55.16,3.77,2.64,111.04,138.89,27.85,1.12\n5234,69.94,20.4,7.92,62.0,71.31,9.31,51.2,14.76,9.04,1883.98,23.09,58.95,1447.19,53.3,22.19,4.9,87.77,94.37,6.6,41.35,11.92,1304.5,51.62,1416.22,43.15,15.31,3.69,37.36,5.82,2.95,74.46,89.49,15.02,47.17,6.24,88.21,129.41,41.2,8.73,54.84,4.23,2.45,100.11,118.2,18.09,5.02\n5235,74.33,29.21,7.81,63.76,71.89,8.13,50.4,30.78,8.9,1587.22,33.44,56.79,1210.66,55.91,24.84,4.76,67.27,71.97,4.7,45.41,19.85,1303.17,64.22,1168.3,52.29,25.51,3.27,28.49,5.46,2.43,51.01,58.42,7.41,37.83,5.83,22.06,26.65,4.59,46.84,57.54,4.46,2.31,62.99,67.55,4.56,34.1\n5236,80.66,34.28,6.33,56.03,61.92,5.89,53.9,43.86,8.68,1415.02,38.54,61.22,1064.55,60.09,32.45,4.3,45.29,49.91,4.62,39.69,14.83,1317.44,77.22,1115.0,41.37,21.55,3.28,40.4,4.92,2.16,23.94,29.16,5.22,39.19,5.58,16.62,20.48,3.86,46.93,62.1,5.4,2.24,71.41,76.73,5.32,15.51\n5237,88.0,42.7,5.62,55.38,62.0,6.62,54.3,38.79,8.65,1286.67,48.47,65.7,661.47,58.42,31.9,4.45,36.5,40.91,4.41,34.25,9.48,1340.72,88.3,968.01,43.59,24.81,2.61,51.66,4.76,2.07,18.55,24.31,5.76,42.77,5.59,20.14,25.2,5.07,41.77,64.31,5.88,2.22,26.82,31.38,4.56,39.12\n5238,86.34,47.38,4.98,43.14,49.58,6.44,56.5,42.32,8.26,1184.23,50.28,59.33,620.28,56.45,30.97,4.53,42.65,47.19,4.54,39.37,8.38,1340.83,93.87,921.76,40.75,30.07,2.71,37.8,4.73,2.01,22.2,27.75,5.54,35.26,5.22,12.49,16.53,4.04,41.65,56.9,5.87,2.15,24.08,28.69,4.61,30.47\n5239,73.5,53.13,4.75,20.39,24.97,4.58,50.3,42.57,7.91,1287.81,30.9,55.88,608.99,50.13,30.94,4.29,48.97,53.71,4.74,28.35,7.16,1350.2,87.38,937.18,23.8,22.16,2.69,31.61,6.7,2.06,23.27,30.32,7.05,38.32,5.26,10.08,14.76,4.68,39.4,58.91,8.6,2.15,26.61,30.77,4.16,23.68\n5240,63.25,51.55,4.47,22.11,26.8,4.69,55.8,32.42,8.17,1385.0,36.73,51.72,575.22,53.9,32.28,3.94,57.01,62.94,5.93,32.99,6.51,1364.31,76.18,782.54,28.39,26.04,2.81,32.17,5.88,1.99,43.26,56.15,12.88,39.33,5.26,14.92,21.59,6.67,34.87,55.34,8.45,2.14,40.24,46.26,6.02,30.67\n5241,56.33,38.27,4.7,25.0,30.19,5.19,50.5,23.05,8.3,1450.56,35.08,51.53,620.92,63.21,40.38,3.77,43.6,50.27,6.67,43.89,18.92,1380.8,68.23,725.67,42.58,37.4,3.2,30.67,5.01,2.1,54.56,66.14,11.58,34.62,5.22,16.25,22.97,6.73,34.5,58.24,10.16,2.01,47.79,56.15,8.36,45.36\n5242,49.12,34.15,4.31,62.23,70.79,8.56,62.3,17.42,8.58,1403.88,45.28,60.79,618.01,65.48,44.39,4.32,42.66,49.92,7.26,51.67,13.76,1376.03,46.48,641.93,43.09,38.39,3.04,53.78,4.53,1.99,49.22,62.49,13.26,44.44,4.92,13.62,19.9,6.28,38.42,64.85,13.57,1.9,49.93,60.01,10.08,40.38\n5243,55.82,46.35,4.62,96.89,116.62,19.73,55.8,13.86,9.19,1271.99,56.2,61.48,495.81,57.06,38.32,3.14,40.26,48.13,7.87,46.08,11.79,1317.08,44.39,563.7,51.28,45.22,3.85,100.19,5.67,2.03,31.11,41.24,10.13,44.12,4.4,16.62,22.8,6.18,42.72,67.47,12.09,2.09,38.95,47.32,8.37,60.63\n5244,56.69,48.63,4.3,55.29,65.18,9.89,52.5,11.88,9.48,1171.96,65.87,54.3,488.95,61.68,36.4,2.91,27.59,34.42,6.83,39.31,8.9,1312.1,40.76,453.47,35.38,29.99,3.8,67.63,5.17,2.02,26.05,37.38,11.33,42.5,4.0,11.88,17.52,5.64,52.31,69.05,9.68,1.99,28.09,34.65,6.56,77.76\n5246,52.98,52.26,4.16,13.73,19.06,5.33,54.1,7.85,9.95,1174.45,61.57,12.82,1620.07,50.91,39.2,2.8,14.12,19.62,5.5,35.44,4.51,874.65,42.26,405.78,14.36,13.5,4.23,55.11,6.85,2.18,22.48,34.04,11.56,40.6,3.91,10.74,17.4,6.66,53.53,63.36,10.71,2.53,18.14,23.39,5.25,66.14\n5247,56.97,36.93,4.05,12.08,17.56,5.48,50.2,6.12,9.55,1180.43,65.41,31.38,366.98,51.89,33.77,2.99,10.11,15.54,5.43,28.17,4.48,1241.69,34.63,522.08,9.42,7.39,4.11,56.37,6.23,2.31,23.41,35.7,12.29,38.65,4.12,11.49,18.06,6.57,56.54,60.8,8.8,2.57,18.88,24.27,5.39,66.42\n5248,55.64,31.22,3.8,14.49,20.74,6.25,55.3,4.59,9.05,1172.1,53.33,47.58,350.76,44.79,31.6,3.5,13.62,18.94,5.32,17.07,4.78,1200.22,38.8,526.87,7.34,7.0,4.26,39.06,8.08,2.41,19.3,33.4,14.1,40.19,4.5,10.75,16.05,5.3,63.75,60.63,9.63,2.86,21.36,27.1,5.73,82.53\n5249,48.08,27.74,3.98,18.07,24.62,6.55,51.3,4.26,8.87,1146.76,51.47,45.87,281.75,46.69,1.25,3.84,14.39,19.87,5.48,11.92,4.02,1207.67,41.08,530.63,11.86,5.04,4.27,40.63,8.66,2.76,20.88,31.44,10.56,42.49,4.38,11.93,17.38,5.45,67.83,67.56,8.97,2.76,25.39,32.29,6.9,71.66\n5250,40.59,16.11,4.17,17.23,23.81,6.58,53.7,3.25,8.9,1162.57,48.92,46.91,366.36,41.99,74.99,4.33,18.96,24.3,5.34,16.57,2.93,1229.22,33.24,545.33,16.73,3.26,4.05,33.78,7.48,3.2,26.84,40.54,13.7,35.27,4.68,13.84,20.25,6.41,65.52,65.64,7.75,2.81,22.19,27.4,5.21,79.51\n5251,39.88,11.43,4.14,17.17,23.27,6.1,39.8,2.4,8.29,1240.81,37.28,47.53,390.05,44.85,61.04,4.08,23.02,28.32,5.3,10.79,3.27,1247.79,33.43,581.62,12.43,4.27,3.82,34.0,6.67,3.43,29.3,41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25.45,314.87,50.6,29.32,3.17,16.19,21.78,5.59,22.97,4.36,1398.0,27.55,546.83,20.86,8.95,2.77,53.54,11.64,1.94,27.5,33.78,6.28,35.38,3.89,10.11,15.07,4.96,52.41,53.59,10.79,2.86,28.39,33.66,5.27,94.14\n5274,40.63,12.35,3.99,16.53,21.75,5.22,38.1,3.86,11.73,1121.17,35.06,28.92,383.03,51.24,23.31,3.76,15.74,20.45,4.71,45.09,47.45,636.02,34.93,586.83,5.44,4.05,3.18,40.51,6.47,2.45,31.34,45.7,14.37,35.04,4.08,10.59,15.92,5.33,73.95,56.69,8.06,3.02,25.54,31.5,5.96,81.23\n5275,42.76,12.24,3.86,17.6,24.2,6.6,39.1,4.24,12.28,1158.64,30.19,25.33,328.91,48.07,23.59,3.83,18.08,22.85,4.77,23.24,35.44,662.91,31.41,626.43,12.25,4.73,2.71,29.77,10.1,2.44,18.09,24.84,6.75,36.54,4.05,14.03,20.14,6.12,68.64,50.12,7.3,2.98,26.68,32.02,5.33,66.62\n5276,48.25,11.13,4.17,19.1,25.61,6.51,47.6,13.48,12.05,1234.87,23.6,38.65,358.25,54.0,28.71,3.32,22.57,27.53,4.96,62.52,20.21,719.33,33.34,667.96,34.76,9.35,2.56,34.84,12.25,2.05,15.75,21.55,5.8,31.01,3.69,14.8,21.18,6.38,50.61,56.45,6.47,3.04,31.18,37.78,6.6,26.31\n5277,41.02,9.32,4.62,25.71,32.13,6.42,36.5,18.43,11.72,1331.15,20.3,46.72,387.8,60.82,26.13,3.19,23.06,27.67,4.61,14.82,12.84,683.46,62.66,661.37,48.59,14.32,2.11,31.46,9.89,1.89,16.32,22.89,6.57,57.3,3.25,13.59,20.54,6.95,40.1,64.48,8.28,2.87,16.39,20.69,4.31,35.98\n5278,49.01,8.85,3.74,32.32,39.22,6.9,45.1,26.75,11.55,1336.93,19.68,39.45,378.88,55.37,29.31,3.32,19.77,23.85,4.08,15.34,48.73,742.37,71.87,636.06,38.98,7.81,2.03,22.71,7.82,1.85,16.14,22.05,5.91,65.22,3.1,13.57,20.08,6.51,34.66,84.11,7.64,2.81,18.05,21.82,3.77,32.89\n5279,79.84,26.73,3.44,32.45,38.65,6.2,47.4,31.38,12.35,1391.01,20.93,40.28,370.46,52.12,28.32,3.36,18.08,22.08,4.0,32.68,40.71,702.42,79.01,589.8,27.68,6.0,1.93,27.08,6.38,1.9,15.64,21.57,5.93,70.81,3.09,13.23,19.6,6.38,32.59,71.89,6.33,2.9,23.55,26.96,3.41,25.07\n5280,93.24,42.36,3.24,32.41,39.87,7.46,43.8,31.71,12.7,1332.7,26.71,44.4,339.87,54.19,20.88,3.49,24.15,28.34,4.19,81.49,25.51,718.58,69.61,551.55,28.97,8.81,1.99,19.15,5.36,1.95,22.4,29.26,6.85,49.09,2.95,12.68,19.58,6.9,29.91,57.67,5.74,2.77,10.18,13.0,2.82,24.75\n5281,81.7,41.53,2.84,35.04,40.83,5.79,35.8,50.76,13.32,1218.96,22.6,38.78,324.85,43.89,21.31,3.41,20.78,25.0,4.22,65.91,17.62,686.84,71.01,533.85,20.38,6.08,1.94,16.5,4.72,1.92,19.31,25.02,5.71,46.49,3.26,9.92,15.33,5.41,28.78,59.65,5.05,2.74,9.85,12.93,3.08,19.06\n5282,62.82,46.46,3.07,30.22,35.64,5.42,34.4,52.99,13.38,1162.08,25.56,30.49,348.16,34.72,20.78,3.34,19.47,23.49,4.02,37.93,11.13,629.13,52.93,504.09,15.82,6.11,1.97,14.43,5.14,1.65,17.29,21.54,4.24,35.33,3.7,13.39,18.34,4.95,27.61,47.62,5.04,2.64,11.08,14.43,3.35,19.51\n5283,46.37,40.75,2.92,26.56,31.67,5.11,43.1,42.88,13.41,1041.48,29.73,29.85,253.21,31.47,20.71,3.21,17.09,21.4,4.31,31.0,11.35,607.31,63.9,463.62,14.23,9.33,1.92,11.36,5.31,1.63,12.22,16.5,4.28,25.31,3.74,8.34,12.52,4.18,29.82,35.43,4.86,2.6,5.98,8.57,2.6,16.01\n5284,33.06,24.65,3.17,27.46,32.12,4.66,32.9,31.18,13.51,974.78,30.81,24.08,213.01,23.17,15.75,3.04,12.38,16.63,4.25,19.94,9.16,595.48,61.65,434.37,10.94,7.0,1.95,9.06,4.88,1.55,14.42,19.2,4.78,19.19,4.1,7.79,12.31,4.53,30.56,29.98,5.0,2.66,5.74,8.52,2.78,15.44\n5285,27.75,21.82,2.95,21.3,25.82,4.52,29.5,23.67,13.37,914.1,31.42,20.11,271.69,17.6,15.3,2.96,8.97,13.15,4.18,14.75,6.09,592.06,65.27,431.97,9.35,6.96,1.87,6.46,4.7,1.69,12.92,17.56,4.64,13.99,4.35,7.99,12.57,4.58,30.84,24.25,4.62,2.59,5.3,7.92,2.62,18.97\n5286,28.58,20.98,2.94,17.45,21.9,4.45,22.2,24.11,13.22,891.99,31.26,15.12,260.59,12.85,15.12,2.84,7.57,11.79,4.22,16.77,5.47,594.0,59.22,418.16,8.46,5.16,1.9,5.66,5.04,1.69,8.17,12.86,4.69,11.06,4.49,6.54,11.0,4.46,31.93,18.71,4.13,2.73,4.98,7.55,2.57,27.94\n5287,28.42,18.75,2.8,14.07,18.55,4.48,25.7,19.9,13.1,921.9,26.5,13.53,219.65,11.54,17.31,2.88,7.84,12.11,4.27,12.26,3.72,601.1,41.06,418.1,7.58,4.66,1.84,5.16,5.08,1.65,6.78,11.2,4.41,10.72,4.64,8.22,13.03,4.8,31.18,17.75,3.79,2.64,4.7,7.21,2.5,18.91\n5288,25.86,19.58,2.69,7.88,12.15,4.27,24.5,16.28,13.25,1074.93,23.01,14.66,243.63,19.15,12.49,2.8,9.33,13.9,4.57,8.47,2.38,628.25,36.39,434.6,8.03,7.72,1.81,6.28,4.98,1.72,12.84,18.01,5.16,11.68,4.74,13.76,20.94,7.17,29.79,15.16,3.98,2.72,5.9,8.59,2.69,24.48\n5289,20.27,18.85,3.0,8.23,12.53,4.3,26.3,12.63,13.43,1224.29,20.54,15.63,343.61,21.86,12.49,2.74,14.44,19.79,5.35,8.39,2.65,636.99,25.62,459.02,8.44,8.8,1.86,7.64,4.48,1.71,18.53,24.6,6.07,8.37,4.79,10.92,15.92,5.0,30.15,17.52,3.95,2.64,13.84,19.12,5.28,29.88\n5293,29.07,27.2,2.29,18.82,31.41,12.59,31.7,8.1,13.78,990.22,39.08,25.43,311.72,39.66,20.51,2.65,14.62,20.87,6.25,12.91,3.43,615.74,8.33,468.69,17.39,13.77,1.94,35.72,3.65,1.54,15.12,22.85,7.73,19.31,3.45,11.53,16.72,5.19,45.17,34.93,4.5,2.71,17.59,23.43,5.84,72.89\n5294,38.4,29.15,2.2,12.96,19.62,6.66,33.2,6.78,13.97,1003.32,40.73,27.84,220.41,39.87,24.54,2.53,17.01,23.62,6.61,9.48,3.88,623.57,8.08,467.03,10.37,8.59,2.02,31.01,3.82,1.61,17.98,26.4,8.41,21.96,3.09,9.72,14.33,4.61,52.07,32.72,4.19,2.89,18.89,26.04,7.15,109.16\n5295,42.94,17.84,1.94,14.05,20.33,6.28,29.1,6.26,13.56,1153.99,35.28,24.65,254.31,36.22,19.81,2.7,16.22,22.51,6.29,7.05,4.5,613.88,18.63,469.46,7.68,6.03,2.08,33.64,3.58,1.71,15.06,20.91,5.85,26.6,3.22,10.46,15.74,5.28,56.53,40.65,3.95,2.94,17.9,23.5,5.6,88.84\n5296,33.28,13.17,2.23,10.93,16.15,5.22,28.1,5.56,13.22,1169.04,33.84,27.62,311.69,41.17,28.84,2.79,15.07,20.87,5.8,5.4,4.69,610.93,22.69,481.66,7.88,5.46,2.22,26.67,3.4,1.72,24.65,34.38,9.72,32.23,3.04,12.49,18.81,6.32,60.03,43.22,4.15,2.9,14.65,19.15,4.5,85.37\n5297,33.44,10.49,2.14,12.33,17.52,5.19,36.4,5.66,13.21,1221.94,30.24,24.66,273.44,40.43,30.45,2.53,14.99,20.17,5.18,4.66,4.46,619.52,18.13,488.86,2.84,2.08,2.3,27.7,3.31,1.66,18.41,26.43,8.02,41.38,2.96,12.09,17.45,5.36,61.62,49.62,4.32,2.97,22.92,30.33,7.41,97.71\n5299,45.5,18.86,2.37,14.11,19.28,5.17,33.5,5.21,13.08,1399.16,22.09,30.62,314.72,40.25,23.2,2.61,19.29,24.73,5.44,10.17,3.87,695.55,22.44,518.9,8.68,4.96,2.32,23.0,4.37,1.71,28.58,39.5,10.92,42.13,2.9,14.96,20.53,5.58,56.46,43.6,6.83,3.01,24.16,29.97,5.81,79.2\n5300,42.47,13.84,2.46,16.55,21.79,5.24,37.9,4.94,12.92,1521.5,16.96,25.67,343.33,38.16,20.03,2.74,28.69,34.41,5.72,7.18,4.28,762.47,26.11,622.22,9.1,5.34,2.3,20.83,4.2,1.7,23.73,29.93,6.2,41.21,2.81,17.99,24.72,6.73,49.0,41.52,7.28,3.02,28.55,33.9,5.35,74.15\n5301,37.5,12.33,2.62,19.88,25.82,5.94,40.5,11.36,12.32,1487.72,12.77,22.24,405.59,35.94,15.85,2.74,42.87,48.11,5.24,23.58,4.23,824.88,36.94,646.92,8.82,3.43,2.29,25.37,4.59,1.64,34.18,39.1,4.92,38.7,2.68,17.95,25.88,7.92,40.87,42.89,6.25,2.86,39.35,43.83,4.47,44.7\n5302,47.5,10.15,2.53,22.05,27.09,5.04,35.0,11.07,12.24,1470.17,13.55,27.64,443.94,33.57,15.18,2.99,62.69,67.87,5.18,28.0,4.4,796.14,36.64,611.35,9.73,2.65,2.4,19.93,4.12,1.7,52.84,57.91,5.06,34.16,2.84,16.09,23.38,7.29,35.1,42.8,5.29,2.84,40.42,44.31,3.89,23.38\n5303,56.26,7.85,2.65,59.21,65.96,6.75,39.6,27.37,12.94,1325.26,20.44,28.57,398.86,31.18,22.22,2.95,56.99,62.55,5.56,32.97,4.44,823.0,41.22,541.7,16.32,3.12,2.33,26.19,3.82,1.72,39.68,45.33,5.65,43.96,2.8,15.32,22.89,7.57,30.46,42.68,4.79,2.88,23.02,26.76,3.75,37.98\n5304,46.73,11.09,2.48,66.0,71.3,5.3,35.7,33.76,13.32,1300.87,16.1,38.77,336.99,36.06,25.94,3.09,29.67,34.41,4.74,39.64,2.65,770.2,49.8,519.9,66.1,3.75,2.25,28.41,4.09,1.62,32.33,38.59,6.26,37.81,2.83,17.5,25.17,7.68,28.38,39.58,4.93,2.75,10.02,12.54,2.53,3.99\n5305,46.02,16.55,2.68,64.33,70.92,6.59,32.8,26.71,13.65,1226.2,19.53,41.95,310.49,33.04,18.31,3.21,36.06,40.62,4.56,28.33,2.55,723.25,55.72,478.73,98.99,3.56,2.25,21.52,3.79,1.72,29.35,35.67,6.32,34.11,3.12,15.22,21.47,6.25,27.51,38.74,4.63,2.67,9.81,12.39,2.58,21.4\n5306,54.22,22.92,2.9,48.16,54.06,5.9,31.4,30.16,13.61,1094.27,24.37,36.29,295.08,32.13,17.11,3.57,28.27,32.55,4.28,20.83,3.31,680.97,50.32,454.67,67.48,2.78,2.15,19.85,3.97,2.14,23.02,27.52,4.5,38.08,3.25,13.26,18.04,4.78,25.35,31.9,4.73,2.75,8.94,11.42,2.48,25.02\n5307,55.21,26.29,2.58,47.34,53.05,5.71,26.3,24.77,13.4,1001.0,25.57,31.92,240.65,32.97,13.45,3.65,22.17,26.59,4.42,18.46,3.75,651.29,41.76,432.53,41.96,2.79,2.18,18.04,4.07,2.16,20.59,25.6,5.01,27.31,3.32,11.8,20.45,8.65,24.08,28.39,4.57,2.69,6.93,9.44,2.51,22.77\n5308,46.68,20.11,2.56,57.95,64.23,6.28,27.4,19.15,13.22,934.47,28.55,29.58,235.32,24.77,10.63,3.62,16.42,20.76,4.34,17.59,4.08,632.48,38.93,434.75,24.67,3.29,2.08,16.0,3.91,2.26,16.45,20.91,4.46,27.18,3.49,9.31,13.77,4.47,23.76,32.33,4.56,2.59,5.91,8.58,2.68,24.99\n5309,41.11,14.53,2.83,37.81,42.93,5.12,26.9,14.75,13.21,895.39,25.16,24.86,202.24,22.39,10.68,3.73,11.25,15.61,4.36,12.38,3.91,632.41,37.63,429.38,15.47,2.86,2.06,15.98,3.67,2.24,16.39,20.77,4.38,21.95,3.69,21.49,27.46,5.96,17.3,31.76,4.38,2.59,5.05,7.43,2.38,21.55\n5310,41.12,12.63,2.82,30.66,35.5,4.84,31.7,11.36,13.0,882.76,27.51,18.96,220.32,17.42,11.67,3.71,10.91,15.28,4.37,8.14,3.08,628.32,37.93,436.71,11.76,5.26,2.04,12.44,3.94,2.16,19.73,25.92,6.18,18.32,3.9,28.82,35.41,6.59,14.76,25.7,4.63,2.7,5.23,7.82,2.59,23.39\n5311,32.11,14.28,3.17,22.62,27.22,4.6,26.7,12.14,12.98,913.12,21.4,13.86,246.0,20.99,9.63,3.52,14.13,18.53,4.4,7.94,3.02,650.37,27.81,427.08,8.39,8.06,1.97,11.63,3.66,2.37,19.95,27.01,7.06,19.65,4.16,22.37,28.6,6.23,14.96,20.31,4.46,2.56,5.17,7.66,2.5,22.36\n5316,24.59,18.34,3.0,55.62,73.13,17.51,43.6,5.58,13.83,1239.6,34.12,28.53,261.87,35.92,26.06,3.06,30.61,40.79,10.18,25.06,2.53,817.56,9.09,606.88,19.31,16.55,1.89,72.78,4.14,2.31,41.5,54.83,13.33,28.41,3.39,15.71,22.74,7.02,38.45,49.48,7.14,2.57,24.35,32.98,8.62,61.0\n5317,27.4,26.97,2.89,49.43,65.77,16.34,41.8,6.34,14.13,1184.86,50.36,25.57,268.52,31.52,21.29,3.09,25.12,32.86,7.74,14.67,3.89,808.86,11.67,580.1,12.08,10.03,1.93,54.33,8.11,2.33,38.66,50.69,12.03,34.82,3.21,14.2,20.24,6.04,43.68,54.7,7.36,2.75,20.86,27.89,7.02,86.15\n5318,32.73,31.22,2.67,39.78,52.17,12.39,39.8,6.58,14.13,1163.72,68.35,24.73,304.11,43.89,26.26,2.81,23.23,29.73,6.5,20.52,3.76,778.92,9.95,608.59,10.24,6.97,2.08,45.28,7.34,2.26,31.76,40.3,8.54,30.15,2.89,10.6,16.19,5.59,45.94,65.06,6.8,2.64,26.77,33.75,6.98,80.48\n5319,35.7,24.8,2.73,34.55,44.51,9.96,39.7,6.39,13.78,1241.83,68.66,31.84,306.77,50.56,21.38,2.86,23.33,28.8,5.47,13.62,3.61,689.09,18.8,632.72,9.0,5.34,2.17,37.42,6.04,2.28,30.52,38.43,7.92,33.46,3.0,12.27,18.08,5.8,46.41,67.42,6.83,2.7,31.24,36.96,5.72,83.9\n5329,58.18,26.94,4.46,68.97,77.4,8.43,37.8,34.87,13.3,1383.06,6.82,37.7,444.37,42.78,32.5,4.07,89.85,123.19,33.34,32.24,3.51,754.73,74.2,595.94,27.27,7.14,2.6,29.59,3.98,2.35,25.98,35.23,9.24,43.62,2.7,9.74,16.41,6.67,28.77,52.19,6.52,2.66,47.36,54.66,7.3,32.29\n5330,74.82,45.96,3.76,34.83,41.12,6.29,45.4,30.0,13.66,1220.71,13.07,37.78,556.46,33.62,39.31,3.93,50.67,61.68,11.01,24.59,4.21,708.51,80.93,635.59,18.0,16.85,2.26,35.46,3.73,2.01,25.31,32.63,7.32,33.15,2.58,10.39,18.04,7.65,25.29,56.32,6.38,2.55,45.48,51.37,5.89,36.76\n5331,73.9,45.92,3.46,41.07,48.83,7.76,46.3,43.15,14.78,1088.73,21.41,40.26,414.53,29.92,44.19,3.75,39.88,47.96,8.08,26.64,8.72,669.34,75.87,607.83,21.82,13.99,2.27,25.82,4.2,1.92,16.19,22.79,6.6,31.86,2.61,9.9,14.57,4.68,25.2,52.45,5.57,2.56,21.12,24.87,3.75,49.12\n5332,54.29,40.0,3.47,31.09,36.8,5.71,42.1,37.35,14.06,933.66,18.97,36.87,310.07,33.64,38.48,3.57,24.17,30.76,6.59,17.05,7.13,663.44,71.68,545.69,16.63,13.91,2.03,20.38,4.08,1.88,14.64,19.69,5.06,31.23,2.63,7.79,12.31,4.52,24.58,45.1,4.88,2.39,10.0,12.69,2.68,45.07\n5333,39.16,38.81,3.15,22.59,27.69,5.1,35.8,34.81,13.53,863.71,18.14,36.12,290.84,30.63,33.23,3.5,25.85,32.66,6.81,9.62,5.39,665.57,75.18,526.04,10.52,8.91,2.02,15.47,4.06,2.05,20.02,26.47,6.45,24.5,2.54,7.82,12.08,4.26,23.6,35.32,4.98,2.52,10.69,13.43,2.74,43.27\n5334,39.78,33.84,3.51,26.35,31.7,5.35,28.4,27.25,13.82,835.79,19.47,30.36,280.39,30.24,32.57,3.5,24.88,32.06,7.18,9.99,5.16,659.16,81.06,542.73,7.63,5.78,1.94,14.88,3.74,1.88,17.11,22.3,5.19,19.85,2.6,6.83,10.88,4.05,23.04,27.79,5.01,2.68,15.74,18.79,3.05,41.57\n5335,40.15,25.49,3.47,21.96,26.97,5.01,35.2,21.97,13.73,830.64,14.62,29.64,269.05,29.36,30.84,3.48,23.27,30.43,7.16,13.07,3.74,666.06,86.14,557.05,7.86,6.59,1.93,11.71,3.52,1.99,22.46,29.82,7.37,19.65,2.47,6.79,11.76,4.97,24.07,29.12,5.14,2.5,14.55,17.46,2.91,38.47\n5336,31.62,26.9,3.5,16.0,20.78,4.78,38.4,17.08,13.7,981.14,12.03,29.6,258.7,27.78,31.82,3.32,32.81,41.28,8.47,10.24,3.43,710.99,93.62,627.16,10.55,4.92,1.94,16.92,3.36,2.03,27.42,36.14,8.72,18.25,2.54,12.8,21.85,9.05,22.14,25.21,5.33,2.51,12.62,16.33,3.71,37.26\n5341,26.89,20.68,3.24,27.16,37.91,10.75,40.5,5.44,14.32,1001.05,40.08,26.82,238.2,38.2,14.77,3.46,19.04,27.2,8.16,11.8,4.72,712.1,15.53,600.76,23.68,9.56,2.04,37.08,5.09,2.03,17.52,25.61,8.09,21.82,2.43,8.64,14.75,6.11,35.89,28.64,6.48,2.79,19.36,25.26,5.9,68.41\n5342,28.73,18.58,3.04,21.56,30.3,8.74,41.4,5.05,15.19,986.65,44.63,25.96,296.58,31.97,19.8,3.44,15.98,22.6,6.62,13.37,3.48,721.16,14.35,570.7,12.72,6.2,1.93,27.55,4.77,2.05,19.92,28.0,8.08,18.38,2.36,8.88,15.06,6.18,41.0,33.17,5.64,2.74,20.08,25.76,5.68,67.23\n5343,22.59,19.38,3.0,19.93,27.4,7.47,38.0,4.71,14.79,1033.51,46.15,25.8,276.37,41.85,24.97,3.37,16.38,22.26,5.88,10.79,2.89,713.65,11.8,557.5,9.99,4.88,2.03,30.56,4.85,2.09,20.57,30.26,9.7,20.95,2.54,9.83,16.61,6.78,39.71,28.89,4.84,2.72,17.39,21.76,4.38,70.59\n5344,23.55,15.17,2.8,17.33,23.41,6.08,37.8,5.22,14.43,1093.96,45.36,30.2,279.3,37.71,24.05,3.28,15.45,20.91,5.46,7.79,2.28,680.44,13.98,569.54,10.93,3.9,1.99,24.02,5.38,2.01,24.42,35.46,11.05,21.81,2.31,10.33,16.93,6.6,43.71,34.73,7.22,2.87,20.53,25.27,4.74,78.06\n5345,30.09,12.46,2.86,17.57,23.73,6.16,46.7,4.36,14.53,1147.55,41.14,24.62,254.86,35.17,25.57,3.71,16.58,21.98,5.4,17.66,2.42,657.78,12.47,571.27,6.71,3.79,2.0,22.86,14.28,2.1,22.7,30.53,7.83,21.9,2.39,11.34,17.21,5.87,48.31,34.14,7.54,2.95,22.54,27.98,5.45,110.11\n5347,38.52,12.56,3.22,21.2,28.53,7.33,41.6,5.03,13.68,1199.35,25.01,25.22,235.98,37.28,28.01,3.33,19.87,25.17,5.3,9.81,3.32,728.54,12.1,590.11,9.9,3.51,2.03,22.06,12.79,2.02,13.96,19.65,5.69,24.19,2.92,13.14,19.72,6.58,50.24,49.27,8.35,2.88,17.06,21.35,4.3,44.87\n5348,39.03,14.38,3.78,22.98,29.7,6.72,32.7,5.34,13.26,1174.07,19.72,24.71,258.94,28.42,24.44,3.68,22.94,28.4,5.46,12.37,2.54,752.24,22.73,636.04,9.07,3.62,2.02,17.85,9.85,2.03,18.39,24.79,6.4,20.12,2.84,14.45,21.3,6.85,52.94,44.61,7.58,2.95,27.68,33.24,5.56,25.12\n5349,30.31,12.34,3.75,22.25,28.55,6.3,24.6,4.08,13.09,1140.41,16.76,26.22,320.77,30.82,25.89,3.85,22.28,27.8,5.52,17.96,3.41,761.14,23.2,636.08,6.2,3.82,2.09,12.5,7.8,2.05,17.48,23.16,5.67,20.54,3.13,21.92,29.7,7.79,47.39,34.91,6.48,2.92,19.03,22.67,3.65,22.17\n5350,31.44,9.97,3.86,37.15,44.24,7.09,32.2,6.9,13.7,1153.92,17.74,20.62,308.14,25.54,23.61,4.23,24.21,29.87,5.66,11.76,7.68,782.42,31.33,596.23,12.02,3.33,2.06,8.75,6.36,2.02,19.87,26.77,6.9,14.38,4.29,26.25,33.3,7.04,38.03,37.23,5.44,2.83,16.93,20.64,3.71,25.34\n5351,43.27,8.65,3.65,35.8,42.92,7.12,32.1,15.47,13.59,1088.88,20.64,25.73,326.01,22.69,21.72,4.26,37.62,43.83,6.21,16.43,6.58,736.18,33.96,597.42,10.04,2.93,2.1,6.3,5.35,2.03,23.05,28.87,5.82,12.91,5.94,39.34,47.54,8.2,26.17,41.07,4.71,2.78,13.27,15.66,2.39,27.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.93,22.59\n5381,71.83,15.3,3.02,26.69,31.8,5.11,29.1,23.19,13.55,803.52,28.09,24.65,256.21,26.92,21.2,2.85,20.08,25.83,5.75,6.5,2.95,646.95,44.08,475.33,14.96,4.75,1.98,28.76,3.95,2.14,25.27,31.08,5.8,20.62,2.55,9.23,13.11,3.88,27.55,30.61,3.9,2.71,4.74,6.9,2.15,29.2\n5382,56.77,22.02,3.02,20.6,25.3,4.7,26.5,23.49,13.47,794.43,27.44,25.11,212.94,26.07,20.88,2.94,16.54,22.37,5.83,14.99,3.45,634.82,33.81,482.92,9.29,3.95,2.0,20.57,4.56,2.08,10.88,15.9,5.02,23.25,2.56,8.14,11.77,3.62,27.62,23.94,4.55,2.63,4.38,6.32,1.95,19.2\n5383,43.78,22.19,3.13,15.81,20.86,5.05,19.2,18.41,13.18,751.88,29.05,23.28,214.43,26.54,16.07,2.79,19.89,25.87,5.98,11.74,4.17,696.65,37.01,462.03,8.78,3.63,1.95,15.71,4.25,2.11,18.12,26.67,8.55,18.98,2.51,8.8,12.49,3.68,28.11,22.79,4.44,2.74,3.86,6.0,2.14,22.29\n5384,41.1,14.42,3.04,10.87,15.32,4.45,16.1,14.32,13.25,791.24,25.13,18.94,203.0,27.65,13.7,2.83,17.73,23.93,6.2,7.2,3.64,697.2,30.59,444.28,11.62,2.58,1.97,15.42,4.09,2.2,29.82,40.02,10.2,14.4,2.48,8.62,12.47,3.85,28.68,25.8,4.44,2.91,4.16,6.38,2.22,27.45\n5385,34.42,9.85,2.95,9.83,14.31,4.48,12.8,11.37,13.23,760.93,28.84,19.11,273.95,23.7,15.2,2.75,18.04,24.87,6.83,20.67,3.58,695.16,34.27,441.49,9.44,4.95,1.98,12.55,4.76,2.11,31.41,43.54,12.12,14.78,2.44,10.87,15.76,4.89,28.72,22.41,4.88,2.84,5.8,8.21,2.42,30.8\n5389,21.66,17.9,2.85,22.13,29.7,7.57,21.4,6.03,13.84,747.37,43.82,23.39,267.63,32.03,20.05,2.87,14.79,21.41,6.62,11.37,2.3,656.29,10.07,548.79,9.7,7.74,2.02,42.16,3.78,2.14,22.79,32.06,9.26,17.07,2.84,9.41,14.74,5.33,52.93,22.33,4.28,2.76,8.95,11.53,2.58,91.66\n5390,21.04,14.0,2.93,14.49,20.45,5.96,25.3,4.73,13.24,803.42,45.45,22.22,225.53,35.5,16.56,2.75,13.24,19.26,6.02,7.44,3.5,651.76,7.8,515.47,9.86,6.88,2.06,34.05,3.64,2.15,20.52,27.6,7.08,13.52,2.72,8.26,12.82,4.56,56.37,26.98,4.65,2.87,10.7,13.55,2.86,106.46\n5391,26.26,10.89,2.92,13.23,18.92,5.69,24.7,5.04,13.01,909.37,43.86,24.45,209.39,37.28,18.92,2.68,11.9,17.33,5.43,9.66,2.98,601.65,7.37,520.03,7.4,5.0,2.19,33.08,3.44,2.11,31.73,40.98,9.25,13.22,2.84,7.99,12.87,4.88,61.17,29.98,4.92,2.8,14.02,17.66,3.64,86.82\n5392,30.8,9.95,2.81,16.06,22.13,6.07,31.9,4.76,12.69,929.88,43.52,26.46,284.28,28.91,18.43,2.44,11.64,16.89,5.25,8.32,3.01,573.08,8.96,509.69,10.01,2.5,2.25,39.9,3.33,2.22,24.84,31.93,7.09,11.62,3.02,8.55,13.71,5.16,74.65,34.19,5.15,3.0,11.27,13.82,2.55,89.82\n5393,34.85,8.74,2.77,17.27,23.15,5.88,24.8,4.04,12.53,862.34,44.92,21.31,266.46,33.46,18.93,2.75,15.09,20.47,5.38,5.77,1.82,593.16,13.17,507.75,7.27,1.25,2.38,31.8,3.5,2.24,25.87,33.43,7.56,12.39,3.18,8.96,13.86,4.9,85.86,39.49,4.88,3.12,10.25,12.51,2.26,92.02\n5394,41.61,8.01,3.11,15.2,20.66,5.46,19.8,3.73,12.82,902.59,33.1,24.31,213.12,39.09,19.58,2.62,14.44,19.74,5.3,5.87,0.92,578.96,14.84,502.77,5.29,0.8,2.39,23.79,3.35,2.25,19.32,24.42,5.1,14.05,2.98,11.28,17.06,5.78,90.7,40.68,4.53,3.16,10.55,12.65,2.1,89.44\n5395,44.56,7.84,3.13,15.07,21.05,5.98,25.4,3.04,12.45,874.98,35.74,22.81,235.7,29.22,19.95,2.66,16.93,22.42,5.49,4.69,1.54,620.8,12.34,520.6,5.24,2.37,2.41,21.74,3.24,2.35,38.44,47.81,9.37,13.62,3.2,13.15,18.58,5.43,94.3,42.45,4.59,3.11,12.43,14.57,2.15,81.34\n5396,45.57,8.66,3.37,18.09,23.5,5.41,21.5,4.19,11.83,901.09,23.98,18.7,353.81,24.74,17.97,2.74,33.78,40.09,6.31,4.1,1.66,676.92,20.33,600.88,5.7,2.75,2.5,21.39,3.18,2.46,43.67,53.31,9.64,13.38,3.12,20.94,26.74,5.8,82.52,39.62,4.73,3.22,22.35,25.99,3.64,62.57\n5397,52.93,9.82,3.48,16.26,21.93,5.67,25.1,4.66,11.18,1303.46,6.48,13.71,508.41,19.2,20.35,2.79,54.84,61.23,6.39,10.77,1.81,758.76,19.44,1066.48,3.6,3.77,2.4,20.8,3.31,2.29,57.11,62.39,5.29,16.86,3.11,27.76,32.52,4.76,63.11,37.81,4.36,3.13,26.77,28.65,1.88,52.25\n5399,73.72,6.75,3.65,60.32,67.99,7.67,33.4,16.79,12.15,1889.5,3.41,20.88,472.25,24.96,28.85,3.19,115.92,142.51,26.59,34.11,2.19,700.06,31.46,976.92,22.82,19.62,2.43,12.35,3.16,2.34,54.25,61.29,7.03,19.88,3.32,37.59,42.35,4.76,38.9,49.41,3.76,2.9,26.06,27.92,1.85,50.38\n5400,93.35,12.52,3.91,60.76,66.44,5.68,42.1,15.92,12.4,1778.29,1.68,30.11,400.5,32.33,32.2,3.26,78.93,88.62,9.69,35.93,1.09,724.44,32.87,727.03,24.38,16.44,2.31,25.42,3.24,2.41,62.42,72.38,9.95,26.33,2.89,29.63,34.62,4.99,44.3,49.62,3.77,2.87,21.37,23.06,1.69,49.64\n5401,61.56,24.6,3.59,78.68,87.07,8.39,35.3,39.52,12.34,1460.98,15.94,32.42,322.06,40.89,34.42,3.26,52.91,58.75,5.84,22.6,1.47,707.46,39.53,607.74,18.3,10.32,2.39,21.9,3.46,2.45,61.58,70.31,8.72,30.85,2.8,25.05,29.52,4.47,44.51,42.38,4.21,2.91,14.2,15.88,1.68,46.57\n5402,23.4,24.89,3.92,111.87,123.29,11.42,33.6,36.06,12.63,1244.34,22.35,26.38,250.16,32.02,31.82,4.0,35.2,40.95,5.75,23.4,2.67,657.66,39.33,521.6,13.09,9.61,2.27,30.07,4.14,1.8,37.44,43.02,5.58,27.72,2.82,27.6,31.43,3.82,40.38,34.65,4.46,2.94,12.68,14.51,1.83,46.4\n5403,43.31,15.98,4.31,160.0,226.32,66.32,41.6,27.07,12.86,1019.53,33.69,29.57,251.49,35.83,29.57,3.75,29.74,35.23,5.49,25.64,3.67,699.81,42.3,462.66,14.38,11.81,2.28,23.71,4.77,1.66,59.04,71.54,12.5,28.16,2.65,22.21,25.99,3.79,44.36,33.2,4.16,2.76,8.06,9.81,1.75,47.5\n5404,83.23,16.34,4.86,224.75,404.49,179.74,34.6,20.3,13.41,889.06,36.96,29.78,248.5,29.57,30.64,4.1,19.06,24.61,5.55,16.83,3.47,685.92,36.4,434.32,11.43,7.82,2.25,31.43,4.55,2.0,95.75,126.79,31.03,31.93,2.64,14.44,18.33,3.89,43.38,31.19,3.81,2.8,5.35,6.88,1.53,40.05\n5405,96.21,24.68,4.37,143.94,212.01,68.07,26.1,17.04,13.56,764.02,38.55,23.74,212.36,32.51,26.37,4.07,13.07,18.22,5.15,10.76,4.15,695.06,38.74,421.6,9.38,5.41,2.14,41.72,4.65,1.66,26.82,31.26,4.44,26.48,2.8,16.81,20.76,3.96,41.96,31.99,3.71,2.86,4.17,5.73,1.56,49.47\n5406,87.41,28.72,4.14,121.29,144.44,23.15,28.8,12.75,13.12,747.5,25.3,21.68,220.96,29.98,23.52,3.61,12.55,17.58,5.03,16.74,6.13,656.57,43.75,417.96,4.91,6.45,2.22,30.65,4.15,1.63,20.61,25.23,4.62,31.14,2.73,11.75,15.3,3.56,43.22,31.07,3.89,2.88,3.75,5.26,1.5,54.29\n5407,74.6,23.6,3.8,127.56,150.64,23.08,34.6,10.06,13.25,721.87,30.07,22.48,279.15,24.58,21.64,3.42,14.59,19.51,4.92,12.23,5.63,665.07,35.65,419.37,6.34,3.22,2.27,24.1,3.81,1.61,23.45,29.21,5.76,31.95,2.63,15.44,19.21,3.77,37.14,25.04,4.34,2.82,8.0,9.7,1.71,50.21\n5408,65.13,20.76,3.7,77.97,88.43,10.46,26.9,7.55,13.49,926.9,18.5,18.32,194.42,31.36,24.6,3.99,19.77,25.22,5.45,15.19,3.23,695.21,32.11,438.01,8.96,1.61,2.21,32.26,3.61,1.78,62.71,77.44,14.73,28.03,2.45,13.93,17.87,3.94,37.72,22.09,4.14,2.89,9.36,11.28,1.92,64.85\n5409,58.85,21.6,3.63,23.15,27.98,4.83,38.9,5.9,13.86,889.65,27.53,23.45,249.14,34.45,29.49,3.9,31.68,37.2,5.52,20.42,1.61,687.33,26.21,497.05,14.62,1.45,2.34,34.46,4.18,1.7,49.1,58.04,8.94,26.42,2.6,14.09,18.56,4.48,38.98,22.61,3.8,2.93,34.86,40.71,5.84,54.81\n5410,56.36,25.96,3.6,55.4,66.64,11.24,48.7,5.28,13.74,843.28,27.66,27.03,338.67,38.37,27.07,3.69,34.24,40.68,6.44,21.8,1.22,670.14,25.79,471.76,20.14,8.65,2.32,43.87,4.25,1.83,100.3,130.29,29.99,28.55,2.72,15.61,22.84,7.24,42.94,41.61,3.56,2.93,34.78,40.41,5.63,59.79\n5411,54.65,24.56,3.42,76.46,88.6,12.14,46.6,4.21,13.83,808.05,37.04,26.69,220.3,38.64,29.44,3.63,33.1,40.21,7.11,27.72,1.95,1257.52,34.2,465.44,30.04,20.33,2.45,68.5,4.38,1.83,55.95,69.75,13.8,28.6,2.8,17.44,23.75,6.31,54.74,54.16,3.39,3.13,32.38,40.35,7.96,68.08\n5412,55.55,19.54,3.67,60.79,70.69,9.9,40.7,3.01,14.1,756.23,30.84,31.16,212.46,46.83,34.51,3.35,26.3,32.88,6.58,39.94,2.94,633.88,34.05,471.76,26.05,11.25,2.49,79.64,3.97,1.85,41.21,51.75,10.54,36.0,2.61,11.93,16.9,4.97,68.57,63.28,3.27,3.24,35.91,44.91,9.0,67.48\n5413,61.52,26.48,3.54,59.34,73.04,13.7,46.1,3.78,14.63,778.17,39.2,25.94,414.98,42.77,36.64,3.52,17.13,23.06,5.93,27.39,3.2,613.65,42.04,446.55,14.9,7.61,2.6,61.27,3.73,1.99,42.2,53.02,10.82,34.45,2.72,12.29,18.52,6.23,70.3,71.54,8.06,3.24,37.12,46.58,9.46,71.91\n5414,61.91,28.64,3.34,32.17,40.9,8.73,47.4,3.95,14.09,755.53,36.06,25.57,382.2,43.9,35.04,3.4,18.43,24.27,5.84,33.67,2.56,616.74,43.05,471.8,11.58,5.16,2.51,60.08,4.28,2.02,26.86,34.33,7.46,31.16,2.92,7.41,11.86,4.45,77.73,92.61,8.65,3.27,33.9,43.21,9.31,74.6\n5415,55.22,20.69,3.43,28.62,36.39,7.77,47.6,3.31,13.25,739.39,41.51,27.96,362.9,46.53,41.75,3.44,18.36,24.12,5.76,34.85,2.7,595.39,41.56,482.98,46.22,3.25,2.61,56.34,4.22,2.11,22.77,29.05,6.28,33.91,2.74,10.69,16.41,5.72,82.83,93.53,7.83,3.57,26.3,34.57,8.27,72.77\n5416,49.8,13.62,3.27,22.1,28.6,6.5,46.0,8.09,11.2,571.58,53.9,24.45,439.79,41.26,37.09,3.52,21.44,27.44,6.0,22.03,3.44,610.68,42.26,489.95,172.9,26.12,2.52,47.38,4.07,2.12,26.63,34.21,7.58,37.77,2.88,13.88,20.04,6.16,85.18,83.88,7.74,3.63,32.22,40.58,8.36,67.5\n5422,69.27,11.7,3.57,39.19,46.34,7.15,32.3,9.72,11.71,600.78,34.74,29.25,595.37,48.6,31.42,3.52,44.55,49.29,4.74,41.3,4.35,665.27,32.02,843.53,21.44,16.18,2.57,16.56,11.26,2.15,65.46,78.7,13.25,83.08,2.81,20.88,25.9,5.02,74.07,60.11,6.67,3.3,38.1,41.38,3.28,54.33\n5423,43.19,17.43,3.78,86.13,96.3,10.17,28.9,8.85,10.71,828.69,14.91,38.16,606.14,56.19,30.86,3.34,35.98,40.8,4.82,46.92,3.85,700.56,31.62,942.95,28.26,14.37,2.62,39.31,8.8,2.12,43.82,52.92,9.09,85.92,2.57,19.84,24.25,4.41,70.8,52.37,5.57,3.43,63.01,69.37,6.36,34.82\n5424,53.02,22.59,4.15,85.76,95.06,9.3,23.3,8.28,10.82,888.88,16.37,42.89,868.29,62.56,32.59,3.34,58.85,63.82,4.97,43.98,4.34,879.92,41.35,1109.87,35.76,8.96,2.55,50.74,7.32,1.99,31.25,36.66,5.41,74.56,2.53,21.25,25.51,4.26,65.18,53.57,4.8,3.43,46.74,49.46,2.72,41.39\n5425,100.38,22.5,3.76,61.73,68.48,6.75,34.1,7.25,11.25,855.16,30.6,36.41,624.43,60.25,27.78,3.56,85.57,95.42,9.85,37.48,4.43,689.42,43.73,632.27,20.26,6.0,2.5,44.78,6.7,2.52,49.23,54.9,5.67,56.66,2.39,20.17,24.02,3.85,63.1,52.94,4.26,3.31,23.17,25.35,2.18,57.79\n5426,102.61,23.34,4.46,102.28,115.62,13.34,28.0,9.61,11.49,839.47,25.03,39.72,417.03,59.89,28.15,4.15,31.37,35.96,4.59,27.76,3.5,647.01,45.7,466.97,16.7,9.91,2.53,36.63,5.91,2.32,36.1,42.83,6.73,48.91,2.57,15.21,18.91,3.7,61.63,45.83,4.02,3.15,7.7,9.44,1.74,65.12\n5427,91.26,21.95,5.49,96.48,107.91,11.43,25.8,8.78,11.69,787.34,30.18,41.22,392.51,56.36,33.87,4.33,22.77,27.45,4.68,26.18,2.93,606.44,43.04,413.14,31.31,10.3,2.43,26.02,5.33,2.08,14.37,18.86,4.48,43.89,2.93,18.58,22.12,3.54,57.67,40.35,4.35,3.31,6.92,8.66,1.74,69.37\n5428,77.42,21.1,4.59,71.03,76.29,5.26,26.2,6.63,11.86,771.31,21.35,32.98,446.44,39.51,33.41,4.22,23.05,27.61,4.56,17.1,3.54,624.19,39.75,400.43,18.58,6.8,2.66,18.64,4.92,2.01,18.73,23.68,4.96,40.23,2.77,18.86,22.38,3.52,54.78,44.04,4.5,3.17,8.35,10.06,1.71,63.75\n5429,71.97,32.45,3.94,24.65,29.04,4.39,30.8,5.06,12.41,874.93,6.43,30.02,348.31,37.05,27.52,4.5,21.46,26.09,4.63,10.04,4.23,633.01,79.92,454.85,11.13,5.02,2.63,14.49,4.96,2.02,32.75,37.76,5.01,31.09,2.58,14.68,18.19,3.52,55.51,37.18,4.58,3.15,6.18,7.87,1.68,64.7\n5432,31.75,12.8,4.24,44.27,49.13,4.86,33.3,12.72,12.91,986.24,12.74,24.13,407.11,30.22,21.69,4.96,15.01,20.1,5.09,9.29,3.23,740.63,48.31,517.11,8.72,7.75,2.64,17.84,4.59,2.55,126.26,189.28,63.03,30.93,2.76,10.8,14.42,3.62,67.75,25.24,4.88,3.34,39.21,44.53,5.32,34.58\n5434,32.56,13.79,4.39,77.14,94.7,17.56,33.6,7.17,13.18,938.86,27.79,33.57,481.27,36.09,29.63,4.51,36.2,43.37,7.17,20.87,4.07,623.82,26.79,467.52,7.09,6.34,2.65,64.91,5.54,2.12,103.36,132.6,29.24,29.68,2.94,18.99,25.69,6.7,70.33,39.02,7.9,3.3,41.15,50.9,9.74,55.73\n5435,29.44,20.92,4.38,106.86,144.59,37.73,43.4,5.69,12.72,799.19,36.61,38.73,458.59,42.48,32.99,4.51,38.36,46.67,8.31,33.26,2.48,614.4,31.95,445.78,5.59,3.82,2.79,121.12,13.3,2.24,71.43,86.86,15.42,32.19,3.0,19.47,26.47,7.0,84.2,44.73,5.47,3.43,31.15,38.58,7.43,65.17\n5437,30.43,29.08,4.0,75.46,94.81,19.35,37.9,4.58,12.96,730.32,44.1,42.22,373.63,82.15,37.36,4.21,18.2,24.45,6.25,23.99,1.39,591.38,37.63,451.39,45.21,9.25,2.73,50.44,8.07,2.48,31.65,40.42,8.76,42.3,2.83,12.19,18.08,5.89,105.92,53.29,5.07,3.62,32.88,42.11,9.23,68.91\n5438,41.56,20.59,3.6,31.48,39.79,8.31,44.0,4.25,12.64,659.98,46.7,34.96,471.6,75.1,33.26,4.1,17.86,23.83,5.97,21.93,1.42,598.48,37.36,450.51,27.63,6.17,2.65,53.98,7.06,2.38,21.91,29.03,7.12,45.9,2.77,12.85,18.59,5.74,104.77,63.8,5.2,3.48,25.66,32.68,7.02,72.39\n5439,49.59,13.8,3.44,24.09,30.9,6.81,35.9,3.67,12.35,574.13,43.56,38.79,387.0,66.68,34.69,3.88,17.56,23.22,5.66,28.52,1.72,595.37,41.17,455.43,21.89,4.72,2.5,50.14,6.12,2.34,23.47,31.17,7.7,41.2,2.8,13.19,20.25,7.06,110.97,62.87,5.07,3.57,27.87,35.78,7.91,71.9\n5440,49.02,10.44,3.2,19.07,25.66,6.59,39.9,3.44,12.31,509.11,42.37,35.32,443.03,63.62,31.18,4.02,21.6,27.62,6.02,19.92,2.59,587.6,34.0,477.24,19.72,4.16,2.47,44.18,6.31,2.3,29.79,39.52,9.73,36.98,2.67,12.47,18.01,5.54,112.99,56.6,4.98,3.69,31.97,40.51,8.54,72.79\n5441,62.07,8.74,3.18,16.45,22.03,5.58,38.5,3.69,13.06,511.76,39.73,25.99,432.33,53.46,30.55,3.97,21.57,27.36,5.79,10.92,3.03,592.74,39.04,472.51,9.86,2.99,2.51,35.9,12.34,2.3,25.27,31.71,6.44,32.5,2.59,10.65,15.75,5.11,112.68,51.61,4.86,3.66,29.13,36.3,7.17,70.33\n5442,80.92,15.04,3.25,18.2,24.08,5.88,35.6,3.39,12.98,503.64,36.25,25.34,420.59,52.54,36.22,3.96,24.68,30.53,5.85,14.67,2.65,622.04,29.67,504.48,5.0,2.74,2.52,37.99,10.51,2.34,27.14,33.38,6.24,35.52,2.69,15.84,23.38,7.54,104.98,51.21,5.1,3.84,37.62,47.26,9.64,62.44\n5443,71.58,19.06,3.44,19.19,25.58,6.39,31.5,6.9,12.95,582.41,30.99,23.96,521.11,48.72,31.21,3.76,34.82,41.75,6.93,10.92,2.88,672.43,31.5,542.51,4.14,2.0,2.67,27.25,8.68,2.27,35.66,42.29,6.63,36.28,2.6,16.78,22.76,5.98,102.96,61.76,10.47,3.77,38.23,47.25,9.02,55.25\n5444,56.36,12.56,3.52,18.54,24.17,5.63,31.6,6.77,11.83,657.17,20.76,21.26,466.85,38.8,29.32,4.03,45.88,53.01,7.13,15.57,3.48,708.25,25.91,671.19,11.6,3.22,2.58,23.27,7.14,2.22,41.21,48.24,7.03,34.82,2.85,20.91,27.04,6.13,96.72,60.29,10.89,3.62,44.69,53.02,8.33,51.08\n5445,64.34,9.12,3.26,25.11,31.49,6.38,28.0,6.25,10.92,760.55,10.21,18.64,619.9,35.49,26.88,3.82,69.52,76.38,6.86,21.49,3.62,688.28,28.49,686.52,27.77,13.12,2.71,16.41,6.85,2.3,41.1,46.98,5.89,31.86,3.06,28.21,33.02,4.81,83.24,62.08,8.76,3.42,45.34,49.89,4.54,47.66\n5446,71.71,15.16,3.58,43.26,50.32,7.06,27.6,11.13,12.09,695.0,33.05,18.83,699.92,30.01,24.86,3.99,85.5,93.42,7.92,20.4,2.93,645.62,27.42,882.72,16.67,7.89,2.7,11.96,5.7,2.23,37.31,43.08,5.77,31.79,2.77,32.2,36.82,4.61,68.12,57.93,7.04,3.6,46.39,48.8,2.41,46.27\n5447,70.7,17.88,3.47,83.65,93.45,9.8,36.7,10.76,11.51,767.97,27.33,24.16,566.75,41.27,32.45,4.18,56.05,61.94,5.89,29.73,3.26,641.17,32.66,834.11,31.46,5.1,2.73,17.48,4.9,2.36,44.2,49.67,5.47,30.36,2.47,34.16,38.6,4.45,58.67,51.86,6.45,3.46,38.53,40.58,2.05,49.8\n5448,76.51,11.94,4.27,68.85,75.79,6.94,36.7,9.56,11.31,906.77,10.82,30.53,522.31,46.4,38.69,4.12,51.63,56.7,5.07,38.94,3.87,631.09,34.18,645.14,19.09,8.06,2.85,17.18,4.57,2.32,52.95,58.08,5.13,33.96,2.46,19.18,23.2,4.02,73.2,45.51,5.91,3.39,23.67,25.42,1.74,58.54\n5449,79.43,8.84,4.33,79.37,84.76,5.39,33.0,16.05,11.92,947.23,16.95,25.64,628.71,44.75,36.93,4.34,62.27,67.7,5.43,30.77,3.02,682.54,35.27,538.94,11.85,5.38,2.77,19.5,5.04,2.38,55.24,67.73,12.49,34.66,2.61,12.47,16.17,3.7,79.68,47.69,5.24,3.39,43.17,45.19,2.02,39.89\n5450,73.92,30.68,4.4,88.36,95.98,7.62,34.6,17.88,12.42,1147.24,1.04,19.42,636.3,44.71,31.87,4.22,64.58,69.51,4.93,28.28,2.11,715.91,31.3,470.98,10.72,4.64,2.77,22.51,5.12,2.88,71.08,79.85,8.77,30.18,2.74,13.31,17.11,3.8,76.4,40.17,4.93,3.38,46.01,52.24,6.24,41.84\n5451,67.62,41.61,3.99,94.91,103.46,8.55,42.1,25.57,12.52,1129.69,0.74,14.38,628.3,46.22,29.45,4.39,57.21,61.82,4.61,22.39,2.53,669.95,31.39,577.21,18.26,3.57,2.74,22.88,4.82,2.87,77.33,88.93,11.59,31.86,2.82,22.99,26.8,3.82,56.94,45.16,5.05,3.6,85.91,93.54,7.62,7.6\n5452,65.7,23.92,4.24,114.14,133.82,19.68,31.2,33.19,13.57,905.36,12.38,18.06,579.26,39.99,26.15,4.85,40.67,44.96,4.29,21.05,2.03,601.2,27.16,573.81,10.76,3.69,2.65,17.69,4.91,3.12,52.15,58.36,6.21,37.99,3.06,36.44,41.96,5.52,38.26,45.85,5.24,3.51,31.04,33.64,2.6,42.61\n5453,67.08,23.15,4.15,121.07,155.85,34.78,27.3,28.11,13.46,760.77,22.88,20.94,485.57,41.43,22.54,4.98,27.04,31.94,4.9,15.22,1.83,607.6,25.15,480.73,9.1,4.97,2.68,36.6,4.65,3.15,37.9,43.55,5.64,33.47,2.82,29.92,34.31,4.39,47.74,43.69,4.91,3.26,10.39,12.2,1.82,62.22\n5454,65.66,26.12,4.23,128.89,182.68,53.79,20.8,21.67,13.79,708.1,14.99,17.1,521.13,49.33,18.92,4.99,29.54,35.31,5.77,18.78,1.98,695.11,26.79,462.18,10.26,3.63,2.57,28.7,4.86,2.96,28.7,33.55,4.85,33.88,2.79,33.37,37.96,4.59,35.8,43.73,4.91,3.2,11.13,13.0,1.87,53.22\n5455,65.06,32.62,4.55,91.49,103.14,11.65,18.3,15.68,13.44,696.54,11.52,22.79,489.11,43.3,19.12,4.92,25.02,30.91,5.89,13.64,2.12,665.99,33.14,441.08,8.22,3.71,2.56,26.48,5.0,2.87,41.45,51.45,10.0,24.14,2.81,26.71,30.5,3.78,43.61,35.7,5.03,3.28,51.1,54.29,3.19,13.41\n5456,65.76,32.4,4.74,67.51,74.52,7.01,32.0,15.84,13.2,969.66,9.52,19.49,587.44,39.96,22.91,4.67,42.1,50.76,8.66,10.74,2.62,735.57,26.4,464.46,13.15,5.91,2.75,32.69,4.76,2.84,68.05,91.35,23.3,21.36,2.86,29.66,34.29,4.63,43.11,31.76,4.59,3.52,71.08,83.06,11.98,6.55\n5460,55.16,45.42,5.37,100.15,139.14,38.99,44.1,8.03,14.09,822.29,44.42,39.32,438.13,47.04,36.49,4.11,35.16,42.45,7.29,28.6,3.1,648.55,48.03,498.89,27.98,13.52,2.68,96.45,5.29,2.94,119.72,155.95,36.24,31.32,3.18,15.4,22.02,6.61,103.02,64.85,8.58,3.23,43.96,55.88,11.92,57.91\n5461,51.4,49.22,4.59,119.55,166.33,46.78,45.0,7.97,13.51,785.86,45.44,39.62,459.14,41.87,36.31,4.18,22.9,28.87,5.97,18.78,2.82,658.59,48.79,464.4,18.21,8.09,2.91,88.91,11.09,2.8,56.24,70.78,14.54,31.98,2.71,11.27,17.51,6.24,128.52,68.75,9.09,3.32,30.1,38.38,8.27,69.35\n5462,57.01,33.41,4.14,78.71,99.78,21.07,50.4,6.57,13.09,817.06,37.9,38.43,361.01,45.04,35.26,4.25,23.24,28.8,5.56,18.48,3.17,663.51,45.27,445.92,14.5,5.97,2.82,77.78,17.15,2.83,40.72,49.07,8.35,25.27,2.82,11.81,17.92,6.11,128.46,65.59,8.59,3.28,25.16,32.27,7.11,74.95\n5463,53.49,20.9,3.71,37.42,46.91,9.49,40.8,6.32,11.77,636.0,43.21,32.19,455.28,45.14,36.95,4.02,17.34,22.57,5.23,15.54,3.22,626.31,48.36,434.27,31.64,4.56,2.92,68.49,13.09,2.88,34.76,43.14,8.38,22.61,2.91,11.64,19.29,7.65,119.01,67.35,7.39,3.44,21.99,28.14,6.15,77.47\n5464,48.18,13.44,3.72,32.55,39.77,7.22,38.6,5.11,12.65,601.89,38.87,31.55,363.64,49.09,30.77,3.91,16.58,21.86,5.28,10.66,2.41,620.22,37.19,469.04,19.31,2.28,2.81,66.66,10.45,3.07,35.74,43.91,8.17,26.45,2.91,10.04,15.0,4.96,123.74,65.04,6.76,3.41,29.08,36.41,7.33,79.78\n5465,48.48,9.89,3.82,26.24,32.36,6.12,37.7,8.86,12.96,506.47,36.99,31.49,458.4,48.37,31.06,3.9,16.49,21.45,4.96,6.59,1.87,616.08,29.57,473.98,9.65,1.14,2.69,46.75,12.3,3.14,39.12,50.33,11.21,26.27,3.04,11.59,17.47,5.88,129.6,73.88,5.9,3.68,29.28,35.72,6.44,80.01\n5466,49.1,8.88,3.6,20.04,25.64,5.6,39.2,8.97,13.15,598.75,33.55,35.37,394.03,52.16,29.59,3.79,20.99,26.45,5.46,11.94,2.75,669.83,32.71,484.92,4.9,0.66,2.57,40.74,10.46,3.03,48.48,61.55,13.07,27.71,2.86,14.79,21.23,6.44,134.24,74.77,5.61,3.48,43.56,52.43,8.88,77.15\n5467,44.71,8.42,4.04,19.9,25.32,5.42,42.6,7.93,12.4,700.75,24.42,33.09,492.62,49.55,30.51,3.84,24.03,29.32,5.29,8.55,3.35,768.93,35.71,548.93,3.91,1.33,2.55,36.83,10.89,3.01,34.56,41.87,7.31,33.65,3.26,20.88,27.11,6.23,130.99,94.77,8.77,3.45,32.31,39.05,6.74,63.33\n5468,48.34,7.76,4.02,21.21,26.53,5.32,41.8,11.85,12.07,628.96,32.35,31.52,521.46,53.29,27.18,4.0,45.77,51.38,5.61,17.2,3.66,820.93,39.67,703.11,9.1,1.67,2.63,40.34,13.33,2.8,20.4,25.05,4.65,40.95,3.18,19.09,23.77,4.68,124.88,92.68,8.89,3.29,44.87,51.9,7.03,56.44\n5469,48.98,6.6,4.33,29.69,38.08,8.39,39.3,10.16,10.83,705.47,12.65,30.15,765.24,49.69,26.26,4.06,66.9,73.41,6.51,28.5,3.89,810.9,44.45,807.57,18.2,2.98,2.81,43.71,11.23,2.86,48.25,52.75,4.5,46.16,3.99,95.46,113.7,18.24,35.79,79.71,7.33,3.22,47.68,51.88,4.21,47.33\n5470,51.29,16.04,4.51,51.98,61.33,9.35,31.9,11.28,11.16,954.44,7.86,31.73,913.99,47.93,24.03,4.12,79.8,87.92,8.12,31.23,4.26,778.61,34.1,965.64,20.93,10.11,2.67,30.65,8.76,2.89,57.88,62.97,5.09,50.15,3.5,72.68,81.8,9.12,46.28,68.71,6.03,3.37,87.94,93.38,5.44,17.04\n5471,71.21,23.02,4.06,58.34,64.82,6.48,35.8,13.46,11.41,1106.78,1.25,27.81,635.59,34.13,28.04,4.1,131.92,165.37,33.45,25.68,4.07,773.21,39.59,808.85,17.3,9.91,2.85,22.81,7.03,2.81,73.91,79.71,5.8,55.52,3.63,27.08,31.46,4.38,75.33,68.84,5.95,3.14,55.59,58.56,2.96,32.26\n5472,81.65,20.8,4.37,129.56,155.66,26.1,29.1,14.11,12.06,1032.63,12.75,32.11,636.47,37.31,26.91,4.26,108.0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4.04,23.65,28.5,4.85,66.0,15.8,11.56,1685.22,0.53,65.4,801.25,55.65,48.11,3.7,91.55,101.48,9.93,52.47,2.76,805.71,49.01,1915.24,55.16,6.52,3.35,37.71,6.68,1.89,95.28,115.42,20.14,51.37,3.12,27.64,32.16,4.51,75.11,124.11,11.97,3.37,82.46,88.01,5.54,42.72\n5494,80.33,21.46,3.91,46.03,54.22,8.19,61.1,14.68,12.28,2190.67,0.07,57.44,1425.38,39.64,43.26,4.14,185.0,251.52,66.52,37.76,3.31,867.07,44.72,2201.51,52.66,6.02,3.54,40.68,10.5,1.97,115.05,163.94,48.9,56.47,3.21,45.8,51.58,5.78,58.54,106.73,9.52,3.31,104.9,112.25,7.36,22.34\n5495,72.51,40.63,4.24,196.61,305.66,109.05,65.0,14.15,12.85,2244.54,0.35,52.5,1727.34,43.13,46.22,4.19,185.51,265.93,80.42,37.15,2.74,1077.12,54.5,2842.6,39.13,9.98,3.54,60.8,8.33,2.3,134.82,205.93,71.11,52.06,3.06,33.56,37.51,3.96,66.45,90.72,8.01,3.51,139.31,178.44,39.13,6.32\n5496,57.84,53.84,4.92,242.47,419.79,177.32,59.5,12.87,12.83,2097.59,0.14,54.52,1299.17,45.79,46.99,4.98,215.75,359.83,144.08,34.0,6.64,1105.26,55.31,2518.46,28.1,8.9,3.99,66.74,7.32,1.89,87.93,109.9,21.98,42.62,3.11,48.42,52.82,4.4,49.89,85.86,7.11,3.76,150.17,209.78,59.62,4.76\n5499,102.11,46.33,4.29,123.12,172.48,49.36,61.8,19.15,13.13,1580.78,0.01,54.87,845.43,43.62,45.09,4.65,134.8,215.68,80.88,55.76,5.48,1038.8,113.24,1411.89,35.1,20.89,3.83,55.45,7.98,2.08,69.37,79.74,10.37,27.36,3.13,20.59,24.4,3.81,56.17,114.89,24.63,4.45,195.11,370.11,175.0,24.62\n5500,89.21,35.24,4.46,101.92,129.12,27.2,63.3,17.22,13.03,1465.13,0.01,52.44,818.55,42.02,47.89,4.39,99.11,143.25,44.14,43.26,5.04,878.62,102.76,715.13,23.4,14.72,3.4,36.79,6.53,2.07,41.06,48.7,7.65,27.9,3.05,20.15,23.83,3.68,52.27,117.67,29.22,4.26,154.22,279.2,124.98,34.2\n5501,83.33,39.98,4.12,87.64,103.24,15.6,58.1,13.11,12.79,1266.98,0.04,48.74,737.82,43.31,44.75,4.02,83.44,101.94,18.5,53.99,3.56,745.88,96.3,536.55,32.18,19.41,3.48,35.97,5.7,1.98,41.7,48.46,6.76,21.77,3.37,37.07,41.32,4.24,33.21,111.47,35.03,4.01,144.12,260.26,116.14,34.02\n5502,70.96,34.02,4.15,67.5,75.19,7.69,51.1,9.86,12.6,1005.7,2.34,50.37,786.49,44.02,42.62,3.73,66.74,79.0,12.26,38.63,3.76,739.04,84.22,485.58,42.56,21.54,3.32,27.25,5.95,1.98,33.11,39.1,5.99,23.36,3.4,34.88,39.0,4.12,34.76,110.2,33.28,4.03,119.36,202.49,83.13,37.8\n5503,60.73,26.84,4.02,47.43,54.14,6.71,46.6,13.31,12.49,927.5,1.57,46.3,628.42,44.84,36.16,3.55,46.62,56.36,9.74,21.76,6.48,750.51,75.64,477.11,25.81,19.26,3.36,33.45,6.26,2.09,57.71,71.54,13.83,28.0,3.22,19.8,23.58,3.78,45.15,105.72,35.13,3.41,87.7,118.24,30.54,45.3\n5504,59.21,27.81,3.8,38.35,44.7,6.35,51.3,11.58,12.57,965.03,2.93,41.56,553.43,41.52,33.56,3.66,51.03,62.25,11.22,18.74,4.81,832.06,73.49,547.91,38.08,16.48,3.19,35.33,6.26,2.08,71.49,99.03,27.54,25.04,3.33,15.15,19.05,3.9,49.26,81.8,28.83,3.16,65.78,79.38,13.61,43.35\n5505,50.2,30.84,3.78,35.97,42.12,6.15,53.2,14.21,12.94,1128.96,9.28,44.83,749.13,48.26,32.75,3.67,60.48,78.5,18.02,29.66,3.12,901.84,67.43,557.22,24.59,11.26,2.88,46.4,5.92,2.27,86.44,132.48,46.04,24.93,3.26,24.52,30.22,5.7,42.22,74.25,29.51,3.37,79.76,108.26,28.5,28.39\n5506,52.15,32.21,4.09,79.35,104.21,24.86,54.2,12.06,13.1,1088.65,22.83,48.09,460.39,49.52,37.44,3.69,54.29,72.85,18.56,57.29,3.59,914.88,58.0,564.92,20.32,16.12,2.66,57.51,6.44,2.4,107.68,161.17,53.49,30.31,3.2,24.74,35.52,10.78,45.33,80.86,29.41,3.45,94.08,133.93,39.85,6.59\n5507,57.86,35.47,4.14,72.59,92.66,20.07,58.7,10.65,13.2,1008.58,31.91,51.59,454.41,51.26,45.06,3.39,36.4,47.85,11.45,46.58,3.28,789.94,50.63,580.58,36.93,19.45,2.51,95.37,13.84,2.1,78.44,99.65,21.21,31.71,3.02,19.13,26.15,7.02,52.85,79.74,23.71,3.08,28.9,37.55,8.65,71.08\n5508,49.23,47.44,5.08,102.93,140.78,37.85,56.0,8.69,13.46,933.42,39.21,55.66,437.52,51.19,46.97,2.94,33.59,42.09,8.5,37.79,3.39,718.76,54.28,539.86,22.42,11.67,2.34,82.2,17.02,2.02,86.0,107.85,21.85,33.18,3.07,19.84,25.75,5.92,66.6,73.62,18.36,2.98,29.84,37.0,7.16,112.93\n5509,48.03,50.28,5.59,121.01,159.34,38.33,49.8,7.42,13.72,877.96,47.16,49.92,391.18,43.99,45.87,3.18,19.13,25.85,6.72,24.38,4.48,674.63,51.22,522.47,11.86,7.47,2.53,76.09,15.03,2.06,66.19,80.08,13.89,36.45,3.58,16.58,22.02,5.44,86.51,71.19,16.73,3.11,23.07,28.14,5.07,116.13\n5510,52.55,46.66,5.23,114.22,141.42,27.2,52.3,7.43,13.2,800.25,55.62,42.59,438.73,49.84,43.22,3.14,18.8,24.54,5.74,14.57,3.31,659.29,42.61,539.98,9.03,5.44,2.73,76.92,14.32,2.1,35.76,44.46,8.69,36.71,3.86,13.86,21.54,7.68,100.37,66.39,13.86,3.06,20.57,25.27,4.7,93.89\n5511,54.39,37.88,4.42,43.55,53.45,9.9,42.7,7.87,12.79,831.11,55.14,31.9,324.66,47.25,38.83,2.85,18.55,23.78,5.23,9.32,2.57,668.58,44.74,530.19,20.83,3.4,3.08,62.27,11.82,2.14,31.38,39.92,8.55,33.92,3.6,13.7,23.67,9.96,123.9,63.26,11.18,3.02,17.31,21.02,3.71,94.7\n5512,49.37,22.98,4.35,18.24,23.74,5.5,41.6,8.8,12.51,781.8,50.73,31.48,441.99,41.3,35.63,2.97,17.71,22.8,5.09,5.86,3.32,655.9,39.45,518.47,25.37,3.06,3.06,59.35,9.93,2.27,26.85,33.41,6.56,29.51,3.5,12.96,18.24,5.27,139.02,48.33,9.17,3.23,23.78,28.94,5.17,90.56\n5513,46.38,19.66,4.13,17.98,23.2,5.22,41.0,6.9,12.94,706.4,46.31,26.58,378.42,38.68,31.96,3.02,19.21,24.16,4.95,5.13,3.0,678.97,41.96,502.57,15.49,1.62,3.25,49.58,10.05,2.77,27.5,33.15,5.65,31.1,3.37,10.47,15.09,4.62,138.9,62.29,7.65,3.47,25.3,30.9,5.6,90.35\n5514,52.29,18.01,4.06,17.16,22.19,5.03,32.3,6.5,12.4,674.8,41.35,25.22,484.56,45.3,29.69,3.14,21.71,26.57,4.86,4.71,2.9,666.8,31.14,527.53,11.75,1.98,2.98,35.91,8.9,2.9,18.89,24.78,5.9,31.29,2.94,17.01,25.11,8.1,122.99,59.13,8.52,3.36,25.28,30.62,5.34,91.03\n5515,45.73,12.92,4.11,23.22,28.57,5.35,39.5,11.32,12.04,728.57,24.3,20.21,389.39,35.88,25.28,3.15,26.37,31.39,5.02,5.12,2.9,749.51,29.71,554.86,9.06,3.24,2.99,25.78,7.63,2.89,17.25,21.6,4.35,23.54,3.17,17.75,23.44,5.7,126.94,52.31,7.67,3.16,27.68,32.46,4.78,80.92\n5516,36.48,10.15,3.96,20.84,26.29,5.45,36.9,9.9,11.65,684.23,21.88,19.11,567.87,39.06,20.9,3.2,48.35,54.04,5.69,5.24,2.35,749.01,29.51,663.72,6.85,3.44,2.93,19.46,7.25,2.75,33.74,38.74,5.0,24.88,3.24,22.52,27.2,4.68,130.71,45.13,6.57,3.32,40.11,45.38,5.27,62.46\n5517,36.58,16.43,4.02,21.01,25.82,4.81,29.2,7.02,10.8,873.08,9.07,16.34,644.6,36.38,23.19,3.25,82.42,89.43,7.01,18.22,3.11,814.28,21.62,1063.49,18.97,4.8,3.06,17.87,6.36,2.64,61.96,67.68,5.72,32.97,3.42,87.21,96.11,8.9,51.56,39.16,5.59,3.14,61.05,65.42,4.36,38.14\n5518,37.17,19.9,5.25,45.39,52.93,7.54,37.9,9.14,11.72,975.76,9.58,23.01,868.42,32.37,25.64,3.39,102.19,112.37,10.18,12.87,3.67,774.23,20.17,1186.39,13.62,6.42,3.05,12.51,5.35,2.46,116.32,127.32,11.0,32.41,3.21,54.19,58.73,4.54,72.31,40.9,4.81,3.33,111.76,119.11,7.35,11.32\n5519,42.99,13.0,6.12,111.15,124.78,13.63,30.4,16.18,12.52,1106.23,6.62,28.88,977.42,42.77,24.84,3.28,111.64,126.54,14.9,27.16,4.12,788.97,31.25,897.49,11.21,10.47,3.11,9.12,4.65,2.44,97.65,119.9,22.25,36.26,3.02,35.04,39.14,4.09,74.37,45.44,4.76,3.14,63.02,67.01,3.99,32.77\n5520,42.95,9.11,4.81,165.52,199.96,34.44,33.5,21.26,11.92,1092.12,11.0,29.92,655.73,51.24,28.37,3.86,114.74,140.35,25.61,43.52,4.17,848.46,34.92,731.55,21.76,16.98,3.05,13.84,4.15,2.46,90.38,104.11,13.74,36.63,3.01,29.32,33.08,3.76,62.0,46.44,4.59,2.99,28.17,30.57,2.4,50.97\n5521,53.08,13.36,5.7,163.27,227.73,64.46,35.6,17.65,12.16,1048.05,18.64,33.1,537.57,45.9,32.64,3.77,68.32,76.13,7.81,29.69,2.99,839.33,38.07,552.14,11.65,10.85,2.81,21.76,3.81,2.69,89.24,112.95,23.71,27.24,3.13,36.96,41.1,4.14,52.58,46.39,4.62,3.05,17.54,19.71,2.17,52.5\n5522,82.22,29.96,6.05,162.32,257.7,95.38,30.0,21.35,12.41,871.71,24.06,27.06,461.89,35.58,4.19,4.65,44.79,51.63,6.84,28.26,3.21,765.5,41.47,514.3,14.26,12.4,2.74,26.57,3.64,2.37,68.23,79.93,11.7,23.49,3.44,29.22,33.23,4.01,56.57,42.97,4.44,2.91,12.03,14.04,2.01,45.77\n5523,100.87,34.43,5.88,147.85,235.03,87.18,29.6,20.54,13.0,766.05,28.69,29.58,385.09,34.63,37.85,4.78,34.85,41.51,6.66,30.76,3.54,720.59,40.28,485.29,15.23,13.85,2.6,19.86,4.63,2.19,74.04,84.91,10.86,29.15,3.21,19.8,23.54,3.74,62.31,40.14,4.64,2.85,9.66,11.65,1.99,45.53\n5524,101.7,33.83,5.16,111.34,148.2,36.86,27.2,36.24,12.92,685.39,31.9,34.03,433.86,37.35,34.61,4.34,29.99,36.27,6.28,28.56,3.66,740.97,45.28,464.08,10.85,8.4,2.59,24.88,5.17,1.92,37.24,41.98,4.74,27.92,3.09,15.22,19.05,3.82,56.61,39.22,5.57,2.88,8.3,10.38,2.07,42.52\n5525,88.76,31.9,5.25,97.6,113.44,15.84,31.1,31.3,12.77,680.7,34.05,32.44,353.39,33.39,33.33,4.11,18.51,24.22,5.71,20.62,3.03,769.8,43.0,450.22,16.07,6.54,2.46,36.22,4.73,1.86,43.56,49.12,5.57,24.28,2.75,13.81,17.43,3.62,45.97,39.34,5.24,2.91,6.41,8.42,2.01,41.72\n5526,71.8,19.62,4.8,93.28,110.03,16.75,29.4,22.6,12.6,656.86,32.09,32.26,341.83,38.42,25.63,3.92,14.01,19.43,5.42,21.6,3.58,756.77,48.35,444.5,22.0,9.98,2.51,33.09,4.59,1.76,33.12,38.97,5.85,31.33,2.6,12.0,15.68,3.68,41.14,32.3,4.82,2.83,5.0,6.93,1.93,42.87\n5527,62.45,18.92,4.71,58.69,65.6,6.91,30.6,18.27,12.65,663.0,26.88,31.16,402.65,32.48,24.6,3.64,15.22,20.54,5.32,19.97,3.55,753.03,41.7,446.3,13.59,7.22,2.34,26.14,4.71,1.75,30.23,38.23,8.0,29.91,2.64,12.04,15.92,3.89,37.78,30.36,4.78,3.0,4.86,6.75,1.89,44.71\n5528,62.41,30.16,4.41,45.14,50.99,5.85,26.2,18.99,12.9,735.17,23.63,28.18,375.67,32.66,28.8,3.27,18.43,24.06,5.63,23.55,4.17,797.74,45.73,482.68,11.46,5.83,2.38,27.39,5.1,1.82,46.83,60.87,14.04,28.53,2.43,17.77,22.52,4.75,34.01,25.01,4.56,2.9,8.02,10.78,2.76,42.51\n5529,53.58,30.64,4.51,37.09,42.53,5.44,28.3,20.39,13.6,836.28,21.77,29.81,395.63,42.83,33.1,3.62,32.3,39.69,7.39,30.02,4.71,829.79,36.32,591.06,15.28,11.22,2.46,29.23,4.74,1.89,63.99,86.26,22.27,35.94,2.43,16.77,21.77,5.0,35.63,24.99,4.78,2.88,15.77,19.86,4.09,45.46\n5530,48.66,21.04,4.08,57.88,71.9,14.02,36.9,16.65,13.59,845.85,26.66,29.69,487.74,41.55,35.72,3.75,37.9,46.95,9.05,48.71,4.63,883.52,33.55,531.25,13.98,13.53,2.45,39.74,4.32,1.84,45.74,61.16,15.42,37.7,2.66,16.98,24.45,7.47,39.62,28.52,4.81,2.9,30.73,38.73,8.0,47.58\n5531,51.88,23.04,4.27,102.95,139.56,36.61,41.7,12.29,13.52,810.55,35.27,33.55,398.66,38.03,36.88,4.03,29.55,37.48,7.93,35.87,3.81,728.74,29.27,508.1,23.53,13.36,2.57,83.33,4.22,1.8,34.87,45.46,10.59,31.66,2.48,15.02,22.04,7.01,47.16,32.08,5.19,2.96,26.6,33.98,7.38,70.41\n5532,48.05,35.62,4.28,67.51,84.16,16.65,57.2,10.69,13.65,784.84,41.24,30.78,339.43,44.42,37.14,3.81,24.87,31.6,6.73,33.46,3.61,701.06,32.92,508.24,31.4,11.82,2.62,79.33,5.03,1.76,31.68,39.68,8.0,31.13,2.51,12.05,16.93,4.88,52.92,35.0,5.47,2.98,22.61,28.77,6.16,77.95\n5533,44.24,37.12,4.31,45.02,56.58,11.56,44.2,8.59,13.61,798.71,46.07,28.04,396.0,50.61,34.11,3.64,19.93,25.74,5.81,21.88,2.63,687.24,30.64,523.16,16.89,7.55,2.66,66.8,5.22,1.87,25.09,33.55,8.45,37.08,2.77,10.84,15.72,4.88,60.66,38.47,5.74,3.53,25.53,31.91,6.38,88.95\n5534,47.74,25.96,4.51,31.64,40.0,8.36,39.5,7.96,13.47,793.55,57.76,30.75,399.08,46.31,35.96,3.67,16.99,22.1,5.11,14.78,2.08,689.84,23.57,507.4,11.72,5.16,2.96,52.14,4.82,1.81,23.11,30.19,7.08,30.82,2.87,9.86,14.54,4.68,69.04,49.89,5.5,3.2,17.03,21.91,4.88,93.18\n5535,49.16,17.14,4.53,20.5,26.99,6.49,33.6,6.17,12.69,757.19,60.46,33.52,327.68,39.04,34.32,3.6,17.53,22.27,4.74,15.41,2.66,687.7,27.85,501.35,5.93,3.12,3.02,46.15,5.08,1.96,31.21,40.49,9.28,32.43,3.08,12.18,17.32,5.14,87.28,56.55,6.95,3.4,24.27,30.34,6.07,90.71\n5536,41.56,11.06,4.01,16.58,21.91,5.33,28.3,10.08,12.7,759.92,58.1,30.62,411.95,43.67,8.27,3.82,18.43,22.95,4.52,11.27,2.14,689.2,24.98,523.09,4.66,1.56,3.13,42.49,5.36,2.1,28.31,36.72,8.4,27.28,3.14,11.75,16.63,4.88,108.06,56.66,7.08,3.5,19.48,24.53,5.05,91.93\n5537,39.72,9.94,3.81,17.88,23.33,5.45,44.1,10.68,12.89,758.12,50.42,26.82,353.56,43.75,33.93,5.99,21.49,25.61,4.12,11.53,1.79,679.79,21.31,555.68,4.47,0.78,3.08,35.68,5.37,2.44,29.98,37.62,7.64,25.41,3.31,10.74,15.21,4.47,124.53,77.97,6.6,3.4,15.92,19.93,4.01,88.56\n5538,40.54,9.04,4.07,18.97,25.03,6.06,41.4,9.48,12.49,710.42,47.24,24.15,442.36,49.76,33.93,3.99,21.49,25.61,4.12,7.89,1.62,687.96,19.97,561.26,7.37,0.46,2.92,26.55,4.77,2.47,32.86,41.79,8.93,28.6,3.37,12.44,16.95,4.5,142.29,66.39,5.76,4.0,20.72,25.59,4.87,85.49\n5539,39.54,7.44,4.37,18.48,23.76,5.28,33.1,9.21,12.55,612.36,43.87,19.81,393.24,37.08,28.17,3.82,23.84,27.84,4.0,4.79,3.19,709.09,24.35,551.64,7.41,1.34,2.94,25.04,4.69,2.52,33.6,40.31,6.71,21.93,3.18,13.09,17.36,4.26,147.49,55.58,5.27,3.38,21.89,26.22,4.33,81.43\n5540,37.45,7.37,4.11,20.74,26.24,5.5,29.5,8.95,11.69,647.16,30.7,17.7,514.66,32.94,26.23,3.95,35.34,39.74,4.4,13.36,3.84,701.51,24.81,595.07,5.18,2.45,2.84,24.13,4.57,2.3,44.37,54.16,9.8,20.23,3.18,22.38,26.63,4.24,132.77,49.04,5.23,3.24,34.1,38.55,4.45,73.18\n5541,35.84,6.64,4.25,21.49,26.58,5.09,26.9,6.75,10.81,785.91,12.36,22.07,636.7,24.18,27.44,3.8,70.64,77.11,6.47,25.62,2.74,773.68,23.05,860.61,15.76,1.86,2.91,17.64,4.93,2.33,53.11,57.91,4.8,22.26,3.25,65.14,70.11,4.97,82.9,42.7,4.74,3.32,54.01,58.48,4.46,57.73\n5542,38.23,12.4,4.27,36.45,42.06,5.61,20.5,11.41,11.24,1016.94,4.16,18.24,830.09,22.76,19.55,4.1,111.74,122.15,10.41,34.14,2.54,818.18,18.77,1135.39,11.67,2.56,2.84,12.35,4.36,2.54,117.67,123.52,5.85,28.66,3.35,63.43,68.09,4.66,60.94,49.7,4.22,3.67,93.83,99.97,6.15,27.71\n5543,43.16,15.7,4.27,61.73,67.48,5.75,29.6,11.35,13.11,1044.5,8.31,17.83,627.37,21.56,16.65,4.55,125.83,144.88,19.05,43.19,2.85,870.23,19.98,865.64,11.59,10.02,2.97,9.97,3.95,3.03,65.85,73.11,7.26,35.4,2.95,33.62,40.31,6.69,70.67,54.37,4.38,4.02,53.02,55.73,2.71,43.72\n5544,47.39,11.42,4.34,98.7,104.09,5.39,29.4,13.97,12.75,1051.7,11.31,18.23,709.92,19.36,21.23,5.15,105.69,124.05,18.36,38.17,2.7,834.81,23.75,632.19,7.44,5.96,2.91,29.9,3.66,3.94,38.25,44.16,5.91,31.36,2.64,27.33,30.96,3.62,83.98,48.98,4.8,3.4,32.4,34.85,2.44,59.32\n5545,44.22,9.02,4.77,130.2,145.58,15.38,35.8,17.14,12.8,969.36,19.18,18.52,511.47,29.56,26.11,4.83,60.54,67.65,7.11,38.94,4.65,902.86,32.9,575.33,7.83,5.18,2.78,22.21,3.46,3.28,67.04,75.54,8.5,25.7,3.2,30.67,34.58,3.92,69.99,46.1,4.95,3.32,24.02,26.62,2.6,52.93\n5546,50.65,7.64,5.56,83.61,91.96,8.35,27.6,38.92,12.94,869.72,25.85,26.12,489.73,26.91,30.08,3.65,45.12,51.58,6.46,25.15,3.54,803.89,38.95,514.89,11.59,3.49,2.76,20.5,3.38,2.69,61.24,70.26,9.02,28.28,3.45,20.73,24.89,4.16,64.84,52.53,4.94,3.04,11.39,13.62,2.24,35.26\n5547,60.16,8.39,5.91,65.52,71.48,5.96,26.2,42.27,13.14,728.18,32.6,35.85,417.6,21.07,32.24,3.5,36.59,42.48,5.89,19.22,2.44,844.16,43.39,480.75,38.14,3.25,2.52,29.08,4.1,2.3,41.73,47.58,5.85,33.1,3.23,21.0,24.7,3.71,54.18,54.09,4.91,2.98,10.26,12.69,2.43,32.89\n5548,54.71,14.18,5.28,101.37,114.06,12.69,21.1,38.16,12.71,672.26,34.72,34.14,387.76,23.65,35.38,3.36,27.14,32.75,5.61,12.75,3.85,838.92,61.64,459.24,22.46,3.91,2.49,27.3,4.28,2.07,37.09,42.16,5.08,30.06,2.97,18.4,22.11,3.72,44.76,45.01,4.7,2.78,7.82,10.24,2.43,44.23\n5549,46.13,16.88,5.13,80.86,95.14,14.28,28.4,30.57,12.78,606.55,36.42,25.66,378.51,27.14,34.65,3.3,19.92,25.27,5.35,8.63,3.1,827.71,68.57,449.85,12.03,3.5,2.51,19.73,4.3,2.03,37.91,43.61,5.69,22.9,2.58,12.64,16.3,3.66,41.13,33.94,4.79,2.76,6.16,8.57,2.41,50.17\n5550,47.22,13.32,4.79,68.48,76.34,7.86,20.8,22.72,12.89,641.02,29.8,23.67,395.3,22.78,33.15,3.28,17.83,22.99,5.16,11.8,2.85,791.03,45.77,448.3,6.8,3.41,2.53,14.56,4.34,2.0,54.7,60.42,5.72,22.72,2.51,12.14,15.88,3.74,36.9,25.93,4.95,2.79,5.75,8.04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1,44.4,40.16,4.51,3.5,42.74,46.37,3.64,47.58\n5687,60.71,5.78,4.33,79.38,87.35,7.97,22.9,12.38,13.34,1099.3,19.7,20.87,495.03,27.36,19.76,4.21,36.4,41.85,5.45,31.38,3.97,782.01,13.4,608.47,18.44,2.29,3.3,9.99,3.89,2.68,25.61,30.86,5.25,25.63,3.48,27.7,32.14,4.44,54.16,34.87,4.22,3.62,30.82,34.05,3.24,49.66\n5688,57.82,13.09,4.56,59.21,64.76,5.55,27.3,14.11,14.0,1041.11,22.92,20.6,507.62,32.84,23.4,4.11,38.75,44.43,5.68,38.0,2.98,757.41,22.8,523.77,15.98,2.22,3.35,7.54,4.3,2.5,21.44,26.47,5.03,30.47,3.28,29.4,33.36,3.96,51.79,32.05,4.38,3.34,18.64,21.62,2.97,55.04\n5689,56.86,17.44,4.41,43.24,49.05,5.81,29.8,13.11,14.61,1070.5,22.63,22.97,445.61,36.37,26.46,3.9,29.87,35.14,5.27,32.55,2.6,763.09,17.8,493.51,34.44,3.37,3.36,5.61,4.7,2.52,21.21,25.9,4.68,26.39,3.33,16.34,19.79,3.44,62.46,37.63,4.75,3.3,12.78,15.27,2.5,58.13\n5690,59.21,18.47,4.19,31.84,36.81,4.97,24.1,11.79,13.66,1067.76,19.92,21.62,464.09,29.99,20.98,3.91,23.87,28.33,4.46,22.33,3.28,743.81,22.45,469.63,20.36,3.02,3.3,6.42,4.58,2.67,20.7,25.34,4.64,23.7,3.32,18.82,22.38,3.56,49.77,35.36,5.09,3.34,11.33,13.9,2.57,60.38\n5691,53.61,18.4,4.01,30.8,35.52,4.72,20.1,10.08,12.97,959.61,27.7,24.43,342.93,34.01,19.1,3.88,24.74,29.2,4.46,29.84,3.03,720.65,30.95,457.35,11.97,4.95,3.26,6.25,4.24,2.78,16.38,20.84,4.46,24.48,3.1,24.76,28.37,3.61,37.9,30.65,5.03,3.42,8.24,10.59,2.35,63.65\n5692,48.78,12.21,3.82,26.01,30.25,4.24,20.4,14.28,12.89,872.96,30.08,22.63,404.1,24.44,18.11,3.8,20.83,25.05,4.22,19.3,2.25,732.29,25.32,441.32,10.47,3.61,3.18,11.04,4.84,3.31,33.82,38.37,4.56,23.28,3.06,17.23,20.72,3.48,44.26,26.12,4.61,3.44,5.8,7.82,2.03,67.54\n5693,33.48,13.0,3.68,29.14,33.48,4.34,23.6,12.69,12.73,847.69,32.38,21.74,336.06,19.52,17.42,3.85,17.59,21.72,4.13,12.84,3.37,756.96,21.11,436.54,9.01,2.64,3.18,43.36,4.48,4.72,41.08,45.82,4.74,19.52,3.24,12.4,15.81,3.41,52.03,21.21,4.56,3.47,5.12,7.27,2.15,67.87\n5694,24.0,15.74,3.98,27.75,32.11,4.36,21.3,11.26,12.68,807.97,31.0,18.84,415.9,14.87,13.49,3.66,15.19,18.25,3.06,14.28,2.63,715.2,16.45,423.63,10.47,2.84,3.07,30.71,4.99,4.52,30.19,35.3,5.11,18.99,3.24,11.21,14.58,3.38,55.51,16.78,4.97,3.45,5.44,7.56,2.12,67.36\n5695,22.46,13.44,4.7,33.64,37.97,4.33,16.6,9.31,12.67,767.69,32.15,19.0,353.5,13.46,14.71,3.43,14.66,18.36,3.7,10.24,2.2,720.9,16.19,429.88,10.65,3.13,3.11,26.73,4.81,4.24,34.29,41.1,6.8,18.24,3.3,12.11,15.54,3.43,60.0,13.47,4.85,3.46,5.23,7.38,2.14,68.68\n5696,31.84,10.53,4.55,28.61,32.94,4.33,19.3,7.83,12.96,929.56,21.56,15.55,414.35,18.66,19.24,3.7,14.68,19.01,4.33,9.2,2.84,768.15,13.13,446.05,10.73,3.2,2.98,22.78,4.5,3.71,42.72,55.17,12.45,13.44,3.24,16.11,19.73,3.62,60.25,11.63,5.03,3.47,7.7,10.12,2.42,68.22\n5697,41.4,8.57,4.95,35.98,40.63,4.65,17.0,7.76,13.37,972.1,23.8,12.5,457.86,28.99,22.07,3.55,27.1,33.08,5.98,13.35,3.13,812.12,19.12,501.1,6.51,2.99,3.02,19.16,4.06,3.47,52.31,69.34,17.03,12.1,3.46,20.43,25.93,5.5,60.58,10.39,5.14,3.61,21.62,27.67,6.05,61.95\n5698,43.66,6.79,5.01,55.68,63.32,7.64,29.0,7.06,13.12,896.96,31.15,29.6,441.72,30.92,17.22,3.73,31.59,39.28,7.69,42.28,3.95,774.28,15.55,505.75,8.74,7.47,3.12,33.78,4.73,3.82,58.95,79.67,20.71,14.17,3.58,18.64,25.19,6.55,64.72,15.6,4.94,3.8,26.63,34.79,8.16,61.1\n5700,35.01,21.94,6.76,61.33,83.73,22.4,24.5,7.64,13.11,817.53,32.6,37.05,385.64,38.16,25.73,3.83,15.08,20.96,5.88,39.64,3.29,749.54,25.82,480.02,15.3,14.27,3.16,132.16,12.76,3.58,29.18,38.0,8.82,19.82,3.04,11.78,17.58,5.8,88.93,37.87,4.84,3.91,26.43,34.76,8.33,64.99\n5701,40.41,45.11,4.36,36.46,47.72,11.26,22.5,8.29,13.37,859.14,34.88,36.93,486.41,35.19,26.5,3.8,13.54,19.08,5.54,25.09,2.77,748.39,35.51,494.42,10.46,8.94,3.2,77.24,12.62,3.17,27.48,36.48,9.0,17.67,3.16,8.67,13.54,4.87,96.1,45.75,8.63,4.03,30.63,40.25,9.62,70.42\n5702,47.28,47.49,4.05,30.23,39.89,9.66,31.5,6.76,13.65,866.36,37.82,35.02,372.01,39.81,23.27,3.82,13.21,18.98,5.77,17.38,3.78,737.99,29.82,480.93,9.95,6.06,3.12,54.89,16.16,3.24,37.01,50.01,13.0,14.72,3.19,11.15,17.47,6.32,90.91,57.0,10.46,3.9,28.31,36.47,8.15,82.16\n5703,41.24,26.85,4.05,27.74,36.29,8.55,33.3,6.03,13.25,928.22,45.21,35.73,466.98,38.17,23.87,3.84,13.31,18.66,5.35,13.46,4.16,723.89,27.92,473.19,15.79,3.95,3.23,38.71,14.95,2.95,29.52,38.14,8.63,16.5,3.03,12.42,20.28,7.86,88.77,66.61,15.99,3.86,26.08,32.72,6.65,86.99\n5704,47.9,16.47,3.85,30.45,67.47,37.02,33.8,5.57,13.11,1005.6,45.68,32.6,354.73,38.96,21.52,4.02,14.28,19.56,5.28,9.03,4.98,739.63,23.91,470.21,12.92,1.98,3.19,36.36,15.23,3.05,25.23,34.39,9.16,16.55,3.13,9.11,13.99,4.88,88.64,66.2,15.75,3.62,19.33,24.18,4.85,89.53\n5705,55.12,11.18,3.89,18.81,25.21,6.4,27.2,4.35,12.8,1018.66,45.43,26.88,442.19,31.25,21.08,4.06,17.77,22.79,5.02,5.86,4.78,763.08,21.52,478.89,8.32,0.99,3.17,34.46,21.36,2.98,26.22,34.44,8.22,13.39,3.04,8.87,14.5,5.62,95.56,54.82,13.05,4.03,19.81,26.12,6.31,80.93\n5706,45.56,15.95,3.91,19.64,25.18,5.54,34.3,3.19,12.73,1059.08,32.08,25.44,339.43,36.27,22.56,4.04,17.15,22.18,5.03,3.73,4.6,775.63,25.32,513.61,9.4,0.6,3.13,33.0,15.85,2.99,30.56,40.29,9.73,12.99,3.1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0.62,3.02,22.75,4.84,2.51,28.74,39.96,11.22,17.23,2.87,12.57,18.42,5.85,154.1,19.9,7.07,3.79,8.78,12.0,3.23,85.69\n5731,33.13,9.8,3.99,18.07,24.19,6.12,14.5,8.81,12.33,1020.75,36.7,12.72,575.82,19.08,18.38,3.98,20.44,25.51,5.07,4.37,3.17,861.94,9.54,596.07,3.54,1.45,3.23,17.15,4.84,2.47,19.94,26.62,6.68,14.57,2.8,14.51,20.2,5.69,158.41,16.04,6.0,3.69,13.17,16.9,3.73,78.48\n5732,37.67,8.38,3.93,16.31,22.29,5.98,18.6,7.17,11.7,1083.38,25.62,9.71,559.86,15.61,17.69,4.08,27.85,33.28,5.43,6.18,3.4,844.55,9.32,621.74,5.85,1.39,3.14,13.03,5.25,2.3,34.92,41.26,6.34,13.59,3.03,18.07,22.16,4.09,156.0,13.17,5.46,3.89,21.94,26.57,4.64,74.34\n5733,33.7,7.64,3.54,18.5,24.82,6.32,20.9,6.79,11.74,1269.28,8.52,7.59,746.36,16.18,15.76,3.87,45.85,51.3,5.45,12.69,2.85,867.32,7.55,962.79,23.1,2.25,3.3,10.12,5.62,2.4,43.03,47.93,4.9,11.9,2.87,75.84,85.28,9.44,68.95,13.61,4.83,3.9,48.93,54.2,5.27,49.12\n5734,25.48,7.67,3.65,30.42,36.8,6.38,22.0,17.3,12.62,1460.27,0.36,13.66,790.95,20.15,15.66,3.74,84.15,92.2,8.05,9.63,3.17,930.76,12.52,866.82,14.56,11.48,3.22,7.08,4.83,2.68,90.75,97.17,6.42,18.76,3.99,125.66,167.24,41.57,5.26,21.92,4.28,3.65,67.9,72.6,4.7,28.76\n5735,36.77,7.93,3.83,63.87,70.02,6.15,25.9,20.13,13.6,1816.19,0.0,15.51,623.49,26.25,24.9,3.82,96.3,114.95,18.65,19.85,3.17,1062.08,31.1,664.52,37.39,7.22,3.27,4.98,4.32,2.57,67.46,73.05,5.59,28.83,3.24,71.76,81.27,9.51,33.94,26.79,4.14,3.52,23.22,26.4,3.18,54.71\n5736,45.52,8.12,4.08,125.1,140.2,15.1,32.2,16.74,13.55,1683.56,0.22,13.99,683.32,29.93,35.91,4.15,107.77,151.78,44.01,21.38,7.04,1074.76,38.25,590.19,30.28,8.2,3.17,4.51,4.42,2.71,47.7,54.18,6.48,31.87,2.55,41.54,47.14,5.6,63.18,31.68,4.64,3.45,24.4,27.15,2.75,46.64\n5737,46.82,7.85,4.36,162.61,217.12,54.51,29.4,31.04,13.53,1610.19,2.14,19.49,513.08,35.73,36.08,4.18,90.22,117.44,27.22,14.03,6.35,1026.87,43.29,604.09,17.79,6.49,3.0,15.49,4.98,2.84,45.81,53.44,7.63,31.64,2.94,34.42,39.21,4.79,58.04,31.66,4.95,3.25,29.93,33.04,3.11,43.42\n5738,78.09,19.06,4.52,156.77,212.56,55.79,32.4,27.7,12.98,1342.7,19.99,19.67,420.21,42.29,32.58,4.15,49.66,56.61,6.95,10.68,13.37,1081.98,40.76,578.61,21.26,13.38,3.01,16.93,4.92,2.58,41.25,47.18,5.93,30.01,3.93,51.85,59.06,7.21,28.28,32.56,4.88,3.4,13.85,16.57,2.72,40.25\n5739,93.7,35.5,6.11,105.83,120.54,14.71,28.2,27.75,12.95,1204.07,19.46,21.77,425.34,38.46,29.65,3.91,39.06,44.61,5.55,17.57,8.97,1066.87,48.89,513.24,17.0,7.51,2.86,13.48,4.48,2.73,49.71,56.06,6.36,35.27,3.99,71.04,100.08,29.04,9.32,27.38,4.73,3.35,9.16,11.84,2.68,39.99\n5740,73.17,35.85,5.06,109.68,130.89,21.21,31.4,28.57,12.77,1062.77,30.44,19.76,303.26,31.2,32.09,3.7,25.68,30.78,5.1,21.12,6.53,843.65,54.82,488.11,10.89,5.87,2.82,15.85,4.98,2.58,32.05,37.64,5.59,34.81,3.58,34.58,39.63,5.05,34.54,28.87,5.05,3.31,7.28,10.0,2.72,43.27\n5741,63.83,25.62,4.73,88.5,99.91,11.41,30.8,23.99,12.63,982.34,29.07,20.35,353.58,28.24,29.44,3.66,19.55,24.53,4.98,15.92,5.59,797.85,45.76,476.41,8.23,4.62,2.78,21.5,4.91,2.67,24.56,29.65,5.09,29.34,3.17,12.54,16.03,3.49,45.94,25.18,4.66,3.26,6.38,9.29,2.91,42.15\n5742,64.3,16.65,5.23,64.52,70.47,5.95,30.6,18.97,12.54,918.04,26.04,21.76,353.66,21.19,27.37,3.6,13.27,17.98,4.71,20.26,5.46,780.12,40.41,457.7,9.57,4.82,2.79,15.54,4.4,2.81,27.57,32.52,4.94,33.58,3.2,16.92,20.56,3.63,37.14,19.72,4.17,3.18,9.5,13.18,3.68,36.75\n5743,55.74,16.2,5.08,52.14,57.64,5.5,23.9,14.51,12.46,945.37,21.31,17.31,282.22,20.4,27.17,3.66,12.6,17.41,4.81,14.95,4.22,801.06,40.48,461.2,12.86,13.05,2.73,11.18,4.24,2.78,31.17,38.88,7.7,30.29,3.32,33.22,37.84,4.62,24.13,25.35,3.82,3.29,6.24,9.27,3.04,40.86\n5744,48.2,21.25,4.95,38.36,43.59,5.23,30.5,11.58,12.74,1099.15,18.18,16.19,421.42,31.06,26.82,3.94,16.11,20.12,4.01,11.45,2.83,855.79,40.91,478.45,13.84,8.2,2.75,10.51,4.82,2.86,66.59,93.51,26.92,22.52,3.66,67.4,92.91,25.51,8.39,23.51,4.01,3.15,10.54,13.54,3.0,47.28\n5745,48.72,19.84,4.67,36.04,41.57,5.53,36.3,8.63,12.82,1206.24,17.5,23.76,397.41,41.8,30.98,3.62,27.04,33.09,6.05,26.47,3.19,917.27,29.86,544.86,13.71,13.13,2.81,15.54,4.86,2.74,50.65,71.39,20.74,22.76,3.12,31.32,39.75,8.43,25.53,23.8,4.3,3.3,23.14,29.96,6.82,41.47\n5746,40.19,19.24,4.74,63.93,80.43,16.5,36.3,8.7,13.16,1197.34,22.28,30.31,457.62,36.78,36.15,3.78,37.3,46.99,9.69,48.24,2.58,822.43,21.9,530.21,11.97,11.93,2.76,28.72,5.11,2.57,57.35,82.93,25.58,31.86,2.77,17.9,25.57,7.68,33.81,25.32,4.31,3.48,33.25,44.29,11.04,44.89\n5749,62.46,48.56,5.43,49.07,64.6,15.53,36.2,6.45,13.58,1132.16,28.9,28.42,326.76,32.13,26.35,4.31,14.6,20.63,6.03,24.92,4.6,767.3,22.47,451.84,14.72,13.47,3.04,71.5,6.71,3.73,18.73,25.46,6.73,36.76,3.08,10.88,17.2,6.32,50.32,45.84,4.1,3.31,31.43,40.76,9.33,67.47\n5750,55.85,52.16,5.88,24.5,32.21,7.71,36.0,4.97,13.7,1092.4,34.94,28.33,370.64,40.46,27.15,4.31,13.38,19.23,5.85,14.43,4.19,767.65,24.77,454.73,10.49,8.23,3.17,57.27,9.55,3.53,15.8,22.05,6.25,34.64,3.5,9.03,14.45,5.42,61.03,48.33,4.28,3.45,20.34,29.22,8.88,65.51\n5751,42.03,29.15,5.34,19.1,25.55,6.45,31.4,3.92,13.18,1112.32,34.84,28.5,334.03,39.07,29.11,4.24,11.86,17.44,5.58,9.43,3.41,762.33,25.57,454.72,10.51,9.61,3.11,47.39,7.58,3.34,19.66,28.28,8.62,34.88,4.06,10.45,16.24,5.79,73.67,49.42,4.12,3.46,17.85,24.73,6.89,66.43\n5823,69.54,41.87,4.67,42.4,52.0,9.6,62.0,8.79,12.88,1368.09,39.6,63.17,328.26,63.14,50.39,2.21,31.73,38.77,7.04,32.74,3.32,784.98,68.24,683.27,28.72,8.48,4.14,77.17,15.13,4.24,24.68,31.55,6.86,55.08,6.4,10.53,14.81,4.28,97.21,96.34,15.31,9.91,32.27,41.08,8.82,83.85\n5824,51.96,34.94,4.01,37.23,45.06,7.83,59.3,7.46,12.22,1274.78,35.87,61.21,326.27,67.5,43.69,2.83,25.85,33.22,7.37,26.59,2.53,799.65,64.65,655.22,16.86,4.24,3.9,72.03,13.2,4.28,16.22,22.27,6.06,57.92,6.7,12.48,18.26,5.78,91.22,88.85,14.41,9.85,28.18,36.88,8.71,92.62\n5825,75.69,22.08,4.21,21.78,27.82,6.04,48.9,6.83,12.28,1261.03,42.47,52.01,361.7,66.59,44.21,2.99,36.53,44.01,7.48,21.52,2.77,787.49,61.89,676.66,9.27,2.11,3.95,63.81,18.87,4.15,22.41,30.32,7.91,55.46,5.76,15.25,21.96,6.71,89.92,83.49,14.21,10.02,25.24,31.35,6.1,95.86\n5826,72.76,45.94,4.73,14.34,19.27,4.93,51.2,5.35,9.78,1623.2,23.61,54.53,325.63,63.12,42.11,2.95,40.08,47.6,7.52,22.81,3.28,832.96,61.81,682.06,6.94,1.37,3.88,58.44,14.93,4.03,27.66,38.29,10.63,49.74,4.79,16.16,23.04,6.88,101.1,83.16,11.74,10.28,35.38,41.69,6.31,86.24\n5827,69.75,40.66,3.79,12.38,17.1,4.72,46.6,4.07,11.04,1753.19,11.14,51.27,440.48,63.45,37.99,3.1,59.29,67.18,7.89,16.35,4.19,907.64,65.64,790.05,9.02,4.46,3.97,51.58,14.99,4.04,31.04,40.97,9.93,48.98,5.03,17.25,22.9,5.65,99.11,75.2,9.91,10.41,63.12,72.38,9.26,64.57\n5828,68.16,31.17,3.8,21.07,26.6,5.53,49.1,5.25,11.58,1912.56,4.11,47.41,495.87,59.36,36.59,3.45,124.74,135.85,11.11,28.45,3.24,936.82,59.15,1133.51,45.86,4.52,4.16,52.98,20.46,3.71,51.73,66.13,14.4,44.33,5.05,34.22,46.27,12.05,86.58,70.0,9.06,10.8,58.76,64.42,5.67,57.38\n5829,68.0,19.75,3.94,27.74,33.84,6.1,52.0,4.82,12.11,2204.16,0.93,45.29,706.51,62.72,36.26,3.67,130.05,134.68,4.63,41.79,1.77,1001.58,52.95,1375.72,36.63,13.78,4.04,45.28,16.17,3.5,66.47,79.76,13.29,45.54,4.63,105.07,139.41,34.34,27.2,67.48,8.34,11.0,75.22,83.94,8.71,36.33\n5830,58.59,14.78,3.64,60.87,69.5,8.63,60.8,19.46,12.15,2317.83,0.11,64.56,600.54,64.34,37.36,4.44,252.18,289.51,37.33,37.75,3.09,1416.51,61.74,2190.31,53.98,9.59,4.46,33.11,15.99,3.5,112.65,124.49,11.84,53.51,5.16,167.11,331.23,164.12,10.63,73.8,8.83,11.18,104.51,122.1,17.59,16.45\n5831,68.19,8.93,3.34,97.17,112.05,14.88,71.8,26.42,13.09,2851.61,0.01,51.82,1142.35,64.12,29.58,4.54,264.91,368.38,103.47,49.54,2.74,1299.4,64.28,3096.35,75.74,16.52,4.22,42.91,12.19,2.84,89.78,107.82,18.04,70.66,3.79,59.24,111.13,51.89,47.05,80.22,10.85,9.8,48.29,59.42,11.13,42.27\n5834,36.95,29.12,3.23,41.15,46.54,5.39,76.0,35.62,14.3,1760.13,22.75,55.05,930.25,63.83,45.52,5.07,83.96,93.37,9.41,46.55,9.69,872.11,98.67,1342.87,57.33,14.6,3.79,42.98,8.75,3.12,39.58,46.26,6.68,68.45,3.0,8.26,12.24,3.98,59.01,87.5,18.91,3.91,35.89,42.12,6.23,40.52\n5835,44.37,10.5,3.76,31.74,36.34,4.6,75.9,42.02,14.49,1514.08,30.78,51.79,668.76,57.63,45.19,5.3,80.07,88.17,8.1,43.1,6.91,872.54,86.87,905.85,50.36,18.11,3.57,34.6,7.36,3.03,29.41,34.37,4.97,65.16,2.8,8.97,12.8,3.83,56.26,83.8,17.76,3.63,20.59,25.74,5.15,45.2\n5836,81.39,47.81,3.19,34.04,38.73,4.69,54.5,42.45,14.16,1328.16,32.03,49.03,568.06,52.14,35.2,5.13,59.62,66.95,7.33,35.69,6.02,853.14,75.53,891.32,42.49,11.11,3.68,38.27,6.56,3.13,20.48,25.86,5.38,61.05,2.83,7.89,11.74,3.85,56.05,70.17,14.5,3.51,11.54,16.3,4.76,49.88\n5837,64.95,35.76,3.93,36.31,40.76,4.45,52.7,43.72,13.8,1247.9,28.52,44.01,545.36,53.21,32.61,5.09,47.93,55.68,7.75,28.15,5.43,856.47,64.54,796.15,49.83,9.92,3.82,30.95,5.87,3.14,15.27,19.9,4.63,45.56,2.98,9.23,12.98,3.75,55.41,59.79,12.23,3.65,15.79,21.27,5.48,36.94\n5838,65.49,28.33,3.75,23.54,27.96,4.42,54.1,35.5,13.67,1241.49,22.53,42.93,644.82,51.02,31.96,5.02,51.82,59.7,7.88,34.46,4.34,862.62,65.92,840.18,25.11,17.72,3.62,35.37,5.54,3.21,19.38,23.86,4.47,44.54,3.06,6.42,10.0,3.58,59.29,52.95,10.78,3.72,17.59,23.16,5.57,43.16\n5839,51.05,37.07,3.56,17.23,21.47,4.24,50.9,35.08,13.52,1395.9,6.25,41.16,552.54,49.26,31.65,4.95,58.39,66.47,8.08,32.88,3.53,899.14,63.54,946.94,18.46,10.07,3.82,26.3,5.57,3.3,26.13,31.21,5.09,46.17,3.89,9.72,13.68,3.96,70.58,52.06,9.22,3.81,8.61,13.25,4.64,68.49\n5840,55.22,31.01,3.25,15.93,20.16,4.23,46.8,27.56,13.86,1562.33,9.62,42.79,755.72,48.85,28.89,4.9,130.87,145.26,14.39,34.15,2.99,954.25,55.68,1041.83,27.12,9.2,3.79,28.06,5.94,3.29,57.83,72.02,14.19,36.57,4.59,12.3,17.87,5.57,74.81,51.04,9.22,3.76,16.47,21.43,4.96,58.55\n5841,54.38,31.15,3.13,21.21,25.81,4.6,54.8,19.83,14.45,1684.28,15.14,47.43,703.73,45.04,29.54,4.89,145.14,172.6,27.46,50.25,3.9,980.71,52.66,1146.09,31.63,24.68,4.01,38.71,5.71,3.46,79.34,105.09,25.75,33.48,4.88,11.53,16.94,5.4,78.77,45.96,9.9,3.88,50.17,60.58,10.41,41.39\n5842,56.21,19.99,3.36,63.1,75.7,12.6,67.2,18.15,14.29,1524.55,29.76,50.82,617.33,43.79,33.65,4.69,108.33,129.09,20.76,56.72,3.46,957.45,52.75,1104.48,18.73,14.26,3.95,63.36,6.53,3.67,38.68,51.09,12.41,24.9,4.9,12.79,18.18,5.4,79.2,48.27,8.79,4.31,48.38,63.38,15.0,59.47\n5843,79.11,47.9,3.55,79.26,100.37,21.11,68.5,13.75,13.95,1475.35,37.49,53.74,613.66,50.71,41.48,4.72,66.94,83.93,16.99,48.53,4.15,983.57,51.95,824.5,23.56,12.73,4.21,97.94,14.29,4.3,33.27,43.46,10.19,23.98,4.99,15.7,21.14,5.44,77.02,54.52,12.09,4.67,43.45,55.34,11.89,63.57\n5844,67.77,50.91,3.7,47.01,55.85,8.84,75.5,10.25,14.31,1417.25,46.52,50.85,669.99,58.84,43.58,4.7,62.97,78.67,15.7,45.97,3.07,1018.48,54.17,635.09,20.96,20.51,4.09,96.54,11.91,4.56,39.98,55.72,15.74,32.94,5.16,14.54,20.32,5.78,77.72,59.26,17.07,4.54,46.73,59.43,12.7,67.15\n5845,53.99,51.35,3.42,20.48,26.26,5.78,66.9,7.46,14.64,1435.68,45.26,45.2,695.9,58.99,42.85,4.36,60.52,72.84,12.32,31.49,3.9,910.58,61.29,644.84,16.33,12.41,4.14,78.53,10.38,4.84,34.24,44.81,10.56,44.32,5.62,12.13,17.67,5.54,85.71,83.05,18.93,4.39,38.36,49.48,11.12,78.04\n5846,53.73,34.66,3.28,23.25,29.41,6.16,59.5,7.54,13.6,1315.02,66.36,51.1,530.69,53.03,42.34,4.29,33.84,43.28,9.44,31.78,4.58,925.87,60.89,717.92,16.99,8.81,4.52,74.56,12.69,5.0,20.78,29.19,8.41,38.49,5.76,10.1,16.27,6.17,91.01,101.56,22.02,4.24,27.73,35.89,8.16,98.35\n5850,51.95,32.69,4.37,12.41,17.27,4.86,5.5,1.33,10.33,1127.14,33.33,58.34,584.42,45.99,44.21,5.69,25.99,32.62,6.63,16.48,3.46,854.09,42.76,666.91,16.55,2.99,4.77,38.32,7.37,5.68,26.25,35.65,9.4,35.12,4.55,13.72,20.58,6.86,89.06,66.65,9.93,4.79,27.4,34.74,7.34,90.88\n5851,51.89,25.76,4.17,14.83,20.41,5.58,108.9,26.34,11.77,1208.44,24.5,51.61,576.03,42.35,42.37,5.7,36.0,42.93,6.93,10.93,2.82,963.62,44.2,786.09,13.5,7.26,4.47,38.04,6.09,4.68,18.37,23.86,5.49,28.59,4.09,16.13,23.42,7.29,90.38,65.28,8.76,4.19,28.74,35.74,7.0,61.39\n5852,45.72,15.87,4.11,18.77,24.63,5.86,79.4,22.87,12.72,1412.99,26.41,44.06,641.78,40.25,36.92,5.46,39.4,46.45,7.05,23.9,3.54,1127.82,43.62,894.92,22.51,7.17,4.24,34.54,5.17,3.86,19.19,24.08,4.89,26.05,3.9,20.8,27.56,6.76,82.9,62.82,7.81,4.18,27.21,33.66,6.45,54.76\n5853,50.7,11.29,3.78,24.52,29.96,5.44,44.2,24.74,12.5,1426.69,29.61,45.8,693.22,49.38,35.43,5.13,61.41,68.53,7.12,42.65,2.85,1013.9,50.02,773.95,36.84,15.66,3.8,24.18,4.52,3.72,27.53,32.53,5.0,27.29,3.7,23.39,30.48,7.09,76.57,58.36,6.97,4.29,21.87,26.75,4.88,56.68\n5854,47.48,9.34,2.71,30.24,35.5,5.26,46.2,21.08,12.46,1418.5,32.87,48.36,657.64,47.59,33.78,5.26,52.79,60.7,7.91,36.21,6.55,967.06,51.34,687.86,35.22,11.54,3.55,17.61,4.06,3.46,24.39,31.16,6.77,31.99,3.54,19.37,25.65,6.28,60.13,62.08,6.38,3.78,14.82,19.56,4.74,46.4\n5855,66.72,7.71,2.63,43.38,48.49,5.11,25.4,24.28,12.89,1563.29,21.81,44.19,603.8,54.78,33.23,5.19,55.88,64.56,8.68,40.1,11.5,944.85,66.05,682.91,36.0,14.14,3.41,22.7,3.76,3.29,18.97,24.19,5.22,32.15,3.4,15.43,21.46,6.04,56.26,71.78,5.96,3.62,20.23,25.56,5.33,40.99\n5856,80.04,27.74,2.35,39.64,44.42,4.78,68.5,23.16,13.17,1543.53,26.52,44.43,644.79,65.19,33.28,5.2,45.46,54.74,9.28,38.58,9.09,934.59,81.71,640.9,30.72,15.78,3.3,26.6,3.75,3.23,26.34,32.21,5.87,35.71,3.27,18.52,22.36,3.84,50.28,72.98,5.97,3.37,15.41,20.39,4.98,44.53\n5857,82.76,44.17,1.87,30.92,35.32,4.4,29.2,21.43,13.56,1552.91,27.21,43.79,520.16,43.03,30.48,5.11,44.82,54.01,9.19,28.07,7.51,937.45,72.91,635.35,32.91,9.68,3.26,20.1,3.58,3.29,38.59,46.17,7.58,33.98,3.17,21.33,26.24,4.91,44.2,59.66,6.33,3.42,11.41,16.0,4.59,46.23\n5858,79.63,34.55,1.75,28.47,32.89,4.42,55.9,20.69,13.56,1421.89,31.4,39.81,579.01,41.9,29.02,5.42,46.5,53.74,7.24,30.34,5.24,924.8,67.68,624.78,21.17,11.34,3.27,25.11,3.6,3.26,30.03,35.56,5.53,29.58,3.07,14.46,18.07,3.61,45.03,47.29,6.57,3.41,12.88,18.04,5.16,48.85\n5859,53.92,31.52,4.24,27.87,32.32,4.45,39.9,22.94,14.07,1403.93,28.89,35.65,506.43,37.32,31.65,5.39,39.52,46.59,7.07,33.17,3.58,923.1,58.24,596.04,16.72,12.16,3.07,21.05,3.59,3.26,20.58,26.47,5.9,28.33,3.22,11.48,15.07,3.59,47.29,40.86,6.82,3.15,12.32,17.08,4.76,42.49\n5860,58.91,18.03,4.05,28.73,33.14,4.41,40.5,16.32,14.67,1334.89,36.33,35.11,454.14,33.21,30.79,5.37,32.33,39.57,7.24,26.72,2.38,900.82,55.3,582.42,11.45,8.24,3.18,23.91,3.65,3.14,11.0,15.29,4.3,24.72,3.11,10.14,13.68,3.53,46.92,36.77,6.91,3.19,18.13,23.3,5.17,44.2\n5861,55.0,30.86,4.09,21.11,25.49,4.38,45.3,16.44,14.92,1256.98,35.88,32.95,517.6,31.21,30.89,5.18,15.3,21.91,6.61,27.56,3.38,900.04,53.99,570.11,15.4,10.81,3.01,27.23,3.92,3.27,11.73,16.07,4.34,18.86,3.19,18.22,21.98,3.76,42.5,40.2,7.0,3.08,7.36,11.75,4.39,47.57\n5862,47.03,33.11,3.73,14.53,18.84,4.31,36.8,12.23,14.58,1210.49,32.78,31.36,432.94,32.66,28.31,4.93,11.72,17.97,6.25,18.69,3.15,891.33,37.72,579.75,25.87,10.59,3.07,24.54,4.79,3.38,17.09,21.56,4.47,20.48,3.16,10.31,13.93,3.63,46.25,35.87,7.12,3.11,6.41,10.83,4.42,47.35\n5863,46.1,38.64,3.18,10.29,14.57,4.28,44.2,8.77,14.33,1239.45,27.06,30.59,523.14,36.47,27.22,4.75,12.46,18.86,6.4,14.17,3.49,898.24,36.63,581.89,19.17,10.73,3.03,24.58,5.26,3.22,15.87,20.39,4.52,23.38,3.2,8.96,12.61,3.65,46.81,34.21,7.01,3.05,5.9,10.31,4.41,42.93\n5864,47.79,35.35,3.36,9.99,14.32,4.33,42.9,7.23,14.37,1394.17,20.45,35.6,460.87,30.8,30.21,4.66,16.46,23.22,6.76,27.34,9.29,926.94,37.28,593.76,17.73,15.53,2.96,18.94,5.36,3.25,17.64,22.48,4.84,19.63,3.13,13.0,17.79,4.79,44.48,37.72,6.7,2.99,7.69,12.26,4.57,42.66\n5865,38.39,23.07,3.57,11.74,16.11,4.37,50.6,18.75,14.68,1406.33,24.07,38.31,570.67,37.94,31.27,4.55,33.81,42.06,8.25,30.61,6.79,957.36,33.78,625.56,24.55,15.87,2.95,14.57,6.44,3.12,25.24,31.04,5.8,21.62,3.19,19.24,24.96,5.72,41.11,34.41,6.42,3.08,14.24,19.55,5.31,40.2\n5866,37.45,36.17,3.52,16.71,21.17,4.46,58.5,23.05,14.46,1356.4,30.83,38.06,497.06,44.24,38.88,4.33,35.84,46.05,10.21,34.48,10.55,899.23,31.61,632.27,34.25,24.47,2.9,23.46,7.43,3.12,31.55,39.14,7.59,20.08,3.18,14.85,20.6,5.75,46.37,33.33,6.64,2.95,19.82,27.22,7.4,41.89\n5867,34.27,21.81,3.76,29.68,35.41,5.73,58.4,25.07,14.53,1309.25,36.65,49.14,583.88,48.46,33.05,4.32,30.7,41.61,10.91,48.24,8.51,908.8,32.77,614.31,25.63,24.05,3.03,71.35,13.88,3.14,24.59,31.53,6.94,18.0,3.2,12.55,18.1,5.55,52.48,38.8,10.66,3.0,20.66,28.69,8.03,49.26\n5868,45.92,37.16,4.15,26.93,33.83,6.9,59.7,23.97,15.05,1311.77,36.78,49.08,469.69,50.22,35.52,4.54,21.67,31.54,9.87,47.91,5.69,922.14,32.58,619.25,37.51,30.94,3.01,81.29,11.98,3.25,23.28,31.33,8.05,24.78,3.28,13.19,18.71,5.52,57.68,47.86,14.69,3.04,17.86,25.4,7.54,58.7\n5869,60.57,37.15,3.88,18.56,24.83,6.27,61.7,27.69,15.2,1359.97,35.05,47.3,555.47,54.4,37.38,4.52,20.08,29.57,9.49,36.69,4.79,939.94,30.46,622.62,23.39,17.31,3.2,68.63,16.12,3.11,17.71,24.25,6.54,26.52,3.47,14.3,19.66,5.36,62.35,55.26,14.87,3.0,21.5,29.81,8.31,68.11\n5870,53.42,50.96,3.53,15.18,21.13,5.95,73.7,29.38,15.08,1408.14,36.68,50.76,489.55,55.86,40.7,4.79,17.89,26.71,8.82,38.39,4.83,950.81,34.94,657.65,34.57,11.58,3.26,59.4,16.84,3.25,13.74,20.4,6.66,23.4,3.64,11.47,15.95,4.48,71.11,60.26,17.6,3.25,20.72,28.64,7.92,64.71\n5871,63.33,30.89,3.53,13.46,19.24,5.78,66.4,23.64,14.57,1448.44,32.32,53.9,569.43,62.78,36.11,4.68,18.84,27.11,8.27,38.13,4.16,919.21,40.43,681.95,43.23,8.06,3.29,50.42,14.09,3.36,21.6,32.55,10.95,34.32,3.69,10.13,14.71,4.59,74.34,63.57,16.37,3.19,20.34,28.24,7.9,67.86\n5872,94.23,21.87,3.39,10.74,16.0,5.26,62.5,40.75,14.22,1561.15,32.38,45.86,481.51,57.28,38.9,4.53,23.46,31.34,7.88,28.18,3.82,897.46,49.55,699.01,26.59,5.62,3.31,44.99,14.65,3.37,17.02,23.8,6.79,43.8,3.88,10.66,15.72,5.06,77.36,61.32,13.42,3.22,20.23,28.16,7.93,65.82\n5873,74.63,40.55,3.56,10.13,16.78,6.65,60.4,28.93,13.74,1428.26,37.87,47.2,527.97,55.26,45.77,4.66,21.36,29.52,8.16,28.58,2.82,890.83,50.76,682.9,15.92,12.04,3.29,46.88,19.57,3.38,20.22,27.62,7.4,37.71,3.81,10.64,15.03,4.39,84.44,62.14,12.26,3.4,19.31,27.5,8.19,71.61\n5874,80.16,33.19,3.68,11.11,16.45,5.34,59.9,23.44,13.48,1440.2,30.84,51.81,542.83,58.7,47.64,4.97,21.1,28.81,7.71,19.59,3.54,928.47,50.82,686.94,12.76,6.94,3.25,43.54,15.27,3.43,20.06,26.57,6.51,39.38,3.84,10.14,14.3,4.16,87.04,65.67,11.78,3.21,18.12,25.08,6.96,64.47\n5875,81.45,20.9,3.61,11.66,16.85,5.19,54.3,17.83,13.45,1429.66,25.45,41.76,509.2,49.8,40.6,4.59,26.59,33.34,6.75,28.81,3.02,957.85,41.74,661.32,10.25,5.78,3.26,31.51,16.23,3.43,16.46,22.26,5.8,37.83,3.74,15.89,21.18,5.3,79.78,62.32,10.42,3.34,22.93,29.13,6.2,58.82\n5876,68.59,26.1,3.62,13.14,18.37,5.23,47.6,12.95,13.2,1452.07,28.74,35.37,586.46,42.49,35.26,4.53,35.36,42.41,7.05,25.76,4.51,946.28,46.57,667.89,18.49,5.4,3.23,22.09,12.26,3.38,14.0,19.11,5.11,41.52,3.59,12.73,18.71,5.98,59.82,56.0,9.25,3.55,22.41,28.66,6.25,56.07\n5877,73.08,15.56,3.33,22.55,28.0,5.45,47.3,15.21,13.5,1497.05,22.0,37.24,576.2,43.0,33.76,4.8,41.71,48.66,6.95,28.11,7.36,951.52,50.34,634.84,30.36,3.75,3.21,16.44,9.48,3.32,15.89,21.53,5.64,50.66,3.51,12.17,16.64,4.47,59.2,52.85,8.18,3.28,14.4,18.92,4.52,50.03\n5878,95.67,12.48,2.88,32.06,37.64,5.58,45.1,18.04,13.74,1480.64,23.62,37.12,545.19,34.85,33.81,4.82,47.19,53.88,6.69,18.66,6.85,900.77,48.3,613.94,20.04,4.81,3.08,18.58,7.54,3.21,19.54,24.5,4.96,48.07,3.33,14.39,21.82,7.43,54.25,47.18,7.51,3.24,10.76,15.49,4.73,51.48\n5879,92.2,17.08,3.4,38.63,44.03,5.4,42.0,19.46,13.84,1471.02,30.23,38.15,454.84,31.8,32.04,4.63,40.9,47.64,6.74,28.41,5.64,900.48,50.47,598.87,21.13,6.8,3.17,23.75,6.28,3.09,19.05,24.77,5.72,39.95,3.1,13.33,18.83,5.49,46.97,43.84,7.14,3.12,11.34,16.25,4.91,46.05\n5880,75.71,12.98,3.52,27.99,32.91,4.92,40.5,17.41,13.8,1420.59,28.53,39.07,534.23,32.01,28.39,4.58,36.25,43.44,7.19,34.18,6.48,897.25,49.78,602.7,14.72,6.0,2.95,17.35,6.5,3.15,18.72,23.85,5.13,45.17,2.81,15.88,23.08,7.2,34.44,40.38,7.02,3.01,9.77,14.02,4.25,54.07\n5881,50.5,15.93,3.19,28.39,33.13,4.74,32.6,27.86,13.95,1319.03,35.7,33.52,595.98,33.9,28.03,4.73,25.52,31.93,6.41,22.84,7.68,911.83,45.36,636.66,18.7,11.12,3.08,13.82,6.33,3.14,20.23,25.74,5.51,54.78,2.76,16.48,22.56,6.08,28.6,38.27,6.76,2.93,12.17,16.83,4.66,40.29\n5882,51.73,41.41,3.26,24.43,29.1,4.67,36.9,25.53,14.06,1298.15,37.0,37.77,446.52,40.74,30.31,5.62,35.21,42.51,7.3,20.83,6.42,913.07,53.09,608.23,14.39,8.06,2.96,13.35,6.22,3.07,17.35,21.28,3.93,54.22,2.84,18.11,23.46,5.35,30.48,36.84,6.98,2.87,10.34,14.61,4.27,40.21\n5883,32.07,30.64,3.28,33.92,38.94,5.02,35.2,19.18,14.34,1205.71,41.7,33.06,460.49,45.27,29.36,5.37,24.93,31.97,7.04,23.99,7.32,878.54,42.16,563.68,16.57,11.03,2.85,10.4,6.39,3.07,18.54,23.37,4.82,49.17,2.82,12.94,17.18,4.24,32.1,29.78,6.86,2.91,7.5,11.8,4.3,35.96\n5884,37.14,18.36,3.06,31.12,35.71,4.59,42.8,23.63,14.4,1171.47,35.72,30.86,473.41,37.19,27.73,5.37,22.18,30.06,7.88,15.58,6.89,866.82,96.97,559.95,22.32,6.99,2.95,18.39,6.31,3.06,14.98,20.33,5.35,41.06,2.88,16.07,21.39,5.32,33.86,24.43,6.56,2.94,8.53,13.13,4.6,32.0\n5886,34.16,15.26,2.82,16.61,21.51,4.9,36.9,13.98,14.35,1104.11,34.75,30.1,476.07,31.03,40.19,5.45,16.34,23.97,7.63,6.11,4.59,856.81,17.32,550.38,14.85,10.23,2.96,10.57,5.81,3.06,12.73,16.97,4.24,21.47,2.96,6.87,10.8,3.93,34.12,27.64,8.42,3.04,5.42,9.83,4.41,48.96\n5887,33.87,15.56,3.21,15.45,20.02,4.57,39.4,11.29,13.96,1101.96,30.31,25.13,384.6,29.71,29.48,5.35,10.42,18.08,7.66,11.62,3.75,851.53,10.4,559.09,12.83,6.78,2.87,8.38,4.96,3.03,13.35,18.23,4.88,15.61,2.91,13.03,17.65,4.61,26.7,20.88,8.01,2.86,5.14,9.55,4.41,34.66\n5888,39.96,12.2,3.59,10.71,14.93,4.22,31.0,11.92,14.21,1163.53,25.33,29.37,425.49,28.56,27.08,5.34,14.92,23.4,8.48,8.54,4.0,868.51,55.53,552.34,9.65,5.79,2.91,7.94,4.43,3.01,9.95,14.58,4.63,11.42,2.85,17.31,22.68,5.36,24.04,17.35,7.43,3.03,6.78,12.28,5.5,47.6\n5889,29.96,8.21,3.6,9.75,13.93,4.18,36.2,23.22,14.13,1174.04,23.33,28.26,453.42,29.78,31.1,5.07,21.75,30.12,8.37,22.24,3.77,884.51,56.94,549.71,8.51,6.15,2.87,6.08,4.66,3.03,13.84,18.99,5.15,8.75,3.0,17.58,23.7,6.12,28.21,15.52,7.26,2.95,6.82,11.81,4.99,31.23\n5890,20.63,6.81,3.29,10.08,14.38,4.3,32.6,16.65,14.19,1151.44,25.85,27.63,425.68,31.61,31.19,5.17,20.54,29.54,9.0,15.63,4.79,913.67,27.02,545.33,8.93,6.29,2.83,5.5,5.36,2.98,17.26,22.7,5.44,6.58,3.0,12.74,20.35,7.61,38.09,13.42,8.06,2.89,9.56,14.53,4.97,26.34\n5891,27.15,6.03,3.19,15.61,20.15,4.54,33.2,17.52,13.76,1141.46,27.56,22.71,499.39,32.73,34.52,5.25,30.41,41.49,11.08,16.96,3.41,972.11,55.03,537.38,7.1,5.14,2.81,12.53,8.76,2.93,18.4,24.81,6.4,4.61,3.05,13.96,20.24,6.28,39.01,12.51,8.87,2.87,8.36,13.02,4.66,25.15\n5892,37.66,27.64,3.13,17.95,22.81,4.86,31.2,17.36,14.27,1316.17,16.81,26.15,386.79,28.95,26.71,5.17,27.75,38.47,10.72,11.92,2.69,959.77,16.26,580.06,16.41,8.6,2.85,14.29,7.54,3.03,22.07,29.07,7.0,4.93,3.06,13.45,20.2,6.74,42.37,11.04,8.1,2.86,8.63,13.56,4.93,33.15\n5893,56.79,26.08,2.98,21.97,27.74,5.77,40.3,24.71,13.89,1345.99,16.76,21.65,540.18,32.32,31.04,5.2,32.06,43.98,11.92,18.37,2.17,1011.55,132.82,650.96,9.03,6.64,2.76,19.74,6.3,3.04,27.7,35.07,7.37,8.68,3.03,10.68,15.64,4.97,47.62,11.91,7.35,2.84,14.1,19.7,5.6,29.13\n5895,36.07,34.9,2.86,21.51,27.41,5.9,28.3,13.84,14.12,1543.4,11.27,24.94,556.93,34.71,28.21,5.02,53.92,73.03,19.11,14.21,3.2,1015.69,4.01,625.98,7.33,6.65,2.91,14.8,5.94,2.97,32.36,43.78,11.41,10.4,3.12,10.44,15.4,4.96,45.05,22.62,6.85,2.89,18.68,26.02,7.34,26.26\n5896,37.57,29.92,2.59,27.76,35.1,7.34,45.6,25.24,14.24,1561.13,11.94,17.87,532.21,35.9,25.51,4.96,90.85,125.29,34.44,8.71,2.65,1104.61,58.12,723.86,7.53,5.54,2.77,16.24,5.16,2.89,23.93,32.29,8.36,14.29,3.09,11.86,16.72,4.86,39.33,20.96,7.07,2.96,31.11,40.61,9.5,0.88\n5899,26.07,19.81,2.35,27.64,34.19,6.55,43.5,12.25,14.12,1744.28,1.93,12.03,736.04,15.64,28.19,4.89,119.35,151.52,32.17,4.35,3.98,1128.34,35.72,893.12,6.04,4.95,2.73,13.01,4.65,3.0,50.9,60.26,9.36,19.98,3.17,20.5,26.56,6.07,36.89,18.1,6.93,2.9,37.73,45.52,7.79,55.43\n5901,26.96,24.83,2.53,35.4,41.61,6.21,39.7,16.45,13.87,1794.06,3.04,9.26,1050.43,15.1,25.75,5.11,151.26,190.53,39.27,15.23,3.93,1033.04,103.6,1039.83,13.22,5.31,2.64,8.19,4.59,3.18,110.74,136.61,25.87,13.82,3.23,19.73,24.09,4.36,39.91,14.63,6.48,2.74,79.38,93.58,14.2,46.82\n5902,39.68,32.82,2.55,58.72,64.68,5.96,32.8,12.13,14.19,1710.01,1.58,7.67,536.79,13.02,19.31,5.01,148.94,203.42,54.48,9.35,3.79,1058.29,74.03,753.1,8.97,3.69,2.66,12.17,4.99,3.25,145.82,199.92,54.11,11.91,3.12,21.87,26.36,4.49,40.01,15.96,6.79,2.77,33.22,41.26,8.04,65.03\n5903,40.37,33.79,2.45,89.3,98.88,9.58,33.7,9.34,14.1,1726.1,1.44,6.17,552.28,11.11,20.98,5.03,77.9,99.5,21.6,5.97,4.31,1017.44,24.65,640.31,7.32,3.79,2.6,14.9,5.44,3.25,151.92,217.23,65.31,11.89,3.12,19.14,23.9,4.76,38.46,13.12,6.66,2.81,28.59,35.28,6.69,26.27\n5904,29.6,29.4,2.26,115.17,141.97,26.8,24.2,7.18,14.08,1633.34,1.41,6.14,615.93,13.84,26.91,4.96,77.93,99.56,21.63,3.68,4.85,1078.34,10.04,676.85,10.36,6.51,2.58,15.14,5.66,3.06,129.51,171.36,41.86,12.9,3.23,17.57,21.74,4.17,38.76,13.53,6.5,2.73,20.46,26.15,5.69,32.63\n5905,29.7,22.78,2.36,74.55,83.78,9.23,24.9,6.31,14.08,1557.67,2.97,13.62,577.84,14.02,19.04,5.04,104.6,135.55,30.95,3.64,5.39,1047.35,11.51,735.39,12.62,10.13,2.45,11.67,5.56,3.07,132.33,186.53,54.2,13.26,3.22,26.97,31.45,4.48,34.28,15.02,7.94,2.88,37.67,44.94,7.27,35.73\n5906,28.12,12.88,2.26,72.07,79.76,7.69,22.0,6.59,14.13,1466.83,7.55,14.7,692.18,10.41,21.24,5.24,116.59,157.81,41.22,5.21,4.81,1006.33,41.95,644.4,12.12,7.48,2.51,18.64,5.95,2.66,112.85,145.58,32.73,12.04,3.08,24.3,28.3,4.0,34.77,14.76,9.82,2.8,21.18,26.47,5.29,42.65\n5907,28.75,8.07,2.27,74.29,85.91,11.62,21.3,5.38,14.06,1424.37,7.49,20.41,587.85,8.38,38.24,5.13,88.75,110.6,21.85,9.88,4.32,969.77,38.78,581.4,10.39,6.93,2.41,20.02,6.02,2.7,99.95,126.4,26.45,10.56,3.14,21.6,25.68,4.09,33.98,14.22,9.23,2.93,33.65,39.81,6.16,26.89\n5908,35.03,16.67,2.04,64.57,71.26,6.69,28.3,4.3,14.07,1292.01,11.09,17.81,430.0,10.58,26.77,5.06,79.73,99.47,19.74,14.31,4.36,1045.58,58.45,582.69,10.09,4.61,2.43,19.76,5.98,2.63,80.52,98.49,17.97,8.42,3.2,21.32,25.27,3.95,34.04,11.84,8.74,2.82,61.29,72.42,11.13,11.39\n5909,35.11,11.06,2.27,81.66,92.33,10.67,30.7,9.5,13.79,1159.87,13.6,13.64,371.74,13.66,20.45,4.95,53.02,68.61,15.59,13.43,4.94,951.34,85.1,565.92,8.12,3.62,2.4,14.7,5.3,2.48,37.47,45.36,7.89,6.58,3.26,14.65,18.5,3.85,35.86,18.34,10.82,2.7,24.73,31.58,6.85,97.78\n5910,37.67,30.98,2.31,70.52,79.69,9.17,22.4,16.01,13.93,1161.37,14.17,9.85,432.71,12.36,19.6,5.09,42.99,57.28,14.29,11.54,4.22,898.89,46.8,543.77,6.26,2.83,2.36,12.07,4.61,2.5,19.97,25.51,5.55,5.73,3.25,14.18,18.03,3.86,33.22,25.91,13.7,2.85,12.07,17.17,5.1,98.92\n5911,26.7,21.21,2.54,68.56,83.26,14.7,19.7,27.71,14.03,1187.63,8.41,12.32,440.9,19.0,15.4,5.18,27.68,39.97,12.29,9.03,3.79,921.7,34.06,561.16,6.9,3.54,2.41,9.76,4.13,2.54,26.95,37.07,10.12,9.55,3.3,20.6,25.85,5.26,27.38,21.51,11.78,2.8,30.54,38.28,7.74,2.78\n5912,38.4,33.81,2.33,36.06,41.98,5.92,27.6,27.65,14.25,1318.12,9.39,15.92,414.07,18.6,14.5,5.08,28.92,41.22,12.3,15.03,4.56,914.7,60.97,607.56,6.6,3.29,2.42,18.17,3.84,2.48,35.82,46.07,10.25,16.84,3.34,37.36,42.91,5.55,19.36,19.41,10.27,2.84,26.92,34.39,7.47,44.29\n5913,35.1,20.03,2.0,27.04,33.27,6.23,26.4,25.63,14.07,1442.98,14.19,18.23,585.43,13.98,13.44,5.05,70.84,90.62,19.78,11.84,8.78,1010.81,27.92,749.64,25.73,3.54,2.51,17.37,4.23,2.55,43.02,53.6,10.59,16.69,3.3,39.39,46.31,6.92,19.26,15.84,9.48,2.94,29.46,36.55,7.09,21.91\n5914,30.43,29.14,2.22,34.45,43.32,8.87,26.8,26.98,14.3,1602.78,9.07,26.14,880.6,12.27,20.89,5.08,76.55,91.12,14.57,9.44,8.11,1057.01,31.61,811.85,18.37,6.96,2.47,19.41,4.75,2.52,54.68,66.56,11.88,15.17,3.23,31.39,38.48,7.08,24.6,16.93,9.42,2.94,85.99,120.51,34.52,7.63\n5916,35.24,20.96,2.29,55.42,65.62,10.2,26.1,18.28,14.6,1863.24,7.11,24.41,533.62,15.44,28.0,5.43,109.92,130.34,20.42,10.35,5.94,1074.8,45.91,713.19,11.36,7.44,2.36,35.63,4.65,2.53,67.83,87.77,19.94,32.44,3.41,23.76,30.99,7.23,31.8,31.35,8.69,2.8,47.82,63.72,15.9,63.82\n5917,44.8,34.68,2.16,50.63,58.94,8.31,42.7,23.89,14.64,1785.65,10.59,25.16,491.63,18.55,29.38,5.59,108.37,133.5,25.13,7.42,6.09,1089.16,34.01,663.06,9.79,6.94,2.32,45.15,4.81,2.61,47.91,59.62,11.7,23.52,3.42,23.04,29.64,6.6,38.2,28.98,8.24,2.94,40.77,51.53,10.76,58.22\n5918,33.96,26.11,2.45,37.58,47.41,9.83,33.1,17.1,14.58,1713.27,15.0,26.14,526.44,24.59,31.32,6.11,85.21,102.71,17.5,6.42,5.64,1135.48,63.6,649.38,16.0,5.98,2.37,32.71,5.65,2.56,66.01,78.64,12.63,17.38,3.43,18.02,24.68,6.66,40.24,27.42,9.74,2.79,34.33,44.67,10.34,50.92\n5919,36.33,24.15,2.46,33.25,41.19,7.94,29.9,12.12,14.73,1588.54,23.8,27.24,516.65,21.09,28.75,5.29,70.17,94.31,24.14,28.49,4.26,1059.65,31.18,191.26,11.95,11.67,2.43,24.3,11.52,2.6,51.18,64.79,13.62,13.1,3.42,11.41,16.98,5.56,46.75,27.48,11.24,2.76,46.73,61.07,14.34,62.21\n5920,33.78,15.35,2.53,41.86,49.3,7.44,30.8,9.12,14.86,1450.47,31.0,26.09,468.65,21.39,20.32,5.54,41.29,59.44,18.15,21.0,4.11,1049.41,17.45,1886.95,8.05,7.38,2.49,18.07,9.6,2.46,37.47,48.31,10.84,10.2,3.48,14.1,20.88,6.79,49.96,21.18,9.82,2.7,34.1,46.95,12.85,88.3\n5921,30.0,23.85,2.65,47.14,56.03,8.89,34.0,6.38,15.1,1413.53,30.62,25.58,442.83,29.46,16.29,5.66,36.87,52.25,15.38,14.49,4.14,1032.9,11.44,326.52,7.96,6.13,2.6,15.69,8.04,2.48,22.56,30.27,7.72,7.97,3.55,17.67,25.39,7.72,47.56,20.36,8.95,2.9,47.38,65.09,17.71,70.38\n5922,33.75,29.55,2.4,37.8,45.14,7.34,42.8,4.86,15.43,1617.68,16.96,20.51,432.39,23.47,18.37,5.58,43.57,57.32,13.75,11.48,3.85,1104.98,8.01,331.35,4.94,4.27,2.56,44.59,6.52,2.52,19.36,27.16,7.8,6.06,3.63,13.52,19.47,5.95,54.81,42.36,11.14,2.84,39.13,51.76,12.63,99.36\n5923,42.99,22.33,2.15,28.11,36.21,8.1,47.5,10.64,15.34,1584.3,16.65,14.88,460.48,27.08,16.25,5.36,59.3,73.05,13.75,7.72,4.12,1113.68,5.76,402.4,6.56,3.77,2.55,45.65,5.53,2.49,20.19,25.76,5.56,4.91,3.62,20.03,25.46,5.43,51.2,64.75,13.38,2.9,32.15,41.59,9.44,61.64\n5924,26.28,18.28,2.29,18.94,25.31,6.37,37.9,18.83,15.12,1580.34,9.61,11.14,576.64,26.91,16.78,5.12,97.87,114.72,16.85,14.85,4.06,1227.46,10.27,536.6,8.94,3.19,2.63,31.98,5.38,2.62,39.04,45.29,6.24,5.05,3.54,24.01,28.79,4.78,47.3,60.92,12.56,2.73,53.95,64.69,10.74,42.23\n5925,22.44,17.76,2.45,24.89,31.01,6.12,46.3,26.13,15.2,1743.43,1.83,15.86,771.26,32.13,22.1,5.17,153.82,195.33,41.51,20.29,3.3,1436.35,73.07,316.52,22.49,3.36,2.53,22.74,4.67,2.68,56.08,62.19,6.11,9.08,3.71,33.66,38.81,5.14,40.4,56.9,12.57,2.68,52.8,59.32,6.52,42.15\n5926,23.65,14.35,2.34,55.03,63.68,8.65,43.8,22.85,14.82,1754.26,0.37,17.06,851.45,28.28,27.18,5.26,161.96,209.89,47.93,13.41,2.47,1700.68,259.79,589.47,21.32,4.25,2.82,16.01,4.2,2.72,64.56,78.13,13.58,13.35,3.51,24.21,28.53,4.32,42.75,46.86,10.3,3.11,69.95,80.82,10.87,21.37\n5927,37.09,13.56,2.19,89.72,103.16,13.44,52.8,47.76,14.92,1796.36,0.66,21.26,827.58,36.89,23.88,5.17,114.67,134.0,19.33,22.93,1.89,1972.45,251.84,749.78,21.74,12.08,2.77,12.16,4.15,2.7,81.69,104.34,22.66,10.16,3.5,17.76,21.77,4.01,46.91,48.16,9.12,3.39,105.62,146.71,41.09,19.44\n5928,49.8,22.06,2.43,97.25,116.38,19.13,57.1,34.55,14.85,1728.71,2.57,23.89,1202.27,30.56,26.26,5.1,132.9,158.85,25.95,39.03,4.08,1546.26,168.97,483.35,23.31,22.87,2.92,14.61,4.2,2.73,80.28,100.28,20.01,12.38,3.44,19.78,24.04,4.26,44.43,51.75,8.73,3.38,101.1,148.45,47.35,21.67\n5929,39.06,35.06,2.52,102.3,133.65,31.35,55.0,26.98,14.65,1925.06,0.06,22.92,1276.64,31.19,29.8,5.27,137.73,184.3,46.57,43.36,4.8,1380.34,95.75,473.93,34.45,14.41,2.85,27.7,5.58,2.84,70.03,92.69,22.66,24.28,3.48,48.85,60.03,11.18,23.46,51.47,8.13,3.31,91.48,135.97,44.49,11.87\n5930,52.41,38.5,2.66,106.53,168.73,62.2,56.2,30.5,14.87,1910.96,0.07,29.42,828.08,36.15,35.34,5.21,123.19,149.12,25.93,34.8,3.89,1288.9,55.33,371.56,30.01,16.49,2.71,32.56,9.45,2.99,78.26,101.75,23.48,33.01,3.36,34.24,40.71,6.47,22.03,59.38,9.61,3.33,119.34,208.62,89.28,16.46\n5931,64.59,62.22,2.37,94.5,142.34,47.84,55.5,37.56,15.07,1763.73,0.05,33.44,736.73,25.3,37.99,5.15,118.08,151.97,33.89,34.22,5.94,1078.96,69.89,367.71,31.55,9.92,2.81,23.65,8.0,2.84,61.48,72.13,10.65,39.43,3.33,24.72,28.89,4.16,28.14,58.38,11.34,3.4,113.15,200.13,86.98,10.47\n5932,63.13,59.38,2.29,76.61,97.65,21.04,45.2,27.64,14.8,1646.23,0.27,33.59,949.62,19.73,45.29,5.38,126.9,221.59,94.69,20.81,6.36,1145.18,134.28,304.26,29.06,17.9,2.63,26.46,7.85,3.12,59.8,70.63,10.82,39.43,3.25,15.92,19.88,3.95,31.41,52.06,13.6,3.23,100.39,164.54,64.15,7.85\n5933,72.88,56.69,1.96,52.58,60.18,7.6,46.1,34.96,14.47,1631.64,0.08,37.2,795.16,22.0,49.93,5.38,122.61,197.65,75.04,16.51,6.02,1217.68,154.37,212.99,20.1,18.27,2.85,32.61,18.91,3.02,66.31,81.13,14.82,31.52,3.42,14.66,18.54,3.88,30.79,59.24,18.16,3.06,87.73,129.26,41.53,18.31\n5934,60.72,49.2,2.12,44.39,51.32,6.93,54.4,42.63,14.33,1470.78,4.38,34.87,466.4,18.77,52.43,5.08,100.72,140.69,39.97,16.22,4.64,1229.23,134.7,191.57,19.84,10.45,2.62,23.84,14.23,3.04,63.25,85.19,21.94,31.91,3.43,21.04,26.41,5.37,25.21,53.32,16.64,2.94,40.85,59.3,18.45,33.39\n5935,38.65,38.26,1.95,48.48,54.71,6.23,52.5,31.29,14.33,1416.22,7.39,30.54,308.77,20.92,42.35,5.01,67.36,85.44,18.08,10.86,4.59,1233.75,104.79,209.25,15.43,5.93,2.6,18.11,11.24,3.06,66.0,93.26,27.26,39.3,3.66,22.86,29.68,6.82,22.93,38.99,13.99,2.72,7.9,12.12,4.22,25.64\n5936,77.76,42.33,2.18,54.89,64.74,9.85,50.6,22.08,14.5,1466.83,8.8,24.34,396.84,32.81,35.2,4.78,49.0,62.84,13.84,19.17,4.54,1227.47,119.56,271.8,18.69,4.54,2.49,20.05,10.47,3.18,85.73,145.8,60.07,37.95,3.65,28.22,35.54,7.32,22.06,33.37,12.06,2.87,10.22,14.41,4.19,22.32\n5937,72.7,53.2,2.28,62.89,82.71,19.82,55.2,16.52,14.43,1548.14,14.85,22.73,464.22,34.16,29.74,4.95,96.07,131.53,35.46,29.78,4.24,1281.86,107.37,285.71,17.31,4.19,2.41,15.79,8.77,3.37,100.22,174.78,74.56,35.89,3.8,35.3,46.92,11.62,21.32,28.23,10.56,2.74,20.92,28.8,7.88,29.29\n5938,66.2,54.39,2.33,77.31,120.23,42.92,48.5,11.82,14.58,1581.59,17.52,20.88,424.4,39.25,24.62,4.81,74.42,104.87,30.45,35.35,4.06,982.09,63.87,310.54,15.54,9.77,2.48,36.29,7.46,3.01,73.13,111.52,38.38,29.31,3.85,26.7,37.64,10.94,32.46,23.35,9.53,2.75,28.02,39.73,11.71,32.14\n5939,72.92,51.07,2.5,99.46,176.7,77.24,50.9,9.37,14.63,1370.56,27.13,24.76,414.91,37.48,20.66,4.85,57.31,84.37,27.06,33.59,3.45,948.69,35.74,229.25,21.78,10.15,2.45,86.22,6.46,2.86,54.77,76.34,21.57,23.34,3.76,28.28,40.67,12.39,35.93,23.58,8.91,2.81,26.43,37.35,10.92,46.22\n5940,53.52,39.26,2.27,61.68,85.79,24.11,51.0,6.57,14.73,1280.21,36.17,25.28,378.22,35.42,23.2,5.0,47.74,71.79,24.05,26.39,4.14,934.83,23.43,190.66,16.13,5.74,2.57,108.83,6.2,2.77,33.65,46.21,12.56,22.57,3.69,19.51,27.82,8.3,41.11,25.88,8.1,2.79,25.54,36.16,10.62,74.39\n5941,41.13,28.7,2.07,47.55,63.18,15.63,48.0,4.89,15.3,1195.91,37.27,25.72,426.67,29.33,23.65,5.09,34.33,55.1,20.77,16.49,2.97,932.47,16.72,222.93,9.77,4.28,2.5,65.08,5.9,2.84,28.37,37.74,9.37,25.37,3.56,13.04,19.07,6.03,44.97,29.36,7.17,2.84,25.37,35.59,10.22,108.75\n5942,45.74,35.4,1.83,22.76,30.67,7.91,44.0,4.13,15.94,1202.94,42.44,20.99,320.11,24.96,26.71,4.93,26.58,43.04,16.46,9.78,2.48,963.6,14.18,205.39,6.38,5.41,2.57,30.54,7.8,2.93,28.04,36.23,8.19,18.46,3.61,10.59,16.37,5.78,47.58,33.62,7.41,2.72,24.02,32.34,8.32,164.11\n5944,44.59,19.44,1.98,23.02,29.62,6.6,32.8,2.58,16.08,1124.64,43.61,21.76,447.07,27.05,27.38,4.97,43.22,59.05,15.83,10.3,3.07,910.2,12.1,190.8,8.63,2.89,2.96,19.72,6.06,2.94,41.8,52.15,10.35,21.67,3.53,11.97,18.1,6.12,52.01,44.76,7.96,3.07,28.8,36.44,7.64,99.06\n5945,43.72,12.6,1.81,22.17,28.03,5.86,36.5,3.04,15.84,1214.14,42.1,18.08,344.31,21.16,24.11,5.02,34.43,47.02,12.59,7.67,2.77,890.8,10.55,194.73,4.31,1.44,2.22,26.33,6.28,2.91,33.22,41.8,8.57,18.76,3.56,11.56,17.28,5.72,55.83,57.44,7.35,3.07,29.19,36.49,7.3,106.73\n5946,38.84,7.84,2.0,21.0,26.54,5.54,31.6,2.28,15.7,1355.74,30.75,22.27,328.87,22.24,23.21,4.83,37.66,47.69,10.03,5.25,3.65,880.35,16.43,608.17,2.34,0.85,2.89,25.03,5.68,2.86,29.61,38.38,8.78,18.57,3.52,11.95,17.36,5.42,64.9,83.65,6.89,3.05,34.05,42.44,8.39,84.85\n5947,31.51,9.15,2.22,14.83,19.78,4.95,40.1,3.13,15.62,1597.18,14.6,19.34,340.06,16.37,19.64,4.88,32.99,40.73,7.74,4.64,3.94,983.76,15.33,1012.21,6.41,1.95,2.42,20.07,6.67,2.96,49.89,63.83,13.94,21.53,3.49,16.73,22.46,5.73,63.13,106.86,6.32,3.45,47.3,56.4,9.1,64.52\n5951,51.77,7.6,2.25,133.45,166.2,32.75,48.6,26.58,15.95,1930.49,0.96,37.36,2430.18,15.38,28.57,6.13,237.26,489.7,252.44,24.92,4.34,1530.12,71.49,3562.29,57.39,22.28,3.94,21.07,5.68,3.03,59.32,68.55,9.23,44.24,3.8,98.4,151.23,52.83,10.43,99.69,14.82,3.44,99.52,117.99,18.47,27.81\n5952,67.04,10.97,2.11,115.21,145.45,30.24,48.7,19.47,15.97,2008.46,0.08,55.93,3060.25,14.9,31.93,6.7,267.63,681.86,414.23,31.3,7.06,1559.79,119.83,3442.79,75.26,27.76,4.17,22.76,5.68,2.96,55.34,69.45,14.11,69.1,3.89,89.69,154.81,65.13,10.83,90.78,16.43,3.53,95.4,128.79,33.39,29.93\n5971,25.93,10.58,2.91,17.03,22.16,5.13,39.7,6.08,15.48,1497.69,19.08,28.32,478.72,17.57,22.65,5.12,58.26,64.18,5.92,5.08,3.77,1063.39,24.5,628.1,4.94,1.69,1.04,34.12,7.31,3.03,41.18,49.98,8.8,22.12,3.98,30.94,39.04,8.1,74.99,61.39,14.51,2.99,34.7,41.45,6.75,74.57\n5972,27.62,9.21,2.94,16.35,21.23,4.88,38.3,11.81,15.22,1519.12,12.61,26.12,807.59,14.78,22.11,4.97,119.96,130.23,10.27,17.54,2.89,1085.14,22.66,878.97,15.2,4.53,1.33,23.99,6.67,2.96,26.55,32.63,6.08,25.69,4.13,45.0,53.53,8.53,67.35,61.21,12.51,2.97,72.5,83.69,11.19,61.65\n5973,32.81,8.64,3.1,18.06,22.89,4.83,42.5,12.86,15.41,1803.43,5.98,32.78,1054.41,22.67,28.45,5.58,188.99,231.24,42.25,20.68,2.48,1137.64,31.73,1090.06,46.38,17.34,1.48,16.79,5.57,2.86,28.71,34.58,5.88,38.66,4.01,86.83,104.38,17.54,33.52,55.56,11.42,3.0,91.29,99.35,8.06,7.96\n5974,28.76,8.0,2.91,39.97,45.56,5.59,48.7,31.49,15.42,1547.48,12.93,38.3,743.26,29.1,25.37,5.61,178.73,236.95,58.22,23.84,2.77,1359.21,49.31,840.97,25.92,11.08,1.53,11.76,4.8,2.97,25.58,30.82,5.24,39.15,3.88,65.84,83.57,17.73,39.44,54.9,9.59,2.78,36.22,40.54,4.32,35.19\n5975,37.71,12.13,2.6,50.26,57.04,6.78,54.2,31.14,15.64,1374.27,19.07,34.27,687.88,29.27,32.51,5.83,131.72,161.36,29.64,26.0,8.17,1261.28,60.43,721.62,17.41,15.44,1.5,8.38,4.26,2.84,21.68,27.17,5.48,38.7,3.47,25.76,34.05,8.29,49.86,51.73,11.58,2.73,23.9,28.82,4.92,89.97\n5976,46.87,30.19,2.7,36.89,42.23,5.34,52.4,24.81,15.94,1277.76,22.89,34.34,447.37,30.76,39.61,5.72,87.64,102.35,14.71,34.58,9.3,1213.08,54.95,646.53,41.24,11.41,1.36,8.29,3.92,3.02,26.47,32.76,6.29,36.16,3.56,26.32,33.0,6.68,44.4,46.87,14.09,2.72,15.4,19.56,4.16,56.12\n5977,36.81,20.67,2.47,32.56,37.34,4.78,46.7,18.39,15.61,1162.08,26.12,32.36,544.59,31.32,33.44,5.62,58.58,68.64,10.06,22.86,7.92,1149.5,61.16,606.69,25.11,8.0,1.34,9.15,4.11,2.97,32.76,39.79,7.03,26.28,3.67,31.71,37.48,5.77,34.56,42.39,11.83,2.64,10.74,14.77,4.03,18.48\n5978,42.99,26.78,2.55,34.59,39.5,4.91,48.2,20.8,15.4,1049.46,27.01,35.06,419.79,31.34,30.65,4.85,38.87,49.05,10.18,36.19,5.49,1012.78,53.45,581.3,24.56,8.61,1.44,9.98,4.64,2.54,34.7,40.13,5.43,21.74,3.41,15.83,20.12,4.29,39.09,38.35,10.79,2.6,8.93,12.91,3.98,15.45\n5979,42.98,27.12,2.46,46.1,51.51,5.41,43.3,22.44,15.33,982.46,28.94,28.65,443.23,32.12,28.41,4.71,34.89,44.73,9.84,29.64,3.48,928.61,61.86,572.03,26.47,5.84,1.46,8.0,4.92,2.7,28.4,34.15,5.75,21.65,3.35,15.13,19.18,4.05,38.35,32.58,9.83,2.62,9.17,13.57,4.4,21.06\n5980,28.79,18.85,2.69,50.87,56.83,5.96,42.2,19.07,15.37,883.21,32.09,32.87,432.74,30.31,30.85,4.62,31.89,41.18,9.29,17.35,3.64,948.56,67.79,547.66,18.52,3.82,1.42,7.64,5.06,2.55,27.78,34.25,6.47,16.53,3.33,14.18,18.18,4.0,37.47,29.62,8.98,2.52,6.45,10.28,3.83,21.72\n5981,49.28,35.97,2.48,39.33,44.34,5.01,34.2,14.59,15.32,853.08,30.17,29.05,347.81,24.69,26.48,4.43,26.6,36.23,9.63,11.21,3.09,905.94,54.17,538.65,13.48,3.03,1.46,6.31,4.92,2.55,22.71,28.67,5.96,13.84,3.31,14.26,18.17,3.92,35.42,29.87,8.69,2.75,5.76,9.48,3.72,16.66\n5982,30.35,30.3,2.31,28.24,33.87,5.63,31.1,17.38,15.11,855.16,29.53,21.27,433.75,22.12,27.87,4.41,22.87,32.66,9.79,12.26,2.67,911.84,54.34,537.81,24.4,2.37,1.43,4.72,4.72,2.61,22.07,28.4,6.33,18.98,3.22,20.89,26.1,5.2,28.84,23.24,8.22,2.7,5.31,8.96,3.65,20.65\n5983,32.01,21.59,2.05,24.28,29.17,4.89,25.1,13.08,14.9,856.79,24.81,21.05,366.07,28.11,25.33,4.42,25.67,35.49,9.82,9.62,3.34,941.57,53.94,543.6,14.28,2.19,1.47,4.29,3.73,2.62,31.88,40.3,8.42,27.13,3.36,19.2,23.51,4.32,28.63,18.18,7.76,2.74,5.55,9.08,3.53,18.86\n5984,37.87,25.87,1.78,25.38,30.81,5.43,29.7,10.15,15.13,1232.79,14.5,16.7,392.04,23.52,22.12,4.59,42.42,53.07,10.65,8.39,3.43,1017.2,42.77,566.87,10.18,3.5,1.42,4.12,3.87,2.72,59.06,86.08,27.01,25.87,3.55,16.11,20.42,4.31,30.47,15.75,7.5,2.62,9.82,14.36,4.54,17.03\n5985,39.35,29.78,2.03,29.06,34.49,5.43,33.5,14.39,15.24,1403.06,15.18,12.22,590.55,19.83,25.73,5.09,80.12,100.94,20.82,20.19,3.02,1112.01,40.98,619.56,9.48,8.04,1.48,4.69,4.59,2.72,69.88,102.56,32.68,20.87,3.44,20.74,27.2,6.46,29.54,18.07,6.94,2.74,22.68,31.51,8.83,21.19\n5986,46.89,24.82,1.88,35.97,42.87,6.9,41.7,11.12,15.09,1263.95,27.86,18.44,467.22,26.81,28.12,4.4,66.02,91.11,25.09,33.85,3.78,965.13,29.33,685.45,7.04,5.33,1.45,27.78,4.67,2.74,47.45,70.69,23.24,20.14,3.62,22.42,32.58,10.16,34.47,19.77,6.56,2.78,26.73,37.16,10.43,39.76\n5987,30.98,29.2,1.89,53.32,68.68,15.36,45.7,8.6,14.9,1112.84,34.97,21.52,456.67,30.01,27.59,4.59,51.25,73.66,22.41,23.3,3.19,919.02,20.53,600.6,25.35,6.92,1.41,84.14,7.87,2.69,43.15,58.72,15.58,17.21,3.11,14.33,21.52,7.19,39.26,23.74,6.7,2.7,26.64,37.68,11.04,43.88\n5988,35.34,23.18,1.87,51.09,67.72,16.63,40.0,6.29,15.3,1051.25,41.86,29.82,473.31,28.38,28.7,4.37,34.26,51.8,17.54,21.29,3.75,900.97,14.39,574.8,13.53,5.52,1.47,78.39,9.14,2.73,31.22,43.61,12.39,19.96,3.39,15.53,22.66,7.13,44.04,31.6,7.07,2.73,21.73,30.68,8.95,26.36\n5989,29.18,24.23,1.69,38.65,51.25,12.6,33.7,4.46,15.61,1051.44,44.63,26.05,383.07,32.93,26.6,4.3,23.54,38.7,15.16,13.24,4.56,917.74,10.86,553.28,8.98,4.04,1.42,59.94,7.66,2.55,23.98,33.97,9.99,24.84,3.44,12.08,18.42,6.34,50.26,32.03,8.86,2.72,18.91,28.09,9.18,64.08\n5990,34.56,26.44,1.87,19.87,27.48,7.61,39.2,3.26,16.21,1062.06,47.94,25.1,383.8,47.34,27.08,4.65,25.09,38.35,13.26,8.82,4.05,960.01,14.99,560.8,6.17,3.21,1.48,40.03,8.01,2.64,21.61,29.42,7.82,23.23,3.48,11.74,17.16,5.42,55.37,33.13,11.04,2.66,15.11,21.37,6.26,91.56\n5992,35.9,17.65,3.74,12.5,17.88,5.38,44.3,2.93,16.18,1250.19,40.49,26.54,372.05,39.02,27.2,4.58,24.12,35.46,11.34,9.6,2.47,892.15,19.53,573.17,3.26,2.93,1.53,28.19,6.91,2.58,27.41,38.23,10.82,23.05,3.44,11.88,16.88,5.0,67.31,32.76,9.09,2.92,20.64,28.77,8.13,100.78\n5993,25.07,17.19,3.64,12.31,17.52,5.21,40.6,3.2,16.21,1189.48,42.5,21.89,338.16,20.06,24.89,4.64,23.71,34.16,10.45,7.27,2.5,865.12,15.84,554.86,2.53,1.46,1.53,30.1,6.45,2.75,28.69,38.23,9.53,18.7,3.69,13.48,19.18,5.7,70.61,30.83,8.33,2.85,20.73,29.25,8.52,136.54\n5994,33.93,10.87,3.81,12.62,17.81,5.19,31.5,3.18,16.16,1185.37,40.82,17.17,453.31,21.23,22.0,4.3,26.87,36.63,9.76,4.91,2.4,921.53,11.83,579.19,1.95,0.85,1.6,32.03,6.45,2.72,35.56,49.3,13.74,19.58,3.65,14.17,19.61,5.44,81.16,34.58,7.81,3.11,21.7,29.43,7.73,67.58\n5995,23.5,10.49,4.16,12.83,17.95,5.12,29.7,12.81,15.68,1115.82,34.28,13.63,447.61,13.16,17.2,4.51,37.09,47.09,10.0,3.91,3.86,995.75,9.33,636.31,4.78,2.36,1.58,23.03,6.42,2.64,32.26,39.77,7.51,18.57,3.84,13.78,18.24,4.46,97.82,39.33,7.71,3.02,32.19,40.36,8.17,47.05\n5996,39.73,7.28,4.25,17.13,22.76,5.63,22.6,9.9,15.38,1114.04,27.33,9.86,445.28,16.9,17.96,4.38,70.49,81.18,10.69,15.71,3.32,1006.83,17.62,795.45,4.58,2.89,1.58,18.23,6.06,2.68,46.21,53.3,7.09,13.68,3.7,25.85,30.47,4.62,91.15,40.38,7.17,3.18,42.17,49.74,7.57,39.14\n5997,26.25,7.7,3.96,17.09,22.37,5.28,17.1,12.19,15.6,1089.03,21.45,15.74,669.38,25.02,18.65,4.87,58.78,70.39,11.61,25.94,2.4,989.38,21.62,847.38,7.27,3.86,1.58,14.11,5.43,2.62,48.24,54.56,6.33,12.28,3.96,87.2,102.24,15.05,34.7,36.79,6.93,2.83,38.66,43.42,4.76,29.74\n5998,38.34,7.46,3.91,31.0,36.28,5.28,17.3,21.57,15.77,1129.55,24.55,17.58,712.76,27.31,17.12,5.07,77.84,90.83,12.99,24.63,2.05,939.76,27.07,783.88,10.79,3.69,1.54,9.87,4.7,2.6,34.14,39.24,5.09,16.92,3.51,37.97,43.53,5.56,43.33,32.39,7.3,2.88,47.3,51.41,4.11,26.05\n5999,37.36,9.07,4.13,50.47,56.02,5.55,22.5,17.8,16.1,1031.19,29.49,20.68,458.45,22.32,19.76,4.88,72.42,85.03,12.61,19.59,8.31,899.84,33.09,700.17,6.73,6.33,1.58,7.0,4.25,2.62,30.15,35.24,5.09,20.84,3.75,37.24,42.49,5.25,46.06,32.68,7.16,2.88,19.22,22.86,3.64,44.93\n6000,48.49,8.04,1.62,57.21,63.71,6.5,18.0,20.3,15.86,1013.65,29.67,21.16,469.42,28.69,21.75,4.64,51.58,61.72,10.14,24.79,6.88,966.44,32.63,624.06,18.07,5.47,1.5,6.68,4.45,2.58,23.19,28.12,4.92,19.35,3.67,24.39,28.61,4.22,48.81,33.86,6.81,2.83,14.45,18.33,3.88,45.49\n6001,32.81,7.42,1.57,33.73,38.8,5.07,34.9,18.62,15.76,978.52,31.99,21.82,511.38,26.87,21.28,4.52,42.67,51.77,9.1,15.72,6.01,917.17,37.93,586.74,24.99,4.89,1.6,14.12,4.04,2.63,19.01,23.61,4.6,17.96,3.45,32.09,37.33,5.24,37.92,30.86,6.86,2.79,11.51,14.99,3.48,41.54\n6002,48.68,5.77,1.61,24.45,29.39,4.94,30.3,21.14,15.52,895.71,36.2,25.6,366.43,32.27,23.28,5.01,36.8,43.98,7.18,9.47,4.18,883.12,43.83,568.05,14.56,3.9,1.54,14.32,3.99,2.82,14.98,19.37,4.39,13.6,3.4,20.13,24.02,3.9,42.74,26.98,6.84,2.92,10.49,14.03,3.54,40.63\n6003,43.24,7.74,1.48,23.04,27.49,4.45,24.3,15.11,15.51,813.95,38.14,20.57,412.24,36.38,27.96,5.09,33.19,40.41,7.22,24.18,3.58,857.56,54.01,550.59,15.48,3.56,1.59,11.17,4.36,2.79,12.95,17.3,4.35,13.36,3.46,19.32,23.23,3.91,40.22,21.47,6.69,2.79,7.34,10.78,3.44,46.77\n6004,55.11,8.02,1.27,20.66,25.08,4.42,24.5,10.87,15.27,745.49,40.28,22.55,369.34,26.44,23.8,5.08,24.29,31.67,7.38,16.4,4.5,836.78,43.4,546.95,17.78,3.51,1.54,9.35,4.32,2.87,8.31,12.54,4.22,17.05,3.48,9.42,13.14,3.72,47.73,16.87,6.61,2.81,6.15,9.58,3.43,49.51\n6005,49.08,6.68,1.59,16.67,21.04,4.37,26.7,8.02,15.15,740.59,35.92,18.32,330.29,24.95,20.78,4.83,15.69,22.79,7.1,12.9,4.21,833.68,38.36,529.19,13.33,2.63,1.5,20.71,4.69,2.95,7.18,11.39,4.2,14.82,3.45,8.5,12.12,3.62,47.33,13.99,6.84,2.74,5.5,8.99,3.49,51.19\n6006,43.92,22.88,1.53,11.25,15.57,4.32,27.4,6.61,15.26,737.62,36.86,13.52,380.98,35.13,21.94,4.9,14.26,21.42,7.16,14.57,4.09,835.49,28.93,520.2,26.42,2.51,1.57,14.81,4.18,2.96,7.88,12.14,4.27,15.58,3.33,15.67,19.45,3.78,41.31,11.78,6.9,2.75,4.93,8.35,3.42,56.8\n6007,36.61,13.63,1.29,8.04,12.36,4.32,25.9,4.75,15.21,780.34,34.03,11.73,361.01,30.11,15.92,5.1,16.08,23.1,7.02,11.05,3.78,820.19,22.22,535.68,14.29,1.98,1.56,10.98,3.83,2.93,15.12,20.57,5.45,16.73,3.36,13.2,16.96,3.76,43.97,9.99,6.83,2.8,5.33,8.73,3.4,60.31\n6008,27.06,19.2,1.35,7.3,11.65,4.35,25.8,4.01,15.32,1036.49,23.13,9.68,441.51,25.49,14.85,5.82,23.05,26.83,3.78,7.38,3.19,866.99,15.74,583.78,11.46,2.56,1.67,9.47,3.6,3.02,47.79,67.34,19.54,12.32,3.4,12.14,15.96,3.82,46.71,8.97,6.7,2.91,8.15,11.72,3.57,63.15\n6009,31.74,12.25,1.43,8.03,12.44,4.41,25.4,3.79,15.41,1221.96,22.1,7.57,477.67,24.94,23.42,5.09,60.76,72.11,11.35,23.24,2.74,983.71,11.1,599.26,9.44,4.46,1.76,20.05,3.77,3.03,47.58,59.66,12.08,9.48,3.32,18.73,23.4,4.68,43.21,8.76,6.33,2.8,20.48,27.28,6.8,57.54\n6010,23.11,9.65,1.57,15.41,22.25,6.84,23.0,9.28,15.41,1204.6,26.48,22.53,513.38,25.34,24.26,5.09,67.99,85.64,17.65,37.37,2.01,1014.71,8.85,608.44,8.57,3.87,1.84,25.1,4.43,3.05,37.92,49.92,12.0,6.87,3.41,19.72,26.39,6.67,47.92,11.18,6.06,2.99,29.54,39.39,9.85,56.29\n6011,24.18,9.3,1.78,29.31,34.68,5.37,32.6,7.14,15.44,1068.54,34.47,31.64,504.08,27.36,24.14,5.12,46.53,62.53,16.0,24.65,3.18,965.04,6.61,572.19,11.61,7.13,1.96,33.52,4.69,2.94,40.05,52.32,12.27,6.17,3.44,13.92,19.75,5.84,54.8,17.8,6.13,3.19,25.75,35.16,9.41,61.25\n6012,34.76,9.25,1.83,26.57,32.88,6.31,30.3,8.59,15.41,969.01,42.37,29.11,427.81,30.59,25.79,4.77,32.68,45.54,12.86,23.39,3.7,1065.76,9.71,558.03,14.85,9.36,2.05,40.62,4.27,3.0,21.41,29.54,8.13,10.14,3.55,14.94,21.45,6.51,65.74,26.13,6.42,3.11,25.93,35.41,9.48,65.53\n6013,34.51,23.5,1.78,24.16,31.27,7.11,32.1,6.75,15.76,942.65,46.12,28.5,486.81,28.31,21.18,4.55,29.83,40.02,10.19,15.12,3.16,896.25,8.48,549.27,9.56,8.91,4.74,39.64,3.97,3.18,27.75,39.1,11.35,14.99,3.56,14.67,20.0,5.33,75.62,33.03,6.35,3.22,22.33,30.46,8.13,72.0\n6014,24.54,21.22,2.11,17.56,24.79,7.23,29.3,4.91,16.15,914.8,51.43,28.84,408.97,23.29,21.52,4.38,26.13,35.29,9.16,14.4,3.53,906.39,14.45,556.19,6.37,4.99,4.92,38.91,4.51,3.17,21.49,29.96,8.47,15.25,3.69,22.04,28.66,6.62,67.58,34.93,6.39,3.18,19.46,26.5,7.04,72.87\n6015,26.82,22.99,2.25,15.8,22.38,6.58,28.2,4.93,16.28,903.19,42.47,26.86,481.58,16.94,26.64,4.32,25.8,34.44,8.64,9.71,2.85,925.42,14.35,554.56,4.62,3.23,2.34,47.96,4.06,3.32,23.51,30.75,7.24,17.18,3.55,20.76,29.77,9.01,62.04,31.3,6.73,3.2,15.14,21.49,6.35,77.19\n6016,19.49,13.66,2.27,13.13,18.48,5.35,28.8,4.76,16.55,1024.18,26.49,21.43,507.49,16.01,23.67,4.05,27.35,34.67,7.32,7.51,4.07,952.73,11.15,586.2,3.38,2.44,2.28,33.93,3.74,3.26,51.88,70.16,18.28,15.58,3.61,14.61,21.35,6.74,72.03,27.73,7.11,3.09,22.78,28.17,5.39,67.65\n6017,25.31,11.28,3.48,13.22,19.61,6.39,28.4,7.18,16.26,1126.55,27.72,15.37,573.31,26.67,19.78,3.67,72.3,82.3,10.0,4.67,3.9,999.21,14.9,676.43,4.12,1.74,2.24,26.4,3.52,3.34,63.3,78.62,15.33,11.47,3.6,14.68,21.17,6.49,78.15,27.84,6.89,3.08,51.94,60.74,8.8,92.91\n6019,46.74,8.2,2.06,43.39,52.4,9.01,25.8,5.71,16.56,1288.77,21.28,37.45,563.24,23.23,21.43,4.17,76.0,90.44,14.44,4.07,2.55,1086.95,26.74,767.55,5.45,4.01,2.11,69.3,4.66,2.85,24.87,33.83,8.95,8.9,3.68,21.01,27.49,6.48,71.59,21.42,6.76,2.92,26.71,34.22,7.51,58.34\n6020,33.27,21.87,2.77,23.14,30.61,7.47,35.6,14.25,16.17,1501.71,8.41,31.1,553.83,21.15,16.25,4.26,94.95,109.3,14.35,2.96,6.23,1140.1,22.55,1021.86,5.12,3.51,2.13,42.96,7.5,2.9,41.55,52.27,10.72,7.29,3.69,25.99,31.74,5.75,64.85,23.32,7.51,2.84,37.26,44.91,7.65,35.33\n6021,34.67,32.18,2.61,21.99,27.94,5.95,37.0,11.67,16.14,1706.87,4.89,21.84,835.71,23.48,13.67,4.06,149.71,178.56,28.85,13.76,6.25,1169.1,18.03,1604.82,29.51,5.56,2.06,30.71,7.03,3.02,59.02,66.4,7.38,6.67,3.74,32.02,37.21,5.19,56.07,23.5,7.97,3.04,48.95,55.58,6.63,19.33\n6022,34.54,19.85,2.18,37.95,43.94,5.99,38.8,11.6,15.81,1715.3,5.42,21.14,936.33,24.28,14.36,4.41,201.23,303.17,101.94,11.37,5.4,1249.44,37.56,1512.8,15.45,4.85,2.15,21.5,5.82,3.2,69.48,90.4,20.91,6.89,3.76,33.53,41.48,7.95,49.59,17.95,7.08,3.0,44.71,51.26,6.55,19.79\n6023,38.42,14.73,2.51,84.32,103.18,18.86,50.2,14.14,15.98,1904.0,5.51,16.9,1222.71,25.94,16.64,4.63,190.46,310.48,120.02,20.62,4.81,1298.75,38.15,1363.74,11.09,4.94,2.39,15.13,5.0,3.15,58.38,69.92,11.55,10.3,3.94,80.68,113.53,32.86,15.83,16.98,6.46,3.02,45.53,52.18,6.65,20.7\n6024,54.84,11.89,2.4,66.18,75.82,9.64,43.7,18.98,15.47,1544.36,10.88,18.34,1472.74,26.29,23.79,4.51,173.85,256.54,82.69,19.1,11.31,1267.53,67.87,1190.3,28.78,10.03,2.52,11.84,4.68,3.1,69.79,91.12,21.33,22.41,4.04,89.06,146.2,57.14,10.27,20.0,6.36,3.19,22.13,26.32,4.19,45.27\n6025,36.96,8.4,3.64,102.12,136.61,34.49,43.8,14.62,15.22,1578.81,6.26,26.15,1178.76,22.95,21.63,4.34,170.97,260.53,89.56,15.19,9.77,1322.92,74.65,823.77,20.39,7.1,2.77,11.42,4.65,3.07,64.23,79.89,15.66,26.87,3.7,50.68,73.38,22.7,24.32,21.68,6.53,3.44,33.97,41.53,7.56,35.58\n6026,57.79,29.14,3.86,70.97,84.47,13.5,35.9,11.09,15.26,1318.4,15.32,27.49,565.59,30.79,27.04,4.28,129.78,165.3,35.52,14.23,7.22,1348.5,93.37,666.14,25.48,16.11,2.67,13.15,4.88,2.69,33.94,40.77,6.83,24.48,3.59,15.74,19.78,4.03,40.75,20.3,6.29,3.62,22.99,27.37,4.38,47.26\n6027,62.05,34.13,3.74,56.04,64.96,8.92,46.1,9.71,15.23,1044.95,27.75,21.52,418.05,29.23,30.08,4.2,107.1,128.51,21.41,14.89,6.42,1174.11,83.8,639.63,35.38,23.65,2.41,12.09,4.81,2.76,26.43,32.76,6.33,25.18,3.5,15.41,19.24,3.83,43.09,16.16,6.06,3.44,15.72,19.75,4.03,50.44\n6028,46.49,35.71,4.23,46.46,53.16,6.7,44.2,12.01,14.88,905.46,32.49,20.29,471.87,35.75,25.25,4.0,50.21,54.8,4.59,11.38,5.38,1022.04,80.67,616.37,22.18,14.28,2.29,17.63,5.31,2.68,25.99,32.51,6.52,21.72,3.63,15.41,19.2,3.79,48.27,15.96,5.94,3.38,9.56,13.15,3.59,54.37\n6029,39.51,26.28,3.73,35.04,40.49,5.45,37.3,10.23,14.71,853.06,30.64,23.08,317.77,32.35,27.98,5.04,30.53,37.45,6.92,9.98,3.74,938.66,57.06,592.55,14.69,12.44,1.89,13.97,5.1,2.63,24.7,30.8,6.1,17.79,3.68,14.54,18.21,3.67,49.13,16.44,5.8,3.32,7.43,10.91,3.48,53.78\n6030,37.35,20.55,3.21,29.76,34.82,5.06,30.8,18.84,14.48,791.94,30.55,25.39,427.46,30.3,25.19,5.17,23.68,30.91,7.23,20.58,2.45,941.58,35.22,587.56,21.02,10.27,1.94,10.43,4.59,2.65,18.44,24.42,5.98,18.47,3.69,14.24,18.73,4.49,49.91,13.44,5.82,3.04,5.87,9.34,3.47,55.77\n6031,26.68,14.91,3.13,25.26,30.26,5.0,32.8,15.22,14.57,760.25,28.85,21.15,357.95,29.41,21.43,5.07,24.8,31.95,7.15,14.24,3.06,939.37,33.44,575.12,15.77,5.72,1.79,8.91,4.99,2.67,27.29,37.28,9.99,19.89,3.67,14.6,18.45,3.86,47.93,12.62,6.23,2.98,6.31,9.69,3.38,52.42\n6032,28.62,15.95,4.32,25.08,30.22,5.14,28.7,12.41,14.46,819.47,23.26,15.45,440.49,27.08,20.14,5.0,33.54,41.04,7.5,10.45,4.25,984.05,27.53,584.91,18.7,3.97,1.89,13.86,4.75,2.77,46.02,68.78,22.76,14.92,3.72,15.71,19.64,3.92,45.09,12.99,6.48,3.14,9.96,13.55,3.59,49.38\n6033,44.42,20.74,3.03,24.64,29.83,5.19,38.5,13.16,14.58,979.06,20.86,18.8,424.84,25.83,21.49,5.13,60.15,73.67,13.52,28.14,4.87,1076.21,49.66,624.77,20.43,4.36,1.84,10.76,4.28,2.82,57.9,87.0,29.1,14.52,3.57,19.76,25.18,5.42,44.22,11.9,6.72,2.94,19.77,26.01,6.24,47.6\n6034,29.15,14.6,2.64,38.88,48.74,9.86,39.0,11.67,14.51,941.05,28.55,28.66,489.54,32.53,25.74,5.22,54.49,72.13,17.64,36.5,3.94,1088.42,35.99,622.61,13.74,4.79,1.85,24.0,5.0,2.7,36.78,52.79,16.01,18.08,3.78,18.05,26.49,8.44,51.28,11.31,7.04,2.95,28.78,39.02,10.24,43.76\n6035,33.38,25.92,2.76,65.08,94.57,29.49,49.5,8.35,15.03,905.46,32.8,24.38,411.87,25.65,26.77,5.45,56.56,77.33,20.77,37.55,3.11,988.75,25.19,597.38,18.28,11.51,1.88,66.52,9.85,2.7,45.21,64.76,19.55,15.43,3.76,18.14,25.71,7.58,57.0,20.43,7.1,2.9,32.2,44.59,12.39,44.07\n6036,50.5,35.56,3.17,65.71,95.49,29.78,35.7,6.83,15.06,855.88,39.85,29.94,463.05,24.22,26.2,5.37,44.06,60.41,16.35,27.7,2.79,928.85,18.15,593.72,17.47,11.07,1.89,75.22,8.35,2.69,45.99,62.36,16.36,18.15,3.94,15.23,21.74,6.51,64.59,33.32,7.37,2.97,29.22,41.44,12.22,50.74\n6037,32.25,29.14,3.25,55.89,77.1,21.21,39.6,6.16,15.31,828.06,46.54,27.04,337.07,21.97,30.42,5.59,32.6,45.99,13.39,16.07,3.86,931.2,19.83,593.57,11.53,6.34,1.92,65.06,12.17,2.64,29.36,38.4,9.05,16.63,4.14,10.03,16.15,6.12,79.61,33.14,8.32,2.89,25.07,35.21,10.14,62.98\n6038,51.13,38.6,3.02,43.44,58.86,15.42,32.0,4.68,15.43,815.96,58.15,27.2,432.37,27.23,30.51,5.55,27.05,38.08,11.03,9.92,3.88,954.99,21.47,581.19,9.09,3.83,2.09,50.93,10.09,2.63,30.46,41.96,11.5,15.89,4.21,9.2,14.03,4.83,89.54,38.42,12.08,3.0,19.83,27.23,7.4,70.21\n6039,47.37,25.17,2.67,20.74,28.09,7.35,33.8,3.78,15.64,820.9,57.54,27.87,335.54,41.15,31.09,5.64,22.86,32.56,9.7,6.16,4.29,928.38,26.23,582.64,8.34,3.68,2.09,41.94,8.08,2.76,33.27,45.25,11.98,17.41,4.13,9.65,14.5,4.85,89.64,51.22,14.57,3.02,18.61,25.89,7.28,75.13\n6040,45.26,17.05,2.84,19.09,25.85,6.76,33.3,4.99,15.61,859.0,51.31,27.07,429.32,31.89,29.92,5.65,28.23,38.04,9.81,3.9,3.71,937.27,26.58,583.7,6.51,2.82,2.2,39.84,7.4,2.82,36.03,48.77,12.74,13.18,4.14,10.22,15.23,5.0,88.96,55.69,12.34,2.95,28.54,36.76,8.22,78.81\n6041,33.4,10.72,2.68,17.43,23.51,6.08,31.2,5.17,15.57,929.99,51.81,26.49,402.07,34.56,26.76,5.59,23.58,32.48,8.9,2.71,3.1,926.95,19.46,596.02,6.46,1.99,2.22,29.19,8.78,2.92,29.2,39.54,10.34,9.62,4.37,12.04,17.18,5.14,88.88,55.36,10.98,3.16,21.44,27.79,6.35,88.44\n6042,42.25,8.74,2.97,17.69,23.3,5.61,29.7,4.65,15.36,961.58,46.6,30.79,508.44,39.23,27.05,5.62,41.81,51.57,9.76,2.4,3.83,948.42,23.17,615.24,4.56,1.95,2.19,25.99,7.19,2.9,27.79,37.56,9.78,11.12,3.8,15.27,21.12,5.85,89.49,51.76,9.75,2.94,22.45,28.08,5.63,91.91\n6043,33.67,13.8,3.05,18.49,24.41,5.92,25.3,9.6,15.4,925.93,40.94,24.87,461.38,28.8,26.0,5.53,34.38,42.83,8.45,9.14,4.79,1024.87,34.35,683.39,3.34,2.77,2.19,18.32,5.98,2.84,34.11,44.34,10.23,18.86,4.2,12.71,17.31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138.61,150.08,11.48,10.8,3.71,57.6,64.76,7.16,44.78,20.1,6.1,3.77,75.95,86.67,10.72,23.89\n6262,37.66,6.18,2.98,49.92,56.46,6.54,21.3,6.16,15.5,1517.86,20.98,14.64,824.93,17.38,17.81,5.32,148.1,165.59,17.49,13.23,4.27,931.16,4.07,799.18,19.18,4.13,2.19,4.69,4.26,3.4,87.8,98.22,10.42,14.19,3.69,81.7,99.85,18.16,15.14,22.52,5.77,3.84,50.45,56.27,5.82,37.7\n6263,63.87,7.37,3.66,108.44,126.52,18.08,20.6,5.64,15.64,1466.12,23.37,19.28,724.71,19.17,14.48,5.37,171.87,216.46,44.59,17.62,3.1,884.01,3.75,715.96,10.45,3.13,2.27,6.29,3.88,3.41,62.55,76.92,14.37,12.96,3.19,48.5,54.3,5.8,44.98,19.11,5.54,3.45,30.79,35.85,5.06,46.4\n6264,86.33,8.54,3.68,117.14,137.19,20.05,30.7,4.55,15.29,1371.34,26.57,19.0,565.24,25.16,18.59,5.4,135.69,155.93,20.24,20.84,3.18,770.35,3.84,671.84,6.81,1.78,2.26,5.91,4.09,3.3,34.52,39.17,4.65,17.88,3.52,58.37,69.78,11.41,29.26,21.55,5.38,3.57,24.95,30.06,5.11,52.5\n6265,80.55,38.87,3.63,86.42,98.93,12.51,26.8,4.03,14.93,1304.6,29.7,14.92,478.76,23.44,22.01,5.26,116.42,130.45,14.03,15.79,3.08,757.21,4.03,637.6,9.22,5.92,2.18,17.89,4.06,3.4,20.53,24.43,3.9,18.6,3.38,59.69,72.73,13.04,23.05,18.79,5.26,3.56,12.26,17.1,4.84,60.52\n6266,73.61,22.16,4.11,88.19,107.56,19.37,25.9,5.12,15.14,1277.7,34.38,15.39,474.95,20.94,23.7,5.13,87.07,93.92,6.85,11.28,2.36,779.68,3.9,605.85,16.4,9.88,2.3,17.15,4.49,3.39,30.03,37.04,7.02,20.42,3.28,29.77,33.81,4.04,45.72,15.21,5.81,3.41,9.42,14.25,4.83,62.25\n6267,77.68,16.25,3.61,43.83,49.81,5.98,24.6,10.05,14.91,1222.76,38.38,13.73,501.15,16.04,27.49,5.03,48.27,55.66,7.39,7.78,2.1,820.13,3.79,574.23,11.09,6.75,2.19,12.16,4.44,3.49,43.39,51.46,8.07,26.18,3.19,23.38,27.35,3.96,49.76,15.7,6.4,3.37,7.65,12.45,4.8,61.8\n6268,58.02,25.32,3.59,27.31,32.74,5.43,18.3,8.25,14.83,1186.05,39.08,11.91,395.39,11.81,22.27,5.14,27.24,30.82,3.58,5.32,2.15,759.91,3.55,618.3,7.85,5.19,2.22,9.55,4.42,3.3,12.06,16.0,3.94,23.67,3.38,14.68,18.59,3.91,53.55,19.48,6.75,3.15,6.52,11.27,4.75,61.82\n6269,43.92,15.65,3.42,18.41,22.59,4.18,22.5,7.24,14.5,1170.16,39.9,12.0,492.11,9.1,19.42,4.76,15.24,19.48,4.24,7.18,2.68,741.8,3.39,582.56,7.55,3.23,2.15,6.99,4.66,3.24,22.68,27.18,4.51,17.39,3.15,14.88,18.85,3.97,52.84,16.53,6.29,3.27,6.47,11.21,4.74,63.06\n6270,40.06,13.87,3.54,14.05,18.2,4.15,16.3,6.56,14.71,1152.2,40.22,9.76,422.5,8.03,14.21,4.58,13.4,17.64,4.24,6.76,3.3,735.71,3.43,570.66,3.84,3.56,2.13,4.9,4.17,3.44,23.54,29.62,6.08,13.69,3.25,19.6,23.59,3.99,45.57,13.58,5.9,3.33,5.65,10.28,4.63,65.73\n6271,26.3,11.5,3.47,14.74,18.85,4.11,14.7,5.23,14.54,1188.28,34.18,7.76,479.23,7.84,12.56,4.53,13.74,16.97,3.23,5.94,3.88,746.01,3.85,562.77,4.72,3.13,2.03,7.43,3.82,3.28,27.21,39.29,12.07,10.47,2.99,15.71,21.06,5.35,47.85,13.31,5.63,3.21,6.28,11.1,4.82,65.26\n6272,27.16,7.25,3.83,22.92,27.18,4.26,21.6,5.57,14.85,1389.41,22.21,9.37,449.62,11.74,11.07,4.33,22.63,27.84,5.21,4.92,3.71,812.55,4.07,575.13,8.53,3.39,2.1,7.35,4.43,3.27,56.59,73.38,16.8,7.41,3.05,23.78,28.07,4.3,42.54,11.01,5.44,3.13,13.77,19.17,5.4,60.11\n6273,23.53,5.18,3.69,22.14,26.36,4.22,19.1,5.5,14.95,1581.17,23.1,12.97,642.98,17.37,8.25,4.63,59.31,71.56,12.25,14.59,4.94,953.04,3.76,606.54,6.78,4.86,2.03,6.79,4.01,3.44,95.78,134.88,39.1,5.34,3.2,33.55,40.9,7.34,37.91,14.45,6.06,3.33,55.42,73.69,18.27,32.72\n6274,32.48,6.79,3.21,42.97,53.21,10.24,24.7,5.99,15.4,1757.11,23.29,20.08,573.41,22.62,9.17,4.66,69.01,89.77,20.76,38.67,4.99,919.61,3.53,646.32,5.12,3.17,2.17,26.65,4.32,3.86,83.32,118.99,35.67,4.15,3.6,28.73,38.28,9.55,47.72,25.91,5.91,3.33,45.6,64.13,18.53,44.73\n6275,26.82,7.81,3.77,68.1,92.52,24.42,27.5,5.96,15.04,1676.36,30.27,27.16,519.1,20.69,13.23,4.78,57.14,76.89,19.75,63.22,5.13,777.4,4.96,622.94,5.56,4.49,2.36,91.95,5.01,4.34,84.75,117.53,32.78,7.16,3.91,26.26,36.31,10.05,59.19,25.36,6.37,3.36,28.04,40.37,12.33,59.97\n6276,45.04,15.09,4.15,78.78,111.36,32.58,37.1,4.42,15.08,1546.47,38.47,32.92,535.55,21.41,14.61,4.99,52.78,70.36,17.58,42.64,5.39,788.27,6.41,606.45,13.57,6.53,2.33,96.16,5.2,3.7,50.49,70.89,20.4,9.69,3.48,20.08,28.45,8.37,72.03,24.26,6.03,3.49,25.07,36.83,11.76,62.96\n6277,39.74,38.02,3.8,58.4,78.61,20.21,41.5,4.32,15.2,1459.23,41.16,33.96,410.1,22.25,17.18,4.99,33.42,45.96,12.54,26.41,5.05,810.63,5.39,548.12,8.99,7.96,2.48,90.37,4.76,3.46,31.75,46.25,14.5,8.14,3.67,21.67,31.32,9.65,79.3,30.22,5.72,3.64,26.26,38.7,12.44,66.33\n6278,41.9,32.33,3.42,31.89,44.58,12.69,42.1,4.86,15.26,1450.96,41.88,26.14,501.32,24.85,17.33,5.0,19.73,29.93,10.2,15.53,3.34,780.49,4.67,538.27,9.53,6.55,2.44,60.52,5.08,3.4,27.4,38.08,10.68,5.78,3.64,17.38,24.18,6.81,93.19,30.54,6.18,3.38,17.38,26.5,9.12,70.4\n6279,43.03,24.28,3.23,15.47,21.91,6.44,30.4,4.49,15.52,1407.81,54.11,23.66,433.11,19.9,13.52,4.92,21.59,31.19,9.6,8.85,1.76,770.21,4.17,547.96,4.85,4.49,2.35,49.62,4.47,3.47,31.75,46.16,14.41,5.28,3.56,19.44,26.48,7.04,95.92,31.04,6.45,3.59,20.31,30.7,10.39,70.52\n6280,29.09,16.98,3.49,14.26,20.3,6.04,24.1,9.54,15.69,1430.98,55.16,18.47,469.28,18.04,14.31,4.82,31.18,39.89,8.71,6.95,1.37,776.4,3.82,579.71,5.69,3.15,2.43,36.56,4.03,3.36,37.44,52.8,15.35,4.54,3.26,22.18,31.03,8.85,103.82,26.06,6.67,3.44,22.25,32.62,10.37,72.69\n6281,29.32,11.24,3.57,12.1,17.88,5.78,28.9,6.99,15.74,1517.06,44.67,13.39,532.95,13.96,17.56,4.73,44.51,53.06,8.55,6.18,2.09,758.65,5.69,619.6,6.72,3.22,2.34,35.31,3.72,3.32,33.98,45.89,11.91,3.18,3.28,21.74,30.08,8.34,110.86,21.09,6.22,3.55,27.5,38.74,11.24,72.58\n6282,36.7,10.06,3.71,13.07,18.72,5.65,29.5,6.46,15.77,1578.04,33.02,10.31,466.41,10.94,16.68,4.76,45.42,53.05,7.63,4.2,2.42,815.4,7.7,646.71,8.39,1.72,2.41,25.03,3.62,3.27,43.74,58.74,15.0,4.14,3.59,22.4,29.02,6.62,120.99,30.78,5.86,3.72,30.6,40.53,9.93,74.55\n6283,27.94,15.64,3.57,18.4,24.91,6.51,22.0,8.52,15.71,1750.24,17.01,11.82,596.65,8.52,17.97,4.79,62.66,71.15,8.49,3.48,2.66,959.35,6.84,691.04,8.87,2.35,2.34,17.94,3.6,3.32,44.3,54.82,10.53,4.47,3.53,26.09,32.42,6.32,123.44,24.67,5.6,3.86,40.68,52.0,11.32,63.16\n6284,37.71,12.72,3.63,19.65,25.68,6.03,16.2,5.97,15.96,1808.57,10.29,9.48,738.89,9.74,17.48,4.78,144.03,166.78,22.75,11.25,4.02,1007.3,7.25,1200.27,8.49,2.45,2.69,13.54,3.82,3.4,53.74,61.58,7.85,3.3,3.65,73.33,91.63,18.3,72.84,19.2,5.54,3.8,82.77,99.5,16.73,32.78\n6285,39.54,10.61,3.82,23.21,28.95,5.74,23.1,4.45,15.93,2011.26,6.06,7.84,1329.83,17.8,20.8,5.02,213.62,301.92,88.3,20.91,6.88,1164.31,7.29,2021.65,7.78,2.93,2.92,9.5,3.58,3.72,135.23,159.26,24.02,9.31,5.38,197.61,316.09,118.48,5.95,18.0,5.39,3.95,114.89,138.28,23.39,8.49\n6286,40.86,8.82,3.94,45.71,51.95,6.24,26.3,7.4,15.82,2192.91,5.34,23.79,1466.36,23.22,19.78,5.11,224.14,332.64,108.5,25.11,6.44,1329.87,6.09,2124.36,14.01,4.63,2.97,6.65,3.41,3.77,127.57,160.33,32.76,20.31,6.35,209.44,373.8,164.37,5.36,25.99,5.27,3.78,125.0,165.73,40.73,3.78\n6287,53.31,7.4,4.19,144.36,196.84,52.48,30.3,15.47,15.95,2566.14,5.42,23.16,1385.77,26.94,19.19,5.34,221.2,360.53,139.33,32.39,5.38,1509.32,7.63,2345.62,37.95,18.27,3.42,4.65,3.29,3.79,108.68,131.6,22.92,47.24,8.8,173.03,299.44,126.4,5.29,28.18,5.19,3.9,50.11,59.71,9.6,40.26\n6288,72.02,8.92,5.23,233.93,437.0,203.07,44.7,12.43,15.45,2204.37,5.78,22.0,1446.8,32.8,23.63,5.43,219.36,387.35,167.99,32.89,3.87,1725.71,9.45,1963.16,39.56,21.41,3.32,3.43,3.2,4.2,89.48,107.84,18.35,68.21,7.02,166.77,310.1,143.34,5.18,21.95,5.13,5.22,110.64,158.34,47.7,5.89\n6289,105.49,31.41,4.75,155.54,249.28,93.74,50.9,9.97,15.04,2028.96,5.31,28.7,1370.7,34.07,29.73,5.45,224.45,455.28,230.83,47.03,3.24,1463.99,11.68,2083.29,39.62,20.12,3.42,15.08,3.14,4.44,131.93,189.94,58.0,65.88,5.56,124.28,217.07,92.79,4.65,51.6,11.38,5.42,167.72,307.32,139.6,1.14\n6290,25.49,12.87,5.1,114.99,164.11,49.12,48.1,11.44,15.17,2029.0,5.43,31.72,1183.81,33.59,32.17,5.55,214.97,469.24,254.27,35.66,1.87,1053.91,17.61,1940.37,40.55,20.13,3.38,24.23,3.38,4.67,102.19,128.38,26.18,63.96,6.6,129.71,229.5,99.79,4.74,73.91,10.53,5.08,152.85,277.63,124.78,0.8\n6291,92.93,37.54,6.19,115.58,171.73,56.15,44.8,9.75,14.84,1904.66,5.25,31.35,1185.27,37.19,43.77,5.44,187.11,385.06,197.95,46.94,7.11,1042.54,18.18,1822.44,36.97,15.33,3.0,24.86,3.27,4.32,99.33,119.12,19.79,62.12,5.77,102.66,161.82,59.16,6.71,76.21,18.28,4.91,138.22,245.33,107.11,0.92\n6292,77.99,27.09,5.01,91.59,121.35,29.76,44.8,10.47,14.73,1745.77,5.92,26.24,780.27,35.84,36.71,5.09,164.47,283.31,118.84,31.31,6.46,861.72,18.77,1660.43,24.28,9.24,2.69,19.59,3.19,4.34,97.25,116.06,18.8,52.24,4.42,83.83,123.91,40.08,4.66,84.34,20.46,4.86,137.06,256.04,118.98,0.64\n6293,86.74,22.44,4.84,76.57,92.19,15.62,37.5,10.54,14.51,1600.27,8.27,28.82,810.06,31.25,34.94,3.92,154.61,255.07,100.46,25.4,4.99,862.78,28.86,1460.15,13.35,8.95,2.52,16.51,3.13,4.19,78.16,88.18,10.03,44.79,4.95,99.2,174.64,75.45,4.77,85.71,16.29,4.69,130.2,241.36,111.16,0.25\n6294,81.73,36.56,4.32,54.47,61.37,6.9,38.8,9.33,14.39,1511.03,8.01,28.71,705.33,27.44,32.52,3.86,153.14,241.08,87.94,24.17,4.6,994.04,32.59,1142.23,11.64,10.95,2.25,11.6,3.09,4.15,75.48,86.14,10.66,43.23,4.03,75.09,119.65,44.56,4.84,98.39,26.4,4.41,120.19,217.4,97.21,1.22\n6295,58.34,22.93,4.22,48.43,54.22,5.79,44.3,8.53,14.27,1471.02,7.64,25.04,587.72,24.28,29.62,3.92,123.32,158.69,35.37,21.72,4.01,1011.36,24.09,1134.02,11.61,7.34,2.31,8.54,3.75,4.26,74.65,89.75,15.1,35.75,3.76,71.37,112.35,40.98,4.59,101.91,31.26,4.42,112.44,208.4,95.96,0.57\n6296,54.62,16.2,4.43,47.13,51.99,4.86,42.1,9.77,14.62,1651.4,6.64,24.21,686.35,26.42,25.06,4.0,116.9,168.84,51.94,34.66,3.49,1330.73,25.51,1320.62,9.69,8.89,2.54,6.29,3.63,4.14,95.1,136.61,41.52,30.06,4.05,72.24,116.24,44.0,6.0,119.79,24.24,4.64,115.15,219.41,104.26,0.69\n6297,55.93,16.91,4.83,53.2,59.05,5.85,45.2,7.64,14.91,1903.09,7.59,19.21,1195.14,34.37,23.49,4.32,166.11,404.83,238.72,44.48,3.97,1110.38,28.03,1571.13,15.6,5.65,2.55,13.79,3.44,4.44,112.42,174.87,62.45,34.13,4.5,87.09,152.95,65.86,2.72,125.27,32.19,4.64,131.06,262.23,131.17,1.24\n6298,47.44,18.01,4.52,65.09,85.47,20.38,53.2,7.61,15.08,1886.64,14.79,33.97,1157.36,37.84,28.93,3.96,145.01,266.97,121.96,47.76,4.83,1095.25,29.4,1641.95,16.79,8.81,2.84,48.63,3.59,5.24,89.7,135.59,45.8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17.5,25.11,7.62,53.63\n6617,18.29,10.17,2.87,9.5,17.17,7.67,10.8,3.92,15.25,2095.67,21.98,9.66,526.29,15.5,11.09,2.05,33.1,39.3,6.2,4.45,3.38,979.19,13.51,736.68,10.13,6.16,1.42,29.27,3.78,2.84,15.81,22.74,6.93,2.84,4.35,16.69,25.5,8.81,63.78,11.47,6.42,1.54,24.77,34.1,9.32,47.45\n6662,62.62,58.35,3.31,101.97,153.31,51.34,0.0,0.04,9.39,1574.88,46.63,44.44,633.93,25.33,43.97,3.03,42.57,52.52,9.95,23.25,16.44,1115.34,48.57,884.37,20.87,10.8,2.32,93.51,15.2,3.8,44.24,60.15,15.92,45.61,4.52,17.25,24.49,7.24,70.31,72.49,17.81,2.31,53.02,70.13,17.12,52.66\n6663,66.85,53.8,3.46,88.29,120.72,32.43,37.7,36.76,9.86,1441.53,34.48,41.21,593.79,22.92,38.43,2.93,45.95,54.59,8.64,28.13,15.06,1060.81,49.44,895.52,11.86,9.01,2.31,69.69,12.36,3.89,42.66,61.82,19.16,39.84,4.86,21.55,30.81,9.26,63.3,62.04,12.47,2.42,44.85,59.66,14.82,60.24\n6664,62.96,39.95,3.3,48.0,58.07,10.07,77.8,31.66,10.67,1360.95,30.56,33.14,610.31,16.77,37.5,3.02,40.38,46.95,6.57,22.19,11.01,1111.59,48.35,905.08,10.57,6.32,2.35,52.59,9.89,3.77,52.61,69.72,17.11,32.22,4.85,16.6,23.4,6.8,72.28,56.18,10.15,2.3,51.38,65.9,14.53,60.83\n6665,50.15,26.77,2.94,32.05,36.45,4.4,79.8,30.43,11.15,1240.81,24.02,35.79,675.12,25.8,35.29,2.83,50.71,56.62,5.91,20.96,13.11,1172.37,41.36,908.44,8.14,3.89,2.31,43.28,8.1,4.22,51.43,65.25,13.82,27.04,4.69,20.08,28.64,8.56,78.58,43.25,7.68,2.41,55.2,68.74,13.54,59.47\n6666,40.11,22.75,3.01,34.53,38.75,4.22,78.5,22.67,11.57,1523.73,16.55,39.45,705.08,30.98,34.47,2.83,50.93,54.92,3.99,26.05,10.65,1225.64,39.79,950.19,7.11,3.82,2.36,31.59,6.95,3.83,62.17,80.68,18.51,25.74,4.4,20.87,28.1,7.23,80.23,44.88,5.87,2.58,64.64,78.92,14.28,55.42\n6667,31.55,22.98,3.13,38.28,42.38,4.1,77.7,28.41,11.65,812.9,6.75,31.87,731.64,32.76,30.01,3.04,54.77,57.74,2.97,16.57,21.37,1638.78,40.27,1584.25,5.86,4.46,2.36,22.99,6.47,3.82,56.27,74.47,18.19,21.15,4.49,22.43,29.58,7.15,78.47,40.33,4.79,2.44,67.6,77.86,10.26,52.32\n6668,27.57,18.07,3.11,44.24,47.69,3.45,65.4,25.92,12.41,813.92,6.05,31.17,1193.69,34.92,28.27,3.06,94.06,103.95,9.89,23.57,15.64,2023.78,39.34,3872.37,27.37,12.66,2.91,16.09,6.07,3.69,129.13,163.76,34.63,22.53,4.45,38.87,48.3,9.43,67.94,29.85,3.41,2.56,158.95,226.44,67.49,7.48\n6669,41.32,12.28,2.83,46.64,49.52,2.88,79.9,21.8,11.63,813.55,5.76,34.57,1775.24,38.78,27.46,4.11,219.72,365.04,145.32,38.4,21.76,1934.78,40.16,3054.01,42.76,18.99,3.33,11.26,5.14,3.94,172.8,232.83,60.03,23.67,4.44,62.8,76.31,13.52,54.18,34.98,2.39,3.73,180.8,295.38,114.58,1.65\n6670,45.75,9.45,3.31,168.89,260.08,91.19,87.8,21.06,10.75,812.93,5.93,39.41,2267.94,36.46,41.25,4.31,245.37,444.57,199.2,25.55,21.76,1356.01,68.88,3596.63,71.89,27.95,4.05,13.35,4.5,3.75,122.38,140.25,17.87,21.67,5.15,113.99,151.74,37.75,9.56,78.15,1.67,3.05,121.3,156.43,35.13,3.66\n6671,66.09,17.28,3.45,185.88,292.31,106.43,80.3,25.59,10.58,812.78,5.88,55.25,2025.76,33.95,56.99,5.0,290.91,575.92,285.01,27.98,13.19,2398.58,97.74,3025.23,83.63,35.92,4.44,12.56,4.05,4.08,182.13,275.05,92.92,28.47,4.92,107.69,156.6,48.91,3.69,79.94,13.3,3.02,125.38,174.76,49.38,1.0\n6672,83.45,35.87,2.77,147.62,207.66,60.04,88.2,20.36,10.35,812.41,6.43,62.37,2572.12,40.62,70.12,4.48,252.45,497.05,244.6,45.22,20.64,2074.14,121.57,3623.49,102.1,37.45,4.53,18.48,3.74,3.85,155.38,234.43,79.05,41.8,5.15,116.62,187.48,70.86,2.47,81.29,21.32,3.22,136.11,220.22,84.11,0.77\n6673,69.81,34.51,2.92,182.14,306.98,124.84,76.8,22.94,10.3,812.36,5.5,57.73,2041.17,36.94,85.39,4.05,218.01,420.06,202.05,42.68,14.52,1948.83,127.67,3758.46,73.64,35.3,3.85,44.82,3.81,3.68,119.9,156.75,36.85,38.98,4.79,116.25,180.17,63.92,2.38,101.41,27.28,3.23,143.66,248.47,104.82,1.0\n6674,76.92,26.43,2.19,117.33,156.56,39.23,74.7,22.97,10.19,812.31,5.53,64.79,1435.13,35.47,79.21,3.67,156.04,272.63,116.59,35.88,16.62,1794.26,131.2,3113.77,62.07,35.9,3.57,37.88,4.15,3.35,106.07,123.48,17.41,38.58,4.82,131.76,243.52,111.76,2.19,94.1,22.74,2.72,126.8,216.12,89.32,0.91\n6675,84.58,41.3,2.78,126.11,183.9,57.79,72.8,19.85,10.08,812.1,5.25,58.91,1430.55,33.23,71.93,3.8,143.22,251.3,108.08,34.01,21.87,1863.59,129.32,2334.59,43.18,30.79,2.62,29.82,3.81,3.28,99.73,119.3,19.56,44.95,4.44,92.63,144.04,51.4,2.27,95.21,28.1,2.38,102.3,155.99,53.68,0.64\n6676,77.18,46.04,2.56,92.1,113.92,21.82,66.8,20.84,9.76,811.97,6.07,58.7,955.96,30.95,61.4,3.61,113.1,174.97,61.87,26.8,26.06,1549.07,124.3,1912.18,55.07,18.27,2.23,31.48,3.56,3.31,87.46,109.34,21.88,40.47,4.49,107.98,194.8,86.82,2.14,94.73,34.56,2.75,123.67,220.37,96.7,0.95\n6677,70.58,41.21,2.6,77.8,86.29,8.49,54.1,17.7,9.49,811.8,8.08,55.74,775.47,38.73,60.37,3.07,98.71,144.54,45.83,35.08,16.64,1428.85,112.92,1529.63,34.93,18.64,1.95,28.12,3.4,3.1,70.36,83.35,13.0,33.71,4.05,79.25,127.39,48.14,2.11,82.61,25.37,2.74,113.91,194.5,80.59,0.85\n6678,75.11,43.28,2.35,69.54,74.16,4.62,52.8,17.22,9.34,811.73,5.87,47.98,774.82,48.47,56.83,3.27,91.47,126.83,35.36,38.95,13.44,1724.46,110.95,1408.67,19.12,18.25,1.69,27.41,3.28,3.02,54.83,64.25,9.42,32.18,3.91,65.68,89.36,23.68,2.64,82.67,26.5,2.34,96.32,148.14,51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699,51.64,30.67,5.28,72.47,77.8,5.33,78.9,24.13,10.39,812.91,5.58,37.32,556.06,28.58,65.73,3.4,107.06,156.08,49.02,34.59,16.5,1109.63,74.29,373.86,32.4,16.71,2.31,14.48,4.04,4.34,31.9,37.98,6.08,62.84,4.93,19.5,23.72,4.22,51.8,36.37,4.11,2.62,126.17,196.94,70.77,2.66\n6700,46.83,18.44,4.59,101.34,133.79,32.45,73.8,26.8,10.11,812.51,5.94,28.29,446.55,26.52,54.33,3.37,98.53,138.62,40.09,26.5,11.89,1179.29,70.12,248.65,18.04,15.02,2.02,10.49,3.95,4.06,29.86,36.07,6.21,47.38,4.78,13.92,18.01,4.09,52.56,57.9,11.94,2.28,97.86,144.7,46.84,12.94\n6701,49.78,20.25,3.79,75.38,90.92,15.54,66.1,27.37,9.78,812.25,10.14,23.56,436.0,19.62,45.83,3.1,63.75,75.41,11.66,23.14,13.96,1144.54,55.09,213.83,24.06,11.3,1.69,8.43,4.75,3.64,26.33,31.58,5.25,33.48,4.39,13.4,17.46,4.05,50.19,53.35,9.32,2.19,113.47,176.96,63.49,1.67\n6702,47.84,22.8,3.78,68.94,79.99,11.05,68.2,22.44,9.88,812.14,11.65,19.37,316.01,13.74,49.38,2.8,33.87,36.78,2.91,32.49,9.01,1143.92,61.86,245.0,13.01,7.91,1.54,6.77,4.23,3.48,30.26,35.71,5.46,30.82,4.32,12.48,16.45,3.97,49.41,46.02,17.66,2.31,124.6,211.78,87.18,0.72\n6703,47.86,16.84,3.36,44.79,46.74,1.95,52.3,16.67,9.47,812.18,10.28,13.67,400.0,20.88,40.58,2.82,28.05,30.28,2.23,25.14,16.92,1155.45,62.76,310.38,12.2,5.63,1.62,5.13,4.9,3.34,23.53,29.49,5.96,25.75,4.22,14.98,19.04,4.06,45.64,42.88,15.23,2.18,116.95,200.76,83.82,0.63\n6704,51.9,16.98,2.94,36.04,37.64,1.6,47.0,19.53,9.62,812.21,7.0,11.15,384.38,15.89,30.41,2.89,32.84,34.18,1.34,28.03,12.55,1204.58,63.43,250.13,12.28,4.75,1.77,4.57,5.07,3.46,48.63,66.7,18.07,18.66,4.05,18.85,23.02,4.17,41.02,43.95,14.73,2.14,104.59,176.76,72.17,0.64\n6705,53.4,31.85,3.31,34.93,36.56,1.63,50.2,15.34,9.79,812.13,10.78,13.5,551.7,17.16,30.15,2.52,56.06,62.51,6.45,23.28,15.85,1224.54,69.11,313.03,29.82,11.88,2.06,3.77,4.45,3.51,77.11,108.99,31.88,13.97,4.05,53.17,69.12,15.96,22.03,50.44,11.66,2.16,113.14,205.8,92.66,1.56\n6706,46.36,31.8,2.97,56.8,69.37,12.57,48.8,13.37,9.83,812.0,18.44,15.85,462.37,21.63,37.21,2.57,46.39,55.47,9.08,29.26,26.21,1289.03,64.42,278.54,31.59,30.48,2.37,23.36,4.45,3.62,71.92,106.42,34.5,11.53,4.4,26.01,33.57,7.56,39.64,53.35,21.6,1.98,92.36,149.27,56.91,8.67\n6707,49.31,29.31,3.48,96.11,147.52,51.41,47.1,20.74,10.17,811.93,21.15,28.57,383.65,16.0,30.45,2.71,44.33,55.14,10.81,36.03,21.58,1245.31,49.65,243.58,50.17,39.63,2.16,72.89,8.02,4.04,80.11,119.36,39.25,14.43,4.59,25.98,35.17,9.19,42.81,42.79,16.66,2.16,96.58,154.25,57.67,13.13\n6708,60.8,44.18,3.9,104.55,169.05,64.5,53.3,17.41,9.98,811.89,26.68,30.79,478.94,20.14,30.34,3.0,41.8,52.09,10.29,39.38,23.47,1059.88,56.91,200.65,34.25,24.03,2.26,101.69,6.51,4.32,66.45,89.53,23.08,22.99,4.43,22.87,32.44,9.57,51.36,48.43,12.08,2.21,62.85,91.75,28.9,34.4\n6710,53.46,43.53,6.46,55.44,69.64,14.2,44.7,16.06,10.22,811.82,35.75,25.25,376.41,16.32,29.63,2.87,22.8,27.85,5.05,25.0,8.58,978.6,35.71,189.27,18.69,16.89,1.86,71.13,4.92,3.9,58.95,81.55,22.6,19.49,4.19,18.27,27.5,9.23,65.01,47.13,12.45,2.26,32.82,45.96,13.14,55.01\n6711,53.67,27.08,4.38,65.03,81.06,16.03,34.4,12.39,10.34,811.8,37.42,27.58,435.65,14.88,28.63,3.07,18.89,23.12,4.23,15.64,6.42,984.64,34.26,202.83,11.88,11.82,1.92,47.84,4.35,3.74,35.46,46.37,10.92,18.54,4.04,11.98,18.3,6.31,75.21,50.06,8.86,2.29,32.18,44.32,12.15,58.1\n6712,52.57,16.84,4.26,47.29,56.55,9.26,36.2,10.59,10.59,811.81,32.56,25.16,349.67,28.51,29.02,3.04,25.36,30.09,4.73,9.27,7.16,1000.43,30.73,186.94,7.76,7.14,1.84,42.47,3.94,3.8,46.48,65.69,19.21,15.17,4.08,15.48,22.41,6.93,78.16,44.28,6.47,2.31,32.04,43.6,11.56,62.97\n6713,56.13,12.76,3.7,36.71,42.03,5.32,32.3,15.24,10.73,811.86,30.41,24.86,420.5,21.32,23.48,2.92,22.46,26.22,3.76,6.97,13.34,1070.36,30.19,215.97,7.92,4.81,1.86,37.97,3.66,3.85,43.43,56.95,13.52,11.98,4.12,12.31,17.62,5.31,81.34,70.88,4.77,2.21,36.96,48.7,11.74,61.59\n6714,54.84,10.29,3.62,29.45,33.45,4.0,32.0,12.81,10.98,812.18,16.27,21.62,462.16,22.52,19.85,3.03,29.37,32.98,3.61,5.28,8.0,1155.22,27.26,215.34,5.51,3.98,1.76,26.68,3.63,3.86,41.41,55.95,14.53,12.28,4.01,17.4,23.36,5.96,78.04,67.99,3.39,2.22,39.79,50.8,11.0,61.19\n6715,53.41,9.19,3.94,24.95,28.24,3.29,40.7,10.51,10.85,812.55,7.12,18.19,444.96,25.0,21.23,2.82,39.13,42.1,2.97,4.48,4.11,1481.93,29.45,690.09,4.6,4.0,1.88,19.06,4.49,3.89,70.85,91.65,20.8,11.07,3.97,27.6,35.9,8.3,70.67,59.14,4.22,2.13,58.39,69.61,11.22,50.93\n6716,49.17,10.78,4.03,32.33,35.56,3.23,38.7,14.22,11.48,813.68,5.62,18.62,956.08,23.73,16.96,2.88,71.44,75.24,3.8,3.16,6.92,2006.8,27.99,3300.03,30.96,5.81,2.4,14.49,4.04,4.02,149.87,191.22,41.36,10.78,4.21,42.89,52.54,9.66,60.93,46.83,3.11,2.36,125.13,162.15,37.02,14.19\n6717,46.97,11.57,3.9,38.09,40.86,2.77,51.1,18.67,10.7,813.04,5.35,20.7,1792.66,19.76,20.75,4.2,237.35,431.78,194.43,24.08,5.99,2131.22,24.76,4644.86,35.13,20.65,3.01,10.14,3.73,4.1,146.14,192.53,46.4,16.03,4.29,66.62,82.79,16.17,44.68,45.09,2.18,3.26,216.36,399.11,182.74,1.15\n6718,53.37,9.27,4.46,182.6,296.89,114.29,60.1,23.67,10.41,812.89,6.41,27.62,2131.57,21.41,30.68,4.49,247.59,468.51,220.92,33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1.23,35.3,5.95,8.88,1257.26,5.91,8.12,561.43,2.25,19.26,4.28,55.67,62.81,7.14,1.42,2.87,1083.22,36.57,804.88,40.48,2.35,2.16,2.81,3.5,3.82,31.49,43.59,12.1,15.01,3.72,37.73,51.81,14.08,7.23,7.49,5.92,3.72,31.89,39.42,7.53,32.26\n6992,15.91,10.5,4.1,16.95,17.51,0.56,25.9,4.94,8.92,1440.9,5.52,7.55,499.94,1.75,14.12,4.22,64.2,82.16,17.96,0.7,1.88,1366.91,47.26,1237.46,43.83,2.44,2.01,1.97,4.48,3.77,56.0,85.58,29.58,21.45,3.62,43.69,58.82,15.13,7.58,6.9,5.76,3.46,39.85,52.95,13.09,28.0\n6993,17.02,8.67,4.36,15.99,16.61,0.62,29.8,3.77,9.08,1585.31,7.01,13.21,904.21,2.39,11.72,3.88,80.99,130.42,49.43,9.06,2.45,1278.38,36.12,1669.87,28.0,4.99,2.15,1.48,5.63,3.9,96.64,169.52,72.88,19.71,3.94,63.02,103.16,40.14,4.94,6.87,5.53,3.46,61.56,92.99,31.44,21.67\n6994,17.39,7.42,3.91,52.78,70.01,17.23,29.2,3.15,9.62,1636.57,10.04,13.48,632.75,7.0,10.05,4.0,44.92,56.49,11.57,8.05,14.92,1281.0,73.79,1081.02,31.55,15.4,2.47,10.58,5.25,4.12,106.34,192.19,85.85,14.86,3.8,58.27,90.14,31.87,8.0,6.88,5.37,3.74,71.11,119.92,48.81,26.86\n6995,22.07,6.2,4.41,81.93,121.85,39.92,27.2,8.25,9.73,1542.78,12.1,19.73,681.0,8.86,11.41,3.47,70.71,106.06,35.35,35.42,9.28,1269.39,44.5,803.71,28.23,20.05,2.73,63.64,4.56,3.97,48.36,82.47,34.11,14.52,4.12,30.73,49.01,18.28,23.52,8.84,5.31,4.28,57.52,91.5,33.98,33.62\n6996,35.71,18.86,5.39,66.93,105.11,38.18,29.0,7.47,9.47,1516.09,13.33,21.95,632.91,8.25,11.81,3.37,51.39,68.06,16.67,36.33,9.18,1231.14,31.18,562.84,30.61,18.05,2.91,70.91,4.07,3.67,32.36,52.99,20.63,19.99,4.66,27.15,42.11,14.97,22.84,12.31,5.35,4.01,47.58,71.82,24.24,37.81\n6997,39.13,35.66,5.17,31.64,42.05,10.41,23.9,8.36,9.42,1470.56,17.66,24.94,658.34,8.7,13.2,3.74,50.94,67.32,16.38,21.11,15.13,1066.54,22.42,364.07,44.44,24.15,2.92,71.03,3.97,4.03,33.66,53.16,19.51,19.16,4.38,20.21,32.16,11.95,29.77,19.06,5.57,4.46,57.13,88.45,31.32,41.29\n6998,42.12,28.32,6.46,23.33,29.54,6.21,24.0,6.67,9.48,1420.14,20.97,22.14,558.61,10.2,21.49,3.29,34.23,45.12,10.89,12.28,9.72,1051.61,16.82,222.58,45.7,12.94,2.56,60.98,3.97,4.1,36.87,54.74,17.86,15.84,4.7,20.4,32.17,11.77,35.39,21.25,6.1,4.3,50.2,77.61,27.42,45.94\n6999,29.66,25.26,6.47,20.38,24.52,4.14,17.8,22.6,9.69,1424.0,21.73,22.16,597.97,11.5,22.17,3.51,23.67,29.59,5.92,10.45,10.55,1012.69,12.22,164.16,30.96,7.63,2.35,40.95,5.6,4.1,43.8,61.19,17.4,12.72,4.83,17.64,25.27,7.63,35.56,32.44,6.38,4.2,50.18,71.32,21.14,47.74\n7000,20.76,17.38,5.74,24.18,29.98,5.8,14.6,19.36,9.68,1355.41,23.59,17.05,483.07,12.75,23.3,3.58,22.32,27.38,5.06,7.77,6.92,1028.75,9.38,156.71,23.67,5.31,2.21,29.73,6.66,4.13,36.62,58.11,21.5,9.06,4.91,23.8,34.41,10.61,34.09,49.8,6.54,4.01,42.83,61.44,18.61,51.91\n7001,16.51,12.18,5.01,30.14,35.78,5.64,15.4,14.47,9.95,1411.13,21.62,17.25,567.04,11.86,16.93,3.44,17.96,21.64,3.68,6.43,5.58,1001.48,13.36,189.37,35.87,2.94,2.15,21.39,6.32,3.96,37.05,54.47,17.42,6.58,4.89,20.18,28.75,8.57,40.23,52.92,6.75,4.15,44.86,61.16,16.3,51.5\n7002,23.72,12.54,4.46,26.72,32.07,5.35,12.5,10.95,9.94,1340.22,21.51,17.46,568.47,8.69,12.48,3.32,22.6,26.02,3.42,4.67,3.55,1059.29,13.97,228.74,40.59,2.79,2.23,21.57,6.64,3.85,38.1,59.91,21.81,9.46,4.82,30.98,41.84,10.86,35.85,38.44,6.8,3.93,49.03,66.59,17.56,49.66\n7006,32.29,7.68,4.74,118.3,171.14,52.84,32.0,7.68,9.71,1759.67,5.98,22.83,2364.28,16.04,25.15,4.42,185.07,349.35,164.28,15.48,10.94,1222.01,52.98,3899.13,266.38,23.87,4.81,7.93,21.6,4.12,141.02,218.02,77.0,66.3,5.4,169.6,357.37,187.77,3.75,40.89,8.34,4.21,109.92,171.57,61.64,17.1\n7007,55.23,11.01,5.36,158.18,283.71,125.53,27.3,6.91,9.79,1965.85,5.65,29.57,1521.81,12.58,29.32,4.57,211.99,432.12,220.13,12.24,12.55,1304.63,87.72,4182.81,345.75,31.9,4.55,21.89,8.5,4.07,125.18,186.62,61.44,73.18,5.03,125.21,262.6,137.38,2.95,40.11,10.36,4.58,133.08,239.97,106.89,16.5\n7008,70.58,24.55,4.87,142.43,255.12,112.69,34.3,10.91,10.07,2091.93,5.84,36.47,1931.4,11.34,34.43,4.61,195.3,395.7,200.4,9.74,7.56,1173.87,98.23,4004.53,304.29,19.15,4.57,22.18,5.56,3.84,98.27,144.33,46.06,77.72,5.08,141.09,308.97,167.88,2.98,46.08,8.91,4.01,100.77,153.86,53.09,16.6\n7009,73.61,38.92,5.07,150.1,282.52,132.42,45.2,12.2,9.64,2081.33,5.55,37.59,2403.73,10.67,42.51,4.51,176.91,356.79,179.88,10.0,5.54,1069.45,102.94,3628.6,319.19,21.87,4.16,19.32,4.65,3.93,88.5,131.96,43.46,74.32,5.01,147.71,324.96,177.25,3.16,45.53,8.49,4.89,149.58,299.25,149.67,17.02\n7010,80.82,43.65,4.81,107.2,168.26,61.06,44.1,14.54,9.75,2020.28,4.97,42.46,2551.41,8.37,47.29,4.12,166.82,338.99,172.17,21.43,10.04,1028.21,108.99,2747.27,338.72,21.28,3.74,16.88,4.86,3.51,79.94,108.61,28.67,65.07,4.38,111.75,232.69,120.94,2.85,51.88,8.08,4.99,154.54,327.74,173.2,16.73\n7011,87.45,36.14,5.29,109.08,178.82,69.74,32.9,16.49,9.17,1859.38,5.6,44.8,1715.43,6.97,45.09,4.18,142.19,281.99,139.8,14.88,7.14,1070.61,120.66,2107.17,277.57,14.11,3.66,11.82,4.36,3.61,75.27,106.62,31.36,61.35,4.0,85.13,168.96,83.83,2.62,65.84,7.42,3.8,108.13,194.9,86.77,16.27\n7012,84.94,31.86,3.89,86.39,123.05,36.66,37.7,13.77,9.13,1730.67,5.39,41.33,1442.58,7.2,44.47,3.48,113.46,210.55,97.09,9.45,5.65,1056.98,111.98,1374.52,196.85,12.23,3.03,8.42,3.95,3.56,68.26,96.94,28.68,47.74,3.82,66.25,122.17,55.92,2.59,59.51,10.94,3.31,81.78,122.7,40.92,16.82\n7013,76.73,29.0,3.11,72.8,95.83,23.03,36.9,21.15,9.22,1609.72,5.11,36.97,1115.82,6.3,40.74,3.78,103.46,188.7,85.24,7.19,17.88,1153.95,136.01,1139.04,212.27,8.5,2.37,6.14,3.67,3.47,59.6,83.37,23.77,34.18,3.46,45.1,68.05,22.96,2.7,43.69,7.66,4.18,108.88,208.11,99.23,16.77\n7014,73.5,38.43,3.18,67.37,84.06,16.69,37.6,17.91,8.67,1572.11,5.13,38.26,875.73,4.62,40.93,3.27,87.96,149.32,61.36,4.55,12.34,1137.62,123.22,975.79,132.03,10.9,2.13,4.3,3.48,3.41,64.89,89.48,24.59,25.61,3.43,48.95,75.39,26.45,2.73,49.11,5.48,4.58,128.7,276.83,148.12,16.68\n7015,76.29,37.02,2.97,57.23,67.11,9.88,27.7,13.73,8.92,1558.47,4.54,30.73,980.35,6.47,40.76,3.47,76.32,120.77,44.45,7.96,7.26,1430.23,129.38,1049.73,83.45,13.71,1.84,3.1,3.85,3.46,63.75,91.8,28.06,18.2,3.66,46.37,66.18,19.81,3.15,60.07,11.71,4.28,134.82,299.43,164.61,16.54\n7016,71.11,26.04,3.19,54.73,62.97,8.24,27.4,12.95,9.47,2035.34,5.5,26.4,943.67,7.95,30.56,2.93,74.49,120.12,45.63,7.45,3.73,1547.03,101.09,1599.72,110.18,7.31,2.13,9.74,4.06,3.56,79.76,142.0,62.24,12.9,3.72,53.22,83.77,30.56,2.53,65.1,18.86,4.44,143.79,330.14,186.35,16.64\n7017,55.04,23.39,3.36,50.76,57.67,6.91,54.2,9.72,9.32,1914.35,6.62,24.36,1697.78,12.92,30.66,3.5,99.27,185.21,85.94,22.56,9.42,1515.49,97.65,2689.58,81.33,8.62,2.66,6.87,3.75,4.04,106.18,222.01,115.84,9.41,3.84,72.1,127.94,55.83,3.34,74.07,17.2,4.11,153.25,353.58,200.33,16.53\n7018,42.57,22.06,3.02,63.28,90.06,26.78,47.1,13.11,9.5,1843.13,7.5,22.75,1780.45,20.01,35.07,3.82,127.63,254.45,126.82,42.94,6.29,1079.28,108.61,2940.21,58.18,22.77,2.9,9.36,3.95,4.63,131.03,272.87,141.84,8.55,4.36,90.02,169.17,79.14,6.0,73.18,19.02,4.29,184.36,414.21,229.84,17.62\n7019,40.44,34.28,3.51,106.87,202.51,95.64,47.0,22.82,9.88,1894.38,7.99,32.62,883.03,26.62,35.49,3.46,119.31,218.59,99.28,45.94,9.11,1045.97,71.82,1447.94,37.46,31.7,3.09,56.89,4.05,5.24,133.48,247.34,113.86,33.01,6.05,102.07,187.94,85.87,11.53,77.38,19.29,5.16,234.83,500.26,265.42,18.8\n7020,57.99,44.52,4.28,125.89,245.95,120.06,50.9,25.39,9.91,1891.16,9.56,36.12,735.22,31.59,44.53,3.26,139.71,246.75,107.04,29.79,19.31,1025.17,69.64,830.39,31.1,29.95,3.15,92.98,5.22,4.72,127.34,212.17,84.83,52.69,4.96,25.82,38.26,12.44,35.39,100.26,26.62,4.44,175.18,315.78,140.6,25.28\n7021,72.24,58.29,5.37,129.29,230.12,100.83,46.6,22.68,9.99,1635.63,17.71,34.61,652.99,27.72,45.51,3.05,91.67,135.01,43.34,18.92,12.44,1014.08,69.07,733.28,39.95,18.02,2.72,102.19,12.58,4.35,105.1,153.04,47.94,43.9,5.38,19.24,29.22,9.98,38.7,98.12,35.89,3.39,67.52,101.36,33.84,42.14\n7022,72.97,69.68,5.78,122.95,191.19,68.24,47.7,22.77,10.25,1552.91,20.36,34.57,681.94,21.65,41.66,3.04,56.85,73.83,16.98,11.88,8.16,1017.9,63.43,476.82,42.44,10.05,3.0,99.23,14.99,3.93,54.7,74.69,19.99,42.18,5.58,15.7,23.88,8.18,45.89,70.18,28.94,3.36,69.39,100.08,30.7,39.2\n7023,71.0,62.98,4.89,95.38,134.1,38.72,52.3,20.0,10.47,1495.67,23.82,32.42,561.12,20.06,39.71,2.92,42.77,53.52,10.75,11.26,6.19,987.08,63.76,389.95,25.67,6.53,2.92,73.27,11.38,3.91,35.69,57.3,21.61,37.77,5.07,15.6,23.33,7.74,53.49,57.84,20.91,3.65,50.37,70.15,19.77,57.68\n7024,64.18,48.19,4.49,57.31,72.77,15.46,41.0,14.8,10.46,1456.59,23.79,32.07,548.35,18.84,38.8,3.05,17.91,21.84,3.93,8.56,4.88,1006.96,45.42,296.64,29.29,5.22,2.97,61.36,8.86,4.04,36.3,55.82,19.53,26.96,4.9,14.66,23.41,8.75,55.34,50.08,15.36,3.56,39.43,54.71,15.28,66.53\n7025,49.1,30.79,4.7,24.58,28.61,4.03,35.6,11.77,10.7,1512.0,20.8,33.3,437.25,15.21,33.46,3.03,23.07,26.72,3.65,11.82,3.16,1020.01,42.72,246.82,30.73,4.62,3.05,50.9,7.14,4.21,34.15,55.96,21.81,19.64,4.78,16.31,23.91,7.6,54.09,41.85,11.32,3.86,42.6,57.62,15.02,69.43\n7026,47.16,18.79,4.75,27.39,31.89,4.5,37.0,9.14,10.91,1828.81,11.84,25.65,531.81,12.61,24.82,3.16,25.68,29.04,3.36,15.94,2.75,1170.33,32.78,313.57,49.74,4.43,2.86,36.75,7.23,4.31,54.84,82.19,27.35,18.73,4.63,19.16,26.36,7.2,51.88,33.8,8.57,3.78,49.06,65.58,16.53,65.31\n7027,47.94,12.91,4.49,27.0,30.7,3.7,38.7,10.77,10.87,2279.82,6.12,22.66,626.58,13.98,20.9,3.19,44.61,47.65,3.04,11.75,2.27,1570.31,26.99,791.69,191.41,3.92,3.27,25.85,6.95,4.44,83.59,106.84,23.25,16.7,4.89,56.97,74.36,17.39,32.17,28.54,6.49,3.77,71.48,89.56,18.08,48.39\n7028,40.77,11.89,3.98,31.35,35.41,4.06,52.3,16.58,11.63,3614.73,5.3,21.89,863.88,15.33,23.14,3.61,146.7,214.2,67.5,23.18,2.03,1689.47,19.63,3666.81,277.71,5.5,3.66,18.09,5.77,4.85,173.61,243.6,69.99,15.06,6.03,185.75,349.51,163.76,4.59,25.42,4.55,4.72,193.41,350.04,156.63,18.48\n7029,42.86,14.72,4.06,71.1,85.01,13.91,76.6,18.98,10.76,3185.73,5.48,25.06,2043.17,15.01,33.37,4.89,251.14,479.87,228.73,41.08,4.32,1579.09,29.48,5304.25,373.19,15.55,4.39,12.91,4.94,5.96,283.74,538.33,254.59,35.7,6.39,237.0,490.52,253.53,3.38,42.22,3.18,6.22,285.09,609.23,324.14,17.08\n7030,54.86,13.05,4.58,162.14,253.19,91.05,79.5,22.42,10.47,2765.47,5.88,33.93,3143.48,17.95,41.73,4.67,237.93,453.53,215.6,31.58,11.11,1313.52,56.32,6054.83,476.86,28.1,5.08,30.99,4.42,6.38,335.72,686.79,351.07,49.85,5.78,187.28,373.28,186.0,3.32,69.47,6.51,4.89,171.68,311.29,139.61,16.35\n7031,72.92,25.77,4.77,164.42,287.23,122.81,72.1,30.62,10.47,2814.44,5.37,51.45,3239.26,18.49,49.64,4.99,267.62,541.58,273.96,30.26,7.88,1253.68,93.31,5503.44,567.48,43.99,5.61,68.54,6.8,4.81,150.28,261.98,111.7,62.41,5.25,142.7,266.63,123.92,3.04,73.54,9.66,4.79,149.35,263.07,113.72,17.28\n7032,52.12,34.17,5.16,208.57,413.59,205.02,83.1,37.28,10.83,2913.84,5.43,60.1,3401.22,14.29,56.88,4.91,245.7,502.47,256.77,29.56,8.67,1178.99,106.57,4766.3,476.53,41.25,6.31,61.2,5.66,4.55,117.67,186.76,69.08,74.53,5.89,154.25,326.26,172.02,2.77,77.83,11.05,5.08,146.86,262.55,115.69,17.05\n7033,32.63,21.04,4.56,182.37,351.85,169.48,89.5,32.3,10.48,2765.85,5.36,57.99,2220.1,15.61,56.41,4.45,211.34,423.75,212.41,26.37,5.78,1038.62,114.9,4572.89,556.09,53.56,6.33,59.79,4.95,4.46,107.51,171.85,64.34,68.84,5.57,136.96,291.01,154.05,2.9,79.04,19.35,5.36,165.12,321.62,156.49,16.64\n7034,36.33,19.02,4.29,146.53,265.43,118.9,84.7,31.26,10.12,2506.89,5.95,63.52,3187.9,15.32,60.84,3.98,183.88,368.37,184.49,16.91,4.33,1237.9,120.24,4221.06,504.39,46.95,6.57,63.82,8.4,3.68,96.04,140.91,44.86,59.52,5.32,125.5,260.06,134.56,2.56,85.93,29.21,5.8,175.98,370.58,194.6,16.71\n7035,45.28,16.16,4.31,116.04,188.22,72.18,77.3,25.22,9.91,2270.67,5.73,66.08,3695.93,10.8,66.44,3.16,159.59,314.65,155.06,14.06,4.62,1031.15,145.17,2629.24,371.71,40.87,5.46,42.4,7.81,3.56,94.43,125.3,30.87,60.8,4.77,102.32,203.79,101.47,2.64,107.86,37.27,5.14,146.11,292.45,146.33,16.6\n7036,57.36,38.62,3.16,104.31,163.31,59.0,70.4,21.86,9.35,2022.46,5.67,70.16,3375.68,8.16,71.2,3.49,155.63,311.24,155.61,8.3,4.28,1010.27,145.99,1994.06,430.33,38.84,5.09,40.09,7.03,3.51,80.86,110.76,29.9,58.21,4.63,96.26,193.37,97.11,2.7,102.78,40.82,3.77,129.44,245.58,116.14,16.84\n7037,97.86,36.54,2.92,79.77,104.4,24.63,65.1,17.89,9.49,1897.71,5.49,64.73,2729.61,6.33,68.39,3.41,151.73,307.35,155.62,20.54,3.26,1042.07,155.29,1494.2,366.6,30.49,3.88,38.46,6.0,3.55,84.48,124.47,39.99,49.17,4.15,64.55,109.12,44.57,2.37,88.24,34.77,4.59,165.83,353.73,187.9,17.0\n7038,87.42,41.38,2.46,72.36,87.53,15.17,52.2,13.74,9.2,1738.91,5.75,61.05,2578.6,5.45,65.38,2.85,122.41,232.04,109.63,14.76,10.97,1036.77,146.15,1305.7,312.97,21.59,3.61,27.04,5.65,3.23,76.46,102.7,26.24,39.74,4.11,66.67,116.28,49.6,2.66,90.68,34.34,4.75,188.71,425.41,236.69,16.91\n7039,77.22,45.36,2.38,65.62,74.56,8.94,45.8,10.6,9.16,1657.49,5.41,57.95,2074.11,8.96,57.14,3.22,110.62,205.75,95.13,8.42,7.83,1116.51,135.8,1676.29,242.88,24.82,3.18,21.5,5.86,3.19,73.8,91.3,17.5,29.49,4.3,68.05,127.62,59.57,2.72,90.55,43.53,5.17,195.01,449.9,254.89,16.76\n7040,68.47,37.56,2.43,69.27,84.91,15.64,45.9,11.43,9.41,1800.2,4.98,57.32,1561.54,9.83,53.57,2.86,117.51,226.46,108.95,12.6,5.86,1469.3,142.77,1770.78,178.04,13.41,3.18,26.04,5.77,3.38,82.29,128.27,45.98,23.4,4.71,85.27,170.98,85.71,2.72,103.39,47.42,5.1,175.04,408.29,233.25,16.43\n7041,61.2,22.34,2.63,66.43,80.11,13.68,43.2,9.42,9.55,1932.8,5.46,48.92,1619.62,8.05,53.03,3.73,176.75,377.37,200.62,24.89,4.41,1761.71,139.05,2391.85,195.25,11.26,3.46,18.23,4.95,3.85,125.51,241.24,115.72,24.42,4.77,123.33,265.86,142.52,3.08,123.36,50.65,4.43,172.52,387.71,215.19,16.68\n7042,58.73,15.41,2.28,88.48,142.15,53.67,47.6,11.7,10.0,2060.11,6.12,41.6,1742.57,15.88,56.12,3.52,148.93,302.74,153.81,62.81,13.77,1284.81,125.15,2529.02,167.42,28.0,3.75,13.67,5.03,4.35,131.05,250.98,119.92,23.66,5.2,135.19,272.56,137.38,4.7,122.37,53.56,4.26,212.11,459.56,247.45,17.86\n7043,60.86,17.45,3.17,132.62,248.86,116.24,52.5,20.77,10.25,2006.1,8.44,54.06,1461.04,27.15,56.05,3.15,157.17,299.2,142.03,47.93,22.76,1141.5,102.14,2373.1,89.73,55.61,3.89,59.77,7.76,4.6,120.28,207.26,86.97,41.3,6.15,112.08,211.9,99.82,12.21,121.67,44.65,4.25,259.88,539.05,279.17,19.0\n7044,72.86,41.76,4.3,139.64,266.4,126.76,59.2,24.8,10.27,1882.29,10.48,61.88,1040.28,33.52,66.43,3.13,155.6,268.87,113.27,43.38,22.94,1537.32,112.82,1191.24,53.22,51.69,3.83,110.45,6.96,4.81,146.48,223.15,76.68,55.12,6.01,40.9,59.82,18.92,29.93,129.51,35.73,3.71,197.46,366.76,169.3,23.54\n7045,79.18,66.5,4.86,116.03,191.96,75.93,52.8,19.03,10.46,1798.55,14.46,55.65,820.76,36.16,71.65,2.67,115.26,171.38,56.12,29.67,14.68,1685.35,108.23,720.55,45.43,37.76,3.98,114.71,20.18,4.86,123.61,167.35,43.73,53.39,6.3,26.18,40.48,14.3,37.92,120.6,36.79,3.17,97.19,145.62,48.43,38.33\n7046,77.22,55.19,5.24,133.91,212.2,78.29,54.6,27.09,10.69,1773.84,14.61,52.87,554.83,38.52,62.33,2.59,91.64,121.13,29.49,34.35,10.77,1444.05,94.51,595.77,48.39,22.15,3.93,112.79,26.0,4.94,68.31,91.65,23.34,42.45,6.27,20.45,31.1,10.66,43.93,95.19,32.08,4.91,52.68,75.03,22.35,55.72\n7047,86.46,49.88,5.78,112.23,152.14,39.91,57.7,21.81,11.25,1795.63,14.88,48.64,792.16,41.2,55.71,2.61,83.9,105.79,21.89,32.14,16.65,1298.22,85.33,596.9,45.36,14.44,5.36,83.38,19.49,6.28,48.12,69.98,21.86,38.74,7.61,24.07,38.82,14.75,51.23,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21.31,53.71,3.4,146.65,263.71,117.06,35.78,1.34,1443.12,25.22,1345.2,30.28,9.45,2.08,31.15,7.02,3.47,90.54,110.66,20.12,19.06,4.2,49.94,65.79,15.85,23.84,36.51,4.73,3.76,88.18,122.69,34.51,31.59\n7316,47.44,14.87,4.41,40.51,46.42,5.91,54.4,25.31,8.66,1996.35,4.39,30.69,1332.88,20.71,56.06,3.48,167.38,320.91,153.53,32.35,5.19,1342.26,31.03,2857.75,19.41,8.03,2.46,25.39,6.22,3.65,87.5,102.17,14.67,180.77,5.13,146.68,264.34,117.66,4.28,33.15,3.31,4.26,138.74,223.32,84.58,17.41\n7317,50.68,17.14,4.55,83.1,98.72,15.62,58.4,21.64,8.45,2077.24,4.74,36.24,1359.08,18.84,47.31,2.91,105.11,165.99,60.88,26.13,5.31,1278.31,38.27,2423.87,24.17,13.68,2.34,22.54,5.28,4.12,175.75,280.29,104.54,196.53,6.08,232.52,491.63,259.11,3.33,47.0,3.75,5.01,167.56,309.55,141.99,12.67\n7318,71.0,13.79,5.0,148.25,235.26,87.01,59.8,17.3,8.72,2108.44,5.14,43.15,1722.66,19.0,41.99,2.74,93.04,133.46,40.42,18.3,3.56,1239.68,46.25,2037.55,45.48,13.61,2.64,44.33,5.27,4.8,228.76,421.3,192.53,117.75,6.27,205.96,442.69,236.72,3.56,59.42,10.04,4.36,125.8,202.34,76.54,15.06\n7319,93.63,19.77,4.64,112.82,168.78,55.96,53.9,18.24,8.35,1966.72,4.5,45.34,1178.07,18.16,39.39,3.04,123.17,216.33,93.16,10.62,3.23,1229.24,43.77,2929.0,28.35,10.98,2.19,69.56,7.91,4.19,172.16,283.9,111.74,109.92,6.02,168.38,364.96,196.57,3.06,56.93,13.05,4.18,116.92,192.01,75.09,15.23\n7320,87.03,31.06,4.59,117.35,186.52,69.17,46.8,17.18,8.22,1775.72,7.07,44.3,1382.48,16.82,43.34,2.83,104.17,168.66,64.49,17.25,16.07,1209.97,52.77,3034.78,27.13,15.91,2.3,55.72,7.62,4.02,118.36,182.29,63.93,119.37,6.26,137.05,290.67,153.63,2.54,60.66,9.24,4.6,134.51,248.78,114.27,16.08\n7321,63.42,34.46,4.63,113.54,180.26,66.72,45.1,12.53,8.11,1662.88,8.18,39.75,1616.99,14.29,48.79,3.15,120.53,220.04,99.51,12.72,16.6,1929.99,60.74,2462.76,45.01,14.84,2.13,44.99,7.03,3.96,109.61,166.82,57.21,114.34,5.97,160.54,358.35,197.81,2.87,59.13,6.94,3.94,102.48,161.14,58.66,16.23\n7322,43.62,30.94,4.93,147.05,276.61,129.56,38.3,10.1,7.86,1666.6,6.12,41.0,2010.18,14.72,44.27,3.52,127.7,240.02,112.32,7.13,11.23,1398.79,79.59,1660.56,27.12,17.9,2.11,53.22,15.53,3.99,87.89,138.56,50.66,115.02,5.62,125.69,272.8,147.12,2.47,48.51,5.72,3.95,119.98,226.0,106.02,16.28\n7323,22.07,20.93,4.32,129.87,234.8,104.93,32.8,10.76,7.88,1729.65,5.67,40.75,1450.19,14.07,40.04,3.51,104.98,188.03,83.05,4.64,7.95,1446.77,105.11,1147.36,20.62,18.12,1.95,40.36,11.82,3.67,70.46,96.71,26.25,103.09,5.98,128.67,276.77,148.1,2.53,52.65,4.8,3.62,98.0,169.57,71.57,16.68\n7324,51.68,17.18,5.43,95.28,149.17,53.89,30.1,7.98,8.1,1675.63,5.4,42.67,1562.11,13.12,41.42,2.83,79.96,124.65,44.69,8.11,5.92,1208.42,112.29,882.53,20.91,14.44,1.82,33.21,10.14,3.52,75.3,103.4,28.1,67.5,5.26,108.56,228.09,119.53,2.58,49.81,5.23,3.46,88.33,145.24,56.92,16.96\n7325,90.36,27.46,5.15,77.64,108.0,30.36,34.4,6.62,7.96,1606.68,5.84,41.76,1352.34,16.27,35.99,2.96,72.3,109.14,36.84,15.86,5.07,1274.5,94.2,674.97,12.65,11.77,1.65,33.45,8.57,3.37,72.27,89.88,17.61,52.49,4.9,85.33,172.23,86.91,2.73,46.59,5.24,3.53,86.08,151.27,65.19,17.18\n7326,94.63,31.32,4.78,69.93,96.21,26.28,39.0,6.28,7.9,1573.11,5.44,40.61,1164.4,15.78,30.36,3.17,65.45,99.8,34.35,13.32,3.54,1119.66,84.11,652.98,21.15,14.42,1.59,25.88,7.12,3.33,59.06,73.94,14.88,51.41,4.19,52.59,81.94,29.35,2.4,53.4,6.99,4.1,83.22,157.91,74.69,16.76\n7337,79.99,37.83,5.8,97.68,141.05,43.37,55.1,15.19,9.23,1649.77,10.55,38.95,668.39,39.45,38.44,2.88,43.66,51.71,8.05,18.28,3.75,1231.42,55.58,369.52,20.04,8.72,2.18,75.76,13.05,3.61,131.98,171.31,39.33,52.01,5.46,41.66,56.94,15.27,21.92,147.37,26.94,4.02,83.94,119.7,35.76,28.59\n7338,77.27,30.32,5.8,68.18,89.32,21.14,53.63,16.0,9.35,1904.75,8.87,31.18,869.14,39.45,38.55,2.95,51.74,61.72,9.98,27.72,2.7,1296.81,57.92,566.79,24.96,6.78,2.42,74.38,10.61,3.98,157.97,231.12,73.15,54.87,5.98,59.41,79.14,19.73,15.97,271.69,35.22,4.93,95.55,138.81,43.26,23.6\n7339,90.0,35.35,7.14,118.65,164.47,45.82,48.86,15.99,9.45,2254.54,6.54,30.19,753.69,39.45,38.71,3.07,77.04,102.52,25.48,30.7,1.96,1300.78,57.67,860.4,28.82,6.65,2.52,78.59,11.53,4.19,122.72,179.57,56.85,59.87,5.27,67.01,94.65,27.64,12.67,273.68,41.22,4.53,101.46,148.09,46.63,21.44\n7340,64.6,39.57,7.13,125.56,179.25,53.69,53.84,17.22,9.36,2454.98,7.21,31.77,958.89,39.45,36.82,3.18,91.94,131.32,39.38,35.79,1.6,1322.86,54.35,1420.15,22.77,7.24,2.65,57.01,13.33,3.87,104.19,135.14,30.95,60.9,6.22,129.2,237.3,108.1,3.87,70.05,31.92,4.24,90.52,126.61,36.09,23.47\n7341,33.85,24.11,6.6,69.38,83.71,14.33,58.15,21.62,9.29,2381.35,6.26,32.67,970.92,39.45,43.78,3.31,92.53,125.05,32.52,38.24,1.58,1236.39,60.38,1435.45,45.77,18.65,2.51,43.37,10.27,4.03,135.06,182.19,47.13,94.8,5.58,101.87,174.03,72.16,4.22,60.2,22.98,3.96,83.69,106.1,22.41,24.27\n7342,62.62,24.07,6.52,97.26,131.17,33.91,57.56,17.88,9.31,2065.4,10.82,33.14,1296.12,39.45,53.85,3.15,85.34,113.26,27.92,26.85,1.57,1156.54,56.6,1404.4,43.48,17.89,2.64,44.42,9.17,4.54,179.37,312.92,133.55,93.51,4.26,43.58,56.64,13.06,21.7,44.02,16.54,4.63,120.05,192.89,72.84,16.63\n7343,55.07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61,185.62,23.18,20.48,1.13,48.82,6.24,3.05,18.33,27.85,9.52,30.2,3.84,9.73,14.82,5.09,26.66,31.48,3.16,2.52,19.31,26.13,6.82,38.65\n7400,51.56,28.57,3.52,18.8,20.4,1.6,46.8,15.24,8.81,2106.58,5.49,35.4,464.84,34.37,31.68,2.76,29.5,31.92,2.42,20.23,2.23,1092.89,43.88,573.97,15.79,14.68,1.2,51.75,5.45,3.06,15.94,25.39,9.45,21.95,3.76,18.05,24.38,6.33,21.66,29.56,2.84,2.51,20.65,28.02,7.37,38.7\n7401,46.53,29.05,3.46,15.91,17.25,1.34,54.82,17.03,8.99,1894.0,7.77,36.77,641.58,32.1,29.99,2.74,47.99,58.83,10.84,30.75,2.18,1108.14,46.19,648.56,16.7,15.09,1.27,49.31,4.82,3.0,43.05,61.81,18.76,26.26,3.88,50.8,80.12,29.32,12.5,31.35,2.36,2.65,28.39,37.75,9.36,31.98\n7402,40.3,24.74,3.68,17.8,19.99,2.19,51.59,16.34,8.79,1668.14,14.38,31.04,662.97,30.58,31.62,2.84,58.21,94.02,35.81,27.7,2.3,1131.89,53.76,634.04,21.48,17.0,1.32,46.42,4.82,3.14,59.6,94.87,35.27,30.49,3.64,22.91,32.23,9.33,21.44,23.82,2.16,2.56,34.74,46.67,11.93,33.29\n7403,39.0,16.44,3.29,25.11,29.28,4.17,53.59,17.65,8.67,1499.47,18.2,30.39,733.12,35.08,35.75,2.76,28.59,37.04,8.45,29.49,2.12,1149.33,39.87,262.16,16.9,12.29,1.31,57.67,5.24,2.97,30.19,50.17,19.98,31.72,3.78,17.92,26.22,8.3,25.63,21.78,2.02,2.57,28.67,41.74,13.07,39.66\n7404,44.32,18.09,3.37,42.01,51.72,9.71,53.09,12.75,8.98,1412.99,16.25,38.33,535.12,32.07,40.4,2.53,15.74,20.43,4.69,28.6,1.88,1112.66,49.83,113.63,10.09,7.51,1.39,68.39,4.57,2.93,31.09,48.86,17.77,35.85,3.99,15.61,24.14,8.53,28.33,30.56,1.82,2.68,18.76,29.69,10.93,49.15\n7405,42.08,24.04,3.69,29.79,38.52,8.73,44.97,11.01,8.95,1293.54,17.84,44.14,441.02,34.03,43.59,2.71,13.14,16.68,3.54,27.48,2.23,1099.89,56.25,63.97,10.27,5.48,1.32,69.26,4.12,2.93,26.46,47.23,20.77,33.84,3.78,14.3,22.51,8.21,30.64,33.83,1.68,2.6,14.7,23.68,8.98,55.3\n7406,39.76,29.28,3.58,20.47,25.82,5.35,38.29,11.59,9.45,1278.09,18.41,38.85,397.16,25.49,41.07,2.58,15.92,19.84,3.92,26.31,1.72,1109.32,46.09,58.82,20.8,5.37,1.31,62.17,4.35,2.95,22.81,38.32,15.51,30.71,3.73,12.41,19.94,7.54,35.38,30.89,1.72,2.63,14.85,23.72,8.88,58.1\n7407,51.02,25.18,3.63,23.41,30.08,6.67,42.28,11.75,9.45,1297.96,18.86,43.94,417.6,20.98,39.71,2.68,18.56,22.24,3.68,27.12,2.15,1122.76,46.65,76.81,15.94,9.67,1.36,41.38,5.21,2.94,27.35,47.29,19.94,35.18,3.8,11.92,19.61,7.69,34.33,32.46,2.02,2.67,17.36,26.52,9.16,56.65\n7408,47.67,16.3,3.38,22.57,27.97,5.4,41.38,11.48,8.98,1333.13,19.44,39.11,441.43,32.03,38.24,2.68,22.99,27.21,4.22,17.66,1.77,1137.46,41.08,123.33,23.31,19.27,1.3,38.35,5.67,2.92,34.29,55.5,21.21,34.24,3.74,14.5,22.77,8.27,33.48,30.82,2.22,2.51,19.88,29.61,9.72,54.09\n7409,41.57,11.59,3.11,22.75,28.18,5.43,43.18,11.9,8.92,1308.92,17.88,34.24,515.11,32.55,34.12,2.74,21.36,24.88,3.52,37.04,2.19,1126.6,42.71,130.72,22.3,15.72,1.29,38.93,5.73,2.88,40.96,63.42,22.45,34.84,3.74,17.18,25.62,8.44,32.61,32.16,2.43,2.73,22.62,33.34,10.72,51.59\n7410,44.06,9.5,2.86,25.32,30.13,4.81,48.55,16.96,9.03,1365.49,15.96,36.17,534.86,39.19,37.39,2.62,23.06,26.44,3.38,47.07,2.54,1178.11,41.06,120.89,41.7,9.2,1.28,39.71,5.06,2.96,39.13,62.55,23.42,43.31,3.65,18.49,29.5,11.01,28.92,35.37,2.22,2.64,22.34,32.67,10.32,49.95\n7411,47.31,11.29,3.21,26.08,31.74,5.66,55.95,14.2,8.93,1509.84,9.35,35.94,558.43,51.19,46.7,2.85,28.85,32.51,3.66,40.39,2.68,1261.22,52.93,207.99,69.39,10.13,1.29,44.95,5.41,3.05,72.63,110.31,37.69,48.95,3.69,23.47,32.77,9.3,25.51,39.83,1.9,2.78,35.53,47.14,11.61,43.48\n7412,53.04,17.19,3.07,33.18,40.45,7.27,62.49,17.07,8.7,1545.03,10.05,44.5,626.42,57.66,56.59,2.63,37.68,42.9,5.22,60.27,2.17,1253.07,64.89,369.15,73.42,7.33,1.38,55.16,5.52,3.29,98.62,137.84,39.22,63.62,3.65,29.44,42.14,12.71,20.38,47.32,1.75,2.7,41.33,52.53,11.2,36.48\n7413,57.73,27.85,3.31,44.51,52.5,7.99,71.56,12.99,8.61,1507.43,11.56,58.99,511.54,67.08,62.95,2.68,52.63,61.51,8.88,68.97,1.92,1226.32,82.88,286.25,82.61,10.65,1.37,58.3,5.76,3.07,82.51,111.23,28.72,80.4,3.97,26.11,37.17,11.06,19.15,62.3,1.54,2.71,40.63,51.81,11.17,35.56\n7414,67.84,34.87,4.18,48.74,56.41,7.67,81.51,9.98,8.77,1491.01,13.56,63.35,520.03,81.95,67.11,2.62,47.79,55.36,7.57,77.45,1.64,1163.85,91.22,214.54,86.61,14.74,1.4,69.11,5.02,3.03,60.1,86.8,26.71,94.18,3.91,28.01,43.6,15.59,19.68,66.55,4.01,2.7,31.8,39.81,8.01,37.76\n7415,84.83,35.68,3.33,33.64,38.26,4.62,98.39,11.71,9.06,1423.63,13.52,71.88,537.45,90.17,75.2,2.55,34.92,39.55,4.63,93.8,1.54,1160.22,112.48,181.42,99.74,9.74,1.46,76.98,4.89,2.98,59.28,80.46,21.18,108.89,3.83,23.67,35.23,11.56,16.52,74.26,5.87,2.71,34.03,43.57,9.54,35.29\n7416,62.26,47.14,3.41,30.2,35.75,5.55,102.42,14.83,8.77,1391.45,15.16,93.95,604.12,83.51,85.81,2.43,32.71,37.52,4.81,96.4,2.15,1146.37,123.28,144.47,107.17,16.55,1.38,73.83,4.74,3.04,37.45,56.12,18.67,115.11,3.62,20.6,31.02,10.42,16.65,98.18,4.78,2.65,39.11,49.68,10.56,30.18\n7417,52.04,44.15,3.32,44.21,52.72,8.51,103.09,14.43,8.64,1301.52,15.68,97.52,554.07,97.71,97.28,2.51,27.73,30.89,3.16,88.45,2.15,1131.33,129.61,134.52,99.45,24.52,1.36,96.47,4.86,3.01,37.36,58.1,20.74,107.22,3.54,16.16,24.08,7.93,17.41,110.58,3.93,2.57,24.39,30.39,6.0,35.14\n7418,55.66,47.08,3.47,46.19,56.34,10.15,106.36,22.64,8.42,1266.86,15.97,102.48,414.2,94.99,102.18,2.51,26.69,30.95,4.26,93.01,2.32,1097.79,136.85,74.6,96.19,15.56,1.32,103.74,5.03,3.4,25.47,39.35,13.88,104.63,3.42,16.84,25.08,8.25,17.44,105.59,3.11,3.11,29.68,37.7,8.02,32.32\n7419,54.62,42.75,3.54,35.72,42.66,6.94,104.92,19.41,8.18,1206.93,15.48,108.7,406.29,76.8,99.4,2.64,18.41,20.39,1.98,93.6,1.8,1091.6,135.98,34.84,101.01,26.26,1.24,91.71,5.42,3.45,22.89,30.73,7.84,109.25,3.62,10.99,15.96,4.97,20.21,103.41,2.68,3.44,25.06,32.38,7.32,34.23\n7420,50.28,38.83,4.78,33.17,38.55,5.38,96.93,25.58,8.23,1336.52,7.63,102.22,449.87,87.27,99.3,2.59,15.51,17.07,1.56,79.43,1.95,1077.07,129.9,67.12,101.22,19.75,1.34,86.01,5.58,3.41,19.14,25.4,6.26,95.53,3.54,13.5,18.69,5.19,18.2,99.72,2.87,3.19,13.74,19.69,5.95,40.91\n7421,42.22,29.33,4.44,14.53,15.85,1.32,98.75,28.57,8.32,1502.95,5.23,101.72,396.0,85.4,102.63,2.66,18.29,19.49,1.2,83.49,2.39,1074.31,130.75,107.97,76.93,13.34,1.26,89.02,5.12,3.51,17.69,23.69,6.0,89.08,3.58,16.1,20.94,4.84,16.16,94.42,3.1,3.3,12.37,18.62,6.26,40.62\n7422,37.56,27.39,4.88,14.83,16.47,1.64,90.73,22.09,8.24,1358.47,11.97,98.25,388.08,73.1,103.19,2.4,14.95,15.9,0.95,80.45,2.18,1084.17,131.99,153.99,91.48,17.61,1.25,78.59,4.49,3.44,26.29,34.04,7.75,90.68,3.67,33.08,42.38,9.29,6.72,97.89,2.66,3.37,10.94,16.62,5.68,41.81\n7423,73.01,30.14,5.07,21.21,22.52,1.31,92.49,21.39,8.26,1427.09,10.03,98.33,320.59,74.62,106.54,2.52,17.97,19.32,1.35,87.42,1.87,1093.27,123.48,202.15,96.36,27.53,1.33,78.32,4.18,3.52,39.6,50.79,11.19,87.43,3.51,22.65,29.46,6.8,13.52,94.53,2.26,3.11,27.8,42.4,14.6,34.31\n7424,61.55,33.32,4.8,13.26,13.66,0.4,96.62,26.54,8.78,1896.89,7.62,98.33,410.75,88.44,108.04,2.51,21.3,23.8,2.5,13.58,2.07,1120.49,127.97,331.69,97.54,26.1,1.19,85.74,4.46,3.51,49.14,60.33,11.19,88.4,3.56,16.53,23.34,6.81,28.84,88.31,1.93,3.28,20.25,27.41,7.16,42.72\n7425,27.86,23.38,4.5,15.57,16.39,0.82,112.58,25.7,9.0,1907.27,9.5,98.02,529.84,81.03,114.19,2.74,54.8,66.65,11.85,81.54,2.02,1188.73,129.4,735.75,105.74,31.99,1.42,97.21,4.3,3.76,113.66,179.9,66.24,96.91,3.45,39.17,56.92,17.74,25.13,90.87,1.71,3.18,56.37,82.04,25.67,31.42\n7426,34.55,20.93,4.39,26.25,29.55,3.3,113.47,19.78,8.92,1924.07,9.63,99.46,635.08,88.63,120.29,2.86,42.15,49.36,7.21,85.27,1.8,1169.28,128.87,773.16,99.19,37.68,1.48,121.64,4.33,3.7,86.24,130.28,44.03,97.56,3.63,38.19,55.85,17.66,26.21,90.34,2.73,3.46,83.06,127.04,43.98,22.93\n7427,35.56,31.28,4.42,62.39,81.02,18.63,107.74,19.99,9.03,1919.92,15.08,105.3,552.73,73.78,110.08,2.72,47.92,55.79,7.87,74.67,2.35,1166.29,121.53,583.94,77.81,26.24,1.57,109.54,5.62,3.77,87.86,131.98,44.12,98.82,4.08,28.68,40.18,11.49,28.05,89.92,3.28,3.41,58.49,83.11,24.62,37.27\n7428,52.07,46.41,4.74,45.24,53.66,8.42,82.68,20.21,8.95,1688.88,18.42,95.97,410.11,65.69,107.16,2.73,28.92,34.24,5.32,62.23,2.22,1154.62,111.3,430.73,44.89,37.16,1.68,121.6,4.83,3.58,44.75,71.46,26.7,100.91,4.55,29.7,48.64,18.94,30.31,87.55,2.81,3.28,37.37,58.54,21.16,51.88\n7429,79.06,61.83,5.11,39.4,46.89,7.49,60.78,17.3,8.94,1561.23,19.94,87.89,419.54,55.75,96.13,2.77,17.17,19.97,2.8,52.17,1.8,1176.98,83.0,323.97,65.02,31.3,1.83,116.73,4.28,3.59,39.45,60.98,21.52,89.04,4.34,12.76,20.35,7.59,40.34,76.71,2.64,3.47,28.06,44.19,16.13,56.24\n7430,55.16,48.38,5.28,22.74,26.92,4.18,59.0,15.8,9.02,1487.09,21.49,73.75,411.14,50.98,73.61,2.8,16.71,19.08,2.37,34.11,1.75,1173.4,76.41,254.84,38.8,19.22,1.75,107.0,3.92,3.55,24.16,37.37,13.21,76.69,4.22,14.74,23.67,8.92,41.18,66.73,2.62,3.53,29.11,42.87,13.76,59.42\n7431,44.8,35.21,5.12,18.98,23.39,4.41,54.99,17.79,9.16,1467.84,19.98,58.78,422.65,44.54,51.82,2.74,15.65,18.16,2.51,30.23,1.46,1175.82,71.22,229.28,33.06,19.45,2.14,75.29,4.34,3.64,32.7,49.59,16.89,61.7,4.03,16.5,24.67,8.17,42.08,59.23,2.63,3.61,29.8,43.76,13.96,58.73\n7432,59.54,21.23,5.25,21.78,27.02,5.24,51.26,21.76,9.5,1498.17,20.79,54.28,422.2,37.58,48.5,2.88,19.45,22.43,2.98,30.65,1.62,1220.21,46.72,247.62,20.33,14.1,2.04,69.75,4.77,3.93,42.93,68.47,25.54,193.37,5.0,25.34,36.96,11.62,38.08,49.89,2.49,3.88,32.04,48.4,16.36,60.64\n7433,48.33,14.84,5.39,23.33,27.87,4.54,43.24,15.95,9.55,1539.82,17.13,53.85,408.04,26.45,45.29,2.8,23.27,25.94,2.67,31.95,2.12,1220.55,34.77,278.65,19.85,8.85,2.33,56.98,4.69,4.03,35.97,49.51,13.54,104.16,4.38,25.85,39.48,13.63,40.99,37.26,2.14,4.19,34.35,48.93,14.58,58.92\n7434,52.83,11.64,5.84,27.01,32.56,5.55,39.03,14.54,9.52,1794.97,11.8,36.99,429.42,23.7,38.25,2.91,26.56,28.45,1.89,28.17,2.23,1250.64,35.45,338.94,13.13,11.49,2.29,37.54,4.68,4.3,51.53,68.45,16.92,9.8,4.16,35.54,46.86,11.32,34.01,30.86,1.62,4.2,43.24,58.19,14.95,54.82\n7435,43.64,10.03,5.87,26.87,31.0,4.13,36.84,17.77,9.81,2162.5,6.7,40.57,541.5,16.65,33.1,3.12,46.75,49.91,3.16,20.47,1.24,1271.53,26.38,655.46,25.67,12.02,2.49,29.35,4.67,4.48,90.67,115.05,24.38,28.04,4.36,95.37,131.67,36.3,9.72,27.47,1.14,4.14,52.06,64.09,12.03,46.43\n7436,31.01,16.71,5.68,37.38,42.26,4.88,37.44,20.56,9.85,2666.17,6.18,30.31,838.89,13.95,30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41,3.63,1.8,45.97,4.75,3.83,22.74,33.8,11.06,30.76,4.21,12.09,17.4,5.3,28.0,32.37,1.45,3.67,22.48,30.53,8.05,50.11\n7563,57.56,26.11,4.17,27.53,30.86,3.33,35.22,13.6,8.33,1209.94,18.66,28.75,584.42,32.18,37.9,2.52,14.9,16.88,1.98,2.12,2.16,1133.42,53.54,336.88,14.98,2.72,1.76,32.97,4.91,3.88,19.15,29.83,10.68,27.56,4.11,11.42,17.4,5.98,26.43,36.02,1.55,3.53,10.17,16.07,5.9,57.35\n7564,55.27,22.87,5.81,28.18,31.95,3.77,35.6,14.29,8.21,1149.72,21.29,37.09,582.15,32.18,36.41,3.22,9.01,10.23,1.22,2.48,2.18,1127.21,50.06,306.23,14.18,3.07,1.77,38.05,4.85,3.86,15.86,22.98,7.12,21.75,4.21,9.74,16.23,6.5,29.28,29.16,1.31,3.63,9.02,15.42,6.4,58.16\n7565,52.08,19.38,5.93,16.41,17.46,1.05,31.19,17.4,8.19,1120.44,22.14,33.98,556.39,32.18,32.48,2.67,7.7,8.15,0.45,2.15,2.12,1129.6,43.91,288.33,8.06,4.84,1.81,39.19,4.84,3.92,18.48,25.18,6.71,20.54,4.19,7.91,12.44,4.54,30.13,24.07,1.14,3.65,6.86,12.43,5.57,58.68\n7566,47.88,14.82,5.96,10.51,10.75,0.24,31.18,13.08,8.13,1080.4,22.25,33.19,545.54,32.18,28.25,2.75,6.4,7.31,0.91,2.07,1.82,1122.68,35.21,291.69,5.19,3.1,1.77,30.31,5.01,3.86,12.76,18.93,6.17,24.85,4.12,7.79,13.14,5.35,31.6,24.43,1.31,3.72,8.22,13.94,5.72,55.31\n7567,44.02,13.41,5.53,9.63,9.73,0.1,33.3,9.76,8.43,1083.2,22.26,24.37,553.75,32.18,31.95,2.94,8.05,8.97,0.92,2.16,1.8,1119.61,35.63,298.42,5.52,2.82,1.85,34.96,5.6,3.85,16.12,25.62,9.5,29.47,4.07,7.97,12.7,4.73,29.81,21.4,1.48,3.66,7.36,13.01,5.65,55.45\n7568,42.11,15.65,5.67,8.95,9.06,0.11,33.09,7.6,8.64,1103.82,19.91,26.66,564.12,32.18,33.97,2.56,7.87,9.13,1.26,2.17,2.25,1130.05,28.79,313.88,7.83,4.33,1.82,24.92,5.92,3.78,19.64,30.36,10.71,25.99,3.89,10.43,16.81,6.38,28.14,17.87,1.3,3.43,8.97,14.52,5.55,54.18\n7569,43.57,25.39,5.5,13.39,14.72,1.33,32.63,6.15,8.54,1164.14,17.1,29.06,575.67,32.18,27.48,3.59,9.18,10.73,1.55,2.1,1.97,1154.6,35.01,332.92,10.51,2.26,1.7,18.41,5.2,3.83,26.83,43.83,17.0,26.78,3.98,11.22,17.08,5.86,29.45,16.54,1.01,3.63,13.54,19.84,6.3,52.62\n7570,36.62,32.57,5.54,17.48,18.21,0.73,32.23,4.99,8.26,1219.52,17.39,22.09,582.89,32.18,22.67,2.54,19.42,20.71,1.29,2.1,1.88,1164.06,27.77,351.45,27.86,2.0,1.78,19.0,4.6,3.75,35.42,48.7,13.28,23.42,3.74,15.6,21.9,6.29,29.67,16.9,0.99,3.5,13.7,19.67,5.96,53.62\n7571,32.88,25.46,5.61,32.4,35.03,2.63,30.3,4.09,8.24,1259.93,20.0,16.23,600.16,32.18,24.92,2.62,27.92,31.51,3.59,2.44,2.36,1180.21,50.3,417.7,17.49,3.01,1.48,23.02,4.17,3.91,39.46,53.01,13.55,16.48,3.78,27.83,35.71,7.88,22.9,17.02,0.89,3.65,20.74,28.87,8.14,53.56\n7572,41.6,21.38,5.6,22.65,24.22,1.57,29.86,4.52,8.23,1282.31,18.0,16.18,634.17,32.18,26.65,2.67,25.57,29.91,4.34,2.34,1.92,1178.87,37.68,461.17,13.21,2.22,1.6,18.89,4.96,3.74,37.41,52.23,14.82,12.06,3.7,30.04,40.53,10.49,21.17,12.03,0.62,3.5,20.13,27.59,7.46,49.75\n7573,38.52,19.24,5.49,20.83,22.67,1.84,26.43,5.77,8.38,1261.27,18.64,15.81,637.25,32.18,23.58,2.56,19.77,24.42,4.65,3.94,3.43,1193.23,37.63,461.24,8.55,2.65,1.54,23.65,5.18,3.85,40.33,59.28,18.95,8.98,3.72,16.15,24.06,7.9,28.0,8.68,0.44,3.5,29.39,41.73,12.34,43.57\n7574,32.94,25.54,5.55,22.45,25.34,2.89,27.46,4.68,8.12,1280.26,17.54,25.39,631.11,32.18,19.13,2.47,20.59,26.33,5.74,3.48,2.41,1190.45,35.11,467.6,7.82,5.99,1.62,34.49,5.14,3.63,31.24,52.13,20.89,6.72,3.93,27.65,39.9,12.25,25.64,6.39,0.55,3.5,21.43,32.26,10.83,49.31\n7575,36.32,19.14,5.66,22.8,26.59,3.79,28.91,7.72,8.38,1311.39,18.47,19.94,661.12,32.18,17.73,2.53,20.12,24.77,4.65,3.25,1.46,1261.01,25.52,452.15,4.56,3.16,1.61,25.31,4.58,3.59,45.87,75.55,29.68,7.62,3.71,28.93,40.42,11.49,31.88,5.92,0.79,3.72,24.09,34.86,10.77,50.72\n7576,21.48,16.81,5.67,24.98,30.63,5.65,33.83,12.26,8.42,1404.86,13.91,24.64,665.81,32.18,20.5,2.45,30.8,38.05,7.25,3.46,1.68,1179.42,24.78,531.35,3.32,3.19,1.64,18.75,5.03,3.66,48.14,70.63,22.48,10.84,3.81,25.07,35.31,10.24,34.81,5.75,0.98,3.77,24.64,34.83,10.2,48.96\n7577,15.59,13.53,5.53,31.29,38.66,7.37,38.07,10.9,8.54,1395.39,11.62,21.89,763.61,32.18,25.14,2.36,24.7,28.74,4.04,2.56,2.1,1224.36,24.77,512.27,6.07,4.92,1.54,17.83,5.43,3.56,30.17,42.55,12.38,9.89,3.91,16.35,25.7,9.35,39.55,4.92,0.94,3.74,32.07,41.69,9.61,41.06\n7578,14.63,9.4,5.87,43.17,53.15,9.98,35.19,10.83,8.44,1426.47,12.01,23.68,673.13,32.18,26.39,2.6,26.68,29.57,2.89,2.36,1.92,1346.24,27.88,535.82,20.58,3.76,1.6,12.48,4.72,3.51,35.64,47.85,12.21,7.28,4.02,22.7,32.96,10.26,39.07,5.41,1.03,3.62,26.03,34.14,8.11,44.34\n7579,20.42,17.1,5.75,33.44,39.84,6.4,29.65,8.78,8.3,1571.26,11.07,19.25,769.18,32.18,22.75,2.68,32.41,34.06,1.65,2.46,1.77,1396.62,21.48,617.28,15.44,2.63,1.59,8.74,4.75,3.54,44.77,52.85,8.08,5.29,4.01,24.13,35.08,10.96,37.86,4.95,1.18,3.48,27.79,34.21,6.42,51.14\n7580,26.0,21.24,5.91,31.46,35.3,3.84,26.51,7.09,8.39,1669.43,7.23,18.11,797.02,32.18,17.41,2.5,60.32,75.52,15.2,2.31,1.47,1565.16,21.78,863.45,10.79,3.46,1.62,6.11,4.22,3.7,90.87,109.81,18.94,3.75,3.81,42.94,58.71,15.77,30.46,3.74,0.91,3.53,31.31,38.7,7.38,49.3\n7581,26.25,14.33,5.73,43.58,47.12,3.54,23.91,9.94,8.28,1648.63,8.42,13.92,783.47,32.18,18.68,2.35,63.3,69.25,5.95,2.4,1.31,1498.94,22.01,1002.91,11.39,2.44,1.56,4.31,3.88,3.63,77.02,95.19,18.16,2.98,4.07,46.74,68.75,22.01,29.92,3.01,0.75,3.47,24.61,31.02,6.41,53.26\n7582,23.94,10.26,5.82,71.06,75.48,4.42,24.8,17.66,8.18,1546.05,10.57,15.9,668.13,32.18,26.28,2.57,79.55,94.43,14.88,2.64,1.54,1468.38,30.84,822.06,21.59,2.73,1.57,4.21,3.93,3.61,70.71,84.87,14.16,2.65,4.06,33.37,40.75,7.38,33.62,2.43,0.83,3.38,22.46,28.84,6.38,52.88\n7583,21.9,9.24,5.73,100.58,130.56,29.98,24.81,18.26,8.32,1542.99,8.76,16.9,758.54,32.18,27.36,2.38,60.09,68.9,8.81,2.48,1.77,1402.65,71.46,694.88,14.72,3.13,1.46,4.31,3.06,3.65,104.71,135.27,30.56,5.83,4.29,57.5,69.71,12.21,21.27,1.93,0.78,3.46,34.6,43.14,8.54,42.81\n7584,27.06,8.95,5.63,63.65,77.3,13.65,29.53,18.31,8.27,1683.82,5.94,15.77,921.51,32.18,19.35,2.43,68.53,78.59,10.06,2.56,2.12,1292.88,69.23,778.96,11.27,2.59,1.41,4.3,2.44,3.62,101.23,122.22,20.99,6.52,4.23,54.88,69.48,14.6,18.94,1.94,0.54,3.53,50.82,61.09,10.28,30.46\n7585,27.12,19.72,5.57,60.85,69.36,8.51,32.56,21.32,8.24,1622.65,6.56,14.58,875.32,32.18,18.74,2.4,80.43,103.25,22.82,2.24,2.47,1206.45,57.99,872.13,6.21,2.54,1.37,4.75,2.29,3.84,127.57,189.43,61.86,4.85,4.05,57.38,67.52,10.14,19.38,1.75,0.38,3.59,74.5,86.66,12.16,16.05\n7586,22.82,19.72,5.4,56.82,62.0,5.18,33.69,18.11,8.2,1593.58,6.97,16.29,941.78,32.18,26.85,3.42,48.38,53.99,5.61,2.13,2.07,1201.05,84.67,759.84,7.78,3.35,1.28,5.09,2.46,3.54,119.66,172.12,52.45,5.56,3.91,53.23,59.77,6.53,20.12,1.43,0.61,3.43,72.81,84.72,11.91,18.38\n7587,19.73,18.91,5.77,86.4,106.12,19.72,29.48,17.93,8.11,1517.05,12.14,13.15,790.69,32.18,27.12,3.07,36.46,40.73,4.27,2.3,2.04,1181.13,82.7,598.62,8.32,2.8,1.22,4.78,2.55,3.32,101.86,132.52,30.67,7.52,3.85,53.6,64.12,10.52,21.4,1.54,1.18,3.27,52.53,59.79,7.26,28.07\n7588,19.49,19.42,5.51,84.41,106.59,22.18,29.93,13.58,8.02,1466.68,12.6,15.18,731.5,32.18,25.69,3.32,25.38,27.32,1.94,2.56,1.98,1170.36,55.65,458.63,7.7,2.36,1.12,5.17,2.06,3.23,71.45,84.69,13.25,7.41,3.86,41.0,48.09,7.09,24.07,1.66,1.66,3.37,33.6,40.12,6.51,40.68\n7589,26.46,16.19,5.42,70.84,82.13,11.29,28.2,12.09,8.05,1428.53,10.59,18.06,558.69,32.18,23.75,2.95,23.17,24.73,1.56,2.24,1.36,1182.65,51.62,421.35,6.65,2.81,1.07,6.33,4.85,3.19,66.92,77.34,10.42,6.3,3.73,33.64,38.88,5.24,24.47,1.77,1.59,3.28,18.37,24.35,5.98,50.54\n7590,29.23,20.28,5.76,65.33,75.97,10.64,24.29,11.32,7.97,1579.4,5.67,13.67,589.35,32.18,28.98,2.97,25.84,28.15,2.31,2.46,1.69,1236.29,46.38,536.77,4.96,2.0,1.02,6.4,5.36,3.21,49.55,60.15,10.6,5.44,3.75,28.9,33.94,5.04,28.06,4.37,1.11,3.0,15.83,21.9,6.07,47.63\n7591,24.66,22.67,5.5,25.97,27.78,1.81,22.24,9.42,8.15,1602.22,5.28,10.44,643.57,32.18,38.44,3.03,39.68,41.74,2.06,2.75,2.21,1428.68,36.82,548.06,6.31,2.12,1.05,5.72,5.3,3.28,62.42,90.26,27.84,4.17,3.72,25.31,30.71,5.4,29.38,6.63,0.78,3.39,21.0,27.97,6.97,41.32\n7592,21.22,16.54,5.82,31.0,32.66,1.66,18.42,10.13,8.22,1672.6,5.94,18.12,860.0,32.18,29.51,2.99,53.5,62.71,9.21,2.52,1.5,1404.34,34.61,744.79,6.68,3.0,1.15,5.5,4.11,3.38,73.71,112.9,39.19,5.06,3.86,65.76,104.44,38.68,19.12,4.73,0.55,3.25,41.24,53.72,12.48,27.66\n7593,20.46,11.96,5.24,39.65,44.39,4.74,15.43,10.11,8.4,1714.07,5.59,16.06,1286.55,32.18,27.95,3.42,88.76,153.82,65.06,2.15,1.35,1332.41,35.69,1227.02,5.86,2.89,1.58,5.49,3.11,3.69,114.95,202.05,87.1,5.07,4.06,89.08,151.64,62.56,13.89,3.75,0.69,3.69,106.85,191.12,84.27,16.42\n7594,28.58,10.95,5.82,64.28,92.46,28.18,14.55,8.58,8.31,1630.9,7.07,17.08,2054.99,32.18,27.14,3.43,95.26,166.22,70.96,2.3,1.33,1422.62,58.83,1099.65,6.82,2.42,1.62,5.71,4.78,3.83,120.19,226.66,106.47,3.85,4.38,107.64,201.64,93.99,14.88,3.45,2.61,3.96,144.83,290.77,145.94,16.17\n7595,28.4,23.23,5.98,118.79,230.87,112.08,20.3,12.04,8.38,1674.41,9.92,19.79,1343.78,17.16,26.16,3.67,96.57,173.71,77.14,2.13,1.73,1296.76,64.86,838.86,5.65,3.66,1.82,22.77,5.34,3.62,97.21,170.13,72.92,5.87,3.96,49.6,77.62,28.02,24.4,9.02,3.99,3.7,133.3,247.38,114.08,18.05\n7597,48.52,29.79,5.76,103.32,185.25,81.93,47.95,28.59,9.34,1947.63,10.32,26.35,882.11,37.45,16.38,3.37,81.98,125.05,43.07,3.22,2.23,1275.78,31.37,551.97,3.89,3.03,1.62,36.86,5.66,3.48,95.56,156.54,60.98,15.71,3.06,85.62,202.18,116.56,85.75,39.9,6.85,3.67,91.46,144.94,53.48,25.54\n7598,48.19,29.92,6.33,112.62,195.01,82.39,56.01,29.58,9.05,1734.17,15.13,24.68,969.45,39.53,25.69,2.81,42.2,55.18,12.98,2.52,2.05,1261.09,21.96,660.16,6.39,4.99,1.7,63.66,6.86,3.45,108.24,171.48,63.24,20.02,4.08,24.77,33.82,9.05,32.2,66.42,9.33,3.98,93.67,150.34,56.66,28.03\n7599,43.82,31.17,6.11,97.08,154.12,57.04,57.2,24.63,9.05,1831.28,7.09,31.93,773.69,43.78,44.63,3.02,27.01,33.0,5.99,2.75,1.6,1358.55,16.13,654.76,20.19,4.47,1.8,62.71,6.67,3.44,107.73,156.14,48.41,29.41,4.66,29.25,39.47,10.22,33.28,70.32,10.51,3.65,76.0,107.54,31.54,29.65\n7600,38.39,34.31,6.34,107.54,171.99,64.45,64.24,24.49,9.17,1887.56,6.3,41.0,759.98,44.53,52.84,2.98,42.89,48.64,5.75,2.44,1.43,1614.64,25.18,674.02,39.98,3.14,1.79,50.84,7.74,3.38,105.33,143.35,38.02,27.24,4.47,29.54,39.24,9.69,27.51,59.2,13.65,3.78,59.58,76.97,17.39,33.05\n7601,44.85,28.89,6.43,107.32,163.96,56.64,71.61,27.26,9.53,2287.74,5.28,31.75,965.7,48.09,54.25,3.3,81.85,103.86,22.01,2.46,0.78,1395.3,36.84,1195.81,36.37,4.63,2.09,48.9,12.83,3.3,94.02,119.11,25.09,26.98,4.12,40.97,53.63,12.66,18.02,46.6,12.51,3.91,92.03,137.95,45.92,15.16\n7602,59.86,41.32,6.82,97.39,138.35,40.96,76.49,31.21,9.27,2494.68,6.09,35.91,1246.14,48.81,60.48,3.27,102.08,163.99,61.91,2.51,0.82,1416.33,60.49,1230.63,55.42,3.12,2.0,35.51,10.02,3.4,104.8,138.49,33.69,32.6,4.05,47.98,68.13,20.15,13.62,73.12,9.26,4.75,127.5,221.95,94.44,10.5\n7603,65.12,48.64,6.55,102.91,149.02,46.11,67.07,27.51,9.07,2447.62,4.62,55.8,1463.89,44.2,88.33,3.27,70.98,96.56,25.58,2.1,0.95,1477.17,114.01,1784.08,44.79,2.62,2.43,39.2,8.2,3.32,96.11,123.47,27.36,37.81,4.52,77.51,124.84,47.33,5.5,107.01,18.02,4.71,131.75,243.98,112.23,9.21\n7604,71.76,61.54,7.11,105.45,159.08,53.63,61.59,28.63,9.27,2583.8,5.05,58.07,1944.54,36.19,82.87,3.23,82.31,119.48,37.17,2.49,1.01,1355.23,179.29,3389.79,40.59,4.19,2.69,27.61,11.17,3.59,105.05,143.38,38.33,45.26,4.69,88.15,155.46,67.31,4.12,109.05,24.08,5.01,159.31,321.24,161.93,10.29\n7605,83.31,66.34,6.39,91.06,121.54,30.48,62.2,32.28,9.13,2616.09,5.81,58.54,1689.73,28.43,79.6,3.13,95.84,156.32,60.48,2.05,1.31,1262.11,177.75,1884.75,46.37,2.94,2.83,19.66,10.0,3.55,113.18,172.51,59.33,49.76,4.11,71.8,117.72,45.92,4.38,113.85,27.56,5.5,171.19,370.34,199.15,8.92\n7606,84.98,42.91,6.62,123.02,205.14,82.12,62.38,29.98,8.82,2170.08,7.26,54.72,1185.92,23.84,81.96,3.05,56.45,71.99,15.54,2.23,1.39,1251.76,183.39,1256.69,44.89,2.85,2.34,20.6,8.42,3.33,70.43,97.86,27.43,48.42,3.88,23.57,34.31,10.75,21.92,110.22,41.13,4.84,137.34,279.8,142.46,12.84\n7607,69.71,59.71,6.7,125.52,213.26,87.74,49.3,21.47,8.4,2001.62,8.46,43.28,640.53,19.61,56.05,3.26,58.66,77.37,18.71,2.67,0.84,1222.9,155.08,528.27,32.83,2.91,2.15,24.82,7.35,3.11,58.2,77.23,19.04,38.37,3.83,52.4,66.2,13.81,15.3,86.55,40.19,3.77,30.06,38.89,8.84,35.45\n7608,69.44,46.85,6.65,85.1,123.69,38.59,36.21,16.27,8.26,1799.7,9.69,30.71,743.51,14.29,52.47,2.84,42.95,49.21,6.26,2.56,0.43,1243.53,110.41,398.18,18.11,2.12,1.39,18.38,7.28,3.21,63.88,84.12,20.24,29.47,3.88,52.74,68.04,15.3,11.84,62.71,28.14,3.49,42.78,51.32,8.54,27.43\n7609,66.62,48.13,5.92,42.13,49.44,7.31,28.99,12.73,8.17,1698.3,15.85,27.92,679.29,10.76,44.41,3.02,39.68,44.64,4.96,2.75,0.21,1197.91,104.3,301.38,13.01,1.91,1.25,13.34,7.11,3.08,72.96,87.13,14.17,22.3,3.79,29.96,36.8,6.84,18.92,48.53,19.91,3.54,41.97,49.25,7.27,27.13\n7610,58.02,44.6,5.61,39.15,44.12,4.97,25.12,11.25,8.28,1524.45,12.9,21.12,613.6,8.15,37.58,2.23,30.59,33.68,3.09,2.64,0.83,1176.11,67.74,221.04,11.48,3.4,1.22,10.09,6.46,3.4,56.31,81.28,24.97,16.0,3.36,27.4,35.26,7.86,21.58,34.8,14.53,3.13,42.81,50.35,7.54,30.41\n7611,35.65,28.68,5.62,31.24,34.79,3.55,18.8,12.12,8.07,1422.93,14.1,15.74,549.98,6.12,32.4,2.41,29.04,31.47,2.43,2.26,1.17,1185.08,43.04,192.31,8.32,2.97,1.19,7.38,5.87,3.33,34.49,48.69,14.2,11.6,3.22,9.49,14.33,4.84,35.9,28.7,10.6,2.85,19.18,24.89,5.7,42.26\n7612,24.42,22.94,4.81,27.56,32.28,4.72,16.99,12.32,8.1,1295.69,15.3,11.6,506.51,4.28,36.4,2.4,23.23,25.19,1.96,2.41,1.5,1200.4,50.15,127.82,8.65,2.63,1.24,5.64,5.47,3.35,34.35,45.18,10.83,8.26,3.22,6.31,10.52,4.21,38.24,21.58,7.47,2.84,17.85,23.44,5.59,39.63\n7613,26.7,15.76,4.45,16.38,18.08,1.7,18.05,9.52,7.94,1215.27,16.35,11.69,528.58,3.48,26.18,2.28,17.68,19.35,1.67,2.27,1.25,1198.16,35.56,185.71,7.69,4.0,1.26,5.73,3.98,3.37,29.68,37.3,7.62,6.2,3.37,5.47,9.36,3.89,39.28,15.1,5.23,2.89,20.1,25.76,5.65,37.19\n7614,24.02,12.21,4.5,18.63,20.11,1.48,13.89,8.04,7.78,1199.46,17.24,9.43,544.73,2.97,20.17,2.22,15.51,16.98,1.47,1.25,1.16,1207.95,25.92,156.29,6.07,2.71,1.28,4.92,2.82,3.59,26.08,32.49,6.41,4.76,3.36,8.13,13.46,5.33,37.51,10.79,3.81,2.94,21.59,27.45,5.86,37.27\n7615,18.86,10.71,4.57,16.88,17.48,0.6,10.85,6.65,8.05,1318.15,10.62,7.64,564.18,2.35,17.39,2.31,17.78,19.87,2.09,1.68,1.24,1233.39,26.58,162.6,5.44,2.32,1.32,4.57,2.93,3.49,38.12,52.61,14.49,3.46,3.3,14.74,21.46,6.72,32.84,7.84,2.8,3.0,29.7,36.52,6.82,33.71\n7616,16.73,8.85,4.62,14.91,15.51,0.6,9.52,5.54,8.34,1674.84,6.6,5.46,557.96,2.33,12.42,2.26,39.06,44.35,5.29,1.94,1.0,1304.62,19.27,286.35,6.09,3.4,1.38,4.64,2.66,3.62,73.1,103.06,29.96,2.89,3.38,23.34,30.26,6.92,27.01,5.49,1.96,2.85,32.11,39.46,7.35,34.27\n7617,18.11,6.67,4.88,23.95,25.57,1.62,10.49,6.89,8.72,1867.75,6.8,4.67,715.84,2.09,12.02,2.42,57.39,71.72,14.33,2.15,0.54,1343.47,20.29,799.17,9.19,2.64,1.54,4.2,2.01,3.64,94.51,130.19,35.68,2.91,3.19,43.38,61.98,18.6,21.12,4.36,1.38,3.29,76.24,114.53,38.3,18.63\n7618,22.42,5.98,4.8,47.56,53.44,5.88,14.0,8.83,8.69,1895.24,8.06,4.45,951.56,1.83,14.85,2.52,66.84,88.46,21.62,1.99,0.89,1404.42,53.88,1056.3,12.56,2.62,1.61,6.28,5.05,3.88,107.53,167.64,60.1,2.4,3.43,34.18,47.61,13.44,26.44,3.78,0.96,3.25,92.11,152.54,60.43,18.53\n7619,22.77,5.52,4.74,75.98,97.92,21.94,20.25,7.71,8.98,1922.55,7.65,9.07,908.55,1.68,11.03,2.38,61.09,84.49,23.4,2.33,1.6,1409.44,33.63,962.79,8.25,3.86,1.8,15.69,5.31,3.86,99.74,151.28,51.53,3.15,3.58,14.4,23.93,9.53,41.14,2.78,0.67,3.64,93.84,162.54,68.7,20.83\n7620,18.94,8.08,4.8,72.82,93.48,20.66,31.08,7.14,8.88,1796.53,9.64,11.9,657.51,1.22,9.74,2.65,63.11,87.57,24.46,2.7,0.93,1476.56,23.54,684.89,8.39,3.09,1.73,11.18,5.37,3.81,40.82,59.83,19.02,3.1,3.6,13.63,23.19,9.56,42.7,4.38,0.85,3.28,42.53,64.95,22.42,38.45\n7621,20.61,10.4,5.44,67.6,85.64,18.04,35.13,8.19,8.41,1639.26,12.56,9.4,563.68,1.29,13.05,2.57,54.26,74.11,19.85,4.45,2.23,1491.64,16.45,393.21,7.61,2.67,1.73,8.58,5.06,3.88,18.19,26.21,8.02,2.25,3.73,14.38,25.81,11.43,43.13,6.41,1.13,3.36,34.06,52.52,18.46,47.74\n7622,25.94,19.04,5.72,40.24,48.91,8.67,33.65,9.28,8.5,1609.55,16.98,7.4,636.87,2.55,16.09,2.82,23.22,28.34,5.12,3.3,2.09,1294.15,11.54,259.12,8.26,6.04,1.74,21.22,4.49,3.84,18.14,27.41,9.27,3.32,3.73,16.94,27.46,10.52,47.0,5.93,0.96,3.51,26.94,41.06,14.13,52.79\n7623,23.74,21.46,5.24,22.56,27.31,4.75,30.46,7.41,8.77,1592.98,16.08,5.62,626.46,3.63,12.59,2.3,26.32,31.02,4.7,2.19,2.42,1339.61,8.12,294.12,8.43,3.93,1.65,14.86,5.14,3.75,21.38,32.81,11.43,3.63,3.57,13.34,20.92,7.59,49.15,5.62,0.67,3.34,25.96,40.02,14.07,57.58\n7624,18.9,14.54,5.04,17.69,20.55,2.86,22.06,6.4,9.19,1644.8,16.3,4.7,592.24,3.17,11.36,2.46,25.24,29.7,4.46,4.79,1.98,1314.99,6.44,323.28,8.63,2.83,1.62,10.4,5.56,3.81,24.1,33.19,9.09,3.18,3.71,12.96,21.67,8.72,51.28,4.18,0.47,3.28,29.88,44.52,14.64,58.45\n7625,16.08,10.4,5.3,21.17,25.53,4.36,20.07,5.14,9.13,1690.69,13.57,9.46,658.58,2.52,8.04,2.76,24.91,27.44,2.53,3.64,1.79,1319.04,5.13,289.46,10.43,3.84,1.57,8.09,4.95,3.8,34.14,52.74,18.6,2.79,4.05,15.04,26.9,11.87,52.95,3.16,0.68,3.33,29.57,42.02,12.45,56.65\n7626,13.62,8.77,5.31,19.04,22.37,3.33,20.92,5.7,9.02,1850.98,8.46,8.25,657.42,2.0,8.16,2.4,26.19,29.13,2.94,1.92,0.98,1370.11,4.66,337.75,20.72,2.27,1.56,29.24,4.37,3.9,39.88,56.2,16.31,2.21,4.19,21.55,33.94,12.39,48.94,2.37,0.81,3.45,48.88,64.6,15.72,45.94\n7627,12.42,8.56,5.12,26.48,32.76,6.28,18.9,8.56,9.39,2123.06,6.26,5.88,781.96,1.4,11.69,2.92,56.39,64.03,7.64,1.83,0.49,1569.14,4.27,927.31,21.56,2.35,1.74,20.47,3.96,3.93,76.59,95.03,18.43,1.59,3.77,41.54,55.74,14.2,37.87,2.34,0.65,3.38,57.78,76.59,18.81,37.82\n7628,21.04,7.34,5.34,41.5,48.79,7.29,26.65,10.54,9.34,2529.48,5.88,12.82,907.81,0.98,11.63,2.69,99.65,140.34,40.69,1.79,0.26,1570.01,8.42,3266.57,19.53,3.36,2.24,14.4,3.67,4.27,142.68,211.0,68.31,3.67,4.25,101.81,158.82,57.02,8.11,5.83,0.67,3.52,110.54,171.09,60.55,17.78\n7629,33.05,6.18,5.15,84.53,109.46,24.93,35.45,15.94,9.36,2674.11,5.37,10.82,1361.38,0.7,15.72,3.38,114.17,178.28,64.11,2.35,0.96,1717.5,44.04,6256.95,27.46,3.09,2.38,13.25,3.56,4.73,169.38,294.16,124.78,21.36,5.03,160.33,338.84,178.51,4.49,18.57,0.8,4.26,153.86,299.98,146.12,16.68\n7630,34.14,21.68,5.29,112.01,164.81,52.8,39.31,20.84,9.1,2278.99,5.67,18.12,2153.1,1.0,21.37,3.48,134.6,237.78,103.18,2.33,1.48,1811.71,85.58,6789.41,45.02,2.99,3.27,44.1,5.32,4.97,188.05,363.68,175.63,50.52,4.65,118.17,236.94,118.77,3.84,31.15,1.52,4.61,155.06,317.08,162.01,16.64\n7631,45.06,30.76,5.01,101.84,155.91,54.07,39.5,17.46,8.67,2091.68,5.45,45.56,2386.51,2.88,24.35,3.67,158.69,305.96,147.27,2.18,1.05,1702.37,97.51,6521.01,44.06,2.71,2.94,65.01,9.86,5.38,218.41,454.62,236.22,54.58,4.31,107.62,208.32,100.7,3.76,42.78,1.82,4.45,149.36,311.45,162.09,16.35\n7632,54.67,33.48,4.83,86.8,123.88,37.08,38.71,17.59,8.33,1963.75,5.4,53.55,2463.05,3.84,21.9,3.83,182.39,379.27,196.88,1.9,1.85,1675.54,120.05,6161.56,71.82,2.55,3.66,60.05,7.83,5.22,197.44,407.11,209.66,53.62,4.67,141.72,315.54,173.82,4.0,59.35,6.36,3.86,113.61,215.73,102.11,16.43\n7633,47.31,29.51,5.09,97.63,147.63,50.0,35.91,23.51,8.23,1912.32,5.21,57.58,3230.79,3.57,26.88,3.88,172.08,366.56,194.48,1.68,1.76,1729.28,151.86,4695.0,57.63,2.18,3.3,70.23,7.28,4.26,97.58,179.93,82.35,56.02,4.77,141.23,326.34,185.1,3.95,54.24,13.47,3.36,92.8,159.16,66.36,16.38\n7634,38.06,18.76,5.44,118.9,203.84,84.94,32.31,25.29,8.47,1751.97,5.18,63.04,3302.75,3.64,35.78,4.09,176.56,382.19,205.63,1.39,1.38,1497.76,141.24,3414.93,61.25,2.23,3.5,56.58,14.04,3.13,69.18,113.26,44.08,55.4,4.04,127.12,290.97,163.85,3.6,44.74,13.34,3.25,81.92,143.59,61.67,16.49\n7635,38.74,22.53,5.37,90.85,139.98,49.13,29.03,23.95,8.6,1718.54,5.68,67.65,2704.84,2.88,36.51,3.39,144.09,293.83,149.74,2.3,1.94,1274.12,153.11,2277.5,36.12,1.8,3.4,36.88,10.77,3.22,64.86,99.1,34.24,52.81,3.92,110.55,246.8,136.25,3.42,51.59,9.41,3.96,94.61,191.0,96.38,16.36\n7636,53.68,22.15,5.18,108.44,195.5,87.06,26.51,18.8,8.69,1745.08,5.18,76.03,2663.8,2.5,39.04,3.73,132.22,281.87,149.65,3.76,3.04,1260.38,140.68,1952.71,46.11,1.84,3.37,27.09,9.14,3.1,64.91,98.71,33.8,42.12,3.75,100.74,228.74,127.99,3.57,52.69,8.19,3.4,83.72,151.7,67.98,16.5\n7637,62.05,15.76,4.3,74.4,113.92,39.52,28.6,16.07,8.76,1613.74,5.6,70.54,2497.28,2.52,41.02,3.51,115.02,242.23,127.21,2.21,1.75,1320.11,125.23,1167.93,47.52,2.21,3.19,25.74,8.17,3.22,60.02,88.48,28.46,33.29,3.63,95.33,213.43,118.1,3.43,43.22,7.23,2.93,54.87,78.2,23.33,16.36\n7638,62.92,27.9,4.43,65.2,95.86,30.66,33.04,13.65,8.63,1601.94,5.48,60.61,1765.84,2.25,39.37,3.48,109.53,226.79,117.26,2.38,1.57,1292.28,94.27,905.15,40.34,2.5,3.21,18.02,6.63,3.03,49.22,74.72,25.5,33.33,3.39,63.55,121.83,58.28,3.25,34.76,5.05,2.99,50.32,75.81,25.5,16.16\n7639,53.37,40.73,4.31,53.42,67.69,14.27,24.33,15.58,8.61,1652.66,5.6,60.94,1591.8,1.7,39.74,2.93,86.59,167.33,80.74,1.74,1.16,1307.45,93.59,880.93,44.71,2.64,2.84,12.61,5.69,3.23,63.29,111.27,47.98,27.91,3.28,55.95,95.88,39.93,3.76,29.49,3.58,3.63,96.82,213.35,116.53,16.31\n7640,45.13,36.85,3.82,47.53,55.08,7.55,21.15,19.19,8.91,2015.85,5.28,41.85,1588.71,1.75,35.2,2.93,71.92,124.81,52.89,1.79,1.83,1416.88,87.52,1232.5,36.46,2.74,3.14,9.02,5.46,3.41,84.46,173.73,89.27,19.76,3.27,45.51,65.47,19.96,11.34,21.3,2.56,3.07,61.77,100.78,39.02,16.36\n7641,40.92,35.25,4.18,48.59,64.12,15.53,25.41,18.36,8.83,1834.53,5.85,39.06,1884.5,1.7,28.87,3.71,143.85,326.79,182.94,2.08,2.02,1462.35,60.85,2397.82,33.14,2.09,3.68,12.36,4.72,3.65,95.21,206.9,111.7,19.19,3.96,121.46,251.07,129.61,4.07,24.15,1.78,3.58,94.59,203.24,108.65,16.34\n7642,35.27,33.32,4.59,77.2,139.35,62.15,31.89,16.97,8.9,1862.99,6.07,43.46,2361.18,3.7,30.81,4.13,152.97,342.69,189.72,1.18,1.14,1406.23,63.44,2672.06,29.94,2.04,3.75,27.21,4.2,3.86,114.7,253.22,138.52,16.96,4.31,136.26,305.79,169.53,4.6,31.68,3.87,4.18,156.91,369.76,212.86,17.67\n7643,44.86,27.54,5.32,109.0,214.21,105.21,38.96,17.48,9.06,1950.78,7.29,51.1,2120.06,12.32,42.23,3.98,143.04,301.64,158.6,0.59,0.57,1282.29,93.49,1592.29,20.73,5.54,3.95,59.66,3.89,3.95,124.85,279.55,154.7,35.0,4.75,151.14,328.21,177.06,6.95,48.74,12.87,4.95,203.16,465.24,262.07,17.85\n7644,56.65,27.35,5.77,111.8,228.94,117.14,45.3,13.9,9.55,2091.03,7.93,72.02,1443.98,16.39,50.29,3.37,139.52,267.86,128.34,1.08,0.85,1260.93,66.7,1322.46,15.01,8.37,3.48,59.37,4.64,3.38,71.72,141.17,69.45,72.44,4.38,29.28,44.68,15.39,33.59,77.7,23.81,4.39,179.82,366.08,186.26,20.84\n7645,57.83,41.18,6.11,110.89,219.19,108.3,44.78,12.02,9.47,1928.44,11.04,53.62,1050.0,16.52,50.72,3.39,124.81,215.04,90.23,1.99,1.64,1282.56,38.47,1192.58,17.16,5.3,2.69,67.56,6.12,3.81,102.73,171.18,68.46,62.81,8.48,20.11,31.51,11.4,40.48,79.57,28.39,3.68,100.28,166.16,65.89,29.45\n7646,78.81,24.59,6.79,107.6,194.69,87.09,45.33,9.33,9.07,1844.46,13.52,43.31,841.34,18.66,53.79,3.24,104.76,160.6,55.84,2.02,1.51,1272.49,30.34,833.48,11.09,6.74,2.49,67.7,26.85,3.79,71.35,101.08,29.74,46.14,7.48,22.06,34.1,12.04,42.3,69.68,24.24,3.66,64.64,100.09,35.45,38.71\n7647,89.43,53.2,6.58,82.22,126.11,43.89,42.77,12.23,9.07,1765.58,11.66,36.51,696.16,16.73,49.33,2.96,68.34,93.09,24.75,2.3,1.76,1264.14,33.61,623.73,8.93,5.41,2.31,53.03,35.78,3.59,51.28,77.17,25.89,40.46,6.32,20.44,30.8,10.36,43.89,60.68,17.09,3.67,63.27,93.98,30.71,40.17\n7648,71.94,69.7,6.11,62.52,84.62,22.1,44.69,18.64,9.47,1882.32,10.06,32.95,715.54,17.25,46.64,2.92,62.1,81.88,19.78,2.7,0.99,1265.3,28.28,538.67,20.97,4.29,2.33,42.94,27.16,3.58,46.2,69.15,22.95,31.07,6.71,23.59,35.84,12.26,46.22,45.75,12.16,3.65,54.68,78.83,24.15,45.51\n7649,57.84,39.07,5.8,41.86,52.2,10.34,49.58,15.88,9.76,2028.84,8.49,27.75,719.67,15.82,40.1,3.01,65.5,83.29,17.79,2.57,1.18,1258.41,30.04,676.94,17.79,5.71,2.3,46.47,23.52,3.51,46.87,68.45,21.58,22.18,6.04,22.81,32.68,9.86,51.21,40.38,8.57,3.74,48.68,67.06,18.38,48.93\n7650,50.9,32.69,6.05,35.92,43.05,7.13,48.89,16.35,9.94,2465.65,5.95,32.03,754.41,11.13,39.95,2.97,74.55,91.02,16.47,2.65,1.28,1419.55,31.57,796.4,39.59,3.89,2.38,32.77,17.36,3.56,63.76,87.2,23.44,16.34,6.02,40.49,54.49,14.0,38.58,43.71,6.51,3.52,59.61,77.48,17.88,40.23\n7651,44.79,27.48,5.8,36.11,43.53,7.42,52.86,21.75,10.02,2872.24,6.11,29.3,961.71,9.61,40.65,3.15,106.25,151.19,44.94,2.76,1.51,1703.2,28.78,2978.98,42.04,2.26,2.58,22.98,13.05,3.78,116.98,163.89,46.9,11.83,5.55,81.36,121.41,40.05,15.7,39.16,5.05,3.74,92.71,124.22,31.51,24.33\n7652,34.47,17.1,6.0,47.64,55.39,7.75,58.94,26.1,10.29,3753.88,5.73,25.82,1188.59,11.57,40.86,3.76,177.41,330.8,153.39,2.34,2.27,1450.23,46.93,6624.32,60.55,3.38,2.94,16.13,10.04,4.36,191.86,337.22,145.35,18.49,6.02,191.81,412.08,220.28,4.34,34.53,3.54,4.99,204.81,429.12,224.31,16.96\n7653,33.37,11.54,5.86,117.49,178.04,60.55,73.06,38.03,11.31,5178.0,6.04,27.62,2603.91,11.5,47.51,4.72,235.25,486.17,250.92,1.27,2.53,1353.97,45.28,6904.47,68.12,2.38,3.85,13.59,7.93,4.87,240.82,483.16,242.35,49.59,5.29,197.5,426.2,228.7,4.38,59.27,6.05,5.73,243.82,538.56,294.75,16.72\n7654,50.97,20.92,6.63,237.32,493.01,255.69,93.68,39.8,11.05,4870.22,6.53,41.19,2583.95,9.23,44.54,3.07,65.18,82.08,16.9,1.91,2.08,1311.09,77.19,6448.6,86.08,2.0,3.75,42.07,6.54,4.08,141.52,261.21,119.69,62.38,4.51,133.32,250.38,117.06,4.14,94.44,19.52,6.21,221.41,486.74,265.32,16.62\n7655,73.78,47.23,7.04,289.28,644.91,355.63,102.24,33.86,11.07,5220.11,6.2,51.14,1882.17,7.95,36.05,3.17,68.93,84.02,15.09,1.9,1.61,1308.66,130.26,5320.85,65.9,3.56,4.17,43.69,7.24,3.81,106.01,189.03,83.02,59.57,3.77,103.98,172.61,68.63,4.07,96.17,25.01,4.35,159.2,322.07,162.87,16.34\n7656,55.84,51.46,7.37,326.55,752.25,425.7,105.32,38.78,11.12,5332.45,5.26,48.23,2558.36,6.34,32.51,2.78,72.64,92.83,20.19,1.05,1.71,1296.44,198.98,4146.75,73.03,3.26,3.7,31.03,5.98,3.72,104.14,194.21,90.07,57.19,3.61,101.8,176.06,74.26,3.72,91.42,17.5,5.89,194.87,441.01,246.14,16.47\n7657,63.22,25.35,6.08,164.94,335.95,171.01,102.26,37.8,10.38,4596.77,5.6,45.74,3367.45,5.0,32.86,5.0,246.78,548.69,301.91,1.94,1.61,1289.04,235.87,3774.61,70.4,3.06,4.69,35.4,5.69,3.78,103.81,187.63,83.82,51.7,3.8,100.6,180.33,79.73,3.59,90.15,20.75,5.72,181.46,418.35,236.89,16.54\n7658,66.28,62.25,5.38,108.76,189.64,80.88,95.44,32.47,10.05,4150.95,5.63,43.66,2631.19,6.41,56.46,4.65,239.48,545.62,306.14,6.75,5.88,1240.27,208.43,3092.26,64.44,3.65,4.8,45.7,10.92,4.01,109.41,202.1,92.69,42.88,3.72,74.55,113.58,39.03,3.43,98.59,29.37,5.54,183.17,433.23,250.06,16.62\n7659,90.99,63.23,5.09,114.1,204.55,90.45,88.07,34.05,9.77,3655.98,5.3,46.65,4163.09,7.77,70.11,5.71,239.15,542.39,303.24,10.66,9.98,1223.0,206.9,2605.31,82.25,2.74,5.91,38.27,8.6,3.8,75.02,123.05,48.02,41.41,3.98,114.41,237.15,122.74,3.94,119.06,37.31,5.59,190.38,461.26,270.88,16.64\n7660,75.4,66.14,5.07,83.93,130.93,47.0,78.87,27.29,9.2,3115.67,5.46,59.7,4156.47,6.41,70.63,5.05,224.94,521.44,296.5,9.21,9.44,1223.92,203.83,1524.38,86.81,2.2,5.93,27.54,7.99,3.63,77.5,130.41,52.91,41.93,3.98,121.53,269.71,148.19,3.52,119.13,49.71,4.94,161.35,384.03,222.68,16.38\n7662,57.95,53.31,5.05,79.62,132.35,52.73,63.19,29.15,9.08,2623.07,5.37,64.72,3377.53,4.62,70.85,3.42,135.31,287.45,152.14,3.35,2.93,1236.67,165.72,880.81,80.7,2.43,5.14,19.71,5.73,3.82,84.56,162.17,77.6,40.53,3.4,83.14,176.69,93.56,3.45,104.5,39.89,3.49,108.05,235.4,127.35,16.2\n7663,43.89,41.18,4.71,65.06,97.91,32.85,51.44,28.17,9.13,2430.61,4.77,64.66,1961.78,3.87,61.1,3.35,106.41,209.05,102.64,1.68,1.46,1255.12,174.77,681.46,58.56,2.02,3.91,26.02,5.64,4.01,84.72,165.32,80.6,35.82,3.27,67.61,134.7,67.09,3.62,83.94,39.41,3.83,119.75,261.18,141.43,16.51\n7664,43.46,33.26,4.68,68.15,111.11,42.96,47.82,27.18,9.86,3210.02,5.63,44.27,1043.02,3.52,43.81,3.37,119.6,247.15,127.55,0.83,0.73,1290.64,151.68,628.77,34.72,2.35,3.71,37.28,5.35,4.41,113.17,238.78,125.61,25.29,3.34,72.78,140.77,67.99,3.26,69.11,31.83,3.22,104.23,212.66,108.43,16.21\n7665,50.84,35.0,4.68,87.56,161.26,73.7,57.8,21.41,10.39,3551.33,6.46,42.05,1803.27,2.81,37.71,3.09,124.12,246.16,122.04,0.98,1.68,1386.6,99.16,1166.84,39.57,2.57,2.76,29.01,4.64,4.7,148.68,324.18,175.51,26.62,3.61,93.91,187.75,93.83,3.73,68.25,28.57,3.18,130.43,256.93,126.49,16.73\n7666,51.24,47.69,5.45,117.19,243.79,126.6,60.84,15.3,10.56,3325.25,6.64,31.66,1067.74,2.33,37.02,4.41,215.83,483.57,267.74,5.03,1.99,1341.22,106.37,1746.62,31.69,2.77,2.83,43.76,4.2,4.72,154.1,333.17,179.07,31.21,4.53,135.97,290.78,154.81,4.46,61.76,30.81,3.49,160.4,328.92,168.52,17.22\n7667,54.74,53.42,6.0,172.01,376.86,204.85,59.34,15.19,10.43,3017.15,6.57,30.59,969.97,1.98,42.78,3.96,159.12,317.97,158.85,3.07,1.11,1603.45,70.09,1841.28,22.68,4.67,2.81,56.06,4.82,4.19,131.91,254.17,122.26,44.73,4.63,82.81,149.86,67.05,13.79,62.93,26.43,3.67,122.83,223.13,100.31,17.73\n7668,70.4,61.8,6.66,179.89,392.94,213.05,59.41,23.24,9.78,2759.43,6.79,30.33,744.77,5.41,51.68,3.77,116.46,207.14,90.68,1.53,0.55,1440.0,43.37,1252.38,32.69,3.75,2.5,38.32,4.77,3.81,104.28,181.64,77.36,52.76,3.85,33.43,51.1,17.67,28.53,70.89,21.23,3.28,79.73,117.62,37.89,20.29\n7669,79.88,58.68,6.12,109.22,194.47,85.25,63.47,30.9,9.7,2709.5,6.16,31.96,834.32,11.3,49.83,3.16,85.88,135.07,49.19,1.48,0.28,1418.09,63.63,1397.97,39.68,2.86,2.55,46.04,7.88,3.76,111.41,182.17,70.76,41.45,3.47,47.28,67.31,20.03,23.28,67.81,20.71,3.17,93.54,153.4,59.86,18.52\n7670,88.18,59.89,6.74,90.36,145.12,54.76,62.56,34.9,9.43,2499.54,6.64,30.47,845.19,11.65,53.23,3.04,91.53,151.53,60.0,2.11,0.89,1459.13,296.97,1538.16,27.9,2.77,2.01,41.79,14.64,3.84,95.71,148.67,52.95,27.98,4.01,33.83,49.98,16.14,24.53,59.49,17.84,2.97,83.86,130.4,46.54,17.98\n7671,91.65,50.88,5.21,59.38,78.97,19.59,49.57,29.76,9.24,2355.97,8.15,30.06,713.74,8.65,59.68,2.57,57.25,76.47,19.22,4.71,5.76,1397.72,51.9,1209.82,17.1,2.28,2.07,30.44,12.18,3.42,78.17,121.26,43.09,21.05,3.67,22.2,33.64,11.44,30.52,47.51,12.98,2.64,70.83,105.71,34.88,24.29\n7672,71.36,55.82,5.32,49.4,62.2,12.8,39.8,21.65,9.24,2126.55,6.77,23.73,726.57,6.69,49.4,2.58,46.61,61.35,14.74,5.36,4.96,1377.1,29.35,1016.4,11.31,2.45,1.94,29.04,10.38,3.63,73.79,114.22,40.43,16.23,3.59,29.37,43.51,14.14,29.25,37.08,9.65,2.88,62.23,98.04,35.82,25.22\n7673,56.87,48.19,5.22,50.53,65.18,14.65,32.22,16.69,9.25,2030.13,6.42,17.04,669.19,5.47,37.05,2.63,42.99,54.0,11.01,3.02,2.65,1430.57,5.91,703.85,9.24,2.47,1.99,22.63,8.46,3.53,42.46,66.04,23.58,11.75,3.31,23.92,38.02,14.1,31.39,29.2,7.0,2.98,51.84,74.79,22.94,29.14\n7675,27.34,26.29,5.39,40.66,54.45,13.79,37.55,11.16,9.25,2327.58,6.32,9.14,651.1,8.99,21.0,3.02,65.19,80.27,15.08,1.42,1.16,1421.06,5.27,885.56,8.77,1.19,2.14,11.7,6.24,3.62,55.96,81.87,25.9,5.77,3.48,18.71,27.38,8.67,43.6,15.04,4.59,3.01,67.26,95.61,28.35,26.91\n7676,22.8,16.92,5.91,33.38,39.86,6.48,38.24,10.62,9.23,2279.19,7.59,10.97,839.81,9.75,21.52,2.41,65.47,78.79,13.32,1.36,3.77,1407.48,44.09,1005.01,7.21,0.56,2.15,8.19,6.05,3.76,53.81,72.35,18.54,4.16,3.23,36.14,47.53,11.4,36.1,10.53,3.62,2.88,78.38,110.27,31.89,22.31\n7677,22.09,11.54,5.39,43.98,51.39,7.41,34.3,8.35,8.99,2120.65,6.45,8.43,751.99,6.99,18.14,2.89,62.59,71.48,8.89,1.42,3.07,1362.8,21.51,1036.96,7.8,5.65,2.12,5.73,5.5,3.62,47.82,66.15,18.33,3.61,3.21,43.85,56.31,12.46,27.11,7.4,2.54,2.61,59.31,73.88,14.57,31.06\n7678,22.11,8.96,5.04,47.81,57.03,9.22,39.16,7.68,8.89,1965.85,6.5,5.93,737.78,5.33,20.52,2.34,69.24,84.22,14.98,0.79,1.63,1371.02,12.31,894.54,10.65,6.03,2.07,4.75,4.01,3.74,58.61,78.0,19.39,2.88,3.24,51.81,81.47,29.67,22.66,5.22,1.78,2.92,49.22,57.72,8.5,33.57\n7679,22.69,14.99,5.32,56.44,68.69,12.25,37.33,7.23,8.8,1913.99,6.33,8.16,678.23,4.5,16.82,2.58,63.06,74.45,11.39,1.65,1.95,1375.02,14.4,1073.11,11.11,4.93,1.94,4.24,2.81,4.04,78.73,99.88,21.15,2.02,3.12,27.4,38.09,10.68,33.56,3.66,1.24,2.85,40.38,47.6,7.22,37.27\n7680,28.42,16.86,5.32,51.07,59.09,8.02,33.57,7.07,8.75,1760.16,6.6,7.0,637.54,3.47,14.89,2.96,60.5,70.11,9.61,2.17,2.39,1387.85,13.03,1737.72,18.82,14.17,1.92,4.2,2.09,4.12,65.05,76.61,11.57,1.76,3.02,49.02,65.14,16.12,19.95,2.88,1.21,3.23,35.48,42.91,7.44,37.05\n7681,28.86,12.23,5.51,59.11,68.57,9.46,28.71,6.99,8.87,1644.23,7.61,10.39,713.31,2.79,14.27,2.7,66.51,82.1,15.59,2.64,2.12,1343.07,46.98,1075.18,21.01,11.09,1.83,4.02,3.46,3.65,58.45,80.26,21.8,1.43,3.09,64.9,86.84,21.94,10.18,2.43,1.52,2.96,56.96,70.95,13.99,23.91\n7696,33.39,32.99,5.54,69.15,98.04,28.89,36.78,16.84,8.75,1564.52,15.3,31.72,648.94,14.18,35.71,3.27,26.64,31.13,4.49,1.71,0.94,1302.4,17.69,588.07,1.56,0.97,1.94,41.3,12.0,3.91,92.93,129.87,36.94,22.17,3.67,18.32,27.67,9.36,49.2,50.57,27.48,4.89,47.86,74.28,26.42,43.95\n7697,29.72,24.35,6.04,68.33,92.46,24.13,31.25,12.96,8.76,1616.88,13.74,24.13,572.59,10.36,33.8,3.2,29.93,33.01,3.08,1.6,1.89,1327.01,15.07,734.98,3.69,0.6,1.8,43.02,9.85,3.64,57.05,76.73,19.69,16.42,3.43,28.97,41.75,12.78,46.82,46.62,22.79,4.47,50.61,73.55,22.94,42.39\n7698,29.49,27.84,5.98,73.65,102.73,29.08,27.96,9.21,8.64,1848.79,11.53,16.96,696.3,7.6,35.36,3.08,33.79,36.0,2.21,2.49,2.69,1403.39,16.56,1170.24,4.52,0.3,1.63,30.37,8.05,3.49,79.05,101.06,22.01,11.79,3.66,35.13,47.0,11.86,38.4,75.28,16.12,4.9,70.78,97.9,27.12,35.37\n7699,31.75,26.43,5.28,25.49,28.67,3.18,22.89,6.9,8.86,2061.78,7.12,14.28,733.29,5.32,32.66,3.2,41.39,44.98,3.59,2.9,2.69,1471.7,15.7,2051.23,5.26,3.05,1.5,21.26,6.78,3.45,105.82,136.39,30.56,8.25,3.55,45.55,57.25,11.7,28.74,114.13,14.92,4.9,100.09,144.51,44.42,25.05\n7700,27.37,17.54,5.18,35.36,38.38,3.02,24.52,5.93,8.51,1964.74,8.21,10.28,765.31,3.83,25.51,3.31,75.33,90.07,14.74,2.72,1.86,1491.7,20.99,1853.08,4.15,3.1,1.48,15.01,6.06,3.44,116.12,150.51,34.39,10.33,3.8,73.51,98.85,25.34,13.61,107.16,13.77,5.12,118.67,178.69,60.02,19.53\n7701,22.64,12.87,4.83,46.22,50.55,4.33,27.07,9.11,8.57,1842.55,8.68,8.07,782.39,4.93,22.68,3.27,67.96,76.63,8.67,2.8,3.0,1403.56,31.89,1548.9,2.8,2.68,1.45,14.33,5.14,3.66,142.74,200.04,57.3,29.35,3.7,84.51,126.81,42.31,4.72,90.38,10.76,4.41,87.52,113.62,26.1,26.39\n7702,24.05,18.02,5.15,48.57,53.58,5.01,28.08,13.66,8.29,1763.95,8.28,13.96,927.67,6.24,17.79,3.24,58.72,63.45,4.73,1.56,1.74,1387.75,23.05,2904.85,19.79,3.37,1.36,26.21,4.55,3.72,151.18,235.21,84.04,31.6,3.75,89.8,149.18,59.38,4.45,73.83,12.31,4.17,54.8,64.33,9.53,36.43\n7703,25.51,18.4,4.59,50.96,56.49,5.53,27.87,17.66,8.21,1593.28,7.81,10.66,938.93,5.15,17.65,3.08,58.82,63.55,4.73,1.98,2.08,1308.97,18.18,2317.76,13.41,3.64,1.56,19.43,4.16,3.85,162.77,264.68,101.91,34.69,4.08,107.88,211.03,103.14,4.0,54.88,42.45,4.16,69.0,86.35,17.35,28.38\n7706,38.35,10.13,4.71,93.59,145.71,52.12,19.53,30.77,8.17,1380.01,9.3,17.12,1625.27,2.54,25.12,2.71,80.03,113.21,33.18,2.34,1.83,1280.8,35.56,645.49,32.31,30.81,1.99,30.49,8.73,4.18,167.64,337.4,169.77,47.75,4.31,122.92,278.23,155.31,3.49,34.65,32.87,3.3,85.37,124.27,38.9,17.16\n7707,40.39,19.12,5.5,159.23,313.32,154.09,22.3,22.4,8.42,1584.38,6.23,17.98,1173.95,1.78,31.38,2.66,77.48,118.01,40.53,1.37,1.01,1262.56,74.19,490.55,24.8,20.12,2.12,24.3,7.45,3.86,111.88,202.15,90.27,49.82,4.32,109.12,241.38,132.25,3.42,37.24,23.12,2.87,73.61,101.55,27.93,17.6\n7708,41.71,30.45,5.81,105.84,177.85,72.01,25.26,16.85,8.59,1560.81,5.56,23.77,1035.05,1.25,26.22,2.48,60.71,80.03,19.32,1.37,1.34,1257.24,100.12,829.22,25.42,20.63,1.92,38.04,10.98,3.36,84.27,124.32,40.05,43.76,3.75,78.4,146.84,68.44,4.78,31.13,16.43,2.89,55.26,65.84,10.58,22.26\n7709,50.86,31.91,5.46,80.11,121.27,41.16,23.99,12.83,8.78,1589.12,5.39,20.47,997.93,0.87,27.37,2.83,63.16,82.49,19.33,5.45,2.1,1297.57,90.36,975.28,20.82,16.01,1.63,34.22,8.7,3.37,71.74,109.32,37.58,34.57,3.4,54.22,74.63,20.41,5.43,21.79,11.64,2.97,57.8,69.14,11.35,19.37\n7710,52.98,33.18,5.62,85.2,133.25,48.05,24.22,10.87,8.6,1423.39,9.38,21.49,1140.78,0.61,24.28,2.9,70.45,103.54,33.09,3.31,1.21,1306.16,64.17,1028.07,16.38,13.1,1.57,23.96,7.05,3.38,63.48,100.91,37.42,30.35,3.26,51.25,73.58,22.33,4.83,16.04,8.41,3.08,59.57,78.54,18.97,19.83\n7711,44.78,32.16,5.46,68.98,92.22,23.24,25.13,12.5,8.47,1348.09,9.01,25.97,1122.5,0.6,23.37,2.72,56.35,71.45,15.1,6.09,1.83,1265.21,71.45,882.55,15.54,11.99,1.5,17.07,6.99,3.37,61.82,99.2,37.39,24.07,3.73,62.46,102.64,40.18,3.36,12.51,6.54,3.28,64.99,97.86,32.87,16.23\n7712,43.68,30.07,5.9,76.12,120.72,44.6,21.04,13.33,8.57,1477.72,5.48,19.45,1110.32,0.82,22.84,2.58,58.67,80.15,21.48,4.57,1.06,1318.38,66.09,1382.47,16.23,8.69,1.57,12.8,6.74,3.49,79.41,143.31,63.9,17.31,3.95,85.06,167.83,82.77,3.16,14.08,4.98,3.47,75.94,137.36,61.42,16.29\n7713,50.29,37.62,5.79,69.28,105.48,36.2,22.07,10.25,8.64,1649.99,5.99,20.07,1184.23,1.26,24.0,2.73,63.1,90.45,27.35,3.35,1.67,1337.24,62.59,2754.54,21.69,11.26,1.96,16.3,5.63,3.58,89.88,170.69,80.81,14.84,4.14,102.15,215.81,113.67,3.56,29.96,9.8,3.72,120.16,263.68,143.52,16.51\n7714,49.7,35.99,5.84,71.13,117.44,46.31,22.54,8.76,8.63,1679.44,6.84,29.52,1711.78,1.67,16.78,2.77,91.76,167.15,75.39,2.26,1.96,1359.29,104.43,2835.33,19.22,9.84,1.95,30.57,5.16,4.31,149.58,327.55,177.97,12.93,4.05,72.06,125.5,53.44,7.55,45.55,19.32,4.62,169.03,381.72,212.69,17.43\n7715,49.43,34.06,5.8,97.18,181.99,84.81,31.67,10.06,9.4,1941.18,6.72,24.89,1526.16,5.62,21.75,2.76,69.21,105.77,36.56,1.19,1.1,1340.58,115.37,2527.19,25.2,18.75,2.22,76.39,6.89,3.76,99.7,200.28,100.59,13.44,4.32,57.91,85.21,27.3,16.43,56.54,21.63,4.95,183.11,402.22,219.12,17.59\n7716,58.45,47.08,6.03,106.04,203.12,97.08,54.22,21.39,9.91,2268.92,7.0,41.6,1196.21,9.8,23.56,3.3,101.15,182.98,81.83,1.76,1.26,1369.15,82.74,2650.48,32.53,14.39,2.2,68.99,5.98,4.14,119.92,237.19,117.26,23.6,4.73,46.61,64.67,18.06,21.14,81.86,30.28,4.57,146.26,284.99,138.73,18.19\n7717,70.11,59.57,7.07,129.69,260.99,131.3,78.89,38.74,10.25,2394.54,6.58,38.59,1088.78,22.37,26.11,3.02,80.38,120.68,40.3,1.03,0.71,1361.44,92.22,2237.61,33.17,14.3,2.17,63.98,7.26,4.91,128.62,243.44,114.82,24.74,4.92,39.45,54.89,15.43,27.2,93.55,39.14,4.46,107.65,183.82,76.17,20.63\n7718,77.78,73.0,6.36,99.92,181.67,81.75,94.94,42.69,10.23,2455.45,6.17,33.33,1317.81,33.13,34.12,3.64,119.41,209.45,90.04,0.51,0.54,1344.54,102.81,2326.75,19.99,13.27,2.36,89.78,24.43,4.35,102.8,175.61,72.81,34.22,5.38,21.48,31.49,10.01,40.35,85.83,33.54,4.59,105.85,168.81,62.95,21.17\n7719,86.81,76.41,7.01,103.21,178.58,75.37,95.96,42.48,10.3,2685.26,7.62,38.32,1494.55,26.52,49.72,3.71,134.46,247.12,112.66,0.71,0.83,1318.9,139.6,2312.92,17.38,13.99,2.41,83.79,18.18,3.87,80.89,134.66,53.76,38.49,6.02,21.18,31.62,10.44,41.8,85.12,30.34,5.46,104.97,165.51,60.54,22.44\n7721,79.52,54.53,6.76,86.94,140.89,53.95,83.28,37.21,9.14,1804.25,16.78,41.64,769.67,18.76,53.8,2.64,27.77,31.96,4.19,1.5,1.14,1284.18,110.29,668.97,16.35,6.72,2.1,68.17,16.89,3.67,115.5,166.22,50.73,24.29,4.97,22.68,33.5,10.82,36.49,73.0,22.78,4.54,71.7,97.28,25.58,32.0\n7722,87.69,64.85,7.02,105.18,173.91,68.73,66.17,41.01,9.0,1788.0,13.87,40.44,660.93,13.86,49.43,2.54,37.78,44.2,6.42,2.56,1.87,1363.03,88.94,760.57,14.63,5.07,1.9,74.68,13.8,3.46,81.83,111.27,29.44,22.16,4.3,23.52,33.73,10.2,33.39,72.67,18.27,4.05,65.6,88.54,22.94,28.34\n7724,48.38,46.53,5.82,31.04,36.41,5.37,41.67,40.4,9.18,2142.56,9.84,29.65,665.67,7.69,45.32,2.4,37.08,41.76,4.68,4.71,6.03,1281.19,351.66,584.87,18.3,9.97,1.47,51.41,9.02,3.23,52.94,70.26,17.33,12.58,3.4,25.84,35.21,9.37,44.77,55.92,15.88,3.58,42.39,55.76,13.38,42.71\n7725,37.15,36.72,5.92,28.16,31.32,3.16,31.27,30.01,8.67,1911.3,13.0,21.26,565.69,6.84,33.15,2.35,51.1,56.56,5.46,4.18,3.82,1298.35,1.62,505.22,12.32,5.22,1.44,33.48,7.22,3.32,55.54,84.49,28.95,9.93,3.44,57.7,76.16,18.46,26.08,37.85,11.14,3.13,39.54,51.11,11.56,42.92\n7726,31.26,22.14,5.26,37.15,44.23,7.08,25.07,22.01,8.88,1839.68,12.45,14.88,648.71,6.7,51.4,2.44,42.16,45.91,3.75,4.08,2.93,1301.74,14.55,599.41,8.33,3.42,1.4,23.44,5.99,3.23,54.39,73.82,19.43,8.13,3.34,73.11,97.76,24.65,17.58,26.91,7.82,3.23,42.7,51.87,9.17,42.4\n7727,25.56,15.13,5.04,36.01,42.26,6.25,21.31,16.05,8.67,1765.5,11.3,10.42,720.07,5.27,37.58,2.26,42.44,44.84,2.4,3.45,1.58,1290.92,29.27,611.47,6.88,3.51,1.31,16.41,5.86,3.2,70.09,99.77,29.68,6.05,3.4,42.28,53.06,10.78,29.69,19.04,5.66,3.08,48.98,57.65,8.68,37.44\n7728,18.84,10.85,4.86,36.21,41.09,4.88,21.41,12.97,8.43,1657.98,14.89,9.37,592.4,4.41,28.04,2.31,41.28,45.44,4.16,1.87,0.79,1266.6,11.3,477.91,6.87,2.67,1.21,11.51,5.04,3.24,68.97,101.82,32.86,4.73,3.25,23.72,31.7,7.97,43.13,13.66,4.45,2.87,50.63,61.11,10.48,37.95\n7729,20.12,16.65,5.17,53.59,59.58,5.99,15.74,11.08,8.49,1574.52,13.86,6.88,629.04,3.7,25.78,2.21,38.4,42.65,4.25,2.18,0.4,1261.51,20.64,325.99,5.57,2.89,1.2,8.78,5.15,3.14,56.79,77.59,20.8,8.58,3.18,24.17,32.42,8.25,28.37,9.66,3.54,2.74,43.12,53.04,9.93,40.32\n7730,23.35,16.05,4.97,47.7,54.65,6.95,11.24,9.61,8.44,1461.54,9.5,5.91,529.89,2.74,30.06,2.95,24.11,27.34,3.23,2.6,0.2,1294.55,17.05,196.47,21.26,3.49,0.98,6.83,4.5,3.4,28.25,41.07,12.82,7.5,2.86,17.82,23.61,5.79,24.72,7.12,2.6,2.73,28.36,36.6,8.24,44.72\n7731,15.91,15.59,4.85,43.96,48.94,4.98,7.97,8.34,8.24,1345.57,8.7,4.45,503.03,1.92,23.06,2.78,13.56,16.6,3.04,2.04,1.27,1286.92,10.29,141.83,16.86,2.62,0.92,4.78,4.05,3.37,19.97,30.32,10.35,6.75,2.98,11.08,16.7,5.61,32.42,5.44,1.82,2.74,15.4,21.72,6.32,36.72\n7732,20.49,11.27,5.52,26.95,30.25,3.3,5.75,7.01,7.92,1243.01,9.5,3.13,535.02,1.34,17.64,2.8,10.88,13.41,2.53,2.25,1.34,1288.37,7.21,120.72,13.03,5.01,0.87,3.75,3.35,3.39,19.93,27.08,7.16,6.23,3.13,10.7,15.27,4.57,32.29,3.81,1.27,2.8,13.7,19.83,6.13,37.37\n7733,21.07,8.96,4.81,18.92,20.85,1.93,4.93,5.26,7.73,1181.99,10.01,7.69,537.23,0.94,13.86,2.67,10.06,12.91,2.85,4.34,2.88,1262.87,5.04,112.25,8.77,5.04,0.83,3.84,2.34,3.36,16.74,25.13,8.39,5.86,4.29,13.07,17.41,4.34,27.58,2.66,0.89,2.89,14.15,20.07,5.92,35.11\n7734,15.75,8.25,4.58,19.21,19.93,0.72,5.07,4.97,8.04,1172.57,10.22,6.06,553.0,0.66,11.2,2.76,9.75,12.16,2.41,5.63,4.03,1264.38,3.53,110.08,6.71,4.78,0.9,3.63,1.65,3.42,18.74,24.68,5.94,5.7,6.0,14.37,19.43,5.06,25.85,2.17,0.87,2.7,12.91,18.42,5.51,34.9\n7735,14.29,8.14,4.33,17.99,18.26,0.27,3.73,5.42,7.99,1170.88,9.58,4.48,577.3,0.46,9.46,3.09,8.55,10.53,1.98,4.74,3.76,1266.07,3.63,140.4,12.86,3.35,1.28,4.34,1.47,3.88,21.03,29.03,8.0,5.54,6.55,12.21,16.74,4.53,27.07,2.13,0.98,2.97,14.14,19.87,5.73,33.14\n7736,18.51,13.19,4.75,17.88,18.72,0.84,2.66,5.39,8.44,1194.74,9.43,3.16,580.39,0.32,8.9,4.26,10.25,12.96,2.71,3.27,2.05,1276.93,21.29,169.73,11.6,2.87,1.67,4.14,1.86,4.46,17.5,25.59,8.09,5.38,7.36,13.12,19.16,6.04,27.93,2.2,0.82,3.45,15.4,21.72,6.32,31.08\n7737,18.75,14.11,6.24,19.91,22.87,2.96,2.32,4.95,8.5,1237.43,9.35,2.98,629.13,0.23,8.82,4.83,13.44,17.7,4.26,3.12,1.47,1291.1,29.31,155.44,7.9,7.15,2.39,4.59,1.37,4.7,22.83,36.13,13.3,5.32,7.16,13.96,20.71,6.75,28.66,2.35,0.57,4.87,16.7,24.07,7.37,31.94\n7738,16.18,10.77,7.37,19.66,21.02,1.36,5.56,5.09,8.18,1242.3,8.14,2.63,615.11,0.36,7.82,5.16,13.93,14.32,0.39,2.32,2.09,1265.65,23.41,194.64,6.32,5.44,3.08,4.47,0.98,5.02,21.43,35.81,14.38,5.25,5.96,18.87,27.53,8.65,26.62,2.01,0.4,5.19,18.26,27.59,9.33,32.99\n7739,15.71,9.14,8.03,22.93,25.71,2.78,9.68,5.11,7.81,1220.6,8.47,2.67,611.98,0.84,7.78,5.0,11.64,12.69,1.05,1.86,1.2,1326.52,16.39,266.68,10.32,7.74,2.74,4.03,1.75,4.98,17.76,30.47,12.71,5.4,6.95,14.08,24.12,10.05,33.42,1.75,0.73,5.4,17.52,28.14,10.62,35.1\n7740,14.46,6.92,8.79,22.13,25.76,3.63,7.35,3.96,7.96,1235.22,8.8,6.59,591.36,1.0,8.04,4.35,11.45,12.46,1.01,1.02,0.6,1304.05,15.13,254.27,8.0,7.47,2.74,11.49,3.72,4.06,19.38,34.24,14.86,6.93,6.32,12.84,22.2,9.37,35.06,1.98,0.94,3.91,16.34,25.44,9.09,38.11\n7741,15.76,6.91,8.5,20.28,24.32,4.04,5.48,4.33,7.94,1245.15,7.96,5.19,611.44,0.78,7.2,3.59,13.57,15.01,1.44,4.16,0.3,1305.76,66.48,311.64,5.52,5.34,1.94,8.07,3.53,3.76,23.47,43.37,19.9,7.21,5.07,14.38,25.07,10.68,32.32,1.78,0.66,3.15,20.75,32.19,11.43,36.18\n7742,16.2,7.75,6.14,20.68,25.17,4.49,8.16,5.69,8.19,1288.2,7.86,3.64,622.34,0.63,6.74,3.25,14.77,17.04,2.27,5.75,0.78,1295.97,41.14,366.35,13.34,12.65,1.72,6.47,3.91,3.79,24.17,44.42,20.26,6.89,5.24,17.92,31.55,13.63,30.55,1.24,0.46,3.04,21.46,33.61,12.15,34.16\n7743,16.07,6.96,5.66,22.49,27.22,4.73,13.09,4.56,7.97,1329.86,8.72,2.54,690.41,0.91,6.68,3.21,17.31,18.89,1.58,4.82,1.05,1332.27,29.54,420.12,13.26,8.94,1.57,5.46,4.46,3.82,27.16,45.76,18.6,7.08,4.48,11.57,19.86,8.29,34.75,1.06,0.5,3.01,23.13,36.85,13.71,33.73\n7744,16.08,7.25,5.37,25.18,31.96,6.78,9.32,3.33,7.86,1329.84,8.02,2.44,720.05,1.57,6.38,3.12,17.5,19.7,2.2,2.6,0.6,1351.78,21.08,356.49,11.73,8.3,1.57,4.78,4.41,3.7,31.11,48.69,17.58,6.77,4.57,13.35,23.69,10.34,36.32,1.89,0.55,2.96,21.49,33.17,11.68,36.26\n7745,20.93,9.52,5.49,26.85,36.96,10.11,6.55,2.65,7.67,1385.07,8.86,1.79,685.54,1.95,8.74,3.1,18.36,20.5,2.14,1.3,1.17,1299.48,16.74,373.61,9.51,5.58,1.48,4.29,3.54,3.73,34.82,55.25,20.43,6.57,4.0,12.16,21.34,9.18,39.99,2.73,0.42,2.73,26.33,39.39,13.06,34.91\n7746,27.35,17.76,6.38,30.47,41.12,10.65,4.76,2.8,7.91,1410.05,8.6,1.25,752.09,1.85,12.72,2.85,27.22,31.17,3.95,1.93,1.51,1292.75,41.61,370.12,7.18,5.41,1.42,4.11,3.53,3.78,35.7,52.74,17.03,6.55,3.53,21.1,34.67,13.57,37.49,2.3,0.34,2.87,28.7,41.68,12.99,35.13\n7747,25.32,19.34,5.74,31.07,41.09,10.02,3.55,2.82,7.94,1418.61,7.87,0.98,701.52,1.86,11.04,2.95,22.47,23.68,1.21,1.9,1.77,1297.35,29.81,352.19,20.51,6.2,1.36,4.77,3.28,3.73,42.58,66.56,23.98,6.23,3.4,22.1,36.87,14.77,37.24,3.06,0.29,2.82,28.82,39.56,10.74,35.26\n7748,20.49,12.42,5.4,30.79,41.18,10.39,3.53,2.31,8.1,1390.51,9.24,1.36,701.92,1.98,10.46,2.91,26.39,27.87,1.48,2.11,1.38,1309.57,21.41,344.04,16.22,6.6,1.41,4.24,2.34,3.59,37.64,55.35,17.71,5.86,3.45,22.93,32.14,9.21,32.65,3.88,0.2,2.87,29.96,41.32,11.36,35.75\n7749,17.88,7.71,5.14,32.05,40.41,8.36,9.28,1.98,8.14,1380.41,9.21,1.6,714.4,1.51,9.14,3.05,27.6,29.41,1.81,1.94,1.39,1277.16,14.99,319.44,17.86,11.53,1.44,3.91,2.72,3.64,28.9,48.03,19.13,5.6,3.46,22.84,31.34,8.49,33.65,3.51,0.14,2.81,29.23,39.35,10.12,35.47\n7750,16.42,6.73,5.09,33.98,43.64,9.66,15.01,2.56,7.88,1373.04,9.42,1.46,719.46,1.3,8.06,3.07,27.09,28.51,1.42,1.95,2.09,1301.99,10.49,316.44,13.33,12.54,1.4,4.46,1.92,3.67,35.16,50.44,15.28,5.42,3.5,19.86,28.13,8.28,34.57,3.44,0.1,2.85,32.39,43.0,10.62,33.82\n7751,15.24,7.14,4.97,29.42,36.46,7.04,13.61,3.14,8.02,1348.21,10.34,1.09,720.29,1.18,7.82,3.42,31.33,34.65,3.32,1.97,1.2,1290.99,7.34,354.57,16.27,8.85,1.48,4.82,1.81,3.69,29.08,42.72,13.64,5.3,3.48,19.24,26.96,7.72,33.84,2.41,0.07,3.11,25.36,33.45,8.09,35.94\n7752,16.47,7.84,5.04,29.64,36.79,7.15,15.17,2.67,7.96,1351.5,10.61,0.92,713.38,0.86,7.68,3.13,28.02,30.08,2.06,2.07,1.73,1280.37,5.21,331.16,10.0,5.36,1.38,4.28,1.79,3.62,31.81,43.02,11.21,5.46,3.21,26.76,36.04,9.28,28.8,1.68,0.05,3.1,21.8,28.98,7.18,38.37\n7753,16.36,8.4,5.48,29.66,36.93,7.27,11.41,5.67,8.23,1324.31,10.64,1.4,705.37,1.17,6.88,3.07,30.4,32.66,2.26,2.3,1.9,1256.77,4.89,252.47,7.17,6.99,1.4,4.0,1.84,3.54,23.8,34.08,10.28,5.47,4.22,25.55,34.56,9.01,26.11,1.18,0.03,2.88,21.32,28.42,7.1,38.35\n7754,33.3,26.25,6.38,30.13,37.29,7.16,8.56,9.96,8.34,1264.94,13.46,1.07,623.73,1.95,6.56,2.48,22.82,27.41,4.59,2.02,1.05,1256.81,5.65,195.57,8.64,6.72,1.32,4.8,1.95,3.32,31.56,41.59,10.04,5.33,3.34,18.13,24.84,6.71,28.32,1.24,0.02,3.1,20.1,27.54,7.44,38.92\n7755,42.74,41.09,6.38,28.83,35.42,6.59,8.85,8.18,8.24,1223.98,12.04,2.18,607.64,2.12,6.9,2.34,16.69,19.74,3.05,2.02,1.53,1239.59,11.33,197.0,7.54,6.53,1.33,8.44,4.26,3.35,23.7,33.65,9.95,5.23,3.58,12.43,17.58,5.16,29.75,1.68,0.51,3.0,15.77,21.55,5.78,41.19\n7756,32.52,31.72,4.97,22.21,25.36,3.15,10.45,6.65,8.25,1179.66,14.49,6.04,583.8,1.78,7.22,2.23,19.46,22.79,3.33,2.05,1.77,1243.25,24.81,164.18,18.24,15.89,1.28,6.43,3.91,3.29,20.66,29.06,8.4,5.16,3.71,10.32,14.63,4.31,29.11,1.66,1.03,2.99,13.85,19.49,5.64,42.26\n7757,24.98,18.64,4.28,19.99,21.42,1.43,8.34,5.36,8.12,1150.56,14.67,4.77,577.92,1.84,7.86,2.52,12.85,15.56,2.71,2.23,0.99,1257.33,49.12,157.91,11.64,11.41,1.31,6.18,4.18,3.36,17.64,24.97,7.32,5.11,3.89,8.51,13.29,4.78,29.74,1.33,0.92,3.25,15.03,20.77,5.73,41.05\n7758,19.27,12.2,4.02,19.33,20.22,0.89,8.15,5.14,7.92,1180.15,16.85,3.65,601.83,2.21,8.52,2.51,10.93,13.16,2.23,1.33,0.5,1295.05,61.65,171.79,8.75,7.6,1.31,4.33,4.31,3.36,18.88,27.31,8.43,5.08,4.0,6.85,11.09,4.24,28.48,1.38,0.64,3.19,12.76,18.42,5.66,45.17\n7759,15.75,9.4,4.65,17.61,18.78,1.17,10.86,5.09,8.05,1252.03,12.9,2.73,581.33,2.15,7.46,2.6,16.83,20.27,3.44,0.68,0.24,1278.78,40.2,155.45,6.04,5.48,1.25,4.12,3.1,3.53,19.77,29.51,9.74,5.06,4.18,8.85,14.11,5.26,26.58,1.54,0.86,3.24,13.21,18.97,5.76,47.95\n7760,20.45,10.62,4.85,20.64,22.63,1.99,10.5,5.24,8.46,1654.01,7.96,2.34,623.32,1.76,6.76,2.5,28.35,31.97,3.62,1.1,1.5,1339.89,28.09,257.9,4.42,3.7,1.41,4.59,2.72,3.5,42.98,59.47,16.5,5.04,4.47,22.94,40.62,17.68,22.81,1.08,0.99,3.27,18.64,26.54,7.9,47.74\n7761,21.41,15.43,4.75,17.99,18.66,0.67,12.03,4.4,8.91,1913.92,7.08,3.57,754.99,1.3,6.3,2.63,60.64,76.4,15.76,1.83,2.2,1428.03,19.9,783.72,10.9,5.66,1.46,4.33,1.9,3.6,77.49,122.97,45.48,5.03,4.53,23.15,36.52,13.37,21.26,1.06,0.7,3.38,51.76,75.37,23.61,33.12\n7762,16.32,14.94,4.36,26.57,29.78,3.21,19.31,3.96,8.75,1873.47,9.54,10.29,898.67,1.28,6.06,2.91,61.32,79.21,17.89,1.63,2.56,1352.33,17.73,1436.9,27.39,7.49,1.64,4.74,2.23,3.69,98.09,156.9,58.81,5.02,4.67,47.44,79.62,32.18,18.04,2.2,0.69,3.91,84.92,135.72,50.8,22.3\n7763,17.89,11.44,4.54,58.88,73.63,14.75,18.91,4.28,8.63,1782.93,11.39,14.36,817.2,1.68,6.58,2.63,35.89,42.53,6.64,0.88,1.43,1382.11,23.91,1462.91,24.19,6.77,1.71,24.2,4.28,3.72,61.85,109.08,47.22,5.21,5.02,74.25,125.91,51.66,21.34,6.32,0.67,3.57,56.04,85.98,29.93,32.5\n7767,23.36,20.59,5.61,22.9,28.5,5.6,19.41,4.68,8.49,1596.41,13.48,17.58,622.38,0.57,13.7,2.73,21.99,23.78,1.79,2.62,1.47,1348.05,18.07,931.64,8.13,5.06,2.17,42.3,4.12,3.71,43.26,76.59,33.33,11.74,6.64,21.09,35.2,14.11,25.95,8.61,0.66,4.16,29.48,49.35,19.87,50.89\n7768,28.94,27.5,5.63,27.36,35.18,7.82,14.65,5.05,8.76,1615.05,10.83,13.98,618.92,0.54,11.2,2.98,24.12,25.85,1.73,2.29,1.84,1358.12,13.85,1005.9,8.54,3.91,2.1,29.61,4.03,3.92,50.37,82.67,32.31,15.19,6.82,25.56,42.43,16.87,26.34,11.0,0.47,4.17,36.03,55.95,19.92,46.85\n7769,32.4,17.7,6.06,24.33,31.07,6.74,14.54,6.63,8.68,1638.25,11.12,9.89,686.53,2.79,9.98,2.98,26.59,27.54,0.95,1.26,1.03,1349.95,10.59,1148.04,7.29,2.61,2.31,20.73,4.73,3.86,46.11,75.57,29.47,12.4,6.65,19.69,31.74,12.05,26.29,14.36,0.33,4.0,42.75,62.82,20.07,45.02\n7770,24.82,12.58,6.27,27.92,33.9,5.98,16.69,6.82,8.79,1729.8,8.48,10.27,701.42,4.49,9.28,2.95,31.16,31.95,0.79,1.71,0.99,1373.85,10.55,1088.79,11.88,3.27,2.26,14.54,4.61,4.14,61.58,93.02,31.44,10.88,6.0,27.53,40.59,13.06,22.68,17.45,0.67,4.1,50.12,74.85,24.74,41.33\n7771,27.75,10.01,5.52,30.56,36.2,5.64,16.95,7.33,8.8,1761.38,9.01,8.54,840.96,3.14,8.82,3.01,51.1,61.3,10.2,3.16,1.76,1352.93,23.86,1066.58,16.14,12.97,2.28,10.31,4.87,4.04,55.98,83.51,27.53,9.02,5.64,40.72,55.08,14.35,20.77,13.93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1.87,5.36,6.43,37.43,10.98,5.51,40.17,62.54,22.37,46.4,9.77,18.58,28.24,9.65,27.2,37.28,13.4,6.96,30.81,48.12,17.31,54.52\n7792,24.84,20.56,11.31,29.47,37.25,7.78,46.36,10.99,9.72,1890.05,13.26,19.42,584.77,17.03,30.52,4.47,30.27,35.78,5.51,0.08,0.11,1386.97,11.59,915.23,14.37,3.63,5.34,27.64,14.54,6.13,41.39,62.24,20.85,44.62,6.12,23.82,36.95,13.13,38.11,27.77,9.54,6.18,41.02,60.33,19.32,49.48\n7793,24.88,16.92,10.04,28.19,34.81,6.62,38.88,9.34,9.84,1938.38,10.48,17.5,605.98,12.69,15.54,4.54,23.3,27.75,4.45,6.29,3.49,1373.11,13.8,1013.3,8.05,3.51,4.88,33.59,32.97,6.11,41.33,61.8,20.47,42.51,4.71,33.72,53.96,20.24,39.59,24.74,6.71,6.16,43.93,64.99,21.06,47.74\n7794,29.05,14.5,9.35,33.32,42.32,9.0,34.7,7.79,9.89,2283.77,6.11,14.15,614.51,9.32,14.27,4.26,35.12,39.88,4.76,4.74,2.23,1576.18,9.81,1478.87,12.05,4.02,4.17,24.81,23.58,6.0,64.75,97.18,32.43,35.71,3.75,40.87,55.5,14.63,39.01,23.13,4.74,6.23,48.67,67.73,19.06,46.67\n7795,29.52,10.28,10.04,32.22,39.64,7.42,37.34,12.66,9.42,2488.16,5.04,10.87,1011.92,6.85,16.45,4.25,73.75,90.84,17.09,15.31,1.11,2159.03,7.16,4056.28,10.73,3.25,4.64,18.99,17.23,5.35,115.13,147.64,32.5,26.11,3.25,85.22,116.03,30.81,17.51,18.06,3.35,5.67,116.55,190.67,74.12,23.18\n7796,26.44,7.9,9.5,31.91,36.91,5.0,41.19,22.93,9.7,2882.84,5.56,13.22,1454.55,5.9,14.44,4.82,178.86,338.29,159.43,10.72,14.67,1970.55,11.5,7109.48,58.32,34.94,5.16,14.2,12.16,5.36,200.81,352.42,151.61,39.1,4.02,182.96,367.92,184.96,5.38,20.99,2.35,7.9,276.02,616.3,340.28,17.47\n7797,35.2,5.7,8.47,102.24,164.99,62.75,45.31,22.59,9.53,2613.84,5.11,23.96,2890.86,7.8,21.73,5.44,221.79,444.93,223.14,15.45,10.71,1687.0,80.01,7870.45,95.15,58.19,6.22,11.55,10.84,4.84,154.2,264.61,110.41,57.16,3.78,131.67,225.43,93.76,4.39,56.43,8.56,7.21,208.13,447.99,239.87,16.92\n7798,59.27,5.1,8.18,175.1,328.65,153.55,47.38,21.1,9.58,2773.69,5.49,43.59,4462.43,8.42,28.26,5.08,196.54,386.17,189.63,14.91,10.28,1479.22,384.16,7497.11,96.43,94.56,6.65,25.47,8.49,4.09,97.06,160.28,63.22,53.22,3.33,101.08,152.08,51.0,7.48,80.5,22.15,5.62,130.96,247.78,116.82,16.62\n7799,68.42,5.02,7.14,149.59,269.91,120.32,59.0,24.66,9.88,3120.21,5.85,65.11,3847.58,6.26,27.5,4.91,172.18,327.23,155.05,11.04,6.12,1368.65,125.64,6882.9,107.16,86.38,6.15,33.04,6.84,4.07,93.17,163.87,70.7,46.3,2.98,107.23,168.08,60.85,5.7,68.53,24.57,5.56,127.64,236.89,109.24,16.7\n7800,65.42,4.8,7.54,192.75,380.82,188.07,71.13,26.37,9.75,2856.4,5.41,77.35,2787.58,5.02,36.48,5.61,196.23,398.49,202.26,6.27,9.89,1375.81,236.42,5336.65,81.57,59.41,5.19,23.18,5.7,4.18,100.18,188.31,88.13,43.98,2.22,92.58,136.92,44.33,7.7,67.41,20.13,6.25,150.34,293.98,143.64,16.52\n7801,66.25,4.66,7.38,136.22,249.69,113.47,70.38,26.92,9.51,2871.18,5.6,74.47,1995.01,3.86,44.28,5.95,182.74,372.17,189.43,12.77,6.49,1382.46,142.74,3595.83,63.47,45.5,3.93,18.22,5.37,3.97,85.37,146.36,60.99,38.98,3.08,79.38,105.01,25.63,7.35,58.18,23.38,4.6,130.38,240.23,109.85,16.32\n7802,70.62,4.4,7.58,125.77,235.18,109.41,71.21,32.08,9.8,2969.09,6.33,54.77,1785.33,3.08,64.42,4.97,149.4,292.31,142.91,9.49,5.37,1322.02,101.46,3382.79,53.17,33.54,3.71,30.28,10.44,3.89,78.21,133.72,55.5,35.59,5.9,84.72,126.06,41.34,8.99,47.34,22.69,4.1,116.14,199.88,83.74,16.16\n7803,68.71,3.96,7.81,116.91,215.13,98.22,70.32,36.01,9.67,2845.73,5.43,50.92,2084.26,4.26,62.41,4.64,118.99,211.93,92.94,10.0,4.75,1310.91,305.03,2391.24,46.95,31.91,3.15,31.86,8.28,4.22,89.53,161.14,71.61,36.99,5.87,103.24,177.24,74.0,4.01,46.37,18.96,4.53,99.35,163.41,64.06,16.32\n7804,56.75,3.67,6.32,98.18,173.29,75.11,61.52,35.14,9.22,2671.07,5.5,56.5,1498.57,5.56,47.64,4.47,96.82,158.45,61.63,15.98,4.64,1366.5,289.29,1706.85,35.59,28.36,3.08,23.57,7.91,3.91,78.61,139.13,60.53,34.2,4.75,66.53,86.21,19.67,6.64,53.96,23.92,5.96,118.97,240.4,121.42,16.31\n7805,55.96,4.39,5.75,81.62,129.57,47.95,53.01,36.09,9.2,2565.7,4.84,40.08,1444.63,3.89,49.26,4.05,86.52,133.47,46.95,20.52,5.1,1320.93,272.53,1272.1,29.1,26.88,2.77,23.38,6.82,3.99,74.92,133.17,58.25,31.16,5.15,75.42,106.77,31.35,3.63,70.83,33.68,5.55,120.27,246.97,126.7,16.24\n7806,63.67,5.0,5.66,82.87,135.27,52.4,49.52,35.78,9.03,2474.6,5.42,35.57,1468.83,2.72,46.78,3.83,87.86,136.5,48.64,12.66,4.96,1545.53,43.34,1211.9,30.74,29.25,2.41,16.39,5.87,3.75,68.24,113.7,45.46,32.1,5.23,81.76,131.17,49.41,3.41,86.22,39.28,6.09,175.09,409.72,234.63,16.58\n7807,66.46,4.57,5.72,74.61,117.72,43.11,53.08,26.86,8.83,2298.66,5.14,36.44,1193.47,1.91,41.03,3.66,88.16,133.16,45.0,20.79,25.4,1498.84,4.37,1316.18,30.88,18.21,2.43,12.42,6.43,4.19,89.29,167.56,78.27,26.53,4.89,77.07,115.67,38.6,3.23,86.42,40.71,6.41,215.7,526.02,310.32,16.48\n7808,63.7,4.37,5.57,74.16,117.09,42.93,61.37,23.1,9.18,2524.73,5.67,32.05,1241.8,1.33,44.8,3.84,90.95,141.35,50.4,17.21,17.27,1558.99,5.58,1841.61,25.0,12.14,2.43,15.07,11.42,4.33,111.26,230.41,119.15,22.8,5.16,102.64,181.51,78.87,3.62,89.08,40.35,5.77,207.93,510.9,302.97,16.68\n7809,57.46,4.73,5.54,77.1,124.32,47.22,56.92,27.2,9.67,2878.02,5.68,33.68,1611.31,1.82,35.92,3.74,108.47,181.27,72.8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90.99,28.1,7.75,97.27,48.64,4.73,95.3,154.53,59.23,16.38\n7827,42.06,5.59,8.34,176.4,345.21,168.81,91.3,38.71,10.21,4094.64,5.75,64.51,2739.76,23.14,60.39,4.97,185.26,386.43,201.17,15.68,19.31,1408.84,88.28,3037.17,59.58,39.03,4.23,51.81,23.79,4.14,94.21,152.29,58.08,57.93,5.62,53.45,71.02,17.57,7.3,94.09,38.94,4.62,86.35,145.0,58.65,16.57\n7828,29.15,5.86,6.29,134.95,243.34,108.39,86.13,53.09,9.61,3645.7,5.54,68.14,3129.52,25.12,62.62,4.82,182.26,382.27,200.01,15.8,22.28,1396.38,90.33,2492.97,45.42,35.42,4.56,58.41,18.44,3.74,83.04,134.85,51.82,46.02,4.76,46.73,60.83,14.1,5.42,87.15,42.17,4.41,75.92,129.09,53.18,16.32\n7829,49.96,5.83,7.25,117.88,203.58,85.7,81.11,46.25,9.4,3219.22,4.92,72.22,2986.16,21.83,63.18,4.85,191.98,407.97,215.99,9.56,13.1,1387.99,134.12,2250.9,48.29,44.18,4.27,52.87,20.68,3.63,86.84,146.51,59.67,31.55,4.54,77.08,138.58,61.5,3.59,76.21,39.2,4.66,91.04,179.29,88.26,16.64\n7830,68.39,5.36,5.03,113.67,191.71,78.04,69.57,38.54,9.33,3177.55,5.47,74.12,2400.03,22.56,63.73,4.19,137.47,268.34,130.87,23.84,13.7,1396.98,145.53,1816.9,49.78,44.96,4.06,48.37,15.56,3.69,84.05,151.9,67.85,31.8,4.6,80.76,148.1,67.34,3.64,83.7,36.45,4.68,102.88,212.96,110.08,16.26\n7831,70.24,4.54,4.89,109.17,184.56,75.39,54.64,36.53,9.68,3452.62,5.94,73.94,2259.74,19.18,53.23,3.49,97.66,160.75,63.09,14.04,13.91,1410.36,117.62,1708.34,45.37,30.46,3.82,40.99,12.75,3.72,91.09,169.57,78.48,29.25,4.34,70.73,120.54,49.81,3.55,77.82,39.39,4.47,85.21,173.26,88.05,16.26\n7832,61.19,4.5,4.41,99.88,166.81,66.93,53.88,37.29,9.72,3726.43,5.25,61.23,2443.68,15.19,43.18,4.62,163.73,345.32,181.59,15.33,8.22,1496.35,130.91,1834.13,45.47,37.54,3.83,33.2,10.81,3.5,98.43,180.41,81.98,32.29,4.42,90.76,171.16,80.41,3.4,63.39,33.6,4.24,83.53,171.49,87.96,16.45\n7833,48.52,4.38,4.02,102.15,179.08,76.93,55.56,47.07,11.25,4773.79,5.47,63.52,2788.5,14.74,49.61,4.57,183.4,394.71,211.31,14.67,11.95,1550.48,139.2,2662.11,45.01,45.0,4.41,34.32,8.55,4.05,155.13,328.4,173.27,36.82,4.6,150.27,318.96,168.69,3.59,64.64,26.78,4.54,117.77,259.72,141.96,16.6\n7834,53.68,4.11,4.2,122.02,229.07,107.05,74.69,38.96,11.48,5045.47,6.12,62.54,3609.44,14.29,50.17,5.41,241.64,542.02,300.38,19.68,9.05,1524.0,134.78,5395.37,50.96,47.96,4.77,29.87,8.75,4.11,157.66,342.59,184.94,36.21,5.81,266.91,661.49,394.58,4.44,67.21,29.27,5.09,186.72,433.98,247.26,17.2\n7835,69.45,3.94,5.08,184.58,388.29,203.71,93.94,42.89,11.18,4217.6,5.98,68.11,2441.98,15.49,56.9,5.01,238.57,507.54,268.97,15.9,5.3,1821.71,134.03,3892.65,47.58,39.25,4.69,52.6,14.84,4.13,163.76,354.5,190.73,50.47,6.49,211.6,493.18,281.58,6.78,80.18,35.86,5.51,190.84,395.89,205.05,17.73\n7836,81.43,4.08,4.68,146.38,296.69,150.31,93.01,64.3,10.69,3441.27,6.52,68.55,1406.02,16.75,68.4,3.93,126.95,223.55,96.6,19.07,3.61,1546.2,104.24,2110.29,42.22,39.91,5.22,72.73,12.34,4.27,127.06,225.26,98.21,63.56,6.9,37.97,58.66,20.69,22.81,96.75,48.67,5.75,65.87,145.09,79.22,19.21\n7837,59.44,4.5,6.06,197.4,414.99,217.59,91.29,83.74,10.72,3265.12,7.71,65.76,998.33,13.78,60.46,3.59,97.07,151.44,54.37,18.68,16.73,1733.3,64.48,1356.78,24.25,23.86,4.46,86.69,13.27,3.46,95.83,156.3,60.46,51.91,7.48,38.72,58.6,19.89,27.72,87.02,47.17,5.26,78.35,125.51,47.16,24.69\n7838,44.88,4.69,7.14,201.15,386.58,185.43,84.15,65.38,10.52,2805.83,8.97,60.03,817.65,12.86,54.99,3.48,83.68,120.26,36.58,11.54,19.01,1568.67,61.27,854.65,15.01,14.12,4.88,103.35,23.69,3.31,64.05,96.08,32.02,39.03,11.1,38.73,62.99,24.26,31.02,60.88,31.49,5.08,64.3,94.75,30.44,30.24\n7839,50.99,5.0,7.97,81.53,130.24,48.71,65.89,47.76,10.48,2651.27,10.15,51.13,613.08,13.58,46.64,3.03,41.17,50.31,9.14,10.5,12.29,1487.59,53.29,524.29,17.54,11.18,4.84,63.4,17.61,2.97,46.14,66.92,20.78,29.32,8.83,17.58,27.95,10.36,38.6,48.07,22.04,4.8,47.95,69.05,21.1,35.11\n7840,56.51,6.11,6.27,33.98,42.93,8.95,20.39,14.2,9.67,2683.52,7.39,39.41,618.58,11.74,64.42,3.16,40.27,48.23,7.96,9.74,15.64,1525.68,38.85,681.88,19.45,10.78,4.84,51.72,13.96,2.97,35.62,49.9,14.28,20.78,7.73,19.76,30.59,10.82,37.37,41.77,15.43,5.22,50.24,74.43,24.19,36.39\n7841,61.41,6.41,6.14,38.38,47.14,8.76,36.01,6.32,9.31,2484.14,7.89,39.08,587.41,11.2,51.88,3.1,37.98,44.56,6.58,11.82,12.52,1530.16,36.12,985.48,13.76,7.44,4.55,36.73,11.29,3.07,54.27,74.91,20.64,14.97,7.16,23.79,35.3,11.51,34.55,31.79,11.16,5.39,51.83,72.46,20.62,34.9\n7842,54.16,5.54,6.57,36.05,43.88,7.83,49.11,14.47,9.43,2801.77,6.77,32.52,682.86,10.14,44.38,3.04,52.04,61.63,9.59,15.64,12.8,1607.39,42.35,1502.16,17.86,14.71,4.33,26.41,9.45,3.3,80.22,111.09,30.87,12.49,6.68,26.2,39.75,13.55,31.34,29.02,8.16,5.62,73.9,108.38,34.48,26.66\n7843,39.22,5.57,5.51,39.8,46.35,6.55,63.63,23.98,9.78,2955.54,5.53,26.4,831.04,16.18,31.86,3.06,61.56,73.76,12.2,23.01,9.52,1675.81,37.17,1998.36,24.26,12.68,4.06,19.13,7.77,3.26,90.61,116.81,26.2,12.34,6.29,70.64,104.32,33.67,15.47,27.38,5.95,5.53,88.77,138.75,49.98,19.65\n7844,62.18,5.47,5.02,59.19,73.71,14.52,82.22,23.98,9.77,3294.53,5.15,29.89,1038.62,20.94,30.78,3.27,88.66,128.56,39.9,13.66,6.29,1735.39,69.3,2476.03,34.53,8.64,4.29,16.03,6.48,3.65,116.22,175.64,59.41,12.69,5.75,87.17,144.28,57.11,9.12,25.65,4.39,4.81,99.6,165.92,66.32,16.86\n7845,74.48,5.18,5.43,80.53,110.61,30.08,83.11,29.3,9.78,3708.96,4.87,34.36,1617.84,15.73,42.2,3.28,94.12,139.98,45.86,8.61,5.05,1738.92,78.09,4025.91,67.86,32.8,4.14,22.08,5.48,4.0,143.12,243.9,100.79,25.69,5.27,63.71,103.42,39.71,16.2,39.7,3.5,6.06,165.86,363.52,197.66,16.54\n7846,62.47,5.24,4.29,102.52,155.75,53.23,87.43,35.94,10.42,4357.86,5.4,36.91,1960.69,11.69,57.5,3.68,127.04,229.5,102.46,7.4,10.57,1656.39,117.6,6303.13,66.81,51.18,4.49,31.59,5.52,4.27,159.19,286.12,126.93,26.61,5.12,70.18,103.25,33.07,11.61,57.65,8.84,5.6,134.5,295.44,160.94,16.69\n7847,76.58,5.04,4.58,139.68,256.71,117.03,95.16,40.63,9.8,3821.86,5.83,59.96,2226.02,12.5,40.37,4.12,169.93,346.91,176.98,6.39,6.94,1582.26,106.22,7113.15,54.3,37.01,4.64,43.96,4.93,4.98,209.93,436.66,226.72,29.16,5.41,96.93,182.8,85.88,3.92,75.17,14.9,6.13,140.35,310.53,170.18,16.41\n7848,57.09,5.08,4.59,162.19,311.13,148.94,89.77,38.63,9.54,3836.4,5.33,58.46,2708.03,16.37,34.86,4.27,153.81,307.03,153.22,4.71,8.37,1630.22,112.04,6361.74,102.32,66.66,4.2,48.92,5.46,4.69,168.32,340.68,172.36,35.48,5.9,153.69,343.36,189.67,4.53,85.15,18.09,5.96,126.73,282.01,155.28,16.38\n7849,59.26,4.66,4.01,77.36,117.21,39.85,80.82,34.13,9.41,3715.29,5.04,61.44,3288.14,14.03,36.3,3.76,125.15,234.73,109.58,2.46,14.57,1586.57,117.1,5259.96,89.82,65.46,3.85,61.22,19.38,3.74,80.8,116.3,35.5,46.66,5.56,153.49,361.37,207.88,3.72,79.84,25.45,6.05,123.88,283.18,159.3,16.46\n7850,71.57,4.23,3.87,82.7,125.68,42.98,78.7,33.83,9.53,3504.27,5.15,67.03,2347.74,11.88,37.58,3.7,109.1,199.9,90.8,1.23,10.34,1732.36,115.22,4646.41,51.1,49.62,3.28,51.12,28.66,3.96,76.03,106.37,30.34,57.75,5.15,126.0,297.2,171.2,3.74,75.69,25.56,3.94,70.63,121.9,51.27,16.54\n7851,69.43,3.96,3.16,59.45,76.49,17.04,73.49,35.08,9.6,3201.74,5.31,64.69,1392.48,13.8,33.5,3.94,112.6,219.66,107.06,5.12,6.28,1467.88,111.43,3858.06,41.35,32.95,2.98,40.96,22.03,6.09,105.53,200.5,94.96,61.35,4.98,128.34,307.18,178.84,3.99,67.14,18.2,3.67,51.78,72.99,21.22,16.84\n7852,46.74,3.47,5.58,74.85,108.11,33.26,63.6,31.72,9.27,2738.99,5.24,57.3,1466.99,13.31,38.25,3.49,89.41,159.34,69.93,3.98,4.05,1364.67,137.3,3068.17,29.21,29.12,2.44,29.81,16.89,5.48,116.83,228.74,111.9,54.13,4.66,92.86,203.59,110.73,3.11,56.53,15.92,4.03,85.54,162.6,77.05,16.38\n7853,64.18,3.64,5.34,62.85,87.03,24.18,58.71,24.39,9.52,2873.32,4.91,49.56,1199.71,9.61,56.71,3.26,83.31,145.62,62.31,4.91,4.49,1356.83,133.57,1934.38,20.52,18.82,2.67,35.94,14.11,6.2,124.03,255.94,131.91,46.05,4.39,87.38,189.29,101.91,3.26,51.98,13.85,4.28,89.4,179.36,89.95,16.23\n7854,62.19,4.31,4.9,58.66,80.88,22.22,59.14,23.78,9.48,3047.88,5.26,42.48,762.93,12.53,111.17,3.42,94.28,171.65,77.37,4.14,3.68,1375.94,87.82,1171.45,25.29,18.5,2.29,54.78,11.14,3.73,48.96,63.64,14.68,39.18,4.11,90.79,205.33,114.54,3.45,50.95,9.69,3.94,87.66,166.27,78.61,16.08\n7855,64.45,4.97,4.65,61.05,85.42,24.37,60.96,20.88,9.07,2449.12,5.75,40.56,579.51,17.36,88.1,3.29,71.8,115.5,43.7,11.35,8.61,1443.21,59.68,782.04,18.93,11.79,2.16,43.46,9.78,3.71,56.74,88.25,31.51,29.53,3.83,74.26,158.69,84.42,3.3,44.1,6.78,3.6,60.05,82.08,22.03,16.97\n7856,42.3,5.11,4.93,65.55,88.29,22.74,58.71,19.18,9.27,2627.8,5.65,29.66,682.52,14.29,82.43,3.27,58.63,81.26,22.63,8.36,7.35,1458.97,34.39,885.42,10.49,9.38,2.56,46.68,8.38,3.86,72.74,119.88,47.14,21.27,3.68,71.99,147.63,75.64,3.39,31.16,4.83,3.72,50.52,64.05,13.53,18.41\n7857,75.4,5.29,4.92,53.54,65.9,12.36,58.19,19.13,9.75,2676.6,5.48,28.11,1556.21,13.29,61.82,3.1,78.73,131.05,52.32,5.9,6.26,1506.97,38.42,1204.57,15.86,10.21,2.61,32.68,8.09,4.03,96.22,177.87,81.65,20.34,3.91,68.2,118.6,50.4,3.92,26.07,3.65,4.09,96.37,192.45,96.08,16.22\n7858,73.47,5.54,4.9,71.42,110.31,38.89,57.46,23.35,9.53,2489.27,7.99,29.0,1520.91,15.08,68.15,3.72,104.48,195.64,91.16,4.86,10.46,1487.46,39.46,1957.21,26.16,19.37,3.32,23.79,7.24,4.08,107.0,208.0,101.0,26.59,4.44,108.54,227.0,118.46,4.72,34.61,10.67,4.83,193.23,457.6,264.37,16.89\n7859,84.94,5.2,5.53,111.46,212.97,101.51,54.03,25.44,9.06,2235.65,8.53,36.45,1211.29,17.58,51.74,2.99,52.73,76.6,23.87,15.45,9.02,1475.28,78.42,1481.68,27.68,13.38,3.46,36.87,8.15,4.11,86.22,164.71,78.49,48.3,4.42,64.33,116.57,52.24,6.87,49.88,15.22,4.25,124.44,258.58,134.14,17.44\n7860,56.77,5.09,5.74,150.79,314.59,163.8,49.17,25.13,9.24,2223.26,7.54,38.92,777.97,19.1,38.72,2.81,38.5,49.68,11.18,10.61,15.62,1437.71,47.51,1032.84,33.3,23.35,3.7,39.54,7.19,3.55,57.65,100.08,42.42,61.58,4.99,41.93,69.54,27.61,15.25,53.77,11.21,4.63,98.19,183.75,85.57,18.4\n7861,46.48,5.4,5.31,125.02,245.04,120.02,52.06,25.34,9.32,2117.15,10.38,36.33,787.46,18.17,31.46,2.91,52.46,76.97,24.51,7.89,13.16,1457.16,33.26,917.23,25.76,21.31,4.21,62.97,7.17,3.63,48.96,77.26,28.3,55.68,5.91,19.32,31.58,12.25,25.24,45.45,13.1,3.95,58.98,99.29,40.31,26.73\n7862,69.17,5.22,5.51,39.65,52.82,13.17,56.77,28.54,9.45,2052.34,10.84,42.02,595.47,21.59,25.88,2.83,35.23,48.37,13.14,4.76,8.09,1412.23,23.28,697.9,24.92,15.17,4.38,60.84,9.04,3.6,33.21,54.7,21.48,48.3,7.63,21.56,36.37,14.81,28.72,40.53,14.21,4.08,40.79,67.85,27.06,34.6\n7863,71.09,5.31,5.85,36.24,46.06,9.82,52.58,25.11,9.33,2049.5,12.01,36.94,638.86,21.81,27.16,2.8,41.35,54.87,13.52,3.67,5.11,1579.65,16.34,611.94,27.46,11.07,4.68,53.83,7.58,3.51,36.73,60.55,23.82,44.46,7.05,19.71,36.28,16.57,32.5,41.23,11.24,4.76,38.84,60.37,21.53,36.94\n7864,36.51,5.4,6.88,28.68,37.81,9.13,51.46,18.24,9.75,2107.83,9.42,34.39,642.12,16.41,29.14,2.75,42.83,55.27,12.44,3.14,3.77,1377.53,12.38,656.52,19.39,10.19,4.58,46.45,7.17,3.72,54.9,91.69,36.79,35.33,6.97,27.83,45.95,18.12,28.5,38.32,10.69,4.84,47.73,71.07,23.34,34.84\n7865,71.02,5.95,6.62,31.98,43.34,11.36,52.48,13.55,9.56,2090.45,10.64,40.17,544.54,14.5,36.44,2.74,47.03,58.85,11.82,2.49,2.02,1447.92,12.97,747.23,17.54,7.56,4.28,52.01,6.39,3.62,52.51,79.59,27.08,25.48,6.95,23.54,34.87,11.34,29.97,39.9,9.3,5.02,59.02,84.56,25.54,32.64\n7866,60.09,6.17,7.44,38.14,49.39,11.25,49.39,11.29,9.55,2641.4,5.91,37.02,663.96,13.49,38.51,2.79,49.75,58.8,9.05,2.14,1.07,1486.44,19.72,1220.26,14.35,5.32,3.78,37.24,5.79,3.87,97.58,157.87,60.29,26.11,6.53,55.43,87.52,32.08,22.19,39.17,6.67,5.23,66.19,93.37,27.18,30.01\n7867,64.24,6.11,7.43,38.17,48.25,10.08,51.6,14.74,9.9,3224.44,5.81,35.53,861.92,10.88,30.29,3.12,101.49,150.99,49.5,2.07,1.25,1643.22,33.1,3651.11,30.25,18.39,3.5,27.63,5.99,4.22,136.08,207.75,71.67,22.68,6.6,168.36,342.47,174.1,4.8,27.58,4.81,4.93,112.97,186.46,73.49,17.83\n7868,61.98,6.04,6.81,53.88,67.21,13.33,57.66,18.1,9.63,3286.26,5.69,33.42,1425.89,12.31,40.52,3.43,140.55,249.65,109.1,11.13,7.91,1669.94,60.12,6612.57,50.03,24.93,3.77,46.22,12.7,4.71,194.31,353.48,159.18,44.3,7.1,204.18,458.89,254.71,4.59,31.62,3.54,6.25,216.88,478.47,261.6,16.29\n7869,50.4,5.43,6.37,72.33,89.63,17.3,60.42,22.99,9.83,3303.98,5.99,42.52,2440.51,16.17,69.95,4.03,184.37,361.93,177.56,11.41,7.83,1552.69,89.63,4284.24,71.8,44.25,4.07,50.28,11.05,5.46,241.69,500.37,258.69,104.92,7.24,232.07,551.26,319.19,5.5,64.66,9.93,6.86,221.01,498.1,277.1,16.15\n7870,43.28,5.07,5.43,85.59,123.84,38.25,66.53,20.89,9.58,3168.43,4.86,56.08,2153.76,20.32,63.17,3.05,81.47,118.66,37.19,6.12,4.3,1482.47,140.43,3482.7,90.18,52.56,3.88,84.7,24.1,4.67,152.6,292.52,139.92,160.0,6.54,231.1,559.05,327.95,4.41,102.51,24.08,5.98,228.73,525.27,296.54,16.28\n7871,66.01,5.36,5.59,125.38,222.56,97.18,67.84,19.7,9.15,2688.58,6.61,58.98,1144.86,20.8,53.18,3.01,82.56,114.08,31.52,3.06,2.15,1492.61,98.94,2522.71,75.33,31.45,3.6,92.49,24.25,4.02,108.42,178.41,69.99,178.01,5.89,117.29,235.59,118.3,3.45,114.79,26.52,5.11,149.32,297.9,148.58,16.21\n7872,63.96,5.45,5.17,88.94,129.83,40.89,54.32,20.46,8.94,2537.26,7.58,57.92,691.0,18.37,50.84,2.73,55.93,66.1,10.17,2.81,1.08,1420.31,62.64,1440.47,42.78,24.29,3.03,72.96,18.56,3.91,105.9,162.92,57.02,155.27,5.12,46.66,63.02,16.35,13.99,104.94,24.72,3.85,91.11,128.76,37.65,16.94\n7873,59.52,5.64,5.51,111.42,191.35,79.93,40.16,26.46,8.7,2188.5,12.59,44.34,772.53,16.6,50.57,2.59,59.17,73.91,14.74,2.78,1.24,1417.85,44.72,806.64,30.69,24.14,2.0,70.81,14.77,3.52,55.37,70.5,15.14,100.97,4.58,51.12,64.39,13.27,13.22,78.4,23.29,3.6,55.53,70.0,14.46,27.36\n7874,63.42,5.8,5.11,103.95,171.55,67.6,32.71,25.03,8.44,2055.12,7.6,32.96,585.93,11.74,77.63,2.74,31.03,37.19,6.16,10.03,5.41,1394.12,268.07,552.49,27.93,13.97,1.99,47.19,18.8,3.56,59.43,76.55,17.12,53.59,4.22,68.23,95.58,27.35,5.92,52.06,16.54,3.64,37.69,46.15,8.45,31.92\n7875,69.72,4.93,5.18,53.66,71.53,17.87,25.28,18.43,8.3,2148.48,5.64,33.51,603.37,8.5,86.36,2.64,37.01,40.87,3.86,5.73,3.34,1427.06,1.88,777.76,15.72,11.15,1.47,33.56,14.63,3.66,72.84,88.07,15.23,41.61,3.79,72.97,110.44,37.48,4.1,41.76,12.06,3.82,44.32,54.92,10.6,27.57\n7876,65.32,4.62,6.02,40.02,47.17,7.15,19.94,15.2,8.26,2320.61,5.47,25.38,641.68,6.49,63.47,2.65,42.21,46.48,4.27,3.58,2.89,1411.74,4.75,1132.66,9.16,7.16,1.43,24.54,11.14,3.54,65.15,75.63,10.49,34.3,3.48,51.13,67.94,16.82,5.4,32.24,9.04,3.79,42.48,50.82,8.33,25.75\n7877,61.32,5.02,5.78,48.52,56.43,7.91,21.24,17.57,8.41,2560.3,5.34,25.37,759.73,5.29,62.99,2.68,43.81,47.44,3.63,4.97,2.65,1371.38,57.12,1428.34,6.97,5.93,1.33,18.06,8.74,3.64,83.87,117.33,33.46,26.12,3.37,47.28,61.6,14.32,5.79,22.61,6.67,3.6,38.92,49.08,10.16,29.86\n7878,71.56,5.11,5.27,67.89,80.34,12.45,24.28,16.25,8.55,2436.65,4.98,25.73,614.11,5.86,81.17,2.51,27.07,30.02,2.95,2.77,1.47,1347.19,16.22,994.55,10.49,5.67,1.29,12.67,7.76,3.41,76.91,94.81,17.9,21.35,3.35,46.76,59.58,12.82,6.53,21.47,5.0,3.81,37.4,45.57,8.17,28.57\n7879,46.03,5.06,5.14,76.78,98.53,21.75,24.87,12.05,8.48,2404.54,5.26,21.29,544.65,16.65,58.34,2.65,20.86,23.14,2.28,2.59,1.78,1351.96,6.71,972.79,9.75,3.95,1.29,9.54,7.55,3.6,89.87,129.24,39.37,20.61,3.41,44.71,55.74,11.03,8.86,22.16,5.83,3.78,30.38,38.31,7.92,32.65\n7880,47.59,5.38,5.24,62.46,76.31,13.85,21.93,9.49,8.87,2643.39,5.79,15.88,438.52,28.36,42.32,2.53,29.86,33.26,3.4,5.68,2.25,1391.86,4.08,750.98,7.24,3.44,1.3,9.49,6.91,3.88,97.62,152.69,55.07,19.54,3.38,48.58,63.75,15.17,11.44,16.95,6.34,3.57,43.05,56.0,12.95,23.51\n7881,67.75,5.76,5.31,96.94,153.81,56.87,21.73,7.23,8.54,2292.09,11.12,11.76,591.73,24.42,31.7,2.44,38.24,44.77,6.53,3.2,1.29,1387.99,3.87,832.41,9.04,5.28,1.43,7.46,6.63,3.54,74.9,105.69,30.79,15.84,3.58,51.32,85.09,33.78,28.77,20.04,5.14,3.57,71.53,102.89,31.36,18.82\n7882,85.13,5.16,5.33,86.65,126.83,40.18,25.33,5.33,8.4,2089.36,13.72,9.46,492.01,17.82,26.0,2.56,33.12,37.98,4.86,2.83,1.13,1372.24,3.7,1121.8,6.91,6.81,1.39,12.53,5.99,4.12,141.52,264.35,122.83,11.83,3.48,34.52,51.66,17.14,35.77,23.52,4.12,4.84,61.41,88.24,26.84,27.76\n7883,70.91,4.68,5.95,106.11,178.92,72.81,22.33,4.52,8.07,1954.23,14.86,7.14,586.07,13.26,22.19,2.51,33.67,38.77,5.1,3.69,1.42,1434.35,2.75,921.3,5.81,4.95,1.41,19.71,6.1,3.78,113.41,181.56,68.15,8.92,3.27,41.43,61.34,19.92,31.6,29.61,3.22,4.63,56.4,81.95,25.55,32.02\n7885,61.53,5.29,6.13,100.52,184.44,83.92,23.05,9.34,8.17,1791.49,19.01,12.69,565.54,7.97,94.19,2.26,23.73,28.07,4.34,2.41,0.4,1406.23,50.99,639.47,16.81,5.3,1.29,20.26,4.59,3.47,50.58,71.52,20.93,5.85,3.38,24.93,38.75,13.82,40.92,101.7,32.31,4.47,60.42,89.24,28.82,34.5\n7886,57.45,5.22,5.45,20.07,22.18,2.11,23.39,7.23,8.27,1778.52,16.38,10.38,534.15,9.84,96.35,2.36,22.52,28.02,5.5,2.67,1.44,1415.44,30.85,581.44,11.0,3.68,1.55,27.82,5.36,3.51,53.88,82.03,28.15,5.51,3.59,25.45,37.12,11.66,38.99,114.74,33.81,4.83,46.64,67.97,21.32,46.07\n7887,48.59,5.34,5.17,18.97,21.12,2.15,20.44,6.35,8.28,1790.23,15.95,8.06,458.51,11.8,70.07,2.39,26.37,32.74,6.37,1.44,0.89,1434.65,21.6,647.44,6.91,3.0,1.42,23.61,5.94,3.48,81.95,118.82,36.87,4.59,3.79,23.89,36.54,12.65,38.42,130.13,27.76,4.78,52.57,73.03,20.46,47.92\n7888,55.78,5.45,5.6,33.12,38.1,4.98,22.49,5.64,8.42,1832.86,16.42,6.46,574.08,8.64,53.48,2.45,31.96,37.78,5.82,1.27,1.64,1462.0,15.12,593.43,7.23,2.32,1.69,17.36,5.79,3.54,92.03,121.03,29.0,8.94,3.73,24.57,35.53,10.96,14.4,99.62,29.57,4.47,43.91,59.44,15.52,50.38\n7889,37.34,5.26,5.73,48.15,58.4,10.25,29.46,17.97,8.22,1937.4,13.38,11.83,538.02,6.83,40.88,2.42,33.51,39.31,5.8,0.68,0.98,1456.89,12.5,606.93,6.71,5.71,1.39,18.24,5.98,3.39,65.4,84.03,18.63,8.71,3.55,28.86,40.27,11.41,10.43,75.54,27.49,4.45,50.18,66.86,16.67,42.59\n7890,48.15,5.42,5.73,40.2,45.29,5.09,26.04,21.52,8.25,1813.17,15.1,10.57,564.35,5.83,70.19,2.36,37.57,42.89,5.32,1.81,1.72,1408.56,40.25,547.97,21.76,5.1,1.36,13.15,5.57,3.4,71.74,88.89,17.15,8.0,3.2,23.08,33.1,10.03,15.04,93.45,19.48,4.72,54.05,70.5,16.45,36.68\n7891,52.17,5.68,5.94,26.27,29.0,2.73,19.4,20.82,8.33,1745.89,15.97,11.23,625.42,5.1,132.92,2.48,24.39,27.72,3.33,2.31,2.04,1427.11,93.05,356.6,14.83,4.36,1.25,9.83,5.4,3.35,47.8,63.93,16.14,7.53,3.27,19.9,29.2,9.3,20.26,93.09,16.44,3.99,38.67,50.05,11.38,47.02\n7892,48.07,5.94,5.49,23.89,26.25,2.36,17.23,18.15,8.37,1771.09,15.58,8.29,540.67,4.89,94.52,2.29,19.3,21.79,2.49,1.26,1.15,1415.49,50.95,289.62,10.19,3.56,1.25,7.5,5.05,3.21,36.3,46.14,9.84,8.37,3.08,27.11,41.38,14.27,18.23,54.7,14.03,4.12,28.98,38.05,9.07,55.47\n7893,28.16,5.98,5.61,17.89,19.51,1.62,18.4,13.35,8.34,1694.21,17.86,6.15,476.33,7.54,68.03,2.25,23.21,26.25,3.04,2.09,1.54,1382.71,25.77,212.53,5.41,2.63,1.28,5.5,5.3,3.2,43.27,58.14,14.87,9.85,3.03,21.88,29.93,8.05,19.21,33.25,10.26,3.79,28.48,36.68,8.2,54.36\n7894,53.91,6.12,5.5,15.66,17.53,1.87,16.26,10.15,8.33,1713.57,16.2,6.51,460.52,9.11,50.3,2.3,21.87,24.33,2.46,2.35,1.89,1358.95,16.18,262.42,4.68,2.8,1.22,5.89,4.89,3.4,70.29,91.52,21.24,10.05,3.04,19.85,28.26,8.41,23.41,23.61,7.98,3.99,15.16,21.43,6.27,62.01\n7895,77.08,5.86,5.46,30.9,34.16,3.26,11.93,7.47,8.15,1669.04,19.43,5.84,566.64,12.6,37.64,2.23,25.82,28.78,2.96,2.61,1.88,1357.23,11.37,211.86,4.09,3.14,1.25,5.63,5.48,3.53,110.19,154.04,43.85,9.11,2.95,16.87,24.14,7.28,24.41,16.91,6.06,3.85,18.16,24.56,6.4,58.92\n7896,48.73,5.17,5.54,51.85,56.08,4.23,9.54,6.1,8.61,1617.69,14.61,5.23,490.82,16.56,28.31,2.31,15.87,18.06,2.19,2.83,2.1,1338.07,8.41,131.41,5.36,3.84,1.22,5.02,4.64,3.34,71.69,89.65,17.96,8.62,2.83,15.54,22.82,7.28,27.17,12.36,4.34,3.73,15.77,21.9,6.13,59.99\n7897,53.77,5.45,5.21,56.29,63.89,7.6,10.19,5.49,8.26,1532.66,15.73,6.9,385.67,11.97,22.52,2.27,11.88,13.95,2.07,2.93,1.93,1350.54,11.71,60.02,7.18,3.18,1.22,4.91,3.25,3.2,34.04,44.75,10.71,8.02,2.84,12.17,18.73,6.56,33.29,9.01,3.04,3.49,12.84,18.84,6.0,63.44\n7898,92.04,5.83,5.35,50.19,60.98,10.79,9.23,4.85,8.28,1469.4,19.77,12.68,381.22,9.83,18.38,2.59,10.44,12.23,1.79,2.28,1.06,1386.48,8.63,48.44,6.33,2.97,1.29,4.54,2.32,3.32,17.57,24.46,6.89,7.82,3.2,9.18,15.12,5.94,37.43,6.92,2.13,3.56,9.28,15.04,5.76,66.91\n7899,46.18,5.88,5.1,14.41,15.16,0.75,11.53,4.22,8.34,1436.74,24.82,10.36,446.52,8.8,22.91,2.56,8.8,9.96,1.16,1.2,0.53,1364.54,9.88,43.14,5.64,3.17,1.31,4.24,2.65,3.25,16.05,23.08,7.04,7.72,3.42,7.99,13.75,5.76,33.46,5.24,1.49,3.3,9.38,15.03,5.65,65.2\n7901,58.1,5.71,5.23,11.91,12.35,0.44,14.73,3.24,8.2,1405.94,24.72,10.63,395.62,5.49,27.47,2.61,7.67,8.8,1.13,0.88,0.78,1358.36,24.69,14.69,4.96,1.47,1.34,5.13,2.07,3.26,15.42,21.1,5.68,6.89,3.65,8.51,14.01,5.5,31.36,3.78,0.98,3.13,8.87,14.47,5.6,64.72\n7902,72.04,5.21,5.31,12.99,13.39,0.4,19.47,3.55,8.14,1384.48,24.91,8.15,367.87,4.75,22.19,2.63,7.42,8.41,0.99,2.18,1.51,1317.45,17.54,4.15,3.13,1.88,1.27,4.96,2.63,3.19,15.62,21.64,6.03,8.77,3.84,7.04,11.31,4.27,32.21,3.29,1.4,3.04,9.06,14.51,5.45,65.23\n7903,51.97,4.65,5.11,11.87,12.06,0.19,21.46,3.54,8.06,1373.02,23.06,11.45,406.78,6.06,19.61,2.54,7.55,8.64,1.09,5.55,3.88,1335.23,12.96,0.07,4.87,1.64,1.34,5.06,2.16,3.28,16.44,22.8,6.36,9.53,3.94,7.37,11.5,4.13,28.54,3.01,1.91,2.97,10.82,16.4,5.59,65.1\n7904,49.48,4.17,4.76,13.55,13.7,0.15,27.14,2.87,8.11,1371.22,23.25,10.67,460.99,9.0,19.61,2.68,6.77,7.84,1.07,4.44,2.33,1363.26,13.67,19.57,9.26,7.9,1.33,4.9,3.54,3.25,23.84,31.4,7.56,9.06,3.86,8.91,13.43,4.51,27.27,4.1,1.79,3.16,9.1,14.52,5.42,66.53\n7905,73.04,4.68,4.9,12.64,12.98,0.34,31.47,3.07,8.19,1364.94,18.87,15.29,452.41,14.93,21.71,2.48,9.06,10.41,1.35,2.33,1.16,1338.09,12.27,11.71,19.34,10.04,1.36,10.29,5.38,3.27,35.03,45.57,10.54,8.67,3.85,20.99,34.83,13.84,25.68,10.25,1.33,3.34,11.06,16.8,5.74,65.18\n7906,35.06,5.18,5.32,15.35,18.34,2.99,29.35,6.3,8.06,1392.46,22.42,13.36,370.34,23.22,19.22,2.63,8.54,9.91,1.37,2.38,1.19,1333.15,14.86,3.53,15.81,7.07,1.32,8.77,5.45,3.17,23.28,33.24,9.96,8.45,3.87,16.94,27.67,10.73,23.27,15.41,3.74,3.22,11.52,17.45,5.93,64.91\n7907,77.54,5.46,5.09,17.5,18.28,0.78,25.17,11.54,8.15,1415.58,19.91,20.69,427.13,22.45,31.13,2.7,10.47,12.2,1.73,1.98,0.87,1376.79,26.79,44.24,29.42,7.01,1.36,18.33,5.89,3.23,24.47,33.29,8.82,8.09,3.78,29.15,47.22,18.07,14.51,14.14,5.11,3.19,12.97,19.24,6.27,62.88\n7908,52.88,5.23,4.91,13.79,14.29,0.5,23.08,11.62,8.17,1461.98,17.35,18.5,470.22,24.31,70.85,2.58,10.38,12.13,1.75,1.05,0.46,1389.59,81.51,98.3,17.99,7.74,1.3,13.31,5.61,3.36,42.54,57.59,15.04,7.44,3.78,35.39,54.89,19.5,9.97,15.42,3.87,3.22,15.99,23.12,7.14,59.7\n7909,63.9,4.95,4.94,13.69,14.42,0.73,22.72,12.4,8.12,1569.22,15.36,13.8,410.68,31.29,117.41,2.5,15.84,18.21,2.37,0.52,0.23,1405.43,91.34,188.62,15.99,5.95,1.4,10.29,6.05,3.26,26.76,40.52,13.76,7.86,3.54,14.67,26.89,12.23,20.62,15.5,3.21,3.2,18.13,26.04,7.91,57.78\n7910,60.24,4.85,5.09,17.23,18.99,1.76,18.42,11.08,8.35,1582.12,11.76,9.72,444.51,27.07,156.08,2.63,22.99,26.5,3.51,1.24,0.79,1394.22,72.53,323.81,10.17,6.26,1.32,7.75,5.76,3.36,27.47,43.04,15.57,7.98,3.78,12.62,19.66,7.04,22.98,11.57,2.51,2.98,19.32,28.49,9.17,59.17\n7911,72.15,5.07,5.22,17.49,19.32,1.83,12.89,7.76,8.12,1668.54,14.22,6.8,464.82,19.74,101.9,2.63,18.59,20.98,2.39,1.44,1.11,1397.57,45.18,304.43,15.69,7.8,1.43,5.68,4.93,3.37,24.78,38.02,13.23,7.29,3.81,20.8,35.16,14.36,20.65,8.58,1.87,2.94,20.35,29.43,9.08,58.76\n7912,56.66,6.89,4.67,24.85,29.4,4.55,9.03,5.5,8.05,1701.21,13.92,4.76,614.03,13.82,72.83,2.6,21.92,24.55,2.63,1.75,1.1,1398.23,31.63,419.67,16.12,5.0,1.5,4.35,3.97,3.44,29.28,46.49,17.21,6.6,3.88,17.6,27.9,10.3,27.99,6.06,1.38,3.06,18.86,28.1,9.24,58.6\n7913,62.58,7.52,4.76,24.19,28.38,4.19,6.69,4.08,8.24,1682.38,14.38,3.33,493.42,9.67,52.49,2.72,23.84,27.24,3.4,1.96,0.61,1395.64,22.14,348.34,13.92,11.07,1.57,3.94,2.78,3.65,27.46,40.95,13.49,6.12,4.14,17.5,28.28,10.78,24.99,4.24,0.96,3.15,21.2,31.64,10.44,57.44\n7914,81.18,7.75,4.44,29.52,35.33,5.81,5.59,4.02,8.24,1667.13,11.22,6.62,601.85,6.77,38.24,2.82,26.56,30.03,3.47,1.53,1.27,1404.33,15.52,284.14,10.07,9.38,1.73,3.71,1.97,3.77,29.16,43.41,14.25,6.49,4.33,18.55,29.98,11.44,25.31,2.97,0.67,3.13,28.31,39.14,10.82,51.37\n7915,79.03,6.96,5.06,29.43,36.63,7.2,4.92,4.02,8.0,1663.57,12.16,5.14,657.08,4.74,28.28,3.07,22.48,25.22,2.74,1.74,1.64,1451.62,10.85,245.4,30.46,8.36,1.67,4.26,1.86,3.62,31.87,46.32,14.46,6.42,3.88,15.35,24.43,9.07,27.34,2.08,0.47,3.48,22.5,30.57,8.07,55.39\n7916,64.05,5.6,5.35,31.05,37.93,6.88,3.8,3.15,8.11,1687.48,11.14,3.6,632.66,3.32,21.29,2.96,26.57,29.89,3.32,0.95,0.94,1440.23,7.59,321.44,20.38,6.76,1.65,3.88,1.3,3.43,34.48,46.24,11.77,5.99,4.21,21.97,30.48,8.5,20.63,1.45,0.33,2.92,26.88,35.57,8.69,46.08\n7917,39.19,4.83,5.75,35.9,43.28,7.38,2.66,2.33,8.06,1697.84,11.33,2.52,635.42,2.32,16.4,3.08,36.78,42.05,5.27,3.37,1.28,1430.9,5.32,376.01,15.23,4.83,1.63,3.62,0.91,3.51,35.84,50.65,14.8,6.06,3.8,20.14,29.79,9.65,21.74,1.02,0.23,3.13,26.62,34.22,7.59,44.62\n7918,53.86,3.92,5.53,42.63,51.77,9.14,1.91,2.69,8.16,1723.43,10.18,1.76,673.17,1.63,12.98,3.01,34.55,39.02,4.47,5.35,2.52,1409.05,3.72,357.9,9.75,6.39,1.52,3.43,0.64,3.58,35.93,46.34,10.41,5.94,3.77,17.91,26.19,8.28,17.02,0.71,0.16,2.88,23.83,30.38,6.55,44.49\n7919,45.88,3.46,5.65,39.88,48.84,8.96,4.13,2.48,8.19,1695.09,12.03,4.95,722.54,1.14,10.58,3.16,42.65,49.48,6.83,4.05,2.08,1412.55,2.62,317.07,11.38,9.72,1.6,3.3,0.45,3.48,39.88,51.85,11.97,5.66,3.71,14.38,22.01,7.63,17.06,0.56,0.17,2.86,21.76,28.09,6.32,46.15\n7920,87.66,3.91,5.71,46.71,56.0,9.29,5.12,1.87,8.14,1642.02,12.62,4.82,596.7,1.13,8.9,3.31,31.02,35.19,4.17,3.24,1.82,1403.53,1.97,304.99,12.73,9.95,1.64,3.21,0.31,3.54,46.08,58.0,11.92,5.46,3.78,19.02,27.84,8.81,12.28,0.91,0.17,2.95,23.84,30.49,6.65,43.26\n7921,64.76,4.05,5.7,38.04,44.31,6.27,5.54,2.45,8.17,1631.81,12.66,3.73,554.49,1.24,7.73,3.5,31.99,37.25,5.26,2.9,2.16,1359.01,1.38,265.03,13.16,9.21,1.62,3.15,0.26,3.75,36.4,44.1,7.71,5.32,3.93,15.06,22.54,7.48,16.42,1.18,0.12,3.2,22.76,29.2,6.44,43.24\n7922,93.47,4.34,5.53,38.03,45.24,7.21,4.86,2.36,8.21,1678.37,16.79,3.13,643.05,0.87,7.13,3.13,29.0,32.06,3.06,2.38,1.24,1348.55,0.97,189.58,18.08,8.34,1.58,3.18,0.98,3.09,31.73,40.5,8.78,5.23,2.94,11.46,16.89,5.42,20.85,0.95,0.08,3.21,21.79,28.47,6.67,46.63\n7923,67.74,4.72,5.87,39.31,46.11,6.8,7.75,2.68,8.06,1555.08,16.37,2.92,587.22,0.73,6.92,2.78,20.95,22.22,1.27,2.29,1.04,1338.27,1.42,187.69,25.96,5.58,1.47,3.15,0.71,3.26,34.27,43.44,9.16,5.16,2.84,11.93,17.33,5.4,18.99,2.36,0.06,3.45,13.14,18.64,5.5,51.38\n7924,57.54,5.17,5.73,27.54,30.25,2.71,9.96,3.15,8.22,1500.1,16.39,2.46,534.56,0.68,6.35,3.04,20.15,22.25,2.1,1.85,1.65,1327.26,10.22,149.17,18.71,11.06,1.54,3.56,1.1,3.19,24.59,32.32,7.74,5.11,2.81,8.33,12.46,4.12,24.56,3.53,0.04,3.42,14.82,20.14,5.31,49.69\n7925,72.21,5.52,5.62,26.42,28.75,2.33,8.5,5.94,8.23,1467.61,16.94,8.19,535.99,0.49,5.93,3.25,19.77,21.32,1.55,2.35,0.97,1342.61,7.69,132.94,13.67,8.24,1.57,4.37,1.39,3.18,21.62,27.12,5.5,5.08,2.66,8.63,12.68,4.05,26.93,2.47,0.03,3.53,14.27,19.58,5.31,51.21\n7926,69.18,5.54,5.39,20.95,21.24,0.29,6.96,7.81,8.17,1461.61,18.53,7.03,572.72,0.82,5.66,3.29,15.55,16.98,1.43,1.82,0.76,1346.63,6.13,164.35,7.87,5.83,1.67,8.86,3.96,3.28,19.01,25.24,6.23,5.66,2.46,14.46,19.24,4.78,21.97,2.05,0.02,3.54,18.36,24.48,6.12,47.24\n7927,41.82,4.94,6.45,20.29,21.14,0.85,7.38,7.83,8.36,1511.57,14.87,5.5,609.36,1.19,6.44,3.21,14.42,15.86,1.44,1.84,1.07,1355.2,5.14,201.97,9.2,3.82,1.91,10.34,3.67,3.41,32.58,50.76,18.18,5.79,2.63,26.58,31.63,5.05,10.69,1.84,0.47,3.41,19.71,25.8,6.09,46.36\n7928,52.34,4.37,6.51,19.91,20.42,0.51,9.72,6.8,8.28,1760.8,10.32,3.91,603.96,0.83,8.69,3.14,21.61,24.41,2.8,1.97,0.63,1388.93,8.94,269.1,10.63,4.76,1.89,7.28,3.47,3.28,43.32,62.46,19.14,5.55,3.15,34.29,43.82,9.53,6.61,1.28,0.74,3.47,27.59,35.47,7.89,41.76\n7929,58.5,4.45,6.37,22.98,26.52,3.54,13.64,5.75,8.74,2023.65,8.54,6.82,709.59,1.22,8.84,3.17,34.1,39.38,5.28,1.62,0.85,1491.18,26.52,576.75,21.68,11.68,2.11,5.64,3.33,3.44,92.2,144.49,52.28,5.49,2.88,34.75,48.74,13.99,7.96,1.2,0.52,3.66,52.04,71.64,19.6,30.79\n7930,78.49,4.49,5.99,31.43,36.32,4.89,16.87,8.85,8.89,2062.59,8.51,8.15,821.32,1.71,7.91,3.2,53.38,69.4,16.02,1.75,0.49,1441.79,26.74,1323.35,17.89,15.5,1.94,16.18,3.25,3.65,80.72,117.17,36.45,5.4,3.95,46.58,67.21,20.63,2.1,1.21,0.36,3.76,66.22,98.31,32.09,25.72\n7931,59.82,4.1,5.95,51.36,64.86,13.5,16.87,8.87,8.88,2018.38,11.16,9.06,732.09,1.59,7.91,3.32,43.66,56.31,12.65,1.88,0.25,1623.26,27.77,1505.51,18.37,13.48,2.26,23.9,3.55,3.78,58.68,93.41,34.74,5.28,4.24,16.33,25.71,9.38,42.56,2.5,0.25,3.82,58.43,89.86,31.44,33.44\n7932,71.21,3.55,6.5,51.97,65.64,13.67,22.78,7.2,8.71,1977.3,12.56,15.88,641.42,1.95,7.94,3.12,29.37,36.3,6.93,1.01,0.54,1475.89,20.23,1161.68,23.03,10.29,2.21,30.38,3.58,4.17,37.1,61.85,24.75,5.19,4.94,14.0,22.8,8.8,44.46,6.45,0.56,3.79,43.76,68.76,25.01,44.03\n7933,29.09,3.66,6.09,38.89,47.8,8.91,22.45,6.68,8.78,1972.36,11.56,18.0,633.73,1.83,7.76,3.23,24.27,30.69,6.42,0.51,0.45,1407.05,16.19,1108.74,13.88,6.14,2.51,62.6,3.41,3.97,32.76,52.87,20.11,5.14,5.19,12.93,22.0,9.07,42.8,10.28,0.88,4.54,33.25,51.44,18.18,48.0\n7934,63.24,4.64,6.7,32.82,41.36,8.54,18.75,9.06,8.67,1925.39,12.12,17.02,616.82,1.69,8.63,3.32,23.95,29.9,5.95,5.51,1.62,1419.99,12.72,920.17,15.57,5.62,2.5,48.84,3.29,3.94,30.47,51.88,21.4,5.1,5.32,15.56,36.19,20.63,41.3,14.0,0.74,4.68,35.12,54.74,19.62,46.64\n7935,63.13,5.04,7.35,29.67,36.27,6.6,22.13,9.28,8.55,1932.58,12.3,20.35,680.71,2.33,7.94,4.03,21.98,27.38,5.4,4.81,2.09,1437.79,10.06,975.32,10.17,3.61,2.53,45.97,3.4,3.78,37.34,59.56,22.22,5.07,5.97,14.86,24.14,9.28,42.49,17.6,0.79,3.95,22.66,37.23,14.57,55.88\n7936,58.63,5.1,7.25,28.31,35.37,7.06,21.41,7.97,8.61,1887.55,9.89,18.19,645.35,3.31,7.31,3.44,23.81,29.48,5.67,4.1,1.92,1401.53,7.53,965.68,19.26,5.25,2.46,32.38,4.47,4.13,33.82,62.28,28.46,5.7,10.18,18.74,29.38,10.64,43.88,17.9,1.28,3.94,33.66,52.74,19.08,50.7\n7937,58.21,5.01,6.79,30.39,40.32,9.93,16.7,6.23,8.94,1887.31,9.67,13.09,573.23,7.31,7.58,3.53,25.14,31.04,5.9,2.67,1.06,1395.11,8.87,967.46,12.7,6.74,2.41,27.06,5.25,3.88,39.02,63.36,24.34,5.84,11.28,17.54,28.27,10.73,43.68,14.6,1.6,4.06,34.54,54.71,20.17,51.03\n7938,55.96,4.66,6.88,27.98,34.99,7.01,17.15,6.28,9.13,2070.43,9.45,10.16,627.38,11.2,6.62,3.78,26.2,30.26,4.06,2.71,1.18,1459.13,7.87,1005.26,8.6,5.6,2.91,18.94,4.59,4.24,50.57,73.99,23.42,5.88,9.36,19.91,30.64,10.73,40.39,10.62,1.55,4.28,34.11,49.2,15.09,50.14\n7939,62.81,6.85,6.31,32.26,40.49,8.23,19.37,6.0,9.21,2141.87,7.56,7.23,726.72,9.55,5.0,4.53,49.92,58.56,8.64,2.78,1.32,1459.62,5.82,1221.14,11.94,6.17,2.85,13.26,4.33,4.66,60.14,81.87,21.73,6.14,8.3,26.36,37.7,11.34,32.25,7.93,1.2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6.98,3.36,126.04,8.34,6.61,54.86,84.82,29.95,22.3,5.14,20.38,32.54,12.16,55.77,75.26,23.31,7.58,42.99,67.82,24.83,45.93\n7959,53.14,9.54,11.82,69.77,104.13,34.36,35.65,7.52,9.26,1910.27,16.77,12.47,653.45,7.06,20.28,3.47,25.73,34.04,8.31,2.59,1.78,1443.45,30.67,711.45,6.99,4.92,2.78,86.55,7.74,6.35,53.02,78.56,25.54,22.22,5.26,21.15,33.52,12.38,54.27,65.38,16.83,8.58,37.38,60.72,23.34,48.86\n7960,48.04,8.54,11.32,61.52,88.39,26.87,28.19,8.67,9.35,1906.01,16.1,13.36,643.84,5.47,13.3,3.45,23.13,30.36,7.23,2.36,2.21,1460.06,22.78,963.46,7.75,5.88,2.68,44.05,7.1,6.27,48.86,69.75,20.89,21.58,5.07,21.99,33.55,11.56,56.21,58.94,12.87,6.77,45.72,73.53,27.81,47.87\n7961,51.85,6.79,10.02,56.11,75.1,18.99,26.04,8.13,9.27,1912.08,13.77,13.67,626.19,4.33,64.55,3.25,25.98,32.53,6.55,1.98,1.26,1505.75,17.8,989.37,6.22,3.67,2.51,27.88,6.46,4.79,46.68,71.23,24.55,25.44,4.9,24.06,35.49,11.43,56.7,53.9,9.7,6.07,55.21,82.89,27.68,44.43\n7962,67.69,5.54,8.35,42.88,53.73,10.85,22.35,6.95,9.18,1944.07,12.1,10.21,683.0,3.03,51.5,3.21,46.43,56.33,9.9,1.12,0.63,1561.8,18.18,1291.24,14.17,3.69,2.36,16.77,5.42,4.41,82.43,114.1,31.68,29.53,4.47,33.66,46.94,13.28,48.87,50.84,6.79,7.21,81.15,121.19,40.04,31.02\n7963,69.0,5.05,7.46,34.21,43.33,9.12,21.18,5.84,9.2,1943.47,11.28,11.09,830.52,2.87,38.39,3.13,51.58,63.28,11.7,0.57,1.38,1521.93,14.03,1543.07,9.59,3.52,2.33,12.17,4.7,4.13,110.35,150.83,40.48,28.39,5.18,58.27,77.4,19.13,28.67,80.84,11.28,7.04,108.64,169.42,60.77,21.44\n7964,42.92,4.97,6.99,45.9,54.02,8.12,21.53,5.47,9.26,2010.2,9.12,8.23,859.32,3.42,28.4,3.13,54.22,64.09,9.87,3.67,1.72,1512.9,11.65,2362.44,8.29,3.53,2.32,23.86,4.19,4.12,130.3,187.13,56.83,26.25,6.02,61.63,75.99,14.36,5.66,141.24,20.13,6.73,90.37,130.63,40.26,22.03\n7965,63.64,5.08,6.61,60.46,69.37,8.91,20.59,4.61,9.25,2012.78,11.18,5.76,941.97,4.18,23.93,3.12,50.38,55.3,4.92,4.78,2.26,1487.88,19.79,3524.43,5.14,4.52,2.34,27.34,3.83,4.32,147.81,226.84,79.03,30.09,5.26,44.51,52.98,8.47,13.92,151.86,25.12,5.9,87.03,116.0,28.97,20.27\n7966,31.0,5.39,6.32,68.96,81.32,12.36,21.49,6.4,9.53,2145.48,8.81,14.89,955.72,4.8,31.34,3.09,45.39,49.53,4.14,3.7,2.48,1514.82,24.2,3859.72,9.82,4.04,2.29,54.06,3.68,4.01,108.86,145.55,36.69,26.32,6.05,56.8,70.72,13.93,7.91,100.18,28.87,5.7,73.65,91.25,17.6,24.15\n7967,53.12,5.21,6.54,79.37,97.29,17.92,25.46,7.27,9.76,2267.25,7.58,17.83,854.5,5.03,27.08,3.12,40.84,44.32,3.48,1.94,1.4,1452.94,18.95,2412.93,8.39,7.27,2.41,67.44,4.75,4.27,121.57,179.24,57.67,20.96,6.6,40.58,50.05,9.47,18.32,70.44,26.32,5.3,44.02,54.1,10.08,39.46\n7968,66.05,5.29,6.61,53.6,59.6,6.0,28.38,10.29,9.08,1990.78,17.24,13.47,916.33,6.15,21.08,3.19,33.57,36.71,3.14,1.47,1.19,1406.55,24.55,2887.99,8.2,5.39,2.26,64.8,5.24,5.13,121.6,194.81,73.21,19.61,6.0,27.86,36.48,8.62,24.36,64.15,18.85,4.78,37.13,45.84,8.71,43.6\n7969,79.31,5.19,6.68,61.5,67.8,6.3,24.8,10.27,9.06,1916.12,17.18,17.6,635.05,7.09,21.65,3.23,24.1,26.26,2.16,1.74,1.36,1354.18,22.58,1189.42,7.04,4.65,2.26,51.28,5.36,4.85,105.11,152.94,47.84,15.92,5.18,24.33,32.45,8.11,24.88,51.39,14.68,4.02,35.06,47.17,12.1,42.04\n7970,46.74,5.0,7.91,83.43,119.26,35.83,26.3,8.37,8.69,1858.11,19.37,13.28,553.17,8.38,34.67,2.87,19.29,21.19,1.9,2.08,2.0,1377.82,29.64,555.65,5.63,4.58,2.24,40.45,8.77,4.02,82.34,101.35,19.01,11.34,5.77,15.16,21.14,5.98,37.49,39.3,11.45,4.16,23.95,31.31,7.36,48.53\n7971,56.21,5.24,6.98,51.34,65.14,13.8,23.5,12.79,8.58,1849.27,16.84,12.97,549.86,9.1,28.64,2.94,28.38,30.81,2.43,1.13,1.16,1400.54,21.56,795.87,6.74,4.4,2.26,29.27,8.35,4.55,71.36,83.34,11.98,10.54,4.9,13.53,19.18,5.65,41.46,30.55,8.01,4.22,18.88,25.98,7.1,52.67\n7972,77.91,5.03,6.15,56.22,66.72,10.5,20.65,13.74,8.84,1919.33,10.21,9.91,582.75,11.04,21.89,2.85,20.41,22.08,1.67,0.7,0.61,1363.68,15.57,793.07,6.35,4.51,2.43,28.97,7.88,4.19,73.43,88.69,15.26,9.58,5.58,12.21,18.21,6.0,37.44,23.41,5.61,4.29,18.07,25.14,7.08,54.45\n7973,58.87,4.53,6.5,64.72,72.96,8.24,21.15,11.4,8.7,1766.0,21.04,7.45,563.87,11.31,16.82,3.04,20.9,22.33,1.43,3.18,1.09,1367.15,11.1,675.95,7.64,4.1,2.49,20.69,6.61,3.95,59.78,68.13,8.35,9.68,5.47,10.9,15.78,4.88,34.53,16.43,3.93,4.38,16.76,23.54,6.78,53.12\n7974,37.69,4.4,7.1,60.07,66.35,6.28,20.71,8.74,8.7,1770.75,17.12,6.9,511.21,8.72,15.17,3.15,15.07,16.44,1.37,2.65,0.76,1391.22,8.41,565.76,8.54,2.98,2.42,14.5,5.56,3.81,60.2,70.77,10.58,8.22,5.83,10.87,16.38,5.51,34.19,11.73,2.95,4.65,18.12,25.3,7.17,48.94\n7975,58.37,4.62,7.63,66.11,74.2,8.09,17.19,6.86,8.83,1740.55,18.72,5.28,545.37,6.18,14.9,3.03,17.1,18.92,1.82,2.58,1.3,1370.48,10.1,296.57,6.29,2.93,2.48,11.15,5.42,3.6,61.92,82.62,20.69,5.81,5.24,11.78,18.56,6.78,33.51,8.43,2.38,4.19,28.38,37.61,9.23,44.59\n7976,69.43,4.82,7.76,62.88,68.53,5.65,13.35,6.34,8.74,1766.08,15.35,3.73,611.23,4.56,12.02,2.91,16.14,18.05,1.91,2.21,1.07,1437.87,7.48,294.16,5.88,5.35,2.34,14.81,4.69,3.41,71.6,100.39,28.8,4.32,4.92,13.41,20.81,7.4,32.43,6.37,1.96,4.27,25.47,34.01,8.55,49.42\n7977,50.91,4.66,6.94,54.6,57.9,3.3,17.27,7.45,8.95,1843.87,12.64,4.78,639.1,6.77,20.06,3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34.58,6.88,4.72,118.28,207.88,89.6,53.78,3.64,54.09,70.03,15.94,4.16,42.37,9.0,3.09,46.54,60.77,14.24,17.03\n8046,57.05,23.47,4.88,84.92,134.94,50.02,40.43,8.43,9.31,2845.26,5.21,40.8,1201.94,9.82,26.94,2.09,87.02,129.54,42.52,1.19,1.23,1489.25,89.65,1066.59,30.63,20.5,2.8,27.6,5.72,4.38,77.3,121.09,43.79,45.79,3.7,61.09,96.77,35.68,3.72,42.15,6.31,3.02,46.22,59.48,13.25,16.87\n8047,63.76,31.53,4.66,65.68,96.83,31.15,41.14,10.62,9.78,3052.97,4.85,39.96,1219.78,10.28,23.6,2.52,121.92,227.46,105.54,4.61,2.53,1472.52,79.22,937.29,23.82,18.74,2.86,24.45,5.05,4.41,79.6,138.3,58.7,35.85,3.61,38.83,47.7,8.88,10.66,41.38,5.57,3.03,50.78,74.25,23.47,17.45\n8048,47.9,21.61,4.67,81.73,129.79,48.06,45.3,12.4,10.09,3308.32,5.42,39.18,1142.72,10.79,22.19,2.7,130.51,251.86,121.35,2.7,1.53,1486.61,82.17,1229.35,17.94,14.25,3.24,20.11,5.01,4.8,84.63,163.67,79.05,30.36,3.73,57.49,79.61,22.12,7.19,35.74,6.01,3.66,97.08,200.23,103.14,16.25\n8049,56.58,20.41,4.65,85.09,145.96,60.87,46.79,16.22,10.32,3581.61,5.92,41.48,1354.89,13.17,23.77,3.33,159.67,334.54,174.87,2.33,1.88,1505.31,74.85,2636.14,17.72,11.72,3.53,14.32,4.88,4.71,72.88,141.23,68.35,33.6,4.08,112.75,219.15,106.4,3.7,38.72,7.17,4.93,231.66,558.3,326.64,17.73\n8050,40.32,15.82,5.34,93.97,179.65,85.68,58.27,21.85,10.62,3893.01,5.68,33.11,2028.2,18.16,20.32,3.2,151.87,308.54,156.67,1.26,1.86,1594.38,98.14,3821.36,33.22,7.6,4.54,18.06,4.39,4.94,92.65,193.74,101.09,33.8,4.4,127.16,261.73,134.57,4.24,80.9,25.2,7.2,236.25,544.22,307.97,19.73\n8051,44.94,34.41,6.92,127.78,282.85,155.07,66.8,21.95,10.52,3517.59,6.76,29.6,2222.48,21.09,28.32,3.56,211.11,452.37,241.26,0.63,1.04,1563.26,60.64,2220.77,27.59,3.94,5.41,42.26,4.37,5.18,93.74,195.03,101.29,47.37,5.37,132.94,283.64,150.71,8.25,122.34,51.46,9.38,136.82,242.52,105.7,24.0\n8052,77.37,30.4,9.27,118.55,260.67,142.12,74.57,26.06,10.82,3293.77,7.33,52.13,1644.63,25.66,47.77,2.95,177.75,341.94,164.19,0.32,0.52,1550.66,61.04,1544.75,33.25,1.98,5.07,49.4,4.87,5.72,86.8,159.39,72.59,63.48,6.09,40.49,62.07,21.58,22.58,113.03,51.28,6.76,104.17,177.93,73.76,28.44\n8053,75.88,43.03,12.03,127.83,270.03,142.2,77.96,26.75,10.58,2978.99,10.78,64.56,854.95,25.55,62.4,2.56,120.67,213.18,92.51,1.08,0.26,1567.04,85.92,1461.52,19.38,1.75,5.16,82.62,5.4,4.92,85.39,143.5,58.11,63.35,5.6,18.67,29.41,10.74,31.98,103.37,45.53,6.98,85.07,136.21,51.14,36.35\n8054,88.49,66.8,10.79,118.87,213.49,94.62,68.79,20.65,9.92,2624.05,15.16,62.81,568.44,26.78,62.12,1.92,38.63,53.17,14.54,4.02,0.69,1536.29,92.61,1107.9,11.99,2.32,4.28,92.08,11.6,4.84,49.13,71.39,22.26,59.64,6.19,20.08,31.48,11.4,34.02,98.29,40.92,5.86,67.64,101.39,33.76,42.53\n8055,42.77,16.3,11.04,89.41,150.89,61.48,59.53,16.16,10.02,2568.72,12.64,55.95,350.32,26.83,49.28,1.94,28.21,37.68,9.47,2.81,1.2,1523.94,70.03,613.96,15.37,1.34,4.22,70.74,10.03,4.86,54.3,73.53,19.22,52.28,5.56,20.98,32.03,11.04,33.43,81.57,28.86,5.22,62.09,91.8,29.71,44.91\n8056,99.3,72.11,9.53,68.04,102.75,34.71,57.53,12.46,10.47,2593.84,9.04,53.07,447.45,22.75,35.33,1.9,55.5,72.22,16.72,2.26,1.19,1584.37,60.96,576.98,10.78,1.76,3.92,63.3,9.82,4.76,66.74,91.77,25.03,39.88,5.8,29.0,42.71,13.72,32.58,62.05,20.59,4.6,67.81,93.26,25.45,43.12\n8057,82.26,45.87,9.31,57.45,76.87,19.42,60.51,9.74,10.4,2736.23,7.09,56.19,598.68,20.55,33.79,1.91,77.51,101.16,23.65,2.6,0.67,1687.03,66.28,945.75,11.43,9.88,4.07,48.36,19.1,4.63,83.39,112.98,29.59,34.12,5.59,27.24,38.44,11.21,34.35,52.79,14.85,4.43,81.92,114.82,32.9,31.71\n8058,88.43,46.42,8.81,56.89,70.95,14.06,59.46,15.17,10.49,3345.14,6.14,49.55,756.8,17.12,38.36,1.92,88.23,112.73,24.5,2.39,0.45,1717.5,57.71,2055.99,15.59,9.7,3.86,38.88,14.55,4.93,108.85,154.58,45.73,31.85,5.38,39.79,56.01,16.22,25.01,51.36,10.39,6.56,189.77,393.6,203.82,17.55\n8059,78.45,39.02,7.73,70.97,90.06,19.09,62.25,15.06,10.67,4253.95,5.24,51.6,1265.99,16.29,39.33,2.1,100.83,145.12,44.29,1.96,1.32,1819.07,63.88,6031.76,11.47,9.64,5.0,41.57,11.14,5.38,162.82,283.64,120.82,31.5,5.15,67.63,103.15,35.52,16.06,74.68,12.08,7.58,273.37,633.98,360.61,17.59\n8060,75.83,35.21,7.33,90.97,134.82,43.85,80.28,19.99,11.5,5379.73,6.23,57.02,1740.68,18.84,37.62,1.72,64.51,84.76,20.25,8.25,2.68,1683.41,80.78,8677.62,74.38,7.42,5.92,34.14,8.7,6.36,217.81,439.22,221.41,37.42,5.35,99.64,165.99,66.35,8.52,108.8,20.84,6.67,206.55,456.07,249.52,17.75\n8136,66.88,35.19,6.26,196.14,451.02,254.88,77.0,44.71,9.91,3585.41,5.46,33.81,757.01,42.13,42.03,3.39,108.94,189.25,80.31,46.88,17.0,1135.86,129.38,946.25,32.27,21.94,2.73,47.96,16.43,4.83,96.08,164.79,68.71,56.82,5.72,77.61,121.59,43.97,6.73,93.29,35.31,5.26,166.62,380.01,213.38,16.79\n8137,97.34,57.58,6.73,152.72,335.26,182.54,79.3,36.33,9.82,3434.98,6.05,33.91,723.01,47.96,45.13,2.89,89.7,137.0,47.3,41.08,12.09,739.29,95.12,954.26,36.7,18.83,2.61,53.65,12.86,4.84,99.5,170.39,70.89,52.16,5.03,72.41,111.37,38.96,5.96,102.19,47.94,5.04,156.04,359.27,203.23,16.59\n8138,97.51,44.31,6.02,161.14,356.77,195.63,79.57,38.45,9.75,3346.06,5.28,33.36,622.56,56.25,44.87,2.74,103.65,176.11,72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3.79,57.12\n8214,14.28,7.44,4.92,55.9,59.6,3.7,17.57,6.65,8.82,2120.45,12.17,6.07,364.78,2.69,5.81,1.5,42.66,46.02,3.36,1.92,0.73,789.36,46.68,189.93,9.66,5.66,1.68,5.04,2.6,4.79,65.13,73.93,8.8,5.74,3.13,15.85,20.49,4.64,28.07,4.09,1.98,3.07,18.56,22.31,3.75,64.27\n8215,15.31,7.05,4.77,51.74,54.55,2.81,13.3,6.08,8.92,2123.73,13.1,4.53,373.1,2.72,6.57,1.54,38.23,41.41,3.18,4.59,0.9,810.96,36.07,188.46,8.18,6.15,1.64,4.67,2.1,4.7,64.02,75.16,11.14,5.8,3.22,15.04,19.85,4.81,28.33,3.58,1.95,3.15,14.03,17.71,3.68,77.11\n8216,28.08,13.52,4.83,46.71,48.77,2.06,10.41,7.21,9.1,2513.87,7.01,3.19,338.49,2.94,7.51,1.59,34.79,36.9,2.11,6.26,0.93,846.99,26.33,384.58,7.98,4.11,1.66,5.16,2.22,4.83,87.76,120.11,32.35,5.46,3.22,25.25,31.48,6.24,22.86,2.83,1.36,3.02,28.91,34.82,5.9,66.44\n8217,18.81,13.8,4.74,43.77,45.3,1.53,13.41,12.11,9.36,2733.17,5.91,2.95,419.0,1.98,7.05,1.56,46.25,50.57,4.32,7.01,0.71,854.35,29.49,562.15,6.34,2.86,1.59,4.57,1.57,4.71,66.82,82.87,16.05,6.06,3.39,45.82,57.04,11.23,15.2,1.99,1.02,3.61,91.08,130.88,39.8,22.28\n8218,13.29,12.08,4.88,58.24,65.65,7.41,22.31,13.58,9.02,2437.16,11.74,2.17,568.18,1.84,7.06,1.78,98.4,152.6,54.2,14.47,0.49,844.36,47.6,781.06,7.07,2.29,1.66,5.14,1.45,4.73,71.27,87.43,16.16,5.25,3.2,35.54,44.64,9.1,17.08,2.58,1.43,4.01,70.25,98.7,28.45,33.86\n8219,18.51,10.71,5.19,64.35,80.46,16.11,22.31,12.02,8.9,2256.03,13.0,5.78,594.57,2.6,8.93,1.66,71.58,103.37,31.79,14.68,0.35,836.06,34.35,700.34,8.06,2.18,1.86,5.21,1.28,4.92,94.85,135.41,40.56,9.18,3.24,43.75,55.31,11.56,14.66,3.89,2.1,4.2,66.9,92.09,25.19,37.94\n8220,23.59,13.21,5.4,81.95,114.2,32.25,21.87,9.34,8.79,2192.36,12.78,15.19,540.9,2.23,8.22,1.61,52.58,62.87,10.29,11.01,0.24,786.83,25.76,609.87,7.63,2.12,1.83,5.66,2.2,4.97,112.89,167.92,55.03,14.19,3.42,47.44,61.9,14.46,14.38,2.89,1.58,3.91,67.91,94.06,26.15,36.06\n8221,25.2,18.88,5.51,95.12,146.96,51.84,19.39,7.5,8.9,2083.38,16.33,14.63,528.15,1.74,6.34,1.52,46.62,54.75,8.13,9.8,0.17,837.56,24.79,677.32,7.48,4.49,2.06,6.0,3.2,5.27,139.24,213.32,74.08,12.62,3.32,53.25,74.6,21.35,14.78,10.88,1.89,5.33,101.78,157.69,55.91,25.52\n8222,20.42,15.21,5.57,106.38,170.05,63.67,19.16,6.11,8.92,2136.23,12.91,10.89,578.87,1.93,4.68,1.58,46.3,53.25,6.95,8.25,0.12,786.91,18.18,765.81,11.68,6.79,1.93,15.04,5.4,4.96,85.87,105.08,19.21,16.47,3.08,42.21,60.07,17.85,25.88,35.86,3.55,4.89,100.14,150.07,49.93,26.26\n8223,29.55,21.8,5.93,105.41,166.59,61.18,21.36,6.16,8.87,2211.86,10.62,8.2,674.76,1.74,3.3,1.64,60.79,70.31,9.52,6.51,0.08,823.55,19.81,1068.08,12.58,5.84,1.99,10.53,5.36,4.69,78.58,94.1,15.52,15.71,2.98,34.93,47.48,12.55,26.97,54.33,5.69,4.08,87.28,117.14,29.86,30.27\n8224,32.64,24.92,5.35,56.35,72.06,15.71,19.27,4.89,9.14,2401.48,9.07,10.52,674.48,2.11,3.04,1.67,68.89,80.49,11.6,8.9,0.06,796.12,24.98,1184.87,14.15,4.38,1.83,7.37,4.65,4.83,115.26,145.28,30.03,11.53,3.12,42.1,58.78,16.68,22.48,50.61,6.8,3.93,76.65,97.06,20.41,40.43\n8225,29.05,17.58,4.74,53.04,66.49,13.45,16.56,6.01,9.35,2651.29,6.85,11.6,522.24,2.3,5.24,1.77,53.99,58.8,4.81,9.89,0.04,845.34,20.68,1183.99,12.23,4.02,1.95,5.16,4.16,4.86,85.43,117.29,31.86,9.44,3.15,32.76,45.33,12.57,27.2,38.73,5.58,4.12,93.47,122.54,29.07,27.45\n8226,22.37,15.66,4.8,61.67,72.44,10.77,19.67,9.65,9.17,2749.85,5.64,9.27,559.61,2.62,4.43,1.7,86.47,109.64,23.17,8.28,0.52,906.62,26.2,1657.23,10.22,5.82,1.85,3.84,3.62,4.71,101.22,117.01,15.78,7.46,2.99,22.4,33.07,10.66,24.69,27.72,3.9,4.07,96.63,126.64,30.01,24.99\n8227,18.39,10.43,4.71,44.33,52.78,8.45,21.49,7.58,9.36,2874.07,6.73,10.23,652.11,3.15,3.19,2.07,130.36,198.31,67.95,6.06,0.6,877.75,29.63,1921.15,19.17,12.98,2.11,4.22,2.8,4.77,114.16,139.54,25.38,5.36,2.9,24.27,36.91,12.64,20.54,22.29,3.25,3.47,82.78,108.35,25.56,24.18\n8228,14.83,9.39,4.69,42.74,49.28,6.54,17.25,8.9,9.27,2750.45,7.51,7.54,741.2,3.67,7.83,1.62,58.69,67.52,8.83,4.36,0.42,771.05,29.33,1812.93,22.7,10.87,2.15,4.74,2.24,5.01,107.1,160.74,53.65,3.9,3.0,24.12,35.98,11.86,15.91,18.82,3.18,3.24,72.3,92.37,20.07,24.89\n8229,18.71,8.94,4.69,44.16,52.02,7.86,14.46,15.14,8.87,2558.16,10.24,11.31,734.35,1.98,6.93,1.63,71.17,88.79,17.62,3.62,0.29,725.43,28.36,1205.39,15.91,8.93,1.91,5.9,4.26,4.69,49.77,71.04,21.27,3.57,3.14,31.69,47.05,15.36,9.61,13.17,2.23,3.14,36.11,44.08,7.96,34.38\n8230,16.09,8.85,4.73,49.95,62.83,12.88,15.88,11.16,8.86,2383.81,8.21,9.25,498.44,4.03,4.85,1.57,49.91,63.78,13.87,2.77,0.21,728.61,37.02,643.85,10.52,7.68,1.98,5.54,4.57,4.7,48.34,73.13,24.78,2.91,2.84,32.06,46.72,14.66,6.75,9.22,1.56,3.34,30.4,39.08,8.68,33.63\n8231,15.36,8.23,4.79,48.3,63.73,15.43,14.68,8.17,8.58,2319.84,6.45,6.82,559.29,4.52,3.74,1.62,27.64,33.14,5.5,1.94,0.14,737.04,27.43,487.39,9.72,5.98,2.17,4.72,4.66,4.85,37.62,61.41,23.79,2.74,2.67,23.32,36.01,12.69,11.06,6.46,1.09,3.57,31.32,43.56,12.25,26.45\n8232,18.86,7.1,4.47,29.48,36.27,6.79,13.05,6.48,8.61,2248.33,6.91,5.56,535.24,4.64,2.71,1.56,30.83,40.61,9.78,1.58,0.1,738.12,25.22,394.02,10.54,9.01,2.17,4.22,3.26,4.88,41.52,56.79,15.27,2.56,2.87,27.11,41.62,14.51,10.17,4.52,0.76,3.42,24.73,31.25,6.52,38.24\n8233,15.81,12.28,4.77,26.12,34.11,7.99,10.57,4.71,8.52,2220.34,6.43,4.9,488.17,3.8,1.9,1.63,29.63,37.65,8.02,2.92,0.07,745.14,18.5,335.38,13.84,10.41,1.92,4.12,2.28,4.83,40.32,57.27,16.96,1.93,2.9,33.13,48.3,15.17,5.76,3.16,0.54,3.21,26.59,32.99,6.4,26.88\n8234,15.17,9.48,5.01,28.99,39.47,10.48,7.5,4.15,8.6,2140.29,6.43,5.29,449.84,3.23,1.33,1.58,27.59,33.74,6.15,2.9,0.05,734.11,13.41,335.45,11.91,7.94,1.78,4.36,1.74,4.28,32.17,50.87,18.7,1.56,3.22,30.54,44.5,13.97,6.51,2.21,0.38,2.98,20.08,25.59,5.51,26.03\n8235,14.17,8.09,4.5,31.52,41.15,9.63,6.2,4.06,8.5,2062.67,7.32,4.13,386.0,3.51,0.93,1.59,20.22,24.28,4.06,2.33,0.03,711.72,9.88,286.0,10.31,4.81,1.79,4.77,3.98,4.2,24.84,36.74,11.9,1.62,3.25,18.37,26.15,7.77,10.97,1.55,0.26,3.19,17.0,21.48,4.48,27.1\n8236,14.0,6.82,5.51,23.31,31.46,8.15,5.25,3.4,8.55,1965.4,8.47,5.98,367.01,2.49,1.05,1.46,18.83,22.87,4.04,4.78,0.02,711.18,12.4,221.86,9.28,4.79,1.93,6.27,4.22,4.25,24.22,36.8,12.58,1.51,3.2,14.46,20.07,5.61,12.47,1.08,0.18,2.94,15.1,19.09,3.99,27.91\n8237,13.17,7.57,5.58,17.7,21.08,3.38,7.77,3.34,8.35,1917.63,7.4,4.51,393.06,1.93,1.19,1.67,16.61,18.82,2.21,5.55,0.02,714.74,9.57,203.93,7.4,6.52,1.82,5.01,4.82,4.13,23.5,34.49,10.99,1.95,3.23,12.68,17.45,4.77,13.27,0.92,0.21,2.83,16.18,20.64,4.45,26.54\n8238,12.6,6.75,5.58,15.6,18.04,2.44,7.97,3.39,8.44,1903.34,7.5,3.21,410.77,2.62,0.92,1.6,16.1,19.08,2.98,4.56,0.01,726.78,6.76,218.71,8.09,6.04,1.88,4.28,3.51,4.28,22.52,34.6,12.08,2.52,3.17,15.32,20.38,5.06,11.52,1.0,0.29,2.64,15.39,19.23,3.84,26.4\n8239,12.1,8.16,6.15,15.81,18.32,2.51,6.15,2.97,8.6,1913.93,7.41,2.65,402.56,1.96,0.65,1.43,13.39,14.5,1.11,5.93,0.01,760.22,5.45,251.71,6.86,5.41,1.95,3.96,2.46,4.3,22.41,35.78,13.37,2.15,3.36,18.14,24.12,5.98,9.62,1.05,0.2,2.62,16.62,21.18,4.55,25.2\n8240,11.65,6.71,5.56,20.91,28.86,7.95,7.82,2.92,8.42,1921.45,7.1,1.9,407.97,2.75,0.45,1.51,15.7,19.39,3.69,9.53,0.01,766.02,4.84,240.5,5.96,4.37,2.0,4.69,1.72,4.18,23.25,38.45,15.19,1.51,3.45,30.34,44.75,14.41,6.15,1.12,0.14,2.92,18.04,23.46,5.41,24.15\n8241,13.3,5.76,5.69,13.15,15.35,2.2,9.81,2.48,8.63,2038.99,5.03,1.92,477.18,13.43,0.32,1.64,30.71,45.11,14.4,9.3,0.0,757.1,3.39,297.65,5.95,4.73,2.15,4.18,1.21,4.28,28.92,52.87,23.95,1.06,3.65,37.38,62.03,24.65,4.32,0.78,0.1,2.91,25.2,35.38,10.18,19.83\n8242,20.32,6.65,5.68,19.61,27.42,7.81,8.72,1.88,8.67,2111.81,5.7,2.28,576.4,8.89,0.22,1.61,31.21,45.9,14.69,8.92,0.0,702.34,2.45,425.03,6.68,4.76,2.12,3.83,0.99,4.43,37.46,68.92,31.46,0.74,4.23,67.28,138.42,71.14,4.13,1.03,0.07,3.02,27.07,41.11,14.04,19.89\n8243,37.56,21.66,6.18,22.51,30.65,8.14,10.74,2.12,8.61,2069.84,7.62,1.69,585.64,6.41,0.71,1.67,30.69,45.71,15.02,10.57,0.0,762.43,2.27,460.86,5.06,4.64,2.14,3.58,1.55,4.46,42.89,73.71,30.82,0.8,4.31,46.15,90.14,43.99,6.77,1.57,0.05,3.18,25.98,40.27,14.29,21.31\n8244,23.99,17.35,6.41,24.06,33.21,9.15,10.29,2.83,8.69,2016.57,9.51,1.82,551.29,9.39,0.64,1.84,22.99,32.83,9.84,9.71,0.0,729.28,1.9,495.36,4.77,3.47,2.11,3.61,3.41,4.6,42.81,77.39,34.58,9.71,4.28,19.49,34.72,15.23,13.42,1.1,0.03,3.56,25.83,41.06,15.23,22.97\n8245,14.79,14.03,5.93,22.9,31.52,8.62,8.09,3.02,8.67,2019.74,9.18,4.08,513.29,7.12,0.45,1.61,16.67,22.01,5.34,8.3,0.14,759.53,1.33,390.16,6.78,3.31,2.05,13.15,3.28,4.51,36.68,64.87,28.19,12.39,4.0,26.83,53.06,26.23,12.62,0.98,0.02,3.91,22.96,36.07,13.1,31.54\n8246,19.01,15.54,5.91,25.39,39.22,13.83,6.54,3.47,8.87,2012.55,10.41,3.14,480.34,6.29,0.31,1.65,20.09,28.5,8.41,8.78,0.87,745.01,1.02,362.65,6.66,3.44,2.03,32.74,3.22,4.48,39.16,62.03,22.86,9.12,3.87,19.24,33.42,14.18,15.4,1.11,0.05,3.84,18.63,28.03,9.4,35.88\n8247,15.89,14.41,5.91,26.39,41.38,14.99,5.42,3.93,8.84,2032.7,8.71,2.37,469.78,4.0,0.86,1.78,19.26,26.34,7.08,9.83,1.39,760.29,1.72,549.53,6.47,3.19,2.09,22.92,3.45,4.44,46.36,70.36,24.0,7.11,3.87,19.94,33.72,13.78,17.14,1.06,0.26,3.73,23.72,35.17,11.45,33.96\n8248,19.55,10.19,5.9,33.35,51.01,17.66,13.25,4.42,8.74,2101.1,7.2,1.71,512.72,3.31,1.0,1.77,23.11,31.71,8.6,8.87,1.59,766.2,1.8,661.67,8.44,2.83,1.98,16.04,3.65,4.4,42.77,64.43,21.65,5.7,4.15,17.82,29.68,11.87,19.09,1.3,0.62,3.44,27.04,37.37,10.34,31.31\n8249,16.13,8.2,5.85,41.26,67.52,26.26,23.97,3.72,9.15,2345.26,5.64,1.2,593.17,3.2,1.26,1.89,37.94,53.79,15.85,6.83,1.31,821.48,2.32,791.03,7.85,2.47,2.3,11.27,3.84,4.49,53.43,83.72,30.29,6.61,4.26,19.52,31.61,12.09,21.49,1.41,0.68,3.46,38.25,54.53,16.28,24.81\n8250,26.39,12.57,5.81,36.23,54.14,17.91,28.86,5.42,9.76,2852.12,5.79,1.52,778.42,3.43,1.01,2.34,60.53,97.98,37.45,5.66,0.92,1017.86,2.49,1247.01,6.47,2.54,2.35,8.99,3.73,4.31,54.03,73.79,19.76,7.12,3.73,24.22,40.76,16.55,17.05,1.11,0.71,3.59,57.41,90.89,33.48,17.95\n8251,23.08,19.1,6.0,36.82,52.24,15.42,39.03,12.57,9.84,2901.33,5.34,4.9,844.96,2.96,0.71,2.59,75.24,131.32,56.08,8.45,0.64,1189.85,3.51,1669.2,12.27,2.84,2.53,6.29,4.19,4.36,66.91,90.76,23.85,5.73,3.6,38.87,55.36,16.5,9.85,2.69,1.02,3.49,64.06,106.23,42.17,16.56\n8252,23.52,13.34,5.82,31.8,42.0,10.2,42.95,15.93,9.48,2805.32,5.55,3.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Good\",\"E\",\"I1\",62.3,58,3080,6.33,6.38,3.96\n\"1906\",1,\"Ideal\",\"H\",\"I1\",61.3,57,3080,6.41,6.44,3.94\n\"1907\",1,\"Fair\",\"J\",\"VS1\",66.6,57,3080,6.07,6.03,4.03\n\"1908\",1,\"Premium\",\"H\",\"SI2\",59.4,60,3080,6.49,6.4,3.83\n\"1909\",1,\"Premium\",\"H\",\"SI2\",62.8,60,3080,6.46,6.34,4.02\n\"1910\",0.82,\"Premium\",\"F\",\"SI1\",61.1,60,3080,6.02,5.96,3.66\n\"1911\",0.71,\"Ideal\",\"H\",\"VS2\",61.8,55,3080,5.75,5.78,3.56\n\"1912\",0.71,\"Ideal\",\"H\",\"VS2\",61.8,55,3080,5.73,5.75,3.55\n\"1913\",0.79,\"Very Good\",\"D\",\"SI2\",63.2,57,3081,5.81,5.86,3.69\n\"1914\",0.75,\"Ideal\",\"F\",\"VS2\",62.1,57,3081,5.8,5.82,3.61\n\"1915\",0.79,\"Ideal\",\"F\",\"SI1\",62,55,3081,5.93,5.95,3.68\n\"1916\",0.71,\"Ideal\",\"E\",\"VS1\",62.2,57,3081,5.74,5.7,3.56\n\"1917\",0.8,\"Very Good\",\"F\",\"SI1\",63.5,58,3082,5.89,5.85,3.73\n\"1918\",0.91,\"Very 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Good\",\"E\",\"SI2\",61,59,3084,5.73,5.78,3.51\n\"1933\",0.81,\"Premium\",\"I\",\"VVS2\",62.9,59,3084,5.95,5.84,3.71\n\"1934\",0.53,\"Ideal\",\"E\",\"VVS1\",61.8,55,3084,5.19,5.24,3.22\n\"1935\",0.61,\"Ideal\",\"E\",\"VVS1\",62.2,56,3084,5.43,5.47,3.39\n\"1936\",0.85,\"Ideal\",\"G\",\"SI1\",62,54,3084,6.08,6.11,3.78\n\"1937\",0.75,\"Good\",\"E\",\"VS2\",62.6,58,3084,5.73,5.78,3.6\n\"1938\",0.9,\"Good\",\"E\",\"SI2\",64.1,57,3084,6.09,6.07,3.9\n\"1939\",0.9,\"Very Good\",\"E\",\"SI2\",63.4,62,3084,6.02,6,3.81\n\"1940\",0.9,\"Premium\",\"E\",\"SI2\",60.7,61,3084,6.22,6.16,3.76\n\"1941\",0.9,\"Premium\",\"E\",\"SI2\",59.5,61,3084,6.3,6.24,3.73\n\"1942\",0.9,\"Fair\",\"E\",\"SI2\",64.5,55,3084,6.12,6.03,3.92\n\"1943\",0.9,\"Fair\",\"E\",\"SI2\",65.8,58,3084,6.02,5.98,3.95\n\"1944\",0.9,\"Premium\",\"E\",\"SI2\",63,57,3084,6.08,6.05,3.82\n\"1945\",0.81,\"Ideal\",\"H\",\"VS2\",61.6,56,3084,6.03,5.98,3.7\n\"1946\",0.81,\"Premium\",\"G\",\"VS2\",61.2,60,3084,6,5.99,3.67\n\"1947\",0.9,\"Very Good\",\"E\",\"SI2\",63.1,54,3084,6.2,6.17,3.9\n\"1948\",1.02,\"Fair\",\"I\",\"SI2\",64.5,56,3084,6.28,6.25,4.04\n\"1949\",0.72,\"Ideal\",\"F\",\"VS1\",62.4,56,3084,5.76,5.72,3.58\n\"1950\",0.75,\"Very Good\",\"D\",\"SI1\",63.9,56,3085,5.73,5.75,3.67\n\"1951\",0.84,\"Premium\",\"E\",\"SI2\",59.2,59,3086,6.19,6.14,3.65\n\"1952\",0.75,\"Ideal\",\"E\",\"VS1\",61.8,55,3086,5.85,5.87,3.62\n\"1953\",0.7,\"Good\",\"D\",\"VS2\",63.9,58,3087,5.58,5.62,3.58\n\"1954\",0.7,\"Good\",\"D\",\"VS2\",63.2,60,3087,5.56,5.61,3.53\n\"1955\",0.91,\"Very Good\",\"H\",\"SI1\",63,57,3087,6.1,6.19,3.87\n\"1956\",0.7,\"Good\",\"D\",\"VS2\",64.1,59,3087,5.49,5.56,3.54\n\"1957\",0.76,\"Ideal\",\"E\",\"SI1\",62.4,57,3087,5.83,5.87,3.65\n\"1958\",0.74,\"Ideal\",\"D\",\"VS2\",61.9,56,3087,5.84,5.79,3.6\n\"1959\",1.01,\"Good\",\"J\",\"SI2\",63.7,60,3088,6.4,6.29,4.05\n\"1960\",1.01,\"Very Good\",\"J\",\"SI2\",63.3,53,3088,6.35,6.31,4.01\n\"1961\",0.79,\"Premium\",\"F\",\"VS2\",60.7,60,3089,5.95,5.97,3.62\n\"1962\",0.77,\"Ideal\",\"H\",\"SI1\",61.3,56,3089,5.87,5.91,3.61\n\"1963\",0.73,\"Ideal\",\"G\",\"SI1\",61.4,57,3089,5.74,5.79,3.54\n\"1964\",0.73,\"Ideal\",\"G\",\"SI1\",60.9,57,3089,5.81,5.85,3.55\n\"1965\",0.73,\"Ideal\",\"G\",\"SI1\",60.6,57,3089,5.84,5.87,3.55\n\"1966\",0.73,\"Ideal\",\"G\",\"SI1\",61.9,55,3089,5.76,5.8,3.58\n\"1967\",0.73,\"Ideal\",\"G\",\"SI1\",61.2,57,3089,5.79,5.86,3.56\n\"1968\",0.73,\"Ideal\",\"G\",\"SI1\",61.7,57,3089,5.78,5.81,3.57\n\"1969\",0.71,\"Ideal\",\"D\",\"VS1\",62.5,57,3090,5.71,5.68,3.56\n\"1970\",0.58,\"Ideal\",\"F\",\"VVS1\",61.7,55,3090,5.36,5.39,3.31\n\"1971\",0.87,\"Ideal\",\"F\",\"SI2\",62.2,56,3090,6.03,6.13,3.78\n\"1972\",0.71,\"Premium\",\"D\",\"VS1\",58.1,62,3090,5.89,5.84,3.41\n\"1973\",0.72,\"Ideal\",\"E\",\"VS2\",60.8,57,3091,5.79,5.82,3.53\n\"1974\",0.92,\"Premium\",\"J\",\"VS2\",60.9,62,3091,6.31,6.26,3.83\n\"1975\",1.2,\"Premium\",\"G\",\"I1\",60.3,58,3091,6.82,6.77,4.1\n\"1976\",0.8,\"Premium\",\"E\",\"SI1\",62.9,60,3091,5.89,5.87,3.7\n\"1977\",0.98,\"Very Good\",\"H\",\"SI2\",63.4,57,3091,6.41,6.32,4.04\n\"1978\",0.7,\"Very Good\",\"D\",\"VS2\",60.7,58,3092,5.7,5.73,3.47\n\"1979\",0.7,\"Ideal\",\"D\",\"VS2\",61.6,58,3092,5.66,5.7,3.5\n\"1980\",0.7,\"Ideal\",\"D\",\"VS2\",62.3,55,3092,5.67,5.7,3.54\n\"1981\",0.8,\"Very Good\",\"F\",\"SI1\",63.1,58,3093,5.89,5.93,3.73\n\"1982\",0.7,\"Ideal\",\"E\",\"VS2\",62,57,3093,5.68,5.71,3.53\n\"1983\",0.7,\"Ideal\",\"D\",\"VS1\",61.9,57,3093,5.69,5.72,3.53\n\"1984\",0.72,\"Ideal\",\"E\",\"VVS2\",62.1,57,3093,5.76,5.74,3.57\n\"1985\",0.71,\"Ideal\",\"G\",\"VVS2\",62.5,57,3095,5.7,5.73,3.57\n\"1986\",0.7,\"Very Good\",\"E\",\"VS1\",63.4,57,3095,5.63,5.67,3.58\n\"1987\",0.81,\"Very Good\",\"G\",\"SI1\",62.3,59,3095,5.93,5.98,3.71\n\"1988\",0.94,\"Premium\",\"F\",\"SI2\",62.3,59,3095,6.32,6.23,3.91\n\"1989\",0.9,\"Premium\",\"H\",\"SI1\",62.4,56,3095,6.13,6.05,3.8\n\"1990\",0.71,\"Very Good\",\"D\",\"VS2\",63.1,59,3096,5.64,5.67,3.57\n\"1991\",0.71,\"Very Good\",\"D\",\"VS2\",63,58,3096,5.65,5.68,3.57\n\"1992\",0.77,\"Good\",\"H\",\"VVS1\",63.1,57,3096,5.83,5.86,3.69\n\"1993\",0.91,\"Premium\",\"F\",\"SI2\",62.1,56,3096,6.26,6.21,3.87\n\"1994\",0.81,\"Ideal\",\"I\",\"SI1\",61.3,56,3097,6.23,6.27,3.83\n\"1995\",0.81,\"Premium\",\"F\",\"SI1\",60.3,59,3097,5.98,6.05,3.63\n\"1996\",0.52,\"Ideal\",\"E\",\"VVS1\",61.8,55,3097,5.19,5.2,3.21\n\"1997\",0.53,\"Ideal\",\"D\",\"VVS1\",61.6,55,3097,5.21,5.27,3.23\n\"1998\",1.29,\"Good\",\"I\",\"I1\",64.2,54,3098,6.93,6.83,4.42\n\"1999\",0.9,\"Very Good\",\"I\",\"SI2\",60.4,58,3099,6.25,6.31,3.79\n\"2000\",0.72,\"Ideal\",\"D\",\"VS2\",61.8,57,3099,5.76,5.73,3.55\n\"2001\",0.94,\"Premium\",\"G\",\"SI2\",63,59,3099,6.16,6.1,3.86\n\"2002\",0.93,\"Ideal\",\"I\",\"SI2\",62.3,57,3101,6.2,6.22,3.87\n\"2003\",0.74,\"Ideal\",\"F\",\"VVS2\",61.5,54,3101,5.84,5.86,3.6\n\"2004\",0.81,\"Ideal\",\"E\",\"SI2\",62.1,55,3101,5.94,5.98,3.7\n\"2005\",0.71,\"Premium\",\"E\",\"VS2\",62.2,59,3101,5.79,5.76,3.59\n\"2006\",0.72,\"Very Good\",\"D\",\"SI1\",60.5,57,3102,5.85,5.89,3.55\n\"2007\",0.9,\"Very Good\",\"J\",\"VS1\",62.6,55,3102,6.11,6.13,3.83\n\"2008\",0.72,\"Ideal\",\"G\",\"VS1\",61.3,56,3102,5.77,5.82,3.55\n\"2009\",0.9,\"Ideal\",\"J\",\"SI1\",62.6,54,3102,6.16,6.23,3.88\n\"2010\",0.83,\"Ideal\",\"E\",\"SI2\",61.9,53,3103,6.04,6.08,3.75\n\"2011\",0.66,\"Ideal\",\"D\",\"VVS2\",61.6,57,3103,5.57,5.64,3.45\n\"2012\",0.71,\"Ideal\",\"E\",\"VS2\",62.2,56,3103,5.7,5.75,3.56\n\"2013\",0.78,\"Premium\",\"D\",\"SI1\",61.8,59,3103,5.93,5.88,3.65\n\"2014\",0.81,\"Very Good\",\"H\",\"VS1\",63.6,57,3104,5.87,5.9,3.74\n\"2015\",0.71,\"Very Good\",\"F\",\"VVS1\",63.3,58,3104,5.67,5.64,3.58\n\"2016\",0.9,\"Fair\",\"G\",\"SI2\",55.9,62,3104,6.35,6.42,3.57\n\"2017\",0.9,\"Fair\",\"G\",\"SI2\",64.7,58,3104,5.94,6.03,3.87\n\"2018\",0.9,\"Ideal\",\"I\",\"SI2\",62.8,55,3104,6.19,6.14,3.87\n\"2019\",0.7,\"Premium\",\"F\",\"VVS2\",62.6,59,3105,5.66,5.62,3.53\n\"2020\",0.78,\"Ideal\",\"I\",\"VS1\",61.9,56,3105,5.91,5.94,3.67\n\"2021\",0.78,\"Ideal\",\"I\",\"VS1\",60.7,56,3105,5.97,6.03,3.64\n\"2022\",0.9,\"Very Good\",\"H\",\"SI2\",59.5,63,3105,6.31,6.26,3.74\n\"2023\",0.9,\"Premium\",\"H\",\"SI2\",62.4,61,3105,6.11,6.03,3.79\n\"2024\",0.9,\"Very Good\",\"H\",\"SI2\",61.1,63,3105,6.19,6.12,3.76\n\"2025\",1.52,\"Good\",\"E\",\"I1\",57.3,58,3105,7.53,7.42,4.28\n\"2026\",1.52,\"Good\",\"E\",\"I1\",57.3,58,3105,7.53,7.42,4.28\n\"2027\",0.9,\"Ideal\",\"J\",\"VS2\",59.8,56,3105,6.27,6.24,3.74\n\"2028\",0.9,\"Fair\",\"H\",\"SI2\",65.6,58,3105,6.05,5.95,3.95\n\"2029\",0.75,\"Premium\",\"D\",\"SI1\",58.9,60,3105,5.99,5.97,3.52\n\"2030\",0.7,\"Premium\",\"G\",\"VVS1\",61.2,56,3105,5.75,5.68,3.5\n\"2031\",0.9,\"Very Good\",\"H\",\"SI2\",63.4,60,3105,6.08,6.03,3.84\n\"2032\",0.72,\"Ideal\",\"F\",\"VS1\",62.4,55,3105,5.78,5.75,3.6\n\"2033\",0.9,\"Premium\",\"H\",\"SI2\",59.6,59,3105,6.38,6.24,3.76\n\"2034\",0.9,\"Good\",\"H\",\"SI2\",64.1,58,3105,6.05,6.02,3.87\n\"2035\",0.72,\"Premium\",\"F\",\"VVS2\",61.6,59,3105,5.78,5.72,3.54\n\"2036\",0.79,\"Ideal\",\"E\",\"SI1\",62.1,54,3107,5.92,5.96,3.69\n\"2037\",0.79,\"Good\",\"E\",\"SI1\",63.2,56,3107,5.83,5.91,3.71\n\"2038\",0.7,\"Very Good\",\"E\",\"VS1\",63.4,56,3107,5.6,5.63,3.56\n\"2039\",0.7,\"Ideal\",\"E\",\"VS1\",62.2,58,3107,5.62,5.69,3.52\n\"2040\",0.7,\"Good\",\"D\",\"VS1\",60.4,63,3107,5.73,5.76,3.47\n\"2041\",0.32,\"Good\",\"E\",\"SI1\",63.2,56,561,4.35,4.38,2.76\n\"2042\",0.32,\"Ideal\",\"I\",\"VVS2\",61.5,56,561,4.4,4.42,2.71\n\"2043\",0.32,\"Ideal\",\"H\",\"VS1\",61.3,55,561,4.41,4.43,2.71\n\"2044\",0.32,\"Premium\",\"G\",\"VS2\",61,59,561,4.42,4.46,2.71\n\"2045\",0.32,\"Premium\",\"H\",\"VS1\",61.3,60,561,4.33,4.38,2.67\n\"2046\",0.32,\"Premium\",\"G\",\"VS2\",62.3,60,561,4.37,4.4,2.73\n\"2047\",0.32,\"Ideal\",\"I\",\"VVS2\",62.6,54,561,4.37,4.41,2.75\n\"2048\",0.32,\"Very Good\",\"E\",\"SI1\",61.6,56,561,4.39,4.41,2.71\n\"2049\",0.32,\"Ideal\",\"G\",\"VS2\",61.8,57,561,4.38,4.42,2.72\n\"2050\",0.32,\"Very Good\",\"G\",\"VS2\",62.4,59,561,4.33,4.36,2.71\n\"2051\",0.32,\"Good\",\"E\",\"SI1\",63.1,56,561,4.36,4.39,2.76\n\"2052\",0.32,\"Very Good\",\"H\",\"VS1\",61.7,61,561,4.38,4.43,2.72\n\"2053\",0.32,\"Premium\",\"G\",\"VS2\",62,58,561,4.33,4.38,2.7\n\"2054\",0.32,\"Premium\",\"G\",\"VS2\",62.6,59,561,4.33,4.36,2.72\n\"2055\",0.32,\"Very Good\",\"E\",\"SI1\",62.8,57,561,4.34,4.39,2.74\n\"2056\",0.32,\"Premium\",\"G\",\"VS2\",62.6,60,561,4.33,4.36,2.72\n\"2057\",0.32,\"Very Good\",\"H\",\"VS1\",60.5,59,561,4.41,4.42,2.67\n\"2058\",0.32,\"Very Good\",\"E\",\"SI1\",62.2,57,561,4.38,4.43,2.74\n\"2059\",0.32,\"Premium\",\"H\",\"VS1\",60.6,60,561,4.4,4.44,2.68\n\"2060\",0.32,\"Ideal\",\"G\",\"VS2\",60.3,57,561,4.43,4.46,2.68\n\"2061\",0.32,\"Very Good\",\"E\",\"VS2\",60.5,58,561,4.4,4.42,2.67\n\"2062\",0.32,\"Very 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Good\",\"J\",\"VS2\",61.6,58,3112,6.23,6.28,3.85\n\"2088\",0.79,\"Premium\",\"D\",\"SI1\",61.4,59,3112,5.89,5.96,3.64\n\"2089\",0.71,\"Very Good\",\"E\",\"VS1\",59.8,58,3112,5.78,5.82,3.47\n\"2090\",0.71,\"Very Good\",\"H\",\"IF\",63,57,3112,5.63,5.7,3.57\n\"2091\",0.71,\"Ideal\",\"E\",\"VS2\",61.6,57,3112,5.71,5.79,3.54\n\"2092\",0.71,\"Very Good\",\"G\",\"VVS2\",61.2,58,3113,5.68,5.72,3.49\n\"2093\",0.78,\"Very Good\",\"G\",\"VS2\",62.6,58,3113,5.81,5.89,3.66\n\"2094\",0.82,\"Ideal\",\"I\",\"VS1\",61.3,57,3113,6.02,6.07,3.7\n\"2095\",0.9,\"Good\",\"H\",\"SI2\",60.4,61,3114,6.14,6.22,3.73\n\"2096\",0.9,\"Very Good\",\"G\",\"SI2\",60.1,60,3114,6.22,6.32,3.77\n\"2097\",0.76,\"Ideal\",\"G\",\"VS2\",61.7,55,3114,5.86,5.91,3.63\n\"2098\",0.77,\"Ideal\",\"G\",\"VS2\",62.1,56,3114,5.85,5.88,3.64\n\"2099\",0.9,\"Good\",\"H\",\"SI2\",64.3,58,3114,5.97,6.03,3.86\n\"2100\",0.93,\"Ideal\",\"G\",\"SI2\",61,54,3114,6.35,6.32,3.87\n\"2101\",0.86,\"Very Good\",\"H\",\"SI1\",63.8,56,3115,6.02,6.05,3.85\n\"2102\",0.7,\"Good\",\"E\",\"VS2\",60.3,60,3115,5.69,5.75,3.45\n\"2103\",0.9,\"Good\",\"H\",\"SI2\",64.3,60,3115,6,6.1,3.89\n\"2104\",0.84,\"Premium\",\"F\",\"SI1\",59,59,3115,6.18,6.13,3.63\n\"2105\",0.8,\"Good\",\"F\",\"VS1\",63.3,55,3116,5.87,5.92,3.73\n\"2106\",0.9,\"Good\",\"F\",\"SI2\",63.3,57,3116,6.08,6.14,3.87\n\"2107\",0.9,\"Good\",\"F\",\"SI2\",63.2,59,3116,6.06,6.13,3.85\n\"2108\",0.71,\"Ideal\",\"F\",\"VS2\",61.2,56,3116,5.77,5.79,3.54\n\"2109\",0.92,\"Fair\",\"F\",\"SI1\",64.9,58,3117,6.1,6.04,3.94\n\"2110\",1.08,\"Premium\",\"H\",\"I1\",61.7,59,3118,6.54,6.59,4.05\n\"2111\",0.85,\"Ideal\",\"G\",\"SI1\",60.4,56,3118,6.26,6.17,3.75\n\"2112\",0.83,\"Very Good\",\"F\",\"SI1\",63.1,58,3118,5.98,5.94,3.76\n\"2113\",1.16,\"Fair\",\"H\",\"SI2\",68.2,55,3118,6.47,6.37,4.38\n\"2114\",0.87,\"Ideal\",\"H\",\"VS2\",61.7,57,3118,6.14,6.09,3.77\n\"2115\",0.9,\"Very 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Good\",\"E\",\"VS1\",62.3,58,3226,5.72,5.74,3.57\n\"2624\",0.8,\"Premium\",\"D\",\"SI1\",59.4,55,3226,6.06,6.02,3.59\n\"2625\",0.9,\"Good\",\"G\",\"SI1\",57.7,62,3226,6.29,6.23,3.61\n\"2626\",0.9,\"Fair\",\"H\",\"VS2\",65.5,57,3226,6.05,6.01,3.95\n\"2627\",0.72,\"Ideal\",\"F\",\"VS2\",61.1,56,3226,5.92,5.8,3.55\n\"2628\",0.51,\"Ideal\",\"E\",\"VVS1\",61.3,56,3226,5.21,5.13,3.17\n\"2629\",0.86,\"Very Good\",\"H\",\"SI1\",59.7,59,3228,6.14,6.23,3.69\n\"2630\",0.65,\"Ideal\",\"D\",\"VVS2\",61.4,60,3228,5.54,5.57,3.41\n\"2631\",0.74,\"Premium\",\"E\",\"VS2\",62.7,58,3228,5.77,5.72,3.6\n\"2632\",0.72,\"Very 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Good\",\"G\",\"SI2\",63.4,59,3246,6.08,6.04,3.84\n\"2697\",0.9,\"Good\",\"G\",\"SI2\",63.8,56,3246,6.16,6.13,3.92\n\"2698\",0.9,\"Premium\",\"G\",\"SI2\",61.1,58,3246,6.22,6.18,3.79\n\"2699\",1.03,\"Fair\",\"J\",\"SI2\",56.2,62,3246,6.73,6.69,3.77\n\"2700\",0.9,\"Fair\",\"I\",\"VS2\",65.4,60,3246,6.03,5.96,3.93\n\"2701\",0.31,\"Ideal\",\"G\",\"VS2\",62.2,54,562,4.38,4.4,2.73\n\"2702\",0.31,\"Ideal\",\"G\",\"VS2\",62.2,54,562,4.34,4.38,2.71\n\"2703\",0.31,\"Ideal\",\"G\",\"VS2\",60.8,56,562,4.38,4.4,2.67\n\"2704\",0.31,\"Ideal\",\"G\",\"VS2\",61.1,57,562,4.37,4.4,2.68\n\"2705\",0.31,\"Ideal\",\"G\",\"VS2\",62.2,53,562,4.37,4.38,2.72\n\"2706\",0.31,\"Ideal\",\"H\",\"VS1\",62,53,562,4.34,4.37,2.7\n\"2707\",0.31,\"Ideal\",\"H\",\"VS1\",61.3,55,562,4.36,4.38,2.68\n\"2708\",0.39,\"Very Good\",\"H\",\"SI2\",62.4,59,562,4.58,4.65,2.88\n\"2709\",0.29,\"Very Good\",\"F\",\"VVS1\",61.5,56,563,4.26,4.3,2.63\n\"2710\",0.35,\"Ideal\",\"G\",\"VS2\",61.6,54,563,4.55,4.58,2.81\n\"2711\",0.31,\"Ideal\",\"G\",\"SI1\",61.6,55,563,4.34,4.37,2.68\n\"2712\",0.25,\"Fair\",\"D\",\"VS1\",61.2,55,563,4.09,4.11,2.51\n\"2713\",0.32,\"Very Good\",\"G\",\"VS2\",60.9,58,564,4.42,4.45,2.7\n\"2714\",0.32,\"Ideal\",\"G\",\"VS2\",61.8,55,564,4.4,4.43,2.73\n\"2715\",0.33,\"Ideal\",\"H\",\"SI1\",61.7,55,564,4.43,4.46,2.74\n\"2716\",0.33,\"Ideal\",\"H\",\"SI1\",60.6,56,564,4.46,4.49,2.72\n\"2717\",0.3,\"Ideal\",\"E\",\"SI1\",61.9,57,564,4.29,4.32,2.66\n\"2718\",0.3,\"Ideal\",\"E\",\"SI1\",62.3,57,564,4.28,4.32,2.68\n\"2719\",0.32,\"Good\",\"E\",\"SI1\",62.5,61,564,4.32,4.35,2.71\n\"2720\",0.26,\"Good\",\"D\",\"VVS2\",63.6,56,564,4.06,4.09,2.59\n\"2721\",0.26,\"Ideal\",\"E\",\"VVS2\",62.5,55,564,4.07,4.09,2.55\n\"2722\",0.26,\"Very Good\",\"E\",\"VVS2\",58.9,61,564,4.16,4.19,2.46\n\"2723\",0.26,\"Very Good\",\"E\",\"VVS2\",60.8,61,564,4.12,4.13,2.51\n\"2724\",0.26,\"Very Good\",\"E\",\"VVS2\",61.7,61,564,4.08,4.12,2.53\n\"2725\",0.26,\"Good\",\"F\",\"VVS1\",63.3,57,564,4.05,4.07,2.57\n\"2726\",0.36,\"Ideal\",\"G\",\"SI2\",61.8,56,565,4.58,4.61,2.84\n\"2727\",0.34,\"Ideal\",\"E\",\"SI1\",61.9,55,565,4.51,4.53,2.8\n\"2728\",0.34,\"Ideal\",\"E\",\"SI1\",62.6,55,565,4.46,4.49,2.8\n\"2729\",0.31,\"Ideal\",\"D\",\"SI1\",61.3,56,565,4.36,4.41,2.69\n\"2730\",0.31,\"Ideal\",\"D\",\"SI1\",61.7,55,565,4.37,4.41,2.71\n\"2731\",0.9,\"Good\",\"G\",\"SI2\",64.1,63,3246,6.02,5.99,3.85\n\"2732\",0.9,\"Premium\",\"I\",\"VS2\",62.8,61,3246,6.12,6.02,3.81\n\"2733\",0.91,\"Ideal\",\"F\",\"SI2\",61.1,55,3246,6.24,6.19,3.8\n\"2734\",0.7,\"Very Good\",\"F\",\"VVS2\",62.5,58,3247,5.63,5.67,3.53\n\"2735\",0.7,\"Very 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Good\",\"H\",\"SI2\",62.4,58,3250,6.11,6.16,3.83\n\"2756\",0.72,\"Premium\",\"F\",\"VVS2\",61.1,58,3250,5.78,5.84,3.55\n\"2757\",0.83,\"Good\",\"E\",\"SI1\",63.7,59,3250,5.95,5.89,3.77\n\"2758\",0.9,\"Fair\",\"G\",\"SI1\",65.2,59,3250,6.05,6.01,3.93\n\"2759\",0.9,\"Good\",\"G\",\"SI1\",64.2,58,3250,6.04,6.01,3.87\n\"2760\",0.93,\"Premium\",\"J\",\"VS2\",62.3,60,3250,6.3,6.23,3.9\n\"2761\",0.73,\"Premium\",\"D\",\"VS2\",59.8,58,3250,5.89,5.85,3.51\n\"2762\",0.9,\"Very Good\",\"I\",\"SI1\",63.3,59,3251,6.14,6.05,3.86\n\"2763\",0.71,\"Ideal\",\"G\",\"VS1\",61,56,3251,5.77,5.8,3.53\n\"2764\",0.8,\"Ideal\",\"E\",\"SI2\",60.9,57,3251,6,6.03,3.66\n\"2765\",0.82,\"Ideal\",\"F\",\"SI1\",62.6,56,3251,5.95,5.99,3.74\n\"2766\",0.9,\"Ideal\",\"I\",\"SI1\",62.3,56,3251,6.18,6.12,3.83\n\"2767\",0.9,\"Ideal\",\"I\",\"SI1\",60.8,57,3251,6.25,6.22,3.79\n\"2768\",0.9,\"Premium\",\"I\",\"SI1\",61.8,58,3251,6.21,6.19,3.83\n\"2769\",0.77,\"Ideal\",\"D\",\"SI1\",60.8,57,3251,5.94,5.9,3.6\n\"2770\",0.71,\"Ideal\",\"D\",\"SI1\",62,55,3252,5.71,5.76,3.56\n\"2771\",0.7,\"Very 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Good\",\"G\",\"SI2\",62.2,60,3256,6.09,6.2,3.82\n\"2786\",0.91,\"Ideal\",\"J\",\"VS2\",62.1,56,3256,6.18,6.22,3.85\n\"2787\",0.79,\"Ideal\",\"E\",\"SI1\",61.9,55,3256,5.97,5.89,3.67\n\"2788\",0.76,\"Ideal\",\"F\",\"VS2\",61,55,3257,5.89,5.92,3.6\n\"2789\",0.81,\"Ideal\",\"H\",\"VS1\",61.8,58,3257,5.97,6.04,3.71\n\"2790\",0.72,\"Ideal\",\"H\",\"IF\",61.4,56,3257,5.76,5.8,3.55\n\"2791\",0.91,\"Very Good\",\"J\",\"VS2\",61,58,3258,6.22,6.3,3.82\n\"2792\",0.78,\"Very Good\",\"D\",\"SI1\",62.5,58,3258,5.86,5.89,3.67\n\"2793\",0.93,\"Fair\",\"I\",\"VS2\",64.7,58,3258,6.09,6.06,3.93\n\"2794\",0.78,\"Ideal\",\"F\",\"VS2\",61.3,57,3259,5.91,5.93,3.63\n\"2795\",1,\"Good\",\"F\",\"SI2\",59.4,64,3259,6.52,6.48,3.86\n\"2796\",0.75,\"Very Good\",\"E\",\"SI1\",59.2,59,3260,5.93,5.97,3.52\n\"2797\",0.77,\"Premium\",\"E\",\"VS1\",60.8,56,3260,5.95,5.9,3.6\n\"2798\",0.7,\"Very Good\",\"F\",\"VVS1\",63,60,3261,5.59,5.62,3.53\n\"2799\",0.76,\"Very 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Good\",\"E\",\"SI2\",61.9,57,8288,7.44,7.48,4.62\n\"19717\",1.53,\"Ideal\",\"H\",\"SI1\",61.9,58,8289,7.38,7.42,4.58\n\"19718\",1.5,\"Very Good\",\"E\",\"SI2\",62.2,58,8291,7.31,7.35,4.56\n\"19719\",1.5,\"Very Good\",\"I\",\"SI1\",63.1,59,8291,7.16,7.23,4.54\n\"19720\",1.5,\"Ideal\",\"I\",\"SI1\",62.7,57,8291,7.21,7.3,4.55\n\"19721\",1.23,\"Premium\",\"G\",\"VS1\",59.6,60,8293,6.99,6.94,4.15\n\"19722\",1.21,\"Premium\",\"G\",\"VS2\",60.3,60,8294,6.89,6.83,4.14\n\"19723\",1.21,\"Premium\",\"H\",\"IF\",62.2,58,8294,6.8,6.83,4.24\n\"19724\",1.21,\"Ideal\",\"G\",\"VS2\",61.5,56,8294,6.83,6.88,4.22\n\"19725\",1.09,\"Ideal\",\"G\",\"VVS2\",61.2,57,8295,6.62,6.66,4.06\n\"19726\",1.09,\"Ideal\",\"G\",\"VS1\",60.4,58,8296,6.67,6.7,4.04\n\"19727\",1.24,\"Very 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Good\",\"H\",\"SI2\",62.3,56,8301,7.33,7.38,4.58\n\"19736\",1.55,\"Ideal\",\"J\",\"SI1\",62.4,57,8301,7.5,7.45,4.67\n\"19737\",1.02,\"Ideal\",\"E\",\"VS1\",62.2,54,8303,6.43,6.46,4.01\n\"19738\",1.21,\"Premium\",\"G\",\"VS1\",59.5,58,8305,6.97,7.01,4.16\n\"19739\",1.09,\"Ideal\",\"G\",\"VS1\",60.3,57,8305,6.68,6.73,4.04\n\"19740\",1.02,\"Ideal\",\"G\",\"IF\",62.5,57,8311,6.44,6.37,4\n\"19741\",1.51,\"Premium\",\"D\",\"SI2\",61.4,56,8311,7.37,7.32,4.51\n\"19742\",1.27,\"Very Good\",\"D\",\"SI1\",62.5,58,8312,6.87,6.92,4.31\n\"19743\",1.51,\"Good\",\"I\",\"SI1\",63.7,58,8313,7.22,7.26,4.61\n\"19744\",1.22,\"Ideal\",\"G\",\"VS1\",61.3,56,8313,6.93,6.88,4.23\n\"19745\",1.47,\"Premium\",\"F\",\"SI2\",61.6,60,8314,7.38,7.33,4.53\n\"19746\",1.14,\"Very Good\",\"E\",\"VS1\",63.1,59,8315,6.63,6.61,4.18\n\"19747\",1.5,\"Good\",\"I\",\"VS2\",61.9,60,8316,7.25,7.28,4.5\n\"19748\",1.5,\"Premium\",\"G\",\"SI2\",60.7,58,8316,7.39,7.33,4.47\n\"19749\",1.5,\"Premium\",\"E\",\"SI2\",62.7,59,8316,7.3,7.22,4.55\n\"19750\",1.02,\"Very Good\",\"E\",\"VS1\",62.9,54,8317,6.38,6.46,4.04\n\"19751\",1.56,\"Very Good\",\"H\",\"SI2\",59.9,59,8317,7.47,7.52,4.49\n\"19752\",1.02,\"Ideal\",\"G\",\"VVS1\",61.5,57,8317,6.47,6.44,3.97\n\"19753\",1.01,\"Premium\",\"F\",\"VVS2\",61.8,59,8319,6.46,6.42,3.98\n\"19754\",1.06,\"Premium\",\"G\",\"VVS1\",61.1,58,8319,6.57,6.53,4\n\"19755\",1.2,\"Ideal\",\"G\",\"VS2\",59.9,61,8321,6.85,6.88,4.11\n\"19756\",1.08,\"Ideal\",\"F\",\"VS1\",62.1,53,8321,6.6,6.64,4.11\n\"19757\",1.72,\"Premium\",\"J\",\"SI1\",61.7,58,8324,7.71,7.81,4.79\n\"19758\",1.56,\"Premium\",\"J\",\"VS1\",61.1,59,8324,7.49,7.52,4.58\n\"19759\",1.59,\"Ideal\",\"J\",\"SI1\",62.4,55,8325,7.48,7.45,4.66\n\"19760\",1.11,\"Premium\",\"E\",\"VS1\",61.2,58,8329,6.69,6.65,4.08\n\"19761\",1.01,\"Very Good\",\"F\",\"VS2\",62,60,8330,6.36,6.39,3.95\n\"19762\",1.6,\"Premium\",\"H\",\"SI2\",59.4,59,8333,7.6,7.55,4.5\n\"19763\",1.5,\"Premium\",\"H\",\"SI2\",62.5,60,8333,7.32,7.25,4.55\n\"19764\",1,\"Premium\",\"D\",\"VS1\",61.9,55,8333,6.4,6.36,3.95\n\"19765\",1,\"Premium\",\"D\",\"VS1\",62.2,55,8333,6.46,6.4,4\n\"19766\",1.2,\"Very Good\",\"F\",\"VS2\",62.6,56,8334,6.73,6.78,4.23\n\"19767\",1.2,\"Ideal\",\"F\",\"VS2\",62.3,55,8334,6.79,6.83,4.24\n\"19768\",1.65,\"Ideal\",\"J\",\"SI1\",62.5,56,8334,7.59,7.54,4.73\n\"19769\",1.01,\"Good\",\"D\",\"VS1\",64.1,55,8339,6.29,6.38,4.06\n\"19770\",1.22,\"Very Good\",\"G\",\"VS2\",62.3,58,8340,6.79,6.82,4.24\n\"19771\",1.04,\"Premium\",\"D\",\"VS1\",62.3,59,8341,6.48,6.39,4.01\n\"19772\",1.04,\"Ideal\",\"D\",\"VS1\",59.1,56,8341,6.65,6.59,3.91\n\"19773\",1.51,\"Ideal\",\"I\",\"SI1\",61.1,59,8342,7.4,7.37,4.51\n\"19774\",1.52,\"Premium\",\"F\",\"SI2\",62.3,59,8342,7.37,7.33,4.58\n\"19775\",1.06,\"Ideal\",\"F\",\"VS1\",61.7,57,8344,6.55,6.57,4.05\n\"19776\",1.14,\"Ideal\",\"G\",\"VS1\",61.4,57,8346,6.75,6.81,4.16\n\"19777\",1.16,\"Premium\",\"E\",\"VS1\",58.7,58,8346,6.89,6.87,4.04\n\"19778\",1.02,\"Ideal\",\"D\",\"VS1\",62.6,57,8347,6.4,6.44,4.02\n\"19779\",1.08,\"Ideal\",\"G\",\"VVS1\",61.6,56,8347,6.6,6.65,4.08\n\"19780\",1.5,\"Good\",\"J\",\"VS1\",60.7,61,8347,7.27,7.3,4.42\n\"19781\",1.01,\"Very Good\",\"E\",\"VS1\",59.4,59,8348,6.52,6.54,3.88\n\"19782\",1.21,\"Ideal\",\"E\",\"VS1\",62.2,57,8348,6.83,6.8,4.24\n\"19783\",1.21,\"Ideal\",\"F\",\"VS2\",61.5,56,8348,6.87,6.83,4.21\n\"19784\",1.15,\"Very Good\",\"G\",\"VVS2\",58.4,59,8349,6.84,6.92,4.02\n\"19785\",1.13,\"Premium\",\"E\",\"VS1\",61.1,59,8353,6.72,6.69,4.1\n\"19786\",1.51,\"Fair\",\"I\",\"SI1\",68.3,57,8355,6.95,6.87,4.72\n\"19787\",1.64,\"Very Good\",\"F\",\"SI2\",63.2,57,8357,7.56,7.47,4.75\n\"19788\",1.13,\"Very Good\",\"E\",\"VS2\",61.9,61,8358,6.61,6.64,4.1\n\"19789\",1.06,\"Ideal\",\"G\",\"VVS2\",61.7,56,8358,6.59,6.56,4.06\n\"19790\",1,\"Good\",\"E\",\"VVS1\",63.4,59,8359,6.27,6.24,4\n\"19791\",1.07,\"Premium\",\"D\",\"VS1\",62,60,8359,6.55,6.49,4.04\n\"19792\",1.16,\"Very Good\",\"G\",\"VVS2\",62.3,59,8361,6.69,6.72,4.18\n\"19793\",1.81,\"Fair\",\"J\",\"SI1\",56.2,62,8362,8.14,8.09,4.56\n\"19794\",1.22,\"Premium\",\"G\",\"VS2\",61.8,58,8362,6.91,6.84,4.25\n\"19795\",1.22,\"Ideal\",\"G\",\"VS2\",61.4,56,8362,6.9,6.88,4.23\n\"19796\",1.57,\"Ideal\",\"J\",\"VS2\",62.3,54,8363,7.5,7.49,4.67\n\"19797\",1.74,\"Premium\",\"J\",\"VS2\",61.9,62,8364,7.62,7.54,4.7\n\"19798\",1.09,\"Ideal\",\"G\",\"VVS2\",60.6,57,8364,6.62,6.7,4.05\n\"19799\",1.25,\"Ideal\",\"H\",\"VS1\",62.1,57,8365,6.89,6.92,4.29\n\"19800\",1.53,\"Premium\",\"H\",\"SI1\",62.4,60,8365,7.34,7.31,4.57\n\"19801\",1.71,\"Premium\",\"I\",\"SI2\",59,60,8366,7.86,7.83,4.63\n\"19802\",1.52,\"Premium\",\"J\",\"VS1\",61.2,59,8366,7.39,7.36,4.51\n\"19803\",1,\"Ideal\",\"G\",\"VVS1\",61.9,57,8366,6.43,6.39,3.97\n\"19804\",1.52,\"Premium\",\"D\",\"SI2\",58.6,62,8366,7.56,7.45,4.41\n\"19805\",1.73,\"Good\",\"E\",\"I1\",63.6,59,8370,7.6,7.56,4.82\n\"19806\",1.51,\"Premium\",\"J\",\"VS1\",62.1,58,8371,7.36,7.4,4.58\n\"19807\",1.5,\"Ideal\",\"I\",\"SI1\",62.3,56,8371,7.35,7.41,4.6\n\"19808\",1.51,\"Very Good\",\"H\",\"SI2\",60.8,56,8372,7.41,7.46,4.52\n\"19809\",1.01,\"Very Good\",\"G\",\"VVS1\",61.8,59,8373,6.47,6.41,3.98\n\"19810\",1,\"Good\",\"D\",\"VVS2\",60.2,62,8374,6.42,6.46,3.88\n\"19811\",1.03,\"Very Good\",\"F\",\"VVS2\",61.3,57,8375,6.49,6.53,3.99\n\"19812\",1.22,\"Very Good\",\"G\",\"VS2\",62.7,58,8377,6.8,6.72,4.24\n\"19813\",1.6,\"Ideal\",\"I\",\"SI2\",61.9,57,8377,7.48,7.51,4.64\n\"19814\",1.6,\"Very Good\",\"F\",\"SI2\",60.5,60,8377,7.52,7.55,4.56\n\"19815\",1.2,\"Good\",\"E\",\"VS2\",63.6,57,8380,6.74,6.68,4.27\n\"19816\",1.23,\"Premium\",\"G\",\"VS1\",62.8,56,8381,6.86,6.81,4.29\n\"19817\",1.23,\"Premium\",\"G\",\"VS1\",61.8,58,8381,6.88,6.84,4.24\n\"19818\",1.75,\"Good\",\"H\",\"SI2\",64.1,56,8385,7.59,7.55,4.85\n\"19819\",1.03,\"Ideal\",\"G\",\"VVS2\",60.7,57,8385,6.5,6.58,3.97\n\"19820\",1.33,\"Ideal\",\"H\",\"VS2\",59.5,57,8385,7.18,7.23,4.29\n\"19821\",1.2,\"Good\",\"G\",\"VS1\",63.6,58,8387,6.59,6.56,4.18\n\"19822\",1.51,\"Fair\",\"F\",\"SI1\",65.8,56,8387,7.16,7.12,4.7\n\"19823\",1.51,\"Premium\",\"H\",\"SI2\",62.4,58,8388,7.36,7.31,4.58\n\"19824\",1.5,\"Very Good\",\"J\",\"VVS2\",63.3,56,8391,7.18,7.29,4.58\n\"19825\",1.31,\"Ideal\",\"H\",\"VS1\",62.4,56,8392,7,6.98,4.36\n\"19826\",1.07,\"Ideal\",\"G\",\"VVS2\",62.4,54,8393,6.51,6.56,4.08\n\"19827\",1.12,\"Ideal\",\"G\",\"VS1\",62.5,54,8394,6.65,6.69,4.17\n\"19828\",1.51,\"Ideal\",\"I\",\"SI1\",61.2,60,8396,7.39,7.37,4.52\n\"19829\",1.51,\"Ideal\",\"I\",\"SI1\",59.4,61,8396,7.52,7.46,4.45\n\"19830\",1.7,\"Premium\",\"F\",\"SI2\",60.2,61,8397,7.79,7.68,4.66\n\"19831\",1.03,\"Ideal\",\"G\",\"VVS1\",62,56,8398,6.54,6.5,4.04\n\"19832\",1.5,\"Premium\",\"F\",\"SI1\",60,60,8400,7.48,7.42,4.47\n\"19833\",1.51,\"Ideal\",\"I\",\"SI1\",62.7,57,8400,7.35,7.3,4.59\n\"19834\",1.11,\"Ideal\",\"G\",\"VS2\",61.6,56,8400,6.62,6.65,4.09\n\"19835\",1,\"Premium\",\"F\",\"VVS2\",61.2,60,8400,6.43,6.38,3.92\n\"19836\",1.25,\"Ideal\",\"E\",\"VS2\",62.6,56,8400,6.89,6.84,4.3\n\"19837\",1.01,\"Very Good\",\"E\",\"VVS2\",61.6,58,8401,6.4,6.46,3.96\n\"19838\",1.02,\"Ideal\",\"G\",\"VVS2\",62.1,57,8401,6.43,6.45,4\n\"19839\",1.02,\"Ideal\",\"G\",\"VVS2\",61.6,57,8401,6.45,6.47,3.98\n\"19840\",1.02,\"Ideal\",\"G\",\"VVS2\",62.7,57,8401,6.41,6.45,4.03\n\"19841\",1.21,\"Premium\",\"G\",\"VS2\",62.8,59,8402,6.84,6.76,4.27\n\"19842\",1.21,\"Very Good\",\"F\",\"VS2\",62.9,54,8403,6.78,6.82,4.28\n\"19843\",1.01,\"Very Good\",\"E\",\"VS1\",60.4,60,8403,6.43,6.48,3.9\n\"19844\",1.13,\"Ideal\",\"E\",\"VS2\",62,54,8404,6.7,6.66,4.14\n\"19845\",1.23,\"Very Good\",\"H\",\"VVS1\",62.5,58,8405,6.77,6.82,4.25\n\"19846\",1.08,\"Ideal\",\"F\",\"VS1\",61.4,55,8405,6.61,6.69,4.08\n\"19847\",1.12,\"Very Good\",\"G\",\"VVS1\",60.9,57,8408,6.67,6.72,4.08\n\"19848\",1.52,\"Very Good\",\"H\",\"SI2\",62.8,58,8408,7.25,7.3,4.57\n\"19849\",2.04,\"Premium\",\"I\",\"I1\",59.3,61,8408,8.3,8.25,4.91\n\"19850\",1.5,\"Very Good\",\"I\",\"SI1\",63.1,54,8408,7.34,7.31,4.62\n\"19851\",1.54,\"Premium\",\"E\",\"SI2\",59.9,60,8408,7.49,7.38,4.46\n\"19852\",1.18,\"Very Good\",\"G\",\"VS2\",62.7,54.7,8411,6.74,6.77,4.23\n\"19853\",1.22,\"Ideal\",\"H\",\"VS1\",61.9,54,8411,6.88,6.9,4.26\n\"19854\",1.06,\"Ideal\",\"E\",\"VS1\",62.1,57,8413,6.49,6.52,4.04\n\"19855\",1.2,\"Ideal\",\"G\",\"VS2\",62.8,54,8414,6.75,6.79,4.25\n\"19856\",1.18,\"Ideal\",\"G\",\"VS1\",61.3,56,8414,6.81,6.83,4.17\n\"19857\",1.01,\"Good\",\"E\",\"VVS2\",63.9,58,8415,6.31,6.37,4.05\n\"19858\",1.5,\"Very Good\",\"J\",\"VVS1\",62.3,62,8415,7.16,7.23,4.48\n\"19859\",1.06,\"Very 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Good\",\"G\",\"SI2\",61.1,61,8419,7.43,7.46,4.55\n\"19867\",2.68,\"Premium\",\"G\",\"I1\",58.6,60,8419,9.11,9.07,5.33\n\"19868\",1.4,\"Premium\",\"D\",\"SI2\",61.8,54,8419,7.21,7.16,4.44\n\"19869\",1.46,\"Ideal\",\"E\",\"SI2\",62.3,55,8421,7.29,7.25,4.53\n\"19870\",1.09,\"Ideal\",\"F\",\"VS1\",60.6,57,8422,6.62,6.64,4.02\n\"19871\",1.37,\"Premium\",\"H\",\"VS1\",60.9,59,8424,7.17,7.24,4.39\n\"19872\",1.44,\"Premium\",\"I\",\"VS1\",62.6,59,8426,7.08,7.14,4.45\n\"19873\",1.52,\"Premium\",\"J\",\"VS1\",62.2,59,8426,7.32,7.38,4.57\n\"19874\",1.52,\"Premium\",\"J\",\"VVS2\",58.3,62,8427,7.61,7.49,4.4\n\"19875\",1.5,\"Very 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Good\",\"H\",\"VVS2\",61.3,55,8438,6.94,6.96,4.26\n\"19889\",1.59,\"Good\",\"G\",\"SI1\",63.8,56,8441,7.41,7.34,4.71\n\"19890\",1.2,\"Good\",\"G\",\"VS1\",63.4,56,8442,6.7,6.74,4.26\n\"19891\",1.2,\"Premium\",\"G\",\"VS1\",60.2,60,8442,6.82,6.87,4.12\n\"19892\",1.2,\"Ideal\",\"G\",\"VS1\",62.3,56,8442,6.77,6.82,4.23\n\"19893\",1.2,\"Very Good\",\"G\",\"VS1\",60.2,60,8442,6.91,7,4.19\n\"19894\",1.2,\"Good\",\"G\",\"VS1\",62.8,59,8442,6.64,6.7,4.19\n\"19895\",2.25,\"Very Good\",\"J\",\"SI2\",60.6,63,8442,8.45,8.38,5.1\n\"19896\",1.51,\"Very Good\",\"H\",\"SI2\",60.2,59,8444,7.33,7.43,4.44\n\"19897\",1.02,\"Premium\",\"F\",\"VVS2\",61.5,60,8445,6.5,6.45,3.98\n\"19898\",1.21,\"Premium\",\"H\",\"IF\",62.2,58,8446,6.83,6.8,4.24\n\"19899\",1,\"Premium\",\"F\",\"VVS2\",59.9,60,8448,6.46,6.5,3.88\n\"19900\",1.24,\"Premium\",\"G\",\"VS1\",62,55,8449,6.95,6.89,4.29\n\"19901\",1.24,\"Ideal\",\"G\",\"VS1\",61.1,57,8449,6.98,6.91,4.24\n\"19902\",1.05,\"Ideal\",\"D\",\"VS2\",61,56,8451,6.54,6.61,4.01\n\"19903\",1.06,\"Ideal\",\"G\",\"VS1\",62.3,55,8451,6.5,6.53,4.06\n\"19904\",1.21,\"Ideal\",\"F\",\"VS2\",61.2,57,8452,6.87,6.82,4.19\n\"19905\",1.2,\"Very Good\",\"F\",\"VS2\",62.9,55,8454,6.75,6.8,4.26\n\"19906\",1.03,\"Ideal\",\"G\",\"VVS1\",62.4,57,8454,6.39,6.47,4.01\n\"19907\",1.09,\"Premium\",\"G\",\"VVS2\",59.5,61,8454,6.74,6.7,4\n\"19908\",1.53,\"Very Good\",\"G\",\"SI2\",62.1,61,8455,7.28,7.3,4.53\n\"19909\",1.65,\"Ideal\",\"E\",\"SI2\",58.7,56,8455,7.76,7.73,4.55\n\"19910\",1.21,\"Premium\",\"G\",\"VS1\",59.5,58,8456,7.01,6.97,4.16\n\"19911\",1.21,\"Premium\",\"G\",\"VS1\",62.7,58,8456,6.79,6.74,4.24\n\"19912\",1.24,\"Ideal\",\"D\",\"SI1\",60.4,57,8457,6.95,7.02,4.22\n\"19913\",1.8,\"Premium\",\"I\",\"SI2\",61.8,59,8457,7.9,7.8,4.85\n\"19914\",1.28,\"Premium\",\"G\",\"VS2\",61.4,58,8458,7,6.92,4.27\n\"19915\",1.51,\"Very Good\",\"F\",\"SI2\",63.2,60,8462,7.2,7.27,4.57\n\"19916\",1.27,\"Premium\",\"D\",\"SI1\",62.5,58,8463,6.92,6.87,4.31\n\"19917\",1.51,\"Good\",\"I\",\"SI1\",63.7,58,8464,7.26,7.22,4.61\n\"19918\",1.23,\"Ideal\",\"G\",\"VS1\",61.8,57,8465,6.89,6.86,4.25\n\"19919\",1.4,\"Premium\",\"I\",\"VVS2\",62,58,8467,7.22,7.16,4.46\n\"19920\",1.5,\"Good\",\"J\",\"VS1\",64.1,55,8467,7.23,7.13,4.6\n\"19921\",1,\"Very Good\",\"F\",\"VVS2\",63.2,56,8467,6.42,6.37,4.04\n\"19922\",2.5,\"Premium\",\"H\",\"I1\",59.9,60,8467,8.75,8.67,5.22\n\"19923\",1.03,\"Premium\",\"D\",\"VVS2\",61.7,59,8469,6.43,6.48,3.98\n\"19924\",1.56,\"Very Good\",\"I\",\"SI1\",60.2,61,8470,7.5,7.59,4.54\n\"19925\",1.01,\"Premium\",\"F\",\"VVS2\",61.8,59,8470,6.46,6.42,3.98\n\"19926\",1.5,\"Ideal\",\"H\",\"SI2\",62.4,58,8471,7.29,7.26,4.54\n\"19927\",1.5,\"Very Good\",\"I\",\"SI1\",60.7,58,8475,7.34,7.4,4.47\n\"19928\",1.56,\"Premium\",\"J\",\"VS1\",61.1,59,8476,7.52,7.49,4.58\n\"19929\",1.39,\"Premium\",\"F\",\"SI1\",62.1,58,8476,7.1,7.16,4.43\n\"19930\",1.52,\"Premium\",\"I\",\"SI1\",61.9,58,8477,7.37,7.42,4.58\n\"19931\",1.54,\"Ideal\",\"J\",\"VS2\",62.7,56,8479,7.32,7.36,4.6\n\"19932\",1.34,\"Premium\",\"E\",\"VS2\",58.2,60,8480,7.26,7.21,4.21\n\"19933\",1.08,\"Ideal\",\"D\",\"VS2\",61.9,58,8481,6.54,6.57,4.06\n\"19934\",1.03,\"Ideal\",\"G\",\"VVS2\",61.2,57,8483,6.48,6.52,3.98\n\"19935\",1.22,\"Ideal\",\"G\",\"VS2\",59.9,56,8485,7.01,6.97,4.19\n\"19936\",1.02,\"Ideal\",\"G\",\"VVS1\",62.6,56,8485,6.39,6.42,4.01\n\"19937\",1.23,\"Premium\",\"F\",\"VS2\",62.9,58,8486,6.82,6.76,4.27\n\"19938\",1.2,\"Ideal\",\"F\",\"VS2\",62.3,55,8486,6.83,6.79,4.24\n\"19939\",1.2,\"Ideal\",\"F\",\"VS2\",62.6,56,8486,6.78,6.73,4.23\n\"19940\",1.66,\"Premium\",\"J\",\"SI1\",60.7,58,8487,7.72,7.63,4.66\n\"19941\",1.06,\"Ideal\",\"G\",\"VVS1\",61.6,57,8488,6.53,6.55,4.03\n\"19942\",1.02,\"Premium\",\"G\",\"IF\",61.8,59,8489,6.41,6.46,3.98\n\"19943\",1.24,\"Ideal\",\"H\",\"VVS1\",62.3,54,8489,6.88,6.9,4.29\n\"19944\",1.5,\"Premium\",\"H\",\"SI2\",62.3,60,8490,7.22,7.3,4.52\n\"19945\",1.2,\"Very Good\",\"G\",\"VS2\",63.2,56,8491,6.82,6.75,4.29\n\"19946\",1.07,\"Ideal\",\"G\",\"VVS2\",61.8,55,8491,6.57,6.61,4.07\n\"19947\",2.34,\"Premium\",\"I\",\"I1\",61.5,60,8491,8.47,8.43,5.2\n\"19948\",1.5,\"Good\",\"E\",\"SI2\",64.5,58,8492,7.06,7.11,4.57\n\"19949\",1.66,\"Good\",\"J\",\"VS2\",64.4,54,8496,7.45,7.54,4.83\n\"19950\",1.55,\"Ideal\",\"J\",\"VS2\",61.4,55,8498,7.41,7.49,4.58\n\"19951\",1.25,\"Ideal\",\"H\",\"VS2\",61.1,55,8498,6.94,6.97,4.25\n\"19952\",1.53,\"Premium\",\"H\",\"SI2\",62.5,59,8499,7.4,7.36,4.61\n\"19953\",1.53,\"Ideal\",\"H\",\"SI2\",61.9,57,8499,7.42,7.34,4.57\n\"19954\",1.15,\"Premium\",\"G\",\"VVS2\",58.4,59,8501,6.92,6.84,4.02\n\"19955\",1.32,\"Ideal\",\"I\",\"VVS1\",61,56,8501,7.09,7.07,4.32\n\"19956\",1.21,\"Premium\",\"G\",\"VS2\",61,58,8504,6.88,6.82,4.18\n\"19957\",1.24,\"Ideal\",\"G\",\"VS2\",62.1,56,8504,6.87,6.91,4.28\n\"19958\",1.21,\"Very Good\",\"F\",\"VS2\",61.6,58,8505,6.79,6.88,4.21\n\"19959\",1.7,\"Ideal\",\"J\",\"SI2\",60.5,57,8505,7.74,7.84,4.71\n\"19960\",1.11,\"Ideal\",\"H\",\"VVS1\",60.8,56,8508,6.68,6.76,4.08\n\"19961\",1.23,\"Ideal\",\"H\",\"VVS2\",61.6,57,8509,6.87,6.92,4.25\n\"19962\",1.4,\"Premium\",\"G\",\"SI1\",62.5,58,8511,7.12,7.06,4.43\n\"19963\",1.52,\"Premium\",\"G\",\"SI1\",62.2,58,8512,7.39,7.33,4.58\n\"19964\",1.08,\"Very Good\",\"D\",\"VS1\",60.5,58,8513,6.53,6.63,3.98\n\"19965\",1.59,\"Very Good\",\"J\",\"VS1\",60.1,60,8515,7.56,7.59,4.55\n\"19966\",1.59,\"Very Good\",\"J\",\"VS1\",60.7,59,8515,7.49,7.54,4.56\n\"19967\",1.56,\"Ideal\",\"H\",\"SI2\",62.1,58,8517,7.35,7.41,4.58\n\"19968\",1.5,\"Good\",\"D\",\"SI2\",62.4,61,8517,7.23,7.36,4.55\n\"19969\",1.56,\"Ideal\",\"E\",\"SI2\",61.2,56,8518,7.53,7.49,4.59\n\"19970\",1.5,\"Very Good\",\"D\",\"SI2\",63.3,57,8518,7.27,7.2,4.58\n\"19971\",1.5,\"Good\",\"D\",\"SI2\",63.8,58,8518,7.2,7.16,4.58\n\"19972\",1.5,\"Premium\",\"D\",\"SI2\",58.9,60,8518,7.48,7.45,4.4\n\"19973\",1.16,\"Very Good\",\"E\",\"VS2\",62.1,58,8520,6.63,6.7,4.14\n\"19974\",1.52,\"Premium\",\"I\",\"SI1\",61.2,60,8521,7.41,7.36,4.52\n\"19975\",1.2,\"Good\",\"D\",\"VS2\",62.4,60,8521,6.69,6.77,4.2\n\"19976\",1.23,\"Ideal\",\"F\",\"VS1\",61.3,57,8523,6.86,6.93,4.23\n\"19977\",1.51,\"Premium\",\"J\",\"VS1\",62.1,58,8524,7.4,7.36,4.58\n\"19978\",1.51,\"Very Good\",\"J\",\"VS1\",61.2,63,8524,7.31,7.24,4.45\n\"19979\",1.51,\"Premium\",\"J\",\"VS1\",61.8,61,8524,7.26,7.21,4.47\n\"19980\",1.51,\"Ideal\",\"J\",\"VS1\",61.9,56,8524,7.41,7.35,4.57\n\"19981\",1.01,\"Very Good\",\"F\",\"VVS2\",61.9,56,8525,6.42,6.48,3.99\n\"19982\",1.59,\"Very Good\",\"J\",\"VS2\",62.9,58.1,8526,7.39,7.45,4.66\n\"19983\",1.03,\"Premium\",\"F\",\"VVS2\",61.3,57,8527,6.53,6.49,3.99\n\"19984\",1.11,\"Very 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Good\",\"G\",\"SI2\",58.5,62,8580,7.4,7.44,4.34\n\"20113\",1.25,\"Very Good\",\"G\",\"VS1\",62.7,56,8580,6.81,6.93,4.31\n\"20114\",1.52,\"Premium\",\"J\",\"VS1\",62.2,59,8580,7.38,7.32,4.57\n\"20115\",1.2,\"Premium\",\"F\",\"VS1\",62.3,58,8580,6.78,6.71,4.2\n\"20116\",1.51,\"Very Good\",\"F\",\"SI2\",62.7,60,8581,7.25,7.32,4.57\n\"20117\",1.29,\"Ideal\",\"G\",\"VS2\",62.5,57,8582,6.89,6.92,4.35\n\"20118\",1.31,\"Ideal\",\"H\",\"VS1\",61.5,55,8583,7.05,7.02,4.33\n\"20119\",1.31,\"Ideal\",\"H\",\"VS1\",61.5,56,8583,7.06,7,4.32\n\"20120\",1.22,\"Premium\",\"G\",\"VS1\",62.2,59,8583,6.82,6.87,4.26\n\"20121\",1.58,\"Premium\",\"I\",\"VS2\",59.4,61,8583,7.66,7.63,4.54\n\"20122\",1.24,\"Ideal\",\"G\",\"VS1\",61.9,54,8584,6.89,6.92,4.27\n\"20123\",1.23,\"Ideal\",\"H\",\"IF\",61.3,57,8585,6.92,6.87,4.23\n\"20124\",1.64,\"Premium\",\"I\",\"SI2\",61.3,58,8587,7.58,7.62,4.66\n\"20125\",1.2,\"Ideal\",\"F\",\"VS2\",61.2,53,8588,6.88,6.85,4.2\n\"20126\",1.5,\"Very Good\",\"I\",\"SI1\",60.4,61,8590,7.35,7.39,4.45\n\"20127\",1.65,\"Premium\",\"I\",\"SI2\",62,59,8590,7.61,7.54,4.7\n\"20128\",1.2,\"Ideal\",\"F\",\"VS2\",62.3,56,8590,6.82,6.79,4.24\n\"20129\",1.04,\"Ideal\",\"G\",\"VVS2\",62.5,55,8590,6.53,6.47,4.06\n\"20130\",1.1,\"Very 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Good\",\"D\",\"VS1\",60.5,57,10681,6.79,6.86,4.13\n\"22628\",1.71,\"Very Good\",\"I\",\"SI1\",62.4,59,10681,7.63,7.6,4.75\n\"22629\",1.68,\"Ideal\",\"J\",\"VS1\",61.1,57,10681,7.64,7.7,4.69\n\"22630\",1.57,\"Very Good\",\"I\",\"VS1\",62.7,58,10682,7.41,7.43,4.65\n\"22631\",1.5,\"Very Good\",\"F\",\"SI1\",63.4,60,10684,7.2,7.27,4.59\n\"22632\",1.59,\"Very Good\",\"D\",\"SI2\",59.9,59,10685,7.6,7.52,4.53\n\"22633\",1.21,\"Ideal\",\"G\",\"VS1\",61.3,57,10685,6.82,6.87,4.2\n\"22634\",1.21,\"Ideal\",\"G\",\"VS1\",61.6,57,10685,6.85,6.87,4.22\n\"22635\",1.21,\"Ideal\",\"G\",\"VS1\",61.8,57,10685,6.81,6.86,4.23\n\"22636\",1.51,\"Premium\",\"H\",\"VS2\",60.7,58,10685,7.45,7.4,4.51\n\"22637\",1.51,\"Ideal\",\"H\",\"VS2\",62.6,57,10685,7.37,7.33,4.6\n\"22638\",2,\"Ideal\",\"F\",\"I1\",60.3,56,10685,8.27,8.16,4.94\n\"22639\",1.71,\"Premium\",\"H\",\"SI2\",62.5,57,10687,7.67,7.62,4.78\n\"22640\",1.01,\"Ideal\",\"F\",\"IF\",62,58,10688,6.41,6.46,3.99\n\"22641\",1.51,\"Premium\",\"G\",\"SI1\",62.2,58,10688,7.3,7.26,4.53\n\"22642\",1.51,\"Premium\",\"G\",\"SI1\",62.4,62,10688,7.25,7.12,4.48\n\"22643\",1.66,\"Ideal\",\"I\",\"VS1\",61,55,10691,7.67,7.64,4.67\n\"22644\",1.5,\"Good\",\"H\",\"VS2\",63.9,60,10692,7.17,7.22,4.6\n\"22645\",1.5,\"Ideal\",\"H\",\"VS2\",62.2,57,10692,7.27,7.33,4.54\n\"22646\",1.01,\"Very Good\",\"E\",\"VVS1\",61.6,58,10693,6.45,6.57,4.01\n\"22647\",1.51,\"Ideal\",\"F\",\"SI1\",62.5,57,10693,7.27,7.32,4.56\n\"22648\",1.51,\"Premium\",\"F\",\"SI1\",62.2,58,10693,7.27,7.29,4.53\n\"22649\",1.54,\"Ideal\",\"D\",\"SI1\",63,54,10694,7.33,7.28,4.6\n\"22650\",1.01,\"Good\",\"E\",\"VVS1\",63.1,57,10696,6.36,6.39,4.02\n\"22651\",1.51,\"Good\",\"E\",\"SI1\",63.5,57,10696,7.23,7.28,4.61\n\"22652\",1.72,\"Very Good\",\"G\",\"SI2\",62.4,59,10697,7.63,7.67,4.77\n\"22653\",1.53,\"Ideal\",\"E\",\"SI2\",61,55,10698,7.44,7.5,4.55\n\"22654\",1.1,\"Very Good\",\"F\",\"VVS1\",59.8,54,10701,6.74,6.77,4.04\n\"22655\",1.82,\"Very Good\",\"I\",\"SI2\",62.3,60,10701,7.71,7.76,4.82\n\"22656\",1.56,\"Premium\",\"H\",\"VS2\",62.5,59,10702,7.3,7.33,4.57\n\"22657\",1.54,\"Premium\",\"H\",\"VS2\",61.8,59,10702,7.35,7.4,4.56\n\"22658\",1.14,\"Ideal\",\"E\",\"VVS2\",62.3,55,10703,6.71,6.68,4.17\n\"22659\",1.01,\"Very 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Good\",\"G\",\"VVS1\",60.3,59,11214,6.99,7.03,4.23\n\"23208\",1,\"Very Good\",\"E\",\"IF\",62.5,55,11214,6.28,6.39,3.96\n\"23209\",1.5,\"Very Good\",\"G\",\"VS1\",59.1,62,11216,7.38,7.42,4.37\n\"23210\",1.62,\"Ideal\",\"I\",\"VS2\",61.8,55,11217,7.56,7.59,4.68\n\"23211\",1.26,\"Ideal\",\"G\",\"VVS1\",61.7,56,11218,6.96,6.98,4.3\n\"23212\",1.5,\"Very 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Good\",\"D\",\"SI1\",63.1,57,11863,7.31,7.24,4.59\n\"23805\",1.65,\"Premium\",\"G\",\"SI1\",61,58,11864,7.66,7.62,4.66\n\"23806\",1.67,\"Very Good\",\"I\",\"VS1\",61.6,59.1,11867,7.61,7.64,4.7\n\"23807\",1.73,\"Premium\",\"G\",\"VS1\",61.6,60,11867,7.67,7.62,4.71\n\"23808\",1.35,\"Premium\",\"G\",\"VVS2\",60.2,59,11868,7.2,7.16,4.32\n\"23809\",1.55,\"Ideal\",\"I\",\"VVS1\",62.1,56,11869,7.36,7.43,4.59\n\"23810\",1.7,\"Good\",\"H\",\"SI1\",63.9,56,11869,7.61,7.53,4.84\n\"23811\",1.22,\"Ideal\",\"F\",\"VVS2\",62.2,54,11870,6.83,6.87,4.26\n\"23812\",1.55,\"Premium\",\"E\",\"SI1\",60.1,58,11871,7.55,7.5,4.52\n\"23813\",1.51,\"Premium\",\"E\",\"SI1\",63,58,11873,7.33,7.27,4.6\n\"23814\",1.71,\"Very Good\",\"D\",\"SI2\",63.5,59,11873,7.57,7.59,4.81\n\"23815\",1.53,\"Very Good\",\"D\",\"SI1\",59.2,57,11873,7.52,7.55,4.46\n\"23816\",1.5,\"Premium\",\"F\",\"SI1\",62.9,59,11878,7.34,7.29,4.6\n\"23817\",1.5,\"Very Good\",\"I\",\"VS1\",63.3,54,11879,7.26,7.33,4.62\n\"23818\",1.22,\"Ideal\",\"F\",\"VVS2\",62.7,54,11880,6.79,6.84,4.27\n\"23819\",1.2,\"Ideal\",\"E\",\"VVS2\",61.5,57,11883,6.79,6.89,4.21\n\"23820\",1.83,\"Premium\",\"I\",\"SI1\",62.9,55,11883,7.9,7.78,4.93\n\"23821\",1.17,\"Ideal\",\"F\",\"VVS1\",62.1,57,11886,6.82,6.73,4.21\n\"23822\",2.08,\"Ideal\",\"I\",\"SI2\",62,56,11886,8.21,8.1,5.06\n\"23823\",1.7,\"Premium\",\"I\",\"VS2\",62.2,58,11888,7.65,7.6,4.74\n\"23824\",1.09,\"Ideal\",\"F\",\"IF\",61.6,55,11888,6.59,6.65,4.08\n\"23825\",1.68,\"Ideal\",\"E\",\"SI2\",60.4,55,11888,7.79,7.7,4.68\n\"23826\",1.54,\"Premium\",\"F\",\"SI1\",60.9,59,11897,7.56,7.46,4.57\n\"23827\",2,\"Premium\",\"J\",\"SI2\",61.9,55,11899,8.09,8.06,5\n\"23828\",2,\"Premium\",\"J\",\"SI2\",59.8,60,11899,8.13,8.09,4.85\n\"23829\",1.56,\"Premium\",\"F\",\"SI1\",60.7,59,11901,7.55,7.45,4.55\n\"23830\",2.01,\"Premium\",\"F\",\"SI2\",62,60,11903,7.88,7.82,4.87\n\"23831\",1.52,\"Very Good\",\"H\",\"VVS2\",63,60,11904,7.25,7.3,4.58\n\"23832\",1.27,\"Premium\",\"F\",\"VVS2\",61.3,60,11905,6.99,6.9,4.26\n\"23833\",1.18,\"Ideal\",\"E\",\"VVS2\",61.5,57,11906,6.8,6.75,4.17\n\"23834\",1.52,\"Very Good\",\"H\",\"VS1\",63.5,60,11912,7.28,7.24,4.61\n\"23835\",1.2,\"Very Good\",\"F\",\"VVS1\",59.8,63,11913,6.82,6.8,4.07\n\"23836\",1.51,\"Ideal\",\"G\",\"SI1\",61.6,57,11917,7.34,7.31,4.52\n\"23837\",1.51,\"Ideal\",\"G\",\"SI1\",62.4,56,11917,7.36,7.33,4.59\n\"23838\",1.7,\"Good\",\"I\",\"VS1\",58,60,11921,7.84,7.88,4.56\n\"23839\",1.56,\"Ideal\",\"H\",\"VS2\",61.6,57,11922,7.51,7.45,4.61\n\"23840\",1.01,\"Very Good\",\"D\",\"VVS1\",63.9,56,11923,6.32,6.36,4.05\n\"23841\",1.51,\"Very Good\",\"G\",\"VS2\",62.8,57,11923,7.25,7.3,4.57\n\"23842\",2.1,\"Fair\",\"G\",\"SI2\",65,56,11923,8.09,7.98,5.21\n\"23843\",1.7,\"Ideal\",\"E\",\"SI2\",59.6,59,11924,7.73,7.83,4.64\n\"23844\",2.01,\"Very 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Good\",\"D\",\"SI1\",63.3,59,709,4.25,4.22,2.68\n\"29820\",0.3,\"Premium\",\"D\",\"SI1\",62.3,59,709,4.25,4.22,2.64\n\"29821\",0.3,\"Premium\",\"D\",\"SI1\",61.7,60,709,4.28,4.25,2.63\n\"29822\",0.3,\"Premium\",\"F\",\"VS1\",61,60,709,4.3,4.22,2.6\n\"29823\",0.35,\"Good\",\"H\",\"VS2\",63.7,57,709,4.53,4.48,2.87\n\"29824\",0.3,\"Premium\",\"D\",\"SI1\",61.3,60,709,4.32,4.26,2.63\n\"29825\",0.31,\"Very Good\",\"E\",\"VVS2\",61.5,55,710,4.37,4.41,2.7\n\"29826\",0.31,\"Very Good\",\"G\",\"VVS1\",63,56,710,4.26,4.28,2.69\n\"29827\",0.3,\"Very Good\",\"G\",\"VVS1\",63.2,55,710,4.28,4.3,2.71\n\"29828\",0.38,\"Very Good\",\"H\",\"VS2\",61.6,56,710,4.68,4.71,2.89\n\"29829\",0.42,\"Very 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Good\",\"D\",\"VS2\",62,58,710,4.29,4.32,2.67\n\"29891\",0.3,\"Ideal\",\"E\",\"VS1\",60.7,57,710,4.31,4.36,2.63\n\"29892\",0.3,\"Ideal\",\"D\",\"VS2\",61.8,55,710,4.3,4.34,2.67\n\"29893\",0.3,\"Premium\",\"D\",\"VS2\",62.3,58,710,4.29,4.32,2.68\n\"29894\",0.3,\"Ideal\",\"D\",\"VS2\",62,55,710,4.31,4.34,2.68\n\"29895\",0.3,\"Premium\",\"D\",\"VS2\",60.4,59,710,4.32,4.35,2.62\n\"29896\",0.3,\"Premium\",\"D\",\"VS2\",61.7,59,710,4.25,4.28,2.63\n\"29897\",0.3,\"Premium\",\"E\",\"VS1\",61.3,59,710,4.28,4.33,2.64\n\"29898\",0.3,\"Premium\",\"D\",\"VS2\",60.6,58,710,4.32,4.36,2.63\n\"29899\",0.3,\"Ideal\",\"D\",\"VS2\",62.5,57,710,4.25,4.29,2.67\n\"29900\",0.3,\"Very Good\",\"D\",\"VS2\",62.2,58,710,4.25,4.3,2.66\n\"29901\",0.31,\"Very Good\",\"F\",\"VVS2\",61.6,56,711,4.34,4.38,2.68\n\"29902\",0.4,\"Very Good\",\"G\",\"SI1\",61,56,711,4.77,4.8,2.92\n\"29903\",0.44,\"Very Good\",\"F\",\"SI2\",61.9,59,711,4.85,4.9,3.02\n\"29904\",0.39,\"Ideal\",\"F\",\"SI1\",61.8,55,711,4.66,4.71,2.9\n\"29905\",0.41,\"Ideal\",\"F\",\"SI1\",61.8,56,711,4.75,4.79,2.95\n\"29906\",0.41,\"Ideal\",\"F\",\"SI1\",62.6,54,711,4.74,4.78,2.98\n\"29907\",0.41,\"Ideal\",\"F\",\"SI1\",61.8,55,711,4.75,4.8,2.95\n\"29908\",0.41,\"Ideal\",\"E\",\"SI1\",61.5,55,711,4.78,4.81,2.95\n\"29909\",0.35,\"Good\",\"E\",\"VS2\",57.8,60,711,4.64,4.67,2.69\n\"29910\",0.39,\"Very Good\",\"I\",\"VS2\",59.6,57,712,4.77,4.82,2.86\n\"29911\",0.29,\"Very Good\",\"G\",\"VS2\",61.5,58,712,4.25,4.27,2.62\n\"29912\",0.34,\"Ideal\",\"F\",\"VVS2\",61.8,56,712,4.47,4.49,2.77\n\"29913\",0.42,\"Very Good\",\"I\",\"SI1\",61,55.8,712,4.83,4.86,2.96\n\"29914\",0.3,\"Premium\",\"D\",\"VS1\",61.9,58,712,4.28,4.32,2.66\n\"29915\",0.34,\"Very Good\",\"G\",\"VVS2\",60.4,57,713,4.53,4.56,2.74\n\"29916\",0.33,\"Ideal\",\"G\",\"VVS2\",62.3,56,713,4.43,4.47,2.77\n\"29917\",0.33,\"Ideal\",\"G\",\"VVS2\",61.9,55,713,4.41,4.44,2.74\n\"29918\",0.33,\"Ideal\",\"G\",\"VVS2\",61.5,55,713,4.47,4.51,2.76\n\"29919\",0.33,\"Ideal\",\"H\",\"VVS1\",61.8,55,713,4.42,4.44,2.74\n\"29920\",0.32,\"Ideal\",\"D\",\"VS2\",61.3,57,713,4.44,4.46,2.73\n\"29921\",0.32,\"Ideal\",\"D\",\"VS2\",61.1,56,713,4.42,4.45,2.71\n\"29922\",0.32,\"Ideal\",\"E\",\"VS1\",61.4,55,713,4.42,4.44,2.72\n\"29923\",0.32,\"Ideal\",\"E\",\"VS1\",61.1,56,713,4.42,4.45,2.71\n\"29924\",0.31,\"Ideal\",\"D\",\"VS1\",61.1,56,713,4.33,4.37,2.66\n\"29925\",0.31,\"Ideal\",\"D\",\"VS1\",61.6,55,713,4.3,4.33,2.66\n\"29926\",0.31,\"Ideal\",\"D\",\"VS1\",60.6,57,713,4.36,4.39,2.65\n\"29927\",0.36,\"Ideal\",\"D\",\"SI1\",61.9,55.7,713,4.57,4.59,2.84\n\"29928\",0.38,\"Good\",\"F\",\"VS2\",63.4,62,713,4.52,4.56,2.88\n\"29929\",0.43,\"Premium\",\"E\",\"I1\",58.4,62,713,5,4.94,2.9\n\"29930\",0.5,\"Fair\",\"F\",\"I1\",63.8,58,713,5.08,4.97,3.21\n\"29931\",0.37,\"Very Good\",\"I\",\"VVS2\",60.9,58,714,4.64,4.68,2.84\n\"29932\",0.38,\"Ideal\",\"H\",\"VS1\",62.1,55.4,714,4.63,4.68,2.89\n\"29933\",0.32,\"Ideal\",\"D\",\"SI1\",61.2,56,714,4.45,4.47,2.73\n\"29934\",0.34,\"Premium\",\"G\",\"VS2\",59.6,62,714,4.56,4.54,2.71\n\"29935\",0.34,\"Good\",\"G\",\"VS2\",57.5,61,714,4.66,4.6,2.66\n\"29936\",0.34,\"Ideal\",\"E\",\"SI1\",62.2,54,714,4.5,4.47,2.79\n\"29937\",0.34,\"Very Good\",\"E\",\"SI1\",63.4,55,714,4.46,4.44,2.82\n\"29938\",0.34,\"Very Good\",\"E\",\"SI1\",63.3,57,714,4.47,4.44,2.82\n\"29939\",0.34,\"Very Good\",\"E\",\"SI1\",63.5,55,714,4.47,4.44,2.83\n\"29940\",0.29,\"Ideal\",\"F\",\"VVS2\",61.1,58,715,4.26,4.28,2.61\n\"29941\",0.31,\"Ideal\",\"G\",\"SI1\",61.3,58,443,4.37,4.4,2.69\n\"29942\",0.29,\"Very Good\",\"H\",\"VS1\",62.2,56,444,4.24,4.27,2.64\n\"29943\",0.29,\"Ideal\",\"I\",\"VS1\",61.7,56,444,4.22,4.27,2.62\n\"29944\",0.32,\"Premium\",\"E\",\"I1\",60.9,58,444,4.42,4.38,2.68\n\"29945\",0.27,\"Very Good\",\"H\",\"VVS2\",61.2,58,445,4.16,4.2,2.56\n\"29946\",0.26,\"Very Good\",\"I\",\"SI1\",59.2,60,445,4.2,4.24,2.5\n\"29947\",0.25,\"Ideal\",\"H\",\"VS1\",61.5,56,445,4.05,4.08,2.5\n\"29948\",0.25,\"Ideal\",\"H\",\"VS1\",62.6,53,445,4.04,4.08,2.54\n\"29949\",0.33,\"Very Good\",\"I\",\"SI1\",61.4,58,445,4.46,4.5,2.75\n\"29950\",0.33,\"Ideal\",\"I\",\"SI1\",61.5,57,445,4.46,4.49,2.75\n\"29951\",0.33,\"Premium\",\"I\",\"SI1\",61.3,59,445,4.46,4.51,2.75\n\"29952\",0.33,\"Ideal\",\"I\",\"SI1\",62.7,56,445,4.4,4.44,2.77\n\"29953\",0.33,\"Very Good\",\"I\",\"SI1\",62.8,58,445,4.39,4.43,2.77\n\"29954\",0.33,\"Good\",\"I\",\"SI1\",63.6,57,445,4.39,4.42,2.8\n\"29955\",0.33,\"Good\",\"I\",\"SI1\",63.2,58,445,4.36,4.38,2.76\n\"29956\",0.32,\"Ideal\",\"G\",\"SI1\",62.6,55,445,4.38,4.41,2.75\n\"29957\",0.23,\"Premium\",\"F\",\"VVS2\",61.3,59,445,3.94,3.99,2.43\n\"29958\",0.34,\"Good\",\"E\",\"SI2\",63.1,56,445,4.46,4.51,2.83\n\"29959\",0.35,\"Ideal\",\"J\",\"VS2\",61.8,55,446,4.54,4.56,2.81\n\"29960\",0.35,\"Ideal\",\"J\",\"VS2\",61.4,55,446,4.55,4.57,2.8\n\"29961\",0.31,\"Ideal\",\"G\",\"SI1\",61.7,54,446,4.38,4.4,2.71\n\"29962\",0.31,\"Ideal\",\"G\",\"SI1\",61.2,55,446,4.37,4.39,2.68\n\"29963\",0.36,\"Premium\",\"F\",\"SI2\",60.3,59,446,4.62,4.57,2.77\n\"29964\",0.31,\"Very Good\",\"H\",\"SI1\",62.4,60,446,4.32,4.34,2.7\n\"29965\",0.31,\"Very Good\",\"H\",\"SI1\",61.1,55,446,4.35,4.39,2.67\n\"29966\",0.31,\"Very Good\",\"H\",\"SI1\",61.4,55,446,4.36,4.44,2.7\n\"29967\",0.31,\"Good\",\"H\",\"SI1\",63.6,57,446,4.32,4.33,2.75\n\"29968\",0.31,\"Ideal\",\"H\",\"SI1\",62.7,56,446,4.33,4.38,2.73\n\"29969\",0.31,\"Very Good\",\"H\",\"SI1\",62.3,55,446,4.34,4.36,2.71\n\"29970\",0.31,\"Very Good\",\"H\",\"SI1\",61.1,57,446,4.32,4.35,2.65\n\"29971\",0.29,\"Ideal\",\"F\",\"VVS1\",61.1,57,715,4.26,4.29,2.61\n\"29972\",0.32,\"Ideal\",\"D\",\"SI1\",62.1,54,715,4.4,4.45,2.75\n\"29973\",0.32,\"Ideal\",\"D\",\"SI1\",61.5,56,715,4.41,4.44,2.72\n\"29974\",0.32,\"Ideal\",\"D\",\"SI1\",60.9,55,715,4.45,4.48,2.72\n\"29975\",0.32,\"Ideal\",\"D\",\"SI1\",61.5,54,715,4.42,4.46,2.73\n\"29976\",0.35,\"Ideal\",\"I\",\"IF\",61.8,55,715,4.55,4.57,2.82\n\"29977\",0.35,\"Ideal\",\"I\",\"IF\",61.1,56,715,4.56,4.6,2.8\n\"29978\",0.35,\"Ideal\",\"I\",\"IF\",61.5,55,715,4.53,4.57,2.8\n\"29979\",0.38,\"Very Good\",\"G\",\"VS2\",59.7,62,715,4.66,4.68,2.79\n\"29980\",0.39,\"Very Good\",\"F\",\"VS2\",62.1,59,716,4.69,4.71,2.92\n\"29981\",0.39,\"Ideal\",\"G\",\"SI2\",60.9,56,716,4.78,4.74,2.9\n\"29982\",0.31,\"Ideal\",\"F\",\"VVS2\",61.2,56,716,4.4,4.43,2.7\n\"29983\",0.43,\"Ideal\",\"I\",\"VS2\",62,55,716,4.84,4.87,3.01\n\"29984\",0.43,\"Ideal\",\"I\",\"VS2\",61.9,54,716,4.87,4.88,3.02\n\"29985\",0.43,\"Ideal\",\"I\",\"VS2\",61.8,55,716,4.85,4.89,3.01\n\"29986\",0.32,\"Ideal\",\"E\",\"VS2\",61.5,56,716,4.43,4.45,2.73\n\"29987\",0.32,\"Ideal\",\"F\",\"VS1\",61.9,57,716,4.38,4.41,2.72\n\"29988\",0.32,\"Ideal\",\"F\",\"VS1\",61.9,56,716,4.39,4.43,2.73\n\"29989\",0.32,\"Ideal\",\"F\",\"VS1\",61,54,716,4.42,4.44,2.7\n\"29990\",0.32,\"Ideal\",\"F\",\"VS1\",61.6,57,716,4.39,4.42,2.71\n\"29991\",0.32,\"Ideal\",\"F\",\"VS1\",61.7,56,716,4.39,4.42,2.72\n\"29992\",0.32,\"Ideal\",\"F\",\"VS1\",61,56,716,4.45,4.48,2.72\n\"29993\",0.43,\"Ideal\",\"D\",\"SI2\",62.6,56,716,4.84,4.88,3.04\n\"29994\",0.43,\"Premium\",\"E\",\"SI2\",61.2,59,716,4.82,4.89,2.97\n\"29995\",0.43,\"Ideal\",\"H\",\"SI1\",62.5,57,716,4.79,4.84,3.01\n\"29996\",0.43,\"Premium\",\"E\",\"SI2\",60.8,58,716,4.86,4.88,2.96\n\"29997\",0.43,\"Premium\",\"D\",\"SI2\",62.6,58,716,4.79,4.82,3.01\n\"29998\",0.43,\"Ideal\",\"E\",\"SI2\",62.1,56,716,4.84,4.85,3.01\n\"29999\",0.43,\"Ideal\",\"D\",\"SI2\",61,57,716,4.81,4.86,2.95\n\"30000\",0.43,\"Very 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10\",0.3,\"Premium\",\"E\",\"VS2\",61.8,58,844,4.28,4.26,2.64\n\"33911\",0.3,\"Ideal\",\"E\",\"VS2\",62.4,56,844,4.28,4.25,2.66\n\"33912\",0.3,\"Premium\",\"E\",\"VS2\",62.6,58,844,4.28,4.25,2.67\n\"33913\",0.3,\"Premium\",\"E\",\"VS2\",62.8,59,844,4.26,4.24,2.67\n\"33914\",0.3,\"Premium\",\"E\",\"VS2\",62.2,60,844,4.28,4.24,2.65\n\"33915\",0.3,\"Ideal\",\"E\",\"VS2\",62.4,57,844,4.29,4.24,2.66\n\"33916\",0.3,\"Premium\",\"E\",\"VS2\",62,60,844,4.26,4.23,2.63\n\"33917\",0.3,\"Ideal\",\"E\",\"VS2\",62.4,57,844,4.26,4.24,2.65\n\"33918\",0.3,\"Premium\",\"E\",\"VS2\",62.9,58,844,4.24,4.22,2.66\n\"33919\",0.3,\"Premium\",\"E\",\"VS2\",62.9,58,844,4.27,4.22,2.67\n\"33920\",0.47,\"Good\",\"E\",\"SI2\",56.5,62,844,5.17,5.09,2.9\n\"33921\",0.37,\"Ideal\",\"F\",\"SI1\",60.2,53,844,4.74,4.7,2.84\n\"33922\",0.3,\"Premium\",\"E\",\"VS2\",62.5,59,844,4.3,4.27,2.68\n\"33923\",0.3,\"Ideal\",\"E\",\"VS2\",62.6,56,844,4.34,4.29,2.7\n\"33924\",0.3,\"Ideal\",\"E\",\"VS2\",62.4,56,844,4.33,4.26,2.68\n\"33925\",0.37,\"Ideal\",\"E\",\"VVS2\",62.2,56,844,4.6,4.63,2.87\n\"33926\",0.37,\"Ideal\",\"E\",\"VVS2\",61.8,54,844,4.6,4.63,2.85\n\"33927\",0.37,\"Very 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Good\",\"F\",\"VS1\",62.7,57,883,4.71,4.64,2.93\n\"35040\",0.44,\"Ideal\",\"D\",\"SI1\",62.4,57,883,4.86,4.89,3.04\n\"35041\",0.4,\"Ideal\",\"G\",\"VVS2\",61.4,53,883,4.73,4.81,2.93\n\"35042\",0.32,\"Ideal\",\"E\",\"VVS2\",61.1,55,883,4.41,4.46,2.71\n\"35043\",0.32,\"Ideal\",\"G\",\"IF\",62.3,54,883,4.39,4.4,2.74\n\"35044\",0.4,\"Good\",\"F\",\"VS1\",63,62,883,4.65,4.68,2.94\n\"35045\",0.42,\"Premium\",\"F\",\"VS2\",61.9,58,884,4.76,4.8,2.96\n\"35046\",0.42,\"Ideal\",\"I\",\"VVS1\",60.2,57,884,4.85,4.88,2.93\n\"35047\",0.42,\"Ideal\",\"I\",\"VVS1\",62.7,55,884,4.77,4.8,3\n\"35048\",0.42,\"Very Good\",\"F\",\"VS2\",61.7,59,884,4.75,4.82,2.95\n\"35049\",0.42,\"Ideal\",\"I\",\"VVS1\",62.4,57,884,4.79,4.83,3\n\"35050\",0.36,\"Ideal\",\"G\",\"VVS1\",62.1,56,884,4.58,4.6,2.85\n\"35051\",0.42,\"Ideal\",\"I\",\"VVS1\",62.5,57,884,4.77,4.8,2.99\n\"35052\",0.42,\"Ideal\",\"I\",\"VVS1\",62,55,884,4.8,4.88,3\n\"35053\",0.31,\"Ideal\",\"F\",\"VVS1\",61.8,56,884,4.33,4.37,2.69\n\"35054\",0.31,\"Ideal\",\"F\",\"VVS1\",61,57,884,4.38,4.39,2.67\n\"35055\",0.47,\"Ideal\",\"I\",\"VS2\",62.1,54,884,4.99,5.03,3.11\n\"35056\",0.47,\"Ideal\",\"I\",\"VS2\",62.1,53,884,4.99,5.02,3.11\n\"35057\",0.47,\"Ideal\",\"I\",\"VS2\",62.1,54,884,4.98,5,3.1\n\"35058\",0.38,\"Ideal\",\"D\",\"SI1\",61.8,55,884,4.67,4.69,2.89\n\"35059\",0.38,\"Ideal\",\"D\",\"SI1\",61.3,57,884,4.67,4.7,2.87\n\"35060\",0.4,\"Premium\",\"D\",\"SI1\",60.9,60,884,4.78,4.74,2.9\n\"35061\",0.35,\"Very 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Good\",\"J\",\"SI1\",63.2,55,1000,5.07,5.03,3.19\n\"37805\",0.35,\"Very Good\",\"G\",\"IF\",60.5,56,1001,4.56,4.6,2.77\n\"37806\",0.41,\"Ideal\",\"F\",\"VVS1\",61.3,56,1001,4.8,4.82,2.95\n\"37807\",0.34,\"Ideal\",\"E\",\"VVS1\",61.8,57,1001,4.47,4.5,2.77\n\"37808\",0.35,\"Ideal\",\"G\",\"IF\",62,54,1001,4.54,4.56,2.82\n\"37809\",0.35,\"Ideal\",\"G\",\"IF\",61.7,55,1001,4.52,4.55,2.8\n\"37810\",0.35,\"Ideal\",\"G\",\"IF\",61.5,55,1001,4.53,4.57,2.8\n\"37811\",0.35,\"Ideal\",\"G\",\"IF\",61.9,54,1001,4.56,4.58,2.83\n\"37812\",0.35,\"Ideal\",\"G\",\"IF\",61.3,55,1001,4.57,4.6,2.81\n\"37813\",0.44,\"Good\",\"E\",\"VS2\",59,64,1001,5.01,4.94,2.93\n\"37814\",0.7,\"Fair\",\"G\",\"I1\",66.9,55,1001,5.6,5.52,3.72\n\"37815\",0.52,\"Premium\",\"G\",\"SI2\",62.5,59,1001,5.1,5.07,3.18\n\"37816\",0.36,\"Ideal\",\"D\",\"VS1\",61.8,55,1002,4.58,4.54,2.82\n\"37817\",0.36,\"Very Good\",\"G\",\"IF\",60.4,62,1002,4.6,4.64,2.79\n\"37818\",0.41,\"Good\",\"E\",\"VVS1\",63.5,57,1002,4.73,4.75,3.01\n\"37819\",0.51,\"Good\",\"G\",\"SI2\",63.2,57,1002,5.03,5.07,3.19\n\"37820\",0.32,\"Ideal\",\"F\",\"VVS2\",61.3,56,1002,4.42,4.45,2.72\n\"37821\",0.53,\"Ideal\",\"J\",\"SI2\",62.3,58,1002,5.13,5.17,3.21\n\"37822\",0.31,\"Ideal\",\"E\",\"IF\",61.3,58,1002,4.37,4.4,2.69\n\"37823\",0.33,\"Ideal\",\"D\",\"VS2\",62.1,56,1002,4.48,4.44,2.77\n\"37824\",0.33,\"Ideal\",\"E\",\"VS1\",61.6,56,1002,4.46,4.43,2.74\n\"37825\",0.33,\"Premium\",\"E\",\"VS1\",61.6,58,1002,4.45,4.41,2.73\n\"37826\",0.33,\"Premium\",\"E\",\"VS1\",60.9,58,1002,4.49,4.45,2.72\n\"37827\",0.33,\"Ideal\",\"E\",\"VS1\",60.2,57,1002,4.52,4.48,2.71\n\"37828\",0.33,\"Ideal\",\"E\",\"VS1\",59.6,56,1002,4.54,4.49,2.69\n\"37829\",0.33,\"Ideal\",\"E\",\"VS1\",60.6,57,1002,4.54,4.5,2.74\n\"37830\",0.33,\"Ideal\",\"D\",\"VS2\",62.1,56,1002,4.47,4.42,2.76\n\"37831\",0.33,\"Ideal\",\"D\",\"VS2\",61.8,56,1002,4.48,4.45,2.76\n\"37832\",0.33,\"Ideal\",\"D\",\"VS2\",61.8,56,1002,4.44,4.4,2.73\n\"37833\",0.33,\"Ideal\",\"D\",\"VS2\",60.7,57,1002,4.5,4.46,2.72\n\"37834\",0.33,\"Ideal\",\"D\",\"VS2\",60.9,55,1002,4.5,4.46,2.73\n\"37835\",0.33,\"Ideal\",\"D\",\"VS2\",60.9,55,1002,4.5,4.47,2.73\n\"37836\",0.33,\"Ideal\",\"D\",\"VS2\",61.9,53,1002,4.49,4.46,2.77\n\"37837\",0.33,\"Premium\",\"D\",\"VS2\",60.7,58,1002,4.5,4.46,2.72\n\"37838\",0.33,\"Ideal\",\"D\",\"VS2\",62.1,55,1002,4.46,4.43,2.76\n\"37839\",0.33,\"Ideal\",\"D\",\"VS2\",62.1,54,1002,4.46,4.43,2.76\n\"37840\",0.33,\"Ideal\",\"D\",\"VS2\",62.3,56,1002,4.46,4.43,2.77\n\"37841\",0.33,\"Ideal\",\"D\",\"VS2\",62.5,56,1002,4.46,4.43,2.78\n\"37842\",0.33,\"Ideal\",\"D\",\"VS2\",62.8,54,1002,4.46,4.43,2.79\n\"37843\",0.33,\"Ideal\",\"D\",\"VS2\",62.3,57,1002,4.45,4.41,2.76\n\"37844\",0.33,\"Ideal\",\"D\",\"VS2\",62.5,55,1002,4.45,4.41,2.77\n\"37845\",0.33,\"Ideal\",\"D\",\"VS2\",61.9,56,1002,4.44,4.42,2.74\n\"37846\",0.33,\"Ideal\",\"D\",\"VS2\",61.9,57,1002,4.47,4.42,2.75\n\"37847\",0.33,\"Ideal\",\"D\",\"VS2\",62.6,56,1002,4.43,4.39,2.76\n\"37848\",0.33,\"Premium\",\"D\",\"VS2\",61.2,58,1002,4.44,4.41,2.71\n\"37849\",0.33,\"Ideal\",\"E\",\"VS1\",62.6,57,1002,4.42,4.4,2.76\n\"37850\",0.33,\"Premium\",\"E\",\"VS1\",61.5,59,1002,4.46,4.42,2.73\n\"37851\",0.33,\"Ideal\",\"E\",\"VS1\",62.7,57,1002,4.45,4.38,2.77\n\"37852\",0.46,\"Fair\",\"G\",\"VS2\",65.3,56,1002,4.83,4.76,3.13\n\"37853\",0.33,\"Premium\",\"D\",\"VVS2\",62.6,56,1002,4.47,4.44,2.79\n\"37854\",0.37,\"Very 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Good\",\"D\",\"VS1\",62.9,55,1004,4.73,4.77,2.99\n\"37869\",0.39,\"Ideal\",\"G\",\"VVS1\",58.8,62,1004,4.77,4.79,2.81\n\"37870\",0.38,\"Ideal\",\"F\",\"VS1\",61.1,56,1004,4.7,4.65,2.86\n\"37871\",0.39,\"Ideal\",\"E\",\"VS1\",62.2,53.3,1004,4.68,4.7,2.92\n\"37872\",0.39,\"Ideal\",\"E\",\"VS1\",62.3,54.4,1004,4.66,4.69,2.91\n\"37873\",0.41,\"Ideal\",\"E\",\"VS1\",61.6,54,1004,4.77,4.8,2.95\n\"37874\",0.39,\"Ideal\",\"E\",\"VS1\",62.7,53.6,1004,4.67,4.69,2.93\n\"37875\",0.51,\"Ideal\",\"J\",\"SI1\",61.5,56,1004,5.14,5.17,3.17\n\"37876\",0.32,\"Ideal\",\"E\",\"IF\",60.6,60,1004,4.43,4.45,2.69\n\"37877\",0.51,\"Premium\",\"G\",\"SI2\",59.9,60,1004,5.14,5.07,3.06\n\"37878\",0.42,\"Very Good\",\"E\",\"VS1\",62.9,57,1005,4.75,4.79,3\n\"37879\",0.38,\"Very Good\",\"D\",\"VS2\",63.1,55,1005,4.6,4.59,2.9\n\"37880\",0.43,\"Ideal\",\"G\",\"VS1\",61.6,55.1,1005,4.85,4.89,3\n\"37881\",0.4,\"Very Good\",\"G\",\"VS1\",63.4,56,1005,4.72,4.68,2.98\n\"37882\",0.4,\"Ideal\",\"E\",\"VS1\",61.2,55,1005,4.79,4.76,2.92\n\"37883\",0.48,\"Premium\",\"E\",\"SI2\",62.9,60,1005,4.93,4.9,3.09\n\"37884\",0.3,\"Very Good\",\"E\",\"VVS1\",61.8,56,1006,4.29,4.32,2.66\n\"37885\",0.46,\"Ideal\",\"I\",\"VVS2\",61.4,57,1006,4.96,5,3.06\n\"37886\",0.42,\"Ideal\",\"D\",\"VS1\",61.4,55,1006,4.8,4.9,2.98\n\"37887\",0.5,\"Premium\",\"G\",\"SI2\",61.9,58,1006,5.12,5.09,3.16\n\"37888\",0.47,\"Ideal\",\"H\",\"VS2\",62,54,1006,4.99,5.01,3.1\n\"37889\",0.33,\"Ideal\",\"D\",\"VS1\",61.3,55,1006,4.46,4.48,2.74\n\"37890\",0.36,\"Ideal\",\"G\",\"IF\",62,57,1006,4.54,4.58,2.82\n\"37891\",0.37,\"Premium\",\"D\",\"VS1\",61.9,58,1006,4.62,4.56,2.84\n\"37892\",0.46,\"Very Good\",\"F\",\"SI1\",63.1,56,1006,4.9,4.87,3.08\n\"37893\",0.41,\"Ideal\",\"F\",\"VS1\",62.1,56,1007,4.77,4.8,2.97\n\"37894\",0.41,\"Very 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2.3,54,1013,4.33,4.31,2.69\n\"38127\",0.3,\"Ideal\",\"G\",\"VVS1\",62.3,55,1013,4.31,4.29,2.68\n\"38128\",0.3,\"Ideal\",\"G\",\"VVS1\",61.7,57,1013,4.32,4.3,2.66\n\"38129\",0.3,\"Ideal\",\"G\",\"VVS1\",61.3,56,1013,4.34,4.3,2.65\n\"38130\",0.3,\"Premium\",\"G\",\"VVS1\",62.1,56,1013,4.31,4.29,2.67\n\"38131\",0.3,\"Very 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Good\",\"D\",\"SI1\",63.1,59,1015,4.71,4.7,2.97\n\"38195\",0.41,\"Very Good\",\"E\",\"SI1\",63.2,56,1015,4.74,4.72,2.99\n\"38196\",0.5,\"Very Good\",\"D\",\"SI2\",63.1,56,1015,5.05,4.96,3.16\n\"38197\",0.5,\"Good\",\"D\",\"SI2\",58.5,64,1015,5.2,5.12,3.02\n\"38198\",0.41,\"Premium\",\"D\",\"SI1\",60.5,60,1015,4.81,4.77,2.9\n\"38199\",0.5,\"Premium\",\"F\",\"SI2\",62.3,59,1016,5.1,5.04,3.16\n\"38200\",0.5,\"Ideal\",\"F\",\"SI2\",61.6,57,1016,5.14,5.08,3.15\n\"38201\",0.44,\"Very Good\",\"H\",\"VVS1\",63.1,56,1016,4.83,4.87,3.06\n\"38202\",0.44,\"Very 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Good\",\"D\",\"VS1\",62.3,59,1018,4.72,4.79,2.96\n\"38238\",0.41,\"Very Good\",\"D\",\"VS1\",61.7,58,1018,4.76,4.8,2.95\n\"38239\",0.35,\"Very Good\",\"D\",\"VS1\",60.8,56,1018,4.56,4.58,2.78\n\"38240\",0.32,\"Very Good\",\"E\",\"IF\",61.4,55,1018,4.43,4.46,2.73\n\"38241\",0.39,\"Ideal\",\"D\",\"VVS2\",60,56,1018,4.77,4.79,2.87\n\"38242\",0.41,\"Ideal\",\"D\",\"VS1\",61.2,57,1018,4.77,4.81,2.93\n\"38243\",0.41,\"Ideal\",\"D\",\"VS1\",62.3,56,1018,4.71,4.79,2.96\n\"38244\",0.32,\"Ideal\",\"E\",\"IF\",62.3,54,1018,4.38,4.41,2.74\n\"38245\",0.32,\"Ideal\",\"E\",\"IF\",62.9,54,1018,4.37,4.41,2.76\n\"38246\",0.32,\"Ideal\",\"E\",\"IF\",61.1,56,1018,4.42,4.48,2.72\n\"38247\",0.32,\"Ideal\",\"E\",\"IF\",61.1,58,1018,4.42,4.45,2.71\n\"38248\",0.32,\"Ideal\",\"E\",\"IF\",62.3,53,1018,4.39,4.41,2.74\n\"38249\",0.32,\"Ideal\",\"E\",\"IF\",61.9,55,1018,4.38,4.41,2.72\n\"38250\",0.36,\"Ideal\",\"D\",\"VS1\",62.8,55,1018,4.55,4.52,2.85\n\"38251\",0.31,\"Ideal\",\"J\",\"SI1\",62.4,53,379,4.38,4.4,2.74\n\"38252\",0.31,\"Very Good\",\"J\",\"VS2\",62.3,60,380,4.29,4.34,2.69\n\"38253\",0.31,\"Premium\",\"J\",\"VS2\",62.5,60,380,4.31,4.36,2.71\n\"38254\",0.31,\"Very Good\",\"J\",\"VS2\",62.7,58,380,4.3,4.34,2.71\n\"38255\",0.31,\"Premium\",\"J\",\"VS2\",62.4,60,380,4.29,4.33,2.69\n\"38256\",0.26,\"Very Good\",\"F\",\"VS2\",62.5,55,381,4.05,4.08,2.54\n\"38257\",0.28,\"Very Good\",\"G\",\"SI1\",62,55,382,4.2,4.25,2.62\n\"38258\",0.3,\"Very Good\",\"I\",\"SI1\",62.5,57,382,4.27,4.3,2.68\n\"38259\",0.3,\"Ideal\",\"G\",\"SI2\",61.7,57,382,4.26,4.3,2.64\n\"38260\",0.3,\"Ideal\",\"G\",\"SI2\",62.5,56,382,4.28,4.3,2.68\n\"38261\",0.3,\"Ideal\",\"I\",\"SI1\",61.8,57,382,4.3,4.34,2.67\n\"38262\",0.26,\"Premium\",\"H\",\"VS1\",62.3,59,382,4.06,4.1,2.54\n\"38263\",0.26,\"Premium\",\"G\",\"VS1\",61.3,60,382,4.07,4.12,2.51\n\"38264\",0.31,\"Very Good\",\"I\",\"SI2\",60.6,61,383,4.4,4.45,2.68\n\"38265\",0.27,\"Ideal\",\"H\",\"SI1\",61.3,55,383,4.17,4.21,2.57\n\"38266\",0.24,\"Good\",\"F\",\"VS1\",60.2,65,383,3.97,4,2.4\n\"38267\",0.29,\"Very Good\",\"I\",\"VS2\",62.4,55,384,4.25,4.27,2.66\n\"38268\",0.26,\"Very Good\",\"E\",\"SI1\",62,54,384,4.08,4.11,2.54\n\"38269\",0.3,\"Ideal\",\"J\",\"VS2\",62.1,56,384,4.29,4.34,2.68\n\"38270\",0.3,\"Ideal\",\"J\",\"VS2\",61.6,56,384,4.31,4.33,2.66\n\"38271\",0.23,\"Ideal\",\"G\",\"VS1\",61.6,55,384,3.96,3.99,2.45\n\"38272\",0.32,\"Ideal\",\"J\",\"SI1\",61.8,54.9,384,4.39,4.42,2.72\n\"38273\",0.26,\"Ideal\",\"I\",\"VS2\",62,56,385,4.13,4.09,2.55\n\"38274\",0.21,\"Very Good\",\"E\",\"VS2\",63.2,54,386,3.82,3.78,2.4\n\"38275\",0.21,\"Premium\",\"E\",\"VS2\",60.5,59,386,3.87,3.83,2.33\n\"38276\",0.21,\"Premium\",\"E\",\"VS2\",59.6,56,386,3.93,3.89,2.33\n\"38277\",0.21,\"Premium\",\"D\",\"VS2\",61.6,59,386,3.82,3.78,2.34\n\"38278\",0.21,\"Premium\",\"D\",\"VS2\",60.6,60,386,3.85,3.81,2.32\n\"38279\",0.21,\"Premium\",\"D\",\"VS2\",59.1,62,386,3.89,3.86,2.29\n\"38280\",0.21,\"Premium\",\"D\",\"VS2\",58.3,59,386,3.96,3.93,2.3\n\"38281\",0.28,\"Very Good\",\"E\",\"VS2\",63.7,58,487,4.12,4.14,2.63\n\"38282\",0.28,\"Very Good\",\"F\",\"VS2\",62.7,58,487,4.14,4.15,2.6\n\"38283\",0.28,\"Very Good\",\"F\",\"VS2\",61.7,58,487,4.17,4.19,2.58\n\"38284\",0.28,\"Very Good\",\"F\",\"VS2\",60.8,58,487,4.19,4.26,2.57\n\"38285\",0.28,\"Very Good\",\"F\",\"VS1\",62.1,59,487,4.16,4.21,2.6\n\"38286\",0.28,\"Very Good\",\"F\",\"VS1\",60.8,58,487,4.24,4.28,2.59\n\"38287\",0.28,\"Very Good\",\"F\",\"VS1\",61,59,487,4.18,4.24,2.57\n\"38288\",0.28,\"Very Good\",\"F\",\"VS1\",61,59,487,4.23,4.29,2.6\n\"38289\",0.28,\"Very Good\",\"E\",\"VS1\",60.9,59,487,4.19,4.22,2.56\n\"38290\",0.28,\"Very Good\",\"E\",\"VS1\",60.2,58,487,4.23,4.27,2.56\n\"38291\",0.28,\"Very Good\",\"E\",\"VS1\",59.5,59,487,4.29,4.35,2.57\n\"38292\",0.28,\"Very Good\",\"E\",\"VS1\",58.9,58,487,4.27,4.32,2.53\n\"38293\",0.28,\"Very Good\",\"D\",\"VS1\",61.7,58,487,4.19,4.24,2.6\n\"38294\",0.28,\"Ideal\",\"D\",\"VS2\",61.2,57,487,4.2,4.23,2.58\n\"38295\",0.3,\"Ideal\",\"G\",\"SI1\",61.2,56,487,4.33,4.36,2.65\n\"38296\",0.3,\"Ideal\",\"G\",\"SI1\",60.6,57,487,4.34,4.37,2.63\n\"38297\",0.3,\"Ideal\",\"G\",\"SI1\",61.8,56,487,4.31,4.34,2.67\n\"38298\",0.28,\"Good\",\"F\",\"VS1\",58.3,58,487,4.33,4.35,2.53\n\"38299\",0.28,\"Ideal\",\"E\",\"VS1\",61.4,56,487,4.2,4.24,2.59\n\"38300\",0.28,\"Ideal\",\"D\",\"VS2\",62.4,57,487,4.16,4.2,2.61\n\"38301\",0.37,\"Ideal\",\"J\",\"VS1\",62.6,57,487,4.54,4.57,2.85\n\"38302\",0.35,\"Very Good\",\"D\",\"SI2\",62.4,57,487,4.47,4.5,2.8\n\"38303\",0.28,\"Ideal\",\"E\",\"VS1\",62,56,487,4.18,4.21,2.6\n\"38304\",0.37,\"Ideal\",\"J\",\"VS1\",62.4,55,487,4.59,4.64,2.88\n\"38305\",0.37,\"Very Good\",\"F\",\"SI2\",60.7,57,487,4.62,4.67,2.82\n\"38306\",0.37,\"Good\",\"G\",\"SI2\",63.4,57,487,4.55,4.57,2.89\n\"38307\",0.37,\"Very Good\",\"F\",\"SI2\",60.2,60,487,4.6,4.7,2.8\n\"38308\",0.37,\"Good\",\"G\",\"SI2\",63.3,55,487,4.58,4.61,2.91\n\"38309\",0.31,\"Good\",\"I\",\"SI1\",64.3,55,488,4.29,4.27,2.75\n\"38310\",0.31,\"Premium\",\"J\",\"VS2\",62.7,58,488,4.34,4.3,2.71\n\"38311\",0.46,\"Ideal\",\"J\",\"VVS1\",61.8,56,1018,4.97,4.93,3.06\n\"38312\",0.46,\"Ideal\",\"J\",\"VVS1\",62.5,56,1018,4.93,4.89,3.07\n\"38313\",0.46,\"Ideal\",\"F\",\"SI1\",62.5,56,1018,4.94,4.92,3.08\n\"38314\",0.44,\"Premium\",\"F\",\"VS2\",61.1,62,1018,4.98,4.92,3.03\n\"38315\",0.44,\"Good\",\"F\",\"SI1\",56.9,61,1018,5.12,5.07,2.9\n\"38316\",0.41,\"Very Good\",\"E\",\"VVS2\",63.8,58,1019,4.67,4.7,2.99\n\"38317\",0.52,\"Very Good\",\"J\",\"SI1\",62.5,59,1019,5.14,5.16,3.22\n\"38318\",0.41,\"Ideal\",\"D\",\"VS1\",62.6,55,1019,4.75,4.77,2.98\n\"38319\",0.52,\"Ideal\",\"I\",\"SI1\",62,54,1019,5.17,5.19,3.21\n\"38320\",0.57,\"Ideal\",\"G\",\"I1\",59.5,57,1019,5.46,5.42,3.24\n\"38321\",0.5,\"Very Good\",\"F\",\"SI2\",63.1,60,1020,5,5.04,3.17\n\"38322\",0.5,\"Very Good\",\"F\",\"SI2\",62.9,57,1020,5.02,5.06,3.17\n\"38323\",0.5,\"Very Good\",\"F\",\"SI2\",62.5,56,1020,5.05,5.09,3.17\n\"38324\",0.4,\"Ideal\",\"E\",\"VS2\",61.9,54,1020,4.74,4.73,2.93\n\"38325\",0.53,\"Ideal\",\"H\",\"SI2\",61.6,54,1020,5.22,5.26,3.23\n\"38326\",0.53,\"Ideal\",\"H\",\"SI2\",61.9,54,1020,5.21,5.23,3.23\n\"38327\",0.5,\"Ideal\",\"F\",\"SI2\",61.3,58,1020,5.1,5.12,3.13\n\"38328\",0.32,\"Premium\",\"E\",\"VVS1\",60.8,58,1020,4.41,4.38,2.67\n\"38329\",0.32,\"Premium\",\"E\",\"VVS1\",60.5,58,1020,4.47,4.42,2.69\n\"38330\",0.32,\"Ideal\",\"E\",\"VVS1\",61.7,55,1020,4.42,4.39,2.72\n\"38331\",0.32,\"Ideal\",\"E\",\"VVS1\",60.9,57,1020,4.45,4.42,2.7\n\"38332\",0.32,\"Ideal\",\"E\",\"VVS1\",61.6,56,1020,4.42,4.41,2.72\n\"38333\",0.32,\"Ideal\",\"E\",\"VVS1\",61.3,57,1020,4.43,4.38,2.7\n\"38334\",0.32,\"Ideal\",\"E\",\"VVS1\",61.7,56,1020,4.42,4.4,2.72\n\"38335\",0.32,\"Premium\",\"E\",\"VVS1\",61.8,59,1020,4.39,4.35,2.7\n\"38336\",0.32,\"Ideal\",\"E\",\"VVS1\",61.9,55,1020,4.41,4.38,2.72\n\"38337\",0.51,\"Premium\",\"J\",\"SI1\",62.6,59,1020,5.1,5.06,3.18\n\"38338\",0.32,\"Ideal\",\"G\",\"IF\",60.5,57,1020,4.44,4.42,2.68\n\"38339\",0.32,\"Premium\",\"G\",\"IF\",59.4,59,1020,4.51,4.48,2.67\n\"38340\",0.32,\"Ideal\",\"G\",\"IF\",61.8,55,1020,4.43,4.41,2.73\n\"38341\",0.32,\"Premium\",\"G\",\"IF\",59.9,58,1020,4.43,4.42,2.65\n\"38342\",0.32,\"Premium\",\"G\",\"IF\",62,60,1020,4.41,4.37,2.72\n\"38343\",0.32,\"Ideal\",\"G\",\"IF\",62.9,55,1020,4.41,4.37,2.76\n\"38344\",0.32,\"Premium\",\"G\",\"IF\",61.8,55,1020,4.45,4.39,2.73\n\"38345\",0.32,\"Ideal\",\"G\",\"IF\",62.4,55,1020,4.42,4.4,2.75\n\"38346\",0.32,\"Ideal\",\"G\",\"IF\",61.2,57,1020,4.43,4.4,2.7\n\"38347\",0.32,\"Ideal\",\"G\",\"IF\",60.9,56,1020,4.43,4.41,2.69\n\"38348\",0.48,\"Premium\",\"F\",\"SI1\",59.6,59,1020,5.13,5.11,3.05\n\"38349\",0.5,\"Premium\",\"G\",\"I1\",62.2,59,1020,5.07,5.03,3.14\n\"38350\",0.4,\"Ideal\",\"G\",\"SI1\",62.6,55,1020,4.71,4.69,2.93\n\"38351\",0.34,\"Premium\",\"F\",\"VS1\",61.5,55,1020,4.58,4.49,2.79\n\"38352\",0.51,\"Premium\",\"J\",\"VS2\",61.5,58,1020,5.14,5.1,3.15\n\"38353\",0.47,\"Very Good\",\"F\",\"SI1\",61.1,61,1021,4.97,5.01,3.05\n\"38354\",0.36,\"Ideal\",\"F\",\"VVS1\",61.5,54,1021,4.59,4.62,2.83\n\"38355\",0.33,\"Ideal\",\"F\",\"VVS1\",61.8,57,1021,4.47,4.43,2.75\n\"38356\",0.33,\"Ideal\",\"F\",\"VVS1\",61.9,56,1021,4.47,4.42,2.75\n\"38357\",0.33,\"Ideal\",\"D\",\"VVS2\",60.9,57,1021,4.48,4.46,2.72\n\"38358\",0.33,\"Ideal\",\"F\",\"VVS1\",62.4,55,1021,4.42,4.4,2.75\n\"38359\",0.33,\"Ideal\",\"F\",\"VVS1\",61.7,57,1021,4.47,4.44,2.75\n\"38360\",0.33,\"Ideal\",\"F\",\"VVS1\",62.4,55,1021,4.47,4.44,2.78\n\"38361\",0.33,\"Ideal\",\"F\",\"VVS1\",61.9,55,1021,4.44,4.42,2.74\n\"38362\",0.33,\"Ideal\",\"F\",\"VVS1\",61.8,57,1021,4.46,4.44,2.75\n\"38363\",0.33,\"Ideal\",\"D\",\"VVS2\",61.1,56,1021,4.46,4.44,2.72\n\"38364\",0.4,\"Premium\",\"H\",\"VS1\",61.3,59,1021,4.79,4.74,2.92\n\"38365\",0.38,\"Premium\",\"D\",\"VS2\",60.8,58,1021,4.73,4.68,2.86\n\"38366\",0.6,\"Very 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Good\",\"H\",\"SI1\",60,55,1148,5.2,5.23,3.13\n\"40534\",0.38,\"Premium\",\"G\",\"IF\",62.5,60,1148,4.61,4.64,2.89\n\"40535\",0.43,\"Ideal\",\"F\",\"VVS2\",61.5,55,1148,4.85,4.88,2.99\n\"40536\",0.39,\"Ideal\",\"F\",\"VVS1\",61.7,57,1148,4.68,4.71,2.89\n\"40537\",0.51,\"Ideal\",\"G\",\"SI2\",62.1,56,1148,5.1,5.13,3.18\n\"40538\",0.34,\"Ideal\",\"F\",\"IF\",60.7,57,1148,4.53,4.5,2.74\n\"40539\",0.36,\"Premium\",\"G\",\"IF\",62.5,60,1148,4.53,4.49,2.82\n\"40540\",0.36,\"Premium\",\"G\",\"IF\",61,59,1148,4.6,4.55,2.79\n\"40541\",0.36,\"Ideal\",\"G\",\"IF\",61.6,55,1148,4.59,4.57,2.82\n\"40542\",0.41,\"Premium\",\"G\",\"VVS1\",59.7,60,1148,4.85,4.83,2.89\n\"40543\",0.35,\"Premium\",\"E\",\"IF\",59,61,1148,4.64,4.62,2.73\n\"40544\",0.61,\"Very Good\",\"J\",\"SI1\",60.8,58,1149,5.46,5.49,3.33\n\"40545\",0.55,\"Very Good\",\"I\",\"SI1\",63.6,57,1149,5.15,5.19,3.29\n\"40546\",0.45,\"Good\",\"D\",\"VS2\",63.7,61,1149,4.81,4.73,3.04\n\"40547\",0.42,\"Ideal\",\"G\",\"VVS1\",61.9,56,1150,4.8,4.85,2.98\n\"40548\",0.52,\"Ideal\",\"G\",\"SI2\",61.3,56,1150,5.19,5.22,3.19\n\"40549\",0.41,\"Good\",\"F\",\"VVS2\",59.2,63,1150,4.82,4.87,2.87\n\"40550\",0.4,\"Ideal\",\"E\",\"VS2\",61.4,57,1150,4.78,4.75,2.92\n\"40551\",0.57,\"Very Good\",\"I\",\"SI1\",61.1,61,1151,5.34,5.37,3.27\n\"40552\",0.41,\"Ideal\",\"D\",\"VS1\",61.3,54,1151,4.8,4.83,2.95\n\"40553\",0.41,\"Ideal\",\"F\",\"IF\",62.2,54,1151,4.76,4.79,2.97\n\"40554\",0.41,\"Very Good\",\"D\",\"VS1\",62.9,57,1151,4.73,4.75,2.98\n\"40555\",0.41,\"Ideal\",\"G\",\"VVS1\",61.7,55,1151,4.77,4.79,2.95\n\"40556\",0.41,\"Ideal\",\"D\",\"VS1\",61,57,1151,4.78,4.82,2.93\n\"40557\",0.41,\"Ideal\",\"D\",\"VS1\",61.8,57,1151,4.75,4.8,2.95\n\"40558\",0.41,\"Ideal\",\"G\",\"VVS1\",62,56,1151,4.78,4.8,2.97\n\"40559\",0.41,\"Very 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Good\",\"G\",\"SI1\",60.6,61,1161,5.17,5.19,3.14\n\"40728\",0.62,\"Ideal\",\"I\",\"SI2\",62.5,55,1161,5.45,5.49,3.42\n\"40729\",0.51,\"Ideal\",\"H\",\"SI1\",62.1,54,1161,5.13,5.15,3.19\n\"40730\",0.51,\"Ideal\",\"H\",\"SI1\",61.3,57,1161,5.1,5.14,3.14\n\"40731\",0.35,\"Very Good\",\"D\",\"VVS2\",60,56,1162,4.61,4.63,2.77\n\"40732\",0.37,\"Ideal\",\"E\",\"VVS2\",61.6,55,1162,4.62,4.63,2.85\n\"40733\",0.35,\"Ideal\",\"D\",\"VVS2\",60.8,56,1162,4.58,4.6,2.79\n\"40734\",0.54,\"Ideal\",\"F\",\"SI2\",61.2,56,1162,5.27,5.28,3.23\n\"40735\",0.46,\"Very 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Good\",\"D\",\"VVS2\",62.6,55,1168,4.7,4.72,2.95\n\"40784\",0.61,\"Good\",\"E\",\"I1\",63.4,57.1,1168,5.37,5.43,3.42\n\"40785\",0.4,\"Ideal\",\"F\",\"VVS1\",61.4,56,1168,4.77,4.81,2.94\n\"40786\",0.4,\"Ideal\",\"F\",\"VVS1\",61.8,58,1168,4.72,4.76,2.93\n\"40787\",0.4,\"Ideal\",\"F\",\"VVS1\",62.3,54,1168,4.75,4.78,2.97\n\"40788\",0.4,\"Ideal\",\"F\",\"VVS1\",61.9,55,1168,4.75,4.78,2.95\n\"40789\",0.4,\"Ideal\",\"F\",\"VVS1\",61.7,55,1168,4.77,4.79,2.95\n\"40790\",0.31,\"Ideal\",\"F\",\"IF\",61.4,56,1168,4.37,4.42,2.7\n\"40791\",0.31,\"Ideal\",\"F\",\"IF\",61,56,1168,4.38,4.41,2.68\n\"40792\",0.31,\"Ideal\",\"F\",\"IF\",61.2,57,1168,4.35,4.38,2.67\n\"40793\",0.31,\"Ideal\",\"F\",\"IF\",61.4,56,1168,4.4,4.43,2.71\n\"40794\",0.46,\"Good\",\"F\",\"VS1\",59.9,61.9,1168,5.02,5.06,3.01\n\"40795\",0.46,\"Good\",\"F\",\"VS1\",61.6,62.2,1168,4.84,5,3.04\n\"40796\",0.41,\"Very 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Good\",\"H\",\"SI1\",62,57,1170,5.11,5.19,3.19\n\"40810\",0.51,\"Good\",\"E\",\"SI1\",63.6,59,1170,5.13,5.06,3.24\n\"40811\",0.52,\"Ideal\",\"G\",\"SI2\",61.5,56,1170,5.15,5.19,3.18\n\"40812\",0.54,\"Ideal\",\"I\",\"SI1\",60,59,1170,5.29,5.31,3.18\n\"40813\",0.54,\"Ideal\",\"I\",\"SI1\",62.4,55,1170,5.19,5.23,3.25\n\"40814\",0.52,\"Good\",\"F\",\"SI2\",61.5,60.5,1170,5.11,5.16,3.16\n\"40815\",0.39,\"Ideal\",\"D\",\"VS1\",61.9,57,1170,4.71,4.69,2.91\n\"40816\",0.32,\"Ideal\",\"E\",\"IF\",62.6,55,1170,4.41,4.38,2.75\n\"40817\",0.38,\"Ideal\",\"D\",\"VS1\",62.4,56,1170,4.68,4.64,2.91\n\"40818\",0.32,\"Ideal\",\"E\",\"IF\",61.9,56,1170,4.42,4.4,2.73\n\"40819\",0.32,\"Premium\",\"E\",\"IF\",61.6,58,1170,4.39,4.38,2.7\n\"40820\",0.39,\"Ideal\",\"D\",\"VS1\",62,57,1170,4.71,4.67,2.91\n\"40821\",0.51,\"Ideal\",\"E\",\"SI2\",63,56,1170,5.14,5.12,3.23\n\"40822\",0.39,\"Premium\",\"G\",\"VVS1\",59.9,59,1170,4.75,4.73,2.84\n\"40823\",0.39,\"Ideal\",\"G\",\"VVS1\",62.3,57,1170,4.7,4.64,2.91\n\"40824\",0.39,\"Premium\",\"G\",\"VVS1\",60.4,59,1170,4.75,4.72,2.86\n\"40825\",0.39,\"Ideal\",\"D\",\"VS1\",60.3,56,1170,4.77,4.71,2.86\n\"40826\",0.52,\"Very 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Good\",\"F\",\"SI2\",63,56,1173,5.34,5.26,3.34\n\"40846\",0.46,\"Premium\",\"E\",\"VS2\",61.5,60,1173,4.95,4.91,3.03\n\"40847\",0.46,\"Premium\",\"E\",\"VS2\",58.5,61,1173,5.1,5.05,2.97\n\"40848\",0.38,\"Ideal\",\"D\",\"VVS1\",62,57,1173,4.6,4.69,2.88\n\"40849\",0.53,\"Ideal\",\"I\",\"VS2\",61.9,54,1173,5.21,5.23,3.23\n\"40850\",0.56,\"Ideal\",\"G\",\"SI2\",61.9,54,1173,5.29,5.34,3.29\n\"40851\",0.55,\"Ideal\",\"G\",\"SI2\",62.1,56,1173,5.25,5.28,3.27\n\"40852\",0.54,\"Ideal\",\"F\",\"SI2\",61,56,1173,5.24,5.29,3.21\n\"40853\",0.57,\"Ideal\",\"I\",\"SI1\",62.5,55,1173,5.28,5.32,3.31\n\"40854\",0.53,\"Premium\",\"G\",\"SI2\",60.8,58,1173,5.21,5.19,3.16\n\"40855\",0.5,\"Ideal\",\"G\",\"SI1\",62.2,56,1173,5.13,5.08,3.17\n\"40856\",0.49,\"Very Good\",\"D\",\"SI1\",58.6,60,1174,5.14,5.2,3.03\n\"40857\",0.53,\"Very Good\",\"E\",\"SI2\",63,57,1174,5.13,5.16,3.24\n\"40858\",0.34,\"Ideal\",\"D\",\"VVS2\",61.3,56,1174,4.48,4.52,2.76\n\"40859\",0.34,\"Ideal\",\"F\",\"VVS1\",61.6,56,1174,4.5,4.53,2.78\n\"40860\",0.34,\"Ideal\",\"F\",\"VVS1\",61.1,56,1174,4.5,4.53,2.76\n\"40861\",0.33,\"Ideal\",\"E\",\"VVS1\",61.2,55,1174,4.48,4.51,2.75\n\"40862\",0.61,\"Fair\",\"J\",\"VS2\",58.2,56,1174,5.74,5.49,3.27\n\"40863\",0.52,\"Very Good\",\"E\",\"SI2\",62.4,59,1175,5.13,5.16,3.21\n\"40864\",0.56,\"Very Good\",\"I\",\"SI1\",61.8,56,1175,5.22,5.3,3.25\n\"40865\",0.52,\"Very Good\",\"H\",\"SI1\",59.3,59,1175,5.25,5.28,3.12\n\"40866\",0.55,\"Ideal\",\"F\",\"SI2\",62.4,56,1175,5.22,5.26,3.27\n\"40867\",0.55,\"Ideal\",\"F\",\"SI2\",62.3,57,1175,5.22,5.27,3.27\n\"40868\",0.55,\"Ideal\",\"F\",\"SI2\",61.2,56,1175,5.23,5.29,3.22\n\"40869\",0.55,\"Good\",\"H\",\"SI1\",63.6,55,1175,5.18,5.23,3.31\n\"40870\",0.55,\"Premium\",\"F\",\"SI2\",60.6,58,1175,5.28,5.31,3.21\n\"40871\",0.64,\"Ideal\",\"G\",\"SI2\",62.2,53,1175,5.54,5.56,3.45\n\"40872\",0.51,\"Ideal\",\"G\",\"SI1\",61.5,54,1175,5.17,5.21,3.19\n\"40873\",0.5,\"Good\",\"D\",\"SI2\",61.9,63,1175,5.05,5.07,3.13\n\"40874\",0.5,\"Fair\",\"H\",\"VS2\",65.1,59,1175,5.02,5.06,3.28\n\"40875\",0.73,\"Fair\",\"I\",\"I1\",66.1,58,1175,5.63,5.5,3.68\n\"40876\",0.5,\"Very Good\",\"I\",\"VS2\",61.7,58,1176,5.08,5.13,3.15\n\"40877\",0.42,\"Ideal\",\"E\",\"VVS1\",61.8,56,1176,4.81,4.83,2.98\n\"40878\",0.52,\"Ideal\",\"F\",\"SI2\",61.4,56,1176,5.18,5.21,3.19\n\"40879\",0.38,\"Ideal\",\"E\",\"VVS2\",61.6,55,1176,4.72,4.67,2.89\n\"40880\",0.33,\"Ideal\",\"D\",\"VVS1\",61,55,1176,4.52,4.47,2.74\n\"40881\",0.57,\"Very Good\",\"I\",\"SI1\",63.3,56,1176,5.29,5.27,3.34\n\"40882\",0.38,\"Ideal\",\"E\",\"VVS2\",62.2,56,1176,4.65,4.58,2.87\n\"40883\",0.38,\"Ideal\",\"E\",\"VVS2\",61.9,57,1176,4.65,4.63,2.87\n\"40884\",0.38,\"Ideal\",\"E\",\"VVS2\",61.6,55,1176,4.66,4.63,2.86\n\"40885\",0.57,\"Premium\",\"J\",\"VS2\",60.2,62,1176,5.4,5.33,3.23\n\"40886\",0.57,\"Premium\",\"F\",\"SI2\",61.7,59,1176,5.34,5.31,3.29\n\"40887\",0.57,\"Premium\",\"F\",\"SI2\",61.4,56,1176,5.38,5.29,3.28\n\"40888\",0.56,\"Premium\",\"G\",\"SI1\",61.7,58,1176,5.31,5.29,3.27\n\"40889\",0.42,\"Premium\",\"F\",\"VS1\",62.7,61,1176,4.77,4.74,2.98\n\"40890\",0.56,\"Fair\",\"F\",\"SI1\",61.6,61,1176,5.38,5.21,3.26\n\"40891\",0.5,\"Fair\",\"E\",\"SI1\",65,58,1176,4.98,4.9,3.21\n\"40892\",0.38,\"Ideal\",\"E\",\"VVS2\",62,57,1176,4.62,4.61,2.86\n\"40893\",0.51,\"Premium\",\"E\",\"SI2\",61.8,58,1177,5.08,5.11,3.15\n\"40894\",0.51,\"Ideal\",\"E\",\"SI2\",62.7,53,1177,5.09,5.12,3.2\n\"40895\",0.42,\"Ideal\",\"E\",\"VS1\",60.6,57,1177,4.84,4.86,2.94\n\"40896\",0.44,\"Ideal\",\"H\",\"IF\",61.9,54,1177,4.9,4.95,3.05\n\"40897\",0.44,\"Ideal\",\"H\",\"IF\",61.4,55,1177,4.92,4.95,3.03\n\"40898\",0.41,\"Ideal\",\"D\",\"VS2\",59.7,57,1177,4.87,4.84,2.9\n\"40899\",0.41,\"Ideal\",\"D\",\"VS2\",61.7,55,1177,4.8,4.76,2.95\n\"40900\",0.47,\"Very Good\",\"H\",\"VS2\",57.2,60,1178,5.18,5.21,2.97\n\"40901\",0.45,\"Ideal\",\"H\",\"VVS1\",61.8,57,1178,4.92,4.95,3.05\n\"40902\",0.5,\"Ideal\",\"H\",\"SI1\",62,56,1178,5.09,5.12,3.16\n\"40903\",0.54,\"Ideal\",\"H\",\"SI1\",62.1,56,1178,5.18,5.26,3.24\n\"40904\",0.47,\"Ideal\",\"I\",\"IF\",62.2,55,1178,4.99,5.01,3.11\n\"40905\",0.5,\"Very Good\",\"H\",\"VS2\",61.8,63,1178,5.08,5.05,3.13\n\"40906\",0.5,\"Premium\",\"D\",\"SI2\",58.5,60,1178,5.21,5.19,3.04\n\"40907\",0.55,\"Very Good\",\"J\",\"VS2\",62.9,54,1179,5.23,5.29,3.31\n\"40908\",0.46,\"Very Good\",\"G\",\"VS1\",61.4,59.7,1179,4.94,4.97,3.05\n\"40909\",0.56,\"Very 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Good\",\"D\",\"VS1\",61.2,58,1199,4.82,4.88,2.97\n\"41155\",0.41,\"Ideal\",\"G\",\"VVS2\",61.7,55,1199,4.81,4.85,2.98\n\"41156\",0.4,\"Ideal\",\"G\",\"IF\",61.2,56,1199,4.74,4.77,2.91\n\"41157\",0.48,\"Good\",\"G\",\"VS1\",58.6,62,1199,5.14,5.2,3.03\n\"41158\",0.52,\"Good\",\"E\",\"SI2\",60.5,62,1199,5.15,5.2,3.13\n\"41159\",0.38,\"Very Good\",\"F\",\"VVS1\",61.6,58,1200,4.61,4.65,2.85\n\"41160\",0.38,\"Ideal\",\"D\",\"VVS2\",61.5,57,1200,4.63,4.67,2.86\n\"41161\",0.38,\"Ideal\",\"F\",\"VVS1\",61.9,54,1200,4.67,4.7,2.9\n\"41162\",0.38,\"Ideal\",\"D\",\"VVS2\",61.3,56,1200,4.63,4.73,2.87\n\"41163\",0.38,\"Very Good\",\"D\",\"VVS2\",61.9,56,1200,4.63,4.65,2.87\n\"41164\",0.52,\"Very Good\",\"E\",\"SI2\",62.9,56,1200,5.08,5.12,3.21\n\"41165\",0.38,\"Ideal\",\"F\",\"VVS1\",62.2,57,1200,4.64,4.68,2.9\n\"41166\",0.38,\"Very 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Good\",\"E\",\"VVS2\",60.5,58,1205,4.76,4.8,2.89\n\"41203\",0.46,\"Good\",\"D\",\"VS2\",63.2,56,1205,4.89,4.92,3.1\n\"41204\",0.41,\"Ideal\",\"F\",\"VVS1\",61.2,57,1205,4.79,4.85,2.95\n\"41205\",0.53,\"Ideal\",\"H\",\"SI1\",62.2,54,1205,5.18,5.23,3.24\n\"41206\",0.53,\"Ideal\",\"H\",\"SI1\",62,54,1205,5.17,5.22,3.22\n\"41207\",0.53,\"Ideal\",\"H\",\"SI1\",61.5,54,1205,5.21,5.26,3.22\n\"41208\",0.51,\"Premium\",\"E\",\"SI2\",62,57,1205,5.13,5.09,3.17\n\"41209\",0.51,\"Premium\",\"E\",\"SI2\",62.7,52,1205,5.15,5.12,3.22\n\"41210\",0.51,\"Ideal\",\"E\",\"SI2\",61,56,1205,5.2,5.16,3.16\n\"41211\",0.51,\"Premium\",\"E\",\"SI2\",60.3,56,1205,5.22,5.19,3.14\n\"41212\",0.53,\"Premium\",\"G\",\"SI1\",62.1,62,1206,5.15,5.13,3.19\n\"41213\",0.56,\"Premium\",\"E\",\"SI2\",62.6,59,1206,5.2,5.24,3.27\n\"41214\",0.52,\"Ideal\",\"H\",\"SI1\",61.5,56,1206,5.16,5.21,3.19\n\"41215\",0.4,\"Ideal\",\"F\",\"VVS1\",61.7,57,1206,4.75,4.72,2.92\n\"41216\",0.4,\"Ideal\",\"F\",\"VVS1\",61.5,56,1206,4.77,4.73,2.92\n\"41217\",0.4,\"Premium\",\"D\",\"VVS2\",62,61,1206,4.72,4.7,2.92\n\"41218\",0.7,\"Premium\",\"G\",\"I1\",62.3,56,1206,5.66,5.61,3.51\n\"41219\",0.43,\"Premium\",\"G\",\"VVS1\",62,59,1207,4.8,4.82,2.98\n\"41220\",0.43,\"Ideal\",\"G\",\"VVS1\",61.5,56,1207,4.85,4.87,2.99\n\"41221\",0.43,\"Very Good\",\"G\",\"VVS1\",62.3,59,1207,4.77,4.83,2.99\n\"41222\",0.43,\"Ideal\",\"G\",\"VVS1\",61.4,55,1207,4.86,4.91,3\n\"41223\",0.43,\"Ideal\",\"G\",\"VVS1\",62,55,1207,4.82,4.85,3\n\"41224\",0.43,\"Premium\",\"G\",\"VVS1\",60.3,58,1207,4.87,4.91,2.95\n\"41225\",0.43,\"Premium\",\"G\",\"VVS1\",60.9,58,1207,4.88,4.91,2.98\n\"41226\",0.43,\"Ideal\",\"G\",\"VVS1\",60.5,57,1207,4.86,4.92,2.96\n\"41227\",0.43,\"Ideal\",\"D\",\"VS1\",62.1,56,1207,4.85,4.87,3.02\n\"41228\",0.43,\"Very Good\",\"G\",\"VVS1\",61.3,57,1207,4.85,4.87,2.98\n\"41229\",0.43,\"Premium\",\"G\",\"VVS1\",62.2,58,1207,4.78,4.83,2.99\n\"41230\",0.4,\"Very Good\",\"E\",\"IF\",62.9,58,1207,4.68,4.77,2.97\n\"41231\",0.43,\"Ideal\",\"D\",\"VS1\",61.6,56,1207,4.85,4.86,2.99\n\"41232\",0.43,\"Ideal\",\"D\",\"VS1\",62.1,55,1207,4.83,4.86,3.01\n\"41233\",0.43,\"Ideal\",\"D\",\"VS1\",61.9,55,1207,4.85,4.87,3.01\n\"41234\",0.44,\"Ideal\",\"G\",\"VVS1\",60.3,57,1207,4.92,4.96,2.98\n\"41235\",0.33,\"Ideal\",\"E\",\"VVS1\",61.6,56,1207,4.44,4.46,2.74\n\"41236\",0.39,\"Premium\",\"E\",\"VVS2\",61.1,59,1207,4.74,4.68,2.88\n\"41237\",0.33,\"Ideal\",\"E\",\"IF\",61.9,57,1207,4.45,4.41,2.74\n\"41238\",0.33,\"Premium\",\"E\",\"IF\",60.8,58,1207,4.49,4.46,2.72\n\"41239\",0.33,\"Premium\",\"D\",\"VVS1\",61.8,58,1207,4.43,4.4,2.73\n\"41240\",0.57,\"Very 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Good\",\"H\",\"SI1\",61.8,56,1219,5.34,5.38,3.31\n\"41361\",0.38,\"Ideal\",\"H\",\"VVS1\",60.7,55,1219,4.71,4.74,2.87\n\"41362\",0.52,\"Premium\",\"H\",\"SI1\",62.6,55,1219,5.16,5.12,3.22\n\"41363\",0.52,\"Very Good\",\"H\",\"SI1\",63.1,57,1219,5.14,5.09,3.23\n\"41364\",0.52,\"Premium\",\"F\",\"SI2\",61.7,58,1219,5.16,5.12,3.17\n\"41365\",0.65,\"Premium\",\"I\",\"SI2\",60.7,58,1219,5.65,5.62,3.42\n\"41366\",0.5,\"Premium\",\"H\",\"SI1\",62.1,60,1219,5.06,5.02,3.13\n\"41367\",0.43,\"Very Good\",\"H\",\"VVS1\",60.2,55,1220,4.92,4.95,2.97\n\"41368\",0.5,\"Very Good\",\"F\",\"SI1\",63.2,57,1220,5.03,5.06,3.19\n\"41369\",0.4,\"Very Good\",\"G\",\"IF\",61.2,57,1220,4.77,4.79,2.92\n\"41370\",0.51,\"Very Good\",\"G\",\"SI1\",63,53,1220,5.1,5.13,3.22\n\"41371\",0.51,\"Good\",\"G\",\"SI1\",63.6,55,1220,5.03,5.06,3.21\n\"41372\",0.51,\"Good\",\"F\",\"SI1\",63.1,54,1220,5.06,5.12,3.21\n\"41373\",0.51,\"Very 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Good\",\"D\",\"VVS2\",59.1,59.9,1225,4.71,4.75,2.79\n\"41409\",0.49,\"Premium\",\"G\",\"VS2\",61,59,1225,5.13,5.06,3.11\n\"41410\",0.56,\"Premium\",\"F\",\"SI2\",59.1,58,1225,5.44,5.38,3.2\n\"41411\",0.5,\"Fair\",\"F\",\"VS2\",64.9,58,1225,4.99,4.9,3.21\n\"41412\",0.47,\"Very Good\",\"F\",\"VS2\",59.6,58.1,1226,5.07,5.11,3.03\n\"41413\",0.53,\"Good\",\"D\",\"SI2\",63.9,55,1226,5.1,5.14,3.27\n\"41414\",0.53,\"Very Good\",\"D\",\"SI2\",59.3,61,1226,5.26,5.29,3.13\n\"41415\",0.47,\"Ideal\",\"F\",\"VS2\",60.7,56.1,1226,5.02,5.08,3.07\n\"41416\",0.4,\"Ideal\",\"D\",\"VS2\",61.6,55,1226,4.75,4.79,2.94\n\"41417\",0.53,\"Ideal\",\"H\",\"SI1\",62.4,59,1226,5.18,5.21,3.24\n\"41418\",0.47,\"Good\",\"G\",\"VS2\",60.1,60.3,1226,5.02,5.07,3.03\n\"41419\",0.55,\"Premium\",\"G\",\"SI1\",60.7,56,1226,5.38,5.32,3.25\n\"41420\",0.52,\"Ideal\",\"F\",\"SI2\",60.9,57,1226,5.22,5.2,3.17\n\"41421\",0.58,\"Premium\",\"F\",\"SI2\",63,56,1226,5.34,5.26,3.34\n\"41422\",0.52,\"Very 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Good\",\"H\",\"SI1\",62.4,58,389,4.23,4.29,2.66\n\"41587\",0.3,\"Ideal\",\"I\",\"VS2\",62.1,58,389,4.27,4.29,2.66\n\"41588\",0.3,\"Ideal\",\"H\",\"SI1\",61.9,54,389,4.33,4.36,2.69\n\"41589\",0.23,\"Very Good\",\"H\",\"VVS2\",59.2,61,389,4,4.04,2.38\n\"41590\",0.32,\"Very Good\",\"J\",\"SI1\",62.3,57,389,4.33,4.44,2.73\n\"41591\",0.31,\"Premium\",\"H\",\"SI2\",59.5,59,390,4.39,4.45,2.63\n\"41592\",0.23,\"Very Good\",\"G\",\"VS1\",62.2,55,391,3.93,3.95,2.45\n\"41593\",0.24,\"Very Good\",\"G\",\"VS1\",61.2,56,391,4,4.03,2.46\n\"41594\",0.24,\"Very Good\",\"G\",\"VS1\",62.4,56,391,3.99,4.03,2.5\n\"41595\",0.23,\"Very 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Good\",\"D\",\"SI2\",63.2,56,1243,5.05,5.01,3.18\n\"41724\",0.41,\"Ideal\",\"H\",\"IF\",61.8,55,1243,4.79,4.76,2.95\n\"41725\",0.41,\"Ideal\",\"H\",\"IF\",62.9,54,1243,4.74,4.71,2.97\n\"41726\",0.41,\"Ideal\",\"H\",\"IF\",62.1,56,1243,4.76,4.74,2.95\n\"41727\",0.41,\"Ideal\",\"E\",\"VVS2\",60,57,1243,4.85,4.81,2.9\n\"41728\",0.41,\"Premium\",\"E\",\"VVS2\",60.9,60,1243,4.82,4.81,2.93\n\"41729\",0.41,\"Ideal\",\"E\",\"VVS2\",62.2,54,1243,4.79,4.76,2.97\n\"41730\",0.41,\"Ideal\",\"E\",\"VVS2\",61.4,56,1243,4.81,4.77,2.94\n\"41731\",0.41,\"Ideal\",\"E\",\"VVS2\",61,56,1243,4.82,4.79,2.93\n\"41732\",0.41,\"Ideal\",\"E\",\"VVS2\",61.5,55,1243,4.83,4.79,2.96\n\"41733\",0.41,\"Ideal\",\"E\",\"VVS2\",61.1,56,1243,4.85,4.8,2.95\n\"41734\",0.41,\"Ideal\",\"E\",\"VVS2\",62.8,54,1243,4.77,4.72,2.98\n\"41735\",0.41,\"Premium\",\"E\",\"VVS2\",61.8,59,1243,4.78,4.74,2.94\n\"41736\",0.41,\"Ideal\",\"E\",\"VVS2\",61.9,56,1243,4.78,4.75,2.95\n\"41737\",0.41,\"Ideal\",\"E\",\"VVS2\",62.3,56,1243,4.78,4.75,2.97\n\"41738\",0.41,\"Ideal\",\"E\",\"VVS2\",61.8,57,1243,4.8,4.75,2.95\n\"41739\",0.41,\"Ideal\",\"E\",\"VVS2\",60.9,56,1243,4.81,4.75,2.91\n\"41740\",0.41,\"Ideal\",\"E\",\"VVS2\",61.4,57,1243,4.79,4.76,2.93\n\"41741\",0.41,\"Ideal\",\"E\",\"VVS2\",62,56,1243,4.76,4.72,2.94\n\"41742\",0.5,\"Ideal\",\"D\",\"SI2\",62.8,56,1243,5.06,5.03,3.17\n\"41743\",0.5,\"Premium\",\"D\",\"SI2\",62.6,58,1243,5.04,4.96,3.13\n\"41744\",0.51,\"Very 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Good\",\"E\",\"VS2\",62.6,58,1245,4.91,4.96,3.09\n\"41759\",0.43,\"Ideal\",\"H\",\"IF\",62.2,55,1245,4.84,4.87,3.02\n\"41760\",0.43,\"Very Good\",\"E\",\"VVS2\",60.8,57,1245,4.89,4.92,2.98\n\"41761\",0.43,\"Ideal\",\"E\",\"VVS2\",62,57,1245,4.84,4.87,3.01\n\"41762\",0.42,\"Ideal\",\"G\",\"VVS1\",62.8,55,1245,4.78,4.8,3.01\n\"41763\",0.38,\"Ideal\",\"E\",\"VVS1\",61.9,53.7,1245,4.66,4.67,2.89\n\"41764\",0.38,\"Ideal\",\"E\",\"VVS1\",62.4,53.2,1245,4.62,4.66,2.9\n\"41765\",0.44,\"Ideal\",\"I\",\"VS1\",61.4,55,1245,4.89,4.92,3.01\n\"41766\",0.52,\"Ideal\",\"H\",\"SI1\",61.7,55,1245,5.17,5.21,3.2\n\"41767\",0.53,\"Ideal\",\"H\",\"SI1\",61.1,55,1245,5.24,5.28,3.21\n\"41768\",0.46,\"Good\",\"G\",\"VVS2\",60.2,60.5,1245,4.98,5.04,3.02\n\"41769\",0.44,\"Very 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Good\",\"F\",\"SI2\",58.6,59,1247,5.53,5.57,3.25\n\"41779\",0.35,\"Premium\",\"D\",\"VVS1\",60.8,58,1247,4.55,4.53,2.76\n\"41780\",0.35,\"Ideal\",\"D\",\"VVS1\",61.5,57,1247,4.55,4.52,2.79\n\"41781\",0.57,\"Premium\",\"H\",\"SI1\",61.6,58,1247,5.37,5.34,3.3\n\"41782\",0.57,\"Ideal\",\"H\",\"SI1\",62.1,57,1247,5.32,5.3,3.3\n\"41783\",0.54,\"Ideal\",\"D\",\"SI2\",61.3,57,1247,5.27,5.24,3.22\n\"41784\",0.57,\"Premium\",\"F\",\"SI2\",60.4,58,1247,5.4,5.37,3.25\n\"41785\",0.54,\"Very Good\",\"H\",\"SI1\",61,57,1248,5.22,5.27,3.2\n\"41786\",0.59,\"Ideal\",\"E\",\"SI2\",61.6,54,1248,5.42,5.45,3.35\n\"41787\",0.55,\"Ideal\",\"H\",\"SI1\",61.5,54,1248,5.3,5.33,3.27\n\"41788\",0.39,\"Ideal\",\"E\",\"IF\",62.5,57,1248,4.7,4.74,2.95\n\"41789\",0.31,\"Premium\",\"D\",\"IF\",60.2,59,1248,4.42,4.39,2.65\n\"41790\",0.52,\"Premium\",\"G\",\"SI1\",62.6,58,1249,5.13,5.1,3.2\n\"41791\",0.41,\"Very Good\",\"E\",\"VVS2\",61.6,60,1249,4.75,4.77,2.93\n\"41792\",0.41,\"Very Good\",\"E\",\"VVS1\",62.9,58,1249,4.72,4.75,2.98\n\"41793\",0.54,\"Good\",\"D\",\"SI2\",63.2,57,1249,5.16,5.19,3.27\n\"41794\",0.52,\"Premium\",\"G\",\"SI1\",62.7,58,1249,5.13,5.07,3.2\n\"41795\",0.52,\"Premium\",\"G\",\"SI1\",60.6,61,1249,5.19,5.17,3.14\n\"41796\",0.49,\"Fair\",\"D\",\"VS2\",57.5,68,1249,5.18,5.11,2.96\n\"41797\",0.5,\"Ideal\",\"E\",\"SI1\",60.6,57,1250,5.19,5.14,3.13\n\"41798\",0.6,\"Very Good\",\"E\",\"SI2\",63.2,60,1250,5.32,5.28,3.35\n\"41799\",0.6,\"Very Good\",\"E\",\"SI2\",63.2,60,1250,5.32,5.28,3.35\n\"41800\",0.4,\"Very Good\",\"E\",\"VS1\",62.7,55,1250,4.69,4.72,2.95\n\"41801\",0.5,\"Very Good\",\"F\",\"SI1\",62.8,56,1250,5.03,5.06,3.17\n\"41802\",0.5,\"Very Good\",\"F\",\"SI1\",62.7,59,1250,5.04,5.07,3.17\n\"41803\",0.5,\"Very Good\",\"F\",\"SI1\",61.2,61,1250,5.06,5.1,3.11\n\"41804\",0.5,\"Very Good\",\"F\",\"SI1\",62.3,60,1250,5.07,5.11,3.17\n\"41805\",0.53,\"Very Good\",\"F\",\"SI1\",59.6,58,1250,5.28,5.33,3.16\n\"41806\",0.51,\"Premium\",\"G\",\"SI1\",62,56,1250,5.14,5.12,3.18\n\"41807\",0.5,\"Premium\",\"F\",\"SI1\",62.2,59,1250,5.07,5.03,3.14\n\"41808\",0.4,\"Ideal\",\"E\",\"VS1\",62.4,58,1250,4.7,4.72,2.94\n\"41809\",0.6,\"Ideal\",\"H\",\"SI2\",61.7,54,1250,5.44,5.48,3.37\n\"41810\",0.52,\"Ideal\",\"F\",\"SI1\",61.6,57,1250,5.16,5.19,3.19\n\"41811\",0.54,\"Good\",\"E\",\"SI2\",63.8,54,1250,5.18,5.17,3.3\n\"41812\",0.54,\"Ideal\",\"E\",\"SI2\",62.1,56,1250,5.22,5.18,3.23\n\"41813\",0.54,\"Premium\",\"E\",\"SI2\",61.9,58,1250,5.24,5.19,3.23\n\"41814\",0.54,\"Very Good\",\"E\",\"SI2\",63.4,56,1250,5.18,5.14,3.27\n\"41815\",0.43,\"Ideal\",\"F\",\"VVS2\",62.2,55,1250,4.85,4.83,3.01\n\"41816\",0.43,\"Ideal\",\"F\",\"VVS2\",61.8,57,1250,4.85,4.83,2.99\n\"41817\",0.43,\"Ideal\",\"F\",\"VVS2\",61.9,56,1250,4.84,4.82,2.99\n\"41818\",0.43,\"Premium\",\"F\",\"VVS2\",61.6,60,1250,4.86,4.82,2.98\n\"41819\",0.43,\"Ideal\",\"F\",\"VVS2\",61.9,56,1250,4.87,4.82,3\n\"41820\",0.6,\"Ideal\",\"G\",\"SI2\",59.1,56,1250,5.58,5.52,3.28\n\"41821\",0.85,\"Fair\",\"H\",\"I1\",66.9,54,1250,5.98,5.75,3.94\n\"41822\",0.5,\"Ideal\",\"D\",\"SI2\",61,57,1250,5.15,5.12,3.13\n\"41823\",0.5,\"Ideal\",\"D\",\"SI2\",62.3,54,1250,5.11,5.06,3.17\n\"41824\",0.51,\"Premium\",\"H\",\"SI1\",61.6,56,1250,5.19,5.14,3.18\n\"41825\",0.51,\"Very Good\",\"H\",\"VS2\",59.8,57,1251,5.22,5.25,3.13\n\"41826\",0.48,\"Very Good\",\"F\",\"VS2\",61.1,58,1251,5.05,5.11,3.11\n\"41827\",0.31,\"Ideal\",\"D\",\"IF\",61.1,56,1251,4.39,4.42,2.69\n\"41828\",0.42,\"Ideal\",\"G\",\"IF\",62,57,1251,4.8,4.82,2.98\n\"41829\",0.46,\"Ideal\",\"E\",\"VS2\",62.1,57,1251,4.93,4.89,3.05\n\"41830\",0.46,\"Ideal\",\"H\",\"VS2\",61.5,55,1252,4.98,5.01,3.07\n\"41831\",0.4,\"Ideal\",\"E\",\"VS1\",61.3,56,1252,4.76,4.8,2.93\n\"41832\",0.32,\"Good\",\"D\",\"IF\",57.8,56,1252,4.55,4.65,2.66\n\"41833\",0.62,\"Premium\",\"G\",\"SI1\",59.3,58,1253,5.6,5.56,3.31\n\"41834\",0.56,\"Ideal\",\"H\",\"SI1\",60.3,58,1253,5.35,5.4,3.24\n\"41835\",0.5,\"Fair\",\"D\",\"SI1\",64.6,59,1253,4.93,4.95,3.19\n\"41836\",0.62,\"Premium\",\"J\",\"VS2\",61.2,59,1253,5.52,5.42,3.35\n\"41837\",0.44,\"Premium\",\"F\",\"VVS2\",61.6,58,1253,4.89,4.85,3\n\"41838\",0.44,\"Ideal\",\"F\",\"VVS2\",60.9,55,1253,4.96,4.92,3.01\n\"41839\",0.5,\"Premium\",\"H\",\"VS1\",62.7,59,1253,5.03,4.98,3.14\n\"41840\",0.59,\"Very Good\",\"H\",\"SI2\",61.2,60,1254,5.38,5.43,3.31\n\"41841\",0.51,\"Ideal\",\"G\",\"SI1\",61.5,55.5,1254,5.13,5.19,3.17\n\"41842\",0.4,\"Good\",\"D\",\"VS1\",56.3,59,1254,4.94,4.97,2.79\n\"41843\",0.35,\"Ideal\",\"E\",\"IF\",61.4,56,1254,4.56,4.53,2.79\n\"41844\",0.35,\"Ideal\",\"E\",\"IF\",62.2,56,1254,4.52,4.51,2.81\n\"41845\",0.45,\"Good\",\"G\",\"VVS1\",64,57,1254,4.86,4.82,3.1\n\"41846\",0.41,\"Very Good\",\"F\",\"IF\",63.3,56,1255,4.69,4.75,2.99\n\"41847\",0.54,\"Very Good\",\"F\",\"SI1\",63,57,1255,5.18,5.23,3.28\n\"41848\",0.51,\"Good\",\"D\",\"SI1\",64,58,1255,5.03,5.06,3.23\n\"41849\",0.58,\"Ideal\",\"H\",\"SI1\",62.2,57,1255,5.34,5.37,3.33\n\"41850\",0.53,\"Ideal\",\"H\",\"SI1\",61.9,56,1255,5.17,5.23,3.22\n\"41851\",0.53,\"Ideal\",\"G\",\"SI1\",61.8,58,1255,5.16,5.19,3.2\n\"41852\",0.53,\"Ideal\",\"G\",\"SI1\",62,60,1255,5.18,5.2,3.22\n\"41853\",0.44,\"Ideal\",\"H\",\"IF\",62,57,1255,4.87,4.91,3.02\n\"41854\",0.39,\"Good\",\"D\",\"VVS2\",63.6,60.2,1255,4.58,4.62,2.93\n\"41855\",0.61,\"Ideal\",\"E\",\"I1\",63.4,57,1255,5.43,5.37,3.42\n\"41856\",0.61,\"Premium\",\"G\",\"SI1\",60.8,60,1255,5.42,5.42,3.31\n\"41857\",0.7,\"Good\",\"H\",\"I1\",57.4,63,1255,5.89,5.8,3.36\n\"41858\",0.55,\"Ideal\",\"F\",\"SI2\",61.1,56,1256,5.29,5.32,3.24\n\"41859\",0.46,\"Very Good\",\"E\",\"VS1\",62.9,52,1257,4.9,4.95,3.1\n\"41860\",0.59,\"Very Good\",\"I\",\"SI1\",61.7,55.2,1257,5.39,5.41,3.33\n\"41861\",0.59,\"Very Good\",\"J\",\"VS2\",60.8,56.6,1257,5.42,5.47,3.31\n\"41862\",0.33,\"Ideal\",\"D\",\"VVS1\",60.5,56,1257,4.5,4.53,2.73\n\"41863\",0.64,\"Ideal\",\"I\",\"SI2\",61.2,55,1257,5.54,5.6,3.41\n\"41864\",0.4,\"Ideal\",\"G\",\"IF\",61.1,56,1257,4.76,4.79,2.92\n\"41865\",0.4,\"Ideal\",\"G\",\"IF\",61.5,57,1257,4.72,4.76,2.91\n\"41866\",0.38,\"Premium\",\"F\",\"VVS1\",61.6,58,1257,4.65,4.61,2.85\n\"41867\",0.38,\"Ideal\",\"F\",\"VVS1\",61.9,54,1257,4.7,4.67,2.9\n\"41868\",0.38,\"Premium\",\"D\",\"VVS2\",61.9,56,1257,4.65,4.63,2.87\n\"41869\",0.38,\"Ideal\",\"D\",\"VVS2\",61.5,57,1257,4.67,4.63,2.86\n\"41870\",0.38,\"Ideal\",\"F\",\"VVS1\",62.2,57,1257,4.68,4.64,2.9\n\"41871\",0.38,\"Premium\",\"F\",\"VVS1\",61.6,58,1257,4.66,4.63,2.86\n\"41872\",0.38,\"Premium\",\"F\",\"VVS1\",59.2,58,1257,4.8,4.76,2.83\n\"41873\",0.38,\"Ideal\",\"D\",\"VVS2\",61.5,56,1257,4.66,4.64,2.86\n\"41874\",0.38,\"Premium\",\"D\",\"VVS2\",60,62,1257,4.73,4.7,2.83\n\"41875\",0.5,\"Very Good\",\"D\",\"SI1\",63.5,57,1257,5.09,5.05,3.22\n\"41876\",0.38,\"Ideal\",\"D\",\"VVS2\",61.3,56,1257,4.73,4.63,2.87\n\"41877\",0.5,\"Fair\",\"G\",\"VS1\",65.7,63,1257,4.97,4.87,3.23\n\"41878\",0.5,\"Fair\",\"G\",\"VS1\",67.6,56,1257,5.02,4.89,3.35\n\"41879\",0.5,\"Good\",\"D\",\"SI1\",63.9,56,1257,5.02,4.93,3.18\n\"41880\",0.57,\"Premium\",\"F\",\"SI1\",61.1,60,1257,5.44,5.33,3.24\n\"41881\",0.46,\"Very Good\",\"F\",\"VS2\",59.9,55,1258,5.06,5.08,3.04\n\"41882\",0.56,\"Good\",\"D\",\"SI2\",63.2,54,1258,5.24,5.26,3.32\n\"41883\",0.57,\"Ideal\",\"I\",\"VS2\",61.6,54,1258,5.35,5.4,3.31\n\"41884\",0.59,\"Ideal\",\"G\",\"SI2\",60.6,56,1258,5.44,5.46,3.3\n\"41885\",0.54,\"Ideal\",\"I\",\"VS2\",61.5,55,1259,5.25,5.29,3.24\n\"41886\",0.54,\"Ideal\",\"I\",\"VS2\",61.1,55,1259,5.27,5.31,3.23\n\"41887\",0.5,\"Ideal\",\"E\",\"SI1\",62.4,56,1259,5.03,5.07,3.15\n\"41888\",0.41,\"Ideal\",\"G\",\"IF\",62.4,54,1259,4.77,4.82,2.99\n\"41889\",0.41,\"Ideal\",\"G\",\"IF\",61.6,55,1259,4.78,4.83,2.96\n\"41890\",0.41,\"Ideal\",\"G\",\"IF\",62.4,54,1259,4.76,4.79,2.98\n\"41891\",0.41,\"Ideal\",\"G\",\"IF\",61.7,56,1259,4.78,4.81,2.96\n\"41892\",0.41,\"Ideal\",\"G\",\"IF\",61.7,56,1259,4.79,4.81,2.96\n\"41893\",0.5,\"Good\",\"G\",\"VS2\",59.3,65,1259,5.1,5.12,3.03\n\"41894\",0.5,\"Good\",\"E\",\"SI1\",61.8,62,1259,5.05,5.08,3.13\n\"41895\",0.56,\"Very Good\",\"E\",\"SI2\",63.5,57,1259,5.24,5.21,3.32\n\"41896\",0.51,\"Good\",\"G\",\"SI1\",63.7,55,1259,5.1,5.07,3.24\n\"41897\",0.55,\"Very Good\",\"F\",\"SI1\",62.9,58,1260,5.23,5.26,3.3\n\"41898\",0.44,\"Ideal\",\"F\",\"VVS1\",61.5,57,1260,4.86,4.9,3\n\"41899\",0.54,\"Ideal\",\"I\",\"VS2\",61.9,56,1260,5.2,5.26,3.24\n\"41900\",0.54,\"Ideal\",\"F\",\"SI1\",61.5,55,1260,5.23,5.28,3.23\n\"41901\",0.55,\"Ideal\",\"J\",\"VS2\",61.7,54,1260,5.34,5.29,3.28\n\"41902\",0.59,\"Very Good\",\"J\",\"VS2\",62.1,57,1261,5.34,5.39,3.33\n\"41903\",0.52,\"Very Good\",\"F\",\"SI1\",60,58,1261,5.21,5.26,3.14\n\"41904\",0.52,\"Very Good\",\"F\",\"SI1\",61.3,56,1261,5.2,5.24,3.2\n\"41905\",0.51,\"Very Good\",\"G\",\"SI1\",63.1,56,1261,5.08,5.16,3.23\n\"41906\",0.51,\"Very Good\",\"G\",\"SI1\",61.9,57,1261,5.09,5.15,3.17\n\"41907\",0.51,\"Very Good\",\"G\",\"SI1\",59.7,58,1261,5.2,5.26,3.12\n\"41908\",0.4,\"Very Good\",\"F\",\"IF\",62.9,55,1261,4.68,4.7,2.95\n\"41909\",0.43,\"Ideal\",\"F\",\"VVS1\",60.3,59,1261,4.89,4.93,2.96\n\"41910\",0.4,\"Ideal\",\"F\",\"IF\",61.8,55,1261,4.74,4.8,2.95\n\"41911\",0.47,\"Ideal\",\"E\",\"VS2\",61.7,56,1261,5.01,4.98,3.08\n\"41912\",0.49,\"Premium\",\"F\",\"VS2\",59.2,57,1261,5.21,5.16,3.07\n\"41913\",0.42,\"Very Good\",\"E\",\"VVS2\",59.4,60,1262,4.88,4.91,2.91\n\"41914\",0.6,\"Very Good\",\"J\",\"VS2\",60,59.4,1262,5.47,5.51,3.29\n\"41915\",0.5,\"Very Good\",\"H\",\"VS2\",62.8,58,1262,5.03,5.07,3.17\n\"41916\",0.58,\"Very Good\",\"H\",\"SI1\",62.4,55,1262,5.32,5.36,3.33\n\"41917\",0.52,\"Very Good\",\"I\",\"VS1\",61.5,56.3,1262,5.16,5.19,3.18\n\"41918\",0.57,\"Good\",\"D\",\"SI2\",63.8,57,1262,5.24,5.26,3.35\n\"41919\",1.03,\"Fair\",\"E\",\"I1\",78.2,54,1262,5.72,5.59,4.42\n\"41920\",0.48,\"Good\",\"G\",\"VS1\",57.8,60.9,1262,5.12,5.19,2.97\n\"41921\",0.45,\"Good\",\"F\",\"VS1\",60.1,61.8,1262,4.96,4.98,2.99\n\"41922\",0.53,\"Ideal\",\"E\",\"SI2\",63,57,1262,5.16,5.13,3.24\n\"41923\",0.46,\"Very Good\",\"D\",\"VS2\",63.2,56,1262,4.92,4.89,3.1\n\"41924\",0.5,\"Premium\",\"E\",\"SI2\",60.1,60,1262,5.13,5.05,3.06\n\"41925\",0.4,\"Ideal\",\"F\",\"VVS1\",62.5,57,1263,4.72,4.75,2.96\n\"41926\",0.4,\"Ideal\",\"F\",\"VVS1\",61.7,56,1263,4.72,4.75,2.92\n\"41927\",0.4,\"Premium\",\"F\",\"VVS1\",60.8,59,1263,4.74,4.76,2.89\n\"41928\",0.4,\"Premium\",\"D\",\"VVS2\",60.4,59,1263,4.76,4.77,2.88\n\"41929\",0.4,\"Ideal\",\"F\",\"VVS1\",61.3,56,1263,4.73,4.76,2.91\n\"41930\",0.4,\"Ideal\",\"F\",\"VVS1\",61.3,55,1263,4.75,4.78,2.92\n\"41931\",0.45,\"Very Good\",\"G\",\"VVS1\",60.1,58,1263,4.95,4.97,2.98\n\"41932\",0.4,\"Very Good\",\"D\",\"VVS2\",62.2,54,1263,4.75,4.77,2.96\n\"41933\",0.4,\"Ideal\",\"D\",\"VVS2\",61.9,56,1263,4.74,4.76,2.94\n\"41934\",0.4,\"Premium\",\"F\",\"VVS1\",61.1,59,1263,4.75,4.78,2.91\n\"41935\",0.4,\"Premium\",\"D\",\"VVS2\",60.7,60,1263,4.74,4.78,2.89\n\"41936\",0.4,\"Very Good\",\"F\",\"VVS1\",61.9,57,1263,4.69,4.71,2.91\n\"41937\",0.4,\"Ideal\",\"D\",\"VVS2\",62,56,1263,4.71,4.74,2.93\n\"41938\",0.4,\"Premium\",\"D\",\"VVS2\",60.8,59,1263,4.76,4.81,2.91\n\"41939\",0.45,\"Premium\",\"G\",\"VVS1\",60.8,58,1263,4.92,4.98,3.01\n\"41940\",0.4,\"Ideal\",\"F\",\"VVS1\",60.7,56,1263,4.77,4.79,2.9\n\"41941\",0.29,\"Very Good\",\"D\",\"VS1\",62.9,55,504,4.21,4.25,2.66\n\"41942\",0.28,\"Very Good\",\"H\",\"VVS1\",59.9,62,504,4.23,4.28,2.55\n\"41943\",0.28,\"Premium\",\"G\",\"VVS2\",60.2,60,504,4.24,4.26,2.56\n\"41944\",0.28,\"Very Good\",\"H\",\"VVS1\",61.5,58,504,4.17,4.22,2.58\n\"41945\",0.35,\"Premium\",\"H\",\"SI1\",62.4,58,504,4.47,4.54,2.81\n\"41946\",0.35,\"Very Good\",\"H\",\"SI1\",61.3,55,504,4.55,4.58,2.8\n\"41947\",0.35,\"Good\",\"H\",\"SI1\",63.2,57,504,4.48,4.51,2.84\n\"41948\",0.29,\"Ideal\",\"D\",\"VS1\",61.7,57,504,4.23,4.26,2.62\n\"41949\",0.35,\"Good\",\"H\",\"SI1\",63.3,54,504,4.51,4.53,2.86\n\"41950\",0.23,\"Very Good\",\"F\",\"VVS2\",61.2,55,505,3.97,4.01,2.44\n\"41951\",0.23,\"Very Good\",\"F\",\"VVS2\",60.4,61,505,3.93,3.95,2.38\n\"41952\",0.23,\"Very Good\",\"F\",\"VVS2\",63.3,57,505,3.91,3.93,2.48\n\"41953\",0.23,\"Very Good\",\"F\",\"VVS2\",62.9,57,505,3.9,3.95,2.47\n\"41954\",0.23,\"Very Good\",\"E\",\"VVS2\",61.6,61,505,3.92,3.97,2.43\n\"41955\",0.23,\"Very Good\",\"E\",\"VVS2\",60.6,60,505,3.93,3.99,2.4\n\"41956\",0.23,\"Very Good\",\"E\",\"VVS2\",62.6,59,505,3.93,3.96,2.47\n\"41957\",0.23,\"Very Good\",\"E\",\"VVS2\",61.2,60,505,3.97,4,2.44\n\"41958\",0.23,\"Very Good\",\"E\",\"VVS2\",61.9,60,505,3.93,3.96,2.44\n\"41959\",0.23,\"Very Good\",\"E\",\"VVS2\",60.8,61,505,3.91,3.94,2.39\n\"41960\",0.23,\"Very Good\",\"E\",\"VVS2\",61.3,57,505,3.97,4.02,2.45\n\"41961\",0.23,\"Very Good\",\"E\",\"VVS2\",64.1,58,505,3.85,3.89,2.48\n\"41962\",0.23,\"Very Good\",\"E\",\"VVS2\",61.4,62,505,3.9,3.95,2.41\n\"41963\",0.23,\"Very Good\",\"E\",\"VVS2\",61.6,57,505,3.95,3.97,2.44\n\"41964\",0.23,\"Very Good\",\"E\",\"VVS2\",62.3,55,505,3.9,3.93,2.44\n\"41965\",0.23,\"Very Good\",\"E\",\"VVS2\",62.7,55,505,3.9,3.95,2.46\n\"41966\",0.23,\"Very Good\",\"E\",\"VVS2\",61.1,59,505,3.94,3.98,2.42\n\"41967\",0.23,\"Very Good\",\"E\",\"VVS2\",61.1,58,505,3.93,3.99,2.42\n\"41968\",0.23,\"Very Good\",\"E\",\"VVS2\",62.8,58,505,3.92,3.94,2.47\n\"41969\",0.23,\"Very Good\",\"E\",\"VVS2\",61.2,60,505,3.92,3.96,2.41\n\"41970\",0.23,\"Very Good\",\"E\",\"VVS2\",61.4,60,505,3.93,3.98,2.43\n\"41971\",0.4,\"Ideal\",\"D\",\"VVS2\",61.3,56,1263,4.75,4.78,2.92\n\"41972\",0.4,\"Premium\",\"F\",\"VVS1\",60.2,59,1263,4.74,4.76,2.86\n\"41973\",0.4,\"Ideal\",\"D\",\"VVS2\",62.2,55,1263,4.72,4.74,2.94\n\"41974\",0.54,\"Good\",\"D\",\"SI1\",63.7,57,1263,5.22,5.14,3.3\n\"41975\",0.53,\"Ideal\",\"I\",\"VS1\",61.6,55,1263,5.21,5.25,3.22\n\"41976\",0.55,\"Premium\",\"F\",\"SI2\",60.6,58,1263,5.31,5.28,3.21\n\"41977\",0.55,\"Good\",\"H\",\"SI1\",63.6,55,1263,5.23,5.18,3.31\n\"41978\",0.55,\"Ideal\",\"F\",\"SI2\",62.4,56,1263,5.26,5.22,3.27\n\"41979\",0.55,\"Ideal\",\"F\",\"SI2\",62.3,57,1263,5.27,5.22,3.27\n\"41980\",0.55,\"Ideal\",\"F\",\"SI2\",61.2,56,1263,5.29,5.23,3.22\n\"41981\",0.51,\"Ideal\",\"D\",\"SI2\",61.9,56,1264,5.1,5.15,3.17\n\"41982\",0.51,\"Ideal\",\"D\",\"SI2\",62.5,55,1264,5.12,5.15,3.21\n\"41983\",0.51,\"Very Good\",\"D\",\"SI2\",62.8,57,1264,5.1,5.12,3.21\n\"41984\",0.51,\"Ideal\",\"D\",\"SI2\",59.8,55,1264,5.17,5.23,3.11\n\"41985\",0.51,\"Ideal\",\"D\",\"SI2\",61.1,56,1264,5.16,5.18,3.16\n\"41986\",0.51,\"Premium\",\"D\",\"SI2\",62,58,1264,5.08,5.12,3.16\n\"41987\",0.43,\"Ideal\",\"G\",\"VVS1\",60.5,57,1264,4.92,4.86,2.96\n\"41988\",0.43,\"Premium\",\"G\",\"VVS1\",60.3,58,1264,4.91,4.87,2.95\n\"41989\",0.43,\"Premium\",\"G\",\"VVS1\",60.9,58,1264,4.91,4.88,2.98\n\"41990\",0.43,\"Ideal\",\"G\",\"VVS1\",61.4,55,1264,4.91,4.86,3\n\"41991\",0.43,\"Premium\",\"G\",\"VVS1\",62.3,59,1264,4.83,4.77,2.99\n\"41992\",0.43,\"Premium\",\"G\",\"VVS1\",62.2,58,1264,4.83,4.78,2.99\n\"41993\",0.43,\"Premium\",\"G\",\"VVS1\",62,59,1264,4.82,4.8,2.98\n\"41994\",0.43,\"Ideal\",\"G\",\"VVS1\",62,55,1264,4.85,4.82,3\n\"41995\",0.43,\"Premium\",\"G\",\"VVS1\",61.3,57,1264,4.87,4.85,2.98\n\"41996\",0.43,\"Ideal\",\"G\",\"VVS1\",61.5,56,1264,4.87,4.85,2.99\n\"41997\",0.43,\"Ideal\",\"D\",\"VS1\",61.6,56,1264,4.86,4.85,2.99\n\"41998\",0.43,\"Ideal\",\"D\",\"VS1\",61.9,55,1264,4.87,4.85,3.01\n\"41999\",0.43,\"Ideal\",\"D\",\"VS1\",62.1,56,1264,4.87,4.85,3.02\n\"42000\",0.43,\"Ideal\",\"D\",\"VS1\",62.1,55,1264,4.86,4.83,3.01\n\"42001\",0.59,\"Premium\",\"H\",\"SI1\",62.4,58,1265,5.42,5.35,3.36\n\"42002\",0.51,\"Very Good\",\"F\",\"SI1\",62,54,1265,5.15,5.18,3.2\n\"42003\",0.59,\"Very Good\",\"F\",\"SI2\",63.7,57,1265,5.31,5.36,3.4\n\"42004\",0.58,\"Very Good\",\"E\",\"SI2\",63.5,60,1265,5.24,5.28,3.34\n\"42005\",0.51,\"Very Good\",\"E\",\"SI2\",58.3,63,1265,5.21,5.26,3.05\n\"42006\",0.59,\"Premium\",\"H\",\"SI1\",62.9,60,1265,5.34,5.24,3.33\n\"42007\",0.59,\"Ideal\",\"F\",\"SI2\",61.8,55,1265,5.41,5.44,3.35\n\"42008\",0.51,\"Ideal\",\"E\",\"SI2\",62.7,53,1265,5.12,5.09,3.2\n\"42009\",0.51,\"Premium\",\"E\",\"SI2\",61.7,58,1265,5.14,5.07,3.15\n\"42010\",0.59,\"Premium\",\"H\",\"SI1\",61.9,59,1265,5.43,5.34,3.33\n\"42011\",0.51,\"Premium\",\"E\",\"SI2\",61.8,58,1265,5.11,5.08,3.15\n\"42012\",0.58,\"Very Good\",\"J\",\"VS2\",62.9,58,1266,5.3,5.32,3.34\n\"42013\",0.51,\"Good\",\"E\",\"SI1\",57.4,62,1266,5.24,5.29,3.02\n\"42014\",0.35,\"Ideal\",\"D\",\"VVS1\",62,54,1266,4.56,4.57,2.83\n\"42015\",0.54,\"Ideal\",\"I\",\"VS2\",60.1,58,1266,5.28,5.34,3.19\n\"42016\",0.5,\"Ideal\",\"I\",\"VS1\",61,57,1266,5.11,5.13,3.12\n\"42017\",0.54,\"Ideal\",\"E\",\"SI2\",60.4,57,1266,5.27,5.3,3.19\n\"42018\",0.52,\"Ideal\",\"G\",\"SI1\",61.7,56,1266,5.18,5.22,3.21\n\"42019\",0.53,\"Premium\",\"F\",\"SI1\",62.2,58,1266,5.19,5.16,3.22\n\"42020\",0.57,\"Very Good\",\"I\",\"VS2\",62.2,55,1267,5.33,5.34,3.32\n\"42021\",0.46,\"Very Good\",\"E\",\"VS2\",59.8,59.6,1267,5.07,5.14,3.05\n\"42022\",0.52,\"Very Good\",\"F\",\"SI1\",62.6,58,1267,5.11,5.14,3.21\n\"42023\",0.52,\"Very Good\",\"F\",\"SI1\",63.7,58,1267,5.11,5.13,3.26\n\"42024\",0.52,\"Very Good\",\"G\",\"SI1\",59.4,60,1267,5.23,5.28,3.12\n\"42025\",0.52,\"Very Good\",\"G\",\"SI1\",60,57,1267,5.25,5.29,3.16\n\"42026\",0.53,\"Very Good\",\"G\",\"SI1\",62.5,55,1267,5.12,5.24,3.24\n\"42027\",0.38,\"Ideal\",\"E\",\"VVS1\",61.9,56,1267,4.64,4.67,2.88\n\"42028\",0.38,\"Ideal\",\"E\",\"VVS1\",62.4,56,1267,4.64,4.67,2.9\n\"42029\",0.38,\"Ideal\",\"E\",\"VVS1\",62.6,56,1267,4.6,4.64,2.89\n\"42030\",0.38,\"Premium\",\"E\",\"VVS1\",61.9,58,1267,4.62,4.66,2.87\n\"42031\",0.46,\"Good\",\"E\",\"VS2\",60.9,62,1267,4.93,4.96,3.01\n\"42032\",0.53,\"Good\",\"F\",\"SI1\",63.8,56,1268,5.13,5.16,3.28\n\"42033\",0.53,\"Ideal\",\"F\",\"SI1\",62.4,57,1268,5.18,5.21,3.24\n\"42034\",0.53,\"Good\",\"G\",\"SI1\",63.8,56,1268,5.14,5.18,3.29\n\"42035\",0.53,\"Good\",\"F\",\"SI1\",63.8,58,1268,5.12,5.17,3.28\n\"42036\",0.53,\"Premium\",\"G\",\"SI1\",61.3,58,1268,5.16,5.21,3.18\n\"42037\",0.53,\"Very Good\",\"F\",\"SI1\",62.9,57,1268,5.15,5.18,3.25\n\"42038\",0.51,\"Ideal\",\"I\",\"VS2\",60.5,58,1268,5.15,5.2,3.13\n\"42039\",0.54,\"Ideal\",\"H\",\"SI1\",61.1,56,1268,5.25,5.27,3.21\n\"42040\",0.53,\"Ideal\",\"H\",\"SI1\",61,56,1268,5.23,5.26,3.2\n\"42041\",0.53,\"Ideal\",\"H\",\"SI1\",60.8,56,1268,5.27,5.29,3.21\n\"42042\",0.53,\"Ideal\",\"H\",\"SI1\",61.3,55,1268,5.23,5.27,3.22\n\"42043\",0.48,\"Good\",\"F\",\"VS1\",61.5,60.7,1268,4.99,5.05,3.09\n\"42044\",0.51,\"Good\",\"D\",\"SI2\",63.8,56,1268,5.09,5.07,3.24\n\"42045\",0.51,\"Good\",\"D\",\"SI2\",63.9,55,1268,5.1,5.04,3.24\n\"42046\",0.51,\"Ideal\",\"E\",\"SI2\",58.3,62,1268,5.2,5.19,3.04\n\"42047\",0.51,\"Very Good\",\"H\",\"VS2\",63.5,60,1268,5.04,5.01,3.19\n\"42048\",0.55,\"Premium\",\"E\",\"SI2\",59.7,58,1269,5.33,5.35,3.19\n\"42049\",0.41,\"Ideal\",\"H\",\"VS1\",61.1,56,1269,4.83,4.86,2.96\n\"42050\",0.41,\"Ideal\",\"G\",\"IF\",61.5,57,1269,4.78,4.82,2.95\n\"42051\",0.42,\"Good\",\"E\",\"VVS2\",64.1,57,1269,4.7,4.73,3.02\n\"42052\",0.55,\"Premium\",\"H\",\"VS2\",59.9,61,1270,5.31,5.28,3.17\n\"42053\",0.57,\"Very Good\",\"J\",\"VS1\",62.9,57,1270,5.25,5.28,3.31\n\"42054\",0.55,\"Very Good\",\"H\",\"SI1\",59.4,58,1270,5.36,5.38,3.19\n\"42055\",0.38,\"Ideal\",\"D\",\"VVS1\",60.7,57,1270,4.69,4.74,2.86\n\"42056\",0.47,\"Ideal\",\"D\",\"VS2\",60.3,57,1270,5.02,5.07,3.04\n\"42057\",0.61,\"Ideal\",\"F\",\"SI2\",61,56,1270,5.48,5.53,3.36\n\"42058\",0.56,\"Ideal\",\"H\",\"SI1\",62.3,53,1270,5.28,5.31,3.3\n\"42059\",0.55,\"Ideal\",\"H\",\"SI1\",62.4,57,1270,5.23,5.28,3.28\n\"42060\",0.56,\"Ideal\",\"H\",\"SI1\",61.9,54,1270,5.3,5.33,3.29\n\"42061\",0.48,\"Premium\",\"H\",\"VS1\",60.7,61,1270,5.04,5.01,3.05\n\"42062\",0.51,\"Very Good\",\"F\",\"SI1\",63.7,55,1271,5.06,5.11,3.24\n\"42063\",0.55,\"Very Good\",\"F\",\"SI1\",63.6,57,1271,5.17,5.21,3.3\n\"42064\",0.62,\"Ideal\",\"I\",\"SI1\",61.9,54,1271,5.48,5.5,3.4\n\"42065\",0.39,\"Very Good\",\"G\",\"IF\",63.5,56,1271,4.67,4.65,2.96\n\"42066\",0.39,\"Premium\",\"G\",\"IF\",59.8,55,1271,4.84,4.77,2.87\n\"42067\",0.62,\"Premium\",\"E\",\"SI2\",60.7,58,1271,5.53,5.51,3.35\n\"42068\",0.5,\"Fair\",\"G\",\"VS1\",64.9,57,1271,4.98,4.94,3.22\n\"42069\",0.5,\"Ideal\",\"D\",\"SI1\",62.7,57,1272,5.06,5.08,3.18\n\"42070\",0.5,\"Premium\",\"D\",\"SI1\",62.2,58,1272,5.08,5.12,3.17\n\"42071\",0.5,\"Very Good\",\"F\",\"VS2\",63,57,1272,5.02,5.1,3.19\n\"42072\",0.55,\"Good\",\"D\",\"SI2\",63.2,56,1272,5.21,5.24,3.3\n\"42073\",0.55,\"Good\",\"D\",\"SI2\",63.3,56,1272,5.21,5.24,3.31\n\"42074\",0.55,\"Ideal\",\"D\",\"SI2\",61.3,57,1272,5.23,5.28,3.22\n\"42075\",0.6,\"Premium\",\"F\",\"SI2\",59.5,61,1272,5.48,5.45,3.26\n\"42076\",0.34,\"Ideal\",\"D\",\"VVS1\",61.2,57,1272,4.51,4.54,2.77\n\"42077\",0.34,\"Ideal\",\"D\",\"VVS1\",61.8,54,1272,4.49,4.54,2.79\n\"42078\",0.46,\"Very Good\",\"F\",\"VS2\",59.6,58.2,1273,4.99,5.06,3\n\"42079\",0.52,\"Very Good\",\"F\",\"SI2\",57.9,61,1273,5.28,5.33,3.07\n\"42080\",0.57,\"Very Good\",\"G\",\"SI1\",60.4,58,1273,5.37,5.42,3.26\n\"42081\",0.53,\"Ideal\",\"G\",\"SI1\",63,54,1273,5.18,5.14,3.25\n\"42082\",0.53,\"Premium\",\"G\",\"SI1\",61,59,1273,5.25,5.21,3.19\n\"42083\",0.53,\"Premium\",\"G\",\"SI1\",61.3,58,1273,5.22,5.19,3.19\n\"42084\",0.55,\"Ideal\",\"E\",\"SI2\",61.8,55,1273,5.26,5.29,3.26\n\"42085\",0.55,\"Premium\",\"E\",\"SI2\",61.9,58,1273,5.24,5.2,3.23\n\"42086\",0.42,\"Ideal\",\"H\",\"IF\",61.7,55,1273,4.84,4.82,2.98\n\"42087\",0.42,\"Ideal\",\"H\",\"IF\",61.9,56,1273,4.81,4.79,2.97\n\"42088\",0.42,\"Ideal\",\"E\",\"VVS2\",62.3,55,1273,4.81,4.76,2.98\n\"42089\",0.42,\"Ideal\",\"E\",\"VVS2\",61.8,56,1273,4.8,4.78,2.96\n\"42090\",0.42,\"Ideal\",\"E\",\"VVS2\",61.3,56,1273,4.85,4.81,2.96\n\"42091\",0.55,\"Ideal\",\"E\",\"SI2\",62,56,1273,5.27,5.22,3.25\n\"42092\",0.7,\"Fair\",\"E\",\"I1\",66.1,58,1273,5.61,5.51,3.67\n\"42093\",0.64,\"Premium\",\"H\",\"SI1\",60,59,1274,5.63,5.57,3.36\n\"42094\",0.45,\"Very 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Good\",\"E\",\"SI1\",63.7,58,1293,5.02,5.06,3.21\n\"42254\",0.47,\"Good\",\"E\",\"VS1\",65.4,56,1293,4.85,4.9,3.19\n\"42255\",0.5,\"Good\",\"E\",\"SI1\",62.5,59,1293,5.04,5.07,3.16\n\"42256\",0.52,\"Good\",\"D\",\"SI2\",63.7,55,1293,5.11,5.1,3.25\n\"42257\",0.56,\"Fair\",\"H\",\"VS2\",52.7,70,1293,5.71,5.57,2.97\n\"42258\",0.46,\"Premium\",\"E\",\"VS1\",62,58,1294,4.95,4.98,3.08\n\"42259\",0.59,\"Good\",\"I\",\"VS2\",63.4,56,1294,5.33,5.37,3.39\n\"42260\",0.47,\"Good\",\"E\",\"VS2\",58.4,60.3,1294,5.08,5.17,3\n\"42261\",0.49,\"Good\",\"F\",\"VS1\",58.5,61.5,1294,5.18,5.21,3.04\n\"42262\",0.49,\"Good\",\"F\",\"VS1\",59.2,60.9,1294,5.08,5.18,3.04\n\"42263\",0.32,\"Premium\",\"F\",\"VVS1\",60.7,58,1294,4.43,4.4,2.68\n\"42264\",0.44,\"Premium\",\"G\",\"VVS1\",60.9,59,1294,4.96,4.9,3\n\"42265\",0.44,\"Ideal\",\"G\",\"VVS1\",61.8,55,1294,4.91,4.86,3.02\n\"42266\",0.44,\"Ideal\",\"G\",\"VVS1\",61.6,56,1294,4.9,4.88,3.01\n\"42267\",0.44,\"Ideal\",\"D\",\"VS1\",62.3,55,1294,4.88,4.84,3.03\n\"42268\",0.44,\"Ideal\",\"D\",\"VS1\",62.3,55,1294,4.88,4.85,3.03\n\"42269\",0.48,\"Premium\",\"F\",\"VS2\",58.7,58,1294,5.22,5.17,3.05\n\"42270\",0.48,\"Premium\",\"F\",\"VS2\",60.1,59,1294,5.12,5.1,3.07\n\"42271\",0.23,\"Very 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Good\",\"H\",\"SI1\",63,55,505,4.51,4.54,2.85\n\"42294\",0.32,\"Very Good\",\"I\",\"VS1\",62.6,58,505,4.38,4.4,2.75\n\"42295\",0.36,\"Good\",\"E\",\"SI2\",63.7,54,505,4.52,4.55,2.89\n\"42296\",0.32,\"Very Good\",\"H\",\"VS2\",63,57,505,4.33,4.37,2.74\n\"42297\",0.36,\"Ideal\",\"H\",\"SI1\",61.5,57,505,4.57,4.6,2.82\n\"42298\",0.32,\"Ideal\",\"H\",\"VS2\",62,55,505,4.38,4.4,2.72\n\"42299\",0.32,\"Premium\",\"H\",\"VS2\",61.4,60,505,4.39,4.41,2.7\n\"42300\",0.32,\"Very Good\",\"H\",\"VS2\",62.7,54,505,4.39,4.41,2.76\n\"42301\",0.51,\"Premium\",\"E\",\"SI2\",59.5,60,1294,5.25,5.17,3.1\n\"42302\",0.44,\"Ideal\",\"D\",\"VS1\",61.1,56,1294,4.95,4.91,3.01\n\"42303\",0.44,\"Ideal\",\"D\",\"VS1\",61.3,56,1294,4.92,4.87,3\n\"42304\",0.44,\"Ideal\",\"D\",\"VS1\",61.6,56,1294,4.92,4.85,3.01\n\"42305\",0.5,\"Very Good\",\"F\",\"SI1\",61.4,57,1295,5.08,5.12,3.13\n\"42306\",0.55,\"Very Good\",\"D\",\"SI2\",63.3,56,1295,5.22,5.24,3.31\n\"42307\",0.41,\"Premium\",\"D\",\"VVS2\",62.5,58,1295,4.72,4.75,2.96\n\"42308\",0.41,\"Ideal\",\"F\",\"VVS1\",62.1,57,1295,4.75,4.79,2.96\n\"42309\",0.41,\"Ideal\",\"F\",\"VVS1\",62.3,55,1295,4.74,4.79,2.97\n\"42310\",0.41,\"Ideal\",\"F\",\"VVS1\",61.8,55,1295,4.76,4.78,2.95\n\"42311\",0.41,\"Ideal\",\"F\",\"VVS1\",62.3,57,1295,4.73,4.77,2.96\n\"42312\",0.41,\"Ideal\",\"F\",\"VVS1\",60.3,56,1295,4.8,4.85,2.91\n\"42313\",0.41,\"Premium\",\"F\",\"VVS1\",61.3,59,1295,4.73,4.79,2.92\n\"42314\",0.41,\"Premium\",\"F\",\"VVS1\",61.8,59,1295,4.74,4.77,2.94\n\"42315\",0.41,\"Ideal\",\"F\",\"VVS1\",61.7,57,1295,4.77,4.8,2.95\n\"42316\",0.41,\"Premium\",\"D\",\"VVS2\",61.8,58,1295,4.75,4.79,2.95\n\"42317\",0.41,\"Ideal\",\"F\",\"VVS1\",60.7,56,1295,4.81,4.85,2.93\n\"42318\",0.41,\"Very 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Good\",\"G\",\"I1\",62.5,58,1298,5.74,5.82,3.61\n\"42341\",0.43,\"Ideal\",\"H\",\"VVS1\",61.5,56,1298,4.86,4.89,3\n\"42342\",0.41,\"Good\",\"E\",\"VVS1\",64.1,55,1298,4.71,4.68,3.01\n\"42343\",0.42,\"Ideal\",\"I\",\"VVS2\",61.2,57,1299,4.83,4.87,2.97\n\"42344\",0.57,\"Ideal\",\"F\",\"SI1\",61.6,56,1299,5.33,5.36,3.29\n\"42345\",0.5,\"Good\",\"E\",\"VS2\",64.1,58,1299,5.01,5.03,3.22\n\"42346\",0.42,\"Ideal\",\"H\",\"VS1\",61,57,1299,4.85,4.89,2.97\n\"42347\",0.52,\"Ideal\",\"E\",\"SI2\",61.9,56,1299,5.17,5.19,3.2\n\"42348\",0.46,\"Ideal\",\"H\",\"SI1\",61.2,56,1299,4.97,5,3.05\n\"42349\",0.39,\"Premium\",\"E\",\"VVS1\",60.7,58,1300,4.69,4.73,2.86\n\"42350\",0.39,\"Premium\",\"G\",\"IF\",59,60,1300,4.75,4.78,2.81\n\"42351\",0.39,\"Ideal\",\"E\",\"VVS2\",61.6,56,1300,4.69,4.73,2.9\n\"42352\",0.39,\"Ideal\",\"E\",\"VVS2\",60.5,57,1300,4.72,4.74,2.86\n\"42353\",0.59,\"Ideal\",\"I\",\"VS2\",62,54,1300,5.4,5.43,3.36\n\"42354\",0.32,\"Ideal\",\"E\",\"IF\",61.2,57,1300,4.4,4.43,2.7\n\"42355\",0.38,\"Ideal\",\"E\",\"IF\",61.4,55,1300,4.68,4.7,2.88\n\"42356\",0.51,\"Very Good\",\"I\",\"VS1\",62.5,59,1301,5.1,5.14,3.2\n\"42357\",0.51,\"Ideal\",\"I\",\"VS1\",61.8,56,1301,5.1,5.13,3.16\n\"42358\",0.59,\"Very Good\",\"F\",\"SI2\",63.4,57,1301,5.32,5.28,3.36\n\"42359\",0.5,\"Very Good\",\"H\",\"VS2\",62.3,58,1302,5.05,5.12,3.17\n\"42360\",0.46,\"Premium\",\"E\",\"VS2\",62.2,58,1302,4.99,4.95,3.09\n\"42361\",0.61,\"Premium\",\"F\",\"SI2\",60.9,58,1303,5.44,5.52,3.34\n\"42362\",0.61,\"Good\",\"I\",\"VS2\",63.4,55,1303,5.42,5.46,3.45\n\"42363\",0.61,\"Ideal\",\"F\",\"SI2\",62.3,57,1303,5.38,5.44,3.37\n\"42364\",0.53,\"Ideal\",\"E\",\"SI1\",61.2,54,1303,5.21,5.25,3.2\n\"42365\",0.52,\"Premium\",\"E\",\"SI1\",59,59,1303,5.3,5.21,3.1\n\"42366\",0.35,\"Ideal\",\"D\",\"VVS1\",61,55,1303,4.62,4.59,2.81\n\"42367\",0.51,\"Very Good\",\"E\",\"SI1\",62.9,57,1304,5.06,5.11,3.2\n\"42368\",0.51,\"Very Good\",\"E\",\"SI1\",61.2,61,1304,5.13,5.16,3.15\n\"42369\",0.51,\"Good\",\"E\",\"SI1\",63.3,59,1304,5.05,5.09,3.21\n\"42370\",0.56,\"Premium\",\"G\",\"SI1\",62.4,58,1304,5.23,5.29,3.28\n\"42371\",0.51,\"Fair\",\"D\",\"SI1\",65.2,55,1304,5.05,5.01,3.28\n\"42372\",0.54,\"Ideal\",\"I\",\"VS1\",61.2,58,1304,5.24,5.29,3.22\n\"42373\",0.57,\"Ideal\",\"H\",\"SI1\",61.6,60,1304,5.33,5.35,3.29\n\"42374\",0.5,\"Ideal\",\"F\",\"SI1\",62,55,1304,5.08,5.12,3.16\n\"42375\",0.41,\"Ideal\",\"F\",\"IF\",61.7,56,1304,4.79,4.83,2.97\n\"42376\",0.43,\"Ideal\",\"H\",\"IF\",62.2,55,1304,4.87,4.84,3.02\n\"42377\",0.43,\"Ideal\",\"E\",\"VVS2\",62,57,1304,4.87,4.84,3.01\n\"42378\",0.43,\"Premium\",\"E\",\"VVS2\",60.8,57,1304,4.92,4.89,2.98\n\"42379\",0.51,\"Very Good\",\"E\",\"SI1\",63.1,56,1305,5.07,5.1,3.21\n\"42380\",0.59,\"Ideal\",\"E\",\"SI2\",62.5,57,1305,5.32,5.37,3.34\n\"42381\",0.71,\"Premium\",\"J\",\"SI2\",61.8,54,1305,5.74,5.7,3.53\n\"42382\",0.6,\"Fair\",\"G\",\"SI1\",64.5,56,1305,5.27,5.24,3.39\n\"42383\",0.5,\"Ideal\",\"F\",\"SI2\",62,55,1305,5.12,5.09,3.16\n\"42384\",0.5,\"Very Good\",\"D\",\"SI2\",60.8,55,1306,5.14,5.16,3.13\n\"42385\",0.46,\"Ideal\",\"G\",\"VVS2\",62.4,54.4,1306,4.93,4.98,3.09\n\"42386\",0.5,\"Ideal\",\"H\",\"VS2\",60.3,55,1306,5.16,5.21,3.13\n\"42387\",0.61,\"Ideal\",\"G\",\"SI2\",60.5,56,1306,5.49,5.59,3.35\n\"42388\",0.6,\"Good\",\"J\",\"VS1\",58.9,60.5,1306,5.5,5.57,3.26\n\"42389\",0.6,\"Good\",\"F\",\"SI2\",62,62,1306,5.33,5.4,3.32\n\"42390\",0.52,\"Premium\",\"G\",\"SI1\",59.7,60,1306,5.22,5.2,3.11\n\"42391\",0.53,\"Very Good\",\"D\",\"SI2\",60.2,56,1307,5.23,5.26,3.16\n\"42392\",0.42,\"Ideal\",\"E\",\"VVS1\",59.7,56,1307,4.88,4.91,2.92\n\"42393\",0.54,\"Ideal\",\"F\",\"SI1\",61.2,56,1307,5.23,5.29,3.22\n\"42394\",0.46,\"Good\",\"F\",\"VVS1\",66.5,55,1307,4.77,4.82,3.19\n\"42395\",0.58,\"Premium\",\"G\",\"SI2\",61.2,59,1307,5.4,5.36,3.29\n\"42396\",0.53,\"Premium\",\"E\",\"SI1\",62.3,60,1307,5.27,5.17,3.25\n\"42397\",0.61,\"Premium\",\"D\",\"SI2\",60.8,57,1308,5.48,5.4,3.31\n\"42398\",0.51,\"Very Good\",\"F\",\"SI1\",62.9,56,1308,5.05,5.1,3.19\n\"42399\",0.51,\"Premium\",\"F\",\"SI1\",59.4,60,1308,5.19,5.21,3.09\n\"42400\",0.51,\"Good\",\"F\",\"SI1\",63.6,58,1308,5.05,5.08,3.22\n\"42401\",0.43,\"Ideal\",\"E\",\"VVS2\",61.8,57,1308,4.79,4.85,2.98\n\"42402\",0.57,\"Ideal\",\"F\",\"SI2\",62.2,53,1308,5.34,5.4,3.34\n\"42403\",0.53,\"Ideal\",\"G\",\"SI1\",62.3,55,1308,5.13,5.24,3.23\n\"42404\",0.53,\"Ideal\",\"G\",\"SI1\",62.7,55,1308,5.15,5.19,3.24\n\"42405\",0.61,\"Premium\",\"I\",\"VS2\",58.8,58,1308,5.59,5.53,3.27\n\"42406\",0.57,\"Very Good\",\"H\",\"SI1\",63.1,54,1309,5.3,5.28,3.34\n\"42407\",0.57,\"Premium\",\"H\",\"SI1\",59.3,58,1309,5.46,5.4,3.22\n\"42408\",0.52,\"Very Good\",\"I\",\"VS1\",61,58,1310,5.18,5.22,3.17\n\"42409\",0.42,\"Ideal\",\"H\",\"VVS1\",61.1,56,1310,4.86,4.9,2.98\n\"42410\",0.42,\"Ideal\",\"G\",\"IF\",62,57,1310,4.82,4.8,2.98\n\"42411\",0.31,\"Ideal\",\"D\",\"IF\",61.1,56,1310,4.42,4.39,2.69\n\"42412\",0.54,\"Good\",\"D\",\"SI1\",63.7,57,1310,5.22,5.14,3.3\n\"42413\",0.48,\"Very Good\",\"F\",\"VS2\",62.6,55,1311,5,5.07,3.15\n\"42414\",0.45,\"Very Good\",\"D\",\"VS2\",62.9,58.4,1311,4.83,4.86,3.04\n\"42415\",0.52,\"Very Good\",\"G\",\"SI1\",61.7,57,1311,5.13,5.16,3.17\n\"42416\",0.52,\"Very Good\",\"G\",\"SI1\",61.1,56,1311,5.19,5.23,3.18\n\"42417\",0.66,\"Very Good\",\"F\",\"SI2\",61.6,54,1311,5.62,5.64,3.47\n\"42418\",0.54,\"Very Good\",\"F\",\"SI2\",61.2,57.4,1311,5.23,5.25,3.21\n\"42419\",0.33,\"Ideal\",\"E\",\"VVS1\",61.9,57,1312,4.43,4.46,2.75\n\"42420\",0.35,\"Ideal\",\"F\",\"IF\",60.9,55,1312,4.58,4.61,2.8\n\"42421\",0.51,\"Premium\",\"G\",\"SI1\",60.3,61,1312,5.19,5.12,3.11\n\"42422\",0.51,\"Premium\",\"G\",\"SI1\",62.4,58,1312,5.13,5.07,3.18\n\"42423\",0.51,\"Good\",\"G\",\"SI1\",63.6,55,1312,5.06,5.03,3.21\n\"42424\",0.51,\"Ideal\",\"G\",\"SI1\",63,53,1312,5.13,5.1,3.22\n\"42425\",0.51,\"Good\",\"F\",\"SI1\",63.6,56,1312,5.11,5.08,3.24\n\"42426\",0.51,\"Very Good\",\"F\",\"SI1\",63.1,54,1312,5.12,5.06,3.21\n\"42427\",0.51,\"Good\",\"F\",\"SI1\",63.8,56,1312,5.08,5.04,3.23\n\"42428\",0.51,\"Ideal\",\"H\",\"VS2\",61.2,53,1312,5.22,5.18,3.18\n\"42429\",0.41,\"Very Good\",\"F\",\"IF\",61.6,58,1313,4.75,4.79,2.94\n\"42430\",0.55,\"Ideal\",\"F\",\"SI2\",61.1,56,1313,5.25,5.33,3.24\n\"42431\",0.57,\"Ideal\",\"G\",\"VS2\",60.7,56,1313,5.4,5.37,3.27\n\"42432\",0.54,\"Very Good\",\"F\",\"SI1\",64,59,1314,5.14,5.18,3.3\n\"42433\",0.53,\"Ideal\",\"H\",\"VS2\",62.5,56,1314,5.15,5.19,3.23\n\"42434\",0.46,\"Premium\",\"G\",\"VVS2\",61.3,60,1314,4.94,5.01,3.05\n\"42435\",0.53,\"Ideal\",\"D\",\"SI2\",60.4,57,1314,5.26,5.3,3.19\n\"42436\",0.53,\"Ideal\",\"D\",\"SI2\",61.9,55,1314,5.19,5.24,3.23\n\"42437\",0.53,\"Ideal\",\"D\",\"SI2\",61.4,56,1314,5.22,5.24,3.21\n\"42438\",0.53,\"Very Good\",\"D\",\"SI2\",62.9,54,1314,5.13,5.17,3.24\n\"42439\",0.53,\"Ideal\",\"H\",\"VS2\",62.4,56,1314,5.17,5.18,3.23\n\"42440\",0.43,\"Ideal\",\"D\",\"VS2\",61.3,55,1314,4.84,4.88,2.98\n\"42441\",0.55,\"Ideal\",\"H\",\"SI1\",61.6,55,1314,5.29,5.32,3.27\n\"42442\",0.54,\"Ideal\",\"G\",\"SI1\",62.5,56,1314,5.2,5.24,3.26\n\"42443\",0.5,\"Premium\",\"E\",\"SI1\",62.6,56,1314,5.07,5.06,3.17\n\"42444\",0.55,\"Premium\",\"I\",\"VS2\",61.7,55,1314,5.35,5.29,3.28\n\"42445\",0.51,\"Very Good\",\"E\",\"SI1\",61.6,53,1315,5.16,5.19,3.19\n\"42446\",0.57,\"Very Good\",\"E\",\"SI2\",61.2,57,1315,5.31,5.35,3.26\n\"42447\",0.42,\"Good\",\"D\",\"VS1\",57.3,62,1315,4.95,5,2.85\n\"42448\",0.53,\"Ideal\",\"E\",\"SI2\",60.9,57,1315,5.23,5.21,3.18\n\"42449\",0.53,\"Good\",\"I\",\"VS1\",64.3,55,1315,5.17,5.13,3.31\n\"42450\",0.51,\"Ideal\",\"I\",\"VVS2\",62.5,54.3,1316,5.09,5.12,3.19\n\"42451\",0.5,\"Good\",\"E\",\"SI1\",63.3,59,1316,4.99,5.03,3.17\n\"42452\",0.5,\"Good\",\"E\",\"SI1\",63.8,55,1316,5.04,5.09,3.23\n\"42453\",0.5,\"Ideal\",\"E\",\"SI1\",62.2,57,1316,5.05,5.11,3.16\n\"42454\",0.5,\"Ideal\",\"E\",\"SI1\",61.6,57,1316,5.09,5.13,3.15\n\"42455\",0.5,\"Good\",\"E\",\"SI1\",63.7,56,1316,5.02,5.06,3.21\n\"42456\",0.55,\"Very Good\",\"F\",\"SI1\",60.7,57,1316,5.27,5.3,3.21\n\"42457\",0.5,\"Premium\",\"E\",\"SI1\",60.2,58,1316,5.15,5.18,3.11\n\"42458\",0.5,\"Good\",\"G\",\"VS2\",57.9,61,1316,5.2,5.23,3.02\n\"42459\",0.5,\"Premium\",\"E\",\"SI1\",62,59,1316,5.06,5.1,3.15\n\"42460\",0.5,\"Good\",\"E\",\"SI1\",63.2,57,1316,5.03,5.06,3.19\n\"42461\",0.5,\"Very Good\",\"E\",\"SI1\",63,58,1316,5.04,5.08,3.19\n\"42462\",0.55,\"Ideal\",\"F\",\"SI1\",61.8,55,1316,5.22,5.27,3.24\n\"42463\",0.5,\"Very Good\",\"E\",\"SI1\",60.7,61,1316,5.09,5.12,3.1\n\"42464\",0.5,\"Good\",\"E\",\"SI1\",63.3,58,1316,4.99,5.03,3.17\n\"42465\",0.5,\"Very Good\",\"E\",\"SI1\",61.5,62,1316,5.06,5.09,3.12\n\"42466\",0.55,\"Premium\",\"G\",\"SI1\",61.3,59,1316,5.23,5.28,3.22\n\"42467\",0.5,\"Premium\",\"E\",\"SI1\",62.3,58,1316,5.09,5.15,3.19\n\"42468\",0.52,\"Ideal\",\"I\",\"VVS2\",62.2,57,1316,5.18,5.11,3.2\n\"42469\",0.55,\"Very Good\",\"G\",\"SI1\",60.1,61,1316,5.32,5.29,3.19\n\"42470\",0.66,\"Ideal\",\"J\",\"VS2\",62.1,55,1316,5.6,5.64,3.49\n\"42471\",0.53,\"Ideal\",\"D\",\"SI2\",61.6,55,1316,5.21,5.24,3.22\n\"42472\",0.54,\"Very Good\",\"I\",\"VS2\",62.3,56,1317,5.17,5.22,3.24\n\"42473\",0.5,\"Very Good\",\"I\",\"VS1\",61.5,55,1317,5.12,5.16,3.16\n\"42474\",0.5,\"Ideal\",\"F\",\"SI1\",61.3,56,1317,5.13,5.09,3.13\n\"42475\",0.5,\"Ideal\",\"E\",\"SI1\",63,56,1317,5.13,5.06,3.21\n\"42476\",0.51,\"Very Good\",\"E\",\"SI1\",62.2,55,1318,5.09,5.11,3.17\n\"42477\",0.51,\"Very Good\",\"E\",\"SI1\",60.8,55,1318,5.17,5.2,3.15\n\"42478\",0.5,\"Very Good\",\"D\",\"SI1\",61.6,59,1318,5.12,5.14,3.16\n\"42479\",0.43,\"Ideal\",\"G\",\"IF\",62.5,54,1318,4.83,4.86,3.03\n\"42480\",0.43,\"Ideal\",\"G\",\"IF\",62.4,54,1318,4.84,4.87,3.03\n\"42481\",0.43,\"Ideal\",\"G\",\"IF\",61.3,56,1318,4.86,4.9,2.99\n\"42482\",0.43,\"Ideal\",\"G\",\"IF\",61.9,53,1318,4.87,4.88,3.02\n\"42483\",0.59,\"Good\",\"F\",\"SI1\",59.5,62,1318,5.45,5.5,3.26\n\"42484\",0.38,\"Good\",\"E\",\"IF\",59.1,58,1318,4.74,4.77,2.81\n\"42485\",0.53,\"Premium\",\"D\",\"SI2\",59.3,61,1318,5.29,5.26,3.13\n\"42486\",0.53,\"Good\",\"D\",\"SI2\",63.9,55,1318,5.14,5.1,3.27\n\"42487\",0.47,\"Ideal\",\"D\",\"VS2\",61.9,56,1319,4.99,5.03,3.1\n\"42488\",0.55,\"Ideal\",\"H\",\"SI1\",62.1,56,1319,5.2,5.26,3.25\n\"42489\",0.52,\"Ideal\",\"G\",\"SI1\",62.2,54,1319,5.16,5.19,3.22\n\"42490\",0.31,\"Ideal\",\"E\",\"IF\",61,57,1319,4.36,4.39,2.67\n\"42491\",0.44,\"Ideal\",\"F\",\"VVS1\",61.5,57,1319,4.9,4.86,3\n\"42492\",0.59,\"Premium\",\"F\",\"SI2\",61.9,61,1319,5.38,5.33,3.31\n\"42493\",0.52,\"Very Good\",\"H\",\"VS1\",59.6,57,1320,5.25,5.34,3.15\n\"42494\",0.47,\"Very Good\",\"E\",\"VS2\",62.6,57,1320,4.92,4.95,3.09\n\"42495\",0.48,\"Very Good\",\"E\",\"VS2\",59.9,58.9,1320,5.07,5.12,3.06\n\"42496\",0.51,\"Very Good\",\"F\",\"SI1\",61.7,55,1320,5.14,5.16,3.18\n\"42497\",0.53,\"Very Good\",\"F\",\"SI1\",61.5,59,1320,5.15,5.19,3.18\n\"42498\",0.54,\"Very Good\",\"E\",\"SI1\",62.2,61,1320,5.24,5.15,3.23\n\"42499\",0.52,\"Ideal\",\"D\",\"SI2\",60.7,56,1320,5.22,5.25,3.18\n\"42500\",0.55,\"Ideal\",\"I\",\"SI1\",61.2,55,1320,5.28,5.33,3.25\n\"42501\",0.57,\"Premium\",\"E\",\"SI2\",61,60,1320,5.36,5.32,3.26\n\"42502\",0.57,\"Premium\",\"E\",\"SI2\",60.7,57,1320,5.42,5.35,3.27\n\"42503\",0.46,\"Very Good\",\"D\",\"VS2\",61.2,57,1321,4.96,5,3.05\n\"42504\",0.55,\"Premium\",\"G\",\"SI1\",62.1,56,1321,5.28,5.22,3.26\n\"42505\",0.55,\"Premium\",\"G\",\"SI1\",61.8,59,1321,5.25,5.2,3.23\n\"42506\",0.51,\"Ideal\",\"G\",\"SI1\",61.9,56,1321,5.11,5.17,3.17\n\"42507\",0.53,\"Very Good\",\"F\",\"SI1\",60.9,60,1322,5.16,5.22,3.16\n\"42508\",0.53,\"Very Good\",\"F\",\"SI1\",62.5,57,1322,5.19,5.24,3.26\n\"42509\",0.5,\"Ideal\",\"I\",\"VVS2\",61.8,57,1322,5.09,5.11,3.15\n\"42510\",0.41,\"Ideal\",\"F\",\"VS2\",61.5,56,1322,4.79,4.83,2.96\n\"42511\",0.56,\"Ideal\",\"G\",\"SI1\",61.2,59,1322,5.26,5.32,3.24\n\"42512\",0.51,\"Ideal\",\"F\",\"SI1\",61.2,56,1322,5.19,5.21,3.18\n\"42513\",0.54,\"Good\",\"E\",\"SI1\",57.2,59,1323,5.37,5.32,3.06\n\"42514\",0.52,\"Very Good\",\"D\",\"SI1\",62.7,56,1323,5.08,5.13,3.2\n\"42515\",0.48,\"Premium\",\"E\",\"VS2\",62.5,61,1323,5.01,4.97,3.12\n\"42516\",0.41,\"Ideal\",\"F\",\"VVS2\",61.4,57,1323,4.77,4.81,2.94\n\"42517\",0.41,\"Ideal\",\"F\",\"VVS2\",61.2,56,1323,4.78,4.82,2.94\n\"42518\",0.5,\"Fair\",\"F\",\"VS2\",64.6,58,1323,5.01,4.99,3.23\n\"42519\",0.5,\"Fair\",\"D\",\"SI1\",65.1,58,1323,5,4.96,3.24\n\"42520\",0.5,\"Fair\",\"D\",\"SI1\",64.6,58,1323,5,4.97,3.22\n\"42521\",0.5,\"Fair\",\"D\",\"SI1\",65.7,56,1323,5.01,4.97,3.28\n\"42522\",0.45,\"Premium\",\"G\",\"VVS1\",60.1,58,1323,4.97,4.95,2.98\n\"42523\",0.45,\"Premium\",\"G\",\"VVS1\",60.8,58,1323,4.98,4.92,3.01\n\"42524\",0.4,\"Premium\",\"F\",\"VVS1\",60.2,59,1323,4.76,4.74,2.86\n\"42525\",0.4,\"Premium\",\"F\",\"VVS1\",60.8,59,1323,4.76,4.74,2.89\n\"42526\",0.4,\"Premium\",\"F\",\"VVS1\",61.1,59,1323,4.78,4.75,2.91\n\"42527\",0.4,\"Ideal\",\"F\",\"VVS1\",61.3,55,1323,4.78,4.75,2.92\n\"42528\",0.4,\"Ideal\",\"F\",\"VVS1\",60.7,56,1323,4.79,4.77,2.9\n\"42529\",0.4,\"Premium\",\"F\",\"VVS1\",61.9,57,1323,4.71,4.69,2.91\n\"42530\",0.4,\"Ideal\",\"F\",\"VVS1\",61.7,56,1323,4.75,4.72,2.92\n\"42531\",0.4,\"Ideal\",\"F\",\"VVS1\",62.5,57,1323,4.75,4.72,2.96\n\"42532\",0.4,\"Ideal\",\"F\",\"VVS1\",61.3,56,1323,4.76,4.73,2.91\n\"42533\",0.4,\"Premium\",\"D\",\"VVS2\",62.2,54,1323,4.77,4.75,2.96\n\"42534\",0.4,\"Ideal\",\"D\",\"VVS2\",61.3,56,1323,4.78,4.75,2.92\n\"42535\",0.4,\"Premium\",\"D\",\"VVS2\",60.4,59,1323,4.77,4.76,2.88\n\"42536\",0.4,\"Premium\",\"D\",\"VVS2\",60.8,59,1323,4.81,4.76,2.91\n\"42537\",0.4,\"Ideal\",\"D\",\"VVS2\",62,56,1323,4.74,4.71,2.93\n\"42538\",0.4,\"Ideal\",\"D\",\"VVS2\",62.2,55,1323,4.74,4.72,2.94\n\"42539\",0.4,\"Ideal\",\"D\",\"VVS2\",61.9,56,1323,4.76,4.74,2.94\n\"42540\",0.4,\"Premium\",\"D\",\"VVS2\",60.7,60,1323,4.78,4.74,2.89\n\"42541\",0.5,\"Premium\",\"F\",\"VS2\",61.7,60,1323,5.06,5.02,3.11\n\"42542\",0.5,\"Good\",\"F\",\"VS2\",64,57,1323,5.08,5.04,3.23\n\"42543\",0.6,\"Premium\",\"F\",\"SI1\",62.9,59,1323,5.39,5.31,3.37\n\"42544\",0.53,\"Premium\",\"F\",\"SI1\",61.4,58,1324,5.19,5.17,3.18\n\"42545\",0.58,\"Ideal\",\"J\",\"VS2\",60.9,57,1324,5.38,5.4,3.28\n\"42546\",0.58,\"Ideal\",\"J\",\"VS1\",61.9,58,1324,5.31,5.35,3.3\n\"42547\",0.85,\"Fair\",\"H\",\"I1\",61,61,1324,6.2,6,3.73\n\"42548\",0.85,\"Fair\",\"H\",\"I1\",66.7,59,1324,5.86,5.78,3.88\n\"42549\",0.59,\"Very Good\",\"E\",\"SI2\",60.5,58,1325,5.43,5.51,3.31\n\"42550\",0.52,\"Ideal\",\"G\",\"SI1\",62.4,55,1325,5.15,5.17,3.22\n\"42551\",0.52,\"Very Good\",\"F\",\"SI1\",61,59,1326,5.18,5.21,3.17\n\"42552\",0.53,\"Very Good\",\"E\",\"SI1\",63.3,56,1326,5.13,5.17,3.26\n\"42553\",0.46,\"Ideal\",\"D\",\"VS2\",62.7,57,1326,4.89,4.93,3.08\n\"42554\",0.46,\"Very Good\",\"D\",\"VS2\",60.9,58,1326,4.94,4.97,3.02\n\"42555\",0.42,\"Premium\",\"F\",\"VVS1\",60.5,58,1326,4.81,4.84,2.92\n\"42556\",0.42,\"Ideal\",\"F\",\"VVS1\",61.3,56,1326,4.82,4.83,2.96\n\"42557\",0.42,\"Ideal\",\"D\",\"VVS2\",62.6,56,1326,4.77,4.79,2.99\n\"42558\",0.42,\"Ideal\",\"F\",\"VVS1\",62,55,1326,4.81,4.84,2.99\n\"42559\",0.42,\"Ideal\",\"D\",\"VVS2\",62.1,55,1326,4.78,4.81,2.98\n\"42560\",0.42,\"Ideal\",\"D\",\"VVS2\",62.5,57,1326,4.77,4.8,2.99\n\"42561\",0.42,\"Ideal\",\"D\",\"VVS2\",62.1,55,1326,4.79,4.81,2.98\n\"42562\",0.42,\"Ideal\",\"D\",\"VVS2\",61.4,56,1326,4.82,4.85,2.97\n\"42563\",0.57,\"Ideal\",\"I\",\"VS2\",61.5,56,1326,5.32,5.35,3.28\n\"42564\",0.45,\"Very Good\",\"G\",\"VVS1\",62.2,58,1327,4.9,4.97,3.07\n\"42565\",0.55,\"Very Good\",\"H\",\"VS2\",60.2,59,1327,5.36,5.24,3.19\n\"42566\",0.42,\"Ideal\",\"E\",\"VVS1\",62,55,1327,4.81,4.83,2.99\n\"42567\",0.62,\"Ideal\",\"G\",\"SI2\",62.1,55,1327,5.46,5.49,3.4\n\"42568\",0.54,\"Ideal\",\"F\",\"SI1\",61.5,55,1327,5.25,5.28,3.24\n\"42569\",0.38,\"Ideal\",\"E\",\"VVS1\",61.9,56,1327,4.67,4.64,2.88\n\"42570\",0.38,\"Ideal\",\"E\",\"VVS1\",62.4,56,1327,4.67,4.64,2.9\n\"42571\",0.38,\"Ideal\",\"E\",\"VVS1\",62.6,56,1327,4.64,4.6,2.89\n\"42572\",0.38,\"Premium\",\"E\",\"VVS1\",61.9,58,1327,4.66,4.62,2.87\n\"42573\",0.55,\"Ideal\",\"I\",\"VS2\",58.5,62,1327,5.4,5.39,3.16\n\"42574\",0.5,\"Fair\",\"G\",\"VS1\",60.3,66,1327,5.13,5.09,3.08\n\"42575\",0.59,\"Good\",\"E\",\"SI2\",57.4,62,1327,5.53,5.49,3.16\n\"42576\",0.51,\"Very Good\",\"H\",\"VS2\",60.1,59.8,1328,5.14,5.19,3.1\n\"42577\",0.53,\"Good\",\"E\",\"SI1\",57.8,57,1328,5.33,5.29,3.07\n\"42578\",0.62,\"Premium\",\"F\",\"SI2\",61.7,60,1329,5.48,5.45,3.37\n\"42579\",0.43,\"Ideal\",\"H\",\"VS1\",61.2,55,1329,4.87,4.9,2.99\n\"42580\",0.51,\"Ideal\",\"G\",\"SI1\",61.3,55,1329,5.18,5.22,3.19\n\"42581\",0.53,\"Ideal\",\"G\",\"SI1\",62.4,55,1329,5.21,5.18,3.24\n\"42582\",0.59,\"Ideal\",\"J\",\"VS1\",58.7,56,1330,5.52,5.48,3.23\n\"42583\",0.51,\"Very Good\",\"E\",\"SI1\",63,58,1330,4.99,5.08,3.17\n\"42584\",0.52,\"Ideal\",\"E\",\"SI1\",61.4,57,1330,5.15,5.18,3.17\n\"42585\",0.45,\"Ideal\",\"D\",\"VS1\",62.3,56,1330,4.88,4.91,3.05\n\"42586\",0.52,\"Very Good\",\"E\",\"SI1\",63,54,1330,5.11,5.15,3.23\n\"42587\",0.35,\"Ideal\",\"D\",\"VVS1\",60.8,55,1330,4.58,4.6,2.79\n\"42588\",0.35,\"Ideal\",\"D\",\"VVS1\",60.6,56,1330,4.58,4.59,2.78\n\"42589\",0.58,\"Ideal\",\"G\",\"SI1\",61.4,55,1330,5.38,5.41,3.31\n\"42590\",0.54,\"Premium\",\"F\",\"SI1\",61.8,60,1330,5.22,5.2,3.22\n\"42591\",0.65,\"Very Good\",\"H\",\"SI2\",62,56,1331,5.53,5.56,3.44\n\"42592\",0.5,\"Very Good\",\"E\",\"SI1\",62.7,55,1331,5.06,5.09,3.18\n\"42593\",0.5,\"Very Good\",\"E\",\"SI1\",60.9,58,1331,5.1,5.14,3.12\n\"42594\",0.5,\"Very Good\",\"E\",\"SI1\",61.9,53,1331,5.14,5.16,3.19\n\"42595\",0.31,\"Very Good\",\"D\",\"IF\",62,56,1331,4.33,4.35,2.69\n\"42596\",0.5,\"Ideal\",\"E\",\"SI1\",62.2,57,1331,5.05,5.08,3.15\n\"42597\",0.5,\"Ideal\",\"E\",\"SI1\",62.8,57,1331,5.05,5.08,3.18\n\"42598\",0.5,\"Ideal\",\"E\",\"SI1\",59.7,62,1331,5.16,5.19,3.09\n\"42599\",0.5,\"Ideal\",\"E\",\"SI1\",59.1,61,1331,5.16,5.19,3.06\n\"42600\",0.5,\"Good\",\"E\",\"SI1\",58.5,59,1331,5.2,5.23,3.05\n\"42601\",0.32,\"Premium\",\"H\",\"VS2\",59.5,58,505,4.47,4.5,2.67\n\"42602\",0.32,\"Ideal\",\"I\",\"VS1\",60.9,56,505,4.44,4.46,2.71\n\"42603\",0.32,\"Good\",\"I\",\"VS1\",63.2,54,505,4.38,4.42,2.78\n\"42604\",0.36,\"Ideal\",\"I\",\"VS2\",61.8,55,505,4.58,4.61,2.84\n\"42605\",0.32,\"Very Good\",\"I\",\"VS1\",62.4,56,505,4.31,4.37,2.71\n\"42606\",0.32,\"Premium\",\"H\",\"VS2\",60.7,60,505,4.39,4.41,2.67\n\"42607\",0.32,\"Very Good\",\"I\",\"VS1\",59.8,60,505,4.44,4.46,2.66\n\"42608\",0.36,\"Premium\",\"E\",\"SI2\",60.6,59,505,4.57,4.61,2.78\n\"42609\",0.32,\"Very 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Good\",\"D\",\"SI1\",63.5,57,1337,5.04,5.1,3.22\n\"42688\",0.45,\"Ideal\",\"E\",\"VVS2\",61.9,56,1337,4.91,4.95,3.05\n\"42689\",0.52,\"Ideal\",\"F\",\"SI1\",60.4,56,1337,5.31,5.29,3.2\n\"42690\",0.5,\"Ideal\",\"E\",\"SI1\",60.6,59,1337,5.13,5.16,3.12\n\"42691\",0.5,\"Ideal\",\"E\",\"SI1\",61.6,57,1337,5.08,5.11,3.14\n\"42692\",0.5,\"Ideal\",\"E\",\"SI1\",61.9,60,1337,5.06,5.09,3.14\n\"42693\",0.54,\"Good\",\"H\",\"VS2\",63.2,55,1338,5.2,5.24,3.3\n\"42694\",0.54,\"Ideal\",\"H\",\"VS2\",60.1,57,1338,5.28,5.33,3.19\n\"42695\",0.54,\"Very Good\",\"H\",\"VS2\",62.6,58,1338,5.16,5.19,3.24\n\"42696\",0.46,\"Ideal\",\"H\",\"VVS1\",62.4,53.4,1338,4.95,5.01,3.1\n\"42697\",0.6,\"Ideal\",\"D\",\"SI2\",61.3,59,1338,5.42,5.48,3.34\n\"42698\",0.52,\"Premium\",\"F\",\"SI1\",59.5,59,1338,5.31,5.24,3.14\n\"42699\",0.52,\"Very Good\",\"G\",\"SI1\",63.3,55,1338,5.1,5.07,3.22\n\"42700\",0.52,\"Good\",\"G\",\"SI1\",63.6,56,1338,5.09,5.07,3.23\n\"42701\",0.52,\"Very Good\",\"G\",\"SI1\",63.3,57,1338,5.11,5.08,3.22\n\"42702\",0.52,\"Premium\",\"G\",\"SI1\",59.6,62,1338,5.23,5.18,3.1\n\"42703\",0.52,\"Premium\",\"G\",\"SI1\",62.8,61,1338,5.14,5.11,3.22\n\"42704\",0.52,\"Good\",\"F\",\"SI1\",63.8,56,1338,5.12,5.07,3.25\n\"42705\",0.52,\"Premium\",\"F\",\"SI1\",58.6,61,1338,5.3,5.28,3.1\n\"42706\",0.56,\"Very Good\",\"F\",\"SI1\",63.3,56,1338,5.26,5.22,3.32\n\"42707\",0.52,\"Ideal\",\"G\",\"SI1\",62.6,56,1338,5.16,5.13,3.22\n\"42708\",0.5,\"Good\",\"F\",\"VS2\",65.3,57,1339,4.93,4.97,3.23\n\"42709\",0.57,\"Very Good\",\"G\",\"SI1\",61.9,59,1340,5.28,5.31,3.28\n\"42710\",0.56,\"Premium\",\"G\",\"SI1\",60.2,59,1340,5.34,5.36,3.22\n\"42711\",0.56,\"Ideal\",\"F\",\"SI1\",61.4,57,1340,5.28,5.3,3.25\n\"42712\",0.56,\"Very Good\",\"G\",\"SI1\",58.8,59,1340,5.38,5.4,3.17\n\"42713\",0.56,\"Ideal\",\"G\",\"SI1\",62.5,56,1340,5.21,5.28,3.28\n\"42714\",0.56,\"Good\",\"F\",\"SI1\",63.2,56,1340,5.24,5.29,3.33\n\"42715\",0.54,\"Ideal\",\"E\",\"SI2\",60.6,57,1340,5.28,5.25,3.19\n\"42716\",0.54,\"Ideal\",\"E\",\"SI2\",60.7,56,1340,5.3,5.25,3.2\n\"42717\",0.54,\"Ideal\",\"E\",\"SI2\",60.4,57,1340,5.33,5.27,3.2\n\"42718\",0.51,\"Fair\",\"E\",\"SI1\",55.8,61,1340,5.43,5.35,3.01\n\"42719\",0.51,\"Very Good\",\"E\",\"SI1\",60.3,63,1340,5.13,5.06,3.07\n\"42720\",0.51,\"Premium\",\"E\",\"SI1\",58.2,61,1340,5.27,5.22,3.05\n\"42721\",0.54,\"Premium\",\"G\",\"SI1\",61.1,60,1340,5.24,5.2,3.19\n\"42722\",0.53,\"Ideal\",\"I\",\"VVS2\",61.2,56,1341,5.21,5.28,3.21\n\"42723\",0.52,\"Ideal\",\"E\",\"SI1\",62.1,54,1341,5.17,5.2,3.22\n\"42724\",0.68,\"Good\",\"J\",\"VS1\",61.6,65,1341,5.63,5.57,3.45\n\"42725\",0.6,\"Premium\",\"H\",\"SI1\",58.9,61,1341,5.54,5.5,3.25\n\"42726\",0.43,\"Ideal\",\"G\",\"IF\",61.6,57,1341,4.84,4.81,2.97\n\"42727\",0.37,\"Ideal\",\"F\",\"VVS1\",59.2,57,1342,4.71,4.75,2.8\n\"42728\",0.58,\"Ideal\",\"D\",\"SI2\",62.7,56,1342,5.3,5.32,3.33\n\"42729\",0.58,\"Ideal\",\"D\",\"SI2\",61.2,57,1342,5.36,5.4,3.29\n\"42730\",0.6,\"Ideal\",\"I\",\"SI1\",62.2,58,1342,5.37,5.41,3.35\n\"42731\",0.52,\"Very Good\",\"G\",\"SI1\",63.1,58,1343,5.11,5.13,3.23\n\"42732\",0.52,\"Very Good\",\"E\",\"SI1\",61.1,62,1343,5.16,5.18,3.16\n\"42733\",0.52,\"Very 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Good\",\"E\",\"SI1\",61,58,1343,5.1,5.13,3.12\n\"42742\",0.51,\"Ideal\",\"E\",\"SI1\",62.3,56,1343,5.12,5.15,3.2\n\"42743\",0.51,\"Good\",\"E\",\"SI1\",63.9,56,1343,5.07,5.11,3.25\n\"42744\",0.51,\"Good\",\"G\",\"VS2\",63.5,57,1343,5.05,5.06,3.21\n\"42745\",0.51,\"Premium\",\"E\",\"SI1\",61.8,58,1343,5.11,5.15,3.17\n\"42746\",0.51,\"Good\",\"E\",\"SI1\",63.5,54,1343,5.07,5.1,3.23\n\"42747\",0.51,\"Good\",\"E\",\"SI1\",63.2,61,1343,5.05,5.08,3.2\n\"42748\",0.51,\"Premium\",\"G\",\"VS2\",61.3,59,1343,5.11,5.17,3.15\n\"42749\",0.51,\"Good\",\"E\",\"SI1\",63.9,54,1343,5.05,5.09,3.24\n\"42750\",0.51,\"Very Good\",\"G\",\"VS2\",62.6,57,1343,5.1,5.15,3.21\n\"42751\",0.51,\"Very Good\",\"H\",\"VS1\",62.5,58,1343,5.09,5.12,3.19\n\"42752\",0.51,\"Ideal\",\"G\",\"VS2\",62,56,1343,5.11,5.18,3.19\n\"42753\",0.58,\"Ideal\",\"G\",\"SI2\",62.2,55,1343,5.4,5.36,3.35\n\"42754\",0.56,\"Ideal\",\"I\",\"SI1\",61.3,56,1343,5.28,5.31,3.25\n\"42755\",0.56,\"Ideal\",\"H\",\"SI1\",61.9,58,1343,5.27,5.3,3.27\n\"42756\",0.54,\"Very Good\",\"D\",\"SI2\",63.2,57,1343,5.19,5.16,3.27\n\"42757\",0.52,\"Premium\",\"D\",\"SI1\",59.7,60,1344,5.26,5.19,3.12\n\"42758\",0.46,\"Very Good\",\"E\",\"VS2\",58.9,59.4,1345,5.05,5.1,2.99\n\"42759\",0.62,\"Premium\",\"G\",\"SI2\",60.2,61,1345,5.49,5.44,3.29\n\"42760\",0.56,\"Ideal\",\"G\",\"SI1\",62.5,57,1345,5.26,5.23,3.28\n\"42761\",0.5,\"Very Good\",\"F\",\"VS2\",63.4,57,1345,5.01,4.96,3.16\n\"42762\",0.56,\"Ideal\",\"G\",\"SI1\",62.9,56,1345,5.27,5.25,3.31\n\"42763\",0.56,\"Premium\",\"G\",\"SI1\",62.8,55,1345,5.28,5.26,3.31\n\"42764\",0.54,\"Very Good\",\"F\",\"SI1\",61.2,55,1346,5.23,5.29,3.22\n\"42765\",0.57,\"Very 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Good\",\"I\",\"SI1\",63.4,55,1356,5.39,5.43,3.43\n\"42833\",0.58,\"Ideal\",\"D\",\"SI2\",61.7,54,1356,5.4,5.43,3.34\n\"42834\",0.58,\"Ideal\",\"D\",\"SI2\",63.4,57,1356,5.29,5.34,3.37\n\"42835\",0.51,\"Ideal\",\"E\",\"SI1\",61.5,54,1356,5.15,5.19,3.18\n\"42836\",0.41,\"Premium\",\"F\",\"VVS1\",58.9,58,1356,4.87,4.84,2.86\n\"42837\",0.41,\"Ideal\",\"F\",\"VVS1\",62.3,53,1356,4.8,4.77,2.98\n\"42838\",0.41,\"Premium\",\"F\",\"VVS1\",62.1,56,1356,4.79,4.78,2.97\n\"42839\",0.41,\"Ideal\",\"F\",\"VVS1\",60.9,56,1356,4.83,4.79,2.93\n\"42840\",0.41,\"Ideal\",\"F\",\"VVS1\",60.3,56,1356,4.85,4.8,2.91\n\"42841\",0.41,\"Ideal\",\"F\",\"VVS1\",60.7,56,1356,4.85,4.81,2.93\n\"42842\",0.41,\"Ideal\",\"F\",\"VVS1\",62.1,57,1356,4.79,4.75,2.96\n\"42843\",0.41,\"Ideal\",\"F\",\"VVS1\",61.8,55,1356,4.78,4.76,2.95\n\"42844\",0.41,\"Ideal\",\"F\",\"VVS1\",61.9,56,1356,4.79,4.77,2.96\n\"42845\",0.41,\"Ideal\",\"F\",\"VVS1\",61.7,57,1356,4.8,4.77,2.95\n\"42846\",0.41,\"Ideal\",\"F\",\"VVS1\",62.3,57,1356,4.77,4.73,2.96\n\"42847\",0.41,\"Premium\",\"F\",\"VVS1\",61.3,59,1356,4.79,4.73,2.92\n\"42848\",0.41,\"Premium\",\"F\",\"VVS1\",61.8,59,1356,4.77,4.74,2.94\n\"42849\",0.41,\"Ideal\",\"F\",\"VVS1\",62,55,1356,4.78,4.74,2.95\n\"42850\",0.41,\"Ideal\",\"F\",\"VVS1\",62.3,55,1356,4.79,4.74,2.97\n\"42851\",0.41,\"Ideal\",\"F\",\"VVS1\",61.8,57,1356,4.79,4.75,2.95\n\"42852\",0.41,\"Ideal\",\"D\",\"VVS2\",62.3,57,1356,4.76,4.74,2.96\n\"42853\",0.41,\"Premium\",\"D\",\"VVS2\",61.8,58,1356,4.79,4.75,2.95\n\"42854\",0.41,\"Ideal\",\"D\",\"VVS2\",62.3,55,1356,4.77,4.76,2.97\n\"42855\",0.41,\"Premium\",\"D\",\"VVS2\",61.2,62,1356,4.82,4.78,2.94\n\"42856\",0.41,\"Ideal\",\"D\",\"VVS2\",62.1,56,1356,4.78,4.76,2.96\n\"42857\",0.41,\"Premium\",\"D\",\"VVS2\",62.5,58,1356,4.75,4.72,2.96\n\"42858\",0.54,\"Premium\",\"G\",\"SI1\",60.8,59,1356,5.27,5.23,3.19\n\"42859\",0.53,\"Premium\",\"H\",\"VS2\",59.1,59,1356,5.33,5.26,3.13\n\"42860\",0.54,\"Premium\",\"E\",\"SI1\",59.5,61,1356,5.31,5.28,3.15\n\"42861\",0.5,\"Very 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Good\",\"G\",\"SI1\",61.8,55,1361,5.28,5.33,3.28\n\"42899\",0.54,\"Premium\",\"E\",\"SI1\",60.2,58,1361,5.27,5.3,3.18\n\"42900\",0.54,\"Good\",\"H\",\"VS1\",63.2,58,1361,5.12,5.16,3.25\n\"42901\",0.54,\"Good\",\"H\",\"VS1\",63.2,60,1361,5.13,5.16,3.25\n\"42902\",0.59,\"Good\",\"F\",\"SI1\",59.1,58,1361,5.46,5.5,3.24\n\"42903\",0.51,\"Good\",\"E\",\"SI1\",57.4,62,1361,5.29,5.24,3.02\n\"42904\",0.59,\"Very Good\",\"E\",\"SI2\",62.9,58,1362,5.33,5.39,3.37\n\"42905\",0.71,\"Fair\",\"J\",\"SI2\",66.1,58,1362,5.53,5.43,3.62\n\"42906\",0.5,\"Good\",\"H\",\"VVS2\",61.9,64.3,1362,5.01,5.03,3.11\n\"42907\",0.39,\"Premium\",\"E\",\"VVS1\",60.7,58,1362,4.73,4.69,2.86\n\"42908\",0.39,\"Premium\",\"G\",\"IF\",59,60,1362,4.78,4.75,2.81\n\"42909\",0.51,\"Very Good\",\"E\",\"SI1\",60.8,57,1363,5.12,5.17,3.13\n\"42910\",0.55,\"Premium\",\"H\",\"VS2\",62.1,58,1363,5.24,5.29,3.27\n\"42911\",0.55,\"Ideal\",\"D\",\"SI2\",60.9,57,1363,5.26,5.29,3.21\n\"42912\",0.52,\"Very Good\",\"J\",\"VVS1\",61.7,55.5,1363,5.17,5.19,3.19\n\"42913\",0.41,\"Ideal\",\"E\",\"VVS2\",61.6,55,1363,4.81,4.84,2.97\n\"42914\",0.41,\"Ideal\",\"E\",\"VVS2\",60.5,57,1363,4.83,4.86,2.93\n\"42915\",0.51,\"Good\",\"D\",\"SI1\",58.7,58,1363,5.21,5.25,3.07\n\"42916\",0.53,\"Good\",\"G\",\"SI1\",63.8,56,1363,5.18,5.14,3.29\n\"42917\",0.53,\"Ideal\",\"F\",\"SI1\",62.4,57,1363,5.21,5.18,3.24\n\"42918\",0.53,\"Good\",\"F\",\"SI1\",63.8,58,1363,5.17,5.12,3.28\n\"42919\",0.53,\"Good\",\"F\",\"SI1\",63.8,56,1363,5.16,5.13,3.28\n\"42920\",0.53,\"Ideal\",\"F\",\"SI1\",62.9,57,1363,5.18,5.15,3.25\n\"42921\",0.5,\"Premium\",\"D\",\"SI1\",61.4,59,1363,5.12,5.08,3.13\n\"42922\",0.53,\"Fair\",\"E\",\"SI1\",64.5,53,1363,5.16,5.15,3.33\n\"42923\",0.53,\"Premium\",\"G\",\"SI1\",61.3,58,1363,5.21,5.16,3.18\n\"42924\",0.41,\"Very Good\",\"D\",\"VVS2\",61.2,55,1364,4.79,4.82,2.95\n\"42925\",0.57,\"Good\",\"G\",\"SI1\",63.3,55,1364,5.29,5.32,3.36\n\"42926\",0.57,\"Ideal\",\"G\",\"SI1\",61.7,56,1364,5.33,5.37,3.3\n\"42927\",0.57,\"Good\",\"F\",\"SI1\",63.2,55,1364,5.26,5.31,3.34\n\"42928\",0.57,\"Good\",\"G\",\"SI1\",63.5,55,1364,5.28,5.3,3.36\n\"42929\",0.57,\"Very Good\",\"F\",\"SI1\",58.6,57,1364,5.37,5.59,3.21\n\"42930\",0.62,\"Ideal\",\"F\",\"SI2\",61.8,55,1364,5.5,5.51,3.4\n\"42931\",0.32,\"Premium\",\"H\",\"VS2\",60.7,58,505,4.43,4.46,2.7\n\"42932\",0.32,\"Ideal\",\"H\",\"VS2\",61.5,56,505,4.38,4.4,2.7\n\"42933\",0.32,\"Premium\",\"H\",\"VS2\",60.5,59,505,4.39,4.43,2.67\n\"42934\",0.32,\"Very Good\",\"H\",\"VS2\",62.4,58,505,4.33,4.36,2.71\n\"42935\",0.36,\"Very 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Good\",\"E\",\"SI1\",63,59,1406,5.25,5.17,3.28\n\"43339\",0.56,\"Ideal\",\"I\",\"VS1\",60.5,55,1406,5.33,5.39,3.24\n\"43340\",0.4,\"Ideal\",\"F\",\"IF\",61.9,54,1406,4.75,4.81,2.96\n\"43341\",0.51,\"Premium\",\"F\",\"SI1\",59.7,59,1406,5.2,5.15,3.09\n\"43342\",0.51,\"Premium\",\"F\",\"SI1\",59.4,60,1406,5.21,5.19,3.09\n\"43343\",0.51,\"Good\",\"F\",\"SI1\",63.6,58,1406,5.08,5.05,3.22\n\"43344\",0.51,\"Ideal\",\"F\",\"SI1\",62.9,56,1406,5.1,5.05,3.19\n\"43345\",0.51,\"Good\",\"F\",\"SI1\",64.2,59,1406,5.04,5.02,3.23\n\"43346\",0.57,\"Premium\",\"E\",\"SI1\",58.9,59,1406,5.41,5.35,3.17\n\"43347\",0.51,\"Ideal\",\"F\",\"SI1\",60,57,1406,5.25,5.21,3.14\n\"43348\",0.51,\"Ideal\",\"F\",\"SI1\",61.3,56,1406,5.19,5.16,3.17\n\"43349\",0.37,\"Ideal\",\"F\",\"VVS1\",59.2,57,1406,4.75,4.71,2.8\n\"43350\",0.51,\"Premium\",\"D\",\"SI2\",59.5,61,1406,5.19,5.16,3.08\n\"43351\",0.5,\"Very 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Good\",\"F\",\"SI1\",59.5,61,1410,5.28,5.41,3.18\n\"43388\",0.5,\"Very Good\",\"H\",\"VS1\",62.5,58,1410,5.04,5.1,3.17\n\"43389\",0.5,\"Ideal\",\"E\",\"SI1\",62.2,57,1410,5.06,5.1,3.16\n\"43390\",0.5,\"Ideal\",\"E\",\"SI1\",62.3,56,1410,5.06,5.12,3.17\n\"43391\",0.62,\"Good\",\"D\",\"SI2\",64,56,1410,5.42,5.39,3.46\n\"43392\",0.57,\"Ideal\",\"I\",\"VS2\",61.8,57,1410,5.31,5.34,3.29\n\"43393\",0.57,\"Ideal\",\"I\",\"VS2\",61.9,57,1410,5.3,5.33,3.29\n\"43394\",0.5,\"Ideal\",\"I\",\"VS2\",61.9,56,1410,5.08,5.13,3.16\n\"43395\",0.54,\"Ideal\",\"E\",\"SI1\",61.6,57,1410,5.23,5.26,3.23\n\"43396\",0.5,\"Ideal\",\"E\",\"SI1\",61.6,55,1410,5.09,5.13,3.15\n\"43397\",0.62,\"Fair\",\"D\",\"SI2\",64.6,57,1410,5.39,5.33,3.46\n\"43398\",0.5,\"Very Good\",\"H\",\"VS2\",61.2,55,1411,5.12,5.16,3.15\n\"43399\",0.64,\"Fair\",\"I\",\"VS2\",55.3,69,1411,5.85,5.69,3.19\n\"43400\",0.59,\"Premium\",\"F\",\"SI1\",61.7,60,1412,5.37,5.39,3.32\n\"43401\",0.59,\"Very Good\",\"G\",\"SI1\",63,57,1412,5.35,5.38,3.38\n\"43402\",0.59,\"Very Good\",\"F\",\"SI1\",61.7,57,1412,5.39,5.43,3.34\n\"43403\",0.46,\"Ideal\",\"G\",\"VVS1\",62,54,1412,4.97,5,3.09\n\"43404\",0.46,\"Ideal\",\"G\",\"VVS1\",61.5,55,1412,4.97,5.01,3.07\n\"43405\",0.52,\"Ideal\",\"E\",\"SI2\",61,57,1412,5.18,5.21,3.17\n\"43406\",0.53,\"Ideal\",\"H\",\"VS2\",62.5,56,1412,5.19,5.15,3.23\n\"43407\",0.53,\"Ideal\",\"H\",\"VS2\",62.4,56,1412,5.18,5.17,3.23\n\"43408\",0.53,\"Ideal\",\"D\",\"SI2\",62.9,54,1412,5.17,5.13,3.24\n\"43409\",0.53,\"Ideal\",\"D\",\"SI2\",60.4,57,1412,5.3,5.26,3.19\n\"43410\",0.53,\"Ideal\",\"D\",\"SI2\",61.4,56,1412,5.24,5.22,3.21\n\"43411\",0.53,\"Ideal\",\"D\",\"SI2\",61.9,55,1412,5.24,5.19,3.23\n\"43412\",0.53,\"Ideal\",\"H\",\"VS2\",62.6,57,1412,5.17,5.15,3.23\n\"43413\",0.53,\"Premium\",\"H\",\"VS2\",61.4,52,1412,5.29,5.26,3.24\n\"43414\",0.46,\"Very 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Good\",\"J\",\"SI1\",63,57,1966,5.69,5.74,3.6\n\"48386\",0.5,\"Ideal\",\"G\",\"VVS1\",62.2,56,1966,5.1,5.12,3.18\n\"48387\",0.5,\"Premium\",\"G\",\"VVS1\",61,60,1966,5.08,5.12,3.11\n\"48388\",0.59,\"Ideal\",\"G\",\"VVS2\",62.2,56,1966,5.37,5.4,3.35\n\"48389\",0.5,\"Good\",\"G\",\"VVS1\",63.3,56,1966,5.07,5.1,3.22\n\"48390\",0.5,\"Very Good\",\"G\",\"VVS1\",62.3,59,1966,5.01,5.04,3.13\n\"48391\",0.5,\"Ideal\",\"G\",\"VVS1\",62.7,57,1966,5.07,5.1,3.19\n\"48392\",0.7,\"Very Good\",\"G\",\"SI2\",58.2,63,1966,5.82,5.79,3.38\n\"48393\",0.72,\"Ideal\",\"J\",\"SI1\",62.6,56,1966,5.67,5.74,3.57\n\"48394\",0.5,\"Good\",\"G\",\"VVS1\",60,62,1966,5.12,5.18,3.09\n\"48395\",0.7,\"Premium\",\"I\",\"VS2\",63,60,1966,5.62,5.59,3.53\n\"48396\",0.7,\"Premium\",\"F\",\"SI2\",58.4,61,1966,5.86,5.79,3.4\n\"48397\",0.64,\"Very Good\",\"D\",\"SI1\",62.2,55,1967,5.51,5.55,3.44\n\"48398\",0.64,\"Ideal\",\"D\",\"SI1\",62.1,56,1967,5.5,5.55,3.43\n\"48399\",0.52,\"Ideal\",\"H\",\"IF\",59.2,58,1967,5.23,5.31,3.12\n\"48400\",0.59,\"Ideal\",\"E\",\"VS2\",62.3,55,1968,5.35,5.38,3.34\n\"48401\",0.71,\"Premium\",\"J\",\"VS2\",60.1,61,1968,5.82,5.77,3.48\n\"48402\",0.83,\"Good\",\"F\",\"SI2\",63.7,59,1968,5.91,5.86,3.75\n\"48403\",0.7,\"Very Good\",\"J\",\"VVS2\",63.2,55,1968,5.63,5.57,3.54\n\"48404\",0.64,\"Very Good\",\"D\",\"SI1\",62.3,58,1969,5.49,5.53,3.43\n\"48405\",0.72,\"Good\",\"G\",\"SI1\",64,59,1969,5.59,5.63,3.59\n\"48406\",0.52,\"Ideal\",\"G\",\"VVS1\",61,57,1969,5.18,5.2,3.17\n\"48407\",0.61,\"Very Good\",\"H\",\"VVS2\",60.5,57,1970,5.52,5.54,3.35\n\"48408\",0.61,\"Very Good\",\"H\",\"VVS2\",61.4,57,1970,5.46,5.5,3.36\n\"48409\",0.72,\"Very Good\",\"H\",\"SI2\",62.6,53,1970,5.75,5.78,3.61\n\"48410\",0.72,\"Very Good\",\"H\",\"SI2\",62.9,57,1970,5.64,5.68,3.56\n\"48411\",0.51,\"Very Good\",\"E\",\"VS1\",61.8,54.7,1970,5.12,5.15,31.8\n\"48412\",0.51,\"Very Good\",\"E\",\"VS1\",62.8,57.1,1970,5.07,5.1,3.2\n\"48413\",0.6,\"Ideal\",\"F\",\"VS2\",61.9,57,1970,5.39,5.43,3.35\n\"48414\",0.76,\"Premium\",\"G\",\"SI2\",62.6,55,1970,5.87,5.82,3.66\n\"48415\",0.65,\"Premium\",\"F\",\"VS2\",59.6,58,1970,5.65,5.62,3.36\n\"48416\",0.73,\"Premium\",\"F\",\"SI2\",60.2,59,1971,5.87,5.82,3.52\n\"48417\",0.61,\"Very Good\",\"F\",\"VS2\",62.9,58,1971,5.33,5.39,3.37\n\"48418\",0.7,\"Very Good\",\"I\",\"VS1\",62.4,58,1971,5.62,5.67,3.52\n\"48419\",0.61,\"Very Good\",\"F\",\"VS2\",59.6,61,1971,5.5,5.58,3.3\n\"48420\",0.51,\"Premium\",\"G\",\"VVS1\",61.6,59,1971,5.12,5.08,3.14\n\"48421\",0.7,\"Ideal\",\"J\",\"VS2\",61.5,57,1971,5.7,5.74,3.52\n\"48422\",0.61,\"Good\",\"F\",\"VS2\",63,64.2,1971,5.29,5.32,3.34\n\"48423\",0.51,\"Very Good\",\"G\",\"VVS1\",63.2,58,1971,5.11,5.08,3.22\n\"48424\",0.7,\"Premium\",\"E\",\"SI1\",61.1,60,1971,5.69,5.56,3.44\n\"48425\",0.5,\"Premium\",\"H\",\"IF\",61.4,61,1971,5.14,5.03,3.12\n\"48426\",0.51,\"Premium\",\"F\",\"VS1\",61.7,58,1971,5.11,5.07,3.14\n\"48427\",0.71,\"Very Good\",\"H\",\"SI2\",63.7,56,1972,5.62,5.65,3.59\n\"48428\",0.57,\"Ideal\",\"G\",\"VS1\",61.4,55,1972,5.34,5.38,3.29\n\"48429\",0.7,\"Very Good\",\"I\",\"SI1\",63.8,56,1973,5.58,5.62,3.57\n\"48430\",0.7,\"Ideal\",\"H\",\"SI2\",63.1,54,1973,5.64,5.68,3.57\n\"48431\",0.7,\"Ideal\",\"J\",\"VS2\",61.9,57,1974,5.65,5.69,3.51\n\"48432\",0.7,\"Ideal\",\"J\",\"SI1\",62.3,57,1974,5.69,5.71,3.55\n\"48433\",0.51,\"Premium\",\"G\",\"VVS2\",59.1,59,1974,5.21,5.18,3.07\n\"48434\",0.51,\"Ideal\",\"G\",\"VVS2\",60.1,56,1974,5.22,5.19,3.13\n\"48435\",0.51,\"Premium\",\"G\",\"VVS2\",61.7,58,1974,5.18,5.13,3.18\n\"48436\",0.51,\"Ideal\",\"G\",\"VVS2\",61.2,55,1974,5.18,5.15,3.16\n\"48437\",0.51,\"Ideal\",\"G\",\"VVS2\",61.1,56,1974,5.19,5.15,3.16\n\"48438\",0.51,\"Ideal\",\"G\",\"VVS2\",61.9,55,1974,5.19,5.15,3.2\n\"48439\",0.51,\"Ideal\",\"G\",\"VVS2\",61.5,57,1974,5.18,5.13,3.17\n\"48440\",0.51,\"Ideal\",\"G\",\"VVS2\",61.3,57,1974,5.15,5.12,3.15\n\"48441\",0.51,\"Premium\",\"G\",\"VVS2\",61.5,56,1974,5.15,5.12,3.16\n\"48442\",0.51,\"Ideal\",\"G\",\"VVS2\",61.6,56,1974,5.17,5.12,3.17\n\"48443\",0.51,\"Ideal\",\"G\",\"VVS2\",62.9,57,1974,5.12,5.09,3.21\n\"48444\",0.51,\"Ideal\",\"G\",\"VVS2\",62.6,57,1974,5.12,5.1,3.2\n\"48445\",0.51,\"Ideal\",\"G\",\"VVS2\",61.8,56,1974,5.16,5.1,3.17\n\"48446\",0.51,\"Premium\",\"G\",\"VVS2\",61.7,58,1974,5.14,5.11,3.16\n\"48447\",0.51,\"Very Good\",\"G\",\"VVS2\",63.1,58,1974,5.11,5.07,3.21\n\"48448\",0.7,\"Premium\",\"H\",\"SI2\",61,59,1974,5.76,5.71,3.5\n\"48449\",0.7,\"Fair\",\"F\",\"SI1\",65.3,54,1974,5.58,5.54,3.63\n\"48450\",0.55,\"Ideal\",\"E\",\"VS1\",61.7,55,1975,5.27,5.29,3.26\n\"48451\",0.55,\"Very Good\",\"D\",\"VS2\",58.5,58.4,1975,5.39,5.42,3.16\n\"48452\",0.55,\"Ideal\",\"E\",\"VS1\",62.2,55,1975,5.22,5.26,3.26\n\"48453\",0.55,\"Ideal\",\"E\",\"VS1\",61.1,55,1975,5.3,5.33,3.25\n\"48454\",0.55,\"Premium\",\"D\",\"VS1\",62,58,1975,5.26,5.28,3.27\n\"48455\",0.55,\"Very Good\",\"F\",\"VS1\",61.2,56.4,1975,5.28,5.33,3.25\n\"48456\",0.58,\"Premium\",\"G\",\"VVS2\",61.4,61,1975,5.43,5.38,3.32\n\"48457\",0.58,\"Premium\",\"G\",\"VVS2\",61.5,60,1975,5.37,5.33,3.29\n\"48458\",0.73,\"Very Good\",\"E\",\"SI2\",63.1,59,1975,5.76,5.72,3.62\n\"48459\",0.51,\"Ideal\",\"G\",\"VVS2\",62.7,55,1976,5.08,5.1,3.19\n\"48460\",0.57,\"Ideal\",\"G\",\"VVS2\",60.5,56,1976,5.36,5.38,3.25\n\"48461\",0.5,\"Good\",\"G\",\"IF\",64,55,1976,5.05,5.08,3.24\n\"48462\",0.56,\"Ideal\",\"G\",\"VVS2\",61.6,56,1976,5.29,5.32,3.27\n\"48463\",0.61,\"Good\",\"H\",\"VVS2\",58.7,64,1976,5.53,5.5,3.24\n\"48464\",0.61,\"Premium\",\"D\",\"SI1\",62.3,58,1976,5.45,5.4,3.38\n\"48465\",0.58,\"Very Good\",\"D\",\"VS2\",60.2,57,1977,5.41,5.45,3.27\n\"48466\",0.7,\"Very Good\",\"I\",\"SI2\",61.8,58,1977,5.65,5.71,3.51\n\"48467\",0.71,\"Premium\",\"G\",\"SI2\",62.3,55,1977,5.72,5.68,3.55\n\"48468\",0.51,\"Premium\",\"D\",\"VS2\",60.1,59,1977,5.19,5.16,3.11\n\"48469\",0.5,\"Very Good\",\"F\",\"VVS1\",63.5,60,1978,4.98,5.04,3.18\n\"48470\",0.74,\"Very Good\",\"J\",\"VS2\",62.3,55,1978,5.79,5.83,3.62\n\"48471\",0.66,\"Very Good\",\"H\",\"VS1\",61.6,58.1,1978,5.54,5.58,3.42\n\"48472\",0.52,\"Ideal\",\"F\",\"VVS2\",62.1,54,1978,5.17,5.2,3.22\n\"48473\",0.59,\"Ideal\",\"D\",\"VS2\",61.4,57,1978,5.39,5.4,3.31\n\"48474\",0.56,\"Ideal\",\"E\",\"VS1\",61,57,1978,5.32,5.34,3.25\n\"48475\",0.66,\"Good\",\"H\",\"VS1\",59.8,60.9,1978,5.62,5.68,3.38\n\"48476\",0.7,\"Good\",\"F\",\"SI2\",63.3,58,1978,5.57,5.61,3.54\n\"48477\",0.58,\"Very Good\",\"H\",\"VVS1\",63.3,55,1979,5.27,5.31,3.35\n\"48478\",0.71,\"Very Good\",\"J\",\"SI1\",59.7,57,1979,5.84,5.88,3.5\n\"48479\",0.7,\"Very Good\",\"J\",\"SI1\",61.7,57,1979,5.65,5.69,3.5\n\"48480\",0.56,\"Ideal\",\"G\",\"VVS2\",61.2,55,1979,5.35,5.37,3.28\n\"48481\",0.58,\"Ideal\",\"F\",\"VS1\",61.2,57,1979,5.36,5.39,3.29\n\"48482\",0.58,\"Ideal\",\"F\",\"VS1\",59.9,59,1979,5.42,5.47,3.26\n\"48483\",0.51,\"Good\",\"E\",\"VVS2\",62,60.5,1980,5.05,5.08,3.15\n\"48484\",0.55,\"Premium\",\"H\",\"VVS1\",61.1,57,1980,5.35,5.26,3.24\n\"48485\",0.55,\"Ideal\",\"F\",\"VS1\",62,55,1980,5.29,5.26,3.27\n\"48486\",0.55,\"Ideal\",\"F\",\"VS1\",61.6,57,1980,5.29,5.23,3.24\n\"48487\",0.55,\"Ideal\",\"F\",\"VS1\",61.9,56,1980,5.29,5.25,3.26\n\"48488\",0.5,\"Premium\",\"D\",\"VS2\",61.3,61,1980,5.1,5.04,3.11\n\"48489\",0.5,\"Fair\",\"D\",\"VVS2\",67.6,57,1980,4.95,4.84,3.31\n\"48490\",0.75,\"Premium\",\"G\",\"SI1\",59.4,62,1980,5.95,5.91,3.52\n\"48491\",0.67,\"Very Good\",\"H\",\"VS1\",63.4,59,1981,5.53,5.57,3.52\n\"48492\",0.55,\"Ideal\",\"G\",\"VVS2\",62,56,1981,5.26,5.28,3.27\n\"48493\",0.54,\"Ideal\",\"G\",\"VVS2\",61.9,57,1981,5.22,5.25,3.24\n\"48494\",0.66,\"Ideal\",\"D\",\"VS2\",61.8,56,1981,5.6,5.57,3.45\n\"48495\",0.52,\"Ideal\",\"F\",\"VS2\",61.5,56,1981,5.19,5.21,3.2\n\"48496\",0.57,\"Ideal\",\"D\",\"VS2\",61.8,55,1981,5.32,5.34,3.29\n\"48497\",0.56,\"Ideal\",\"F\",\"VS1\",61.7,55.1,1981,5.29,5.33,3.27\n\"48498\",0.54,\"Ideal\",\"H\",\"IF\",61.5,54,1981,5.27,5.3,3.25\n\"48499\",0.7,\"Fair\",\"H\",\"VS2\",57,58,1981,5.87,5.89,3.35\n\"48500\",0.7,\"Fair\",\"H\",\"VS2\",64.9,56,1981,5.49,5.51,3.57\n\"48501\",0.71,\"Very Good\",\"J\",\"VS1\",63.3,55,1981,5.66,5.62,3.57\n\"48502\",0.57,\"Ideal\",\"E\",\"VS1\",62.9,57,1982,5.29,5.27,3.32\n\"48503\",0.54,\"Ideal\",\"G\",\"VVS1\",61.3,56,1982,5.23,5.28,3.22\n\"48504\",0.57,\"Ideal\",\"D\",\"VS1\",61.8,55,1982,5.31,5.37,3.3\n\"48505\",0.59,\"Premium\",\"H\",\"VVS1\",62,58,1982,5.38,5.36,3.33\n\"48506\",0.74,\"Fair\",\"J\",\"VS1\",58.8,68,1982,5.91,5.8,3.44\n\"48507\",0.7,\"Premium\",\"H\",\"SI2\",61.7,58,1982,5.72,5.69,3.52\n\"48508\",0.7,\"Fair\",\"G\",\"SI1\",65,59,1982,5.57,5.5,3.6\n\"48509\",0.54,\"Very Good\",\"G\",\"VVS1\",60.6,55,1983,5.28,5.31,3.21\n\"48510\",0.61,\"Very Good\",\"E\",\"SI1\",62.2,60,1983,5.44,5.4,3.37\n\"48511\",0.58,\"Ideal\",\"F\",\"VS1\",62.1,56,1983,5.32,5.38,3.32\n\"48512\",0.54,\"Ideal\",\"H\",\"VVS2\",60.9,57,1983,5.26,5.22,3.19\n\"48513\",0.6,\"Very Good\",\"D\",\"VS2\",61.5,59,1984,5.4,5.43,3.33\n\"48514\",0.58,\"Ideal\",\"E\",\"VS2\",61.1,57,1984,5.41,5.39,3.3\n\"48515\",0.58,\"Ideal\",\"G\",\"VS1\",62.6,54,1984,5.34,5.3,3.33\n\"48516\",0.58,\"Premium\",\"G\",\"VS1\",61.5,58,1984,5.41,5.35,3.31\n\"48517\",0.58,\"Ideal\",\"E\",\"VS2\",61.9,57,1984,5.37,5.33,3.31\n\"48518\",0.58,\"Ideal\",\"E\",\"VS2\",61.6,55,1984,5.38,5.33,3.3\n\"48519\",0.58,\"Ideal\",\"E\",\"VS2\",61.9,56,1984,5.38,5.35,3.32\n\"48520\",0.76,\"Premium\",\"H\",\"SI2\",59,59,1985,6.05,6.02,3.56\n\"48521\",0.54,\"Ideal\",\"G\",\"VVS2\",61.4,55,1985,5.22,5.3,3.23\n\"48522\",0.54,\"Ideal\",\"G\",\"VVS2\",60.6,56,1985,5.26,5.27,3.19\n\"48523\",0.54,\"Ideal\",\"G\",\"VVS2\",61,56,1985,5.25,5.3,3.22\n\"48524\",0.54,\"Ideal\",\"G\",\"VVS2\",61.8,56,1985,5.23,5.25,3.24\n\"48525\",0.54,\"Ideal\",\"G\",\"VVS2\",62.1,56,1985,5.19,5.22,3.23\n\"48526\",0.54,\"Ideal\",\"G\",\"VVS2\",61.5,54,1985,5.24,5.26,3.23\n\"48527\",0.51,\"Ideal\",\"E\",\"VS2\",61.6,55,1985,5.15,5.2,3.19\n\"48528\",0.74,\"Ideal\",\"J\",\"VS1\",61.2,56,1985,5.82,5.87,3.58\n\"48529\",0.59,\"Very Good\",\"D\",\"VS2\",59.2,56,1986,5.47,5.54,3.26\n\"48530\",0.55,\"Very Good\",\"E\",\"VS1\",61.6,55,1986,5.26,5.28,3.25\n\"48531\",0.71,\"Very Good\",\"J\",\"SI2\",60.9,55,1986,5.76,5.87,3.54\n\"48532\",0.73,\"Very Good\",\"G\",\"SI2\",62.6,56,1986,5.77,5.79,3.62\n\"48533\",0.51,\"Ideal\",\"D\",\"VS2\",61.1,56,1986,5.16,5.2,3.17\n\"48534\",0.71,\"Very Good\",\"H\",\"SI1\",62.5,63,1986,5.66,5.63,3.53\n\"48535\",0.54,\"Ideal\",\"D\",\"VS1\",61.6,54,1987,5.24,5.25,3.23\n\"48536\",0.46,\"Ideal\",\"G\",\"IF\",61.7,56,1987,4.97,5.01,3.08\n\"48537\",0.46,\"Ideal\",\"G\",\"IF\",61.1,56,1987,5,5.02,3.06\n\"48538\",0.7,\"Premium\",\"D\",\"SI2\",60.8,61,1987,5.69,5.64,3.45\n\"48539\",0.5,\"Premium\",\"G\",\"VVS1\",61.3,57,1987,5.15,5.07,3.13\n\"48540\",0.5,\"Premium\",\"F\",\"VVS2\",62.7,56,1987,5.08,5.03,3.17\n\"48541\",0.72,\"Premium\",\"J\",\"SI1\",62.1,59,1987,5.75,5.71,3.56\n\"48542\",0.5,\"Very Good\",\"G\",\"VVS1\",59.6,63,1987,5.16,5.11,3.06\n\"48543\",0.72,\"Very Good\",\"J\",\"VS1\",62.7,58,1988,5.67,5.72,3.57\n\"48544\",0.54,\"Very Good\",\"D\",\"VS1\",59.9,57,1988,5.38,5.3,3.2\n\"48545\",0.52,\"Ideal\",\"I\",\"IF\",60.2,56,1988,5.23,5.27,3.16\n\"48546\",0.7,\"Good\",\"F\",\"SI1\",63.5,59,1988,5.58,5.64,3.56\n\"48547\",0.61,\"Very Good\",\"F\",\"VS2\",61.8,56,1989,5.42,5.46,3.36\n\"48548\",0.72,\"Very Good\",\"J\",\"SI1\",63,58,1989,5.67,5.7,3.58\n\"48549\",0.74,\"Good\",\"H\",\"VS2\",59.2,64,1989,5.79,5.66,3.4\n\"48550\",0.65,\"Ideal\",\"E\",\"SI1\",62.7,54,1989,5.58,5.56,3.49\n\"48551\",0.54,\"Premium\",\"F\",\"VS2\",62,59,1989,5.22,5.16,3.22\n\"48552\",0.51,\"Premium\",\"E\",\"VS1\",61.6,57,1989,5.13,5.1,3.15\n\"48553\",0.55,\"Ideal\",\"D\",\"VS1\",61.7,55,1990,5.26,5.25,3.24\n\"48554\",0.7,\"Very Good\",\"D\",\"SI2\",60.9,60,1990,5.68,5.72,3.47\n\"48555\",0.58,\"Premium\",\"G\",\"VVS2\",59.7,59,1990,5.4,5.45,3.24\n\"48556\",0.67,\"Good\",\"G\",\"VS2\",63.8,60,1990,5.5,5.47,3.5\n\"48557\",0.53,\"Ideal\",\"G\",\"VVS1\",62.1,54,1990,5.2,5.23,3.24\n\"48558\",0.7,\"Fair\",\"F\",\"SI2\",57.1,64,1990,5.81,5.86,3.33\n\"48559\",0.63,\"Very Good\",\"H\",\"VS1\",61.1,57,1991,5.5,5.54,3.37\n\"48560\",0.71,\"Ideal\",\"E\",\"SI2\",62.6,55,1991,5.72,5.68,3.57\n\"48561\",0.64,\"Ideal\",\"D\",\"SI1\",62.1,57,1991,5.52,5.49,3.42\n\"48562\",0.56,\"Ideal\",\"D\",\"VS2\",61.2,56,1991,5.31,5.38,3.27\n\"48563\",0.55,\"Ideal\",\"G\",\"VS1\",60.9,55,1991,5.34,5.37,3.26\n\"48564\",0.52,\"Ideal\",\"D\",\"VS1\",60.9,56,1991,5.19,5.22,3.17\n\"48565\",0.64,\"Ideal\",\"I\",\"IF\",62,54,1991,5.53,5.56,3.44\n\"48566\",0.5,\"Good\",\"G\",\"VVS2\",64.4,57,1991,4.97,5.05,3.22\n\"48567\",0.72,\"Premium\",\"I\",\"VS2\",61.1,61,1991,5.79,5.74,3.52\n\"48568\",0.59,\"Premium\",\"G\",\"VS1\",62.5,53,1991,5.46,5.35,3.38\n\"48569\",0.38,\"Ideal\",\"D\",\"VVS1\",61.6,55,1992,4.66,4.69,2.88\n\"48570\",0.63,\"Ideal\",\"D\",\"SI1\",62,56,1992,5.55,5.48,3.42\n\"48571\",0.46,\"Very Good\",\"D\",\"VVS1\",61.6,59,1993,4.92,4.97,3.05\n\"48572\",0.71,\"Very Good\",\"J\",\"VS1\",64.1,58,1993,5.61,5.65,3.61\n\"48573\",0.59,\"Very Good\",\"E\",\"VS1\",61.6,61,1993,5.34,5.37,3.3\n\"48574\",0.71,\"Very Good\",\"G\",\"SI2\",63,56,1993,5.62,5.65,3.55\n\"48575\",0.53,\"Ideal\",\"G\",\"VVS2\",61.7,54.5,1993,5.2,5.26,3.23\n\"48576\",0.56,\"Ideal\",\"G\",\"VVS1\",61.7,57,1993,5.29,5.31,3.27\n\"48577\",0.54,\"Premium\",\"E\",\"VS2\",61.3,59,1993,5.26,5.21,3.21\n\"48578\",0.54,\"Premium\",\"D\",\"VS2\",61.1,55,1993,5.37,5.24,3.24\n\"48579\",0.54,\"Ideal\",\"D\",\"VS2\",61.1,56,1993,5.29,5.25,3.22\n\"48580\",0.54,\"Premium\",\"D\",\"VS2\",60.6,58,1993,5.3,5.26,3.2\n\"48581\",0.54,\"Premium\",\"D\",\"VS2\",60.9,58,1993,5.31,5.27,3.22\n\"48582\",0.54,\"Ideal\",\"D\",\"VS2\",61.1,57,1993,5.25,5.22,3.2\n\"48583\",0.54,\"Ideal\",\"D\",\"VS2\",61.3,56,1993,5.26,5.22,3.21\n\"48584\",0.54,\"Ideal\",\"D\",\"VS2\",61.8,57,1993,5.26,5.22,3.24\n\"48585\",0.54,\"Ideal\",\"D\",\"VS2\",62.6,57,1993,5.24,5.18,3.26\n\"48586\",0.54,\"Ideal\",\"D\",\"VS2\",61.1,57,1993,5.29,5.19,3.2\n\"48587\",0.54,\"Ideal\",\"D\",\"VS2\",61.8,56,1993,5.24,5.21,3.23\n\"48588\",0.54,\"Premium\",\"D\",\"VS2\",61.5,58,1993,5.26,5.21,3.22\n\"48589\",0.54,\"Premium\",\"D\",\"VS2\",61.7,58,1993,5.24,5.16,3.21\n\"48590\",0.54,\"Premium\",\"D\",\"VS1\",61.1,58,1994,5.24,5.3,3.22\n\"48591\",0.59,\"Ideal\",\"E\",\"SI1\",61.6,55,1994,5.41,5.43,3.34\n\"48592\",0.71,\"Fair\",\"G\",\"SI2\",65.6,61,1994,5.46,5.37,3.55\n\"48593\",0.52,\"Very Good\",\"D\",\"VS1\",59.6,57,1995,5.24,5.3,3.14\n\"48594\",0.7,\"Good\",\"I\",\"SI1\",63.6,55,1995,5.62,5.58,3.56\n\"48595\",0.7,\"Fair\",\"H\",\"SI1\",61,66,1995,5.68,5.64,3.45\n\"48596\",0.7,\"Very Good\",\"H\",\"SI2\",63.1,55,1995,5.71,5.66,3.59\n\"48597\",0.7,\"Very Good\",\"I\",\"VS1\",63.3,55,1995,5.64,5.6,3.56\n\"48598\",0.7,\"Fair\",\"G\",\"SI1\",61.6,66,1995,5.62,5.57,3.45\n\"48599\",0.7,\"Fair\",\"I\",\"VS2\",64.4,55,1996,5.6,5.55,3.59\n\"48600\",0.55,\"Ideal\",\"E\",\"VS1\",61.2,54,1996,5.3,5.32,3.25\n\"48601\",0.6,\"Ideal\",\"D\",\"SI1\",62.2,56,1996,5.44,5.4,3.37\n\"48602\",0.6,\"Premium\",\"D\",\"SI1\",60.4,60,1996,5.48,5.44,3.3\n\"48603\",0.72,\"Ideal\",\"J\",\"VVS2\",61.6,56,1996,5.76,5.73,3.54\n\"48604\",0.63,\"Premium\",\"H\",\"VS1\",61.7,59,1996,5.53,5.49,3.4\n\"48605\",0.77,\"Premium\",\"G\",\"SI2\",61.2,58,1996,5.99,5.96,3.64\n\"48606\",0.7,\"Very Good\",\"J\",\"VS2\",63.2,57,1997,5.63,5.66,3.57\n\"48607\",1,\"Fair\",\"I\",\"I1\",66.9,57,1997,6.15,6.03,4.09\n\"48608\",0.57,\"Very Good\",\"D\",\"VS2\",61.4,56,1998,5.34,5.37,3.29\n\"48609\",0.57,\"Ideal\",\"D\",\"VS2\",61.8,56,1998,5.31,5.34,3.29\n\"48610\",0.7,\"Fair\",\"E\",\"SI2\",64.4,58,1998,5.58,5.51,3.57\n\"48611\",0.7,\"Fair\",\"E\",\"SI2\",65.3,56,1998,5.57,5.54,3.63\n\"48612\",0.51,\"Ideal\",\"F\",\"VVS2\",62.2,55,1998,5.12,5.11,3.18\n\"48613\",0.51,\"Ideal\",\"F\",\"VVS2\",61.9,56,1998,5.13,5.15,3.18\n\"48614\",0.51,\"Ideal\",\"F\",\"VVS2\",61.7,56,1998,5.12,5.15,3.17\n\"48615\",0.79,\"Premium\",\"H\",\"SI2\",61.6,58,1998,5.98,5.94,3.67\n\"48616\",0.75,\"Premium\",\"J\",\"VS1\",61.6,57,1998,5.88,5.84,3.61\n\"48617\",0.54,\"Ideal\",\"G\",\"SI1\",60,57,1999,5.31,5.36,3.2\n\"48618\",0.7,\"Fair\",\"G\",\"SI2\",61.5,66,1999,5.55,5.6,3.43\n\"48619\",0.7,\"Very Good\",\"H\",\"SI2\",61.5,63,1999,5.63,5.59,3.45\n\"48620\",0.7,\"Very Good\",\"I\",\"SI1\",63.5,59,1999,5.65,5.62,3.58\n\"48621\",0.7,\"Premium\",\"H\",\"SI2\",62.1,62,1999,5.67,5.63,3.51\n\"48622\",0.7,\"Good\",\"H\",\"SI2\",63.6,54,1999,5.67,5.62,3.59\n\"48623\",0.56,\"Premium\",\"G\",\"VS1\",61,60,1999,5.39,5.32,3.27\n\"48624\",0.59,\"Very Good\",\"F\",\"SI1\",63.4,54,2000,5.35,5.4,3.41\n\"48625\",0.7,\"Ideal\",\"J\",\"VS1\",62.8,56,2000,5.64,5.66,3.55\n\"48626\",0.7,\"Good\",\"E\",\"SI1\",64.4,58,2000,5.48,5.52,3.54\n\"48627\",0.7,\"Fair\",\"E\",\"SI1\",57.2,66,2000,5.76,5.74,3.29\n\"48628\",0.58,\"Very Good\",\"F\",\"VS1\",61.5,60,2001,5.32,5.38,3.29\n\"48629\",0.77,\"Very Good\",\"J\",\"SI2\",61.2,56,2001,5.91,5.96,3.63\n\"48630\",0.77,\"Very Good\",\"J\",\"SI2\",61.3,58,2001,5.84,5.91,3.6\n\"48631\",0.3,\"Fair\",\"D\",\"SI2\",64.6,54,536,4.29,4.25,2.76\n\"48632\",0.34,\"Premium\",\"J\",\"VS2\",62.3,60,536,4.49,4.46,2.79\n\"48633\",0.34,\"Good\",\"F\",\"SI2\",63.9,56,536,4.43,4.4,2.82\n\"48634\",0.3,\"Very Good\",\"G\",\"SI1\",63.2,55,536,4.29,4.26,2.7\n\"48635\",0.3,\"Good\",\"D\",\"SI2\",60.8,65,536,4.29,4.26,2.6\n\"48636\",0.37,\"Very Good\",\"H\",\"VS2\",61.2,54,537,4.62,4.7,2.85\n\"48637\",0.37,\"Ideal\",\"I\",\"VS2\",61.5,56,537,4.6,4.63,2.84\n\"48638\",0.34,\"Ideal\",\"F\",\"SI1\",61.1,56,537,4.52,4.55,2.77\n\"48639\",0.31,\"Premium\",\"I\",\"SI1\",62.3,58,537,4.38,4.35,2.72\n\"48640\",0.31,\"Premium\",\"I\",\"SI1\",60.1,59,537,4.41,4.38,2.64\n\"48641\",0.31,\"Premium\",\"I\",\"SI1\",59.6,58,537,4.44,4.39,2.63\n\"48642\",0.31,\"Premium\",\"I\",\"SI1\",62.8,60,537,4.31,4.29,2.7\n\"48643\",0.31,\"Ideal\",\"I\",\"SI1\",62.5,56,537,4.35,4.29,2.7\n\"48644\",0.31,\"Ideal\",\"I\",\"SI1\",62.2,56,537,4.37,4.34,2.71\n\"48645\",0.27,\"Ideal\",\"E\",\"VS2\",60.8,56,537,4.25,4.23,2.58\n\"48646\",0.31,\"Premium\",\"D\",\"SI1\",58.5,59,537,4.49,4.44,2.61\n\"48647\",0.23,\"Good\",\"G\",\"VVS2\",63.8,56,537,3.94,3.9,2.5\n\"48648\",0.34,\"Ideal\",\"H\",\"VS2\",61.7,57,537,4.46,4.48,2.76\n\"48649\",0.34,\"Premium\",\"I\",\"VS1\",61,60,537,4.48,4.51,2.74\n\"48650\",0.34,\"Good\",\"H\",\"VS2\",63.7,57,537,4.42,4.44,2.82\n\"48651\",0.34,\"Premium\",\"H\",\"VS2\",61.1,58,537,4.47,4.5,2.74\n\"48652\",0.36,\"Premium\",\"G\",\"SI1\",61.8,59,537,4.55,4.57,2.82\n\"48653\",0.36,\"Premium\",\"D\",\"SI2\",61.2,59,537,4.56,4.59,2.8\n\"48654\",0.36,\"Good\",\"G\",\"SI1\",63.3,56,537,4.5,4.53,2.86\n\"48655\",0.34,\"Premium\",\"H\",\"VS2\",61.7,60,537,4.47,4.51,2.77\n\"48656\",0.34,\"Very Good\",\"H\",\"VS2\",62.4,60,537,4.41,4.44,2.76\n\"48657\",0.34,\"Premium\",\"I\",\"VS1\",59.5,59,537,4.55,4.59,2.72\n\"48658\",0.34,\"Premium\",\"H\",\"VS2\",60.2,60,537,4.51,4.56,2.73\n\"48659\",0.34,\"Good\",\"H\",\"VS2\",63.1,56,537,4.41,4.46,2.8\n\"48660\",0.34,\"Good\",\"H\",\"VS2\",63.2,55,537,4.46,4.5,2.83\n\"48661\",0.72,\"Very Good\",\"G\",\"SI2\",63.4,57,2001,5.67,5.71,3.61\n\"48662\",0.73,\"Very Good\",\"H\",\"SI1\",62.2,57,2001,5.77,5.8,3.6\n\"48663\",0.55,\"Ideal\",\"E\",\"VS1\",61.2,57,2001,5.28,5.3,3.24\n\"48664\",0.55,\"Ideal\",\"E\",\"VS1\",62,56,2001,5.24,5.27,3.26\n\"48665\",0.53,\"Ideal\",\"G\",\"VVS1\",61.4,57,2001,5.18,5.21,3.19\n\"48666\",0.75,\"Ideal\",\"J\",\"VS2\",61.5,54,2001,5.87,5.9,3.62\n\"48667\",0.71,\"Ideal\",\"J\",\"SI1\",60.7,61,2001,5.72,5.77,3.49\n\"48668\",0.57,\"Premium\",\"D\",\"SI1\",62.6,56,2001,5.4,5.34,3.36\n\"48669\",0.61,\"Ideal\",\"F\",\"VS2\",62.4,55,2002,5.42,5.45,3.39\n\"48670\",0.71,\"Fair\",\"E\",\"SI2\",64.8,63,2002,5.63,5.51,3.61\n\"48671\",0.74,\"Premium\",\"E\",\"SI2\",62.2,57,2002,5.79,5.77,3.59\n\"48672\",0.5,\"Very Good\",\"F\",\"VVS2\",61.9,56,2003,5.09,5.12,3.16\n\"48673\",0.5,\"Very Good\",\"E\",\"VVS2\",60.9,59,2003,5.07,5.11,3.1\n\"48674\",0.74,\"Very Good\",\"J\",\"VS2\",60.8,58,2003,5.79,5.85,3.54\n\"48675\",0.71,\"Very Good\",\"I\",\"SI2\",60.4,59,2003,5.76,5.79,3.49\n\"48676\",0.54,\"Very Good\",\"D\",\"VS1\",62.1,59,2004,5.18,5.19,3.22\n\"48677\",0.56,\"Ideal\",\"G\",\"VVS2\",61.4,54,2004,5.33,5.35,3.28\n\"48678\",0.54,\"Ideal\",\"D\",\"VS1\",62.1,57,2004,5.19,5.22,3.23\n\"48679\",0.51,\"Ideal\",\"G\",\"VVS1\",62.6,57,2005,5.08,5.14,3.2\n\"48680\",0.51,\"Very Good\",\"G\",\"VVS1\",60.1,56,2005,5.16,5.35,3.16\n\"48681\",0.51,\"Ideal\",\"G\",\"VVS1\",62.3,55,2005,5.1,5.14,3.19\n\"48682\",0.53,\"Ideal\",\"G\",\"VVS1\",60.8,56,2005,5.22,5.24,3.18\n\"48683\",0.53,\"Ideal\",\"G\",\"VVS1\",61.8,56,2005,5.18,5.2,3.21\n\"48684\",0.53,\"Ideal\",\"G\",\"VVS1\",61.2,55,2005,5.19,5.23,3.19\n\"48685\",0.7,\"Premium\",\"J\",\"VS1\",60.9,58,2005,5.73,5.66,3.47\n\"48686\",0.77,\"Premium\",\"J\",\"VS1\",62.2,61,2005,5.85,5.82,3.63\n\"48687\",0.77,\"Fair\",\"J\",\"VS1\",61.2,66,2005,5.92,5.83,3.6\n\"48688\",0.77,\"Good\",\"E\",\"SI2\",64.1,56,2005,5.84,5.77,3.72\n\"48689\",0.71,\"Ideal\",\"H\",\"SI1\",60.8,57,2006,5.77,5.81,3.52\n\"48690\",0.72,\"Ideal\",\"J\",\"VS1\",62.7,57,2006,5.71,5.74,3.59\n\"48691\",0.71,\"Premium\",\"H\",\"SI1\",61,58,2006,5.73,5.77,3.51\n\"48692\",0.58,\"Ideal\",\"H\",\"VVS1\",61.6,56,2006,5.35,5.39,3.31\n\"48693\",0.76,\"Very Good\",\"D\",\"SI2\",59.1,63,2006,5.91,5.84,3.47\n\"48694\",0.67,\"Very Good\",\"D\",\"SI1\",60.2,60,2007,5.61,5.68,3.4\n\"48695\",0.71,\"Good\",\"I\",\"VS1\",64.2,57,2007,5.62,5.57,3.59\n\"48696\",0.54,\"Ideal\",\"G\",\"VVS1\",62.2,53.9,2007,5.22,5.25,3.26\n\"48697\",0.57,\"Very Good\",\"E\",\"VS1\",59.1,57,2008,5.43,5.5,3.23\n\"48698\",0.71,\"Very Good\",\"I\",\"SI1\",62.9,59,2008,5.66,5.7,3.57\n\"48699\",0.5,\"Good\",\"E\",\"VVS1\",58.3,62,2008,5.16,5.23,3.03\n\"48700\",0.65,\"Very Good\",\"G\",\"VS2\",63.2,57,2009,5.54,5.47,3.48\n\"48701\",0.54,\"Premium\",\"D\",\"VS2\",62.2,56,2009,5.27,5.21,3.26\n\"48702\",0.62,\"Premium\",\"F\",\"VS2\",62.3,60,2009,5.46,5.39,3.38\n\"48703\",0.56,\"Very Good\",\"G\",\"VVS2\",61.4,57,2010,5.26,5.32,3.25\n\"48704\",0.56,\"Very Good\",\"G\",\"VVS2\",61.6,56,2010,5.29,5.31,3.27\n\"48705\",0.6,\"Very Good\",\"D\",\"VS2\",63.7,56,2010,5.34,5.36,3.41\n\"48706\",0.7,\"Good\",\"I\",\"VS2\",57.1,61,2010,5.9,5.93,3.38\n\"48707\",0.56,\"Ideal\",\"E\",\"VS1\",61.1,56,2010,5.29,5.34,3.25\n\"48708\",0.7,\"Good\",\"I\",\"VS2\",63.6,58,2010,5.57,5.59,3.55\n\"48709\",0.7,\"Very Good\",\"G\",\"SI1\",61.7,57,2010,5.65,5.8,3.53\n\"48710\",0.56,\"Ideal\",\"E\",\"VS1\",61.8,55,2010,5.28,5.33,3.28\n\"48711\",0.7,\"Premium\",\"G\",\"SI1\",61.5,58,2010,5.69,5.76,3.52\n\"48712\",0.56,\"Ideal\",\"E\",\"VS1\",61.8,56,2010,5.28,5.33,3.28\n\"48713\",0.7,\"Premium\",\"H\",\"VS2\",61.7,59,2010,5.66,5.68,3.5\n\"48714\",0.67,\"Ideal\",\"G\",\"VS2\",62.5,56,2010,5.64,5.56,3.5\n\"48715\",0.52,\"Ideal\",\"D\",\"VS1\",61,56,2010,5.2,5.23,3.18\n\"48716\",0.77,\"Premium\",\"J\",\"SI1\",61.8,59,2010,5.86,5.82,3.61\n\"48717\",0.77,\"Very Good\",\"J\",\"SI1\",63.3,57,2010,5.84,5.79,3.68\n\"48718\",0.7,\"Ideal\",\"F\",\"SI2\",62.6,53,2011,5.72,5.69,3.57\n\"48719\",0.56,\"Premium\",\"D\",\"VS2\",61.5,58,2011,5.33,5.28,3.26\n\"48720\",0.63,\"Fair\",\"E\",\"VS2\",65.7,60,2011,5.41,5.31,3.52\n\"48721\",0.52,\"Premium\",\"G\",\"VVS2\",61.5,62,2012,5.17,5.14,3.17\n\"48722\",0.52,\"Ideal\",\"G\",\"VVS2\",60.8,57,2012,5.21,5.16,3.15\n\"48723\",0.52,\"Ideal\",\"G\",\"VVS2\",61.8,57,2012,5.19,5.14,3.19\n\"48724\",0.52,\"Premium\",\"G\",\"VVS2\",61.1,59,2012,5.2,5.15,3.16\n\"48725\",0.52,\"Ideal\",\"G\",\"VVS2\",62.4,55,2012,5.19,5.17,3.23\n\"48726\",0.52,\"Ideal\",\"G\",\"VVS2\",61.5,56,2012,5.2,5.18,3.19\n\"48727\",0.52,\"Ideal\",\"G\",\"VVS2\",61,56,2012,5.24,5.18,3.18\n\"48728\",0.52,\"Ideal\",\"G\",\"VVS2\",59.8,57,2012,5.26,5.24,3.14\n\"48729\",0.52,\"Ideal\",\"G\",\"VVS2\",62.1,56,2012,5.17,5.14,3.2\n\"48730\",0.52,\"Ideal\",\"G\",\"VVS2\",61.9,55,2012,5.16,5.14,3.19\n\"48731\",0.52,\"Ideal\",\"G\",\"VVS2\",61.7,56,2012,5.16,5.14,3.18\n\"48732\",0.52,\"Premium\",\"G\",\"VVS2\",61.2,59,2012,5.16,5.14,3.15\n\"48733\",0.52,\"Ideal\",\"G\",\"VVS2\",62.1,57,2012,5.17,5.13,3.2\n\"48734\",0.52,\"Ideal\",\"G\",\"VVS2\",62.3,55,2012,5.16,5.12,3.2\n\"48735\",0.52,\"Premium\",\"G\",\"VVS2\",61.8,59,2012,5.16,5.13,3.18\n\"48736\",0.78,\"Ideal\",\"I\",\"VS2\",62,56,2012,5.93,5.87,3.66\n\"48737\",0.78,\"Ideal\",\"H\",\"SI2\",61.9,54,2012,5.89,5.85,3.63\n\"48738\",0.5,\"Very Good\",\"F\",\"VVS2\",61,61,2013,5.09,5.11,3.11\n\"48739\",0.63,\"Ideal\",\"D\",\"VS2\",61.5,54,2013,5.54,5.58,3.42\n\"48740\",0.56,\"Premium\",\"G\",\"VS1\",59.9,60,2013,5.41,5.37,3.23\n\"48741\",0.72,\"Very Good\",\"G\",\"SI2\",62.1,59,2015,5.66,5.73,3.54\n\"48742\",0.53,\"Ideal\",\"G\",\"VVS1\",61.3,56,2015,5.22,5.26,3.21\n\"48743\",0.57,\"Good\",\"D\",\"VS2\",58.3,61,2015,5.42,5.45,3.17\n\"48744\",0.76,\"Good\",\"J\",\"VS1\",62.6,61.9,2015,5.7,5.75,3.58\n\"48745\",0.71,\"Good\",\"D\",\"SI2\",56.6,63,2015,5.9,5.76,3.3\n\"48746\",0.7,\"Premium\",\"G\",\"SI1\",59.9,58,2016,5.8,5.68,3.44\n\"48747\",0.56,\"Premium\",\"F\",\"SI1\",62.7,59,2016,5.27,5.22,3.29\n\"48748\",0.8,\"Premium\",\"J\",\"SI1\",58.4,59,2016,6.12,6.04,3.55\n\"48749\",0.54,\"Very Good\",\"D\",\"VS1\",63,54,2016,5.19,5.23,3.28\n\"48750\",0.55,\"Ideal\",\"G\",\"VVS2\",60.5,58,2016,5.3,5.34,3.22\n\"48751\",0.56,\"Ideal\",\"F\",\"VS1\",61.7,54,2016,5.34,5.3,3.28\n\"48752\",0.56,\"Ideal\",\"F\",\"VS1\",61.9,55,2016,5.36,5.32,3.3\n\"48753\",0.5,\"Ideal\",\"F\",\"VVS2\",59.9,58,2016,5.14,5.17,3.09\n\"48754\",0.76,\"Good\",\"I\",\"SI1\",64.1,59,2016,5.75,5.73,3.68\n\"48755\",0.7,\"Good\",\"G\",\"SI1\",64,55,2016,5.62,5.59,3.59\n\"48756\",0.7,\"Fair\",\"G\",\"SI1\",64.8,59,2016,5.65,5.56,3.63\n\"48757\",0.56,\"Ideal\",\"F\",\"VS1\",61.7,56,2016,5.32,5.28,3.27\n\"48758\",0.56,\"Ideal\",\"F\",\"VS1\",61.7,54,2016,5.32,5.28,3.27\n\"48759\",0.56,\"Ideal\",\"F\",\"VS1\",61.7,56,2016,5.33,5.3,3.28\n\"48760\",0.5,\"Premium\",\"F\",\"VVS2\",60.9,58,2016,5.13,5.09,3.11\n\"48761\",0.5,\"Ideal\",\"F\",\"VVS2\",62,56,2016,5.08,5.05,3.14\n\"48762\",0.56,\"Premium\",\"F\",\"VS1\",58.2,60,2016,5.41,5.38,3.14\n\"48763\",0.6,\"Premium\",\"E\",\"SI1\",59.6,59,2016,5.52,5.48,3.28\n\"48764\",0.66,\"Good\",\"F\",\"SI1\",60.4,60.1,2017,5.59,5.65,3.39\n\"48765\",1.01,\"Premium\",\"I\",\"I1\",59.2,57,2017,6.58,6.44,3.85\n\"48766\",0.7,\"Very Good\",\"H\",\"SI1\",59.2,59,2018,5.79,5.86,3.45\n\"48767\",0.5,\"Ideal\",\"F\",\"VVS1\",62,58,2018,5.06,5.07,3.14\n\"48768\",0.55,\"Ideal\",\"D\",\"SI1\",60.9,56,2018,5.31,5.34,3.24\n\"48769\",0.59,\"Ideal\",\"G\",\"VS1\",62.1,55,2018,5.4,5.35,3.34\n\"48770\",0.6,\"Ideal\",\"D\",\"VS2\",60.4,57,2019,5.49,5.53,3.33\n\"48771\",0.53,\"Ideal\",\"E\",\"VS1\",61.6,55.6,2019,5.19,5.24,3.22\n\"48772\",0.57,\"Premium\",\"D\",\"VS2\",60.8,59,2019,5.38,5.34,3.26\n\"48773\",0.72,\"Premium\",\"E\",\"SI2\",61.6,59,2019,5.83,5.68,3.55\n\"48774\",0.7,\"Very Good\",\"F\",\"SI2\",58.8,57,2020,5.85,5.89,3.45\n\"48775\",0.7,\"Premium\",\"H\",\"SI1\",62.3,58,2020,5.63,5.57,3.49\n\"48776\",0.7,\"Good\",\"F\",\"SI2\",58.1,61,2020,5.76,5.8,3.36\n\"48777\",0.55,\"Ideal\",\"D\",\"VS1\",61.5,56,2020,5.28,5.26,3.24\n\"48778\",0.51,\"Good\",\"E\",\"VVS1\",58.6,65,2020,5.32,5.24,3.1\n\"48779\",0.7,\"Premium\",\"H\",\"SI1\",62.2,59,2020,5.7,5.65,3.53\n\"48780\",0.7,\"Premium\",\"H\",\"SI1\",62.7,59,2020,5.68,5.63,3.55\n\"48781\",0.51,\"Premium\",\"E\",\"VS1\",58.2,58,2020,5.33,5.29,3.09\n\"48782\",0.58,\"Very Good\",\"G\",\"VVS2\",59.1,59.6,2021,5.39,5.42,3.19\n\"48783\",0.52,\"Very Good\",\"E\",\"VS1\",61.8,60,2021,5.14,5.18,3.19\n\"48784\",0.59,\"Very Good\",\"E\",\"VS1\",60,56,2021,5.46,5.5,3.29\n\"48785\",0.7,\"Very Good\",\"I\",\"SI1\",61.1,56,2021,5.74,5.75,3.51\n\"48786\",0.53,\"Ideal\",\"D\",\"SI1\",60.4,57,2021,5.28,5.31,3.2\n\"48787\",0.53,\"Ideal\",\"D\",\"SI1\",61.5,55,2021,5.19,5.22,3.2\n\"48788\",0.62,\"Very Good\",\"D\",\"VS2\",59,59,2022,5.59,5.66,3.32\n\"48789\",0.55,\"Ideal\",\"G\",\"VVS2\",61.9,56,2022,5.23,5.27,3.25\n\"48790\",0.55,\"Ideal\",\"G\",\"VVS2\",62,57,2022,5.22,5.26,3.25\n\"48791\",0.55,\"Ideal\",\"G\",\"VVS2\",62.5,56,2022,5.22,5.25,3.27\n\"48792\",0.72,\"Premium\",\"G\",\"SI2\",62.8,61,2022,5.68,5.59,3.54\n\"48793\",0.8,\"Premium\",\"J\",\"SI2\",60.2,59,2022,6.07,5.95,3.62\n\"48794\",0.83,\"Premium\",\"J\",\"SI1\",59.3,59,2022,6.17,6.1,3.64\n\"48795\",0.78,\"Premium\",\"J\",\"SI2\",60.6,58,2022,5.94,5.91,3.59\n\"48796\",0.73,\"Good\",\"F\",\"SI2\",63.4,55,2023,5.71,5.75,3.63\n\"48797\",0.7,\"Premium\",\"F\",\"SI1\",60.8,59,2023,5.73,5.71,3.48\n\"48798\",0.71,\"Ideal\",\"G\",\"SI2\",62.2,56,2023,5.7,5.74,3.56\n\"48799\",0.71,\"Ideal\",\"H\",\"SI2\",61.8,55,2024,5.75,5.7,3.54\n\"48800\",0.59,\"Ideal\",\"G\",\"VVS2\",61,57,2024,5.41,5.44,3.31\n\"48801\",0.7,\"Very Good\",\"I\",\"VS2\",60.7,59,2025,5.75,5.79,3.5\n\"48802\",0.61,\"Very Good\",\"E\",\"VS1\",59.6,63,2025,5.44,5.57,3.28\n\"48803\",0.55,\"Ideal\",\"G\",\"VS1\",62.2,54.3,2025,5.24,5.27,3.27\n\"48804\",0.51,\"Ideal\",\"F\",\"VVS2\",61.4,56,2025,5.16,5.17,3.17\n\"48805\",0.5,\"Ideal\",\"F\",\"VVS2\",62.2,54,2025,5.07,5.12,3.17\n\"48806\",0.5,\"Ideal\",\"F\",\"VVS2\",62,53.6,2025,5.09,5.13,3.18\n\"48807\",0.75,\"Ideal\",\"J\",\"VS2\",62.3,57,2025,5.84,5.81,3.63\n\"48808\",0.5,\"Ideal\",\"D\",\"VS1\",61.6,57,2025,5.13,5.09,3.15\n\"48809\",0.56,\"Ideal\",\"D\",\"VS1\",60.4,56,2026,5.36,5.33,3.23\n\"48810\",0.72,\"Very Good\",\"I\",\"SI1\",59.8,58,2026,5.84,5.87,3.5\n\"48811\",0.76,\"Ideal\",\"J\",\"VS2\",61.8,54,2026,5.87,5.91,3.64\n\"48812\",0.76,\"Ideal\",\"J\",\"VS2\",61.7,56,2026,5.85,5.88,3.62\n\"48813\",0.55,\"Ideal\",\"F\",\"VS2\",61.4,57,2026,5.26,5.3,3.24\n\"48814\",0.7,\"Good\",\"E\",\"SI2\",59.9,57,2026,5.75,5.8,3.46\n\"48815\",0.56,\"Ideal\",\"D\",\"VS1\",61.7,56,2026,5.33,5.3,3.28\n\"48816\",0.56,\"Very Good\",\"E\",\"VS1\",62,58.9,2027,5.25,5.29,3.27\n\"48817\",0.51,\"Ideal\",\"G\",\"VVS1\",61.4,55,2027,5.15,5.18,3.17\n\"48818\",0.51,\"Premium\",\"G\",\"VVS1\",62.4,58,2027,5.13,5.09,3.19\n\"48819\",0.51,\"Good\",\"G\",\"VVS1\",63.9,57,2027,5.08,5.06,3.24\n\"48820\",0.51,\"Premium\",\"G\",\"VVS1\",60.2,58,2027,5.24,5.2,3.14\n\"48821\",0.72,\"Very Good\",\"J\",\"VS2\",62.2,58,2028,5.68,5.73,3.55\n\"48822\",0.7,\"Very Good\",\"I\",\"SI1\",61.4,57,2028,5.72,5.75,3.52\n\"48823\",0.55,\"Ideal\",\"G\",\"VVS2\",61.4,56,2028,5.27,5.28,3.24\n\"48824\",0.7,\"Good\",\"E\",\"SI2\",62.9,56,2028,5.63,5.66,3.55\n\"48825\",0.71,\"Good\",\"I\",\"VS2\",64.2,58,2028,5.52,5.57,3.56\n\"48826\",0.7,\"Good\",\"I\",\"SI1\",58.2,61,2028,5.8,5.84,3.39\n\"48827\",0.71,\"Very Good\",\"I\",\"SI1\",60.4,63,2028,5.8,5.73,3.48\n\"48828\",0.71,\"Premium\",\"H\",\"SI2\",62.4,56,2028,5.7,5.64,3.54\n\"48829\",0.71,\"Good\",\"G\",\"VS2\",63.5,59,2029,5.63,5.67,3.59\n\"48830\",0.52,\"Ideal\",\"G\",\"VVS1\",62,55,2029,5.15,5.18,3.2\n\"48831\",0.7,\"Good\",\"H\",\"SI1\",63.3,60,2029,5.57,5.65,3.55\n\"48832\",0.61,\"Ideal\",\"D\",\"SI1\",62,55,2029,5.47,5.44,3.38\n\"48833\",0.53,\"Ideal\",\"F\",\"VVS2\",62.7,56,2030,5.16,6.2,3.25\n\"48834\",0.72,\"Premium\",\"F\",\"SI1\",59.3,60,2030,5.91,5.86,3.49\n\"48835\",0.54,\"Ideal\",\"G\",\"VVS1\",62,57,2030,5.25,5.21,3.24\n\"48836\",0.57,\"Ideal\",\"E\",\"VS1\",61.6,56.9,2030,5.29,5.36,3.28\n\"48837\",0.55,\"Premium\",\"E\",\"VS2\",62.3,60,2030,5.26,5.18,3.25\n\"48838\",0.55,\"Ideal\",\"D\",\"VS2\",61.4,57,2030,5.31,5.27,3.25\n\"48839\",0.55,\"Premium\",\"D\",\"VS2\",61.3,60,2030,5.29,5.28,3.24\n\"48840\",0.55,\"Ideal\",\"D\",\"VS2\",61.5,56,2030,5.28,5.25,3.24\n\"48841\",0.55,\"Ideal\",\"D\",\"VS2\",61.8,54,2030,5.29,5.26,3.26\n\"48842\",0.55,\"Ideal\",\"D\",\"VS2\",62.3,55,2030,5.29,5.24,3.28\n\"48843\",0.55,\"Ideal\",\"E\",\"VS2\",62.5,56,2030,5.26,5.23,3.28\n\"48844\",0.55,\"Premium\",\"E\",\"VS2\",61.1,58,2030,5.3,5.28,3.23\n\"48845\",0.73,\"Very Good\",\"J\",\"SI1\",60.1,62,2031,5.85,5.9,3.53\n\"48846\",0.53,\"Ideal\",\"H\",\"VS2\",61.4,56,2031,5.2,5.23,3.2\n\"48847\",0.71,\"Ideal\",\"G\",\"SI2\",61.8,56,2031,5.7,5.72,3.53\n\"48848\",0.81,\"Fair\",\"F\",\"SI2\",65.7,57,2031,5.8,5.75,3.79\n\"48849\",0.63,\"Very Good\",\"F\",\"VS2\",63,56.2,2032,5.38,5.48,3.42\n\"48850\",0.73,\"Fair\",\"G\",\"SI1\",65.5,56,2032,5.68,5.62,3.7\n\"48851\",0.56,\"Ideal\",\"E\",\"VS1\",61.3,55,2032,5.32,5.29,3.25\n\"48852\",0.56,\"Premium\",\"E\",\"VS1\",62.6,58,2032,5.28,5.23,3.29\n\"48853\",0.7,\"Good\",\"E\",\"SI2\",63.6,65,2032,5.67,5.55,3.57\n\"48854\",0.82,\"Good\",\"J\",\"SI1\",57.5,62,2033,6.2,6.25,3.58\n\"48855\",0.82,\"Good\",\"J\",\"SI1\",57.4,59,2033,6.19,6.25,3.57\n\"48856\",0.5,\"Ideal\",\"D\",\"VS1\",62.3,54.3,2033,5.05,5.12,3.17\n\"48857\",0.5,\"Ideal\",\"D\",\"VS1\",62.4,53.7,2033,5.08,5.12,3.18\n\"48858\",0.5,\"Ideal\",\"D\",\"VS1\",62.2,54.4,2033,5.07,5.11,3.16\n\"48859\",0.7,\"Very Good\",\"I\",\"VS2\",64.2,55,2034,5.57,5.61,3.59\n\"48860\",0.59,\"Very Good\",\"F\",\"VS1\",61.7,59,2034,5.35,5.38,3.31\n\"48861\",0.7,\"Good\",\"I\",\"SI1\",64.3,57,2034,5.59,5.63,3.61\n\"48862\",0.7,\"Good\",\"I\",\"SI1\",63.6,61,2034,5.59,5.63,3.57\n\"48863\",0.7,\"Very Good\",\"H\",\"SI2\",59.9,57,2034,5.74,5.77,3.45\n\"48864\",0.7,\"Good\",\"I\",\"SI1\",63.8,57,2034,5.63,5.66,3.6\n\"48865\",0.7,\"Very Good\",\"H\",\"SI2\",62.8,59,2034,5.62,5.65,3.54\n\"48866\",0.71,\"Ideal\",\"J\",\"VS1\",61.9,55,2034,5.75,5.69,3.54\n\"48867\",0.5,\"Ideal\",\"E\",\"VS1\",61.1,58,2034,5.12,5.08,3.11\n\"48868\",0.52,\"Very Good\",\"F\",\"VVS2\",62.9,57,2035,5.11,5.13,3.22\n\"48869\",0.78,\"Very Good\",\"J\",\"SI1\",59.4,62,2035,6.01,6.05,3.58\n\"48870\",0.78,\"Good\",\"J\",\"SI1\",58,62,2035,6.01,6.05,3.5\n\"48871\",0.7,\"Fair\",\"F\",\"SI2\",64.9,58,2035,5.46,5.59,3.59\n\"48872\",0.51,\"Premium\",\"G\",\"VVS2\",60.9,61,2035,5.17,5.11,3.13\n\"48873\",1,\"Fair\",\"I\",\"I1\",64.5,58,2035,6.33,6.1,4.01\n\"48874\",0.61,\"Very Good\",\"E\",\"VS2\",60,57,2036,5.52,5.55,3.32\n\"48875\",0.71,\"Very Good\",\"F\",\"SI2\",60.9,56,2036,5.8,5.83,3.54\n\"48876\",0.71,\"Very Good\",\"F\",\"SI2\",63.3,56,2036,5.68,5.73,3.61\n\"48877\",0.58,\"Premium\",\"F\",\"VS2\",61.9,57,2036,5.47,5.36,3.35\n\"48878\",0.76,\"Very Good\",\"J\",\"VS1\",59.3,63,2036,6.12,5.93,3.55\n\"48879\",1.01,\"Fair\",\"E\",\"I1\",64.5,54,2036,6.31,6.22,4.03\n\"48880\",0.56,\"Very 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Good\",\"G\",\"SI1\",62.5,60,2042,5.64,5.68,3.54\n\"48922\",0.7,\"Very Good\",\"H\",\"VS2\",61.8,58,2042,5.66,5.73,3.52\n\"48923\",0.7,\"Premium\",\"G\",\"SI1\",59.1,59,2042,5.77,5.83,3.43\n\"48924\",0.7,\"Premium\",\"G\",\"SI1\",61.2,60,2042,5.7,5.74,3.5\n\"48925\",0.7,\"Very Good\",\"G\",\"SI1\",60.6,57,2042,5.73,5.79,3.49\n\"48926\",0.7,\"Very Good\",\"G\",\"SI1\",61.9,56,2042,5.68,5.73,3.53\n\"48927\",0.74,\"Very Good\",\"F\",\"SI2\",63.2,58,2042,5.75,5.71,3.62\n\"48928\",0.55,\"Ideal\",\"G\",\"VVS1\",62,55,2042,5.25,5.27,3.26\n\"48929\",0.74,\"Premium\",\"F\",\"SI1\",58.8,61,2042,5.88,5.82,3.44\n\"48930\",0.74,\"Premium\",\"E\",\"SI1\",61.4,57,2042,5.83,5.79,3.57\n\"48931\",0.74,\"Premium\",\"I\",\"SI2\",59.8,58,2042,5.93,5.88,3.53\n\"48932\",0.53,\"Very 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Good\",\"H\",\"SI1\",62.9,56,2048,5.64,5.68,3.56\n\"48959\",0.79,\"Good\",\"J\",\"VS2\",57.6,59,2048,6.13,6.06,3.51\n\"48960\",0.61,\"Ideal\",\"I\",\"VVS1\",61.9,56,2048,5.41,5.45,3.36\n\"48961\",0.36,\"Ideal\",\"D\",\"SI2\",62,56,537,4.56,4.6,2.84\n\"48962\",0.36,\"Very Good\",\"G\",\"SI1\",62,59,537,4.53,4.56,2.82\n\"48963\",0.34,\"Premium\",\"H\",\"VS2\",61.3,60,537,4.47,4.53,2.76\n\"48964\",0.34,\"Premium\",\"H\",\"VS2\",59,59,537,4.55,4.61,2.7\n\"48965\",0.36,\"Very Good\",\"G\",\"SI1\",61.8,60,537,4.53,4.57,2.81\n\"48966\",0.34,\"Very Good\",\"H\",\"VS2\",61.9,56,537,4.46,4.49,2.77\n\"48967\",0.34,\"Ideal\",\"H\",\"VS2\",62.2,56,537,4.48,4.53,2.8\n\"48968\",0.34,\"Ideal\",\"H\",\"VS2\",62.6,54,537,4.45,4.5,2.8\n\"48969\",0.34,\"Ideal\",\"H\",\"VS2\",61.5,54,537,4.5,4.54,2.78\n\"48970\",0.34,\"Very 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Good\",\"J\",\"I1\",63.1,57,2048,6.12,6.06,3.84\n\"48997\",0.71,\"Premium\",\"H\",\"SI1\",62.3,61,2049,5.65,5.61,3.51\n\"48998\",0.59,\"Ideal\",\"I\",\"VVS1\",61.2,56,2049,5.42,5.46,3.33\n\"48999\",0.71,\"Fair\",\"H\",\"SI1\",65.1,55,2049,5.69,5.65,3.69\n\"49000\",0.72,\"Very Good\",\"G\",\"SI2\",59.7,56,2050,5.83,5.89,3.5\n\"49001\",0.73,\"Fair\",\"G\",\"SI2\",64.7,60,2050,5.68,5.64,3.66\n\"49002\",0.67,\"Premium\",\"G\",\"VS2\",61,57,2050,5.68,5.63,3.45\n\"49003\",0.67,\"Premium\",\"G\",\"VS2\",61,61,2050,5.66,5.61,3.44\n\"49004\",0.74,\"Premium\",\"I\",\"SI2\",61,60,2051,5.8,5.75,3.52\n\"49005\",0.51,\"Very Good\",\"F\",\"VVS2\",62.7,56,2051,5.11,5.13,3.21\n\"49006\",0.53,\"Ideal\",\"G\",\"VVS2\",60.4,56,2051,5.29,5.24,3.18\n\"49007\",0.53,\"Ideal\",\"G\",\"VVS2\",61.7,56,2051,5.23,5.2,3.22\n\"49008\",0.53,\"Ideal\",\"G\",\"VVS2\",61.4,57,2051,5.26,5.19,3.21\n\"49009\",0.53,\"Ideal\",\"G\",\"VVS2\",62.2,54,2051,5.22,5.17,3.23\n\"49010\",0.7,\"Fair\",\"H\",\"SI1\",64.7,58,2051,5.59,5.54,3.6\n\"49011\",0.57,\"Premium\",\"F\",\"SI1\",62.1,59,2052,5.31,5.28,3.29\n\"49012\",0.71,\"Very Good\",\"I\",\"VS2\",62.3,58,2052,5.68,5.72,3.55\n\"49013\",0.62,\"Ideal\",\"H\",\"VVS2\",62,56,2052,5.46,5.48,3.39\n\"49014\",0.5,\"Very Good\",\"F\",\"VVS2\",61.8,56,2052,5.11,5.15,3.17\n\"49015\",0.5,\"Ideal\",\"F\",\"VVS2\",62,55,2052,5.1,5.12,3.17\n\"49016\",0.5,\"Premium\",\"F\",\"VVS2\",61.9,58,2052,5.07,5.1,3.15\n\"49017\",0.5,\"Very 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Good\",\"I\",\"VS2\",62.4,63,2054,5.8,5.84,3.63\n\"49032\",0.51,\"Ideal\",\"F\",\"VVS2\",60.4,56,2054,5.18,5.22,3.14\n\"49033\",0.73,\"Ideal\",\"J\",\"VS2\",62.8,55,2054,5.69,5.72,3.58\n\"49034\",0.55,\"Ideal\",\"D\",\"VS1\",61.4,57,2054,5.26,5.29,3.24\n\"49035\",0.7,\"Ideal\",\"I\",\"SI1\",61.9,58,2054,5.67,5.7,3.52\n\"49036\",0.62,\"Ideal\",\"E\",\"SI1\",61.7,54,2054,5.53,5.49,3.4\n\"49037\",0.71,\"Very Good\",\"H\",\"SI2\",63.3,58,2055,5.65,5.69,3.59\n\"49038\",0.52,\"Ideal\",\"G\",\"IF\",61.5,56,2055,5.16,5.21,3.19\n\"49039\",0.56,\"Ideal\",\"G\",\"VVS1\",62.3,55,2055,5.25,5.31,3.29\n\"49040\",0.66,\"Good\",\"G\",\"VS1\",59,62,2055,5.66,5.72,3.35\n\"49041\",0.71,\"Fair\",\"G\",\"SI2\",64.8,58,2055,5.6,5.57,3.62\n\"49042\",0.5,\"Premium\",\"E\",\"VS1\",61.9,59,2055,5.1,5.08,3.15\n\"49043\",0.51,\"Very 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Good\",\"G\",\"SI1\",60.7,58,2074,5.7,5.73,3.47\n\"49172\",0.7,\"Very 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Good\",\"H\",\"SI1\",62.4,58,2076,5.67,5.7,3.55\n\"49192\",0.71,\"Very Good\",\"H\",\"SI1\",61.4,58,2076,5.72,5.78,3.53\n\"49193\",0.71,\"Very Good\",\"H\",\"SI1\",61.2,56,2076,5.69,5.72,3.49\n\"49194\",0.61,\"Good\",\"F\",\"VS1\",61.9,60,2076,5.39,5.41,3.34\n\"49195\",0.7,\"Very Good\",\"H\",\"SI2\",60,60,2077,5.76,5.8,3.47\n\"49196\",0.55,\"Ideal\",\"G\",\"VVS1\",61.2,56,2077,5.27,5.3,3.24\n\"49197\",0.55,\"Ideal\",\"G\",\"VVS1\",60,56,2077,5.35,5.39,3.21\n\"49198\",0.58,\"Very Good\",\"G\",\"VVS2\",62,57,2078,5.33,5.34,3.31\n\"49199\",0.59,\"Ideal\",\"D\",\"VS2\",61.7,56,2078,5.39,5.41,3.33\n\"49200\",0.52,\"Very Good\",\"F\",\"VVS2\",61.5,57,2079,5.18,5.22,3.19\n\"49201\",0.72,\"Very Good\",\"G\",\"SI2\",62.5,56,2079,5.68,5.71,3.56\n\"49202\",0.6,\"Ideal\",\"E\",\"VS2\",61.2,56,2079,5.44,5.45,3.33\n\"49203\",0.55,\"Ideal\",\"E\",\"VS1\",61.9,55,2079,5.3,5.24,3.25\n\"49204\",0.7,\"Ideal\",\"I\",\"SI2\",62.1,57,2079,5.66,5.71,3.53\n\"49205\",0.72,\"Ideal\",\"G\",\"SI2\",62.1,54,2079,5.77,5.82,3.6\n\"49206\",0.72,\"Ideal\",\"G\",\"SI2\",62.5,57,2079,5.71,5.75,3.58\n\"49207\",0.66,\"Ideal\",\"D\",\"SI1\",62.7,55,2079,5.56,5.61,3.5\n\"49208\",0.52,\"Fair\",\"E\",\"VVS2\",57.2,64,2079,5.27,5.36,3.04\n\"49209\",0.55,\"Ideal\",\"E\",\"VS1\",62.2,55,2079,5.26,5.22,3.26\n\"49210\",0.55,\"Ideal\",\"E\",\"VS1\",61.7,55,2079,5.29,5.27,3.26\n\"49211\",0.55,\"Ideal\",\"E\",\"VS1\",61.1,55,2079,5.33,5.3,3.25\n\"49212\",0.7,\"Good\",\"E\",\"SI1\",59.8,64,2079,5.75,5.69,3.42\n\"49213\",0.55,\"Ideal\",\"D\",\"VS2\",58.5,58,2079,5.42,5.39,3.16\n\"49214\",0.55,\"Ideal\",\"F\",\"VS1\",61.2,56,2079,5.33,5.28,3.25\n\"49215\",0.67,\"Very 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Good\",\"E\",\"VVS1\",61.8,59,539,4.11,4.14,2.55\n\"49292\",0.33,\"Ideal\",\"H\",\"VS2\",61.8,54,539,4.45,4.48,2.76\n\"49293\",0.33,\"Ideal\",\"H\",\"VS2\",60.6,56,539,4.51,4.54,2.74\n\"49294\",0.33,\"Ideal\",\"H\",\"VS2\",61.1,56,539,4.5,4.54,2.76\n\"49295\",0.33,\"Ideal\",\"H\",\"VS2\",61,55,539,4.49,4.52,2.75\n\"49296\",0.3,\"Ideal\",\"H\",\"VS1\",62.3,55.1,539,4.29,4.32,2.68\n\"49297\",0.3,\"Ideal\",\"H\",\"VS1\",62.2,54,539,4.29,4.33,2.68\n\"49298\",0.39,\"Ideal\",\"J\",\"SI1\",62.6,53,539,4.68,4.71,2.94\n\"49299\",0.41,\"Good\",\"I\",\"SI2\",63.5,57,539,4.7,4.72,2.99\n\"49300\",0.41,\"Premium\",\"I\",\"SI2\",61.6,59,539,4.76,4.79,2.94\n\"49301\",0.31,\"Good\",\"H\",\"VS1\",64,59,539,4.25,4.28,2.73\n\"49302\",0.32,\"Very Good\",\"G\",\"SI1\",62,58.5,540,4.36,4.41,2.72\n\"49303\",0.32,\"Ideal\",\"I\",\"VVS2\",61.7,56,540,4.4,4.42,2.72\n\"49304\",0.24,\"Ideal\",\"F\",\"VVS2\",61.4,59,540,4,4.05,2.47\n\"49305\",0.24,\"Ideal\",\"F\",\"VVS2\",61.5,56,540,3.99,4.01,2.46\n\"49306\",0.35,\"Ideal\",\"J\",\"VVS1\",62.1,53,540,4.53,4.55,2.82\n\"49307\",0.3,\"Ideal\",\"I\",\"VVS1\",62.1,57,540,4.29,4.34,2.68\n\"49308\",0.3,\"Ideal\",\"I\",\"VVS1\",61.8,54,540,4.32,4.35,2.68\n\"49309\",0.3,\"Ideal\",\"I\",\"VVS1\",62.1,54,540,4.29,4.31,2.67\n\"49310\",0.4,\"Ideal\",\"H\",\"SI2\",62.6,55,540,4.7,4.72,2.95\n\"49311\",0.4,\"Ideal\",\"H\",\"SI2\",62.2,55,540,4.75,4.77,2.96\n\"49312\",0.34,\"Ideal\",\"G\",\"SI1\",61.9,55,540,4.5,4.52,2.79\n\"49313\",0.34,\"Ideal\",\"G\",\"SI1\",61.5,55,540,4.49,4.52,2.77\n\"49314\",0.34,\"Ideal\",\"G\",\"SI1\",61.8,54,540,4.48,4.51,2.78\n\"49315\",0.3,\"Good\",\"G\",\"VVS2\",57.9,61,540,4.4,4.42,2.56\n\"49316\",0.32,\"Ideal\",\"G\",\"SI2\",63,56,540,4.35,4.32,2.73\n\"49317\",0.32,\"Premium\",\"G\",\"SI2\",61.6,59,540,4.38,4.35,2.69\n\"49318\",0.32,\"Premium\",\"G\",\"SI2\",62.4,59,540,4.4,4.35,2.73\n\"49319\",0.32,\"Ideal\",\"G\",\"SI2\",62.5,55,540,4.4,4.37,2.74\n\"49320\",0.32,\"Very 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Good\",\"H\",\"SI2\",63.4,55,2094,5.59,5.64,3.56\n\"49334\",0.79,\"Good\",\"I\",\"SI1\",63.9,55,2095,5.85,5.8,3.72\n\"49335\",0.7,\"Very Good\",\"G\",\"SI1\",62.2,58,2095,5.63,5.66,3.51\n\"49336\",0.57,\"Ideal\",\"G\",\"VVS2\",60.7,55,2095,5.34,5.36,3.25\n\"49337\",0.57,\"Ideal\",\"G\",\"VVS2\",61.7,56,2095,5.3,5.33,3.28\n\"49338\",0.57,\"Ideal\",\"G\",\"VVS2\",61.7,54,2095,5.32,5.41,3.31\n\"49339\",0.79,\"Very Good\",\"I\",\"SI1\",63.3,57,2095,5.86,5.83,3.7\n\"49340\",0.81,\"Very Good\",\"G\",\"SI2\",63.2,60,2095,5.82,5.79,3.67\n\"49341\",0.58,\"Premium\",\"G\",\"VVS2\",59.7,59,2095,5.45,5.4,3.24\n\"49342\",0.71,\"Good\",\"H\",\"SI1\",63.5,57,2096,5.63,5.67,3.59\n\"49343\",0.71,\"Good\",\"H\",\"SI1\",63.1,57,2096,5.61,5.65,3.55\n\"49344\",0.71,\"Good\",\"H\",\"SI1\",63.5,57,2096,5.64,5.67,3.59\n\"49345\",0.71,\"Very Good\",\"H\",\"SI1\",62.5,60,2096,5.68,5.75,3.57\n\"49346\",0.71,\"Premium\",\"H\",\"SI1\",62.1,58,2096,5.72,5.75,3.56\n\"49347\",0.61,\"Very Good\",\"D\",\"VS1\",62.4,57,2096,5.44,5.46,3.4\n\"49348\",0.71,\"Premium\",\"E\",\"SI2\",60.4,61,2096,5.79,5.77,3.49\n\"49349\",0.57,\"Ideal\",\"F\",\"VS2\",60.7,56,2096,5.37,5.41,3.27\n\"49350\",0.7,\"Ideal\",\"J\",\"SI1\",60.3,57,2096,5.75,5.79,3.48\n\"49351\",0.7,\"Ideal\",\"J\",\"SI1\",61,56,2096,5.69,5.82,3.51\n\"49352\",0.54,\"Ideal\",\"H\",\"IF\",60.9,57,2096,5.26,5.31,3.22\n\"49353\",0.51,\"Ideal\",\"G\",\"IF\",62.4,54,2096,5.12,5.17,3.21\n\"49354\",0.56,\"Ideal\",\"F\",\"VS1\",62.1,56,2097,5.32,5.28,3.29\n\"49355\",0.71,\"Very Good\",\"F\",\"SI2\",59,58,2098,5.84,5.89,3.46\n\"49356\",0.71,\"Very Good\",\"F\",\"SI2\",63.6,56,2098,5.58,5.67,3.58\n\"49357\",0.71,\"Very Good\",\"I\",\"SI1\",62,56,2098,5.69,5.72,3.54\n\"49358\",0.51,\"Ideal\",\"F\",\"VVS2\",61.8,56,2098,5.13,5.16,3.18\n\"49359\",0.51,\"Ideal\",\"F\",\"VVS2\",61.7,56,2098,5.14,5.16,3.18\n\"49360\",0.51,\"Ideal\",\"F\",\"VVS2\",61.9,56,2098,5.09,5.14,3.16\n\"49361\",0.55,\"Ideal\",\"I\",\"IF\",60.1,56,2098,5.33,5.38,3.22\n\"49362\",0.73,\"Good\",\"J\",\"VS2\",60.8,63,2098,5.67,5.78,3.48\n\"49363\",1,\"Good\",\"F\",\"I1\",63.9,59,2098,6.27,6.2,3.99\n\"49364\",0.53,\"Premium\",\"E\",\"SI1\",61.8,60,2099,5.21,5.18,3.21\n\"49365\",0.72,\"Ideal\",\"J\",\"VS2\",61.4,57,2099,5.76,5.8,3.55\n\"49366\",0.6,\"Ideal\",\"F\",\"VS2\",60.9,55,2099,5.49,5.51,3.34\n\"49367\",0.57,\"Ideal\",\"D\",\"VS2\",61.7,56,2099,5.3,5.37,3.29\n\"49368\",0.7,\"Ideal\",\"E\",\"SI2\",62.9,56,2100,5.66,5.6,3.54\n\"49369\",0.7,\"Very Good\",\"F\",\"SI1\",63.2,56,2100,5.61,5.5,3.51\n\"49370\",0.56,\"Very Good\",\"E\",\"VVS2\",62.6,57,2100,5.25,5.23,3.28\n\"49371\",0.7,\"Very Good\",\"F\",\"SI2\",61.2,57,2100,5.67,5.74,3.49\n\"49372\",0.5,\"Ideal\",\"D\",\"VVS2\",60.4,54,2100,5.17,5.23,3.14\n\"49373\",0.81,\"Ideal\",\"J\",\"SI2\",62.2,57,2100,5.95,5.92,3.69\n\"49374\",0.7,\"Good\",\"F\",\"SI2\",59,57,2100,5.8,5.83,3.43\n\"49375\",0.54,\"Premium\",\"D\",\"VS1\",61.1,58,2100,5.3,5.24,3.22\n\"49376\",0.7,\"Fair\",\"H\",\"VS1\",62,73,2100,5.65,5.54,3.47\n\"49377\",0.7,\"Premium\",\"G\",\"SI2\",61.3,58,2100,5.75,5.67,3.5\n\"49378\",0.5,\"Ideal\",\"E\",\"VS2\",60.5,56,2100,5.18,5.16,3.13\n\"49379\",0.73,\"Very Good\",\"J\",\"VS2\",62.7,57,2101,5.71,5.74,3.59\n\"49380\",0.73,\"Ideal\",\"J\",\"VS2\",62.3,55,2101,5.74,5.78,3.59\n\"49381\",0.66,\"Good\",\"G\",\"VS2\",58.1,59.9,2101,5.68,5.72,3.31\n\"49382\",0.55,\"Very Good\",\"F\",\"VVS2\",63.1,56,2102,5.19,5.23,3.29\n\"49383\",0.51,\"Very Good\",\"G\",\"IF\",62.6,56,2102,5.09,5.13,3.2\n\"49384\",0.48,\"Ideal\",\"E\",\"VVS2\",60.7,56,2102,5.04,5.08,3.07\n\"49385\",0.75,\"Fair\",\"F\",\"SI2\",65.1,57,2102,5.7,5.66,3.7\n\"49386\",0.62,\"Premium\",\"E\",\"VS2\",60,59,2102,5.58,5.56,3.34\n\"49387\",0.73,\"Premium\",\"H\",\"SI2\",61.2,58,2102,5.84,5.8,3.56\n\"49388\",0.71,\"Fair\",\"F\",\"SI2\",65.2,55.5,2103,5.52,5.58,3.62\n\"49389\",0.57,\"Ideal\",\"D\",\"VS2\",61.8,56,2103,5.34,5.31,3.29\n\"49390\",0.57,\"Ideal\",\"D\",\"VS2\",61.4,56,2103,5.37,5.34,3.29\n\"49391\",0.59,\"Ideal\",\"D\",\"VS2\",61.9,56,2103,5.39,5.34,3.32\n\"49392\",0.7,\"Very Good\",\"D\",\"SI2\",63.7,58,2104,5.56,5.62,3.56\n\"49393\",0.71,\"Very Good\",\"G\",\"SI1\",62.3,57,2104,5.7,5.76,3.57\n\"49394\",0.71,\"Good\",\"I\",\"VS1\",63.8,53,2104,5.7,5.64,3.62\n\"49395\",0.71,\"Fair\",\"I\",\"VS1\",64.5,56,2104,5.61,5.56,3.6\n\"49396\",0.75,\"Ideal\",\"J\",\"VS2\",61.2,56,2104,5.86,5.9,3.6\n\"49397\",0.5,\"Ideal\",\"G\",\"IF\",61.5,56,2104,5.11,5.14,3.15\n\"49398\",0.71,\"Premium\",\"I\",\"VS1\",61.9,58,2104,5.76,5.71,3.55\n\"49399\",0.5,\"Very Good\",\"E\",\"VVS2\",62.6,59,2105,5.02,5.05,3.15\n\"49400\",0.5,\"Very Good\",\"E\",\"VVS2\",61.5,59,2105,5.08,5.1,3.13\n\"49401\",0.5,\"Very Good\",\"E\",\"VVS2\",62,55,2105,5.08,5.11,3.16\n\"49402\",0.6,\"Premium\",\"G\",\"VVS2\",59.7,60,2105,5.55,5.5,3.3\n\"49403\",0.6,\"Ideal\",\"G\",\"VS1\",61.3,57,2105,5.4,5.47,3.33\n\"49404\",0.52,\"Ideal\",\"E\",\"VS1\",61.9,55,2105,5.16,5.18,3.2\n\"49405\",0.58,\"Premium\",\"E\",\"VS1\",60.7,58,2105,5.41,5.36,3.27\n\"49406\",0.5,\"Very Good\",\"E\",\"VVS2\",59.1,61,2106,5.19,5.23,3.08\n\"49407\",0.75,\"Very Good\",\"H\",\"SI2\",60.4,60,2106,5.89,5.93,3.57\n\"49408\",0.7,\"Very Good\",\"H\",\"SI1\",63.5,57,2106,5.59,5.66,3.59\n\"49409\",0.74,\"Ideal\",\"J\",\"VVS2\",61.7,55,2106,5.83,5.87,3.61\n\"49410\",0.7,\"Very Good\",\"G\",\"SI1\",61.8,56,2106,5.7,5.76,3.54\n\"49411\",0.7,\"Premium\",\"G\",\"SI1\",62.2,58,2106,5.69,5.76,3.56\n\"49412\",0.7,\"Very Good\",\"G\",\"SI1\",62.5,57,2106,5.63,5.7,3.54\n\"49413\",0.7,\"Very Good\",\"I\",\"VVS2\",58.6,60,2106,5.79,5.91,3.43\n\"49414\",0.7,\"Very Good\",\"G\",\"SI1\",62.1,58,2106,5.66,5.7,3.53\n\"49415\",0.7,\"Very Good\",\"H\",\"VS2\",62.1,55,2106,5.66,5.71,3.53\n\"49416\",0.63,\"Ideal\",\"D\",\"VS2\",61.1,55,2106,5.6,5.56,3.41\n\"49417\",0.6,\"Premium\",\"D\",\"SI1\",62.8,61,2106,5.41,5.33,3.37\n\"49418\",0.53,\"Ideal\",\"G\",\"VVS1\",61.4,57,2106,5.21,5.18,3.19\n\"49419\",0.65,\"Ideal\",\"H\",\"VS1\",61.8,55,2106,5.6,5.56,3.45\n\"49420\",0.55,\"Ideal\",\"E\",\"VS1\",62,56,2107,5.27,5.24,3.26\n\"49421\",0.55,\"Ideal\",\"E\",\"VS1\",61.2,57,2107,5.3,5.28,3.24\n\"49422\",0.77,\"Ideal\",\"F\",\"SI2\",62,56,2107,5.92,5.86,3.65\n\"49423\",0.71,\"Very Good\",\"G\",\"SI2\",63.2,59,2107,5.6,5.64,3.55\n\"49424\",0.7,\"Very Good\",\"H\",\"SI1\",62.2,56,2107,5.64,5.67,3.52\n\"49425\",0.7,\"Very Good\",\"H\",\"SI1\",61.5,57,2107,5.64,5.68,3.48\n\"49426\",0.7,\"Very Good\",\"H\",\"SI1\",61,58,2107,5.67,5.7,3.47\n\"49427\",0.7,\"Very Good\",\"H\",\"SI1\",62.7,56,2107,5.6,5.62,3.52\n\"49428\",0.7,\"Premium\",\"F\",\"SI2\",61.9,62,2107,5.69,5.66,3.51\n\"49429\",0.7,\"Premium\",\"F\",\"SI2\",61.7,62,2107,5.69,5.65,3.5\n\"49430\",0.7,\"Ideal\",\"J\",\"VS1\",61.4,55,2107,5.72,5.75,3.53\n\"49431\",0.7,\"Ideal\",\"H\",\"SI1\",61.1,58,2107,5.69,5.7,3.48\n\"49432\",0.7,\"Ideal\",\"H\",\"SI1\",61.9,57,2107,5.66,5.69,3.51\n\"49433\",0.73,\"Premium\",\"H\",\"SI1\",62.2,57,2107,5.8,5.77,3.6\n\"49434\",0.61,\"Ideal\",\"F\",\"VS2\",62.4,55,2108,5.45,5.42,3.39\n\"49435\",1.01,\"Very Good\",\"G\",\"I1\",63.1,60,2108,6.42,6.25,3.99\n\"49436\",0.72,\"Very Good\",\"I\",\"VS2\",61.8,60,2109,5.72,5.76,3.55\n\"49437\",0.54,\"Ideal\",\"F\",\"VVS2\",61,57,2109,5.26,5.3,3.22\n\"49438\",0.6,\"Ideal\",\"G\",\"VS1\",60.2,57,2109,5.49,5.54,3.32\n\"49439\",0.7,\"Good\",\"F\",\"SI2\",60.6,61,2109,5.71,5.77,3.48\n\"49440\",0.7,\"Good\",\"F\",\"SI2\",61.6,61,2109,5.66,5.68,3.49\n\"49441\",0.74,\"Premium\",\"G\",\"SI2\",62.8,57,2109,5.77,5.73,3.61\n\"49442\",0.57,\"Ideal\",\"E\",\"VS1\",61.3,57,2110,5.34,5.37,3.28\n\"49443\",0.7,\"Ideal\",\"H\",\"SI2\",62.1,55,2110,5.69,5.72,3.54\n\"49444\",0.7,\"Ideal\",\"H\",\"SI2\",61.6,54,2110,5.71,5.75,3.53\n\"49445\",0.7,\"Ideal\",\"I\",\"SI1\",61.6,53,2110,5.73,5.76,3.54\n\"49446\",0.7,\"Ideal\",\"I\",\"SI1\",61.9,58,2110,5.66,5.68,3.51\n\"49447\",0.7,\"Ideal\",\"I\",\"SI1\",62.5,55,2110,5.68,5.71,3.56\n\"49448\",0.7,\"Ideal\",\"I\",\"SI1\",62.5,55,2110,5.7,5.73,3.57\n\"49449\",0.51,\"Ideal\",\"G\",\"VVS1\",61,57,2111,5.17,5.16,3.15\n\"49450\",0.71,\"Very Good\",\"I\",\"VS2\",59.5,57,2111,5.85,5.88,3.49\n\"49451\",0.75,\"Very Good\",\"F\",\"SI2\",58.6,60,2111,5.99,6.03,3.52\n\"49452\",0.7,\"Ideal\",\"I\",\"VS2\",61.1,57,2111,5.7,5.75,3.5\n\"49453\",0.71,\"Ideal\",\"I\",\"SI1\",62.6,54,2111,5.68,5.73,3.57\n\"49454\",0.52,\"Ideal\",\"I\",\"IF\",60.9,57,2111,5.17,5.21,3.16\n\"49455\",0.7,\"Good\",\"E\",\"SI1\",61.6,61,2111,5.64,5.66,3.48\n\"49456\",0.51,\"Ideal\",\"G\",\"VVS1\",62.6,57,2111,5.14,5.08,3.2\n\"49457\",0.51,\"Ideal\",\"G\",\"VVS1\",62.3,55,2111,5.14,5.1,3.19\n\"49458\",0.51,\"Premium\",\"G\",\"VVS1\",60.1,56,2111,5.35,5.16,3.16\n\"49459\",0.6,\"Very Good\",\"E\",\"VS1\",60.9,58,2112,5.43,5.48,3.32\n\"49460\",0.71,\"Premium\",\"H\",\"SI1\",62.4,59,2112,5.65,5.6,3.51\n\"49461\",0.6,\"Ideal\",\"E\",\"VS2\",62,56,2112,5.4,5.43,3.36\n\"49462\",0.71,\"Fair\",\"H\",\"SI1\",65.1,56,2112,5.63,5.55,3.64\n\"49463\",0.72,\"Ideal\",\"H\",\"SI2\",61.4,55,2112,5.81,5.78,3.56\n\"49464\",0.72,\"Ideal\",\"J\",\"VS1\",62.7,57,2112,5.74,5.71,3.59\n\"49465\",1,\"Fair\",\"I\",\"I1\",65.4,57,2112,6.28,6.2,4.08\n\"49466\",0.55,\"Premium\",\"E\",\"VS2\",59.7,57,2112,5.39,5.36,3.21\n\"49467\",0.52,\"Very Good\",\"G\",\"VVS1\",61.1,58,2113,5.19,5.22,3.18\n\"49468\",0.54,\"Very Good\",\"D\",\"VS2\",60.7,57,2113,5.24,5.29,3.2\n\"49469\",0.47,\"Ideal\",\"E\",\"VVS2\",61.6,56,2113,4.97,5.01,3.07\n\"49470\",0.47,\"Ideal\",\"F\",\"VVS1\",61.6,56,2113,5,5.02,3.09\n\"49471\",0.7,\"Ideal\",\"H\",\"SI1\",62.1,56,2113,5.74,5.67,3.54\n\"49472\",0.64,\"Very Good\",\"E\",\"VS2\",63.4,54,2114,5.52,5.49,3.49\n\"49473\",0.68,\"Very Good\",\"G\",\"VS1\",60.7,58,2114,5.68,5.75,3.47\n\"49474\",0.72,\"Very Good\",\"G\",\"SI2\",60.6,57,2114,5.79,5.86,3.53\n\"49475\",0.72,\"Very Good\",\"G\",\"SI2\",60.6,61,2114,5.73,5.79,3.49\n\"49476\",0.5,\"Very Good\",\"D\",\"VVS2\",61.7,59,2115,5.02,5.09,3.12\n\"49477\",0.72,\"Premium\",\"G\",\"SI2\",62.6,60,2115,5.7,5.65,3.55\n\"49478\",0.54,\"Very Good\",\"F\",\"VVS2\",63.2,54,2115,5.2,5.18,3.28\n\"49479\",0.61,\"Ideal\",\"E\",\"VS2\",59.7,57,2115,5.57,5.52,3.31\n\"49480\",0.75,\"Good\",\"G\",\"SI2\",63.9,62,2115,5.66,5.61,3.6\n\"49481\",0.78,\"Good\",\"I\",\"SI1\",63.1,56,2116,5.82,5.88,3.69\n\"49482\",0.52,\"Ideal\",\"E\",\"VVS2\",62.3,57,2116,5.12,5.15,3.2\n\"49483\",0.55,\"Ideal\",\"G\",\"VVS1\",62.6,56,2116,5.24,5.27,3.29\n\"49484\",0.7,\"Good\",\"E\",\"SI2\",61,64,2116,5.63,5.69,3.45\n\"49485\",0.7,\"Fair\",\"I\",\"VS2\",64.7,60,2117,5.55,5.49,3.57\n\"49486\",0.7,\"Very Good\",\"G\",\"SI1\",63.2,58,2117,5.64,5.6,3.55\n\"49487\",0.7,\"Good\",\"G\",\"SI1\",63.8,59,2117,5.62,5.58,3.57\n\"49488\",0.58,\"Ideal\",\"F\",\"VS1\",60.6,55,2117,5.41,5.48,3.3\n\"49489\",0.7,\"Good\",\"H\",\"SI1\",65,57,2117,5.52,5.59,3.61\n\"49490\",0.7,\"Good\",\"I\",\"VS2\",63.6,58,2117,5.59,5.57,3.55\n\"49491\",0.56,\"Ideal\",\"E\",\"VS1\",61.8,55,2117,5.33,5.28,3.28\n\"49492\",0.56,\"Ideal\",\"E\",\"VS1\",61.1,56,2117,5.34,5.29,3.25\n\"49493\",0.56,\"Ideal\",\"E\",\"VS1\",61.8,56,2117,5.33,5.28,3.28\n\"49494\",0.7,\"Very Good\",\"G\",\"SI2\",63.2,57,2117,5.7,5.66,3.59\n\"49495\",0.7,\"Fair\",\"G\",\"SI2\",65.2,56,2117,5.63,5.54,3.64\n\"49496\",1,\"Fair\",\"J\",\"SI2\",69.9,61,2117,6.13,5.86,4.23\n\"49497\",0.7,\"Fair\",\"I\",\"VVS2\",64.7,55,2117,5.62,5.51,3.6\n\"49498\",0.56,\"Ideal\",\"H\",\"VVS2\",61.8,56,2118,5.28,5.33,3.28\n\"49499\",0.56,\"Ideal\",\"F\",\"VVS2\",61,56,2119,5.33,5.35,3.26\n\"49500\",0.55,\"Ideal\",\"F\",\"VS1\",60.5,57,2119,5.3,5.34,3.22\n\"49501\",0.55,\"Ideal\",\"F\",\"VS1\",61.8,55,2119,5.28,5.3,3.27\n\"49502\",0.55,\"Ideal\",\"D\",\"VS1\",61.8,55,2119,5.29,5.32,3.28\n\"49503\",0.76,\"Very Good\",\"I\",\"SI1\",62,58,2120,5.84,5.9,3.64\n\"49504\",0.55,\"Ideal\",\"H\",\"IF\",61.5,55,2120,5.25,5.29,3.25\n\"49505\",0.55,\"Ideal\",\"H\",\"IF\",61.9,56,2120,5.26,5.34,3.26\n\"49506\",0.61,\"Good\",\"F\",\"VS1\",60.6,60.3,2120,5.46,5.51,3.32\n\"49507\",0.71,\"Good\",\"E\",\"SI2\",58.8,63,2120,5.75,5.88,3.42\n\"49508\",0.7,\"Fair\",\"G\",\"SI1\",56.6,61,2120,5.86,5.95,3.34\n\"49509\",0.5,\"Very Good\",\"F\",\"VVS1\",62.2,57,2121,5.03,5.07,3.14\n\"49510\",0.73,\"Ideal\",\"J\",\"VS1\",62,53,2121,5.78,5.82,3.6\n\"49511\",0.7,\"Good\",\"F\",\"SI1\",63.8,58,2121,5.56,5.67,3.58\n\"49512\",0.7,\"Good\",\"G\",\"SI1\",64,57,2121,5.63,5.58,3.59\n\"49513\",0.7,\"Fair\",\"F\",\"SI1\",66,56,2121,5.59,5.56,3.68\n\"49514\",0.8,\"Ideal\",\"H\",\"SI2\",62.4,57,2122,5.91,5.83,3.66\n\"49515\",0.5,\"Very Good\",\"F\",\"VVS1\",61.1,55,2122,5.14,5.18,3.15\n\"49516\",0.75,\"Premium\",\"I\",\"SI1\",62.5,58,2122,5.77,5.82,3.62\n\"49517\",0.73,\"Ideal\",\"I\",\"SI1\",62,56,2122,5.75,5.8,3.58\n\"49518\",0.57,\"Ideal\",\"D\",\"VS1\",61.5,54,2122,5.36,5.38,3.3\n\"49519\",0.71,\"Ideal\",\"H\",\"SI2\",61.5,56,2122,5.71,5.74,3.52\n\"49520\",0.71,\"Ideal\",\"H\",\"SI2\",62.1,57,2122,5.68,5.76,3.55\n\"49521\",0.61,\"Very Good\",\"H\",\"VS1\",60.1,56,2123,5.55,5.59,3.35\n\"49522\",0.72,\"Very Good\",\"J\",\"SI1\",57.6,63,2123,5.89,5.95,3.41\n\"49523\",0.71,\"Very Good\",\"E\",\"SI2\",62.1,57,2123,5.71,5.76,3.56\n\"49524\",0.54,\"Ideal\",\"G\",\"VVS1\",61.8,55,2123,5.24,5.27,3.25\n\"49525\",0.54,\"Very Good\",\"G\",\"VVS1\",60.7,56,2123,5.25,5.3,3.2\n\"49526\",0.54,\"Ideal\",\"G\",\"VVS1\",62.2,56,2123,5.2,5.22,3.24\n\"49527\",0.71,\"Very Good\",\"D\",\"SI2\",59.7,60,2123,5.79,5.84,3.47\n\"49528\",0.52,\"Ideal\",\"F\",\"VS1\",61.3,56,2123,5.19,5.22,3.19\n\"49529\",0.59,\"Premium\",\"F\",\"SI1\",62.2,60,2124,5.37,5.33,3.33\n\"49530\",0.59,\"Very Good\",\"F\",\"SI1\",63.1,57,2124,5.39,5.36,3.39\n\"49531\",0.61,\"Good\",\"E\",\"VS2\",60.8,59,2124,5.41,5.48,3.31\n\"49532\",0.6,\"Premium\",\"E\",\"VS2\",59.3,60,2124,5.51,5.46,3.25\n\"49533\",0.6,\"Ideal\",\"D\",\"VS2\",60.4,57,2125,5.53,5.49,3.33\n\"49534\",0.78,\"Very Good\",\"H\",\"SI2\",62.9,55,2125,5.83,5.87,3.68\n\"49535\",0.59,\"Ideal\",\"G\",\"VVS2\",62.7,56,2125,5.33,5.36,3.35\n\"49536\",0.59,\"Ideal\",\"G\",\"VVS2\",62.6,57,2125,5.33,5.37,3.35\n\"49537\",0.71,\"Good\",\"F\",\"SI1\",64.3,57,2125,5.62,5.55,3.59\n\"49538\",0.72,\"Very Good\",\"E\",\"SI2\",59.4,63,2125,5.87,5.82,3.47\n\"49539\",0.72,\"Fair\",\"E\",\"SI2\",68.4,64,2125,5.38,5.32,3.66\n\"49540\",0.72,\"Premium\",\"E\",\"SI2\",61.7,58,2125,5.79,5.74,3.56\n\"49541\",0.7,\"Fair\",\"E\",\"SI1\",65.1,56,2125,5.49,5.41,3.55\n\"49542\",0.72,\"Very Good\",\"F\",\"SI2\",58.5,60,2126,5.86,5.93,3.45\n\"49543\",0.63,\"Very Good\",\"H\",\"VVS1\",62,57,2127,5.47,5.5,3.4\n\"49544\",0.7,\"Good\",\"F\",\"SI1\",63.1,56,2127,5.63,5.66,3.56\n\"49545\",0.71,\"Premium\",\"I\",\"VS2\",62.7,59,2127,5.66,5.69,3.56\n\"49546\",0.54,\"Very Good\",\"G\",\"IF\",62.5,58,2128,5.19,5.27,3.27\n\"49547\",0.7,\"Very Good\",\"I\",\"VS1\",63.1,54,2129,5.61,5.67,3.56\n\"49548\",0.77,\"Very Good\",\"H\",\"SI2\",63.6,58,2129,5.77,5.81,3.68\n\"49549\",0.71,\"Very Good\",\"F\",\"SI2\",59.5,58,2129,5.82,5.87,3.48\n\"49550\",0.59,\"Ideal\",\"G\",\"VS1\",61.3,55,2129,5.42,5.44,3.33\n\"49551\",0.55,\"Ideal\",\"G\",\"VVS2\",62.5,56,2129,5.25,5.22,3.27\n\"49552\",0.55,\"Ideal\",\"G\",\"VVS2\",62,57,2129,5.26,5.22,3.25\n\"49553\",0.55,\"Ideal\",\"G\",\"VVS2\",61.9,56,2129,5.27,5.23,3.25\n\"49554\",0.77,\"Premium\",\"G\",\"SI2\",61.3,58,2129,5.94,5.88,3.62\n\"49555\",0.91,\"Fair\",\"I\",\"SI2\",65,58,2129,6.05,6.02,3.92\n\"49556\",0.81,\"Premium\",\"J\",\"VS2\",60.6,60,2129,6.04,6,3.65\n\"49557\",0.71,\"Good\",\"F\",\"SI2\",64.1,60,2130,0,0,0\n\"49558\",0.71,\"Good\",\"F\",\"SI2\",64.1,60,2130,0,0,0\n\"49559\",0.6,\"Very Good\",\"G\",\"VVS2\",62.2,56,2130,5.39,5.42,3.36\n\"49560\",0.78,\"Very Good\",\"I\",\"SI2\",60.6,60,2130,5.91,5.93,3.59\n\"49561\",0.67,\"Very Good\",\"G\",\"VS2\",59.4,59.4,2131,5.71,5.8,3.41\n\"49562\",0.67,\"Very Good\",\"G\",\"VS2\",61.7,59.7,2131,5.56,5.61,3.45\n\"49563\",0.7,\"Very Good\",\"F\",\"SI2\",62.9,56,2131,5.68,5.71,3.58\n\"49564\",0.53,\"Ideal\",\"F\",\"VVS2\",61.6,55,2131,5.21,5.24,3.22\n\"49565\",0.66,\"Ideal\",\"H\",\"VS1\",61,57,2131,5.61,5.66,3.43\n\"49566\",0.6,\"Ideal\",\"G\",\"VS1\",61.6,56,2131,5.44,5.47,3.36\n\"49567\",0.72,\"Ideal\",\"H\",\"SI2\",61.5,56,2131,5.8,5.75,3.55\n\"49568\",0.62,\"Good\",\"F\",\"VVS2\",59.9,62,2131,5.51,5.53,3.3\n\"49569\",0.67,\"Good\",\"G\",\"VS2\",57.5,60.1,2131,5.78,5.83,3.34\n\"49570\",0.71,\"Good\",\"H\",\"SI1\",58.3,61,2131,5.84,5.79,3.39\n\"49571\",0.72,\"Fair\",\"I\",\"VVS2\",65.7,57,2131,5.56,5.64,3.68\n\"49572\",0.64,\"Premium\",\"F\",\"VS2\",62.2,55,2131,5.53,5.5,3.43\n\"49573\",0.74,\"Premium\",\"G\",\"SI1\",58.3,58,2131,5.97,5.93,3.47\n\"49574\",0.59,\"Ideal\",\"G\",\"VVS2\",61,57,2131,5.44,5.41,3.31\n\"49575\",0.5,\"Very Good\",\"E\",\"VVS2\",61.5,60,2132,5.04,5.08,3.11\n\"49576\",0.78,\"Very Good\",\"I\",\"SI2\",62.5,58,2132,5.82,5.89,3.66\n\"49577\",0.58,\"Ideal\",\"G\",\"VVS2\",61.9,57,2132,5.33,5.36,3.31\n\"49578\",0.55,\"Ideal\",\"G\",\"VS1\",62.2,54,2132,5.27,5.24,3.27\n\"49579\",0.58,\"Ideal\",\"G\",\"VVS2\",61.8,56,2133,5.35,5.36,3.31\n\"49580\",0.83,\"Fair\",\"H\",\"SI2\",65.1,59,2133,5.84,5.81,3.79\n\"49581\",0.55,\"Ideal\",\"D\",\"VS2\",61.7,55,2133,5.27,5.29,3.26\n\"49582\",0.55,\"Ideal\",\"H\",\"IF\",61.7,55,2133,5.27,5.29,3.26\n\"49583\",0.71,\"Very Good\",\"F\",\"SI2\",59.2,60,2134,5.85,5.91,3.48\n\"49584\",0.65,\"Premium\",\"D\",\"SI1\",60.5,58,2134,5.61,5.57,3.38\n\"49585\",1.04,\"Fair\",\"F\",\"I1\",65.4,60,2134,6.39,6.3,4.15\n\"49586\",0.7,\"Very Good\",\"H\",\"SI2\",62,59,2135,5.68,5.7,3.53\n\"49587\",0.58,\"Ideal\",\"G\",\"VVS2\",61.6,56,2135,5.37,5.4,3.31\n\"49588\",0.7,\"Premium\",\"E\",\"SI2\",62,55,2135,5.65,5.61,3.49\n\"49589\",0.7,\"Premium\",\"E\",\"SI2\",59.8,61,2135,5.76,5.74,3.44\n\"49590\",0.56,\"Ideal\",\"H\",\"IF\",61.3,56,2135,5.32,5.35,3.27\n\"49591\",0.53,\"Very Good\",\"G\",\"VVS1\",58.9,60,2136,5.23,5.3,3.1\n\"49592\",0.72,\"Very Good\",\"J\",\"VS1\",62.3,57,2136,5.73,5.77,3.58\n\"49593\",0.7,\"Very Good\",\"I\",\"SI1\",62.2,58,2136,5.63,5.66,3.51\n\"49594\",0.72,\"Ideal\",\"J\",\"VVS2\",60.9,58,2136,5.74,5.78,3.51\n\"49595\",0.71,\"Ideal\",\"G\",\"SI1\",61.4,57,2136,5.76,5.8,3.55\n\"49596\",0.71,\"Very Good\",\"G\",\"VS2\",63.5,59,2137,5.67,5.63,3.59\n\"49597\",0.71,\"Very Good\",\"I\",\"VVS2\",61.9,58,2137,5.72,5.75,3.55\n\"49598\",0.7,\"Very Good\",\"H\",\"VS2\",63.2,57,2137,5.58,5.62,3.54\n\"49599\",0.71,\"Very Good\",\"G\",\"SI1\",63.2,58,2137,5.58,5.68,3.56\n\"49600\",0.71,\"Premium\",\"F\",\"SI2\",60.2,60,2137,5.8,5.77,3.48\n\"49601\",0.52,\"Ideal\",\"F\",\"VVS2\",60.6,56,2137,5.22,5.24,3.17\n\"49602\",0.6,\"Ideal\",\"E\",\"VS2\",62.3,53.8,2137,5.41,5.45,3.38\n\"49603\",0.53,\"Ideal\",\"G\",\"IF\",62.7,56,2137,5.23,5.13,3.25\n\"49604\",0.7,\"Good\",\"H\",\"VS2\",64.1,58,2137,5.51,5.57,3.55\n\"49605\",0.7,\"Good\",\"H\",\"VS2\",64.5,57,2137,5.53,5.57,3.58\n\"49606\",0.7,\"Good\",\"G\",\"SI1\",64.6,59,2137,5.49,5.54,3.56\n\"49607\",0.74,\"Very Good\",\"H\",\"SI2\",63.1,55,2138,5.72,5.78,3.63\n\"49608\",0.71,\"Very Good\",\"F\",\"SI2\",60.5,62,2138,5.75,5.79,3.49\n\"49609\",0.7,\"Very Good\",\"H\",\"VS2\",61.4,54,2138,5.77,5.66,3.51\n\"49610\",0.51,\"Ideal\",\"F\",\"VVS2\",60.3,56,2138,5.2,5.23,3.15\n\"49611\",0.52,\"Ideal\",\"F\",\"VS1\",61.5,56,2138,5.19,5.22,3.2\n\"49612\",0.7,\"Ideal\",\"H\",\"SI1\",61.2,58,2138,5.74,5.77,3.52\n\"49613\",0.9,\"Fair\",\"E\",\"I1\",59.9,66,2138,6.18,6.14,3.69\n\"49614\",0.66,\"Good\",\"F\",\"VS2\",64.1,56,2138,5.5,5.46,3.51\n\"49615\",0.7,\"Ideal\",\"F\",\"SI2\",62.8,55,2138,5.68,5.65,3.56\n\"49616\",0.9,\"Fair\",\"H\",\"SI2\",64.4,59,2138,6.03,5.99,3.87\n\"49617\",0.72,\"Ideal\",\"J\",\"VVS1\",62.4,58,2139,5.71,5.76,3.58\n\"49618\",0.72,\"Ideal\",\"G\",\"SI2\",62.1,59,2139,5.71,5.76,3.56\n\"49619\",0.66,\"Good\",\"G\",\"VS1\",61.6,61,2139,5.56,5.63,3.43\n\"49620\",0.46,\"Good\",\"D\",\"IF\",58.6,59,2139,5.06,5.11,2.98\n\"49621\",0.32,\"Ideal\",\"F\",\"SI2\",62.6,56,540,4.41,4.37,2.75\n\"49622\",0.32,\"Very Good\",\"F\",\"SI2\",63.1,56,540,4.38,4.34,2.75\n\"49623\",0.3,\"Ideal\",\"I\",\"VS2\",62.6,56,540,4.31,4.29,2.69\n\"49624\",0.3,\"Very Good\",\"H\",\"SI1\",59.4,63,540,4.4,4.35,2.6\n\"49625\",0.3,\"Good\",\"H\",\"SI1\",63.9,55,540,4.27,4.24,2.72\n\"49626\",0.3,\"Premium\",\"H\",\"SI1\",61.3,61,540,4.27,4.25,2.61\n\"49627\",0.3,\"Premium\",\"H\",\"SI1\",62.9,56,540,4.31,4.28,2.7\n\"49628\",0.3,\"Premium\",\"E\",\"SI2\",61.9,58,540,4.31,4.28,2.66\n\"49629\",0.32,\"Ideal\",\"J\",\"VS1\",61.3,57,540,4.43,4.41,2.71\n\"49630\",0.32,\"Premium\",\"J\",\"VS1\",60.6,59,540,4.46,4.42,2.69\n\"49631\",0.32,\"Premium\",\"J\",\"VS1\",61.9,58,540,4.39,4.33,2.7\n\"49632\",0.32,\"Premium\",\"J\",\"VS1\",61.7,58,540,4.4,4.38,2.71\n\"49633\",0.32,\"Premium\",\"I\",\"SI1\",61.6,61,540,4.4,4.36,2.7\n\"49634\",0.32,\"Premium\",\"I\",\"SI1\",61.1,59,540,4.42,4.38,2.69\n\"49635\",0.32,\"Premium\",\"I\",\"SI1\",59.9,61,540,4.47,4.44,2.67\n\"49636\",0.32,\"Very Good\",\"I\",\"SI1\",63.5,57,540,4.33,4.3,2.74\n\"49637\",0.32,\"Premium\",\"G\",\"SI2\",61,59,540,4.42,4.36,2.68\n\"49638\",0.32,\"Premium\",\"G\",\"SI2\",62.3,58,540,4.42,4.37,2.74\n\"49639\",0.32,\"Very Good\",\"G\",\"SI2\",63.4,55,540,4.35,4.32,2.75\n\"49640\",0.32,\"Premium\",\"G\",\"SI2\",62.7,58,540,4.39,4.35,2.74\n\"49641\",0.32,\"Ideal\",\"G\",\"SI2\",62.5,57,540,4.38,4.35,2.73\n\"49642\",0.32,\"Premium\",\"F\",\"SI2\",59.7,59,540,4.48,4.43,2.66\n\"49643\",0.32,\"Good\",\"F\",\"SI2\",63.8,55,540,4.35,4.34,2.77\n\"49644\",0.3,\"Ideal\",\"H\",\"SI1\",62.6,55,540,4.32,4.28,2.69\n\"49645\",0.3,\"Premium\",\"H\",\"SI1\",61.2,60,540,4.31,4.29,2.63\n\"49646\",0.3,\"Premium\",\"H\",\"SI1\",61.3,58,540,4.33,4.29,2.64\n\"49647\",0.3,\"Premium\",\"H\",\"SI1\",59.5,62,540,4.35,4.32,2.58\n\"49648\",0.3,\"Premium\",\"H\",\"SI1\",59.3,59,540,4.38,4.36,2.59\n\"49649\",0.3,\"Premium\",\"H\",\"SI1\",62.9,58,540,4.24,4.22,2.66\n\"49650\",0.3,\"Premium\",\"H\",\"SI1\",62.6,58,540,4.28,4.22,2.66\n\"49651\",0.7,\"Premium\",\"F\",\"SI2\",59.6,60,2139,5.77,5.71,3.42\n\"49652\",0.59,\"Ideal\",\"F\",\"VS1\",61.1,56,2140,5.43,5.47,3.33\n\"49653\",0.82,\"Good\",\"J\",\"SI1\",57.4,59,2140,6.25,6.19,3.57\n\"49654\",0.82,\"Good\",\"J\",\"SI1\",57.5,62,2140,6.25,6.2,3.58\n\"49655\",0.71,\"Very Good\",\"H\",\"SI2\",61.8,58,2141,5.67,5.73,3.52\n\"49656\",0.7,\"Very Good\",\"G\",\"SI2\",60.7,58,2141,5.74,5.76,3.49\n\"49657\",0.7,\"Very Good\",\"G\",\"SI2\",60.7,58,2141,5.74,5.8,3.5\n\"49658\",0.7,\"Very Good\",\"G\",\"SI2\",61.7,60,2141,5.67,5.7,3.51\n\"49659\",0.71,\"Very Good\",\"I\",\"SI1\",61.8,56,2141,5.73,5.76,3.55\n\"49660\",0.71,\"Very Good\",\"I\",\"SI1\",61.5,58,2141,5.67,5.72,3.5\n\"49661\",0.71,\"Very Good\",\"I\",\"SI1\",58.9,59,2141,5.78,5.84,3.42\n\"49662\",0.71,\"Very Good\",\"H\",\"SI1\",64,58,2141,5.57,5.61,3.58\n\"49663\",0.71,\"Ideal\",\"I\",\"VS2\",61,58,2141,5.77,5.81,3.53\n\"49664\",0.6,\"Ideal\",\"E\",\"VS2\",60.6,56,2141,5.47,5.52,3.33\n\"49665\",0.62,\"Ideal\",\"G\",\"VS1\",61.8,57,2141,5.47,5.5,3.39\n\"49666\",0.6,\"Very Good\",\"H\",\"VVS1\",61.5,56,2142,5.43,5.46,3.35\n\"49667\",0.75,\"Premium\",\"I\",\"SI1\",62.7,61,2142,5.75,5.71,3.59\n\"49668\",0.7,\"Ideal\",\"I\",\"VS1\",63.1,54,2142,5.61,5.67,3.56\n\"49669\",0.7,\"Ideal\",\"I\",\"VS1\",63,54,2142,5.63,5.7,3.57\n\"49670\",0.7,\"Good\",\"I\",\"SI1\",63.8,57,2142,5.66,5.63,3.6\n\"49671\",0.7,\"Ideal\",\"H\",\"SI2\",59.9,57,2142,5.77,5.74,3.45\n\"49672\",0.7,\"Good\",\"I\",\"SI1\",63.6,61,2142,5.63,5.59,3.57\n\"49673\",0.7,\"Good\",\"I\",\"SI1\",64.3,57,2142,5.63,5.59,3.61\n\"49674\",0.6,\"Premium\",\"F\",\"VS1\",59.4,58,2142,5.52,5.45,3.26\n\"49675\",0.6,\"Ideal\",\"F\",\"VS1\",62.9,57,2142,5.35,5.31,3.35\n\"49676\",0.7,\"Premium\",\"H\",\"SI2\",62.8,59,2142,5.65,5.62,3.54\n\"49677\",0.6,\"Ideal\",\"F\",\"VVS2\",63,55,2143,5.39,5.37,3.39\n\"49678\",0.9,\"Good\",\"F\",\"I1\",64.3,58,2143,6.09,6.05,3.9\n\"49679\",0.53,\"Ideal\",\"E\",\"VS1\",61.4,56,2143,5.21,5.25,3.21\n\"49680\",0.53,\"Ideal\",\"E\",\"VS1\",60.1,57,2143,5.25,5.31,3.17\n\"49681\",0.76,\"Ideal\",\"G\",\"SI2\",62.1,54,2143,5.88,5.84,3.64\n\"49682\",0.72,\"Very Good\",\"J\",\"VVS2\",63,59,2144,5.7,5.72,3.6\n\"49683\",0.73,\"Good\",\"I\",\"VS2\",63.7,58,2144,5.69,5.64,3.61\n\"49684\",0.52,\"Fair\",\"F\",\"IF\",64.6,58,2144,5.04,5.17,3.3\n\"49685\",0.72,\"Premium\",\"H\",\"SI2\",61.8,56,2144,5.79,5.73,3.56\n\"49686\",0.56,\"Ideal\",\"E\",\"VS1\",61.9,57,2145,5.31,5.29,3.28\n\"49687\",0.59,\"Very Good\",\"E\",\"VS2\",59.4,63,2145,5.42,5.46,3.23\n\"49688\",0.71,\"Ideal\",\"I\",\"VVS2\",61.6,56,2145,5.72,5.8,3.56\n\"49689\",0.7,\"Very Good\",\"H\",\"VS1\",62.2,57,2145,5.67,5.72,3.54\n\"49690\",0.7,\"Very Good\",\"H\",\"VS1\",62.4,57,2145,5.64,5.7,3.54\n\"49691\",0.51,\"Ideal\",\"D\",\"VVS2\",62,55,2145,5.13,5.16,3.19\n\"49692\",0.5,\"Ideal\",\"F\",\"VVS1\",62.6,53.1,2145,5.08,5.11,3.19\n\"49693\",0.71,\"Good\",\"I\",\"VS2\",61.1,60.6,2145,5.71,5.74,3.49\n\"49694\",0.51,\"Very Good\",\"E\",\"VVS2\",62.8,57,2146,5.06,5.1,3.19\n\"49695\",0.52,\"Ideal\",\"D\",\"VS1\",60.4,56,2146,5.24,5.26,3.17\n\"49696\",0.51,\"Ideal\",\"G\",\"IF\",62.9,58,2146,5.07,5.11,3.2\n\"49697\",0.55,\"Very Good\",\"F\",\"VVS2\",62.4,59,2147,5.2,5.22,3.25\n\"49698\",0.62,\"Very Good\",\"E\",\"VS1\",60.1,56,2147,5.56,5.58,3.35\n\"49699\",0.71,\"Very Good\",\"F\",\"SI2\",62.8,58,2147,5.63,5.7,3.56\n\"49700\",0.7,\"Very Good\",\"I\",\"SI1\",63,56,2147,5.61,5.66,3.55\n\"49701\",0.7,\"Very Good\",\"I\",\"SI1\",62.2,55,2147,5.62,5.67,3.51\n\"49702\",0.53,\"Premium\",\"D\",\"VS1\",60,61,2147,5.3,5.26,3.17\n\"49703\",0.71,\"Very Good\",\"G\",\"SI1\",63.2,58,2147,5.68,5.65,3.58\n\"49704\",0.61,\"Ideal\",\"D\",\"VS2\",61,57,2147,5.45,5.47,3.33\n\"49705\",0.6,\"Ideal\",\"G\",\"VS1\",61.2,56,2147,5.43,5.47,3.33\n\"49706\",0.6,\"Ideal\",\"G\",\"VS1\",61.1,57,2147,5.41,5.45,3.32\n\"49707\",0.6,\"Ideal\",\"G\",\"VS1\",62.5,56,2147,5.37,5.41,3.36\n\"49708\",0.77,\"Ideal\",\"J\",\"SI1\",61.6,55,2147,5.87,5.93,3.63\n\"49709\",0.71,\"Premium\",\"G\",\"SI2\",60.6,59,2147,5.78,5.74,3.49\n\"49710\",0.57,\"Ideal\",\"G\",\"VVS2\",61.9,56,2147,5.3,5.29,3.28\n\"49711\",0.53,\"Premium\",\"D\",\"VS1\",59.2,60,2147,5.37,5.31,3.16\n\"49712\",0.71,\"Premium\",\"G\",\"SI2\",62.7,60,2147,5.69,5.63,3.55\n\"49713\",0.73,\"Fair\",\"D\",\"SI2\",65.5,60,2147,5.64,5.54,3.66\n\"49714\",0.5,\"Very 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Good\",\"H\",\"SI2\",62.4,59,2160,5.67,5.71,3.55\n\"49764\",0.53,\"Ideal\",\"F\",\"VVS2\",61.9,56,2160,5.18,5.22,3.22\n\"49765\",0.53,\"Ideal\",\"F\",\"VVS2\",60.8,56,2160,5.22,5.24,3.18\n\"49766\",0.53,\"Ideal\",\"F\",\"VVS2\",61.3,57,2160,5.2,5.24,3.2\n\"49767\",0.5,\"Premium\",\"F\",\"VVS2\",63,57,2160,5.05,5.01,3.17\n\"49768\",0.5,\"Premium\",\"F\",\"VVS2\",62.3,58,2160,5.11,5.06,3.17\n\"49769\",0.5,\"Premium\",\"F\",\"VVS2\",61.9,58,2160,5.1,5.07,3.15\n\"49770\",0.5,\"Ideal\",\"F\",\"VVS2\",61.6,56,2160,5.11,5.08,3.14\n\"49771\",0.5,\"Ideal\",\"F\",\"VVS2\",62.2,54,2160,5.11,5.09,3.17\n\"49772\",0.5,\"Ideal\",\"F\",\"VVS2\",62,55,2160,5.12,5.1,3.17\n\"49773\",0.5,\"Premium\",\"F\",\"VVS2\",61.8,56,2160,5.15,5.11,3.17\n\"49774\",0.34,\"Fair\",\"F\",\"I1\",55.8,62,2160,4.72,4.6,2.6\n\"49775\",0.62,\"Very 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Good\",\"I\",\"VS2\",62.4,63,2162,5.84,5.8,3.63\n\"49791\",0.73,\"Premium\",\"G\",\"SI1\",60.8,58,2163,5.82,5.85,3.55\n\"49792\",0.73,\"Premium\",\"G\",\"SI1\",62,58,2163,5.75,5.8,3.58\n\"49793\",0.85,\"Good\",\"J\",\"SI1\",59.2,64,2163,6.13,6.17,3.64\n\"49794\",0.51,\"Ideal\",\"F\",\"VVS1\",61.7,57,2163,5.12,5.15,3.17\n\"49795\",0.53,\"Ideal\",\"E\",\"VS2\",61.8,55,2163,5.21,5.24,3.23\n\"49796\",0.7,\"Ideal\",\"I\",\"VS1\",62.7,57,2163,5.63,5.67,3.54\n\"49797\",0.7,\"Ideal\",\"F\",\"SI2\",60.1,57,2163,5.78,5.81,3.48\n\"49798\",0.51,\"Ideal\",\"G\",\"IF\",61.3,56,2163,5.15,5.19,3.16\n\"49799\",0.73,\"Ideal\",\"F\",\"SI2\",59.6,56,2164,5.89,5.85,3.5\n\"49800\",0.78,\"Very Good\",\"J\",\"SI1\",58,61,2164,6.07,6.13,3.54\n\"49801\",0.7,\"Very 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Good\",\"E\",\"VVS2\",59.3,56,2168,5.25,5.3,3.13\n\"49835\",0.72,\"Very Good\",\"H\",\"SI1\",63.7,57,2168,5.66,5.7,3.62\n\"49836\",0.82,\"Premium\",\"J\",\"SI1\",61.2,58,2168,5.99,6.04,3.68\n\"49837\",0.52,\"Ideal\",\"F\",\"VVS2\",61.6,57,2168,5.16,5.2,3.19\n\"49838\",0.52,\"Ideal\",\"F\",\"VVS2\",62,55,2168,5.16,5.2,3.21\n\"49839\",0.54,\"Ideal\",\"F\",\"VVS2\",61.9,56,2168,5.2,5.23,3.23\n\"49840\",0.71,\"Ideal\",\"F\",\"SI2\",61.6,56,2168,5.73,5.67,3.51\n\"49841\",0.59,\"Ideal\",\"G\",\"VVS2\",62.2,56,2169,5.35,5.39,3.34\n\"49842\",0.71,\"Premium\",\"H\",\"VS2\",61.3,58,2169,5.76,5.82,3.55\n\"49843\",0.71,\"Premium\",\"F\",\"SI2\",62.1,60,2169,5.68,5.62,3.51\n\"49844\",0.78,\"Ideal\",\"J\",\"SI1\",61.1,56,2169,5.95,5.97,3.64\n\"49845\",0.71,\"Premium\",\"F\",\"SI2\",62.3,60,2169,5.7,5.67,3.54\n\"49846\",0.74,\"Very Good\",\"J\",\"VS1\",62.7,58,2170,5.75,5.8,3.62\n\"49847\",0.53,\"Very Good\",\"D\",\"VS1\",60.5,58,2170,5.27,5.3,3.2\n\"49848\",0.72,\"Very 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Good\",\"F\",\"VVS2\",61.4,57,2175,5.2,5.22,3.2\n\"49871\",0.53,\"Ideal\",\"F\",\"VVS2\",62.2,54,2175,5.19,5.22,3.24\n\"49872\",0.53,\"Ideal\",\"F\",\"VVS2\",62.1,56,2175,5.15,5.22,3.22\n\"49873\",0.71,\"Ideal\",\"H\",\"VS1\",61.6,57,2175,5.74,5.79,3.55\n\"49874\",0.59,\"Ideal\",\"D\",\"VS1\",60.9,56,2175,5.39,5.44,3.3\n\"49875\",0.76,\"Premium\",\"I\",\"VS2\",62.8,61,2175,5.78,5.74,3.62\n\"49876\",0.7,\"Premium\",\"H\",\"SI1\",62,61,2176,6.65,5.69,3.46\n\"49877\",0.7,\"Premium\",\"H\",\"SI1\",60.9,62,2176,5.72,5.67,3.47\n\"49878\",0.7,\"Very Good\",\"H\",\"SI1\",63.4,61,2176,5.62,5.58,3.55\n\"49879\",0.7,\"Good\",\"H\",\"SI1\",63.8,58,2176,5.66,5.59,3.59\n\"49880\",0.7,\"Fair\",\"H\",\"SI1\",64.5,59,2176,5.54,5.51,3.56\n\"49881\",0.7,\"Premium\",\"H\",\"SI1\",60.3,55,2176,5.8,5.75,3.48\n\"49882\",0.7,\"Good\",\"H\",\"SI1\",60.2,64,2176,5.72,5.65,3.42\n\"49883\",0.7,\"Very 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Good\",\"I\",\"SI1\",59.1,58,2180,5.87,5.91,3.48\n\"49909\",0.54,\"Ideal\",\"F\",\"VVS2\",62.1,54,2180,5.24,5.26,3.26\n\"49910\",0.71,\"Premium\",\"G\",\"SI1\",58.9,62,2181,5.85,5.79,3.43\n\"49911\",0.71,\"Premium\",\"H\",\"VS2\",62.8,59,2181,5.68,5.63,3.55\n\"49912\",0.61,\"Ideal\",\"G\",\"VS1\",61.5,56,2182,5.48,5.5,3.38\n\"49913\",0.63,\"Ideal\",\"F\",\"VS2\",61.2,56,2182,5.56,5.51,3.39\n\"49914\",0.7,\"Ideal\",\"F\",\"SI2\",61.1,56,2183,5.71,5.78,3.51\n\"49915\",0.5,\"Good\",\"E\",\"VVS2\",58.9,61,2183,5.18,5.2,3.06\n\"49916\",0.7,\"Premium\",\"F\",\"SI1\",62.6,55,2184,5.65,4.5,3\n\"49917\",0.71,\"Very Good\",\"G\",\"SI1\",62.9,56,2184,5.68,5.73,3.59\n\"49918\",0.7,\"Ideal\",\"H\",\"SI1\",61.2,56,2184,5.69,5.74,3.5\n\"49919\",0.7,\"Premium\",\"G\",\"SI1\",61.8,59,2184,5.68,5.59,3.48\n\"49920\",0.7,\"Very Good\",\"G\",\"SI1\",63.3,61,2184,5.6,5.55,3.53\n\"49921\",0.7,\"Premium\",\"G\",\"SI1\",62,61,2184,5.67,5.62,3.5\n\"49922\",0.73,\"Ideal\",\"J\",\"SI1\",62,55,2184,5.75,5.86,3.6\n\"49923\",0.77,\"Good\",\"I\",\"VS1\",64.1,55,2184,5.8,5.86,3.73\n\"49924\",0.77,\"Fair\",\"I\",\"VS1\",65.1,57,2184,5.65,5.77,3.72\n\"49925\",0.7,\"Very Good\",\"G\",\"SI1\",63.5,61,2184,5.64,5.61,3.57\n\"49926\",0.7,\"Very Good\",\"E\",\"SI1\",59.1,63,2184,5.89,5.81,3.46\n\"49927\",0.7,\"Premium\",\"H\",\"SI2\",60.2,61,2184,5.76,5.66,3.44\n\"49928\",0.7,\"Ideal\",\"H\",\"VS2\",61.4,54,2184,5.77,5.66,3.51\n\"49929\",0.7,\"Premium\",\"F\",\"SI2\",62.9,60,2184,5.57,5.49,3.48\n\"49930\",0.7,\"Premium\",\"F\",\"SI2\",62.9,57,2184,5.64,5.61,3.53\n\"49931\",0.7,\"Premium\",\"F\",\"SI2\",59.8,56,2184,5.78,5.73,3.44\n\"49932\",0.7,\"Ideal\",\"H\",\"SI1\",62,55,2184,5.71,5.68,3.53\n\"49933\",0.7,\"Premium\",\"H\",\"VS2\",62.2,58,2184,5.74,5.68,3.55\n\"49934\",0.51,\"Premium\",\"E\",\"VVS2\",62.1,57,2185,5.18,5.15,3.21\n\"49935\",0.71,\"Very Good\",\"I\",\"VS2\",62.8,59,2185,5.64,5.67,3.55\n\"49936\",0.71,\"Very Good\",\"I\",\"VS2\",60.4,60,2185,5.72,5.8,3.48\n\"49937\",0.58,\"Good\",\"E\",\"VS1\",58.6,64,2185,5.4,5.46,3.18\n\"49938\",0.7,\"Ideal\",\"I\",\"SI1\",62.6,56,2187,5.66,5.69,3.55\n\"49939\",0.7,\"Good\",\"H\",\"VS2\",58.9,65,2187,5.69,5.76,3.37\n\"49940\",0.7,\"Good\",\"H\",\"VS2\",56.7,63,2187,5.87,5.92,3.34\n\"49941\",0.63,\"Very Good\",\"G\",\"VVS2\",63.3,59.2,2188,5.42,5.44,3.44\n\"49942\",0.7,\"Very Good\",\"I\",\"VS2\",62.1,56,2188,5.7,5.74,3.55\n\"49943\",0.56,\"Very Good\",\"D\",\"VS1\",60.8,60,2188,5.32,5.34,3.24\n\"49944\",0.71,\"Very Good\",\"H\",\"SI1\",62.2,56,2188,5.72,5.76,3.57\n\"49945\",0.72,\"Good\",\"F\",\"SI1\",63.9,62,2188,5.7,5.63,3.62\n\"49946\",0.52,\"Ideal\",\"F\",\"VVS1\",60.9,57,2188,5.2,5.25,3.18\n\"49947\",0.63,\"Good\",\"F\",\"VS1\",61.6,60.7,2188,5.46,5.52,3.38\n\"49948\",0.58,\"Very 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Good\",\"G\",\"VVS2\",60.9,57,541,4.28,4.32,2.61\n\"49976\",0.29,\"Very Good\",\"G\",\"VVS2\",61.9,56,541,4.27,4.3,2.65\n\"49977\",0.29,\"Very Good\",\"G\",\"VVS2\",61.6,56,541,4.24,4.28,2.63\n\"49978\",0.29,\"Very Good\",\"G\",\"VVS2\",60.2,59,541,4.27,4.3,2.58\n\"49979\",0.31,\"Very Good\",\"I\",\"VVS1\",63.6,55,541,4.27,4.32,2.73\n\"49980\",0.3,\"Very Good\",\"G\",\"VS2\",61.7,56,541,4.32,4.35,2.67\n\"49981\",0.8,\"Good\",\"F\",\"SI2\",63.9,57,2189,5.86,5.84,3.74\n\"49982\",0.6,\"Ideal\",\"E\",\"VS2\",61.2,56,2189,5.45,5.44,3.33\n\"49983\",0.73,\"Premium\",\"F\",\"SI1\",60.6,59,2190,5.81,5.77,3.51\n\"49984\",0.6,\"Ideal\",\"G\",\"VVS2\",61.2,56,2190,5.43,5.45,3.33\n\"49985\",0.71,\"Ideal\",\"E\",\"SI2\",62.3,57,2190,5.66,5.74,3.55\n\"49986\",0.74,\"Good\",\"F\",\"SI2\",59.3,61,2190,5.87,5.97,3.51\n\"49987\",0.7,\"Good\",\"F\",\"SI1\",57.9,63,2190,5.8,5.84,3.37\n\"49988\",0.73,\"Good\",\"F\",\"SI2\",58.1,62,2191,5.92,5.93,3.44\n\"49989\",0.7,\"Very Good\",\"F\",\"SI1\",63.7,55,2192,5.62,5.69,3.6\n\"49990\",0.7,\"Good\",\"E\",\"SI2\",63.7,61,2192,5.6,5.64,3.58\n\"49991\",0.5,\"Ideal\",\"E\",\"VS1\",61.7,57,2192,5.11,5.13,3.16\n\"49992\",0.57,\"Ideal\",\"E\",\"VS1\",61.8,55,2192,5.34,5.39,3.32\n\"49993\",0.58,\"Ideal\",\"E\",\"VS1\",60.6,57,2192,5.4,5.45,3.29\n\"49994\",0.58,\"Ideal\",\"E\",\"VS1\",62.9,54,2192,5.34,5.31,3.35\n\"49995\",0.58,\"Premium\",\"E\",\"VS1\",61.8,55,2192,5.39,5.35,3.32\n\"49996\",0.61,\"Premium\",\"G\",\"VS1\",62.7,57,2192,5.43,5.36,3.38\n\"49997\",0.58,\"Fair\",\"E\",\"VS1\",57.9,56,2192,5.52,5.49,3.19\n\"49998\",0.58,\"Premium\",\"E\",\"VS2\",59.6,59,2192,5.43,5.38,3.22\n\"49999\",0.58,\"Premium\",\"D\",\"VS1\",61.4,58,2192,5.37,5.34,3.29\n\"50000\",0.59,\"Ideal\",\"H\",\"VVS1\",62.1,55,2193,5.38,5.41,3.35\n\"50001\",0.57,\"Ideal\",\"F\",\"VS1\",61,56,2193,5.36,5.4,3.28\n\"50002\",0.76,\"Fair\",\"H\",\"SI1\",65.5,59,2193,5.75,5.66,3.74\n\"50003\",0.74,\"Premium\",\"I\",\"VS1\",62.9,57,2193,5.79,5.76,3.63\n\"50004\",0.74,\"Fair\",\"H\",\"VS1\",66.3,63,2193,5.63,5.5,3.69\n\"50005\",0.7,\"Premium\",\"E\",\"SI1\",62.4,60,2194,5.72,5.63,3.54\n\"50006\",0.71,\"Ideal\",\"G\",\"SI2\",59.5,57,2194,5.86,5.78,3.46\n\"50007\",0.7,\"Very Good\",\"F\",\"SI2\",60.7,58,2195,5.73,5.77,3.49\n\"50008\",0.83,\"Good\",\"J\",\"SI1\",63.8,58,2195,5.95,5.97,3.8\n\"50009\",0.57,\"Ideal\",\"H\",\"IF\",62.2,56,2195,5.3,5.33,3.3\n\"50010\",0.51,\"Good\",\"F\",\"VVS2\",62.4,63,2195,5.05,5.08,3.16\n\"50011\",0.95,\"Premium\",\"J\",\"I1\",61.7,59,2195,6.32,6.26,3.88\n\"50012\",0.73,\"Very Good\",\"H\",\"SI1\",62.8,55,2196,5.71,5.75,3.6\n\"50013\",0.62,\"Premium\",\"E\",\"VS1\",62.2,58,2196,5.41,5.46,3.38\n\"50014\",0.7,\"Ideal\",\"F\",\"SI1\",61.3,57,2196,5.76,5.79,3.54\n\"50015\",0.7,\"Premium\",\"F\",\"SI1\",60.4,58,2196,5.76,5.82,3.5\n\"50016\",0.7,\"Very Good\",\"F\",\"SI1\",62.7,57,2196,5.63,5.67,3.54\n\"50017\",0.7,\"Very Good\",\"F\",\"SI1\",62.4,56,2196,5.64,5.7,3.54\n\"50018\",0.7,\"Premium\",\"F\",\"SI1\",62.3,58,2196,5.67,5.72,3.55\n\"50019\",0.7,\"Very Good\",\"F\",\"SI1\",59.8,60,2196,5.75,5.83,3.46\n\"50020\",0.7,\"Premium\",\"F\",\"SI1\",62.1,59,2196,5.68,5.72,3.54\n\"50021\",0.7,\"Very Good\",\"F\",\"SI1\",62.3,57,2196,5.65,5.69,3.53\n\"50022\",0.7,\"Very Good\",\"F\",\"SI1\",62.6,56,2196,5.66,5.72,3.56\n\"50023\",0.61,\"Good\",\"F\",\"VS1\",60,65,2196,5.53,5.47,3.3\n\"50024\",0.51,\"Ideal\",\"G\",\"VVS2\",61.8,56,2197,5.11,5.15,3.16\n\"50025\",0.51,\"Ideal\",\"G\",\"VVS2\",61.6,55,2197,5.13,5.16,3.17\n\"50026\",0.73,\"Very Good\",\"D\",\"SI1\",62.2,57,2197,5.74,5.78,3.58\n\"50027\",0.73,\"Premium\",\"F\",\"SI2\",61.4,58,2197,5.83,5.8,3.57\n\"50028\",0.73,\"Premium\",\"I\",\"VS1\",61.8,62,2197,5.78,5.72,3.55\n\"50029\",0.51,\"Ideal\",\"F\",\"VVS2\",61.7,56,2197,5.11,5.13,3.16\n\"50030\",0.62,\"Ideal\",\"H\",\"VVS1\",61.1,56,2197,5.48,5.52,3.36\n\"50031\",0.72,\"Ideal\",\"H\",\"SI1\",60.3,59,2197,5.77,5.83,3.5\n\"50032\",0.54,\"Very Good\",\"F\",\"VVS2\",60.2,59,2198,5.27,5.3,3.18\n\"50033\",0.74,\"Very Good\",\"H\",\"SI2\",62.8,59,2198,5.72,5.77,3.61\n\"50034\",0.72,\"Very Good\",\"H\",\"SI1\",63,58,2198,5.68,5.71,3.59\n\"50035\",0.71,\"Premium\",\"F\",\"SI1\",60.9,59,2198,5.74,5.69,3.48\n\"50036\",0.71,\"Very Good\",\"F\",\"SI1\",63.2,56,2198,5.66,5.61,3.56\n\"50037\",0.71,\"Very Good\",\"F\",\"SI1\",63.3,60,2198,5.61,5.54,3.53\n\"50038\",0.71,\"Fair\",\"D\",\"SI2\",64.6,60,2198,5.62,5.59,3.62\n\"50039\",0.71,\"Fair\",\"F\",\"SI1\",57,68,2198,6.05,5.87,3.4\n\"50040\",0.71,\"Very Good\",\"I\",\"VS1\",63.3,58,2198,5.68,5.66,3.59\n\"50041\",0.9,\"Very Good\",\"F\",\"I1\",61.9,59,2199,6.16,6.18,3.82\n\"50042\",0.81,\"Premium\",\"J\",\"SI1\",61.8,57,2199,6.02,5.96,3.7\n\"50043\",0.49,\"Ideal\",\"E\",\"VVS2\",61.9,56,2199,5.05,5.1,3.14\n\"50044\",0.79,\"Premium\",\"J\",\"SI1\",59.1,57,2199,6.08,6.06,3.59\n\"50045\",0.7,\"Very Good\",\"I\",\"VS2\",61.8,59,2200,5.67,5.73,3.52\n\"50046\",0.59,\"Very Good\",\"D\",\"VS2\",62.9,56.7,2200,5.37,5.39,3.38\n\"50047\",0.59,\"Very Good\",\"E\",\"VS1\",61.2,58,2200,5.4,5.45,3.32\n\"50048\",0.7,\"Very Good\",\"H\",\"SI1\",61.5,55,2200,5.72,5.76,3.53\n\"50049\",0.9,\"Very Good\",\"E\",\"I1\",62.4,63,2200,6.13,6.01,3.79\n\"50050\",0.78,\"Premium\",\"F\",\"SI2\",62.8,56,2200,5.9,5.86,3.69\n\"50051\",0.7,\"Ideal\",\"F\",\"SI1\",62.6,56,2200,5.69,5.66,3.55\n\"50052\",0.83,\"Ideal\",\"H\",\"SI2\",60.7,57,2201,6.08,6.05,3.68\n\"50053\",0.58,\"Very Good\",\"F\",\"VVS2\",60,57,2201,5.44,5.42,3.26\n\"50054\",0.71,\"Very Good\",\"G\",\"SI1\",62.7,59,2201,5.65,5.67,3.55\n\"50055\",0.74,\"Premium\",\"H\",\"SI1\",60.9,60,2201,5.81,5.75,3.52\n\"50056\",0.6,\"Ideal\",\"F\",\"VS1\",61.9,55,2201,5.4,5.42,3.35\n\"50057\",0.83,\"Ideal\",\"I\",\"VS2\",62.9,56,2201,5.98,5.94,3.75\n\"50058\",0.7,\"Very Good\",\"I\",\"VS2\",62.8,59,2202,5.56,5.61,3.51\n\"50059\",0.57,\"Ideal\",\"E\",\"VS2\",61.3,57,2202,5.29,5.38,3.27\n\"50060\",0.57,\"Ideal\",\"E\",\"VS2\",61,54,2202,5.39,5.43,3.3\n\"50061\",0.56,\"Ideal\",\"G\",\"VVS1\",62,56,2202,5.28,5.3,3.28\n\"50062\",0.71,\"Very Good\",\"I\",\"VS1\",63.1,57,2202,5.68,5.58,3.55\n\"50063\",0.71,\"Premium\",\"I\",\"VS1\",62.5,61,2202,5.68,5.64,3.54\n\"50064\",0.8,\"Premium\",\"J\",\"VS1\",61.6,60,2202,5.94,5.88,3.64\n\"50065\",0.56,\"Ideal\",\"F\",\"VVS2\",61.2,57,2202,5.31,5.35,3.26\n\"50066\",0.61,\"Ideal\",\"D\",\"VS2\",62,56,2202,5.43,5.48,3.38\n\"50067\",0.54,\"Ideal\",\"F\",\"VS1\",61.5,55,2202,5.26,5.27,3.24\n\"50068\",0.7,\"Ideal\",\"H\",\"SI2\",61.6,56,2202,5.69,5.71,3.51\n\"50069\",0.71,\"Ideal\",\"F\",\"SI2\",61.6,56,2202,5.68,5.74,3.52\n\"50070\",0.69,\"Good\",\"G\",\"VS1\",60.8,64,2202,5.77,5.66,3.47\n\"50071\",0.71,\"Premium\",\"I\",\"VS1\",62.5,59,2202,5.75,5.71,3.58\n\"50072\",0.51,\"Premium\",\"F\",\"VS2\",61.1,58,2203,5.19,5.16,3.16\n\"50073\",0.72,\"Premium\",\"J\",\"VVS1\",61.4,61,2203,5.77,5.7,3.52\n\"50074\",0.51,\"Premium\",\"F\",\"VVS2\",60.5,59,2203,5.17,5.15,3.12\n\"50075\",0.51,\"Ideal\",\"F\",\"VVS2\",62.2,56,2203,5.12,5.08,3.17\n\"50076\",0.72,\"Fair\",\"H\",\"SI2\",65.9,57,2203,5.6,5.54,3.67\n\"50077\",0.51,\"Ideal\",\"F\",\"VVS2\",62.6,57,2203,5.13,5.1,3.2\n\"50078\",0.51,\"Ideal\",\"F\",\"VVS2\",62.4,57,2203,5.12,5.08,3.18\n\"50079\",0.51,\"Ideal\",\"F\",\"VVS2\",61.2,56,2203,5.19,5.17,3.17\n\"50080\",0.51,\"Ideal\",\"F\",\"VVS2\",61.2,56,2203,5.19,5.17,3.17\n\"50081\",0.51,\"Premium\",\"D\",\"VS1\",60,58,2203,5.19,5.14,3.1\n\"50082\",0.52,\"Very Good\",\"F\",\"VVS1\",61.7,56,2205,5.17,5.22,3.2\n\"50083\",0.63,\"Ideal\",\"E\",\"VS2\",62.1,56,2205,5.49,5.52,3.42\n\"50084\",0.76,\"Very Good\",\"J\",\"VS2\",61.2,57,2206,5.86,5.91,3.6\n\"50085\",0.71,\"Very Good\",\"G\",\"SI1\",62.1,58,2206,5.68,5.72,3.54\n\"50086\",0.71,\"Very Good\",\"G\",\"SI1\",62.4,57,2206,5.66,5.69,3.54\n\"50087\",0.72,\"Very Good\",\"H\",\"VS1\",62.8,56,2206,5.72,5.77,3.61\n\"50088\",1.01,\"Premium\",\"H\",\"I1\",58.4,60,2206,6.53,6.48,3.8\n\"50089\",0.74,\"Premium\",\"G\",\"SI2\",60.1,58,2206,5.89,5.86,3.53\n\"50090\",0.5,\"Ideal\",\"E\",\"VVS2\",61.7,55.7,2206,5.09,5.12,3.13\n\"50091\",0.62,\"Ideal\",\"G\",\"VS1\",60.7,55,2206,5.55,5.59,3.38\n\"50092\",0.57,\"Ideal\",\"G\",\"VVS2\",60.7,55,2206,5.36,5.34,3.25\n\"50093\",0.57,\"Ideal\",\"G\",\"VVS2\",61.7,56,2206,5.33,5.3,3.28\n\"50094\",0.57,\"Ideal\",\"G\",\"VVS2\",61.7,54,2206,5.41,5.32,3.31\n\"50095\",0.61,\"Premium\",\"D\",\"VS1\",62.4,57,2207,5.46,5.44,3.4\n\"50096\",0.71,\"Premium\",\"H\",\"SI1\",62.4,62,2207,5.67,5.64,3.53\n\"50097\",0.62,\"Ideal\",\"I\",\"VVS1\",61.1,55,2207,5.52,5.57,3.39\n\"50098\",0.61,\"Ideal\",\"D\",\"VS2\",61,57,2207,5.49,5.53,3.36\n\"50099\",0.71,\"Very Good\",\"H\",\"SI1\",63.5,57,2207,5.67,5.64,3.59\n\"50100\",0.71,\"Premium\",\"H\",\"SI1\",62.5,60,2207,5.75,5.68,3.57\n\"50101\",0.71,\"Very Good\",\"H\",\"SI1\",63.1,57,2207,5.65,5.61,3.55\n\"50102\",0.71,\"Very Good\",\"H\",\"SI1\",63.5,57,2207,5.67,5.63,3.59\n\"50103\",0.71,\"Good\",\"H\",\"SI1\",64,61,2207,5.61,5.54,3.57\n\"50104\",0.71,\"Fair\",\"I\",\"VS2\",64.7,60,2208,5.54,5.46,3.56\n\"50105\",0.72,\"Very Good\",\"J\",\"VVS1\",60.1,58,2208,5.8,5.84,3.5\n\"50106\",0.51,\"Ideal\",\"F\",\"VVS1\",60.9,57,2208,5.16,5.21,3.16\n\"50107\",0.62,\"Ideal\",\"E\",\"VS2\",62,54.5,2208,5.46,5.48,3.39\n\"50108\",0.51,\"Ideal\",\"G\",\"IF\",61.4,54,2208,5.18,5.24,3.2\n\"50109\",0.7,\"Fair\",\"G\",\"SI2\",58.6,56,2208,5.8,5.74,3.38\n\"50110\",0.71,\"Premium\",\"G\",\"SI2\",62.1,58,2208,5.72,5.68,3.54\n\"50111\",0.7,\"Very Good\",\"G\",\"SI1\",63.6,58,2209,5.61,5.65,3.58\n\"50112\",0.7,\"Very Good\",\"G\",\"SI1\",62.8,58,2209,5.64,5.69,3.56\n\"50113\",0.71,\"Ideal\",\"H\",\"VS1\",62.1,55,2209,5.68,5.72,3.54\n\"50114\",0.51,\"Ideal\",\"E\",\"VVS2\",61.7,57,2209,5.11,5.14,3.16\n\"50115\",0.7,\"Good\",\"G\",\"SI1\",62.7,59,2209,5.57,5.63,3.51\n\"50116\",0.71,\"Very Good\",\"H\",\"SI1\",63.1,56,2210,5.62,5.69,3.57\n\"50117\",0.7,\"Very Good\",\"D\",\"SI1\",63.7,59,2210,5.59,5.65,3.58\n\"50118\",0.65,\"Ideal\",\"H\",\"VVS2\",61.6,58,2210,5.56,5.6,3.44\n\"50119\",0.5,\"Ideal\",\"F\",\"VVS2\",60.5,56,2210,5.15,5.09,3.1\n\"50120\",0.5,\"Ideal\",\"F\",\"VVS2\",61.3,59,2210,5.05,5.1,3.11\n\"50121\",0.73,\"Ideal\",\"G\",\"SI2\",61.8,56,2210,5.76,5.8,3.57\n\"50122\",0.54,\"Ideal\",\"H\",\"IF\",60.3,55,2210,5.29,5.33,3.2\n\"50123\",0.57,\"Ideal\",\"H\",\"IF\",61,57,2210,5.35,5.38,3.27\n\"50124\",0.5,\"Ideal\",\"D\",\"VVS2\",60.4,54,2211,5.23,5.17,3.14\n\"50125\",0.66,\"Very Good\",\"G\",\"VVS2\",60.5,59,2211,5.67,5.72,3.44\n\"50126\",0.51,\"Very Good\",\"E\",\"VVS2\",61.4,59,2211,5.1,5.16,3.15\n\"50127\",0.47,\"Fair\",\"D\",\"IF\",60.6,60,2211,5.09,4.98,3.05\n\"50128\",0.51,\"Ideal\",\"E\",\"VVS2\",62.8,56,2211,5.13,5.15,3.23\n\"50129\",0.58,\"Ideal\",\"D\",\"VS1\",61.8,56,2211,5.34,5.37,3.31\n\"50130\",0.58,\"Ideal\",\"H\",\"IF\",61.6,57,2211,5.34,5.37,3.3\n\"50131\",0.63,\"Premium\",\"F\",\"VS2\",61,61,2211,5.6,5.49,3.38\n\"50132\",0.63,\"Very Good\",\"D\",\"SI1\",63.1,58,2211,5.49,5.44,3.45\n\"50133\",0.67,\"Premium\",\"F\",\"VS2\",62.5,59,2211,5.58,5.53,3.47\n\"50134\",0.7,\"Good\",\"F\",\"VS2\",63.5,56,2212,5.64,5.45,3.52\n\"50135\",0.7,\"Very Good\",\"G\",\"VS1\",62.9,59,2212,5.56,5.63,3.52\n\"50136\",0.72,\"Premium\",\"G\",\"SI1\",61.2,62,2212,5.75,5.72,3.51\n\"50137\",0.7,\"Very Good\",\"H\",\"SI1\",62.1,59,2213,5.62,5.66,3.5\n\"50138\",0.7,\"Premium\",\"F\",\"SI2\",61.8,60,2213,5.65,5.71,3.51\n\"50139\",0.59,\"Very Good\",\"E\",\"VVS2\",59.8,57,2214,5.48,5.53,3.29\n\"50140\",0.71,\"Good\",\"I\",\"VS2\",64.3,63,2214,5.63,5.56,3.6\n\"50141\",0.7,\"Very Good\",\"H\",\"SI1\",62.8,57,2214,5.61,5.66,3.54\n\"50142\",0.61,\"Ideal\",\"E\",\"VS1\",62.2,56,2214,5.43,5.41,3.37\n\"50143\",0.6,\"Premium\",\"D\",\"VS2\",59.6,59,2214,5.53,5.47,3.28\n\"50144\",0.75,\"Premium\",\"E\",\"SI2\",61.9,55,2214,5.89,5.84,3.63\n\"50145\",0.71,\"Ideal\",\"G\",\"SI1\",62.5,57,2215,5.72,5.64,3.55\n\"50146\",0.71,\"Good\",\"G\",\"SI1\",63.9,56,2215,5.62,5.59,3.58\n\"50147\",0.73,\"Ideal\",\"I\",\"SI1\",62,57,2215,5.74,5.77,3.56\n\"50148\",0.64,\"Ideal\",\"E\",\"SI1\",60.9,57,2215,5.56,5.58,3.39\n\"50149\",0.7,\"Premium\",\"E\",\"SI2\",61.1,61,2215,5.74,5.69,3.49\n\"50150\",0.71,\"Good\",\"E\",\"SI2\",57.8,60,2215,5.86,5.83,3.38\n\"50151\",0.71,\"Good\",\"D\",\"SI2\",64.3,56,2215,5.64,5.59,3.61\n\"50152\",0.71,\"Premium\",\"G\",\"SI1\",62.8,61,2215,5.64,5.59,3.53\n\"50153\",0.71,\"Premium\",\"E\",\"SI2\",62.1,62,2215,5.7,5.67,3.53\n\"50154\",0.71,\"Premium\",\"G\",\"SI1\",58.5,58,2215,5.87,5.82,3.42\n\"50155\",0.75,\"Premium\",\"G\",\"SI2\",61,58,2216,5.9,5.94,3.61\n\"50156\",0.54,\"Ideal\",\"F\",\"VVS2\",61.2,55,2216,5.25,5.27,3.22\n\"50157\",0.72,\"Premium\",\"I\",\"VS2\",60.9,60,2216,5.76,5.8,3.52\n\"50158\",0.52,\"Ideal\",\"F\",\"VVS2\",61.8,56,2216,5.2,5.17,3.2\n\"50159\",0.52,\"Ideal\",\"D\",\"VVS2\",59.9,57,2217,5.21,5.28,3.14\n\"50160\",0.57,\"Ideal\",\"G\",\"VVS1\",61.9,57,2217,5.31,5.35,3.3\n\"50161\",0.71,\"Very Good\",\"J\",\"VVS1\",59.7,58,2218,5.8,5.83,3.47\n\"50162\",0.72,\"Very Good\",\"G\",\"SI2\",61.9,59,2218,5.67,5.71,3.52\n\"50163\",0.71,\"Very Good\",\"I\",\"SI1\",62.6,59,2218,5.67,5.7,3.56\n\"50164\",0.7,\"Good\",\"H\",\"SI1\",63.7,59,2218,5.53,5.59,3.54\n\"50165\",0.7,\"Premium\",\"H\",\"VS2\",60.8,58,2218,5.71,5.68,3.46\n\"50166\",0.7,\"Good\",\"G\",\"SI1\",63.9,58,2218,5.57,5.51,3.54\n\"50167\",0.54,\"Ideal\",\"F\",\"VVS2\",61.4,56,2218,5.27,5.29,3.24\n\"50168\",0.73,\"Ideal\",\"I\",\"SI2\",62.4,56,2218,5.74,5.77,3.59\n\"50169\",0.71,\"Ideal\",\"I\",\"SI1\",62.5,57,2218,5.69,5.74,3.57\n\"50170\",0.7,\"Premium\",\"D\",\"SI1\",61.4,59,2218,5.67,5.64,3.47\n\"50171\",0.56,\"Premium\",\"F\",\"VVS1\",61.1,56,2218,5.41,5.3,3.27\n\"50172\",0.71,\"Very Good\",\"I\",\"VS2\",61.4,56,2219,5.73,5.79,3.53\n\"50173\",0.5,\"Very Good\",\"F\",\"IF\",59.7,60,2219,5.18,5.24,3.11\n\"50174\",0.51,\"Very Good\",\"D\",\"VVS2\",62.4,58,2220,5.1,5.13,3.19\n\"50175\",1.03,\"Good\",\"J\",\"I1\",58.2,64,2220,6.64,6.69,3.88\n\"50176\",0.52,\"Ideal\",\"E\",\"VVS2\",60.9,56,2220,5.21,5.24,3.18\n\"50177\",0.55,\"Ideal\",\"E\",\"VS1\",61.5,56,2220,5.26,5.29,3.24\n\"50178\",0.71,\"Very Good\",\"F\",\"SI1\",62.1,58,2221,5.64,5.72,3.53\n\"50179\",0.7,\"Good\",\"D\",\"SI2\",63.1,60,2221,5.56,5.62,3.53\n\"50180\",0.64,\"Very Good\",\"E\",\"VS2\",60.5,58.1,2222,5.59,5.62,3.39\n\"50181\",0.74,\"Very Good\",\"H\",\"SI2\",62.1,58,2222,5.82,5.78,3.6\n\"50182\",0.64,\"Ideal\",\"F\",\"VS1\",61.9,56.8,2222,5.55,5.6,3.45\n\"50183\",0.64,\"Good\",\"F\",\"VS1\",57.7,61,2222,5.68,5.75,3.29\n\"50184\",0.66,\"Ideal\",\"H\",\"VS1\",62.7,55,2222,5.6,5.57,3.5\n\"50185\",0.7,\"Premium\",\"D\",\"SI2\",61.8,55,2222,5.71,5.68,3.52\n\"50186\",0.51,\"Very Good\",\"F\",\"VVS1\",62.6,57,2223,5.06,5.1,3.18\n\"50187\",0.8,\"Very Good\",\"J\",\"SI1\",61.6,56,2224,5.94,5.98,3.67\n\"50188\",0.7,\"Very Good\",\"E\",\"SI2\",61.8,60,2224,5.61,5.65,3.48\n\"50189\",0.55,\"Ideal\",\"D\",\"VS2\",60.6,56,2224,5.3,5.36,3.23\n\"50190\",0.64,\"Ideal\",\"D\",\"VS2\",60.7,59,2224,5.58,5.62,3.4\n\"50191\",0.72,\"Ideal\",\"F\",\"SI2\",62,55,2224,5.75,5.79,3.58\n\"50192\",0.68,\"Premium\",\"E\",\"SI1\",62,59,2224,5.67,5.65,3.51\n\"50193\",0.71,\"Premium\",\"H\",\"SI2\",60.5,60,2224,5.81,5.73,3.49\n\"50194\",0.71,\"Very Good\",\"E\",\"SI2\",63.3,57,2225,5.65,5.69,3.59\n\"50195\",0.91,\"Good\",\"E\",\"I1\",57.7,63,2225,6.3,6.35,3.65\n\"50196\",0.61,\"Ideal\",\"E\",\"VS2\",61.7,56,2225,5.46,5.43,3.36\n\"50197\",0.52,\"Ideal\",\"D\",\"VS2\",61.8,55,2225,5.19,5.23,3.22\n\"50198\",0.71,\"Very Good\",\"J\",\"VVS2\",61.1,58,2226,5.7,5.75,3.5\n\"50199\",0.71,\"Very Good\",\"I\",\"VS1\",62.9,59,2226,5.68,5.71,3.58\n\"50200\",0.71,\"Ideal\",\"J\",\"VVS2\",60.3,61,2226,5.76,5.79,3.48\n\"50201\",0.9,\"Good\",\"G\",\"I1\",63.6,61,2226,6.03,6.07,3.85\n\"50202\",0.71,\"Good\",\"E\",\"SI2\",58.7,61,2226,5.73,5.78,3.38\n\"50203\",0.69,\"Very Good\",\"D\",\"SI1\",57.6,62,2227,5.83,5.9,3.38\n\"50204\",0.76,\"Premium\",\"H\",\"SI1\",59.8,57,2227,5.93,5.91,3.54\n\"50205\",0.8,\"Premium\",\"J\",\"SI1\",60.1,57,2227,6.03,5.98,3.61\n\"50206\",0.58,\"Ideal\",\"F\",\"VS1\",62.4,57,2227,5.36,5.32,3.33\n\"50207\",0.58,\"Ideal\",\"F\",\"VS1\",61.9,56,2227,5.36,5.33,3.31\n\"50208\",0.58,\"Ideal\",\"F\",\"VS1\",60.3,57,2227,5.47,5.44,3.29\n\"50209\",0.75,\"Very Good\",\"H\",\"SI2\",61.9,56,2228,5.79,5.87,3.61\n\"50210\",0.78,\"Very Good\",\"I\",\"SI1\",63.1,56,2228,5.88,5.82,3.69\n\"50211\",0.74,\"Ideal\",\"I\",\"SI1\",62,53,2229,5.83,5.84,3.62\n\"50212\",0.7,\"Good\",\"E\",\"SI2\",57.5,58,2229,5.8,5.85,3.35\n\"50213\",0.8,\"Good\",\"D\",\"SI2\",64,60,2229,5.91,5.81,3.75\n\"50214\",0.72,\"Good\",\"F\",\"SI1\",63.9,62,2229,5.7,5.63,3.62\n\"50215\",0.7,\"Very Good\",\"E\",\"SI2\",61.1,62,2230,5.68,5.72,3.48\n\"50216\",0.7,\"Ideal\",\"F\",\"SI1\",61.9,57,2230,5.66,5.75,3.53\n\"50217\",0.7,\"Very Good\",\"F\",\"SI1\",62.2,58,2230,5.66,5.69,3.53\n\"50218\",0.7,\"Ideal\",\"F\",\"SI1\",62.2,57,2230,5.67,5.74,3.55\n\"50219\",0.7,\"Premium\",\"F\",\"SI1\",61.9,58,2230,5.69,5.74,3.54\n\"50220\",0.7,\"Very Good\",\"F\",\"SI1\",61.8,58,2230,5.67,5.72,3.52\n\"50221\",0.7,\"Very Good\",\"F\",\"SI1\",61.7,61,2230,5.67,5.7,3.51\n\"50222\",0.7,\"Very Good\",\"F\",\"SI1\",61.6,55,2230,5.66,5.7,3.5\n\"50223\",0.52,\"Ideal\",\"E\",\"VVS2\",62,54,2230,5.16,5.19,3.21\n\"50224\",0.53,\"Ideal\",\"E\",\"VVS2\",62,58,2230,5.16,5.2,3.21\n\"50225\",0.56,\"Ideal\",\"G\",\"VS1\",61,56,2230,5.31,5.35,3.25\n\"50226\",0.7,\"Very Good\",\"F\",\"SI1\",60.6,58,2231,5.73,5.78,3.49\n\"50227\",0.54,\"Ideal\",\"F\",\"VVS2\",61,54,2231,5.28,5.3,3.23\n\"50228\",0.54,\"Ideal\",\"F\",\"VVS2\",61.6,56,2231,5.23,5.26,3.23\n\"50229\",0.71,\"Premium\",\"H\",\"SI2\",62.7,57,2231,5.71,5.64,3.56\n\"50230\",0.82,\"Very 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Good\",\"E\",\"SI1\",59.1,59,544,4.42,4.44,2.62\n\"50311\",0.7,\"Good\",\"E\",\"SI2\",57.8,61,2239,5.89,5.85,3.39\n\"50312\",0.7,\"Premium\",\"F\",\"SI1\",59.4,60,2239,5.77,5.74,3.42\n\"50313\",0.7,\"Premium\",\"F\",\"SI1\",61.2,59,2239,5.7,5.64,3.47\n\"50314\",0.71,\"Good\",\"I\",\"VS1\",59.1,63.4,2239,5.76,5.81,3.42\n\"50315\",0.7,\"Premium\",\"D\",\"SI2\",63,56,2239,5.67,5.64,3.56\n\"50316\",0.7,\"Ideal\",\"E\",\"SI2\",61.2,55,2239,5.76,5.68,3.5\n\"50317\",1.06,\"Fair\",\"I\",\"I1\",64.5,57,2239,6.47,6.33,4.13\n\"50318\",0.71,\"Very Good\",\"G\",\"SI1\",63.1,60,2240,5.6,5.69,3.56\n\"50319\",0.78,\"Ideal\",\"G\",\"SI2\",61.9,55,2240,5.91,5.94,3.67\n\"50320\",0.7,\"Ideal\",\"I\",\"VS2\",62,54.1,2240,5.7,5.73,3.55\n\"50321\",0.7,\"Ideal\",\"I\",\"VS2\",61.9,53.2,2240,5.68,5.71,3.56\n\"50322\",0.7,\"Ideal\",\"I\",\"VS2\",62.1,54.6,2240,5.68,5.72,3.54\n\"50323\",0.7,\"Ideal\",\"H\",\"SI1\",61.4,57,2240,5.64,5.76,3.5\n\"50324\",0.71,\"Good\",\"G\",\"SI1\",64.1,58,2240,5.6,5.63,3.6\n\"50325\",0.65,\"Very Good\",\"F\",\"VS2\",64,55.3,2241,5.5,5.57,3.54\n\"50326\",0.63,\"Very Good\",\"G\",\"VS1\",59.9,57,2241,5.57,5.62,3.35\n\"50327\",0.58,\"Ideal\",\"E\",\"VS1\",60.8,57,2241,5.41,5.42,3.29\n\"50328\",0.7,\"Fair\",\"E\",\"SI1\",66.7,59,2241,5.49,5.45,3.65\n\"50329\",0.72,\"Ideal\",\"F\",\"SI2\",62.1,57,2241,5.72,5.75,3.56\n\"50330\",0.65,\"Good\",\"G\",\"VS1\",60,60.4,2241,5.6,5.7,3.39\n\"50331\",0.83,\"Ideal\",\"J\",\"VS2\",61.5,57,2241,6.08,6.03,3.72\n\"50332\",0.83,\"Premium\",\"J\",\"SI2\",59.1,60,2241,6.13,6.12,3.62\n\"50333\",0.7,\"Very Good\",\"D\",\"SI1\",64,53,2242,5.57,5.61,3.58\n\"50334\",0.61,\"Ideal\",\"G\",\"VVS2\",61.6,54,2242,5.45,5.49,3.37\n\"50335\",0.55,\"Ideal\",\"F\",\"VVS2\",62.4,55,2242,5.24,5.28,3.28\n\"50336\",0.65,\"Ideal\",\"G\",\"VS1\",60.6,60,2242,5.58,5.61,3.39\n\"50337\",0.7,\"Good\",\"D\",\"SI2\",58.3,60,2242,5.81,5.89,3.41\n\"50338\",0.7,\"Good\",\"F\",\"SI1\",63.7,58,2242,5.62,5.65,3.59\n\"50339\",0.61,\"Very 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Good\",\"H\",\"SI1\",62.9,58,2246,5.62,5.66,3.55\n\"50354\",0.73,\"Premium\",\"I\",\"VS2\",59.7,59,2246,5.81,5.94,3.51\n\"50355\",0.8,\"Fair\",\"G\",\"SI2\",61.2,58,2246,5.96,5.93,3.64\n\"50356\",0.61,\"Ideal\",\"F\",\"VS1\",61.9,57,2246,5.42,5.46,3.37\n\"50357\",0.72,\"Very Good\",\"G\",\"SI2\",63.3,58,2246,5.72,5.68,3.61\n\"50358\",0.78,\"Ideal\",\"G\",\"SI2\",61.7,55,2246,5.92,5.88,3.64\n\"50359\",0.72,\"Premium\",\"G\",\"SI1\",60.6,59,2246,5.8,5.76,3.5\n\"50360\",0.72,\"Premium\",\"G\",\"SI1\",60.6,62,2246,5.81,5.77,3.51\n\"50361\",0.72,\"Very Good\",\"F\",\"SI2\",63.1,58,2246,5.69,5.63,3.57\n\"50362\",0.77,\"Premium\",\"F\",\"SI2\",61.6,58,2247,5.9,5.88,3.63\n\"50363\",0.53,\"Ideal\",\"G\",\"IF\",61.8,57,2247,5.18,5.22,3.21\n\"50364\",0.53,\"Ideal\",\"G\",\"IF\",61.4,56,2247,5.2,5.24,3.21\n\"50365\",0.53,\"Ideal\",\"G\",\"IF\",61.9,56,2247,5.18,5.22,3.21\n\"50366\",0.7,\"Good\",\"D\",\"SI2\",63.6,62,2247,5.61,5.55,3.55\n\"50367\",0.61,\"Ideal\",\"E\",\"VS2\",61.9,53,2248,5.45,5.5,3.39\n\"50368\",0.75,\"Ideal\",\"F\",\"SI2\",59.2,60,2248,5.87,5.92,3.49\n\"50369\",0.71,\"Premium\",\"H\",\"VS2\",62,54,2249,5.73,5.69,3.54\n\"50370\",0.72,\"Ideal\",\"J\",\"VVS1\",62.5,56,2249,5.71,5.74,3.58\n\"50371\",0.7,\"Ideal\",\"I\",\"VS2\",61.2,55,2249,5.75,5.77,3.53\n\"50372\",0.71,\"Premium\",\"D\",\"SI1\",58.1,61,2249,5.81,5.79,3.37\n\"50373\",0.7,\"Very Good\",\"F\",\"SI1\",62.8,57,2250,5.61,5.66,3.54\n\"50374\",0.53,\"Ideal\",\"G\",\"VVS2\",61.4,57,2250,5.17,5.2,3.18\n\"50375\",0.7,\"Very Good\",\"F\",\"VS2\",61.1,62,2250,5.64,5.69,3.46\n\"50376\",0.53,\"Ideal\",\"E\",\"VVS2\",62.5,57,2250,5.12,5.18,3.22\n\"50377\",0.6,\"Ideal\",\"H\",\"VS1\",61.3,55,2250,5.47,5.49,3.36\n\"50378\",0.44,\"Good\",\"D\",\"VVS1\",59.2,57,2250,4.96,5,2.95\n\"50379\",0.75,\"Premium\",\"G\",\"SI2\",63,58,2250,5.81,5.77,3.62\n\"50380\",0.7,\"Fair\",\"G\",\"VS1\",68.5,58,2250,5.47,5.34,3.7\n\"50381\",0.7,\"Very Good\",\"F\",\"VS2\",63.5,56,2250,5.64,5.45,3.52\n\"50382\",0.75,\"Good\",\"J\",\"SI1\",63.9,56,2250,5.76,5.71,3.66\n\"50383\",0.55,\"Very Good\",\"D\",\"VS1\",59.5,56,2251,5.35,5.38,3.19\n\"50384\",0.7,\"Premium\",\"H\",\"VS2\",61,59,2251,5.72,5.65,3.47\n\"50385\",0.52,\"Ideal\",\"F\",\"VVS1\",59.8,59,2251,5.21,5.25,3.13\n\"50386\",0.52,\"Ideal\",\"F\",\"VVS1\",61.9,55,2251,5.17,5.2,3.21\n\"50387\",0.55,\"Ideal\",\"D\",\"VS1\",61.3,56,2251,5.28,5.32,3.25\n\"50388\",0.71,\"Good\",\"G\",\"SI1\",62.3,56,2251,5.68,5.72,3.55\n\"50389\",0.61,\"Premium\",\"D\",\"VS2\",62.3,55,2251,5.47,5.42,3.39\n\"50390\",0.78,\"Very Good\",\"H\",\"SI2\",61.8,59,2252,5.85,5.9,3.63\n\"50391\",0.72,\"Very Good\",\"E\",\"SI2\",62.3,58,2252,5.7,5.76,3.57\n\"50392\",0.72,\"Ideal\",\"H\",\"SI2\",60.8,56,2252,5.79,5.83,3.53\n\"50393\",0.76,\"Ideal\",\"F\",\"SI2\",61.6,57,2253,5.91,5.85,3.62\n\"50394\",0.7,\"Good\",\"H\",\"VS2\",61.4,56,2253,5.73,5.8,3.54\n\"50395\",0.52,\"Very Good\",\"E\",\"VVS2\",61.2,58,2254,5.17,5.19,3.17\n\"50396\",0.59,\"Very Good\",\"D\",\"VS1\",62.6,58,2254,5.34,5.39,3.36\n\"50397\",0.72,\"Good\",\"D\",\"SI2\",64.1,57,2254,5.64,5.71,3.64\n\"50398\",0.52,\"Ideal\",\"G\",\"VS2\",62,55,2255,5.16,5.19,3.21\n\"50399\",0.73,\"Ideal\",\"F\",\"SI2\",61.5,55,2255,5.79,5.85,3.58\n\"50400\",0.73,\"Ideal\",\"F\",\"SI2\",60.5,59,2255,5.83,5.88,3.54\n\"50401\",0.71,\"Ideal\",\"I\",\"SI1\",61.4,56,2255,5.73,5.77,3.53\n\"50402\",0.71,\"Ideal\",\"I\",\"SI1\",61.7,55,2255,5.74,5.77,3.55\n\"50403\",0.59,\"Very Good\",\"G\",\"VVS1\",61.5,55,2256,5.4,5.43,3.33\n\"50404\",0.71,\"Very Good\",\"E\",\"SI2\",61.9,63,2256,5.69,5.74,3.54\n\"50405\",0.58,\"Ideal\",\"G\",\"VVS1\",61.3,56,2256,5.36,5.4,3.3\n\"50406\",0.73,\"Premium\",\"E\",\"SI2\",62.2,55,2256,5.81,5.71,3.58\n\"50407\",0.57,\"Ideal\",\"E\",\"SI1\",61.9,57,2257,5.35,5.31,3.3\n\"50408\",0.7,\"Very Good\",\"E\",\"SI2\",62,60,2257,5.67,5.72,3.53\n\"50409\",0.77,\"Ideal\",\"J\",\"VS2\",62.5,57,2257,5.8,5.91,3.66\n\"50410\",0.77,\"Ideal\",\"J\",\"SI1\",62,57,2257,5.84,5.87,3.63\n\"50411\",1.01,\"Premium\",\"F\",\"I1\",62.6,57,2257,6.42,6.3,3.99\n\"50412\",0.71,\"Ideal\",\"E\",\"SI1\",61.6,53,2258,5.79,5.73,3.55\n\"50413\",0.73,\"Ideal\",\"J\",\"VS2\",62,56,2258,5.76,5.79,3.58\n\"50414\",0.71,\"Good\",\"G\",\"VS2\",64.1,56,2258,5.64,5.6,3.6\n\"50415\",0.71,\"Good\",\"F\",\"SI1\",64.3,58,2258,5.61,5.55,3.59\n\"50416\",0.67,\"Good\",\"D\",\"SI1\",63.8,57,2258,5.53,5.48,3.51\n\"50417\",0.71,\"Ideal\",\"H\",\"SI2\",59.4,57,2258,5.87,5.81,3.47\n\"50418\",0.71,\"Very Good\",\"H\",\"SI1\",60.1,63,2258,5.72,5.69,3.43\n\"50419\",0.71,\"Very Good\",\"H\",\"SI2\",63.2,58,2259,5.63,5.67,3.57\n\"50420\",0.53,\"Ideal\",\"F\",\"VVS2\",61,56,2259,5.26,5.24,3.2\n\"50421\",0.55,\"Ideal\",\"F\",\"VVS2\",60.7,56,2259,5.31,5.34,3.23\n\"50422\",0.57,\"Ideal\",\"G\",\"VVS1\",62,55,2259,5.33,5.35,3.31\n\"50423\",0.7,\"Ideal\",\"F\",\"SI2\",62,55,2259,5.69,5.73,3.54\n\"50424\",0.83,\"Very Good\",\"G\",\"SI2\",63.1,61,2259,5.96,5.92,3.75\n\"50425\",0.5,\"Very Good\",\"G\",\"VVS2\",60,56,2260,5.18,5.21,3.12\n\"50426\",1.07,\"Premium\",\"I\",\"I1\",59.8,59,2260,6.68,6.62,3.98\n\"50427\",0.56,\"Ideal\",\"F\",\"VVS2\",62.2,54.3,2260,5.26,5.29,3.28\n\"50428\",0.62,\"Ideal\",\"E\",\"VS2\",61.9,57,2260,5.47,5.44,3.38\n\"50429\",0.73,\"Ideal\",\"H\",\"SI2\",61.6,57,2260,5.79,5.81,3.57\n\"50430\",0.74,\"Very Good\",\"F\",\"SI2\",63.1,55,2261,5.77,5.74,3.63\n\"50431\",0.74,\"Very Good\",\"G\",\"SI2\",62.8,59,2262,5.71,5.76,3.6\n\"50432\",0.71,\"Ideal\",\"F\",\"SI1\",62.5,57,2262,5.68,5.74,3.57\n\"50433\",0.71,\"Ideal\",\"D\",\"SI2\",60.2,57,2262,5.77,5.83,3.49\n\"50434\",0.71,\"Premium\",\"F\",\"SI1\",60.3,60,2262,5.76,5.79,3.48\n\"50435\",0.77,\"Very Good\",\"I\",\"VS2\",63.4,58,2262,5.81,5.74,3.66\n\"50436\",0.76,\"Premium\",\"J\",\"VS1\",61.1,58,2262,5.91,5.85,3.59\n\"50437\",0.77,\"Good\",\"H\",\"SI2\",58.6,64,2262,6.01,5.93,3.5\n\"50438\",0.72,\"Premium\",\"I\",\"SI1\",61.5,59,2262,5.78,5.73,3.54\n\"50439\",0.7,\"Very Good\",\"E\",\"SI2\",62,59,2263,5.61,5.68,3.5\n\"50440\",0.7,\"Very Good\",\"E\",\"SI2\",61.5,60,2263,5.65,5.7,3.49\n\"50441\",0.7,\"Very Good\",\"E\",\"SI2\",59.8,58,2263,5.72,5.85,3.46\n\"50442\",0.7,\"Very Good\",\"E\",\"SI2\",62.6,55,2263,5.62,5.69,3.54\n\"50443\",0.8,\"Very Good\",\"H\",\"SI2\",59.7,58,2263,6.03,6.09,3.62\n\"50444\",0.58,\"Ideal\",\"F\",\"VVS2\",61.8,56,2263,5.37,5.41,3.33\n\"50445\",0.53,\"Ideal\",\"E\",\"VVS2\",61.9,55,2263,5.19,5.22,3.22\n\"50446\",0.6,\"Ideal\",\"D\",\"SI1\",61.4,55,2263,5.45,5.47,3.35\n\"50447\",0.6,\"Ideal\",\"D\",\"SI1\",61.7,56,2263,5.39,5.44,3.34\n\"50448\",0.7,\"Very Good\",\"F\",\"SI1\",63.3,59,2264,5.57,5.62,3.54\n\"50449\",0.7,\"Very Good\",\"F\",\"SI1\",63.5,59,2264,5.59,5.65,3.57\n\"50450\",0.7,\"Very Good\",\"F\",\"SI1\",63.4,59,2264,5.59,5.64,3.56\n\"50451\",0.7,\"Very Good\",\"F\",\"SI1\",61.1,59,2264,5.68,5.78,3.5\n\"50452\",0.7,\"Ideal\",\"F\",\"SI1\",59.9,57,2264,5.74,5.82,3.46\n\"50453\",0.7,\"Premium\",\"F\",\"SI1\",60.5,58,2264,5.77,5.84,3.51\n\"50454\",0.71,\"Ideal\",\"G\",\"SI2\",61.5,55,2264,5.74,5.78,3.54\n\"50455\",0.71,\"Ideal\",\"G\",\"SI2\",61.1,56,2264,5.75,5.77,3.52\n\"50456\",0.7,\"Good\",\"D\",\"SI2\",63.3,56,2264,5.6,5.65,3.56\n\"50457\",0.77,\"Good\",\"I\",\"SI1\",62.3,55,2264,5.88,5.93,3.68\n\"50458\",0.7,\"Good\",\"F\",\"SI1\",58.7,61,2264,5.77,5.81,3.4\n\"50459\",0.7,\"Premium\",\"J\",\"IF\",60.5,59,2264,5.73,5.67,3.45\n\"50460\",0.74,\"Very Good\",\"H\",\"SI2\",63.1,56,2264,5.78,5.75,3.64\n\"50461\",1,\"Premium\",\"G\",\"I1\",59,60,2264,6.49,6.43,3.82\n\"50462\",0.78,\"Very Good\",\"H\",\"SI2\",63.5,56,2265,5.82,5.86,3.71\n\"50463\",0.72,\"Very Good\",\"G\",\"SI1\",62.8,59,2265,5.69,5.74,3.59\n\"50464\",0.72,\"Premium\",\"E\",\"SI1\",62.1,58,2265,5.69,5.72,3.54\n\"50465\",0.72,\"Ideal\",\"E\",\"SI1\",59.8,57,2265,5.86,5.91,3.52\n\"50466\",0.71,\"Ideal\",\"I\",\"VS2\",63.1,57,2265,5.66,5.71,3.59\n\"50467\",0.72,\"Ideal\",\"I\",\"VS1\",62.3,55,2265,5.79,5.69,3.58\n\"50468\",0.61,\"Very Good\",\"D\",\"VS2\",61.5,57,2266,5.45,5.48,3.36\n\"50469\",0.71,\"Very Good\",\"H\",\"SI1\",60.7,60,2266,5.73,5.76,3.49\n\"50470\",0.71,\"Very Good\",\"G\",\"SI1\",61.2,61,2266,5.66,5.71,3.48\n\"50471\",0.53,\"Ideal\",\"D\",\"VS2\",61.6,56,2266,5.2,5.22,3.21\n\"50472\",0.71,\"Ideal\",\"G\",\"SI2\",61.7,55,2266,5.71,5.74,3.53\n\"50473\",0.71,\"Ideal\",\"G\",\"SI2\",62.3,56,2266,5.68,5.72,3.55\n\"50474\",0.55,\"Good\",\"F\",\"IF\",60.8,60,2266,5.26,5.36,3.23\n\"50475\",0.71,\"Premium\",\"I\",\"VS1\",61.9,59,2266,5.71,5.67,3.52\n\"50476\",0.71,\"Very Good\",\"F\",\"SI2\",63.4,57,2266,5.7,5.63,3.59\n\"50477\",0.71,\"Ideal\",\"I\",\"VS1\",62,58,2266,5.75,5.72,3.55\n\"50478\",0.7,\"Very Good\",\"F\",\"SI1\",62.3,57,2267,5.62,5.65,3.51\n\"50479\",0.52,\"Ideal\",\"G\",\"IF\",61.7,56,2267,5.15,5.19,3.19\n\"50480\",0.7,\"Good\",\"G\",\"SI2\",60.1,65,2268,5.7,5.65,3.41\n\"50481\",0.7,\"Premium\",\"H\",\"SI1\",62.2,57,2268,5.74,5.71,3.56\n\"50482\",0.55,\"Ideal\",\"F\",\"VVS2\",62,55,2268,5.26,5.29,3.27\n\"50483\",0.7,\"Ideal\",\"I\",\"VS2\",62.2,55,2268,5.73,5.69,3.55\n\"50484\",0.7,\"Ideal\",\"G\",\"SI2\",62.6,56,2268,5.69,5.66,3.55\n\"50485\",0.7,\"Good\",\"I\",\"VS2\",63.9,65,2268,5.6,5.56,3.56\n\"50486\",0.7,\"Premium\",\"G\",\"SI2\",58,60,2268,5.91,5.88,3.42\n\"50487\",0.7,\"Good\",\"I\",\"VS2\",57.5,62,2268,5.81,5.78,3.33\n\"50488\",0.7,\"Premium\",\"G\",\"SI2\",60,60,2268,5.69,5.65,3.51\n\"50489\",0.7,\"Premium\",\"F\",\"SI1\",62.5,62,2268,5.63,5.57,3.5\n\"50490\",0.7,\"Premium\",\"I\",\"VS2\",60.8,59,2268,5.71,5.68,3.46\n\"50491\",0.7,\"Fair\",\"H\",\"VS2\",65,56,2268,5.6,5.5,3.61\n\"50492\",0.7,\"Premium\",\"G\",\"SI2\",58.5,60,2268,5.85,5.81,3.41\n\"50493\",0.7,\"Premium\",\"G\",\"SI2\",61.9,58,2268,5.64,5.6,3.48\n\"50494\",0.75,\"Premium\",\"G\",\"SI2\",62.7,58,2268,5.82,5.76,3.63\n\"50495\",0.7,\"Premium\",\"F\",\"SI1\",61.8,59,2268,5.76,5.67,3.53\n\"50496\",0.73,\"Ideal\",\"H\",\"SI1\",62.9,56,2269,5.79,5.75,3.63\n\"50497\",0.53,\"Ideal\",\"F\",\"VVS2\",61,57,2269,5.23,5.26,3.22\n\"50498\",0.6,\"Very Good\",\"F\",\"VS2\",60.8,56,2270,5.45,5.48,3.32\n\"50499\",0.6,\"Very Good\",\"E\",\"VS1\",60,58,2270,5.5,5.56,3.32\n\"50500\",0.7,\"Ideal\",\"I\",\"VS2\",61.4,56,2270,5.72,5.75,3.52\n\"50501\",0.7,\"Ideal\",\"G\",\"SI2\",61.2,56,2270,5.73,5.78,3.52\n\"50502\",0.6,\"Ideal\",\"H\",\"IF\",61.9,56,2270,5.4,5.45,3.36\n\"50503\",0.67,\"Good\",\"E\",\"VS2\",61.6,61,2270,5.57,5.6,3.44\n\"50504\",0.71,\"Ideal\",\"I\",\"VS2\",62.1,57,2270,5.72,5.64,3.53\n\"50505\",0.71,\"Good\",\"I\",\"VS2\",64.3,63,2270,5.63,5.56,3.6\n\"50506\",0.78,\"Very Good\",\"I\",\"SI2\",60.6,58,2271,5.92,5.97,3.6\n\"50507\",0.53,\"Ideal\",\"E\",\"VVS2\",62.9,54,2271,5.19,5.15,3.25\n\"50508\",0.54,\"Ideal\",\"G\",\"IF\",62.3,56,2271,5.19,5.21,3.24\n\"50509\",0.54,\"Ideal\",\"G\",\"IF\",62.5,57,2271,5.16,5.2,3.24\n\"50510\",0.7,\"Good\",\"I\",\"VS1\",64.4,60,2271,5.51,5.58,3.57\n\"50511\",0.7,\"Good\",\"I\",\"VS1\",64.3,58,2271,5.56,5.61,3.59\n\"50512\",0.71,\"Premium\",\"E\",\"SI2\",61.8,57,2271,5.73,5.67,3.52\n\"50513\",0.5,\"Ideal\",\"D\",\"VVS2\",61,56,2272,5.11,5.15,3.13\n\"50514\",0.71,\"Ideal\",\"I\",\"VS2\",62,54,2272,5.73,5.77,3.56\n\"50515\",0.7,\"Very Good\",\"I\",\"VS2\",62.3,58,2273,5.58,5.65,3.5\n\"50516\",0.7,\"Very Good\",\"H\",\"SI1\",60.9,59,2273,5.72,5.75,3.49\n\"50517\",0.75,\"Premium\",\"I\",\"SI1\",62,60,2273,5.8,5.75,3.57\n\"50518\",0.7,\"Premium\",\"E\",\"SI2\",62.1,59,2273,5.65,5.63,3.5\n\"50519\",0.7,\"Premium\",\"E\",\"SI2\",62.9,59,2273,5.71,5.64,3.57\n\"50520\",0.53,\"Ideal\",\"E\",\"VVS2\",62.2,54,2273,5.19,5.23,3.24\n\"50521\",0.53,\"Ideal\",\"F\",\"VVS1\",62.1,53.2,2273,5.17,5.21,3.22\n\"50522\",0.7,\"Fair\",\"G\",\"VS2\",57.3,63,2273,5.78,5.84,3.33\n\"50523\",0.7,\"Very Good\",\"E\",\"SI2\",63.1,56,2273,5.66,5.63,3.56\n\"50524\",0.61,\"Very Good\",\"F\",\"VVS2\",60.5,58.5,2274,5.44,5.64,3.34\n\"50525\",0.71,\"Very Good\",\"G\",\"SI1\",63.3,56,2274,5.66,5.69,3.59\n\"50526\",0.71,\"Very Good\",\"G\",\"SI1\",62.7,58,2274,5.7,5.72,3.58\n\"50527\",0.7,\"Ideal\",\"E\",\"VS2\",61.4,57,2274,5.72,5.78,3.53\n\"50528\",0.75,\"Very Good\",\"F\",\"SI2\",60.5,57,2274,5.88,5.95,3.58\n\"50529\",0.75,\"Premium\",\"F\",\"SI2\",60.9,58,2274,5.88,5.91,3.59\n\"50530\",0.7,\"Very Good\",\"I\",\"VS1\",62.4,59,2274,5.55,5.64,3.49\n\"50531\",0.7,\"Good\",\"I\",\"VS1\",63.2,55,2274,5.58,5.63,3.54\n\"50532\",0.71,\"Fair\",\"G\",\"VS2\",65.7,56,2274,5.51,5.54,3.63\n\"50533\",0.81,\"Premium\",\"G\",\"SI2\",59,57,2274,6.14,6.1,3.61\n\"50534\",0.57,\"Premium\",\"E\",\"VS2\",62.2,59,2274,5.29,5.26,3.28\n\"50535\",0.54,\"Ideal\",\"G\",\"VS1\",60.7,57,2274,5.29,5.26,3.2\n\"50536\",0.5,\"Very Good\",\"E\",\"VVS2\",62.4,55,2275,5.08,5.11,3.18\n\"50537\",0.48,\"Very Good\",\"E\",\"VVS1\",60.6,56,2275,5.13,5.06,3.09\n\"50538\",0.7,\"Very Good\",\"E\",\"SI1\",61.3,61,2275,5.66,5.7,3.48\n\"50539\",0.77,\"Ideal\",\"G\",\"SI2\",61.2,57,2275,5.94,5.98,3.65\n\"50540\",0.77,\"Premium\",\"I\",\"VS2\",61.6,58,2275,5.92,5.96,3.66\n\"50541\",0.53,\"Ideal\",\"F\",\"VVS2\",61.4,56,2275,5.19,5.23,3.2\n\"50542\",0.52,\"Ideal\",\"E\",\"VS1\",61.8,56,2275,5.17,5.19,3.2\n\"50543\",0.66,\"Good\",\"F\",\"VS2\",61.5,60.8,2275,5.55,5.6,3.43\n\"50544\",0.66,\"Good\",\"G\",\"VS1\",59.6,60.2,2275,5.66,5.71,3.38\n\"50545\",0.79,\"Premium\",\"H\",\"SI1\",61.8,59,2275,5.97,5.91,3.67\n\"50546\",0.71,\"Premium\",\"F\",\"SI2\",62.1,60,2275,5.7,5.66,3.53\n\"50547\",0.7,\"Very Good\",\"H\",\"VS2\",62.9,58,2276,5.6,5.65,3.54\n\"50548\",0.7,\"Very Good\",\"H\",\"VS2\",62.3,56,2276,5.66,5.7,3.54\n\"50549\",0.7,\"Very Good\",\"G\",\"SI1\",62.8,57,2276,5.62,5.66,3.54\n\"50550\",0.7,\"Very Good\",\"G\",\"SI1\",63,59,2276,5.64,5.67,3.56\n\"50551\",0.7,\"Ideal\",\"I\",\"VVS2\",62.5,54,2276,5.69,5.74,3.57\n\"50552\",0.7,\"Ideal\",\"I\",\"VVS2\",62.1,58,2276,5.63,5.68,3.51\n\"50553\",0.73,\"Ideal\",\"F\",\"SI2\",62.1,56,2276,5.77,5.8,3.59\n\"50554\",0.73,\"Ideal\",\"F\",\"SI2\",62.7,57,2276,5.75,5.79,3.62\n\"50555\",0.7,\"Ideal\",\"G\",\"SI1\",62.1,58,2276,5.67,5.69,3.53\n\"50556\",0.7,\"Ideal\",\"G\",\"SI1\",62.4,56,2276,5.66,5.69,3.54\n\"50557\",0.7,\"Good\",\"I\",\"SI1\",58.5,61,2276,5.76,5.82,3.39\n\"50558\",0.74,\"Very Good\",\"J\",\"IF\",60.3,58,2277,5.82,5.86,3.52\n\"50559\",0.72,\"Good\",\"H\",\"SI1\",63.7,59,2277,5.63,5.68,3.6\n\"50560\",0.72,\"Premium\",\"H\",\"SI1\",62.7,59,2277,5.69,5.73,3.58\n\"50561\",0.72,\"Very Good\",\"H\",\"SI1\",61.5,56,2277,5.77,5.8,3.56\n\"50562\",0.74,\"Very Good\",\"G\",\"SI2\",63,56,2277,5.75,5.77,3.63\n\"50563\",0.71,\"Very Good\",\"H\",\"VS1\",62.8,58,2277,5.67,5.7,3.57\n\"50564\",0.79,\"Ideal\",\"I\",\"SI2\",62.1,56,2277,5.92,5.97,3.69\n\"50565\",0.55,\"Premium\",\"E\",\"VS1\",59.6,60,2277,5.41,5.36,3.15\n\"50566\",0.7,\"Very Good\",\"F\",\"SI1\",59.1,59,2278,5.76,5.91,3.45\n\"50567\",0.7,\"Very Good\",\"F\",\"SI1\",63.1,54,2278,5.64,5.67,3.57\n\"50568\",0.77,\"Very Good\",\"F\",\"SI2\",61.1,59,2278,5.85,5.95,3.59\n\"50569\",0.75,\"Good\",\"E\",\"SI2\",63.2,57,2278,5.76,5.82,3.66\n\"50570\",0.75,\"Ideal\",\"E\",\"SI2\",62.1,57,2278,5.81,5.85,3.62\n\"50571\",0.73,\"Ideal\",\"G\",\"SI1\",61.6,57,2278,5.81,5.79,3.57\n\"50572\",0.61,\"Ideal\",\"E\",\"VS2\",62.2,54,2278,5.51,5.49,3.42\n\"50573\",0.85,\"Good\",\"J\",\"SI1\",59.2,64,2278,6.17,6.13,3.64\n\"50574\",0.73,\"Fair\",\"H\",\"VS2\",65.9,55,2278,5.68,5.64,3.74\n\"50575\",0.73,\"Ideal\",\"H\",\"SI2\",62.3,56,2278,5.78,5.72,3.58\n\"50576\",0.73,\"Premium\",\"E\",\"SI2\",61.8,58,2278,5.76,5.71,3.54\n\"50577\",0.7,\"Very Good\",\"H\",\"VS1\",60.3,63,2279,5.73,5.77,3.47\n\"50578\",0.56,\"Premium\",\"E\",\"VVS2\",61.5,58,2279,5.3,5.33,3.27\n\"50579\",0.56,\"Ideal\",\"G\",\"IF\",62,56,2279,5.28,5.33,3.29\n\"50580\",0.72,\"Ideal\",\"J\",\"IF\",62,55,2279,5.74,5.77,3.57\n\"50581\",0.71,\"Very Good\",\"D\",\"SI2\",61.8,63,2279,5.73,5.67,3.52\n\"50582\",0.53,\"Very Good\",\"E\",\"VVS2\",62.3,55,2280,5.18,5.22,3.23\n\"50583\",1,\"Fair\",\"F\",\"I1\",68,57,2280,6.14,6.05,4.15\n\"50584\",0.7,\"Very Good\",\"G\",\"SI1\",62.7,55,2281,5.63,5.66,3.54\n\"50585\",0.7,\"Very Good\",\"E\",\"SI2\",59.5,56,2281,5.79,5.81,3.45\n\"50586\",0.56,\"Ideal\",\"F\",\"VVS2\",62.3,54,2281,5.29,5.34,3.31\n\"50587\",0.53,\"Good\",\"F\",\"VVS2\",62.5,65,2281,5.11,5.17,3.21\n\"50588\",0.74,\"Very Good\",\"E\",\"SI2\",63,58,2282,5.73,5.77,3.62\n\"50589\",0.7,\"Good\",\"G\",\"VS2\",63.1,58,2282,5.66,5.69,3.58\n\"50590\",0.7,\"Very Good\",\"G\",\"VS2\",58.2,60,2282,5.84,5.78,3.38\n\"50591\",0.71,\"Good\",\"F\",\"SI2\",64.5,55.6,2282,5.58,5.61,3.6\n\"50592\",0.71,\"Good\",\"H\",\"SI1\",58.4,62.1,2282,5.8,5.83,3.4\n\"50593\",0.65,\"Ideal\",\"E\",\"VS2\",62,56,2282,5.6,5.57,3.46\n\"50594\",0.77,\"Premium\",\"F\",\"SI2\",62.2,58,2282,5.9,5.85,3.66\n\"50595\",0.81,\"Very Good\",\"J\",\"VS2\",60.4,59,2283,6.04,6.11,3.67\n\"50596\",0.71,\"Good\",\"I\",\"VVS2\",63.7,56,2283,5.68,5.63,3.6\n\"50597\",0.71,\"Premium\",\"G\",\"SI1\",62.3,56,2283,5.69,5.65,3.53\n\"50598\",0.5,\"Ideal\",\"F\",\"VVS2\",61.8,53,2283,5.13,5.18,3.19\n\"50599\",0.61,\"Ideal\",\"F\",\"VS1\",61.8,57,2283,5.43,5.47,3.37\n\"50600\",0.7,\"Ideal\",\"E\",\"SI2\",62.5,54,2283,5.68,5.71,3.56\n\"50601\",0.82,\"Premium\",\"J\",\"SI1\",61.2,58,2283,6.04,5.99,3.68\n\"50602\",0.59,\"Ideal\",\"G\",\"VVS2\",62.2,56,2283,5.39,5.35,3.34\n\"50603\",0.92,\"Fair\",\"H\",\"SI2\",66.1,57,2283,6.22,6,4.05\n\"50604\",0.72,\"Very Good\",\"D\",\"SI1\",62.9,58,2285,5.7,5.72,3.59\n\"50605\",0.7,\"Premium\",\"G\",\"SI1\",61.6,58,2285,5.71,5.65,3.5\n\"50606\",0.7,\"Premium\",\"G\",\"SI1\",61.6,61,2285,5.7,5.63,3.49\n\"50607\",0.61,\"Ideal\",\"E\",\"VS1\",61.7,55,2285,5.45,5.47,3.37\n\"50608\",0.7,\"Ideal\",\"H\",\"SI2\",60.4,58,2285,5.82,5.77,3.5\n\"50609\",0.61,\"Ideal\",\"G\",\"VS2\",61.6,55,2286,5.46,5.48,3.37\n\"50610\",0.7,\"Very Good\",\"H\",\"VS2\",60,55,2287,5.73,5.77,3.45\n\"50611\",0.27,\"Ideal\",\"H\",\"VS2\",60.5,57,397,4.17,4.19,2.53\n\"50612\",0.27,\"Premium\",\"G\",\"VS2\",62.4,59,397,4.11,4.13,2.57\n\"50613\",0.26,\"Very Good\",\"H\",\"VS1\",62,56,399,4.08,4.11,2.54\n\"50614\",0.25,\"Very Good\",\"D\",\"VS2\",61.1,60,399,4.07,4.11,2.5\n\"50615\",0.27,\"Very Good\",\"G\",\"VS1\",58.8,57,399,4.25,4.36,2.53\n\"50616\",0.24,\"Good\",\"F\",\"VS1\",62.5,60,399,3.96,3.98,2.48\n\"50617\",0.25,\"Good\",\"D\",\"VS1\",57.6,60,399,4.15,4.18,2.4\n\"50618\",0.31,\"Ideal\",\"J\",\"VS2\",61.8,54.1,400,4.35,4.38,2.7\n\"50619\",0.31,\"Ideal\",\"J\",\"VS2\",62.1,53.6,400,4.36,4.39,2.72\n\"50620\",0.23,\"Very Good\",\"E\",\"VS2\",62.4,60,400,3.9,3.92,2.44\n\"50621\",0.23,\"Premium\",\"E\",\"VS1\",61.8,60,400,3.91,3.95,2.43\n\"50622\",0.26,\"Very Good\",\"F\",\"SI1\",61.3,55,401,4.15,4.21,2.56\n\"50623\",0.26,\"Very Good\",\"F\",\"SI1\",61.4,56,401,4.13,4.16,2.54\n\"50624\",0.3,\"Ideal\",\"E\",\"SI2\",62.1,54,401,4.32,4.35,2.69\n\"50625\",0.3,\"Ideal\",\"E\",\"SI2\",62.1,55,401,4.3,4.33,2.68\n\"50626\",0.3,\"Ideal\",\"E\",\"SI2\",62,54,401,4.33,4.35,2.69\n\"50627\",0.3,\"Ideal\",\"E\",\"SI2\",60.9,59,401,4.29,4.32,2.62\n\"50628\",0.25,\"Good\",\"H\",\"VVS1\",60.6,64,401,4.05,4.07,2.46\n\"50629\",0.23,\"Very Good\",\"D\",\"VS2\",61.6,58,402,3.96,3.99,2.45\n\"50630\",0.23,\"Very Good\",\"D\",\"VS2\",63.1,58,402,3.91,3.95,2.48\n\"50631\",0.23,\"Very Good\",\"D\",\"VS2\",62.9,57,402,3.92,3.97,2.48\n\"50632\",0.23,\"Very Good\",\"E\",\"VS2\",60.8,58,402,3.98,4.02,2.43\n\"50633\",0.23,\"Very Good\",\"E\",\"VS2\",60.5,58,402,3.92,3.95,2.38\n\"50634\",0.23,\"Very Good\",\"E\",\"VS2\",60.8,58,402,3.97,4.05,2.44\n\"50635\",0.23,\"Very Good\",\"F\",\"VS2\",63.4,56,402,3.84,3.89,2.45\n\"50636\",0.23,\"Very Good\",\"F\",\"VS2\",61,59,402,3.95,3.99,2.42\n\"50637\",0.23,\"Very Good\",\"F\",\"VS2\",59.1,59,402,4.02,4.07,2.39\n\"50638\",0.23,\"Very Good\",\"F\",\"VS2\",61.6,59,402,3.96,4,2.45\n\"50639\",0.23,\"Very Good\",\"F\",\"VS2\",59.4,57,402,4.06,4.09,2.42\n\"50640\",0.23,\"Very Good\",\"F\",\"VS1\",61.9,58,402,3.9,4.02,2.45\n\"50641\",0.31,\"Premium\",\"G\",\"VS2\",61.2,58,544,4.32,4.37,2.66\n\"50642\",0.31,\"Good\",\"G\",\"VS2\",63.6,56,544,4.26,4.29,2.72\n\"50643\",0.31,\"Good\",\"E\",\"SI1\",63.7,57,544,4.29,4.31,2.74\n\"50644\",0.31,\"Ideal\",\"H\",\"VS1\",62.2,57,544,4.34,4.37,2.71\n\"50645\",0.31,\"Ideal\",\"G\",\"VS2\",61.7,57,544,4.33,4.36,2.68\n\"50646\",0.31,\"Very Good\",\"E\",\"SI1\",63,57,544,4.29,4.32,2.71\n\"50647\",0.31,\"Ideal\",\"E\",\"SI1\",62.7,57,544,4.29,4.32,2.7\n\"50648\",0.31,\"Good\",\"E\",\"SI1\",63.6,57,544,4.28,4.3,2.73\n\"50649\",0.31,\"Good\",\"H\",\"VS1\",63.2,57,544,4.29,4.32,2.72\n\"50650\",0.31,\"Premium\",\"E\",\"VS2\",60.5,60,544,4.34,4.39,2.64\n\"50651\",0.31,\"Good\",\"E\",\"SI1\",63.5,55,544,4.31,4.35,2.75\n\"50652\",0.31,\"Very Good\",\"G\",\"VS2\",63,54,544,4.33,4.37,2.74\n\"50653\",0.31,\"Premium\",\"H\",\"VS1\",62.4,58,544,4.32,4.36,2.71\n\"50654\",0.31,\"Ideal\",\"G\",\"VS2\",61.4,57,544,4.33,4.37,2.67\n\"50655\",0.31,\"Very Good\",\"E\",\"SI1\",63,59,544,4.26,4.31,2.7\n\"50656\",0.31,\"Good\",\"E\",\"SI1\",63.4,55,544,4.29,4.32,2.73\n\"50657\",0.31,\"Good\",\"G\",\"VS2\",63.5,58,544,4.22,4.29,2.7\n\"50658\",0.31,\"Very Good\",\"E\",\"SI1\",62,58,544,4.3,4.35,2.68\n\"50659\",0.31,\"Ideal\",\"H\",\"VS1\",62.6,55,544,4.31,4.35,2.71\n\"50660\",0.31,\"Ideal\",\"G\",\"VS2\",61.4,56,544,4.34,4.36,2.67\n\"50661\",0.3,\"Very Good\",\"E\",\"VS2\",62.9,58,544,4.27,4.31,2.7\n\"50662\",0.31,\"Good\",\"E\",\"SI1\",63.2,59,544,4.28,4.33,2.72\n\"50663\",0.31,\"Ideal\",\"G\",\"VS2\",61.7,55,544,4.35,4.37,2.69\n\"50664\",0.31,\"Very Good\",\"H\",\"VS1\",61.4,56,544,4.37,4.39,2.69\n\"50665\",0.31,\"Very Good\",\"E\",\"SI1\",62.7,58,544,4.31,4.33,2.71\n\"50666\",0.31,\"Good\",\"E\",\"SI1\",63.1,57,544,4.28,4.31,2.71\n\"50667\",0.31,\"Ideal\",\"G\",\"VS2\",61.8,57,544,4.34,4.36,2.69\n\"50668\",0.31,\"Premium\",\"I\",\"VVS2\",59.4,59,544,4.41,4.44,2.63\n\"50669\",0.31,\"Ideal\",\"G\",\"VS2\",59.6,57,544,4.4,4.43,2.63\n\"50670\",0.31,\"Very Good\",\"I\",\"VVS2\",61.6,59,544,4.31,4.33,2.66\n\"50671\",0.7,\"Very Good\",\"G\",\"VS1\",60.5,62,2287,5.72,5.76,3.47\n\"50672\",0.34,\"Ideal\",\"D\",\"IF\",62.1,57,2287,4.46,4.52,2.79\n\"50673\",0.34,\"Ideal\",\"D\",\"IF\",59.8,57,2287,4.57,4.59,2.74\n\"50674\",0.7,\"Ideal\",\"I\",\"SI1\",62.6,54,2287,5.63,5.71,3.55\n\"50675\",0.7,\"Ideal\",\"I\",\"SI1\",62.8,56,2287,5.64,5.67,3.55\n\"50676\",0.7,\"Ideal\",\"I\",\"SI1\",61,57,2287,5.71,5.74,3.5\n\"50677\",0.5,\"Ideal\",\"G\",\"IF\",60.8,54,2287,5.19,5.2,3.16\n\"50678\",0.76,\"Premium\",\"F\",\"SI2\",59.3,59,2287,5.97,5.93,3.53\n\"50679\",1.01,\"Fair\",\"G\",\"I1\",64.5,56,2287,6.32,6.26,4.06\n\"50680\",0.7,\"Very Good\",\"I\",\"VS1\",62.7,58,2288,5.61,5.65,3.53\n\"50681\",0.73,\"Very Good\",\"I\",\"VS1\",62.4,56,2288,5.72,5.76,3.58\n\"50682\",0.53,\"Ideal\",\"E\",\"VVS2\",62.4,56,2288,5.15,5.17,3.22\n\"50683\",0.76,\"Ideal\",\"H\",\"SI2\",63,56,2288,5.81,5.84,3.67\n\"50684\",0.7,\"Ideal\",\"F\",\"SI1\",61.3,57,2288,5.72,5.77,3.52\n\"50685\",0.62,\"Good\",\"D\",\"VS2\",58.9,64,2288,5.62,5.55,3.29\n\"50686\",0.74,\"Ideal\",\"H\",\"SI2\",61.4,56,2289,5.78,5.84,3.57\n\"50687\",0.54,\"Ideal\",\"G\",\"IF\",61.2,57,2289,5.26,5.28,3.22\n\"50688\",0.54,\"Ideal\",\"G\",\"IF\",61.5,55,2289,5.24,5.3,3.23\n\"50689\",0.51,\"Very Good\",\"D\",\"VVS2\",63.1,58,2289,5.1,5.07,3.21\n\"50690\",0.7,\"Good\",\"F\",\"SI1\",64.1,56,2289,5.63,5.6,3.6\n\"50691\",0.53,\"Premium\",\"F\",\"VS2\",60.6,58,2290,5.26,5.2,3.17\n\"50692\",0.53,\"Ideal\",\"F\",\"VS2\",61.6,56,2290,5.26,5.23,3.23\n\"50693\",0.57,\"Very Good\",\"F\",\"VVS2\",62.6,58,2290,5.28,5.3,3.31\n\"50694\",0.7,\"Very Good\",\"E\",\"SI2\",60.1,56,2290,5.76,5.79,3.47\n\"50695\",0.7,\"Fair\",\"G\",\"VS1\",65.2,57,2290,5.56,5.52,3.61\n\"50696\",0.44,\"Ideal\",\"D\",\"VVS1\",60.6,56,2290,4.95,4.99,3.01\n\"50697\",0.44,\"Ideal\",\"D\",\"VVS1\",61,57,2290,4.91,4.93,3\n\"50698\",0.53,\"Ideal\",\"F\",\"VVS2\",62.1,56,2290,5.22,5.15,3.22\n\"50699\",0.53,\"Ideal\",\"F\",\"VVS2\",62.2,54,2290,5.22,5.19,3.24\n\"50700\",0.7,\"Good\",\"F\",\"VS2\",63.8,60,2290,5.61,5.52,3.55\n\"50701\",0.56,\"Premium\",\"F\",\"VVS2\",59.5,61,2290,5.36,5.33,3.18\n\"50702\",0.53,\"Premium\",\"F\",\"VVS2\",61.4,57,2290,5.22,5.2,3.2\n\"50703\",0.53,\"Ideal\",\"F\",\"VVS2\",61.3,55,2291,5.23,5.27,3.22\n\"50704\",0.53,\"Ideal\",\"F\",\"VVS2\",61.3,56,2291,5.21,5.24,3.2\n\"50705\",0.71,\"Ideal\",\"F\",\"SI2\",60.7,57,2291,5.78,5.81,3.52\n\"50706\",1.01,\"Very Good\",\"D\",\"I1\",63.4,61,2291,6.38,6.3,4.02\n\"50707\",0.74,\"Premium\",\"D\",\"SI2\",61.8,59,2291,5.85,5.83,3.61\n\"50708\",0.8,\"Premium\",\"J\",\"VS1\",60.8,59,2292,6,5.94,3.63\n\"50709\",0.77,\"Ideal\",\"J\",\"VS2\",61.9,54,2292,5.89,5.94,3.66\n\"50710\",0.56,\"Ideal\",\"D\",\"VS1\",62.5,56,2292,5.26,5.3,3.3\n\"50711\",0.77,\"Fair\",\"I\",\"VVS2\",59.2,66,2292,5.96,5.9,3.51\n\"50712\",0.7,\"Very Good\",\"G\",\"SI1\",63.5,56,2293,5.64,5.7,3.6\n\"50713\",0.77,\"Very Good\",\"H\",\"SI2\",63.3,58,2293,5.78,5.76,3.65\n\"50714\",0.53,\"Ideal\",\"G\",\"IF\",60.6,56,2293,5.27,5.33,3.21\n\"50715\",0.53,\"Ideal\",\"G\",\"IF\",60.3,56,2293,5.29,5.33,3.2\n\"50716\",0.67,\"Good\",\"F\",\"VS1\",62.3,62,2293,5.5,5.59,3.46\n\"50717\",0.7,\"Premium\",\"H\",\"VS1\",62.3,59,2293,5.71,5.66,3.54\n\"50718\",1.05,\"Fair\",\"H\",\"I1\",61.8,57,2293,6.51,6.4,3.99\n\"50719\",0.7,\"Very Good\",\"I\",\"VS1\",61.4,57,2294,5.72,5.74,3.52\n\"50720\",0.72,\"Very Good\",\"D\",\"SI2\",59.8,60,2294,5.76,5.81,3.46\n\"50721\",0.8,\"Very Good\",\"H\",\"SI2\",62.7,57,2294,5.88,5.95,3.71\n\"50722\",0.71,\"Premium\",\"I\",\"VS2\",62.1,59,2294,5.7,5.73,3.55\n\"50723\",0.55,\"Ideal\",\"F\",\"VVS2\",61.5,57,2294,5.24,5.27,3.23\n\"50724\",0.55,\"Ideal\",\"F\",\"VVS2\",60.8,56,2294,5.27,5.32,3.22\n\"50725\",0.59,\"Ideal\",\"E\",\"VS1\",62.3,56,2294,5.4,5.38,3.36\n\"50726\",0.7,\"Ideal\",\"H\",\"SI1\",62.5,56,2294,5.64,5.69,3.54\n\"50727\",0.7,\"Ideal\",\"H\",\"SI1\",62.6,55,2294,5.65,5.7,3.55\n\"50728\",0.7,\"Ideal\",\"H\",\"SI1\",62.5,55,2294,5.69,5.71,3.56\n\"50729\",0.7,\"Ideal\",\"H\",\"SI1\",62.2,55,2294,5.67,5.71,3.54\n\"50730\",0.85,\"Premium\",\"J\",\"VS2\",60.7,58,2295,6.12,6.08,3.71\n\"50731\",0.72,\"Ideal\",\"G\",\"SI2\",62.6,52,2295,5.74,5.77,3.6\n\"50732\",0.72,\"Ideal\",\"G\",\"SI2\",62.3,54,2295,5.76,5.79,3.6\n\"50733\",0.75,\"Premium\",\"I\",\"SI1\",59.1,58,2295,5.91,5.87,3.48\n\"50734\",0.74,\"Ideal\",\"F\",\"SI2\",60.3,58,2295,5.84,5.82,3.51\n\"50735\",0.75,\"Premium\",\"H\",\"SI2\",63,58,2295,5.79,5.76,3.64\n\"50736\",0.7,\"Very 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Good\",\"F\",\"SI2\",61.5,59,2307,5.88,5.95,3.63\n\"50810\",0.7,\"Very Good\",\"E\",\"SI2\",63.2,61,2307,5.62,5.59,3.54\n\"50811\",0.7,\"Premium\",\"E\",\"SI2\",60.6,59,2307,5.76,5.73,3.48\n\"50812\",0.54,\"Ideal\",\"D\",\"VS2\",61.6,55,2307,5.25,5.27,3.24\n\"50813\",0.81,\"Ideal\",\"J\",\"SI1\",62,56,2307,6,6.03,3.73\n\"50814\",0.7,\"Good\",\"E\",\"SI2\",63.7,61,2307,5.64,5.6,3.58\n\"50815\",0.7,\"Premium\",\"E\",\"SI2\",62.9,59,2307,5.67,5.59,3.54\n\"50816\",0.75,\"Premium\",\"D\",\"SI2\",60.3,61,2307,5.88,5.86,3.54\n\"50817\",0.76,\"Ideal\",\"J\",\"VS1\",61.9,54,2307,5.88,5.84,3.63\n\"50818\",0.71,\"Ideal\",\"G\",\"SI1\",61.1,57,2307,5.79,5.73,3.52\n\"50819\",0.71,\"Ideal\",\"I\",\"VVS2\",62.4,54,2308,5.72,5.75,3.58\n\"50820\",0.71,\"Ideal\",\"E\",\"SI1\",61.5,57,2308,5.74,5.78,3.54\n\"50821\",0.71,\"Ideal\",\"E\",\"SI1\",62,56,2308,5.72,5.77,3.56\n\"50822\",0.72,\"Good\",\"E\",\"SI2\",57.9,56,2308,5.93,5.85,3.41\n\"50823\",0.72,\"Ideal\",\"E\",\"SI2\",61.8,55,2308,5.77,5.75,3.56\n\"50824\",0.71,\"Good\",\"F\",\"SI1\",63.7,58,2308,5.65,5.62,3.59\n\"50825\",0.64,\"Ideal\",\"H\",\"VVS1\",62.2,58,2308,5.49,5.51,3.42\n\"50826\",0.67,\"Very 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Good\",\"H\",\"VS2\",63.6,56,2312,5.6,5.63,3.57\n\"50853\",0.7,\"Very Good\",\"F\",\"SI1\",61.4,59,2312,5.67,5.7,3.49\n\"50854\",0.7,\"Very Good\",\"F\",\"SI1\",60.3,59,2312,5.73,5.78,3.47\n\"50855\",0.7,\"Very Good\",\"F\",\"SI1\",61.3,58,2312,5.7,5.72,3.5\n\"50856\",0.7,\"Very Good\",\"E\",\"SI1\",60.3,60,2312,5.77,5.81,3.49\n\"50857\",0.78,\"Fair\",\"F\",\"SI2\",64.6,53,2312,5.83,5.78,3.75\n\"50858\",0.72,\"Ideal\",\"I\",\"VS2\",61.6,55,2312,5.76,5.78,3.55\n\"50859\",0.7,\"Ideal\",\"G\",\"SI1\",61.1,57,2312,5.72,5.77,3.51\n\"50860\",0.7,\"Good\",\"D\",\"SI2\",59.3,64,2312,5.8,5.76,3.43\n\"50861\",0.54,\"Premium\",\"E\",\"VVS2\",61,59,2313,5.28,5.27,3.22\n\"50862\",0.7,\"Very Good\",\"F\",\"SI1\",61.7,59,2313,5.64,5.68,3.49\n\"50863\",0.71,\"Very Good\",\"E\",\"SI2\",62.2,58,2313,5.68,5.73,3.55\n\"50864\",0.82,\"Very 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Good\",\"G\",\"IF\",60.2,60,2314,5.29,5.38,3.21\n\"50877\",0.7,\"Good\",\"E\",\"VS2\",63.8,56,2314,5.58,5.61,3.57\n\"50878\",0.72,\"Premium\",\"F\",\"SI1\",61.6,60,2314,5.79,5.73,3.55\n\"50879\",0.7,\"Premium\",\"G\",\"VS2\",62.1,60,2314,5.71,5.65,3.53\n\"50880\",0.71,\"Good\",\"H\",\"VS1\",63.6,55,2315,5.58,5.65,3.57\n\"50881\",0.71,\"Ideal\",\"I\",\"VS2\",62.1,59,2315,5.73,5.7,3.55\n\"50882\",0.7,\"Very Good\",\"I\",\"VS2\",60.1,57,2316,5.79,5.82,3.49\n\"50883\",0.78,\"Very Good\",\"H\",\"SI2\",62.7,56,2316,5.85,5.89,3.68\n\"50884\",0.76,\"Very Good\",\"I\",\"SI1\",57.5,62,2316,6.03,6.08,3.48\n\"50885\",0.83,\"Good\",\"H\",\"SI2\",63.9,56,2316,5.93,5.99,3.81\n\"50886\",0.72,\"Premium\",\"G\",\"SI1\",61.3,56,2316,5.79,5.76,3.54\n\"50887\",0.9,\"Premium\",\"F\",\"I1\",61.9,59,2316,6.18,6.16,3.82\n\"50888\",0.6,\"Premium\",\"F\",\"VVS2\",62.4,56,2316,5.44,5.39,3.38\n\"50889\",0.72,\"Premium\",\"H\",\"VS2\",61.7,56,2316,5.77,5.73,3.55\n\"50890\",0.59,\"Very 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Good\",\"F\",\"SI2\",59.7,57,2334,5.97,6.05,3.59\n\"51085\",0.54,\"Ideal\",\"F\",\"VVS2\",62.3,53.7,2334,5.22,5.26,3.26\n\"51086\",0.89,\"Fair\",\"I\",\"VS1\",68.2,65,2334,5.82,5.74,3.94\n\"51087\",0.52,\"Ideal\",\"D\",\"VVS2\",59.9,57,2334,5.28,5.21,3.14\n\"51088\",0.72,\"Premium\",\"H\",\"SI1\",59.9,58,2334,5.85,5.81,3.49\n\"51089\",0.7,\"Very Good\",\"H\",\"VS2\",60,57,2335,5.74,5.8,3.46\n\"51090\",0.7,\"Very Good\",\"E\",\"SI2\",59.8,58,2335,5.74,5.76,3.44\n\"51091\",0.73,\"Premium\",\"E\",\"SI2\",60.6,59,2335,5.85,5.8,3.53\n\"51092\",0.73,\"Ideal\",\"I\",\"VS2\",62.2,54,2335,5.76,5.78,3.59\n\"51093\",0.7,\"Ideal\",\"G\",\"SI1\",61.1,55,2335,5.72,5.76,3.51\n\"51094\",0.71,\"Ideal\",\"F\",\"SI1\",60.9,56,2335,5.79,5.81,3.53\n\"51095\",0.7,\"Good\",\"I\",\"VVS2\",59.7,59,2335,5.73,5.77,3.43\n\"51096\",0.73,\"Very Good\",\"E\",\"SI2\",63.2,60,2335,5.76,5.71,3.62\n\"51097\",0.71,\"Very 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Good\",\"H\",\"SI2\",62.2,55.1,2339,5.7,5.72,3.55\n\"51123\",0.82,\"Fair\",\"G\",\"SI1\",66.4,54,2339,5.87,5.82,3.88\n\"51124\",0.7,\"Premium\",\"D\",\"SI1\",62.1,62,2339,5.63,5.58,3.48\n\"51125\",0.7,\"Fair\",\"D\",\"SI1\",66.5,55,2339,5.51,5.47,3.65\n\"51126\",0.57,\"Ideal\",\"F\",\"VVS1\",61.9,54.8,2339,5.3,5.36,3.3\n\"51127\",0.6,\"Ideal\",\"E\",\"VS1\",59.6,59,2339,5.52,5.45,3.27\n\"51128\",1.05,\"Premium\",\"I\",\"I1\",61.8,56,2339,6.53,6.48,4.02\n\"51129\",0.72,\"Ideal\",\"I\",\"VVS2\",62.4,53,2340,5.75,5.78,3.6\n\"51130\",0.71,\"Ideal\",\"E\",\"SI2\",58.7,57,2340,5.89,5.86,3.44\n\"51131\",0.58,\"Ideal\",\"F\",\"VVS2\",62,55,2340,5.32,5.4,3.31\n\"51132\",0.72,\"Ideal\",\"F\",\"SI2\",61.7,55,2340,5.77,5.81,3.57\n\"51133\",0.78,\"Premium\",\"F\",\"SI2\",60.6,57,2340,5.98,5.94,3.61\n\"51134\",0.53,\"Ideal\",\"D\",\"VS1\",61.6,56,2340,5.23,5.19,3.21\n\"51135\",0.71,\"Premium\",\"E\",\"SI2\",60.5,59,2340,5.78,5.75,3.49\n\"51136\",0.65,\"Ideal\",\"F\",\"VS1\",62.2,57,2340,5.6,5.53,3.46\n\"51137\",0.78,\"Ideal\",\"E\",\"SI2\",60.8,56,2340,5.98,5.92,3.62\n\"51138\",0.73,\"Premium\",\"E\",\"SI2\",60.1,59,2341,5.87,5.82,3.51\n\"51139\",0.51,\"Premium\",\"F\",\"VVS1\",62.6,57,2341,5.1,5.06,3.18\n\"51140\",1.01,\"Fair\",\"I\",\"I1\",56.1,63,2342,6.7,6.65,3.74\n\"51141\",0.71,\"Ideal\",\"G\",\"SI1\",62.8,56,2342,5.72,5.75,3.6\n\"51142\",0.91,\"Good\",\"E\",\"I1\",57.7,63,2342,6.35,6.3,3.65\n\"51143\",0.7,\"Premium\",\"E\",\"SI2\",61.8,60,2342,5.65,5.61,3.48\n\"51144\",0.7,\"Very Good\",\"F\",\"SI1\",60.3,57,2343,5.73,5.77,3.47\n\"51145\",0.71,\"Very Good\",\"F\",\"SI1\",63.1,57,2343,5.69,5.66,3.58\n\"51146\",0.7,\"Ideal\",\"I\",\"SI1\",61.2,55,2343,5.71,5.76,3.51\n\"51147\",0.7,\"Ideal\",\"F\",\"SI1\",61.8,58,2343,5.7,5.75,3.54\n\"51148\",0.71,\"Premium\",\"E\",\"SI2\",62.7,59,2343,5.7,5.66,3.56\n\"51149\",0.71,\"Very Good\",\"E\",\"SI2\",58.4,63,2343,5.85,5.8,3.4\n\"51150\",0.71,\"Premium\",\"F\",\"SI2\",62,59,2343,5.68,5.65,3.51\n\"51151\",1.02,\"Good\",\"G\",\"I1\",57.4,59,2344,6.64,6.6,3.8\n\"51152\",0.81,\"Premium\",\"H\",\"SI2\",60,59,2344,6.03,5.97,3.62\n\"51153\",0.9,\"Good\",\"G\",\"I1\",63.6,61,2344,6.07,6.03,3.85\n\"51154\",0.62,\"Fair\",\"E\",\"VS1\",58.8,67,2344,5.66,5.57,3.29\n\"51155\",0.63,\"Premium\",\"E\",\"VS2\",62.4,59,2344,5.5,5.46,3.42\n\"51156\",0.62,\"Ideal\",\"F\",\"VS1\",61.9,55,2344,5.46,5.19,3.39\n\"51157\",0.71,\"Very Good\",\"F\",\"SI1\",64,58,2345,5.59,5.66,3.6\n\"51158\",0.72,\"Very Good\",\"E\",\"SI2\",59.8,58,2345,5.84,5.86,3.5\n\"51159\",0.72,\"Very Good\",\"I\",\"SI1\",63.2,57,2345,5.71,5.75,3.62\n\"51160\",0.71,\"Premium\",\"F\",\"SI1\",60.2,60,2345,5.79,5.71,3.46\n\"51161\",0.72,\"Ideal\",\"E\",\"SI2\",62.7,57,2345,5.71,5.78,3.6\n\"51162\",0.71,\"Ideal\",\"G\",\"SI1\",61.5,57,2345,5.74,5.78,3.54\n\"51163\",0.59,\"Ideal\",\"F\",\"VVS2\",61.2,56,2345,5.45,5.43,3.33\n\"51164\",0.71,\"Premium\",\"F\",\"SI1\",58.5,59,2345,5.87,5.82,3.42\n\"51165\",0.71,\"Good\",\"F\",\"SI1\",63.6,54,2345,5.65,5.61,3.58\n\"51166\",0.51,\"Premium\",\"F\",\"VS1\",60.2,58,2346,5.25,5.21,3.15\n\"51167\",0.71,\"Very Good\",\"F\",\"SI1\",62.1,59,2346,5.64,5.73,3.53\n\"51168\",0.8,\"Premium\",\"H\",\"SI2\",62.2,58,2346,5.99,5.93,3.71\n\"51169\",0.71,\"Ideal\",\"F\",\"SI1\",62.7,55,2346,5.65,5.74,3.57\n\"51170\",0.79,\"Good\",\"H\",\"SI2\",59.2,58,2346,6.05,6.07,3.59\n\"51171\",0.5,\"Ideal\",\"E\",\"VVS2\",62.4,54,2346,5.11,5.09,3.18\n\"51172\",0.5,\"Ideal\",\"E\",\"VVS2\",62.2,57,2346,5.08,5.05,3.15\n\"51173\",0.73,\"Premium\",\"F\",\"SI1\",59.3,61,2346,5.85,5.82,3.46\n\"51174\",0.34,\"Ideal\",\"D\",\"IF\",62.1,57,2346,4.52,4.46,2.79\n\"51175\",0.34,\"Ideal\",\"D\",\"IF\",59.8,57,2346,4.59,4.57,2.74\n\"51176\",0.73,\"Premium\",\"F\",\"SI1\",61.6,62,2346,5.76,5.71,3.53\n\"51177\",0.73,\"Premium\",\"F\",\"SI1\",62.4,55,2346,5.78,5.71,3.59\n\"51178\",0.75,\"Very Good\",\"F\",\"SI1\",63.1,58,2347,5.7,5.74,3.61\n\"51179\",0.76,\"Very Good\",\"F\",\"SI2\",63.3,55,2347,5.79,5.83,3.68\n\"51180\",0.6,\"Ideal\",\"G\",\"VVS2\",62,57,2347,5.41,5.46,3.37\n\"51181\",0.71,\"Ideal\",\"E\",\"VS2\",62.5,56,2347,5.7,5.75,3.58\n\"51182\",0.7,\"Good\",\"H\",\"VS2\",59.7,57,2347,5.75,5.8,3.45\n\"51183\",0.72,\"Ideal\",\"I\",\"VS2\",62.1,58,2347,5.74,5.72,3.57\n\"51184\",0.78,\"Very Good\",\"H\",\"SI2\",63.1,56,2348,5.84,5.88,3.7\n\"51185\",0.78,\"Very Good\",\"I\",\"SI1\",63.5,57,2348,5.79,5.86,3.7\n\"51186\",0.7,\"Premium\",\"D\",\"SI2\",62.8,61,2348,5.61,5.57,3.51\n\"51187\",0.79,\"Very Good\",\"H\",\"SI2\",63.2,55,2348,5.93,5.9,3.74\n\"51188\",0.7,\"Premium\",\"F\",\"SI1\",62.8,59,2348,5.66,5.59,3.53\n\"51189\",0.7,\"Premium\",\"F\",\"SI1\",61.6,55,2348,5.7,5.66,3.5\n\"51190\",0.7,\"Premium\",\"F\",\"SI1\",61.7,61,2348,5.7,5.67,3.51\n\"51191\",0.91,\"Good\",\"I\",\"SI1\",64,58,2348,6.01,5.99,3.84\n\"51192\",0.7,\"Ideal\",\"F\",\"SI1\",61.5,56,2348,5.74,5.7,3.52\n\"51193\",0.7,\"Very Good\",\"E\",\"SI1\",62.9,57,2349,5.6,5.66,3.54\n\"51194\",0.7,\"Premium\",\"E\",\"SI1\",60.1,58,2349,5.81,5.83,3.5\n\"51195\",0.81,\"Premium\",\"J\",\"VS1\",61.7,61,2350,5.94,5.9,3.65\n\"51196\",0.6,\"Premium\",\"F\",\"VVS2\",61.3,59,2350,5.45,5.41,3.33\n\"51197\",0.73,\"Ideal\",\"G\",\"SI1\",62.5,55,2351,5.78,5.74,3.6\n\"51198\",0.61,\"Very Good\",\"G\",\"VVS2\",62.3,59,2351,5.4,5.45,3.38\n\"51199\",0.57,\"Very 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Good\",\"I\",\"SI1\",62,56,2352,5.81,5.84,3.61\n\"51212\",0.71,\"Premium\",\"H\",\"VS2\",62.2,59,2352,5.68,5.64,3.52\n\"51213\",0.71,\"Premium\",\"F\",\"SI1\",62.2,58,2352,5.74,5.67,3.55\n\"51214\",0.7,\"Ideal\",\"G\",\"SI1\",61.9,57,2352,5.69,5.65,3.51\n\"51215\",0.7,\"Premium\",\"G\",\"SI1\",60.3,61,2352,5.75,5.72,3.46\n\"51216\",0.7,\"Ideal\",\"G\",\"SI1\",62.2,56,2352,5.72,5.69,3.55\n\"51217\",0.7,\"Premium\",\"G\",\"SI1\",62.8,58,2352,5.66,5.62,3.54\n\"51218\",0.71,\"Ideal\",\"G\",\"SI1\",62.9,57,2352,5.67,5.62,3.55\n\"51219\",0.59,\"Ideal\",\"D\",\"VS2\",60.9,57,2352,5.42,5.48,3.32\n\"51220\",0.5,\"Ideal\",\"H\",\"IF\",61.8,56,2352,5.1,5.13,3.16\n\"51221\",0.7,\"Premium\",\"I\",\"VVS2\",60.1,59,2352,5.8,5.72,3.46\n\"51222\",0.71,\"Good\",\"F\",\"SI1\",63.9,57,2352,5.61,5.57,3.57\n\"51223\",0.71,\"Fair\",\"E\",\"SI1\",64.7,59,2352,5.61,5.58,3.62\n\"51224\",0.71,\"Fair\",\"D\",\"SI1\",65.1,59,2352,5.59,5.56,3.63\n\"51225\",0.7,\"Premium\",\"G\",\"SI1\",62,61,2352,5.71,5.68,3.53\n\"51226\",0.7,\"Fair\",\"G\",\"SI1\",61.7,66,2352,5.7,5.58,3.48\n\"51227\",0.7,\"Premium\",\"G\",\"SI1\",59,62,2352,5.77,5.75,3.4\n\"51228\",0.7,\"Fair\",\"D\",\"SI1\",64.9,64,2352,5.57,5.5,3.59\n\"51229\",0.7,\"Good\",\"H\",\"VS2\",59.1,65,2352,5.85,5.75,3.43\n\"51230\",0.72,\"Premium\",\"G\",\"SI1\",62.8,60,2352,5.78,5.68,3.6\n\"51231\",0.7,\"Fair\",\"E\",\"VS2\",65.6,61,2352,5.62,5.47,3.64\n\"51232\",0.56,\"Ideal\",\"E\",\"VS1\",60,55,2352,5.43,5.4,3.25\n\"51233\",0.7,\"Ideal\",\"G\",\"SI1\",62.7,57,2352,5.69,5.64,3.55\n\"51234\",0.71,\"Premium\",\"G\",\"SI1\",60.4,59,2352,5.81,5.75,3.49\n\"51235\",0.7,\"Very Good\",\"G\",\"VS2\",63.2,57,2353,5.61,5.66,3.56\n\"51236\",0.72,\"Very Good\",\"G\",\"SI1\",63.1,57,2353,5.66,5.72,3.59\n\"51237\",0.7,\"Ideal\",\"I\",\"VVS2\",62.5,54,2353,5.68,5.71,3.56\n\"51238\",0.7,\"Ideal\",\"I\",\"VVS2\",62.3,55,2353,5.66,5.7,3.54\n\"51239\",0.7,\"Ideal\",\"I\",\"VVS2\",62.1,56,2353,5.65,5.71,3.53\n\"51240\",0.7,\"Good\",\"G\",\"VS2\",63.8,59,2353,5.51,5.55,3.53\n\"51241\",0.74,\"Very Good\",\"I\",\"VS1\",63.4,57,2353,5.81,5.76,3.67\n\"51242\",0.71,\"Very Good\",\"H\",\"SI1\",62.1,61,2354,5.63,5.71,3.52\n\"51243\",0.7,\"Premium\",\"F\",\"SI1\",61.5,57,2354,5.74,5.68,3.51\n\"51244\",0.72,\"Ideal\",\"H\",\"SI1\",62.3,54,2354,5.78,5.75,3.59\n\"51245\",0.71,\"Good\",\"H\",\"SI1\",57.9,62,2354,5.82,5.86,3.38\n\"51246\",0.7,\"Premium\",\"F\",\"SI1\",62.5,59,2354,5.67,5.65,3.54\n\"51247\",0.7,\"Very 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Good\",\"I\",\"VS1\",63.5,57,2369,5.66,5.68,3.6\n\"51399\",0.74,\"Good\",\"H\",\"VS2\",57.5,57,2369,5.94,6.01,3.44\n\"51400\",0.7,\"Premium\",\"F\",\"VS2\",61.1,62,2369,5.69,5.64,3.46\n\"51401\",0.74,\"Premium\",\"D\",\"SI1\",59.5,60,2369,5.95,5.88,3.52\n\"51402\",0.77,\"Premium\",\"H\",\"SI1\",60.7,58,2369,5.95,5.91,3.6\n\"51403\",0.56,\"Ideal\",\"D\",\"VS1\",61.6,57,2369,5.33,5.29,3.27\n\"51404\",0.7,\"Fair\",\"F\",\"VS2\",65.5,57,2369,5.55,5.41,3.59\n\"51405\",0.71,\"Very Good\",\"F\",\"SI1\",63.7,56,2370,5.63,5.67,3.6\n\"51406\",0.54,\"Premium\",\"E\",\"VVS1\",62.7,58,2370,5.16,5.21,3.25\n\"51407\",0.97,\"Ideal\",\"J\",\"I1\",61.6,54,2370,6.34,6.28,3.89\n\"51408\",0.7,\"Good\",\"E\",\"SI1\",58.3,64,2370,5.77,5.69,3.34\n\"51409\",0.71,\"Ideal\",\"E\",\"SI2\",61.7,57,2370,5.72,5.76,3.54\n\"51410\",0.79,\"Premium\",\"H\",\"SI2\",62.8,57,2370,5.91,5.88,3.7\n\"51411\",0.73,\"Premium\",\"I\",\"VS1\",61.2,59,2371,5.82,5.84,3.57\n\"51412\",0.73,\"Premium\",\"I\",\"VS1\",60.3,58,2371,5.83,5.87,3.53\n\"51413\",0.8,\"Premium\",\"F\",\"SI2\",58.5,62,2371,6.08,6.05,3.55\n\"51414\",0.52,\"Ideal\",\"E\",\"VVS2\",61.9,55,2371,5.15,5.19,3.2\n\"51415\",0.77,\"Good\",\"E\",\"SI2\",58.1,63,2371,6.02,6.06,3.5\n\"51416\",0.76,\"Ideal\",\"H\",\"SI1\",62.4,55,2371,5.87,5.83,3.65\n\"51417\",0.7,\"Ideal\",\"G\",\"VS2\",62.1,55,2371,5.63,5.61,3.49\n\"51418\",0.62,\"Ideal\",\"F\",\"VS1\",61.2,54,2371,5.55,5.52,3.39\n\"51419\",0.72,\"Ideal\",\"H\",\"SI2\",61.3,56,2372,5.75,5.77,3.53\n\"51420\",0.53,\"Ideal\",\"G\",\"IF\",62.1,57,2372,5.16,5.21,3.22\n\"51421\",0.75,\"Very 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Good\",\"E\",\"SI2\",62.7,59,2397,5.7,5.75,3.59\n\"51662\",0.71,\"Ideal\",\"I\",\"VS1\",61.6,54.7,2397,5.71,5.85,3.54\n\"51663\",0.73,\"Ideal\",\"I\",\"VS1\",60.7,56,2397,5.85,5.81,3.54\n\"51664\",0.7,\"Very Good\",\"I\",\"VVS2\",63.1,57,2398,5.63,5.68,3.57\n\"51665\",0.7,\"Very Good\",\"I\",\"VS1\",62.4,56,2398,5.65,5.69,3.54\n\"51666\",0.55,\"Ideal\",\"G\",\"IF\",62,55,2398,5.25,5.29,3.27\n\"51667\",0.7,\"Ideal\",\"H\",\"VS2\",62.4,56,2398,5.63,5.72,3.54\n\"51668\",0.7,\"Ideal\",\"I\",\"VS1\",62.4,56,2398,5.66,5.68,3.54\n\"51669\",0.7,\"Ideal\",\"I\",\"VS1\",62.1,57,2398,5.69,5.71,3.54\n\"51670\",0.7,\"Ideal\",\"F\",\"SI2\",62.1,57,2398,5.65,5.69,3.52\n\"51671\",0.72,\"Ideal\",\"E\",\"SI2\",62.3,54,2398,5.75,5.78,3.59\n\"51672\",0.72,\"Ideal\",\"E\",\"SI2\",61.9,55,2398,5.76,5.78,3.57\n\"51673\",0.7,\"Ideal\",\"E\",\"SI2\",61.9,57,2398,5.66,5.69,3.51\n\"51674\",0.71,\"Ideal\",\"E\",\"SI2\",61.2,57,2398,5.74,5.82,3.54\n\"51675\",0.67,\"Good\",\"F\",\"VVS2\",63.8,61,2398,5.46,5.54,3.52\n\"51676\",0.72,\"Premium\",\"H\",\"SI1\",62.7,59,2398,5.73,5.69,3.58\n\"51677\",0.71,\"Premium\",\"H\",\"VS1\",62.8,58,2398,5.7,5.67,3.57\n\"51678\",0.72,\"Premium\",\"H\",\"SI1\",62.5,57,2398,5.73,5.67,3.56\n\"51679\",0.72,\"Ideal\",\"H\",\"SI1\",58.9,56,2398,5.91,5.88,3.47\n\"51680\",0.74,\"Premium\",\"G\",\"SI2\",62.5,56,2398,5.81,5.75,3.61\n\"51681\",0.72,\"Premium\",\"H\",\"SI1\",61.5,56,2398,5.8,5.77,3.56\n\"51682\",0.72,\"Good\",\"H\",\"SI1\",63.7,59,2398,5.68,5.63,3.6\n\"51683\",0.74,\"Premium\",\"G\",\"SI2\",63,56,2398,5.77,5.75,3.63\n\"51684\",1,\"Fair\",\"G\",\"I1\",64.9,56,2398,6.2,6.14,4.01\n\"51685\",0.74,\"Very Good\",\"G\",\"SI2\",63.3,57,2398,5.73,5.7,3.62\n\"51686\",0.55,\"Very Good\",\"E\",\"VVS2\",60.4,56,2399,5.36,5.38,3.24\n\"51687\",0.76,\"Ideal\",\"I\",\"SI1\",61.6,54,2399,5.86,5.92,3.63\n\"51688\",0.55,\"Ideal\",\"G\",\"IF\",60.6,56,2399,5.31,5.33,3.22\n\"51689\",0.56,\"Ideal\",\"G\",\"IF\",62,56,2399,5.33,5.28,3.29\n\"51690\",0.7,\"Very Good\",\"H\",\"VS1\",60.3,63,2399,5.77,5.73,3.47\n\"51691\",0.62,\"Premium\",\"G\",\"VVS2\",59.2,59,2399,5.58,5.56,3.3\n\"51692\",0.7,\"Fair\",\"F\",\"VS1\",55.9,62,2399,5.94,5.83,3.29\n\"51693\",0.76,\"Premium\",\"E\",\"SI2\",60,59,2399,5.94,5.9,3.55\n\"51694\",0.76,\"Ideal\",\"I\",\"SI1\",61.8,57,2399,5.89,5.83,3.62\n\"51695\",0.71,\"Very Good\",\"I\",\"VVS2\",59.5,60,2400,5.82,5.87,3.48\n\"51696\",0.7,\"Very Good\",\"H\",\"VS1\",60.1,61,2400,5.74,5.81,3.47\n\"51697\",0.7,\"Very Good\",\"F\",\"VS2\",61.4,57,2400,5.73,5.76,3.53\n\"51698\",0.7,\"Very Good\",\"F\",\"VS2\",60.5,57,2400,5.74,5.79,3.49\n\"51699\",0.78,\"Ideal\",\"I\",\"VS2\",60.9,57,2400,5.92,5.97,3.62\n\"51700\",0.7,\"Very Good\",\"F\",\"VS2\",62.2,56,2400,5.7,5.74,3.56\n\"51701\",0.7,\"Very Good\",\"F\",\"VS2\",62.4,59,2400,5.64,5.71,3.54\n\"51702\",0.7,\"Very Good\",\"F\",\"VS2\",62.9,56,2400,5.66,5.73,3.58\n\"51703\",0.7,\"Very Good\",\"F\",\"VS2\",60.3,59,2400,5.76,5.79,3.48\n\"51704\",0.7,\"Very Good\",\"F\",\"VS2\",62.1,58,2400,5.68,5.72,3.54\n\"51705\",0.7,\"Very Good\",\"F\",\"VS2\",61.2,56,2400,5.72,5.78,3.52\n\"51706\",0.7,\"Very Good\",\"F\",\"VS2\",58.9,57,2400,5.79,5.85,3.43\n\"51707\",0.58,\"Very Good\",\"D\",\"VVS2\",63,56,2400,5.28,5.35,3.35\n\"51708\",0.71,\"Ideal\",\"G\",\"SI1\",61.2,58,2400,5.77,5.79,3.54\n\"51709\",0.8,\"Fair\",\"G\",\"SI2\",67.1,56,2400,5.76,5.73,3.85\n\"51710\",0.58,\"Ideal\",\"F\",\"VS2\",61.8,57,2401,5.39,5.35,3.32\n\"51711\",0.72,\"Very Good\",\"I\",\"VS1\",60.7,56,2401,5.78,5.82,3.52\n\"51712\",0.7,\"Very Good\",\"F\",\"SI1\",63.5,56,2401,5.58,5.66,3.57\n\"51713\",0.78,\"Very Good\",\"G\",\"SI2\",63.7,55.9,2401,5.82,5.85,3.72\n\"51714\",0.72,\"Very Good\",\"E\",\"SI2\",62.2,59,2401,5.72,5.79,3.58\n\"51715\",0.7,\"Very Good\",\"F\",\"SI1\",62.9,59,2401,5.62,5.67,3.55\n\"51716\",0.7,\"Very Good\",\"F\",\"SI1\",61.3,59,2401,5.68,5.74,3.5\n\"51717\",0.7,\"Good\",\"F\",\"SI1\",61.6,65,2401,5.71,5.66,3.5\n\"51718\",0.7,\"Good\",\"F\",\"SI1\",57.2,63,2401,5.84,5.87,3.35\n\"51719\",0.7,\"Premium\",\"F\",\"SI1\",62.2,59,2401,5.69,5.73,3.55\n\"51720\",0.7,\"Good\",\"F\",\"SI1\",63.8,60,2401,5.6,5.63,3.58\n\"51721\",0.7,\"Good\",\"F\",\"VS1\",64,56,2401,5.6,5.65,3.6\n\"51722\",0.77,\"Ideal\",\"F\",\"SI2\",61.7,56,2401,5.91,5.96,3.66\n\"51723\",0.7,\"Ideal\",\"F\",\"SI1\",61.8,55,2401,5.71,5.75,3.54\n\"51724\",0.7,\"Very Good\",\"F\",\"SI1\",59.8,59,2401,5.74,5.8,3.45\n\"51725\",0.7,\"Ideal\",\"D\",\"SI2\",60.3,56,2401,5.73,5.77,3.47\n\"51726\",0.7,\"Premium\",\"F\",\"SI1\",61.9,59,2401,5.69,5.71,3.53\n\"51727\",0.7,\"Good\",\"F\",\"SI1\",63.2,57,2401,5.62,5.68,3.57\n\"51728\",0.72,\"Ideal\",\"E\",\"SI2\",61.3,55,2401,5.75,5.84,3.55\n\"51729\",0.78,\"Fair\",\"G\",\"SI2\",64.9,55.2,2401,5.75,5.82,3.76\n\"51730\",0.58,\"Ideal\",\"F\",\"VVS2\",61.9,56,2401,5.38,5.35,3.32\n\"51731\",0.73,\"Fair\",\"G\",\"VS2\",60.1,65,2401,5.91,5.81,3.52\n\"51732\",0.71,\"Fair\",\"H\",\"VS1\",66.4,62,2401,5.54,5.49,3.66\n\"51733\",0.71,\"Premium\",\"H\",\"VS1\",61.7,56,2401,5.81,5.67,3.54\n\"51734\",0.58,\"Ideal\",\"F\",\"VVS2\",62.5,56,2401,5.34,5.29,3.32\n\"51735\",0.58,\"Premium\",\"D\",\"VS1\",59.2,60,2401,5.46,5.41,3.22\n\"51736\",0.73,\"Very 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Good\",\"H\",\"SI2\",62.6,59,2405,5.81,5.85,3.65\n\"51751\",0.82,\"Premium\",\"I\",\"SI1\",62.6,57,2405,5.98,5.94,3.73\n\"51752\",0.7,\"Ideal\",\"E\",\"SI2\",60.6,56,2405,5.73,5.78,3.49\n\"51753\",0.7,\"Good\",\"E\",\"SI2\",60.7,61,2405,5.69,5.71,3.46\n\"51754\",0.72,\"Premium\",\"G\",\"VS2\",62.3,59,2405,5.77,5.69,3.57\n\"51755\",0.65,\"Very Good\",\"F\",\"VS1\",59.3,56,2406,5.64,5.76,3.37\n\"51756\",0.7,\"Premium\",\"H\",\"VVS1\",60.9,60,2406,5.76,5.71,3.49\n\"51757\",0.62,\"Ideal\",\"F\",\"VS1\",62,54,2406,5.46,5.5,3.4\n\"51758\",0.65,\"Good\",\"E\",\"VS2\",57.8,61.2,2406,5.72,5.78,3.32\n\"51759\",0.65,\"Good\",\"F\",\"VS1\",61.7,60.3,2406,5.53,5.57,3.42\n\"51760\",0.7,\"Ideal\",\"E\",\"SI1\",62.4,55,2407,5.69,5.64,3.54\n\"51761\",0.7,\"Premium\",\"E\",\"SI1\",61.9,59,2407,5.74,5.66,3.53\n\"51762\",0.53,\"Ideal\",\"D\",\"VVS2\",62.2,56,2407,5.19,5.23,3.24\n\"51763\",0.53,\"Ideal\",\"E\",\"VVS1\",61.7,57,2407,5.17,5.21,3.2\n\"51764\",0.7,\"Good\",\"E\",\"SI1\",63.6,62,2407,5.6,5.57,3.55\n\"51765\",0.7,\"Very Good\",\"F\",\"SI1\",60.3,59,2409,5.73,5.82,3.48\n\"51766\",0.7,\"Very Good\",\"F\",\"SI1\",61.1,57,2409,5.7,5.73,3.49\n\"51767\",0.7,\"Very Good\",\"D\",\"SI1\",61,59,2409,5.67,5.7,3.47\n\"51768\",0.7,\"Ideal\",\"F\",\"SI1\",62.2,56,2409,5.68,5.7,3.54\n\"51769\",0.7,\"Ideal\",\"F\",\"SI1\",62.1,55,2409,5.68,5.72,3.54\n\"51770\",0.7,\"Good\",\"F\",\"SI1\",58.7,60,2409,5.75,5.81,3.39\n\"51771\",0.73,\"Very Good\",\"E\",\"SI2\",63.3,57,2409,5.72,5.69,3.61\n\"51772\",0.8,\"Premium\",\"H\",\"SI2\",61.6,59,2409,5.92,5.86,3.63\n\"51773\",0.71,\"Premium\",\"F\",\"SI2\",59.6,59,2409,5.79,5.75,3.44\n\"51774\",0.73,\"Premium\",\"E\",\"SI2\",60.8,60,2409,5.87,5.78,3.54\n\"51775\",0.72,\"Ideal\",\"H\",\"SI2\",61.3,55,2410,5.78,5.81,3.55\n\"51776\",0.74,\"Ideal\",\"F\",\"SI2\",61.6,55,2410,5.81,5.87,3.6\n\"51777\",0.7,\"Ideal\",\"F\",\"SI1\",62.6,55,2410,5.67,5.7,3.56\n\"51778\",0.71,\"Premium\",\"E\",\"SI2\",59,60,2410,5.9,5.87,3.47\n\"51779\",0.61,\"Very Good\",\"G\",\"IF\",63,58,2411,5.36,5.43,3.4\n\"51780\",0.7,\"Good\",\"F\",\"SI2\",64.1,59,2411,5.58,5.53,3.56\n\"51781\",0.7,\"Very Good\",\"I\",\"VS1\",63.1,57,2411,5.67,5.59,3.55\n\"51782\",0.6,\"Ideal\",\"G\",\"VVS2\",61.6,55,2413,5.44,5.47,3.36\n\"51783\",0.8,\"Very Good\",\"I\",\"VS2\",63.3,55,2414,5.88,5.93,3.74\n\"51784\",0.81,\"Fair\",\"I\",\"VS2\",64.6,59,2414,5.83,5.78,3.75\n\"51785\",0.7,\"Ideal\",\"G\",\"SI1\",61.9,56,2414,5.66,5.71,3.52\n\"51786\",0.72,\"Fair\",\"D\",\"VS2\",65.4,56,2414,5.68,5.6,3.69\n\"51787\",0.7,\"Premium\",\"F\",\"SI1\",60.8,58,2415,5.78,5.74,3.5\n\"51788\",0.74,\"Premium\",\"F\",\"SI1\",60.7,59,2415,5.85,5.82,3.54\n\"51789\",0.7,\"Fair\",\"H\",\"VS1\",65.8,56,2415,5.54,5.49,3.63\n\"51790\",0.7,\"Ideal\",\"G\",\"SI1\",60.9,57,2415,5.79,5.77,3.52\n\"51791\",0.7,\"Very Good\",\"I\",\"VVS2\",63.4,59,2415,5.6,5.57,3.54\n\"51792\",0.7,\"Very Good\",\"I\",\"VVS2\",63.3,55,2415,5.67,5.61,3.57\n\"51793\",0.7,\"Good\",\"E\",\"VS2\",64.2,60,2415,5.64,5.58,3.6\n\"51794\",0.7,\"Very Good\",\"I\",\"VVS2\",60.1,63,2415,5.81,5.74,3.47\n\"51795\",0.7,\"Ideal\",\"F\",\"SI1\",62,55,2415,5.72,5.7,3.54\n\"51796\",0.7,\"Premium\",\"E\",\"VS2\",63,61,2415,5.64,5.51,3.51\n\"51797\",0.7,\"Good\",\"F\",\"VS2\",63.9,53,2415,5.65,5.61,3.6\n\"51798\",0.7,\"Premium\",\"D\",\"VS2\",61.3,58,2415,5.72,5.67,3.48\n\"51799\",0.7,\"Premium\",\"G\",\"SI1\",62.6,60,2415,5.61,5.57,3.5\n\"51800\",0.75,\"Premium\",\"D\",\"SI2\",60.6,56,2415,5.94,5.9,3.59\n\"51801\",0.7,\"Premium\",\"H\",\"VS2\",60.7,59,2415,5.68,5.66,3.44\n\"51802\",0.7,\"Very Good\",\"H\",\"VS2\",63.4,60,2415,5.61,5.59,3.55\n\"51803\",0.7,\"Premium\",\"I\",\"VVS2\",62.4,61,2415,5.75,5.6,3.54\n\"51804\",0.7,\"Ideal\",\"D\",\"SI2\",62,57,2415,5.68,5.65,3.51\n\"51805\",0.7,\"Premium\",\"G\",\"SI1\",60.5,57,2415,5.75,5.68,3.46\n\"51806\",0.75,\"Premium\",\"G\",\"SI1\",60.4,58,2415,5.88,5.84,3.54\n\"51807\",0.71,\"Very Good\",\"F\",\"SI1\",63,55,2416,5.65,5.71,3.58\n\"51808\",0.71,\"Good\",\"E\",\"VS2\",63.2,57,2416,5.63,5.66,3.56\n\"51809\",0.72,\"Ideal\",\"E\",\"SI1\",60.9,57,2416,5.83,5.86,3.56\n\"51810\",0.71,\"Ideal\",\"D\",\"SI2\",62.3,56,2416,5.68,5.72,3.55\n\"51811\",0.71,\"Ideal\",\"D\",\"SI2\",61.5,55,2416,5.72,5.8,3.54\n\"51812\",0.71,\"Ideal\",\"F\",\"SI1\",61.6,56,2416,5.71,5.75,3.53\n\"51813\",1.01,\"Ideal\",\"I\",\"I1\",61.6,56,2416,6.45,6.43,3.97\n\"51814\",0.7,\"Ideal\",\"I\",\"SI1\",62.8,56,2417,5.63,5.68,3.55\n\"51815\",0.76,\"Very Good\",\"H\",\"SI2\",59.8,58,2418,5.94,5.96,3.56\n\"51816\",0.72,\"Premium\",\"H\",\"VS2\",61.6,57,2418,5.84,5.78,3.58\n\"51817\",0.64,\"Ideal\",\"F\",\"VS2\",62.3,56,2419,5.51,5.53,3.44\n\"51818\",0.64,\"Ideal\",\"F\",\"VS2\",61.1,56,2419,5.57,5.59,3.41\n\"51819\",0.5,\"Ideal\",\"F\",\"IF\",61.2,57,2419,5.11,5.15,3.14\n\"51820\",0.51,\"Premium\",\"E\",\"VVS2\",59.3,59,2419,5.25,5.17,3.09\n\"51821\",0.72,\"Ideal\",\"I\",\"VVS2\",62.2,54,2420,5.73,5.78,3.58\n\"51822\",0.71,\"Good\",\"E\",\"SI1\",63.1,59,2420,5.62,5.75,3.59\n\"51823\",0.71,\"Very Good\",\"E\",\"SI1\",62,55,2420,5.72,5.76,3.56\n\"51824\",0.79,\"Premium\",\"H\",\"SI1\",63,54,2420,5.9,5.86,3.69\n\"51825\",0.72,\"Ideal\",\"G\",\"SI2\",61.5,55,2420,5.79,5.82,3.57\n\"51826\",0.64,\"Ideal\",\"H\",\"IF\",60.5,57,2420,5.58,5.62,3.39\n\"51827\",0.7,\"Very Good\",\"I\",\"VVS1\",60.9,60,2421,5.68,5.71,3.47\n\"51828\",0.7,\"Very Good\",\"H\",\"VS1\",59.5,60,2421,5.74,5.76,3.42\n\"51829\",0.7,\"Very Good\",\"E\",\"SI1\",63.1,56,2421,5.62,5.69,3.57\n\"51830\",0.7,\"Ideal\",\"F\",\"SI2\",61.4,55,2421,5.73,5.77,3.53\n\"51831\",0.7,\"Good\",\"H\",\"VS1\",59.4,62,2421,5.71,5.74,3.4\n\"51832\",0.72,\"Good\",\"F\",\"SI1\",63.6,55,2421,5.71,5.64,3.61\n\"51833\",0.58,\"Ideal\",\"D\",\"VVS2\",63,56,2421,5.35,5.28,3.35\n\"51834\",0.7,\"Very Good\",\"H\",\"VS1\",62.1,56,2422,5.65,5.68,3.52\n\"51835\",0.76,\"Very Good\",\"G\",\"SI2\",62,57,2422,5.82,5.86,3.62\n\"51836\",0.72,\"Ideal\",\"F\",\"SI2\",62,55,2422,5.76,5.79,3.58\n\"51837\",0.72,\"Ideal\",\"F\",\"SI2\",61.2,54,2422,5.81,5.86,3.57\n\"51838\",0.72,\"Very Good\",\"G\",\"VS1\",63.5,55,2422,5.75,5.68,3.63\n\"51839\",0.78,\"Ideal\",\"I\",\"VS2\",60.9,57,2422,5.97,5.92,3.62\n\"51840\",0.9,\"Fair\",\"I\",\"SI2\",67.7,61,2422,6.04,5.86,4.03\n\"51841\",0.71,\"Very Good\",\"H\",\"VS1\",62.6,58,2423,5.72,5.75,3.59\n\"51842\",0.74,\"Very Good\",\"G\",\"SI2\",63.8,56,2423,5.7,5.74,3.65\n\"51843\",0.71,\"Very Good\",\"E\",\"SI2\",62.2,58,2423,5.65,5.7,3.53\n\"51844\",0.74,\"Ideal\",\"G\",\"SI2\",62.7,56,2423,5.75,5.8,3.62\n\"51845\",0.71,\"Ideal\",\"G\",\"SI1\",61.4,55,2423,5.75,5.79,3.54\n\"51846\",0.7,\"Good\",\"F\",\"SI1\",63.8,60,2423,5.63,5.6,3.58\n\"51847\",0.7,\"Premium\",\"F\",\"SI1\",62.9,59,2423,5.67,5.62,3.55\n\"51848\",0.7,\"Premium\",\"F\",\"SI1\",62.2,59,2423,5.73,5.69,3.55\n\"51849\",0.7,\"Ideal\",\"F\",\"SI1\",61.8,55,2423,5.75,5.71,3.54\n\"51850\",0.7,\"Premium\",\"F\",\"SI1\",61.3,59,2423,5.74,5.68,3.5\n\"51851\",0.7,\"Premium\",\"F\",\"SI1\",61.9,59,2423,5.71,5.69,3.53\n\"51852\",0.7,\"Very Good\",\"F\",\"SI1\",63.2,57,2423,5.68,5.62,3.57\n\"51853\",0.7,\"Ideal\",\"D\",\"SI2\",60.3,56,2423,5.77,5.73,3.47\n\"51854\",0.7,\"Premium\",\"D\",\"SI2\",59.5,60,2423,5.78,5.73,3.43\n\"51855\",0.7,\"Premium\",\"F\",\"SI1\",61,59,2423,5.75,5.69,3.49\n\"51856\",0.54,\"Ideal\",\"G\",\"VVS2\",61.4,55,2424,5.28,5.31,3.25\n\"51857\",0.79,\"Very Good\",\"I\",\"SI1\",62.5,57,2425,5.89,5.91,3.69\n\"51858\",0.76,\"Good\",\"G\",\"SI1\",57.7,63,2425,5.97,6.05,3.47\n\"51859\",0.77,\"Ideal\",\"I\",\"SI2\",61.6,57,2425,5.87,5.92,3.63\n\"51860\",0.76,\"Premium\",\"F\",\"SI2\",62.3,55,2425,5.88,5.84,3.65\n\"51861\",0.76,\"Premium\",\"H\",\"SI1\",60,60,2425,5.8,5.76,3.76\n\"51862\",0.52,\"Very Good\",\"D\",\"VVS2\",59.8,55,2426,5.28,5.35,3.18\n\"51863\",0.73,\"Very Good\",\"I\",\"VS2\",62.8,59,2426,5.72,5.75,3.6\n\"51864\",0.74,\"Very Good\",\"H\",\"SI1\",62.4,58,2426,5.71,5.76,3.58\n\"51865\",0.52,\"Ideal\",\"D\",\"VVS2\",62,56,2426,5.14,5.18,3.2\n\"51866\",0.52,\"Ideal\",\"D\",\"VVS2\",60.4,57,2426,5.25,5.28,3.18\n\"51867\",0.73,\"Ideal\",\"I\",\"VS2\",61.9,56,2426,5.77,5.82,3.59\n\"51868\",0.78,\"Ideal\",\"J\",\"VS1\",61.4,57,2426,5.9,5.93,3.63\n\"51869\",0.56,\"Fair\",\"E\",\"VVS2\",57.3,60,2426,5.5,5.57,3.17\n\"51870\",0.71,\"Very Good\",\"F\",\"SI1\",62.8,59,2427,5.62,5.66,3.54\n\"51871\",0.71,\"Ideal\",\"F\",\"SI1\",61.4,55,2427,5.75,5.82,3.55\n\"51872\",0.52,\"Ideal\",\"F\",\"IF\",60.3,60,2427,5.24,5.27,3.17\n\"51873\",0.67,\"Good\",\"E\",\"VS1\",60.4,65,2427,5.67,5.65,3.42\n\"51874\",0.7,\"Good\",\"H\",\"VVS2\",63.7,54,2427,5.72,5.62,3.61\n\"51875\",0.71,\"Very Good\",\"H\",\"VS1\",62.8,59,2428,5.61,5.7,3.55\n\"51876\",0.71,\"Good\",\"I\",\"VVS2\",63.1,58,2428,5.64,5.71,3.58\n\"51877\",0.71,\"Premium\",\"I\",\"VVS2\",61.9,60,2428,5.69,5.75,3.54\n\"51878\",0.71,\"Good\",\"G\",\"SI1\",63.6,56,2428,5.65,5.67,3.6\n\"51879\",0.71,\"Very Good\",\"H\",\"VS2\",59.2,63,2428,5.81,5.85,3.45\n\"51880\",0.71,\"Good\",\"I\",\"VVS2\",63.6,57,2428,5.66,5.69,3.61\n\"51881\",0.7,\"Good\",\"H\",\"VS2\",62.2,61.6,2428,5.63,5.66,3.51\n\"51882\",0.7,\"Very Good\",\"H\",\"VS2\",62.8,58,2429,5.67,5.7,3.57\n\"51883\",0.61,\"Very Good\",\"D\",\"VS1\",62.4,59.1,2429,5.42,5.45,3.39\n\"51884\",0.8,\"Premium\",\"G\",\"SI2\",61.8,58,2429,5.92,5.98,3.68\n\"51885\",0.8,\"Ideal\",\"G\",\"SI2\",62.1,57,2429,5.95,6.03,3.72\n\"51886\",0.56,\"Ideal\",\"E\",\"VVS2\",61.5,57,2429,5.27,5.34,3.26\n\"51887\",0.7,\"Ideal\",\"H\",\"VS2\",62.4,58,2429,5.67,5.71,3.55\n\"51888\",0.72,\"Premium\",\"D\",\"SI2\",60.5,60,2429,5.82,5.72,3.49\n\"51889\",0.73,\"Very Good\",\"H\",\"VS2\",61.3,60,2430,5.72,5.79,3.53\n\"51890\",0.78,\"Good\",\"D\",\"SI2\",57.5,63,2430,6.13,6.05,3.5\n\"51891\",0.52,\"Ideal\",\"E\",\"VVS2\",61.8,56,2430,5.15,5.18,3.19\n\"51892\",0.72,\"Ideal\",\"I\",\"VS1\",61.7,54.5,2430,5.77,5.8,3.57\n\"51893\",0.72,\"Ideal\",\"I\",\"VS1\",62.1,55,2430,5.73,5.76,3.56\n\"51894\",0.6,\"Very Good\",\"D\",\"VS1\",61.4,59,2431,5.41,5.44,3.33\n\"51895\",0.73,\"Ideal\",\"E\",\"SI2\",61.3,54,2431,5.8,5.88,3.58\n\"51896\",0.73,\"Ideal\",\"E\",\"SI2\",62.8,55,2431,5.73,5.76,3.61\n\"51897\",0.78,\"Ideal\",\"F\",\"SI2\",59.7,57,2431,6.01,5.98,3.58\n\"51898\",0.71,\"Very Good\",\"H\",\"VS2\",62.6,56,2432,5.68,5.72,3.57\n\"51899\",0.71,\"Very Good\",\"I\",\"VS1\",62.2,59,2432,5.7,5.74,3.56\n\"51900\",0.71,\"Ideal\",\"I\",\"VS1\",61.5,60,2432,5.7,5.74,3.52\n\"51901\",0.7,\"Very Good\",\"G\",\"VS2\",61.3,57,2433,5.66,5.7,3.48\n\"51902\",0.66,\"Premium\",\"E\",\"VS1\",60.8,59,2433,5.58,5.6,3.4\n\"51903\",0.53,\"Ideal\",\"E\",\"VVS2\",61.8,55,2433,5.16,5.19,3.2\n\"51904\",0.73,\"Very Good\",\"G\",\"SI1\",60.8,56,2434,5.82,5.85,3.55\n\"51905\",0.61,\"Ideal\",\"E\",\"VS2\",61.4,56,2434,5.47,5.51,3.37\n\"51906\",0.73,\"Ideal\",\"E\",\"SI2\",61,57,2434,5.81,5.87,3.56\n\"51907\",0.73,\"Ideal\",\"E\",\"SI2\",60.4,56,2434,5.81,5.89,3.54\n\"51908\",0.7,\"Good\",\"E\",\"SI2\",63.7,55,2435,5.63,5.58,3.57\n\"51909\",0.72,\"Ideal\",\"D\",\"SI2\",62.3,57,2435,5.75,5.8,3.6\n\"51910\",0.7,\"Premium\",\"H\",\"VS1\",60.2,56,2435,5.78,5.71,3.46\n\"51911\",0.81,\"Ideal\",\"H\",\"SI1\",62.1,54,2435,6,6.02,3.73\n\"51912\",0.73,\"Good\",\"F\",\"SI1\",64.3,59,2435,5.67,5.62,3.63\n\"51913\",0.71,\"Good\",\"D\",\"SI2\",63.3,55,2436,5.65,5.72,3.6\n\"51914\",0.71,\"Very Good\",\"F\",\"SI1\",62.3,60,2436,5.65,5.68,3.53\n\"51915\",0.71,\"Very Good\",\"F\",\"SI1\",61.8,58,2436,5.72,5.81,3.56\n\"51916\",0.7,\"Ideal\",\"E\",\"SI2\",62.3,58,2436,5.66,5.7,3.54\n\"51917\",0.7,\"Ideal\",\"I\",\"SI1\",61.8,57,2436,5.67,5.72,3.52\n\"51918\",0.7,\"Very Good\",\"G\",\"VS2\",59,60,2437,5.76,5.83,3.42\n\"51919\",0.7,\"Very Good\",\"G\",\"VS1\",62.5,58,2437,5.63,5.69,3.54\n\"51920\",0.7,\"Very Good\",\"F\",\"VS2\",60.5,58,2437,5.78,5.83,3.51\n\"51921\",0.7,\"Very Good\",\"F\",\"VS2\",62.7,57,2437,5.61,5.65,3.53\n\"51922\",0.7,\"Ideal\",\"G\",\"VS1\",62.7,57,2437,5.66,5.7,3.56\n\"51923\",0.71,\"Very Good\",\"E\",\"VS2\",63.2,57,2437,5.66,5.63,3.56\n\"51924\",0.5,\"Good\",\"E\",\"VVS2\",61.6,62,2437,5.04,5.09,3.12\n\"51925\",0.7,\"Fair\",\"E\",\"VS2\",65.7,55,2437,5.45,5.51,3.6\n\"51926\",0.9,\"Fair\",\"J\",\"SI1\",64.6,61,2438,5.92,5.87,3.81\n\"51927\",0.61,\"Ideal\",\"H\",\"IF\",62,54.4,2438,5.44,5.47,3.38\n\"51928\",0.93,\"Good\",\"J\",\"SI1\",63.7,54,2438,6.15,6.09,3.9\n\"51929\",0.96,\"Fair\",\"G\",\"SI2\",72.2,56,2438,6.01,5.81,4.28\n\"51930\",0.81,\"Ideal\",\"I\",\"SI1\",62.5,57,2439,5.98,5.92,3.72\n\"51931\",0.72,\"Very Good\",\"F\",\"SI1\",62.6,55,2440,5.71,5.76,3.59\n\"51932\",0.78,\"Good\",\"H\",\"VS2\",63.7,60,2440,5.77,5.73,3.66\n\"51933\",0.74,\"Ideal\",\"I\",\"VS1\",62.1,56,2440,5.75,5.82,3.59\n\"51934\",0.63,\"Ideal\",\"D\",\"VS1\",61.6,55,2440,5.52,5.55,3.41\n\"51935\",0.72,\"Ideal\",\"F\",\"SI1\",62.5,57,2440,5.65,5.74,3.56\n\"51936\",0.72,\"Ideal\",\"F\",\"SI1\",61.8,57,2440,5.68,5.74,3.53\n\"51937\",0.72,\"Ideal\",\"F\",\"SI1\",62.1,55,2440,5.73,5.8,3.58\n\"51938\",0.55,\"Ideal\",\"G\",\"IF\",60,57,2440,5.33,5.39,3.22\n\"51939\",0.72,\"Very Good\",\"I\",\"VS1\",63.7,57,2441,5.66,5.7,3.62\n\"51940\",0.72,\"Very Good\",\"I\",\"VS1\",63.8,59,2441,5.63,5.71,3.62\n\"51941\",0.73,\"Very Good\",\"E\",\"SI1\",58.6,57,2441,5.91,6,3.49\n\"51942\",0.7,\"Good\",\"F\",\"VS1\",64,57,2441,5.62,5.54,3.57\n\"51943\",0.7,\"Good\",\"F\",\"VS1\",63.7,57,2441,5.55,5.62,3.56\n\"51944\",0.7,\"Premium\",\"F\",\"SI1\",61.6,58,2441,5.7,5.73,3.52\n\"51945\",0.56,\"Ideal\",\"E\",\"VVS2\",62.6,54,2441,5.28,5.32,3.32\n\"51946\",0.72,\"Premium\",\"G\",\"VS2\",62.4,57,2441,5.73,5.72,3.57\n\"51947\",0.71,\"Premium\",\"E\",\"SI1\",59.1,60,2441,5.87,5.84,3.46\n\"51948\",0.71,\"Premium\",\"E\",\"SI1\",60.4,62,2441,5.72,5.67,3.44\n\"51949\",0.52,\"Ideal\",\"H\",\"IF\",61.4,56,2441,5.19,5.23,3.2\n\"51950\",0.71,\"Very Good\",\"E\",\"SI1\",63.1,59,2441,5.75,5.62,3.59\n\"51951\",0.7,\"Premium\",\"E\",\"SI2\",60.6,58,2442,5.78,5.73,3.49\n\"51952\",0.56,\"Very Good\",\"E\",\"VVS2\",60.5,57,2442,5.32,5.36,3.23\n\"51953\",0.56,\"Very Good\",\"E\",\"VVS2\",60.7,57,2442,5.31,5.36,3.24\n\"51954\",0.63,\"Ideal\",\"G\",\"VVS2\",62.6,56,2442,5.45,5.48,3.42\n\"51955\",0.57,\"Ideal\",\"E\",\"VVS2\",62.1,54.6,2442,5.31,5.35,3.31\n\"51956\",0.85,\"Ideal\",\"J\",\"VS2\",61.7,55,2442,6.08,6.11,3.76\n\"51957\",0.6,\"Ideal\",\"E\",\"VS1\",61.6,55,2442,5.43,5.48,3.36\n\"51958\",0.79,\"Ideal\",\"I\",\"SI1\",61.6,57,2442,5.94,6,3.68\n\"51959\",0.56,\"Ideal\",\"G\",\"IF\",62,56,2442,5.3,5.32,3.29\n\"51960\",0.56,\"Ideal\",\"G\",\"IF\",61.4,57,2442,5.29,5.32,3.26\n\"51961\",0.3,\"Ideal\",\"G\",\"VS2\",62.6,58,545,4.25,4.28,2.67\n\"51962\",0.3,\"Ideal\",\"G\",\"VS2\",61.6,57,545,4.3,4.33,2.66\n\"51963\",0.3,\"Ideal\",\"H\",\"VS1\",61.4,57,545,4.31,4.32,2.65\n\"51964\",0.3,\"Ideal\",\"H\",\"VS1\",62.1,56,545,4.28,4.32,2.67\n\"51965\",0.3,\"Ideal\",\"H\",\"VS1\",61.9,58,545,4.3,4.32,2.67\n\"51966\",0.3,\"Ideal\",\"H\",\"VS1\",62.2,57,545,4.28,4.31,2.67\n\"51967\",0.3,\"Ideal\",\"H\",\"VS1\",62.4,55,545,4.32,4.34,2.7\n\"51968\",0.3,\"Ideal\",\"G\",\"SI1\",62,55,545,4.28,4.3,2.66\n\"51969\",0.26,\"Ideal\",\"H\",\"IF\",62.1,55,545,4.09,4.13,2.55\n\"51970\",0.26,\"Ideal\",\"H\",\"IF\",61.2,57,545,4.13,4.16,2.53\n\"51971\",0.29,\"Good\",\"F\",\"SI1\",57.4,61,545,4.39,4.42,2.53\n\"51972\",0.33,\"Premium\",\"E\",\"SI1\",59.6,60,545,4.51,4.48,2.68\n\"51973\",0.26,\"Premium\",\"D\",\"VS1\",60,56,546,4.18,4.15,2.5\n\"51974\",0.24,\"Very Good\",\"F\",\"VVS2\",60.9,55,547,4.07,4.08,2.48\n\"51975\",0.26,\"Very Good\",\"E\",\"VVS2\",64.3,57,547,3.99,4.03,2.58\n\"51976\",0.26,\"Very Good\",\"F\",\"VVS1\",59,61,547,4.17,4.2,2.47\n\"51977\",0.26,\"Very Good\",\"E\",\"VVS1\",62.9,61,547,4.01,4.06,2.54\n\"51978\",0.26,\"Very Good\",\"E\",\"IF\",58.7,63,547,4.19,4.23,2.47\n\"51979\",0.32,\"Ideal\",\"H\",\"SI1\",61.9,54,547,4.39,4.43,2.73\n\"51980\",0.31,\"Ideal\",\"E\",\"SI1\",61.5,55,547,4.39,4.42,2.71\n\"51981\",0.3,\"Ideal\",\"D\",\"SI1\",61,58,547,4.32,4.33,2.64\n\"51982\",0.29,\"Premium\",\"G\",\"VS1\",62.1,59,547,4.25,4.22,2.63\n\"51983\",0.38,\"Good\",\"H\",\"SI2\",63.4,57,547,4.58,4.63,2.92\n\"51984\",0.25,\"Very Good\",\"F\",\"VVS2\",61.9,57,548,4.07,4.11,2.53\n\"51985\",0.25,\"Very Good\",\"F\",\"VVS2\",63,57,548,3.98,4.08,2.54\n\"51986\",0.25,\"Very Good\",\"F\",\"VVS2\",59.3,59,548,4.15,4.18,2.47\n\"51987\",0.25,\"Very Good\",\"E\",\"VVS2\",62.2,57,548,4.02,4.12,2.53\n\"51988\",0.25,\"Very Good\",\"E\",\"VVS2\",62.2,58,548,4.03,4.11,2.53\n\"51989\",0.25,\"Very Good\",\"E\",\"VVS2\",61.7,57,548,4.08,4.12,2.53\n\"51990\",0.25,\"Very Good\",\"E\",\"VVS2\",63.2,59,548,3.98,4,2.52\n\"51991\",0.56,\"Ideal\",\"G\",\"IF\",61.8,56,2442,5.28,5.34,3.28\n\"51992\",0.59,\"Fair\",\"F\",\"VS2\",64.4,56,2443,5.31,5.28,3.41\n\"51993\",0.66,\"Very Good\",\"E\",\"VS2\",63.3,56.3,2443,5.47,5.55,3.48\n\"51994\",0.72,\"Ideal\",\"H\",\"VS2\",62,56,2443,5.8,5.74,3.58\n\"51995\",0.71,\"Ideal\",\"G\",\"VS2\",62.9,56,2443,5.73,5.68,3.59\n\"51996\",0.71,\"Premium\",\"G\",\"VS2\",60.3,59,2443,5.79,5.76,3.48\n\"51997\",0.7,\"Good\",\"I\",\"VS1\",61.1,61,2443,5.65,5.7,3.47\n\"51998\",0.71,\"Premium\",\"G\",\"VS2\",63,54,2443,5.69,5.64,3.57\n\"51999\",0.76,\"Premium\",\"F\",\"SI1\",62.5,59,2443,5.79,5.77,3.61\n\"52000\",0.83,\"Very Good\",\"J\",\"VS2\",60.5,55,2444,6.08,6.11,3.69\n\"52001\",0.81,\"Very Good\",\"I\",\"VS2\",62.6,59.7,2444,5.86,5.92,3.69\n\"52002\",0.72,\"Very Good\",\"H\",\"VS2\",62.5,58,2444,5.67,5.73,3.56\n\"52003\",0.78,\"Premium\",\"F\",\"SI2\",62.7,56,2444,5.87,5.84,3.67\n\"52004\",0.7,\"Premium\",\"E\",\"SI1\",62,60,2444,5.72,5.67,3.53\n\"52005\",0.7,\"Premium\",\"E\",\"SI1\",60,62,2444,5.79,5.75,3.46\n\"52006\",0.7,\"Premium\",\"E\",\"SI1\",61.2,60,2444,5.71,5.69,3.49\n\"52007\",0.81,\"Ideal\",\"I\",\"VS2\",62.4,54.8,2444,5.98,6.01,3.75\n\"52008\",0.6,\"Ideal\",\"D\",\"VS2\",62,55,2444,5.39,5.42,3.35\n\"52009\",0.83,\"Ideal\",\"I\",\"SI2\",61.2,59,2444,6.03,6.06,3.7\n\"52010\",0.59,\"Ideal\",\"G\",\"IF\",62,54,2444,5.38,5.43,3.35\n\"52011\",0.78,\"Good\",\"F\",\"SI2\",62.7,61,2444,5.8,5.84,3.65\n\"52012\",0.7,\"Good\",\"D\",\"SI1\",59.9,63,2444,5.74,5.81,3.46\n\"52013\",0.85,\"Premium\",\"G\",\"SI2\",62,58,2444,6.08,6.04,3.76\n\"52014\",0.6,\"Premium\",\"G\",\"VVS1\",60,58,2444,5.53,5.43,3.29\n\"52015\",0.7,\"Very Good\",\"F\",\"SI1\",63.1,60,2445,5.62,5.63,3.55\n\"52016\",0.73,\"Very Good\",\"F\",\"SI1\",62.5,56,2445,5.69,5.73,3.57\n\"52017\",0.7,\"Ideal\",\"F\",\"SI1\",60.8,60,2445,5.74,5.78,3.5\n\"52018\",0.7,\"Good\",\"F\",\"SI1\",61.1,61,2445,5.68,5.71,3.48\n\"52019\",0.71,\"Ideal\",\"F\",\"SI2\",65.3,53,2445,5.64,5.58,3.67\n\"52020\",0.73,\"Very Good\",\"H\",\"VS1\",58.7,61,2446,5.9,5.95,3.48\n\"52021\",0.72,\"Good\",\"F\",\"SI1\",60.4,61,2446,5.75,5.8,3.49\n\"52022\",0.73,\"Premium\",\"F\",\"VS2\",58.9,60,2446,5.9,5.81,3.45\n\"52023\",0.57,\"Ideal\",\"E\",\"VVS2\",62,57,2447,5.29,5.33,3.29\n\"52024\",0.57,\"Ideal\",\"E\",\"VVS2\",61.5,56,2447,5.31,5.35,3.28\n\"52025\",0.53,\"Ideal\",\"F\",\"IF\",62.4,55,2447,5.2,5.19,3.24\n\"52026\",0.74,\"Premium\",\"G\",\"SI1\",59.6,59,2447,5.94,5.87,3.52\n\"52027\",0.74,\"Premium\",\"E\",\"SI2\",59,55,2447,6.03,5.94,3.53\n\"52028\",0.76,\"Good\",\"G\",\"SI1\",57.7,63,2447,6.05,5.97,3.47\n\"52029\",0.8,\"Premium\",\"F\",\"SI2\",61.4,58,2447,5.95,5.93,3.65\n\"52030\",0.71,\"Very Good\",\"I\",\"VVS2\",61.5,58,2448,5.73,5.81,3.55\n\"52031\",0.71,\"Very Good\",\"G\",\"SI1\",61.7,59,2448,5.72,5.78,3.55\n\"52032\",0.72,\"Ideal\",\"G\",\"SI2\",60.8,57,2449,5.79,5.82,3.52\n\"52033\",0.71,\"Good\",\"I\",\"VVS2\",63.6,57,2450,5.69,5.66,3.61\n\"52034\",0.71,\"Very Good\",\"I\",\"VVS2\",63.1,58,2450,5.71,5.64,3.58\n\"52035\",0.71,\"Premium\",\"I\",\"VVS2\",61.9,60,2450,5.75,5.69,3.54\n\"52036\",0.71,\"Very Good\",\"E\",\"VS2\",63.4,60,2450,5.71,5.67,3.61\n\"52037\",0.71,\"Very Good\",\"E\",\"VS2\",63.4,61,2450,5.6,5.57,3.54\n\"52038\",0.71,\"Premium\",\"G\",\"SI1\",58.9,62,2450,5.92,5.83,3.46\n\"52039\",0.71,\"Ideal\",\"I\",\"VVS1\",61.2,57,2450,5.79,5.76,3.53\n\"52040\",0.71,\"Good\",\"D\",\"SI1\",56.8,62,2450,5.93,5.89,3.37\n\"52041\",0.71,\"Very Good\",\"H\",\"VS2\",59.2,63,2450,5.85,5.81,3.45\n\"52042\",0.71,\"Premium\",\"E\",\"SI2\",62.6,58,2450,5.7,5.67,3.56\n\"52043\",0.71,\"Ideal\",\"H\",\"VS2\",60.9,55,2450,5.76,5.74,3.5\n\"52044\",0.74,\"Very Good\",\"H\",\"VS2\",62.9,57,2451,5.73,5.78,3.62\n\"52045\",0.76,\"Premium\",\"E\",\"SI2\",62.4,58,2451,5.83,5.86,3.65\n\"52046\",0.55,\"Very Good\",\"G\",\"VVS1\",61.5,55.1,2451,5.26,5.28,3.24\n\"52047\",0.73,\"Ideal\",\"I\",\"VVS2\",60.1,56,2451,5.88,5.86,3.53\n\"52048\",0.8,\"Premium\",\"G\",\"SI2\",61.4,56,2451,5.99,5.96,3.67\n\"52049\",0.8,\"Very Good\",\"G\",\"SI2\",63.1,59,2451,5.85,5.78,3.67\n\"52050\",0.72,\"Ideal\",\"G\",\"SI2\",61.3,56,2451,5.76,5.81,3.55\n\"52051\",0.79,\"Good\",\"I\",\"VS2\",58.5,62,2451,5.99,6.04,3.52\n\"52052\",0.72,\"Good\",\"I\",\"VS1\",61.3,63,2451,5.67,5.75,3.5\n\"52053\",0.72,\"Ideal\",\"I\",\"VVS2\",61.2,59,2452,5.75,5.79,3.53\n\"52054\",0.74,\"Premium\",\"F\",\"SI1\",58.7,58,2452,5.93,5.86,3.46\n\"52055\",0.71,\"Ideal\",\"D\",\"SI2\",61.9,56,2452,5.78,5.73,3.56\n\"52056\",1.02,\"Premium\",\"F\",\"I1\",59.6,59,2452,6.51,6.45,3.87\n\"52057\",0.7,\"Very Good\",\"H\",\"VS1\",62.5,61,2453,5.62,5.67,3.53\n\"52058\",0.7,\"Very Good\",\"H\",\"VS1\",61.2,55,2453,5.68,5.72,3.49\n\"52059\",0.7,\"Very Good\",\"F\",\"SI1\",59.2,60,2453,5.77,5.79,3.42\n\"52060\",0.7,\"Very Good\",\"E\",\"SI2\",60.4,59,2453,5.7,5.75,3.46\n\"52061\",0.7,\"Ideal\",\"E\",\"SI2\",62.1,56,2453,5.65,5.68,3.52\n\"52062\",0.75,\"Good\",\"E\",\"SI2\",63.8,55,2453,5.74,5.8,3.68\n\"52063\",0.7,\"Good\",\"E\",\"SI2\",63.5,56,2453,5.6,5.68,3.58\n\"52064\",0.7,\"Very Good\",\"E\",\"SI2\",62.8,59,2453,5.64,5.69,3.56\n\"52065\",0.73,\"Ideal\",\"I\",\"VS2\",61.7,55,2453,5.79,5.82,3.58\n\"52066\",0.7,\"Ideal\",\"F\",\"SI1\",62.6,57,2453,5.59,5.62,3.51\n\"52067\",0.79,\"Ideal\",\"G\",\"SI2\",60.8,57,2453,5.99,5.96,3.63\n\"52068\",0.71,\"Very Good\",\"G\",\"VS2\",63.5,57,2454,5.61,5.64,3.57\n\"52069\",0.54,\"Ideal\",\"F\",\"VVS2\",62,55,2454,5.24,5.25,3.25\n\"52070\",0.5,\"Ideal\",\"D\",\"VS1\",60.6,57,2454,5.15,5.18,3.13\n\"52071\",0.96,\"Premium\",\"I\",\"SI2\",59.1,62,2454,6.48,6.38,3.79\n\"52072\",0.71,\"Very Good\",\"E\",\"SI1\",61.9,56,2455,5.68,5.72,3.53\n\"52073\",0.81,\"Ideal\",\"J\",\"VS2\",62.1,56,2455,5.94,5.97,3.7\n\"52074\",0.73,\"Ideal\",\"F\",\"SI2\",62.5,56,2455,5.73,5.75,3.59\n\"52075\",0.7,\"Very Good\",\"F\",\"VS2\",63.4,56,2455,5.69,5.63,3.59\n\"52076\",0.71,\"Very Good\",\"I\",\"VVS1\",63,58,2456,5.68,5.72,3.59\n\"52077\",0.71,\"Very Good\",\"I\",\"VVS1\",63.5,57,2456,5.65,5.68,3.6\n\"52078\",0.75,\"Ideal\",\"G\",\"SI1\",62.2,57,2456,5.8,5.84,3.62\n\"52079\",0.82,\"Premium\",\"G\",\"SI2\",62.3,58,2456,5.96,5.98,3.72\n\"52080\",0.53,\"Ideal\",\"E\",\"VVS2\",60.5,57,2456,5.24,5.28,3.18\n\"52081\",0.78,\"Ideal\",\"J\",\"VS2\",62.3,55,2456,5.88,5.91,3.67\n\"52082\",0.72,\"Ideal\",\"F\",\"SI2\",61.8,57,2456,5.75,5.78,3.56\n\"52083\",0.84,\"Ideal\",\"J\",\"VS1\",62,55,2456,6.07,6.06,3.76\n\"52084\",0.77,\"Good\",\"H\",\"SI1\",57.2,65,2457,6.08,6.02,3.46\n\"52085\",0.77,\"Premium\",\"H\",\"SI1\",60.9,60,2457,5.89,5.87,3.58\n\"52086\",0.77,\"Premium\",\"H\",\"SI1\",61.6,60,2457,5.91,5.87,3.59\n\"52087\",0.72,\"Ideal\",\"D\",\"SI2\",62.3,57,2457,5.8,5.75,3.6\n\"52088\",0.71,\"Premium\",\"F\",\"SI1\",62.3,57,2458,5.73,5.66,3.55\n\"52089\",0.71,\"Ideal\",\"E\",\"SI2\",61.9,56,2458,5.73,5.76,3.56\n\"52090\",0.72,\"Ideal\",\"H\",\"SI1\",62.2,58,2458,5.72,5.76,3.57\n\"52091\",0.71,\"Premium\",\"F\",\"SI1\",62.3,60,2458,5.68,5.65,3.53\n\"52092\",0.71,\"Very Good\",\"D\",\"SI2\",63.3,55,2458,5.72,5.65,3.6\n\"52093\",0.71,\"Fair\",\"F\",\"SI1\",59.8,70,2458,5.89,5.72,3.48\n\"52094\",0.75,\"Ideal\",\"F\",\"SI2\",62.4,56,2458,5.84,5.79,3.63\n\"52095\",0.74,\"Very Good\",\"I\",\"VS2\",60.9,56,2459,5.83,5.86,3.56\n\"52096\",0.7,\"Very Good\",\"E\",\"SI1\",62.6,56,2459,5.65,5.69,3.55\n\"52097\",0.81,\"Ideal\",\"G\",\"SI2\",61.7,57,2459,5.98,6.01,3.7\n\"52098\",0.7,\"Premium\",\"F\",\"VS2\",61.2,59,2459,5.73,5.68,3.49\n\"52099\",0.7,\"Premium\",\"G\",\"VS1\",58.3,58,2459,5.9,5.86,3.43\n\"52100\",0.74,\"Ideal\",\"I\",\"VS2\",61.5,57,2459,5.81,5.86,3.59\n\"52101\",0.55,\"Ideal\",\"D\",\"VS2\",60.2,56,2459,5.33,5.38,3.22\n\"52102\",0.69,\"Ideal\",\"F\",\"SI1\",61.3,55,2459,5.72,5.74,3.51\n\"52103\",0.7,\"Ideal\",\"E\",\"SI1\",62.3,57,2459,5.67,5.7,3.54\n\"52104\",0.7,\"Good\",\"E\",\"SI1\",61.7,59,2459,5.62,5.66,3.48\n\"52105\",0.8,\"Very Good\",\"F\",\"SI2\",61,60,2460,5.95,5.98,3.64\n\"52106\",0.47,\"Ideal\",\"D\",\"VVS1\",62.1,55,2460,4.98,5.01,3.1\n\"52107\",0.47,\"Ideal\",\"D\",\"VVS1\",62,54,2460,4.99,5.01,3.1\n\"52108\",0.7,\"Ideal\",\"G\",\"SI1\",60.5,57,2460,5.74,5.79,3.49\n\"52109\",0.61,\"Ideal\",\"H\",\"IF\",59.4,59,2461,5.55,5.59,3.31\n\"52110\",0.7,\"Good\",\"D\",\"SI2\",59.3,60,2461,5.74,5.8,3.42\n\"52111\",0.91,\"Premium\",\"F\",\"SI2\",60.5,59,2461,6.21,6.19,3.75\n\"52112\",0.91,\"Good\",\"F\",\"SI2\",56.9,62,2461,6.51,6.45,3.69\n\"52113\",0.71,\"Very Good\",\"G\",\"VS2\",63.1,56,2462,5.58,5.77,3.58\n\"52114\",0.75,\"Very Good\",\"G\",\"SI1\",62.3,59,2462,5.77,5.81,3.61\n\"52115\",0.72,\"Very Good\",\"H\",\"VS2\",61.4,57,2462,5.75,5.79,3.54\n\"52116\",0.56,\"Ideal\",\"F\",\"VVS2\",61.9,56,2462,5.29,5.32,3.28\n\"52117\",0.71,\"Ideal\",\"I\",\"VVS2\",60.6,57,2463,5.73,5.78,3.49\n\"52118\",0.74,\"Very Good\",\"H\",\"VS2\",59.9,57,2463,5.87,5.91,3.53\n\"52119\",0.75,\"Very Good\",\"F\",\"SI1\",60.6,60,2463,5.88,5.91,3.57\n\"52120\",0.56,\"Ideal\",\"E\",\"VVS2\",62.6,54,2463,5.32,5.28,3.32\n\"52121\",0.7,\"Premium\",\"F\",\"SI1\",61.6,58,2463,5.73,5.7,3.52\n\"52122\",0.7,\"Premium\",\"E\",\"SI2\",60.8,59,2463,5.75,5.7,3.48\n\"52123\",0.7,\"Very Good\",\"G\",\"VS2\",63.3,56,2464,5.59,5.66,3.56\n\"52124\",0.7,\"Very Good\",\"E\",\"SI2\",61.5,59,2464,5.7,5.74,3.52\n\"52125\",0.91,\"Premium\",\"E\",\"I1\",59.6,59,2464,6.29,6.32,3.76\n\"52126\",0.74,\"Ideal\",\"E\",\"SI2\",61.9,56,2464,5.8,5.83,3.6\n\"52127\",0.76,\"Ideal\",\"G\",\"SI2\",62.7,56,2466,5.81,5.86,3.66\n\"52128\",0.72,\"Ideal\",\"F\",\"SI2\",61.1,59,2466,5.74,5.79,3.52\n\"52129\",0.6,\"Ideal\",\"G\",\"VVS2\",61.3,56,2467,5.43,5.46,3.34\n\"52130\",0.75,\"Very 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Good\",\"H\",\"VS1\",63.3,59,2484,5.62,5.66,3.57\n\"52225\",0.75,\"Premium\",\"H\",\"VS2\",60.8,57,2484,5.9,5.87,3.58\n\"52226\",0.8,\"Premium\",\"G\",\"SI2\",62.1,55,2484,5.96,5.9,3.68\n\"52227\",0.8,\"Good\",\"G\",\"SI2\",63.7,58,2484,5.88,5.83,3.73\n\"52228\",0.7,\"Ideal\",\"H\",\"VS1\",61.9,55,2484,5.66,5.72,3.52\n\"52229\",0.8,\"Premium\",\"G\",\"SI2\",59.7,62,2484,6.02,5.98,3.58\n\"52230\",0.75,\"Premium\",\"D\",\"SI1\",61.3,59,2484,5.89,5.82,3.59\n\"52231\",0.6,\"Fair\",\"F\",\"VVS2\",60.1,66,2484,5.48,5.44,3.28\n\"52232\",0.72,\"Premium\",\"H\",\"VS2\",61.4,57,2484,5.79,5.75,3.54\n\"52233\",0.72,\"Premium\",\"D\",\"SI2\",60.3,58,2484,5.81,5.76,3.49\n\"52234\",0.73,\"Very Good\",\"F\",\"SI2\",58,61,2485,5.94,5.99,3.46\n\"52235\",0.6,\"Very Good\",\"G\",\"VVS1\",60,58,2485,5.53,5.43,3.29\n\"52236\",0.57,\"Very Good\",\"E\",\"VVS2\",60,61,2485,5.36,5.44,3.24\n\"52237\",0.8,\"Very 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Good\",\"G\",\"SI2\",62.9,56.9,2493,5.89,5.96,3.73\n\"52281\",0.72,\"Ideal\",\"I\",\"VVS1\",62.9,57,2493,5.68,5.77,3.6\n\"52282\",0.84,\"Ideal\",\"J\",\"SI1\",61.8,56,2493,6.04,6.07,3.74\n\"52283\",0.85,\"Fair\",\"I\",\"SI1\",65.8,65,2493,5.88,5.79,3.84\n\"52284\",0.59,\"Very Good\",\"E\",\"VVS2\",61.7,59,2494,5.37,5.36,3.31\n\"52285\",0.71,\"Good\",\"E\",\"SI1\",63.2,57,2494,5.67,5.72,3.6\n\"52286\",0.71,\"Good\",\"F\",\"VS2\",63.6,58,2494,5.67,5.62,3.59\n\"52287\",0.71,\"Very Good\",\"G\",\"VS1\",63.3,56,2494,5.67,5.64,3.58\n\"52288\",0.71,\"Ideal\",\"E\",\"SI1\",61.7,56,2494,5.74,5.77,3.55\n\"52289\",0.58,\"Good\",\"F\",\"VVS2\",62.2,61,2494,5.37,5.44,3.36\n\"52290\",0.71,\"Very Good\",\"I\",\"VVS2\",62.5,57,2495,5.68,5.74,3.57\n\"52291\",0.25,\"Very Good\",\"E\",\"VVS2\",62.2,61,548,3.98,4.03,2.49\n\"52292\",0.25,\"Very Good\",\"D\",\"VVS2\",62.1,57,548,4.02,4.07,2.51\n\"52293\",0.25,\"Very Good\",\"D\",\"VVS2\",62,61,548,3.99,4.04,2.49\n\"52294\",0.25,\"Very Good\",\"D\",\"VVS2\",61.1,59,548,4.03,4.05,2.47\n\"52295\",0.25,\"Very Good\",\"D\",\"VVS2\",62.8,56,548,4,4.03,2.52\n\"52296\",0.25,\"Very Good\",\"F\",\"VVS1\",64.2,58,548,3.96,4.01,2.56\n\"52297\",0.25,\"Very Good\",\"E\",\"VVS1\",57.7,62,548,4.16,4.19,2.41\n\"52298\",0.25,\"Very Good\",\"E\",\"VVS1\",62.6,57,548,3.98,4.01,2.5\n\"52299\",0.32,\"Very Good\",\"G\",\"VS2\",59.9,59,548,4.46,4.48,2.67\n\"52300\",0.25,\"Very Good\",\"F\",\"IF\",59.4,62,548,4.12,4.13,2.45\n\"52301\",0.32,\"Ideal\",\"I\",\"VVS2\",61.2,56,548,4.41,4.45,2.71\n\"52302\",0.23,\"Ideal\",\"E\",\"VS2\",61.7,55,548,3.98,4,2.46\n\"52303\",0.23,\"Ideal\",\"E\",\"VS2\",61.8,54,548,3.94,3.96,2.44\n\"52304\",0.23,\"Ideal\",\"F\",\"VS1\",61.4,55,548,3.96,3.99,2.44\n\"52305\",0.23,\"Ideal\",\"F\",\"VS1\",61.1,56,548,3.97,3.99,2.43\n\"52306\",0.25,\"Good\",\"D\",\"VVS2\",57.5,61,548,4.16,4.19,2.4\n\"52307\",0.32,\"Good\",\"G\",\"VS1\",60.8,62,548,4.4,4.45,2.69\n\"52308\",0.29,\"Premium\",\"E\",\"SI1\",58.4,60,548,4.34,4.32,2.53\n\"52309\",0.31,\"Ideal\",\"D\",\"SI1\",61.9,57,548,4.36,4.39,2.71\n\"52310\",0.31,\"Ideal\",\"D\",\"SI1\",62.3,56,548,4.32,4.35,2.7\n\"52311\",0.23,\"Very Good\",\"D\",\"VVS2\",58.9,60,549,4.03,3.95,2.35\n\"52312\",0.38,\"Very Good\",\"I\",\"VS2\",62.4,56,549,4.65,4.58,2.88\n\"52313\",0.3,\"Ideal\",\"F\",\"SI1\",61.4,55,550,4.31,4.34,2.65\n\"52314\",0.3,\"Ideal\",\"F\",\"SI1\",60.9,55,550,4.34,4.38,2.66\n\"52315\",0.23,\"Premium\",\"G\",\"VVS2\",58.1,59,550,4.09,4.03,2.36\n\"52316\",0.32,\"Premium\",\"D\",\"SI1\",62.2,60,550,4.34,4.37,2.71\n\"52317\",0.32,\"Good\",\"D\",\"SI1\",63.8,55,550,4.35,4.36,2.78\n\"52318\",0.33,\"Very Good\",\"F\",\"SI1\",59.9,61,550,4.44,4.47,2.67\n\"52319\",0.33,\"Premium\",\"F\",\"SI1\",60.9,59,550,4.42,4.45,2.7\n\"52320\",0.33,\"Very Good\",\"F\",\"SI1\",62.8,58,550,4.4,4.42,2.77\n\"52321\",0.5,\"Very Good\",\"E\",\"VVS1\",60.1,56,2495,5.16,5.19,3.11\n\"52322\",0.71,\"Very Good\",\"H\",\"VS2\",61.6,60,2495,5.7,5.73,3.52\n\"52323\",0.8,\"Ideal\",\"F\",\"SI2\",62,57,2495,5.96,5.98,3.7\n\"52324\",0.7,\"Premium\",\"G\",\"VS1\",59.3,62,2496,5.8,5.74,3.42\n\"52325\",0.7,\"Very Good\",\"E\",\"SI1\",61.9,60,2496,5.6,5.67,3.49\n\"52326\",0.7,\"Good\",\"E\",\"SI1\",63.2,57,2496,5.61,5.63,3.55\n\"52327\",0.73,\"Ideal\",\"I\",\"VVS2\",62.3,55,2496,5.76,5.77,3.59\n\"52328\",0.73,\"Premium\",\"I\",\"VVS2\",60.6,58,2496,5.78,5.84,3.52\n\"52329\",0.73,\"Premium\",\"H\",\"VS2\",61,58,2496,5.76,5.84,3.54\n\"52330\",0.75,\"Premium\",\"H\",\"VS2\",59.1,58,2496,5.93,6.02,3.53\n\"52331\",0.73,\"Premium\",\"I\",\"VVS2\",61.5,58,2496,5.73,5.78,3.54\n\"52332\",0.78,\"Ideal\",\"G\",\"SI1\",61,57,2496,5.94,5.99,3.64\n\"52333\",0.56,\"Premium\",\"E\",\"VVS2\",59.2,56,2496,5.49,5.39,3.22\n\"52334\",0.7,\"Premium\",\"E\",\"VS2\",61.1,58,2496,5.78,5.7,3.51\n\"52335\",0.7,\"Good\",\"G\",\"VS2\",63.8,55,2496,5.66,5.59,3.59\n\"52336\",0.74,\"Ideal\",\"H\",\"VS2\",62.5,54,2497,5.76,5.82,3.62\n\"52337\",0.72,\"Good\",\"H\",\"VS2\",61.8,61,2497,5.68,5.75,3.53\n\"52338\",0.75,\"Good\",\"E\",\"SI2\",59.7,62,2497,5.85,5.88,3.5\n\"52339\",0.7,\"Very Good\",\"G\",\"VS1\",63.1,57,2497,5.7,5.61,3.57\n\"52340\",0.7,\"Very Good\",\"H\",\"VS2\",62.9,57,2498,5.6,5.66,3.54\n\"52341\",0.71,\"Premium\",\"H\",\"VVS2\",61.9,59,2498,5.73,5.7,3.54\n\"52342\",0.73,\"Premium\",\"D\",\"SI1\",60.5,58,2498,5.85,5.82,3.53\n\"52343\",0.72,\"Ideal\",\"I\",\"VS1\",61.4,58,2498,5.73,5.77,3.53\n\"52344\",0.7,\"Good\",\"E\",\"SI1\",57.5,62,2498,5.81,5.85,3.35\n\"52345\",0.72,\"Fair\",\"E\",\"SI1\",56.9,61,2498,5.91,5.97,3.38\n\"52346\",0.79,\"Premium\",\"H\",\"SI1\",60.1,60,2498,6.04,5.98,3.61\n\"52347\",0.55,\"Very Good\",\"E\",\"VVS2\",60.6,56,2499,5.33,5.36,3.24\n\"52348\",0.55,\"Ideal\",\"E\",\"VVS2\",61.4,56,2499,5.28,5.31,3.25\n\"52349\",0.7,\"Ideal\",\"H\",\"SI1\",61.8,53,2499,5.71,5.74,3.54\n\"52350\",0.82,\"Premium\",\"H\",\"SI2\",59.5,62,2499,6.13,6.07,3.63\n\"52351\",0.75,\"Very Good\",\"F\",\"SI1\",62.1,57,2500,5.82,5.88,3.63\n\"52352\",0.7,\"Fair\",\"H\",\"VVS2\",65.8,58,2500,5.49,5.42,3.59\n\"52353\",0.51,\"Very Good\",\"E\",\"VVS1\",59.9,57,2501,5.22,5.24,3.14\n\"52354\",0.7,\"Very Good\",\"G\",\"VS2\",59.6,60,2501,5.71,5.8,3.43\n\"52355\",0.77,\"Very Good\",\"I\",\"VS1\",62.6,55,2501,5.85,5.9,3.68\n\"52356\",0.72,\"Ideal\",\"G\",\"SI2\",61.8,56,2501,5.72,5.76,3.55\n\"52357\",0.74,\"Ideal\",\"E\",\"SI2\",59.2,59,2501,5.92,5.97,3.52\n\"52358\",0.74,\"Ideal\",\"E\",\"SI2\",61.7,57,2501,5.78,5.82,3.58\n\"52359\",0.62,\"Ideal\",\"H\",\"IF\",60.5,58,2501,5.48,5.52,3.33\n\"52360\",0.75,\"Premium\",\"F\",\"SI2\",62.2,58,2501,5.87,5.8,3.57\n\"52361\",0.8,\"Very Good\",\"H\",\"SI2\",63.4,58,2502,5.87,5.84,3.71\n\"52362\",0.71,\"Very Good\",\"I\",\"SI1\",60,56,2502,5.86,5.83,3.51\n\"52363\",0.54,\"Ideal\",\"E\",\"VVS2\",61.1,56,2502,5.26,5.31,3.22\n\"52364\",0.54,\"Good\",\"E\",\"VVS2\",60.1,61,2502,5.3,5.38,3.21\n\"52365\",0.73,\"Very Good\",\"F\",\"VS2\",58.9,60,2503,5.9,5.81,3.45\n\"52366\",0.63,\"Ideal\",\"E\",\"VS1\",61.5,56,2503,5.5,5.53,3.39\n\"52367\",0.9,\"Good\",\"I\",\"SI2\",64,55,2503,6.11,6.05,3.89\n\"52368\",0.81,\"Very Good\",\"H\",\"SI2\",62.1,56,2504,5.95,5.99,3.71\n\"52369\",0.73,\"Premium\",\"F\",\"SI1\",61.9,60,2504,5.78,5.81,3.59\n\"52370\",0.73,\"Ideal\",\"D\",\"SI2\",62.4,56,2504,5.72,5.75,3.58\n\"52371\",0.7,\"Premium\",\"F\",\"SI1\",62.1,58,2504,5.64,5.7,3.52\n\"52372\",0.52,\"Ideal\",\"F\",\"IF\",60.3,57,2504,5.23,5.28,3.17\n\"52373\",0.74,\"Very Good\",\"G\",\"SI2\",60.3,57,2505,5.85,5.87,3.54\n\"52374\",0.72,\"Very Good\",\"H\",\"SI1\",60.3,55,2505,5.84,5.85,3.52\n\"52375\",0.54,\"Premium\",\"D\",\"VVS2\",62,59,2505,5.17,5.22,3.22\n\"52376\",0.71,\"Very Good\",\"F\",\"SI1\",59,61,2505,5.84,5.88,3.46\n\"52377\",0.71,\"Ideal\",\"D\",\"SI2\",61,56,2505,5.77,5.8,3.53\n\"52378\",0.44,\"Ideal\",\"G\",\"IF\",61.6,55,2506,4.9,4.93,3.03\n\"52379\",0.7,\"Very Good\",\"G\",\"VS2\",60.6,60,2507,5.67,5.78,3.47\n\"52380\",0.7,\"Very Good\",\"G\",\"VS2\",61.9,55,2507,5.63,5.71,3.51\n\"52381\",0.7,\"Very Good\",\"G\",\"VS2\",62.7,57,2507,5.65,5.7,3.56\n\"52382\",0.7,\"Very Good\",\"F\",\"VS2\",63,58,2507,5.59,5.62,3.53\n\"52383\",0.62,\"Ideal\",\"G\",\"VVS2\",62.6,57,2507,5.42,5.47,3.41\n\"52384\",0.57,\"Ideal\",\"E\",\"VVS2\",61,57,2507,5.37,5.36,3.27\n\"52385\",0.7,\"Ideal\",\"G\",\"VS2\",60.8,57,2507,5.67,5.74,3.47\n\"52386\",0.79,\"Ideal\",\"I\",\"SI1\",61.2,55,2507,5.95,5.98,3.65\n\"52387\",0.57,\"Premium\",\"E\",\"VVS2\",60,61,2507,5.44,5.36,3.24\n\"52388\",0.8,\"Premium\",\"I\",\"SI1\",60.9,60,2507,6.01,5.95,3.64\n\"52389\",0.57,\"Ideal\",\"F\",\"VVS1\",60.7,57,2507,5.39,5.36,3.26\n\"52390\",0.7,\"Very Good\",\"H\",\"VS2\",57.9,62,2508,5.8,5.9,3.39\n\"52391\",0.71,\"Very Good\",\"D\",\"SI1\",63.1,56,2508,5.66,5.62,3.56\n\"52392\",0.62,\"Ideal\",\"D\",\"VS1\",61.9,57,2508,5.47,5.55,3.41\n\"52393\",0.58,\"Ideal\",\"G\",\"IF\",60.9,57,2508,5.39,5.46,3.3\n\"52394\",0.82,\"Fair\",\"F\",\"SI2\",56.7,70,2508,6.28,6.16,3.53\n\"52395\",0.7,\"Very Good\",\"D\",\"SI1\",63.2,55,2509,5.62,5.65,3.56\n\"52396\",0.58,\"Ideal\",\"F\",\"VVS2\",62,56,2509,5.32,5.36,3.31\n\"52397\",0.58,\"Ideal\",\"F\",\"VVS2\",62.2,56,2509,5.32,5.35,3.32\n\"52398\",0.6,\"Ideal\",\"G\",\"VVS1\",61.5,56,2509,5.44,5.47,3.35\n\"52399\",0.56,\"Ideal\",\"G\",\"VVS2\",61,57,2510,5.32,5.36,3.26\n\"52400\",0.73,\"Premium\",\"E\",\"SI1\",61.8,59,2510,5.8,5.73,3.56\n\"52401\",0.56,\"Ideal\",\"F\",\"VVS1\",62.1,56,2510,5.29,5.3,3.29\n\"52402\",0.65,\"Premium\",\"G\",\"VVS1\",59.3,57,2510,5.59,5.47,3.28\n\"52403\",0.71,\"Very Good\",\"E\",\"SI1\",63.1,58,2511,5.65,5.69,3.58\n\"52404\",0.72,\"Ideal\",\"I\",\"VS2\",62.2,56,2511,5.69,5.75,3.56\n\"52405\",0.6,\"Good\",\"E\",\"VVS2\",64.2,55,2511,5.31,5.34,3.42\n\"52406\",0.71,\"Good\",\"E\",\"SI1\",60.8,62,2511,5.7,5.74,3.48\n\"52407\",0.71,\"Ideal\",\"E\",\"SI2\",59.5,57,2511,5.87,5.82,3.48\n\"52408\",0.71,\"Ideal\",\"G\",\"VS2\",62.5,57,2511,5.72,5.68,3.56\n\"52409\",0.71,\"Ideal\",\"G\",\"VS2\",61.7,57,2511,5.75,5.72,3.54\n\"52410\",0.71,\"Ideal\",\"E\",\"SI2\",65.5,55,2511,5.62,5.56,3.66\n\"52411\",0.52,\"Ideal\",\"E\",\"VS1\",61.4,57,2512,5.21,5.18,3.19\n\"52412\",0.7,\"Very Good\",\"G\",\"VS1\",60.8,56,2512,5.72,5.76,3.49\n\"52413\",0.7,\"Premium\",\"G\",\"VS1\",61,59,2512,5.68,5.77,3.49\n\"52414\",0.7,\"Ideal\",\"G\",\"VS1\",60.6,57,2512,5.7,5.75,3.47\n\"52415\",0.7,\"Premium\",\"G\",\"VS1\",61.4,59,2512,5.59,5.74,3.51\n\"52416\",0.7,\"Premium\",\"G\",\"VS1\",62.6,60,2512,5.58,5.66,3.52\n\"52417\",0.7,\"Good\",\"D\",\"SI1\",63.6,60,2512,5.59,5.51,3.51\n\"52418\",0.82,\"Premium\",\"G\",\"SI2\",60.7,61,2512,6.01,5.98,3.64\n\"52419\",0.74,\"Premium\",\"E\",\"SI2\",58.8,60,2512,5.93,5.91,3.48\n\"52420\",0.82,\"Good\",\"G\",\"SI2\",63.8,60,2512,5.89,5.84,3.74\n\"52421\",0.78,\"Very Good\",\"E\",\"SI2\",60,63,2512,5.99,5.95,3.58\n\"52422\",0.7,\"Premium\",\"D\",\"SI1\",61.2,58,2512,5.74,5.7,3.5\n\"52423\",1.3,\"Fair\",\"H\",\"I1\",64.4,57,2512,6.93,6.86,4.44\n\"52424\",0.77,\"Very Good\",\"I\",\"VS2\",63.2,58,2513,5.79,5.85,3.68\n\"52425\",0.77,\"Very Good\",\"H\",\"VS2\",63,57,2513,5.79,5.87,3.67\n\"52426\",0.7,\"Very Good\",\"G\",\"VS2\",58.2,59,2513,5.87,5.95,3.44\n\"52427\",0.73,\"Ideal\",\"I\",\"VVS2\",61.9,55,2513,5.8,5.84,3.6\n\"52428\",0.75,\"Very Good\",\"H\",\"VS1\",59.3,59,2513,5.87,6,3.52\n\"52429\",0.7,\"Very Good\",\"I\",\"VVS1\",61.2,58,2513,5.65,5.72,3.48\n\"52430\",0.7,\"Premium\",\"I\",\"VVS1\",61.2,59,2513,5.65,5.69,3.47\n\"52431\",0.7,\"Very Good\",\"E\",\"VS2\",61.7,60,2513,5.67,5.7,3.51\n\"52432\",0.7,\"Very Good\",\"H\",\"VS2\",63,55.4,2513,5.67,5.7,3.58\n\"52433\",0.7,\"Ideal\",\"I\",\"VVS1\",62.3,55,2513,5.64,5.7,3.53\n\"52434\",0.7,\"Very Good\",\"E\",\"VS2\",62.6,56,2513,5.65,5.69,3.55\n\"52435\",0.7,\"Very Good\",\"I\",\"VVS1\",62.9,58,2513,5.65,5.67,3.56\n\"52436\",0.7,\"Premium\",\"I\",\"VVS1\",59.1,60,2513,5.77,5.8,3.42\n\"52437\",0.7,\"Premium\",\"H\",\"VVS2\",62.1,58,2513,5.66,5.71,3.53\n\"52438\",0.63,\"Ideal\",\"E\",\"VS2\",60.8,57,2513,5.53,5.55,3.37\n\"52439\",0.63,\"Ideal\",\"E\",\"VS2\",61.5,56,2513,5.48,5.54,3.39\n\"52440\",0.71,\"Ideal\",\"G\",\"SI1\",62.1,54,2513,5.72,5.77,3.57\n\"52441\",0.71,\"Ideal\",\"G\",\"SI1\",62.1,54,2513,5.72,5.75,3.56\n\"52442\",0.7,\"Very Good\",\"E\",\"SI2\",62.6,57,2514,5.64,5.67,3.54\n\"52443\",0.72,\"Ideal\",\"D\",\"SI2\",61.1,58,2514,5.76,5.79,3.53\n\"52444\",0.72,\"Ideal\",\"F\",\"SI1\",62.4,57,2514,5.71,5.74,3.57\n\"52445\",0.53,\"Premium\",\"E\",\"VVS1\",60.8,59,2514,5.23,5.17,3.16\n\"52446\",0.53,\"Premium\",\"D\",\"VVS2\",62.7,60,2514,5.19,5.12,3.23\n\"52447\",0.71,\"Very Good\",\"G\",\"SI1\",61.6,61,2515,5.7,5.72,3.52\n\"52448\",0.78,\"Very Good\",\"F\",\"SI2\",63,57,2515,5.85,5.9,3.7\n\"52449\",0.59,\"Premium\",\"D\",\"VVS2\",62.6,58,2515,5.34,5.4,3.36\n\"52450\",0.71,\"Premium\",\"G\",\"VS2\",62.8,58,2515,5.74,5.69,3.59\n\"52451\",0.71,\"Ideal\",\"G\",\"VS2\",62.4,57,2515,5.69,5.66,3.54\n\"52452\",0.59,\"Ideal\",\"E\",\"VVS2\",61.8,56,2515,5.39,5.42,3.34\n\"52453\",0.59,\"Ideal\",\"E\",\"VVS2\",61,58,2515,5.39,5.43,3.3\n\"52454\",0.7,\"Ideal\",\"F\",\"SI1\",62.3,56,2515,5.68,5.72,3.55\n\"52455\",0.7,\"Ideal\",\"F\",\"SI1\",62.7,57,2515,5.66,5.7,3.56\n\"52456\",0.71,\"Very Good\",\"G\",\"VS2\",63.1,58,2515,5.69,5.6,3.56\n\"52457\",0.71,\"Premium\",\"G\",\"VS2\",60.4,61,2515,5.81,5.77,3.5\n\"52458\",0.81,\"Premium\",\"G\",\"SI2\",62.5,57,2515,5.95,5.89,3.7\n\"52459\",0.7,\"Ideal\",\"G\",\"VS2\",61.2,57,2515,5.77,5.7,3.51\n\"52460\",0.7,\"Fair\",\"F\",\"VS2\",66.4,53,2516,5.51,5.49,3.65\n\"52461\",0.71,\"Premium\",\"E\",\"SI1\",61.8,56,2516,5.77,5.72,3.55\n\"52462\",0.71,\"Ideal\",\"D\",\"SI2\",60.4,56,2516,5.79,5.83,3.51\n\"52463\",0.68,\"Good\",\"F\",\"VS1\",60,60.8,2516,5.67,5.71,3.41\n\"52464\",0.71,\"Very Good\",\"E\",\"SI1\",63.2,57,2516,5.72,5.67,3.6\n\"52465\",0.7,\"Ideal\",\"F\",\"SI1\",61.1,57,2516,5.75,5.71,3.5\n\"52466\",0.7,\"Very Good\",\"G\",\"SI1\",64.3,56,2517,5.56,5.58,3.58\n\"52467\",0.75,\"Very Good\",\"E\",\"SI1\",62.4,57,2517,5.79,5.85,3.63\n\"52468\",0.76,\"Very Good\",\"H\",\"VS2\",63.4,58,2517,5.78,5.74,3.65\n\"52469\",0.8,\"Ideal\",\"G\",\"SI2\",62,56,2517,5.98,5.92,3.69\n\"52470\",0.71,\"Good\",\"H\",\"VVS2\",63,59,2517,5.64,5.67,3.56\n\"52471\",0.96,\"Fair\",\"J\",\"SI1\",67.3,56,2517,6.06,6.01,4.06\n\"52472\",0.71,\"Ideal\",\"G\",\"SI1\",61.7,56,2518,5.74,5.77,3.55\n\"52473\",0.7,\"Premium\",\"E\",\"SI1\",61.9,60,2518,5.67,5.6,3.49\n\"52474\",0.7,\"Very Good\",\"E\",\"SI1\",63.2,57,2518,5.63,5.61,3.55\n\"52475\",0.76,\"Fair\",\"D\",\"SI2\",55.5,69,2518,6.16,6.07,3.39\n\"52476\",0.73,\"Premium\",\"D\",\"SI2\",62.4,58,2519,5.72,5.67,3.56\n\"52477\",0.71,\"Very 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Good\",\"J\",\"VVS1\",62.8,58,2532,5.78,5.84,3.65\n\"52545\",0.74,\"Premium\",\"H\",\"VS2\",62.1,56,2532,5.83,5.79,3.61\n\"52546\",0.76,\"Very Good\",\"F\",\"SI1\",62.7,57,2533,5.81,5.86,3.66\n\"52547\",0.65,\"Ideal\",\"E\",\"VS1\",61.4,59,2533,5.53,5.57,3.41\n\"52548\",0.6,\"Ideal\",\"G\",\"IF\",62.2,55,2533,5.36,5.44,3.36\n\"52549\",0.81,\"Premium\",\"H\",\"SI2\",62.2,56,2534,5.98,5.92,3.7\n\"52550\",0.57,\"Ideal\",\"E\",\"VVS2\",61.9,55,2534,5.34,5.36,3.31\n\"52551\",0.81,\"Good\",\"H\",\"SI1\",63,58,2534,5.79,5.87,3.67\n\"52552\",0.7,\"Premium\",\"G\",\"VS1\",61,59,2535,5.77,5.68,3.49\n\"52553\",0.58,\"Premium\",\"E\",\"VS2\",61.5,58,2535,5.41,5.38,3.32\n\"52554\",0.7,\"Ideal\",\"F\",\"VS2\",60.8,56,2535,5.77,5.71,3.49\n\"52555\",0.7,\"Ideal\",\"F\",\"VS2\",62,57,2535,5.71,5.67,3.53\n\"52556\",0.7,\"Very 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Good\",\"E\",\"SI1\",60.9,59,2537,5.67,5.76,3.48\n\"52577\",0.7,\"Very Good\",\"E\",\"SI1\",63,55,2537,5.61,5.66,3.55\n\"52578\",0.71,\"Ideal\",\"G\",\"VS2\",61.6,55,2537,5.74,5.78,3.55\n\"52579\",0.7,\"Ideal\",\"E\",\"SI1\",62.8,56,2537,5.69,5.72,3.58\n\"52580\",0.7,\"Ideal\",\"E\",\"SI1\",60.6,57,2537,5.71,5.77,3.48\n\"52581\",0.7,\"Ideal\",\"E\",\"SI1\",61.9,55,2537,5.74,5.77,3.56\n\"52582\",0.7,\"Very Good\",\"G\",\"VS2\",63.3,57,2538,5.62,5.66,3.57\n\"52583\",0.59,\"Premium\",\"D\",\"VVS2\",62.6,58,2538,5.4,5.34,3.36\n\"52584\",0.97,\"Fair\",\"J\",\"SI2\",60.8,67,2538,6.41,6.32,3.87\n\"52585\",0.7,\"Very Good\",\"G\",\"VS2\",59.3,60,2539,5.77,5.83,3.43\n\"52586\",0.79,\"Good\",\"D\",\"SI2\",63.9,56,2539,5.89,5.84,3.75\n\"52587\",0.72,\"Ideal\",\"I\",\"VS1\",60.7,57,2539,5.78,5.81,3.51\n\"52588\",0.79,\"Ideal\",\"I\",\"SI1\",60.5,58,2539,5.97,5.99,3.62\n\"52589\",0.73,\"Fair\",\"D\",\"SI1\",64.5,56,2539,5.7,5.65,3.66\n\"52590\",0.96,\"Fair\",\"G\",\"SI2\",66.8,61,2539,6.15,6.04,4.07\n\"52591\",0.7,\"Very Good\",\"H\",\"VS1\",62.3,57,2540,5.68,5.72,3.55\n\"52592\",0.72,\"Very Good\",\"F\",\"SI1\",62.3,57,2540,5.72,5.77,3.58\n\"52593\",1.03,\"Good\",\"I\",\"I1\",57.9,59,2540,6.67,6.62,3.85\n\"52594\",0.96,\"Fair\",\"I\",\"SI2\",66.3,58,2540,6.07,5.9,3.97\n\"52595\",0.7,\"Ideal\",\"H\",\"VVS1\",62,57,2541,5.66,5.7,3.52\n\"52596\",0.75,\"Good\",\"D\",\"SI2\",59.9,61,2541,5.9,5.96,3.55\n\"52597\",0.53,\"Very Good\",\"D\",\"VVS2\",60.5,57,2542,5.23,5.31,3.19\n\"52598\",0.53,\"Very Good\",\"E\",\"IF\",59.8,60,2542,5.28,5.35,3.18\n\"52599\",0.8,\"Good\",\"E\",\"SI2\",61.4,59,2542,5.94,6.01,3.67\n\"52600\",0.7,\"Ideal\",\"E\",\"SI1\",62.2,57,2542,5.72,5.67,3.54\n\"52601\",0.71,\"Very Good\",\"G\",\"VS2\",61.5,57,2543,5.69,5.73,3.51\n\"52602\",0.83,\"Very Good\",\"G\",\"SI2\",63.3,57,2543,5.97,5.91,3.76\n\"52603\",0.83,\"Premium\",\"G\",\"SI2\",61.9,56,2543,6.04,5.97,3.72\n\"52604\",0.71,\"Ideal\",\"G\",\"VS2\",62.5,56,2543,5.67,5.72,3.56\n\"52605\",0.84,\"Very Good\",\"J\",\"VS1\",61.9,58,2544,6.03,6.05,3.74\n\"52606\",0.61,\"Ideal\",\"G\",\"VVS1\",62.7,58,2544,5.39,5.43,3.39\n\"52607\",0.83,\"Premium\",\"E\",\"SI2\",62,61,2544,6.05,5.98,3.73\n\"52608\",0.82,\"Premium\",\"F\",\"SI2\",62.5,59,2544,6,5.94,3.73\n\"52609\",0.7,\"Very Good\",\"G\",\"SI1\",62.5,59,2545,5.69,5.73,3.57\n\"52610\",0.75,\"Very Good\",\"G\",\"SI1\",60.9,58,2545,5.84,5.88,3.57\n\"52611\",0.81,\"Very 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Good\",\"F\",\"SI1\",60.9,60,551,4.52,4.55,2.76\n\"52626\",0.33,\"Ideal\",\"H\",\"VS2\",60.7,55,551,4.48,4.51,2.73\n\"52627\",0.36,\"Ideal\",\"F\",\"SI1\",61.1,57,551,4.57,4.6,2.8\n\"52628\",0.35,\"Very Good\",\"H\",\"SI2\",63.2,61,551,4.49,4.47,2.83\n\"52629\",0.35,\"Premium\",\"H\",\"SI2\",62,58,551,4.5,4.47,2.78\n\"52630\",0.37,\"Premium\",\"G\",\"SI1\",62.1,60,551,4.54,4.61,2.84\n\"52631\",0.37,\"Very Good\",\"G\",\"SI1\",60,57,551,4.67,4.7,2.81\n\"52632\",0.32,\"Ideal\",\"G\",\"VS1\",61.3,55,551,4.43,4.45,2.72\n\"52633\",0.33,\"Very Good\",\"I\",\"VVS2\",61.6,57,552,4.43,4.45,2.73\n\"52634\",0.3,\"Very Good\",\"G\",\"VVS2\",61.6,56,552,4.27,4.3,2.64\n\"52635\",0.27,\"Very Good\",\"F\",\"VVS2\",61.3,62,552,4.15,4.2,2.56\n\"52636\",0.24,\"Very Good\",\"F\",\"VVS2\",62.2,58,552,3.97,4.01,2.48\n\"52637\",0.24,\"Very Good\",\"F\",\"VVS2\",62.3,58,552,3.95,3.98,2.47\n\"52638\",0.24,\"Very Good\",\"F\",\"VVS2\",62.8,58,552,3.95,3.98,2.49\n\"52639\",0.24,\"Very Good\",\"F\",\"VVS2\",62,58,552,3.95,3.98,2.46\n\"52640\",0.24,\"Very Good\",\"F\",\"VVS2\",60.5,59,552,3.98,4.05,2.43\n\"52641\",0.27,\"Very Good\",\"E\",\"VVS2\",62,60,552,4.15,4.17,2.58\n\"52642\",0.24,\"Very Good\",\"E\",\"VVS2\",62.9,59,552,3.97,4.01,2.51\n\"52643\",0.24,\"Very Good\",\"E\",\"VVS2\",60.8,58,552,3.99,4.03,2.44\n\"52644\",0.24,\"Very Good\",\"E\",\"VVS2\",63.1,56,552,3.92,3.97,2.49\n\"52645\",0.24,\"Very Good\",\"E\",\"VVS2\",60.3,58,552,4.03,4.06,2.44\n\"52646\",0.24,\"Very Good\",\"E\",\"VVS2\",60,57,552,4.07,4.1,2.45\n\"52647\",0.24,\"Very Good\",\"E\",\"VVS2\",62.4,58,552,3.96,3.99,2.48\n\"52648\",0.24,\"Very Good\",\"E\",\"VVS2\",60.9,58,552,4.03,4.05,2.46\n\"52649\",0.24,\"Very Good\",\"E\",\"VVS2\",61.6,59,552,3.98,4.01,2.46\n\"52650\",0.24,\"Very Good\",\"E\",\"VVS2\",58.5,59,552,4.04,4.09,2.38\n\"52651\",0.62,\"Ideal\",\"G\",\"VVS2\",61.8,57,2548,5.44,5.47,3.37\n\"52652\",0.72,\"Ideal\",\"H\",\"VS2\",62.3,52,2548,5.76,5.82,3.61\n\"52653\",0.7,\"Ideal\",\"H\",\"SI1\",60.5,57,2548,5.81,5.79,3.51\n\"52654\",0.72,\"Ideal\",\"G\",\"SI1\",61.4,54,2548,5.79,5.81,3.56\n\"52655\",0.73,\"Ideal\",\"G\",\"SI1\",60.1,57,2548,5.87,5.91,3.54\n\"52656\",0.72,\"Ideal\",\"G\",\"SI1\",61.9,54,2548,5.78,5.81,3.59\n\"52657\",0.71,\"Very Good\",\"G\",\"VS2\",63.3,56,2549,5.67,5.74,3.61\n\"52658\",0.73,\"Very Good\",\"F\",\"SI1\",60.4,57,2549,5.86,5.89,3.55\n\"52659\",0.71,\"Very Good\",\"I\",\"VVS1\",63,58,2549,5.6,5.67,3.55\n\"52660\",0.71,\"Premium\",\"H\",\"VS2\",62.1,58.5,2549,5.68,5.73,3.55\n\"52661\",0.71,\"Good\",\"I\",\"VVS1\",63.8,56,2549,5.65,5.7,3.62\n\"52662\",0.71,\"Good\",\"I\",\"VVS1\",63.4,57,2549,5.67,5.71,3.61\n\"52663\",0.71,\"Very Good\",\"I\",\"VVS1\",63,58,2549,5.66,5.68,3.57\n\"52664\",0.71,\"Premium\",\"I\",\"VVS1\",62,58,2549,5.65,5.7,3.52\n\"52665\",0.77,\"Good\",\"G\",\"SI2\",63.9,59,2550,5.84,5.78,3.71\n\"52666\",0.74,\"Very Good\",\"I\",\"VVS2\",61,59,2550,5.83,5.85,3.56\n\"52667\",0.72,\"Very Good\",\"H\",\"VS2\",60.8,59,2550,5.74,5.77,3.55\n\"52668\",0.78,\"Very Good\",\"F\",\"SI2\",62.2,59,2550,5.89,5.94,3.68\n\"52669\",0.72,\"Premium\",\"G\",\"VS2\",62.3,57,2550,5.74,5.69,3.56\n\"52670\",0.8,\"Ideal\",\"G\",\"VS2\",60.1,57,2550,6.05,6.02,3.63\n\"52671\",0.7,\"Premium\",\"D\",\"SI1\",62.6,58,2550,5.67,5.6,3.53\n\"52672\",0.52,\"Ideal\",\"D\",\"VS1\",61.3,56,2550,5.21,5.22,3.2\n\"52673\",0.71,\"Ideal\",\"E\",\"SI2\",62.7,56,2550,5.68,5.71,3.57\n\"52674\",0.7,\"Premium\",\"G\",\"VS2\",62.9,62,2550,5.63,5.57,3.52\n\"52675\",0.72,\"Premium\",\"G\",\"VS2\",61.4,57,2550,5.83,5.77,3.56\n\"52676\",0.88,\"Fair\",\"I\",\"VS2\",57.4,67,2550,6.49,6.36,3.69\n\"52677\",0.7,\"Fair\",\"D\",\"SI1\",66.2,57,2550,5.56,5.41,3.63\n\"52678\",0.76,\"Very Good\",\"I\",\"VS2\",63.3,57,2551,5.79,5.83,3.68\n\"52679\",0.75,\"Very Good\",\"D\",\"SI2\",63.3,58,2551,5.76,5.8,3.66\n\"52680\",0.59,\"Ideal\",\"F\",\"VVS2\",61.7,56,2551,5.38,5.41,3.33\n\"52681\",0.59,\"Ideal\",\"F\",\"VVS2\",62.1,57,2551,5.37,5.38,3.34\n\"52682\",0.76,\"Ideal\",\"I\",\"VS2\",61.8,58,2551,5.84,5.87,3.62\n\"52683\",0.71,\"Ideal\",\"D\",\"SI2\",62.7,55,2551,5.67,5.71,3.57\n\"52684\",0.7,\"Ideal\",\"D\",\"SI2\",60.4,56,2551,5.78,5.81,3.5\n\"52685\",0.7,\"Ideal\",\"F\",\"SI1\",60.6,56,2551,5.72,5.79,3.49\n\"52686\",0.59,\"Ideal\",\"G\",\"IF\",59.5,58,2551,5.49,5.57,3.29\n\"52687\",0.58,\"Ideal\",\"E\",\"VVS2\",62.1,56,2551,5.36,5.33,3.32\n\"52688\",0.7,\"Very Good\",\"F\",\"VS2\",62.8,58,2552,5.6,5.64,3.53\n\"52689\",0.7,\"Very Good\",\"F\",\"VS2\",63.9,59,2552,5.56,5.61,3.57\n\"52690\",0.71,\"Premium\",\"E\",\"SI1\",60.1,60,2552,5.78,5.73,3.45\n\"52691\",0.74,\"Premium\",\"G\",\"SI1\",61,60,2553,5.85,5.76,3.54\n\"52692\",0.69,\"Very Good\",\"G\",\"VVS2\",63.8,53.7,2553,5.6,5.72,3.61\n\"52693\",0.7,\"Very Good\",\"F\",\"SI1\",60,58,2553,5.75,5.79,3.46\n\"52694\",0.7,\"Very Good\",\"F\",\"SI1\",61.5,60,2553,5.65,5.7,3.49\n\"52695\",0.71,\"Very Good\",\"F\",\"SI1\",62.4,58,2553,5.64,5.68,3.53\n\"52696\",0.7,\"Ideal\",\"E\",\"VS2\",61.9,57,2553,5.69,5.74,3.54\n\"52697\",0.7,\"Very Good\",\"E\",\"VS2\",61.4,57,2553,5.7,5.73,3.51\n\"52698\",0.7,\"Very Good\",\"E\",\"VS2\",62.8,57,2553,5.66,5.68,3.56\n\"52699\",0.75,\"Premium\",\"H\",\"VS2\",62.8,56,2553,5.8,5.76,3.63\n\"52700\",0.8,\"Very Good\",\"H\",\"SI1\",63.2,54,2553,5.93,5.88,3.73\n\"52701\",0.59,\"Ideal\",\"E\",\"VVS2\",60.2,56,2553,5.46,5.51,3.3\n\"52702\",0.76,\"Ideal\",\"G\",\"SI2\",61.7,55,2553,5.87,5.9,3.63\n\"52703\",0.7,\"Ideal\",\"D\",\"SI2\",62.1,55,2553,5.68,5.73,3.54\n\"52704\",0.7,\"Fair\",\"G\",\"VS1\",57.1,62,2553,5.89,5.94,3.38\n\"52705\",0.74,\"Premium\",\"H\",\"VS2\",60.2,58,2553,5.92,5.88,3.55\n\"52706\",0.8,\"Premium\",\"H\",\"SI1\",62.5,55,2553,5.97,5.93,3.72\n\"52707\",0.74,\"Fair\",\"H\",\"VS2\",66.1,61,2553,5.6,5.57,3.69\n\"52708\",0.8,\"Premium\",\"H\",\"SI1\",62.5,59,2553,5.96,5.91,3.71\n\"52709\",0.8,\"Ideal\",\"H\",\"SI1\",62.4,57,2553,5.97,5.95,3.72\n\"52710\",0.74,\"Premium\",\"F\",\"SI1\",62.7,59,2553,5.78,5.73,3.61\n\"52711\",0.74,\"Premium\",\"G\",\"SI1\",60.5,58,2553,5.93,5.88,3.57\n\"52712\",0.74,\"Premium\",\"E\",\"SI2\",59.1,60,2553,5.98,5.94,3.52\n\"52713\",0.52,\"Premium\",\"D\",\"VVS1\",58.8,61,2553,5.31,5.27,3.11\n\"52714\",0.63,\"Premium\",\"D\",\"VS1\",59.2,61,2554,5.6,5.55,3.3\n\"52715\",0.59,\"Very Good\",\"F\",\"IF\",62.8,56,2554,5.31,5.36,3.35\n\"52716\",0.71,\"Premium\",\"E\",\"SI1\",60.8,55,2554,5.85,5.8,3.54\n\"52717\",0.56,\"Ideal\",\"F\",\"VVS2\",61.3,57,2554,5.31,5.35,3.26\n\"52718\",0.71,\"Premium\",\"E\",\"SI1\",63,58,2554,5.72,5.68,3.59\n\"52719\",0.57,\"Ideal\",\"F\",\"VVS1\",62.3,55,2555,5.31,5.32,3.31\n\"52720\",0.79,\"Premium\",\"F\",\"SI2\",62.2,57,2555,5.94,5.9,3.68\n\"52721\",0.74,\"Ideal\",\"F\",\"SI2\",60.6,57,2555,5.88,5.84,3.55\n\"52722\",0.61,\"Ideal\",\"E\",\"VS2\",61.8,56,2556,5.42,5.46,3.36\n\"52723\",0.73,\"Very Good\",\"H\",\"VS1\",61.4,58,2557,5.75,5.85,3.56\n\"52724\",0.76,\"Very Good\",\"H\",\"SI1\",61.4,57,2557,5.89,5.94,3.63\n\"52725\",0.82,\"Ideal\",\"I\",\"VS1\",61.4,57,2557,5.98,6.03,3.69\n\"52726\",0.74,\"Ideal\",\"I\",\"VS1\",60.8,57,2557,5.86,5.88,3.57\n\"52727\",0.71,\"Ideal\",\"I\",\"VS1\",62.2,54,2557,5.71,5.75,3.56\n\"52728\",0.73,\"Ideal\",\"D\",\"SI2\",61.9,57,2557,5.76,5.81,3.58\n\"52729\",0.7,\"Very Good\",\"H\",\"VVS2\",62.6,57,2558,5.63,5.65,3.53\n\"52730\",0.7,\"Very Good\",\"H\",\"VVS2\",62.5,55,2558,5.65,5.68,3.54\n\"52731\",0.74,\"Very Good\",\"D\",\"SI2\",61.4,57,2558,5.82,5.84,3.58\n\"52732\",0.88,\"Good\",\"I\",\"SI1\",60.2,64,2558,6.18,6.22,3.73\n\"52733\",0.55,\"Ideal\",\"F\",\"VVS2\",62.3,54,2558,5.27,5.29,3.29\n\"52734\",0.77,\"Ideal\",\"I\",\"VS2\",61.2,59,2558,5.91,5.95,3.63\n\"52735\",0.71,\"Very Good\",\"I\",\"VVS1\",63.3,57,2559,5.65,5.69,3.59\n\"52736\",0.7,\"Very Good\",\"F\",\"VS2\",61.7,57,2559,5.71,5.74,3.54\n\"52737\",0.71,\"Very Good\",\"H\",\"VS1\",62.7,57,2559,5.66,5.72,3.57\n\"52738\",0.71,\"Ideal\",\"I\",\"VVS2\",61.4,58,2559,5.7,5.76,3.52\n\"52739\",0.73,\"Ideal\",\"E\",\"SI2\",60.9,57,2559,5.8,5.83,3.54\n\"52740\",0.71,\"Good\",\"F\",\"VS1\",58,61,2559,5.83,5.85,3.39\n\"52741\",0.81,\"Ideal\",\"E\",\"SI2\",62,55,2559,6,5.96,3.71\n\"52742\",0.81,\"Premium\",\"E\",\"SI2\",59.9,61,2559,6.08,6.05,3.63\n\"52743\",0.51,\"Ideal\",\"E\",\"VVS2\",62.4,59,2559,5.07,5.12,3.18\n\"52744\",0.71,\"Ideal\",\"I\",\"VVS1\",62.6,57,2559,5.66,5.69,3.55\n\"52745\",0.71,\"Ideal\",\"I\",\"VVS1\",62.4,55,2559,5.69,5.76,3.57\n\"52746\",0.71,\"Ideal\",\"H\",\"VS2\",61.7,55,2559,5.73,5.77,3.55\n\"52747\",0.71,\"Ideal\",\"H\",\"VS1\",62.2,57,2559,5.66,5.73,3.54\n\"52748\",0.71,\"Ideal\",\"H\",\"VS1\",62.4,56,2559,5.66,5.71,3.55\n\"52749\",0.7,\"Good\",\"E\",\"VS2\",59.2,64,2559,5.8,5.75,3.42\n\"52750\",0.6,\"Premium\",\"F\",\"VVS2\",61.1,58,2560,5.41,5.45,3.32\n\"52751\",0.7,\"Ideal\",\"E\",\"SI2\",62.2,56,2560,5.67,5.64,3.52\n\"52752\",0.7,\"Fair\",\"D\",\"VS2\",65.2,59,2560,5.58,5.55,3.63\n\"52753\",0.74,\"Premium\",\"F\",\"VS2\",62.3,58,2560,5.77,5.72,3.58\n\"52754\",0.78,\"Ideal\",\"G\",\"SI2\",62.1,54,2561,5.92,5.94,3.68\n\"52755\",0.73,\"Ideal\",\"I\",\"VVS1\",61.7,57,2561,5.83,5.78,3.58\n\"52756\",0.72,\"Very Good\",\"I\",\"VVS1\",62.8,56,2562,5.69,5.75,3.59\n\"52757\",0.7,\"Very Good\",\"G\",\"VS2\",62.5,54,2562,5.63,5.69,3.54\n\"52758\",0.71,\"Very Good\",\"H\",\"VS1\",63.9,60,2562,5.54,5.6,3.56\n\"52759\",0.72,\"Very Good\",\"E\",\"SI1\",62,57,2562,5.73,5.76,3.56\n\"52760\",0.81,\"Very Good\",\"H\",\"SI1\",59.1,57,2562,6.09,6.16,3.62\n\"52761\",0.62,\"Ideal\",\"D\",\"VS1\",61,57,2562,5.51,5.54,3.37\n\"52762\",0.7,\"Premium\",\"D\",\"SI2\",59.3,59,2562,5.79,5.74,3.42\n\"52763\",0.75,\"Ideal\",\"I\",\"VS1\",59.9,57,2562,5.96,5.9,3.56\n\"52764\",0.7,\"Very Good\",\"D\",\"SI1\",58.3,62,2563,5.78,5.84,3.39\n\"52765\",0.77,\"Premium\",\"G\",\"SI1\",60.7,58,2563,5.95,5.98,3.62\n\"52766\",0.7,\"Very Good\",\"G\",\"VS2\",58.7,53,2563,5.83,5.86,3.43\n\"52767\",0.53,\"Ideal\",\"D\",\"VVS2\",62.2,56,2563,5.18,5.21,3.23\n\"52768\",0.77,\"Ideal\",\"E\",\"SI2\",62,54,2563,5.89,5.92,3.66\n\"52769\",0.72,\"Good\",\"F\",\"SI1\",64,61,2563,5.67,5.62,3.61\n\"52770\",0.73,\"Very Good\",\"E\",\"SI1\",60.2,60,2564,5.81,5.86,3.51\n\"52771\",0.73,\"Very Good\",\"G\",\"SI1\",58.8,61,2564,5.87,5.93,3.47\n\"52772\",0.8,\"Very Good\",\"F\",\"SI2\",59.7,56,2564,6.05,6.11,3.63\n\"52773\",0.8,\"Ideal\",\"F\",\"SI2\",61.8,56,2564,5.97,6,3.7\n\"52774\",0.75,\"Ideal\",\"I\",\"VS1\",61.9,54.1,2564,5.82,5.85,3.61\n\"52775\",0.71,\"Ideal\",\"D\",\"SI2\",61.5,56.2,2564,5.73,5.75,3.53\n\"52776\",0.91,\"Premium\",\"F\",\"SI2\",59.8,58,2564,6.29,6.26,3.75\n\"52777\",0.73,\"Very Good\",\"I\",\"VVS2\",62.3,58,2565,5.75,5.78,3.59\n\"52778\",0.7,\"Very Good\",\"I\",\"VVS1\",62.1,58,2565,5.62,5.65,3.5\n\"52779\",0.78,\"Very Good\",\"E\",\"SI1\",63.4,56,2565,5.84,5.9,3.72\n\"52780\",0.7,\"Very Good\",\"D\",\"SI1\",63.7,60,2565,5.57,5.61,3.56\n\"52781\",0.63,\"Ideal\",\"E\",\"VS1\",61.9,55,2565,5.46,5.5,3.4\n\"52782\",0.83,\"Ideal\",\"H\",\"SI2\",62.3,54,2565,6.04,6.07,3.77\n\"52783\",0.7,\"Very Good\",\"H\",\"VS2\",61.8,58,2567,5.64,5.68,3.5\n\"52784\",0.72,\"Very Good\",\"E\",\"SI1\",62.9,54,2567,5.72,5.76,3.61\n\"52785\",0.58,\"Ideal\",\"F\",\"VVS2\",62.2,56,2567,5.32,5.36,3.32\n\"52786\",0.7,\"Ideal\",\"G\",\"SI1\",61.9,58,2567,5.66,5.69,3.51\n\"52787\",0.72,\"Premium\",\"D\",\"SI1\",63,57,2567,5.74,5.69,3.6\n\"52788\",0.97,\"Very Good\",\"I\",\"SI2\",63.4,58,2567,6.34,6.2,3.98\n\"52789\",0.58,\"Very Good\",\"E\",\"VVS1\",59.4,63,2568,5.42,5.32,3.19\n\"52790\",0.72,\"Ideal\",\"F\",\"VS2\",61.9,54,2568,5.77,5.74,3.56\n\"52791\",0.6,\"Ideal\",\"H\",\"VVS1\",61,56,2568,5.44,5.47,3.33\n\"52792\",0.61,\"Very Good\",\"G\",\"VVS1\",61.1,56,2569,5.47,5.5,3.35\n\"52793\",0.71,\"Very Good\",\"H\",\"VS1\",62.1,55,2569,5.71,5.72,3.55\n\"52794\",0.7,\"Good\",\"E\",\"SI1\",63.8,57,2569,5.59,5.63,3.58\n\"52795\",0.7,\"Good\",\"E\",\"SI1\",63.3,60,2569,5.56,5.59,3.53\n\"52796\",0.7,\"Very Good\",\"E\",\"SI1\",59.1,62,2569,5.74,5.8,3.41\n\"52797\",0.7,\"Very Good\",\"E\",\"SI1\",61.7,62,2569,5.64,5.68,3.49\n\"52798\",0.7,\"Good\",\"E\",\"SI1\",63.5,58,2569,5.62,5.65,3.58\n\"52799\",0.55,\"Ideal\",\"F\",\"VVS1\",62.2,57,2569,5.25,5.27,3.27\n\"52800\",0.71,\"Very Good\",\"E\",\"SI1\",60.3,58,2570,5.8,5.85,3.51\n\"52801\",0.83,\"Ideal\",\"J\",\"VS2\",62.1,56,2570,5.98,6.03,3.73\n\"52802\",0.6,\"Ideal\",\"G\",\"IF\",62,55,2570,5.39,5.44,3.36\n\"52803\",0.7,\"Good\",\"D\",\"SI1\",61.6,62,2570,5.67,5.72,3.51\n\"52804\",0.94,\"Ideal\",\"F\",\"I1\",61.5,55,2571,6.34,6.37,3.91\n\"52805\",0.71,\"Premium\",\"F\",\"VS2\",61,59,2571,5.72,5.69,3.48\n\"52806\",1.3,\"Fair\",\"E\",\"I1\",66.5,58,2571,6.79,6.75,4.5\n\"52807\",0.71,\"Premium\",\"I\",\"VVS1\",62,58,2572,5.7,5.65,3.52\n\"52808\",0.71,\"Very 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Good\",\"F\",\"SI1\",62.3,58,2573,5.8,5.86,3.63\n\"52823\",0.7,\"Ideal\",\"F\",\"SI1\",61.4,57,2573,5.67,5.69,3.49\n\"52824\",0.7,\"Premium\",\"D\",\"SI2\",60.4,60,2573,5.74,5.79,3.48\n\"52825\",0.75,\"Premium\",\"F\",\"SI1\",61.7,58,2573,5.85,5.88,3.62\n\"52826\",0.7,\"Good\",\"F\",\"SI1\",58.7,64,2573,5.77,5.78,3.39\n\"52827\",0.7,\"Very Good\",\"F\",\"SI1\",59.4,59,2573,5.75,5.8,3.43\n\"52828\",0.7,\"Ideal\",\"F\",\"SI1\",62.1,56,2573,5.65,5.67,3.51\n\"52829\",0.7,\"Ideal\",\"G\",\"VS1\",61.4,55,2573,5.74,5.69,3.51\n\"52830\",0.84,\"Premium\",\"G\",\"SI2\",62.6,58,2573,6.01,5.98,3.75\n\"52831\",0.71,\"Good\",\"E\",\"SI1\",61.5,61,2573,5.64,5.67,3.48\n\"52832\",0.71,\"Good\",\"E\",\"SI1\",58.4,61,2573,5.85,5.93,3.44\n\"52833\",0.7,\"Ideal\",\"F\",\"VS2\",62.8,56,2573,5.7,5.67,3.57\n\"52834\",0.7,\"Premium\",\"F\",\"VS2\",62,56,2573,5.72,5.67,3.53\n\"52835\",0.84,\"Premium\",\"E\",\"SI2\",62.4,58,2574,5.99,5.97,3.74\n\"52836\",0.71,\"Very Good\",\"G\",\"VS2\",63.1,54,2574,5.64,5.7,3.58\n\"52837\",0.71,\"Very Good\",\"E\",\"SI1\",59.7,58,2574,5.76,5.8,3.45\n\"52838\",0.74,\"Very Good\",\"E\",\"SI2\",61,57,2574,5.83,5.88,3.57\n\"52839\",0.74,\"Premium\",\"G\",\"VS1\",59.5,58,2574,5.95,5.89,3.52\n\"52840\",0.7,\"Very Good\",\"E\",\"SI1\",62.7,55,2575,5.63,5.67,3.54\n\"52841\",0.52,\"Ideal\",\"F\",\"IF\",60.6,57,2575,5.21,5.22,3.16\n\"52842\",0.73,\"Ideal\",\"I\",\"VVS1\",61.9,55,2575,5.78,5.82,3.59\n\"52843\",0.7,\"Ideal\",\"D\",\"SI2\",61.3,57,2575,5.73,5.76,3.52\n\"52844\",0.7,\"Ideal\",\"D\",\"SI2\",60.6,56.6,2575,5.75,5.77,3.49\n\"52845\",0.7,\"Ideal\",\"D\",\"SI2\",62.1,56,2575,5.67,5.71,3.53\n\"52846\",0.7,\"Ideal\",\"E\",\"SI1\",62.3,56,2575,5.68,5.72,3.55\n\"52847\",0.7,\"Ideal\",\"E\",\"SI1\",60.2,57,2575,5.78,5.82,3.49\n\"52848\",0.61,\"Ideal\",\"G\",\"IF\",61.7,55,2575,5.44,5.49,3.37\n\"52849\",0.7,\"Fair\",\"G\",\"VS2\",66.5,57,2575,5.4,5.46,3.61\n\"52850\",0.7,\"Premium\",\"E\",\"SI1\",61,56,2576,5.75,5.69,3.49\n\"52851\",0.7,\"Ideal\",\"E\",\"SI1\",61.8,56,2576,5.72,5.68,3.52\n\"52852\",0.67,\"Ideal\",\"G\",\"VVS1\",62.4,55,2577,5.6,5.62,3.5\n\"52853\",0.7,\"Good\",\"G\",\"VS1\",63.5,61,2577,5.6,5.64,3.57\n\"52854\",0.83,\"Fair\",\"I\",\"VS2\",64.9,58,2577,5.9,5.84,3.81\n\"52855\",0.59,\"Premium\",\"E\",\"VS2\",62.5,56,2578,5.4,5.36,3.36\n\"52856\",0.59,\"Premium\",\"E\",\"VS2\",60.1,59,2578,5.46,5.42,3.27\n\"52857\",0.72,\"Very Good\",\"G\",\"VS2\",62,56,2578,5.75,5.77,3.57\n\"52858\",0.72,\"Very Good\",\"E\",\"SI1\",62.1,57,2578,5.69,5.75,3.55\n\"52859\",0.72,\"Ideal\",\"G\",\"VS2\",62.7,56,2578,5.72,5.76,3.6\n\"52860\",0.76,\"Ideal\",\"H\",\"SI1\",62,56,2578,5.89,5.85,3.64\n\"52861\",0.5,\"Fair\",\"E\",\"VS2\",79,73,2579,5.21,5.18,4.09\n\"52862\",0.5,\"Fair\",\"E\",\"VS2\",79,73,2579,5.21,5.18,4.09\n\"52863\",0.51,\"Very Good\",\"E\",\"VVS1\",62.2,60,2579,5.08,5.12,3.17\n\"52864\",0.76,\"Very Good\",\"G\",\"SI1\",63.7,58,2579,5.75,5.8,3.68\n\"52865\",0.73,\"Premium\",\"D\",\"SI1\",62.5,59,2579,5.75,5.68,3.57\n\"52866\",0.89,\"Fair\",\"G\",\"SI2\",58.9,66,2579,6.26,6.16,3.66\n\"52867\",0.76,\"Premium\",\"E\",\"SI2\",60.8,57,2580,5.89,5.85,3.57\n\"52868\",0.73,\"Ideal\",\"E\",\"SI2\",61.2,54,2581,5.88,5.86,3.59\n\"52869\",0.73,\"Ideal\",\"E\",\"SI1\",61.9,57,2581,5.74,5.79,3.57\n\"52870\",0.88,\"Good\",\"I\",\"SI1\",60.2,64,2581,6.22,6.18,3.73\n\"52871\",0.73,\"Ideal\",\"E\",\"SI2\",60.9,57,2581,5.83,5.8,3.54\n\"52872\",0.73,\"Premium\",\"G\",\"VS2\",60.3,57,2581,5.88,5.82,3.53\n\"52873\",0.55,\"Ideal\",\"F\",\"VVS2\",62.3,54,2581,5.29,5.27,3.29\n\"52874\",0.54,\"Ideal\",\"F\",\"VVS2\",60.7,56,2582,5.27,5.3,3.21\n\"52875\",0.71,\"Ideal\",\"I\",\"VS2\",61.6,57,2582,5.7,5.62,3.49\n\"52876\",0.53,\"Good\",\"E\",\"VVS2\",63.4,61,2582,5.11,5.18,3.26\n\"52877\",0.82,\"Very Good\",\"I\",\"VS1\",63.6,58.9,2583,5.88,5.93,3.76\n\"52878\",0.74,\"Very Good\",\"F\",\"SI1\",61.5,58,2583,5.82,5.85,3.59\n\"52879\",0.74,\"Very Good\",\"F\",\"SI1\",59.8,58,2583,5.89,5.94,3.54\n\"52880\",0.78,\"Ideal\",\"G\",\"SI1\",62.8,56,2583,5.88,5.84,3.68\n\"52881\",0.54,\"Ideal\",\"D\",\"VVS2\",61.6,54,2583,5.25,5.27,3.24\n\"52882\",0.73,\"Ideal\",\"H\",\"VS2\",62,54,2583,5.79,5.83,3.6\n\"52883\",0.73,\"Ideal\",\"G\",\"SI1\",62.1,54,2583,5.78,5.81,3.6\n\"52884\",0.73,\"Ideal\",\"G\",\"SI1\",62,54,2583,5.81,5.84,3.61\n\"52885\",0.74,\"Ideal\",\"F\",\"SI1\",62.2,54,2583,5.79,5.85,3.62\n\"52886\",0.7,\"Good\",\"D\",\"SI2\",58.2,63,2583,5.78,5.83,3.38\n\"52887\",0.72,\"Premium\",\"H\",\"VS2\",60.7,59,2583,5.84,5.8,3.53\n\"52888\",0.77,\"Very Good\",\"I\",\"VS2\",60.2,59,2584,5.89,5.97,3.57\n\"52889\",0.84,\"Very Good\",\"G\",\"SI2\",62.9,55,2584,5.99,6.12,3.8\n\"52890\",0.72,\"Premium\",\"F\",\"VS2\",62.7,59,2584,5.71,5.75,3.59\n\"52891\",0.55,\"Very Good\",\"D\",\"VVS2\",61.3,57,2585,5.26,5.28,3.23\n\"52892\",0.55,\"Very Good\",\"E\",\"VVS1\",61.2,57,2585,5.27,5.29,3.23\n\"52893\",0.73,\"Very Good\",\"G\",\"SI1\",60.6,59,2585,5.83,5.85,3.54\n\"52894\",0.7,\"Very Good\",\"H\",\"VVS2\",58.8,58,2585,5.88,5.78,3.43\n\"52895\",0.72,\"Ideal\",\"H\",\"VS1\",61.9,56,2585,5.73,5.78,3.56\n\"52896\",0.72,\"Very Good\",\"E\",\"VS2\",61.9,56,2585,5.75,5.79,3.57\n\"52897\",0.73,\"Ideal\",\"G\",\"SI2\",61.8,56,2585,5.76,5.83,3.58\n\"52898\",0.81,\"Premium\",\"H\",\"SI1\",59.1,57,2585,6.16,6.09,3.62\n\"52899\",0.71,\"Very Good\",\"I\",\"VVS2\",60.6,56,2586,5.82,5.77,3.51\n\"52900\",0.78,\"Very Good\",\"F\",\"SI2\",62.4,59,2586,5.86,5.91,3.67\n\"52901\",0.73,\"Ideal\",\"G\",\"VS2\",62.5,56,2586,5.78,5.74,3.6\n\"52902\",0.72,\"Ideal\",\"I\",\"VS1\",61.4,58,2586,5.73,5.76,3.53\n\"52903\",0.72,\"Ideal\",\"I\",\"VS1\",62.5,55,2586,5.74,5.78,3.6\n\"52904\",0.75,\"Ideal\",\"F\",\"SI2\",62.1,55,2586,5.83,5.87,3.63\n\"52905\",0.72,\"Ideal\",\"F\",\"SI1\",62.7,57,2586,5.69,5.73,3.58\n\"52906\",0.7,\"Premium\",\"G\",\"VS2\",58.7,53,2586,5.86,5.83,3.43\n\"52907\",0.77,\"Very Good\",\"G\",\"SI1\",63.2,57,2586,5.86,5.76,3.67\n\"52908\",0.64,\"Ideal\",\"G\",\"VVS2\",60.7,57,2587,5.58,5.63,3.4\n\"52909\",0.64,\"Ideal\",\"G\",\"VVS2\",61.8,56,2587,5.53,5.56,3.43\n\"52910\",0.64,\"Ideal\",\"G\",\"VVS2\",61.8,54,2587,5.53,5.56,3.42\n\"52911\",0.76,\"Ideal\",\"H\",\"SI1\",61.8,56,2587,5.88,5.84,3.62\n\"52912\",0.71,\"Ideal\",\"G\",\"VS2\",62.1,57,2587,5.71,5.63,3.52\n\"52913\",0.71,\"Very Good\",\"F\",\"VS2\",63.1,58,2588,5.65,5.7,3.58\n\"52914\",0.73,\"Ideal\",\"F\",\"SI2\",61.9,55,2588,5.78,5.82,3.59\n\"52915\",0.75,\"Premium\",\"H\",\"VS1\",58.9,62,2588,5.96,5.93,3.5\n\"52916\",0.7,\"Premium\",\"D\",\"SI1\",59.8,57,2589,5.79,5.74,3.45\n\"52917\",0.72,\"Good\",\"F\",\"VS2\",64.1,64,2589,5.66,5.6,3.61\n\"52918\",0.71,\"Very Good\",\"H\",\"VS1\",63.7,57,2590,5.63,5.67,3.6\n\"52919\",0.71,\"Very Good\",\"E\",\"SI1\",59.3,59,2590,5.83,5.87,3.47\n\"52920\",0.71,\"Very Good\",\"F\",\"SI1\",62.4,59,2590,5.64,5.7,3.54\n\"52921\",0.71,\"Premium\",\"E\",\"VS2\",62.4,60,2590,5.66,5.68,3.54\n\"52922\",0.71,\"Very Good\",\"E\",\"VS2\",62.9,55,2590,5.72,5.76,3.61\n\"52923\",0.58,\"Ideal\",\"D\",\"VS2\",60.8,57,2590,5.4,5.42,3.29\n\"52924\",0.58,\"Ideal\",\"D\",\"VS2\",61.5,56,2590,5.37,5.4,3.31\n\"52925\",0.71,\"Ideal\",\"H\",\"VS1\",60.9,58,2590,5.74,5.79,3.51\n\"52926\",0.71,\"Ideal\",\"E\",\"SI1\",60.3,57,2590,5.77,5.81,3.49\n\"52927\",0.72,\"Ideal\",\"E\",\"SI1\",62.9,54,2590,5.76,5.72,3.61\n\"52928\",0.57,\"Very Good\",\"F\",\"VVS1\",61.9,56,2591,5.31,5.34,3.29\n\"52929\",0.8,\"Very Good\",\"I\",\"VS2\",62,54.2,2591,5.94,5.99,3.7\n\"52930\",0.7,\"Very Good\",\"G\",\"VS1\",61,57,2591,5.69,5.72,3.48\n\"52931\",0.77,\"Very Good\",\"H\",\"SI1\",60.4,58,2591,5.9,5.93,3.57\n\"52932\",0.72,\"Ideal\",\"I\",\"VVS2\",61.3,56,2591,5.77,5.8,3.55\n\"52933\",0.7,\"Good\",\"F\",\"VS2\",60.1,56,2591,5.73,5.78,3.46\n\"52934\",0.7,\"Good\",\"F\",\"VS2\",62.9,61,2591,5.6,5.63,3.53\n\"52935\",0.7,\"Good\",\"F\",\"VS2\",62.6,61,2591,5.56,5.62,3.5\n\"52936\",0.7,\"Good\",\"G\",\"VS1\",60.6,61,2591,5.71,5.77,3.48\n\"52937\",0.7,\"Premium\",\"E\",\"SI1\",59.1,62,2592,5.8,5.74,3.41\n\"52938\",0.7,\"Very Good\",\"E\",\"SI1\",63.5,58,2592,5.65,5.62,3.58\n\"52939\",0.7,\"Very Good\",\"E\",\"SI1\",63.3,60,2592,5.59,5.56,3.53\n\"52940\",0.7,\"Premium\",\"E\",\"SI1\",62.5,61,2592,5.72,5.57,3.55\n\"52941\",0.7,\"Premium\",\"E\",\"SI1\",61.7,62,2592,5.68,5.64,3.49\n\"52942\",0.7,\"Very Good\",\"F\",\"VS2\",61.6,60,2593,5.63,5.71,3.49\n\"52943\",0.7,\"Very Good\",\"F\",\"VS2\",62.3,61,2593,5.55,5.62,3.48\n\"52944\",0.7,\"Very Good\",\"F\",\"VS2\",63.3,56,2593,5.62,5.66,3.57\n\"52945\",0.76,\"Very Good\",\"H\",\"SI1\",63,58,2593,5.78,5.8,3.65\n\"52946\",0.76,\"Very Good\",\"H\",\"SI1\",63.3,58,2593,5.79,5.81,3.67\n\"52947\",0.7,\"Very Good\",\"E\",\"VS2\",60.2,57,2593,5.77,5.82,3.49\n\"52948\",0.7,\"Very Good\",\"E\",\"VS2\",62.5,57,2593,5.64,5.68,3.54\n\"52949\",0.7,\"Ideal\",\"G\",\"VS2\",61.8,54,2593,5.71,5.74,3.54\n\"52950\",0.84,\"Ideal\",\"H\",\"SI2\",59.9,59,2593,6.13,6.2,3.69\n\"52951\",0.24,\"Very Good\",\"D\",\"VVS2\",60.6,59,552,4,4.02,2.43\n\"52952\",0.24,\"Very Good\",\"D\",\"VVS2\",62.9,58,552,3.96,3.99,2.5\n\"52953\",0.24,\"Very Good\",\"D\",\"VVS2\",62.4,58,552,3.94,4.01,2.48\n\"52954\",0.24,\"Very Good\",\"F\",\"VVS1\",59.2,59,552,4.04,4.07,2.4\n\"52955\",0.24,\"Very Good\",\"F\",\"VVS1\",59,58,552,4.07,4.1,2.41\n\"52956\",0.24,\"Very Good\",\"F\",\"VVS1\",59,59,552,4.05,4.08,2.4\n\"52957\",0.24,\"Very Good\",\"F\",\"VVS1\",58.7,59,552,4.04,4.1,2.39\n\"52958\",0.24,\"Very Good\",\"F\",\"VVS1\",61.8,59,552,3.93,4,2.45\n\"52959\",0.24,\"Very Good\",\"E\",\"VVS1\",62.2,59,552,3.99,4.02,2.49\n\"52960\",0.24,\"Very Good\",\"E\",\"VVS1\",59.7,58,552,4.07,4.1,2.44\n\"52961\",0.24,\"Very Good\",\"E\",\"VVS1\",63.7,57,552,3.92,3.93,2.5\n\"52962\",0.24,\"Very Good\",\"E\",\"VVS1\",62.5,59,552,3.96,4.01,2.49\n\"52963\",0.24,\"Very Good\",\"E\",\"VVS1\",62.7,59,552,3.97,4,2.5\n\"52964\",0.24,\"Very Good\",\"F\",\"IF\",60.4,58,552,4.02,4.06,2.44\n\"52965\",0.24,\"Very Good\",\"F\",\"IF\",60,57,552,4.07,4.1,2.45\n\"52966\",0.24,\"Ideal\",\"F\",\"VVS2\",60.7,56,552,3.98,4.03,2.43\n\"52967\",0.24,\"Ideal\",\"F\",\"VVS2\",61.1,57,552,4.03,4.06,2.47\n\"52968\",0.24,\"Ideal\",\"F\",\"VVS2\",62.6,57,552,3.93,3.96,2.47\n\"52969\",0.24,\"Ideal\",\"F\",\"VVS2\",61.8,56,552,3.97,4.02,2.47\n\"52970\",0.24,\"Ideal\",\"F\",\"VVS2\",61.6,54,552,4,4.09,2.49\n\"52971\",0.4,\"Ideal\",\"J\",\"SI1\",62.2,57,552,4.71,4.74,2.94\n\"52972\",0.37,\"Ideal\",\"H\",\"SI1\",61.1,55,552,4.64,4.69,2.85\n\"52973\",0.37,\"Ideal\",\"H\",\"SI1\",62.1,56,552,4.6,4.61,2.86\n\"52974\",0.37,\"Ideal\",\"H\",\"SI1\",60.9,57,552,4.63,4.67,2.83\n\"52975\",0.35,\"Ideal\",\"F\",\"SI1\",61.5,54,552,4.54,4.6,2.81\n\"52976\",0.24,\"Good\",\"F\",\"VVS1\",58.3,57,552,4.1,4.14,2.4\n\"52977\",0.3,\"Very Good\",\"D\",\"SI1\",63,58,552,4.24,4.27,2.68\n\"52978\",0.35,\"Very Good\",\"H\",\"VS2\",61.8,56,552,4.54,4.58,2.82\n\"52979\",0.3,\"Premium\",\"D\",\"SI1\",59.7,59,552,4.34,4.37,2.6\n\"52980\",0.3,\"Ideal\",\"D\",\"SI1\",61,56,552,4.3,4.33,2.63\n\"52981\",0.82,\"Premium\",\"E\",\"SI2\",62,59,2593,6.02,5.94,3.71\n\"52982\",0.71,\"Very Good\",\"H\",\"VVS2\",62.5,56,2594,5.65,5.68,3.54\n\"52983\",0.72,\"Very 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Good\",\"G\",\"VS2\",62.9,57,2598,5.69,5.72,3.59\n\"53015\",0.77,\"Ideal\",\"I\",\"VVS2\",62.1,55,2598,5.85,5.9,3.65\n\"53016\",0.52,\"Ideal\",\"F\",\"IF\",60.6,57,2598,5.22,5.21,3.16\n\"53017\",0.71,\"Good\",\"G\",\"VS2\",64,55,2599,5.65,5.67,3.62\n\"53018\",0.71,\"Good\",\"G\",\"VS2\",64.2,58,2599,5.59,5.62,3.6\n\"53019\",0.71,\"Very Good\",\"G\",\"VS2\",62.1,62,2599,5.65,5.71,3.53\n\"53020\",0.76,\"Very Good\",\"H\",\"VS2\",58.7,61,2599,5.96,5.99,3.51\n\"53021\",0.81,\"Good\",\"H\",\"SI1\",65,56,2599,5.85,5.88,3.81\n\"53022\",0.73,\"Premium\",\"F\",\"SI1\",61.2,60,2599,5.78,5.73,3.52\n\"53023\",0.74,\"Very Good\",\"I\",\"VVS2\",62.8,55,2600,5.75,5.78,3.62\n\"53024\",0.78,\"Very Good\",\"H\",\"SI1\",63.1,58,2600,5.85,5.88,3.7\n\"53025\",0.7,\"Fair\",\"E\",\"SI2\",65,54,2600,5.56,5.52,3.6\n\"53026\",0.76,\"Very Good\",\"I\",\"VS1\",63.1,58,2601,5.77,5.79,3.65\n\"53027\",0.61,\"Ideal\",\"G\",\"IF\",61.8,52,2601,5.46,5.55,3.4\n\"53028\",0.82,\"Very Good\",\"I\",\"SI1\",60.5,58,2602,6.01,6.08,3.66\n\"53029\",0.82,\"Very Good\",\"I\",\"SI1\",62.3,58,2602,5.94,6,3.72\n\"53030\",0.72,\"Ideal\",\"I\",\"VVS2\",61,57,2602,5.81,5.84,3.55\n\"53031\",0.72,\"Ideal\",\"I\",\"VVS2\",61.6,57,2602,5.73,5.76,3.54\n\"53032\",1.01,\"Premium\",\"J\",\"I1\",60.7,59,2602,6.42,6.39,3.89\n\"53033\",0.7,\"Premium\",\"H\",\"VVS1\",58.3,60,2603,5.83,5.8,3.39\n\"53034\",0.7,\"Very Good\",\"E\",\"SI1\",62.3,57,2604,5.63,5.7,3.53\n\"53035\",0.71,\"Very Good\",\"G\",\"SI1\",62.8,55,2604,5.68,5.73,3.58\n\"53036\",0.71,\"Very Good\",\"G\",\"SI1\",60.2,58,2604,5.71,5.75,3.45\n\"53037\",0.7,\"Very Good\",\"D\",\"SI1\",59.4,63,2604,5.76,5.78,3.43\n\"53038\",0.7,\"Very Good\",\"F\",\"VS1\",62.4,56,2604,5.62,5.7,3.53\n\"53039\",0.53,\"Ideal\",\"E\",\"VVS1\",62.1,55,2604,5.18,5.23,3.23\n\"53040\",0.74,\"Ideal\",\"G\",\"VS2\",61.3,55,2604,5.82,5.89,3.59\n\"53041\",0.71,\"Ideal\",\"G\",\"SI1\",62.5,57,2604,5.67,5.69,3.55\n\"53042\",0.81,\"Good\",\"D\",\"SI2\",63.8,55,2604,5.91,5.89,3.77\n\"53043\",0.73,\"Ideal\",\"H\",\"SI1\",61.5,55,2605,5.79,5.84,3.57\n\"53044\",0.71,\"Good\",\"E\",\"SI1\",63.8,54,2606,5.66,5.72,3.63\n\"53045\",0.71,\"Very Good\",\"E\",\"SI1\",61.1,57,2606,5.69,5.73,3.49\n\"53046\",0.71,\"Very Good\",\"E\",\"SI1\",61.7,61,2606,5.74,5.76,3.55\n\"53047\",0.71,\"Ideal\",\"I\",\"VVS1\",61.4,56,2606,5.73,5.76,3.53\n\"53048\",0.71,\"Ideal\",\"I\",\"VVS1\",62.3,56,2606,5.7,5.73,3.56\n\"53049\",0.8,\"Ideal\",\"I\",\"VS2\",61.6,58,2606,5.99,6.03,3.7\n\"53050\",0.7,\"Good\",\"E\",\"VS2\",60.1,62,2606,5.77,5.74,3.46\n\"53051\",0.72,\"Premium\",\"F\",\"VS2\",62.7,59,2607,5.75,5.71,3.59\n\"53052\",0.7,\"Ideal\",\"H\",\"VS2\",62.8,55,2607,5.67,5.63,3.55\n\"53053\",0.76,\"Ideal\",\"F\",\"SI1\",62.7,57,2607,5.82,5.85,3.66\n\"53054\",0.76,\"Premium\",\"F\",\"SI1\",60.3,58,2607,5.91,5.96,3.58\n\"53055\",0.76,\"Ideal\",\"F\",\"SI1\",60.1,57,2607,5.95,5.99,3.59\n\"53056\",0.72,\"Ideal\",\"F\",\"VS2\",61.1,56,2607,5.83,5.79,3.55\n\"53057\",0.72,\"Ideal\",\"F\",\"VS2\",62,57,2607,5.77,5.72,3.56\n\"53058\",0.72,\"Premium\",\"G\",\"VS1\",60.9,60,2607,5.78,5.75,3.51\n\"53059\",0.92,\"Premium\",\"F\",\"I1\",60.7,58,2607,6.29,6.26,3.81\n\"53060\",0.54,\"Premium\",\"E\",\"VS1\",62.7,60,2608,5.14,5.1,3.21\n\"53061\",0.72,\"Very Good\",\"E\",\"SI1\",63.1,60,2608,5.65,5.7,3.58\n\"53062\",0.75,\"Good\",\"D\",\"SI1\",64.1,54,2608,5.78,5.76,3.7\n\"53063\",0.72,\"Ideal\",\"E\",\"SI1\",62.1,57,2608,5.71,5.75,3.56\n\"53064\",0.72,\"Ideal\",\"H\",\"VS1\",61.9,56,2608,5.78,5.73,3.56\n\"53065\",0.72,\"Fair\",\"H\",\"VVS2\",56.5,68,2608,6.03,5.89,3.37\n\"53066\",0.72,\"Very Good\",\"E\",\"SI2\",63.4,58,2608,5.66,5.64,3.58\n\"53067\",0.7,\"Good\",\"H\",\"VVS2\",63.8,57,2608,5.61,5.51,3.55\n\"53068\",0.81,\"Good\",\"E\",\"I1\",64.1,59,2608,5.89,5.85,3.76\n\"53069\",0.55,\"Ideal\",\"E\",\"VVS1\",62.9,57,2609,5.25,5.21,3.29\n\"53070\",0.75,\"Ideal\",\"E\",\"SI2\",61.7,55,2609,5.9,5.86,3.63\n\"53071\",0.74,\"Ideal\",\"I\",\"VS1\",60.7,55,2609,5.84,5.88,3.56\n\"53072\",0.72,\"Very Good\",\"E\",\"SI1\",57.9,58,2610,5.92,5.96,3.44\n\"53073\",0.71,\"Ideal\",\"D\",\"SI2\",61.3,57,2610,5.71,5.78,3.52\n\"53074\",0.71,\"Ideal\",\"F\",\"SI1\",61.5,56,2610,5.69,5.76,3.52\n\"53075\",0.71,\"Ideal\",\"D\",\"SI2\",61.5,56,2610,5.74,5.78,3.54\n\"53076\",0.89,\"Premium\",\"H\",\"SI2\",62.2,59,2610,6.17,6.15,3.83\n\"53077\",0.59,\"Very Good\",\"G\",\"IF\",60.9,57,2611,5.38,5.42,3.29\n\"53078\",0.9,\"Ideal\",\"F\",\"I1\",61.8,57,2611,6.13,6.2,3.81\n\"53079\",0.59,\"Ideal\",\"F\",\"VVS2\",62,55,2611,5.36,5.38,3.33\n\"53080\",0.59,\"Ideal\",\"G\",\"IF\",62.5,57,2611,5.34,5.38,3.35\n\"53081\",0.7,\"Good\",\"H\",\"VVS2\",60.5,62,2611,5.66,5.74,3.45\n\"53082\",1.02,\"Ideal\",\"J\",\"SI2\",61.6,55,2611,6.49,6.43,3.98\n\"53083\",0.56,\"Very Good\",\"D\",\"VVS2\",61.6,59,2612,5.27,5.34,3.27\n\"53084\",0.72,\"Very 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Good\",\"E\",\"SI1\",63.2,57,2613,5.8,5.75,3.65\n\"53096\",0.75,\"Ideal\",\"I\",\"VS1\",63,57,2613,5.8,5.82,3.66\n\"53097\",0.71,\"Premium\",\"G\",\"SI1\",62.5,58,2613,5.66,5.61,3.52\n\"53098\",0.71,\"Ideal\",\"F\",\"SI2\",62.1,55.7,2614,5.7,5.75,3.56\n\"53099\",0.77,\"Premium\",\"E\",\"SI2\",61.7,61,2614,5.93,5.9,3.65\n\"53100\",0.71,\"Ideal\",\"I\",\"VS2\",61.8,55,2614,5.7,5.73,3.53\n\"53101\",0.7,\"Ideal\",\"E\",\"SI1\",62.4,55,2614,5.67,5.7,3.55\n\"53102\",0.7,\"Ideal\",\"E\",\"SI1\",62.7,57,2614,5.64,5.66,3.54\n\"53103\",0.7,\"Ideal\",\"E\",\"SI1\",60.6,57,2614,5.76,5.79,3.5\n\"53104\",0.83,\"Good\",\"G\",\"SI2\",63.7,56,2614,5.92,5.95,3.78\n\"53105\",0.57,\"Ideal\",\"E\",\"VVS2\",62.3,54,2615,5.3,5.35,3.32\n\"53106\",0.57,\"Ideal\",\"E\",\"VVS2\",61.9,54.3,2615,5.31,5.33,3.29\n\"53107\",0.57,\"Ideal\",\"E\",\"VVS2\",61.5,55.9,2615,5.31,5.35,3.28\n\"53108\",0.8,\"Very Good\",\"G\",\"SI2\",63,55,2616,5.92,5.95,3.74\n\"53109\",0.8,\"Premium\",\"I\",\"VS2\",62.9,61,2616,5.84,5.77,3.65\n\"53110\",0.7,\"Ideal\",\"E\",\"VS2\",62.2,55,2616,5.72,5.69,3.55\n\"53111\",0.81,\"Premium\",\"G\",\"SI2\",62.2,59,2616,5.96,5.9,3.69\n\"53112\",0.81,\"Very Good\",\"I\",\"VS2\",60.4,63,2616,5.97,5.95,3.6\n\"53113\",0.54,\"Ideal\",\"E\",\"VVS2\",62.2,54,2616,5.23,5.26,3.26\n\"53114\",0.7,\"Ideal\",\"I\",\"VS1\",61.9,56,2616,5.69,5.72,3.53\n\"53115\",0.78,\"Ideal\",\"H\",\"SI1\",61.1,57,2616,5.9,5.94,3.62\n\"53116\",0.7,\"Very Good\",\"E\",\"SI1\",63.2,57,2617,5.6,5.67,3.56\n\"53117\",0.7,\"Very Good\",\"E\",\"SI1\",62.5,59,2617,5.66,5.7,3.55\n\"53118\",0.75,\"Very Good\",\"G\",\"SI1\",62.3,55,2617,5.81,5.85,3.63\n\"53119\",0.81,\"Good\",\"I\",\"VS2\",63.8,58,2617,5.84,5.89,3.74\n\"53120\",0.58,\"Ideal\",\"D\",\"VVS2\",62.1,57,2617,5.32,5.4,3.32\n\"53121\",0.7,\"Ideal\",\"E\",\"SI1\",60.2,58,2617,5.75,5.78,3.47\n\"53122\",0.74,\"Premium\",\"E\",\"SI2\",62.6,58,2617,5.77,5.73,3.6\n\"53123\",0.74,\"Fair\",\"E\",\"SI2\",66.7,62,2617,5.49,5.43,3.64\n\"53124\",0.74,\"Very Good\",\"E\",\"SI2\",63.1,57,2617,5.8,5.76,3.65\n\"53125\",0.82,\"Ideal\",\"H\",\"SI1\",62.4,56,2617,6.05,6,3.76\n\"53126\",0.74,\"Ideal\",\"E\",\"SI2\",60.9,57,2617,5.89,5.83,3.57\n\"53127\",0.66,\"Very Good\",\"E\",\"VS1\",61,57.8,2618,5.64,5.69,3.45\n\"53128\",0.72,\"Very Good\",\"E\",\"SI1\",62.5,58,2618,5.68,5.72,3.56\n\"53129\",0.75,\"Very Good\",\"D\",\"SI2\",63.6,58,2618,5.71,5.76,3.65\n\"53130\",0.62,\"Premium\",\"E\",\"VVS2\",62,56,2618,5.48,5.42,3.38\n\"53131\",0.7,\"Ideal\",\"H\",\"VVS1\",61.7,54,2618,5.72,5.76,3.54\n\"53132\",0.53,\"Ideal\",\"F\",\"VVS1\",61.4,56,2618,5.21,5.25,3.21\n\"53133\",0.72,\"Ideal\",\"D\",\"SI2\",61.8,56,2618,5.75,5.78,3.56\n\"53134\",0.75,\"Ideal\",\"D\",\"SI2\",61.5,55,2618,5.85,5.89,3.61\n\"53135\",0.93,\"Very Good\",\"D\",\"I1\",63.4,60,2618,6.18,6.15,3.91\n\"53136\",0.71,\"Ideal\",\"E\",\"SI2\",61.2,57,2619,5.75,5.78,3.53\n\"53137\",0.7,\"Ideal\",\"I\",\"VVS1\",61.5,57,2620,5.72,5.75,3.52\n\"53138\",0.72,\"Good\",\"D\",\"SI2\",59.7,61,2620,5.78,5.84,3.47\n\"53139\",0.74,\"Premium\",\"G\",\"VS2\",60.2,60,2621,5.84,5.82,3.51\n\"53140\",0.56,\"Ideal\",\"E\",\"VVS2\",62.1,57,2622,5.26,5.3,3.28\n\"53141\",0.71,\"Ideal\",\"H\",\"VS2\",62.2,56,2622,5.68,5.74,3.55\n\"53142\",0.7,\"Ideal\",\"F\",\"VS2\",62.3,55,2622,5.71,5.65,3.54\n\"53143\",0.78,\"Ideal\",\"F\",\"SI2\",61.2,56,2622,5.93,5.97,3.64\n\"53144\",0.8,\"Ideal\",\"F\",\"SI2\",62.7,55,2622,5.94,5.9,3.71\n\"53145\",0.76,\"Premium\",\"H\",\"VS2\",58.7,61,2622,5.99,5.96,3.51\n\"53146\",0.75,\"Premium\",\"G\",\"SI1\",59.1,59,2622,5.98,5.9,3.51\n\"53147\",1.2,\"Fair\",\"F\",\"I1\",65.7,56,2622,6.65,6.58,4.35\n\"53148\",0.73,\"Very Good\",\"I\",\"VVS1\",61.9,57,2623,5.75,5.79,3.57\n\"53149\",0.8,\"Very 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Good\",\"I\",\"VVS1\",62.5,60,552,4.24,4.27,2.66\n\"53311\",0.72,\"Ideal\",\"I\",\"VS2\",61.8,55,2650,5.75,5.78,3.56\n\"53312\",0.72,\"Ideal\",\"I\",\"VS2\",61.2,57,2650,5.75,5.79,3.53\n\"53313\",0.72,\"Ideal\",\"I\",\"VS2\",61.7,56,2650,5.73,5.78,3.55\n\"53314\",0.72,\"Ideal\",\"I\",\"VS2\",61.8,56,2650,5.72,5.77,3.56\n\"53315\",0.71,\"Ideal\",\"G\",\"SI1\",62.1,56,2650,5.69,5.74,3.55\n\"53316\",0.72,\"Ideal\",\"F\",\"SI2\",61.9,54.1,2651,5.73,5.83,3.57\n\"53317\",0.72,\"Very Good\",\"E\",\"SI2\",60.1,55.8,2651,5.83,5.85,3.51\n\"53318\",0.71,\"Ideal\",\"E\",\"SI1\",62.9,57,2651,5.67,5.72,3.58\n\"53319\",0.71,\"Good\",\"E\",\"SI1\",59.2,61,2651,5.8,5.85,3.45\n\"53320\",0.76,\"Very Good\",\"G\",\"SI1\",62.6,56,2652,5.86,5.9,3.68\n\"53321\",0.8,\"Very Good\",\"F\",\"SI2\",61.5,56,2652,5.93,5.98,3.66\n\"53322\",0.71,\"Very Good\",\"D\",\"SI1\",63.2,56,2652,5.69,5.73,3.61\n\"53323\",0.6,\"Ideal\",\"F\",\"VVS2\",62.3,56,2652,5.37,5.41,3.36\n\"53324\",0.78,\"Ideal\",\"I\",\"VS2\",61.2,58,2652,5.88,5.92,3.61\n\"53325\",0.78,\"Ideal\",\"I\",\"VS2\",59.8,58,2652,5.98,6.02,3.59\n\"53326\",0.75,\"Ideal\",\"E\",\"SI1\",61.5,56,2652,5.88,5.84,3.6\n\"53327\",0.72,\"Ideal\",\"I\",\"VVS1\",61.3,57,2654,5.75,5.77,3.53\n\"53328\",0.73,\"Ideal\",\"G\",\"SI1\",62.1,56,2654,5.74,5.79,3.58\n\"53329\",0.74,\"Ideal\",\"G\",\"SI1\",61.9,56,2654,5.8,5.83,3.6\n\"53330\",0.71,\"Ideal\",\"E\",\"SI1\",61.5,57,2654,5.7,5.75,3.52\n\"53331\",0.71,\"Ideal\",\"E\",\"VS2\",61.8,57,2654,5.73,5.7,3.53\n\"53332\",0.79,\"Very Good\",\"F\",\"SI2\",62.6,57,2655,5.84,5.86,3.66\n\"53333\",0.72,\"Very Good\",\"E\",\"SI2\",59.7,59,2655,5.77,5.82,3.46\n\"53334\",0.81,\"Very Good\",\"I\",\"VS1\",63.2,59,2655,5.9,5.84,3.71\n\"53335\",0.74,\"Ideal\",\"F\",\"SI2\",62,56,2655,5.78,5.82,3.6\n\"53336\",0.62,\"Ideal\",\"G\",\"IF\",62.2,54,2655,5.46,5.51,3.41\n\"53337\",0.74,\"Ideal\",\"D\",\"SI1\",62.2,57,2655,5.81,5.77,3.6\n\"53338\",0.74,\"Premium\",\"D\",\"SI1\",60.6,60,2655,5.88,5.84,3.55\n\"53339\",1.2,\"Fair\",\"G\",\"I1\",64.4,55,2655,6.77,6.61,4.31\n\"53340\",0.55,\"Very Good\",\"E\",\"VVS2\",59.9,58,2656,5.29,5.33,3.18\n\"53341\",0.7,\"Very Good\",\"D\",\"SI1\",60.3,60,2656,5.74,5.77,3.47\n\"53342\",0.84,\"Very Good\",\"F\",\"SI2\",62.8,57,2656,5.99,6.04,3.78\n\"53343\",0.73,\"Ideal\",\"H\",\"SI1\",62,55,2656,5.76,5.85,3.6\n\"53344\",0.7,\"Ideal\",\"E\",\"SI1\",62.6,57,2656,5.64,5.67,3.54\n\"53345\",0.7,\"Ideal\",\"E\",\"SI1\",62.6,55,2656,5.62,5.66,3.53\n\"53346\",0.7,\"Ideal\",\"E\",\"SI1\",61.4,57,2656,5.71,5.75,3.52\n\"53347\",0.57,\"Ideal\",\"F\",\"IF\",61.3,56,2656,5.32,5.36,3.28\n\"53348\",0.79,\"Premium\",\"F\",\"SI1\",62.8,55,2656,5.94,5.88,3.71\n\"53349\",0.7,\"Fair\",\"G\",\"VS2\",64.4,56,2657,5.64,5.57,3.61\n\"53350\",0.7,\"Premium\",\"F\",\"SI1\",58.6,59,2657,5.83,5.78,3.4\n\"53351\",0.7,\"Good\",\"H\",\"VVS2\",63.8,57,2657,5.61,5.51,3.55\n\"53352\",0.7,\"Premium\",\"E\",\"VS2\",62,60,2657,5.7,5.59,3.5\n\"53353\",1,\"Good\",\"D\",\"I1\",57.8,62,2657,6.51,6.47,3.75\n\"53354\",1,\"Ideal\",\"J\",\"SI2\",61.2,56,2657,6.49,6.38,3.94\n\"53355\",0.8,\"Ideal\",\"G\",\"SI2\",63,56,2657,5.85,5.9,3.7\n\"53356\",0.8,\"Ideal\",\"G\",\"SI2\",62.2,57,2657,5.93,5.96,3.7\n\"53357\",0.7,\"Good\",\"E\",\"VS1\",65.5,57,2657,5.46,5.54,3.6\n\"53358\",0.7,\"Premium\",\"G\",\"VS2\",58.1,55,2657,5.83,5.8,3.38\n\"53359\",0.7,\"Very Good\",\"G\",\"VS2\",63.3,56,2657,5.63,5.59,3.55\n\"53360\",0.7,\"Premium\",\"G\",\"VS2\",59.4,59,2657,5.79,5.76,3.43\n\"53361\",0.7,\"Premium\",\"G\",\"VS2\",60.9,60,2657,5.72,5.68,3.47\n\"53362\",0.7,\"Ideal\",\"F\",\"VS2\",61.6,57,2657,5.76,5.71,3.53\n\"53363\",0.7,\"Premium\",\"F\",\"VS2\",60.2,59,2657,5.78,5.74,3.47\n\"53364\",0.7,\"Premium\",\"G\",\"VS2\",62.2,61,2657,5.59,5.54,3.46\n\"53365\",0.77,\"Premium\",\"G\",\"SI1\",62.7,57,2657,5.85,5.79,3.65\n\"53366\",0.7,\"Very Good\",\"G\",\"VS2\",63.1,55,2657,5.64,5.61,3.55\n\"53367\",0.77,\"Premium\",\"G\",\"SI1\",61.6,59,2657,5.9,5.85,3.62\n\"53368\",0.7,\"Premium\",\"E\",\"SI1\",58.6,60,2657,5.78,5.75,3.38\n\"53369\",0.53,\"Ideal\",\"F\",\"IF\",61.3,57,2658,5.19,5.21,3.19\n\"53370\",0.61,\"Ideal\",\"D\",\"VS1\",61.9,56,2658,5.43,5.45,3.37\n\"53371\",0.67,\"Premium\",\"G\",\"VVS2\",60.1,60,2658,5.66,5.58,3.38\n\"53372\",0.61,\"Ideal\",\"G\",\"IF\",62.3,56,2659,5.42,5.46,3.39\n\"53373\",0.71,\"Premium\",\"D\",\"VS2\",62.7,58,2659,5.53,5.67,3.54\n\"53374\",0.75,\"Ideal\",\"I\",\"VS1\",61.1,59,2659,5.85,5.87,3.58\n\"53375\",0.73,\"Ideal\",\"G\",\"SI1\",60.7,56,2659,5.89,5.81,3.55\n\"53376\",0.85,\"Ideal\",\"H\",\"SI2\",61.8,54,2659,6.1,6.07,3.76\n\"53377\",0.61,\"Ideal\",\"F\",\"VVS2\",61.5,56,2660,5.44,5.49,3.36\n\"53378\",0.71,\"Ideal\",\"I\",\"SI1\",61.9,56,2660,5.71,5.74,3.54\n\"53379\",0.71,\"Ideal\",\"I\",\"SI1\",61.3,56,2660,5.72,5.75,3.52\n\"53380\",0.73,\"Ideal\",\"E\",\"SI1\",60.1,56,2661,5.91,5.87,3.54\n\"53381\",0.87,\"Premium\",\"F\",\"SI2\",61.5,57,2661,6.13,6.1,3.76\n\"53382\",0.7,\"Very Good\",\"F\",\"SI1\",60.6,60,2662,5.71,5.75,3.47\n\"53383\",0.71,\"Very Good\",\"F\",\"VS2\",62.2,56,2662,5.7,5.72,3.55\n\"53384\",0.7,\"Ideal\",\"F\",\"SI1\",61.7,54,2662,5.72,5.75,3.54\n\"53385\",0.7,\"Ideal\",\"F\",\"SI1\",62.6,55,2662,5.67,5.68,3.55\n\"53386\",0.7,\"Ideal\",\"F\",\"SI1\",61.7,58,2662,5.67,5.7,3.51\n\"53387\",0.8,\"Good\",\"G\",\"SI1\",65.3,57,2662,5.78,5.85,3.8\n\"53388\",0.79,\"Very Good\",\"H\",\"SI1\",63.2,59,2663,5.87,5.84,3.7\n\"53389\",0.76,\"Very Good\",\"H\",\"SI1\",61.6,58,2663,5.88,5.91,3.63\n\"53390\",0.71,\"Ideal\",\"E\",\"SI1\",61.7,56,2663,5.72,5.75,3.54\n\"53391\",0.55,\"Ideal\",\"E\",\"VVS2\",61.1,57,2664,5.3,5.33,3.24\n\"53392\",0.78,\"Ideal\",\"E\",\"SI1\",62.7,56,2664,5.88,5.83,3.67\n\"53393\",0.77,\"Good\",\"D\",\"SI2\",63.8,58,2665,5.81,5.78,3.7\n\"53394\",0.7,\"Ideal\",\"F\",\"SI1\",59.8,55,2665,5.83,5.75,3.46\n\"53395\",0.74,\"Very Good\",\"I\",\"VVS1\",62.6,57,2666,5.76,5.78,3.61\n\"53396\",0.9,\"Fair\",\"I\",\"VS2\",65.8,55,2666,6.05,6.01,3.97\n\"53397\",0.72,\"Premium\",\"E\",\"SI1\",61.3,58,2666,5.81,5.78,3.55\n\"53398\",0.83,\"Ideal\",\"H\",\"SI2\",61.1,59,2666,6.05,6.1,3.71\n\"53399\",0.72,\"Premium\",\"E\",\"SI1\",63,56,2666,5.76,5.73,3.62\n\"53400\",0.72,\"Ideal\",\"E\",\"SI1\",61.2,56,2666,5.79,5.75,3.53\n\"53401\",0.77,\"Very Good\",\"F\",\"SI2\",60.1,56,2667,5.94,5.97,3.58\n\"53402\",0.72,\"Very Good\",\"E\",\"VS2\",61.4,58,2667,5.78,5.82,3.56\n\"53403\",0.71,\"Ideal\",\"F\",\"SI2\",61.8,57,2667,5.69,5.72,3.53\n\"53404\",0.58,\"Premium\",\"F\",\"VS1\",61.1,59,2668,5.39,5.35,3.28\n\"53405\",0.76,\"Very Good\",\"E\",\"SI1\",63,59,2668,5.76,5.8,3.64\n\"53406\",0.76,\"Ideal\",\"H\",\"VS2\",62.7,57,2668,5.82,5.86,3.66\n\"53407\",0.82,\"Ideal\",\"E\",\"SI2\",62.1,55,2668,6.04,6.01,3.74\n\"53408\",0.71,\"Ideal\",\"F\",\"SI2\",61.5,55,2668,5.78,5.75,3.54\n\"53409\",0.7,\"Premium\",\"F\",\"VS1\",61.7,60,2669,5.67,5.64,3.49\n\"53410\",0.71,\"Ideal\",\"F\",\"SI1\",60.9,55,2669,5.74,5.88,3.54\n\"53411\",0.7,\"Premium\",\"F\",\"VS1\",62.2,58,2669,5.63,5.59,3.49\n\"53412\",0.96,\"Premium\",\"I\",\"SI2\",61.3,60,2669,6.45,6.25,3.9\n\"53413\",0.77,\"Very Good\",\"G\",\"SI1\",63,59,2670,5.82,5.84,3.67\n\"53414\",0.8,\"Very Good\",\"H\",\"SI1\",62.3,59,2670,5.95,6,3.72\n\"53415\",0.7,\"Ideal\",\"G\",\"VS1\",62.6,56,2670,5.65,5.7,3.55\n\"53416\",0.72,\"Very Good\",\"F\",\"SI1\",63.1,56,2670,5.68,5.67,3.58\n\"53417\",0.72,\"Ideal\",\"D\",\"SI2\",62.7,55,2670,5.72,5.7,3.58\n\"53418\",0.72,\"Premium\",\"D\",\"SI2\",60.5,58,2670,5.88,5.79,3.53\n\"53419\",0.72,\"Premium\",\"F\",\"SI1\",59.5,62,2670,5.85,5.74,3.45\n\"53420\",0.72,\"Very Good\",\"F\",\"SI1\",63.4,58,2670,5.69,5.66,3.6\n\"53421\",0.72,\"Very Good\",\"G\",\"VS1\",60,59,2671,5.8,5.84,3.49\n\"53422\",0.7,\"Very Good\",\"E\",\"VS1\",62.7,60,2671,5.59,5.64,3.52\n\"53423\",0.71,\"Premium\",\"G\",\"VS2\",60.3,60,2671,5.76,5.81,3.49\n\"53424\",0.71,\"Very Good\",\"G\",\"VS2\",61.9,62,2671,5.69,5.72,3.53\n\"53425\",0.54,\"Ideal\",\"D\",\"VVS2\",61.3,56,2671,5.22,5.26,3.21\n\"53426\",0.7,\"Ideal\",\"F\",\"VS2\",62,56,2671,5.71,5.74,3.55\n\"53427\",0.7,\"Ideal\",\"F\",\"VS2\",61.8,54,2671,5.68,5.71,3.52\n\"53428\",0.73,\"Ideal\",\"D\",\"SI2\",61.8,57,2671,5.75,5.78,3.56\n\"53429\",0.7,\"Ideal\",\"F\",\"SI1\",60.3,58,2671,5.76,5.81,3.49\n\"53430\",0.7,\"Ideal\",\"F\",\"SI1\",60.7,57,2671,5.78,5.82,3.52\n\"53431\",0.7,\"Ideal\",\"F\",\"SI1\",61.1,56,2671,5.74,5.78,3.52\n\"53432\",0.72,\"Good\",\"F\",\"VS2\",58,57,2671,5.93,6.01,3.46\n\"53433\",0.74,\"Premium\",\"F\",\"SI1\",61.4,59,2671,5.82,5.81,3.57\n\"53434\",0.7,\"Very Good\",\"F\",\"SI1\",62.5,59,2672,5.66,5.54,3.5\n\"53435\",0.96,\"Fair\",\"H\",\"SI2\",67.6,63,2672,5.99,5.84,4.01\n\"53436\",0.72,\"Very Good\",\"F\",\"SI1\",61.1,54,2673,5.82,5.84,3.56\n\"53437\",0.7,\"Very Good\",\"E\",\"VS2\",62.9,56,2673,5.61,5.67,3.55\n\"53438\",0.7,\"Premium\",\"E\",\"VS2\",60.9,59,2673,5.68,5.71,3.47\n\"53439\",0.7,\"Premium\",\"E\",\"VS2\",60.8,58,2673,5.7,5.74,3.48\n\"53440\",0.73,\"Good\",\"H\",\"VS1\",64.1,58.8,2673,5.63,5.67,3.62\n\"53441\",0.81,\"Ideal\",\"E\",\"SI2\",61.4,57,2673,6,5.97,3.68\n\"53442\",0.7,\"Very Good\",\"G\",\"SI1\",59.1,62,2674,5.8,5.91,3.46\n\"53443\",0.92,\"Very Good\",\"D\",\"I1\",63,58,2674,6.13,6.18,3.88\n\"53444\",0.75,\"Good\",\"E\",\"SI1\",63.4,57,2674,5.75,5.77,3.65\n\"53445\",0.71,\"Premium\",\"E\",\"SI1\",60.3,60,2674,5.77,5.74,3.47\n\"53446\",0.72,\"Ideal\",\"F\",\"SI2\",61.9,54,2674,5.83,5.73,3.57\n\"53447\",0.72,\"Ideal\",\"F\",\"SI2\",60.8,56,2674,5.82,5.79,3.53\n\"53448\",0.72,\"Ideal\",\"E\",\"SI2\",60.1,56,2674,5.85,5.83,3.51\n\"53449\",0.73,\"Very Good\",\"F\",\"SI1\",61.4,60,2675,5.74,5.76,3.53\n\"53450\",0.52,\"Ideal\",\"E\",\"VVS2\",61.3,56,2675,5.18,5.2,3.18\n\"53451\",0.7,\"Very Good\",\"G\",\"VS1\",59.2,58,2676,5.8,5.83,3.44\n\"53452\",0.7,\"Very Good\",\"G\",\"VS1\",61.7,59,2676,5.66,5.69,3.5\n\"53453\",0.91,\"Good\",\"I\",\"SI1\",64.2,59,2676,5.98,6.05,3.86\n\"53454\",0.56,\"Ideal\",\"F\",\"VVS2\",61.1,57,2676,5.32,5.35,3.25\n\"53455\",0.7,\"Ideal\",\"F\",\"VS2\",62.2,55,2676,5.66,5.72,3.54\n\"53456\",0.7,\"Very Good\",\"D\",\"SI1\",61.1,57,2677,5.74,5.66,3.48\n\"53457\",0.48,\"Very Good\",\"D\",\"IF\",60.6,55,2677,5.08,5.12,3.09\n\"53458\",0.77,\"Ideal\",\"E\",\"SI2\",62.4,56,2677,5.83,5.86,3.65\n\"53459\",0.8,\"Ideal\",\"I\",\"SI1\",62.6,56.1,2677,5.87,5.92,3.7\n\"53460\",0.7,\"Ideal\",\"E\",\"SI1\",62.8,55,2677,5.65,5.69,3.56\n\"53461\",0.92,\"Good\",\"G\",\"SI2\",63.8,57,2677,6.19,6.13,3.93\n\"53462\",0.72,\"Ideal\",\"I\",\"VVS1\",61.3,57,2678,5.77,5.75,3.53\n\"53463\",0.73,\"Very Good\",\"E\",\"SI1\",63.2,58,2679,5.71,5.74,3.62\n\"53464\",0.72,\"Premium\",\"G\",\"VVS2\",60.7,60,2679,5.8,5.87,3.54\n\"53465\",0.7,\"Premium\",\"E\",\"SI1\",60.7,58,2679,5.73,5.74,3.48\n\"53466\",0.59,\"Ideal\",\"F\",\"VVS2\",62,54,2679,5.36,5.38,3.33\n\"53467\",0.76,\"Ideal\",\"I\",\"VS1\",61.5,57,2679,5.85,5.89,3.61\n\"53468\",0.64,\"Ideal\",\"E\",\"VS1\",60.8,56,2679,5.61,5.59,3.41\n\"53469\",0.9,\"Good\",\"I\",\"SI2\",60.9,63,2680,6.13,6.21,3.76\n\"53470\",0.71,\"Ideal\",\"E\",\"SI1\",61.7,56,2680,5.69,5.72,3.52\n\"53471\",0.75,\"Ideal\",\"I\",\"VS2\",60.4,59,2680,5.86,5.9,3.55\n\"53472\",0.76,\"Ideal\",\"E\",\"SI2\",61.5,55,2680,5.88,5.93,3.63\n\"53473\",0.76,\"Ideal\",\"E\",\"SI2\",61.6,55,2680,5.87,5.92,3.63\n\"53474\",0.76,\"Ideal\",\"E\",\"SI2\",61.5,57,2680,5.83,5.87,3.6\n\"53475\",0.76,\"Good\",\"E\",\"SI2\",58.8,59,2680,5.95,5.99,3.51\n\"53476\",0.7,\"Very Good\",\"G\",\"VVS2\",63.6,57,2681,5.59,5.63,3.57\n\"53477\",0.71,\"Very Good\",\"D\",\"SI1\",63.2,58,2681,5.65,5.68,3.58\n\"53478\",0.7,\"Very Good\",\"D\",\"SI1\",58.2,60,2681,5.75,5.79,3.36\n\"53479\",0.7,\"Good\",\"D\",\"SI1\",62.6,60,2681,5.57,5.61,3.5\n\"53480\",0.71,\"Ideal\",\"I\",\"VS2\",62.2,55,2681,5.71,5.73,3.56\n\"53481\",0.71,\"Ideal\",\"E\",\"SI1\",62.4,56,2681,5.68,5.7,3.55\n\"53482\",0.9,\"Premium\",\"F\",\"SI2\",58.5,60,2681,6.3,6.25,3.67\n\"53483\",0.77,\"Very Good\",\"I\",\"VS1\",62.2,59,2682,5.83,5.85,3.63\n\"53484\",0.71,\"Very Good\",\"E\",\"VS2\",63.7,54,2682,5.65,5.66,3.6\n\"53485\",0.76,\"Ideal\",\"F\",\"SI1\",61.7,55,2682,5.87,5.9,3.63\n\"53486\",0.76,\"Ideal\",\"D\",\"SI2\",62.2,57,2682,5.83,5.85,3.63\n\"53487\",0.57,\"Ideal\",\"F\",\"VVS1\",62.5,56,2682,5.27,5.32,3.31\n\"53488\",0.5,\"Ideal\",\"E\",\"VVS1\",61.9,58,2682,5.07,5.11,3.15\n\"53489\",0.53,\"Ideal\",\"F\",\"IF\",61.3,57,2682,5.21,5.19,3.19\n\"53490\",0.7,\"Very Good\",\"H\",\"VVS1\",63.5,58,2682,5.63,5.59,3.56\n\"53491\",0.71,\"Premium\",\"D\",\"VS2\",62.7,58,2683,5.67,5.53,3.54\n\"53492\",0.71,\"Very Good\",\"D\",\"SI1\",61,58,2683,5.71,5.87,3.53\n\"53493\",0.75,\"Premium\",\"F\",\"SI1\",61.5,58,2683,5.83,5.87,3.6\n\"53494\",0.73,\"Ideal\",\"D\",\"SI2\",62.4,56,2683,5.74,5.77,3.59\n\"53495\",1.01,\"Premium\",\"J\",\"SI2\",58.3,62,2683,6.49,6.43,3.77\n\"53496\",1.01,\"Fair\",\"J\",\"SI2\",66.9,58,2683,6.13,6.07,4.08\n\"53497\",0.73,\"Premium\",\"G\",\"VS1\",63,57,2683,5.75,5.67,3.6\n\"53498\",0.73,\"Premium\",\"F\",\"VS2\",62.3,60,2683,5.77,5.73,3.58\n\"53499\",1.01,\"Premium\",\"J\",\"SI2\",59.3,56,2683,6.51,6.45,3.84\n\"53500\",0.74,\"Very Good\",\"F\",\"SI1\",62.9,57,2684,5.76,5.79,3.63\n\"53501\",0.71,\"Very Good\",\"E\",\"SI1\",63.5,57,2685,5.63,5.68,3.59\n\"53502\",0.72,\"Premium\",\"G\",\"VS1\",61.7,59,2685,5.71,5.66,3.51\n\"53503\",0.71,\"Ideal\",\"H\",\"VS1\",62.8,57,2685,5.65,5.72,3.57\n\"53504\",0.74,\"Good\",\"F\",\"SI2\",62.6,65,2685,5.66,5.69,3.55\n\"53505\",0.71,\"Fair\",\"G\",\"VS1\",65.5,55,2686,5.62,5.53,3.65\n\"53506\",0.7,\"Very Good\",\"D\",\"SI1\",63.5,58,2686,5.61,5.64,3.57\n\"53507\",0.7,\"Very 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Good\",\"I\",\"SI1\",60.3,58,2701,6,6.04,3.63\n\"53606\",0.7,\"Ideal\",\"F\",\"VVS2\",61.9,55,2701,5.72,5.68,3.53\n\"53607\",0.71,\"Ideal\",\"I\",\"IF\",61.7,59,2701,5.7,5.74,3.53\n\"53608\",0.74,\"Ideal\",\"F\",\"SI1\",62.5,56,2702,5.8,5.76,3.61\n\"53609\",0.75,\"Good\",\"E\",\"SI2\",62.3,58,2702,5.78,5.81,3.61\n\"53610\",0.72,\"Premium\",\"G\",\"VVS2\",60.7,60,2703,5.87,5.8,3.54\n\"53611\",0.35,\"Ideal\",\"I\",\"VS1\",61.6,56,552,4.54,4.58,2.81\n\"53612\",0.35,\"Very Good\",\"H\",\"VS2\",59.6,62,552,4.57,4.62,2.74\n\"53613\",0.3,\"Very Good\",\"D\",\"SI1\",62.2,58,552,4.28,4.31,2.67\n\"53614\",0.3,\"Very Good\",\"D\",\"SI1\",62.2,61,552,4.24,4.28,2.65\n\"53615\",0.3,\"Premium\",\"D\",\"SI1\",62.2,58,552,4.28,4.31,2.67\n\"53616\",0.3,\"Ideal\",\"I\",\"VVS1\",62.4,56,552,4.3,4.32,2.69\n\"53617\",0.3,\"Very Good\",\"D\",\"SI1\",62.1,58,552,4.25,4.28,2.65\n\"53618\",0.3,\"Very Good\",\"D\",\"SI1\",61,61,552,4.27,4.29,2.61\n\"53619\",0.3,\"Ideal\",\"D\",\"SI1\",61.9,56,552,4.28,4.31,2.66\n\"53620\",0.3,\"Ideal\",\"I\",\"VVS1\",61.1,57,552,4.32,4.36,2.65\n\"53621\",0.3,\"Good\",\"D\",\"SI1\",63.2,56,552,4.24,4.27,2.69\n\"53622\",0.35,\"Premium\",\"I\",\"VS1\",61.1,60,552,4.52,4.58,2.78\n\"53623\",0.3,\"Good\",\"D\",\"SI1\",63.8,57,552,4.27,4.29,2.73\n\"53624\",0.3,\"Premium\",\"I\",\"VVS1\",62.2,58,552,4.28,4.31,2.67\n\"53625\",0.3,\"Ideal\",\"D\",\"SI1\",62,56,552,4.3,4.34,2.68\n\"53626\",0.3,\"Good\",\"I\",\"VVS1\",63.1,57,552,4.27,4.29,2.7\n\"53627\",0.35,\"Very Good\",\"I\",\"VS1\",60.7,62,552,4.53,4.59,2.77\n\"53628\",0.3,\"Very Good\",\"D\",\"SI1\",61.3,60,552,4.26,4.32,2.63\n\"53629\",0.3,\"Premium\",\"D\",\"SI1\",61.7,59,552,4.28,4.31,2.65\n\"53630\",0.35,\"Premium\",\"I\",\"VS1\",61.8,58,552,4.5,4.53,2.79\n\"53631\",0.3,\"Very 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Good\",\"D\",\"SI2\",63.7,57,2708,5.87,5.9,3.75\n\"53665\",0.72,\"Good\",\"G\",\"VS2\",63.1,57,2708,5.71,5.74,3.61\n\"53666\",1.09,\"Premium\",\"I\",\"SI2\",62.3,62,2708,6.63,6.57,4.11\n\"53667\",0.81,\"Ideal\",\"J\",\"VS2\",62.1,56,2708,5.92,5.97,3.69\n\"53668\",0.71,\"Very Good\",\"H\",\"VVS2\",63,58,2709,5.64,5.72,3.58\n\"53669\",0.71,\"Very Good\",\"F\",\"VS2\",61.3,56,2709,5.7,5.76,3.51\n\"53670\",0.74,\"Very Good\",\"H\",\"VS1\",61.9,59.1,2709,5.74,5.77,3.56\n\"53671\",0.84,\"Ideal\",\"J\",\"VS2\",61.1,57,2709,6.09,6.12,3.73\n\"53672\",0.71,\"Ideal\",\"E\",\"VS2\",61.7,56,2709,5.73,5.75,3.54\n\"53673\",0.7,\"Ideal\",\"H\",\"VS1\",61.9,56,2710,5.7,5.73,3.54\n\"53674\",0.7,\"Fair\",\"G\",\"VVS2\",65.3,61,2710,5.58,5.48,3.61\n\"53675\",0.71,\"Very 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Good\",\"G\",\"SI2\",61.6,57,2725,6.02,6.06,3.72\n\"53762\",0.76,\"Ideal\",\"F\",\"VS2\",61.6,55,2725,5.88,5.9,3.63\n\"53763\",0.81,\"Ideal\",\"G\",\"SI1\",62.6,55,2725,5.97,5.94,3.73\n\"53764\",0.76,\"Very Good\",\"G\",\"VS2\",59.8,58,2726,5.92,5.96,3.55\n\"53765\",0.7,\"Very Good\",\"D\",\"SI1\",62.6,57,2726,5.67,5.7,3.56\n\"53766\",0.7,\"Very Good\",\"D\",\"SI1\",61.8,55,2726,5.73,5.76,3.55\n\"53767\",0.7,\"Ideal\",\"F\",\"VS1\",62.5,56,2726,5.7,5.73,3.57\n\"53768\",0.7,\"Ideal\",\"F\",\"VS1\",62,55,2726,5.71,5.74,3.55\n\"53769\",0.7,\"Very 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Good\",\"I\",\"SI1\",63.3,59,2730,6.26,6.22,3.95\n\"53795\",0.92,\"Premium\",\"I\",\"SI1\",60.4,59,2730,6.31,6.24,3.79\n\"53796\",0.62,\"Ideal\",\"E\",\"VS1\",61.3,56,2731,5.52,5.54,3.39\n\"53797\",0.72,\"Ideal\",\"E\",\"SI1\",62.6,57,2731,5.69,5.74,3.58\n\"53798\",0.72,\"Ideal\",\"E\",\"SI1\",61.3,56,2731,5.77,5.81,3.55\n\"53799\",0.72,\"Ideal\",\"D\",\"SI1\",61.6,55,2731,5.75,5.8,3.56\n\"53800\",0.66,\"Ideal\",\"F\",\"VVS2\",61.2,57,2732,5.63,5.58,3.43\n\"53801\",0.9,\"Fair\",\"I\",\"VS1\",68.7,62,2732,5.83,5.79,3.99\n\"53802\",0.53,\"Ideal\",\"D\",\"VVS1\",62,57,2732,5.16,5.2,3.21\n\"53803\",0.72,\"Premium\",\"D\",\"SI1\",62.6,59,2732,5.74,5.7,3.58\n\"53804\",0.9,\"Good\",\"H\",\"SI1\",63.8,56,2732,6.07,6.02,3.86\n\"53805\",0.72,\"Premium\",\"E\",\"SI1\",59.5,59,2732,5.87,5.83,3.48\n\"53806\",0.72,\"Ideal\",\"F\",\"VS2\",62.8,55,2732,5.74,5.69,3.59\n\"53807\",0.9,\"Premium\",\"H\",\"SI2\",61.1,58,2732,6.21,6.13,3.77\n\"53808\",0.72,\"Very Good\",\"G\",\"VS2\",63.1,57,2732,5.74,5.71,3.61\n\"53809\",0.81,\"Very Good\",\"G\",\"SI1\",60.7,56,2733,6.06,6.09,3.69\n\"53810\",0.7,\"Ideal\",\"H\",\"VS2\",61.4,56,2733,5.72,5.75,3.52\n\"53811\",0.73,\"Ideal\",\"I\",\"SI1\",61.7,55,2733,5.78,5.82,3.58\n\"53812\",0.52,\"Ideal\",\"F\",\"IF\",61.7,57,2733,5.13,5.17,3.18\n\"53813\",0.75,\"Very Good\",\"F\",\"SI1\",63.4,58,2734,5.75,5.79,3.66\n\"53814\",0.7,\"Very Good\",\"D\",\"SI1\",63.4,58,2734,5.63,5.66,3.58\n\"53815\",0.77,\"Good\",\"H\",\"VVS2\",64.3,57.9,2734,5.7,5.86,3.71\n\"53816\",0.71,\"Premium\",\"E\",\"VS2\",59,59,2735,5.88,5.78,3.44\n\"53817\",0.71,\"Premium\",\"E\",\"VS2\",62.1,59,2735,5.72,5.68,3.54\n\"53818\",0.71,\"Very Good\",\"E\",\"SI1\",61.3,59,2735,5.69,5.73,3.5\n\"53819\",0.81,\"Very Good\",\"E\",\"SI2\",63.7,57,2735,5.86,5.94,3.76\n\"53820\",0.71,\"Premium\",\"E\",\"VS2\",62.5,60,2735,5.7,5.66,3.55\n\"53821\",0.71,\"Premium\",\"G\",\"VS2\",63,56,2735,5.7,5.69,3.59\n\"53822\",0.71,\"Premium\",\"E\",\"VS2\",59.9,58,2735,5.81,5.78,3.47\n\"53823\",0.79,\"Premium\",\"D\",\"SI2\",61.8,58,2735,5.95,5.89,3.66\n\"53824\",0.77,\"Ideal\",\"I\",\"VS1\",60.9,57,2736,5.92,5.94,3.61\n\"53825\",0.7,\"Very Good\",\"F\",\"VS2\",61.6,60,2737,5.59,5.65,3.46\n\"53826\",0.7,\"Very Good\",\"F\",\"VS2\",61.7,63,2737,5.61,5.64,3.47\n\"53827\",0.7,\"Premium\",\"E\",\"VS2\",62.8,61,2737,5.66,5.62,3.54\n\"53828\",0.7,\"Premium\",\"E\",\"VS2\",62.3,59,2737,5.7,5.64,3.53\n\"53829\",0.7,\"Very Good\",\"E\",\"VS2\",60.5,63,2737,5.74,5.7,3.46\n\"53830\",0.73,\"Ideal\",\"F\",\"SI1\",62.6,55,2737,5.75,5.78,3.61\n\"53831\",0.72,\"Ideal\",\"F\",\"SI1\",61.2,55,2737,5.78,5.82,3.55\n\"53832\",0.72,\"Ideal\",\"F\",\"SI1\",62,55,2737,5.76,5.78,3.58\n\"53833\",0.72,\"Ideal\",\"F\",\"SI1\",62,55,2737,5.76,5.79,3.58\n\"53834\",0.72,\"Ideal\",\"F\",\"SI1\",61.7,54,2737,5.77,5.8,3.57\n\"53835\",0.7,\"Premium\",\"E\",\"VS2\",62.5,59,2737,5.65,5.62,3.52\n\"53836\",0.7,\"Premium\",\"G\",\"VVS2\",59.6,61,2737,5.86,5.78,3.47\n\"53837\",0.85,\"Premium\",\"D\",\"SI2\",60.5,60,2737,6.11,6.06,3.68\n\"53838\",0.77,\"Ideal\",\"H\",\"VS2\",62,56,2738,5.86,5.89,3.64\n\"53839\",0.8,\"Good\",\"D\",\"SI1\",63.7,57,2738,5.88,5.8,3.72\n\"53840\",0.71,\"Ideal\",\"G\",\"SI1\",61.6,57,2738,5.72,5.76,3.53\n\"53841\",0.71,\"Good\",\"H\",\"VVS2\",60.4,63,2738,5.69,5.74,3.45\n\"53842\",0.8,\"Very 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Good\",\"I\",\"VVS2\",62,59,2749,5.81,5.83,3.61\n\"53887\",0.7,\"Good\",\"D\",\"VS2\",58,62,2749,5.78,5.87,3.38\n\"53888\",0.52,\"Ideal\",\"F\",\"IF\",61.5,57,2749,5.15,5.19,3.18\n\"53889\",0.83,\"Premium\",\"G\",\"SI2\",61.6,57,2749,6.06,6.02,3.72\n\"53890\",0.8,\"Ideal\",\"G\",\"SI2\",62.2,56,2749,5.95,5.91,3.69\n\"53891\",0.73,\"Good\",\"E\",\"SI1\",57.9,55,2749,6,5.96,3.46\n\"53892\",0.56,\"Ideal\",\"E\",\"VVS1\",62.1,56,2750,5.28,5.29,3.28\n\"53893\",0.7,\"Ideal\",\"F\",\"VS1\",62.5,56,2751,5.73,5.7,3.57\n\"53894\",0.7,\"Ideal\",\"F\",\"VS1\",62,55,2751,5.74,5.71,3.55\n\"53895\",0.71,\"Ideal\",\"G\",\"SI1\",60.5,56.4,2751,5.76,5.8,3.5\n\"53896\",0.7,\"Good\",\"F\",\"VS1\",57.8,61,2751,5.83,5.79,3.36\n\"53897\",0.83,\"Ideal\",\"G\",\"SI2\",62.4,54,2751,6.01,6.08,3.77\n\"53898\",1.02,\"Good\",\"H\",\"I1\",64.3,63,2751,6.28,6.23,4.02\n\"53899\",0.65,\"Very Good\",\"D\",\"VS1\",60.8,57.2,2752,5.55,5.63,3.4\n\"53900\",0.72,\"Ideal\",\"H\",\"VVS2\",62.3,56,2752,5.74,5.81,3.6\n\"53901\",0.73,\"Ideal\",\"H\",\"VS2\",62.5,58,2752,5.71,5.75,3.58\n\"53902\",0.57,\"Premium\",\"E\",\"VS1\",61.6,58,2753,5.36,5.33,3.29\n\"53903\",0.77,\"Very Good\",\"E\",\"SI2\",59.9,61,2753,5.98,6.01,3.59\n\"53904\",0.75,\"Very Good\",\"E\",\"SI1\",62.9,57,2753,5.79,5.84,3.66\n\"53905\",0.7,\"Premium\",\"E\",\"SI1\",61.3,58,2753,5.68,5.71,3.49\n\"53906\",0.7,\"Premium\",\"E\",\"SI1\",60,59,2753,5.75,5.79,3.46\n\"53907\",0.75,\"Very Good\",\"E\",\"SI1\",63,55,2753,5.76,5.79,3.64\n\"53908\",0.7,\"Very Good\",\"E\",\"SI1\",61,57,2753,5.68,5.73,3.48\n\"53909\",0.7,\"Very Good\",\"E\",\"SI1\",61.2,57,2753,5.68,5.73,3.49\n\"53910\",0.7,\"Very Good\",\"E\",\"SI1\",62.7,59,2753,5.63,5.67,3.54\n\"53911\",0.7,\"Premium\",\"E\",\"SI1\",60.5,58,2753,5.74,5.77,3.48\n\"53912\",0.57,\"Premium\",\"E\",\"IF\",59.8,60,2753,5.43,5.38,3.23\n\"53913\",0.61,\"Premium\",\"F\",\"VVS1\",61.8,59,2753,5.48,5.4,3.36\n\"53914\",0.8,\"Good\",\"G\",\"VS2\",64.2,58,2753,5.84,5.81,3.74\n\"53915\",0.84,\"Good\",\"I\",\"VS1\",63.7,59,2753,5.94,5.9,3.77\n\"53916\",0.77,\"Ideal\",\"E\",\"SI2\",62.1,56,2753,5.84,5.86,3.63\n\"53917\",0.74,\"Good\",\"D\",\"SI1\",63.1,59,2753,5.71,5.74,3.61\n\"53918\",0.9,\"Very Good\",\"J\",\"SI1\",63.2,60,2753,6.12,6.09,3.86\n\"53919\",0.76,\"Premium\",\"I\",\"VS1\",59.3,62,2753,5.93,5.85,3.49\n\"53920\",0.76,\"Ideal\",\"I\",\"VVS1\",62.2,55,2753,5.89,5.87,3.66\n\"53921\",0.7,\"Very Good\",\"E\",\"VS2\",62.4,60,2755,5.57,5.61,3.49\n\"53922\",0.7,\"Very Good\",\"E\",\"VS2\",62.8,60,2755,5.59,5.65,3.53\n\"53923\",0.7,\"Very Good\",\"D\",\"VS1\",63.1,59,2755,5.67,5.58,3.55\n\"53924\",0.73,\"Ideal\",\"I\",\"VS2\",61.3,56,2756,5.8,5.84,3.57\n\"53925\",0.73,\"Ideal\",\"I\",\"VS2\",61.6,55,2756,5.82,5.84,3.59\n\"53926\",0.79,\"Ideal\",\"I\",\"SI1\",61.6,56,2756,5.95,5.97,3.67\n\"53927\",0.71,\"Ideal\",\"E\",\"SI1\",61.9,56,2756,5.71,5.73,3.54\n\"53928\",0.79,\"Good\",\"F\",\"SI1\",58.1,59,2756,6.06,6.13,3.54\n\"53929\",0.79,\"Premium\",\"E\",\"SI2\",61.4,58,2756,6.03,5.96,3.68\n\"53930\",0.71,\"Ideal\",\"G\",\"VS1\",61.4,56,2756,5.76,5.73,3.53\n\"53931\",0.71,\"Premium\",\"E\",\"SI1\",60.5,55,2756,5.79,5.74,3.49\n\"53932\",0.71,\"Premium\",\"F\",\"SI1\",59.8,62,2756,5.74,5.73,3.43\n\"53933\",0.7,\"Very Good\",\"E\",\"VS2\",60.5,59,2757,5.71,5.76,3.47\n\"53934\",0.7,\"Very Good\",\"E\",\"VS2\",61.2,59,2757,5.69,5.72,3.49\n\"53935\",0.72,\"Premium\",\"D\",\"SI1\",62.7,59,2757,5.69,5.73,3.58\n\"53936\",0.72,\"Ideal\",\"D\",\"SI1\",60.8,57,2757,5.75,5.76,3.5\n\"53937\",0.72,\"Good\",\"D\",\"SI1\",63.1,55,2757,5.69,5.75,3.61\n\"53938\",0.7,\"Very Good\",\"D\",\"SI1\",62.8,60,2757,5.66,5.68,3.56\n\"53939\",0.86,\"Premium\",\"H\",\"SI2\",61,58,2757,6.15,6.12,3.74\n\"53940\",0.75,\"Ideal\",\"D\",\"SI2\",62.2,55,2757,5.83,5.87,3.64\n"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Uygulama_1/data/iris.csv",
    "content": "Id,SepalLengthCm,SepalWidthCm,PetalLengthCm,PetalWidthCm,Species\n1,5.1,3.5,1.4,0.2,Iris-setosa\n2,4.9,3.0,1.4,0.2,Iris-setosa\n3,4.7,3.2,1.3,0.2,Iris-setosa\n4,4.6,3.1,1.5,0.2,Iris-setosa\n5,5.0,3.6,1.4,0.2,Iris-setosa\n6,5.4,3.9,1.7,0.4,Iris-setosa\n7,4.6,3.4,1.4,0.3,Iris-setosa\n8,5.0,3.4,1.5,0.2,Iris-setosa\n9,4.4,2.9,1.4,0.2,Iris-setosa\n10,4.9,3.1,1.5,0.1,Iris-setosa\n11,5.4,3.7,1.5,0.2,Iris-setosa\n12,4.8,3.4,1.6,0.2,Iris-setosa\n13,4.8,3.0,1.4,0.1,Iris-setosa\n14,4.3,3.0,1.1,0.1,Iris-setosa\n15,5.8,4.0,1.2,0.2,Iris-setosa\n16,5.7,4.4,1.5,0.4,Iris-setosa\n17,5.4,3.9,1.3,0.4,Iris-setosa\n18,5.1,3.5,1.4,0.3,Iris-setosa\n19,5.7,3.8,1.7,0.3,Iris-setosa\n20,5.1,3.8,1.5,0.3,Iris-setosa\n21,5.4,3.4,1.7,0.2,Iris-setosa\n22,5.1,3.7,1.5,0.4,Iris-setosa\n23,4.6,3.6,1.0,0.2,Iris-setosa\n24,5.1,3.3,1.7,0.5,Iris-setosa\n25,4.8,3.4,1.9,0.2,Iris-setosa\n26,5.0,3.0,1.6,0.2,Iris-setosa\n27,5.0,3.4,1.6,0.4,Iris-setosa\n28,5.2,3.5,1.5,0.2,Iris-setosa\n29,5.2,3.4,1.4,0.2,Iris-setosa\n30,4.7,3.2,1.6,0.2,Iris-setosa\n31,4.8,3.1,1.6,0.2,Iris-setosa\n32,5.4,3.4,1.5,0.4,Iris-setosa\n33,5.2,4.1,1.5,0.1,Iris-setosa\n34,5.5,4.2,1.4,0.2,Iris-setosa\n35,4.9,3.1,1.5,0.1,Iris-setosa\n36,5.0,3.2,1.2,0.2,Iris-setosa\n37,5.5,3.5,1.3,0.2,Iris-setosa\n38,4.9,3.1,1.5,0.1,Iris-setosa\n39,4.4,3.0,1.3,0.2,Iris-setosa\n40,5.1,3.4,1.5,0.2,Iris-setosa\n41,5.0,3.5,1.3,0.3,Iris-setosa\n42,4.5,2.3,1.3,0.3,Iris-setosa\n43,4.4,3.2,1.3,0.2,Iris-setosa\n44,5.0,3.5,1.6,0.6,Iris-setosa\n45,5.1,3.8,1.9,0.4,Iris-setosa\n46,4.8,3.0,1.4,0.3,Iris-setosa\n47,5.1,3.8,1.6,0.2,Iris-setosa\n48,4.6,3.2,1.4,0.2,Iris-setosa\n49,5.3,3.7,1.5,0.2,Iris-setosa\n50,5.0,3.3,1.4,0.2,Iris-setosa\n51,7.0,3.2,4.7,1.4,Iris-versicolor\n52,6.4,3.2,4.5,1.5,Iris-versicolor\n53,6.9,3.1,4.9,1.5,Iris-versicolor\n54,5.5,2.3,4.0,1.3,Iris-versicolor\n55,6.5,2.8,4.6,1.5,Iris-versicolor\n56,5.7,2.8,4.5,1.3,Iris-versicolor\n57,6.3,3.3,4.7,1.6,Iris-versicolor\n58,4.9,2.4,3.3,1.0,Iris-versicolor\n59,6.6,2.9,4.6,1.3,Iris-versicolor\n60,5.2,2.7,3.9,1.4,Iris-versicolor\n61,5.0,2.0,3.5,1.0,Iris-versicolor\n62,5.9,3.0,4.2,1.5,Iris-versicolor\n63,6.0,2.2,4.0,1.0,Iris-versicolor\n64,6.1,2.9,4.7,1.4,Iris-versicolor\n65,5.6,2.9,3.6,1.3,Iris-versicolor\n66,6.7,3.1,4.4,1.4,Iris-versicolor\n67,5.6,3.0,4.5,1.5,Iris-versicolor\n68,5.8,2.7,4.1,1.0,Iris-versicolor\n69,6.2,2.2,4.5,1.5,Iris-versicolor\n70,5.6,2.5,3.9,1.1,Iris-versicolor\n71,5.9,3.2,4.8,1.8,Iris-versicolor\n72,6.1,2.8,4.0,1.3,Iris-versicolor\n73,6.3,2.5,4.9,1.5,Iris-versicolor\n74,6.1,2.8,4.7,1.2,Iris-versicolor\n75,6.4,2.9,4.3,1.3,Iris-versicolor\n76,6.6,3.0,4.4,1.4,Iris-versicolor\n77,6.8,2.8,4.8,1.4,Iris-versicolor\n78,6.7,3.0,5.0,1.7,Iris-versicolor\n79,6.0,2.9,4.5,1.5,Iris-versicolor\n80,5.7,2.6,3.5,1.0,Iris-versicolor\n81,5.5,2.4,3.8,1.1,Iris-versicolor\n82,5.5,2.4,3.7,1.0,Iris-versicolor\n83,5.8,2.7,3.9,1.2,Iris-versicolor\n84,6.0,2.7,5.1,1.6,Iris-versicolor\n85,5.4,3.0,4.5,1.5,Iris-versicolor\n86,6.0,3.4,4.5,1.6,Iris-versicolor\n87,6.7,3.1,4.7,1.5,Iris-versicolor\n88,6.3,2.3,4.4,1.3,Iris-versicolor\n89,5.6,3.0,4.1,1.3,Iris-versicolor\n90,5.5,2.5,4.0,1.3,Iris-versicolor\n91,5.5,2.6,4.4,1.2,Iris-versicolor\n92,6.1,3.0,4.6,1.4,Iris-versicolor\n93,5.8,2.6,4.0,1.2,Iris-versicolor\n94,5.0,2.3,3.3,1.0,Iris-versicolor\n95,5.6,2.7,4.2,1.3,Iris-versicolor\n96,5.7,3.0,4.2,1.2,Iris-versicolor\n97,5.7,2.9,4.2,1.3,Iris-versicolor\n98,6.2,2.9,4.3,1.3,Iris-versicolor\n99,5.1,2.5,3.0,1.1,Iris-versicolor\n100,5.7,2.8,4.1,1.3,Iris-versicolor\n101,6.3,3.3,6.0,2.5,Iris-virginica\n102,5.8,2.7,5.1,1.9,Iris-virginica\n103,7.1,3.0,5.9,2.1,Iris-virginica\n104,6.3,2.9,5.6,1.8,Iris-virginica\n105,6.5,3.0,5.8,2.2,Iris-virginica\n106,7.6,3.0,6.6,2.1,Iris-virginica\n107,4.9,2.5,4.5,1.7,Iris-virginica\n108,7.3,2.9,6.3,1.8,Iris-virginica\n109,6.7,2.5,5.8,1.8,Iris-virginica\n110,7.2,3.6,6.1,2.5,Iris-virginica\n111,6.5,3.2,5.1,2.0,Iris-virginica\n112,6.4,2.7,5.3,1.9,Iris-virginica\n113,6.8,3.0,5.5,2.1,Iris-virginica\n114,5.7,2.5,5.0,2.0,Iris-virginica\n115,5.8,2.8,5.1,2.4,Iris-virginica\n116,6.4,3.2,5.3,2.3,Iris-virginica\n117,6.5,3.0,5.5,1.8,Iris-virginica\n118,7.7,3.8,6.7,2.2,Iris-virginica\n119,7.7,2.6,6.9,2.3,Iris-virginica\n120,6.0,2.2,5.0,1.5,Iris-virginica\n121,6.9,3.2,5.7,2.3,Iris-virginica\n122,5.6,2.8,4.9,2.0,Iris-virginica\n123,7.7,2.8,6.7,2.0,Iris-virginica\n124,6.3,2.7,4.9,1.8,Iris-virginica\n125,6.7,3.3,5.7,2.1,Iris-virginica\n126,7.2,3.2,6.0,1.8,Iris-virginica\n127,6.2,2.8,4.8,1.8,Iris-virginica\n128,6.1,3.0,4.9,1.8,Iris-virginica\n129,6.4,2.8,5.6,2.1,Iris-virginica\n130,7.2,3.0,5.8,1.6,Iris-virginica\n131,7.4,2.8,6.1,1.9,Iris-virginica\n132,7.9,3.8,6.4,2.0,Iris-virginica\n133,6.4,2.8,5.6,2.2,Iris-virginica\n134,6.3,2.8,5.1,1.5,Iris-virginica\n135,6.1,2.6,5.6,1.4,Iris-virginica\n136,7.7,3.0,6.1,2.3,Iris-virginica\n137,6.3,3.4,5.6,2.4,Iris-virginica\n138,6.4,3.1,5.5,1.8,Iris-virginica\n139,6.0,3.0,4.8,1.8,Iris-virginica\n140,6.9,3.1,5.4,2.1,Iris-virginica\n141,6.7,3.1,5.6,2.4,Iris-virginica\n142,6.9,3.1,5.1,2.3,Iris-virginica\n143,5.8,2.7,5.1,1.9,Iris-virginica\n144,6.8,3.2,5.9,2.3,Iris-virginica\n145,6.7,3.3,5.7,2.5,Iris-virginica\n146,6.7,3.0,5.2,2.3,Iris-virginica\n147,6.3,2.5,5.0,1.9,Iris-virginica\n148,6.5,3.0,5.2,2.0,Iris-virginica\n149,6.2,3.4,5.4,2.3,Iris-virginica\n150,5.9,3.0,5.1,1.8,Iris-virginica\n"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Uygulama_1/data/temp_export_dir/nanned.csv",
    "content": ",S1_PM10,S1_PM25,S1_SO2,S1_NO2,S1_NOX,S1_NO\n0,,,,,,174.86\n1,,,12.86,,,\n2,8.58,,,,,\n3,,64.53,,,,\n4,,,,,,173.65\n5,,,,120.23,,\n6,,,,,136.94,\n7,,50.78,,,,\n8,,,,135.21,,\n9,,,13.03,,,\n10,,,,,161.02,\n11,,,,109.83,,\n12,,,11.35,,,\n13,,,,,,120.04\n14,,,,,,106.92\n15,,,,,,88.83\n16,70.92,,,,,\n17,,,,,,77.36\n18,,,10.23,,,\n19,,44.76,,,,\n20,,,,72.0,,\n21,,,8.7,,,\n22,,,8.93,,,\n23,,,,,91.26,\n24,,,12.59,,,\n25,,28.87,,,,\n26,,,11.61,,,\n27,,,11.53,,,\n28,,,,,83.71,\n29,,29.24,,,,\n30,,25.77,,,,\n31,,,,,106.2,\n32,,,,,223.91,\n33,,43.09,,,,\n34,,,,87.39,,\n35,,51.26,,,,\n36,,,,145.14,,\n37,,48.41,,,,\n38,,,,,,221.22\n39,,,,,308.26,\n40,,,,96.08,,\n41,,,,,223.5,\n42,,62.34,,,,\n43,19.17,,,,,\n44,,,,60.89,,\n45,,,8.64,,,\n46,,,,,,19.69\n47,39.88,,,,,\n48,,,,36.38,,\n49,26.7,,,,,\n50,,12.62,,,,\n51,,,,59.53,,\n52,,,,65.75,,\n53,,,,73.46,,\n54,51.21,,,,,\n55,46.37,,,,,\n56,,,,,65.76,\n57,38.67,,,,,\n58,,,,,68.39,\n59,,,,54.87,,\n60,32.89,17.19,7.61,46.45,51.79,5.34\n61,,10.73,,,,\n62,,,,,,3.42\n63,,,,55.53,,\n64,,,,56.45,,\n65,,14.54,,,,\n66,30.07,,,,,\n67,,,7.59,,,\n68,,,,,88.5,\n69,,,,70.31,,\n70,,,,,,40.82\n71,,,,,97.89,\n72,34.02,,,,,\n73,,,,,,6.3\n74,,,,53.44,,\n75,,19.44,,,,\n76,,,,,,6.32\n77,,20.59,,,,\n78,19.3,,,,,\n79,,,,,,19.98\n80,,,,83.84,,\n81,,,,,108.17,\n82,,,,82.95,,\n83,,,,,117.55,\n84,,23.12,,,,\n85,,,,43.95,,\n86,,,,,,3.36\n87,,,,,,4.38\n88,,17.84,,,,\n89,,,,,267.18,\n90,,,,,,48.44\n91,95.32,,,,,\n92,,,,106.2,,\n93,70.16,,,,,\n94,,,13.1,,,\n95,,,,,518.32,\n96,88.19,,,,,\n97,,,,,476.42,\n98,,,,,559.92,\n99,,,10.73,,,\n100,,,,187.71,,\n101,,,,,,248.39\n102,,65.08,,,,\n103,20.9,,,,,\n104,,,12.49,,,\n105,,,10.68,,,\n106,83.15,,,,,\n107,,,,120.03,,\n108,91.67,,,,,\n109,,36.14,,,,\n110,,,,78.86,,\n111,,,,75.64,,\n112,49.62,,,,,\n113,,,,,306.96,\n114,,,,,,13.13\n115,,,6.56,,,\n116,,,,,,53.83\n117,,,,,377.22,\n118,,,,,,260.39\n119,,,,166.2,,\n120,,,11.99,,,\n121,,49.69,,,,\n122,,,,,145.52,\n123,,,,,127.8,\n124,72.83,,,,,\n125,,,,75.51,,\n126,,,,96.75,,\n127,,13.65,,,,\n128,,,13.87,,,\n129,,,,,,139.39\n130,,,,,,117.76\n131,,,,,252.93,\n132,,61.12,,,,\n133,,,,,,53.84\n134,,19.97,,,,\n135,,,,,,14.83\n136,,,,,,4.53\n137,,,9.65,,,\n138,,,11.54,,,\n139,,,,,,117.43\n140,82.51,,,,,\n141,,,,,559.9,\n142,,,,,,216.85\n143,,,10.54,,,\n144,,,,,,57.31\n145,65.64,,,,,\n146,,,,,,34.67\n147,61.7,,,,,\n148,,,,75.49,,\n149,41.64,,,,,\n150,,,,,206.36,\n151,,,9.22,,,\n152,,,,127.81,,\n153,,,,,275.8,\n154,,,,,,108.94\n155,,,,,,69.03\n156,,,10.68,,,\n157,,,,,,15.06\n158,,,,,50.93,\n159,,,8.39,,,\n160,,,10.18,,,\n161,74.22,,,,,\n162,93.66,,,,,\n163,81.06,,,,,\n164,,,,,,152.17\n165,83.06,,,,,\n166,,,,,,108.93\n167,,,,98.44,,\n168,,,11.5,,,\n169,,,20.15,,,\n170,,,,,125.17,\n171,87.54,,,,,\n172,,23.57,,,,\n173,,20.24,,,,\n174,28.72,,,,,\n175,,14.5,,,,\n176,26.75,,,,,\n177,,,10.79,,,\n178,,,,,,144.8\n179,,,11.94,,,\n180,,,,,179.52,\n181,,,,91.67,,\n182,,,,87.53,,\n183,,31.4,,,,\n184,,40.71,,,,\n185,44.36,,,,,\n186,,34.47,,,,\n187,,,7.02,,,\n188,40.6,,,,,\n189,,,,,217.78,\n190,,,,,,141.63\n191,,,17.52,,,\n192,30.29,,,,,\n193,,,,,66.87,\n194,,11.21,,,,\n195,59.64,,,,,\n196,69.7,24.84,8.22,137.48,259.53,122.05\n197,,,,,,75.89\n198,,,6.97,,,\n199,,,,,160.09,\n200,,,,,76.52,\n201,,,,53.64,,\n202,,20.51,,,,\n203,,,,,71.26,\n204,,,,,,31.35\n205,,,,,165.75,\n206,,,13.51,,,\n207,,,,121.93,,\n208,,45.0,,,,\n209,73.98,,,,,\n210,40.0,,,,,\n211,,57.93,,,,\n212,,,,,,33.6\n213,51.12,,,,,\n214,53.36,,,,,\n215,41.87,,,,,\n216,,,,106.72,,\n217,,,12.84,,,\n218,,28.04,,,,\n219,,29.52,,,,\n220,,,,141.72,,\n221,,,,,,87.91\n222,,,,,,119.31\n223,,,,,,90.59\n224,,,,,128.81,\n225,,,,106.2,,\n226,,,12.56,,,\n227,,,,,172.3,\n228,,,,,,62.63\n229,,33.05,,,,\n230,,,11.35,,,\n231,,,,179.68,,\n232,,,,,,178.39\n233,,63.57,,,,\n234,35.37,,,,,\n235,,,,,,67.85\n236,,,,124.75,,\n237,,,,,108.59,\n238,,28.41,,,,\n239,,,10.98,,,\n240,,,,,,17.31\n241,,,,92.78,,\n242,,5.01,,,,\n243,,8.99,,,,\n244,,,,,260.54,\n245,,,,97.5,,\n246,,10.71,,,,\n247,,,,,58.52,\n248,,5.54,,,,\n249,3.81,,,,,\n250,,,,22.55,,\n251,,3.44,,,,\n252,,,,,,4.98\n253,,,,,,7.39\n254,,,,,,11.92\n255,,5.0,,,,\n256,,,,58.47,,\n257,,,,,,38.31\n258,,,,,59.7,\n259,23.45,,,,,\n260,,,10.46,,,\n261,21.91,,,,,\n262,,,6.66,,,\n263,,,,,,4.34\n264,,,,,,4.91\n265,,,,,32.84,\n266,,,,,,4.35\n267,,,,,55.58,\n268,,10.44,,,,\n269,,,,60.56,,\n270,,,,57.32,,\n271,,,,,54.77,\n272,,41.37,,,,\n273,,,,38.05,,\n274,,22.94,,,,\n275,,12.56,,,,\n276,,,,,30.43,\n277,,,7.12,,,\n278,8.88,,,,,\n279,,,,52.87,,\n280,12.04,,,,,\n281,,,,46.72,,\n282,,,,,43.18,\n283,10.22,,,,,\n284,,,,27.49,,\n285,,,8.55,,,\n286,,,,,62.5,\n287,1.78,,,,,\n288,,,,,,12.54\n289,,,7.15,,,\n290,20.73,,,,,\n291,,,,,29.18,\n292,,4.0,,,,\n293,,,1.23,,,\n294,,,,,37.07,\n295,,,1.31,,,\n296,,,,,,3.58\n297,,,,30.88,,\n298,,,,,,3.04\n299,,,,20.99,,\n300,,,1.38,,,\n301,8.61,,,,,\n302,,,,24.62,,\n303,,,,,,62.11\n304,27.98,,,,,\n305,16.74,,,,,\n306,,,,16.57,,\n307,23.61,,,,,\n308,,,,,48.6,\n309,,,,47.0,,\n310,,,,43.7,,\n311,13.26,,,,,\n312,,,,,,7.48\n313,,,,70.98,,\n314,,,,,82.29,\n315,,,,,34.37,\n316,,,,70.75,,\n317,,6.81,,,,\n318,,,,,,8.56\n319,,,,,,6.29\n320,,,,,,14.84\n321,,,,,106.45,\n322,,,1.29,,,\n323,,,,18.6,,\n324,,,,18.65,,\n325,,,,,,5.36\n326,,9.84,,,,\n327,,6.51,,,,\n328,,9.86,,,,\n329,13.98,,,,,\n330,,,,,69.76,\n331,26.75,5.79,2.71,62.39,69.73,7.34\n332,28.74,,,,,\n333,,,,60.77,,\n334,,,,,,7.66\n335,,18.22,,,,\n336,,,,41.36,,\n337,,,,,30.86,\n338,,,,,,2.94\n339,,,,30.92,,\n340,,,,,,4.59\n341,,,,,,5.32\n342,,,4.99,,,\n343,,,,82.64,,\n344,,,3.26,,,\n345,32.94,,,,,\n346,,,2.8,,,\n347,,7.2,,,,\n348,,,,,,11.2\n349,,,,,,10.03\n350,,,,,54.74,\n351,,,,52.68,,\n352,,,,71.2,,\n353,,,,,,9.29\n354,36.86,,,,,\n355,,,,,,7.42\n356,40.99,,,,,\n357,,,2.27,,,\n358,,,3.12,,,\n359,,,,,73.73,\n360,,,4.11,,,\n361,,,,,,4.34\n362,,,,18.64,,\n363,24.08,,,,,\n364,,,,17.32,,\n365,,,,,,3.2\n366,,,,17.66,,\n367,,,,12.32,,\n368,7.66,,,,,\n369,,,,,,6.6\n370,10.52,,,,,\n371,,5.12,,,,\n372,,,2.03,,,\n373,30.07,8.9,1.83,32.11,40.8,8.69\n374,,,,,47.85,\n375,,,,37.88,,\n376,,,,,,6.98\n377,,20.88,,,,\n378,,,,,44.73,\n379,,15.1,,,,\n380,,15.44,,,,\n381,,,,,,4.57\n382,36.74,,,,,\n383,,,,,,2.7\n384,,,,,,2.53\n385,,,,,28.69,\n386,,,2.87,,,\n387,,,,83.62,,\n388,,,,90.69,,\n389,,,,,59.49,\n390,,,,,35.73,\n391,,27.52,,,,\n392,,,7.21,,,\n393,,,,16.65,,\n394,,,,,,6.83\n395,,,,,,5.65\n396,23.33,,,,,\n397,,,4.68,,,\n398,,,,35.01,,\n399,,,,,69.12,\n400,,,6.78,,,\n401,24.5,,,,,\n402,,,,,,57.2\n403,44.4,,,,,\n404,,,4.59,,,\n405,,,,70.45,,\n406,,,4.08,,,\n407,,,11.07,,,\n408,,,,,48.51,\n409,20.37,,,,,\n410,21.53,,,,,\n411,36.97,,,,,\n412,,,,,,51.8\n413,,,7.12,,,\n414,,,,41.09,,\n415,,,,,35.63,\n416,,,,21.8,,\n417,,,,21.84,,\n418,,,,,,9.12\n419,,,4.07,,,\n420,,,,,,10.02\n421,,,,68.01,,\n422,,21.66,,,,\n423,,14.19,,,,\n424,,,,,110.38,\n425,,,,,99.52,\n426,48.9,,,,,\n427,,,,,33.92,\n428,,,,22.61,,\n429,,,3.13,,,\n430,,,2.91,,,\n431,,,,,,2.63\n432,,19.28,,,,\n433,,12.75,,,,\n434,,,,,56.56,\n435,,,,,37.51,\n436,,,4.05,,,\n437,,,,22.97,,\n438,,,4.15,,,\n439,,,,,,7.84\n440,,7.81,,,,\n441,,6.26,,,,\n442,,4.18,,,,\n443,,,,,56.35,\n444,,,,,176.56,\n445,,,,,,17.89\n446,,,,,,11.84\n447,47.98,,,,,\n448,,19.07,,,,\n449,19.46,,,,,\n450,,7.71,,,,\n451,,,,27.64,,\n452,,,,,21.76,\n453,,,,21.3,,\n454,,,,,63.63,\n455,,,,31.35,,\n456,7.65,,,,,\n457,6.49,,,,,\n458,,11.65,,,,\n459,,,,23.22,,\n460,,,,,30.99,\n461,,,,,,5.58\n462,,,3.5,,,\n463,,,,65.88,,\n464,,,3.22,,,\n465,,,,72.24,,\n466,,,,58.94,,\n467,,,2.41,,,\n468,,,,,60.8,\n469,,14.41,,,,\n470,,,,,,6.64\n471,,,,52.33,,\n472,,,,,57.22,\n473,37.86,,,,,\n474,,,,,256.56,\n475,,,7.23,,,\n476,,,,,,6.66\n477,,6.94,,,,\n478,,,,,27.31,\n479,,,,84.76,,\n480,,,,,,10.34\n481,,,,,,50.29\n482,,,,,135.1,\n483,,,,81.08,,\n484,,,,,91.97,\n485,,17.7,,,,\n486,,,,88.85,,\n487,,,,,101.78,\n488,,,,73.65,,\n489,,,,,128.99,\n490,45.95,,,,,\n491,,,,,42.91,\n492,,,12.83,,,\n493,,,,24.71,,\n494,,,,,31.0,\n495,44.07,,,,,\n496,37.29,,,,,\n497,20.9,,,,,\n498,,,4.88,,,\n499,,4.92,,,,\n500,,4.89,,,,\n501,,,,,283.29,\n502,,,,124.61,,\n503,,,17.8,,,\n504,49.46,,,,,\n505,,,,18.81,,\n506,,,2.84,,,\n507,,5.14,,,,\n508,,,7.93,,,\n509,,,,,95.62,\n510,,4.61,,,,\n511,30.44,,,,,\n512,,5.3,,,,\n513,,,,,,12.81\n514,,,6.93,,,\n515,,,5.28,,,\n516,,25.23,,,,\n517,,,,,,9.81\n518,,14.54,,,,\n519,,,,,,32.5\n520,44.14,,,,,\n521,,19.0,,,,\n522,,23.0,,,,\n523,,,,,53.97,\n524,,,4.32,,,\n525,,,,,,6.73\n526,,,,26.35,,\n527,29.39,,,,,\n528,,,,,,33.75\n529,,,7.67,,,\n530,64.58,,,,,\n531,,,6.47,,,\n532,,14.44,,,,\n533,,13.8,,,,\n534,,,7.73,,,\n535,,,6.1,,,\n536,,,,60.24,,\n537,,,10.43,,,\n538,,29.26,,,,\n539,,,,67.21,,\n540,,,,75.51,,\n541,,17.87,,,,\n542,57.36,,,,,\n543,63.16,,,,,\n544,,,,,,83.54\n545,60.33,,,,,\n546,71.87,,,,,\n547,,33.28,,,,\n548,,18.99,,,,\n549,,16.6,,,,\n550,,,6.86,,,\n551,,,,,104.1,\n552,,,,152.99,,\n553,89.37,23.67,12.38,183.45,370.21,186.76\n554,,,9.99,,,\n555,,,,91.07,,\n556,75.49,,,,,\n557,,,,,183.11,\n558,,,12.41,,,\n559,88.37,25.77,9.58,179.19,400.59,221.4\n560,,,,74.74,,\n561,,,12.85,,,\n562,,,,,52.4,\n563,,,,,,13.23\n564,,,,15.71,,\n565,,,,,,4.28\n566,49.34,,,,,\n567,,,,,168.32,\n568,84.19,,,,,\n569,,,11.62,,,\n570,42.01,,,,,\n571,30.45,,,,,\n572,,5.65,,,,\n573,,,,,40.93,\n574,9.78,,,,,\n575,,,,,108.73,\n576,,,9.33,,,\n577,,,,,109.72,\n578,48.39,,,,,\n579,,,9.56,,,\n580,,,,,,78.42\n581,,36.39,,,,\n582,,,9.14,,,\n583,,,,,188.66,\n584,,13.8,,,,\n585,,,,,,42.87\n586,,,,,,75.16\n587,,,,,320.68,\n588,73.16,,,,,\n589,,,11.68,,,\n590,,29.43,,,,\n591,,,,,28.29,\n592,,,,18.71,,\n593,,,,,29.86,\n594,,,,,33.83,\n595,19.05,,,,,\n596,,,,111.13,,\n597,49.96,,,,,\n598,,15.8,,,,\n599,26.47,,,,,\n600,,,1.32,,,\n601,18.38,,,,,\n602,,5.82,,,,\n603,,,,,,10.69\n604,,,,,78.66,\n605,,,,,,23.31\n606,,11.09,,,,\n607,,,,21.92,,\n608,,10.37,,,,\n609,,8.91,,,,\n610,,8.94,,,,\n611,25.22,,,,,\n612,,,0.82,,,\n613,,,,,,6.03\n614,,,,,22.14,\n615,,,,,,8.0\n616,,,,,,8.06\n617,,2.86,,,,\n618,,,,,50.01,\n619,,,,,,10.61\n620,,10.14,,,,\n621,,,,,,14.4\n622,17.75,,,,,\n623,,,,,,5.5\n624,,5.01,,,,\n625,,4.1,,,,\n626,,,,,52.35,\n627,31.26,,,,,\n628,,,,,,6.48\n629,,,,58.13,,\n630,,,,83.54,,\n631,,14.54,,,,\n632,,,,,,36.0\n633,,,,,41.73,\n634,,,,33.93,,\n635,,,,,39.75,\n636,30.69,,,,,\n637,,,2.34,,,\n638,,,,77.84,,\n639,,,,,67.34,\n640,,,,,,12.35\n641,,,1.18,,,\n642,,5.6,,,,\n643,,,1.19,,,\n644,,,,72.25,,\n645,29.55,4.73,2.4,82.53,150.05,67.52\n646,,,,,,85.62\n647,,,,,180.79,\n648,,,,,115.31,\n649,,16.79,,,,\n650,,10.57,,,,\n651,,,1.71,,,\n652,25.89,,,,,\n653,,,,,,11.04\n654,17.5,,,,,\n655,27.02,,,,,\n656,,,,,,23.86\n657,,,1.15,,,\n658,,,,,,10.08\n659,,,,,53.48,\n660,,,0.67,,,\n661,,,0.81,,,\n662,14.02,,,,,\n663,,,,,,6.43\n664,,,,29.79,,\n665,,2.83,,,,\n666,,,,,28.19,\n667,,,,25.2,,\n668,17.46,,,,,\n669,13.82,,,,,\n670,,11.43,,,,\n671,,,,,,10.59\n672,,5.16,,,,\n673,,,,22.19,,\n674,,4.54,,,,\n675,,,,,27.59,\n676,,,,26.17,,\n677,,,,,44.84,\n678,,,0.91,,,\n679,8.95,,,,,\n680,,,1.72,,,\n681,,,,,,7.59\n682,3.86,2.97,0.79,19.59,25.02,5.43\n683,,,0.72,,,\n684,5.12,,,,,\n685,,,,,39.28,\n686,,,,33.7,,\n687,,3.92,,,,\n688,,,,,45.93,\n689,,,1.29,,,\n690,,,,,,8.49\n691,,,,,,7.19\n692,,,,,42.52,\n693,,5.77,,,,\n694,,5.52,,,,\n695,28.05,,,,,\n696,,38.26,,,,\n697,,,,,29.1,\n698,,,,,,7.42\n699,,,,,,7.21\n700,22.84,,,,,\n701,,,,,47.37,\n702,17.35,,,,,\n703,21.71,,,,,\n704,,,,46.85,,\n705,,,,,115.87,\n706,,,,,84.52,\n707,31.43,,,,,\n708,,,,50.02,,\n709,,,1.41,,,\n710,35.78,,,,,\n711,34.45,,,,,\n712,,,2.91,,,\n713,,,,,,6.47\n714,,,2.56,,,\n715,,,,90.28,,\n716,,,,,,126.62\n717,79.47,,,,,\n718,97.92,,,,,\n719,,,,,,28.69\n720,,,,,,25.18\n721,,9.44,,,,\n722,,11.28,,,,\n723,,,,,,15.42\n724,,12.76,,,,\n725,,,,124.74,,\n726,,,,,114.51,\n727,,10.85,,,,\n728,,,,,32.6,\n729,,,,,30.64,\n730,12.5,,,,,\n731,,7.44,,,,\n732,22.18,,,,,\n733,,,,,,8.72\n734,,,,,102.56,\n735,,,5.03,,,\n736,,,4.79,,,\n737,,,4.19,,,\n738,,,3.66,,,\n739,30.2,,,,,\n740,,,4.27,,,\n741,37.25,,,,,\n742,,,,,,13.68\n743,,,,25.78,,\n744,,,5.52,,,\n745,15.82,,,,,\n746,,12.89,,,,\n747,18.09,,,,,\n748,,,,,63.17,\n749,29.38,,,,,\n750,,,,53.36,,\n751,,,,44.29,,\n752,,,,,,17.2\n753,,,4.93,,,\n754,36.98,,,,,\n755,,,,,,79.95\n756,,,7.32,,,\n757,,14.9,,,,\n758,,,5.33,,,\n759,,,,22.46,,\n760,,,,,,7.96\n761,,,5.01,,,\n762,,,,19.67,,\n763,,,,68.98,,\n764,,,,,77.67,\n765,,,,,339.62,\n766,,,,,,7.23\n767,21.22,,,,,\n768,,,,,33.63,\n769,,,,,,7.41\n770,,,4.44,,,\n771,,,,115.29,,\n772,,,,,,57.34\n773,,28.46,,,,\n774,,,4.26,,,\n775,8.93,,,,,\n776,,,2.66,,,\n777,13.94,,,,,\n778,,5.17,,,,\n779,,,,29.12,,\n780,,,2.65,,,\n781,,,,,,4.68\n782,,,3.45,,,\n783,,,,,,4.66\n784,,,3.71,,,\n785,,,,38.94,,\n786,8.34,,,,,\n787,,12.2,,,,\n788,,,,19.21,,\n789,,5.62,,,,\n790,,,3.95,,,\n791,,,,,37.13,\n792,,,,,38.67,\n793,,,,,54.26,\n794,,,2.89,,,\n795,,,2.71,,,\n796,,,2.99,,,\n797,,,,,50.39,\n798,15.59,,,,,\n799,,2.55,,,,\n800,,,,,64.55,\n801,,9.93,,,,\n802,,,,33.86,,\n803,,,3.46,,,\n804,,,,,,5.53\n805,,,4.22,,,\n806,,1.66,,,,\n807,,,,,121.8,\n808,,,4.97,,,\n809,10.14,,,,,\n810,,,,,31.95,\n811,,,,,,10.78\n812,,,,,,17.36\n813,,,,,,11.22\n814,,16.84,,,,\n815,,7.04,,,,\n816,12.51,,,,,\n817,,,6.13,,,\n818,,,5.32,,,\n819,17.18,,,,,\n820,25.88,,,,,\n821,,,,,,10.11\n822,,,,21.27,,\n823,,10.74,,,,\n824,,,4.72,,,\n825,,,,24.76,,\n826,,,,29.75,,\n827,,5.6,,,,\n828,,,,,,8.38\n829,22.29,,,,,\n830,,,,,,9.49\n831,,4.04,,,,\n832,,,2.97,,,\n833,,,,,,4.77\n834,8.46,,,,,\n835,,,,,57.4,\n836,,,,,45.4,\n837,,,6.28,,,\n838,,,,,26.12,\n839,17.3,,,,,\n840,,,,18.01,,\n841,,1.4,,,,\n842,,2.92,,,,\n843,,,,,,11.08\n844,,,3.11,,,\n845,,,,55.02,,\n846,,,,,,9.06\n847,9.55,,,,,\n848,14.39,,,,,\n849,9.74,,,,,\n850,,,,77.47,,\n851,,,,,77.22,\n852,,,,50.04,,\n853,,,,47.87,,\n854,15.28,,,,,\n855,,,,,81.64,\n856,,,3.34,,,\n857,,,,,80.56,\n858,,,,,78.99,\n859,,,,47.08,,\n860,24.02,,,,,\n861,19.79,,,,,\n862,,,,,,14.82\n863,,,3.65,,,\n864,,,3.61,,,\n865,21.02,,,,,\n866,,,3.26,,,\n867,,,3.42,,,\n868,,3.22,,,,\n869,,,,49.88,,\n870,,,2.81,,,\n871,,,,,52.05,\n872,,,,,,7.16\n873,,5.98,,,,\n874,,,2.25,,,\n875,,5.48,,,,\n876,,,,,22.02,\n877,,,,,,4.82\n878,,,,,,4.94\n879,,,,,,8.97\n880,,,,49.13,,\n881,,,3.34,,,\n882,11.53,,,,,\n883,,4.28,,,,\n884,,,,22.72,,\n885,,,,,,10.15\n886,,,,61.9,,\n887,,,,,67.41,\n888,,,,,63.78,\n889,,,,,66.99,\n890,,,,48.7,,\n891,,,,,54.9,\n892,,,,,,6.45\n893,,,,,30.28,\n894,,,1.83,,,\n895,,7.0,,,,\n896,,,,17.59,,\n897,,,,17.44,,\n898,,,,,41.12,\n899,,,,,46.35,\n900,32.98,,,,,\n901,21.5,,,,,\n902,,,,,,8.87\n903,,,,17.51,,\n904,,,5.85,,,\n905,19.19,,,,,\n906,,,,28.52,,\n907,,,4.7,,,\n908,,,,47.52,,\n909,13.41,,,,,\n910,17.61,,,,,\n911,12.42,,,,,\n912,,,,35.33,,\n913,,,2.83,,,\n914,,,,,41.01,\n915,,,2.73,,,\n916,,,,,23.02,\n917,,,2.64,,,\n918,,,,,23.56,\n919,,3.27,,,,\n920,10.86,,,,,\n921,,4.22,,,,\n922,,,,,,15.03\n923,14.15,,,,,\n924,,,,,,10.36\n925,,4.23,,,,\n926,25.65,,,,,\n927,,3.48,,,,\n928,,,,,,62.34\n929,,20.09,,,,\n930,,29.08,,,,\n931,,,,,174.69,\n932,,37.12,,,,\n933,,,,98.12,,\n934,,,7.1,,,\n935,,,,,108.94,\n936,,26.03,,,,\n937,61.39,34.1,8.47,73.23,108.33,35.1\n938,50.52,,,,,\n939,,38.02,,,,\n940,,,,80.62,,\n941,38.19,,,,,\n942,,,,,,13.11\n943,,,,,,9.76\n944,,,4.41,,,\n945,,,,,24.37,\n946,32.94,,,,,\n947,,,,69.41,,\n948,,,,28.59,,\n949,25.44,,,,,\n950,,,2.52,,,\n951,,,,,,8.89\n952,48.06,,,,,\n953,,18.37,,,,\n954,,,,,60.92,\n955,,,5.47,,,\n956,52.91,,,,,\n957,,,,,210.6,\n958,59.85,,,,,\n959,,26.47,,,,\n960,,,,,153.88,\n961,,,,92.22,,\n962,,,4.57,,,\n963,55.04,,,,,\n964,,20.16,,,,\n965,,,,,74.79,\n966,,,,74.24,,\n967,,,,,49.08,\n968,45.11,,,,,\n969,32.69,,,,,\n970,,,2.84,,,\n971,,,,,,7.93\n972,,,3.35,,,\n973,,,,21.29,,\n974,,21.37,,,,\n975,,17.39,,,,\n976,,12.87,,,,\n977,24.4,,,,,\n978,,,,,,11.27\n979,,19.44,,,,\n980,,,,,,16.99\n981,,,,,108.98,\n982,,12.96,,,,\n983,,,,,56.98,\n984,,,4.21,,,\n985,,,3.54,,,\n986,,,,51.21,,\n987,26.13,,,,,\n988,,,,96.13,,\n989,,16.39,,,,\n990,34.78,,,,,\n991,,,,78.95,,\n992,,,,,47.37,\n993,,12.87,,,,\n994,,13.91,,,,\n995,,,3.63,,,\n996,45.01,,,,,\n997,,,,,,9.71\n998,27.48,,,,,\n999,,,3.25,,,\n1000,,7.82,,,,\n1001,30.89,,,,,\n1002,29.02,,,,,\n1003,,,3.14,,,\n1004,22.45,,,,,\n1005,,,,57.91,,\n1006,22.54,,,,,\n1007,,,3.31,,,\n1008,25.73,,,,,\n1009,18.28,,,,,\n1010,,,2.59,,,\n1011,,,,,34.54,\n1012,,,3.82,,,\n1013,25.87,,,,,\n1014,,27.64,,,,\n1015,,,,,,8.74\n1016,,,,19.14,,\n1017,,,3.16,,,\n1018,,,,22.12,,\n1019,,5.46,,,,\n1020,,,,21.93,,\n1021,16.58,,,,,\n1022,,,,,,10.02\n1023,,,,,38.39,\n1024,,,,,,6.0\n1025,,,,,,4.99\n1026,,,,37.29,,\n1027,,,3.51,,,\n1028,,,,,,7.39\n1029,,,3.84,,,\n1030,,,,36.73,,\n1031,,,3.51,,,\n1032,,6.04,,,,\n1033,,,,13.97,,\n1034,,,,,18.75,\n1035,,,,18.48,,\n1036,,19.91,,,,\n1037,,,,,,7.67\n1038,,,,,,8.28\n1039,,,,19.07,,\n1040,,,,,29.15,\n1041,12.45,,,,,\n1042,,,,,,9.82\n1043,17.55,,,,,\n1044,,,,,,8.66\n1045,,,,26.94,,\n1046,34.05,,,,,\n1047,13.79,,,,,\n1048,,,,53.78,,\n1049,14.84,,,,,\n1050,,3.93,,,,\n1051,,10.58,,,,\n1052,,,,,,6.91\n1053,,,,,,5.49\n1054,,,,15.18,,\n1055,24.92,,,,,\n1056,,,,,,4.16\n1057,,,,13.18,,\n1058,17.52,,,,,\n1059,,13.95,,,,\n1060,,,,14.73,,\n1061,,,,,16.69,\n1062,,,,,,5.45\n1063,,7.24,,,,\n1064,,,,,,6.4\n1065,,,,,,5.68\n1066,10.2,,,,,\n1067,,6.54,,,,\n1068,,,,,,6.56\n1069,,3.56,,,,\n1070,,4.04,,,,\n1071,,,,46.04,,\n1072,23.77,,,,,\n1073,,,,86.06,,\n1074,28.38,,,,,\n1075,23.5,,,,,\n1076,,13.08,,,,\n1077,,,,32.98,,\n1078,16.71,,,,,\n1079,,,4.8,,,\n1080,,,5.3,,,\n1081,21.53,,,,,\n1082,22.95,,,,,\n1083,30.79,,,,,\n1084,,,6.22,,,\n1085,,12.9,,,,\n1086,13.41,,,,,\n1087,,17.4,,,,\n1088,20.66,,,,,\n1089,,,,23.84,,\n1090,,,,23.14,,\n1091,7.46,,,,,\n1092,6.37,,,,,\n1093,,,,,40.7,\n1094,,5.11,,,,\n1095,8.44,,,,,\n1096,,,3.77,,,\n1097,,15.1,,,,\n1098,,,,45.92,,\n1099,10.91,,,,,\n1100,,11.82,,,,\n1101,,,,,,6.37\n1102,,,,,35.57,\n1103,,,,27.21,,\n1104,,,,55.54,,\n1105,,,,,101.18,\n1106,,,6.23,,,\n1107,,,5.69,,,\n1108,,,4.92,,,\n1109,,,,,,7.71\n1110,,,4.07,,,\n1111,22.44,,,,,\n1112,15.43,,,,,\n1113,,,,,27.0,\n1114,,6.37,,,,\n1115,,,,,32.26,\n1116,18.68,,,,,\n1117,27.7,,,,,\n1118,,5.18,,,,\n1119,,,3.7,,,\n1120,,,,122.87,,\n1121,,,,,,30.74\n1122,58.97,,,,,\n1123,,,,101.07,,\n1124,71.48,,,,,\n1125,,,,47.16,,\n1126,,,5.44,,,\n1127,,,3.69,,,\n1128,,18.34,,,,\n1129,,,,,,7.83\n1130,,,,,23.46,\n1131,,,,16.99,,\n1132,,3.7,,,,\n1133,,,,,34.84,\n1134,,,,26.7,,\n1135,,,,31.11,,\n1136,16.16,,,,,\n1137,13.06,,,,,\n1138,,,3.22,,,\n1139,,,,32.67,,\n1140,,,,,,5.31\n1141,,,,,58.77,\n1142,,,,,,6.38\n1143,,,,,42.52,\n1144,17.03,,,,,\n1145,,3.49,,,,\n1146,14.06,,,,,\n1147,,,,,,5.34\n1148,,,,,50.7,\n1149,,18.94,,,,\n1150,,,,,,13.0\n1151,,15.34,,,,\n1152,,,,16.5,,\n1153,,,,,30.79,\n1154,,,,,,7.55\n1155,,,3.53,,,\n1156,,,,,,7.24\n1157,,,,,62.87,\n1158,,,3.68,,,\n1159,59.0,12.68,4.29,122.32,190.66,68.34\n1160,,,3.83,,,\n1161,,,,,104.19,\n1162,,,,,,16.65\n1163,54.6,,,,,\n1164,,37.51,,,,\n1165,,,2.16,,,\n1166,21.45,,,,,\n1167,,,,38.36,,\n1168,,8.14,,,,\n1169,,,2.38,,,\n1170,31.21,,,,,\n1171,,,,,,6.48\n1172,,,,22.07,,\n1173,,,,33.99,,\n1174,,,,,,8.22\n1175,39.72,,,,,\n1176,,9.63,,,,\n1177,,9.14,,,,\n1178,,,,,66.94,\n1179,,,,,27.45,\n1180,,,1.81,,,\n1181,,,,27.89,,\n1182,23.78,,,,,\n1183,,,,,,4.81\n1184,19.44,,,,,\n1185,16.66,,,,,\n1186,,,,,86.31,\n1187,21.16,,,,,\n1188,,23.1,,,,\n1189,,,,,117.91,\n1190,32.0,,,,,\n1191,,14.86,,,,\n1192,,,2.31,,,\n1193,,8.42,,,,\n1194,,7.22,,,,\n1195,,,,,,7.81\n1196,,,,14.91,,\n1197,,,,15.5,,\n1198,,,,,,8.44\n1199,,14.4,,,,\n1200,,,,,38.15,\n1201,,,,,66.49,\n1202,43.88,,,,,\n1203,,16.31,,,,\n1204,,,,,75.92,\n1205,,,,,,7.09\n1206,,,1.75,,,\n1207,,8.11,,,,\n1208,44.8,,,,,\n1209,,8.9,,,,\n1210,,,,,23.27,\n1211,44.88,,,,,\n1212,28.01,,,,,\n1213,,,,,,8.63\n1214,,,1.92,,,\n1215,,,2.33,,,\n1216,,14.15,,,,\n1217,,,,44.4,,\n1218,,6.57,,,,\n1219,,,2.54,,,\n1220,,,2.55,,,\n1221,,,,,,6.11\n1222,29.04,,,,,\n1223,,,3.27,,,\n1224,,,2.96,,,\n1225,,,3.05,,,\n1226,,,,,202.72,\n1227,,,,100.13,,\n1228,,,,105.63,,\n1229,,,,,,27.42\n1230,,,,,,9.2\n1231,67.29,,,,,\n1232,,,,,50.43,\n1233,,,,,64.89,\n1234,,22.16,,,,\n1235,,,,66.45,,\n1236,,13.45,,,,\n1237,,,2.98,,,\n1238,48.62,,,,,\n1239,63.6,,,,,\n1240,,,1.9,,,\n1241,,,,,,9.19\n1242,,22.74,,,,\n1243,,,,,26.91,\n1244,,17.81,,,,\n1245,,16.23,,,,\n1246,,,,29.69,,\n1247,,14.15,,,,\n1248,,,1.68,,,\n1249,34.55,,,,,\n1250,,,,,,7.06\n1251,,6.49,,,,\n1252,,5.56,,,,\n1253,30.12,,,,,\n1254,,,,,18.57,\n1255,,,,16.32,,\n1256,,,1.37,,,\n1257,21.84,,,,,\n1258,,,2.17,,,\n1259,,24.79,,,,\n1260,,15.32,,,,\n1261,16.12,,,,,\n1262,,,,18.03,,\n1263,,12.6,,,,\n1264,,,,,31.63,\n1265,,,1.74,,,\n1266,,,1.86,,,\n1267,,6.05,,,,\n1268,,,,26.07,,\n1269,,,1.96,,,\n1270,,,1.67,,,\n1271,,,,,,7.46\n1272,,6.7,,,,\n1273,,,1.44,,,\n1274,,,,,61.63,\n1275,,12.37,,,,\n1276,,,,,38.96,\n1277,,,,,30.04,\n1278,,,,21.46,,\n1279,,,,,,6.41\n1280,,,,,48.93,\n1281,,,,,51.12,\n1282,,14.49,,,,\n1283,27.14,,,,,\n1284,,8.75,,,,\n1285,,7.66,,,,\n1286,,,,26.4,,\n1287,,,2.07,,,\n1288,,,,,,6.43\n1289,14.66,,,,,\n1290,,7.8,,,,\n1291,,,,42.11,,\n1292,,13.64,,,,\n1293,23.19,,,,,\n1294,,18.04,,,,\n1295,,,,,50.08,\n1296,,,,,,5.09\n1297,,,,,,4.56\n1298,29.59,24.25,1.64,27.07,32.83,5.76\n1299,,,1.44,,,\n1300,,,,32.36,,\n1301,,,,,35.24,\n1302,,,1.77,,,\n1303,,,,,26.5,\n1304,,,1.69,,,\n1305,,,1.63,,,\n1306,16.73,7.25,1.55,13.74,19.51,5.77\n1307,,,,21.85,,\n1308,,,1.73,,,\n1309,,,,27.88,,\n1310,,,,,44.0,\n1311,,,1.53,,,\n1312,29.46,,,,,\n1313,,,1.52,,,\n1314,26.26,,,,,\n1315,42.8,,,,,\n1316,,,1.75,,,\n1317,41.8,,,,,\n1318,,,1.6,,,\n1319,,,,,,16.11\n1320,,,,69.63,,\n1321,,,3.35,,,\n1322,,,4.51,,,\n1323,,19.71,,,,\n1324,,,,,,8.92\n1325,,,,,,7.94\n1326,,,2.49,,,\n1327,,,,,,6.89\n1328,,,1.85,,,\n1329,,,,,,6.06\n1330,,,,64.84,,\n1331,61.29,,,,,\n1332,,,,,,14.84\n1333,,,,31.4,,\n1334,,,,,40.67,\n1335,,,,,33.52,\n1336,,,,26.38,,\n1337,,26.51,,,,\n1338,,,1.19,,,\n1339,,,,,,8.81\n1340,25.58,,,,,\n1341,,,,42.27,,\n1342,,13.29,,,,\n1343,,,,89.67,,\n1344,,,,,45.23,\n1345,,26.41,,,,\n1346,,,1.23,,,\n1347,,,1.24,,,\n1348,,,1.48,,,\n1349,,,1.43,,,\n1350,,11.3,,,,\n1351,,,,37.87,,\n1352,44.6,,,,,\n1353,,,1.26,,,\n1354,,,1.25,,,\n1355,,,1.26,,,\n1356,35.37,,,,,\n1357,25.8,,,,,\n1358,29.66,,,,,\n1359,,,,,,10.49\n1360,43.49,,,,,\n1361,,15.05,,,,\n1362,33.9,,,,,\n1363,,,,,92.4,\n1364,,,,,,8.22\n1365,,24.86,,,,\n1366,,,,,,5.58\n1367,,16.3,,,,\n1368,,,,34.35,,\n1369,,,2.05,,,\n1370,,,,57.57,,\n1371,,,,,64.43,\n1372,,,,,,12.61\n1373,,,,,,9.3\n1374,,,,,,7.72\n1375,,7.22,,,,\n1376,,,,21.64,,\n1377,,,,,,5.24\n1378,,,,76.06,,\n1379,,47.43,,,,\n1380,,,,91.19,,\n1381,,,1.58,,,\n1382,30.76,,,,,\n1383,,,,,264.68,\n1384,,,,,,51.98\n1385,,,,,,22.8\n1386,,,1.65,,,\n1387,,,,,,14.01\n1388,,,,,,9.49\n1389,,21.91,,,,\n1390,,,,,,55.65\n1391,,,,,,77.17\n1392,,30.18,,,,\n1393,,,1.69,,,\n1394,42.41,,,,,\n1395,,,,32.5,,\n1396,50.76,,,,,\n1397,,,,37.83,,\n1398,,,,,77.34,\n1399,,,,,,13.08\n1400,30.02,,,,,\n1401,,,,,35.43,\n1402,,,,,,11.74\n1403,,,1.19,,,\n1404,,10.23,,,,\n1405,,,,,,13.41\n1406,22.8,,,,,\n1407,,22.13,,,,\n1408,,14.36,,,,\n1409,,,,,68.59,\n1410,52.46,,,,,\n1411,,,0.86,,,\n1412,38.58,,,,,\n1413,,,,,,27.49\n1414,45.1,,,,,\n1415,,,,,,18.77\n1416,,,1.5,,,\n1417,,,,,,10.46\n1418,,,,13.94,,\n1419,,,,,,7.24\n1420,,,,,,7.16\n1421,,,,14.17,,\n1422,,,,,,6.55\n1423,,,1.56,,,\n1424,22.88,,,,,\n1425,,,1.27,,,\n1426,,,,,48.62,\n1427,,,1.42,,,\n1428,,,,,,7.64\n1429,,,,45.36,,\n1430,,,,,,5.18\n1431,,10.06,,,,\n1432,,,,,31.08,\n1433,,,,,,10.92\n1434,,,,36.82,,\n1435,,,,24.56,,\n1436,,,,,31.24,\n1437,,6.4,,,,\n1438,,,,,,7.02\n1439,,5.61,,,,\n1440,,,,,28.51,\n1441,,11.91,,,,\n1442,,,,,25.52,\n1443,,,,,,7.13\n1444,,,0.92,,,\n1445,,,,15.67,,\n1446,,,0.92,,,\n1447,,,1.23,,,\n1448,52.84,,,,,\n1449,,,,,52.62,\n1450,,,,,,5.59\n1451,,,,,,4.7\n1452,,,1.25,,,\n1453,,,,50.01,,\n1454,,,1.17,,,\n1455,,9.52,,,,\n1456,,,,,,4.86\n1457,,,,,47.53,\n1458,,,,,64.98,\n1459,,,,24.16,,\n1460,,11.29,,,,\n1461,,,,,35.05,\n1462,57.77,,,,,\n1463,,13.86,,,,\n1464,,10.53,,,,\n1465,57.71,,,,,\n1466,,,,51.35,,\n1467,,,1.46,,,\n1468,,16.82,,,,\n1469,,,,74.92,,\n1470,,,1.02,,,\n1471,,,1.21,,,\n1472,28.94,,,,,\n1473,,,,,,4.56\n1474,,,,,24.78,\n1475,,,0.91,,,\n1476,,9.88,,,,\n1477,,,,20.16,,\n1478,26.11,,,,,\n1479,,,,,,11.68\n1480,,15.81,,,,\n1481,,,,37.53,,\n1482,,,,,37.91,\n1483,,,,21.82,,\n1484,28.84,,,,,\n1485,,,,21.26,,\n1486,17.61,,,,,\n1487,,,,,,8.97\n1488,,,,,,7.98\n1489,,,0.93,,,\n1490,,,,,,11.39\n1491,27.51,,,,,\n1492,24.63,,,,,\n1493,,,,,,10.95\n1494,,40.16,,,,\n1495,,23.11,,,,\n1496,,14.53,,,,\n1497,29.18,,,,,\n1498,,,,19.97,,\n1499,,,5.77,,,\n1500,,7.26,,,,\n1501,,,,,21.56,\n1502,,,,19.63,,\n1503,,,4.96,,,\n1504,,,,,,4.79\n1505,,,,,,1.16\n1506,,,4.99,,,\n1507,23.94,,,,,\n1508,,,,,24.69,\n1509,,13.11,,,,\n1510,,,,,,0.69\n1511,,,5.75,,,\n1512,24.2,,,,,\n1513,,,,,,25.0\n1514,,,5.86,,,\n1515,,,5.55,,,\n1516,,7.07,,,,\n1517,,,5.03,,,\n1518,,,,,,2.46\n1519,,,,,15.22,\n1520,,5.29,,,,\n1521,,,,,,2.48\n1522,,,5.19,,,\n1523,,,,,,5.26\n1524,,,,111.52,,\n1525,30.52,,,,,\n1526,30.49,,,,,\n1527,,,2.55,,,\n1528,,,,24.7,,\n1529,39.08,,,,,\n1530,,8.15,,,,\n1531,,,,,,2.28\n1532,,,2.35,,,\n1533,,,,26.9,,\n1534,,,,65.28,,\n1535,,,,,,11.86\n1536,,26.39,,,,\n1537,,,2.64,,,\n1538,,,,,15.15,\n1539,,6.46,,,,\n1540,,,,,23.41,\n1541,,,,,29.61,\n1542,,,,,,2.4\n1543,,,,41.44,,\n1544,,,,,,3.21\n1545,,,,71.45,,\n1546,,,,,,2.34\n1547,,,,30.16,,\n1548,,,2.5,,,\n1549,,,,,55.28,\n1550,,22.52,,,,\n1551,,,,,29.44,\n1552,,,,28.57,,\n1553,,,2.97,,,\n1554,,,,,,3.15\n1555,,,2.98,,,\n1556,,4.76,,,,\n1557,,5.14,,,,\n1558,,4.75,,,,\n1559,49.88,,,,,\n1560,,,,,,3.69\n1561,,,,,,15.79\n1562,,,2.8,,,\n1563,,7.82,,,,\n1564,,,,,,8.68\n1565,,,,22.37,,\n1566,,,,,,2.57\n1567,,,,16.4,,\n1568,,,,,21.88,\n1569,,,2.96,,,\n1570,,,,,,1.94\n1571,,,,64.06,,\n1572,,,,,168.83,\n1573,,,,156.02,,\n1574,,,,,159.37,\n1575,76.71,,,,,\n1576,,,2.43,,,\n1577,,,,,55.59,\n1578,73.55,,,,,\n1579,,6.98,,,,\n1580,,,,,56.38,\n1581,,,2.67,,,\n1582,,11.64,,,,\n1583,,9.91,,,,\n1584,,,,,,2.18\n1585,,,,,,2.08\n1586,,5.1,,,,\n1587,,5.17,,,,\n1588,,,,30.53,,\n1589,48.58,4.47,2.81,25.39,27.85,2.46\n1590,55.61,,,,,\n1591,,,,,,96.19\n1592,,,3.34,,,\n1593,,,3.38,,,\n1594,,4.7,,,,\n1595,,,2.96,,,\n1596,,,2.93,,,\n1597,67.37,,,,,\n1598,,,2.94,,,\n1599,,,,,,12.29\n1600,,,,85.13,,\n1601,,,,,,12.96\n1602,,,,,,29.81\n1603,,,,,21.28,\n1604,,,,,46.47,\n1605,,,,,,6.72\n1606,,,,70.72,,\n1607,,,2.59,,,\n1608,,,,66.3,,\n1609,33.99,,,,,\n1610,,,,12.55,,\n1611,,,,,17.82,\n1612,,,,,,8.86\n1613,,,2.52,,,\n1614,18.69,,,,,\n1615,,,,,30.85,\n1616,,,2.31,,,\n1617,,8.41,,,,\n1618,,,2.64,,,\n1619,,,,,23.51,\n1620,,5.18,,,,\n1621,35.51,,,,,\n1622,25.12,,,,,\n1623,,,,,,9.08\n1624,,,,,87.27,\n1625,,4.26,,,,\n1626,,,,,79.13,\n1627,,,,,,2.44\n1628,,,,30.17,,\n1629,,,,34.48,,\n1630,,,,26.29,,\n1631,,,,17.86,,\n1632,21.81,,,,,\n1633,,4.8,,,,\n1634,24.36,,,,,\n1635,,,,,72.22,\n1636,,,2.89,,,\n1637,,,,,33.31,\n1638,,,,26.58,,\n1639,,,,,,4.51\n1640,,8.06,,,,\n1641,,,3.2,,,\n1642,,,,11.65,,\n1643,26.15,,,,,\n1644,,,,,,2.92\n1645,,,3.38,,,\n1646,,,3.42,,,\n1647,,,,11.2,,\n1648,,,,,,6.19\n1649,,,,,31.6,\n1650,,,2.44,,,\n1651,17.42,,,,,\n1652,,,,,,6.95\n1653,,,,,95.59,\n1654,,,,,53.59,\n1655,,4.23,,,,\n1656,23.55,,,,,\n1657,,,,,,10.54\n1658,,,,,44.51,\n1659,,,,37.36,,\n1660,,,2.43,,,\n1661,,4.69,,,,\n1662,,4.81,,,,\n1663,,,,,40.94,\n1664,,,2.46,,,\n1665,,,,26.51,,\n1666,,5.49,,,,\n1667,,,,,,3.94\n1668,,,,30.41,,\n1669,,,,,,8.27\n1670,,,,45.01,,\n1671,,,,,,3.12\n1672,,,,,12.55,\n1673,,,,,14.65,\n1674,25.06,,,,,\n1675,34.92,,,,,\n1676,,,,,,1.86\n1677,,,3.04,,,\n1678,,,,19.01,,\n1679,,4.86,,,,\n1680,,,,44.48,,\n1681,,,2.93,,,\n1682,,,2.99,,,\n1683,,,3.1,,,\n1684,,,4.34,,,\n1685,,,5.44,,,\n1686,,,,,,1.19\n1687,,,4.38,,,\n1688,41.29,,,,,\n1689,,,,,,2.81\n1690,,,,62.34,,\n1691,,4.66,,,,\n1692,,,,52.32,,\n1693,,,,27.52,,\n1694,,,,,37.85,\n1695,,,,13.72,,\n1696,,6.14,,,,\n1697,,5.82,,,,\n1698,,,,,11.34,\n1699,,,,,11.83,\n1700,,,3.11,,,\n1701,,,,,17.26,\n1702,,,,20.49,,\n1703,34.37,,,,,\n1704,,,,,,5.93\n1705,,,,,193.73,\n1706,,,,137.12,,\n1707,,4.75,,,,\n1708,,,,,104.31,\n1709,,,3.19,,,\n1710,,,,,63.17,\n1711,,,3.23,,,\n1712,,,,,,2.66\n1713,,,,,,9.08\n1714,,6.54,,,,\n1715,,,3.45,,,\n1716,,,,,,23.33\n1717,,,,48.34,,\n1718,24.88,,,,,\n1719,35.92,,,,,\n1720,,5.75,,,,\n1721,,,,,,5.15\n1722,,,,,,2.96\n1723,,,3.24,,,\n1724,,5.13,,,,\n1725,,4.44,,,,\n1726,,4.82,,,,\n1727,,,,,88.5,\n1728,,4.55,,,,\n1729,,,,135.57,,\n1730,,,,,176.54,\n1731,,,,,,18.0\n1732,,,3.3,,,\n1733,,,3.69,,,\n1734,,,,,70.31,\n1735,,11.63,,,,\n1736,,,4.14,,,\n1737,,,,67.85,,\n1738,,12.6,,,,\n1739,,,,32.46,,\n1740,,,,,24.97,\n1741,,,,,,2.51\n1742,43.56,,,,,\n1743,,,,,168.32,\n1744,,,,,,16.59\n1745,61.17,,,,,\n1746,,,,,,33.42\n1747,,,,,,1.74\n1748,,5.25,,,,\n1749,,7.74,,,,\n1750,,,,43.68,,\n1751,,,3.22,,,\n1752,,,3.14,,,\n1753,,,,18.07,,\n1754,,,,19.46,,\n1755,,,,,,3.79\n1756,,,4.11,,,\n1757,,,,,31.43,\n1758,,,,28.13,,\n1759,,,,,,2.8\n1760,,,3.68,,,\n1761,,4.44,,,,\n1762,,4.35,,,,\n1763,,,,,,1.37\n1764,39.2,,,,,\n1765,,,2.94,,,\n1766,,,,41.65,,\n1767,33.73,,,,,\n1768,,5.01,,,,\n1769,,,,,14.68,\n1770,,,,,17.63,\n1771,,5.83,,,,\n1772,,,2.98,,,\n1773,17.52,,,,,\n1774,,9.58,,,,\n1775,,,2.63,,,\n1776,,,3.18,,,\n1777,,,,,,0.88\n1778,,,,,,1.02\n1779,,,,42.5,,\n1780,,4.44,,,,\n1781,,4.63,,,,\n1782,,,,37.93,,\n1783,,,,,,2.36\n1784,,4.97,,,,\n1785,,4.61,,,,\n1786,,,,,,46.2\n1787,,,,69.73,,\n1788,,,,41.14,,\n1789,,,,,,7.04\n1790,26.82,,,,,\n1791,,,,,,2.03\n1792,,,,,10.47,\n1793,24.6,,,,,\n1794,,,,,14.16,\n1795,,,2.65,,,\n1796,27.59,,,,,\n1797,,11.22,,,,\n1798,27.49,,,,,\n1799,,,,12.9,,\n1800,,12.81,,,,\n1801,,,,11.4,,\n1802,,,,,,3.64\n1803,,,,,17.76,\n1804,17.33,,,,,\n1805,,3.62,,,,\n1806,,,,32.96,,\n1807,,3.16,,,,\n1808,,,,,35.82,\n1809,18.19,,,,,\n1810,16.56,,,,,\n1811,17.72,,,,,\n1812,,,,,30.97,\n1813,,,,17.99,,\n1814,16.01,,,,,\n1815,,,,,16.86,\n1816,,,2.95,,,\n1817,,,,,,5.65\n1818,,,,,,1.58\n1819,,,,,,1.41\n1820,,,,,8.87,\n1821,15.1,10.96,3.54,9.4,11.48,2.08\n1822,,,,10.51,,\n1823,,,,9.26,,\n1824,,,,,12.11,\n1825,,,,,,1.18\n1826,20.15,,,,,\n1827,,,,,54.75,\n1828,39.6,,,,,\n1829,,,,15.92,,\n1830,,,,13.48,,\n1831,,,,,,5.13\n1832,,,,,,5.56\n1833,,,,,,6.62\n1834,,,,,,8.82\n1835,,,,,,25.68\n1836,74.14,,,,,\n1837,,30.67,,,,\n1838,54.15,,,,,\n1839,43.51,,,,,\n1840,,,,35.31,,\n1841,37.32,,,,,\n1842,,,3.27,,,\n1843,,13.08,,,,\n1844,,,,,,17.45\n1845,,,,,128.94,\n1846,,,3.12,,,\n1847,,17.18,,,,\n1848,36.72,,,,,\n1849,,,3.2,,,\n1850,,9.96,,,,\n1851,,,3.26,,,\n1852,,,,,,5.98\n1853,,,,,,5.11\n1854,,,,14.8,,\n1855,,,3.33,,,\n1856,20.71,,,,,\n1857,,,,,38.11,\n1858,46.24,,,,,\n1859,,,3.29,,,\n1860,,,,,46.23,\n1861,51.56,,,,,\n1862,,,,,,4.74\n1863,,27.14,,,,\n1864,,,,25.26,,\n1865,,,3.6,,,\n1866,,,,,54.08,\n1867,,19.92,,,,\n1868,,,,,25.14,\n1869,21.75,,,,,\n1870,,,,,34.68,\n1871,44.18,,,,,\n1872,,,,20.06,,\n1873,37.18,,,,,\n1874,,,,,23.7,\n1875,,,,16.57,,\n1876,,,,,30.21,\n1877,43.62,,,,,\n1878,,24.23,,,,\n1879,49.58,18.23,3.39,30.99,36.21,5.22\n1880,,28.94,,,,\n1881,,,,38.62,,\n1882,,,,,,5.82\n1883,,,3.46,,,\n1884,,,,,31.32,\n1885,,,,27.21,,\n1886,,17.82,,,,\n1887,,11.22,,,,\n1888,,,,17.18,,\n1889,,,,,26.83,\n1890,27.98,,,,,\n1891,47.08,,,,,\n1892,,,,,28.12,\n1893,,,,,,6.07\n1894,,,,,30.09,\n1895,,9.32,,,,\n1896,,,3.24,,,\n1897,,,,35.27,,\n1898,,,,29.3,,\n1899,26.34,,,,,\n1900,,,,,34.31,\n1901,19.59,,,,,\n1902,,,,22.53,,\n1903,,,,,,4.83\n1904,,,3.13,,,\n1905,,,,11.52,,\n1906,,,,10.15,,\n1907,,,,32.77,,\n1908,,,,,27.9,\n1909,,,,,23.42,\n1910,,,3.12,,,\n1911,15.97,,,,,\n1912,15.0,,,,,\n1913,,,,20.92,,\n1914,,,,,35.56,\n1915,24.75,,,,,\n1916,,,,,,9.19\n1917,,,3.03,,,\n1918,,,,,34.83,\n1919,,,,,40.9,\n1920,,,,,50.63,\n1921,15.78,,,,,\n1922,,,,,,7.77\n1923,,,,,,6.49\n1924,,,3.37,,,\n1925,,,,,,4.53\n1926,15.91,,,,,\n1927,,,3.48,,,\n1928,14.87,,,,,\n1929,,,,,,7.34\n1930,,,,,,6.95\n1931,26.65,,,,,\n1932,28.76,,,,,\n1933,,6.18,,,,\n1934,,,,16.45,,\n1935,,,,,,6.33\n1936,,,,,,7.13\n1937,,,,33.63,,\n1938,28.31,,,,,\n1939,,,4.05,,,\n1940,36.37,,,,,\n1941,34.97,,,,,\n1942,,,,,,4.6\n1943,,,,55.18,,\n1944,,,,,,5.24\n1945,,,,37.9,,\n1946,58.9,,,,,\n1947,,,,37.99,,\n1948,,,4.25,,,\n1949,,31.02,,,,\n1950,,,,,101.61,\n1951,,,,,,9.54\n1952,31.36,,,,,\n1953,,15.46,,,,\n1954,,,4.23,,,\n1955,,,,12.08,,\n1956,,,3.98,,,\n1957,,7.3,,,,\n1958,31.14,,,,,\n1959,,15.15,,,,\n1960,,,,25.69,,\n1961,,,,,38.42,\n1962,,,4.61,,,\n1963,,,,,83.19,\n1964,,,4.87,,,\n1965,,,4.64,,,\n1966,,23.85,,,,\n1967,,,,40.8,,\n1968,,21.68,,,,\n1969,,,4.4,,,\n1970,,,,49.65,,\n1971,,,,,,8.62\n1972,,,,,26.74,\n1973,45.58,,,,,\n1974,50.16,,,,,\n1975,,,,,18.14,\n1976,,,,15.29,,\n1977,43.26,,,,,\n1978,35.35,,,,,\n1979,,,,,38.85,\n1980,,21.85,,,,\n1981,,34.24,,,,\n1982,,,,65.41,,\n1983,,,,42.6,,\n1984,,34.54,,,,\n1985,,,,,,5.81\n1986,62.06,,,,,\n1987,,32.2,,,,\n1988,,48.77,,,,\n1989,,35.22,,,,\n1990,,44.09,,,,\n1991,,,,,116.55,\n1992,,26.8,,,,\n1993,29.19,,,,,\n1994,,,3.96,,,\n1995,,,,,,6.5\n1996,,,,14.59,,\n1997,,,,15.97,,\n1998,27.6,,,,,\n1999,,,3.29,,,\n2000,,,,,,5.53\n2001,,,3.52,,,\n2002,24.38,,,,,\n2003,28.54,22.54,4.88,53.85,59.77,5.92\n2004,,,,,,6.34\n2005,44.05,,,,,\n2006,,,4.11,,,\n2007,,,,109.74,,\n2008,,,,85.3,,\n2009,,,,60.94,,\n2010,,,,,47.24,\n2011,,,,,,4.92\n2012,,18.94,,,,\n2013,,,,,,39.0\n2014,,,,,153.99,\n2015,,,,103.39,,\n2016,,,,71.89,,\n2017,,20.82,,,,\n2018,,,,,,7.98\n2019,35.62,,,,,\n2020,,15.64,,,,\n2021,,,3.57,,,\n2022,,,3.59,,,\n2023,,,,14.84,,\n2024,,,,22.19,,\n2025,,,,,41.7,\n2026,,,,,59.05,\n2027,,,,,77.46,\n2028,,22.78,,,,\n2029,62.91,,,,,\n2030,,,,64.48,,\n2031,63.4,,,,,\n2032,41.04,21.12,3.81,28.03,32.96,4.93\n2033,,,,,34.63,\n2034,,42.11,,,,\n2035,,29.19,,,,\n2036,,,,,23.2,\n2037,,,,13.36,,\n2038,,,,13.41,,\n2039,,,,,,5.55\n2040,29.31,,,,,\n2041,,,3.87,,,\n2042,,,,14.38,,\n2043,47.12,,,,,\n2044,,,,,26.75,\n2045,33.09,,,,,\n2046,,,,27.4,,\n2047,,,4.09,,,\n2048,,,4.08,,,\n2049,,24.48,,,,\n2050,,,3.99,,,\n2051,,10.18,,,,\n2052,,,3.48,,,\n2053,,,,,,4.37\n2054,,7.37,,,,\n2055,,,,,,4.34\n2056,,6.49,,,,\n2057,28.1,,,,,\n2058,,20.19,,,,\n2059,,,,,16.08,\n2060,,14.09,,,,\n2061,,,,,15.76,\n2062,,,,10.38,,\n2063,,,,10.97,,\n2064,,,,14.0,,\n2065,16.46,,,,,\n2066,,,,,,6.13\n2067,30.99,,,,,\n2068,,,3.17,,,\n2069,,,,,34.28,\n2070,44.49,,,,,\n2071,,,,,42.89,\n2072,,18.97,,,,\n2073,,,,42.85,,\n2074,,,2.96,,,\n2075,,,,,,4.39\n2076,,,2.86,,,\n2077,,23.14,,,,\n2078,41.36,,,,,\n2079,40.47,,,,,\n2080,,,3.32,,,\n2081,,30.83,,,,\n2082,32.05,,,,,\n2083,,,,,20.86,\n2084,,,,,,5.62\n2085,,,,13.04,,\n2086,,,,15.87,,\n2087,,,3.69,,,\n2088,,,3.53,,,\n2089,,6.63,,,,\n2090,,,,25.51,,\n2091,,,,56.04,,\n2092,,14.84,,,,\n2093,,,,,82.7,\n2094,95.36,,,,,\n2095,,11.58,,,,\n2096,66.27,,,,,\n2097,,,,,,4.83\n2098,,,,,30.23,\n2099,,10.59,,,,\n2100,40.42,,,,,\n2101,,17.42,,,,\n2102,,,,,,6.67\n2103,,,,46.74,,\n2104,,,,,,12.87\n2105,33.34,,,,,\n2106,,11.96,,,,\n2107,30.65,,,,,\n2108,,,,,,6.4\n2109,,9.09,,,,\n2110,,,,,,5.39\n2111,,,,13.32,,\n2112,,7.98,,,,\n2113,,,,,22.24,\n2114,,,,,,6.08\n2115,,9.43,,,,\n2116,,,,,,5.58\n2117,70.16,,,,,\n2118,,,,39.35,,\n2119,,,,57.29,,\n2120,,,,,46.19,\n2121,,,,,39.97,\n2122,,9.44,,,,\n2123,,,3.86,,,\n2124,,,,35.03,,\n2125,,,,,,5.28\n2126,50.3,,,,,\n2127,43.86,,,,,\n2128,58.61,,,,,\n2129,,28.76,,,,\n2130,,,3.8,,,\n2131,,13.39,,,,\n2132,,,,,,6.22\n2133,,,,,19.02,\n2134,,8.99,,,,\n2135,,10.56,,,,\n2136,,,3.86,,,\n2137,,,,,,6.09\n2138,,,,,,6.64\n2139,,,,42.86,,\n2140,,,,,46.47,\n2141,,,,,39.13,\n2142,,,3.83,,,\n2143,67.26,,,,,\n2144,,,,,27.91,\n2145,,23.85,,,,\n2146,,,3.73,,,\n2147,,27.32,,,,\n2148,,,,24.68,,\n2149,,,,29.85,,\n2150,,,,50.91,,\n2151,,,,,75.82,\n2152,51.54,,,,,\n2153,,,3.85,,,\n2154,,30.43,,,,\n2155,,30.87,,,,\n2156,,,,15.59,,\n2157,,,4.0,,,\n2158,,,,,,5.11\n2159,,,,,,4.52\n2160,,,,13.44,,\n2161,,,,36.73,,\n2162,,,,,,8.36\n2163,23.55,,,,,\n2164,46.74,,,,,\n2165,47.21,,,,,\n2166,,,,,71.16,\n2167,56.15,,,,,\n2168,48.7,,,,,\n2169,44.23,,,,,\n2170,38.7,,,,,\n2171,,,5.21,,,\n2172,26.63,,,,,\n2173,,37.02,,,,\n2174,44.81,,,,,\n2175,,,,18.31,,\n2176,,,,,20.46,\n2177,,,,,22.51,\n2178,,,4.46,,,\n2179,,19.9,,,,\n2180,,,,,,5.39\n2181,,,,20.42,,\n2182,,,,,29.16,\n2183,,,4.28,,,\n2184,,31.93,,,,\n2185,,22.5,,,,\n2186,62.32,19.3,4.59,60.47,66.3,5.83\n2187,,,5.68,,,\n2188,,,,37.21,,\n2189,,,,26.46,,\n2190,,12.41,,,,\n2191,,,,34.78,,\n2192,,,4.93,,,\n2193,,,,,38.97,\n2194,,,,,35.11,\n2195,,,4.39,,,\n2196,,,,61.03,,\n2197,,43.75,,,,\n2198,,,,,,9.0\n2199,28.63,,,,,\n2200,38.37,,,,,\n2201,40.16,,,,,\n2202,38.12,,,,,\n2203,,,4.45,,,\n2204,,,4.28,,,\n2205,,,,,28.91,\n2206,,,,,,6.0\n2207,38.03,,,,,\n2208,,,3.76,,,\n2209,,7.05,,,,\n2210,,,4.25,,,\n2211,,,,,53.82,\n2212,,8.57,,,,\n2213,,19.8,,,,\n2214,,14.62,,,,\n2215,,,,,,5.46\n2216,,30.84,,,,\n2217,,,,,,5.45\n2218,,21.49,,,,\n2219,37.79,,,,,\n2220,44.03,,,,,\n2221,,,,35.16,,\n2222,,14.43,,,,\n2223,,,4.27,,,\n2224,32.38,,,,,\n2225,,,4.04,,,\n2226,,,,15.69,,\n2227,,,,,25.29,\n2228,,,,,32.16,\n2229,,,,,46.9,\n2230,,,,35.88,,\n2231,,38.82,,,,\n2232,61.74,,,,,\n2233,57.9,,,,,\n2234,,,3.48,,,\n2235,,,3.44,,,\n2236,,18.39,,,,\n2237,,,,,16.5,\n2238,21.55,,,,,\n2239,,,3.35,,,\n2240,,,,12.92,,\n2241,,,2.79,,,\n2242,,,,19.3,,\n2243,,,,,35.23,\n2244,,,3.42,,,\n2245,,,,29.28,,\n2246,,,,,33.99,\n2247,,,,,,4.89\n2248,,,,,39.23,\n2249,,,,,,4.35\n2250,,,3.51,,,\n2251,,,,17.07,,\n2252,,16.57,,,,\n2253,,,,,15.87,\n2254,17.45,,,,,\n2255,,,3.34,,,\n2256,27.13,,,,,\n2257,,,3.64,,,\n2258,,21.26,,,,\n2259,,,,,,7.4\n2260,,,,,30.37,\n2261,33.04,,,,,\n2262,,,,,,5.39\n2263,,,3.42,,,\n2264,,,,18.66,,\n2265,,,,17.22,,\n2266,,,3.07,,,\n2267,,,,37.95,,\n2268,,,,79.86,,\n2269,,,,,103.46,\n2270,45.32,,,,,\n2271,,,4.56,,,\n2272,,,,,,30.73\n2273,53.19,,,,,\n2274,,,,,,5.96\n2275,,,,48.8,,\n2276,,28.71,,,,\n2277,,,4.07,,,\n2278,47.48,,,,,\n2279,,,,,,8.42\n2280,,,3.59,,,\n2281,,,3.63,,,\n2282,,,3.63,,,\n2283,,,,,,4.96\n2284,,,,11.88,,\n2285,,,,12.55,,\n2286,,7.36,,,,\n2287,,,,27.69,,\n2288,,20.93,,,,\n2289,48.68,,,,,\n2290,,,3.92,,,\n2291,,,,137.1,,\n2292,,,,,,59.4\n2293,84.36,33.76,4.29,200.42,340.65,140.23\n2294,,,,168.57,,\n2295,,,4.98,,,\n2296,63.28,,,,,\n2297,,,,,,5.44\n2298,,,,,,6.72\n2299,,,,,,18.42\n2300,,,,,159.63,\n2301,,,,,,77.78\n2302,,50.91,,,,\n2303,,42.3,,,,\n2304,,,,,81.88,\n2305,,23.42,,,,\n2306,,,4.33,,,\n2307,,,,22.94,,\n2308,,27.05,,,,\n2309,,,3.88,,,\n2310,64.64,,,,,\n2311,,,3.06,,,\n2312,,,,,27.99,\n2313,,,,16.98,,\n2314,31.56,,,,,\n2315,,,,,,4.2\n2316,,10.16,,,,\n2317,,7.12,,,,\n2318,,,,,,5.81\n2319,,7.05,,,,\n2320,,,,,,5.71\n2321,,,,,15.63,\n2322,,,,,17.49,\n2323,,,3.42,,,\n2324,15.9,,,,,\n2325,,,3.29,,,\n2326,,,,21.77,,\n2327,24.95,,,,,\n2328,21.92,,,,,\n2329,,11.42,,,,\n2330,,,,,,5.07\n2331,,22.68,,,,\n2332,,,,80.14,,\n2333,24.49,,,,,\n2334,,,4.0,,,\n2335,,,,,,4.98\n2336,,15.38,,,,\n2337,,21.12,,,,\n2338,,,,49.67,,\n2339,,,,,,21.12\n2340,,28.39,,,,\n2341,,,,,48.84,\n2342,,,3.43,,,\n2343,,,,25.73,,\n2344,,,4.39,,,\n2345,,,,,27.34,\n2346,,,5.06,,,\n2347,42.04,,,,,\n2348,,,,22.03,,\n2349,,,,24.31,,\n2350,,,,26.96,,\n2351,,,,,,9.03\n2352,,,,,45.48,\n2353,,15.91,,,,\n2354,,,,,69.87,\n2355,,,,,68.89,\n2356,,,,,65.84,\n2357,,,,,45.98,\n2358,,11.61,,,,\n2359,,,4.68,,,\n2360,,,4.15,,,\n2361,19.34,,,,,\n2362,,20.14,,,,\n2363,30.54,,,,,\n2364,,27.03,,,,\n2365,,,,,30.19,\n2366,39.08,,,,,\n2367,,,,,,5.97\n2368,,,3.76,,,\n2369,,,,17.25,,\n2370,,,,,25.56,\n2371,,,,,,6.0\n2372,,,,23.91,,\n2373,,,,,34.35,\n2374,,7.59,,,,\n2375,,,4.37,,,\n2376,,,5.31,,,\n2377,,,5.12,,,\n2378,,,,,,6.45\n2379,,,,,60.19,\n2380,,,3.52,,,\n2381,,,,42.65,,\n2382,34.41,,,,,\n2383,,,,,,4.73\n2384,33.2,,,,,\n2385,,,,,,12.4\n2386,,,,29.32,,\n2387,,,,18.91,,\n2388,,,,14.54,,\n2389,,,,,17.05,\n2390,,6.33,,,,\n2391,29.95,,,,,\n2392,,,,29.25,,\n2393,,6.94,,,,\n2394,,,,,,41.84\n2395,,,,,198.97,\n2396,,,,,,7.22\n2397,,24.95,,,,\n2398,,,3.23,,,\n2399,56.67,,,,,\n2400,45.99,,,,,\n2401,,,2.88,,,\n2402,44.24,,,,,\n2403,,17.84,,,,\n2404,,,,,90.72,\n2405,44.14,,,,,\n2406,,,,,111.56,\n2407,,,2.87,,,\n2408,31.97,,,,,\n2409,,8.42,,,,\n2410,,,0.77,,,\n2411,15.34,,,,,\n2412,,,,,52.02,\n2413,,14.73,,,,\n2414,,,,56.07,,\n2415,,13.25,,,,\n2416,,,,,49.85,\n2417,,,2.66,,,\n2418,,11.75,,,,\n2419,,,,,49.59,\n2420,,,,,,5.12\n2421,37.51,,,,,\n2422,39.91,36.29,2.55,84.54,115.62,31.08\n2423,,31.82,,,,\n2424,33.06,,,,,\n2425,,8.77,,,,\n2426,,,,22.48,,\n2427,,,,18.04,,\n2428,23.38,,,,,\n2429,,,,,39.93,\n2430,26.76,,,,,\n2431,,,,,125.17,\n2432,,,,,228.32,\n2433,,,,,,116.88\n2434,,15.56,,,,\n2435,,,,,,74.12\n2436,,,,,,13.45\n2437,,,,,66.33,\n2438,46.36,,,,,\n2439,,,2.78,,,\n2440,,,,,,17.02\n2441,28.87,,,,,\n2442,,,,30.26,,\n2443,,,,,32.21,\n2444,,,,,28.16,\n2445,28.34,,,,,\n2446,,,,17.23,,\n2447,,,,,29.07,\n2448,,,,,,5.73\n2449,,,,,75.13,\n2450,45.83,6.74,3.53,130.16,150.74,20.58\n2451,,,,155.93,,\n2452,74.01,,,,,\n2453,,28.05,,,,\n2454,,,,114.55,,\n2455,,,,,84.65,\n2456,,,,71.23,,\n2457,61.97,,,,,\n2458,,,,,63.28,\n2459,53.95,,,,,\n2460,,,3.77,,,\n2461,,37.15,,,,\n2462,,,,78.09,,\n2463,,,,,67.97,\n2464,,,,,,7.15\n2465,,,4.07,,,\n2466,38.62,,,,,\n2467,,,,27.69,,\n2468,,,5.16,,,\n2469,,,,,40.32,\n2470,,,,,,8.09\n2471,,,,,,9.46\n2472,,20.34,,,,\n2473,,,4.25,,,\n2474,,,,62.0,,\n2475,,,,,,8.13\n2476,80.66,,,,,\n2477,,,,,,6.62\n2478,,,,,,6.44\n2479,,,4.75,,,\n2480,,51.55,,,,\n2481,56.33,,,,,\n2482,49.12,,,,,\n2483,,,,96.89,,\n2484,,,,,,9.89\n2485,,,4.16,,,\n2486,56.97,36.93,4.05,12.08,17.56,5.48\n2487,,,,14.49,,\n2488,,,,18.07,,\n2489,,,,,,6.58\n2490,,,,,23.27,\n2491,,,4.22,,,\n2492,40.6,,,,,\n2493,,8.29,,,,\n2494,,,,,115.55,\n2495,,,,,,24.56\n2496,,27.23,,,,\n2497,,33.42,,,,\n2498,,,,,,5.33\n2499,,,4.1,,,\n2500,,,,,,4.79\n2501,,,4.18,,,\n2502,,,,18.45,,\n2503,31.72,,,,,\n2504,30.74,,,,,\n2505,29.96,,,,,\n2506,,,3.84,,,\n2507,,45.99,,,,\n2508,42.51,39.74,3.67,54.54,67.84,13.3\n2509,,,,45.33,,\n2510,,,,16.53,,\n2511,42.76,,,,,\n2512,,,,,25.61,\n2513,,9.32,,,,\n2514,,8.85,,,,\n2515,,,3.44,,,\n2516,,,3.24,,,\n2517,81.7,,,,,\n2518,62.82,,,,,\n2519,46.37,,,,,\n2520,,,,27.46,,\n2521,27.75,,,,,\n2522,28.58,,,,,\n2523,,,,,18.55,\n2524,,,,7.88,,\n2525,,,,,12.53,\n2526,,,2.29,,,\n2527,,29.15,,,,\n2528,,,,14.05,,\n2529,,,,,,5.22\n2530,,,,12.33,,\n2531,45.5,,,,,\n2532,,,,,,5.24\n2533,,,,,,5.94\n2534,,10.15,,,,\n2535,,,2.65,,,\n2536,,,,66.0,,\n2537,,,,,70.92,\n2538,,,,48.16,,\n2539,,,,47.34,,\n2540,,,,57.95,,\n2541,,,,,42.93,\n2542,41.12,,,,,\n2543,,,,,27.22,\n2544,,18.34,,,,\n2545,,,,,65.77,\n2546,,,,,,12.39\n2547,,,,,,9.96\n2548,,26.94,,,,\n2549,,,,34.83,,\n2550,73.9,45.92,3.46,41.07,48.83,7.76\n2551,,,,31.09,,\n2552,,,,,,5.1\n2553,,,,,31.7,\n2554,,,,,26.97,\n2555,,26.9,,,,\n2556,,,,27.16,,\n2557,28.73,,,,,\n2558,,19.38,,,,\n2559,,,,,23.41,\n2560,,12.46,,,,\n2561,,12.56,,,,\n2562,39.03,,,,,\n2563,,,,,28.55,\n2564,,,,37.15,,\n2565,,,3.65,,,\n2566,,9.82,,,,\n2567,,,,,,5.21\n2568,,16.23,,,,\n2569,,13.78,,,,\n2570,,,,,33.78,\n2571,,,,23.51,,\n2572,,,3.5,,,\n2573,21.75,,,,,\n2574,18.41,,,,,\n2575,26.95,,,,,\n2576,,,2.98,,,\n2577,,,,12.42,,\n2578,,10.59,,,,\n2579,44.88,,,,,\n2580,,,3.18,,,\n2581,,,,,40.45,\n2582,,,,,33.89,\n2583,,,2.81,,,\n2584,,13.0,,,,\n2585,,,,26.69,,\n2586,,22.02,,,,\n2587,,22.19,,,,\n2588,,,,,,4.45\n2589,34.42,,,,,\n2590,,,,,,7.57\n2591,,,,,,5.96\n2592,,,,,,5.69\n2593,,,,,,6.07\n2594,,,,17.27,,\n2595,,,,,20.66,\n2596,44.56,,,,,\n2597,,,,,23.5,\n2598,,,,,,5.67\n2599,,,,,67.99,\n2600,,12.52,,,,\n2601,,,3.59,,,\n2602,,,,,,11.42\n2603,,,,160.0,,\n2604,,,,,404.49,\n2605,,,,143.94,,\n2606,,28.72,,,,\n2607,,,,127.56,,\n2608,,,,,88.43,\n2609,,,,,27.98,\n2610,,,,,,11.24\n2611,,,,,,12.14\n2612,55.55,,,,,\n2613,,,,,73.04,\n2614,,,3.34,,,\n2615,55.22,,,,,\n2616,,,,22.1,,\n2617,,,3.57,,,\n2618,,,,,,10.17\n2619,,,,85.76,,\n2620,,,3.76,,,\n2621,,,,,115.62,\n2622,,,,,107.91,\n2623,,,4.59,,,\n2624,,,3.94,,,\n2625,,,,,49.13,\n2626,,,,,94.7,\n2627,,20.92,,,,\n2628,,29.08,,,,\n2629,,,3.6,,,\n2630,49.59,,,,,\n2631,,,,,25.66,\n2632,,,3.18,,,\n2633,,,3.25,,,\n2634,,,,19.19,,\n2635,56.36,,,,,\n2636,,,3.26,,,\n2637,,,,,50.32,\n2638,,,3.47,,,\n2639,76.51,,,,,\n2640,,,,,,5.39\n2641,,,,,95.98,\n2642,,,3.99,,,\n2643,,,,,,19.68\n2644,,,,,155.85,\n2645,65.66,,,,,\n2646,,32.62,,,,\n2647,,,,,,7.01\n2648,,,,,139.14,\n2649,,49.22,,,,\n2650,,,,,99.78,\n2651,,,,37.42,,\n2652,,,3.72,,,\n2653,,,,,,6.12\n2654,,,,,25.64,\n2655,,,4.04,,,\n2656,,,,,26.53,\n2657,,,,,,8.39\n2658,,,,51.98,,\n2659,,,4.06,,,\n2660,,20.8,,,,\n2661,84.0,18.2,4.27,121.24,141.87,20.63\n2662,,,,111.53,,\n2663,70.43,,,,,\n2664,,,5.75,,,\n2665,,,,,84.01,\n2666,,,,,,5.94\n2667,,,4.51,,,\n2668,70.1,,,,,\n2669,,22.7,,,,\n2670,60.85,,,,,\n2671,,54.76,,,,\n2672,,,,,103.73,\n2673,,,4.41,,,\n2674,,,,35.12,,\n2675,,15.14,,,,\n2676,,,,,29.64,\n2677,,,,19.29,,\n2678,,,,,29.38,\n2679,,,,,,4.85\n2680,,,,,54.22,\n2681,,,,,,109.05\n2682,,,,,419.79,\n2683,,,4.29,,,\n2684,,35.24,,,,\n2685,,39.98,,,,\n2686,,,,,75.19,\n2687,,,,,54.14,\n2688,59.21,,,,,\n2689,,30.84,,,,\n2690,,,4.09,,,\n2691,,,,,92.66,\n2692,,,,,140.78,\n2693,,,,,,38.33\n2694,,46.66,,,,\n2695,,,,,,9.9\n2696,,,,,,5.5\n2697,,,,17.98,,\n2698,,,,,22.19,\n2699,,,,,28.57,\n2700,,,,,,5.45\n2701,,,,,25.82,\n2702,,,,,,7.54\n2703,42.99,,,,,\n2704,,,,165.52,,\n2705,,13.36,,,,\n2706,,,,,257.7,\n2707,100.87,34.43,5.88,147.85,235.03,87.18\n2708,,,,111.34,,\n2709,,,,,,15.84\n2710,,,,93.28,,\n2711,,,,,65.6,\n2712,,,,,50.99,\n2713,,,,,,5.44\n2714,,,,,71.9,\n2715,,,,,,36.61\n2716,48.05,,,,,\n2717,,,4.31,,,\n2718,,,,,40.0,\n2719,,,,,26.99,\n2720,,,4.01,,,\n2721,,,,,,5.45\n2722,,,,18.97,,\n2723,,,4.37,,,\n2724,,,,,26.24,\n2725,,,,,,5.09\n2726,,,,,,5.61\n2727,,,,,67.48,\n2728,47.39,,,,,\n2729,,,,130.2,,\n2730,,,,,91.96,\n2731,,,,65.52,,\n2732,,,5.28,,,\n2733,,,,80.86,,\n2734,,13.32,,,,\n2735,46.81,,,,,\n2736,,,,,54.91,\n2737,,,4.41,,,\n2738,,13.03,,,,\n2739,,22.08,,,,\n2740,,,,,,8.07\n2741,,28.43,,,,\n2742,,,,23.54,,\n2743,,,,,26.39,\n2744,,9.08,,,,\n2745,,,4.65,,,\n2746,,,4.75,,,\n2747,38.04,,,,,\n2748,,,,,30.5,\n2749,34.62,,,,,\n2750,,,,31.9,,\n2751,,,,,41.45,\n2752,,,4.42,,,\n2753,,,,,,5.15\n2754,,,5.0,,,\n2755,,,5.16,,,\n2756,,,4.78,,,\n2757,,,,,,4.31\n2758,,,,14.2,,\n2759,,,,,20.99,\n2760,,,5.39,,,\n2761,38.65,,,,,\n2762,,16.08,,,,\n2763,44.96,,,,,\n2764,56.91,36.12,6.65,53.63,68.23,14.6\n2765,,,,41.75,,\n2766,60.94,,,,,\n2767,,19.54,,,,\n2768,,,4.12,,,\n2769,,,4.25,,,\n2770,,,,22.31,,\n2771,36.41,,,,,\n2772,,,,25.74,,\n2773,,,,23.7,,\n2774,40.24,,,,,\n2775,,7.03,,,,\n2776,,,,71.01,,\n2777,,,,,,4.79\n2778,59.06,,,,,\n2779,,,,26.7,,\n2780,,16.84,,,,\n2781,,,,,,4.25\n2782,,,4.03,,,\n2783,,,,24.58,,\n2784,,,,34.96,,\n2785,,,5.4,,,\n2786,,,6.09,,,\n2787,,,,95.11,,\n2788,,52.12,,,,\n2789,49.89,,,,,\n2790,,,,,25.69,\n2791,,,4.17,,,\n2792,,,,,14.33,\n2793,42.48,,,,,\n2794,,,,13.11,,\n2795,39.22,,,,,\n2796,36.76,,,,,\n2797,29.14,,,,,\n2798,,,,80.0,,\n2799,,6.38,,,,\n2800,50.92,,,,,\n2801,,7.24,,,,\n2802,,,,124.64,,\n2803,,,,100.04,,\n2804,,,,,,11.59\n2805,,,,,109.74,\n2806,51.11,,,,,\n2807,49.98,,,,,\n2808,,,,54.45,,\n2809,,,,70.14,,\n2810,,,,,,72.35\n2811,,33.56,,,,\n2812,,,,89.22,,\n2813,,,,,73.91,\n2814,,,,,,7.7\n2815,,,,23.27,,\n2816,,,,,,5.69\n2817,,,4.95,,,\n2818,,,,,28.85,\n2819,,,,,23.14,\n2820,,,,,,5.48\n2821,,5.78,,,,\n2822,,,4.67,,,\n2823,,6.95,,,,\n2824,55.71,,,,,\n2825,,,9.02,,,\n2826,,,,,124.07,\n2827,,28.65,,,,\n2828,62.59,,,,,\n2829,,,,,,6.27\n2830,57.84,,,,,\n2831,,,,38.54,,\n2832,,,,39.26,,\n2833,,,,,,11.99\n2834,,,5.32,,,\n2835,,,5.45,,,\n2836,,,,,114.14,\n2837,,46.96,,,,\n2838,,,,49.2,,\n2839,43.74,,,,,\n2840,,,,17.82,,\n2841,40.83,,,,,\n2842,,,,20.37,,\n2843,,,5.76,,,\n2844,,,,,,6.13\n2845,,,,,35.46,\n2846,,,,,,6.61\n2847,,,,,77.81,\n2848,,,,59.79,,\n2849,,,,,59.91,\n2850,,,,,,4.82\n2851,,11.56,,,,\n2852,,,,,,4.68\n2853,48.37,,,,,\n2854,,,,38.25,,\n2855,49.54,,,,,\n2856,,,7.95,,,\n2857,,,,56.44,,\n2858,,,4.84,,,\n2859,,24.49,,,,\n2860,,,,,,5.57\n2861,,,4.57,,,\n2862,,,,,19.47,\n2863,,,,,23.67,\n2864,,7.06,,,,\n2865,,7.07,,,,\n2866,,,4.38,,,\n2867,,,,79.38,,\n2868,,,,,,5.55\n2869,,17.44,,,,\n2870,,18.47,,,,\n2871,,,,,,4.72\n2872,,,,,30.25,\n2873,,,,,33.48,\n2874,,,,,32.11,\n2875,22.46,,,,,\n2876,,,,,,4.33\n2877,,,,,,4.65\n2878,,,,55.68,,\n2879,,,,,83.73,\n2880,,,4.36,,,\n2881,,,,30.23,,\n2882,,,,27.74,,\n2883,47.9,,,,,\n2884,,,3.89,,,\n2885,,,,,25.18,\n2886,,,3.93,,,\n2887,,13.24,,,,\n2888,,,,,26.86,\n2889,,,,,,6.62\n2890,,,,,,5.41\n2891,56.45,,,,,\n2892,,,,155.12,,\n2893,,,,,259.41,\n2894,,,5.33,,,\n2895,,38.14,,,,\n2896,,,6.0,,,\n2897,,,,,98.89,\n2898,,24.98,,,,\n2899,,57.59,,,,\n2900,54.76,,,,,\n2901,,30.87,,,,\n2902,,,4.32,,,\n2903,,14.03,,,,\n2904,,11.62,,,,\n2905,33.13,,,,,\n2906,,,,,,5.98\n2907,,,,,,6.32\n2908,,,,,36.8,\n2909,36.77,,,,,\n2910,,,,,140.2,\n2911,46.82,,,,,\n2912,,,,,,55.79\n2913,,,,,,14.71\n2914,,35.85,,,,\n2915,63.83,,,,,\n2916,64.3,,,,,\n2917,,16.2,,,,\n2918,,21.25,,,,\n2919,,,,36.04,,\n2920,,,4.74,,,\n2921,,,,,,15.53\n2922,,,,,,7.71\n2923,,,5.34,,,\n2924,,,4.67,,,\n2925,,,4.01,,,\n2926,,,,,,6.04\n2927,,,,,19.27,\n2928,,,3.79,,,\n2929,68.16,31.17,3.8,21.07,26.6,5.53\n2930,,,3.94,,,\n2931,58.59,14.78,3.64,60.87,69.5,8.63\n2932,,8.93,,,,\n2933,,29.12,,,,\n2934,,,,,,4.6\n2935,,,,,38.73,\n2936,64.95,,,,,\n2937,65.49,,,,,\n2938,,37.07,,,,\n2939,,31.01,,,,\n2940,,,,,,4.6\n2941,56.21,,,,,\n2942,,,,,,21.11\n2943,,,3.7,,,\n2944,53.99,,,,,\n2945,,,3.28,,,\n2946,,32.69,,,,\n2947,,,,14.83,,\n2948,,,4.11,,,\n2949,,,,,,5.44\n2950,,9.34,,,,\n2951,,,,,,5.11\n2952,,,,,,4.78\n2953,,,1.87,,,\n2954,,,,28.47,,\n2955,,,,27.87,,\n2956,,,,,33.14,\n2957,,,4.09,,,\n2958,47.03,,,,,\n2959,46.1,,,,,\n2960,,,,9.99,,\n2961,,23.07,,,,\n2962,,,,,,4.46\n2963,,,,29.68,,\n2964,,37.16,,,,\n2965,,,3.88,,,\n2966,53.42,50.96,3.53,15.18,21.13,5.95\n2967,,,,,19.24,\n2968,,,,10.74,,\n2969,,,,,16.78,\n2970,,,,,16.45,\n2971,,20.9,,,,\n2972,68.59,,,,,\n2973,,15.56,,,,\n2974,,,,,,5.58\n2975,,,,,44.03,\n2976,,,3.52,,,\n2977,,,,28.39,,\n2978,,,,,,4.67\n2979,,,,,38.94,\n2980,,,3.06,,,\n2981,34.16,,,,,\n2982,,,,15.45,,\n2983,,,,,14.93,\n2984,,,,9.75,,\n2985,20.63,,,,,\n2986,,,,,,4.54\n2987,,,,17.95,,\n2988,,,,21.97,,\n2989,36.07,,,,,\n2990,,,,27.76,,\n2991,,,,27.64,,\n2992,26.96,,,,,\n2993,,,2.55,,,\n2994,,,,89.3,,\n2995,,29.4,,,,\n2996,29.7,,,,,\n2997,,12.88,,,,\n2998,,,,,,11.62\n2999,,,,64.57,,\n3000,,11.06,,,,\n3001,,,2.31,,,\n3002,,,2.54,,,\n3003,,,,,,5.92\n3004,,20.03,,,,\n3005,,,,34.45,,\n3006,,,2.29,,,\n3007,44.8,,,,,\n3008,33.96,,,,,\n3009,,24.15,,,,\n3010,,15.35,,,,\n3011,,,,47.14,,\n3012,,,,,45.14,\n3013,,,,28.11,,\n3014,,,,18.94,,\n3015,,17.76,,,,\n3016,,,,,63.68,\n3017,,,,,103.16,\n3018,49.8,,,,,\n3019,39.06,,,,,\n3020,,,,106.53,,\n3021,,,,,,47.84\n3022,,,,76.61,,\n3023,,,,52.58,,\n3024,,,,,51.32,\n3025,,,,,,6.23\n3026,,,2.18,,,\n3027,,,,,82.71,\n3028,,,,77.31,,\n3029,,51.07,,,,\n3030,,,2.27,,,\n3031,41.13,,,,,\n3032,,,,,30.67,\n3033,,,1.98,,,\n3034,,,1.81,,,\n3035,,,2.0,,,\n3036,,,,,,4.95\n3037,,,,133.45,,\n3038,,,,,,30.24\n3039,,,,17.03,,\n3040,27.62,,,,,\n3041,,8.64,,,,\n3042,,,,,,5.59\n3043,37.71,,,,,\n3044,,30.19,,,,\n3045,,,,32.56,,\n3046,42.99,,,,,\n3047,42.98,,,,,\n3048,,,,,,5.96\n3049,,,2.48,,,\n3050,,,,,33.87,\n3051,,21.59,,,,\n3052,,,,,,5.43\n3053,,29.78,,,,\n3054,,,1.88,,,\n3055,,,,,,15.36\n3056,,,,,,16.63\n3057,,,1.69,,,\n3058,34.56,,,,,\n3059,,,,,,5.38\n3060,,17.19,,,,\n3061,,10.87,,,,\n3062,23.5,,,,,\n3063,39.73,,,,,\n3064,,,3.96,,,\n3065,,,3.91,,,\n3066,,,,50.47,,\n3067,,,,57.21,,\n3068,,,,33.73,,\n3069,,5.77,,,,\n3070,,,,,27.49,\n3071,55.11,,,,,\n3072,,,,16.67,,\n3073,,22.88,,,,\n3074,36.61,,,,,\n3075,,19.2,,,,\n3076,31.74,,,,,\n3077,,,,,22.25,\n3078,24.18,,,,,\n3079,,,1.83,,,\n3080,,23.5,,,,\n3081,,,,17.56,,\n3082,,,,15.8,,\n3083,19.49,,,,,\n3084,25.31,,,,,\n3085,46.74,,,,,\n3086,33.27,,,,,\n3087,,,2.61,,,\n3088,34.54,,,,,\n3089,,,,84.32,,\n3090,54.84,11.89,2.4,66.18,75.82,9.64\n3091,,,,,,34.49\n3092,,,3.86,,,\n3093,,,,,,8.92\n3094,,35.71,,,,\n3095,,,,35.04,,\n3096,37.35,,,,,\n3097,,,,,30.26,\n3098,28.62,,,,,\n3099,,,,24.64,,\n3100,,,,,48.74,\n3101,,25.92,,,,\n3102,,,3.17,,,\n3103,,,,,77.1,\n3104,,,,,,15.42\n3105,,,,,,7.35\n3106,,,2.84,,,\n3107,,,,,,6.08\n3108,,,,17.69,,\n3109,,,,,,5.92\n3110,,9.94,,,,\n3111,,7.29,,,,\n3112,,7.69,,,,\n3113,40.61,,,,,\n3114,,,,,,5.85\n3115,45.28,,,,,\n3116,,,3.48,,,\n3117,,,,,27.49,\n3118,,18.01,,,,\n3119,49.91,,,,,\n3120,35.15,,,,,\n3121,,,2.67,,,\n3122,41.01,,,,,\n3123,,,,16.92,,\n3124,,,2.98,,,\n3125,22.66,,,,,\n3126,,,,,21.4,\n3127,,,,,,5.91\n3128,30.24,,,,,\n3129,37.66,,,,,\n3130,63.87,,,,,\n3131,,,,,137.19,\n3132,,,,,98.93,\n3133,,,,,,19.37\n3134,,,,,49.81,\n3135,,25.32,,,,\n3136,,,,18.41,,\n3137,40.06,,,,,\n3138,,,3.47,,,\n3139,,,,,,4.26\n3140,,5.18,,,,\n3141,,6.79,,,,\n3142,,,,,92.52,\n3143,,15.09,,,,\n3144,,,,,,20.21\n3145,,,,,44.58,\n3146,,,,,21.91,\n3147,,16.98,,,,\n3148,,,,12.1,,\n3149,,,,,,5.65\n3150,27.94,,,,,\n3151,,,3.63,,,\n3152,,,3.82,,,\n3153,40.86,,,,,\n3154,,7.4,,,,\n3155,,,,,,203.07\n3156,,31.41,,,,\n3157,,,,114.99,,\n3158,,37.54,,,,\n3159,,,,,,29.76\n3160,,22.44,,,,\n3161,81.73,,,,,\n3162,,,4.22,,,\n3163,,,,,51.99,\n3164,55.93,16.91,4.83,53.2,59.05,5.85\n3165,,18.01,,,,\n3166,,13.06,,,,\n3167,,41.73,,,,\n3168,56.95,,,,,\n3169,,,,,,37.46\n3170,,35.34,,,,\n3171,,20.76,,,,\n3172,,,,13.28,,\n3173,,,,,,5.3\n3174,,,,,,5.91\n3175,28.82,8.58,5.67,20.47,26.21,5.74\n3176,,,,30.03,,\n3177,,,,,108.76,\n3178,,,,,187.82,\n3179,,,,132.92,,\n3180,,,,,,18.65\n3181,,15.52,,,,\n3182,,,,,174.69,\n3183,,,5.69,,,\n3184,,,,,52.51,\n3185,,,,34.58,,\n3186,,,,35.99,,\n3187,,,,,,5.02\n3188,,,,37.87,,\n3189,,,,,,23.49\n3190,,,5.37,,,\n3191,71.9,,,,,\n3192,,,,,150.21,\n3193,,54.86,,,,\n3194,,,5.59,,,\n3195,,,,,,12.95\n3196,56.46,,,,,\n3197,,,5.76,,,\n3198,,,,17.68,,\n3199,32.47,,,,,\n3200,,,,25.29,,\n3201,32.05,,,,,\n3202,,6.28,,,,\n3203,,,,,283.79,\n3204,,9.43,,,,\n3205,,,,156.29,,\n3206,,,,,168.84,\n3207,24.48,,,,,\n3208,,,,73.67,,\n3209,,,,,71.84,\n3210,,,,,,8.18\n3211,,,,37.06,,\n3212,,,,40.6,,\n3213,,,,109.71,,\n3214,82.66,,,,,\n3215,,74.17,,,,\n3216,,,6.99,,,\n3217,,31.37,,,,\n3218,,,,,52.91,\n3219,,,,,22.85,\n3220,,,,15.74,,\n3221,,,,,,9.07\n3222,,,6.59,,,\n3223,,,,,48.85,\n3224,,,6.02,,,\n3225,,,,,,158.43\n3226,,,,176.45,,\n3227,,,5.94,,,\n3228,,,,118.67,,\n3229,,,4.76,,,\n3230,,,,,104.44,\n3231,,,,64.52,,\n3232,,,,40.34,,\n3233,,,,,,7.75\n3234,49.11,,,,,\n3235,,,3.94,,,\n3236,,,,49.48,,\n3237,,,4.57,,,\n3238,,41.87,,,,\n3239,,,7.29,,,\n3240,78.03,,,,,\n3241,,,,,,32.31\n3242,,,5.5,,,\n3243,47.12,17.78,5.63,23.0,32.3,9.3\n3244,,,,,24.31,\n3245,,,,,,9.68\n3246,,,,18.17,,\n3247,,15.28,,,,\n3248,,,,,,19.31\n3249,,,4.73,,,\n3250,,,,,,19.77\n3251,,,,43.58,,\n3252,,,5.91,,,\n3253,,,,83.56,,\n3254,,,6.58,,,\n3255,,,5.42,,,\n3256,,,,,55.93,\n3257,,36.41,,,,\n3258,,20.6,,,,\n3259,,,,,,8.57\n3260,,,4.95,,,\n3261,,,,66.35,,\n3262,,,,,111.29,\n3263,,,,64.21,,\n3264,,,,,,22.08\n3265,,,4.79,,,\n3266,,,,,,10.44\n3267,51.22,,,,,\n3268,,7.87,,,,\n3269,,,,,,8.4\n3270,,,,,,7.61\n3271,,,,27.53,,\n3272,,,,,,185.35\n3273,,,,,347.78,\n3274,,,5.04,,,\n3275,,,,,98.42,\n3276,,27.41,,,,\n3277,,35.59,,,,\n3278,,,,,70.11,\n3279,,,5.1,,,\n3280,,,4.68,,,\n3281,,,4.63,,,\n3282,,24.43,,,,\n3283,56.01,,,,,\n3284,,,4.63,,,\n3285,79.52,,,,,\n3286,,,,117.57,,\n3287,,,,,,23.59\n3288,69.7,,,,,\n3289,,,,,21.6,\n3290,48.05,,,,,\n3291,,,5.08,,,\n3292,,23.92,,,,\n3293,,,4.99,,,\n3294,,,,41.5,,\n3295,,11.5,,,,\n3296,73.94,,,,,\n3297,,13.59,,,,\n3298,30.5,,,,,\n3299,,,,,338.51,\n3300,,,,,,90.54\n3301,104.96,,,,,\n3302,,,,,108.58,\n3303,,,,63.47,,\n3304,68.74,21.16,4.53,51.09,61.08,9.99\n3305,,,4.17,,,\n3306,60.76,,,,,\n3307,,41.27,,,,\n3308,,,,,181.58,\n3309,,,,,202.35,\n3310,70.31,,,,,\n3311,,,,53.06,,\n3312,72.79,,,,,\n3313,,,3.88,,,\n3314,,,3.89,,,\n3315,,,,,74.76,\n3316,,,4.08,,,\n3317,,,,,197.3,\n3318,63.64,,,,,\n3319,,,5.45,,,\n3320,,,,121.57,,\n3321,,,,,,55.23\n3322,,,,,115.52,\n3323,,,,,,16.4\n3324,,,,,60.9,\n3325,,26.06,,,,\n3326,,,3.63,,,\n3327,,17.87,,,,\n3328,,,,126.57,,\n3329,,,,65.73,,\n3330,,,,89.7,,\n3331,57.81,,,,,\n3332,,,,,61.2,\n3333,46.97,22.88,3.8,27.8,39.32,11.52\n3334,48.72,,,,,\n3335,,,,24.15,,\n3336,,,,,29.61,\n3337,,,,18.13,,\n3338,,11.89,,,,\n3339,,,,118.97,,\n3340,93.24,,,,,\n3341,17.21,,,,,\n3342,,,,27.1,,\n3343,,,,,23.74,\n3344,,,,18.09,,\n3345,92.06,,,,,\n3346,,,,,39.75,\n3347,,,,,44.05,\n3348,,20.77,,,,\n3349,,,4.07,,,\n3350,,,4.04,,,\n3351,,,,64.91,,\n3352,,,,106.39,,\n3353,,,,,,73.44\n3354,,56.46,,,,\n3355,,67.11,,,,\n3356,,,5.28,,,\n3357,,43.33,,,,\n3358,,17.15,,,,\n3359,,,,,41.14,\n3360,,,,,,15.71\n3361,,,,,,12.22\n3362,,,,,,28.75\n3363,,,,,113.9,\n3364,,,,,156.92,\n3365,,,,,,14.07\n3366,51.82,,,,,\n3367,,,,14.08,,\n3368,40.83,,,,,\n3369,,,,,,8.23\n3370,,,,,28.71,\n3371,,,2.11,,,\n3372,38.02,,,,,\n3373,,,,,,53.85\n3374,,,,,,28.21\n3375,,11.78,,,,\n3376,40.56,,,,,\n3377,,,,,32.66,\n3378,39.26,,,,,\n3379,27.09,,,,,\n3380,,,2.73,,,\n3381,,,2.9,,,\n3382,,,,,,8.91\n3383,,,,,51.75,\n3384,,7.41,,,,\n3385,,,,,53.2,\n3386,,,,,57.09,\n3387,,,,60.16,,\n3388,47.93,,,,,\n3389,,,,28.62,,\n3390,,,,,34.56,\n3391,,,,,30.63,\n3392,,,,,51.62,\n3393,,,,54.79,,\n3394,,,,,67.28,\n3395,,,,,,14.46\n3396,,,,25.32,,\n3397,,20.21,,,,\n3398,,,2.94,,,\n3399,,,,,,9.71\n3400,,,,,,10.29\n3401,,,,21.69,,\n3402,31.16,,,,,\n3403,22.86,,,,,\n3404,,,,,40.86,\n3405,26.4,17.88,2.78,43.95,54.58,10.63\n3406,31.28,,,,,\n3407,,,,44.03,,\n3408,,,,85.91,,\n3409,,,,,,9.32\n3410,,,2.3,,,\n3411,41.71,,,,,\n3412,,30.82,,,,\n3413,47.32,,,,,\n3414,,,,15.94,,\n3415,,17.52,,,,\n3416,,13.27,,,,\n3417,,,2.63,,,\n3418,,,,,46.46,\n3419,,,,,44.24,\n3420,,,,,,15.21\n3421,,,,,88.05,\n3422,,,,,,32.01\n3423,,,,,92.95,\n3424,,,,,,15.95\n3425,,,,45.03,,\n3426,,,,,,6.77\n3427,,,,,17.44,\n3428,,14.07,,,,\n3429,36.41,,,,,\n3430,,,2.0,,,\n3431,,,,,40.16,\n3432,,,2.31,,,\n3433,,23.35,,,,\n3434,42.96,,,,,\n3435,28.78,,,,,\n3436,,,,10.27,,\n3437,,15.42,,,,\n3438,,,,13.62,,\n3439,,,,,28.21,\n3440,,7.67,,,,\n3441,,,,,,8.01\n3442,,,,,39.18,\n3443,,,,32.89,,\n3444,,13.85,,,,\n3445,,,,,,7.5\n3446,,,,,26.18,\n3447,,,,,26.84,\n3448,,,2.8,,,\n3449,,,,,22.82,\n3450,22.3,,,,,\n3451,,8.99,,,,\n3452,,,,9.23,,\n3453,15.95,,,,,\n3454,,6.8,,,,\n3455,23.49,,,,,\n3456,31.04,,,,,\n3457,26.89,,,,,\n3458,,,,,,8.09\n3459,,,,,,7.67\n3460,62.62,,,,,\n3461,,,,,120.72,\n3462,,,,,58.07,\n3463,,,,,,4.4\n3464,,,3.01,,,\n3465,,,,,,4.1\n3466,,,3.11,,,\n3467,,,2.83,,,\n3468,,,3.31,,,\n3469,66.09,,,,,\n3470,,,2.77,,,\n3471,,,,,,124.84\n3472,76.92,26.43,2.19,117.33,156.56,39.23\n3473,,41.3,,,,\n3474,,,,92.1,,\n3475,,,,77.8,,\n3476,75.11,,,,,\n3477,76.87,,,,,\n3478,,36.26,,,,\n3479,,35.66,,,,\n3480,,,2.3,,,\n3481,,,,110.81,,\n3482,,,,,163.79,\n3483,,79.56,,,,\n3484,83.28,,,,,\n3485,,,,22.35,,\n3486,,,,,25.48,\n3487,,,5.03,,,\n3488,,14.71,,,,\n3489,36.45,,,,,\n3490,45.0,,,,,\n3491,,,5.6,,,\n3492,,,,,89.54,\n3493,71.33,,,,,\n3494,,,,,62.36,\n3495,,,,,77.8,\n3496,,,,,,32.45\n3497,,,,,,15.54\n3498,,,,,,11.05\n3499,,,3.36,,,\n3500,,,,,37.64,\n3501,,,3.31,,,\n3502,,31.8,,,,\n3503,,,,,147.52,\n3504,60.8,,,,,\n3505,,,,55.44,,\n3506,,,,,,16.03\n3507,,,,,,9.26\n3508,56.13,,,,,\n3509,,,3.62,,,\n3510,,,,,,3.29\n3511,,,,,,3.23\n3512,,,,38.09,,\n3513,,9.27,,,,\n3514,,,,,,118.03\n3515,,,4.9,,,\n3516,,,,,,171.15\n3517,98.37,,,,,\n3518,,,,,201.2,\n3519,,,,,,40.7\n3520,93.15,,,,,\n3521,,,,,29.74,\n3522,44.83,,,,,\n3523,31.35,,,,,\n3524,,,,,89.33,\n3525,52.84,,,,,\n3526,,,,,,0.86\n3527,37.45,,,,,\n3528,30.21,,,,,\n3529,,,,,,1.31\n3530,,,,30.44,,\n3531,,7.63,,,,\n3532,,,,31.85,,\n3533,,,,,,18.02\n3534,,12.63,,,,\n3535,,,,,182.62,\n3536,,,,,,32.55\n3537,38.21,,,,,\n3538,,,3.5,,,\n3539,,10.04,,,,\n3540,,,3.68,,,\n3541,,,3.65,,,\n3542,34.28,,,,,\n3543,,,,,58.5,\n3544,,7.67,,,,\n3545,64.51,,,,,\n3546,,,3.97,,,\n3547,,,,145.63,,\n3548,,,4.05,,,\n3549,,,,,,59.39\n3550,,37.19,,,,\n3551,70.07,,,,,\n3552,,,3.22,,,\n3553,55.78,,,,,\n3554,,,,,,7.34\n3555,,,,82.3,,\n3556,67.19,,,,,\n3557,46.45,,,,,\n3558,,,,,194.85,\n3559,,,,,122.18,\n3560,73.56,,,,,\n3561,,,,,25.44,\n3562,,,,,,3.42\n3563,,,,,,3.99\n3564,39.91,,,,,\n3565,,7.92,,,,\n3566,,,,,,45.84\n3567,72.42,,,,,\n3568,,,,,323.72,\n3569,,,4.92,,,\n3570,,,,,,77.16\n3571,,,,108.21,,\n3572,,,,,,42.02\n3573,85.98,,,,,\n3574,,,2.86,,,\n3575,,,2.91,,,\n3576,,,,,82.72,\n3577,61.29,,,,,\n3578,,14.42,,,,\n3579,,,4.0,,,\n3580,,,,,,132.56\n3581,,,,,,128.3\n3582,81.13,,,,,\n3583,,,,,185.93,\n3584,79.74,,,,,\n3585,,,,,,4.53\n3586,,25.9,,,,\n3587,,,,,34.07,\n3588,,,,,,1.87\n3589,,,3.81,,,\n3590,,,,,,196.55\n3591,,,,,466.3,\n3592,51.53,,,,,\n3593,,,,,,142.96\n3594,49.75,,,,,\n3595,,,4.31,,,\n3596,,,,,168.8,\n3597,,43.2,,,,\n3598,,,,,84.4,\n3599,,,2.2,,,\n3600,,,2.19,,,\n3601,,,,73.35,,\n3602,,,,,81.74,\n3603,,,,,,28.51\n3604,,,,,88.56,\n3605,,55.91,,,,\n3606,,,,85.87,,\n3607,,,4.6,,,\n3608,45.66,,,,,\n3609,,17.96,,,,\n3610,,,,,82.75,\n3611,,,,,,8.24\n3612,70.73,,,,,\n3613,71.51,,,,,\n3614,70.85,,,,,\n3615,,,,178.02,,\n3616,,15.37,,,,\n3617,56.47,,,,,\n3618,,,,,,144.28\n3619,,,,,,83.61\n3620,,,,,,40.57\n3621,,,,,163.69,\n3622,85.9,,,,,\n3623,75.13,,,,,\n3624,,,,,,16.68\n3625,,15.15,,,,\n3626,,,,,,40.21\n3627,,,,129.58,,\n3628,74.7,,,,,\n3629,,,,,184.83,\n3630,,,,,,20.22\n3631,,,,29.79,,\n3632,,,8.17,,,\n3633,,,,21.24,,\n3634,,,6.32,,,\n3635,,,,,31.54,\n3636,29.91,,,,,\n3637,,8.61,,,,\n3638,,,,,52.68,\n3639,,,,42.84,,\n3640,,,,,,5.61\n3641,76.42,,,,,\n3642,,12.17,,,,\n3643,89.62,,,,,\n3644,,,,,175.06,\n3645,,,,,133.64,\n3646,,,,,126.18,\n3647,,,4.04,,,\n3648,77.48,37.95,3.87,67.36,77.61,10.25\n3649,,39.77,,,,\n3650,,,,75.39,,\n3651,,32.34,,,,\n3652,,,,,68.63,\n3653,41.53,,,,,\n3654,,,4.13,,,\n3655,,,,100.74,,\n3656,,,,,,1.53\n3657,,18.77,,,,\n3658,,,,,23.74,\n3659,,10.5,,,,\n3660,,,,15.99,,\n3661,,,,,70.01,\n3662,,,,,,39.92\n3663,35.71,,,,,\n3664,,,,31.64,,\n3665,,,,23.33,,\n3666,,25.26,,,,\n3667,,,,,,5.8\n3668,,12.18,,,,\n3669,,,,,32.07,\n3670,,,,,171.14,\n3671,,,,158.18,,\n3672,,,,,255.12,\n3673,,,,,282.52,\n3674,,,,107.2,,\n3675,,,,,,69.74\n3676,,,,,,36.66\n3677,,,,,,23.03\n3678,,,,,,16.69\n3679,,,2.97,,,\n3680,,,,,,8.24\n3681,,,,50.76,,\n3682,,,,63.28,,\n3683,,,,106.87,,\n3684,,,,125.89,,\n3685,,,,,230.12,\n3686,,,5.78,,,\n3687,71.0,,,,,\n3688,,48.19,,,,\n3689,49.1,,,,,\n3690,,18.79,,,,\n3691,47.94,,,,,\n3692,,,,,35.41,\n3693,,,,,,13.91\n3694,,,,,,91.05\n3695,,,,164.42,,\n3696,52.12,,,,,\n3697,,,,182.37,,\n3698,,,,,265.43,\n3699,,,4.31,,,\n3700,57.36,,,,,\n3701,,,,,104.4,\n3702,,,2.46,,,\n3703,77.22,,,,,\n3704,68.47,,,,,\n3705,,22.34,,,,\n3706,,,2.28,,,\n3707,,,,,,116.24\n3708,72.86,,,,,\n3709,,,,116.03,,\n3710,,,,133.91,,\n3711,,,,112.23,,\n3712,,,,55.03,,\n3713,,39.53,,,,\n3714,,,,,51.35,\n3715,,,,,,6.15\n3716,,,,89.35,,\n3717,,,,,572.33,\n3718,61.78,,,,,\n3719,75.2,,,,,\n3720,103.97,,,,,\n3721,,,,,375.77,\n3722,74.28,,,,,\n3723,,,,130.72,,\n3724,,24.43,,,,\n3725,,,,,,50.29\n3726,105.85,,,,,\n3727,100.19,,,,,\n3728,,,1.66,,,\n3729,,37.15,,,,\n3730,,,,,174.0,\n3731,,,1.87,,,\n3732,,,2.45,,,\n3733,,49.2,,,,\n3734,,,,,329.17,\n3735,,,,181.35,,\n3736,,,,,,47.42\n3737,,,4.54,,,\n3738,,,,,,8.26\n3739,,,,48.45,,\n3740,,,,50.97,,\n3741,,27.78,,,,\n3742,,,6.24,,,\n3743,,,,,,209.32\n3744,,,,,321.85,\n3745,,63.75,,,,\n3746,,,,209.66,,\n3747,74.64,,,,,\n3748,,,,114.06,,\n3749,,,,85.07,,\n3750,,,,,118.44,\n3751,,35.8,,,,\n3752,,,,69.09,,\n3753,,,,,83.25,\n3754,,,,,162.02,\n3755,,,,,,3.84\n3756,,,,40.75,,\n3757,,,,,,13.77\n3758,,,,105.23,,\n3759,,,,,,11.13\n3760,,,,,,6.68\n3761,,,,,44.23,\n3762,,,,,68.47,\n3763,,,,,,86.34\n3764,,,4.11,,,\n3765,,31.46,,,,\n3766,62.12,,,,,\n3767,,,,169.64,,\n3768,,,5.69,,,\n3769,,,,,882.0,\n3770,,,5.97,,,\n3771,,,5.96,,,\n3772,,,,,574.55,\n3773,,,4.75,,,\n3774,88.34,,,,,\n3775,,,,122.52,,\n3776,,,,,231.0,\n3777,,54.74,,,,\n3778,,,,,279.56,\n3779,,,,,229.47,\n3780,,66.63,,,,\n3781,,53.8,,,,\n3782,,31.06,,,,\n3783,,,,37.03,,\n3784,,,,36.18,,\n3785,,,,,,7.09\n3786,,12.2,,,,\n3787,,,2.85,,,\n3788,,20.06,,,,\n3789,,,,,,264.46\n3790,,,,173.66,,\n3791,,,,,,98.9\n3792,,48.04,,,,\n3793,,,,,293.73,\n3794,82.76,,,,,\n3795,,52.88,,,,\n3796,,,,118.65,,\n3797,,,,,235.97,\n3798,,20.55,,,,\n3799,,,,,195.89,\n3800,,31.46,,,,\n3801,105.11,,,,,\n3802,,,,167.07,,\n3803,,,8.67,,,\n3804,,,,,,67.66\n3805,,,,42.94,,\n3806,,,,25.39,,\n3807,,,3.06,,,\n3808,,32.02,,,,\n3809,,,,24.4,,\n3810,,16.7,,,,\n3811,,,,,,13.19\n3812,,,,,82.16,\n3813,,,,66.5,,\n3814,77.69,,,,,\n3815,,,,,179.9,\n3816,,,,,63.5,\n3817,,,,,41.87,\n3818,,,,36.21,,\n3819,94.26,,,,,\n3820,,,2.52,,,\n3821,,,,,,2.24\n3822,,,,,,0.93\n3823,,,3.47,,,\n3824,,,,,,11.96\n3825,,,,,54.23,\n3826,,38.61,,,,\n3827,,,4.15,,,\n3828,,,,,27.41,\n3829,,,4.08,,,\n3830,,17.24,,,,\n3831,,11.86,,,,\n3832,,,,,32.55,\n3833,,8.54,,,,\n3834,,,3.31,,,\n3835,,,,,,79.53\n3836,,,3.97,,,\n3837,,,,,,78.13\n3838,,,,,,111.11\n3839,,,,,,54.35\n3840,,,,99.99,,\n3841,,,,,,49.74\n3842,56.11,,,,,\n3843,53.41,,,,,\n3844,,,,51.33,,\n3845,,47.71,,,,\n3846,,,2.35,,,\n3847,,,,,96.19,\n3848,,,,,114.95,\n3849,77.36,,,,,\n3850,,,,100.85,,\n3851,,,,119.49,,\n3852,,,,96.74,,\n3853,,,,,,17.4\n3854,58.85,,,,,\n3855,,,5.76,,,\n3856,,,5.12,,,\n3857,72.69,,,,,\n3858,,,,,,26.26\n3859,,,4.48,,,\n3860,33.3,,,,,\n3861,,,,,,107.43\n3862,,,,124.13,,\n3863,,29.46,,,,\n3864,,24.69,,,,\n3865,,47.12,,,,\n3866,,,4.89,,,\n3867,,,,169.77,,\n3868,,,,103.48,,\n3869,,,,,244.13,\n3870,,,,124.37,,\n3871,,,,101.78,,\n3872,,,4.75,,,\n3873,,,,58.67,,\n3874,,,,35.25,,\n3875,,,4.13,,,\n3876,90.57,,,,,\n3877,,,,202.53,,\n3878,,,,,454.34,\n3879,34.88,,,,,\n3880,34.88,,,,,\n3881,,,,,,187.22\n3882,65.62,,,,,\n3883,,,4.66,,,\n3884,,28.34,,,,\n3885,57.82,,,,,\n3886,,,,21.64,,\n3887,,,,24.77,,\n3888,55.18,,,,,\n3889,,,,,46.42,\n3890,,,,,98.72,\n3891,,13.79,,,,\n3892,,19.77,,,,\n3893,,,,117.35,,\n3894,,,,,,66.72\n3895,43.62,,,,,\n3896,,20.93,,,,\n3897,,,,,,53.89\n3898,,,,,,30.36\n3899,94.63,,,,,\n3900,,,5.8,,,\n3901,,,,,89.32,\n3902,,,,,,45.82\n3903,64.6,,,,,\n3904,,24.11,,,,\n3905,,,,,131.17,\n3906,,,,,131.15,\n3907,,,,71.37,,\n3908,,27.25,,,,\n3909,86.57,,,,,\n3910,,,,,59.76,\n3911,,,,,,3.2\n3912,35.24,,,,,\n3913,,,5.01,,,\n3914,29.68,,,,,\n3915,29.76,,,,,\n3916,,17.13,,,,\n3917,,,,41.2,,\n3918,31.41,,,,,\n3919,,,,,107.15,\n3920,,,,,,23.33\n3921,30.9,,,,,\n3922,,,,,,4.69\n3923,31.57,,,,,\n3924,,8.0,,,,\n3925,,7.6,,,,\n3926,,,,,88.14,\n3927,51.0,,,,,\n3928,,,,,524.3,\n3929,93.62,,,,,\n3930,,,,,193.99,\n3931,,,,,,48.41\n3932,,68.22,,,,\n3933,,,,,191.94,\n3934,,,4.73,,,\n3935,86.36,,,,,\n3936,,,,61.69,,\n3937,,,,,,32.1\n3938,,,,,108.71,\n3939,,,,,138.84,\n3940,,,,84.06,,\n3941,,,5.47,,,\n3942,,,,,154.93,\n3943,,50.28,,,,\n3944,,,,100.23,,\n3945,,,,64.52,,\n3946,,,5.32,,,\n3947,,,,,85.18,\n3948,62.25,,,,,\n3949,,,,,86.54,\n3950,,,5.73,,,\n3951,,,7.52,,,\n3952,,34.46,,,,\n3953,,,,,446.28,\n3954,,,7.65,,,\n3955,,,,320.56,,\n3956,,55.23,,,,\n3957,,,,,165.37,\n3958,,,3.2,,,\n3959,,,,50.31,,\n3960,,29.13,,,,\n3961,,,3.52,,,\n3962,46.53,,,,,\n3963,,,,,,2.19\n3964,,,,25.11,,\n3965,,18.09,,,,\n3966,,,,,38.52,\n3967,,,3.58,,,\n3968,,,,,,6.67\n3969,47.67,,,,,\n3970,,11.59,,,,\n3971,,,2.86,,,\n3972,,,,,,5.66\n3973,,,,33.18,,\n3974,,,,,,7.99\n3975,,,,48.74,,\n3976,,,,33.64,,\n3977,,,,,,5.55\n3978,,,,,52.72,\n3979,,,,46.19,,\n3980,,,3.54,,,\n3981,,,,,38.55,\n3982,,,4.44,,,\n3983,37.56,,,,,\n3984,73.01,,,,,\n3985,,33.32,,,,\n3986,27.86,,,,,\n3987,,20.93,,,,\n3988,,,,62.39,,\n3989,,46.41,,,,\n3990,,,5.11,,,\n3991,,,,22.74,,\n3992,,,,,,4.41\n3993,59.54,,,,,\n3994,,,,23.33,,\n3995,,,,27.01,,\n3996,,,5.87,,,\n3997,,,,,,4.88\n3998,,,6.09,,,\n3999,,,5.9,,,\n4000,56.15,,,,,\n4001,71.13,,,,,\n4002,,,,,,150.15\n4003,,,,,,42.69\n4004,,,,85.35,,\n4005,,,4.9,,,\n4006,57.49,,,,,\n4007,,58.15,,,,\n4008,,,,65.08,,\n4009,,,,,122.75,\n4010,,,,,,33.76\n4011,,,,,180.94,\n4012,56.24,,,,,\n4013,,53.89,,,,\n4014,,,,,,60.99\n4015,,,,,99.35,\n4016,,,,,68.48,\n4017,42.17,,,,,\n4018,,,7.21,,,\n4019,,,7.42,,,\n4020,,17.24,,,,\n4021,,,,,132.95,\n4022,,,7.96,,,\n4023,,,,188.36,,\n4024,,,,,344.95,\n4025,,,6.4,,,\n4026,,37.51,,,,\n4027,,,,,111.71,\n4028,,,,,87.66,\n4029,,45.45,,,,\n4030,,,,,70.29,\n4031,,23.65,,,,\n4032,,,,,68.85,\n4033,55.0,21.21,4.55,93.73,159.7,65.97\n4034,,,,,649.24,\n4035,79.9,,,,,\n4036,,,,141.03,,\n4037,87.17,,,,,\n4038,,42.56,,,,\n4039,,33.76,,,,\n4040,,,,,39.67,\n4041,,,,,,5.98\n4042,,,6.4,,,\n4043,,24.78,,,,\n4044,,,6.86,,,\n4045,,,6.62,,,\n4046,,,,,346.11,\n4047,,,,,294.29,\n4048,,,,,,72.33\n4049,,,,98.92,,\n4050,,,,,,45.91\n4051,,,4.72,,,\n4052,100.93,,,,,\n4053,,,,,72.03,\n4054,,,,,,13.61\n4055,,34.1,,,,\n4056,,,,,153.43,\n4057,,,,,,67.12\n4058,86.6,,,,,\n4059,,,,,,7.75\n4060,,,4.77,,,\n4061,,,,,26.01,\n4062,68.56,,,,,\n4063,71.24,,,,,\n4064,,32.52,,,,\n4065,,,,67.1,,\n4066,,,4.11,,,\n4067,61.08,,,,,\n4068,,,,,,3.94\n4069,,,,,,3.33\n4070,,,,,31.95,\n4071,,,,,,1.05\n4072,,,5.96,,,\n4073,44.02,,,,,\n4074,,15.65,,,,\n4075,,,,,14.72,\n4076,,,5.54,,,\n4077,,,,,35.03,\n4078,,21.38,,,,\n4079,,,,,,1.84\n4080,,,5.55,,,\n4081,36.32,,,,,\n4082,21.48,,,,,\n4083,,,,,38.66,\n4084,,,,,,9.98\n4085,,17.1,,,,\n4086,,,,,35.3,\n4087,,,,,,3.54\n4088,,10.26,,,,\n4089,21.9,,,,,\n4090,,,,,77.3,\n4091,,,,,69.36,\n4092,,,5.4,,,\n4093,,,,86.4,,\n4094,,,,,106.59,\n4095,,,,,,11.29\n4096,,20.28,,,,\n4097,24.66,,,,,\n4098,,16.54,,,,\n4099,,,,,,4.74\n4100,,,,,92.46,\n4101,28.4,,,,,\n4102,,,,,185.25,\n4103,,,,112.62,,\n4104,,,,,,57.04\n4105,,,,107.54,,\n4106,,,,,,56.64\n4107,,,,97.39,,\n4108,,48.64,,,,\n4109,,,7.11,,,\n4110,,66.34,,,,\n4111,,,6.62,,,\n4112,,,,125.52,,\n4113,,,,,,38.59\n4114,,,,,49.44,\n4115,,44.6,,,,\n4116,,,,31.24,,\n4117,,22.94,,,,\n4118,,,4.45,,,\n4119,,,,,20.11,\n4120,,,,16.88,,\n4121,,,,14.91,,\n4122,,6.67,,,,\n4123,22.42,,,,,\n4124,,,4.74,,,\n4125,,,,72.82,,\n4126,,10.4,,,,\n4127,,19.04,,,,\n4128,,,,22.56,,\n4129,,,,,,2.86\n4130,,,,,25.53,\n4131,13.62,,,,,\n4132,12.42,,,,,\n4133,,,,41.5,,\n4134,,,,,109.46,\n4135,,,,112.01,,\n4136,,,,,,54.07\n4137,,33.48,,,,\n4138,47.31,,,,,\n4139,,,5.44,,,\n4140,,,,,139.98,\n4141,53.68,,,,,\n4142,,,,,113.92,\n4143,,27.9,,,,\n4144,,,4.31,,,\n4145,45.13,,,,,\n4146,,,4.18,,,\n4147,,,,,139.35,\n4148,44.86,,,,,\n4149,,27.35,,,,\n4150,,41.18,,,,\n4151,78.81,,,,,\n4152,89.43,,,,,\n4153,71.94,,,,,\n4154,,39.07,,,,\n4155,,,,,43.05,\n4156,,,,,43.53,\n4157,,,,,55.39,\n4158,,11.54,,,,\n4159,,,,,493.01,\n4160,,47.23,,,,\n4161,,,,326.55,,\n4162,,,6.08,,,\n4163,,62.25,,,,\n4164,,63.23,,,,\n4165,,66.14,,,,\n4166,,53.31,,,,\n4167,,,,65.06,,\n4168,,,4.68,,,\n4169,,,4.68,,,\n4170,,,,117.19,,\n4171,54.74,,,,,\n4172,70.4,,,,,\n4173,,,,,,85.25\n4174,,,,,,54.76\n4175,,,,,,19.59\n4176,71.36,,,,,\n4177,,,,,65.18,\n4178,,,5.39,,,\n4179,22.8,,,,,\n4180,,,,43.98,,\n4181,22.11,,,,,\n4182,,14.99,,,,\n4183,,16.86,,,,\n4184,28.86,,,,,\n4185,33.39,,,,,\n4186,,,,,,24.13\n4187,,,,,102.73,\n4188,31.75,,,,,\n4189,27.37,,,,,\n4190,,12.87,,,,\n4191,24.05,,,,,\n4192,,,,,,5.53\n4193,38.35,,,,,\n4194,,19.12,,,,\n4195,,,5.81,,,\n4196,,,,,121.27,\n4197,,,,,,48.05\n4198,,,,,,23.24\n4199,43.68,,,,,\n4200,,,,,,36.2\n4201,,,,,,46.31\n4202,49.43,,,,,\n4203,,,6.03,,,\n4204,70.11,,,,,\n4205,,,,99.92,,\n4206,,,7.01,,,\n4207,,,,,,53.95\n4208,,,,,,68.73\n4209,,46.53,,,,\n4210,,36.72,,,,\n4211,31.26,,,,,\n4212,25.56,,,,,\n4213,18.84,,,,,\n4214,,16.65,,,,\n4215,,,,,54.65,\n4216,,,,,48.94,\n4217,20.49,,,,,\n4218,,,,,,1.93\n4219,,,,,,0.72\n4220,14.29,,,,,\n4221,,,,,,0.84\n4222,,14.11,,,,\n4223,16.18,,,,,\n4224,,,,,25.71,\n4225,14.46,,,,,\n4226,,,8.5,,,\n4227,16.2,,,,,\n4228,,,,22.49,,\n4229,,,,,31.96,\n4230,20.93,,,,,\n4231,,,,,41.12,\n4232,,,,,,10.02\n4233,,12.42,,,,\n4234,,,,32.05,,\n4235,,,,,,9.66\n4236,,,,,,7.04\n4237,,,,,,7.15\n4238,16.36,,,,,\n4239,,,,,37.29,\n4240,,,,28.83,,\n4241,,,4.97,,,\n4242,,,,,21.42,\n4243,19.27,,,,,\n4244,,,,,18.78,\n4245,,,,,22.63,\n4246,21.41,,,,,\n4247,,,4.36,,,\n4248,,,4.54,,,\n4249,,,5.61,,,\n4250,,27.5,,,,\n4251,,17.7,,,,\n4252,,12.58,,,,\n4253,,,5.52,,,\n4254,,11.34,,,,\n4255,,,5.72,,,\n4256,,,,,,9.24\n4257,,,,,61.44,\n4258,,,,,,4.85\n4259,31.28,,,,,\n4260,,,5.31,,,\n4261,,,5.32,,,\n4262,28.06,,,,,\n4263,31.04,,,,,\n4264,,,,,,3.47\n4265,,20.19,,,,\n4266,,,,,,2.19\n4267,,,5.59,,,\n4268,31.29,,,,,\n4269,,31.42,,,,\n4270,,,,,68.13,\n4271,,35.3,,,,\n4272,,,,,43.24,\n4273,,,,29.47,,\n4274,,,,,,6.62\n4275,29.05,,,,,\n4276,,,,,39.64,\n4277,,,,31.91,,\n4278,,,8.47,,,\n4279,,,,,328.65,\n4280,68.42,,,,,\n4281,,,,,,188.07\n4282,,4.66,,,,\n4283,,,7.58,,,\n4284,,,,116.91,,\n4285,,,,98.18,,\n4286,,,5.75,,,\n4287,,,5.66,,,\n4288,,4.57,,,,\n4289,,,,,117.09,\n4290,,,5.54,,,\n4291,50.09,,,,,\n4292,,,,,358.37,\n4293,,5.12,,,,\n4294,,,8.61,,,\n4295,,6.35,,,,\n4296,,,11.07,,,\n4297,,,,,,124.05\n4298,84.36,,,,,\n4299,,6.84,,,,\n4300,,,8.01,,,\n4301,,5.96,,,,\n4302,,,,,291.54,\n4303,,,8.35,,,\n4304,,4.92,,,,\n4305,,,,322.82,,\n4306,,,,207.65,,\n4307,,5.38,,,,\n4308,,,,,,168.81\n4309,,,,134.95,,\n4310,49.96,,,,,\n4311,,,,,,78.04\n4312,,,,109.17,,\n4313,,,,,166.81,\n4314,48.52,,,,,\n4315,53.68,,,,,\n4316,,3.94,,,,\n4317,,,,146.38,,\n4318,,4.5,,,,\n4319,,4.69,,,,\n4320,50.99,,,,,\n4321,,,,,,8.95\n4322,61.41,,,,,\n4323,,,,,,7.83\n4324,,,5.51,,,\n4325,,,,59.19,,\n4326,,5.18,,,,\n4327,,,,102.52,,\n4328,,,,139.68,,\n4329,,,,,311.13,\n4330,59.26,,,,,\n4331,71.57,,,,,\n4332,,3.96,,,,\n4333,,,,,,33.26\n4334,,,,62.85,,\n4335,,,,58.66,,\n4336,64.45,,,,,\n4337,,,,65.55,,\n4338,,,,,,12.36\n4339,,5.54,,,,\n4340,,,5.53,,,\n4341,,,5.74,,,\n4342,,,5.31,,,\n4343,,,,,52.82,\n4344,71.09,,,,,\n4345,36.51,,,,,\n4346,,,,,,11.36\n4347,,6.17,,,,\n4348,,,,,48.25,\n4349,,,6.81,,,\n4350,,,,72.33,,\n4351,43.28,,,,,\n4352,,5.36,,,,\n4353,,,,88.94,,\n4354,,5.64,,,,\n4355,,,,,171.55,\n4356,,,5.18,,,\n4357,65.32,,,,,\n4358,,,,48.52,,\n4359,71.56,,,,,\n4360,,,,,98.53,\n4361,,,,,,13.85\n4362,,,,96.94,,\n4363,,,,,,40.18\n4364,,,,106.11,,\n4365,,5.29,,,,\n4366,,,5.45,,,\n4367,,5.34,,,,\n4368,,,,,,4.98\n4369,37.34,,,,,\n4370,,5.42,,,,\n4371,,,,,29.0,\n4372,,5.94,,,,\n4373,,5.98,,,,\n4374,53.91,,,,,\n4375,,,,,,3.26\n4376,,,5.54,,,\n4377,,,,,63.89,\n4378,,,5.35,,,\n4379,,,,14.41,,\n4380,,,5.23,,,\n4381,,5.21,,,,\n4382,,,,,,0.19\n4383,,,,,13.7,\n4384,73.04,,,,,\n4385,,5.18,,,,\n4386,,5.46,,,,\n4387,,5.23,,,,\n4388,,,4.94,,,\n4389,,,5.09,,,\n4390,,,5.22,,,\n4391,,,4.67,,,\n4392,,,,24.19,,\n4393,,,,,,5.81\n4394,79.03,,,,,\n4395,,5.6,,,,\n4396,,,,35.9,,\n4397,,,,,51.77,\n4398,,,,,,8.96\n4399,,,,,,9.29\n4400,64.76,,,,,\n4401,,,5.53,,,\n4402,,4.72,,,,\n4403,,,,,,2.71\n4404,,,,26.42,,\n4405,,5.54,,,,\n4406,,,,20.29,,\n4407,52.34,,,,,\n4408,,,,,,3.54\n4409,,4.49,,,,\n4410,,,,51.36,,\n4411,,,,,,13.67\n4412,,,,38.89,,\n4413,,,,,,8.54\n4414,,,,29.67,,\n4415,,5.1,,,,\n4416,,,,,,9.93\n4417,,,,,,7.01\n4418,,,,32.26,,\n4419,,,,38.98,,\n4420,,,,,64.8,\n4421,,4.6,,,,\n4422,71.28,,,,,\n4423,,,8.17,,,\n4424,,,7.38,,,\n4425,,4.61,,,,\n4426,,,,29.05,,\n4427,81.3,,,,,\n4428,,,6.67,,,\n4429,,3.83,,,,\n4430,,,,,34.06,\n4431,,4.45,,,,\n4432,74.26,,,,,\n4433,63.83,,,,,\n4434,,5.3,,,,\n4435,,,,,275.67,\n4436,46.85,,,,,\n4437,,7.96,,,,\n4438,53.14,,,,,\n4439,48.04,8.54,11.32,61.52,88.39,26.87\n4440,,6.79,,,,\n4441,,,,,,10.85\n4442,,,7.46,,,\n4443,,,,,,8.12\n4444,,5.08,,,,\n4445,31.0,,,,,\n4446,,,,79.37,,\n4447,,,,,59.6,\n4448,79.31,,,,,\n4449,,,,83.43,,\n4450,,,,51.34,,\n4451,77.91,,,,,\n4452,,,6.5,,,\n4453,,,7.1,,,\n4454,,,7.63,,,\n4455,,,7.76,,,\n4456,50.91,,,,,\n4457,45.13,5.1,7.18,83.9,113.28,29.38\n4458,,5.76,,,,\n4459,,,,,403.77,\n4460,,,,,,105.12\n4461,,,6.47,,,\n4462,,,,,48.38,\n4463,,,,,23.79,\n4464,,,,,,3.02\n4465,,,5.68,,,\n4466,,,5.6,,,\n4467,,5.43,,,,\n4468,,,,29.42,,\n4469,75.05,,,,,\n4470,,,,,71.49,\n4471,,,,,103.37,\n4472,,4.41,,,,\n4473,,,5.23,,,\n4474,,,,,108.96,\n4475,,,,,,3.61\n4476,,,,,,0.59\n4477,,,5.37,,,\n4478,31.02,,,,,\n4479,50.04,,,,,\n4480,,4.65,,,,\n4481,,,,,69.96,\n4482,,,,56.75,,\n4483,,,4.83,,,\n4484,,,,,,8.4\n4485,84.6,,,,,\n4486,,3.0,,,,\n4487,40.99,,,,,\n4488,,,5.68,,,\n4489,,23.8,,,,\n4490,,,4.73,,,\n4491,,,,,,68.49\n4492,,9.14,,,,\n4493,,,,114.96,,\n4494,,,4.88,,,\n4495,,,,,,31.15\n4496,,21.61,,,,\n4497,,20.41,,,,\n4498,,15.82,,,,\n4499,,,6.92,,,\n4500,,30.4,,,,\n4501,,,,,270.03,\n4502,,,,,213.49,\n4503,,16.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21,7.97,141.46,260.54,119.08\n245,25.82,16.5,10.53,97.5,155.41,57.91\n246,13.75,10.71,9.32,48.36,64.81,16.45\n247,8.12,6.03,8.88,44.83,58.52,13.69\n248,5.63,5.54,8.9,34.31,42.49,8.18\n249,3.81,3.99,7.73,27.38,34.36,6.98\n250,7.57,3.04,6.93,22.55,25.48,2.93\n251,12.65,3.44,7.43,35.53,39.69,4.16\n252,16.09,13.76,5.58,24.7,29.68,4.98\n253,10.27,9.49,5.85,31.8,39.19,7.39\n254,8.36,5.84,6.26,37.7,49.62,11.92\n255,4.55,5.0,6.43,36.14,44.92,8.78\n256,12.38,2.69,6.43,58.47,81.73,23.26\n257,9.43,4.42,6.34,71.44,109.75,38.31\n258,13.96,13.81,6.62,44.15,59.7,15.55\n259,23.45,25.42,8.96,37.53,49.04,11.51\n260,31.18,17.48,10.46,35.42,48.69,13.27\n261,21.91,11.84,9.65,28.67,39.52,10.85\n262,21.33,10.15,6.66,16.39,21.7,5.31\n263,18.21,6.87,6.91,17.64,21.98,4.34\n264,13.1,6.39,7.09,20.7,25.61,4.91\n265,13.97,6.04,7.27,27.22,32.84,5.62\n266,15.16,5.89,6.91,31.53,35.88,4.35\n267,26.66,16.66,6.63,49.62,55.58,5.96\n268,30.71,10.44,6.29,50.35,57.78,7.43\n269,29.15,13.07,7.83,60.56,70.86,10.3\n270,7.91,90.77,9.04,57.32,72.21,14.89\n271,70.23,50.56,9.06,47.08,54.77,7.69\n272,43.0,41.37,7.02,41.22,46.62,5.4\n273,37.96,23.14,7.28,38.05,42.82,4.77\n274,31.34,22.94,6.48,34.91,38.08,3.17\n275,16.4,12.56,6.7,29.67,32.21,2.54\n276,10.59,9.85,6.82,27.99,30.43,2.44\n277,8.38,7.78,7.12,28.06,30.39,2.33\n278,8.88,5.42,6.44,38.9,45.82,6.92\n279,9.03,4.44,7.52,52.87,63.83,10.96\n280,12.04,8.63,8.69,50.04,60.72,10.68\n281,10.79,6.87,10.95,46.72,60.84,14.12\n282,12.88,11.01,10.54,30.85,43.18,12.33\n283,10.22,4.6,10.82,23.24,33.13,9.89\n284,2.99,10.49,9.19,27.49,37.3,9.81\n285,2.6,6.28,8.55,37.26,48.39,11.13\n286,2.48,5.89,8.79,48.83,62.5,13.67\n287,1.78,9.97,8.04,67.92,87.17,19.25\n288,2.09,24.98,7.34,58.18,70.72,12.54\n289,1.84,34.93,7.15,48.9,57.76,8.86\n290,20.73,6.1,2.16,25.92,32.24,6.32\n291,14.18,5.19,1.53,24.12,29.18,5.06\n292,9.07,4.0,1.18,25.51,31.04,5.53\n293,6.46,5.08,1.23,25.02,30.42,5.4\n294,6.64,6.6,1.58,32.36,37.07,4.71\n295,6.2,5.87,1.31,22.84,26.25,3.41\n296,5.95,3.72,1.36,25.55,29.13,3.58\n297,4.57,3.15,2.14,30.88,34.23,3.35\n298,14.53,3.51,5.54,35.82,38.86,3.04\n299,12.94,3.14,1.74,20.99,23.41,2.42\n300,7.76,4.62,1.38,17.42,19.55,2.13\n301,8.61,5.31,1.45,26.41,29.32,2.91\n302,5.85,4.68,1.12,24.62,31.79,7.17\n303,24.22,21.23,1.59,107.58,169.69,62.11\n304,27.98,14.5,1.49,76.36,111.96,35.6\n305,16.74,6.56,1.51,17.66,24.24,6.58\n306,14.01,5.92,1.65,16.57,23.55,6.98\n307,23.61,5.02,1.9,14.78,22.03,7.25\n308,16.28,2.98,1.27,40.77,48.6,7.83\n309,25.58,6.43,1.23,47.0,56.66,9.66\n310,20.1,5.78,1.3,43.7,51.24,7.54\n311,13.26,4.53,1.26,41.37,48.36,6.99\n312,7.94,7.75,1.9,42.09,49.57,7.48\n313,14.8,2.57,2.31,70.98,97.3,26.32\n314,25.78,8.47,3.09,60.03,82.29,22.26\n315,10.25,6.21,3.38,23.68,34.37,10.69\n316,24.59,7.84,1.8,70.75,87.12,16.37\n317,22.51,6.81,1.99,58.63,67.54,8.91\n318,31.96,15.43,2.31,57.76,66.32,8.56\n319,31.96,10.12,1.47,47.0,53.29,6.29\n320,20.6,13.19,1.58,58.78,73.62,14.84\n321,17.31,11.85,1.98,79.49,106.45,26.96\n322,28.12,15.2,1.29,13.95,18.39,4.44\n323,22.23,10.78,1.83,18.6,24.02,5.42\n324,17.29,6.65,1.55,18.65,23.57,4.92\n325,20.51,6.11,1.45,19.84,25.2,5.36\n326,31.3,9.84,1.52,19.77,25.3,5.53\n327,19.54,6.51,1.63,32.25,37.39,5.14\n328,22.11,9.86,1.97,45.79,51.32,5.53\n329,13.98,8.53,2.01,61.0,67.55,6.55\n330,16.99,7.25,2.29,62.62,69.76,7.14\n331,26.75,5.79,2.71,62.39,69.73,7.34\n332,28.74,5.33,3.32,66.41,83.71,17.3\n333,21.53,5.54,2.78,60.77,68.59,7.82\n334,30.68,6.08,2.44,58.51,66.17,7.66\n335,37.22,18.22,2.31,49.57,55.23,5.66\n336,31.34,15.42,3.71,41.36,45.11,3.75\n337,25.77,14.61,3.27,28.19,30.86,2.67\n338,23.74,9.53,4.09,29.98,32.92,2.94\n339,14.19,10.71,3.93,30.92,35.66,4.74\n340,18.25,8.22,3.86,29.32,33.91,4.59\n341,12.99,5.34,4.78,39.08,44.4,5.32\n342,18.47,3.95,4.99,66.15,81.58,15.43\n343,26.86,2.57,5.58,82.64,120.3,37.66\n344,26.94,4.36,3.26,33.13,42.86,9.73\n345,32.94,9.95,3.68,35.4,45.02,9.62\n346,25.85,6.18,2.8,24.35,30.67,6.32\n347,14.19,7.2,2.69,29.29,37.6,8.31\n348,14.67,5.85,2.4,32.25,43.45,11.2\n349,13.44,9.03,2.99,32.85,42.88,10.03\n350,20.42,10.92,2.95,43.55,54.74,11.19\n351,34.22,14.91,3.18,52.68,63.08,10.4\n352,43.1,17.47,2.98,71.2,84.16,12.96\n353,58.03,13.91,2.16,60.01,69.3,9.29\n354,36.86,20.1,2.09,61.04,71.61,10.57\n355,41.95,14.85,2.2,51.66,59.08,7.42\n356,40.99,17.9,2.08,71.62,83.84,12.22\n357,44.29,14.47,2.27,73.15,86.2,13.05\n358,31.46,20.91,3.12,67.31,75.49,8.18\n359,38.58,28.99,4.14,67.08,73.73,6.65\n360,37.3,18.4,4.11,59.6,65.34,5.74\n361,36.92,21.42,3.75,52.34,56.68,4.34\n362,42.43,12.51,2.44,18.64,21.02,2.38\n363,24.08,7.22,1.8,12.84,14.94,2.1\n364,12.71,6.16,1.79,17.32,19.73,2.41\n365,9.35,6.55,1.98,20.57,23.77,3.2\n366,13.95,12.18,1.8,17.66,21.61,3.95\n367,14.94,14.62,1.95,12.32,16.89,4.57\n368,7.66,10.54,1.98,14.46,20.81,6.35\n369,14.48,8.54,2.05,14.39,20.99,6.6\n370,10.52,5.0,2.18,14.75,21.63,6.88\n371,13.03,5.12,2.24,19.41,26.55,7.14\n372,17.04,5.0,2.03,24.2,32.3,8.1\n373,30.07,8.9,1.83,32.11,40.8,8.69\n374,26.2,14.83,1.68,40.63,47.85,7.22\n375,36.25,10.95,1.55,37.88,45.75,7.87\n376,35.23,7.72,1.56,38.61,45.59,6.98\n377,32.92,20.88,1.79,37.1,43.34,6.24\n378,42.52,14.96,1.8,39.52,44.73,5.21\n379,35.04,15.1,1.91,35.39,40.73,5.34\n380,43.89,15.44,1.9,33.71,37.13,3.42\n381,50.63,11.12,1.84,32.6,37.17,4.57\n382,36.74,22.32,1.98,26.39,29.92,3.53\n383,26.84,14.17,2.5,22.54,25.24,2.7\n384,39.97,8.45,3.55,20.84,23.37,2.53\n385,34.34,8.49,2.35,26.02,28.69,2.67\n386,34.47,33.24,2.87,50.85,59.95,9.1\n387,33.51,25.64,2.61,83.62,109.08,25.46\n388,45.63,28.85,3.79,90.69,133.06,42.37\n389,46.2,25.07,14.87,43.63,59.49,15.86\n390,33.88,21.78,12.15,26.13,35.73,9.6\n391,34.51,27.52,8.71,22.05,30.65,8.6\n392,39.88,15.9,7.21,21.02,30.37,9.35\n393,25.38,14.04,8.5,16.65,23.67,7.02\n394,20.23,9.38,8.6,17.31,24.14,6.83\n395,24.72,7.97,6.85,15.12,20.77,5.65\n396,23.33,5.65,5.11,22.64,30.14,7.5\n397,12.61,11.2,4.68,32.28,39.39,7.11\n398,23.11,18.07,3.05,35.01,40.39,5.38\n399,23.91,19.7,6.94,58.84,69.12,10.28\n400,27.6,17.42,6.78,57.9,65.61,7.71\n401,24.5,10.21,4.11,70.99,84.8,13.81\n402,24.41,6.32,3.9,101.93,159.13,57.2\n403,44.4,4.15,3.98,117.26,185.22,67.96\n404,40.37,9.34,4.59,85.63,115.39,29.76\n405,31.95,6.03,5.22,70.45,85.65,15.2\n406,36.41,16.47,4.08,45.85,51.38,5.53\n407,34.9,12.18,11.07,37.15,40.8,3.65\n408,21.43,6.94,6.29,43.28,48.51,5.23\n409,20.37,5.82,6.14,66.2,85.55,19.35\n410,21.53,6.51,10.14,98.45,164.47,66.02\n411,36.97,4.12,11.43,87.89,140.76,52.87\n412,42.86,27.93,8.52,83.21,135.01,51.8\n413,67.76,34.44,7.12,67.49,105.31,37.82\n414,57.49,28.85,6.79,41.09,59.77,18.68\n415,61.16,16.52,9.64,23.84,35.63,11.79\n416,45.73,17.23,5.89,21.8,31.69,9.89\n417,31.92,10.18,4.54,21.84,30.03,8.19\n418,27.39,6.56,3.95,21.72,30.84,9.12\n419,33.8,5.85,4.07,22.78,31.48,8.7\n420,20.5,3.88,3.88,35.43,45.45,10.02\n421,23.6,8.46,3.99,68.01,91.37,23.36\n422,27.35,21.66,4.98,79.89,108.46,28.57\n423,40.83,14.19,4.25,65.41,76.37,10.96\n424,38.88,19.18,3.75,87.33,110.38,23.05\n425,41.7,14.33,3.66,75.94,99.52,23.58\n426,48.9,17.69,3.11,36.88,42.75,5.87\n427,37.79,11.15,3.09,29.92,33.92,4.0\n428,35.93,6.94,3.25,22.61,25.48,2.87\n429,26.93,6.76,3.13,18.85,21.48,2.63\n430,21.11,7.44,2.91,15.77,18.2,2.43\n431,29.57,13.85,2.78,17.04,19.67,2.63\n432,30.5,19.28,2.2,33.38,40.29,6.91\n433,28.62,12.75,1.74,58.52,76.75,18.23\n434,17.43,8.44,2.1,45.27,56.56,11.29\n435,19.06,6.24,3.06,29.97,37.51,7.54\n436,14.14,6.01,4.05,27.3,38.12,10.82\n437,19.56,4.53,4.12,22.97,31.42,8.45\n438,16.42,3.93,4.15,22.04,30.89,8.85\n439,14.63,3.72,3.73,20.24,28.08,7.84\n440,11.97,7.81,3.5,31.18,41.86,10.68\n441,13.88,6.26,3.2,25.91,33.33,7.42\n442,13.92,4.18,2.97,24.02,29.83,5.81\n443,31.52,9.99,5.59,35.27,56.35,21.08\n444,46.12,35.34,8.67,112.64,176.56,63.92\n445,86.39,60.88,3.18,62.39,80.28,17.89\n446,72.98,53.19,2.71,36.07,47.91,11.84\n447,47.98,30.44,1.96,26.13,31.85,5.72\n448,31.57,19.07,2.37,28.85,34.45,5.6\n449,19.46,11.28,2.22,27.79,32.45,4.66\n450,16.02,7.71,2.04,33.3,38.06,4.76\n451,14.1,6.18,2.11,27.64,31.89,4.25\n452,22.25,9.49,1.92,18.4,21.76,3.36\n453,13.9,7.12,2.27,21.3,24.29,2.99\n454,24.49,5.02,2.24,50.57,63.63,13.06\n455,17.94,5.24,2.32,31.35,39.78,8.43\n456,7.65,6.72,2.12,19.36,26.61,7.25\n457,6.49,5.93,3.01,20.86,27.92,7.06\n458,17.77,11.65,2.52,19.3,25.43,6.13\n459,12.52,8.08,2.57,23.22,29.67,6.45\n460,29.34,16.18,2.8,25.12,30.99,5.87\n461,18.61,9.74,3.06,32.95,38.53,5.58\n462,19.98,15.62,3.5,57.46,65.94,8.48\n463,24.44,19.11,3.37,65.88,84.06,18.18\n464,30.2,19.05,3.22,71.49,89.37,17.88\n465,29.84,11.14,3.02,72.24,91.62,19.38\n466,36.03,12.56,2.81,58.94,74.29,15.35\n467,36.88,14.33,2.41,41.22,47.85,6.63\n468,35.54,9.55,3.28,49.9,60.8,10.9\n469,38.65,14.41,4.81,60.53,72.5,11.97\n470,44.36,20.49,4.17,55.81,62.45,6.64\n471,44.35,19.64,3.31,52.33,57.4,5.07\n472,28.0,11.26,3.96,51.53,57.22,5.69\n473,37.86,10.59,8.23,87.58,135.12,47.54\n474,38.59,7.44,10.19,131.68,256.56,124.88\n475,41.2,18.48,7.23,14.34,20.29,5.95\n476,36.14,10.57,5.19,18.18,24.84,6.66\n477,20.28,6.94,5.05,19.15,26.37,7.22\n478,12.87,6.05,4.89,20.5,27.31,6.81\n479,20.89,6.74,5.48,84.76,109.17,24.41\n480,18.68,6.81,3.17,53.32,63.66,10.34\n481,20.1,8.72,3.49,104.26,154.55,50.29\n482,35.03,6.42,3.41,96.62,135.1,38.48\n483,30.94,9.83,3.32,81.08,101.64,20.56\n484,40.72,9.36,3.44,74.91,91.97,17.06\n485,38.36,17.7,3.7,88.93,122.63,33.7\n486,46.73,16.7,4.88,88.85,137.52,48.67\n487,57.17,26.9,5.51,71.64,101.78,30.14\n488,49.66,18.52,6.12,73.65,105.41,31.76\n489,45.56,29.78,5.79,80.41,128.99,48.58\n490,45.95,19.15,8.16,117.77,225.4,107.63\n491,73.38,36.99,10.18,31.37,42.91,11.54\n492,63.8,22.66,12.83,23.83,32.69,8.86\n493,56.24,19.62,13.17,24.71,32.67,7.96\n494,42.79,17.82,9.33,25.37,31.0,5.63\n495,44.07,15.41,7.63,41.91,54.35,12.44\n496,37.29,10.48,6.0,46.23,58.2,11.97\n497,20.9,7.51,5.59,42.13,54.52,12.39\n498,19.19,6.18,4.88,39.52,51.02,11.5\n499,11.71,4.92,4.55,45.33,59.93,14.6\n500,8.59,4.89,4.19,51.64,67.22,15.58\n501,52.02,17.89,9.58,137.88,283.29,145.41\n502,60.15,34.53,22.58,124.61,231.2,106.59\n503,80.42,35.24,17.8,138.11,232.74,94.63\n504,49.46,11.56,5.08,20.48,26.05,5.57\n505,36.38,6.92,4.33,18.81,23.83,5.02\n506,19.85,5.7,2.84,26.7,31.72,5.02\n507,15.64,5.14,3.36,42.53,48.59,6.06\n508,28.54,7.88,7.93,56.44,63.86,7.42\n509,31.31,6.47,4.51,81.16,95.62,14.46\n510,49.68,4.61,5.72,74.72,86.51,11.79\n511,30.44,5.01,5.78,77.54,88.76,11.22\n512,33.47,5.3,5.09,56.36,60.85,4.49\n513,27.92,6.02,5.55,75.43,88.24,12.81\n514,40.11,5.77,6.93,110.53,163.16,52.63\n515,46.66,16.62,5.28,76.47,99.91,23.44\n516,55.76,25.23,4.48,64.95,78.88,13.93\n517,47.38,23.87,5.1,58.49,68.3,9.81\n518,28.04,14.54,4.05,63.49,78.62,15.13\n519,32.27,9.43,3.67,73.41,105.91,32.5\n520,44.14,18.85,6.02,87.91,142.88,54.97\n521,61.33,19.0,7.88,68.84,107.58,38.74\n522,44.74,23.0,6.65,43.66,61.72,18.06\n523,39.57,15.05,5.3,39.3,53.97,14.67\n524,39.68,8.21,4.32,25.4,33.27,7.87\n525,27.9,4.66,4.03,20.14,26.87,6.73\n526,41.13,3.77,3.97,26.35,33.31,6.96\n527,29.39,17.62,4.67,37.96,44.9,6.94\n528,29.43,11.36,5.67,96.06,129.81,33.75\n529,45.78,11.29,7.67,160.89,299.01,138.12\n530,64.58,6.9,6.7,126.97,221.41,94.44\n531,63.27,22.42,6.47,169.01,339.21,170.2\n532,67.87,14.44,8.03,160.24,316.59,156.35\n533,80.8,13.8,11.03,117.54,210.33,92.79\n534,30.2,29.19,7.73,111.35,199.71,88.36\n535,90.29,35.24,6.1,74.57,111.92,37.35\n536,79.93,36.7,5.9,60.24,79.69,19.45\n537,69.3,32.41,10.43,68.21,94.24,26.03\n538,49.59,29.26,11.27,69.98,98.94,28.96\n539,48.14,28.25,9.09,67.21,92.09,24.88\n540,52.78,20.59,9.02,75.51,116.87,41.36\n541,59.52,17.87,10.97,79.64,129.86,50.22\n542,57.36,19.5,13.41,108.35,207.58,99.23\n543,63.16,19.33,15.29,107.16,195.9,88.74\n544,57.57,13.61,17.82,99.11,182.65,83.54\n545,60.33,19.26,15.76,122.34,252.24,129.9\n546,71.87,23.31,16.51,152.42,323.99,171.57\n547,62.89,33.28,6.68,80.43,116.75,36.32\n548,58.96,18.99,6.84,72.86,101.27,28.41\n549,65.38,16.6,7.13,58.38,78.12,19.74\n550,57.87,11.68,6.86,64.84,81.16,16.32\n551,56.27,16.46,10.9,83.41,104.1,20.69\n552,58.99,19.18,12.84,152.99,269.81,116.82\n553,89.37,23.67,12.38,183.45,370.21,186.76\n554,40.7,22.92,9.99,142.18,271.72,129.54\n555,69.25,39.7,10.73,91.07,158.04,66.97\n556,75.49,35.11,10.51,90.58,160.54,69.96\n557,70.96,39.94,9.53,98.36,183.11,84.75\n558,78.99,25.34,12.41,110.52,224.67,114.15\n559,88.37,25.77,9.58,179.19,400.59,221.4\n560,63.22,20.73,14.48,74.74,114.21,39.47\n561,50.09,15.83,12.85,34.64,46.3,11.66\n562,53.56,10.32,12.12,39.47,52.4,12.93\n563,62.24,7.53,11.01,38.35,51.58,13.23\n564,48.25,4.75,9.42,15.71,22.33,6.62\n565,55.67,4.44,9.19,16.78,21.06,4.28\n566,49.34,3.96,10.33,39.86,46.98,7.12\n567,59.46,14.54,11.29,108.86,168.32,59.46\n568,84.19,8.95,13.42,195.71,423.98,228.27\n569,51.92,34.45,11.62,172.39,379.03,206.64\n570,42.01,32.74,11.42,164.04,358.65,194.61\n571,30.45,26.66,10.8,139.64,292.88,153.24\n572,23.25,5.65,7.62,23.63,29.64,6.01\n573,14.32,4.41,7.66,34.12,40.93,6.81\n574,9.78,3.34,8.31,72.81,87.74,14.93\n575,28.34,3.94,8.97,86.49,108.73,22.24\n576,23.74,13.33,9.33,78.57,101.51,22.94\n577,45.04,16.43,8.54,68.55,109.72,41.17\n578,48.39,12.53,8.49,78.05,105.14,27.09\n579,45.38,12.9,9.56,79.29,107.61,28.32\n580,46.02,33.58,9.59,118.21,196.63,78.42\n581,49.78,36.39,9.71,154.35,297.65,143.3\n582,73.73,39.43,9.14,103.13,163.05,59.92\n583,58.0,25.5,8.77,115.43,188.66,73.23\n584,48.05,13.8,8.9,84.14,125.39,41.25\n585,51.68,16.46,10.49,74.52,117.39,42.87\n586,57.3,17.79,10.1,96.84,172.0,75.16\n587,49.88,11.68,9.52,150.79,320.68,169.89\n588,73.16,14.38,11.07,188.82,415.22,226.4\n589,63.35,24.12,11.68,165.35,327.46,162.11\n590,65.36,29.43,12.8,25.41,36.15,10.74\n591,53.87,16.44,10.55,20.29,28.29,8.0\n592,8.33,4.87,2.16,18.71,27.45,8.74\n593,20.79,4.99,2.06,21.34,29.86,8.52\n594,19.9,4.34,1.87,25.5,33.83,8.33\n595,19.05,8.24,2.51,120.61,179.77,59.16\n596,66.15,12.76,2.03,111.13,191.59,80.46\n597,49.96,27.28,1.65,43.81,54.4,10.59\n598,33.22,15.8,1.28,38.86,47.5,8.64\n599,26.47,10.05,1.47,17.97,23.09,5.12\n600,24.12,10.33,1.32,20.21,24.84,4.63\n601,18.38,8.18,1.12,23.25,27.96,4.71\n602,24.08,5.82,0.84,16.32,21.14,4.82\n603,14.94,12.62,1.31,27.55,38.24,10.69\n604,14.24,9.34,1.03,63.12,78.66,15.54\n605,32.55,10.77,1.52,77.14,100.45,23.31\n606,33.67,11.09,1.41,42.87,53.73,10.86\n607,25.88,16.76,1.75,21.92,30.43,8.51\n608,22.27,10.37,1.63,18.49,25.26,6.77\n609,36.52,8.91,1.46,18.69,26.22,7.53\n610,34.59,8.94,1.4,19.0,26.22,7.22\n611,25.22,10.91,1.35,15.54,21.95,6.41\n612,58.51,10.12,0.82,12.25,17.95,5.7\n613,88.88,6.86,0.68,15.0,21.03,6.03\n614,65.56,4.16,0.65,16.3,22.14,5.84\n615,8.51,2.19,1.55,21.6,29.6,8.0\n616,14.06,3.31,1.38,17.69,25.75,8.06\n617,3.89,2.86,1.79,34.33,45.19,10.86\n618,24.28,3.8,1.63,40.77,50.01,9.24\n619,24.06,14.02,1.52,56.84,67.45,10.61\n620,19.13,10.14,1.59,64.75,76.31,11.56\n621,27.55,5.93,1.48,56.33,70.73,14.4\n622,17.75,4.9,1.46,48.7,62.4,13.7\n623,19.52,7.45,1.15,48.31,53.81,5.5\n624,19.28,5.01,1.37,54.43,60.57,6.14\n625,18.23,4.1,2.86,44.16,49.26,5.1\n626,18.56,3.35,4.01,46.89,52.35,5.46\n627,31.26,3.24,1.64,29.25,34.41,5.16\n628,16.47,13.71,1.88,35.67,42.15,6.48\n629,10.62,9.61,1.76,58.13,77.99,19.86\n630,32.38,10.31,9.76,83.54,145.76,62.22\n631,37.08,14.54,9.96,69.51,115.96,46.45\n632,41.18,12.08,7.61,60.53,96.53,36.0\n633,38.16,13.63,2.66,30.33,41.73,11.4\n634,21.11,9.44,2.58,33.93,47.03,13.1\n635,28.24,7.35,3.17,27.31,39.75,12.44\n636,30.69,4.96,2.67,27.0,35.81,8.81\n637,21.78,6.03,2.34,56.84,70.98,14.14\n638,24.71,8.44,1.98,77.84,100.83,22.99\n639,17.75,5.57,1.52,55.13,67.34,12.21\n640,34.63,6.45,1.1,51.24,63.59,12.35\n641,18.34,5.21,1.18,26.28,31.07,4.79\n642,19.0,5.6,0.77,30.5,36.73,6.23\n643,16.99,14.29,1.19,59.79,81.05,21.26\n644,12.1,8.49,1.48,72.25,110.48,38.23\n645,29.55,4.73,2.4,82.53,150.05,67.52\n646,58.06,32.5,4.0,92.66,178.28,85.62\n647,58.1,29.84,3.43,99.84,180.79,80.95\n648,49.91,27.5,3.21,72.81,115.31,42.5\n649,47.2,16.79,2.58,31.15,45.52,14.37\n650,37.3,10.57,2.23,18.33,25.5,7.17\n651,39.94,23.65,1.71,55.4,72.0,16.6\n652,25.89,17.03,1.38,43.49,55.68,12.19\n653,22.96,11.49,1.54,48.87,59.91,11.04\n654,17.5,12.14,1.47,68.33,86.35,18.02\n655,27.02,9.31,1.44,62.25,77.75,15.5\n656,16.28,10.62,1.52,84.32,108.18,23.86\n657,22.9,17.52,1.15,56.87,71.95,15.08\n658,26.35,11.04,0.98,47.57,57.65,10.08\n659,14.38,7.67,0.89,45.55,53.48,7.93\n660,13.98,5.62,0.67,35.02,42.88,7.86\n661,10.05,5.55,0.81,37.12,46.07,8.95\n662,14.02,4.24,0.92,30.89,38.01,7.12\n663,13.82,3.38,1.0,31.47,37.9,6.43\n664,8.39,3.21,1.99,29.79,35.1,5.31\n665,4.8,2.83,1.04,26.69,32.09,5.4\n666,4.49,2.32,0.9,23.53,28.19,4.66\n667,13.72,4.16,0.82,25.2,30.79,5.59\n668,17.46,7.72,1.24,45.62,59.45,13.83\n669,13.82,10.38,5.03,33.03,48.01,14.98\n670,23.09,11.43,2.99,25.25,37.31,12.06\n671,22.24,8.01,2.18,23.8,34.39,10.59\n672,15.43,5.16,2.46,27.35,39.39,12.04\n673,13.2,3.39,2.61,22.19,32.42,10.23\n674,7.89,4.54,2.05,19.69,30.94,11.25\n675,5.94,2.26,2.07,18.85,27.59,8.74\n676,4.33,1.18,1.78,26.17,37.01,10.84\n677,3.22,2.76,1.46,35.97,44.84,8.87\n678,10.07,4.18,0.91,57.11,67.17,10.06\n679,8.95,4.22,1.31,74.5,89.32,14.82\n680,4.72,4.66,1.72,33.6,41.43,7.83\n681,7.38,4.76,1.42,28.25,35.84,7.59\n682,3.86,2.97,0.79,19.59,25.02,5.43\n683,4.09,3.74,0.72,25.95,32.54,6.59\n684,5.12,4.36,1.1,23.47,32.42,8.95\n685,4.22,3.17,1.48,29.5,39.28,9.78\n686,7.26,6.69,1.59,33.7,43.49,9.79\n687,10.14,3.92,1.88,34.06,42.97,8.91\n688,7.4,3.27,1.1,37.57,45.93,8.36\n689,15.66,3.36,1.29,34.54,42.37,7.83\n690,9.28,3.15,1.25,34.58,43.07,8.49\n691,5.6,3.56,1.4,35.48,42.67,7.19\n692,9.93,9.62,1.55,35.59,42.52,6.93\n693,5.9,5.77,1.32,21.96,26.85,4.89\n694,12.5,5.52,0.83,34.7,39.97,5.27\n695,28.05,9.2,2.97,139.05,274.17,135.12\n696,39.28,38.26,2.72,33.53,47.57,14.04\n697,25.74,20.16,2.61,19.33,29.1,9.77\n698,15.71,4.99,2.6,16.95,24.37,7.42\n699,10.32,2.35,1.65,33.25,40.46,7.21\n700,22.84,13.16,1.29,49.54,57.85,8.31\n701,12.62,8.39,1.25,40.96,47.37,6.41\n702,17.35,8.53,1.65,42.29,48.67,6.38\n703,21.71,5.81,1.43,44.7,51.77,7.07\n704,12.43,3.92,1.32,46.85,53.32,6.47\n705,9.76,5.44,1.52,90.22,115.87,25.65\n706,34.57,3.54,1.56,69.48,84.52,15.04\n707,31.43,7.15,2.37,58.28,66.86,8.58\n708,31.16,11.24,2.0,50.02,57.04,7.02\n709,38.79,11.19,1.41,44.17,51.86,7.69\n710,35.78,8.49,1.49,41.21,48.0,6.79\n711,34.45,13.25,3.58,55.65,82.09,26.44\n712,39.31,31.43,2.91,43.11,63.89,20.78\n713,22.38,16.63,2.69,14.13,20.6,6.47\n714,13.55,9.86,2.56,20.43,28.24,7.81\n715,57.81,34.26,6.87,90.28,150.23,59.95\n716,56.76,30.03,8.59,133.02,259.64,126.62\n717,79.47,50.06,8.74,110.97,188.65,77.68\n718,97.92,56.15,7.48,120.82,203.96,83.14\n719,45.59,11.04,5.67,86.47,115.16,28.69\n720,56.4,14.55,4.79,83.19,108.37,25.18\n721,63.54,9.44,3.27,71.82,87.53,15.71\n722,49.21,11.28,2.23,51.42,61.18,9.76\n723,38.88,6.78,3.22,63.63,79.05,15.42\n724,28.49,12.76,3.03,82.7,108.99,26.29\n725,26.57,8.5,2.85,124.74,207.09,82.35\n726,33.19,12.75,2.26,82.04,114.51,32.47\n727,45.96,10.85,1.52,46.89,57.21,10.32\n728,21.05,14.97,1.22,24.23,32.6,8.37\n729,18.81,6.47,1.57,21.77,30.64,8.87\n730,12.5,11.84,1.72,21.72,31.65,9.93\n731,25.22,7.44,5.2,42.31,53.62,11.31\n732,22.18,6.56,4.92,49.32,62.69,13.37\n733,13.88,9.79,4.54,40.03,48.75,8.72\n734,20.1,5.99,4.43,73.63,102.56,28.93\n735,13.37,11.88,5.03,88.51,145.21,56.7\n736,44.06,20.2,4.79,75.09,118.97,43.88\n737,46.55,25.94,4.19,42.13,51.3,9.17\n738,19.62,7.92,3.66,33.4,41.48,8.08\n739,30.2,5.55,4.09,64.72,106.41,41.69\n740,25.03,4.97,4.27,75.42,146.34,70.92\n741,37.25,26.97,7.58,30.67,51.3,20.63\n742,30.04,21.25,6.67,24.87,38.55,13.68\n743,19.26,17.07,6.33,25.78,37.18,11.4\n744,25.34,10.49,5.52,17.46,24.78,7.32\n745,15.82,13.33,5.28,16.77,24.4,7.63\n746,28.61,12.89,5.03,19.33,27.41,8.08\n747,18.09,15.4,4.64,19.3,27.21,7.91\n748,44.04,15.92,5.49,53.05,63.17,10.12\n749,29.38,9.1,5.35,92.15,115.74,23.59\n750,61.54,26.33,4.72,53.36,69.7,16.34\n751,35.54,20.84,4.39,44.29,56.42,12.13\n752,18.89,11.96,4.42,49.74,66.94,17.2\n753,26.77,9.68,4.93,41.72,86.7,44.98\n754,36.98,7.3,6.65,71.48,132.64,61.16\n755,41.19,5.66,8.3,87.38,167.33,79.95\n756,40.4,28.48,7.32,59.78,93.34,33.56\n757,38.67,14.9,6.22,39.18,57.21,18.03\n758,20.65,8.62,5.33,29.58,43.26,13.68\n759,16.09,10.52,4.97,22.46,31.58,9.12\n760,17.69,6.82,4.95,19.45,27.41,7.96\n761,15.64,5.74,5.01,20.96,29.15,8.19\n762,17.59,4.29,4.84,19.67,27.51,7.84\n763,24.28,4.09,6.11,68.98,84.87,15.89\n764,24.95,4.69,5.57,63.42,77.67,14.25\n765,30.59,18.99,5.51,169.85,339.62,169.77\n766,42.84,13.37,7.32,38.59,45.82,7.23\n767,21.22,6.14,4.33,28.08,33.44,5.36\n768,13.17,5.75,3.99,28.48,33.63,5.15\n769,21.94,12.22,4.24,43.51,50.92,7.41\n770,23.58,7.92,4.44,88.8,145.84,57.04\n771,38.06,5.77,5.27,115.29,219.03,103.74\n772,45.23,10.52,9.08,77.22,134.56,57.34\n773,51.49,28.46,11.12,48.96,74.18,25.22\n774,30.21,6.13,4.26,21.58,28.45,6.87\n775,8.93,6.87,2.9,35.52,44.43,8.91\n776,7.15,6.13,2.66,34.91,41.82,6.91\n777,13.94,4.56,2.74,37.37,44.33,6.96\n778,11.88,5.17,2.33,38.17,45.12,6.95\n779,22.27,12.03,2.64,29.12,36.05,6.93\n780,21.54,8.42,2.65,26.21,31.81,5.6\n781,11.41,9.32,3.21,19.55,24.23,4.68\n782,7.37,6.62,3.45,20.13,24.72,4.59\n783,7.08,4.62,3.36,24.03,28.69,4.66\n784,19.02,5.32,3.71,26.19,31.28,5.09\n785,11.06,4.28,3.37,38.94,46.71,7.77\n786,8.34,4.69,2.92,57.97,74.87,16.9\n787,15.37,12.2,3.89,22.08,30.66,8.58\n788,10.64,7.87,4.27,19.21,27.65,8.44\n789,14.76,5.62,5.18,18.11,26.55,8.44\n790,8.93,5.29,3.95,25.17,34.47,9.3\n791,26.59,4.01,3.65,26.93,37.13,10.2\n792,16.96,4.32,3.34,29.68,38.67,8.99\n793,46.14,7.04,3.65,43.98,54.26,10.28\n794,25.81,5.14,2.89,73.44,91.81,18.37\n795,16.08,3.15,2.71,53.67,64.05,10.38\n796,9.93,4.26,2.99,39.94,47.26,7.32\n797,26.94,3.96,2.87,43.73,50.39,6.66\n798,15.59,3.9,3.38,53.9,62.34,8.44\n799,20.59,2.55,3.64,67.41,78.05,10.64\n800,21.57,4.14,3.6,55.34,64.55,9.21\n801,27.43,9.93,3.68,40.5,47.31,6.81\n802,15.75,6.92,3.35,33.86,40.39,6.53\n803,19.71,6.31,3.46,30.46,35.81,5.35\n804,30.58,4.75,3.4,28.59,34.12,5.53\n805,17.3,3.2,4.22,36.88,43.02,6.14\n806,10.81,1.66,3.83,64.75,80.1,15.35\n807,7.85,3.7,4.63,89.12,121.8,32.68\n808,15.41,4.22,4.97,15.88,24.31,8.43\n809,10.14,2.81,4.71,17.21,25.84,8.63\n810,6.67,3.73,4.19,22.39,31.95,9.56\n811,10.84,4.28,4.44,34.6,45.38,10.78\n812,14.02,3.68,4.4,65.72,83.08,17.36\n813,22.37,16.84,5.24,55.81,67.03,11.22\n814,22.37,16.84,5.24,55.81,67.03,11.22\n815,16.18,7.04,6.15,69.74,84.51,14.77\n816,12.51,4.92,5.56,41.93,49.78,7.85\n817,17.6,6.25,6.13,43.7,48.82,5.12\n818,12.39,5.36,5.32,51.88,57.21,5.33\n819,17.18,2.34,4.41,59.74,76.96,17.22\n820,25.88,31.36,9.05,72.82,106.29,33.47\n821,23.42,22.14,6.89,24.1,34.21,10.11\n822,23.71,16.29,5.53,21.27,31.11,9.84\n823,30.37,10.74,5.33,18.16,26.88,8.72\n824,21.65,7.93,4.72,21.82,31.54,9.72\n825,24.99,6.76,4.77,24.76,34.41,9.65\n826,20.91,6.2,4.62,29.75,38.43,8.68\n827,11.41,5.6,4.83,38.83,49.72,10.89\n828,25.4,5.02,5.06,46.77,55.15,8.38\n829,22.29,5.44,5.21,74.46,86.84,12.38\n830,46.24,8.22,4.89,64.76,74.25,9.49\n831,8.11,4.04,3.01,23.25,32.13,8.88\n832,8.74,4.54,2.97,18.37,23.22,4.85\n833,5.05,4.28,3.2,18.64,23.41,4.77\n834,8.46,3.69,3.73,26.12,34.17,8.05\n835,6.8,6.31,4.11,42.94,57.4,14.46\n836,17.38,14.46,4.36,31.49,45.4,13.91\n837,12.3,8.9,6.28,26.53,38.28,11.75\n838,29.97,4.63,3.53,17.94,26.12,8.18\n839,17.3,5.26,3.63,14.93,23.36,8.43\n840,12.97,2.63,3.22,18.01,27.54,9.53\n841,9.78,1.4,3.41,20.72,30.0,9.28\n842,13.96,2.92,3.48,24.62,34.43,9.81\n843,9.41,4.21,3.24,29.41,40.49,11.08\n844,19.09,4.24,3.11,51.82,65.06,13.24\n845,11.42,4.18,3.2,55.02,63.47,8.45\n846,7.52,3.37,3.95,65.57,74.63,9.06\n847,9.55,8.23,3.23,63.36,74.49,11.13\n848,14.39,6.18,2.91,56.22,66.34,10.12\n849,9.74,4.98,3.05,73.71,85.7,11.99\n850,32.97,5.54,3.39,77.47,92.84,15.37\n851,31.77,8.66,3.3,66.75,77.22,10.47\n852,26.11,17.64,3.48,50.04,57.53,7.49\n853,15.15,10.62,2.81,47.87,55.75,7.88\n854,15.28,5.3,2.43,35.57,42.61,7.04\n855,24.78,2.75,2.26,63.25,81.64,18.39\n856,26.35,4.28,3.34,73.74,113.04,39.3\n857,22.2,10.32,3.96,55.6,80.56,24.96\n858,21.87,13.63,4.56,54.79,78.99,24.2\n859,30.76,9.3,4.81,47.08,66.56,19.48\n860,24.02,10.3,4.33,35.29,49.14,13.85\n861,19.79,6.6,3.76,24.55,35.44,10.89\n862,17.83,5.47,3.59,49.54,64.36,14.82\n863,11.17,4.14,3.65,48.23,64.26,16.03\n864,18.38,3.09,3.61,41.71,53.26,11.55\n865,21.02,4.47,3.38,21.87,29.51,7.64\n866,9.18,4.42,3.26,47.25,60.41,13.16\n867,7.05,2.82,3.42,70.25,90.05,19.8\n868,26.49,3.22,3.52,57.36,71.1,13.74\n869,17.6,3.16,3.26,49.88,61.77,11.89\n870,13.29,4.54,2.81,47.52,58.18,10.66\n871,12.17,10.37,2.96,42.22,52.05,9.83\n872,10.15,9.82,2.68,35.8,42.96,7.16\n873,22.29,5.98,2.21,24.06,30.19,6.13\n874,12.37,5.47,2.25,18.21,23.54,5.33\n875,14.92,5.48,2.14,15.79,20.45,4.66\n876,13.79,3.73,2.26,16.84,22.02,5.18\n877,8.41,2.78,1.74,17.54,22.36,4.82\n878,5.9,2.82,1.86,17.94,22.88,4.94\n879,5.42,2.51,2.19,34.71,43.68,8.97\n880,5.87,5.49,1.94,49.13,65.73,16.6\n881,8.43,5.77,3.34,16.26,23.87,7.61\n882,11.53,4.05,3.0,17.35,25.1,7.75\n883,9.53,4.28,3.06,18.79,26.58,7.79\n884,13.96,4.73,3.3,22.72,31.58,8.86\n885,10.05,4.54,3.3,35.68,45.83,10.15\n886,27.27,4.27,2.85,61.9,78.34,16.44\n887,24.51,7.43,2.36,56.25,67.41,11.16\n888,24.42,13.15,2.5,54.22,63.78,9.56\n889,32.98,9.73,2.34,54.98,66.99,12.01\n890,29.78,18.35,2.03,48.7,58.84,10.14\n891,16.61,10.82,2.33,44.91,54.9,9.99\n892,25.11,18.23,2.11,31.49,37.94,6.45\n893,13.18,11.11,1.99,24.87,30.28,5.41\n894,8.67,6.21,1.83,19.65,24.35,4.7\n895,9.77,7.0,1.92,17.22,22.09,4.87\n896,13.89,12.56,2.1,17.59,22.35,4.76\n897,18.95,6.38,1.74,17.44,22.6,5.16\n898,19.64,5.88,1.95,33.17,41.12,7.95\n899,28.64,15.14,2.64,33.38,46.35,12.97\n900,32.98,18.6,2.94,20.96,31.36,10.4\n901,21.5,10.65,2.78,17.86,26.12,8.26\n902,16.54,7.27,2.95,19.39,28.26,8.87\n903,18.58,10.06,4.12,17.51,26.91,9.4\n904,15.56,6.62,5.85,18.46,27.67,9.21\n905,19.19,7.22,5.15,21.88,31.31,9.43\n906,16.62,5.57,5.04,28.52,38.71,10.19\n907,14.15,3.35,4.7,33.82,45.37,11.55\n908,12.15,2.87,4.35,47.52,60.22,12.7\n909,13.41,4.49,4.41,51.41,61.81,10.4\n910,17.61,3.11,4.02,56.37,68.18,11.81\n911,12.42,2.59,3.52,59.61,72.79,13.18\n912,9.0,4.08,2.71,35.33,43.95,8.62\n913,19.23,2.93,2.83,47.66,57.62,9.96\n914,11.27,3.81,2.56,33.65,41.01,7.36\n915,14.32,3.79,2.73,27.39,32.99,5.6\n916,7.8,4.66,2.46,17.98,23.02,5.04\n917,5.99,4.29,2.64,17.1,22.55,5.45\n918,8.81,4.02,2.77,18.74,23.56,4.82\n919,9.92,3.27,2.65,18.03,22.76,4.73\n920,10.86,3.0,2.6,39.27,48.52,9.25\n921,25.55,4.22,2.73,55.49,73.5,18.01\n922,21.17,7.35,3.01,36.74,51.77,15.03\n923,14.15,9.38,3.81,23.86,33.56,9.7\n924,17.21,6.21,3.52,30.4,40.76,10.36\n925,15.94,4.23,3.46,49.58,61.59,12.01\n926,25.65,4.16,3.88,74.6,86.23,11.63\n927,24.92,3.48,4.33,56.52,66.62,10.1\n928,31.13,5.27,4.81,92.56,154.9,62.34\n929,39.1,20.09,5.15,187.5,340.45,152.95\n930,72.23,29.08,7.85,141.45,235.05,93.6\n931,79.28,32.37,8.45,115.14,174.69,59.55\n932,69.61,37.12,7.54,119.37,192.07,72.7\n933,71.66,30.38,9.18,98.12,142.1,43.98\n934,86.6,18.65,7.1,79.44,109.62,30.18\n935,74.92,24.69,5.95,77.16,108.94,31.78\n936,68.52,26.03,7.11,68.53,90.46,21.93\n937,61.39,34.1,8.47,73.23,108.33,35.1\n938,50.52,44.29,14.77,86.19,145.2,59.01\n939,50.06,38.02,13.76,79.05,129.49,50.44\n940,43.37,23.81,10.03,80.62,124.26,43.64\n941,38.19,19.98,8.34,93.03,140.02,46.99\n942,32.43,24.72,5.63,32.0,45.11,13.11\n943,45.01,17.62,4.35,17.03,26.79,9.76\n944,53.85,14.98,4.41,18.22,26.33,8.11\n945,49.36,12.51,3.85,16.95,24.37,7.42\n946,32.94,8.51,3.32,21.87,30.69,8.82\n947,37.77,25.74,9.1,69.41,105.0,35.59\n948,32.79,22.22,4.88,28.59,38.91,10.32\n949,25.44,16.23,3.81,24.25,32.58,8.33\n950,19.82,11.4,2.52,23.16,32.05,8.89\n951,30.29,7.68,2.85,31.09,39.98,8.89\n952,48.06,20.4,3.57,28.78,36.87,8.09\n953,34.6,18.37,3.14,24.87,31.75,6.88\n954,39.13,10.58,2.91,50.57,60.92,10.35\n955,47.5,12.92,5.47,96.49,127.66,31.17\n956,52.91,18.44,4.23,77.2,96.27,19.07\n957,49.11,17.6,4.48,136.62,210.6,73.98\n958,59.85,31.82,4.46,124.84,196.15,71.31\n959,68.63,26.47,3.94,116.99,191.31,74.32\n960,69.94,44.91,3.5,101.88,153.88,52.0\n961,63.88,38.24,4.41,92.22,126.6,34.38\n962,50.49,34.24,4.57,76.23,91.92,15.69\n963,55.04,23.32,5.02,75.55,91.61,16.06\n964,49.01,20.16,5.23,74.73,92.48,17.75\n965,53.5,16.88,4.63,63.43,74.79,11.36\n966,45.96,19.31,4.21,74.24,104.44,30.2\n967,58.3,30.35,4.81,33.24,49.08,15.84\n968,45.11,22.0,3.71,23.78,34.11,10.33\n969,32.69,12.66,3.14,20.63,29.83,9.2\n970,22.27,9.64,2.84,19.38,28.04,8.66\n971,25.43,7.18,3.3,16.41,24.34,7.93\n972,31.73,4.04,3.35,16.43,24.0,7.57\n973,33.33,8.53,3.58,21.29,30.39,9.1\n974,44.99,21.37,3.65,24.09,32.63,8.54\n975,38.81,17.39,4.01,30.96,39.72,8.76\n976,36.65,12.87,3.41,45.55,56.07,10.52\n977,24.4,24.22,3.57,57.98,67.35,9.37\n978,29.1,28.34,3.44,75.74,87.01,11.27\n979,23.9,19.44,3.55,56.52,63.62,7.1\n980,19.78,11.94,3.13,107.88,124.87,16.99\n981,21.98,9.77,3.07,86.97,108.98,22.01\n982,23.7,12.96,5.21,56.56,65.39,8.83\n983,25.76,10.22,4.47,49.92,56.98,7.06\n984,20.99,15.31,4.21,44.11,51.21,7.1\n985,29.93,13.21,3.54,55.95,64.25,8.3\n986,37.3,9.57,3.19,51.21,61.35,10.14\n987,26.13,7.25,3.9,54.43,98.67,44.24\n988,16.86,12.93,5.64,96.13,165.32,69.19\n989,30.27,16.39,8.25,81.5,132.59,51.09\n990,34.78,16.84,8.25,100.25,163.54,63.29\n991,41.96,11.17,6.74,78.95,118.74,39.79\n992,35.51,16.43,4.99,34.5,47.37,12.87\n993,40.33,12.87,4.36,18.72,27.3,8.58\n994,30.19,13.91,3.89,20.81,30.17,9.36\n995,47.37,26.32,3.63,19.41,27.68,8.27\n996,45.01,20.23,3.04,28.48,37.28,8.8\n997,27.6,13.5,3.74,28.21,37.92,9.71\n998,27.48,9.0,3.23,25.89,32.8,6.91\n999,33.76,6.54,3.25,41.56,49.23,7.67\n1000,26.64,7.82,3.53,60.4,67.2,6.8\n1001,30.89,13.43,3.19,50.26,58.19,7.93\n1002,29.02,10.72,3.08,51.62,58.76,7.14\n1003,24.32,7.84,3.14,61.77,71.48,9.71\n1004,22.45,8.52,3.55,50.23,58.54,8.31\n1005,25.49,6.2,4.04,57.91,67.93,10.02\n1006,22.54,16.67,3.26,63.68,70.47,6.79\n1007,24.2,16.4,3.31,46.74,52.03,5.29\n1008,25.73,17.79,3.74,38.05,43.74,5.69\n1009,18.28,14.22,2.97,24.26,29.82,5.56\n1010,10.93,9.12,2.59,13.48,17.78,4.3\n1011,26.09,22.63,3.1,27.9,34.54,6.64\n1012,23.83,19.28,3.82,33.16,41.81,8.65\n1013,25.87,26.11,5.12,26.63,35.06,8.43\n1014,28.41,27.64,5.16,25.09,35.68,10.59\n1015,27.88,17.86,4.76,20.09,28.83,8.74\n1016,18.24,12.89,3.92,19.14,27.26,8.12\n1017,15.24,8.25,3.16,20.07,28.13,8.06\n1018,11.09,6.77,3.11,22.12,31.74,9.62\n1019,8.86,5.46,3.43,24.79,33.3,8.51\n1020,20.68,5.22,3.27,21.93,30.54,8.61\n1021,16.58,3.96,2.88,22.17,29.34,7.17\n1022,11.73,4.49,2.98,29.55,39.57,10.02\n1023,14.65,3.88,2.48,30.35,38.39,8.04\n1024,19.06,2.86,3.09,36.12,42.12,6.0\n1025,14.44,2.98,3.73,32.21,37.2,4.99\n1026,21.61,3.78,2.96,37.29,42.3,5.01\n1027,22.68,4.3,3.51,51.06,57.83,6.77\n1028,19.76,4.48,3.8,60.8,68.19,7.39\n1029,27.2,10.01,3.84,75.8,92.37,16.57\n1030,21.21,11.62,3.24,36.73,42.86,6.13\n1031,13.59,9.32,3.51,20.22,25.39,5.17\n1032,14.09,6.04,2.97,20.96,26.18,5.22\n1033,11.52,7.72,2.94,13.97,18.45,4.48\n1034,19.13,13.74,3.12,14.17,18.75,4.58\n1035,24.83,14.91,3.08,18.48,24.48,6.0\n1036,19.99,19.91,3.31,23.17,30.94,7.77\n1037,14.79,10.14,3.64,16.0,23.67,7.67\n1038,14.31,8.01,3.45,19.39,27.67,8.28\n1039,11.37,6.34,3.59,19.07,27.52,8.45\n1040,12.65,4.91,3.48,20.79,29.15,8.36\n1041,12.45,3.56,3.52,20.74,29.09,8.35\n1042,10.88,3.73,3.05,20.87,30.69,9.82\n1043,17.55,4.36,3.08,20.34,29.38,9.04\n1044,21.53,5.24,3.4,21.86,30.52,8.66\n1045,28.35,5.15,2.88,26.94,36.03,9.09\n1046,34.05,4.58,3.23,32.84,41.36,8.52\n1047,13.79,3.57,3.04,43.96,52.47,8.51\n1048,14.29,2.48,3.25,53.78,63.54,9.76\n1049,14.84,2.45,3.08,32.31,37.99,5.68\n1050,19.29,3.93,3.44,34.23,39.73,5.5\n1051,16.28,10.58,3.91,28.66,34.04,5.38\n1052,21.56,9.17,4.21,41.02,47.93,6.91\n1053,23.29,10.23,3.87,27.09,32.58,5.49\n1054,20.32,11.23,3.23,15.18,19.84,4.66\n1055,24.92,7.98,3.95,14.02,18.25,4.23\n1056,20.78,19.56,4.6,15.12,19.28,4.16\n1057,18.85,17.26,3.47,13.18,17.54,4.36\n1058,17.52,14.56,3.42,17.42,22.52,5.1\n1059,24.38,13.95,3.71,21.21,27.73,6.52\n1060,27.41,10.09,4.26,14.73,20.76,6.03\n1061,19.72,14.74,4.07,11.02,16.69,5.67\n1062,12.74,12.02,3.25,10.52,15.97,5.45\n1063,8.07,7.24,3.19,9.87,15.3,5.43\n1064,16.6,5.48,3.14,12.42,18.82,6.4\n1065,14.83,9.98,3.19,12.57,18.25,5.68\n1066,10.2,8.74,3.09,17.83,25.75,7.92\n1067,14.73,6.54,2.84,16.37,23.6,7.23\n1068,13.3,4.75,2.97,13.06,19.62,6.56\n1069,17.22,3.56,2.98,18.49,24.07,5.58\n1070,30.33,4.04,3.0,26.43,32.88,6.45\n1071,23.82,14.12,3.29,46.04,51.98,5.94\n1072,23.77,16.47,4.02,59.97,69.94,9.97\n1073,17.24,13.89,4.84,86.06,102.51,16.45\n1074,28.38,24.18,6.75,59.35,68.42,9.07\n1075,23.5,20.33,6.29,56.59,65.04,8.45\n1076,32.21,13.08,5.45,42.48,49.01,6.53\n1077,26.63,10.63,4.68,32.98,37.8,4.82\n1078,16.71,12.61,5.49,34.56,39.54,4.98\n1079,18.45,13.32,4.8,23.87,28.41,4.54\n1080,21.23,9.95,5.3,24.18,28.86,4.68\n1081,21.53,7.22,6.91,33.08,39.5,6.42\n1082,22.95,22.91,8.32,33.43,42.34,8.91\n1083,30.79,16.54,6.84,40.61,52.73,12.12\n1084,23.25,13.81,6.22,25.21,34.81,9.6\n1085,17.87,12.9,5.47,22.96,30.24,7.28\n1086,13.41,13.84,3.84,34.51,42.75,8.24\n1087,18.81,17.4,4.03,25.18,34.11,8.93\n1088,20.66,17.1,4.0,44.81,63.19,18.38\n1089,14.38,12.58,4.04,23.84,30.91,7.07\n1090,12.45,8.57,3.76,23.14,31.58,8.44\n1091,7.46,6.36,3.91,20.4,27.47,7.07\n1092,6.37,4.37,3.73,34.7,42.4,7.7\n1093,11.37,3.84,3.22,34.16,40.7,6.54\n1094,10.73,5.11,3.75,45.39,53.43,8.04\n1095,8.44,4.32,3.98,54.09,62.41,8.32\n1096,11.07,10.04,3.77,46.56,53.15,6.59\n1097,16.16,15.1,4.49,51.26,60.82,9.56\n1098,14.49,10.87,4.67,45.92,52.55,6.63\n1099,10.91,7.82,3.67,55.24,64.05,8.81\n1100,14.51,11.82,3.92,39.03,46.25,7.22\n1101,16.39,9.08,3.64,34.73,41.1,6.37\n1102,13.49,5.51,3.42,30.27,35.57,5.3\n1103,14.97,5.07,3.05,27.21,32.66,5.45\n1104,20.19,4.99,2.96,55.54,76.4,20.86\n1105,31.67,23.01,4.87,68.7,101.18,32.48\n1106,32.93,30.69,6.23,32.17,45.92,13.75\n1107,27.01,20.73,5.69,30.25,43.19,12.94\n1108,26.56,12.46,4.92,20.09,29.17,9.08\n1109,24.35,22.3,4.55,14.75,22.46,7.71\n1110,25.03,17.79,4.07,13.59,20.91,7.32\n1111,22.44,10.96,4.23,15.16,22.32,7.16\n1112,15.43,11.43,3.67,18.71,26.94,8.23\n1113,12.33,9.21,3.5,19.04,27.0,7.96\n1114,9.01,6.37,3.44,23.14,31.23,8.09\n1115,9.35,4.42,3.68,24.61,32.26,7.65\n1116,18.68,4.3,3.34,33.06,40.8,7.74\n1117,27.7,5.07,3.64,73.69,88.68,14.99\n1118,30.1,5.18,4.13,84.18,101.19,17.01\n1119,44.16,7.4,3.7,92.35,116.56,24.21\n1120,49.17,6.06,3.79,122.87,171.55,48.68\n1121,41.94,19.83,3.55,105.09,135.83,30.74\n1122,58.97,39.12,3.8,123.39,180.73,57.34\n1123,61.77,40.94,6.18,101.07,144.48,43.41\n1124,71.48,38.8,10.22,74.31,90.35,16.04\n1125,56.22,29.76,5.53,47.16,54.27,7.11\n1126,32.05,17.48,5.44,44.42,49.8,5.38\n1127,16.9,16.32,3.69,32.71,43.42,10.71\n1128,22.94,18.34,3.88,24.11,32.75,8.64\n1129,11.06,10.71,3.97,17.43,25.26,7.83\n1130,8.8,6.79,3.19,15.57,23.46,7.89\n1131,9.15,4.21,3.44,16.99,24.43,7.44\n1132,11.25,3.7,3.96,24.32,32.5,8.18\n1133,8.79,2.7,3.94,27.01,34.84,7.83\n1134,13.82,2.53,3.42,26.7,33.77,7.07\n1135,19.75,2.05,3.52,31.11,38.86,7.75\n1136,16.16,1.8,3.33,32.52,39.39,6.87\n1137,13.06,2.12,3.44,33.67,41.18,7.51\n1138,12.74,2.5,3.22,32.32,38.46,6.14\n1139,14.96,3.05,3.24,32.67,38.28,5.61\n1140,16.67,3.39,3.72,38.9,44.21,5.31\n1141,24.82,3.43,5.29,52.08,58.77,6.69\n1142,24.8,3.83,4.62,59.15,65.53,6.38\n1143,19.44,4.0,3.34,37.03,42.52,5.49\n1144,17.03,3.82,4.05,31.42,36.41,4.99\n1145,10.36,3.49,3.72,32.72,37.56,4.84\n1146,14.06,2.71,3.5,24.09,28.45,4.36\n1147,16.84,11.74,3.23,27.62,32.96,5.34\n1148,16.22,15.14,3.58,42.04,50.7,8.66\n1149,23.74,18.94,4.82,52.25,68.59,16.34\n1150,28.12,22.58,5.78,30.07,43.07,13.0\n1151,26.22,15.34,4.28,20.89,28.93,8.04\n1152,14.61,9.32,3.97,16.5,24.02,7.52\n1153,28.4,11.93,4.18,20.22,30.79,10.57\n1154,44.85,9.28,4.24,19.78,27.33,7.55\n1155,61.45,7.9,3.53,19.44,26.01,6.57\n1156,47.84,7.63,3.19,26.54,33.78,7.24\n1157,38.81,6.4,3.55,53.71,62.87,9.16\n1158,50.44,8.46,3.68,97.78,120.43,22.65\n1159,59.0,12.68,4.29,122.32,190.66,68.34\n1160,64.47,10.83,3.83,105.87,149.48,43.61\n1161,60.77,7.7,3.18,78.82,104.19,25.37\n1162,47.94,10.54,2.79,60.11,76.76,16.65\n1163,54.6,37.68,2.57,140.51,197.44,56.93\n1164,39.48,37.51,1.87,35.53,40.61,5.08\n1165,28.42,28.13,2.16,39.07,44.72,5.65\n1166,21.45,14.63,2.12,76.74,84.11,7.37\n1167,20.01,10.52,1.99,38.36,43.49,5.13\n1168,14.14,8.14,2.18,26.72,37.04,10.32\n1169,24.99,11.66,2.38,28.7,37.02,8.32\n1170,31.21,9.71,2.15,25.82,33.92,8.1\n1171,29.66,7.59,2.27,24.64,31.12,6.48\n1172,32.25,6.95,2.33,22.07,28.69,6.62\n1173,26.13,16.32,2.19,33.99,42.44,8.45\n1174,38.39,14.23,2.02,54.45,62.67,8.22\n1175,39.72,9.73,1.97,41.87,48.76,6.89\n1176,36.73,9.63,2.09,43.56,50.34,6.78\n1177,44.83,9.14,2.35,48.56,57.62,9.06\n1178,44.07,10.65,2.36,56.26,66.94,10.68\n1179,33.1,11.82,2.03,22.59,27.45,4.86\n1180,23.99,8.3,1.81,36.85,42.04,5.19\n1181,21.47,7.24,1.96,27.89,33.48,5.59\n1182,23.78,9.51,1.87,17.6,22.14,4.54\n1183,27.11,10.04,1.87,22.32,27.13,4.81\n1184,19.44,7.82,1.74,19.42,24.01,4.59\n1185,16.66,6.88,2.19,38.34,49.97,11.63\n1186,16.27,6.17,2.16,60.56,86.31,25.75\n1187,21.16,8.95,2.37,79.58,123.06,43.48\n1188,37.35,23.1,2.29,68.21,93.54,25.33\n1189,33.72,15.99,2.18,74.66,117.91,43.25\n1190,32.0,24.46,2.48,71.03,114.72,43.69\n1191,23.28,14.86,2.29,41.18,60.61,19.43\n1192,17.45,10.68,2.31,44.81,62.34,17.53\n1193,17.56,8.42,2.4,43.15,57.45,14.3\n1194,21.86,7.22,2.37,24.56,33.05,8.49\n1195,25.43,7.76,1.83,17.66,25.47,7.81\n1196,28.37,11.67,1.91,14.91,22.1,7.19\n1197,22.55,9.96,2.01,15.5,22.33,6.83\n1198,20.46,19.57,1.86,19.64,28.08,8.44\n1199,17.47,14.4,1.95,38.89,50.03,11.14\n1200,35.06,15.96,2.04,29.52,38.15,8.63\n1201,39.38,16.57,2.11,54.89,66.49,11.6\n1202,43.88,14.11,2.38,82.17,100.26,18.09\n1203,48.71,16.31,2.17,70.32,85.15,14.83\n1204,32.01,10.54,2.07,63.07,75.92,12.85\n1205,46.63,7.66,1.81,50.79,57.88,7.09\n1206,36.6,8.03,1.75,58.96,69.49,10.53\n1207,27.17,8.11,1.7,54.61,64.16,9.55\n1208,44.8,11.7,1.58,30.03,36.41,6.38\n1209,32.1,8.9,1.51,25.67,31.05,5.38\n1210,35.89,14.64,1.4,18.34,23.27,4.93\n1211,44.88,10.19,1.59,22.69,27.72,5.03\n1212,28.01,9.44,1.53,28.16,35.9,7.74\n1213,20.85,17.9,1.84,15.73,24.36,8.63\n1214,29.46,11.61,1.92,64.12,88.96,24.84\n1215,34.58,22.5,2.33,80.18,122.27,42.09\n1216,40.14,14.15,2.64,88.67,136.39,47.72\n1217,39.3,10.33,2.76,44.4,62.51,18.11\n1218,31.47,6.57,2.77,20.13,27.16,7.03\n1219,37.12,5.52,2.54,15.92,21.93,6.01\n1220,26.77,6.07,2.55,13.48,19.23,5.75\n1221,34.78,5.98,3.09,16.98,23.09,6.11\n1222,29.04,13.55,3.48,42.69,53.2,10.51\n1223,30.5,27.27,3.27,66.74,80.13,13.39\n1224,42.16,25.07,2.96,83.78,99.34,15.56\n1225,53.23,28.76,3.05,128.78,190.29,61.51\n1226,45.88,25.69,2.81,127.12,202.72,75.6\n1227,74.31,39.95,2.58,100.13,149.48,49.35\n1228,64.87,46.43,2.41,105.63,162.57,56.94\n1229,75.67,52.25,2.35,76.71,104.13,27.42\n1230,60.66,29.2,2.24,57.3,66.5,9.2\n1231,67.29,32.35,1.97,46.35,53.3,6.95\n1232,73.17,27.17,1.8,43.57,50.43,6.86\n1233,47.4,36.04,1.8,52.97,64.89,11.92\n1234,54.46,22.16,2.02,63.85,98.6,34.75\n1235,46.82,20.7,2.64,66.45,99.03,32.58\n1236,50.21,13.45,2.79,84.49,130.23,45.74\n1237,58.63,8.21,2.98,87.68,122.88,35.2\n1238,48.62,7.42,2.42,42.71,61.74,19.03\n1239,63.6,17.0,2.48,19.3,26.74,7.44\n1240,54.02,19.23,1.9,20.17,29.39,9.22\n1241,35.79,13.86,1.97,17.25,26.44,9.19\n1242,33.82,22.74,1.96,14.08,20.79,6.71\n1243,44.13,20.09,1.85,18.57,26.91,8.34\n1244,32.63,17.81,1.96,24.87,33.53,8.66\n1245,37.66,16.23,1.91,27.32,36.39,9.07\n1246,46.27,18.26,1.79,29.69,39.47,9.78\n1247,29.51,14.15,1.79,38.93,47.89,8.96\n1248,24.56,20.37,1.68,51.21,62.2,10.99\n1249,34.55,12.38,1.91,46.21,54.04,7.83\n1250,31.46,11.89,1.43,37.78,44.84,7.06\n1251,36.4,6.49,1.37,26.16,34.93,8.77\n1252,33.19,5.56,1.24,15.12,20.94,5.82\n1253,30.12,6.27,1.2,13.85,18.37,4.52\n1254,21.19,7.85,1.1,14.06,18.57,4.51\n1255,27.31,26.29,1.45,16.32,20.69,4.37\n1256,22.04,15.71,1.37,13.69,18.32,4.63\n1257,21.84,11.56,1.63,23.51,28.99,5.48\n1258,25.93,17.01,2.17,37.12,45.03,7.91\n1259,29.91,24.79,2.11,25.68,35.29,9.61\n1260,20.65,15.32,1.78,21.19,30.21,9.02\n1261,16.12,11.62,1.77,14.07,20.4,6.33\n1262,16.13,9.09,1.75,18.03,25.68,7.65\n1263,15.69,12.6,1.95,17.75,25.53,7.78\n1264,15.4,9.46,1.75,23.41,31.63,8.22\n1265,20.95,9.15,1.74,22.05,31.32,9.27\n1266,17.51,7.67,1.86,19.92,26.46,6.54\n1267,19.85,6.05,1.72,25.76,33.98,8.22\n1268,17.07,8.6,1.83,26.07,33.13,7.06\n1269,23.57,13.22,1.96,47.0,53.98,6.98\n1270,27.59,9.12,1.67,40.6,46.85,6.25\n1271,22.43,7.85,1.27,49.44,56.9,7.46\n1272,23.03,6.7,1.44,53.51,62.03,8.52\n1273,30.51,6.8,1.44,53.82,61.71,7.89\n1274,27.87,7.01,1.44,54.89,61.63,6.74\n1275,31.89,12.37,1.57,55.41,62.42,7.01\n1276,30.46,12.06,1.44,33.54,38.96,5.42\n1277,21.57,14.82,1.59,25.03,30.04,5.01\n1278,22.36,17.33,1.72,21.46,26.06,4.6\n1279,19.62,15.82,1.58,33.08,39.49,6.41\n1280,36.89,11.86,1.8,38.92,48.93,10.01\n1281,30.36,12.46,2.0,37.49,51.12,13.63\n1282,26.25,14.49,2.14,31.47,43.36,11.89\n1283,27.14,10.94,2.08,30.43,42.59,12.16\n1284,20.53,8.75,2.22,19.22,28.81,9.59\n1285,21.92,7.66,1.91,21.9,32.89,10.99\n1286,18.0,6.43,2.13,26.4,36.17,9.77\n1287,24.76,5.56,2.07,18.33,26.05,7.72\n1288,17.4,5.91,2.04,16.64,23.07,6.43\n1289,14.66,6.49,2.13,37.17,45.16,7.99\n1290,23.26,7.8,2.08,41.93,51.53,9.6\n1291,35.21,23.96,1.8,42.11,49.14,7.03\n1292,22.22,13.64,1.34,81.22,90.52,9.3\n1293,23.19,13.95,1.25,71.42,78.16,6.74\n1294,22.08,18.04,1.38,61.38,71.25,9.87\n1295,31.26,9.96,1.15,44.72,50.08,5.36\n1296,42.48,20.18,1.17,30.76,35.85,5.09\n1297,27.32,25.53,1.4,16.02,20.58,4.56\n1298,29.59,24.25,1.64,27.07,32.83,5.76\n1299,22.13,15.13,1.44,33.69,41.52,7.83\n1300,22.55,10.39,1.35,32.36,41.37,9.01\n1301,17.36,8.41,1.51,25.8,35.24,9.44\n1302,15.57,7.05,1.77,25.83,35.96,10.13\n1303,23.49,5.75,1.58,19.1,26.5,7.4\n1304,19.11,6.02,1.69,15.03,21.6,6.57\n1305,15.9,8.33,1.63,18.77,26.85,8.08\n1306,16.73,7.25,1.55,13.74,19.51,5.77\n1307,13.59,6.65,1.44,21.85,30.45,8.6\n1308,17.45,6.72,1.73,20.89,27.98,7.09\n1309,16.68,6.11,1.52,27.88,36.33,8.45\n1310,20.26,5.51,1.49,36.06,44.0,7.94\n1311,26.44,6.2,1.53,32.22,38.2,5.98\n1312,29.46,7.32,1.61,42.95,48.12,5.17\n1313,39.13,12.73,1.52,54.84,63.57,8.73\n1314,26.26,12.5,1.64,78.23,90.73,12.5\n1315,42.8,9.67,1.58,71.49,83.59,12.1\n1316,31.48,19.24,1.75,100.13,128.66,28.53\n1317,41.8,12.36,1.72,57.03,65.65,8.62\n1318,27.82,19.29,1.6,40.63,46.75,6.12\n1319,27.51,8.95,1.52,49.38,65.49,16.11\n1320,37.45,14.08,1.77,69.63,112.11,42.48\n1321,32.36,21.1,3.35,70.09,110.97,40.88\n1322,37.42,14.33,4.51,53.57,76.39,22.82\n1323,49.84,19.71,3.13,39.77,54.13,14.36\n1324,34.97,12.08,2.92,25.59,34.51,8.92\n1325,35.17,9.38,2.91,23.09,31.03,7.94\n1326,31.81,18.87,2.49,26.54,34.48,7.94\n1327,31.88,9.01,1.99,19.83,26.72,6.89\n1328,40.35,15.35,1.85,25.24,31.35,6.11\n1329,35.42,33.55,1.45,38.3,44.36,6.06\n1330,50.54,36.43,1.35,64.84,86.17,21.33\n1331,61.29,13.56,1.39,52.9,68.98,16.08\n1332,63.35,26.09,1.43,51.02,65.86,14.84\n1333,47.9,41.5,1.52,31.4,42.26,10.86\n1334,31.89,24.36,1.47,32.77,40.67,7.9\n1335,45.17,32.01,1.52,25.61,33.52,7.91\n1336,36.54,32.18,1.64,26.38,34.83,8.45\n1337,36.06,26.51,1.48,71.01,90.29,19.28\n1338,29.56,29.4,1.19,39.44,50.17,10.73\n1339,33.06,18.64,1.42,34.99,43.8,8.81\n1340,25.58,12.67,1.13,40.84,49.92,9.08\n1341,35.28,9.3,1.18,42.27,48.16,5.89\n1342,36.43,13.29,1.0,74.58,83.16,8.58\n1343,35.69,15.44,1.29,89.67,100.83,11.16\n1344,29.49,22.14,1.15,40.22,45.23,5.01\n1345,35.02,26.41,1.15,33.02,38.87,5.85\n1346,25.36,19.4,1.23,24.97,29.84,4.87\n1347,19.67,14.22,1.24,25.83,30.42,4.59\n1348,38.01,12.48,1.48,63.56,87.03,23.47\n1349,40.56,14.85,1.43,59.75,81.1,21.35\n1350,43.36,11.3,1.78,53.41,68.97,15.56\n1351,29.78,9.42,1.41,37.87,47.91,10.04\n1352,44.6,21.71,1.42,26.21,35.96,9.75\n1353,28.04,24.25,1.26,18.75,26.02,7.27\n1354,20.88,14.28,1.25,14.63,20.5,5.87\n1355,25.92,10.73,1.26,30.95,39.49,8.54\n1356,35.37,24.28,1.34,35.9,46.16,10.26\n1357,25.8,14.49,1.37,40.29,50.71,10.42\n1358,29.66,10.47,1.1,29.36,37.1,7.74\n1359,21.84,7.6,1.27,60.08,70.57,10.49\n1360,43.49,9.55,1.32,87.82,100.99,13.17\n1361,49.07,15.05,1.42,49.93,60.42,10.49\n1362,33.9,14.59,1.84,74.52,89.44,14.92\n1363,38.24,19.78,2.16,76.36,92.4,16.04\n1364,44.38,22.42,1.93,55.99,64.21,8.22\n1365,43.78,24.86,1.98,49.74,56.31,6.57\n1366,51.42,22.94,1.85,41.54,47.12,5.58\n1367,40.43,16.3,1.68,31.98,37.29,5.31\n1368,46.54,21.93,1.62,34.35,39.66,5.31\n1369,38.67,21.29,2.05,44.96,59.08,14.12\n1370,28.5,22.64,2.23,57.57,85.46,27.89\n1371,38.08,13.82,2.6,44.99,64.43,19.44\n1372,35.65,10.58,2.68,32.95,45.56,12.61\n1373,27.6,12.94,2.4,25.17,34.47,9.3\n1374,33.98,8.87,2.08,19.39,27.11,7.72\n1375,29.99,7.22,2.19,19.6,26.94,7.34\n1376,27.1,7.12,2.09,21.64,29.03,7.39\n1377,30.33,7.03,2.17,24.41,29.65,5.24\n1378,49.01,16.14,1.87,76.06,85.43,9.37\n1379,52.45,47.43,1.94,145.54,197.38,51.84\n1380,48.94,43.56,1.88,91.19,117.06,25.87\n1381,35.49,24.74,1.58,78.71,89.09,10.38\n1382,30.76,17.03,1.6,122.69,158.29,35.6\n1383,29.28,26.25,1.99,162.21,264.68,102.47\n1384,52.63,41.14,1.72,116.49,168.47,51.98\n1385,60.36,25.39,1.53,86.28,109.08,22.8\n1386,62.07,30.7,1.65,89.23,110.0,20.77\n1387,66.13,30.27,1.39,71.37,85.38,14.01\n1388,36.79,29.94,0.99,43.88,53.37,9.49\n1389,39.75,21.91,0.95,59.75,92.92,33.17\n1390,51.64,42.02,1.42,77.08,132.73,55.65\n1391,44.84,30.93,1.77,109.03,186.2,77.17\n1392,58.5,30.18,1.67,99.12,149.41,50.29\n1393,51.0,22.63,1.69,69.72,94.7,24.98\n1394,42.41,18.16,1.5,54.35,68.19,13.84\n1395,47.32,27.87,1.7,32.5,41.53,9.03\n1396,50.76,20.69,1.69,16.94,24.01,7.07\n1397,32.99,13.86,1.72,37.83,44.88,7.05\n1398,50.88,21.89,1.55,66.91,77.34,10.43\n1399,46.17,38.59,1.5,58.18,71.26,13.08\n1400,30.02,21.91,1.67,28.45,36.69,8.24\n1401,36.04,14.91,1.4,28.47,35.43,6.96\n1402,27.65,10.69,1.23,62.68,74.42,11.74\n1403,36.08,9.36,1.19,42.9,50.14,7.24\n1404,28.55,10.23,1.19,39.97,45.92,5.95\n1405,20.74,8.77,1.32,73.67,87.08,13.41\n1406,22.8,7.5,1.37,123.56,162.55,38.99\n1407,52.91,22.13,1.1,87.75,109.66,21.91\n1408,50.19,14.36,0.93,72.08,87.22,15.14\n1409,51.99,16.94,0.98,58.72,68.59,9.87\n1410,52.46,16.5,0.93,46.7,54.57,7.87\n1411,37.13,12.57,0.86,39.5,46.17,6.67\n1412,38.58,11.25,1.17,39.75,48.0,8.25\n1413,46.44,31.49,1.34,55.25,82.74,27.49\n1414,45.1,18.58,1.34,69.76,114.66,44.9\n1415,32.79,16.95,1.5,55.65,74.42,18.77\n1416,30.09,16.23,1.5,44.49,60.38,15.89\n1417,35.49,10.99,1.54,30.65,41.11,10.46\n1418,25.75,9.16,1.8,13.94,20.3,6.36\n1419,19.46,9.66,1.52,16.04,23.28,7.24\n1420,26.07,8.14,1.41,14.88,22.04,7.16\n1421,19.57,7.64,1.47,14.17,20.92,6.75\n1422,18.81,7.09,1.53,24.34,30.89,6.55\n1423,28.32,11.52,1.56,41.52,48.85,7.33\n1424,22.88,16.35,1.53,62.95,73.26,10.31\n1425,43.63,20.01,1.27,33.19,40.99,7.8\n1426,50.53,25.44,1.56,41.41,48.62,7.21\n1427,31.76,20.25,1.42,37.02,42.53,5.51\n1428,34.57,13.88,1.07,50.67,58.31,7.64\n1429,34.81,20.31,1.12,45.36,51.26,5.9\n1430,25.91,14.09,0.97,43.39,48.57,5.18\n1431,32.78,10.06,0.97,36.26,41.08,4.82\n1432,23.64,7.3,0.86,26.53,31.08,4.55\n1433,16.43,7.16,0.7,39.45,50.37,10.92\n1434,17.0,14.88,0.86,36.82,48.65,11.83\n1435,18.59,10.85,1.1,24.56,32.93,8.37\n1436,24.5,8.1,1.2,22.39,31.24,8.85\n1437,19.3,6.4,1.15,13.17,19.27,6.1\n1438,30.65,5.57,1.26,17.45,24.47,7.02\n1439,42.63,5.61,1.46,19.0,26.7,7.7\n1440,54.68,16.24,1.25,20.57,28.51,7.94\n1441,82.93,11.91,1.08,20.63,28.2,7.57\n1442,55.08,15.28,1.26,18.59,25.52,6.93\n1443,51.97,10.22,1.21,18.97,26.1,7.13\n1444,41.42,13.52,0.92,18.59,24.46,5.87\n1445,38.04,10.94,0.98,15.67,20.91,5.24\n1446,26.31,15.95,0.92,18.5,23.36,4.86\n1447,36.56,22.46,1.23,30.01,35.28,5.27\n1448,52.84,15.01,1.2,41.69,48.77,7.08\n1449,64.63,11.66,1.24,46.74,52.62,5.88\n1450,41.95,13.89,1.4,53.83,59.42,5.59\n1451,50.02,10.64,1.29,31.88,36.58,4.7\n1452,39.94,16.6,1.25,57.3,62.53,5.23\n1453,32.27,12.84,1.42,50.01,55.0,4.99\n1454,36.2,9.93,1.17,69.48,74.68,5.2\n1455,27.55,9.52,1.38,28.25,32.89,4.64\n1456,29.47,12.09,1.13,23.33,28.19,4.86\n1457,39.49,23.19,1.05,39.19,47.53,8.34\n1458,47.21,14.74,1.28,48.97,64.98,16.01\n1459,27.36,17.91,1.69,24.16,31.94,7.78\n1460,49.96,11.29,1.73,21.62,29.22,7.6\n1461,64.99,12.91,1.33,25.91,35.05,9.14\n1462,57.77,21.35,1.33,20.85,29.32,8.47\n1463,61.8,13.86,1.2,14.7,21.04,6.34\n1464,52.64,10.53,1.46,22.25,30.47,8.22\n1465,57.71,23.05,1.13,29.55,37.88,8.33\n1466,53.43,13.75,1.23,51.35,61.88,10.53\n1467,55.3,10.02,1.46,31.31,37.33,6.02\n1468,63.46,16.82,1.4,66.19,72.3,6.11\n1469,43.22,26.76,1.11,74.92,81.13,6.21\n1470,35.61,29.26,1.02,78.29,84.0,5.71\n1471,28.79,25.79,1.21,77.85,84.16,6.31\n1472,28.94,28.12,1.19,70.9,77.25,6.35\n1473,37.66,22.6,1.23,28.59,33.15,4.56\n1474,25.47,15.06,0.91,20.37,24.78,4.41\n1475,32.26,13.72,0.91,26.9,31.32,4.42\n1476,22.15,9.88,0.88,20.37,24.92,4.55\n1477,20.85,14.27,0.94,20.16,24.61,4.45\n1478,26.11,21.72,0.98,30.28,35.79,5.51\n1479,34.78,26.88,0.96,54.52,66.2,11.68\n1480,18.32,15.81,0.96,63.68,82.22,18.54\n1481,21.18,16.65,0.93,37.53,50.08,12.55\n1482,26.43,14.27,1.09,28.27,37.91,9.64\n1483,30.11,16.57,0.87,21.82,30.1,8.28\n1484,28.84,17.94,0.91,18.23,25.15,6.92\n1485,21.44,12.32,0.79,21.26,29.66,8.4\n1486,17.61,8.77,0.92,29.39,38.78,9.39\n1487,28.53,6.67,1.09,37.21,46.18,8.97\n1488,30.06,7.27,1.1,58.34,66.32,7.98\n1489,37.01,19.75,0.93,69.02,78.14,9.12\n1490,28.8,20.35,0.73,76.99,88.38,11.39\n1491,27.51,18.53,0.78,83.77,105.47,21.7\n1492,24.63,20.02,0.97,89.48,114.74,25.26\n1493,18.38,13.54,0.77,56.47,67.42,10.95\n1494,57.45,40.16,0.93,20.81,25.65,4.84\n1495,63.96,23.11,0.93,39.75,55.87,16.12\n1496,38.17,14.53,0.84,42.43,58.67,16.24\n1497,29.18,18.77,9.4,20.1,25.41,5.31\n1498,28.7,9.87,6.1,19.97,24.24,4.27\n1499,32.87,8.15,5.77,16.3,21.79,5.49\n1500,23.1,7.26,5.84,18.72,24.29,5.57\n1501,20.09,11.47,5.77,17.46,21.56,4.1\n1502,24.98,11.85,5.02,19.63,24.0,4.37\n1503,20.12,10.15,4.96,28.43,31.69,3.26\n1504,18.08,9.17,5.04,55.34,60.13,4.79\n1505,42.35,20.86,4.94,30.04,31.2,1.16\n1506,33.74,13.67,4.99,33.61,35.71,2.1\n1507,23.94,17.05,5.53,29.63,30.41,0.78\n1508,24.77,10.48,4.69,23.72,24.69,0.97\n1509,20.57,13.11,5.73,21.38,22.08,0.7\n1510,25.14,15.93,5.62,21.12,21.81,0.69\n1511,32.36,25.49,5.75,49.46,56.44,6.98\n1512,24.2,16.2,5.71,57.21,69.47,12.26\n1513,27.58,12.15,5.73,74.05,99.05,25.0\n1514,32.98,18.88,5.86,46.97,58.22,11.25\n1515,23.89,13.39,5.55,25.39,30.73,5.34\n1516,26.07,7.07,5.03,16.12,19.99,3.87\n1517,19.58,5.91,5.03,11.69,14.05,2.36\n1518,16.03,5.29,5.44,12.96,15.42,2.46\n1519,13.86,5.94,5.04,12.91,15.22,2.31\n1520,19.61,5.29,5.12,15.15,17.03,1.88\n1521,22.16,9.38,5.93,45.33,47.81,2.48\n1522,25.89,12.54,5.19,93.57,97.96,4.39\n1523,44.4,19.48,5.04,100.27,105.53,5.26\n1524,30.68,18.07,5.52,111.52,136.77,25.25\n1525,30.52,14.47,5.06,56.44,74.6,18.16\n1526,30.49,11.11,3.97,56.33,72.34,16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1655,35.04,4.23,2.69,34.11,36.81,2.7\n1656,23.55,4.89,2.56,38.48,43.13,4.65\n1657,18.73,4.84,2.53,49.98,60.52,10.54\n1658,21.27,4.83,2.49,38.03,44.51,6.48\n1659,20.27,5.07,2.69,37.36,44.68,7.32\n1660,18.3,5.29,2.43,16.96,20.18,3.22\n1661,26.9,4.69,2.48,15.55,17.91,2.36\n1662,13.52,4.81,2.32,52.44,60.85,8.41\n1663,14.44,4.27,2.4,34.52,40.94,6.42\n1664,27.15,4.23,2.46,26.72,30.8,4.08\n1665,24.95,4.55,2.42,26.51,31.53,5.02\n1666,20.0,5.49,2.27,23.06,26.3,3.24\n1667,33.22,4.88,2.55,30.62,34.56,3.94\n1668,36.11,4.0,2.63,30.41,35.23,4.82\n1669,25.29,4.63,2.73,40.56,48.83,8.27\n1670,30.49,6.17,2.61,45.01,52.01,7.0\n1671,18.52,6.54,2.88,14.65,17.77,3.12\n1672,25.72,5.54,2.82,9.85,12.55,2.7\n1673,20.31,5.0,2.93,11.73,14.65,2.92\n1674,25.06,5.18,2.75,13.48,17.14,3.66\n1675,34.92,5.43,3.09,11.06,12.75,1.69\n1676,38.0,5.26,2.79,14.15,16.01,1.86\n1677,36.1,4.94,3.04,16.03,21.23,5.2\n1678,27.12,5.27,2.88,19.01,21.13,2.12\n1679,38.59,4.86,3.0,38.81,43.0,4.19\n1680,42.1,5.14,2.98,44.48,46.02,1.54\n1681,51.7,5.02,2.93,55.22,58.83,3.61\n1682,50.88,4.75,2.99,36.93,38.33,1.4\n1683,45.19,4.75,3.1,39.75,41.33,1.58\n1684,54.18,4.59,4.34,72.4,76.86,4.46\n1685,49.54,4.66,5.44,61.06,64.05,2.99\n1686,55.26,4.53,4.91,41.21,42.4,1.19\n1687,43.67,4.29,4.38,54.77,56.91,2.14\n1688,41.29,4.54,3.56,42.09,44.14,2.05\n1689,51.63,4.45,3.34,43.18,45.99,2.81\n1690,41.66,4.39,3.38,62.34,79.44,17.1\n1691,34.35,4.66,3.51,66.14,93.28,27.14\n1692,41.87,7.8,3.63,52.32,70.47,18.15\n1693,39.29,10.2,3.08,27.52,33.2,5.68\n1694,26.54,8.14,3.12,31.14,37.85,6.71\n1695,34.14,6.86,3.06,13.72,16.26,2.54\n1696,30.22,6.14,3.0,12.16,14.08,1.92\n1697,36.02,5.82,2.96,8.89,10.27,1.38\n1698,50.3,5.3,2.93,9.83,11.34,1.51\n1699,51.77,4.85,3.09,10.28,11.83,1.55\n1700,41.0,5.41,3.11,14.81,17.49,2.68\n1701,27.08,5.46,3.06,15.17,17.26,2.09\n1702,22.09,5.58,3.11,20.49,22.71,2.22\n1703,34.37,5.74,3.06,41.38,44.28,2.9\n1704,25.39,5.16,2.99,90.2,96.13,5.93\n1705,46.04,5.1,3.55,140.67,193.73,53.06\n1706,51.14,4.48,3.74,137.12,202.13,65.01\n1707,70.48,4.75,3.67,110.48,149.04,38.56\n1708,68.26,4.97,3.39,86.51,104.31,17.8\n1709,56.74,4.58,3.19,65.02,74.92,9.9\n1710,53.19,5.13,3.15,58.17,63.17,5.0\n1711,46.43,5.48,3.23,43.29,45.1,1.81\n1712,52.02,5.51,3.13,41.71,44.37,2.66\n1713,46.95,4.39,3.13,42.22,51.3,9.08\n1714,29.68,6.54,3.56,58.32,79.12,20.8\n1715,25.81,9.52,3.45,63.09,87.15,24.06\n1716,36.93,10.4,3.65,67.21,90.54,23.33\n1717,24.49,11.76,3.31,48.34,60.43,12.09\n1718,24.88,7.92,3.52,30.69,37.79,7.1\n1719,35.92,6.54,3.6,23.11,27.04,3.93\n1720,34.49,5.75,3.78,37.54,45.08,7.54\n1721,36.56,4.42,3.58,38.0,43.15,5.15\n1722,38.98,4.7,3.71,29.39,32.35,2.96\n1723,34.99,5.36,3.24,23.77,26.21,2.44\n1724,31.88,5.13,3.24,24.92,27.95,3.03\n1725,37.74,4.44,3.31,31.78,37.72,5.94\n1726,28.53,4.82,3.27,47.07,50.19,3.12\n1727,44.24,5.08,3.22,81.87,88.5,6.63\n1728,60.31,4.55,3.97,165.55,201.49,35.94\n1729,57.84,4.46,3.68,135.57,173.13,37.56\n1730,77.95,3.8,3.77,129.95,176.54,46.59\n1731,86.66,4.62,3.69,91.09,109.09,18.0\n1732,35.4,5.61,3.3,52.57,56.47,3.9\n1733,37.94,4.35,3.69,55.51,59.89,4.38\n1734,37.91,4.69,3.68,56.38,70.31,13.93\n1735,31.44,11.63,3.7,67.59,92.27,24.68\n1736,25.92,10.89,4.14,70.44,96.3,25.86\n1737,29.25,10.55,3.92,67.85,87.44,19.59\n1738,22.32,12.6,3.65,56.34,68.39,12.05\n1739,17.91,8.37,3.63,32.46,38.27,5.81\n1740,29.12,6.3,3.74,21.79,24.97,3.18\n1741,47.11,5.47,3.75,18.83,21.34,2.51\n1742,43.56,5.12,3.52,25.37,30.4,5.03\n1743,33.19,4.8,3.47,152.74,168.32,15.58\n1744,58.66,4.88,3.74,126.91,143.5,16.59\n1745,61.17,4.84,3.79,192.28,283.76,91.48\n1746,77.45,4.6,3.31,129.68,163.1,33.42\n1747,45.57,4.76,3.06,24.93,26.67,1.74\n1748,32.34,5.25,2.95,48.37,57.55,9.18\n1749,22.66,7.74,3.08,50.25,62.52,12.27\n1750,28.21,10.77,2.98,43.68,54.34,10.66\n1751,32.73,11.77,3.22,29.32,34.51,5.19\n1752,23.41,11.95,3.14,20.06,23.5,3.44\n1753,26.38,8.45,3.17,18.07,20.87,2.8\n1754,30.18,6.33,3.51,19.46,22.33,2.87\n1755,27.24,5.66,3.42,19.91,23.7,3.79\n1756,35.91,5.37,4.11,28.61,32.44,3.83\n1757,39.47,4.58,3.92,27.77,31.43,3.66\n1758,44.95,4.5,3.88,28.13,31.2,3.07\n1759,36.04,3.81,4.12,24.33,27.13,2.8\n1760,49.8,4.58,3.68,33.01,36.2,3.19\n1761,41.24,4.44,3.29,48.81,51.57,2.76\n1762,48.28,4.35,2.85,28.06,30.16,2.1\n1763,48.17,4.62,2.98,30.86,32.23,1.37\n1764,39.2,4.93,3.16,29.42,30.91,1.49\n1765,37.74,4.82,2.94,36.56,37.81,1.25\n1766,41.6,4.5,2.87,41.65,43.06,1.41\n1767,33.73,5.09,2.75,22.0,23.15,1.15\n1768,29.98,5.01,2.89,15.02,16.13,1.11\n1769,20.65,5.0,2.79,13.95,14.68,0.73\n1770,20.1,5.38,2.95,16.89,17.63,0.74\n1771,27.6,5.83,2.84,22.98,25.17,2.19\n1772,20.91,12.25,2.98,14.59,16.69,2.1\n1773,17.52,11.11,2.81,12.41,14.71,2.3\n1774,15.73,9.58,2.74,10.26,12.16,1.9\n1775,14.89,8.56,2.63,10.31,12.32,2.01\n1776,25.72,4.84,3.18,28.67,30.08,1.41\n1777,25.41,4.76,3.23,25.13,26.01,0.88\n1778,20.32,4.58,2.87,27.56,28.58,1.02\n1779,16.48,4.78,2.89,42.5,44.63,2.13\n1780,18.4,4.44,2.85,36.13,37.63,1.5\n1781,17.46,4.63,2.88,52.33,55.73,3.4\n1782,33.72,4.46,3.05,37.93,39.94,2.01\n1783,28.31,4.73,2.98,21.49,23.85,2.36\n1784,25.49,4.97,3.04,28.05,30.86,2.81\n1785,22.26,4.61,3.01,65.37,89.67,24.3\n1786,30.73,5.15,3.1,90.3,136.5,46.2\n1787,50.27,4.9,3.05,69.73,99.15,29.42\n1788,51.19,7.89,3.02,41.14,52.22,11.08\n1789,42.46,14.2,3.12,29.99,37.03,7.04\n1790,26.82,13.22,2.72,19.46,23.11,3.65\n1791,21.12,15.62,2.63,13.04,15.07,2.03\n1792,21.24,16.47,2.75,9.06,10.47,1.41\n1793,24.6,3.0,2.89,10.1,11.05,0.95\n1794,27.1,3.0,2.65,13.12,14.16,1.04\n1795,33.78,3.16,2.65,17.67,19.99,2.32\n1796,27.59,6.23,2.89,16.59,19.29,2.7\n1797,21.72,11.22,2.86,14.92,17.8,2.88\n1798,27.49,15.15,2.88,14.29,17.46,3.17\n1799,21.35,12.34,3.1,12.9,15.34,2.44\n1800,23.54,12.81,3.33,10.64,12.56,1.92\n1801,19.36,11.63,3.7,11.4,13.61,2.21\n1802,17.15,7.91,3.72,17.27,20.91,3.64\n1803,16.25,6.83,3.63,14.82,17.76,2.94\n1804,17.33,4.24,3.52,19.77,21.35,1.58\n1805,35.49,3.62,3.06,23.95,25.23,1.28\n1806,32.26,3.31,2.95,32.96,34.45,1.49\n1807,24.52,3.16,3.1,29.28,30.47,1.19\n1808,19.41,3.08,3.12,34.49,35.82,1.33\n1809,18.19,3.04,3.16,35.93,37.1,1.17\n1810,16.56,3.02,3.22,30.24,31.23,0.99\n1811,17.72,3.01,3.3,34.59,36.69,2.1\n1812,23.1,3.01,3.32,29.61,30.97,1.36\n1813,17.54,3.01,3.22,17.99,18.89,0.9\n1814,16.01,3.0,3.02,14.0,14.97,0.97\n1815,18.07,3.13,3.17,15.26,16.86,1.6\n1816,16.53,5.34,2.95,13.52,15.11,1.59\n1817,14.69,6.03,3.19,14.91,20.56,5.65\n1818,13.75,9.73,3.26,7.26,8.84,1.58\n1819,20.76,10.21,3.09,7.34,8.75,1.41\n1820,17.74,10.91,2.98,7.47,8.87,1.4\n1821,15.1,10.96,3.54,9.4,11.48,2.08\n1822,14.08,8.12,4.17,10.51,12.68,2.17\n1823,14.64,8.62,4.3,9.26,11.19,1.93\n1824,14.25,9.94,4.07,10.45,12.11,1.66\n1825,19.68,7.97,3.96,9.88,11.06,1.18\n1826,20.15,7.94,3.61,10.26,11.56,1.3\n1827,35.34,5.39,2.71,40.74,54.75,14.01\n1828,39.6,9.68,3.43,18.07,23.99,5.92\n1829,40.17,10.98,3.46,15.92,22.43,6.51\n1830,34.76,11.9,3.45,13.48,18.63,5.15\n1831,40.17,8.68,3.24,14.77,19.9,5.13\n1832,32.3,11.87,3.35,20.68,26.24,5.56\n1833,24.71,10.51,3.42,40.11,46.73,6.62\n1834,43.32,12.74,3.68,82.33,91.15,8.82\n1835,74.38,13.06,3.74,140.67,166.35,25.68\n1836,74.14,34.89,3.56,53.25,61.97,8.72\n1837,77.67,30.67,3.5,39.24,44.46,5.22\n1838,54.15,19.6,3.35,35.81,41.21,5.4\n1839,43.51,21.11,3.17,27.88,33.37,5.49\n1840,33.37,14.63,3.24,35.31,40.51,5.2\n1841,37.32,23.49,3.2,22.1,26.36,4.26\n1842,28.73,17.06,3.27,31.5,36.86,5.36\n1843,29.71,13.08,3.44,39.84,45.17,5.33\n1844,33.09,17.05,3.29,64.67,82.12,17.45\n1845,39.69,36.24,3.7,89.57,128.94,39.37\n1846,35.13,15.1,3.12,39.2,50.01,10.81\n1847,29.08,17.18,3.24,33.25,42.09,8.84\n1848,36.72,19.35,3.19,25.75,33.18,7.43\n1849,23.89,14.72,3.2,14.85,20.25,5.4\n1850,29.2,9.96,3.2,12.43,17.76,5.33\n1851,25.34,8.34,3.26,13.65,20.67,7.02\n1852,23.46,6.86,3.44,16.49,22.47,5.98\n1853,18.64,7.4,3.26,13.07,18.18,5.11\n1854,22.28,6.98,3.31,14.8,19.74,4.94\n1855,24.14,7.29,3.33,30.8,36.67,5.87\n1856,20.71,6.57,3.29,53.27,61.13,7.86\n1857,40.98,17.82,3.4,32.59,38.11,5.52\n1858,46.24,29.37,3.4,30.18,35.81,5.63\n1859,51.59,41.46,3.29,32.83,38.08,5.25\n1860,46.83,36.16,3.43,41.26,46.23,4.97\n1861,51.56,33.42,3.43,48.95,54.79,5.84\n1862,47.72,31.84,3.61,31.83,36.57,4.74\n1863,42.43,27.14,3.66,22.85,27.37,4.52\n1864,41.96,16.75,3.51,25.26,29.86,4.6\n1865,38.65,32.03,3.6,29.04,34.82,5.78\n1866,25.92,24.31,4.28,43.63,54.08,10.45\n1867,46.36,19.92,3.73,26.95,35.2,8.25\n1868,29.19,13.04,3.73,18.51,25.14,6.63\n1869,21.75,9.87,3.29,17.47,23.16,5.69\n1870,29.72,9.43,3.55,26.8,34.68,7.88\n1871,44.18,12.53,3.96,22.16,31.16,9.0\n1872,47.53,13.33,4.0,20.06,28.35,8.29\n1873,37.18,15.5,4.33,22.22,29.32,7.1\n1874,33.43,11.85,3.95,17.28,23.7,6.42\n1875,48.06,8.26,3.96,16.57,22.73,6.16\n1876,54.08,11.74,3.83,23.31,30.21,6.9\n1877,43.62,10.59,3.69,32.12,39.39,7.27\n1878,41.88,24.23,3.55,34.67,43.14,8.47\n1879,49.58,18.23,3.39,30.99,36.21,5.22\n1880,48.29,28.94,3.44,34.03,39.09,5.06\n1881,55.16,32.03,3.48,38.62,44.1,5.48\n1882,41.21,31.85,3.44,44.57,50.39,5.82\n1883,43.05,30.17,3.46,49.93,54.89,4.96\n1884,41.32,36.18,3.47,26.82,31.32,4.5\n1885,27.04,26.39,3.25,27.21,34.9,7.69\n1886,23.8,17.82,3.01,13.97,19.56,5.59\n1887,23.99,11.22,3.16,13.04,18.51,5.47\n1888,29.04,9.92,3.14,17.18,23.53,6.35\n1889,36.44,15.95,3.43,19.99,26.83,6.84\n1890,27.98,26.51,3.58,30.65,38.34,7.69\n1891,47.08,17.49,3.46,25.73,32.69,6.96\n1892,45.56,35.82,3.3,22.07,28.12,6.05\n1893,29.6,24.38,3.19,22.0,28.07,6.07\n1894,27.4,14.49,3.45,23.76,30.09,6.33\n1895,19.26,9.32,3.24,32.48,39.79,7.31\n1896,17.39,9.14,3.24,38.87,46.59,7.72\n1897,17.58,8.2,3.17,35.27,40.9,5.63\n1898,39.4,7.78,3.1,29.3,34.54,5.24\n1899,26.34,17.55,3.23,35.21,41.6,6.39\n1900,24.52,15.14,3.15,28.24,34.31,6.07\n1901,19.59,18.94,3.01,22.28,27.87,5.59\n1902,16.95,14.82,2.96,22.53,28.03,5.5\n1903,14.68,10.64,3.17,18.06,22.89,4.83\n1904,27.21,8.97,3.13,13.64,18.08,4.44\n1905,20.34,6.76,3.19,11.52,16.41,4.89\n1906,27.84,10.1,3.0,10.15,14.51,4.36\n1907,19.81,9.48,3.0,32.77,54.32,21.55\n1908,16.0,14.5,3.02,20.62,27.9,7.28\n1909,15.36,10.95,3.08,16.9,23.42,6.52\n1910,19.03,9.25,3.12,15.67,21.83,6.16\n1911,15.97,8.21,3.11,15.49,21.74,6.25\n1912,15.0,8.29,3.08,19.37,27.26,7.89\n1913,17.0,12.0,3.24,20.92,30.45,9.53\n1914,17.95,9.71,3.0,25.48,35.56,10.08\n1915,24.75,8.02,3.14,28.93,38.44,9.51\n1916,18.62,8.3,3.05,26.57,35.76,9.19\n1917,18.3,8.32,3.03,27.61,35.91,8.3\n1918,25.92,8.05,3.15,27.08,34.83,7.75\n1919,26.24,10.05,3.25,32.36,40.9,8.54\n1920,22.82,7.63,3.21,40.66,50.63,9.97\n1921,15.78,9.63,3.43,42.8,53.42,10.62\n1922,29.34,18.56,3.38,31.35,39.12,7.77\n1923,33.98,19.92,3.29,21.82,28.31,6.49\n1924,22.76,19.9,3.37,17.48,22.42,4.94\n1925,17.17,14.04,3.31,12.91,17.44,4.53\n1926,15.91,9.39,3.18,12.1,16.98,4.88\n1927,17.93,17.32,3.48,20.22,27.72,7.5\n1928,14.87,14.13,3.2,25.94,32.57,6.63\n1929,23.8,9.45,3.4,25.92,33.26,7.34\n1930,31.89,5.33,3.3,14.07,21.02,6.95\n1931,26.65,4.17,3.48,15.98,23.06,7.08\n1932,28.76,4.57,3.29,13.45,19.8,6.35\n1933,20.45,6.18,3.33,16.69,23.78,7.09\n1934,17.71,6.87,3.25,16.45,23.02,6.57\n1935,26.63,7.86,3.09,16.56,22.89,6.33\n1936,42.67,7.18,3.16,26.26,33.39,7.13\n1937,27.1,6.73,3.46,33.63,41.0,7.37\n1938,28.31,19.73,3.75,37.16,43.43,6.27\n1939,37.57,14.13,4.05,45.68,52.36,6.68\n1940,36.37,11.32,4.23,44.33,50.08,5.75\n1941,34.97,13.5,4.3,37.68,42.5,4.82\n1942,26.91,10.17,4.36,37.02,41.62,4.6\n1943,36.58,14.74,4.92,55.18,61.44,6.26\n1944,41.13,34.32,4.8,47.62,52.86,5.24\n1945,42.18,22.55,4.45,37.9,43.6,5.7\n1946,58.9,20.16,4.14,46.44,51.79,5.35\n1947,41.95,41.67,4.11,37.99,43.38,5.39\n1948,43.2,41.06,4.25,47.74,61.77,14.03\n1949,40.34,31.02,4.78,77.28,118.75,41.47\n1950,36.02,35.12,5.59,70.38,101.61,31.23\n1951,49.3,27.36,4.74,24.47,34.01,9.54\n1952,31.36,22.37,4.37,15.66,22.81,7.15\n1953,21.63,15.46,4.45,16.16,23.29,7.13\n1954,17.5,11.59,4.23,10.94,16.41,5.47\n1955,28.79,8.96,4.23,12.08,17.72,5.64\n1956,20.83,9.04,3.98,15.46,22.02,6.56\n1957,32.38,7.3,4.13,15.27,21.88,6.61\n1958,31.14,18.92,3.96,11.81,17.52,5.71\n1959,23.43,15.15,4.07,20.46,26.98,6.52\n1960,35.52,12.4,4.56,25.69,32.43,6.74\n1961,25.01,10.55,4.69,32.38,38.42,6.04\n1962,20.37,8.12,4.61,66.02,73.72,7.7\n1963,71.2,8.14,4.68,74.17,83.19,9.02\n1964,45.95,15.23,4.87,56.22,62.96,6.74\n1965,46.35,19.99,4.64,53.69,59.75,6.06\n1966,51.36,23.85,4.77,98.03,112.76,14.73\n1967,42.79,23.64,4.07,40.8,47.0,6.2\n1968,38.27,21.68,4.2,41.41,46.51,5.1\n1969,29.03,14.89,4.4,38.89,44.66,5.77\n1970,36.69,13.9,4.11,49.65,62.49,12.84\n1971,38.17,25.71,4.43,28.95,37.57,8.62\n1972,30.5,17.5,4.35,20.56,26.74,6.18\n1973,45.58,12.65,4.28,15.16,20.31,5.15\n1974,50.16,30.77,3.93,13.78,19.57,5.79\n1975,44.27,23.05,4.11,12.91,18.14,5.23\n1976,36.73,17.08,4.03,15.29,21.1,5.81\n1977,43.26,16.36,3.93,14.04,19.08,5.04\n1978,35.35,11.77,3.96,18.75,24.24,5.49\n1979,34.47,9.6,3.81,31.99,38.85,6.86\n1980,40.98,21.85,4.0,54.14,60.59,6.45\n1981,43.7,34.24,4.0,55.62,60.89,5.27\n1982,46.13,22.17,4.22,65.41,71.33,5.92\n1983,51.0,38.32,4.03,42.6,47.86,5.26\n1984,71.13,34.54,3.85,71.47,77.21,5.74\n1985,69.44,37.54,4.04,73.09,78.9,5.81\n1986,62.06,36.9,3.84,75.81,83.63,7.82\n1987,55.26,32.2,3.79,43.21,48.62,5.41\n1988,60.72,48.77,3.75,37.77,42.88,5.11\n1989,46.14,35.22,3.61,32.91,38.11,5.2\n1990,45.59,44.09,3.77,59.36,73.27,13.91\n1991,48.88,37.45,3.83,86.64,116.55,29.91\n1992,40.68,26.8,4.14,58.38,77.71,19.33\n1993,29.19,18.2,4.02,36.1,45.45,9.35\n1994,30.08,12.77,3.96,35.87,44.64,8.77\n1995,37.82,17.58,3.85,26.78,33.28,6.5\n1996,34.02,18.2,3.48,14.59,19.68,5.09\n1997,39.73,12.69,3.3,15.97,21.54,5.57\n1998,27.6,9.94,3.38,15.07,20.54,5.47\n1999,21.97,7.32,3.29,15.91,21.66,5.75\n2000,36.82,8.25,3.66,19.34,24.87,5.53\n2001,24.76,8.15,3.52,28.35,34.77,6.42\n2002,24.38,14.32,3.7,49.27,56.51,7.24\n2003,28.54,22.54,4.88,53.85,59.77,5.92\n2004,49.27,18.65,3.85,48.95,55.29,6.34\n2005,44.05,18.27,3.76,44.05,49.01,4.96\n2006,47.74,14.26,4.11,78.26,87.65,9.39\n2007,56.66,17.34,4.76,109.74,135.09,25.35\n2008,63.54,26.01,4.29,85.3,100.32,15.02\n2009,74.44,55.7,4.1,60.94,67.72,6.78\n2010,70.52,44.66,4.04,42.15,47.24,5.09\n2011,56.59,29.41,3.91,37.05,41.97,4.92\n2012,50.06,18.94,3.77,35.24,41.33,6.09\n2013,49.7,23.75,3.91,76.46,115.46,39.0\n2014,57.66,46.22,4.36,102.43,153.99,51.56\n2015,47.37,46.34,4.56,103.39,149.45,46.06\n2016,47.28,30.75,4.38,71.89,93.22,21.33\n2017,32.68,20.82,3.98,41.46,52.67,11.21\n2018,30.86,15.11,3.95,30.43,38.41,7.98\n2019,35.62,14.58,3.87,27.89,34.73,6.84\n2020,24.85,15.64,3.8,25.86,31.64,5.78\n2021,34.54,12.97,3.57,19.11,24.24,5.13\n2022,39.37,10.29,3.59,15.98,20.71,4.73\n2023,47.7,9.43,3.32,14.84,19.91,5.07\n2024,32.36,9.11,3.24,22.19,28.0,5.81\n2025,44.36,16.05,3.17,34.13,41.7,7.57\n2026,52.4,14.32,3.37,50.63,59.05,8.42\n2027,66.01,26.26,3.99,70.95,77.46,6.51\n2028,59.56,22.78,4.22,66.06,72.87,6.81\n2029,62.91,27.37,3.64,58.61,66.28,7.67\n2030,66.93,23.63,5.39,64.48,70.69,6.21\n2031,63.4,28.41,4.9,55.95,62.8,6.85\n2032,41.04,21.12,3.81,28.03,32.96,4.93\n2033,42.94,21.7,3.75,28.8,34.63,5.83\n2034,43.0,42.11,3.82,46.85,58.7,11.85\n2035,40.31,29.19,4.02,38.53,49.08,10.55\n2036,37.33,25.55,3.7,16.56,23.2,6.64\n2037,41.13,16.22,3.72,13.36,19.17,5.81\n2038,47.14,22.29,3.7,13.41,19.25,5.84\n2039,32.18,15.45,3.7,11.66,17.21,5.55\n2040,29.31,11.77,3.48,15.45,21.61,6.16\n2041,31.31,9.84,3.87,14.98,21.26,6.28\n2042,37.87,7.69,3.85,14.38,20.97,6.59\n2043,47.12,6.1,3.72,17.76,24.22,6.46\n2044,30.17,7.46,3.56,20.34,26.75,6.41\n2045,33.09,6.8,3.91,25.89,33.0,7.11\n2046,35.4,17.41,3.9,27.4,33.37,5.97\n2047,41.16,15.09,4.09,34.25,39.52,5.27\n2048,51.49,26.62,4.08,30.16,35.57,5.41\n2049,60.37,24.48,4.05,28.76,33.93,5.17\n2050,40.68,15.49,3.99,30.98,36.03,5.05\n2051,28.44,10.18,3.87,29.92,35.78,5.86\n2052,21.34,9.45,3.48,21.34,25.76,4.42\n2053,18.74,8.79,3.32,21.71,26.08,4.37\n2054,37.21,7.37,3.42,15.41,19.94,4.53\n2055,42.4,7.26,3.5,15.04,19.38,4.34\n2056,44.52,6.49,3.53,20.42,25.01,4.59\n2057,28.1,6.78,3.55,39.8,47.21,7.41\n2058,22.84,20.19,3.54,30.24,38.3,8.06\n2059,34.57,19.84,3.49,10.93,16.08,5.15\n2060,25.04,14.09,3.16,10.5,15.58,5.08\n2061,20.33,9.65,3.1,10.69,15.76,5.07\n2062,25.5,6.42,3.0,10.38,16.12,5.74\n2063,20.1,4.71,3.07,10.97,16.19,5.22\n2064,17.12,6.83,3.1,14.0,20.14,6.14\n2065,16.46,5.31,3.1,13.8,20.41,6.61\n2066,16.82,4.16,3.21,13.7,19.83,6.13\n2067,30.99,5.81,3.3,17.09,23.03,5.94\n2068,36.7,6.2,3.17,20.21,26.04,5.83\n2069,25.62,6.18,3.28,28.7,34.28,5.58\n2070,44.49,5.79,3.23,39.47,47.16,7.69\n2071,47.99,24.03,3.38,38.14,42.89,4.75\n2072,57.14,18.97,3.31,44.97,50.07,5.1\n2073,45.88,17.86,3.25,42.85,47.76,4.91\n2074,58.11,14.26,2.96,32.47,36.96,4.49\n2075,45.78,20.1,3.03,19.67,24.06,4.39\n2076,41.83,35.68,2.86,13.3,17.55,4.25\n2077,34.52,23.14,2.84,10.87,15.11,4.24\n2078,41.36,13.84,3.1,14.0,18.65,4.65\n2079,40.47,14.51,2.95,24.1,28.75,4.65\n2080,27.29,12.27,3.32,42.02,50.22,8.2\n2081,31.36,30.83,3.28,26.33,36.94,10.61\n2082,32.05,19.05,3.25,22.58,30.27,7.69\n2083,28.18,12.2,3.31,14.85,20.86,6.01\n2084,31.81,10.29,3.36,11.57,17.19,5.62\n2085,40.07,9.36,3.49,13.04,19.12,6.08\n2086,46.62,9.57,3.62,15.87,21.85,5.98\n2087,34.38,8.31,3.69,13.6,19.23,5.63\n2088,23.87,8.11,3.53,14.35,20.43,6.08\n2089,20.06,6.63,3.5,14.33,19.82,5.49\n2090,31.81,29.81,3.59,25.51,31.99,6.48\n2091,46.24,21.8,3.9,56.04,63.83,7.79\n2092,69.93,14.84,3.88,78.44,86.35,7.91\n2093,65.06,9.85,3.97,75.69,82.7,7.01\n2094,95.36,9.74,3.82,48.72,53.48,4.76\n2095,89.67,11.58,3.66,36.67,41.35,4.68\n2096,66.27,21.4,3.72,36.65,41.25,4.6\n2097,39.49,15.91,3.59,28.87,33.7,4.83\n2098,48.38,12.74,3.51,25.68,30.23,4.55\n2099,40.52,10.59,3.69,22.54,27.06,4.52\n2100,40.42,24.79,3.55,13.44,17.81,4.37\n2101,37.16,17.42,3.65,25.7,30.44,4.74\n2102,39.76,15.18,3.83,29.88,36.55,6.67\n2103,30.94,21.96,3.77,46.74,59.33,12.59\n2104,32.5,26.95,3.92,41.75,54.62,12.87\n2105,33.34,19.12,3.77,31.7,42.11,10.41\n2106,24.34,11.96,3.79,27.29,36.43,9.14\n2107,30.65,10.76,3.71,22.92,30.51,7.59\n2108,29.8,9.3,3.78,16.31,22.71,6.4\n2109,46.87,9.09,3.92,13.17,18.7,5.53\n2110,47.51,9.33,3.98,12.8,18.19,5.39\n2111,31.95,7.74,3.89,13.32,19.51,6.19\n2112,26.19,7.98,4.12,15.66,21.29,5.63\n2113,49.27,7.59,3.95,16.68,22.24,5.56\n2114,41.01,6.53,3.82,26.18,32.26,6.08\n2115,34.3,9.43,4.07,45.94,55.5,9.56\n2116,64.06,9.35,4.53,36.53,42.11,5.58\n2117,70.16,8.72,4.09,43.58,49.1,5.52\n2118,49.61,8.57,4.38,39.35,44.68,5.33\n2119,55.3,7.38,4.51,57.29,62.74,5.45\n2120,42.86,8.27,4.58,41.44,46.19,4.75\n2121,39.27,9.39,3.9,35.35,39.97,4.62\n2122,43.54,9.44,3.73,28.83,33.45,4.62\n2123,48.19,24.08,3.86,26.75,31.37,4.62\n2124,33.13,17.85,4.08,35.03,39.86,4.83\n2125,36.13,19.39,3.89,34.54,39.82,5.28\n2126,50.3,30.3,3.84,53.17,67.92,14.75\n2127,43.86,36.16,3.94,51.76,66.52,14.76\n2128,58.61,36.62,4.16,56.86,87.2,30.34\n2129,77.48,28.76,3.69,20.37,27.75,7.38\n2130,57.94,19.1,3.8,16.05,22.41,6.36\n2131,35.61,13.39,3.77,14.03,20.58,6.55\n2132,40.7,10.99,3.81,13.66,19.88,6.22\n2133,27.62,9.56,3.68,13.07,19.02,5.95\n2134,30.21,8.99,4.62,13.09,19.07,5.98\n2135,35.26,10.56,3.69,12.49,19.17,6.68\n2136,26.08,11.67,3.86,12.62,18.03,5.41\n2137,34.7,10.2,3.99,16.72,22.81,6.09\n2138,60.87,10.01,4.02,30.63,37.27,6.64\n2139,58.37,7.64,3.87,42.86,50.0,7.14\n2140,43.38,15.24,3.78,39.92,46.47,6.55\n2141,84.58,12.43,3.75,34.42,39.13,4.71\n2142,64.54,30.91,3.83,28.79,34.58,5.79\n2143,67.26,27.74,4.05,26.2,31.82,5.62\n2144,59.28,35.86,4.15,23.55,27.91,4.36\n2145,36.55,23.85,3.97,24.32,28.51,4.19\n2146,36.41,16.84,3.73,21.88,26.1,4.22\n2147,47.39,27.32,4.7,24.85,29.24,4.39\n2148,30.16,29.29,4.65,24.68,29.11,4.43\n2149,36.79,30.06,4.11,29.85,34.65,4.8\n2150,48.58,27.58,4.23,50.91,62.97,12.06\n2151,52.46,37.92,6.14,58.62,75.82,17.2\n2152,51.54,47.36,4.31,30.28,39.41,9.13\n2153,43.33,30.73,3.85,26.89,35.42,8.53\n2154,42.75,30.43,3.76,21.0,28.01,7.01\n2155,44.88,30.87,3.92,18.56,24.87,6.31\n2156,41.39,23.44,3.9,15.59,20.93,5.34\n2157,38.4,14.76,4.0,14.94,20.04,5.1\n2158,43.44,12.18,3.65,19.71,24.82,5.11\n2159,44.9,9.07,3.77,14.84,19.36,4.52\n2160,36.73,7.53,3.68,13.44,17.8,4.36\n2161,25.62,9.14,3.34,36.73,43.98,7.25\n2162,20.77,9.26,3.23,66.64,75.0,8.36\n2163,23.55,14.75,3.64,114.64,130.28,15.64\n2164,46.74,13.53,4.0,89.29,98.42,9.13\n2165,47.21,17.28,5.28,71.36,77.92,6.56\n2166,44.44,14.29,4.85,65.08,71.16,6.08\n2167,56.15,27.62,5.54,48.06,52.73,4.67\n2168,48.7,18.35,6.09,36.21,40.65,4.44\n2169,44.23,17.52,7.02,38.79,43.39,4.6\n2170,38.7,36.93,6.34,39.97,44.65,4.68\n2171,26.26,25.06,5.21,32.55,37.66,5.11\n2172,26.63,22.55,4.31,37.72,43.52,5.8\n2173,39.31,37.02,4.59,57.11,68.43,11.32\n2174,44.81,43.88,5.6,53.03,67.97,14.94\n2175,38.15,29.48,5.04,18.31,24.57,6.26\n2176,37.16,30.48,4.42,14.93,20.46,5.53\n2177,30.97,20.6,4.34,15.91,22.51,6.6\n2178,22.76,14.86,4.46,14.5,20.77,6.27\n2179,30.84,19.9,4.36,12.78,18.38,5.6\n2180,33.53,15.34,4.45,16.81,22.2,5.39\n2181,29.61,15.03,4.5,20.42,26.0,5.58\n2182,33.39,12.85,4.58,22.94,29.16,6.22\n2183,51.27,21.02,4.28,32.48,38.69,6.21\n2184,53.84,31.93,4.26,40.7,46.98,6.28\n2185,59.29,22.5,4.07,37.28,42.31,5.03\n2186,62.32,19.3,4.59,60.47,66.3,5.83\n2187,62.78,17.5,5.68,52.82,58.01,5.19\n2188,39.93,25.7,5.45,37.21,42.01,4.8\n2189,48.79,19.54,4.8,26.46,30.87,4.41\n2190,31.28,12.41,4.62,26.79,31.21,4.42\n2191,38.68,22.8,5.01,34.78,39.71,4.93\n2192,48.67,28.8,4.93,38.11,42.82,4.71\n2193,40.19,29.97,4.87,33.88,38.97,5.09\n2194,63.0,21.76,4.36,29.97,35.11,5.14\n2195,59.78,23.14,4.39,46.91,56.43,9.52\n2196,37.2,36.39,4.58,61.03,75.94,14.91\n2197,44.95,43.75,5.14,48.91,61.41,12.5\n2198,42.94,28.55,4.86,32.87,41.87,9.0\n2199,28.63,17.99,4.34,30.93,39.49,8.56\n2200,38.37,13.36,4.19,27.11,34.47,7.36\n2201,40.16,25.57,4.29,16.17,22.73,6.56\n2202,38.12,25.92,4.24,15.02,21.2,6.18\n2203,44.14,22.91,4.45,14.49,20.36,5.87\n2204,36.13,21.44,4.28,14.28,19.7,5.42\n2205,23.57,21.52,4.09,21.89,28.91,7.02\n2206,37.64,22.66,4.39,29.94,35.94,6.0\n2207,38.03,14.6,4.01,36.3,42.18,5.88\n2208,42.6,10.63,3.76,35.04,40.53,5.49\n2209,51.63,7.05,4.08,37.57,42.33,4.76\n2210,43.8,14.52,4.25,35.96,41.3,5.34\n2211,45.78,11.56,4.0,48.17,53.82,5.65\n2212,59.41,8.57,4.25,52.94,57.95,5.01\n2213,35.97,19.8,4.6,55.57,60.57,5.0\n2214,39.39,14.62,4.48,52.92,59.18,6.26\n2215,45.06,10.99,4.07,29.47,34.93,5.46\n2216,33.19,30.84,4.12,28.05,33.13,5.08\n2217,32.16,31.17,3.79,25.57,31.02,5.45\n2218,33.78,21.49,5.79,42.03,49.83,7.8\n2219,37.79,21.7,4.9,57.94,74.06,16.12\n2220,44.03,27.94,4.99,58.59,74.39,15.8\n2221,49.2,20.12,4.36,35.16,44.09,8.93\n2222,31.56,14.43,4.22,20.04,26.63,6.59\n2223,29.11,14.74,4.27,15.08,20.76,5.68\n2224,32.38,24.56,3.94,13.33,18.96,5.63\n2225,26.31,17.74,4.04,12.29,17.67,5.38\n2226,28.41,12.52,3.98,15.69,21.81,6.12\n2227,37.39,17.88,3.96,19.42,25.29,5.87\n2228,47.72,17.88,5.83,26.94,32.16,5.22\n2229,43.54,28.64,4.76,41.15,46.9,5.75\n2230,65.29,27.29,4.03,35.88,40.87,4.99\n2231,77.47,38.82,3.48,30.86,35.72,4.86\n2232,61.74,42.7,3.47,35.57,41.12,5.55\n2233,57.9,57.49,3.69,46.5,51.74,5.24\n2234,21.13,20.15,3.48,17.15,23.03,5.88\n2235,25.7,23.7,3.44,16.68,22.57,5.89\n2236,40.28,18.39,3.51,15.09,20.61,5.52\n2237,28.14,14.04,3.31,11.5,16.5,5.0\n2238,21.55,9.68,3.21,11.82,16.95,5.13\n2239,28.59,7.37,3.35,12.99,18.65,5.66\n2240,29.07,5.61,3.29,12.92,18.07,5.15\n2241,10.0,3.0,2.79,18.46,24.49,6.03\n2242,10.0,5.7,3.29,19.3,25.28,5.98\n2243,10.0,8.44,3.62,28.95,35.23,6.28\n2244,13.52,8.48,3.42,35.7,42.27,6.57\n2245,26.29,8.41,3.57,29.28,34.47,5.19\n2246,39.48,12.15,3.49,28.72,33.99,5.27\n2247,40.53,15.42,3.18,33.54,38.43,4.89\n2248,33.78,20.22,3.28,34.2,39.23,5.03\n2249,33.99,28.86,3.53,24.97,29.32,4.35\n2250,31.42,26.28,3.51,23.26,28.09,4.83\n2251,22.3,21.1,3.55,17.07,21.46,4.39\n2252,18.49,16.57,3.5,16.73,21.02,4.29\n2253,18.08,14.14,3.28,11.62,15.87,4.25\n2254,17.45,16.09,3.6,33.27,40.01,6.74\n2255,21.15,16.86,3.34,42.36,51.02,8.66\n2256,27.13,19.65,3.47,43.65,54.92,11.27\n2257,24.87,22.47,3.64,42.42,55.54,13.12\n2258,23.6,21.26,3.41,38.74,55.5,16.76\n2259,31.58,15.62,3.36,22.51,29.91,7.4\n2260,34.74,10.9,3.02,23.01,30.37,7.36\n2261,33.04,8.22,3.03,13.66,19.03,5.37\n2262,32.77,7.77,3.43,13.24,18.63,5.39\n2263,28.76,8.44,3.42,15.87,21.4,5.53\n2264,24.28,8.28,3.35,18.66,24.17,5.51\n2265,24.28,7.78,3.25,17.22,22.37,5.15\n2266,28.2,7.71,3.07,20.15,25.5,5.35\n2267,27.89,6.7,3.2,37.95,45.72,7.77\n2268,26.85,6.94,4.01,79.86,88.9,9.04\n2269,33.12,7.02,4.87,96.53,103.46,6.93\n2270,45.32,12.27,4.04,72.14,79.18,7.04\n2271,49.6,20.58,4.56,79.15,86.64,7.49\n2272,48.14,19.18,4.83,126.67,157.4,30.73\n2273,53.19,23.33,5.45,89.11,99.51,10.4\n2274,52.08,33.24,4.74,57.21,63.17,5.96\n2275,51.69,33.86,4.49,48.8,53.99,5.19\n2276,44.94,28.71,4.35,41.2,46.97,5.77\n2277,42.6,29.36,4.07,35.58,40.64,5.06\n2278,47.48,26.58,4.06,43.64,48.46,4.82\n2279,41.5,19.38,3.68,47.34,55.76,8.42\n2280,39.28,26.56,3.59,44.14,54.81,10.67\n2281,33.11,17.59,3.63,16.68,22.08,5.4\n2282,32.4,12.8,3.63,15.46,20.77,5.31\n2283,34.34,9.06,3.56,12.56,17.52,4.96\n2284,36.33,7.73,3.44,11.88,17.02,5.14\n2285,31.22,7.92,3.6,12.55,17.32,4.77\n2286,30.46,7.36,3.81,16.07,20.88,4.81\n2287,34.51,6.81,3.81,27.69,33.48,5.79\n2288,42.77,20.93,3.77,49.39,56.97,7.58\n2289,48.68,27.66,4.1,107.33,121.02,13.69\n2290,55.19,22.11,3.92,111.79,129.28,17.49\n2291,76.43,31.53,3.79,137.1,171.03,33.93\n2292,89.22,33.94,3.92,158.96,218.36,59.4\n2293,84.36,33.76,4.29,200.42,340.65,140.23\n2294,75.28,42.19,4.6,168.57,274.07,105.5\n2295,64.43,57.78,4.98,120.63,156.54,35.91\n2296,63.28,49.95,4.48,65.63,71.48,5.85\n2297,93.78,36.36,4.01,62.07,67.51,5.44\n2298,78.86,27.78,3.76,59.61,66.33,6.72\n2299,69.45,31.15,3.85,70.55,88.97,18.42\n2300,63.28,39.21,4.13,104.74,159.63,54.89\n2301,65.26,54.04,4.16,150.3,228.08,77.78\n2302,77.91,50.91,6.61,124.72,168.88,44.16\n2303,87.84,42.3,9.34,105.4,133.83,28.43\n2304,76.55,38.19,5.38,67.58,81.88,14.3\n2305,75.96,23.42,4.35,32.02,40.16,8.14\n2306,90.41,26.22,4.33,24.48,31.87,7.39\n2307,87.56,25.94,4.58,22.94,30.16,7.22\n2308,81.12,27.05,5.25,39.5,46.18,6.68\n2309,82.8,36.45,3.88,86.64,104.78,18.14\n2310,64.64,33.24,3.5,31.63,37.84,6.21\n2311,75.33,51.27,3.06,27.75,34.05,6.3\n2312,57.11,38.89,3.15,22.25,27.99,5.74\n2313,46.48,30.17,3.29,16.98,21.75,4.77\n2314,31.56,24.08,3.19,13.26,17.73,4.47\n2315,25.22,14.79,3.12,7.88,12.08,4.2\n2316,21.77,10.16,2.8,8.51,12.71,4.2\n2317,21.75,7.12,3.46,20.36,26.83,6.47\n2318,20.98,8.11,3.05,14.41,20.22,5.81\n2319,20.91,7.05,2.86,11.64,17.16,5.52\n2320,19.44,6.94,2.99,11.18,16.89,5.71\n2321,16.26,6.46,2.85,10.47,15.63,5.16\n2322,15.92,6.82,3.06,11.83,17.49,5.66\n2323,17.08,7.14,3.42,13.71,19.21,5.5\n2324,15.9,6.6,3.3,13.25,18.37,5.12\n2325,16.96,7.12,3.29,15.21,20.55,5.34\n2326,21.94,6.82,3.36,21.77,27.54,5.77\n2327,24.95,5.2,3.14,32.64,38.93,6.29\n2328,21.92,5.63,3.88,78.79,88.37,9.58\n2329,19.84,11.42,3.65,44.3,49.82,5.52\n2330,25.46,21.9,3.64,33.76,38.83,5.07\n2331,25.84,22.68,3.48,46.95,52.87,5.92\n2332,22.85,15.0,4.1,80.14,92.64,12.5\n2333,24.49,11.88,4.36,44.24,50.81,6.57\n2334,24.03,10.01,4.0,28.47,33.62,5.15\n2335,25.6,7.17,3.81,32.47,37.45,4.98\n2336,26.1,15.38,3.67,28.41,33.42,5.01\n2337,27.13,21.12,3.63,31.73,36.61,4.88\n2338,28.58,15.33,3.63,49.67,61.82,12.15\n2339,33.97,17.8,3.91,62.77,83.89,21.12\n2340,34.93,28.39,3.96,51.25,67.85,16.6\n2341,27.39,26.89,3.69,36.49,48.84,12.35\n2342,25.27,22.86,3.43,26.55,35.45,8.9\n2343,28.59,18.56,3.39,25.73,33.94,8.21\n2344,27.84,12.58,4.39,20.21,27.11,6.9\n2345,21.54,8.8,4.98,21.21,27.34,6.13\n2346,30.27,7.55,5.06,19.94,25.59,5.65\n2347,42.04,8.34,4.83,19.95,25.78,5.83\n2348,43.47,8.81,4.67,22.03,27.65,5.62\n2349,36.17,8.28,4.49,24.31,30.37,6.06\n2350,30.29,7.14,4.19,26.96,32.72,5.76\n2351,36.07,8.06,4.33,61.31,70.34,9.03\n2352,43.82,14.05,4.13,39.55,45.48,5.93\n2353,43.67,15.91,3.99,54.24,61.64,7.4\n2354,36.09,11.84,6.13,63.7,69.87,6.17\n2355,27.87,9.25,5.93,62.87,68.89,6.02\n2356,26.33,12.65,5.58,57.1,65.84,8.74\n2357,34.04,14.39,4.59,40.97,45.98,5.01\n2358,32.38,11.61,4.68,43.64,48.81,5.17\n2359,23.2,14.84,4.68,32.56,37.65,5.09\n2360,18.35,15.86,4.15,23.42,28.39,4.97\n2361,19.34,17.78,3.79,28.65,34.93,6.28\n2362,27.4,20.14,3.63,41.83,51.88,10.05\n2363,30.54,18.88,3.57,47.29,63.66,16.37\n2364,28.29,27.03,4.11,27.17,36.01,8.84\n2365,27.99,20.74,3.76,22.4,30.19,7.79\n2366,39.08,16.84,3.64,20.97,27.91,6.94\n2367,43.64,14.49,3.87,16.76,22.73,5.97\n2368,34.74,18.82,3.76,14.85,20.28,5.43\n2369,26.04,20.96,4.01,17.25,22.86,5.61\n2370,24.6,14.62,3.96,19.7,25.56,5.86\n2371,31.7,11.08,3.89,19.66,25.66,6.0\n2372,36.44,9.37,3.76,23.91,30.15,6.24\n2373,39.56,8.32,3.82,28.36,34.35,5.99\n2374,39.42,7.59,3.83,40.61,46.41,5.8\n2375,29.55,7.56,4.37,46.87,52.98,6.11\n2376,25.2,7.93,5.31,39.17,44.17,5.0\n2377,36.7,7.2,5.12,51.27,57.41,6.14\n2378,48.66,7.33,3.57,49.47,55.92,6.45\n2379,47.52,8.0,3.37,54.22,60.19,5.97\n2380,43.67,7.66,3.52,44.18,49.42,5.24\n2381,41.56,8.31,3.56,42.65,47.63,4.98\n2382,34.41,7.34,3.8,33.62,38.45,4.83\n2383,30.0,5.17,3.72,18.84,23.57,4.73\n2384,33.2,6.92,3.88,23.81,30.09,6.28\n2385,24.77,13.34,3.62,39.18,51.58,12.4\n2386,23.24,9.75,3.44,29.32,38.4,9.08\n2387,26.2,7.62,3.49,18.91,25.5,6.59\n2388,24.52,7.49,4.05,14.54,20.34,5.8\n2389,26.82,6.85,4.23,11.81,17.05,5.24\n2390,31.03,6.33,4.08,12.91,18.3,5.39\n2391,29.95,6.24,4.31,23.39,30.39,7.0\n2392,36.16,6.3,4.37,29.25,35.96,6.71\n2393,41.99,6.94,4.09,49.08,55.5,6.42\n2394,45.41,6.89,4.3,157.13,198.97,41.84\n2395,45.41,6.89,4.29,157.13,198.97,41.84\n2396,75.33,24.75,2.78,53.86,61.08,7.22\n2397,60.26,24.95,2.93,67.28,75.71,8.43\n2398,59.39,31.56,3.23,53.04,60.86,7.82\n2399,56.67,32.78,2.84,43.63,49.34,5.71\n2400,45.99,30.57,2.77,34.19,39.86,5.67\n2401,45.25,34.83,2.88,35.55,41.03,5.48\n2402,44.24,29.87,2.86,39.94,45.95,6.01\n2403,38.45,17.84,2.92,67.3,83.51,16.21\n2404,40.3,29.91,3.0,68.19,90.72,22.53\n2405,44.14,40.4,3.02,78.51,105.54,27.03\n2406,45.74,28.26,3.81,84.09,111.56,27.47\n2407,36.23,10.84,2.87,12.93,17.96,5.03\n2408,31.97,9.11,2.89,14.64,20.09,5.45\n2409,23.41,8.42,2.75,16.1,21.56,5.46\n2410,20.0,4.88,0.77,67.72,166.8,99.08\n2411,15.34,3.94,2.28,28.49,34.49,6.0\n2412,20.47,6.86,3.1,45.89,52.02,6.13\n2413,32.19,14.73,4.26,43.14,47.85,4.71\n2414,38.45,15.66,3.82,56.07,61.18,5.11\n2415,40.87,13.25,3.36,42.32,47.63,5.31\n2416,35.24,13.51,3.08,44.51,49.85,5.34\n2417,30.35,11.21,2.66,46.83,51.95,5.12\n2418,33.2,11.75,2.83,50.03,54.81,4.78\n2419,37.37,12.19,3.13,43.94,49.59,5.65\n2420,42.68,20.31,2.58,35.45,40.57,5.12\n2421,37.51,35.35,2.14,33.5,39.56,6.06\n2422,39.91,36.29,2.55,84.54,115.62,31.08\n2423,33.81,31.82,3.34,63.73,83.89,20.16\n2424,33.06,32.42,3.07,42.88,55.05,12.17\n2425,31.72,8.77,2.66,21.21,27.32,6.11\n2426,29.44,7.64,2.65,22.48,28.38,5.9\n2427,26.28,6.12,2.87,18.04,23.16,5.12\n2428,23.38,6.26,2.7,20.3,25.82,5.52\n2429,24.82,7.16,2.62,34.02,39.93,5.91\n2430,26.76,6.46,2.5,76.87,84.51,7.64\n2431,33.05,15.35,2.75,112.59,125.17,12.58\n2432,43.38,21.81,3.5,161.67,228.32,66.65\n2433,59.48,15.25,3.53,174.27,291.15,116.88\n2434,73.28,15.56,3.65,171.95,313.28,141.33\n2435,73.46,20.64,3.38,155.0,229.12,74.12\n2436,73.78,24.16,3.0,67.87,81.32,13.45\n2437,57.04,21.45,2.52,60.02,66.33,6.31\n2438,46.36,14.84,3.12,60.11,67.98,7.87\n2439,47.78,15.88,2.78,41.83,47.8,5.97\n2440,28.61,22.51,2.74,59.27,76.29,17.02\n2441,28.87,15.58,2.63,43.01,53.93,10.92\n2442,27.35,11.33,2.57,30.26,38.41,8.15\n2443,32.31,11.73,2.7,26.06,32.21,6.15\n2444,32.85,12.1,3.27,21.53,28.16,6.63\n2445,28.34,11.34,3.27,21.85,28.54,6.69\n2446,30.82,11.48,3.46,17.23,22.26,5.03\n2447,33.43,9.38,3.46,23.44,29.07,5.63\n2448,28.96,7.2,3.62,25.66,31.39,5.73\n2449,34.69,5.92,3.43,67.22,75.13,7.91\n2450,45.83,6.74,3.53,130.16,150.74,20.58\n2451,56.78,8.08,3.52,155.93,188.04,32.11\n2452,74.01,17.0,4.31,233.45,362.38,128.93\n2453,54.58,28.05,5.14,246.15,446.86,200.71\n2454,63.79,50.65,3.31,114.55,144.67,30.12\n2455,100.22,37.88,3.35,75.58,84.65,9.07\n2456,77.56,26.46,3.35,71.23,81.28,10.05\n2457,61.97,20.84,3.29,55.09,60.75,5.66\n2458,63.88,14.37,3.55,56.25,63.28,7.03\n2459,53.95,12.46,3.77,74.98,91.79,16.81\n2460,44.86,27.6,3.77,68.77,89.15,20.38\n2461,39.7,37.15,4.92,99.23,130.35,31.12\n2462,43.83,31.29,4.41,78.09,96.72,18.63\n2463,33.73,29.39,4.13,56.65,67.97,11.32\n2464,35.22,18.62,3.86,27.3,34.45,7.15\n2465,44.35,14.72,4.07,22.83,30.29,7.46\n2466,38.62,14.17,4.32,23.47,30.66,7.19\n2467,36.31,13.76,4.72,27.69,34.66,6.97\n2468,49.5,12.49,5.16,26.52,33.7,7.18\n2469,54.0,9.53,5.07,33.55,40.32,6.77\n2470,50.2,7.95,4.32,46.35,54.44,8.09\n2471,58.21,16.16,4.34,58.69,68.15,9.46\n2472,68.54,20.34,3.92,71.64,83.55,11.91\n2473,67.26,13.6,4.25,78.18,89.41,11.23\n2474,69.94,20.4,7.92,62.0,71.31,9.31\n2475,74.33,29.21,7.81,63.76,71.89,8.13\n2476,80.66,34.28,6.33,56.03,61.92,5.89\n2477,88.0,42.7,5.62,55.38,62.0,6.62\n2478,86.34,47.38,4.98,43.14,49.58,6.44\n2479,73.5,53.13,4.75,20.39,24.97,4.58\n2480,63.25,51.55,4.47,22.11,26.8,4.69\n2481,56.33,38.27,4.7,25.0,30.19,5.19\n2482,49.12,34.15,4.31,62.23,70.79,8.56\n2483,55.82,46.35,4.62,96.89,116.62,19.73\n2484,56.69,48.63,4.3,55.29,65.18,9.89\n2485,52.98,52.26,4.16,13.73,19.06,5.33\n2486,56.97,36.93,4.05,12.08,17.56,5.48\n2487,55.64,31.22,3.8,14.49,20.74,6.25\n2488,48.08,27.74,3.98,18.07,24.62,6.55\n2489,40.59,16.11,4.17,17.23,23.81,6.58\n2490,39.88,11.43,4.14,17.17,23.27,6.1\n2491,40.34,9.34,4.22,19.96,26.25,6.29\n2492,40.6,8.43,4.38,30.91,38.15,7.24\n2493,43.94,8.29,4.48,43.02,50.75,7.73\n2494,43.92,8.1,4.27,102.39,115.55,13.16\n2495,47.2,15.01,4.64,134.29,158.85,24.56\n2496,59.26,27.23,4.76,69.88,79.43,9.55\n2497,64.72,33.42,4.38,48.69,53.86,5.17\n2498,60.69,38.0,4.5,38.75,44.08,5.33\n2499,52.12,40.8,4.1,29.85,34.81,4.96\n2500,44.05,41.45,4.35,22.19,26.98,4.79\n2501,35.58,34.03,4.18,22.84,27.8,4.96\n2502,28.42,26.08,4.66,18.45,23.32,4.87\n2503,31.72,30.63,4.74,16.93,21.75,4.82\n2504,30.74,20.5,4.3,25.6,30.89,5.29\n2505,29.96,18.62,3.87,30.24,36.87,6.63\n2506,31.6,30.11,3.84,69.85,87.62,17.77\n2507,31.52,45.99,3.79,81.43,105.63,24.2\n2508,42.51,39.74,3.67,54.54,67.84,13.3\n2509,43.84,28.07,3.35,45.33,55.77,10.44\n2510,40.63,12.35,3.99,16.53,21.75,5.22\n2511,42.76,12.24,3.86,17.6,24.2,6.6\n2512,48.25,11.13,4.17,19.1,25.61,6.51\n2513,41.02,9.32,4.62,25.71,32.13,6.42\n2514,49.01,8.85,3.74,32.32,39.22,6.9\n2515,79.84,26.73,3.44,32.45,38.65,6.2\n2516,93.24,42.36,3.24,32.41,39.87,7.46\n2517,81.7,41.53,2.84,35.04,40.83,5.79\n2518,62.82,46.46,3.07,30.22,35.64,5.42\n2519,46.37,40.75,2.92,26.56,31.67,5.11\n2520,33.06,24.65,3.17,27.46,32.12,4.66\n2521,27.75,21.82,2.95,21.3,25.82,4.52\n2522,28.58,20.98,2.94,17.45,21.9,4.45\n2523,28.42,18.75,2.8,14.07,18.55,4.48\n2524,25.86,19.58,2.69,7.88,12.15,4.27\n2525,20.27,18.85,3.0,8.23,12.53,4.3\n2526,29.07,27.2,2.29,18.82,31.41,12.59\n2527,38.4,29.15,2.2,12.96,19.62,6.66\n2528,42.94,17.84,1.94,14.05,20.33,6.28\n2529,33.28,13.17,2.23,10.93,16.15,5.22\n2530,33.44,10.49,2.14,12.33,17.52,5.19\n2531,45.5,18.86,2.37,14.11,19.28,5.17\n2532,42.47,13.84,2.46,16.55,21.79,5.24\n2533,37.5,12.33,2.62,19.88,25.82,5.94\n2534,47.5,10.15,2.53,22.05,27.09,5.04\n2535,56.26,7.85,2.65,59.21,65.96,6.75\n2536,46.73,11.09,2.48,66.0,71.3,5.3\n2537,46.02,16.55,2.68,64.33,70.92,6.59\n2538,54.22,22.92,2.9,48.16,54.06,5.9\n2539,55.21,26.29,2.58,47.34,53.05,5.71\n2540,46.68,20.11,2.56,57.95,64.23,6.28\n2541,41.11,14.53,2.83,37.81,42.93,5.12\n2542,41.12,12.63,2.82,30.66,35.5,4.84\n2543,32.11,14.28,3.17,22.62,27.22,4.6\n2544,24.59,18.34,3.0,55.62,73.13,17.51\n2545,27.4,26.97,2.89,49.43,65.77,16.34\n2546,32.73,31.22,2.67,39.78,52.17,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3,20.77\n2673,58.29,41.2,4.41,46.01,56.6,10.59\n2674,44.56,23.62,4.34,35.12,42.58,7.46\n2675,34.53,15.14,4.13,21.11,26.72,5.61\n2676,30.33,18.88,4.35,23.87,29.64,5.77\n2677,25.81,21.08,4.59,19.29,24.44,5.15\n2678,35.94,15.68,4.38,23.67,29.38,5.71\n2679,73.02,13.46,4.04,23.65,28.5,4.85\n2680,80.33,21.46,3.91,46.03,54.22,8.19\n2681,72.51,40.63,4.24,196.61,305.66,109.05\n2682,57.84,53.84,4.92,242.47,419.79,177.32\n2683,102.11,46.33,4.29,123.12,172.48,49.36\n2684,89.21,35.24,4.46,101.92,129.12,27.2\n2685,83.33,39.98,4.12,87.64,103.24,15.6\n2686,70.96,34.02,4.15,67.5,75.19,7.69\n2687,60.73,26.84,4.02,47.43,54.14,6.71\n2688,59.21,27.81,3.8,38.35,44.7,6.35\n2689,50.2,30.84,3.78,35.97,42.12,6.15\n2690,52.15,32.21,4.09,79.35,104.21,24.86\n2691,57.86,35.47,4.14,72.59,92.66,20.07\n2692,49.23,47.44,5.08,102.93,140.78,37.85\n2693,48.03,50.28,5.59,121.01,159.34,38.33\n2694,52.55,46.66,5.23,114.22,141.42,27.2\n2695,54.39,37.88,4.42,43.55,53.45,9.9\n2696,49.37,22.98,4.35,18.24,23.74,5.5\n2697,46.38,19.66,4.13,17.98,23.2,5.22\n2698,52.29,18.01,4.06,17.16,22.19,5.03\n2699,45.73,12.92,4.11,23.22,28.57,5.35\n2700,36.48,10.15,3.96,20.84,26.29,5.45\n2701,36.58,16.43,4.02,21.01,25.82,4.81\n2702,37.17,19.9,5.25,45.39,52.93,7.54\n2703,42.99,13.0,6.12,111.15,124.78,13.63\n2704,42.95,9.11,4.81,165.52,199.96,34.44\n2705,53.08,13.36,5.7,163.27,227.73,64.46\n2706,82.22,29.96,6.05,162.32,257.7,95.38\n2707,100.87,34.43,5.88,147.85,235.03,87.18\n2708,101.7,33.83,5.16,111.34,148.2,36.86\n2709,88.76,31.9,5.25,97.6,113.44,15.84\n2710,71.8,19.62,4.8,93.28,110.03,16.75\n2711,62.45,18.92,4.71,58.69,65.6,6.91\n2712,62.41,30.16,4.41,45.14,50.99,5.85\n2713,53.58,30.64,4.51,37.09,42.53,5.44\n2714,48.66,21.04,4.08,57.88,71.9,14.02\n2715,51.88,23.04,4.27,102.95,139.56,36.61\n2716,48.05,35.62,4.28,67.51,84.16,16.65\n2717,44.24,37.12,4.31,45.02,56.58,11.56\n2718,47.74,25.96,4.51,31.64,40.0,8.36\n2719,49.16,17.14,4.53,20.5,26.99,6.49\n2720,41.56,11.06,4.01,16.58,21.91,5.33\n2721,39.72,9.94,3.81,17.88,23.33,5.45\n2722,40.54,9.04,4.07,18.97,25.03,6.06\n2723,39.54,7.44,4.37,18.48,23.76,5.28\n2724,37.45,7.37,4.11,20.74,26.24,5.5\n2725,35.84,6.64,4.25,21.49,26.58,5.09\n2726,38.23,12.4,4.27,36.45,42.06,5.61\n2727,43.16,15.7,4.27,61.73,67.48,5.75\n2728,47.39,11.42,4.34,98.7,104.09,5.39\n2729,44.22,9.02,4.77,130.2,145.58,15.38\n2730,50.65,7.64,5.56,83.61,91.96,8.35\n2731,60.16,8.39,5.91,65.52,71.48,5.96\n2732,54.71,14.18,5.28,101.37,114.06,12.69\n2733,46.13,16.88,5.13,80.86,95.14,14.28\n2734,47.22,13.32,4.79,68.48,76.34,7.86\n2735,46.81,12.58,5.19,54.1,60.12,6.02\n2736,44.57,17.19,4.48,48.16,54.91,6.75\n2737,42.28,17.66,4.41,37.76,43.23,5.47\n2738,38.45,13.03,4.33,42.93,50.21,7.28\n2739,41.87,22.08,4.27,58.59,72.94,14.35\n2740,35.86,23.77,4.35,30.7,38.77,8.07\n2741,39.74,28.43,4.45,27.23,34.52,7.29\n2742,36.17,23.83,4.37,23.54,30.0,6.46\n2743,30.62,14.38,4.02,20.43,26.39,5.96\n2744,35.97,9.08,4.69,15.68,21.64,5.96\n2745,37.18,7.14,4.65,15.28,20.7,5.42\n2746,33.06,5.78,4.75,11.46,18.93,7.47\n2747,38.04,4.84,4.59,24.82,32.05,7.23\n2748,38.47,5.44,4.61,24.6,30.5,5.9\n2749,34.62,6.94,4.65,29.65,35.25,5.6\n2750,50.27,7.05,4.57,31.9,37.15,5.25\n2751,58.9,10.7,4.37,35.33,41.45,6.12\n2752,52.32,17.12,4.42,36.18,41.07,4.89\n2753,50.65,18.96,4.48,44.76,49.91,5.15\n2754,45.1,16.08,5.0,56.67,62.06,5.39\n2755,45.41,12.0,5.16,31.97,36.9,4.93\n2756,41.0,10.21,4.78,18.79,23.31,4.52\n2757,30.58,9.43,4.18,13.31,17.62,4.31\n2758,32.61,8.8,4.33,14.2,18.46,4.26\n2759,41.57,7.66,5.89,16.7,20.99,4.29\n2760,40.66,7.41,5.39,24.04,28.46,4.42\n2761,38.65,9.8,5.16,49.83,56.94,7.11\n2762,42.92,16.08,6.11,92.59,123.98,31.39\n2763,44.96,25.54,7.56,87.0,114.78,27.78\n2764,56.91,36.12,6.65,53.63,68.23,14.6\n2765,64.02,42.03,4.94,41.75,53.06,11.31\n2766,60.94,33.42,4.54,27.16,34.82,7.66\n2767,57.02,19.54,4.03,18.45,24.42,5.97\n2768,44.12,15.93,4.12,21.36,27.38,6.02\n2769,31.6,14.31,4.25,19.68,25.2,5.52\n2770,34.01,10.15,4.27,22.31,27.78,5.47\n2771,36.41,10.01,4.31,17.47,22.38,4.91\n2772,28.62,10.46,4.51,25.74,30.97,5.23\n2773,31.66,9.66,4.33,23.7,29.39,5.69\n2774,40.24,7.91,4.19,69.36,78.9,9.54\n2775,55.62,7.03,4.26,99.5,105.7,6.2\n2776,63.98,7.5,5.06,71.01,78.95,7.94\n2777,62.27,15.92,4.79,41.85,46.64,4.79\n2778,59.06,20.9,4.51,32.77,37.7,4.93\n2779,55.86,19.21,4.25,26.7,31.98,5.28\n2780,54.69,16.84,4.32,15.44,19.62,4.18\n2781,42.92,11.06,4.04,13.66,17.91,4.25\n2782,32.33,8.99,4.03,28.9,33.19,4.29\n2783,25.02,8.4,4.26,24.58,28.82,4.24\n2784,25.01,11.92,5.3,34.96,39.49,4.53\n2785,35.58,20.57,5.4,76.66,98.0,21.34\n2786,53.58,38.34,6.09,128.67,205.04,76.37\n2787,60.22,55.77,5.99,95.11,131.18,36.07\n2788,53.57,52.12,4.94,73.51,93.62,20.11\n2789,49.89,42.44,4.76,40.23,51.63,11.4\n2790,44.93,33.03,4.3,19.49,25.69,6.2\n2791,42.19,20.76,4.17,12.94,18.43,5.49\n2792,44.65,13.18,3.98,9.52,14.33,4.81\n2793,42.48,9.76,4.07,10.61,15.61,5.0\n2794,37.48,9.13,4.04,13.11,18.55,5.44\n2795,39.22,7.76,4.24,14.05,19.42,5.37\n2796,36.76,6.08,4.22,20.56,26.89,6.33\n2797,29.14,5.2,4.13,35.39,41.73,6.34\n2798,38.45,5.52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5\n2924,69.54,41.87,4.67,42.4,52.0,9.6\n2925,51.96,34.94,4.01,37.23,45.06,7.83\n2926,75.69,22.08,4.21,21.78,27.82,6.04\n2927,72.76,45.94,4.73,14.34,19.27,4.93\n2928,69.75,40.66,3.79,12.38,17.1,4.72\n2929,68.16,31.17,3.8,21.07,26.6,5.53\n2930,68.0,19.75,3.94,27.74,33.84,6.1\n2931,58.59,14.78,3.64,60.87,69.5,8.63\n2932,68.19,8.93,3.34,97.17,112.05,14.88\n2933,36.95,29.12,3.23,41.15,46.54,5.39\n2934,44.37,10.5,3.76,31.74,36.34,4.6\n2935,81.39,47.81,3.19,34.04,38.73,4.69\n2936,64.95,35.76,3.93,36.31,40.76,4.45\n2937,65.49,28.33,3.75,23.54,27.96,4.42\n2938,51.05,37.07,3.56,17.23,21.47,4.24\n2939,55.22,31.01,3.25,15.93,20.16,4.23\n2940,54.38,31.15,3.13,21.21,25.81,4.6\n2941,56.21,19.99,3.36,63.1,75.7,12.6\n2942,79.11,47.9,3.55,79.26,100.37,21.11\n2943,67.77,50.91,3.7,47.01,55.85,8.84\n2944,53.99,51.35,3.42,20.48,26.26,5.78\n2945,53.73,34.66,3.28,23.25,29.41,6.16\n2946,51.95,32.69,4.37,12.41,17.27,4.86\n2947,51.89,25.76,4.17,14.83,20.41,5.58\n2948,45.72,15.87,4.11,18.77,24.63,5.86\n2949,50.7,11.29,3.78,24.52,29.96,5.44\n2950,47.48,9.34,2.71,30.24,35.5,5.26\n2951,66.72,7.71,2.63,43.38,48.49,5.11\n2952,80.04,27.74,2.35,39.64,44.42,4.78\n2953,82.76,44.17,1.87,30.92,35.32,4.4\n2954,79.63,34.55,1.75,28.47,32.89,4.42\n2955,53.92,31.52,4.24,27.87,32.32,4.45\n2956,58.91,18.03,4.05,28.73,33.14,4.41\n2957,55.0,30.86,4.09,21.11,25.49,4.38\n2958,47.03,33.11,3.73,14.53,18.84,4.31\n2959,46.1,38.64,3.18,10.29,14.57,4.28\n2960,47.79,35.35,3.36,9.99,14.32,4.33\n2961,38.39,23.07,3.57,11.74,16.11,4.37\n2962,37.45,36.17,3.52,16.71,21.17,4.46\n2963,34.27,21.81,3.76,29.68,35.41,5.73\n2964,45.92,37.16,4.15,26.93,33.83,6.9\n2965,60.57,37.15,3.88,18.56,24.83,6.27\n2966,53.42,50.96,3.53,15.18,21.13,5.95\n2967,63.33,30.89,3.53,13.46,19.24,5.78\n2968,94.23,21.87,3.39,10.74,16.0,5.26\n2969,74.63,40.55,3.56,10.13,16.78,6.65\n2970,80.16,33.19,3.68,11.11,16.45,5.34\n2971,81.45,20.9,3.61,11.66,16.85,5.19\n2972,68.59,26.1,3.62,13.14,18.37,5.23\n2973,73.08,15.56,3.33,22.55,28.0,5.45\n2974,95.67,12.48,2.88,32.06,37.64,5.58\n2975,92.2,17.08,3.4,38.63,44.03,5.4\n2976,75.71,12.98,3.52,27.99,32.91,4.92\n2977,50.5,15.93,3.19,28.39,33.13,4.74\n2978,51.73,41.41,3.26,24.43,29.1,4.67\n2979,32.07,30.64,3.28,33.92,38.94,5.02\n2980,37.14,18.36,3.06,31.12,35.71,4.59\n2981,34.16,15.26,2.82,16.61,21.51,4.9\n2982,33.87,15.56,3.21,15.45,20.02,4.57\n2983,39.96,12.2,3.59,10.71,14.93,4.22\n2984,29.96,8.21,3.6,9.75,13.93,4.18\n2985,20.63,6.81,3.29,10.08,14.38,4.3\n2986,27.15,6.03,3.19,15.61,20.15,4.54\n2987,37.66,27.64,3.13,17.95,22.81,4.86\n2988,56.79,26.08,2.98,21.97,27.74,5.77\n2989,36.07,34.9,2.86,21.51,27.41,5.9\n2990,37.57,29.92,2.59,27.76,35.1,7.34\n2991,26.07,19.81,2.35,27.64,34.19,6.55\n2992,26.96,24.83,2.53,35.4,41.61,6.21\n2993,39.68,32.82,2.55,58.72,64.68,5.96\n2994,40.37,33.79,2.45,89.3,98.88,9.58\n2995,29.6,29.4,2.26,115.17,141.97,26.8\n2996,29.7,22.78,2.36,74.55,83.78,9.23\n2997,28.12,12.88,2.26,72.07,79.76,7.69\n2998,28.75,8.07,2.27,74.29,85.91,11.62\n2999,35.03,16.67,2.04,64.57,71.26,6.69\n3000,35.11,11.06,2.27,81.66,92.33,10.67\n3001,37.67,30.98,2.31,70.52,79.69,9.17\n3002,26.7,21.21,2.54,68.56,83.26,14.7\n3003,38.4,33.81,2.33,36.06,41.98,5.92\n3004,35.1,20.03,2.0,27.04,33.27,6.23\n3005,30.43,29.14,2.22,34.45,43.32,8.87\n3006,35.24,20.96,2.29,55.42,65.62,10.2\n3007,44.8,34.68,2.16,50.63,58.94,8.31\n3008,33.96,26.11,2.45,37.58,47.41,9.83\n3009,36.33,24.15,2.46,33.25,41.19,7.94\n3010,33.78,15.35,2.53,41.86,49.3,7.44\n3011,30.0,23.85,2.65,47.14,56.03,8.89\n3012,33.75,29.55,2.4,37.8,45.14,7.34\n3013,42.99,22.33,2.15,28.11,36.21,8.1\n3014,26.28,18.28,2.29,18.94,25.31,6.37\n3015,22.44,17.76,2.45,24.89,31.01,6.12\n3016,23.65,14.35,2.34,55.03,63.68,8.65\n3017,37.09,13.56,2.19,89.72,103.16,13.44\n3018,49.8,22.06,2.43,97.25,116.38,19.13\n3019,39.06,35.06,2.52,102.3,133.65,31.35\n3020,52.41,38.5,2.66,106.53,168.73,62.2\n3021,64.59,62.22,2.37,94.5,142.34,47.84\n3022,63.13,59.38,2.29,76.61,97.65,21.04\n3023,72.88,56.69,1.96,52.58,60.18,7.6\n3024,60.72,49.2,2.12,44.39,51.32,6.93\n3025,38.65,38.26,1.95,48.48,54.71,6.23\n3026,77.76,42.33,2.18,54.89,64.74,9.85\n3027,72.7,53.2,2.28,62.89,82.71,19.82\n3028,66.2,54.39,2.33,77.31,120.23,42.92\n3029,72.92,51.07,2.5,99.46,176.7,77.24\n3030,53.52,39.26,2.27,61.68,85.79,24.11\n3031,41.13,28.7,2.07,47.55,63.18,15.63\n3032,45.74,35.4,1.83,22.76,30.67,7.91\n3033,44.59,19.44,1.98,23.02,29.62,6.6\n3034,43.72,12.6,1.81,22.17,28.03,5.86\n3035,38.84,7.84,2.0,21.0,26.54,5.54\n3036,31.51,9.15,2.22,14.83,19.78,4.95\n3037,51.77,7.6,2.25,133.45,166.2,32.75\n3038,67.04,10.97,2.11,115.21,145.45,30.24\n3039,25.93,10.58,2.91,17.03,22.16,5.13\n3040,27.62,9.21,2.94,16.35,21.23,4.88\n3041,32.81,8.64,3.1,18.06,22.89,4.83\n3042,28.76,8.0,2.91,39.97,45.56,5.59\n3043,37.71,12.13,2.6,50.26,57.04,6.78\n3044,46.87,30.19,2.7,36.89,42.23,5.34\n3045,36.81,20.67,2.47,32.56,37.34,4.78\n3046,42.99,26.78,2.55,34.59,39.5,4.91\n3047,42.98,27.12,2.46,46.1,51.51,5.41\n3048,28.79,18.85,2.69,50.87,56.83,5.96\n3049,49.28,35.97,2.48,39.33,44.34,5.01\n3050,30.35,30.3,2.31,28.24,33.87,5.63\n3051,32.01,21.59,2.05,24.28,29.17,4.89\n3052,37.87,25.87,1.78,25.38,30.81,5.43\n3053,39.35,29.78,2.03,29.06,34.49,5.43\n3054,46.89,24.82,1.88,35.97,42.87,6.9\n3055,30.98,29.2,1.89,53.32,68.68,15.36\n3056,35.34,23.18,1.87,51.09,67.72,16.63\n3057,29.18,24.23,1.69,38.65,51.25,12.6\n3058,34.56,26.44,1.87,19.87,27.48,7.61\n3059,35.9,17.65,3.74,12.5,17.88,5.38\n3060,25.07,17.19,3.64,12.31,17.52,5.21\n3061,33.93,10.87,3.81,12.62,17.81,5.19\n3062,23.5,10.49,4.16,12.83,17.95,5.12\n3063,39.73,7.28,4.25,17.13,22.76,5.63\n3064,26.25,7.7,3.96,17.09,22.37,5.28\n3065,38.34,7.46,3.91,31.0,36.28,5.28\n3066,37.36,9.07,4.13,50.47,56.02,5.55\n3067,48.49,8.04,1.62,57.21,63.71,6.5\n3068,32.81,7.42,1.57,33.73,38.8,5.07\n3069,48.68,5.77,1.61,24.45,29.39,4.94\n3070,43.24,7.74,1.48,23.04,27.49,4.45\n3071,55.11,8.02,1.27,20.66,25.08,4.42\n3072,49.08,6.68,1.59,16.67,21.04,4.37\n3073,43.92,22.88,1.53,11.25,15.57,4.32\n3074,36.61,13.63,1.29,8.04,12.36,4.32\n3075,27.06,19.2,1.35,7.3,11.65,4.35\n3076,31.74,12.25,1.43,8.03,12.44,4.41\n3077,23.11,9.65,1.57,15.41,22.25,6.84\n3078,24.18,9.3,1.78,29.31,34.68,5.37\n3079,34.76,9.25,1.83,26.57,32.88,6.31\n3080,34.51,23.5,1.78,24.16,31.27,7.11\n3081,24.54,21.22,2.11,17.56,24.79,7.23\n3082,26.82,22.99,2.25,15.8,22.38,6.58\n3083,19.49,13.66,2.27,13.13,18.48,5.35\n3084,25.31,11.28,3.48,13.22,19.61,6.39\n3085,46.74,8.2,2.06,43.39,52.4,9.01\n3086,33.27,21.87,2.77,23.14,30.61,7.47\n3087,34.67,32.18,2.61,21.99,27.94,5.95\n3088,34.54,19.85,2.18,37.95,43.94,5.99\n3089,38.42,14.73,2.51,84.32,103.18,18.86\n3090,54.84,11.89,2.4,66.18,75.82,9.64\n3091,36.96,8.4,3.64,102.12,136.61,34.49\n3092,57.79,29.14,3.86,70.97,84.47,13.5\n3093,62.05,34.13,3.74,56.04,64.96,8.92\n3094,46.49,35.71,4.23,46.46,53.16,6.7\n3095,39.51,26.28,3.73,35.04,40.49,5.45\n3096,37.35,20.55,3.21,29.76,34.82,5.06\n3097,26.68,14.91,3.13,25.26,30.26,5.0\n3098,28.62,15.95,4.32,25.08,30.22,5.14\n3099,44.42,20.74,3.03,24.64,29.83,5.19\n3100,29.15,14.6,2.64,38.88,48.74,9.86\n3101,33.38,25.92,2.76,65.08,94.57,29.49\n3102,50.5,35.56,3.17,65.71,95.49,29.78\n3103,32.25,29.14,3.25,55.89,77.1,21.21\n3104,51.13,38.6,3.02,43.44,58.86,15.42\n3105,47.37,25.17,2.67,20.74,28.09,7.35\n3106,45.26,17.05,2.84,19.09,25.85,6.76\n3107,33.4,10.72,2.68,17.43,23.51,6.08\n3108,42.25,8.74,2.97,17.69,23.3,5.61\n3109,33.67,13.8,3.05,18.49,24.41,5.92\n3110,39.3,9.94,3.07,22.07,28.14,6.07\n3111,31.8,7.29,2.68,23.24,28.77,5.53\n3112,27.83,7.69,2.8,45.0,50.87,5.87\n3113,40.61,9.55,3.03,34.27,40.11,5.84\n3114,52.2,9.0,3.7,44.02,49.87,5.85\n3115,45.28,12.44,3.54,39.39,44.87,5.48\n3116,42.35,16.08,3.48,34.14,39.17,5.03\n3117,54.47,22.76,3.36,22.83,27.49,4.66\n3118,27.94,18.01,4.04,21.82,28.31,6.49\n3119,49.91,26.92,2.89,31.24,40.53,9.29\n3120,35.15,32.98,2.85,22.14,31.92,9.78\n3121,48.15,35.85,2.67,14.44,20.83,6.39\n3122,41.01,21.6,3.07,14.46,21.51,7.05\n3123,34.44,13.55,5.69,16.92,24.63,7.71\n3124,33.19,11.39,2.98,12.57,18.24,5.67\n3125,22.66,10.13,2.85,13.84,20.0,6.16\n3126,18.53,7.6,2.81,15.08,21.4,6.32\n3127,25.19,6.18,3.0,16.66,22.57,5.91\n3128,30.24,7.82,3.24,21.99,27.93,5.94\n3129,37.66,6.18,2.98,49.92,56.46,6.54\n3130,63.87,7.37,3.66,108.44,126.52,18.08\n3131,86.33,8.54,3.68,117.14,137.19,20.05\n3132,80.55,38.87,3.63,86.42,98.93,12.51\n3133,73.61,22.16,4.11,88.19,107.56,19.37\n3134,77.68,16.25,3.61,43.83,49.81,5.98\n3135,58.02,25.32,3.59,27.31,32.74,5.43\n3136,43.92,15.65,3.42,18.41,22.59,4.18\n3137,40.06,13.87,3.54,14.05,18.2,4.15\n3138,26.3,11.5,3.47,14.74,18.85,4.11\n3139,27.16,7.25,3.83,22.92,27.18,4.26\n3140,23.53,5.18,3.69,22.14,26.36,4.22\n3141,32.48,6.79,3.21,42.97,53.21,10.24\n3142,26.82,7.81,3.77,68.1,92.52,24.42\n3143,45.04,15.09,4.15,78.78,111.36,32.58\n3144,39.74,38.02,3.8,58.4,78.61,20.21\n3145,41.9,32.33,3.42,31.89,44.58,12.69\n3146,43.03,24.28,3.23,15.47,21.91,6.44\n3147,29.09,16.98,3.49,14.26,20.3,6.04\n3148,29.32,11.24,3.57,12.1,17.88,5.78\n3149,36.7,10.06,3.71,13.07,18.72,5.65\n3150,27.94,15.64,3.57,18.4,24.91,6.51\n3151,37.71,12.72,3.63,19.65,25.68,6.03\n3152,39.54,10.61,3.82,23.21,28.95,5.74\n3153,40.86,8.82,3.94,45.71,51.95,6.24\n3154,53.31,7.4,4.19,144.36,196.84,52.48\n3155,72.02,8.92,5.23,233.93,437.0,203.07\n3156,105.49,31.41,4.75,155.54,249.28,93.74\n3157,25.49,12.87,5.1,114.99,164.11,49.12\n3158,92.93,37.54,6.19,115.58,171.73,56.15\n3159,77.99,27.09,5.01,91.59,121.35,29.76\n3160,86.74,22.44,4.84,76.57,92.19,15.62\n3161,81.73,36.56,4.32,54.47,61.37,6.9\n3162,58.34,22.93,4.22,48.43,54.22,5.79\n3163,54.62,16.2,4.43,47.13,51.99,4.86\n3164,55.93,16.91,4.83,53.2,59.05,5.85\n3165,47.44,18.01,4.52,65.09,85.47,20.38\n3166,54.56,13.06,4.93,110.31,185.33,75.02\n3167,65.26,41.73,6.15,87.74,130.33,42.59\n3168,56.95,36.02,5.95,97.23,145.09,47.86\n3169,65.94,37.48,5.35,87.96,125.42,37.46\n3170,62.87,35.34,5.49,50.56,65.68,15.12\n3171,38.58,20.76,5.94,28.87,37.83,8.96\n3172,42.85,14.79,5.63,13.28,18.48,5.2\n3173,37.01,10.95,5.87,15.29,20.59,5.3\n3174,43.55,10.93,5.27,20.44,26.35,5.91\n3175,28.82,8.58,5.67,20.47,26.21,5.74\n3176,36.14,9.26,5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7\n4282,66.25,4.66,7.38,136.22,249.69,113.47\n4283,70.62,4.4,7.58,125.77,235.18,109.41\n4284,68.71,3.96,7.81,116.91,215.13,98.22\n4285,56.75,3.67,6.32,98.18,173.29,75.11\n4286,55.96,4.39,5.75,81.62,129.57,47.95\n4287,63.67,5.0,5.66,82.87,135.27,52.4\n4288,66.46,4.57,5.72,74.61,117.72,43.11\n4289,63.7,4.37,5.57,74.16,117.09,42.93\n4290,57.46,4.73,5.54,77.1,124.32,47.22\n4291,50.09,4.48,6.24,79.2,130.67,51.47\n4292,40.37,4.45,6.53,167.92,358.37,190.45\n4293,55.86,5.12,8.52,119.37,233.46,114.09\n4294,42.81,5.36,8.61,158.04,325.51,167.47\n4295,52.62,6.35,11.17,137.04,252.62,115.58\n4296,89.88,6.46,11.07,139.85,240.36,100.51\n4297,88.03,6.33,12.13,176.73,300.78,124.05\n4298,84.36,7.17,10.13,116.67,171.78,55.11\n4299,73.44,6.84,8.66,89.99,122.64,32.65\n4300,51.97,6.17,8.01,93.4,126.41,33.01\n4301,52.32,5.96,8.32,119.35,166.72,47.37\n4302,66.85,5.72,8.33,172.48,291.54,119.06\n4303,78.91,5.37,8.35,273.17,558.04,284.87\n4304,47.75,4.92,9.39,374.15,817.65,443.5\n4305,36.77,4.7,9.0,322.82,693.18,370.36\n4306,50.72,4.97,8.22,207.65,409.0,201.35\n4307,41.82,5.38,8.23,238.6,493.76,255.16\n4308,42.06,5.59,8.34,176.4,345.21,168.81\n4309,29.15,5.86,6.29,134.95,243.34,108.39\n4310,49.96,5.83,7.25,117.88,203.58,85.7\n4311,68.39,5.36,5.03,113.67,191.71,78.04\n4312,70.24,4.54,4.89,109.17,184.56,75.39\n4313,61.19,4.5,4.41,99.88,166.81,66.93\n4314,48.52,4.38,4.02,102.15,179.08,76.93\n4315,53.68,4.11,4.2,122.02,229.07,107.05\n4316,69.45,3.94,5.08,184.58,388.29,203.71\n4317,81.43,4.08,4.68,146.38,296.69,150.31\n4318,59.44,4.5,6.06,197.4,414.99,217.59\n4319,44.88,4.69,7.14,201.15,386.58,185.43\n4320,50.99,5.0,7.97,81.53,130.24,48.71\n4321,56.51,6.11,6.27,33.98,42.93,8.95\n4322,61.41,6.41,6.14,38.38,47.14,8.76\n4323,54.16,5.54,6.57,36.05,43.88,7.83\n4324,39.22,5.57,5.51,39.8,46.35,6.55\n4325,62.18,5.47,5.02,59.19,73.71,14.52\n4326,74.48,5.18,5.43,80.53,110.61,30.08\n4327,62.47,5.24,4.29,102.52,155.75,53.23\n4328,76.58,5.04,4.58,139.68,256.71,117.03\n4329,57.09,5.08,4.59,162.19,311.13,148.94\n4330,59.26,4.66,4.01,77.36,117.21,39.85\n4331,71.57,4.23,3.87,82.7,125.68,42.98\n4332,69.43,3.96,3.16,59.45,76.49,17.04\n4333,46.74,3.47,5.58,74.85,108.11,33.26\n4334,64.18,3.64,5.34,62.85,87.03,24.18\n4335,62.19,4.31,4.9,58.66,80.88,22.22\n4336,64.45,4.97,4.65,61.05,85.42,24.37\n4337,42.3,5.11,4.93,65.55,88.29,22.74\n4338,75.4,5.29,4.92,53.54,65.9,12.36\n4339,73.47,5.54,4.9,71.42,110.31,38.89\n4340,84.94,5.2,5.53,111.46,212.97,101.51\n4341,56.77,5.09,5.74,150.79,314.59,163.8\n4342,46.48,5.4,5.31,125.02,245.04,120.02\n4343,69.17,5.22,5.51,39.65,52.82,13.17\n4344,71.09,5.31,5.85,36.24,46.06,9.82\n4345,36.51,5.4,6.88,28.68,37.81,9.13\n4346,71.02,5.95,6.62,31.98,43.34,11.36\n4347,60.09,6.17,7.44,38.14,49.39,11.25\n4348,64.24,6.11,7.43,38.17,48.25,10.08\n4349,61.98,6.04,6.81,53.88,67.21,13.33\n4350,50.4,5.43,6.37,72.33,89.63,17.3\n4351,43.28,5.07,5.43,85.59,123.84,38.25\n4352,66.01,5.36,5.59,125.38,222.56,97.18\n4353,63.96,5.45,5.17,88.94,129.83,40.89\n4354,59.52,5.64,5.51,111.42,191.35,79.93\n4355,63.42,5.8,5.11,103.95,171.55,67.6\n4356,69.72,4.93,5.18,53.66,71.53,17.87\n4357,65.32,4.62,6.02,40.02,47.17,7.15\n4358,61.32,5.02,5.78,48.52,56.43,7.91\n4359,71.56,5.11,5.27,67.89,80.34,12.45\n4360,46.03,5.06,5.14,76.78,98.53,21.75\n4361,47.59,5.38,5.24,62.46,76.31,13.85\n4362,67.75,5.76,5.31,96.94,153.81,56.87\n4363,85.13,5.16,5.33,86.65,126.83,40.18\n4364,70.91,4.68,5.95,106.11,178.92,72.81\n4365,61.53,5.29,6.13,100.52,184.44,83.92\n4366,57.45,5.22,5.45,20.07,22.18,2.11\n4367,48.59,5.34,5.17,18.97,21.12,2.15\n4368,55.78,5.45,5.6,33.12,38.1,4.98\n4369,37.34,5.26,5.73,48.15,58.4,10.25\n4370,48.15,5.42,5.73,40.2,45.29,5.09\n4371,52.17,5.68,5.94,26.27,29.0,2.73\n4372,48.07,5.94,5.49,23.89,26.25,2.36\n4373,28.16,5.98,5.61,17.89,19.51,1.62\n4374,53.91,6.12,5.5,15.66,17.53,1.87\n4375,77.08,5.86,5.46,30.9,34.16,3.26\n4376,48.73,5.17,5.54,51.85,56.08,4.23\n4377,53.77,5.45,5.21,56.29,63.89,7.6\n4378,92.04,5.83,5.35,50.19,60.98,10.79\n4379,46.18,5.88,5.1,14.41,15.16,0.75\n4380,58.1,5.71,5.23,11.91,12.35,0.44\n4381,72.04,5.21,5.31,12.99,13.39,0.4\n4382,51.97,4.65,5.11,11.87,12.06,0.19\n4383,49.48,4.17,4.76,13.55,13.7,0.15\n4384,73.04,4.68,4.9,12.64,12.98,0.34\n4385,35.06,5.18,5.32,15.35,18.34,2.99\n4386,77.54,5.46,5.09,17.5,18.28,0.78\n4387,52.88,5.23,4.91,13.79,14.29,0.5\n4388,63.9,4.95,4.94,13.69,14.42,0.73\n4389,60.24,4.85,5.09,17.23,18.99,1.76\n4390,72.15,5.07,5.22,17.49,19.32,1.83\n4391,56.66,6.89,4.67,24.85,29.4,4.55\n4392,62.58,7.52,4.76,24.19,28.38,4.19\n4393,81.18,7.75,4.44,29.52,35.33,5.81\n4394,79.03,6.96,5.06,29.43,36.63,7.2\n4395,64.05,5.6,5.35,31.05,37.93,6.88\n4396,39.19,4.83,5.75,35.9,43.28,7.38\n4397,53.86,3.92,5.53,42.63,51.77,9.14\n4398,45.88,3.46,5.65,39.88,48.84,8.96\n4399,87.66,3.91,5.71,46.71,56.0,9.29\n4400,64.76,4.05,5.7,38.04,44.31,6.27\n4401,93.47,4.34,5.53,38.03,45.24,7.21\n4402,67.74,4.72,5.87,39.31,46.11,6.8\n4403,57.54,5.17,5.73,27.54,30.25,2.71\n4404,72.21,5.52,5.62,26.42,28.75,2.33\n4405,69.18,5.54,5.39,20.95,21.24,0.29\n4406,41.82,4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    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Uygulama_1/data/temp_export_dir/station_14_nanned.csv",
    "content": ",S14_PM10,S14_PM25,S14_SO2,S14_NO2,S14_NOX,S14_NO\n0,,,44.23,,,\n1,,,,122.76,,\n2,,,,,,155.62\n3,,,30.38,,,\n4,,,,,365.31,\n5,,,,,,89.62\n6,93.22,,,,,\n7,,,,,411.17,\n8,93.59,,,,,\n9,,,,,623.01,\n10,104.81,,,,,\n11,,,,,255.62,\n12,,,17.39,,,\n13,,,,,286.22,\n14,,29.58,,,,\n15,,,,,196.25,\n16,,,,98.78,,\n17,67.7,,,,,\n18,,,,,185.57,\n19,,,,155.18,,\n20,,,,,,156.45\n21,,,,139.31,,\n22,,,19.3,,,\n23,86.61,,,,,\n24,,46.77,,,,\n25,,,,,117.17,\n26,,,,76.98,,\n27,,,,88.0,,\n28,,,,,,69.18\n29,,,,,131.65,\n30,,,,,214.1,\n31,,23.3,,,,\n32,,,15.95,,,\n33,,,,,,206.85\n34,,,,132.78,,\n35,,68.02,,,,\n36,,,16.83,,,\n37,,,,142.79,,\n38,109.3,,,,,\n39,,,,,168.55,\n40,108.34,,,,,\n41,104.74,,,,,\n42,,,,,119.55,\n43,,35.64,,,,\n44,,,,,130.03,\n45,,,,,,40.88\n46,,,,,90.29,\n47,,,,67.28,,\n48,,,,,96.78,\n49,,,11.08,,,\n50,,15.27,,,,\n51,,,10.12,,,\n52,,,,61.95,,\n53,,,,,62.7,\n54,,,,59.94,,\n55,,,,,77.03,\n56,,,,,74.2,\n57,,,10.02,,,\n58,,,9.85,,,\n59,,,,,,10.67\n60,,28.01,,,,\n61,,,,81.25,,\n62,,,9.07,,,\n63,36.09,,,,,\n64,,,9.22,,,\n65,,,,,68.76,\n66,,11.7,,,,\n67,,,,,,39.68\n68,,,,,132.97,\n69,,,,83.99,,\n70,,4.13,,,,\n71,,4.81,,,,\n72,38.53,,,,,\n73,,,,57.96,,\n74,28.64,,,,,\n75,,,,53.83,,\n76,,25.41,,,,\n77,41.72,,,,,\n78,,,,,,25.76\n79,,10.69,,,,\n80,53.05,,,,,\n81,,,,128.03,,\n82,,,,,197.03,\n83,,,,,,62.08\n84,43.3,,,,,\n85,,,,,,22.51\n86,,,0.26,,,\n87,,,4.37,,,\n88,34.72,,,,,\n89,81.21,,,,,\n90,,42.14,,,,\n91,67.53,,,,,\n92,,,,104.96,,\n93,,,,,276.06,\n94,,26.88,,,,\n95,,,,256.83,,\n96,,34.06,,,,\n97,,,,,,107.99\n98,,,3.89,,,\n99,,,,140.75,,\n100,,,,124.32,,\n101,,,3.49,,,\n102,61.2,,,,,\n103,,,3.71,,,\n104,,25.32,,,,\n105,,31.31,,,,\n106,53.39,,,,,\n107,,,,,348.63,\n108,,,,,,183.22\n109,,,,,,169.69\n110,,,5.26,,,\n111,,,,,239.9,\n112,51.15,,,,,\n113,,,,,294.41,\n114,,25.74,,,,\n115,,21.72,,,,\n116,52.01,,,,,\n117,,29.21,,,,\n118,,25.49,,,,\n119,,,,,183.39,\n120,,,4.02,,,\n121,,,3.3,,,\n122,40.46,,,,,\n123,,,,103.17,,\n124,,,,,,64.35\n125,35.41,,,,,\n126,,,,,233.89,\n127,,,,,239.04,\n128,69.57,,,,,\n129,,8.68,,,,\n130,,,,,98.01,\n131,,,,,122.35,\n132,,,,,102.99,\n133,,21.59,,,,\n134,,18.78,,,,\n135,,,,156.61,,\n136,,13.18,,,,\n137,29.98,,,,,\n138,,,4.13,,,\n139,,24.63,,,,\n140,,,,,212.79,\n141,,22.98,,,,\n142,50.96,16.09,3.47,123.38,211.71,88.33\n143,,,,81.14,,\n144,,,,90.35,,\n145,,,,,,44.74\n146,,7.26,,,,\n147,31.14,,,,,\n148,,,4.84,,,\n149,,,4.19,,,\n150,,,,,210.35,\n151,,,,133.42,,\n152,74.66,,,,,\n153,,,,92.5,,\n154,,,,55.86,,\n155,,,,,57.57,\n156,,,,,,4.0\n157,,14.69,,,,\n158,37.09,,,,,\n159,,10.35,,,,\n160,,,5.28,,,\n161,,,5.53,,,\n162,77.79,,,,,\n163,,,,,206.48,\n164,,39.19,,,,\n165,,,,,163.29,\n166,,21.92,,,,\n167,,19.42,,,,\n168,50.33,,,,,\n169,,,,,109.76,\n170,,,,,,23.77\n171,,,,,71.7,\n172,,,,65.49,,\n173,,,5.21,,,\n174,57.69,,,,,\n175,,,4.33,,,\n176,,,4.48,,,\n177,,,,,,41.25\n178,69.27,,,,,\n179,,,3.11,,,\n180,,,,,57.78,\n181,,,2.11,,,\n182,33.56,,,,,\n183,,,,51.35,,\n184,,,,,,3.05\n185,,,,,,20.55\n186,,,,,,67.43\n187,,,,,316.99,\n188,,,,,,154.53\n189,,,,,,69.58\n190,,,7.25,,,\n191,,,7.32,,,\n192,,,,,359.59,\n193,,,,,278.54,\n194,59.89,33.94,3.36,107.65,186.08,78.43\n195,59.18,,,,,\n196,,,,171.86,,\n197,,33.6,,,,\n198,,,,,105.08,\n199,51.4,,,,,\n200,43.8,,,,,\n201,,,,,127.23,\n202,,,,,,52.97\n203,,,3.63,,,\n204,,,,,,148.55\n205,,,,,,103.89\n206,,8.53,,,,\n207,,,,125.0,,\n208,,23.08,,,,\n209,84.65,,,,,\n210,,,,,67.3,\n211,68.03,,,,,\n212,,,,,98.18,\n213,50.91,,,,,\n214,,19.84,,,,\n215,,15.25,,,,\n216,,,5.29,,,\n217,55.85,,,,,\n218,,,4.66,,,\n219,,23.04,,,,\n220,,,6.09,,,\n221,64.52,,,,,\n222,,,,107.11,,\n223,,,,125.9,,\n224,,,,,,33.76\n225,,23.09,,,,\n226,,,3.66,,,\n227,,,,,,86.87\n228,,,,,360.29,\n229,,,12.13,,,\n230,,,,,,67.91\n231,,,,113.71,,\n232,,,,,128.32,\n233,,,,,,34.67\n234,,,7.56,,,\n235,,,,,103.34,\n236,,,,,,8.91\n237,,,,100.99,,\n238,,,,123.68,,\n239,,,5.72,,,\n240,,,,,,44.95\n241,,,,,,345.99\n242,,13.47,,,,\n243,,,5.25,,,\n244,,,5.5,,,\n245,,,,76.04,,\n246,38.47,,,,,\n247,,,,,47.93,\n248,,,,,58.04,\n249,,,,60.28,,\n250,,,,81.35,,\n251,,8.42,,,,\n252,6.46,,,,,\n253,10.7,,,,,\n254,,2.75,,,,\n255,,1.87,,,,\n256,15.88,,,,,\n257,,1.54,,,,\n258,,1.84,,,,\n259,,,,39.49,,\n260,,,,,37.19,\n261,,,,37.22,,\n262,26.02,,,,,\n263,,12.85,,,,\n264,,,,,41.77,\n265,,,1.49,,,\n266,12.92,,,,,\n267,,,,,73.36,\n268,,,,,,6.95\n269,10.47,2.82,1.89,51.44,56.6,5.16\n270,,,,,,4.05\n271,,,,,,4.03\n272,,,,46.14,,\n273,19.05,,,,,\n274,18.92,,,,,\n275,,5.54,,,,\n276,,,,38.49,,\n277,,,1.96,,,\n278,,,,56.48,,\n279,,,,66.06,,\n280,,2.48,,,,\n281,,,7.6,,,\n282,,,,,40.05,\n283,,,7.06,,,\n284,,,,,93.98,\n285,25.1,,,,,\n286,,,,,,20.97\n287,24.6,,,,,\n288,,,,,,2.76\n289,,,,,,7.13\n290,,2.09,,,,\n291,,,1.73,,,\n292,,1.22,,,,\n293,,,,,,4.36\n294,,,,30.78,,\n295,3.28,,,,,\n296,,,,,42.23,\n297,,1.03,,,,\n298,4.71,,,,,\n299,,,,,,4.08\n300,,,1.24,,,\n301,,0.45,,,,\n302,,,,,,29.58\n303,,,,,,4.89\n304,,,1.98,,,\n305,,,,,,5.79\n306,9.27,,,,,\n307,,,,,,1.28\n308,,,,,36.85,\n309,,,,,32.59,\n310,0.93,,,,,\n311,0.88,,,,,\n312,,,,38.41,,\n313,,,3.63,,,\n314,,,,,,24.37\n315,,,2.93,,,\n316,,,1.0,,,\n317,,,1.15,,,\n318,,,,,,11.74\n319,,4.64,,,,\n320,,,,,,109.46\n321,,,,,,89.84\n322,,,,,,10.23\n323,22.44,,,,,\n324,,,,,36.58,\n325,,,0.66,,,\n326,,,,,94.32,\n327,,,,,89.67,\n328,,,,83.6,,\n329,,1.67,,,,\n330,17.96,,,,,\n331,19.65,,,,,\n332,,,1.35,,,\n333,21.59,,,,,\n334,,,,,,5.79\n335,,,,,39.77,\n336,,,,,,7.17\n337,10.18,,,,,\n338,7.89,,,,,\n339,,0.96,,,,\n340,,1.71,,,,\n341,,,,34.67,,\n342,,1.33,,,,\n343,,1.25,,,,\n344,,,,33.56,,\n345,22.87,,,,,\n346,22.72,3.63,1.99,52.94,70.73,17.79\n347,,,,47.65,,\n348,,,,43.01,,\n349,,,,,60.17,\n350,,,,,88.01,\n351,18.9,,,,,\n352,,,,,,43.23\n353,,,,,193.16,\n354,,,1.46,,,\n355,,,,,145.66,\n356,,,,101.75,,\n357,,,1.37,,,\n358,56.16,,,,,\n359,,,3.94,,,\n360,,,,79.61,,\n361,,,,30.99,,\n362,31.42,,,,,\n363,,,,33.92,,\n364,,,0.74,,,\n365,19.77,,,,,\n366,19.78,,,,,\n367,,,,,41.9,\n368,,,,27.48,,\n369,,13.8,,,,\n370,21.62,,,,,\n371,22.21,,,,,\n372,20.92,,,,,\n373,,,,,,17.84\n374,,,0.52,,,\n375,,,,54.22,,\n376,,,,58.37,,\n377,,,,,,11.36\n378,,,,64.29,,\n379,25.36,,,,,\n380,,,,,,6.86\n381,,,,34.15,,\n382,,,1.15,,,\n383,,,,42.08,,\n384,,5.83,,,,\n385,,,,119.49,,\n386,46.28,,,,,\n387,,,3.91,,,\n388,82.98,,,,,\n389,,,5.96,,,\n390,72.76,,,,,\n391,,,,36.05,,\n392,,28.25,,,,\n393,38.93,,,,,\n394,34.12,20.07,5.13,46.51,66.31,19.8\n395,28.54,17.47,1.69,27.51,34.03,6.52\n396,,,,31.36,,\n397,,,,,,6.61\n398,,,,84.0,,\n399,11.77,,,,,\n400,,,,,,11.11\n401,20.25,,,,,\n402,,,,,,19.91\n403,,,,61.98,,\n404,17.19,,,,,\n405,13.01,,,,,\n406,8.14,,,,,\n407,,,1.99,,,\n408,,1.36,,,,\n409,,,,82.39,,\n410,34.01,,,,,\n411,,,26.73,,,\n412,63.32,,,,,\n413,,,,,63.16,\n414,,,,,,17.69\n415,52.93,,,,,\n416,,,4.83,,,\n417,,,,41.28,,\n418,,,,,89.76,\n419,,,,89.12,,\n420,,,4.01,,,\n421,27.25,,,,,\n422,,8.93,,,,\n423,,6.25,,,,\n424,,,,,,83.96\n425,45.97,,,,,\n426,41.78,,,,,\n427,,,,,,6.41\n428,,,1.86,,,\n429,,5.35,,,,\n430,,,,49.24,,\n431,19.16,,,,,\n432,,,,79.74,,\n433,37.45,,,,,\n434,,,2.86,,,\n435,,,,,,15.44\n436,30.75,,,,,\n437,31.03,,,,,\n438,,,,,,13.88\n439,,3.04,,,,\n440,,,,,,6.56\n441,,1.67,,,,\n442,,,,,41.88,\n443,,,,,89.12,\n444,,0.91,,,,\n445,,,,,39.54,\n446,,,,,61.11,\n447,,,,68.98,,\n448,,,,39.89,,\n449,,,,,,6.06\n450,7.66,,,,,\n451,,,,,,6.1\n452,14.07,,,,,\n453,,,,,54.1,\n454,,1.12,,,,\n455,26.82,,,,,\n456,,,2.29,,,\n457,,,,,,15.0\n458,,,,,,15.06\n459,,1.49,,,,\n460,16.43,,,,,\n461,,,,,63.25,\n462,,1.0,,,,\n463,,1.97,,,,\n464,,,,,,21.6\n465,,14.54,,,,\n466,19.46,,,,,\n467,,,,66.72,,\n468,,6.86,,,,\n469,14.06,,,,,\n470,,,,,,27.73\n471,,,,103.93,,\n472,12.17,,,,,\n473,,,3.17,,,\n474,,,,,,70.36\n475,41.76,,,,,\n476,38.26,,,,,\n477,28.54,,,,,\n478,,,,,174.73,\n479,,,,118.38,,\n480,,,,,114.8,\n481,,,,,,34.42\n482,,,,101.28,,\n483,,,,,,48.82\n484,24.84,,,,,\n485,,,2.81,,,\n486,,,,,,55.9\n487,28.98,,,,,\n488,,,6.66,,,\n489,,,,,196.84,\n490,,,,,120.99,\n491,,,,41.01,,\n492,,,,,61.72,\n493,,,,,,17.76\n494,,,,,69.95,\n495,,,,,79.78,\n496,,,,,,15.6\n497,,,2.07,,,\n498,,,,,71.89,\n499,,,2.06,,,\n500,,,1.68,,,\n501,68.71,,,,,\n502,72.92,,,,,\n503,,,,56.37,,\n504,,,1.03,,,\n505,21.52,,,,,\n506,,9.89,,,,\n507,,,,,,3.13\n508,,,4.2,,,\n509,,8.63,,,,\n510,,,,74.3,,\n511,,,,,,17.04\n512,,,,,136.7,\n513,,,,,,9.59\n514,,,,,73.44,\n515,,,,,70.43,\n516,,,2.57,,,\n517,13.26,,,,,\n518,,14.28,,,,\n519,,16.19,,,,\n520,,,,91.7,,\n521,47.19,,,,,\n522,,,,,62.62,\n523,,,2.31,,,\n524,,,,,57.7,\n525,,,,,,18.25\n526,,19.02,,,,\n527,,19.04,,,,\n528,,,,,178.76,\n529,54.82,,,,,\n530,,44.28,,,,\n531,60.22,,,,,\n532,59.79,,,,,\n533,,,,,137.95,\n534,,,,,129.71,\n535,49.55,,,,,\n536,46.28,,,,,\n537,,21.66,,,,\n538,,,,84.3,,\n539,,,,110.92,,\n540,,,,,251.51,\n541,,,,,202.03,\n542,61.1,,,,,\n543,,25.74,,,,\n544,,23.2,,,,\n545,,,,,,72.88\n546,,,,,101.92,\n547,,28.24,,,,\n548,,25.98,,,,\n549,,,,,105.06,\n550,,,8.21,,,\n551,,,,,,55.55\n552,,,,146.94,,\n553,,,,,163.31,\n554,53.01,,,,,\n555,,,,,181.62,\n556,,,4.94,,,\n557,75.22,,,,,\n558,,,,,,135.11\n559,,37.1,,,,\n560,,29.96,,,,\n561,,,,,,19.21\n562,,,,,61.21,\n563,,,,,47.49,\n564,,,,,,2.61\n565,,,,93.07,,\n566,34.46,,,,,\n567,,,,,,33.49\n568,,,,,,35.28\n569,,,,,,54.6\n570,,25.68,,,,\n571,59.47,,,,,\n572,,,,,180.5,\n573,,,,,,89.06\n574,,,,211.52,,\n575,,,,,,87.35\n576,59.31,,,,,\n577,,29.79,,,,\n578,,,,,,204.39\n579,,,,,195.04,\n580,,,,,179.18,\n581,,,,,,55.23\n582,50.29,,,,,\n583,40.1,,,,,\n584,,,2.52,,,\n585,,,3.23,,,\n586,,,,,592.92,\n587,,22.58,,,,\n588,,,,,,41.3\n589,,,4.26,,,\n590,,23.72,,,,\n591,,,,28.31,,\n592,,,2.44,,,\n593,,,2.41,,,\n594,25.03,,,,,\n595,,28.06,,,,\n596,,,,,,9.65\n597,,,,26.43,,\n598,,,,26.4,,\n599,,27.65,,,,\n600,27.74,21.88,1.6,25.76,36.7,10.94\n601,,,,,,12.61\n602,,,,80.1,,\n603,28.19,,,,,\n604,,,,,97.3,\n605,,,,,,21.03\n606,,,1.92,,,\n607,,,,45.9,,\n608,,29.66,,,,\n609,,,,,,12.36\n610,,,,,35.39,\n611,,,1.5,,,\n612,89.07,,,,,\n613,,,,33.03,,\n614,,,,,39.59,\n615,17.15,,,,,\n616,17.8,,,,,\n617,,11.52,,,,\n618,,,1.59,,,\n619,,,1.6,,,\n620,,,1.97,,,\n621,23.47,,,,,\n622,,11.39,,,,\n623,,,,,63.22,\n624,,15.52,,,,\n625,,12.44,,,,\n626,,,,,79.54,\n627,,,,104.33,,\n628,,,10.46,,,\n629,,,,,,58.86\n630,,19.04,,,,\n631,,,,89.41,,\n632,49.09,,,,,\n633,,,,,70.04,\n634,,,6.07,,,\n635,,,,,,22.14\n636,,21.42,,,,\n637,,,3.47,,,\n638,,,2.99,,,\n639,,,2.57,,,\n640,,,,,,36.4\n641,,,,,94.62,\n642,,,2.16,,,\n643,27.96,,,,,\n644,,,,86.3,,\n645,,18.34,,,,\n646,75.35,,,,,\n647,,,,68.31,,\n648,,,,50.84,,\n649,,19.17,,,,\n650,,,,,,27.7\n651,21.33,,,,,\n652,,,,,,35.37\n653,,,,,118.72,\n654,,,,,,15.66\n655,,14.49,,,,\n656,,,,43.82,,\n657,,,,,33.03,\n658,8.37,,,,,\n659,,,1.65,,,\n660,7.03,,,,,\n661,,,,,44.74,\n662,,,2.62,,,\n663,6.42,6.07,2.98,24.81,30.13,5.32\n664,,,,,30.46,\n665,,,2.18,,,\n666,,,,,77.36,\n667,,,,,89.31,\n668,21.93,,,,,\n669,,8.91,,,,\n670,,,3.24,,,\n671,15.17,5.81,3.7,20.1,28.17,8.06\n672,,,,16.68,,\n673,,,3.29,,,\n674,,,,16.49,,\n675,,,,,,3.12\n676,,,,25.25,,\n677,,5.8,,,,\n678,,5.87,,,,\n679,,,2.59,,,\n680,,,1.85,,,\n681,,,,30.48,,\n682,,,,19.92,,\n683,,,,,28.92,\n684,,12.27,,,,\n685,,,,22.52,,\n686,,7.92,,,,\n687,11.8,,,,,\n688,11.46,,,,,\n689,,,,,,5.18\n690,10.48,,,,,\n691,,5.0,,,,\n692,,,,15.93,,\n693,,,,41.44,,\n694,,,,,,47.64\n695,49.29,,,,,\n696,,,3.7,,,\n697,,,,17.77,,\n698,,,2.06,,,\n699,,,,,17.8,\n700,,,,,20.19,\n701,,12.3,,,,\n702,,,,,45.3,\n703,9.35,,,,,\n704,,,,,106.07,\n705,,,2.18,,,\n706,11.73,,,,,\n707,,,,,,7.8\n708,9.07,,,,,\n709,,,,,,44.54\n710,,,,,,40.27\n711,,,6.3,,,\n712,,,,,,17.46\n713,,,3.98,,,\n714,34.63,,,,,\n715,84.0,,,,,\n716,,,7.87,,,\n717,,,,,,27.44\n718,,,,,,28.05\n719,,,,112.65,,\n720,52.41,,,,,\n721,,,,,,72.78\n722,59.5,,,,,\n723,,,,,,97.19\n724,,,,160.21,,\n725,,,,109.52,,\n726,,,,,,44.6\n727,,,,,93.5,\n728,,,,52.97,,\n729,,,,,73.25,\n730,,12.05,,,,\n731,,,,,54.91,\n732,9.84,,,,,\n733,,10.56,,,,\n734,,,,90.19,,\n735,,,,,154.14,\n736,,,,60.01,,\n737,48.35,,,,,\n738,34.58,,,,,\n739,,19.0,,,,\n740,,,,,174.56,\n741,,,2.98,,,\n742,53.18,,,,,\n743,,,,25.97,,\n744,35.62,,,,,\n745,,,2.15,,,\n746,,18.42,,,,\n747,,,,,,13.78\n748,,,,,,30.88\n749,,17.09,,,,\n750,,,2.25,,,\n751,26.7,,,,,\n752,,,2.88,,,\n753,,,4.81,,,\n754,,,,,149.05,\n755,,,5.37,,,\n756,,,,,66.88,\n757,,,2.78,,,\n758,,16.02,,,,\n759,,,,,,3.82\n760,,,,,,11.74\n761,27.13,,,,,\n762,,,,,89.35,\n763,,,,147.64,,\n764,,,2.9,,,\n765,,,,,,21.38\n766,15.85,,,,,\n767,,6.21,,,,\n768,,,1.89,,,\n769,,,,78.17,,\n770,,,,,126.29,\n771,,,,,,37.23\n772,62.23,,,,,\n773,,,,,,19.54\n774,,,,,75.59,\n775,,,1.44,,,\n776,,,1.73,,,\n777,,,,,,7.86\n778,,,1.75,,,\n779,,3.81,,,,\n780,,,,,,0.66\n781,,,,27.48,,\n782,,,,36.4,,\n783,9.35,,,,,\n784,7.57,,,,,\n785,21.84,,,,,\n786,64.71,,,,,\n787,,5.27,,,,\n788,,,,,30.87,\n789,,,1.64,,,\n790,,,,,,6.85\n791,,,,32.93,,\n792,,1.7,,,,\n793,,,1.26,,,\n794,,1.2,,,,\n795,3.78,,,,,\n796,,,1.86,,,\n797,,0.66,,,,\n798,1.39,,,,,\n799,,,1.29,,,\n800,,,,40.83,,\n801,,,,44.71,,\n802,,,,,,1.16\n803,,6.5,,,,\n804,,,,115.36,,\n805,6.29,,,,,\n806,,,3.22,,,\n807,,,,,63.29,\n808,,,,,,16.56\n809,,,,,75.0,\n810,,,2.64,,,\n811,,,3.23,,,\n812,,,,59.89,,\n813,,7.38,,,,\n814,,,3.74,,,\n815,,,,48.12,,\n816,,,,,,3.44\n817,,,,55.46,,\n818,,,,,48.95,\n819,,3.4,,,,\n820,,,,26.89,,\n821,,4.4,,,,\n822,,,,,37.83,\n823,19.88,,,,,\n824,,4.96,,,,\n825,,,,,93.68,\n826,25.71,,,,,\n827,,2.91,,,,\n828,,,,,135.91,\n829,25.63,,,,,\n830,22.47,,,,,\n831,,,,,32.22,\n832,8.3,,,,,\n833,,,,45.09,,\n834,5.39,,,,,\n835,,,1.91,,,\n836,,,,,,15.14\n837,,,,,,20.94\n838,7.45,,,,,\n839,9.1,,,,,\n840,,,,,,9.72\n841,,,,,,14.81\n842,10.63,,,,,\n843,,,,60.86,,\n844,,,,,,4.38\n845,,,,,,12.64\n846,7.88,2.91,1.45,46.27,54.23,7.96\n847,,,0.53,,,\n848,,,0.51,,,\n849,9.71,,,,,\n850,,,0.54,,,\n851,,,,75.92,,\n852,,1.33,,,,\n853,,,0.8,,,\n854,11.5,,,,,\n855,23.23,,,,,\n856,,,,,,32.42\n857,52.27,,,,,\n858,44.01,,,,,\n859,31.71,2.59,1.1,27.22,37.23,10.02\n860,,,,25.08,,\n861,,2.56,,,,\n862,,,,,87.9,\n863,,,,,73.78,\n864,,,1.0,,,\n865,,,,,111.86,\n866,,,1.05,,,\n867,,,,,71.53,\n868,,,,,95.04,\n869,,,,49.22,,\n870,,,,39.36,,\n871,,1.77,,,,\n872,,,0.87,,,\n873,4.4,,,,,\n874,,,,20.18,,\n875,,,,26.59,,\n876,,,,30.01,,\n877,,,0.72,,,\n878,,,,,,35.46\n879,14.06,,,,,\n880,,,0.97,,,\n881,13.0,,,,,\n882,,,1.19,,,\n883,7.5,,,,,\n884,,,,,76.63,\n885,3.73,,,,,\n886,,,,,,12.84\n887,,,,,,18.4\n888,,,,73.74,,\n889,5.33,,,,,\n890,8.64,,,,,\n891,,,,,,7.35\n892,,,0.25,,,\n893,,,,,21.2,\n894,,,,,,3.22\n895,,,,,,12.79\n896,,,,,49.35,\n897,,,0.58,,,\n898,,,,50.06,,\n899,,,,27.22,,\n900,,,,,40.96,\n901,,,,,39.43,\n902,,1.7,,,,\n903,36.01,,,,,\n904,,4.5,,,,\n905,18.31,,,,,\n906,,,1.35,,,\n907,10.17,,,,,\n908,,,,,,18.51\n909,,,,,,19.56\n910,,,,46.56,,\n911,11.68,,,,,\n912,,6.11,,,,\n913,,5.63,,,,\n914,,,,,26.07,\n915,,,,21.12,,\n916,,4.35,,,,\n917,,,,,,9.96\n918,6.08,,,,,\n919,,4.28,,,,\n920,,,,,,28.93\n921,,,0.7,,,\n922,,,,31.38,,\n923,,,,80.54,,\n924,,,1.78,,,\n925,,,1.94,,,\n926,,,1.85,,,\n927,,,1.5,,,\n928,,,,,145.14,\n929,,,,,,46.16\n930,,,1.95,,,\n931,,,,,,35.67\n932,,,,62.83,,\n933,,,0.95,,,\n934,,,,69.57,,\n935,,,1.22,,,\n936,,,,,198.18,\n937,,,,,136.64,\n938,54.48,,,,,\n939,,,4.42,,,\n940,,16.74,,,,\n941,,,,,42.04,\n942,,,,19.39,,\n943,,,,,39.24,\n944,14.95,,,,,\n945,12.62,7.98,1.5,33.8,53.94,20.13\n946,,,,36.24,,\n947,,,,,121.22,\n948,,,,44.76,,\n949,,,1.19,,,\n950,32.7,,,,,\n951,,,,36.17,,\n952,,,1.3,,,\n953,22.9,4.92,1.09,51.43,66.04,14.6\n954,,4.34,,,,\n955,13.03,,,,,\n956,,,,,,40.07\n957,,,,,103.11,\n958,,,,,111.23,\n959,,,1.09,,,\n960,,,,,,12.08\n961,,,,,,8.72\n962,,,,55.18,,\n963,27.28,,,,,\n964,,,,95.49,,\n965,,,,139.24,,\n966,,4.18,,,,\n967,,,,32.92,,\n968,,,0.9,,,\n969,,,1.02,,,\n970,42.14,,,,,\n971,,4.64,,,,\n972,,,,,,20.86\n973,,,,,70.23,\n974,,,,,,24.76\n975,21.37,,,,,\n976,,,,,,33.42\n977,,,0.93,,,\n978,,,,102.81,,\n979,,,0.69,,,\n980,,,0.41,,,\n981,12.17,,,,,\n982,10.49,,,,,\n983,,,,,54.21,\n984,,,,,,22.83\n985,,,,,,57.91\n986,,5.72,,,,\n987,,5.58,,,,\n988,,5.32,,,,\n989,,,,61.82,,\n990,,,1.04,,,\n991,,,,,42.91,\n992,37.61,,,,,\n993,,,,,58.88,\n994,,,,34.32,,\n995,22.78,,,,,\n996,,,,,,9.06\n997,24.48,,,,,\n998,,,,,,7.89\n999,,,,,,8.85\n1000,11.28,,,,,\n1001,,3.77,,,,\n1002,,,0.81,,,\n1003,,,1.15,,,\n1004,,,,,41.71,\n1005,,,1.04,,,\n1006,,,,25.14,,\n1007,,,,31.29,,\n1008,,,,,35.41,\n1009,,,,48.57,,\n1010,,,,,67.33,\n1011,30.92,,,,,\n1012,,,,,61.12,\n1013,,,1.29,,,\n1014,,5.56,,,,\n1015,,,,,35.38,\n1016,,,,,,12.84\n1017,,,1.4,,,\n1018,,,,,23.94,\n1019,,,1.14,,,\n1020,,3.65,,,,\n1021,,,1.04,,,\n1022,,,,,28.04,\n1023,,,1.16,,,\n1024,,,,33.76,,\n1025,,,,,57.12,\n1026,,,1.28,,,\n1027,,,,,,10.75\n1028,,,0.4,,,\n1029,9.65,3.79,0.44,33.73,42.11,8.38\n1030,,,,,,8.52\n1031,,3.69,,,,\n1032,,,,,,11.5\n1033,,4.29,,,,\n1034,,,,,,15.84\n1035,,,0.45,,,\n1036,,,,,34.07,\n1037,,,,,,16.39\n1038,22.08,,,,,\n1039,,,,23.18,,\n1040,,,,18.7,,\n1041,,,,,40.71,\n1042,,,0.79,,,\n1043,10.24,,,,,\n1044,,4.65,,,,\n1045,,,,44.17,,\n1046,,,,47.49,,\n1047,,,,,,8.05\n1048,,,,,31.68,\n1049,7.34,,,,,\n1050,,,1.5,,,\n1051,,5.1,,,,\n1052,,,,24.81,,\n1053,,,,,,6.25\n1054,,,0.94,,,\n1055,,,,,35.28,\n1056,,,,,38.67,\n1057,,,,,,15.82\n1058,,,,24.9,,\n1059,,,,,,10.88\n1060,,,,,,11.2\n1061,,,,15.38,,\n1062,,5.69,,,,\n1063,,,1.01,,,\n1064,,,,18.0,,\n1065,,5.23,,,,\n1066,,,,,,12.98\n1067,,,,,,10.58\n1068,,,1.01,,,\n1069,,3.71,,,,\n1070,3.74,,,,,\n1071,,,,,,15.55\n1072,,,,,,10.01\n1073,,4.51,,,,\n1074,17.01,,,,,\n1075,,5.5,,,,\n1076,11.88,,,,,\n1077,,,,21.43,,\n1078,,4.43,,,,\n1079,,,0.92,,,\n1080,31.54,,,,,\n1081,,,,,48.87,\n1082,,,,32.43,,\n1083,,,,,38.01,\n1084,26.47,,,,,\n1085,22.17,,,,,\n1086,53.05,,,,,\n1087,,,,,,8.69\n1088,,4.7,,,,\n1089,,4.74,,,,\n1090,,,,,34.23,\n1091,,,,25.78,,\n1092,,,0.82,,,\n1093,10.43,,,,,\n1094,10.01,,,,,\n1095,,,,53.22,,\n1096,,,1.04,,,\n1097,,,,78.52,,\n1098,,,,,59.13,\n1099,9.0,,,,,\n1100,,,0.53,,,\n1101,5.96,,,,,\n1102,,,,84.38,,\n1103,,4.35,,,,\n1104,,,,,,45.49\n1105,,,1.61,,,\n1106,,,1.32,,,\n1107,,,,24.18,,\n1108,,5.08,,,,\n1109,,,,19.92,,\n1110,18.17,,,,,\n1111,,4.69,,,,\n1112,,,0.73,,,\n1113,,,,25.47,,\n1114,7.19,,,,,\n1115,,,,,130.63,\n1116,,4.7,,,,\n1117,8.67,,,,,\n1118,,,,,220.89,\n1119,,,,,146.88,\n1120,,,,,122.49,\n1121,,,0.62,,,\n1122,,,,58.98,,\n1123,,6.81,,,,\n1124,,6.13,,,,\n1125,,,1.58,,,\n1126,,,,67.76,,\n1127,,,,,,10.63\n1128,,,1.01,,,\n1129,,,,15.97,,\n1130,,5.01,,,,\n1131,,,,,47.51,\n1132,,4.92,,,,\n1133,,,,,,7.04\n1134,,,,,,6.91\n1135,,,,,,7.29\n1136,,,,,,7.2\n1137,,,,,,5.71\n1138,,,,,,7.33\n1139,,5.09,,,,\n1140,,,,,,12.39\n1141,,,,57.1,,\n1142,,5.36,,,,\n1143,8.58,,,,,\n1144,,,,,52.52,\n1145,,,,26.87,,\n1146,19.1,,,,,\n1147,32.99,,,,,\n1148,,5.21,,,,\n1149,,5.62,,,,\n1150,,,,16.52,,\n1151,26.93,,,,,\n1152,,,,,31.85,\n1153,,,,,,18.84\n1154,,4.26,,,,\n1155,,4.01,,,,\n1156,,,,,122.95,\n1157,,,2.93,,,\n1158,,,2.69,,,\n1159,,,2.29,,,\n1160,,,,,80.83,\n1161,,,,,,20.31\n1162,39.17,,,,,\n1163,16.93,,,,,\n1164,,6.66,,,,\n1165,,5.56,,,,\n1166,,,,24.62,,\n1167,,,,,31.12,\n1168,,,,,,13.31\n1169,,4.63,,,,\n1170,5.66,4.79,1.44,22.27,29.72,7.45\n1171,,,,,,9.66\n1172,7.59,,,,,\n1173,,,,35.76,,\n1174,,,1.7,,,\n1175,,3.38,,,,\n1176,,3.26,,,,\n1177,,,1.58,,,\n1178,,,1.57,,,\n1179,6.4,,,,,\n1180,,,,15.36,,\n1181,,,,,,6.94\n1182,,,1.46,,,\n1183,,,,,51.4,\n1184,,,1.61,,,\n1185,,4.2,,,,\n1186,27.06,,,,,\n1187,,,,,,34.32\n1188,,,,,119.84,\n1189,,,1.62,,,\n1190,,,,,,17.66\n1191,21.95,,,,,\n1192,,,1.58,,,\n1193,12.43,,,,,\n1194,,,,,,10.84\n1195,,,,10.17,,\n1196,4.02,,,,,\n1197,,,,,38.32,\n1198,,,,54.06,,\n1199,,,1.53,,,\n1200,,,1.69,,,\n1201,,,,,,6.49\n1202,,,,,36.39,\n1203,,,,30.13,,\n1204,4.8,,,,,\n1205,,,,27.65,,\n1206,,3.08,,,,\n1207,,,,,33.17,\n1208,,,,,,4.43\n1209,,,,,,7.27\n1210,,,,28.79,,\n1211,7.02,,,,,\n1212,,,,16.69,,\n1213,,,,,,10.88\n1214,,3.79,,,,\n1215,,,,,119.79,\n1216,41.04,,,,,\n1217,,,2.35,,,\n1218,,,,23.65,,\n1219,,,,,36.78,\n1220,,,,49.27,,\n1221,,4.26,,,,\n1222,,,2.39,,,\n1223,11.3,,,,,\n1224,,,2.15,,,\n1225,,,,92.38,,\n1226,43.74,,,,,\n1227,,,,61.06,,\n1228,,,,,78.71,\n1229,,3.39,,,,\n1230,,3.27,,,,\n1231,13.75,,,,,\n1232,12.97,,,,,\n1233,22.86,3.29,1.69,69.53,114.35,44.82\n1234,,,,,105.95,\n1235,72.73,,,,,\n1236,,,1.7,,,\n1237,,,,,,10.1\n1238,,,1.81,,,\n1239,,,,,32.72,\n1240,,,,24.72,,\n1241,23.14,,,,,\n1242,,9.9,,,,\n1243,,,,28.86,,\n1244,,,,,46.7,\n1245,,,,,59.41,\n1246,17.86,,,,,\n1247,,,,,50.69,\n1248,,,,55.49,,\n1249,,3.67,,,,\n1250,17.92,,,,,\n1251,,,1.64,,,\n1252,,,,,29.38,\n1253,,,,,29.62,\n1254,,,,36.02,,\n1255,,,1.47,,,\n1256,,,1.43,,,\n1257,,,,42.08,,\n1258,,,,,,24.34\n1259,,,1.31,,,\n1260,,,1.48,,,\n1261,,,,,47.37,\n1262,,,1.51,,,\n1263,12.01,3.52,1.52,27.39,39.34,11.95\n1264,,,,,38.18,\n1265,,5.0,,,,\n1266,12.0,,,,,\n1267,,,,,,4.72\n1268,,,1.54,,,\n1269,,,1.55,,,\n1270,,,,,48.26,\n1271,,,,51.83,,\n1272,,,1.14,,,\n1273,,,,,,5.48\n1274,,3.67,,,,\n1275,,,,,22.41,\n1276,9.93,,,,,\n1277,11.25,,,,,\n1278,,,,,,14.75\n1279,,,,42.23,,\n1280,,,,38.04,,\n1281,,,1.23,,,\n1282,,,,,,17.82\n1283,19.22,,,,,\n1284,,,,33.85,,\n1285,26.46,,,,,\n1286,,,1.04,,,\n1287,13.73,,,,,\n1288,,,1.14,,,\n1289,,,1.08,,,\n1290,,,,,76.42,\n1291,,,,,,7.94\n1292,,,,,59.74,\n1293,,,,,,5.97\n1294,,,,,24.06,\n1295,,,,36.49,,\n1296,,,,,51.26,\n1297,,4.04,,,,\n1298,,,1.36,,,\n1299,,,1.26,,,\n1300,31.56,,,,,\n1301,27.6,,,,,\n1302,,,,16.04,,\n1303,,,,27.71,,\n1304,21.03,,,,,\n1305,,,1.26,,,\n1306,13.71,,,,,\n1307,,,,,62.78,\n1308,,,1.44,,,\n1309,,,,,29.53,\n1310,,3.92,,,,\n1311,,,,,74.4,\n1312,,,,,63.24,\n1313,13.9,,,,,\n1314,,,,,78.36,\n1315,,,,35.29,,\n1316,,3.85,,,,\n1317,,3.59,,,,\n1318,,3.53,,,,\n1319,,,1.34,,,\n1320,,,1.26,,,\n1321,,,,,,17.62\n1322,31.34,,,,,\n1323,,,,30.61,,\n1324,,,,,,11.54\n1325,,,,31.76,,\n1326,20.08,,,,,\n1327,,,,47.79,,\n1328,12.34,,,,,\n1329,,,1.43,,,\n1330,,,1.43,,,\n1331,,,,45.56,,\n1332,,,1.27,,,\n1333,,,,,75.71,\n1334,,,,55.89,,\n1335,,,,102.92,,\n1336,40.63,,,,,\n1337,,,1.24,,,\n1338,25.97,,,,,\n1339,,,,,59.27,\n1340,,,,71.92,,\n1341,,,,,,32.9\n1342,,,,79.65,,\n1343,,,,,69.58,\n1344,,,1.35,,,\n1345,,,,,,9.28\n1346,,,,58.74,,\n1347,,,1.5,,,\n1348,,,,,89.87,\n1349,,,,65.66,,\n1350,18.52,,,,,\n1351,,,,,50.89,\n1352,,5.06,,,,\n1353,,,,71.13,,\n1354,,,,44.74,,\n1355,,,,47.17,,\n1356,18.98,,,,,\n1357,,3.77,,,,\n1358,,,,,,15.74\n1359,,,,79.08,,\n1360,,,,,,11.37\n1361,,,,,55.36,\n1362,,,1.28,,,\n1363,,,,35.0,,\n1364,,,,29.96,,\n1365,,,,,,7.64\n1366,,,,,,12.68\n1367,,,,58.6,,\n1368,,,,67.12,,\n1369,,,1.31,,,\n1370,,,,,111.07,\n1371,38.84,,,,,\n1372,,,,,,9.26\n1373,,,,,36.27,\n1374,,4.37,,,,\n1375,,3.96,,,,\n1376,,,,,,12.22\n1377,,3.47,,,,\n1378,6.6,,,,,\n1379,,3.23,,,,\n1380,,,1.19,,,\n1381,,,,127.86,,\n1382,,3.12,,,,\n1383,,,,59.13,,\n1384,,,,,,15.88\n1385,,,1.19,,,\n1386,,3.96,,,,\n1387,,3.98,,,,\n1388,12.42,,,,,\n1389,,,,,,42.97\n1390,,6.45,,,,\n1391,,,,78.84,,\n1392,,,,69.07,,\n1393,,,,57.11,,\n1394,,,,,,11.48\n1395,,,,43.52,,\n1396,,,1.27,,,\n1397,,,,,,28.54\n1398,,,,61.22,,\n1399,,,1.26,,,\n1400,,3.86,,,,\n1401,,3.6,,,,\n1402,,,,,110.65,\n1403,,,,,,10.91\n1404,,,,,97.36,\n1405,19.73,,,,,\n1406,13.96,,,,,\n1407,,4.61,,,,\n1408,,,0.99,,,\n1409,,,,45.65,,\n1410,,,1.09,,,\n1411,,4.51,,,,\n1412,,4.24,,,,\n1413,48.9,,,,,\n1414,,6.37,,,,\n1415,,,,,76.12,\n1416,,,,,50.63,\n1417,,,,,,8.11\n1418,,,,,56.29,\n1419,,,,,,9.55\n1420,,,,,71.11,\n1421,,,,,,18.86\n1422,,,1.35,,,\n1423,,,1.29,,,\n1424,,,,,20.0,\n1425,,,,,,3.83\n1426,15.7,,,,,\n1427,,,1.25,,,\n1428,,,,,,5.55\n1429,,,1.12,,,\n1430,,,1.06,,,\n1431,,,1.12,,,\n1432,,,,,,6.57\n1433,,,,28.21,,\n1434,,3.8,,,,\n1435,38.16,,,,,\n1436,,,,,,14.68\n1437,35.91,,,,,\n1438,,5.03,,,,\n1439,40.9,,,,,\n1440,42.7,,,,,\n1441,,,,,42.35,\n1442,,,,,48.56,\n1443,,,,33.74,,\n1444,,,,,,13.89\n1445,,,,,,13.12\n1446,22.25,,,,,\n1447,15.7,,,,,\n1448,,3.52,,,,\n1449,,,,,,4.15\n1450,,,,,,4.22\n1451,,,,56.16,,\n1452,,,,,,3.94\n1453,4.65,,,,,\n1454,,,,,,12.8\n1455,,3.42,,,,\n1456,,4.1,,,,\n1457,45.3,,,,,\n1458,,,,,,13.25\n1459,,4.09,,,,\n1460,,,,,,18.87\n1461,43.65,,,,,\n1462,,,,,,20.34\n1463,,4.4,,,,\n1464,,,,,,6.03\n1465,,,,,49.62,\n1466,,,,52.46,,\n1467,,,,,97.92,\n1468,,,1.44,,,\n1469,,,1.36,,,\n1470,,,,,52.52,\n1471,,3.65,,,,\n1472,,,,,,4.41\n1473,,3.43,,,,\n1474,,4.09,,,,\n1475,,,,15.58,,\n1476,,,,32.15,,\n1477,,,,,,19.97\n1478,,5.01,,,,\n1479,,,1.59,,,\n1480,,,1.45,,,\n1481,,,,,,16.6\n1482,,,,,48.24,\n1483,,,,,,8.77\n1484,,,,,,7.25\n1485,,,,,,6.63\n1486,,3.75,,,,\n1487,7.05,,,,,\n1488,,,,110.28,,\n1489,,3.86,,,,\n1490,,,,,,29.12\n1491,,,,82.28,,\n1492,4.84,4.33,1.09,42.99,52.02,9.03\n1493,,,,37.74,,\n1494,,4.48,,,,\n1495,,,,60.68,,\n1496,,,,,70.18,\n1497,,,,,,15.5\n1498,,,,,,7.6\n1499,,,,13.82,,\n1500,,,,18.94,,\n1501,,5.2,,,,\n1502,,,1.03,,,\n1503,,,,,,4.26\n1504,,,,,36.38,\n1505,5.44,,,,,\n1506,,,2.61,,,\n1507,3.66,,,,,\n1508,,,,29.61,,\n1509,,,,,78.04,\n1510,,,,,,16.04\n1511,,,,,,20.45\n1512,,,,,,10.29\n1513,,,,20.92,,\n1514,,,,,,7.03\n1515,,,2.51,,,\n1516,,5.51,,,,\n1517,10.0,,,,,\n1518,,,,20.8,,\n1519,,,2.51,,,\n1520,9.56,,,,,\n1521,,,,103.54,,\n1522,,,,,83.23,\n1523,,,2.24,,,\n1524,,,2.27,,,\n1525,,9.46,,,,\n1526,,,2.16,,,\n1527,,,,36.77,,\n1528,,,,,39.01,\n1529,,,,,55.92,\n1530,,4.39,,,,\n1531,,4.1,,,,\n1532,,4.48,,,,\n1533,,,,,,18.94\n1534,,,,,,15.57\n1535,,,2.29,,,\n1536,7.82,,,,,\n1537,,,,,49.18,\n1538,8.58,,,,,\n1539,6.74,,,,,\n1540,10.41,,,,,\n1541,,,,,,5.07\n1542,,,,37.09,,\n1543,,,,,33.24,\n1544,,,,,30.8,\n1545,,,,,,7.1\n1546,4.59,,,,,\n1547,,,,,,31.36\n1548,,3.9,,,,\n1549,,5.15,,,,\n1550,,,,38.62,,\n1551,,,,44.28,,\n1552,,,,57.08,,\n1553,,,,,84.43,\n1554,8.15,,,,,\n1555,,,,,53.22,\n1556,,,,,,4.48\n1557,,4.15,,,,\n1558,,,2.02,,,\n1559,,,2.0,,,\n1560,,,,,21.87,\n1561,,,,,,27.79\n1562,,,,,,13.93\n1563,,6.02,,,,\n1564,38.61,,,,,\n1565,30.7,,,,,\n1566,27.0,,,,,\n1567,,,2.45,,,\n1568,,,,38.24,,\n1569,,,,,,14.27\n1570,,5.07,,,,\n1571,,,2.43,,,\n1572,,,,72.53,,\n1573,,,,,80.65,\n1574,,,2.06,,,\n1575,32.15,,,,,\n1576,,3.12,,,,\n1577,,,1.93,,,\n1578,,3.31,,,,\n1579,19.99,,,,,\n1580,24.68,,,,,\n1581,,,,,,39.43\n1582,,12.92,,,,\n1583,,,,76.77,,\n1584,,7.97,,,,\n1585,,,,36.83,,\n1586,,,,47.45,,\n1587,25.72,,,,,\n1588,18.82,,,,,\n1589,,,,,137.09,\n1590,,5.06,,,,\n1591,,,,61.2,,\n1592,,4.01,,,,\n1593,,,2.13,,,\n1594,,,,,,5.45\n1595,,,,,74.61,\n1596,,,,58.49,,\n1597,,,,,74.25,\n1598,,4.35,,,,\n1599,,,,,,26.42\n1600,,,,92.88,,\n1601,,,,,,42.99\n1602,,,1.98,,,\n1603,25.16,,,,,\n1604,,,,37.02,,\n1605,14.24,3.4,2.27,36.49,46.0,9.5\n1606,,,2.23,,,\n1607,,,,,44.26,\n1608,,,2.3,,,\n1609,,,2.27,,,\n1610,,,,,22.69,\n1611,,,,,,6.57\n1612,,,,,39.18,\n1613,,3.86,,,,\n1614,,,,,37.18,\n1615,,,,,,2.42\n1616,,,,25.01,,\n1617,,,1.91,,,\n1618,,,,28.56,,\n1619,,,2.07,,,\n1620,,,,,58.95,\n1621,,,,48.04,,\n1622,,,,48.31,,\n1623,,,,,68.94,\n1624,,,,,57.34,\n1625,,,,,37.3,\n1626,,3.98,,,,\n1627,,,1.9,,,\n1628,,,,25.85,,\n1629,,4.65,,,,\n1630,,,,20.83,,\n1631,,,1.83,,,\n1632,,3.92,,,,\n1633,,3.64,,,,\n1634,,,,29.63,,\n1635,,,1.9,,,\n1636,,,,33.19,,\n1637,32.98,,,,,\n1638,,,,,23.69,\n1639,,,,,,1.22\n1640,,,,,,0.89\n1641,,,,21.86,,\n1642,14.73,,,,,\n1643,,,2.35,,,\n1644,56.52,,,,,\n1645,66.09,,,,,\n1646,,,,,,4.37\n1647,74.89,,,,,\n1648,,3.32,,,,\n1649,,,,,,0.92\n1650,,,,,,0.96\n1651,,,1.92,,,\n1652,,3.08,,,,\n1653,6.22,,,,,\n1654,5.07,,,,,\n1655,,,,23.01,,\n1656,,,,,,9.56\n1657,37.58,,,,,\n1658,,,2.17,,,\n1659,,,,16.14,,\n1660,24.9,,,,,\n1661,17.64,,,,,\n1662,,,,,,2.69\n1663,,,,,,0.85\n1664,,,,15.31,,\n1665,,,,12.23,,\n1666,12.88,,,,,\n1667,,,,,25.32,\n1668,29.56,,,,,\n1669,,,,14.15,,\n1670,,3.64,,,,\n1671,,,,,,0.82\n1672,,,,,,0.47\n1673,,,,,11.42,\n1674,,,,,,0.25\n1675,22.8,,,,,\n1676,,5.49,,,,\n1677,,,,12.95,,\n1678,,,,,15.65,\n1679,7.24,,,,,\n1680,,,,,15.42,\n1681,,,,,19.8,\n1682,,,,20.73,,\n1683,,,,,,1.38\n1684,8.31,,,,,\n1685,,,,,12.7,\n1686,,,,12.8,,\n1687,,,,,,2.5\n1688,5.08,,,,,\n1689,,,,30.25,,\n1690,,,,35.54,,\n1691,73.04,,,,,\n1692,,,,,,2.43\n1693,,,,20.12,,\n1694,,,1.88,,,\n1695,,,,,,0.75\n1696,,,,11.99,,\n1697,,,,,,0.55\n1698,,,,13.09,,\n1699,13.53,,,,,\n1700,,,,,15.59,\n1701,,,,16.36,,\n1702,11.51,,,,,\n1703,,,2.18,,,\n1704,,,,33.77,,\n1705,20.48,,,,,\n1706,,,,,,4.15\n1707,,,,,,5.02\n1708,,,,,,3.77\n1709,12.37,,,,,\n1710,,3.81,,,,\n1711,,4.8,,,,\n1712,,,,,35.39,\n1713,,,,,38.92,\n1714,,,,,,9.69\n1715,,7.16,,,,\n1716,,,,,,2.32\n1717,,,,20.97,,\n1718,,,2.17,,,\n1719,,,2.3,,,\n1720,,,2.32,,,\n1721,,,,20.46,,\n1722,20.91,,,,,\n1723,,,,17.99,,\n1724,11.92,5.72,2.18,17.73,18.72,1.0\n1725,,,,,,1.01\n1726,,,,36.45,,\n1727,,3.93,,,,\n1728,,3.65,,,,\n1729,,,,,,4.19\n1730,,3.32,,,,\n1731,,,2.49,,,\n1732,19.1,,,,,\n1733,15.31,,,,,\n1734,,,,34.12,,\n1735,74.16,13.16,2.47,41.33,51.2,9.87\n1736,,,,,,4.89\n1737,,9.32,,,,\n1738,,8.6,,,,\n1739,34.36,,,,,\n1740,,,2.55,,,\n1741,,,,,17.44,\n1742,,,,,,0.72\n1743,,,,,32.4,\n1744,,,,41.31,,\n1745,28.76,,,,,\n1746,,,1.71,,,\n1747,,,,24.1,,\n1748,48.39,,,,,\n1749,,,,,28.85,\n1750,,9.32,,,,\n1751,,,,,,1.37\n1752,,,,,19.14,\n1753,,6.59,,,,\n1754,,,,,16.94,\n1755,33.47,,,,,\n1756,,,1.76,,,\n1757,,,1.6,,,\n1758,,5.76,,,,\n1759,,,,17.74,,\n1760,17.61,,,,,\n1761,,,,9.83,,\n1762,,,,8.86,,\n1763,,,,9.97,,\n1764,,,,14.22,,\n1765,,,,,14.26,\n1766,4.7,,,,,\n1767,,3.14,,,,\n1768,,3.91,,,,\n1769,3.82,,,,,\n1770,,,,,,1.55\n1771,,4.23,,,,\n1772,,,,9.98,,\n1773,,,,,7.7,\n1774,,,1.92,,,\n1775,,,,,8.65,\n1776,3.69,,,,,\n1777,,,1.9,,,\n1778,4.48,,,,,\n1779,,,,,,1.08\n1780,2.78,1.87,1.79,13.39,14.48,1.09\n1781,,,1.77,,,\n1782,,,,13.1,,\n1783,,,1.78,,,\n1784,,,,17.94,,\n1785,9.02,,,,,\n1786,52.68,,,,,\n1787,,,,,,2.1\n1788,24.88,,,,,\n1789,,,1.71,,,\n1790,,,,,11.69,\n1791,,,1.72,,,\n1792,,,,,11.22,\n1793,9.33,,,,,\n1794,,,,,,2.72\n1795,,,,13.49,,\n1796,,,1.9,,,\n1797,,,,,11.05,\n1798,27.18,,,,,\n1799,,3.38,,,,\n1800,,,,,12.0,\n1801,,8.06,,,,\n1802,,,,,11.05,\n1803,,,,,,0.82\n1804,4.99,,,,,\n1805,4.07,,,,,\n1806,,3.46,,,,\n1807,,3.32,,,,\n1808,7.49,,,,,\n1809,6.36,,,,,\n1810,8.58,,,,,\n1811,,3.08,,,,\n1812,,,,10.53,,\n1813,4.98,,,,,\n1814,,,1.58,,,\n1815,,,,,10.06,\n1816,,,1.64,,,\n1817,,,,,,0.7\n1818,,3.55,,,,\n1819,,,,,7.08,\n1820,,,,,7.3,\n1821,,,,,6.61,\n1822,,,,6.96,,\n1823,,3.74,,,,\n1824,,3.93,,,,\n1825,,,2.28,,,\n1826,,,,6.72,,\n1827,,,,,,0.33\n1828,25.23,,,,,\n1829,,4.66,,,,\n1830,,,,,11.07,\n1831,,4.63,,,,\n1832,,,2.58,,,\n1833,,,,,,4.61\n1834,,,2.53,,,\n1835,,,2.46,,,\n1836,13.53,,,,,\n1837,20.8,4.48,2.08,3.37,8.04,4.67\n1838,,,,,,4.79\n1839,,,,,9.96,\n1840,,,,,,5.08\n1841,,,,,,5.17\n1842,21.44,,,,,\n1843,,,2.22,,,\n1844,,,,28.03,,\n1845,68.96,,,,,\n1846,46.23,,,,,\n1847,,,,,,4.58\n1848,,,2.45,,,\n1849,,,,5.66,,\n1850,,,2.42,,,\n1851,15.04,,,,,\n1852,,,,,8.45,\n1853,,,,,9.01,\n1854,,,,6.49,,\n1855,12.19,,,,,\n1856,,3.84,,,,\n1857,,,,,8.48,\n1858,,,,,10.53,\n1859,,3.32,,,,\n1860,6.66,,,,,\n1861,,,1.82,,,\n1862,12.45,,,,,\n1863,10.27,,,,,\n1864,,,,14.82,,\n1865,54.24,,,,,\n1866,,,2.07,,,\n1867,,,2.15,,,\n1868,,3.28,,,,\n1869,,,,5.79,,\n1870,,3.21,,,,\n1871,,5.26,,,,\n1872,,4.88,,,,\n1873,,,2.38,,,\n1874,,6.05,,,,\n1875,21.45,,,,,\n1876,,5.91,,,,\n1877,13.94,,,,,\n1878,,,,,8.39,\n1879,11.4,,,,,\n1880,,,,10.2,,\n1881,,3.5,,,,\n1882,,,,10.88,,\n1883,,,,15.51,,\n1884,,,,,11.41,\n1885,62.66,,,,,\n1886,48.53,,,,,\n1887,42.22,,,,,\n1888,,5.31,,,,\n1889,,,,,,4.03\n1890,,,,,6.78,\n1891,,,,,,3.97\n1892,,4.3,,,,\n1893,,3.91,,,,\n1894,,,,,7.66,\n1895,,,,,,4.06\n1896,,,,,5.71,\n1897,,3.22,,,,\n1898,,,2.06,,,\n1899,,,,11.13,,\n1900,9.26,,,,,\n1901,,,2.52,,,\n1902,9.32,,,,,\n1903,,,,,,4.47\n1904,,4.21,,,,\n1905,,,,,8.02,\n1906,,,,,8.63,\n1907,23.3,,,,,\n1908,,4.63,,,,\n1909,,4.14,,,,\n1910,34.23,,,,,\n1911,,,,,10.18,\n1912,24.04,,,,,\n1913,,,,,13.87,\n1914,,,,,13.96,\n1915,,,,,12.7,\n1916,,4.38,,,,\n1917,,,2.45,,,\n1918,,,,,,4.56\n1919,8.57,,,,,\n1920,,,,,15.62,\n1921,,,2.03,,,\n1922,,,,5.27,,\n1923,,,,3.64,,\n1924,6.14,,,,,\n1925,,,,,,4.31\n1926,,,,,,4.36\n1927,,,,,5.43,\n1928,19.1,,,,,\n1929,,3.61,,,,\n1930,36.44,,,,,\n1931,26.53,,,,,\n1932,,6.24,,,,\n1933,,4.3,,,,\n1934,,,,,,5.35\n1935,,,,,22.21,\n1936,,,,,34.92,\n1937,,3.19,,,,\n1938,,,,,,5.8\n1939,,3.1,,,,\n1940,6.36,,,,,\n1941,,,2.88,,,\n1942,,3.47,,,,\n1943,,,,,50.29,\n1944,,,,,46.57,\n1945,,,,,,11.53\n1946,,,,,,23.74\n1947,,,2.54,,,\n1948,,,,,,22.27\n1949,,,,,,16.54\n1950,,,,,,9.16\n1951,,4.75,,,,\n1952,23.62,,,,,\n1953,,,,,,11.36\n1954,,4.5,,,,\n1955,12.59,,,,,\n1956,,,,,,5.94\n1957,,,,16.87,,\n1958,,,,15.62,,\n1959,,,2.77,,,\n1960,,,,,47.57,\n1961,,,,,59.31,\n1962,,3.4,,,,\n1963,15.9,,,,,\n1964,,,2.52,,,\n1965,,,,,50.32,\n1966,,,,,,14.45\n1967,,,2.11,,,\n1968,,,,49.14,,\n1969,,,,54.16,,\n1970,,,,,97.39,\n1971,,,,16.7,,\n1972,36.8,,,,,\n1973,,,2.54,,,\n1974,,13.78,,,,\n1975,,,,16.77,,\n1976,,,2.35,,,\n1977,,,,17.02,,\n1978,,,,,26.62,\n1979,,,,50.58,,\n1980,,,,,60.03,\n1981,,,,,31.52,\n1982,,,,,31.02,\n1983,,,,,,9.66\n1984,14.28,,,,,\n1985,,4.64,,,,\n1986,,,,73.98,,\n1987,,5.04,,,,\n1988,14.35,,,,,\n1989,,,,,,31.6\n1990,,,,,110.31,\n1991,,,,,44.57,\n1992,,,,,63.92,\n1993,,5.06,,,,\n1994,,,,,25.76,\n1995,,,,,,6.25\n1996,17.56,,,,,\n1997,,,2.13,,,\n1998,13.86,,,,,\n1999,,,,,,5.33\n2000,10.27,,,,,\n2001,,,,30.52,,\n2002,5.08,,,,,\n2003,,,2.7,,,\n2004,,,,,,10.75\n2005,,3.29,,,,\n2006,,,,,46.39,\n2007,,4.63,,,,\n2008,,4.38,,,,\n2009,,,,,32.18,\n2010,,,,,42.76,\n2011,,,,,,25.39\n2012,,,2.06,,,\n2013,,,,83.96,,\n2014,,6.25,,,,\n2015,,,,,71.89,\n2016,53.22,,,,,\n2017,,,2.41,,,\n2018,,5.36,,,,\n2019,,,2.47,,,\n2020,42.0,10.02,2.4,13.63,18.16,4.53\n2021,,9.12,,,,\n2022,,,2.22,,,\n2023,,,,,,4.02\n2024,27.12,,,,,\n2025,,6.6,,,,\n2026,15.45,5.54,2.09,39.8,48.08,8.28\n2027,,,,65.11,,\n2028,15.36,,,,,\n2029,,,,,33.32,\n2030,,,,,,5.82\n2031,28.24,,,,,\n2032,9.79,,,,,\n2033,,,,36.94,,\n2034,,5.45,,,,\n2035,,,2.42,,,\n2036,,,2.55,,,\n2037,,,,,,5.01\n2038,,,,,15.92,\n2039,,,,11.22,,\n2040,,,,,,5.15\n2041,,,,,,4.94\n2042,,4.39,,,,\n2043,,,,,,4.98\n2044,,,2.72,,,\n2045,,4.04,,,,\n2046,,,,21.8,,\n2047,,,,,22.3,\n2048,,,,,33.09,\n2049,3.84,,,,,\n2050,12.98,,,,,\n2051,,3.53,,,,\n2052,,,2.33,,,\n2053,,,,12.67,,\n2054,,,,,,3.62\n2055,,3.62,,,,\n2056,,3.47,,,,\n2057,,,,18.07,,\n2058,73.71,,,,,\n2059,,,,,25.13,\n2060,,,2.32,,,\n2061,,,2.17,,,\n2062,,,,,26.02,\n2063,,5.25,,,,\n2064,,,,14.4,,\n2065,,,,10.27,,\n2066,,,,15.8,,\n2067,8.16,,,,,\n2068,,,,23.44,,\n2069,,,,40.21,,\n2070,,3.42,,,,\n2071,,,,,,5.27\n2072,,,,27.68,,\n2073,11.26,,,,,\n2074,,4.16,,,,\n2075,,,,,11.56,\n2076,7.03,,,,,\n2077,,,,,38.32,\n2078,,5.39,,,,\n2079,,,,,,27.05\n2080,,,,,52.64,\n2081,,,,19.42,,\n2082,,,,,,5.51\n2083,,,,14.17,,\n2084,,,,18.37,,\n2085,18.05,3.8,2.33,25.22,35.85,10.62\n2086,,,,,34.97,\n2087,,4.85,,,,\n2088,,,,,45.31,\n2089,,,2.21,,,\n2090,,,,,,6.04\n2091,8.22,,,,,\n2092,6.06,,,,,\n2093,,,2.1,,,\n2094,,,,18.06,,\n2095,,3.42,,,,\n2096,,,,29.77,,\n2097,,,,,28.68,\n2098,,,,,34.23,\n2099,,5.19,,,,\n2100,,4.86,,,,\n2101,,,,,,17.14\n2102,,,,,,16.23\n2103,,,,36.55,,\n2104,49.34,,,,,\n2105,,,,,,8.79\n2106,,,,,32.2,\n2107,,3.84,,,,\n2108,,,,18.5,,\n2109,23.27,,,,,\n2110,,,2.22,,,\n2111,,,,16.88,,\n2112,14.51,,,,,\n2113,17.43,,,,,\n2114,,,,20.72,,\n2115,,,,,25.76,\n2116,,,3.86,,,\n2117,,,,,61.9,\n2118,,,,,,4.28\n2119,,,,,,4.04\n2120,,,,21.08,,\n2121,,,,,30.76,\n2122,8.76,,,,,\n2123,,,,20.0,,\n2124,,,,43.78,,\n2125,,,2.0,,,\n2126,,4.16,,,,\n2127,,,2.18,,,\n2128,,4.89,,,,\n2129,,5.4,,,,\n2130,,6.75,,,,\n2131,23.05,,,,,\n2132,,,,,,10.11\n2133,,,,,29.78,\n2134,,,,,37.93,\n2135,,,,,,8.79\n2136,,,,15.21,,\n2137,,,,,24.9,\n2138,,,,,,4.95\n2139,,,,,,4.89\n2140,,3.79,,,,\n2141,,,,,,5.39\n2142,,,,,,4.37\n2143,18.29,,,,,\n2144,14.03,,,,,\n2145,,,2.2,,,\n2146,,,,22.84,,\n2147,,,,,45.66,\n2148,,,,53.19,,\n2149,,,,,99.02,\n2150,52.77,,,,,\n2151,,,,34.83,,\n2152,,,,,,11.58\n2153,,,,,36.2,\n2154,,6.81,,,,\n2155,,,,,28.79,\n2156,,7.53,,,,\n2157,,,,,35.65,\n2158,,,,,,7.05\n2159,,5.26,,,,\n2160,,,,86.36,,\n2161,,,,72.59,,\n2162,,,,40.77,,\n2163,,,,,,12.6\n2164,,3.38,,,,\n2165,,,2.78,,,\n2166,,,,,48.85,\n2167,18.85,,,,,\n2168,,,3.29,,,\n2169,,4.68,,,,\n2170,,5.2,,,,\n2171,,,3.12,,,\n2172,,,,69.48,,\n2173,,,,,,24.18\n2174,,,3.56,,,\n2175,,,,,,7.16\n2176,,5.91,,,,\n2177,,,,23.31,,\n2178,,5.27,,,,\n2179,,,,,,4.23\n2180,,5.29,,,,\n2181,,,2.41,,,\n2182,,,2.29,,,\n2183,,4.09,,,,\n2184,,,2.28,,,\n2185,,,2.29,,,\n2186,,3.86,,,,\n2187,,4.24,,,,\n2188,,,2.34,,,\n2189,,,2.36,,,\n2190,,,,,,6.0\n2191,,,,,,5.41\n2192,,,2.21,,,\n2193,,,,,74.65,\n2194,,,2.31,,,\n2195,55.3,,,,,\n2196,,,,,,11.97\n2197,,,,35.48,,\n2198,67.42,,,,,\n2199,,,,,,11.07\n2200,,,2.38,,,\n2201,,9.55,,,,\n2202,,,,20.51,,\n2203,30.69,,,,,\n2204,,6.45,,,,\n2205,,,,,,4.57\n2206,,,,21.08,,\n2207,,,,,35.11,\n2208,,,2.68,,,\n2209,5.65,,,,,\n2210,,,,,90.53,\n2211,3.56,,,,,\n2212,,,,,,5.8\n2213,7.67,,,,,\n2214,,,3.5,,,\n2215,,,,32.47,,\n2216,,,,,60.31,\n2217,10.75,,,,,\n2218,,,,,,16.01\n2219,,,3.65,,,\n2220,,,3.47,,,\n2221,,,,20.21,,\n2222,,,3.09,,,\n2223,,,,,,6.81\n2224,,6.56,,,,\n2225,,,2.7,,,\n2226,22.82,,,,,\n2227,,,,18.45,,\n2228,,,2.09,,,\n2229,18.7,,,,,\n2230,,4.73,,,,\n2231,14.15,,,,,\n2232,,5.14,,,,\n2233,,,1.67,,,\n2234,,,1.88,,,\n2235,,8.25,,,,\n2236,,7.92,,,,\n2237,,,2.2,,,\n2238,19.85,,,,,\n2239,,,,,,4.37\n2240,,,1.99,,,\n2241,,,,,20.08,\n2242,,,,,21.3,\n2243,,,,17.42,,\n2244,,,,,19.86,\n2245,,,,21.9,,\n2246,,3.32,,,,\n2247,,,,21.97,,\n2248,,4.26,,,,\n2249,,,2.32,,,\n2250,5.52,,,,,\n2251,7.62,,,,,\n2252,,,,,,10.25\n2253,,,2.93,,,\n2254,,,,41.66,,\n2255,,,,,63.02,\n2256,,3.89,,,,\n2257,,,,,40.76,\n2258,,3.43,,,,\n2259,,,,15.49,,\n2260,,,,,,5.37\n2261,,,3.03,,,\n2262,26.33,3.77,2.95,29.68,42.74,13.06\n2263,,3.74,,,,\n2264,,,,,19.7,\n2265,,,,32.87,,\n2266,11.66,,,,,\n2267,,,3.72,,,\n2268,,5.34,,,,\n2269,,4.64,,,,\n2270,,,3.78,,,\n2271,12.57,,,,,\n2272,,,,,,7.28\n2273,,4.81,,,,\n2274,,,,,,6.71\n2275,9.68,,,,,\n2276,,4.31,,,,\n2277,,,,,65.98,\n2278,,,,,,29.62\n2279,,,,,66.8,\n2280,,8.83,,,,\n2281,,,3.27,,,\n2282,,,,,,7.47\n2283,39.52,,,,,\n2284,,,,26.78,,\n2285,,,,,,8.57\n2286,,,2.8,,,\n2287,,6.91,,,,\n2288,,,2.9,,,\n2289,,,,,229.69,\n2290,,,,,213.67,\n2291,48.55,,,,,\n2292,55.08,,,,,\n2293,,,,70.69,,\n2294,,,,54.62,,\n2295,60.78,,,,,\n2296,38.43,,,,,\n2297,,,,63.57,,\n2298,,,,94.65,,\n2299,,,,,140.75,\n2300,,,2.39,,,\n2301,,,,,116.43,\n2302,,,,,70.04,\n2303,,,3.88,,,\n2304,,23.85,,,,\n2305,,,,,,10.06\n2306,,,,20.8,,\n2307,,,,36.24,,\n2308,98.7,,,,,\n2309,87.3,,,,,\n2310,,,,,28.85,\n2311,,,,,,5.46\n2312,,,2.19,,,\n2313,,4.99,,,,\n2314,,,2.34,,,\n2315,,,,,,6.01\n2316,,,,,,7.11\n2317,,,2.26,,,\n2318,,,,17.08,,\n2319,22.38,,,,,\n2320,,,2.38,,,\n2321,,,2.51,,,\n2322,,,,,,6.32\n2323,7.3,,,,,\n2324,8.25,,,,,\n2325,,,,,,9.39\n2326,,4.17,,,,\n2327,,,,,42.84,\n2328,,,,,50.0,\n2329,,,2.38,,,\n2330,,,,,,6.38\n2331,,,,26.9,,\n2332,,4.33,,,,\n2333,,,,34.07,,\n2334,,,,31.61,,\n2335,,,2.62,,,\n2336,,,,45.63,,\n2337,8.12,,,,,\n2338,,,2.62,,,\n2339,,12.74,,,,\n2340,,10.88,,,,\n2341,,,,,46.76,\n2342,,,3.62,,,\n2343,,,4.32,,,\n2344,,,4.38,,,\n2345,,12.71,,,,\n2346,,,,27.78,,\n2347,,,,,34.1,\n2348,26.7,,,,,\n2349,18.89,,,,,\n2350,13.22,,,,,\n2351,,,3.01,,,\n2352,,,,51.55,,\n2353,,,,46.77,,\n2354,,,3.22,,,\n2355,,7.85,,,,\n2356,,,,,,5.67\n2357,,,,,,5.93\n2358,,,,,,5.76\n2359,,,2.93,,,\n2360,,,,38.27,,\n2361,,,,40.39,,\n2362,,4.21,,,,\n2363,,,,31.74,,\n2364,,,,,,10.72\n2365,46.93,,,,,\n2366,40.81,4.99,3.05,20.39,27.63,7.24\n2367,,,,22.96,,\n2368,,,3.02,,,\n2369,,,,,,6.98\n2370,,,,,35.64,\n2371,,,,,33.95,\n2372,,,2.51,,,\n2373,,,2.57,,,\n2374,5.66,,,,,\n2375,,,,,,5.81\n2376,,3.25,,,,\n2377,7.41,,,,,\n2378,,3.4,,,,\n2379,,,,,51.66,\n2380,7.56,,,,,\n2381,,,3.05,,,\n2382,,,,,24.51,\n2383,6.63,,,,,\n2384,7.46,,,,,\n2385,,,,29.75,,\n2386,,,,,,7.6\n2387,,,,,33.62,\n2388,,3.29,,,,\n2389,24.58,,,,,\n2390,,,,,53.88,\n2391,,3.53,,,,\n2392,,,3.02,,,\n2393,,,,,47.91,\n2394,,,,,,16.91\n2395,,,,,,16.91\n2396,14.49,,,,,\n2397,,,,,39.95,\n2398,,,,,30.02,\n2399,,,,,36.77,\n2400,,,,,,9.94\n2401,,,,,,21.25\n2402,,,,,,32.25\n2403,,,,60.24,,\n2404,79.64,,,,,\n2405,,,,,,17.26\n2406,,3.21,,,,\n2407,,,,15.88,,\n2408,,,,14.05,,\n2409,,,1.85,,,\n2410,,,2.31,,,\n2411,,,,,35.46,\n2412,,,,,,5.58\n2413,,3.01,,,,\n2414,3.06,,,,,\n2415,11.9,,,,,\n2416,10.59,,,,,\n2417,,,,,,4.62\n2418,,,,,27.13,\n2419,,,,23.17,,\n2420,5.73,,,,,\n2421,,,,59.24,,\n2422,,4.01,,,,\n2423,,,1.68,,,\n2424,,,,36.66,,\n2425,,,,,,10.03\n2426,,,,32.84,,\n2427,,,,,,11.09\n2428,31.63,,,,,\n2429,,4.72,,,,\n2430,15.55,,,,,\n2431,,,2.18,,,\n2432,,,,,118.74,\n2433,,,2.76,,,\n2434,,,,,53.81,\n2435,,,,,46.27,\n2436,,,,,30.52,\n2437,,,,18.93,,\n2438,11.7,,,,,\n2439,,,,,67.8,\n2440,,,2.81,,,\n2441,,,,43.5,,\n2442,,5.5,,,,\n2443,,,,,,10.32\n2444,,,3.0,,,\n2445,,,,,42.03,\n2446,,,,,44.27,\n2447,,,,,134.69,\n2448,,7.42,,,,\n2449,,,,,,72.41\n2450,,,,,,17.05\n2451,53.58,,,,,\n2452,48.31,,,,,\n2453,,,2.59,,,\n2454,,,,,67.37,\n2455,,,,57.0,,\n2456,,,,,,11.41\n2457,,,2.16,,,\n2458,23.59,,,,,\n2459,53.44,,,,,\n2460,,,2.44,,,\n2461,,,,52.82,,\n2462,59.25,,,,,\n2463,,,,30.47,,\n2464,,,,,,11.54\n2465,,,3.79,,,\n2466,,,,,,11.75\n2467,,,,,,17.22\n2468,,,3.15,,,\n2469,,,,,50.49,\n2470,,,,,92.87,\n2471,,,,,,16.61\n2472,,,,,58.86,\n2473,,,3.53,,,\n2474,,,,,89.49,\n2475,28.49,,,,,\n2476,40.4,,,,,\n2477,,,,,24.31,\n2478,,,2.01,,,\n2479,,6.7,,,,\n2480,,,,,,12.88\n2481,,,,,,11.58\n2482,,,,,,13.26\n2483,,5.67,,,,\n2484,,,,,,11.33\n2485,,,,22.48,,\n2486,,,,,,12.29\n2487,,8.08,,,,\n2488,,8.66,,,,\n2489,,,,,40.54,\n2490,,,3.43,,,\n2491,,,,,,16.71\n2492,,6.48,,,,\n2493,18.89,,,,,\n2494,,,,28.4,,\n2495,33.48,,,,,\n2496,,,2.11,,,\n2497,,5.29,,,,\n2498,,,,,,7.31\n2499,,4.63,,,,\n2500,27.44,,,,,\n2501,,,,,,6.3\n2502,,4.17,,,,\n2503,,,,,66.26,\n2504,,,,,106.43,\n2505,,,1.94,,,\n2506,,5.14,,,,\n2507,,,,,65.68,\n2508,,5.74,,,,\n2509,53.54,,,,,\n2510,,,2.45,,,\n2511,,,2.44,,,\n2512,,,,15.75,,\n2513,,,1.89,,,\n2514,22.71,,,,,\n2515,,,1.9,,,\n2516,,,,,,6.85\n2517,,,,,,5.71\n2518,,,,,21.54,\n2519,11.36,,,,,\n2520,,4.88,,,,\n2521,,,,,17.56,\n2522,5.66,,,,,\n2523,,,,,11.2,\n2524,6.28,,,,,\n2525,,,1.71,,,\n2526,35.72,,,,,\n2527,31.01,,,,,\n2528,,,,15.06,,\n2529,,,,24.65,,\n2530,27.7,,,,,\n2531,23.0,,,,,\n2532,,4.2,,,,\n2533,,,,34.18,,\n2534,,,,,57.91,\n2535,,,,,45.33,\n2536,,,,,38.59,\n2537,,,,,35.67,\n2538,,,,23.02,,\n2539,18.04,,,,,\n2540,,,,16.45,,\n2541,15.98,,,,,\n2542,,,,19.73,,\n2543,,,,,,7.06\n2544,,,2.31,,,\n2545,54.33,,,,,\n2546,45.28,,,,,\n2547,,,,30.52,,\n2548,29.59,,,,,\n2549,,,2.01,,,\n2550,,,1.92,,,\n2551,20.38,,,,,\n2552,,,,20.02,,\n2553,,,1.88,,,\n2554,,,,22.46,,\n2555,,,,,36.14,\n2556,,,2.03,,,\n2557,27.55,,,,,\n2558,,4.85,,,,\n2559,,,,,,11.05\n2560,,,,22.7,,\n2561,22.06,,,,,\n2562,,,,18.39,,\n2563,,,,,23.16,\n2564,,,2.02,,,\n2565,,,,,28.87,\n2566,,,,,,6.48\n2567,,,2.02,,,\n2568,,,1.85,,,\n2569,,4.15,,,,\n2570,,,1.82,,,\n2571,,4.79,,,,\n2572,8.18,,,,,\n2573,,,1.84,,,\n2574,,,,,,5.67\n2575,,,,18.98,,\n2576,,,,17.97,,\n2577,,,,18.83,,\n2578,,,,,,6.84\n2579,,,,23.1,,\n2580,20.24,,,,,\n2581,22.29,,,,,\n2582,,,2.14,,,\n2583,,,,34.19,,\n2584,,,2.12,,,\n2585,28.76,,,,,\n2586,,,,,,5.02\n2587,,,,,26.67,\n2588,15.42,,,,,\n2589,,4.76,,,,\n2590,42.16,,,,,\n2591,34.05,,,,,\n2592,33.08,,,,,\n2593,39.9,,,,,\n2594,,,2.24,,,\n2595,,,,,24.42,\n2596,,,,38.44,,\n2597,,,2.46,,,\n2598,,,,,,5.29\n2599,,,2.34,,,\n2600,25.42,,,,,\n2601,,,,,70.31,\n2602,30.07,,,,,\n2603,23.71,,,,,\n2604,,,,,126.79,\n2605,,4.65,,,,\n2606,,,,,,4.62\n2607,,,1.61,,,\n2608,,3.61,,,,\n2609,,,,,58.04,\n2610,,,,,,29.99\n2611,,,1.83,,,\n2612,,3.97,,,,\n2613,,3.73,,,,\n2614,,,,,,7.46\n2615,,,,,29.05,\n2616,,,,,,7.58\n2617,,,,65.46,,\n2618,,,,,52.92,\n2619,,7.32,,,,\n2620,44.78,,,,,\n2621,,,2.32,,,\n2622,,5.33,,,,\n2623,,4.92,,,,\n2624,,,,,37.76,\n2625,,,,,189.28,\n2626,64.91,,,,,\n2627,,,2.24,,,\n2628,,,,,,8.76\n2629,,,,,,7.12\n2630,50.14,,,,,\n2631,,,,,,9.73\n2632,,,,,,6.44\n2633,,,2.34,,,\n2634,,,,,,6.63\n2635,,,,,,7.03\n2636,,,,,46.98,\n2637,,,,,43.08,\n2638,,4.9,,,,\n2639,,,,,,5.13\n2640,,5.04,,,,\n2641,22.51,,,,,\n2642,,,2.87,,,\n2643,,4.91,,,,\n2644,,,3.15,,,\n2645,,,,,33.55,\n2646,,5.0,,,,\n2647,,4.76,,,,\n2648,,,,,,36.24\n2649,,,,56.24,,\n2650,,,,40.72,,\n2651,,13.09,,,,\n2652,,,,,43.91,\n2653,,,,,50.33,\n2654,,,,,61.55,\n2655,,10.89,,,,\n2656,,,2.8,,,\n2657,43.71,,,,,\n2658,,,,,62.97,\n2659,22.81,,,,,\n2660,,,,87.4,,\n2661,,,3.13,,,\n2662,,4.96,,,,\n2663,,,,,,10.22\n2664,,4.9,,,,\n2665,,,,,,7.16\n2666,,,,,33.31,\n2667,,,,,51.16,\n2668,,4.51,,,,\n2669,,,,,,37.6\n2670,,,,84.24,,\n2671,,,,,,14.54\n2672,,,,44.8,,\n2673,,11.3,,,,\n2674,39.73,,,,,\n2675,,,2.65,,,\n2676,42.62,,,,,\n2677,38.59,,,,,\n2678,,,,,43.36,\n2679,,,,,115.42,\n2680,,,,,163.94,\n2681,,,2.3,,,\n2682,,7.32,,,,\n2683,,,,69.37,,\n2684,36.79,,,,,\n2685,,,1.98,,,\n2686,,,,,39.1,\n2687,,6.26,,,,\n2688,,,,71.49,,\n2689,,,2.27,,,\n2690,,,,,161.17,\n2691,95.37,,,,,\n2692,,,,,107.85,\n2693,,,,,,13.89\n2694,,,2.1,,,\n2695,,,,31.38,,\n2696,,,,26.85,,\n2697,,,,27.5,,\n2698,35.91,,,,,\n2699,,,,,,4.35\n2700,,7.25,,,,\n2701,17.87,,,,,\n2702,,,,116.32,,\n2703,,,2.44,,,\n2704,,,,90.38,,\n2705,,,,89.24,,\n2706,,,,,,11.7\n2707,,,,74.04,,\n2708,,,,,41.98,\n2709,,,,,,5.57\n2710,,,,,,5.85\n2711,,,,,38.23,\n2712,,,,,60.87,\n2713,,,,,86.26,\n2714,39.74,,,,,\n2715,,,,34.87,,\n2716,79.33,,,,,\n2717,66.8,,,,,\n2718,,,,23.11,,\n2719,,,1.96,,,\n2720,,,2.1,,,\n2721,,,,,,7.64\n2722,,,,,41.79,\n2723,,,,,,6.71\n2724,,4.57,,,,\n2725,,,,53.11,,\n2726,12.35,4.36,2.54,117.67,123.52,5.85\n2727,,,3.03,,,\n2728,,3.66,,,,\n2729,,3.46,,,,\n2730,,,,,,9.02\n2731,,,,41.73,,\n2732,,4.28,,,,\n2733,,,,,,5.69\n2734,14.56,,,,,\n2735,,,2.13,,,\n2736,,,,36.89,,\n2737,,,,,57.71,\n2738,,,2.17,,,\n2739,,,,20.73,,\n2740,,,,,39.55,\n2741,,,,,30.44,\n2742,,,,,24.01,\n2743,,,,,,9.14\n2744,32.01,,,,,\n2745,,,3.1,,,\n2746,,,,,26.13,\n2747,,,,,,5.27\n2748,,,,16.11,,\n2749,,,2.09,,,\n2750,,,,,26.88,\n2751,,4.9,,,,\n2752,,,,,,5.65\n2753,,,,,,4.89\n2754,7.82,,,,,\n2755,,,2.18,,,\n2756,5.1,,,,,\n2757,,5.22,,,,\n2758,,,,,,8.49\n2759,12.31,,,,,\n2760,,,,,98.98,\n2761,,,,,,13.81\n2762,88.29,,,,,\n2763,,,,,,8.35\n2764,74.78,,,,,\n2765,,,,,,11.98\n2766,,,,,43.21,\n2767,,,,,,6.95\n2768,35.33,,,,,\n2769,,4.18,,,,\n2770,,,3.12,,,\n2771,,,,46.72,,\n2772,,,,,64.65,\n2773,11.77,,,,,\n2774,,,,33.92,,\n2775,,,3.47,,,\n2776,,,,,,5.19\n2777,,,,33.19,,\n2778,,4.97,,,,\n2779,,,,,,6.46\n2780,,,,,,5.65\n2781,,,,,,6.84\n2782,,,5.13,,,\n2783,,,,,110.56,\n2784,,,7.26,,,\n2785,,,6.7,,,\n2786,,,,,,27.81\n2787,,8.48,,,,\n2788,,,4.8,,,\n2789,,,,,24.96,\n2790,39.41,,,,,\n2791,,,,,,6.97\n2792,,,,,,7.76\n2793,21.95,,,,,\n2794,,,,36.26,,\n2795,15.88,,,,,\n2796,,,,,102.14,\n2797,,,,,,10.82\n2798,,,3.21,,,\n2799,,3.78,,,,\n2800,,,,,71.71,\n2801,,,,49.8,,\n2802,21.14,,,,,\n2803,,,,37.09,,\n2804,,,5.25,,,\n2805,,4.84,,,,\n2806,15.06,,,,,\n2807,,,,,,12.11\n2808,,4.23,,,,\n2809,,,4.88,,,\n2810,,,,81.82,,\n2811,,,,,68.92,\n2812,,5.79,,,,\n2813,,,,,,9.44\n2814,,,,,36.25,\n2815,,,4.02,,,\n2816,,,,,,9.88\n2817,28.47,,,,,\n2818,,8.96,,,,\n2819,19.49,,,,,\n2820,13.92,,,,,\n2821,,,,,42.06,\n2822,,,,44.45,,\n2823,,,,,76.65,\n2824,,3.87,,,,\n2825,,,,57.74,,\n2826,,,,,,5.84\n2827,,,,,58.25,\n2828,,4.97,,,,\n2829,,,,,34.11,\n2830,,5.09,,,,\n2831,,,,55.9,,\n2832,,,,67.74,,\n2833,,5.56,,,,\n2834,,,,58.64,,\n2835,,,,,,17.11\n2836,,,,,68.98,\n2837,,13.24,,,,\n2838,53.89,,,,,\n2839,,,3.53,,,\n2840,,,,24.48,,\n2841,,,,16.86,,\n2842,,,,,,6.84\n2843,,5.68,,,,\n2844,22.25,,,,,\n2845,15.58,5.05,3.77,48.51,54.46,5.95\n2846,11.01,,,,,\n2847,9.9,,,,,\n2848,,,,61.19,,\n2849,,,,,,7.68\n2850,,5.16,,,,\n2851,11.56,,,,,\n2852,,,,,36.98,\n2853,,,3.91,,,\n2854,,,,,51.95,\n2855,,5.17,,,,\n2856,,,,34.08,,\n2857,,,,27.79,,\n2858,,,,,31.85,\n2859,,,2.94,,,\n2860,,,,,,10.57\n2861,,,,,,13.44\n2862,,,,,,5.97\n2863,,6.22,,,,\n2864,,,,,48.81,\n2865,,,,43.29,,\n2866,8.41,,,,,\n2867,,,,,30.86,\n2868,,,2.5,,,\n2869,5.61,,,,,\n2870,6.42,,,,,\n2871,6.25,,,,,\n2872,,,3.31,,,\n2873,43.36,,,,,\n2874,,4.99,,,,\n2875,26.73,,,,,\n2876,22.78,,,,,\n2877,,,,,69.34,\n2878,,,,,79.67,\n2879,,,,,38.0,\n2880,77.24,,,,,\n2881,,,,,50.01,\n2882,38.71,,,,,\n2883,,,,,,9.16\n2884,,,2.98,,,\n2885,,,2.99,,,\n2886,,,,30.16,,\n2887,,,,39.31,,\n2888,,,,,,6.15\n2889,,,,58.96,,\n2890,,,2.61,,,\n2891,5.74,,,,,\n2892,,,,,,17.54\n2893,18.2,,,,,\n2894,,4.64,,,,\n2895,,,,,48.06,\n2896,,,,,42.03,\n2897,24.05,,,,,\n2898,28.67,,,,,\n2899,,,2.67,,,\n2900,,,,,,14.93\n2901,,,,,33.45,\n2902,42.2,,,,,\n2903,,,2.67,,,\n2904,,,,28.74,,\n2905,,,,19.94,,\n2906,13.03,,,,,\n2907,,5.62,,,,\n2908,,,,,,6.42\n2909,,4.32,,,,\n2910,4.51,,,,,\n2911,,4.98,,,,\n2912,,,2.58,,,\n2913,,,,49.71,,\n2914,,,,32.05,,\n2915,,,2.67,,,\n2916,15.54,,,,,\n2917,11.18,,,,,\n2918,,,,66.59,,\n2919,,,2.74,,,\n2920,,5.11,,,,\n2921,,,3.73,,,\n2922,,,,15.8,,\n2923,,,,,,8.62\n2924,77.17,,,,,\n2925,,,,,,6.06\n2926,,,,,,7.91\n2927,,,,27.66,,\n2928,,,,,40.97,\n2929,,20.46,,,,\n2930,,,,,,13.29\n2931,,15.99,,,,\n2932,,,,,,18.04\n2933,,8.75,,,,\n2934,,,3.03,,,\n2935,,,,,25.86,\n2936,,,3.14,,,\n2937,35.37,,,,,\n2938,26.3,,,,,\n2939,28.06,,,,,\n2940,38.71,,,,,\n2941,,,,38.68,,\n2942,,,,,43.46,\n2943,,,,,,15.74\n2944,,,,34.24,,\n2945,,,,20.78,,\n2946,,,5.68,,,\n2947,,6.09,,,,\n2948,,,,19.19,,\n2949,,,,,,5.0\n2950,,,,,,6.77\n2951,,,,18.97,,\n2952,,,3.23,,,\n2953,20.1,,,,,\n2954,,,,,,5.53\n2955,,,,,26.47,\n2956,,,3.14,,,\n2957,,,,,,4.34\n2958,,,,,21.56,\n2959,,,,15.87,,\n2960,,,,,22.48,\n2961,,6.44,,,,\n2962,,,,,,7.59\n2963,,,,24.59,,\n2964,,,,,,8.05\n2965,,,,,,6.54\n2966,,,,13.74,,\n2967,,,,,,10.95\n2968,,,,17.02,,\n2969,,,,20.22,,\n2970,,,3.43,,,\n2971,31.51,,,,,\n2972,22.09,,,,,\n2973,,9.48,,,,\n2974,,7.54,,,,\n2975,,,,19.05,,\n2976,,,,,,5.13\n2977,,,,,,5.51\n2978,,,,17.35,,\n2979,,,,,,4.82\n2980,,,,,,5.35\n2981,,5.81,,,,\n2982,,,,13.35,,\n2983,,,,,14.58,\n2984,6.08,,,,,\n2985,,,,17.26,,\n2986,,,,,24.81,\n2987,,,,,29.07,\n2988,,,3.04,,,\n2989,,,,32.36,,\n2990,,,2.89,,,\n2991,,,3.0,,,\n2992,,4.59,,,,\n2993,,,3.25,,,\n2994,,,,151.92,,\n2995,15.14,,,,,\n2996,,,,132.33,,\n2997,,,,112.85,,\n2998,,6.02,,,,\n2999,,,,,,17.97\n3000,14.7,,,,,\n3001,,,,,25.51,\n3002,,,,,,10.12\n3003,18.17,,,,,\n3004,,,2.55,,,\n3005,,,2.52,,,\n3006,,4.65,,,,\n3007,,,2.61,,,\n3008,,,2.56,,,\n3009,,,,,64.79,\n3010,,,,37.47,,\n3011,15.69,,,,,\n3012,,,,,,7.8\n3013,,5.53,,,,\n3014,,5.38,,,,\n3015,22.74,,,,,\n3016,,,,,78.13,\n3017,,,2.7,,,\n3018,,,2.73,,,\n3019,,,2.84,,,\n3020,,9.45,,,,\n3021,,8.0,,,,\n3022,26.46,,,,,\n3023,32.61,,,,,\n3024,,,3.04,,,\n3025,,,,,93.26,\n3026,,,,,145.8,\n3027,,,,,,74.56\n3028,,,3.01,,,\n3029,,6.46,,,,\n3030,,,,,,12.56\n3031,,,,28.37,,\n3032,,,,,36.23,\n3033,19.72,,,,,\n3034,,,2.91,,,\n3035,,,,,,8.78\n3036,20.07,,,,,\n3037,21.07,,,,,\n3038,,5.68,,,,\n3039,34.12,,,,,\n3040,,,2.96,,,\n3041,,5.57,,,,\n3042,,,,25.58,,\n3043,,4.26,,,,\n3044,,3.92,,,,\n3045,,4.11,,,,\n3046,,4.64,,,,\n3047,8.0,,,,,\n3048,,,,,34.25,\n3049,,,,22.71,,\n3050,,,,,,6.33\n3051,4.29,,,,,\n3052,,3.87,,,,\n3053,,,,69.88,,\n3054,,,,,70.69,\n3055,,7.87,,,,\n3056,,,,,43.61,\n3057,,,2.55,,,\n3058,,8.01,,,,\n3059,,,,27.41,,\n3060,,,,,38.23,\n3061,,,,35.56,,\n3062,,,,,39.77,\n3063,,6.06,,,,\n3064,,5.43,,,,\n3065,,,2.6,,,\n3066,,,2.62,,,\n3067,,,,,28.12,\n3068,,,,,23.61,\n3069,,,2.82,,,\n3070,,,,,,4.35\n3071,,,,,,4.22\n3072,20.71,,,,,\n3073,,4.18,,,,\n3074,,,,,,5.45\n3075,,,3.02,,,\n3076,,,,,59.66,\n3077,25.1,,,,,\n3078,,,,,52.32,\n3079,40.62,,,,,\n3080,39.64,,,,,\n3081,,,,,,8.47\n3082,47.96,,,,,\n3083,,,,,,18.28\n3084,,,,,,15.33\n3085,,,,,,8.95\n3086,,,,,,10.72\n3087,,7.03,,,,\n3088,,,,,,20.91\n3089,,,,,,11.55\n3090,,,,69.79,,\n3091,,,3.07,,,\n3092,,,,,40.77,\n3093,,,,,32.76,\n3094,,5.31,,,,\n3095,13.97,,,,,\n3096,,,,18.44,,\n3097,8.91,,,,,\n3098,,,2.77,,,\n3099,,,,57.9,,\n3100,,,,,52.79,\n3101,,,,45.21,,\n3102,,,,45.99,,\n3103,,,,29.36,,\n3104,,,,,,11.5\n3105,,8.08,,,,\n3106,,,,,,12.74\n3107,,,2.92,,,\n3108,,7.19,,,,\n3109,,,,,,10.23\n3110,13.63,,,,,\n3111,,4.49,,,,\n3112,,4.05,,,,\n3113,5.01,,,,,\n3114,,,,21.55,,\n3115,,3.36,,,,\n3116,,,,,,4.83\n3117,,,,,,4.72\n3118,,,,,41.9,\n3119,,,3.19,,,\n3120,,,,20.98,,\n3121,52.12,,,,,\n3122,,,3.09,,,\n3123,,4.91,,,,\n3124,,,3.08,,,\n3125,,,,,31.93,\n3126,12.89,,,,,\n3127,,,,,70.6,\n3128,6.71,,,,,\n3129,,,,,98.22,\n3130,,,,,,14.37\n3131,,,,,39.17,\n3132,,,,20.53,,\n3133,17.15,,,,,\n3134,12.16,,,,,\n3135,,,3.3,,,\n3136,,,,22.68,,\n3137,,,,,,6.08\n3138,,,,,39.29,\n3139,,,,,,16.8\n3140,,,,,134.88,\n3141,,,,,,35.67\n3142,,5.01,,,,\n3143,,,,,70.89,\n3144,,,,,,14.5\n3145,,,,,38.08,\n3146,,,3.47,,,\n3147,,,,,52.8,\n3148,35.31,,,,,\n3149,,,,,,15.0\n3150,,,,,54.82,\n3151,,,3.4,,,\n3152,,,,135.23,,\n3153,6.65,,,,,\n3154,,,,,131.6,\n3155,,,,89.48,,\n3156,15.08,,,,,\n3157,,,4.67,,,\n3158,,,,,119.12,\n3159,,,,,,18.8\n3160,,,4.19,,,\n3161,,,,,86.14,\n3162,,,,,,15.1\n3163,,,,,,41.52\n3164,,,,,174.87,\n3165,,,,89.7,,\n3166,,3.44,,,,\n3167,113.26,4.12,4.82,111.96,151.74,39.78\n3168,,,,,,25.2\n3169,88.27,,,,,\n3170,77.48,6.32,5.04,34.35,48.35,14.0\n3171,,,4.77,,,\n3172,,,,,,14.63\n3173,,5.53,,,,\n3174,22.15,,,,,\n3175,,,,,,54.27\n3176,,,,,,91.87\n3177,25.14,,,,,\n3178,,,,,,21.47\n3179,,,,,,8.9\n3180,34.21,,,,,\n3181,,3.73,,,,\n3182,27.44,,,,,\n3183,,,,,,6.14\n3184,,,,,,7.35\n3185,14.03,,,,,\n3186,,3.86,,,,\n3187,,,,,,32.75\n3188,,,,,,56.51\n3189,,,5.57,,,\n3190,,5.2,,,,\n3191,,5.36,,,,\n3192,,,,91.87,,\n3193,85.66,11.89,5.22,74.52,90.38,15.86\n3194,79.01,,,,,\n3195,53.18,,,,,\n3196,,,,,,9.26\n3197,,,,,51.19,\n3198,,7.02,,,,\n3199,,,5.78,,,\n3200,,,,,154.99,\n3201,8.02,,,,,\n3202,,,5.36,,,\n3203,,3.75,,,,\n3204,,,5.21,,,\n3205,,,,133.77,,\n3206,,,,123.29,,\n3207,,,,,112.04,\n3208,44.35,,,,,\n3209,,,,,,8.38\n3210,,,4.27,,,\n3211,,,,,,22.12\n3212,,,,,202.47,\n3213,,,,,223.54,\n3214,,12.59,,,,\n3215,,20.46,,,,\n3216,,,,,107.08,\n3217,,14.45,,,,\n3218,,,,,58.1,\n3219,,12.62,,,,\n3220,,,,,61.45,\n3221,,,,60.46,,\n3222,,7.04,,,,\n3223,,,5.53,,,\n3224,,,,,190.1,\n3225,,,,109.42,,\n3226,,,,,,17.82\n3227,,,,,132.39,\n3228,,,,65.44,,\n3229,,,,68.64,,\n3230,22.58,,,,,\n3231,,,,,,5.29\n3232,,,,,56.13,\n3233,,,,,,13.19\n3234,,,,77.06,,\n3235,,,,94.15,,\n3236,49.22,,,,,\n3237,,,,,,54.33\n3238,,,,156.47,,\n3239,,,4.74,,,\n3240,,,,69.82,,\n3241,,,,42.02,,\n3242,,,,,,9.16\n3243,53.63,,,,,\n3244,,,,23.35,,\n3245,,,,,104.19,\n3246,,,,,166.99,\n3247,,,,,,9.44\n3248,,,,,33.69,\n3249,,5.0,,,,\n3250,,,,,,16.05\n3251,,,,48.37,,\n3252,,,,,101.57,\n3253,,,5.31,,,\n3254,,,5.02,,,\n3255,,,,,51.85,\n3256,,,4.31,,,\n3257,,,,40.84,,\n3258,18.32,,,,,\n3259,14.38,,,,,\n3260,41.85,,,,,\n3261,,,,,107.93,\n3262,,,,94.57,,\n3263,,5.56,,,,\n3264,,,,,72.79,\n3265,,13.76,,,,\n3266,,,,34.32,,\n3267,,14.13,,,,\n3268,34.98,,,,,\n3269,,10.1,,,,\n3270,,,,,113.3,\n3271,,,,145.07,,\n3272,,,,89.76,,\n3273,,,,,127.22,\n3274,,5.95,,,,\n3275,,,,,,6.58\n3276,,,,96.6,,\n3277,,6.27,,,,\n3278,,,,,,8.31\n3279,,,,,50.1,\n3280,,,,,47.83,\n3281,,,3.93,,,\n3282,,,,,,76.32\n3283,,,,108.17,,\n3284,,,,,,28.21\n3285,,,,,82.0,\n3286,,,,58.39,,\n3287,,,,,,14.96\n3288,78.78,,,,,\n3289,,,4.7,,,\n3290,,,,,73.9,\n3291,,,4.57,,,\n3292,32.3,,,,,\n3293,,,,,,37.4\n3294,,,,173.77,,\n3295,,,,,215.29,\n3296,,,,,117.92,\n3297,,,,,199.19,\n3298,,,,,,39.47\n3299,40.73,,,,,\n3300,,,,77.93,,\n3301,,,4.5,,,\n3302,27.21,,,,,\n3303,,3.96,,,,\n3304,,,,,54.46,\n3305,,,,62.53,,\n3306,,,,,194.44,\n3307,,,,95.91,,\n3308,,,,,,35.46\n3309,,,,,89.1,\n3310,,,3.26,,,\n3311,,6.65,,,,\n3312,,4.62,,,,\n3313,,,,76.75,,\n3314,,3.79,,,,\n3315,,3.56,,,,\n3316,,,,107.93,,\n3317,11.35,,,,,\n3318,,,,,138.26,\n3319,,,,,92.32,\n3320,29.89,,,,,\n3321,32.86,,,,,\n3322,,3.51,,,,\n3323,,,3.71,,,\n3324,,,,,68.47,\n3325,26.24,,,,,\n3326,,3.49,,,,\n3327,,,3.77,,,\n3328,,,,126.72,,\n3329,118.71,,,,,\n3330,,,,42.33,,\n3331,,,,,,13.07\n3332,,,,42.85,,\n3333,,,,,55.66,\n3334,,,,42.45,,\n3335,,,4.08,,,\n3336,,,4.25,,,\n3337,24.68,8.4,4.32,147.32,168.25,20.93\n3338,,,,260.29,,\n3339,21.99,,,,,\n3340,72.9,,,,,\n3341,,,,,,6.22\n3342,,,,,30.99,\n3343,,4.69,,,,\n3344,,,3.64,,,\n3345,,5.42,,,,\n3346,,,,,,5.46\n3347,25.65,,,,,\n3348,,,3.61,,,\n3349,,,,63.69,,\n3350,,,3.77,,,\n3351,,,,,,57.63\n3352,,,,75.44,,\n3353,,,3.44,,,\n3354,,,,66.49,,\n3355,112.49,,,,,\n3356,,,,65.15,,\n3357,,,4.36,,,\n3358,,,,33.67,,\n3359,24.35,,,,,\n3360,,,,,,9.71\n3361,,6.08,,,,\n3362,,,,,,26.22\n3363,,,3.27,,,\n3364,,,,,,11.53\n3365,,,3.26,,,\n3366,,,3.24,,,\n3367,,,,24.51,,\n3368,,,,18.57,,\n3369,,,,,,9.07\n3370,11.65,,,,,\n3371,,5.47,,,,\n3372,,,,85.98,,\n3373,,,,,,35.03\n3374,65.33,,,,,\n3375,,,,,71.91,\n3376,54.62,,,,,\n3377,,,3.27,,,\n3378,,,,,44.06,\n3379,,10.96,,,,\n3380,,9.77,,,,\n3381,16.84,,,,,\n3382,,,,,107.02,\n3383,,5.68,,,,\n3384,,,,,63.89,\n3385,,,,53.61,,\n3386,,,,,45.83,\n3387,,4.08,,,,\n3388,,,3.56,,,\n3389,,,,,38.32,\n3390,,,,,56.05,\n3391,,3.8,,,,\n3392,,,3.66,,,\n3393,,,,,,19.38\n3394,,,,,49.44,\n3395,42.47,,,,,\n3396,,,,28.71,,\n3397,,5.01,,,,\n3398,,,,39.72,,\n3399,,,,39.53,,\n3400,21.14,,,,,\n3401,,,,,37.51,\n3402,,,,,56.59,\n3403,,,,,,10.2\n3404,,,,,73.01,\n3405,,,,,127.3,\n3406,15.63,,,,,\n3407,,,,,,12.11\n3408,11.11,,,,,\n3409,,,,,,10.75\n3410,,,,,,13.91\n3411,,,,,,25.81\n3412,,,,,,15.38\n3413,,,,68.5,,\n3414,34.92,,,,,\n3415,,,,41.48,,\n3416,17.59,,,,,\n3417,,7.5,,,,\n3418,,,,57.11,,\n3419,,5.21,,,,\n3420,,,,,99.62,\n3421,,,,,,30.98\n3422,,,,72.08,,\n3423,18.05,,,,,\n3424,,,,24.24,,\n3425,,,,28.89,,\n3426,14.94,,,,,\n3427,,,,,,8.59\n3428,,,,,23.25,\n3429,,,,,26.69,\n3430,9.28,,,,,\n3431,,3.66,,,,\n3432,,3.46,,,,\n3433,,,,,,7.24\n3434,,,,13.41,,\n3435,,,,12.9,,\n3436,,,3.02,,,\n3437,,,,,23.81,\n3438,11.36,,,,,\n3439,,,,,24.3,\n3440,,,,,32.48,\n3441,,,3.05,,,\n3442,8.33,,,,,\n3443,,3.48,,,,\n3444,,3.34,,,,\n3445,,,,,38.71,\n3446,7.94,,,,,\n3447,,3.17,,,,\n3448,,,,17.21,,\n3449,,,,,,4.64\n3450,7.42,,,,,\n3451,,,,13.77,,\n3452,,,2.75,,,\n3453,,,,,41.37,\n3454,7.59,,,,,\n3455,,,3.01,,,\n3456,,,3.07,,,\n3457,,4.58,,,,\n3458,,,2.95,,,\n3459,,,,15.81,,\n3460,,,,,60.15,\n3461,,,,,,19.16\n3462,,,3.77,,,\n3463,,,,,65.25,\n3464,,,,62.17,,\n3465,,6.47,,,,\n3466,,,3.69,,,\n3467,,,,,232.83,\n3468,,,3.75,,,\n3469,,,,,,92.92\n3470,,,,,234.43,\n3471,,3.81,,,,\n3472,37.88,,,,,\n3473,,,,,119.3,\n3474,,3.56,,,,\n3475,,,,70.36,,\n3476,,,3.02,,,\n3477,,,,,,27.14\n3478,,,,,,58.13\n3479,,,3.56,,,\n3480,,,4.63,,,\n3481,,,,,,38.89\n3482,,7.83,,,,\n3483,,,,52.88,,\n3484,85.43,,,,,\n3485,,,,,,9.94\n3486,29.32,,,,,\n3487,,,,,117.77,\n3488,,,5.19,,,\n3489,,,,,,22.62\n3490,,,,,,14.34\n3491,,,,,121.52,\n3492,,,,65.05,,\n3493,,,,,46.95,\n3494,,,4.68,,,\n3495,,,,,,6.08\n3496,10.49,,,,,\n3497,8.43,,,,,\n3498,,,3.48,,,\n3499,,4.9,,,,\n3500,,,,,66.7,\n3501,3.77,,,,,\n3502,,,3.62,,,\n3503,,,,80.11,,\n3504,101.69,,,,,\n3505,,,,58.95,,\n3506,,4.35,,,,\n3507,,,,,65.69,\n3508,,,3.85,,,\n3509,,3.63,,,,\n3510,19.06,,,,,\n3511,14.49,,,,,\n3512,10.14,,,,,\n3513,28.97,,,,,\n3514,,,3.99,,,\n3515,,,4.17,,,\n3516,,,,98.33,,\n3517,,8.26,,,,\n3518,,,,114.13,,\n3519,41.28,,,,,\n3520,,11.37,,,,\n3521,,,,,97.04,\n3522,,,,,43.59,\n3523,,,,25.02,,\n3524,,3.28,,,,\n3525,,3.14,,,,\n3526,,,,19.54,,\n3527,,3.56,,,,\n3528,7.26,,,,,\n3529,6.58,,,,,\n3530,,3.96,,,,\n3531,,,,,,40.0\n3532,,3.67,,,,\n3533,,,,,,79.27\n3534,47.08,3.96,4.99,65.29,103.02,37.73\n3535,,,,,89.86,\n3536,,,,,,21.85\n3537,,,,37.63,,\n3538,,,,,,13.7\n3539,,,,,,24.31\n3540,,4.44,,,,\n3541,,4.01,,,,\n3542,,,,,143.81,\n3543,,,,139.07,,\n3544,,,4.32,,,\n3545,5.83,,,,,\n3546,,,4.6,,,\n3547,,,4.48,,,\n3548,,,3.75,,,\n3549,,,,,102.2,\n3550,,,,,,23.76\n3551,,,,,,13.74\n3552,,,,,117.02,\n3553,,,,,,58.79\n3554,11.52,,,,,\n3555,,,,,307.42,\n3556,,,5.14,,,\n3557,,4.32,,,,\n3558,,,,,81.13,\n3559,,,,,52.95,\n3560,,,,33.82,,\n3561,,,6.59,,,\n3562,,,,,,22.2\n3563,,4.87,,,,\n3564,,,,,,100.76\n3565,,3.92,,,,\n3566,,,,224.12,,\n3567,,3.46,,,,\n3568,,,4.57,,,\n3569,,,,,169.07,\n3570,,,4.02,,,\n3571,,,,,136.58,\n3572,,9.06,,,,\n3573,38.29,,,,,\n3574,,6.53,,,,\n3575,,,,79.92,,\n3576,,5.12,,,,\n3577,20.94,,,,,\n3578,,,,,269.76,\n3579,,,,,,60.18\n3580,,,,,,37.62\n3581,,,5.43,,,\n3582,,,,,108.02,\n3583,,,4.48,,,\n3584,,,4.99,,,\n3585,,6.13,,,,\n3586,,,,,73.09,\n3587,,4.53,,,,\n3588,,,4.57,,,\n3589,,,,200.1,,\n3590,,3.54,,,,\n3591,,,,,161.83,\n3592,,,4.12,,,\n3593,,4.42,,,,\n3594,,8.15,,,,\n3595,50.71,,,,,\n3596,,6.01,,,,\n3597,,,,,,8.26\n3598,,,,97.97,,\n3599,,,,113.94,,\n3600,,,3.63,,,\n3601,,4.77,,,,\n3602,,,,64.97,,\n3603,59.83,,,,,\n3604,,5.36,,,,\n3605,103.23,,,,,\n3606,82.3,,,,,\n3607,,12.0,,,,\n3608,,,,,105.49,\n3609,,,,60.19,,\n3610,,,,,,21.03\n3611,,,,99.14,,\n3612,,,,128.74,,\n3613,,,,,203.62,\n3614,,,,,,109.81\n3615,,,,208.07,,\n3616,,,3.73,,,\n3617,,12.66,,,,\n3618,,,,215.71,,\n3619,,,,,,78.9\n3620,,,,,,24.67\n3621,,,,68.02,,\n3622,,,,63.56,,\n3623,20.78,8.2,2.94,57.62,71.35,13.74\n3624,,,,,,48.33\n3625,,,,,,81.4\n3626,,,,,179.05,\n3627,,,,,,52.66\n3628,,,4.93,,,\n3629,,,,47.81,,\n3630,,,,36.45,,\n3631,,,,33.15,,\n3632,,,,,,17.75\n3633,,8.81,,,,\n3634,,,,,59.69,\n3635,,,,,,11.45\n3636,,,,,51.43,\n3637,,4.24,,,,\n3638,,,,,,7.91\n3639,,4.64,,,,\n3640,,,,,,59.92\n3641,,,,,,41.89\n3642,,3.57,,,,\n3643,,4.0,,,,\n3644,32.9,,,,,\n3645,,,,,59.75,\n3646,,,,,59.32,\n3647,,,,,,13.22\n3648,,4.56,,,,\n3649,,4.11,,,,\n3650,18.79,,,,,\n3651,,,,,,37.28\n3652,,,,,,69.26\n3653,,,,138.52,,\n3654,,,,119.54,,\n3655,,4.69,,,,\n3656,2.91,,,,,\n3657,,3.58,,,,\n3658,,3.5,,,,\n3659,,,,,,29.58\n3660,,,3.9,,,\n3661,,,,106.34,,\n3662,,,,,,34.11\n3663,,4.07,,,,\n3664,,,,33.66,,\n3665,60.98,,,,,\n3666,,,,,,17.4\n3667,,,,36.62,,\n3668,,,3.96,,,\n3669,,,3.85,,,\n3670,,,4.12,,,\n3671,,,,,,61.44\n3672,,,,,144.33,\n3673,,,,,131.96,\n3674,16.88,,,,,\n3675,11.82,,,,,\n3676,,,,,,28.68\n3677,,3.67,,,,\n3678,4.3,3.48,3.41,64.89,89.48,24.59\n3679,,,,,,28.06\n3680,,,,,,62.24\n3681,,,4.04,,,\n3682,,3.95,,,,\n3683,,,,133.48,,\n3684,,,4.72,,,\n3685,,,,,,47.94\n3686,,,,54.7,,\n3687,73.27,,,,,\n3688,,,,,,19.53\n3689,,,,34.15,,\n3690,36.75,,,,,\n3691,,,,,,23.25\n3692,,,4.85,,,\n3693,,4.94,,,,\n3694,,,,335.72,,\n3695,68.54,6.8,4.81,150.28,261.98,111.7\n3696,,5.66,,,,\n3697,,,,,171.85,\n3698,,,,96.04,,\n3699,,,3.56,,,\n3700,40.09,,,,,\n3701,,6.0,,,,\n3702,,,3.23,,,\n3703,21.5,,,,,\n3704,,5.77,,,,\n3705,,,,,,115.72\n3706,,,,131.05,,\n3707,,7.76,,,,\n3708,,,,146.48,,\n3709,,,,,167.35,\n3710,112.79,,,,,\n3711,,,,,,21.86\n3712,,,,,,31.69\n3713,,,,,89.08,\n3714,,,,,135.48,\n3715,,8.2,,,,\n3716,,,,,417.19,\n3717,,,6.47,,,\n3718,,,,233.58,,\n3719,,30.46,,,,\n3720,,,,168.79,,\n3721,,,,177.09,,\n3722,,,4.59,,,\n3723,,20.59,,,,\n3724,,,,,181.02,\n3725,,,4.76,,,\n3726,,,,,,67.25\n3727,61.57,,,,,\n3728,,,3.41,,,\n3729,,10.59,,,,\n3730,64.06,,,,,\n3731,102.55,,,,,\n3732,,13.92,,,,\n3733,144.01,,,,,\n3734,,,,138.71,,\n3735,,,,,,24.7\n3736,,,4.26,,,\n3737,83.94,,,,,\n3738,,,,65.2,,\n3739,,12.68,,,,\n3740,,9.78,,,,\n3741,,,4.66,,,\n3742,,,5.6,,,\n3743,,,5.43,,,\n3744,,19.91,,,,\n3745,,,,,246.48,\n3746,,30.35,,,,\n3747,68.0,,,,,\n3748,,17.62,,,,\n3749,,,,,138.49,\n3750,,,3.56,,,\n3751,,,,76.66,,\n3752,39.7,,,,,\n3753,,,,,,201.2\n3754,,,,302.17,,\n3755,66.1,,,,,\n3756,,,5.57,,,\n3757,,,,328.92,,\n3758,,,,,89.9,\n3759,91.68,,,,,\n3760,,13.66,,,,\n3761,,11.52,,,,\n3762,58.97,,,,,\n3763,,,,,,226.08\n3764,,6.12,,,,\n3765,,,,,502.01,\n3766,,,,,496.66,\n3767,,,,,,99.46\n3768,112.74,,,,,\n3769,,,5.96,,,\n3770,103.74,,,,,\n3771,,15.2,,,,\n3772,,,5.48,,,\n3773,,10.74,,,,\n3774,,,,,172.84,\n3775,,7.34,,,,\n3776,,,,,230.31,\n3777,,,,161.43,,\n3778,,,,191.2,,\n3779,,18.55,,,,\n3780,,,,,,22.88\n3781,,,,,71.61,\n3782,,,,44.06,,\n3783,,,,,,19.5\n3784,,,,,,25.91\n3785,,,,,,20.88\n3786,,,5.6,,,\n3787,,,,239.94,,\n3788,,4.46,,,,\n3789,,,4.99,,,\n3790,,,,,271.09,\n3791,,,,,,221.07\n3792,,15.33,,,,\n3793,88.42,,,,,\n3794,,,,,156.34,\n3795,,,,,,47.0\n3796,62.86,,,,,\n3797,,,,,,21.02\n3798,,,,,,71.3\n3799,37.36,,,,,\n3800,,,5.31,,,\n3801,,10.79,,,,\n3802,,,,,158.9,\n3803,,,,,97.85,\n3804,,,,,59.01,\n3805,,,,,52.58,\n3806,,,,,,25.76\n3807,,,4.02,,,\n3808,,,,,,29.98\n3809,,10.97,,,,\n3810,,8.59,,,,\n3811,,,5.44,,,\n3812,,,,,,285.33\n3813,,11.62,,,,\n3814,,,,161.94,,\n3815,,,,109.78,,\n3816,,,,,,31.72\n3817,,,,,67.71,\n3818,,,4.43,,,\n3819,,,5.91,,,\n3820,,8.13,,,,\n3821,47.29,,,,,\n3822,,,,31.56,,\n3823,31.71,,,,,\n3824,,6.2,,,,\n3825,,,4.12,,,\n3826,,,3.85,,,\n3827,112.47,9.64,3.83,31.29,54.13,22.84\n3828,,,,,,14.16\n3829,,8.55,,,,\n3830,,,,29.8,,\n3831,,,,,,16.12\n3832,,,4.3,,,\n3833,,,,141.62,,\n3834,,,,,,75.27\n3835,68.03,,,,,\n3836,,,4.54,,,\n3837,,,,,,51.1\n3838,,,,79.46,,\n3839,,,,74.36,,\n3840,,,,,99.72,\n3841,66.06,,,,,\n3842,61.08,,,,,\n3843,,5.91,,,,\n3844,,,,63.44,,\n3845,,,,,117.2,\n3846,,,3.58,,,\n3847,,,3.97,,,\n3848,,,,,,68.89\n3849,,,,,147.32,\n3850,,,3.86,,,\n3851,124.9,,,,,\n3852,,,,,,19.36\n3853,,14.58,,,,\n3854,,,,40.87,,\n3855,,,,66.02,,\n3856,48.92,,,,,\n3857,,,,,257.04,\n3858,,,,,,57.42\n3859,,,,131.25,,\n3860,,,,,,75.76\n3861,,,4.79,,,\n3862,,5.42,,,,\n3863,,,,,,19.18\n3864,,,,,305.52,\n3865,,,4.38,,,\n3866,,21.08,,,,\n3867,,,3.96,,,\n3868,,,,,,27.18\n3869,,,3.64,,,\n3870,,,,,107.17,\n3871,,,,,,17.54\n3872,,,,,,31.49\n3873,,,,,,40.22\n3874,,,4.94,,,\n3875,,,5.73,,,\n3876,,,,,,230.98\n3877,89.16,8.74,5.59,245.28,471.63,226.35\n3878,,,,184.46,,\n3879,,,,,,43.58\n3880,,,4.13,,,\n3881,,,,,,117.97\n3882,,7.29,,,,\n3883,51.38,5.48,3.85,109.21,205.12,95.91\n3884,,,,,,17.92\n3885,,,,,64.58,\n3886,,,3.34,,,\n3887,,,,,,30.29\n3888,,,,,110.66,\n3889,,,,,,14.67\n3890,,5.28,,,,\n3891,,5.27,,,,\n3892,,,4.19,,,\n3893,,,,118.36,,\n3894,,,,,,57.21\n3895,,15.53,,,,\n3896,,,,70.46,,\n3897,33.21,,,,,\n3898,,,3.37,,,\n3899,,7.12,,,,\n3900,,,,131.98,,\n3901,,,,,,73.15\n3902,,,,,,56.85\n3903,,13.33,,,,\n3904,43.37,,,,,\n3905,,,4.54,,,\n3906,,7.99,,,,\n3907,,,,,73.93,\n3908,,,,72.21,,\n3909,,,,,,20.78\n3910,,4.76,,,,\n3911,,,,,36.21,\n3912,,3.9,,,,\n3913,,,,,26.71,\n3914,,,,,40.86,\n3915,,,3.61,,,\n3916,,,,,142.89,\n3917,,,3.77,,,\n3918,,,,,,52.62\n3919,28.63,,,,,\n3920,,,3.5,,,\n3921,,,3.43,,,\n3922,26.79,,,,,\n3923,,,,58.18,,\n3924,,,,,,38.37\n3925,,,,166.26,,\n3926,,,,,,103.96\n3927,52.42,,,,,\n3928,,,,91.7,,\n3929,45.22,,,,,\n3930,,,,,147.45,\n3931,,,,,131.25,\n3932,,,,,,47.16\n3933,,,,61.47,,\n3934,,,,,92.5,\n3935,,,,,,32.14\n3936,,,,,,30.98\n3937,,,,55.13,,\n3938,,,,78.43,,\n3939,,,,,,114.68\n3940,,,,97.15,,\n3941,,4.85,,,,\n3942,,17.26,,,,\n3943,,,,,102.57,\n3944,,14.26,,,,\n3945,,11.8,,,,\n3946,60.76,,,,,\n3947,,,,81.89,,\n3948,,,,,,24.6\n3949,41.21,5.86,4.31,160.96,233.48,72.53\n3950,,,,143.83,,\n3951,,,4.27,,,\n3952,,,,,,83.94\n3953,,3.94,,,,\n3954,,,,160.14,,\n3955,,,,138.68,,\n3956,,7.46,,,,\n3957,,,3.26,,,\n3958,,,,,64.64,\n3959,,,3.02,,,\n3960,48.82,,,,,\n3961,,5.45,,,,\n3962,49.31,,,,,\n3963,,,,,,35.27\n3964,,5.24,,,,\n3965,,4.57,,,,\n3966,69.26,,,,,\n3967,62.17,,,,,\n3968,41.38,,,,,\n3969,,,2.92,,,\n3970,,,,,,22.45\n3971,,,,39.13,,\n3972,,,3.05,,,\n3973,,,3.29,,,\n3974,,,3.07,,,\n3975,,,,60.1,,\n3976,76.98,,,,,\n3977,,4.74,,,,\n3978,,,,,,20.74\n3979,,,,,39.35,\n3980,,,,22.89,,\n3981,,,,,,6.26\n3982,89.02,5.12,3.51,17.69,23.69,6.0\n3983,,,,,,7.75\n3984,,,,39.6,,\n3985,,,,,,11.19\n3986,,,,,,66.24\n3987,,,3.7,,,\n3988,,,,87.86,,\n3989,,,,44.75,,\n3990,,,,,60.98,\n3991,,3.92,,,,\n3992,75.29,,,,,\n3993,,,3.93,,,\n3994,56.98,,,,,\n3995,,,4.3,,,\n3996,,,4.48,,,\n3997,25.15,,,,,\n3998,,,,,257.01,\n3999,,,4.39,,,\n4000,35.59,,,,,\n4001,,,,,,63.4\n4002,30.9,,,,,\n4003,25.01,,,,,\n4004,,,,,,32.65\n4005,,4.63,,,,\n4006,28.89,4.78,4.04,69.87,112.13,42.27\n4007,,,,69.0,,\n4008,,,4.4,,,\n4009,,,,,170.29,\n4010,,5.01,,,,\n4011,,,,169.07,,\n4012,,,4.48,,,\n4013,,,,,,48.36\n4014,,,,,66.11,\n4015,,,,33.53,,\n4016,,,,,,20.63\n4017,,,,44.69,,\n4018,,,,,,18.11\n4019,,,4.79,,,\n4020,,,,,214.82,\n4021,,5.46,,,,\n4022,,,,241.92,,\n4023,,,,,,102.72\n4024,,3.87,,,,\n4025,35.73,,,,,\n4026,,,,,130.64,\n4027,31.23,,,,,\n4028,35.8,,,,,\n4029,,,,66.05,,\n4030,,5.19,,,,\n4031,,,,,,75.46\n4032,,4.84,,,,\n4033,,,,,307.36,\n4034,,,,,,102.76\n4035,,,,108.68,,\n4036,96.75,,,,,\n4037,,23.35,,,,\n4038,,23.19,,,,\n4039,,,,55.38,,\n4040,37.43,,,,,\n4041,34.77,,,,,\n4042,,,,,,170.25\n4043,,,,295.51,,\n4044,,,5.39,,,\n4045,,,,130.24,,\n4046,,,4.29,,,\n4047,91.02,,,,,\n4048,87.16,,,,,\n4049,60.06,,,,,\n4050,,,,,136.5,\n4051,,9.97,,,,\n4052,36.89,,,,,\n4053,39.36,,,,,\n4054,,,,100.43,,\n4055,,,,,188.81,\n4056,22.35,,,,,\n4057,,,,,,195.51\n4058,,,,,50.04,\n4059,,,4.13,,,\n4060,,,,50.63,,\n4061,114.74,6.33,3.97,72.28,100.18,27.9\n4062,107.13,,,,,\n4063,,,,,137.6,\n4064,,5.51,,,,\n4065,,,,,,22.55\n4066,,,,,,17.12\n4067,,,3.62,,,\n4068,,4.75,,,,\n4069,,4.91,,,,\n4070,,,3.86,,,\n4071,,,3.92,,,\n4072,,,,,18.93,\n4073,34.96,,,,,\n4074,,,,,30.36,\n4075,,5.2,,,,\n4076,,4.6,,,,\n4077,,,,39.46,,\n4078,18.89,,,,,\n4079,,,,,59.28,\n4080,,,,,52.13,\n4081,,,,,75.55,\n4082,,,,,,22.48\n4083,,,3.56,,,\n4084,,,,35.64,,\n4085,8.74,4.75,3.54,44.77,52.85,8.08\n4086,6.11,,,,,\n4087,,,,77.02,,\n4088,,3.93,,,,\n4089,,,,104.71,,\n4090,,2.44,,,,\n4091,,,,127.57,,\n4092,,,,,172.12,\n4093,,2.55,,,,\n4094,,,,,84.69,\n4095,,,3.19,,,\n4096,,,,49.55,,\n4097,5.72,,,,,\n4098,,,,73.71,,\n4099,,,,,202.05,\n4100,,,,120.19,,\n4101,,,,97.21,,\n4102,,,3.48,,,\n4103,,6.86,,,,\n4104,,,,107.73,,\n4105,,7.74,,,,\n4106,,,,,,25.09\n4107,,,3.4,,,\n4108,39.2,,,,,\n4109,,,,,143.38,\n4110,,,3.55,,,\n4111,,,,,,27.43\n4112,,,,58.2,,\n4113,18.38,,,,,\n4114,,7.11,,,,\n4115,10.09,,,,,\n4116,,5.87,,,,\n4117,,,3.35,,,\n4118,5.73,,,,,\n4119,,,,,32.49,\n4120,,2.93,,,,\n4121,,,,,,29.96\n4122,4.2,,,,,\n4123,,,,107.53,,\n4124,,,3.86,,,\n4125,,,3.81,,,\n4126,8.58,,,,,\n4127,,,,,,9.27\n4128,,,,21.38,,\n4129,,,,,,9.09\n4130,,,,,52.74,\n4131,,,,,56.2,\n4132,20.47,,,,,\n4133,,,4.27,,,\n4134,,,4.73,,,\n4135,,5.32,,,,\n4136,,9.86,,,,\n4137,,,,,,209.66\n4138,,,,,179.93,\n4139,,,,,113.26,\n4140,,,3.22,,,\n4141,,,,64.91,,\n4142,,,3.22,,,\n4143,,6.63,,,,\n4144,12.61,,,,,\n4145,,,,,173.73,\n4146,,4.72,,,,\n4147,,,,114.7,,\n4148,,,,,,154.7\n4149,,,,,141.17,\n4150,,6.12,,,,\n4151,,26.85,,,,\n4152,,35.78,,,,\n4153,,,,,69.15,\n4154,,,,,,21.58\n4155,,17.36,,,,\n4156,,,3.78,,,\n4157,,,,,,145.35\n4158,,,,,483.16,\n4159,,,,141.52,,\n4160,43.69,,,,,\n4161,,,,,194.21,\n4162,,,3.78,,,\n4163,,10.92,,,,\n4164,,,,,123.05,\n4165,,7.99,,,,\n4166,,,,,,77.6\n4167,26.02,,,,,\n4168,,,,113.17,,\n4169,,,,,,175.51\n4170,43.76,,,,,\n4171,,,4.19,,,\n4172,,,3.81,,,\n4173,,,3.76,,,\n4174,,,3.84,,,\n4175,,,,,,43.09\n4176,,,3.63,,,\n4177,22.63,,,,,\n4178,,,,55.96,,\n4179,8.19,,,,,\n4180,5.73,,,,,\n4181,,,,,,19.39\n4182,,2.81,,,,\n4183,,,,,76.61,\n4184,,3.46,,,,\n4185,,12.0,,,,\n4186,,,3.64,,,\n4187,,8.05,,,,\n4188,,,,105.82,,\n4189,,6.06,,,,\n4190,,,3.66,,,\n4191,,,,,,84.04\n4192,,,,162.77,,\n4193,30.49,,,,,\n4194,24.3,,,,,\n4195,,,,84.27,,\n4196,34.22,8.7,3.37,71.74,109.32,37.58\n4197,,,,,100.91,\n4198,,,3.37,,,\n4199,,6.74,,,,\n4200,,,,,170.69,\n4201,30.57,5.16,4.31,149.58,327.55,177.97\n4202,,6.89,,,,\n4203,,,4.14,,,\n4204,,,,,243.44,\n4205,,24.43,,,,\n4206,,,,80.89,,\n4207,,16.89,,,,\n4208,,13.8,,,,\n4209,51.41,,,,,\n4210,,,3.32,,,\n4211,,,,54.39,,\n4212,,5.86,,,,\n4213,11.51,,,,,\n4214,,,3.14,,,\n4215,6.83,,,,,\n4216,,4.05,,,,\n4217,,3.35,,,,\n4218,3.84,,,,,\n4219,,,3.42,,,\n4220,,,,,29.03,\n4221,,1.86,,,,\n4222,,,,22.83,,\n4223,4.47,,,,,\n4224,4.03,,,,,\n4225,11.49,,,,,\n4226,,,,,43.37,\n4227,,,,,44.42,\n4228,,,,,45.76,\n4229,,,,31.11,,\n4230,,,3.73,,,\n4231,,,,,52.74,\n4232,,,,,66.56,\n4233,,,,,,17.71\n4234,,,,,48.03,\n4235,,,,,,15.28\n4236,,,,29.08,,\n4237,,1.79,,,,\n4238,,,,23.8,,\n4239,,,,31.56,,\n4240,,,,23.7,,\n4241,6.43,,,,,\n4242,,4.18,,,,\n4243,,,3.36,,,\n4244,,3.1,,,,\n4245,,,,,,16.5\n4246,4.33,,,,,\n4247,,,,98.09,,\n4248,,,,,,47.22\n4249,,,,,76.59,\n4250,29.61,,,,,\n4251,,4.73,,,,\n4252,,,,61.58,,\n4253,,4.87,,,,\n4254,,,,75.08,,\n4255,,,,87.44,,\n4256,12.82,,,,,\n4257,,,,,99.24,\n4258,,,3.42,,,\n4259,,,,57.05,,\n4260,,,,,,12.98\n4261,,,,36.19,,\n4262,,3.97,,,,\n4263,,4.06,,,,\n4264,,,,,,9.85\n4265,5.49,,,,,\n4266,,,,89.97,,\n4267,,,,131.22,,\n4268,,,,,259.55,\n4269,,7.54,,,,\n4270,,7.47,,,,\n4271,,,2.97,,,\n4272,,,,,62.54,\n4273,,14.54,,,,\n4274,33.59,,,,,\n4275,,,6.0,,,\n4276,,,5.35,,,\n4277,14.2,,,,,\n4278,,,,,,110.41\n4279,,8.49,,,,\n4280,,,,,163.87,\n4281,,5.7,,,,\n4282,,,3.97,,,\n4283,,,3.89,,,\n4284,,,,,,71.61\n4285,,,3.91,,,\n4286,,6.82,,,,\n4287,16.39,,,,,\n4288,,,,89.29,,\n4289,,11.42,,,,\n4290,,,,,,168.24\n4291,,,,,263.8,\n4292,,,,,,167.37\n4293,,,5.91,,,\n4294,,,6.69,,,\n4295,,,,,,95.15\n4296,100.67,,,,,\n4297,,30.34,,,,\n4298,86.02,,,,,\n4299,,25.8,,,,\n4300,,,4.73,,,\n4301,,19.62,,,,\n4302,,,5.75,,,\n4303,,,,,,165.62\n4304,,,,,,79.48\n4305,,24.34,,,,\n4306,,,,142.6,,\n4307,78.14,,,,,\n4308,51.81,,,,,\n4309,,,,83.04,,\n4310,,,3.63,,,\n4311,,,,,,67.85\n4312,,,,,169.57,\n4313,33.2,,,,,\n4314,,,,,,173.27\n4315,29.87,,,,,\n4316,,,4.13,,,\n4317,,,4.27,,,\n4318,,,,,,60.46\n4319,,,,64.05,,\n4320,63.4,,,,,\n4321,,,2.97,,,\n4322,,,,54.27,,\n4323,,,3.3,,,\n4324,,,,,116.81,\n4325,16.03,,,,,\n4326,,,,143.12,,\n4327,,,,,,126.93\n4328,,,,,436.66,\n4329,,,,168.32,,\n4330,,,3.74,,,\n4331,,,,76.03,,\n4332,,,,105.53,,\n4333,29.81,,,,,\n4334,,14.11,,,,\n4335,54.78,,,,,\n4336,,,,,88.25,\n4337,,8.38,,,,\n4338,,8.09,,,,\n4339,,,,,208.0,\n4340,,8.15,,,,\n4341,,,,57.65,,\n4342,,,,,,28.3\n4343,,,3.6,,,\n4344,,,,,,23.82\n4345,,7.17,,,,\n4346,,,3.62,,,\n4347,,,,,,60.29\n4348,,5.99,,,,\n4349,,,4.71,,,\n4350,,,,,500.37,\n4351,,,,152.6,,\n4352,,,,,178.41,\n4353,,18.56,,,,\n4354,,,,,,15.14\n4355,47.19,,,,,\n4356,,,,72.84,,\n4357,,11.14,,,,\n4358,,,,,117.33,\n4359,,,3.41,,,\n4360,,,,89.87,,\n4361,,,,97.62,,\n4362,,6.63,,,,\n4363,,,,,,122.83\n4364,,,,,,68.15\n4365,,,3.47,,,\n4366,,,,,82.03,\n4367,,,,,,36.87\n4368,,,3.54,,,\n4369,,,,65.4,,\n4370,13.15,,,,,\n4371,,,,,,16.14\n4372,,,,,46.14,\n4373,,,,,,14.87\n4374,,4.89,,,,\n4375,,,,,154.04,\n4376,,,,,,17.96\n4377,,,,,,10.71\n4378,,,3.32,,,\n4379,,,,,23.08,\n4380,,,,15.42,,\n4381,,,,,,6.03\n4382,,,,,22.8,\n4383,,,3.25,,,\n4384,,,,,,10.54\n4385,,5.45,,,,\n4386,,5.89,,,,\n4387,,,,,,15.04\n4388,,,3.26,,,\n4389,,5.76,,,,\n4390,,,,,38.02,\n4391,,3.97,,,,\n4392,,,,,40.95,\n4393,3.71,,,,,\n4394,,,,,,14.46\n4395,,,,,,11.77\n4396,,0.91,,,,\n4397,,,,35.93,,\n4398,,,3.48,,,\n4399,3.21,,,,,\n4400,,,,,44.1,\n4401,,,,,40.5,\n4402,,,,,,9.16\n4403,,1.1,,,,\n4404,,1.39,,,,\n4405,,,,19.01,,\n4406,,,,,,18.18\n4407,,,3.28,,,\n4408,,,3.44,,,\n4409,,,,80.72,,\n4410,23.9,,,,,\n4411,,3.58,,,,\n4412,,,3.97,,,\n4413,48.84,,,,,\n4414,45.97,,,,,\n4415,,,4.13,,,\n4416,,,,,,24.34\n4417,,,,,73.99,\n4418,,4.33,,,,\n4419,9.31,,,,,\n4420,,,4.24,,,\n4421,,,,,89.17,\n4422,,,3.74,,,\n4423,,,,42.44,,\n4424,,,,41.04,,\n4425,,,,,,13.49\n4426,,1.85,,,,\n4427,,1.39,,,,\n4428,,2.99,,,,\n4429,4.37,,,,,\n4430,,,,,138.98,\n4431,,,,,,61.3\n4432,,,4.57,,,\n4433,,,,113.95,,\n4434,,,,102.62,,\n4435,,8.94,,,,\n4436,,,,,,37.79\n4437,,,6.61,,,\n4438,86.55,,,,,\n4439,,7.1,,,,\n4440,,,4.79,,,\n4441,,,4.41,,,\n4442,,,,,,40.48\n4443,,,4.12,,,\n4444,,,,,,79.03\n4445,,,,108.86,,\n4446,,,4.27,,,\n4447,,,,,194.81,\n4448,,5.36,,,,\n4449,,,,,101.35,\n4450,,,,,83.34,\n4451,,,,73.43,,\n4452,,,,,68.13,\n4453,,,,,70.77,\n4454,,,,,,20.69\n4455,,4.69,,,,\n4456,,,,,213.84,\n4457,,,5.1,,,\n4458,43.57,,,,,\n4459,,,,,,50.16\n4460,,4.86,,,,\n4461,,,,,,32.74\n4462,,4.68,,,,\n4463,,,,,,23.08\n4464,,,,,92.55,\n4465,,10.08,,,,\n4466,,,,96.12,,\n4467,,,3.87,,,\n4468,8.52,,,,,\n4469,,,,96.64,,\n4470,,,,69.61,,\n4471,,,,48.9,,\n4472,6.8,,,,,\n4473,,,3.6,,,\n4474,6.03,,,,,\n4475,,,3.56,,,\n4476,,,3.54,,,\n4477,,,,,,20.39\n4478,,2.32,,,,\n4479,,,,,102.59,\n4480,,,,108.19,,\n4481,,,,,,47.7\n4482,,,,,,45.95\n4483,,,,,,37.12\n4484,,,4.85,,,\n4485,,,,207.89,,\n4486,51.6,,,,,\n4487,,,,,271.52,\n4488,65.66,,,,,\n4489,,13.87,,,,\n4490,,,,111.28,,\n4491,,,,,,45.6\n4492,42.98,,,,,\n4493,,,,,207.88,\n4494,,5.72,,,,\n4495,24.45,,,,,\n4496,,5.01,,,,\n4497,,4.88,,,,\n4498,,,4.94,,,\n4499,,,,,195.03,\n4500,,,,86.8,,\n4501,,,4.92,,,\n4502,,,,49.13,,\n4503,,,4.86,,,\n4504,,,4.76,,,\n4505,,,,83.39,,\n4506,38.88,,,,,\n4507,,,5.38,,,\n4508,,,,217.81,,\n4509,,,,96.08,,\n4510,,,,,170.39,\n4511,,,,,,96.52\n4512,,,4.88,,,\n4513,,,,85.1,,\n4514,47.83,,,,,\n4515,,,,,157.73,\n4516,,,5.12,,,\n4517,,,,,,142.63\n4518,27.54,,,,,\n4519,,,,,,158.36\n4520,,,,130.6,,\n4521,,,6.02,,,\n4522,83.21,21.49,5.43,116.5,196.79,80.3\n4523,95.99,,,,,\n4524,84.22,,,,,\n4525,,,,,188.85,\n4526,63.56,,,,,\n4527,,,,,197.82,\n4528,,,,130.96,,\n4529,,,,,218.03,\n4530,,,,,348.95,\n4531,,,,171.13,,\n4532,,,4.87,,,\n4533,,,,,,89.69\n4534,,16.22,,,,\n4535,,,,,,62.81\n4536,,,,,129.17,\n4537,,,,,126.87,\n4538,,24.6,,,,\n4539,,18.26,,,,\n4540,,,,,,63.14\n4541,27.29,21.12,4.88,109.98,205.74,95.75\n4542,,,,,297.89,\n4543,15.11,,,,,\n4544,,,,148.86,,\n4545,,14.55,,,,\n4546,,,,168.74,,\n4547,,19.73,,,,\n4548,,,,55.13,,\n4549,,,,,,28.85\n4550,29.33,,,,,\n4551,,,4.72,,,\n4552,,,4.73,,,\n4553,,,,214.17,,\n4554,30.04,,,,,\n4555,,,,116.57,,\n4556,,,,,,69.73\n4557,41.37,,,,,\n4558,,,,113.8,,\n4559,,,,109.2,,\n4560,,9.49,,,,\n4561,,,,,,41.22\n4562,,,,,,55.89\n4563,,,4.39,,,\n4564,,,,74.83,,\n4565,,9.93,,,,\n4566,,,,118.33,,\n4567,,8.06,,,,\n4568,,8.21,,,,\n4569,,13.41,,,,\n4570,,10.74,,,,\n4571,42.06,,,,,\n4572,,7.63,,,,\n4573,,,,,156.36,\n4574,,,,138.11,,\n4575,,,,,,44.78\n4576,,,4.2,,,\n4577,,,3.98,,,\n4578,,4.64,,,,\n4579,,4.45,,,,\n4580,,,,,,5.78\n4581,,,,,,6.02\n4582,,,,,,6.08\n4583,,,4.65,,,\n4584,,,4.79,,,\n4585,,,,64.02,,\n4586,5.16,,,,,\n4587,4.57,,,,,\n4588,5.14,,,,,\n4589,5.21,,,,,\n4590,,,,112.89,,\n4591,,,5.27,,,\n4592,15.04,,,,,\n4593,,,,,94.1,\n4594,,,,115.26,,\n4595,,,4.86,,,\n4596,,,,,,15.78\n4597,,2.8,,,,\n4598,,,,107.1,,\n4599,,,,,,21.27\n4600,,,,,,24.78\n4601,,,4.85,,,\n4602,,,,,56.79,\n4603,,,,40.32,,\n4604,,1.74,,,,\n4605,,,,,36.74,\n4606,6.27,,,,,\n4607,,,,,,10.99\n4608,4.28,,,,,\n4609,,,,22.41,,\n4610,,,,,,15.19\n4611,,,,,52.87,\n4612,,,4.43,,,\n4613,3.58,,,,,\n4614,,,,,77.39,\n4615,,,4.51,,,\n4616,,3.22,,,,\n4617,,,,46.36,,\n4618,,,,,,21.65\n4619,,3.84,,,,\n4620,,,,54.03,,\n4621,,,,66.91,,\n4622,8.78,,,,,\n4623,,,,,,45.48\n4624,,2.18,,,,\n4625,,,,79.52,,\n4626,,,,,122.92,\n4627,,,,,110.57,\n4628,,,,,93.16,\n4629,,,4.89,,,\n4630,,4.97,,,,\n4631,,,,,,16.57\n4632,,,,,,15.54\n4633,,,,60.19,,\n4634,,,,,242.04,\n4635,,4.17,,,,\n4636,,3.82,,,,\n4637,,,,128.26,,\n4638,73.62,,,,,\n4639,,,,,,93.76\n4640,,,4.78,,,\n4641,69.49,,,,,\n4642,,,4.67,,,\n4643,,20.74,,,,\n4644,,,,,168.57,\n4645,,,,,287.71,\n4646,,,,,298.87,\n4647,39.68,,,,,\n4648,,,,322.7,,\n4649,,,6.62,,,\n4650,,,,,368.02,\n4651,,,,,457.19,\n4652,,,4.61,,,\n4653,,,,,,6.63\n4654,,,,,,39.72\n4655,,11.6,,,,\n4656,,9.17,,,,\n4657,,,,72.78,,\n4658,13.03,,,,,\n4659,,,,,203.68,\n4660,27.26,,,,,\n4661,,5.67,,,,\n4662,,,6.88,,,\n4663,,22.48,,,,\n4664,,,,,,42.73\n4665,,13.48,,,,\n4666,,,6.45,,,\n4667,,,,,611.1,\n4668,,,,,618.6,\n4669,95.46,,,,,\n4670,,,,,295.68,\n4671,93.34,,,,,\n4672,,,,,,104.72\n4673,,27.71,,,,\n4674,,,5.25,,,\n4675,,,,,126.98,\n4676,35.0,21.69,4.97,66.92,109.67,42.76\n4677,36.31,,,,,\n4678,,,5.72,,,\n4679,,,6.18,,,\n4680,,11.57,,,,\n4681,,,7.2,,,\n4682,,,,164.08,,\n4683,,,,,281.54,\n4684,,39.27,,,,\n4685,,,6.48,,,\n4686,,,6.28,,,\n4687,,,5.91,,,\n4688,,,,,146.04,\n4689,,11.46,,,,\n4690,,,,,299.89,\n4691,32.9,,,,,\n4692,,,,,,158.1\n4693,,,4.92,,,\n4694,,,,,,101.37\n4695,,,5.22,,,\n4696,,,,83.91,,\n4697,,,5.86,,,\n4698,,,,70.49,,\n4699,,,,,,78.58\n4700,29.17,,,,,\n4701,,4.86,,,,\n4702,,,,,,185.75\n4703,,,,176.86,,\n4704,,,,182.8,,\n4705,,,,,,156.02\n4706,,39.1,,,,\n4707,,,,,,54.39\n4708,,,7.04,,,\n4709,,38.46,,,,\n4710,,,,112.3,,\n4711,,,,164.83,,\n4712,,,,,,118.51\n4713,,,5.44,,,\n4714,,,,,280.76,\n4715,,,,,229.47,\n4716,,,,,250.0,\n4717,,,,110.76,,\n4718,,,,,188.84,\n4719,,,4.99,,,\n4720,,,,96.05,,\n"
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19.39,4.37,1\n1833,7.52,3.8,2.61,25.93,30.54,4.61,1\n1834,15.3,3.6,2.53,20.11,24.45,4.33,1\n1835,18.82,4.54,2.46,9.65,13.84,4.2,1\n1836,13.53,5.02,2.06,5.34,10.05,4.7,1\n1837,20.8,4.48,2.08,3.37,8.04,4.67,1\n1838,15.1,4.1,2.19,5.56,10.36,4.79,1\n1839,11.86,4.03,2.01,5.14,9.96,4.82,1\n1840,8.64,4.0,2.24,7.38,12.47,5.08,1\n1841,8.46,3.88,2.06,7.36,12.52,5.17,1\n1842,21.44,4.43,2.27,17.94,26.81,8.86,2\n1843,25.41,4.82,2.22,25.92,40.02,14.1,3\n1844,60.2,4.85,2.15,28.03,39.11,11.08,3\n1845,68.96,5.43,2.15,26.0,32.64,6.63,2\n1846,46.23,5.69,2.19,21.02,26.16,5.15,2\n1847,41.24,10.41,2.4,11.77,16.35,4.58,2\n1848,30.23,8.18,2.45,6.74,11.21,4.47,2\n1849,25.23,6.63,2.5,5.66,10.03,4.37,1\n1850,20.06,5.58,2.42,4.14,8.75,4.61,1\n1851,15.04,6.06,2.3,3.66,8.23,4.57,1\n1852,10.93,5.82,2.3,3.87,8.45,4.57,1\n1853,8.92,5.44,2.22,4.29,9.01,4.72,1\n1854,7.06,4.71,2.23,6.49,11.05,4.57,1\n1855,12.19,4.19,1.97,5.91,10.35,4.44,1\n1856,8.6,3.84,1.84,4.79,9.44,4.65,1\n1857,8.53,3.58,1.83,4.06,8.48,4.42,1\n1858,11.67,3.41,1.87,6.08,10.53,4.44,1\n1859,8.64,3.32,1.83,9.33,13.81,4.48,1\n1860,6.66,4.05,1.82,18.47,23.39,4.93,1\n1861,10.3,4.21,1.82,14.18,18.62,4.45,1\n1862,12.45,3.98,1.8,4.1,8.43,4.33,1\n1863,10.27,4.7,1.76,4.95,9.54,4.59,2\n1864,30.08,4.19,1.95,14.82,19.94,5.12,3\n1865,54.24,3.83,1.84,9.32,13.89,4.58,3\n1866,62.58,3.58,2.07,4.96,9.31,4.35,2\n1867,47.88,3.41,2.15,4.64,8.78,4.14,2\n1868,34.9,3.28,2.1,7.86,12.05,4.19,2\n1869,41.27,3.2,2.29,5.79,9.98,4.19,2\n1870,34.84,3.21,2.3,5.27,9.45,4.18,2\n1871,25.36,5.26,2.42,14.35,18.78,4.43,1\n1872,22.74,4.88,2.41,8.66,12.81,4.15,2\n1873,30.81,6.24,2.38,3.55,7.58,4.03,1\n1874,22.81,6.05,2.19,2.02,6.04,4.02,1\n1875,21.45,6.06,2.1,2.2,6.4,4.2,1\n1876,19.91,5.91,2.01,4.61,8.65,4.04,1\n1877,13.94,5.04,1.98,4.72,8.9,4.17,1\n1878,9.88,4.42,2.0,4.12,8.39,4.27,1\n1879,11.4,4.0,1.97,4.6,8.73,4.13,1\n1880,13.6,3.7,1.92,10.2,14.46,4.25,1\n1881,9.96,3.5,2.02,11.92,16.28,4.36,1\n1882,8.24,3.76,1.93,10.88,15.18,4.3,1\n1883,7.16,4.06,1.9,15.51,19.81,4.3,1\n1884,13.12,4.95,1.97,7.01,11.41,4.4,3\n1885,62.66,6.19,1.81,6.74,10.83,4.08,2\n1886,48.53,5.24,1.84,6.68,10.55,3.87,2\n1887,42.22,4.83,1.86,8.46,12.59,4.13,2\n1888,45.48,5.31,1.83,9.51,13.5,3.99,2\n1889,32.38,4.62,1.96,5.45,9.48,4.03,2\n1890,41.77,4.17,1.93,2.7,6.78,4.08,2\n1891,29.96,4.85,1.77,2.05,6.02,3.97,1\n1892,21.03,4.3,1.88,3.24,7.17,3.94,1\n1893,14.96,3.91,1.89,7.06,11.11,4.05,1\n1894,10.92,3.64,1.94,3.64,7.66,4.02,1\n1895,8.05,3.44,1.94,1.88,5.94,4.06,1\n1896,5.63,3.31,2.0,1.48,5.71,4.23,1\n1897,3.98,3.22,2.04,1.33,5.55,4.22,1\n1898,4.28,3.15,2.06,8.5,12.84,4.34,1\n1899,12.24,3.11,2.46,11.13,15.62,4.5,1\n1900,9.26,3.08,2.49,5.92,10.33,4.4,1\n1901,13.08,3.05,2.52,3.64,8.08,4.44,1\n1902,9.32,3.07,2.37,2.7,7.19,4.49,1\n1903,7.84,3.98,2.39,1.83,6.3,4.47,1\n1904,5.5,4.21,2.47,1.39,5.92,4.53,1\n1905,5.85,4.19,2.41,3.48,8.02,4.54,1\n1906,5.5,4.99,2.49,4.06,8.63,4.57,1\n1907,23.3,5.33,2.45,6.45,11.09,4.64,4\n1908,90.4,4.63,2.4,5.72,10.22,4.51,3\n1909,50.17,4.14,2.38,7.26,11.55,4.29,2\n1910,34.23,3.8,2.52,5.87,10.01,4.14,2\n1911,33.64,3.6,2.46,6.12,10.18,4.06,1\n1912,24.04,4.48,2.46,7.41,11.47,4.06,1\n1913,17.31,4.03,2.41,9.66,13.87,4.2,1\n1914,12.44,3.75,2.41,9.53,13.96,4.43,1\n1915,13.86,4.22,2.43,8.33,12.7,4.37,1\n1916,9.71,4.38,2.53,8.12,12.42,4.29,1\n1917,6.84,4.37,2.45,8.82,13.43,4.61,1\n1918,6.02,4.92,2.5,8.83,13.39,4.56,1\n1919,8.57,5.4,2.57,10.74,15.38,4.64,1\n1920,7.53,5.16,2.6,10.95,15.62,4.66,1\n1921,7.97,4.81,2.03,7.48,11.97,4.49,1\n1922,7.52,4.27,1.91,5.27,9.61,4.34,1\n1923,6.91,3.92,1.97,3.64,8.05,4.4,1\n1924,6.14,4.59,1.95,1.65,5.98,4.32,1\n1925,6.44,4.11,1.98,1.3,5.61,4.31,1\n1926,6.16,3.78,1.99,1.26,5.62,4.36,1\n1927,11.48,4.24,1.98,1.16,5.43,4.27,1\n1928,19.1,3.87,1.99,0.08,4.38,4.3,1\n1929,13.6,3.61,2.09,0.32,4.48,4.16,2\n1930,36.44,14.5,2.29,1.74,7.26,5.52,2\n1931,26.53,6.96,2.29,1.8,7.81,6.01,1\n1932,19.94,6.24,2.35,5.39,11.0,5.6,1\n1933,20.1,4.3,2.27,10.71,15.95,5.24,1\n1934,14.83,3.65,2.36,12.92,18.27,5.35,1\n1935,11.18,3.39,2.31,16.57,22.21,5.64,1\n1936,7.83,3.28,2.32,29.18,34.92,5.74,1\n1937,5.48,3.19,2.49,32.07,37.28,5.22,1\n1938,7.85,3.14,2.5,33.23,39.04,5.8,1\n1939,6.98,3.1,2.59,29.36,34.87,5.52,2\n1940,6.36,3.08,2.85,64.68,74.84,10.16,1\n1941,5.47,3.48,2.88,40.05,50.25,10.2,1\n1942,4.99,3.47,2.83,39.14,47.33,8.2,1\n1943,7.75,3.43,2.74,44.08,50.29,6.21,1\n1944,5.63,3.3,2.58,39.6,46.57,6.98,1\n1945,4.65,3.21,2.58,41.42,52.95,11.53,1\n1946,7.9,3.17,2.6,46.52,70.26,23.74,2\n1947,14.44,3.72,2.54,52.87,82.98,30.1,2\n1948,46.64,4.54,2.41,42.11,64.38,22.27,3\n1949,87.41,6.56,2.41,28.38,44.93,16.54,3\n1950,61.37,5.5,2.62,19.97,29.13,9.16,2\n1951,32.73,4.75,2.6,14.09,22.83,8.74,1\n1952,23.62,4.26,2.61,14.89,24.22,9.33,1\n1953,21.3,4.68,2.63,19.9,31.27,11.36,1\n1954,15.8,4.5,2.55,13.22,24.89,11.67,1\n1955,12.59,4.34,2.54,25.07,34.35,9.28,2\n1956,34.05,4.22,2.51,12.58,18.52,5.94,1\n1957,24.19,4.26,2.64,16.87,25.41,8.53,1\n1958,17.54,4.38,2.69,15.62,20.38,4.76,1\n1959,13.56,4.17,2.77,16.47,20.66,4.19,1\n1960,9.49,3.82,2.86,42.65,47.57,4.91,2\n1961,6.65,3.57,2.65,53.25,59.31,6.06,1\n1962,5.08,3.4,2.93,43.09,49.64,6.55,2\n1963,15.9,3.32,2.87,56.46,63.88,7.42,1\n1964,11.63,4.19,2.52,48.38,62.81,14.43,1\n1965,8.8,3.86,2.41,41.96,50.32,8.36,2\n1966,6.46,4.18,2.17,62.77,77.22,14.45,1\n1967,6.0,3.82,2.11,43.13,57.66,14.53,1\n1968,8.27,4.22,2.02,49.14,72.08,22.95,2\n1969,7.46,5.11,2.15,54.16,83.48,29.32,2\n1970,46.05,5.73,2.1,66.45,97.39,30.94,3\n1971,50.72,14.19,2.27,16.7,23.35,6.65,2\n1972,36.8,11.48,2.4,20.45,30.66,10.21,2\n1973,31.56,9.64,2.54,14.84,21.92,7.09,2\n1974,29.8,13.78,2.45,12.46,17.16,4.7,2\n1975,25.21,10.56,2.32,16.77,23.54,6.77,2\n1976,27.92,8.33,2.35,13.42,19.86,6.44,1\n1977,20.74,7.73,2.27,17.02,21.61,4.6,1\n1978,19.24,6.79,2.2,22.41,26.62,4.22,2\n1979,13.46,5.65,2.3,50.58,55.54,4.95,2\n1980,9.66,4.86,2.19,53.57,60.03,6.46,1\n1981,13.72,4.3,2.1,27.06,31.52,4.46,1\n1982,13.95,4.02,2.05,26.5,31.02,4.52,1\n1983,15.82,4.04,1.87,47.55,57.21,9.66,1\n1984,14.28,4.06,1.88,26.77,38.66,11.88,1\n1985,18.78,4.64,1.86,29.68,37.01,7.33,2\n1986,26.27,4.79,2.1,73.98,105.38,31.4,1\n1987,18.75,5.04,1.95,20.66,25.34,4.69,1\n1988,14.35,5.54,1.95,39.01,50.5,11.49,2\n1989,13.73,4.61,1.88,79.57,111.17,31.6,3\n1990,55.35,4.28,1.91,80.68,110.31,29.63,2\n1991,44.5,5.85,1.92,34.96,44.57,9.61,2\n1992,29.84,5.03,2.22,47.64,63.92,16.27,2\n1993,40.29,5.06,2.49,23.99,35.6,11.61,2\n1994,34.2,4.78,2.54,17.26,25.76,8.51,1\n1995,24.51,4.69,2.31,12.14,18.39,6.25,1\n1996,17.56,5.13,2.21,11.87,16.86,4.99,1\n1997,14.01,5.08,2.13,16.25,22.1,5.84,1\n1998,13.86,4.53,2.07,11.56,16.14,4.59,1\n1999,10.92,4.68,2.02,17.87,23.19,5.33,1\n2000,10.27,4.47,2.01,22.24,27.3,5.06,1\n2001,7.19,4.03,2.01,30.52,35.6,5.08,1\n2002,5.08,3.72,2.36,25.88,31.18,5.3,1\n2003,5.22,3.5,2.7,45.41,55.73,10.32,2\n2004,10.25,3.35,2.51,56.33,67.08,10.75,2\n2005,8.3,3.29,2.33,57.28,71.8,14.52,1\n2006,17.35,4.08,2.27,38.44,46.39,7.95,1\n2007,12.62,4.63,2.09,41.22,48.32,7.1,1\n2008,11.02,4.38,2.11,34.56,40.55,5.99,1\n2009,8.22,4.92,2.14,26.67,32.18,5.51,1\n2010,6.7,5.22,2.1,33.09,42.76,9.67,2\n2011,9.93,5.19,2.08,70.41,95.8,25.39,2\n2012,15.99,5.79,2.06,65.37,91.31,25.94,3\n2013,63.02,5.85,2.14,83.96,114.92,30.96,3\n2014,74.42,6.25,1.94,90.06,119.94,29.88,3\n2015,64.66,5.74,2.11,57.16,71.89,14.73,3\n2016,53.22,5.86,2.42,40.09,49.4,9.31,2\n2017,49.58,5.54,2.41,38.18,47.57,9.39,2\n2018,36.67,5.36,2.53,32.65,43.01,10.36,2\n2019,42.37,5.56,2.47,27.41,34.28,6.86,2\n2020,42.0,10.02,2.4,13.63,18.16,4.53,2\n2021,38.18,9.12,2.28,15.48,20.36,4.88,2\n2022,27.45,10.93,2.22,13.2,17.55,4.35,1\n2023,20.52,9.47,2.16,14.89,18.91,4.02,2\n2024,27.12,8.14,2.23,26.33,30.48,4.15,1\n2025,19.06,6.6,2.28,46.31,50.89,4.58,1\n2026,15.45,5.54,2.09,39.8,48.08,8.28,2\n2027,17.4,5.24,1.98,65.11,74.01,8.9,2\n2028,15.36,4.62,1.88,50.16,57.4,7.24,2\n2029,29.24,5.16,2.15,27.47,33.32,5.84,2\n2030,37.21,4.71,2.08,26.08,31.91,5.82,2\n2031,28.24,4.41,2.04,19.85,24.78,4.93,1\n2032,9.79,5.62,2.39,44.43,58.4,13.97,1\n2033,24.81,5.69,2.33,36.94,48.47,11.52,2\n2034,37.78,5.45,2.24,18.66,24.62,5.95,3\n2035,57.69,4.64,2.42,11.43,16.93,5.5,2\n2036,47.62,4.54,2.55,11.4,16.41,5.01,2\n2037,37.46,4.93,2.57,10.86,15.86,5.01,2\n2038,27.34,5.39,2.76,10.43,15.92,5.49,2\n2039,25.59,5.35,2.72,11.22,16.41,5.2,1\n2040,22.37,4.95,2.63,11.74,16.89,5.15,1\n2041,15.88,4.89,2.61,12.15,17.09,4.94,1\n2042,16.53,4.39,2.47,12.64,17.66,5.02,1\n2043,11.95,4.14,2.59,12.8,17.77,4.98,1\n2044,8.96,4.48,2.72,15.78,20.57,4.79,1\n2045,6.27,4.04,2.42,20.67,25.89,5.22,1\n2046,4.51,3.73,2.24,21.8,28.78,6.98,1\n2047,6.0,3.51,2.35,16.83,22.3,5.46,1\n2048,4.4,3.36,2.4,27.57,33.09,5.52,1\n2049,3.84,3.26,2.1,13.94,18.04,4.1,1\n2050,12.98,3.36,2.16,11.31,15.11,3.8,1\n2051,10.09,3.53,2.21,15.11,19.27,4.16,1\n2052,7.18,4.26,2.33,9.48,12.96,3.49,1\n2053,5.53,4.27,2.36,12.67,16.17,3.5,1\n2054,6.31,3.89,2.45,11.48,15.1,3.62,1\n2055,5.7,3.62,2.23,27.23,38.19,10.96,1\n2056,10.64,3.47,2.1,26.21,35.12,8.91,2\n2057,48.5,4.08,2.04,18.07,26.0,7.93,3\n2058,73.71,4.34,1.74,15.24,22.56,7.32,2\n2059,28.02,5.17,2.08,16.83,25.13,8.3,1\n2060,24.68,9.49,2.32,14.93,20.89,5.96,2\n2061,27.48,7.55,2.17,18.85,26.97,8.12,1\n2062,24.75,6.18,2.23,17.73,26.02,8.29,1\n2063,18.22,5.25,2.24,15.74,21.7,5.96,1\n2064,13.16,5.01,2.27,14.4,20.06,5.66,1\n2065,11.28,5.02,2.22,10.27,14.4,4.13,1\n2066,8.48,4.74,2.11,15.8,20.68,4.88,1\n2067,8.16,4.22,2.03,15.3,19.78,4.48,1\n2068,5.71,3.85,2.04,23.44,28.34,4.9,1\n2069,4.11,3.6,1.94,40.21,45.92,5.71,2\n2070,5.6,3.42,1.89,58.28,64.42,6.13,2\n2071,7.08,3.29,2.07,50.53,55.8,5.27,1\n2072,14.39,3.24,1.97,27.68,32.17,4.49,1\n2073,11.26,3.95,1.97,17.1,21.41,4.31,1\n2074,8.64,4.16,1.96,10.16,14.31,4.15,1\n2075,6.41,4.51,1.95,7.58,11.56,3.98,1\n2076,7.03,5.15,1.96,14.81,20.92,6.11,1\n2077,6.71,5.12,2.07,26.51,38.32,11.8,1\n2078,6.65,5.39,2.01,36.14,49.77,13.63,2\n2079,14.14,5.82,2.08,59.69,86.74,27.05,2\n2080,47.21,5.52,1.94,38.45,52.64,14.18,2\n2081,29.39,3.94,1.98,19.42,27.7,8.28,2\n2082,25.07,5.24,2.21,15.36,20.87,5.51,1\n2083,18.54,4.57,2.23,14.17,20.8,6.64,2\n2084,25.34,4.1,2.36,18.37,25.03,6.66,1\n2085,18.05,3.8,2.33,25.22,35.85,10.62,1\n2086,16.05,4.28,2.2,25.8,34.97,9.16,1\n2087,15.7,4.85,2.12,27.21,37.56,10.35,1\n2088,18.1,4.71,2.14,36.61,45.31,8.69,2\n2089,16.77,4.5,2.21,64.54,72.26,7.72,2\n2090,11.74,4.06,2.26,84.92,90.96,6.04,2\n2091,8.22,3.74,2.19,62.35,67.2,4.85,1\n2092,6.06,3.52,2.25,29.69,34.48,4.79,1\n2093,11.95,3.36,2.1,25.24,30.22,4.98,1\n2094,10.92,3.26,1.97,18.06,22.18,4.12,1\n2095,7.95,3.42,2.01,21.36,26.32,4.96,1\n2096,9.09,4.14,2.04,29.77,35.81,6.04,1\n2097,8.58,4.45,2.01,23.69,28.68,4.99,1\n2098,6.12,4.94,2.03,25.9,34.23,8.33,1\n2099,7.43,5.19,1.99,26.54,36.12,9.58,1\n2100,6.92,4.86,2.06,43.28,64.26,20.98,1\n2101,7.92,5.08,2.15,44.39,61.52,17.14,3\n2102,53.94,5.45,2.09,40.24,56.47,16.23,3\n2103,77.66,4.96,2.08,36.55,49.42,12.88,2\n2104,49.34,4.37,2.15,31.68,42.3,10.62,2\n2105,38.15,3.98,2.3,25.24,34.04,8.79,2\n2106,31.69,3.95,2.4,24.32,32.2,7.89,2\n2107,26.21,3.84,2.42,20.29,28.26,7.96,2\n2108,26.02,3.59,2.3,18.5,24.57,6.07,1\n2109,23.27,3.46,2.26,18.32,23.7,5.38,1\n2110,19.05,4.24,2.22,16.81,21.99,5.18,1\n2111,14.77,4.57,2.14,16.88,21.91,5.03,1\n2112,14.51,4.84,2.29,27.16,33.84,6.68,1\n2113,17.43,4.73,2.43,20.85,24.99,4.14,1\n2114,12.2,4.21,3.12,20.72,24.26,3.54,1\n2115,8.73,3.85,2.84,22.22,25.76,3.54,2\n2116,10.85,3.59,3.86,51.4,57.1,5.7,2\n2117,8.9,3.42,3.48,57.22,61.9,4.69,1\n2118,13.19,3.3,2.68,39.44,43.73,4.28,1\n2119,10.52,3.4,2.39,18.26,22.3,4.04,1\n2120,7.73,4.26,2.25,21.08,25.01,3.92,1\n2121,11.27,4.74,2.1,26.36,30.76,4.4,1\n2122,8.76,4.61,2.0,26.1,30.77,4.67,1\n2123,6.82,4.59,2.01,20.0,25.67,5.68,1\n2124,13.68,4.71,2.02,43.78,60.15,16.37,2\n2125,17.87,4.21,2.0,73.39,110.04,36.65,3\n2126,52.54,4.16,1.92,48.77,66.44,17.67,3\n2127,85.05,4.49,2.18,21.15,30.28,9.13,2\n2128,49.56,4.89,2.35,19.37,27.09,7.72,2\n2129,43.44,5.4,2.19,14.55,20.63,6.08,2\n2130,31.47,6.75,2.12,13.11,18.92,5.81,1\n2131,23.05,5.62,2.04,16.76,25.35,8.59,1\n2132,20.5,5.0,2.16,24.45,34.56,10.11,1\n2133,16.46,7.47,2.06,21.34,29.78,8.44,1\n2134,15.57,6.68,2.02,28.24,37.93,9.69,1\n2135,12.05,6.26,2.0,27.56,36.35,8.79,1\n2136,9.47,6.14,1.92,15.21,19.66,4.45,1\n2137,10.74,5.2,1.8,20.14,24.9,4.76,1\n2138,7.52,4.54,1.84,31.16,36.11,4.95,1\n2139,5.57,4.08,1.8,26.82,31.71,4.89,1\n2140,11.65,3.79,1.86,22.43,26.83,4.4,1\n2141,9.12,4.24,1.76,19.69,25.07,5.39,1\n2142,13.52,4.3,2.07,16.2,20.57,4.37,1\n2143,18.29,4.19,2.07,17.12,21.42,4.3,1\n2144,14.03,4.3,2.17,24.29,28.86,4.57,1\n2145,13.99,4.89,2.2,16.44,21.04,4.6,1\n2146,14.69,5.24,2.21,22.84,29.74,6.89,1\n2147,10.54,5.57,2.15,32.56,45.66,13.09,2\n2148,8.34,5.74,2.15,53.19,75.16,21.98,2\n2149,14.97,4.97,2.3,68.85,99.02,30.17,3\n2150,52.77,4.9,2.27,51.57,69.77,18.19,2\n2151,49.15,6.82,2.36,34.83,47.87,13.04,2\n2152,37.87,6.02,2.29,32.07,43.65,11.58,2\n2153,43.69,7.5,2.31,25.74,36.2,10.47,2\n2154,46.27,6.81,2.48,30.79,40.46,9.67,2\n2155,42.5,8.4,2.7,22.14,28.79,6.65,2\n2156,36.6,7.53,2.9,31.89,40.48,8.6,2\n2157,35.23,6.58,3.04,23.16,35.65,12.49,2\n2158,29.31,6.02,2.86,20.88,27.93,7.05,1\n2159,21.76,5.26,3.06,44.45,61.84,17.4,2\n2160,27.41,4.58,2.91,86.36,114.16,27.8,2\n2161,19.19,4.11,2.75,72.59,85.95,13.36,1\n2162,13.62,3.77,2.57,40.77,46.29,5.52,2\n2163,13.76,3.54,2.62,65.25,77.85,12.6,2\n2164,11.24,3.38,2.77,50.56,58.74,8.19,1\n2165,19.47,3.28,2.78,32.72,38.48,5.76,1\n2166,16.64,3.49,3.2,42.49,48.85,6.36,2\n2167,18.85,4.45,3.35,69.92,75.89,5.97,2\n2168,29.21,4.8,3.29,37.57,43.1,5.53,1\n2169,21.77,4.68,3.24,37.44,43.68,6.24,1\n2170,16.39,5.2,3.27,44.03,55.02,10.99,1\n2171,12.77,4.83,3.12,49.33,67.12,17.79,2\n2172,17.75,4.5,3.1,69.48,96.0,26.52,3\n2173,50.89,4.92,3.01,60.52,84.69,24.18,2\n2174,44.05,5.56,3.56,17.6,25.5,7.89,2\n2175,33.76,5.75,3.13,14.65,21.81,7.16,2\n2176,33.62,5.91,2.99,17.22,24.72,7.5,2\n2177,38.04,5.59,2.96,23.31,31.15,7.84,2\n2178,33.0,5.27,2.72,15.2,19.68,4.48,2\n2179,29.36,4.84,2.65,13.75,17.98,4.23,1\n2180,20.94,5.29,2.47,16.63,21.36,4.73,1\n2181,21.91,4.87,2.41,19.15,23.83,4.68,2\n2182,28.46,4.56,2.29,25.8,30.66,4.85,1\n2183,19.92,4.09,2.17,31.26,35.72,4.47,1\n2184,14.09,3.76,2.28,30.94,37.08,6.15,1\n2185,13.31,3.56,2.29,36.34,41.86,5.52,1\n2186,16.81,3.86,2.39,41.55,47.46,5.9,1\n2187,12.53,4.24,2.3,17.83,22.21,4.38,1\n2188,9.62,4.59,2.34,19.73,25.13,5.4,1\n2189,9.85,4.11,2.36,29.27,34.88,5.62,1\n2190,12.32,3.83,2.23,32.06,38.06,6.0,1\n2191,8.77,4.74,2.13,34.94,40.35,5.41,1\n2192,6.94,6.46,2.21,31.65,39.08,7.42,2\n2193,9.7,5.74,2.34,54.7,74.65,19.96,2\n2194,11.79,5.27,2.31,52.0,72.33,20.33,3\n2195,55.3,5.25,2.31,46.58,65.69,19.11,3\n2196,78.07,8.75,2.88,30.41,42.38,11.97,3\n2197,80.87,8.98,2.37,35.48,46.28,10.8,3\n2198,67.42,8.18,2.34,23.08,32.66,9.58,3\n2199,56.54,14.02,2.43,22.7,33.77,11.07,2\n2200,45.17,11.28,2.38,20.52,29.2,8.68,2\n2201,40.27,9.55,2.49,15.62,23.92,8.3,2\n2202,37.97,7.99,2.51,20.51,35.47,14.96,2\n2203,30.69,6.69,2.4,17.27,24.64,7.36,1\n2204,22.55,6.45,2.42,12.11,16.94,4.83,1\n2205,16.81,6.06,2.97,14.01,18.58,4.57,1\n2206,14.18,4.76,2.65,21.08,26.26,5.18,1\n2207,9.92,4.23,2.6,27.2,35.11,7.91,1\n2208,6.98,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",S15_PM10,S15_SO2,S15_NO2,S15_NOX,S15_NO,S15_O3\n0,,,,237.45,,\n1,107.99,,,,,\n2,,4.41,,,,\n3,,,,212.22,,\n4,,,,,82.48,\n5,63.75,,,,,\n6,,,,113.26,,\n7,52.92,,,,,\n8,,9.66,,,,\n9,,,,,255.69,\n10,,,128.89,,,\n11,,,205.12,,,\n12,,,,,65.12,\n13,,5.04,,,,\n14,,,192.2,,,\n15,,,,301.59,,\n16,,,,,,3.7\n17,,,,,,3.82\n18,,3.59,,,,\n19,,,,,,3.75\n20,,,169.69,,,\n21,,,,,,4.34\n22,,,,,308.38,\n23,,,,,24.41,\n24,,,,,16.64,\n25,,,,,21.33,\n26,,14.9,,,,\n27,,,,,,11.95\n28,,,,89.71,,\n29,,,,,,6.72\n30,,,,,,4.06\n31,,,,,,4.14\n32,,,121.38,,,\n33,,,,,,3.85\n34,54.63,4.29,75.18,141.6,66.42,3.86\n35,,,,,,3.63\n36,,4.45,,,,\n37,50.2,,,,,\n38,,,,,70.81,\n39,,,,137.0,,\n40,,,,71.6,,\n41,,,,,,3.77\n42,,,57.96,,,\n43,,,60.54,,,\n44,,,,97.33,,\n45,,,,,,14.8\n46,,,33.35,,,\n47,,,39.72,,,\n48,17.97,,,,,\n49,,3.28,,,,\n50,,,,,,13.51\n51,,2.67,,,,\n52,14.69,,,,,\n53,,,,44.61,,\n54,,,,40.92,,\n55,20.86,,,,,\n56,,,40.55,,,\n57,,,,,,14.77\n58,,,25.39,,,\n59,,,,26.64,,\n60,12.17,,,,,\n61,,,23.0,,,\n62,8.86,,,,,\n63,,,,23.65,,\n64,,,,,2.36,\n65,,,23.66,,,\n66,,1.73,,,,\n67,8.46,,,,,\n68,,,31.67,,,\n69,,2.04,,,,\n70,,,,,10.46,\n71,,,29.5,,,\n72,,,,,,15.14\n73,,1.32,,,,\n74,,1.15,,,,\n75,,,,,2.09,\n76,,,,,0.83,\n77,,,,10.41,,\n78,,,,,,23.27\n79,,1.39,,,,\n80,,1.18,,,,\n81,,,,,7.89,\n82,,,,,,15.5\n83,1.42,,,,,\n84,4.54,,,,,\n85,,,,,,17.5\n86,,,,,34.14,\n87,13.49,,,,,\n88,,,,,9.04,\n89,114.94,,,,,\n90,,5.25,,,,\n91,,,,29.77,,\n92,,,,35.97,,\n93,,,,,,17.84\n94,36.53,,,,,\n95,,,,,205.4,\n96,,,193.1,,,\n97,,,205.43,,,\n98,,15.35,,,,\n99,,,,373.65,,\n100,,,,,206.52,\n101,,,,,88.09,\n102,,,,,,4.04\n103,,4.47,,,,\n104,,4.11,,,,\n105,,3.39,,,,\n106,,,,,40.48,\n107,30.82,,,,,\n108,,,,,,4.75\n109,,,,305.48,,\n110,,,24.26,,,\n111,25.81,,,,,\n112,,8.14,,,,\n113,,,,,,4.61\n114,,,,,7.29,\n115,,,,,,19.1\n116,,3.23,,,,\n117,,,149.1,,,\n118,,,131.24,,,\n119,,,,,79.56,\n120,,,87.38,,,\n121,,,,,,6.1\n122,,,,,53.22,\n123,,3.63,,,,\n124,,,,,,3.64\n125,,,,238.1,,\n126,18.49,,,,,\n127,,6.88,,,,\n128,32.16,6.99,23.83,30.51,6.68,22.15\n129,,,,,6.55,\n130,,,,46.43,,\n131,,,,,,27.27\n132,,,,20.49,,\n133,,,,,,32.24\n134,,1.82,,,,\n135,25.0,,,,,\n136,,,,,,5.55\n137,,,122.95,,,\n138,71.09,,,,,\n139,,,,63.08,,\n140,,,,,,10.71\n141,47.42,,,,,\n142,,5.69,,,,\n143,,,,,,7.33\n144,,,55.36,,,\n145,26.25,,,,,\n146,24.83,,,,,\n147,21.39,2.85,83.44,133.0,49.56,3.76\n148,,,,157.44,,\n149,,,,319.86,,\n150,,,,213.67,,\n151,,,81.15,,,\n152,272.58,,,,,\n153,,,,,18.72,\n154,,,,,22.64,\n155,,,33.21,,,\n156,,4.95,,,,\n157,,,,31.73,,\n158,,,78.26,,,\n159,,,,341.58,,\n160,57.45,,,,,\n161,89.57,,,,,\n162,,18.83,,,,\n163,,15.26,,,,\n164,,,,,,3.67\n165,,,100.89,,,\n166,,,97.75,,,\n167,74.61,,,,,\n168,59.1,,,,,\n169,,,,,10.81,\n170,,,23.97,,,\n171,57.6,,,,,\n172,,5.17,,,,\n173,,,,,6.03,\n174,,6.53,,,,\n175,,,,,,4.32\n176,,,163.81,,,\n177,,,,191.19,,\n178,,,,,,3.85\n179,87.02,,,,,\n180,,,,,52.97,\n181,,,,,28.09,\n182,,,,,,3.97\n183,,,,,,3.83\n184,,,39.33,,,\n185,,2.39,,,,\n186,,,,55.11,,\n187,,,,64.47,,\n188,,,,232.48,,\n189,,,,,,5.42\n190,,,,,,7.31\n191,,9.68,,,,\n192,24.6,,,,,\n193,,5.35,,,,\n194,,6.75,,,,\n195,,,,,102.59,\n196,,,,230.4,,\n197,,,116.32,,,\n198,,,,134.67,,\n199,53.0,,,,,\n200,,,,,,3.69\n201,,,,64.51,,\n202,,4.05,,,,\n203,36.35,,,,,\n204,31.59,,,,,\n205,,,,,7.27,\n206,,,,,17.26,\n207,,,,69.0,,\n208,,,,42.6,,\n209,,,,,10.76,\n210,,,,35.15,,\n211,,4.93,,,,\n212,36.37,,,,,\n213,,4.94,,,,\n214,,5.47,,,,\n215,,,,,,4.81\n216,,,,199.59,,\n217,,,,151.47,,\n218,,,58.52,,,\n219,,,,137.75,,\n220,,,,61.06,,\n221,,5.96,,,,\n222,,,,,1.09,\n223,,,72.94,,,\n224,,,84.74,,,\n225,,,70.94,,,\n226,45.91,,,,,\n227,,,,,,16.79\n228,,,,41.57,,\n229,,5.31,,,,\n230,,,48.42,,,\n231,,,,,,15.25\n232,,4.49,,,,\n233,56.88,,,,,\n234,70.32,,,,,\n235,,2.21,,,,\n236,63.03,,,,,\n237,,,,,,16.69\n238,,4.93,,,,\n239,,,32.15,,,\n240,4.76,,,,,\n241,,,,,153.4,\n242,3.82,,,,,\n243,7.54,,,,,\n244,14.87,,,,,\n245,,,,,4.35,\n246,,,,27.06,,\n247,,,,,8.4,\n248,12.93,,,,,\n249,,,,,,24.46\n250,,,30.5,,,\n251,,,,57.46,,\n252,,1.4,,,,\n253,,,,,,12.54\n254,1.08,,,,,\n255,,,22.72,,,\n256,,,29.36,,,\n257,,2.08,,,,\n258,,4.06,,,,\n259,,4.01,,,,\n260,,,,,4.05,\n261,,3.3,,,,\n262,,,,21.76,,\n263,,,18.17,,,\n264,,,24.81,,,\n265,,,,,5.32,\n266,7.69,,,,,\n267,,,,,2.28,\n268,,,,26.98,,\n269,8.09,,,,,\n270,5.26,,,,,\n271,,,,,,19.9\n272,,,,,2.62,\n273,,,,,4.78,\n274,,,,,,20.18\n275,,1.16,,,,\n276,2.19,,,,,\n277,,3.53,,,,\n278,,,23.03,,,\n279,,,,,,19.59\n280,,,,21.59,,\n281,,,,21.28,,\n282,,,15.06,,,\n283,,,,,,25.74\n284,,,,25.9,,\n285,,2.01,,,,\n286,,,,,,24.3\n287,,,,,,24.88\n288,,,,,3.09,\n289,,1.13,,,,\n290,,2.19,,,,\n291,,,17.69,,,\n292,,,14.12,,,\n293,,,,9.47,,\n294,,2.17,,,,\n295,,,15.93,,,\n296,,,,15.66,,\n297,,2.76,,,,\n298,,,13.29,,,\n299,,2.85,,,,\n300,,,8.63,,,\n301,,,9.77,,,\n302,,,,,,19.29\n303,4.0,,,,,\n304,,,,,4.3,\n305,,,,,,23.52\n306,,2.72,,,,\n307,,5.05,,,,\n308,3.27,,,,,\n309,,,,,,21.67\n310,,6.28,,,,\n311,,,15.45,,,\n312,,,,18.84,,\n313,8.74,,,,,\n314,,,27.42,,,\n315,,,,30.7,,\n316,,,,,7.57,\n317,,,,44.68,,\n318,,,44.41,,,\n319,,,81.3,,,\n320,30.06,,,,,\n321,33.53,,,,,\n322,29.29,,,,,\n323,,,,,,20.6\n324,,5.22,,,,\n325,,,,,8.01,\n326,,,,,,19.87\n327,,,37.78,,,\n328,,4.32,,,,\n329,,,,50.54,,\n330,,,36.42,,,\n331,,,,58.36,,\n332,9.09,,,,,\n333,6.41,,,,,\n334,,,,28.45,,\n335,12.47,,,,,\n336,,,,,3.88,\n337,,,,40.43,,\n338,,,,,,15.27\n339,,,,,4.4,\n340,,5.18,,,,\n341,,6.35,,,,\n342,,,,,6.67,\n343,2.92,,,,,\n344,,,,27.44,,\n345,,,,22.7,,\n346,,,16.4,,,\n347,,,,,5.84,\n348,,,,,,25.4\n349,,,22.48,,,\n350,,,,,13.91,\n351,11.58,,,,,\n352,,,,88.9,,\n353,,,,68.88,,\n354,,,38.8,,,\n355,,4.85,,,,\n356,,,,42.92,,\n357,,,,25.62,,\n358,,4.45,,,,\n359,,,13.37,,,\n360,,4.57,,,,\n361,,,14.63,,,\n362,,,14.45,,,\n363,,4.01,,,,\n364,,4.11,,,,\n365,,,,,,24.43\n366,,,,,6.36,\n367,,,,,,25.49\n368,,,,,,25.14\n369,,,,,5.19,\n370,,5.75,,,,\n371,5.92,,,,,\n372,16.97,,,,,\n373,,,53.15,,,\n374,,,43.57,,,\n375,,,,,,15.09\n376,16.06,,,,,\n377,,5.59,,,,\n378,,,,206.13,,\n379,,8.67,,,,\n380,,,,82.72,,\n381,,,64.03,,,\n382,39.57,,,,,\n383,,,,,,10.65\n384,,,,105.72,,\n385,,5.64,,,,\n386,,,,,17.26,\n387,,,,,14.19,\n388,,,,,21.98,\n389,,,,,11.38,\n390,,,,28.79,,\n391,,,,,,21.85\n392,,,,,9.46,\n393,,,,,6.64,\n394,,,,,7.12,\n395,,,20.89,,,\n396,,7.76,,,,\n397,,,,,36.57,\n398,,,153.2,,,\n399,,,,255.68,,\n400,,,,86.49,,\n401,,13.26,,,,\n402,,,,192.15,,\n403,,9.44,,,,\n404,,9.01,,,,\n405,,,82.03,,,\n406,,,,63.94,,\n407,,,,181.92,,\n408,,,,,,3.96\n409,,9.99,,,,\n410,,,,,112.16,\n411,,,34.6,,,\n412,,,31.72,,,\n413,50.69,6.13,17.22,25.98,8.76,14.54\n414,,,,,,15.38\n415,39.23,,,,,\n416,,,,,7.88,\n417,,,23.43,,,\n418,,,,39.5,,\n419,,6.98,,,,\n420,17.62,5.6,47.51,61.31,13.8,10.26\n421,,4.32,,,,\n422,32.4,,,,,\n423,,,,39.3,,\n424,,5.68,,,,\n425,19.97,,,,,\n426,,,14.33,,,\n427,,,,,,12.26\n428,,,,,,12.31\n429,,,,18.09,,\n430,14.83,,,,,\n431,,,,,,8.64\n432,19.98,,,,,\n433,,,,,10.65,\n434,,,24.25,,,\n435,12.76,,,,,\n436,,,,,,15.18\n437,15.49,,,,,\n438,,,,22.69,,\n439,,,,,,15.87\n440,,,,,8.53,\n441,,3.94,,,,\n442,,,,,,14.29\n443,,,17.9,,,\n444,,,,23.86,,\n445,,,15.59,,,\n446,,,,26.26,,\n447,1.06,,,,,\n448,,,,,,15.96\n449,,,,13.44,,\n450,,1.73,,,,\n451,,,25.57,,,\n452,,,,19.97,,\n453,0.48,,,,,\n454,,2.71,,,,\n455,,2.83,,,,\n456,,,,,9.63,\n457,8.2,,,,,\n458,,,,,6.88,\n459,4.9,,,,,\n460,,3.21,,,,\n461,,,,39.9,,\n462,,,19.78,,,\n463,,,47.14,,,\n464,,,47.6,,,\n465,,,,27.32,,\n466,,,,31.12,,\n467,,1.39,,,,\n468,7.37,,,,,\n469,,1.2,,,,\n470,,,,24.6,,\n471,,,,47.89,,\n472,,,,,71.15,\n473,,,,236.12,,\n474,32.2,,,,,\n475,27.49,,,,,\n476,21.98,,,,,\n477,,4.07,,,,\n478,,4.47,,,,\n479,,,,58.22,,\n480,,,,86.7,,\n481,,,47.07,,,\n482,17.25,,,,,\n483,,,,,,3.69\n484,,,,147.38,,\n485,20.83,,,,,\n486,,,110.02,,,\n487,,,,,148.16,\n488,,,205.07,,,\n489,63.68,,,,,\n490,65.56,12.85,33.92,48.14,14.22,12.98\n491,,17.91,,,,\n492,40.1,,,,,\n493,,,,38.86,,\n494,,6.08,,,,\n495,21.56,,,,,\n496,,,,,,12.28\n497,,,30.58,,,\n498,,,,,,10.56\n499,5.92,,,,,\n500,,,,,,6.42\n501,,,,,42.66,\n502,,,,,,10.54\n503,,,,,11.84,\n504,,,16.37,,,\n505,,,,,,18.6\n506,,,,49.44,,\n507,,,,,5.43,\n508,,,43.1,,,\n509,,,39.13,,,\n510,,,,,,10.44\n511,,5.32,,,,\n512,,,20.29,,,\n513,,,,,,10.23\n514,,5.39,,,,\n515,,,,29.97,,\n516,7.79,,,,,\n517,,,,33.65,,\n518,,4.95,,,,\n519,6.67,,,,,\n520,,5.66,,,,\n521,18.98,4.28,16.94,24.4,7.46,16.45\n522,,,,,,16.49\n523,,,22.34,,,\n524,23.52,3.06,23.22,31.21,7.99,17.03\n525,,,,,,15.62\n526,,,,68.3,,\n527,,,,156.25,,\n528,53.08,,,,,\n529,,,35.01,,,\n530,,,,,,7.35\n531,,,71.24,,,\n532,,4.7,,,,\n533,,,,81.21,,\n534,,,,,,11.55\n535,,,,,,11.5\n536,,,,,,10.76\n537,,3.36,,,,\n538,,3.16,,,,\n539,,,212.61,,,\n540,,,244.44,,,\n541,,,,,106.98,\n542,,,26.26,,,\n543,,,,41.95,,\n544,,,,206.24,,\n545,,,33.06,,,\n546,,4.67,,,,\n547,,,19.6,,,\n548,,,28.81,,,\n549,,,,,15.39,\n550,,,,,100.21,\n551,,,,,152.64,\n552,,,131.82,,,\n553,,,,,,1.14\n554,,,86.04,,,\n555,47.55,,,,,\n556,,,,131.65,,\n557,,,,,,6.74\n558,,,,,7.43,\n559,,,24.83,,,\n560,,,,20.86,,\n561,,4.06,,,,\n562,,,17.08,,,\n563,,,,,,15.66\n564,,,26.48,,,\n565,,,81.95,,,\n566,,11.14,,,,\n567,,14.84,,,,\n568,,14.26,,,,\n569,,,,269.01,,\n570,,,,,,0.52\n571,140.77,,,,,\n572,,,,80.43,,\n573,,,,,19.56,\n574,,,87.35,,,\n575,34.62,,,,,\n576,,,78.69,,,\n577,,,,,,1.56\n578,,3.52,,,,\n579,32.66,,,,,\n580,30.76,,,,,\n581,,,,,29.31,\n582,,,,,13.86,\n583,,,65.02,,,\n584,,,,,35.38,\n585,,4.62,,,,\n586,29.99,,,,,\n587,53.25,,,,,\n588,47.03,,,,,\n589,,,,21.03,,\n590,,,13.47,,,\n591,,,,,6.91,\n592,,,,,5.89,\n593,,,,26.87,,\n594,,,47.61,,,\n595,,5.72,,,,\n596,,,,22.4,,\n597,,,,,3.69,\n598,,,,,3.14,\n599,,3.28,,,,\n600,,,,,7.85,\n601,,,,,4.42,\n602,,3.43,,,,\n603,,3.42,,,,\n604,16.77,,,,,\n605,,,,,,19.83\n606,,,,24.03,,\n607,45.57,,,,,\n608,55.24,,,,,\n609,,,15.62,,,\n610,,,,,5.66,\n611,,,,19.15,,\n612,,,,,,22.77\n613,,,,,,22.42\n614,,,,,6.08,\n615,,1.34,,,,\n616,3.89,,,,,\n617,,,,,,33.32\n618,,,,32.4,,\n619,,,,,4.46,\n620,,,,,,19.47\n621,,,28.88,,,\n622,,,,,1.04,\n623,,,,,,29.77\n624,,,,13.43,,\n625,,,,,0.63,\n626,,,,21.49,,\n627,,,,,,15.9\n628,,,,,,6.6\n629,,,58.59,,,\n630,,,,,,33.66\n631,26.13,,,,,\n632,,,,,,41.23\n633,,2.18,,,,\n634,,,17.6,,,\n635,,,,28.22,,\n636,,2.1,,,,\n637,,,,,56.46,\n638,,,62.68,,,\n639,40.85,,,,,\n640,,1.87,,,,\n641,,,14.06,,,\n642,,,,16.14,,\n643,5.02,1.73,19.42,20.48,1.07,31.73\n644,,1.81,,,,\n645,,,142.31,,,\n646,,,24.79,,,\n647,,,,27.24,,\n648,,,15.42,,,\n649,,,19.75,,,\n650,,,,,6.88,\n651,,,49.77,,,\n652,,,52.9,,,\n653,,,,39.61,,\n654,,,,38.22,,\n655,,1.32,,,,\n656,,,,24.53,,\n657,,,16.12,,,\n658,,,16.23,,,\n659,2.65,,,,,\n660,,1.43,,,,\n661,,,,,1.58,\n662,,,,,0.57,\n663,,,,,0.48,\n664,1.8,,,,,\n665,,,,,4.13,\n666,1.08,,,,,\n667,,,,,,17.5\n668,,,,29.36,,\n669,,,18.18,,,\n670,4.22,,,,,\n671,,,,,9.48,\n672,6.39,,,,,\n673,,,,21.17,,\n674,,,,,,27.47\n675,,,,,,29.8\n676,3.48,,,,,\n677,,,,23.48,,\n678,,1.68,,,,\n679,,,,,,20.34\n680,,,,9.33,,\n681,,,6.21,,,\n682,,,8.3,,,\n683,,,11.5,,,\n684,4.0,,,,,\n685,,,,22.41,,\n686,,,,,5.04,\n687,,,,21.76,,\n688,,1.83,,,,\n689,,,,,4.64,\n690,3.67,,,,,\n691,,2.43,,,,\n692,,,8.03,,,\n693,,,,,0.4,\n694,,,12.54,,,\n695,,,,19.46,,\n696,,,,13.62,,\n697,,,,,5.49,\n698,,,,18.0,,\n699,,,,43.71,,\n700,,,,29.64,,\n701,,,,,,24.77\n702,,3.54,,,,\n703,18.59,,,,,\n704,,,,,,7.81\n705,25.56,,,,,\n706,,,,,1.28,\n707,14.38,,,,,\n708,,,,,9.35,\n709,,,,,42.57,\n710,18.53,,,,,\n711,,,30.9,,,\n712,,2.87,,,,\n713,,,24.32,,,\n714,,,,,5.58,\n715,25.25,,,,,\n716,31.96,4.51,36.84,46.1,9.26,26.63\n717,,,,,10.07,\n718,,4.13,,,,\n719,,,,43.62,,\n720,,,,56.81,,\n721,,6.33,,,,\n722,35.95,,,,,\n723,,6.79,,,,\n724,66.81,,,,,\n725,,,,,3.66,\n726,44.71,,,,,\n727,,,,,1.15,\n728,,,,18.67,,\n729,,,,32.03,,\n730,,,,21.67,,\n731,15.33,,,,,\n732,,,35.79,,,\n733,14.5,,,,,\n734,,,63.12,,,\n735,,,,,10.18,\n736,,2.37,,,,\n737,,,44.63,,,\n738,,1.79,,,,\n739,,,,,,13.33\n740,,,27.67,,,\n741,,,,,9.25,\n742,,,,,,25.48\n743,,,,,,37.11\n744,,3.74,,,,\n745,,,,22.01,,\n746,,,17.97,,,\n747,,,,,,41.98\n748,,,,139.12,,\n749,,,,,72.34,\n750,,,48.91,,,\n751,,,70.27,,,\n752,25.3,,,,,\n753,,,,,9.16,\n754,,,26.54,,,\n755,25.95,,,,,\n756,31.81,,,,,\n757,,4.08,,,,\n758,33.63,,,,,\n759,,2.95,,,,\n760,,2.57,,,,\n761,,2.24,,,,\n762,,,46.87,,,\n763,,,,,,1.54\n764,,,,307.89,,\n765,,,,,83.76,\n766,,,,,,32.44\n767,5.46,,,,,\n768,,,,95.49,,\n769,,,,,72.56,\n770,,,,,,17.77\n771,,,,29.09,,\n772,,,,,5.43,\n773,,,,,,37.36\n774,,,,,,33.5\n775,,2.22,,,,\n776,,,10.67,,,\n777,,1.14,,,,\n778,,,6.91,,,\n779,,,,,0.48,\n780,,0.97,,,,\n781,5.25,,,,,\n782,4.98,,,,,\n783,,0.89,,,,\n784,,,,,,33.09\n785,,,,24.67,,\n786,,,,15.22,,\n787,,,,14.29,,\n788,,,,,,41.39\n789,,,,33.81,,\n790,,,19.93,,,\n791,,,20.33,,,\n792,,,,,7.54,\n793,,1.46,,,,\n794,,,21.29,,,\n795,,,18.53,,,\n796,,,,,2.61,\n797,,,,,2.31,\n798,1.95,,,,,\n799,,,,,4.81,\n800,,,,,,7.48\n801,,,,,,6.07\n802,,,,75.61,,\n803,,,47.09,,,\n804,,,94.99,,,\n805,,,,,70.38,\n806,,,38.09,,,\n807,,8.77,,,,\n808,,,,19.4,,\n809,,2.82,,,,\n810,,,,51.19,,\n811,,,33.67,,,\n812,,,,,,30.86\n813,,,22.76,,,\n814,,,22.76,,,\n815,,,,,,13.53\n816,,,,,1.74,\n817,,,,,,8.03\n818,17.25,,,,,\n819,21.57,,,,,\n820,29.83,,,,,\n821,,1.8,,,,\n822,,,12.13,,,\n823,,,,,,34.63\n824,,1.85,,,,\n825,,,,,5.27,\n826,,,,33.72,,\n827,25.71,,,,,\n828,31.13,2.09,31.2,36.31,5.1,18.44\n829,,2.03,,,,\n830,,,33.22,,,\n831,,1.27,,,,\n832,,,,,2.55,\n833,,,,,11.34,\n834,,,,,6.6,\n835,,,14.18,,,\n836,,,9.18,,,\n837,,,10.97,,,\n838,,,,,3.3,\n839,,,,,4.39,\n840,,,,15.66,,\n841,,0.85,,,,\n842,,1.49,,,,\n843,,,42.95,,,\n844,5.58,,,,,\n845,,,20.68,,,\n846,,,,,,22.71\n847,,,,10.99,,\n848,,,8.83,,,\n849,,0.91,,,,\n850,,,,,2.5,\n851,,,,37.37,,\n852,,,62.58,,,\n853,,,,,,2.87\n854,,,,,,3.59\n855,,,,66.74,,\n856,,,,,5.74,\n857,,,,19.8,,\n858,19.56,,,,,\n859,,,,,2.79,\n860,,,,9.86,,\n861,14.52,,,,,\n862,,,,,7.07,\n863,,,,,,20.16\n864,45.08,,,,,\n865,38.98,,,,,\n866,,,,46.69,,\n867,,,,,4.64,\n868,,,,,,28.36\n869,,,15.48,,,\n870,,,,,2.87,\n871,,,,,,20.38\n872,,,,16.69,,\n873,,,,9.04,,\n874,,1.48,,,,\n875,,1.43,,,,\n876,,,26.15,,,\n877,,1.55,,,,\n878,,,,,11.53,\n879,,,,30.69,,\n880,,,13.46,,,\n881,,,,20.07,,\n882,,,12.5,,,\n883,,,,23.7,,\n884,,,27.61,,,\n885,,,,30.91,,\n886,,,,,,20.92\n887,18.21,,,,,\n888,,,61.19,,,\n889,,,,,,22.65\n890,11.68,,,,,\n891,,1.18,,,,\n892,,,,,,38.62\n893,,,,,9.18,\n894,,,,,,38.03\n895,,1.05,,,,\n896,3.34,,,,,\n897,,,,,10.4,\n898,,,,28.48,,\n899,,10.31,,,,\n900,,,,,,41.44\n901,,,,21.84,,\n902,,,,24.24,,\n903,,,,22.27,,\n904,37.62,,,,,\n905,,3.52,,,,\n906,,,,35.74,,\n907,,,,31.76,,\n908,,,,,8.09,\n909,,1.8,,,,\n910,,,,,,30.58\n911,,,,,,29.76\n912,,,,16.82,,\n913,,,,12.84,,\n914,4.31,,,,,\n915,,,,,4.07,\n916,,,,,3.98,\n917,,,,,,30.87\n918,1.68,,,,,\n919,,,,,7.61,\n920,,,,,9.23,\n921,,,,26.56,,\n922,,,15.69,,,\n923,,2.26,,,,\n924,,,60.54,,,\n925,,,81.31,,,\n926,31.25,,,,,\n927,,,,,34.89,\n928,,,,,61.06,\n929,,,,,39.07,\n930,,,,129.3,,\n931,,,44.12,,,\n932,,1.97,,,,\n933,,,,31.69,,\n934,,,,,,18.78\n935,21.18,,,,,\n936,,,,206.97,,\n937,,,,,,20.06\n938,45.48,,,,,\n939,39.63,,,,,\n940,29.74,,,,,\n941,,,,,,38.16\n942,,,12.46,,,\n943,,2.33,,,,\n944,,,,16.65,,\n945,,,13.34,,,\n946,8.47,,,,,\n947,,,,,,25.88\n948,,2.65,,,,\n949,,,,,7.41,\n950,59.86,,,,,\n951,43.43,,,,,\n952,,,37.98,,,\n953,36.14,,,,,\n954,35.65,,,,,\n955,,,,,,22.91\n956,,,,42.43,,\n957,35.54,,,,,\n958,,,,,,11.11\n959,34.53,,,,,\n960,,2.54,,,,\n961,,,50.0,,,\n962,,2.36,,,,\n963,,,,70.84,,\n964,,2.52,,,,\n965,20.57,,,,,\n966,,,,,18.38,\n967,,2.74,,,,\n968,,,15.9,,,\n969,40.26,2.26,14.29,20.98,6.69,41.36\n970,,1.93,,,,\n971,,,13.28,,,\n972,,,19.83,,,\n973,,,,,7.02,\n974,,,,53.08,,\n975,,,44.54,,,\n976,,,,,,15.32\n977,,,,,5.64,\n978,,,,,4.87,\n979,,,,,,23.5\n980,9.67,,,,,\n981,14.58,,,,,\n982,,2.0,,,,\n983,,,,,,8.67\n984,,,,67.46,,\n985,,2.13,,,,\n986,,,,,46.86,\n987,,,,,29.41,\n988,,,,32.39,,\n989,,,,28.79,,\n990,,3.64,,,,\n991,51.66,4.53,9.49,15.17,5.68,41.4\n992,,,10.18,,,\n993,,,,,,42.64\n994,,,,22.84,,\n995,41.5,,,,,\n996,,,23.92,,,\n997,,2.77,,,,\n998,,,,,,31.65\n999,,,,,4.92,\n1000,,,,,,37.15\n1001,,,,,6.98,\n1002,,,20.11,,,\n1003,,,,23.52,,\n1004,,,,,,38.98\n1005,,,17.25,,,\n1006,,,,,,29.51\n1007,,,,,3.78,\n1008,,,,18.67,,\n1009,,1.78,,,,\n1010,,1.9,,,,\n1011,11.17,,,,,\n1012,,,,,5.92,\n1013,,,,,7.69,\n1014,,2.48,,,,\n1015,,,,,8.12,\n1016,13.77,,,,,\n1017,11.39,,,,,\n1018,,,,,7.27,\n1019,,1.92,,,,\n1020,,,14.36,,,\n1021,,,15.4,,,\n1022,,1.99,,,,\n1023,,,,23.21,,\n1024,1.7,,,,,\n1025,1.89,,,,,\n1026,,,,,6.82,\n1027,,,,,5.27,\n1028,,,,,4.36,\n1029,7.72,,,,,\n1030,,,,,,21.98\n1031,,,,24.5,,\n1032,,1.27,,,,\n1033,,,,48.9,,\n1034,,,,,13.2,\n1035,,2.59,,,,\n1036,22.96,,,,,\n1037,,,,,5.92,\n1038,,2.78,,,,\n1039,,2.14,,,,\n1040,,,,,,40.42\n1041,,,11.64,,,\n1042,,,13.78,,,\n1043,,,,16.89,,\n1044,,,,26.16,,\n1045,3.42,,,,,\n1046,,,,42.64,,\n1047,,,,,6.91,\n1048,,,,23.22,,\n1049,,,21.21,,,\n1050,,,24.2,,,\n1051,6.33,,,,,\n1052,,,25.51,,,\n1053,6.61,,,,,\n1054,,,,,7.1,\n1055,5.69,,,,,\n1056,,1.57,,,,\n1057,,1.75,,,,\n1058,,2.24,,,,\n1059,7.56,,,,,\n1060,14.16,,,,,\n1061,,,,,,37.73\n1062,,,8.59,,,\n1063,,,,12.9,,\n1064,,2.1,,,,\n1065,,2.08,,,,\n1066,5.62,,,,,\n1067,,,,,,42.98\n1068,,,,,7.53,\n1069,2.35,,,,,\n1070,1.64,,,,,\n1071,,,,85.2,,\n1072,,,,,,3.45\n1073,,2.54,,,,\n1074,,,,116.56,,\n1075,,,,75.38,,\n1076,,1.76,,,,\n1077,,,26.29,,,\n1078,,,,,,26.78\n1079,,,19.37,,,\n1080,,,19.59,,,\n1081,,,,17.51,,\n1082,,,,,,27.51\n1083,,,13.83,,,\n1084,11.18,,,,,\n1085,14.03,1.98,13.57,20.88,7.32,31.82\n1086,,,,24.9,,\n1087,,,,,,34.54\n1088,14.88,,,,,\n1089,,,,23.73,,\n1090,,2.45,,,,\n1091,,,,,7.67,\n1092,,,,,10.5,\n1093,,,,,,25.12\n1094,,2.23,,,,\n1095,1.75,,,,,\n1096,,,,,6.54,\n1097,,,,,5.99,\n1098,,,41.82,,,\n1099,,,36.32,,,\n1100,,1.4,,,,\n1101,,,,,,9.64\n1102,,1.67,,,,\n1103,,1.82,,,,\n1104,33.55,2.24,27.05,40.39,13.34,20.98\n1105,,,,,,37.87\n1106,,,11.76,,,\n1107,,,,,,41.42\n1108,22.35,,,,,\n1109,,1.64,,,,\n1110,,1.88,,,,\n1111,,,,,8.01,\n1112,,,12.98,,,\n1113,,,,20.21,,\n1114,,,14.75,,,\n1115,,,,43.78,,\n1116,,,,162.28,,\n1117,,,,,,2.6\n1118,48.78,,,,,\n1119,,2.87,,,,\n1120,,,98.36,,,\n1121,,,,134.69,,\n1122,,,63.28,,,\n1123,,,,108.45,,\n1124,,,,,43.26,\n1125,20.03,,,,,\n1126,,,,,58.33,\n1127,,1.61,,,,\n1128,,,15.01,,,\n1129,,,,,8.47,\n1130,,,12.72,,,\n1131,,,,,,37.92\n1132,,,,,9.67,\n1133,4.38,,,,,\n1134,,,,23.79,,\n1135,,,,,7.57,\n1136,,,,,8.16,\n1137,,,,,,36.49\n1138,,,,26.45,,\n1139,,2.57,,,,\n1140,,,9.58,,,\n1141,,,,11.64,,\n1142,2.61,,,,,\n1143,,,,,,36.28\n1144,,1.22,,,,\n1145,,1.11,,,,\n1146,,,,,8.72,\n1147,10.39,,,,,\n1148,,,,,,31.22\n1149,,,,,19.41,\n1150,,,,27.09,,\n1151,18.08,,,,,\n1152,,,,20.6,,\n1153,,,17.35,,,\n1154,,2.06,,,,\n1155,,2.24,,,,\n1156,23.8,,,,,\n1157,,2.48,,,,\n1158,,2.12,,,,\n1159,21.95,,,,,\n1160,,3.9,,,,\n1161,,,16.16,,,\n1162,,,,19.4,,\n1163,,2.16,,,,\n1164,23.36,,,,,\n1165,,,15.78,,,\n1166,,,,,,23.29\n1167,,,,,,19.08\n1168,,,14.54,,,\n1169,,1.57,,,,\n1170,,,16.05,,,\n1171,,1.62,,,,\n1172,15.31,,,,,\n1173,,,27.01,,,\n1174,,,,29.7,,\n1175,,,,,5.61,\n1176,,1.58,,,,\n1177,,1.6,,,,\n1178,,1.46,,,,\n1179,,1.61,,,,\n1180,,,14.86,,,\n1181,,,,,4.22,\n1182,,,,,,25.27\n1183,,,,,6.33,\n1184,,,,,6.62,\n1185,,,,,,14.5\n1186,,,,,,10.58\n1187,,,,,,21.67\n1188,,,,25.47,,\n1189,,,,,8.59,\n1190,,,14.24,,,\n1191,,,,,,42.56\n1192,,,16.26,,,\n1193,,,,,8.33,\n1194,,,,46.9,,\n1195,,,18.27,,,\n1196,,,,,5.61,\n1197,,,12.03,,,\n1198,,1.44,,,,\n1199,,,,,6.7,\n1200,,,,47.69,,\n1201,,,,,7.84,\n1202,,,,,12.49,\n1203,,,,,,41.67\n1204,,,,,6.57,\n1205,,,9.31,,,\n1206,,,,,,44.44\n1207,,1.28,,,,\n1208,,,21.08,,,\n1209,,,27.66,,,\n1210,,,,,,21.23\n1211,12.72,,,,,\n1212,,,,24.98,,\n1213,,,,,,34.68\n1214,,,,,6.32,\n1215,,,,,,53.68\n1216,,,11.06,,,\n1217,,,,19.11,,\n1218,,,,,10.47,\n1219,,,15.02,,,\n1220,,,,,7.26,\n1221,,0.99,,,,\n1222,,,,,,10.36\n1223,43.89,2.13,132.34,241.36,109.03,3.79\n1224,,2.04,,,,\n1225,,,,220.24,,\n1226,77.31,,,,,\n1227,82.04,,,,,\n1228,,,,,,2.64\n1229,,,,,,2.98\n1230,,,,,,3.96\n1231,,,,,,7.08\n1232,,,,,,8.29\n1233,,,42.66,,,\n1234,,,,66.72,,\n1235,,,,,,40.96\n1236,,,,,,49.9\n1237,,,,,5.9,\n1238,40.29,,,,,\n1239,,,,,,67.65\n1240,,,10.5,,,\n1241,,,,,5.67,\n1242,,,,,,60.01\n1243,,,15.01,,,\n1244,,,,,,50.83\n1245,,,15.43,,,\n1246,,,,21.03,,\n1247,,,,36.29,,\n1248,,2.12,,,,\n1249,,,,41.28,,\n1250,14.34,,,,,\n1251,,,,,,4.3\n1252,,,48.52,,,\n1253,22.16,,,,,\n1254,,,10.38,,,\n1255,,,,,,22.64\n1256,,,,,4.29,\n1257,,,,,12.11,\n1258,,,23.95,,,\n1259,9.56,,,,,\n1260,,,,,,30.92\n1261,10.07,,,,,\n1262,,2.32,,,,\n1263,7.49,,,,,\n1264,,,,14.38,,\n1265,,,,15.72,,\n1266,,,,20.27,,\n1267,9.18,,,,,\n1268,,,15.6,,,\n1269,,,,,,28.42\n1270,,,,,,26.94\n1271,,,31.41,,,\n1272,8.35,,,,,\n1273,,,38.37,,,\n1274,,1.76,,,,\n1275,,,,,,27.24\n1276,,,,,,24.48\n1277,,1.78,,,,\n1278,,,,,,28.49\n1279,6.6,,,,,\n1280,11.55,,,,,\n1281,,1.72,,,,\n1282,,,,19.59,,\n1283,8.03,,,,,\n1284,,,,,,28.96\n1285,,,,,4.35,\n1286,,,12.15,,,\n1287,6.84,,,,,\n1288,,,10.81,,,\n1289,,,,,6.49,\n1290,,,,22.69,,\n1291,,,37.37,,,\n1292,,2.01,,,,\n1293,,1.89,,,,\n1294,,,24.59,,,\n1295,,,21.97,,,\n1296,6.27,,,,,\n1297,,,17.42,,,\n1298,7.03,,,,,\n1299,,1.81,,,,\n1300,,1.86,,,,\n1301,5.46,,,,,\n1302,14.38,,,,,\n1303,,,,,4.26,\n1304,,2.17,,,,\n1305,,,,,3.7,\n1306,,,,,4.01,\n1307,,,,,,39.21\n1308,,,14.22,,,\n1309,,2.4,,,,\n1310,,,,,,21.67\n1311,,,64.85,,,\n1312,,,,,2.13,\n1313,5.85,,,,,\n1314,,,,,,20.29\n1315,,,,,3.43,\n1316,,2.33,,,,\n1317,,,31.41,,,\n1318,,,,,,21.56\n1319,,,18.33,,,\n1320,,,,21.39,,\n1321,,,15.2,,,\n1322,,,,,8.41,\n1323,,,,14.1,,\n1324,,,11.95,,,\n1325,,2.23,,,,\n1326,,,,,6.16,\n1327,,,51.31,,,\n1328,,2.26,,,,\n1329,,,,28.97,,\n1330,20.25,,,,,\n1331,,1.92,,,,\n1332,20.07,,,,,\n1333,,,,,4.91,\n1334,,,14.21,,,\n1335,,,12.94,,,\n1336,,,,,4.61,\n1337,,,,,5.99,\n1338,17.1,,,,,\n1339,,,,,10.93,\n1340,,,34.68,,,\n1341,,,,29.12,,\n1342,,,,,3.19,\n1343,,2.06,,,,\n1344,,,,,,16.98\n1345,,1.95,,,,\n1346,,,30.68,,,\n1347,,,,,,13.6\n1348,,1.89,,,,\n1349,,,12.05,,,\n1350,,,,,4.06,\n1351,,,14.72,,,\n1352,,,,,4.49,\n1353,,,,32.37,,\n1354,,,18.92,,,\n1355,,,25.65,,,\n1356,,,,,,36.14\n1357,17.56,,,,,\n1358,,,,,,44.26\n1359,,,,,5.75,\n1360,,,66.66,,,\n1361,,2.08,,,,\n1362,,2.13,,,,\n1363,,,,,63.38,\n1364,,,,97.07,,\n1365,,,,67.15,,\n1366,,,,,,3.93\n1367,,,60.26,,,\n1368,,1.8,,,,\n1369,,,,,21.91,\n1370,,,,,,28.62\n1371,,,16.86,,,\n1372,,,,,3.74,\n1373,25.84,,,,,\n1374,,,,,5.06,\n1375,,,,18.23,,\n1376,,,,19.68,,\n1377,,,,,6.94,\n1378,,,21.72,,,\n1379,,,,,3.0,\n1380,,2.88,,,,\n1381,,2.86,,,,\n1382,,,,,3.69,\n1383,,2.6,,,,\n1384,,,30.45,,,\n1385,,,,60.64,,\n1386,,,50.6,,,\n1387,,,,,11.78,\n1388,,,,,28.1,\n1389,,,,42.14,,\n1390,38.86,,,,,\n1391,,,,,,31.66\n1392,,,,19.42,,\n1393,,,13.65,,,\n1394,,1.99,,,,\n1395,,,11.87,,,\n1396,,,,23.25,,\n1397,,,,16.68,,\n1398,,2.6,,,,\n1399,,,36.48,,,\n1400,18.52,,,,,\n1401,,,,81.08,,\n1402,,,,59.2,,\n1403,12.13,,,,,\n1404,8.85,,,,,\n1405,,,,,,22.22\n1406,,2.27,,,,\n1407,,,,,,3.95\n1408,,,,,16.27,\n1409,12.16,,,,,\n1410,18.24,,,,,\n1411,,2.22,,,,\n1412,11.76,,,,,\n1413,,,,26.55,,\n1414,,,,25.57,,\n1415,,,9.17,,,\n1416,,1.89,,,,\n1417,,,,18.78,,\n1418,,,8.99,,,\n1419,,,,16.12,,\n1420,9.29,,,,,\n1421,,,43.53,,,\n1422,,,,,,23.8\n1423,,,,,,31.64\n1424,,,,20.93,,\n1425,,,13.68,,,\n1426,,,,,,28.81\n1427,,,,,,37.84\n1428,,,,,,40.66\n1429,,,,,1.96,\n1430,,,,,,28.52\n1431,,,,,2.44,\n1432,,,,,,26.54\n1433,,,,,7.02,\n1434,16.42,,,,,\n1435,,,11.81,,,\n1436,,,14.15,,,\n1437,,,,,,44.94\n1438,,,,,,48.05\n1439,,2.1,,,,\n1440,,,,,,65.29\n1441,,2.0,,,,\n1442,,2.26,,,,\n1443,,2.21,,,,\n1444,,,,23.16,,\n1445,,,22.93,,,\n1446,,,,23.89,,\n1447,,,,,,35.93\n1448,16.51,,,,,\n1449,,,,50.97,,\n1450,,,29.64,,,\n1451,,,8.72,,,\n1452,,,,,,34.46\n1453,,,,9.96,,\n1454,13.72,,,,,\n1455,13.03,,,,,\n1456,10.83,,,,,\n1457,,,,,,36.24\n1458,,1.63,,,,\n1459,,,,,,53.25\n1460,,,,,,38.35\n1461,,1.82,,,,\n1462,,,,,,27.78\n1463,26.5,,,,,\n1464,,,,,,30.05\n1465,,1.87,,,,\n1466,,,47.32,,,\n1467,15.7,,,,,\n1468,,,32.61,,,\n1469,11.21,,,,,\n1470,,,,,,32.68\n1471,,,,,,38.77\n1472,7.77,,,,,\n1473,14.82,,,,,\n1474,,,,,,36.13\n1475,,,,11.64,,\n1476,,,,36.76,,\n1477,11.67,,,,,\n1478,,1.36,,,,\n1479,16.38,,,,,\n1480,,,15.68,,,\n1481,,1.35,,,,\n1482,19.96,,,,,\n1483,,,,27.23,,\n1484,,,25.59,,,\n1485,,1.47,,,,\n1486,,,,,5.53,\n1487,12.94,,,,,\n1488,,,27.92,,,\n1489,19.15,,,,,\n1490,,,,,,12.67\n1491,,,,,8.4,\n1492,,,,,,10.96\n1493,,1.53,,,,\n1494,,,,,,22.46\n1495,6.67,,,,,\n1496,,,,,,40.34\n1497,,,13.68,,,\n1498,,,,,,57.95\n1499,,,,,6.88,\n1500,,,,13.92,,\n1501,,,,17.66,,\n1502,,,,,2.91,\n1503,4.6,,,,,\n1504,,,,24.91,,\n1505,,,9.62,,,\n1506,3.56,,,,,\n1507,,2.29,,,,\n1508,,,,13.26,,\n1509,,,,22.13,,\n1510,,,16.89,,,\n1511,3.58,,,,,\n1512,,,,26.78,,\n1513,,,19.21,,,\n1514,,,,,3.78,\n1515,,,,14.49,,\n1516,,1.76,,,,\n1517,,,,,,47.88\n1518,13.1,,,,,\n1519,,,,,8.54,\n1520,,,16.23,,,\n1521,,,70.98,,,\n1522,,,,,11.5,\n1523,,,,,20.8,\n1524,,,,63.19,,\n1525,,,7.22,,,\n1526,,,9.96,,,\n1527,15.82,,,,,\n1528,,,,18.63,,\n1529,13.28,,,,,\n1530,10.9,,,,,\n1531,,2.27,,,,\n1532,,,25.8,,,\n1533,,,,,,38.56\n1534,,,,,,38.65\n1535,,,,,3.21,\n1536,24.4,,,,,\n1537,,,,,1.42,\n1538,,,,,,57.05\n1539,,,17.51,,,\n1540,3.13,,,,,\n1541,,,18.97,,,\n1542,,2.68,,,,\n1543,,,,,,32.21\n1544,,,,,2.12,\n1545,,,,8.3,,\n1546,,,,,2.42,\n1547,,,,19.13,,\n1548,6.89,,,,,\n1549,7.36,,,,,\n1550,,,,,4.03,\n1551,13.67,,,,,\n1552,,,,,60.68,\n1553,,,,,89.95,\n1554,,2.29,,,,\n1555,,,,33.06,,\n1556,,,16.24,,,\n1557,,,,,,37.69\n1558,,,13.32,,,\n1559,,,,,4.51,\n1560,,,,26.8,,\n1561,,2.2,,,,\n1562,,,7.26,,,\n1563,,,,15.32,,\n1564,,,,15.66,,\n1565,,,9.64,,,\n1566,,,,,,65.58\n1567,,2.48,,,,\n1568,,,,16.08,,\n1569,,,12.25,,,\n1570,,,,,5.04,\n1571,,,77.33,,,\n1572,,,86.37,,,\n1573,,,,,5.37,\n1574,,,,29.05,,\n1575,,,6.76,,,\n1576,13.79,,,,,\n1577,10.26,,,,,\n1578,,3.26,,,,\n1579,,,,49.82,,\n1580,,,,,13.05,\n1581,,,,29.46,,\n1582,,,,23.3,,\n1583,,,,20.6,,\n1584,,,,16.88,,\n1585,,,,,6.18,\n1586,11.66,,,,,\n1587,,,,,5.74,\n1588,,,35.86,,,\n1589,,,,,7.12,\n1590,,3.25,,,,\n1591,,3.09,,,,\n1592,,,,,5.14,\n1593,28.67,,,,,\n1594,25.08,,,,,\n1595,,,,,9.48,\n1596,,,,,,10.37\n1597,,3.07,,,,\n1598,,,,,,14.98\n1599,,,,,,26.24\n1600,,,32.38,,,\n1601,,2.97,,,,\n1602,,,18.31,,,\n1603,,,18.18,,,\n1604,,,,28.41,,\n1605,,2.92,,,,\n1606,16.64,,,,,\n1607,13.81,,,,,\n1608,,,29.1,,,\n1609,,,26.97,,,\n1610,,,,,,37.77\n1611,,,,,7.53,\n1612,5.3,,,,,\n1613,,3.41,,,,\n1614,,,9.49,,,\n1615,,,,,6.98,\n1616,,,14.99,,,\n1617,,3.08,,,,\n1618,9.24,,,,,\n1619,,,11.81,,,\n1620,,,11.01,,,\n1621,,,,,9.72,\n1622,8.31,3.22,14.45,22.86,8.41,54.67\n1623,11.28,,,,,\n1624,,,,,6.7,\n1625,,,,,,37.95\n1626,,,,,7.17,\n1627,,,,15.8,,\n1628,,,,18.28,,\n1629,,,,18.33,,\n1630,,3.77,,,,\n1631,,,,,10.48,\n1632,,,,45.02,,\n1633,,,,,,8.48\n1634,,,40.92,,,\n1635,,,,,14.64,\n1636,19.31,3.39,17.74,28.01,10.27,37.38\n1637,,,,,7.88,\n1638,,,9.06,,,\n1639,,2.92,,,,\n1640,,,9.03,,,\n1641,,,,,6.08,\n1642,,,,,,60.04\n1643,,,9.66,,,\n1644,,3.45,,,,\n1645,,,14.27,,,\n1646,,,,,9.61,\n1647,,,,,,63.9\n1648,,,,,,39.08\n1649,,3.44,,,,\n1650,,,,37.94,,\n1651,,,,61.73,,\n1652,,,,,10.38,\n1653,,,,,,41.8\n1654,,,,,9.07,\n1655,,,9.8,,,\n1656,,3.54,,,,\n1657,,,,,6.4,\n1658,,,9.57,,,\n1659,,,9.86,,,\n1660,,,,,,63.24\n1661,9.43,,,,,\n1662,,,13.12,,,\n1663,,,,,6.56,\n1664,,,10.93,,,\n1665,,,,,7.06,\n1666,,,,,6.21,\n1667,,2.55,,,,\n1668,,,,,5.88,\n1669,,,,23.03,,\n1670,,,16.2,,,\n1671,,,,,6.33,\n1672,14.6,,,,,\n1673,,,11.08,,,\n1674,,,,,5.13,\n1675,,2.96,,,,\n1676,,2.99,,,,\n1677,,,,,5.22,\n1678,,,,,,43.84\n1679,,3.2,,,,\n1680,,3.13,,,,\n1681,,3.02,,,,\n1682,,,,,4.48,\n1683,,3.1,,,,\n1684,8.56,,,,,\n1685,,,,17.07,,\n1686,,,14.38,,,\n1687,,,,,5.7,\n1688,,,34.75,,,\n1689,,3.45,,,,\n1690,,,17.0,,,\n1691,,,,,,67.04\n1692,,,,,,79.8\n1693,13.3,,,,,\n1694,,,,13.89,,\n1695,,2.99,,,,\n1696,,,,,,119.09\n1697,14.06,,,,,\n1698,,,,14.93,,\n1699,,,13.26,,,\n1700,,,,,6.2,\n1701,,,,,5.45,\n1702,10.24,,,,,\n1703,,,,,,9.4\n1704,,,90.3,,,\n1705,,,,177.02,,\n1706,,4.21,,,,\n1707,,,,,21.08,\n1708,,4.1,,,,\n1709,,,,,4.25,\n1710,18.12,,,,,\n1711,,,56.56,,,\n1712,19.32,,,,,\n1713,,3.96,,,,\n1714,,,,,8.39,\n1715,,,,,8.0,\n1716,11.58,,,,,\n1717,12.38,,,,,\n1718,,,,,5.81,\n1719,13.87,,,,,\n1720,,,,,,133.31\n1721,13.17,,,,,\n1722,,,,,5.64,\n1723,,,,,,127.64\n1724,,4.07,,,,\n1725,,,,,5.31,\n1726,,,,,5.3,\n1727,,,,73.27,,\n1728,,,97.89,,,\n1729,,,,,52.94,\n1730,,,95.2,,,\n1731,,,,85.78,,\n1732,,,,61.69,,\n1733,15.36,,,,,\n1734,,4.52,,,,\n1735,,,,,13.2,\n1736,,,15.95,,,\n1737,,,,,6.1,\n1738,,,,,,93.65\n1739,,,,16.54,,\n1740,,,,17.2,,\n1741,,,,14.09,,\n1742,,,10.5,,,\n1743,,,,,,13.88\n1744,,5.1,,,,\n1745,,5.12,,,,\n1746,,,,24.23,,\n1747,,,,,14.0,\n1748,,4.68,,,,\n1749,,,,,,56.0\n1750,29.62,,,,,\n1751,,3.87,,,,\n1752,,,,,,70.39\n1753,,3.64,,,,\n1754,,,17.34,,,\n1755,,,,,,76.12\n1756,,3.81,,,,\n1757,,,,,6.05,\n1758,,,,,,95.39\n1759,,,16.84,,,\n1760,,4.07,,,,\n1761,,3.9,,,,\n1762,,3.99,,,,\n1763,,,,,6.4,\n1764,,4.21,,,,\n1765,,,,12.74,,\n1766,,4.58,,,,\n1767,,4.6,,,,\n1768,,,,,4.73,\n1769,,4.97,,,,\n1770,,,17.33,,,\n1771,,,,,6.38,\n1772,12.02,,,,,\n1773,,,9.74,,,\n1774,,,,13.41,,\n1775,,,8.73,,,\n1776,,4.01,,,,\n1777,,,,,,41.42\n1778,,,11.75,,,\n1779,,4.25,,,,\n1780,,,,,,40.16\n1781,,,,13.08,,\n1782,,,9.78,,,\n1783,,,,,,33.92\n1784,,4.58,,,,\n1785,,,,28.12,,\n1786,,,,,,36.46\n1787,9.94,,,,,\n1788,,3.58,,,,\n1789,,,,,4.84,\n1790,13.88,,,,,\n1791,,3.31,,,,\n1792,,,,,,65.65\n1793,,,,,,48.12\n1794,,,,,5.48,\n1795,,,,14.58,,\n1796,,,6.83,,,\n1797,6.48,,,,,\n1798,6.79,,,,,\n1799,,,,,5.61,\n1800,,,9.81,,,\n1801,,,9.55,,,\n1802,4.1,,,,,\n1803,,4.03,,,,\n1804,,,,,,48.46\n1805,,,,21.52,,\n1806,,,,,,44.43\n1807,,,,,,41.15\n1808,,,,,,42.76\n1809,,,,,,38.93\n1810,,,,20.26,,\n1811,,4.68,,,,\n1812,,,,,4.47,\n1813,,,,,4.78,\n1814,,,,,4.88,\n1815,,,,,5.41,\n1816,,,,15.29,,\n1817,,,,,4.91,\n1818,3.4,,,,,\n1819,,,7.76,,,\n1820,,5.28,,,,\n1821,3.62,,,,,\n1822,3.37,,,,,\n1823,,,11.78,,,\n1824,,,,,,93.99\n1825,,6.95,,,,\n1826,,,,24.22,,\n1827,,3.39,,,,\n1828,20.93,,,,,\n1829,,2.8,,,,\n1830,,,,21.46,,\n1831,,,,,5.19,\n1832,,,,45.27,,\n1833,,,,53.69,,\n1834,,,,45.52,,\n1835,,,,31.14,,\n1836,26.51,3.77,36.37,40.84,4.47,43.23\n1837,20.99,,,,,\n1838,21.48,,,,,\n1839,,,,,4.13,\n1840,,,,,4.11,\n1841,14.21,,,,,\n1842,,,,73.26,,\n1843,,,,,,29.82\n1844,,,,,,53.91\n1845,,,,,7.35,\n1846,20.9,,,,,\n1847,,,,,5.22,\n1848,,,,,6.39,\n1849,13.41,,,,,\n1850,10.22,,,,,\n1851,,,,,,114.29\n1852,,,,,6.15,\n1853,,3.43,,,,\n1854,41.11,,,,,\n1855,46.2,,,,,\n1856,35.92,,,,,\n1857,,,,28.87,,\n1858,26.21,,,,,\n1859,,,,,,48.72\n1860,,,,11.26,,\n1861,,,,,4.65,\n1862,21.32,,,,,\n1863,,,,,,33.9\n1864,,,,,,35.69\n1865,,,,25.4,,\n1866,,,,,,36.25\n1867,19.88,,,,,\n1868,,,17.28,,,\n1869,,,,,,67.47\n1870,,4.5,,,,\n1871,,,,,,68.59\n1872,21.56,,,,,\n1873,,,12.44,,,\n1874,,,,,6.78,\n1875,18.39,,,,,\n1876,,,,,,53.41\n1877,,,,24.88,,\n1878,21.45,,,,,\n1879,,,,,,45.07\n1880,,,20.42,,,\n1881,26.19,,,,,\n1882,,,,,4.81,\n1883,,,,,,45.88\n1884,16.5,,,,,\n1885,,,,,,50.11\n1886,33.34,,,,,\n1887,,,,,,52.29\n1888,,,10.71,,,\n1889,20.31,,,,,\n1890,,,,,6.18,\n1891,,2.64,,,,\n1892,,,,17.06,,\n1893,,,,,7.72,\n1894,,,,,,57.04\n1895,,,,19.94,,\n1896,12.28,,,,,\n1897,,2.69,,,,\n1898,,,,24.37,,\n1899,,,,,,41.04\n1900,,,,,5.7,\n1901,,,,,,39.82\n1902,,,,,4.4,\n1903,,,,,4.19,\n1904,,,5.41,,,\n1905,,,,20.58,,\n1906,,,,18.27,,\n1907,,,,,,50.88\n1908,,3.3,,,,\n1909,,3.06,,,,\n1910,,,,,,41.87\n1911,,2.91,,,,\n1912,3.35,,,,,\n1913,,,,,,45.06\n1914,,,,17.75,,\n1915,,,11.03,,,\n1916,,2.68,,,,\n1917,,2.47,,,,\n1918,,,,,,38.07\n1919,,,12.91,,,\n1920,,3.07,,,,\n1921,,3.65,,,,\n1922,1.29,,,,,\n1923,,,4.04,,,\n1924,,,,8.01,,\n1925,,4.36,,,,\n1926,,,,18.49,,\n1927,,10.28,,,,\n1928,,,,,7.44,\n1929,,,,,,66.86\n1930,,,,,,84.44\n1931,,,,,,80.41\n1932,,,,19.77,,\n1933,,,,17.79,,\n1934,,,,,,77.26\n1935,,,,19.6,,\n1936,,,16.4,,,\n1937,,2.77,,,,\n1938,,,,24.65,,\n1939,,,,,5.59,\n1940,,,18.71,,,\n1941,,,,,4.36,\n1942,,,,,6.78,\n1943,,,,34.22,,\n1944,,3.55,,,,\n1945,12.55,,,,,\n1946,,,,,26.59,\n1947,14.41,,,,,\n1948,,,,68.57,,\n1949,,,,18.2,,\n1950,,,,14.88,,\n1951,,,11.34,,,\n1952,,,,,,86.52\n1953,,,,17.22,,\n1954,,3.13,,,,\n1955,,,,,6.7,\n1956,,4.27,,,,\n1957,,,,,,83.7\n1958,,,,,9.32,\n1959,,,,42.77,,\n1960,14.52,3.92,41.81,50.17,8.36,48.53\n1961,,3.89,,,,\n1962,,,,,8.49,\n1963,13.4,,,,,\n1964,,3.92,,,,\n1965,20.78,,,,,\n1966,,,,,,8.83\n1967,23.42,,,,,\n1968,,,,,,8.1\n1969,,,,100.73,,\n1970,,,,,,36.9\n1971,,,10.68,,,\n1972,30.46,,,,,\n1973,,3.92,,,,\n1974,,,,,,81.69\n1975,,,10.91,,,\n1976,22.68,,,,,\n1977,17.42,,,,,\n1978,,,,,,74.7\n1979,,,40.98,,,\n1980,,,,,7.13,\n1981,,,,30.2,,\n1982,,,17.07,,,\n1983,,,,14.87,,\n1984,,,,,,47.41\n1985,,,,,,45.94\n1986,,,9.69,,,\n1987,17.74,,,,,\n1988,14.6,,,,,\n1989,,3.52,,,,\n1990,,,14.39,,,\n1991,,,,13.76,,\n1992,,,,,5.82,\n1993,,,,,,77.69\n1994,,,,,,96.67\n1995,,,,18.42,,\n1996,,,,,6.0,\n1997,13.19,,,,,\n1998,,,,,5.8,\n1999,,,,,5.66,\n2000,3.19,,,,,\n2001,,,,,,57.18\n2002,,,28.35,,,\n2003,15.59,,,,,\n2004,,,,,,59.44\n2005,35.14,2.83,12.08,17.3,5.22,69.62\n2006,,2.81,,,,\n2007,,3.2,,,,\n2008,,,,,4.62,\n2009,,3.27,,,,\n2010,19.14,,,,,\n2011,,,,,5.13,\n2012,,,,,,55.57\n2013,,,,,10.42,\n2014,22.41,,,,,\n2015,,,,,,79.56\n2016,,,,18.03,,\n2017,,,,17.3,,\n2018,,,,15.75,,\n2019,,,,,5.85,\n2020,,,,,,103.12\n2021,,,12.32,,,\n2022,,,,,5.45,\n2023,,,18.13,,,\n2024,,,,,,67.86\n2025,28.41,,,,,\n2026,,,,36.37,,\n2027,,,,,,35.27\n2028,,,,,4.74,\n2029,,,,,5.96,\n2030,,,17.51,,,\n2031,39.26,,,,,\n2032,,3.82,,,,\n2033,,,13.11,,,\n2034,13.85,,,,,\n2035,,3.07,,,,\n2036,,,,12.46,,\n2037,,,11.35,,,\n2038,,,,,,77.16\n2039,,,,,6.19,\n2040,,,,,6.57,\n2041,27.3,,,,,\n2042,,,12.72,,,\n2043,24.99,,,,,\n2044,,,,21.69,,\n2045,,,14.17,,,\n2046,,3.05,,,,\n2047,12.6,,,,,\n2048,,,,20.96,,\n2049,,,13.9,,,\n2050,,,13.61,,,\n2051,,3.49,,,,\n2052,,,,15.8,,\n2053,,4.0,,,,\n2054,,4.22,,,,\n2055,,,,,4.69,\n2056,,,,17.15,,\n2057,,,,,6.58,\n2058,10.29,,,,,\n2059,,3.06,,,,\n2060,,3.59,,,,\n2061,7.51,,,,,\n2062,,,,,5.53,\n2063,9.22,3.12,9.76,14.99,5.23,112.99\n2064,7.79,,,,,\n2065,,,,,5.53,\n2066,,,,,,105.9\n2067,,,18.37,,,\n2068,,,,,,72.64\n2069,14.05,,,,,\n2070,10.52,,,,,\n2071,17.12,,,,,\n2072,,,19.3,,,\n2073,,,,28.83,,\n2074,,,,,,30.53\n2075,18.01,,,,,\n2076,,3.87,,,,\n2077,,,,,,40.65\n2078,,,,,,46.54\n2079,,,15.08,,,\n2080,,,,22.85,,\n2081,,,,,6.04,\n2082,,,10.27,,,\n2083,,,13.3,,,\n2084,,,,,,113.47\n2085,,3.06,,,,\n2086,,3.16,,,,\n2087,,,,,,138.33\n2088,,,,,5.46,\n2089,,,,,,123.51\n2090,17.5,,,,,\n2091,,,,36.76,,\n2092,28.93,,,,,\n2093,,,,22.21,,\n2094,,3.76,,,,\n2095,23.8,,,,,\n2096,,,,,4.28,\n2097,,,18.07,,,\n2098,,4.1,,,,\n2099,,,,15.49,,\n2100,24.77,,,,,\n2101,,,,,6.61,\n2102,,,,,,52.39\n2103,,,,19.82,,\n2104,,,,,,66.87\n2105,18.95,,,,,\n2106,,,10.74,,,\n2107,,,,16.81,,\n2108,17.98,,,,,\n2109,,,,,5.9,\n2110,,,,21.17,,\n2111,,,,,6.12,\n2112,,2.96,,,,\n2113,,,,,4.73,\n2114,23.6,,,,,\n2115,,3.18,,,,\n2116,,,,37.39,,\n2117,,,,,5.11,\n2118,,,,,4.42,\n2119,,3.77,,,,\n2120,,3.77,,,,\n2121,,,,23.91,,\n2122,,,,27.03,,\n2123,,4.0,,,,\n2124,,,,,,31.98\n2125,,,,24.19,,\n2126,,,,23.6,,\n2127,,,14.23,,,\n2128,18.49,,,,,\n2129,17.41,,,,,\n2130,,,,,,111.91\n2131,12.05,,,,,\n2132,16.86,,,,,\n2133,,2.8,,,,\n2134,,,15.28,,,\n2135,,,,18.39,,\n2136,,2.6,,,,\n2137,,,,,,81.9\n2138,,,,,5.13,\n2139,,2.59,,,,\n2140,,,27.92,,,\n2141,,,30.21,,,\n2142,26.03,,,,,\n2143,,,,,,51.12\n2144,,,15.51,,,\n2145,,3.11,,,,\n2146,,,,22.53,,\n2147,,,,,,34.54\n2148,,,,,5.04,\n2149,17.06,,,,,\n2150,,3.07,,,,\n2151,,,,,5.25,\n2152,,,,,,76.98\n2153,,2.87,,,,\n2154,,,,,,97.03\n2155,,,,,,91.41\n2156,,2.52,,,,\n2157,,,,,8.82,\n2158,10.64,,,,,\n2159,,,,27.49,,\n2160,,,,,,78.62\n2161,9.49,,,,,\n2162,,,156.73,,,\n2163,,,134.7,,,\n2164,,5.22,,,,\n2165,,,18.49,,,\n2166,,,,,,44.23\n2167,,,,,4.65,\n2168,,,13.27,,,\n2169,,4.95,,,,\n2170,18.69,4.82,48.73,60.91,12.18,18.76\n2171,,,,,34.4,\n2172,,,57.52,,,\n2173,,,38.53,,,\n2174,,,12.48,,,\n2175,,5.13,,,,\n2176,,,,17.74,,\n2177,,3.95,,,,\n2178,,,,,,86.82\n2179,,,11.68,,,\n2180,,4.43,,,,\n2181,,4.28,,,,\n2182,,,,,,65.13\n2183,29.5,,,,,\n2184,,,,,7.46,\n2185,,,17.3,,,\n2186,,3.11,,,,\n2187,29.82,,,,,\n2188,,3.23,,,,\n2189,21.23,,,,,\n2190,,,,,4.22,\n2191,,,,39.78,,\n2192,,,,,7.94,\n2193,,,,,,15.94\n2194,,,,,,40.07\n2195,,,14.0,,,\n2196,,,,,,52.46\n2197,,,,17.36,,\n2198,,,11.01,,,\n2199,,2.94,,,,\n2200,,,,,6.03,\n2201,30.95,,,,,\n2202,,3.63,,,,\n2203,,3.99,,,,\n2204,,,14.01,,,\n2205,,,,,6.82,\n2206,,,,,,79.09\n2207,24.05,,,,,\n2208,17.89,,,,,\n2209,,,,,4.95,\n2210,,3.21,,,,\n2211,,3.44,,,,\n2212,,,,,,38.56\n2213,,,,,8.25,\n2214,,,,,,26.36\n2215,,,48.4,,,\n2216,,,,,,17.86\n2217,,,,,,19.65\n2218,,4.46,,,,\n2219,24.48,,,,,\n2220,,4.08,,,,\n2221,,,,13.97,,\n2222,,,,,,82.32\n2223,,,,15.86,,\n2224,,3.94,,,,\n2225,32.9,3.7,15.71,26.34,10.64,65.06\n2226,,,,27.07,,\n2227,25.99,,,,,\n2228,33.8,,,,,\n2229,,,,21.39,,\n2230,,,14.94,,,\n2231,,,,20.42,,\n2232,,,,,5.14,\n2233,,,,13.96,,\n2234,,,9.8,,,\n2235,,,,,,69.53\n2236,,,,15.8,,\n2237,,3.14,,,,\n2238,,,12.67,,,\n2239,,,,21.66,,\n2240,,,,,,74.1\n2241,,,,27.22,,\n2242,,,,21.47,,\n2243,,,,,,49.59\n2244,,,,,6.73,\n2245,7.45,,,,,\n2246,,2.67,,,,\n2247,,,,19.13,,\n2248,6.3,,,,,\n2249,,,,12.84,,\n2250,8.98,,,,,\n2251,,,11.2,,,\n2252,,,12.4,,,\n2253,3.44,,,,,\n2254,4.75,,,,,\n2255,,,,,7.52,\n2256,,,,,6.79,\n2257,,,,,8.12,\n2258,,,,17.22,,\n2259,,,13.28,,,\n2260,,,,,6.04,\n2261,,6.44,,,,\n2262,,,14.19,,,\n2263,,,,19.88,,\n2264,,,,,,129.88\n2265,,,,27.6,,\n2266,,,,,,114.36\n2267,,,,101.54,,\n2268,,,,172.77,,\n2269,,5.69,,,,\n2270,,,,172.02,,\n2271,,,,,14.0,\n2272,53.0,,,,,\n2273,,,,,26.98,\n2274,,,,,6.32,\n2275,,,35.48,,,\n2276,,,,,,23.11\n2277,,,,72.03,,\n2278,,,,,,10.9\n2279,,,32.18,,,\n2280,37.94,,,,,\n2281,,,,,6.14,\n2282,,,,,7.55,\n2283,,,,,6.79,\n2284,,3.82,,,,\n2285,,,,,6.19,\n2286,,,,,9.8,\n2287,,3.95,,,,\n2288,,,,226.79,,\n2289,,,,,,4.36\n2290,,,,,,3.94\n2291,,4.97,,,,\n2292,,4.81,,,,\n2293,,,109.01,,,\n2294,,,116.01,,,\n2295,78.14,,,,,\n2296,,,31.59,,,\n2297,,,,127.76,,\n2298,,5.04,,,,\n2299,62.84,5.09,61.93,99.54,37.62,32.35\n2300,,,,,,72.02\n2301,,,,29.13,,\n2302,72.39,,,,,\n2303,67.23,,,,,\n2304,,4.48,,,,\n2305,,,,19.97,,\n2306,,,,,6.45,\n2307,,,,,,84.78\n2308,,3.59,,,,\n2309,110.0,,,,,\n2310,56.46,,,,,\n2311,11.64,,,,,\n2312,,,,10.86,,\n2313,,,,9.76,,\n2314,,,7.47,,,\n2315,,,,,,68.5\n2316,,6.12,,,,\n2317,,7.72,,,,\n2318,,6.45,,,,\n2319,4.93,,,,,\n2320,3.7,4.21,10.64,16.99,6.35,93.96\n2321,,4.04,,,,\n2322,,,,,,100.9\n2323,,4.03,,,,\n2324,,4.1,,,,\n2325,,,,,7.01,\n2326,,,,,17.95,\n2327,,4.77,,,,\n2328,14.73,,,,,\n2329,,,,,61.6,\n2330,,,,22.6,,\n2331,,,,,4.4,\n2332,25.66,,,,,\n2333,,,,,4.21,\n2334,,4.84,,,,\n2335,,,,,4.75,\n2336,9.57,,,,,\n2337,6.89,,,,,\n2338,,,,,9.6,\n2339,14.14,,,,,\n2340,15.31,,,,,\n2341,11.54,,,,,\n2342,,,,,6.17,\n2343,,,13.78,,,\n2344,15.61,,,,,\n2345,,3.96,,,,\n2346,,,,24.04,,\n2347,12.24,,,,,\n2348,,,16.06,,,\n2349,,,,,,91.27\n2350,,,,,7.4,\n2351,19.45,,,,,\n2352,,,,,,60.12\n2353,20.09,,,,,\n2354,,4.5,,,,\n2355,,,10.54,,,\n2356,,4.68,,,,\n2357,9.73,,,,,\n2358,7.83,,,,,\n2359,14.28,,,,,\n2360,,,,,4.9,\n2361,,,16.14,,,\n2362,,,,35.45,,\n2363,11.7,,,,,\n2364,,3.96,,,,\n2365,,,,,,71.53\n2366,,,,,6.52,\n2367,,,,,11.29,\n2368,,,,,9.61,\n2369,17.62,,,,,\n2370,,,,,8.79,\n2371,10.7,,,,,\n2372,,,51.79,,,\n2373,,,,,,33.11\n2374,,,,,,58.82\n2375,,,,,7.62,\n2376,,4.31,,,,\n2377,,,,,,46.75\n2378,,,,,4.47,\n2379,,4.37,,,,\n2380,,,,22.77,,\n2381,,,,,,36.96\n2382,,,12.33,,,\n2383,,,,,4.94,\n2384,,,,,7.28,\n2385,,3.8,,,,\n2386,,,,,,81.94\n2387,,4.1,,,,\n2388,,,,,,111.43\n2389,,,,,,106.17\n2390,,,12.74,,,\n2391,,,,,,81.19\n2392,13.47,,,,,\n2393,,,,43.54,,\n2394,,4.07,,,,\n2395,,4.07,,,,\n2396,,,,,,25.81\n2397,,,,57.16,,\n2398,,,,,,15.73\n2399,,5.1,,,,\n2400,33.25,,,,,\n2401,,,,,,8.52\n2402,,,,,,21.28\n2403,39.05,,,,,\n2404,41.36,,,,,\n2405,,4.18,,,,\n2406,,,,,7.45,\n2407,,2.68,,,,\n2408,18.67,,,,,\n2409,15.77,,,,,\n2410,,2.19,,,,\n2411,22.7,,,,,\n2412,,,,42.19,,\n2413,,,,24.4,,\n2414,,,,19.91,,\n2415,,,,,3.93,\n2416,23.55,,,,,\n2417,17.35,,,,,\n2418,,0.27,,,,\n2419,,,,,4.03,\n2420,,,,,,38.88\n2421,,4.81,,,,\n2422,,,,24.97,,\n2423,,,,18.81,,\n2424,20.54,,,,,\n2425,,4.46,,,,\n2426,,,,,5.78,\n2427,15.38,,,,,\n2428,,,,51.0,,\n2429,,,146.29,,,\n2430,,,,,104.43,\n2431,50.61,,,,,\n2432,45.29,,,,,\n2433,,,,,5.71,\n2434,,,,,4.73,\n2435,23.42,,,,,\n2436,,,23.22,,,\n2437,,,,,3.95,\n2438,,,,,,31.16\n2439,24.56,,,,,\n2440,,,,17.77,,\n2441,,,10.5,,,\n2442,,,,,,88.81\n2443,,,10.27,,,\n2444,,,,15.88,,\n2445,,,,,5.01,\n2446,,5.13,,,,\n2447,,,,,,53.83\n2448,,,170.21,,,\n2449,,6.6,,,,\n2450,,,,,,2.67\n2451,,,,,,34.66\n2452,52.84,,,,,\n2453,,6.32,,,,\n2454,,6.02,,,,\n2455,,6.04,,,,\n2456,,,44.13,,,\n2457,,,,,11.38,\n2458,,,59.9,,,\n2459,,,,,18.9,\n2460,,,11.27,,,\n2461,,,,,5.11,\n2462,39.47,,,,,\n2463,,,13.09,,,\n2464,,,,,5.08,\n2465,,,,18.18,,\n2466,,5.78,,,,\n2467,,,,,5.69,\n2468,,,,,,90.46\n2469,,,,,,75.4\n2470,,5.55,,,,\n2471,,,,21.51,,\n2472,,,,,6.61,\n2473,,,,77.85,,\n2474,,6.24,,,,\n2475,37.83,,,,,\n2476,,5.58,,,,\n2477,,,,25.2,,\n2478,,,,,,41.65\n2479,,,10.08,,,\n2480,,,,,6.67,\n2481,,5.22,,,,\n2482,,,,,6.28,\n2483,,,16.62,,,\n2484,,4.0,,,,\n2485,,,,,,53.53\n2486,,4.12,,,,\n2487,,,,,5.3,\n2488,,,,,,67.83\n2489,,,,20.25,,\n2490,,,,21.25,,\n2491,,,,22.99,,\n2492,,,24.68,,,\n2493,,,,42.6,,\n2494,,,,,,59.19\n2495,,,,,13.68,\n2496,34.66,,,,,\n2497,,,18.01,,,\n2498,,,,,,36.47\n2499,,,,,,34.49\n2500,,,,,,32.68\n2501,23.76,,,,,\n2502,,,,,,29.14\n2503,,,,52.73,,\n2504,29.76,,,,,\n2505,,,,56.46,,\n2506,50.18,,,,,\n2507,,4.15,,,,\n2508,,,,,5.36,\n2509,,,,,4.96,\n2510,,,10.59,,,\n2511,,,14.03,,,\n2512,31.01,,,,,\n2513,,,13.59,,,\n2514,65.22,,,,,\n2515,,,,,6.38,\n2516,,,,19.58,,\n2517,,3.26,,,,\n2518,,,,,4.95,\n2519,,,,,,29.82\n2520,,4.1,,,,\n2521,,,,,4.58,\n2522,,4.49,,,,\n2523,,,,,,31.18\n2524,,,13.76,,,\n2525,,,,15.92,,\n2526,19.31,,,,,\n2527,21.96,,,,,\n2528,,,,15.74,,\n2529,,,,,6.32,\n2530,,,,,5.36,\n2531,42.13,,,,,\n2532,,2.81,,,,\n2533,,,17.95,,,\n2534,,,16.09,,,\n2535,,,,,,30.46\n2536,,,,25.17,,\n2537,,,,21.47,,\n2538,,3.25,,,,\n2539,,3.32,,,,\n2540,,,,13.77,,\n2541,,,,,,17.3\n2542,,,,,,14.76\n2543,,,,28.6,,\n2544,28.41,,,,,\n2545,,,,,6.04,\n2546,,,,16.19,,\n2547,,3.0,,,,\n2548,,,,16.41,,\n2549,,2.58,,,,\n2550,,,,14.57,,\n2551,,,,,,24.58\n2552,,,,,,23.6\n2553,,,,,4.05,\n2554,,2.47,,,,\n2555,,,,21.85,,\n2556,,,,,,35.89\n2557,,,,,6.18,\n2558,,,,,,39.71\n2559,21.81,,,,,\n2560,,,11.34,,,\n2561,,,,19.72,,\n2562,,,,21.3,,\n2563,,,21.92,,,\n2564,,,26.25,,,\n2565,,,,47.54,,\n2566,,,,,8.23,\n2567,,,15.94,,,\n2568,,,,19.24,,\n2569,,,8.18,,,\n2570,,,,11.64,,\n2571,,3.52,,,,\n2572,,,,,,32.81\n2573,13.97,,,,,\n2574,,3.44,,,,\n2575,,3.13,,,,\n2576,,,,,5.43,\n2577,22.75,,,,,\n2578,28.51,,,,,\n2579,,,,,,50.65\n2580,,,,43.02,,\n2581,,2.63,,,,\n2582,,2.65,,,,\n2583,,2.54,,,,\n2584,,,7.58,,,\n2585,,,,,3.88,\n2586,,,,,,27.62\n2587,,,8.8,,,\n2588,,2.48,,,,\n2589,14.78,,,,,\n2590,,,,,5.33,\n2591,,,,,4.56,\n2592,,,,12.87,,\n2593,,,8.55,,,\n2594,,,8.96,,,\n2595,,,11.28,,,\n2596,13.62,,,,,\n2597,,,,,,82.52\n2598,16.86,,,,,\n2599,,,,,4.76,\n2600,26.33,,,,,\n2601,,,,29.52,,\n2602,,,,31.43,,\n2603,,,,,,44.36\n2604,,2.64,,,,\n2605,,,,,3.96,\n2606,,,,,,43.22\n2607,,,15.44,,,\n2608,,,,17.87,,\n2609,,,14.09,,,\n2610,,,15.61,,,\n2611,,2.8,,,,\n2612,,,11.93,,,\n2613,,,,,,70.3\n2614,,,,11.86,,\n2615,,,10.69,,,\n2616,,,,,6.16,\n2617,,2.81,,,,\n2618,,,,,4.41,\n2619,,,,25.51,,\n2620,,2.39,,,,\n2621,,,15.21,,,\n2622,,,,,,57.67\n2623,40.23,,,,,\n2624,31.09,,,,,\n2625,,,,14.42,,\n2626,,,,,,70.33\n2627,,,,,,84.2\n2628,,,12.19,,,\n2629,,,,,5.74,\n2630,,,,,7.06,\n2631,,2.67,,,,\n2632,,,,,,112.68\n2633,,,15.84,,,\n2634,,,,,5.98,\n2635,,,,,6.13,\n2636,,,,,4.81,\n2637,,,,36.82,,\n2638,,2.47,,,,\n2639,,2.46,,,,\n2640,,,,,,79.68\n2641,,2.74,,,,\n2642,,,,,,56.94\n2643,,,,41.96,,\n2644,33.47,,,,,\n2645,,2.79,,,,\n2646,,,26.71,,,\n2647,,2.86,,,,\n2648,,,15.4,,,\n2649,,,11.27,,,\n2650,,,,,6.11,\n2651,22.61,,,,,\n2652,,,,,,123.74\n2653,,,11.59,,,\n2654,27.71,,,,,\n2655,,,,27.11,,\n2656,40.95,,,,,\n2657,46.16,,,,,\n2658,50.15,,,,,\n2659,55.52,,,,,\n2660,,,,34.22,,\n2661,,,31.13,,,\n2662,,,30.35,,,\n2663,36.28,,,,,\n2664,,3.57,,,,\n2665,,,,,,45.73\n2666,,,,,,44.57\n2667,,,,,,40.67\n2668,,,23.07,,,\n2669,24.0,,,,,\n2670,30.11,,,,,\n2671,26.81,,,,,\n2672,,,,,,94.65\n2673,,3.2,,,,\n2674,,,,,,103.2\n2675,,,,,9.6,\n2676,,,,,,104.16\n2677,,,,,,96.78\n2678,,,,,5.36,\n2679,51.37,,,,,\n2680,,,,51.58,,\n2681,,,,,3.96,\n2682,,3.11,,,,\n2683,27.36,,,,,\n2684,,,,,,52.27\n2685,,,,,,33.21\n2686,,,,39.0,,\n2687,,,,,,45.15\n2688,25.04,,,,,\n2689,,3.26,,,,\n2690,,,,,,45.33\n2691,,,,,,52.85\n2692,,,19.84,,,\n2693,,3.58,,,,\n2694,36.71,,,,,\n2695,,3.6,,,,\n2696,,,,,5.27,\n2697,,3.37,,,,\n2698,,,,25.11,,\n2699,,,,,,126.94\n2700,,,,27.2,,\n2701,,,87.21,,,\n2702,,,,,,72.31\n2703,,,,39.14,,\n2704,,3.01,,,,\n2705,,,,41.1,,\n2706,23.49,,,,,\n2707,,,19.8,,,\n2708,,,,,,56.61\n2709,,,,17.43,,\n2710,,,,15.68,,\n2711,,,,,,37.78\n2712,,,,22.52,,\n2713,35.94,,,,,\n2714,,2.66,,,,\n2715,31.66,,,,,\n2716,,,12.05,,,\n2717,,2.77,,,,\n2718,,2.87,,,,\n2719,,,,,,87.28\n2720,27.28,,,,,\n2721,,,10.74,,,\n2722,28.6,,,,,\n2723,,,,17.36,,\n2724,,,,26.63,,\n2725,,,,70.11,,\n2726,,3.35,,,,\n2727,,,,,,70.67\n2728,31.36,,,,,\n2729,,,,,,69.99\n2730,,,,24.89,,\n2731,,,,,3.71,\n2732,,,,,,44.76\n2733,,2.58,,,,\n2734,,2.51,,,,\n2735,,,,,3.91,\n2736,,,,,3.85,\n2737,,,,17.69,,\n2738,22.3,,,,,\n2739,,,,18.68,,\n2740,,,10.27,,,\n2741,,,,20.84,,\n2742,,,,,5.75,\n2743,14.88,,,,,\n2744,,3.48,,,,\n2745,,,,,,98.72\n2746,14.46,,,,,\n2747,,,21.68,,,\n2748,,,27.8,,,\n2749,,,21.6,,,\n2750,20.44,,,,,\n2751,,3.48,,,,\n2752,24.1,,,,,\n2753,20.87,,,,,\n2754,,,,16.6,,\n2755,,,12.27,,,\n2756,,,,13.82,,\n2757,,,,,3.5,\n2758,,,13.02,,,\n2759,,3.41,,,,\n2760,,,,,,55.0\n2761,,,,,,55.74\n2762,,,,,,55.76\n2763,,,12.67,,,\n2764,,,,,6.6,\n2765,,,,,,79.48\n2766,,3.27,,,,\n2767,,,,14.56,,\n2768,26.18,,,,,\n2769,,3.29,,,,\n2770,,3.32,,,,\n2771,,,,24.7,,\n2772,,,,,4.71,\n2773,,4.01,,,,\n2774,,,,,20.43,\n2775,32.3,,,,,\n2776,,,,29.42,,\n2777,,,,,3.88,\n2778,,,,,,45.63\n2779,,,17.51,,,\n2780,,,16.36,,,\n2781,,3.59,,,,\n2782,25.74,,,,,\n2783,,,,19.66,,\n2784,,,,21.56,,\n2785,,3.96,,,,\n2786,19.55,,,,,\n2787,,,,,5.47,\n2788,,,,15.89,,\n2789,,,,,4.94,\n2790,,,,17.51,,\n2791,,,,17.19,,\n2792,,,,,4.64,\n2793,,3.16,,,,\n2794,,,16.52,,,\n2795,,,,24.9,,\n2796,,2.98,,,,\n2797,,,,,,45.14\n2798,,,,,14.22,\n2799,46.28,,,,,\n2800,,,27.14,,,\n2801,37.96,,,,,\n2802,,,,,4.66,\n2803,,,21.14,,,\n2804,,,,,3.5,\n2805,,3.46,,,,\n2806,29.16,,,,,\n2807,26.38,,,,,\n2808,,,,42.7,,\n2809,,,,,,63.94\n2810,34.51,,,,,\n2811,,,,,5.87,\n2812,,,8.77,,,\n2813,,,9.34,,,\n2814,,,,19.64,,\n2815,,3.4,,,,\n2816,,,11.98,,,\n2817,,,,19.87,,\n2818,,,,21.84,,\n2819,,2.87,,,,\n2820,,2.86,,,,\n2821,,,102.29,,,\n2822,,,,,84.41,\n2823,,,,,10.39,\n2824,,,25.29,,,\n2825,,,,,,75.1\n2826,,4.17,,,,\n2827,,,14.02,,,\n2828,,,15.0,,,\n2829,,,,,,54.15\n2830,21.39,,,,,\n2831,,,,,4.64,\n2832,,,,,9.22,\n2833,40.62,,,,,\n2834,34.1,4.55,15.45,21.68,6.23,74.47\n2835,,,,,,80.51\n2836,,,,,6.24,\n2837,29.02,,,,,\n2838,,,,14.49,,\n2839,,,,,5.15,\n2840,34.43,,,,,\n2841,32.85,,,,,\n2842,,,,22.59,,\n2843,26.11,,,,,\n2844,,3.55,,,,\n2845,30.84,,,,,\n2846,,,,,18.32,\n2847,,,,,3.69,\n2848,,,23.97,,,\n2849,,,,29.33,,\n2850,,,16.21,,,\n2851,,,,16.96,,\n2852,,,10.89,,,\n2853,,,,,,49.75\n2854,,,11.44,,,\n2855,16.92,,,,,\n2856,,,19.86,,,\n2857,,3.64,,,,\n2858,,,13.42,,,\n2859,,,,,,91.69\n2860,,,,,4.76,\n2861,,,,18.36,,\n2862,20.15,,,,,\n2863,,,,21.12,,\n2864,,,,23.24,,\n2865,24.01,,,,,\n2866,,,,64.31,,\n2867,,,,,,54.16\n2868,,3.28,,,,\n2869,,,,,,62.46\n2870,23.7,,,,,\n2871,,,24.76,,,\n2872,,,,,3.48,\n2873,,,,,3.41,\n2874,,,,,,55.51\n2875,18.24,3.3,12.11,15.54,3.43,60.0\n2876,,,,19.73,,\n2877,,,20.43,,,\n2878,,,18.64,,,\n2879,,,,,5.8,\n2880,,,8.67,,,\n2881,,,,,,90.91\n2882,,,,,7.86,\n2883,,3.13,,,,\n2884,13.39,3.04,8.87,14.5,5.62,95.56\n2885,12.99,,,,,\n2886,,,,,5.71,\n2887,,,,22.63,,\n2888,,,,55.34,,\n2889,,3.59,,,,\n2890,,,,34.85,,\n2891,,2.91,,,,\n2892,24.4,,,,,\n2893,,,,24.37,,\n2894,,,,36.12,,\n2895,21.62,,,,,\n2896,,,,,3.56,\n2897,,,,24.22,,\n2898,,,16.81,,,\n2899,,,,,,36.56\n2900,,,19.85,,,\n2901,19.01,,,,,\n2902,,3.21,,,,\n2903,18.76,2.88,8.86,13.38,4.52,135.51\n2904,,,,,5.85,\n2905,14.57,,,,,\n2906,,3.03,,,,\n2907,11.9,,,,,\n2908,18.76,,,,,\n2909,,3.24,,,,\n2910,,,41.54,,,\n2911,,,,39.21,,\n2912,,3.93,,,,\n2913,,,,,,9.32\n2914,,,,39.63,,\n2915,,,,,,45.94\n2916,,,,20.56,,\n2917,,3.32,,,,\n2918,,,,,25.51,\n2919,,3.12,,,,\n2920,,,,25.57,,\n2921,,,,,6.32,\n2922,,,9.03,,,\n2923,,,,,5.79,\n2924,55.08,,,,,\n2925,,,12.48,,,\n2926,,,,,,89.92\n2927,,,,,6.88,\n2928,,,,,5.65,\n2929,44.33,,,,,\n2930,,4.63,,,,\n2931,,5.16,,,,\n2932,,,59.24,,,\n2933,,,8.26,,,\n2934,,2.8,,,,\n2935,,,,11.74,,\n2936,,,9.23,,,\n2937,44.54,,,,,\n2938,,,,,,70.58\n2939,,4.59,,,,\n2940,,,11.53,,,\n2941,,,,18.18,,\n2942,,,,,,77.02\n2943,,,14.54,,,\n2944,,,12.13,,,\n2945,,5.76,,,,\n2946,,,,20.58,,\n2947,,,,,7.29,\n2948,,,,,,82.9\n2949,,3.7,,,,\n2950,,,19.37,,,\n2951,,3.4,,,,\n2952,,,,,3.84,\n2953,,,,,4.91,\n2954,,3.07,,,,\n2955,28.33,,,,,\n2956,,3.11,,,,\n2957,,3.19,,,,\n2958,,,,,,46.25\n2959,,,,12.61,,\n2960,19.63,,,,,\n2961,,,19.24,,,\n2962,,,14.85,,,\n2963,,3.2,,,,\n2964,,,,18.71,,\n2965,,,,,,62.35\n2966,,,,,4.48,\n2967,,3.69,,,,\n2968,,,,,,77.36\n2969,,,10.64,,,\n2970,39.38,,,,,\n2971,,3.74,,,,\n2972,41.52,,,,,\n2973,,,,16.64,,\n2974,,,14.39,,,\n2975,,,,,5.49,\n2976,,,15.88,,,\n2977,,,16.48,,,\n2978,,,,,5.35,\n2979,,,,17.18,,\n2980,41.06,,,,,\n2981,,,6.87,,,\n2982,,,,17.65,,\n2983,,,,,5.36,\n2984,,3.0,,,,\n2985,6.58,,,,,\n2986,,,,20.24,,\n2987,,,13.45,,,\n2988,,,,,,47.62\n2989,,3.12,,,,\n2990,,3.09,,,,\n2991,,,20.5,,,\n2992,,,,,,39.91\n2993,,,,,4.49,\n2994,,,,,4.76,\n2995,12.9,,,,,\n2996,,,,,4.48,\n2997,,,,28.3,,\n2998,10.56,,,,,\n2999,8.42,,,,,\n3000,,,14.65,,,\n3001,,,,,,33.22\n3002,9.55,,,,,\n3003,,3.34,,,,\n3004,,,39.39,,,\n3005,,,,,7.08,\n3006,,,23.76,,,\n3007,23.52,,,,,\n3008,,,18.02,,,\n3009,,3.42,,,,\n3010,,,14.1,,,\n3011,,,,,7.72,\n3012,,,,,5.95,\n3013,4.91,,,,,\n3014,,3.54,,,,\n3015,,,,38.81,,\n3016,,,24.21,,,\n3017,,,17.76,,,\n3018,,,,,,44.43\n3019,,3.48,,,,\n3020,,,,,,22.03\n3021,,,,28.89,,\n3022,,,,,3.95,\n3023,31.52,,,,,\n3024,,3.43,,,,\n3025,,,,,6.82,\n3026,,,,,,22.06\n3027,,3.8,,,,\n3028,,,26.7,,,\n3029,,,28.28,,,\n3030,22.57,3.69,19.51,27.82,8.3,41.11\n3031,25.37,,,,,\n3032,,,,16.37,,\n3033,,,,18.1,,\n3034,,,,,,55.83\n3035,,3.52,,,,\n3036,,3.49,,,,\n3037,,,98.4,,,\n3038,69.1,,,,,\n3039,,,,,,74.99\n3040,,4.13,,,,\n3041,,,,104.38,,\n3042,,,,83.57,,\n3043,38.7,,,,,\n3044,,,,33.0,,\n3045,26.28,,,,,\n3046,,,,20.12,,\n3047,,3.35,,,,\n3048,,,,,4.0,\n3049,,,,18.17,,\n3050,,,,,,28.84\n3051,,,,,4.32,\n3052,,,16.11,,,\n3053,,,20.74,,,\n3054,,,22.42,,,\n3055,,,,,7.19,\n3056,,,,,7.13,\n3057,,,,18.42,,\n3058,,,,,5.42,\n3059,,3.44,,,,\n3060,,3.69,,,,\n3061,19.58,,,,,\n3062,18.57,,,,,\n3063,,,,,4.62,\n3064,,,,,,34.7\n3065,,,,43.53,,\n3066,,,,,5.25,\n3067,,,,,,48.81\n3068,,,,37.33,,\n3069,,3.4,,,,\n3070,,,,,3.91,\n3071,,,,,3.72,\n3072,,,,,,47.33\n3073,,,,19.45,,\n3074,,,,16.96,,\n3075,12.32,,,,,\n3076,,,,23.4,,\n3077,,,19.72,,,\n3078,,,13.92,,,\n3079,,3.55,,,,\n3080,,,,20.0,,\n3081,,,,28.66,,\n3082,17.18,,,,,\n3083,,,14.61,,,\n3084,,3.6,,,,\n3085,8.9,,,,,\n3086,,,25.99,,,\n3087,,,,37.21,,\n3088,,,,,,49.59\n3089,10.3,,,,,\n3090,,,,,,10.27\n3091,26.87,,,,,\n3092,,,,,4.03,\n3093,,,15.41,,,\n3094,,,,19.2,,\n3095,17.79,,,,,\n3096,,3.69,,,,\n3097,19.89,,,,,\n3098,,,,,,45.09\n3099,,,,,,44.22\n3100,,3.78,,,,\n3101,,,,,,57.0\n3102,,3.94,,,,\n3103,,4.14,,,,\n3104,,,,,4.83,\n3105,,,,,,89.64\n3106,,,,15.23,,\n3107,9.62,4.37,12.04,17.18,5.14,88.88\n3108,,,15.27,,,\n3109,,,,17.31,,\n3110,,,22.5,,,\n3111,,,,,6.07,\n3112,,4.27,,,,\n3113,,,,31.27,,\n3114,,,22.24,,,\n3115,,,,,3.9,\n3116,,,15.26,,,\n3117,,,,19.44,,\n3118,,5.92,,,,\n3119,,,15.71,,,\n3120,,,,,7.38,\n3121,,3.24,,,,\n3122,,,,,,87.18\n3123,,,,,6.43,\n3124,,,15.62,,,\n3125,,,,,,115.42\n3126,,3.27,,,,\n3127,,,,,,87.14\n3128,,,,,,44.78\n3129,14.19,,,,,\n3130,,,48.5,,,\n3131,,,,,,29.26\n3132,,,,72.73,,\n3133,20.42,,,,,\n3134,,,,,3.96,\n3135,23.67,,,,,\n3136,,3.15,,,,\n3137,13.69,,,,,\n3138,,2.99,,,,\n3139,,,,,,42.54\n3140,5.34,,,,,\n3141,,,,,9.55,\n3142,7.16,,,,,\n3143,9.69,,,,,\n3144,,,,31.32,,\n3145,,,,,,93.19\n3146,,,,26.48,,\n3147,,3.26,,,,\n3148,,,,,8.34,\n3149,,,22.4,,,\n3150,,,26.09,,,\n3151,,,,,,72.84\n3152,,,,,118.48,\n3153,,,209.44,,,\n3154,,8.8,,,,\n3155,,7.02,,,,\n3156,,,124.28,,,\n3157,,,,229.5,,\n3158,,,102.66,,,\n3159,,,,,,4.66\n3160,,4.95,,,,\n3161,43.23,,,,,\n3162,,,,,40.98,\n3163,,4.05,,,,\n3164,,,,,,2.72\n3165,,,,,,5.61\n3166,,4.93,,,,\n3167,,,50.57,,,\n3168,58.51,,,,,\n3169,,,22.47,,,\n3170,,5.05,,,,\n3171,,,13.09,,,\n3172,,,17.3,,,\n3173,,3.75,,,,\n3174,,,,29.33,,\n3175,,,,,48.35,\n3176,,,,352.97,,\n3177,,,,,,0.82\n3178,,,,,151.68,\n3179,,,,,,62.2\n3180,,,,,9.83,\n3181,,,,,7.72,\n3182,,,85.53,,,\n3183,,,,,33.11,\n3184,,,,,27.0,\n3185,,,,,,1.03\n3186,26.03,,,,,\n3187,,,,,68.5,\n3188,,,114.15,,,\n3189,,,,,65.94,\n3190,,,,93.97,,\n3191,,,44.82,,,\n3192,,,,,,65.87\n3193,,,,,6.44,\n3194,47.16,,,,,\n3195,,,,,5.77,\n3196,,5.61,,,,\n3197,,,,22.29,,\n3198,,,,,8.16,\n3199,,,,,36.87,\n3200,,,,,116.74,\n3201,,,,,,0.55\n3202,,,,,,0.55\n3203,,,,224.91,,\n3204,,,,,153.56,\n3205,,5.2,,,,\n3206,,,,253.82,,\n3207,,,,,,0.71\n3208,,,,,25.74,\n3209,,,,,,0.19\n3210,,,,109.44,,\n3211,,,,141.96,,\n3212,,,,,111.38,\n3213,,,94.57,,,\n3214,,,,,15.21,\n3215,,5.7,,,,\n3216,63.83,,,,,\n3217,53.56,,,,,\n3218,,,13.38,,,\n3219,,5.02,,,,\n3220,,,,,8.41,\n3221,28.23,,,,,\n3222,,5.35,,,,\n3223,33.54,,,,,\n3224,,,,,,1.37\n3225,,,,,,0.65\n3226,,,136.37,,,\n3227,,6.22,,,,\n3228,,6.25,,,,\n3229,,,145.74,,,\n3230,,,,,33.22,\n3231,54.32,,,,,\n3232,52.51,4.04,69.74,101.06,31.32,1.86\n3233,,,83.0,,,\n3234,,,,127.74,,\n3235,,,,,86.78,\n3236,,,,,,18.18\n3237,,,,74.76,,\n3238,,,,,16.21,\n3239,,5.48,,,,\n3240,,,,,,75.69\n3241,,,25.98,,,\n3242,,,,,12.85,\n3243,24.84,,,,,\n3244,23.42,4.32,15.68,22.75,7.07,83.37\n3245,,4.12,,,,\n3246,,,,,,31.07\n3247,,,,,,1.12\n3248,,,,396.35,,\n3249,,5.58,,,,\n3250,82.89,,,,,\n3251,,4.77,,,,\n3252,,4.85,,,,\n3253,,4.4,,,,\n3254,,,63.4,,,\n3255,,,64.6,,,\n3256,,,48.48,,,\n3257,,,59.24,,,\n3258,,,,,20.27,\n3259,,4.56,,,,\n3260,,4.88,,,,\n3261,,4.52,,,,\n3262,,,,46.73,,\n3263,,,,,,65.93\n3264,,4.49,,,,\n3265,,,20.66,,,\n3266,,,,,,92.13\n3267,,,,,5.92,\n3268,,,,,,92.86\n3269,,,,,6.09,\n3270,,,34.63,,,\n3271,,4.99,,,,\n3272,,,168.84,,,\n3273,,,154.78,,,\n3274,,,,,,0.35\n3275,,,,,,0.3\n3276,,,,,,0.48\n3277,66.05,,,,,\n3278,,,,,4.05,\n3279,,,,,,49.62\n3280,,,,,,42.37\n3281,,4.75,,,,\n3282,,,,,,7.35\n3283,,6.26,,,,\n3284,52.55,,,,,\n3285,,,,,,30.21\n3286,64.75,,,,,\n3287,,,,23.68,,\n3288,,,,21.38,,\n3289,,,,,,83.34\n3290,,,,,,87.17\n3291,,,,24.58,,\n3292,24.68,,,,,\n3293,,,,,,38.31\n3294,,,,,212.0,\n3295,,,271.39,,,\n3296,87.63,,,,,\n3297,,4.6,,,,\n3298,,,,,4.18,\n3299,,,,,,40.47\n3300,,,,41.18,,\n3301,,4.22,,,,\n3302,,,30.67,,,\n3303,,4.2,,,,\n3304,,,,,,27.17\n3305,,,,26.17,,\n3306,,,,,6.85,\n3307,,,,,9.75,\n3308,,,,,,35.44\n3309,21.72,,,,,\n3310,,3.63,,,,\n3311,,,,,6.32,\n3312,21.49,,,,,\n3313,,4.37,,,,\n3314,24.27,,,,,\n3315,,,55.51,,,\n3316,32.96,,,,,\n3317,,3.31,,,,\n3318,,3.57,,,,\n3319,,,,37.8,,\n3320,,4.02,,,,\n3321,19.46,,,,,\n3322,,,60.3,,,\n3323,,,,,,22.52\n3324,23.64,3.81,30.67,35.44,4.77,23.56\n3325,,,,26.47,,\n3326,,,,,,25.02\n3327,,3.95,,,,\n3328,,,,,,34.4\n3329,,,20.86,,,\n3330,,,,,7.23,\n3331,,,,20.2,,\n3332,,,11.66,,,\n3333,,4.25,,,,\n3334,,4.14,,,,\n3335,,,14.98,,,\n3336,,,,34.87,,\n3337,,5.88,,,,\n3338,,,,,,23.84\n3339,,,,21.82,,\n3340,,3.49,,,,\n3341,,,24.8,,,\n3342,,,19.86,,,\n3343,,,,25.67,,\n3344,,,60.88,,,\n3345,,,71.83,,,\n3346,,,,34.95,,\n3347,,,72.76,,,\n3348,,,67.11,,,\n3349,27.32,,,,,\n3350,,3.91,,,,\n3351,,,,,,11.81\n3352,,,,,13.49,\n3353,31.21,,,,,\n3354,,,,24.18,,\n3355,,,,,,46.08\n3356,,,,,5.9,\n3357,,4.97,,,,\n3358,,,,,,42.92\n3359,,,,26.08,,\n3360,27.93,4.37,36.45,45.7,9.24,29.72\n3361,,,29.91,,,\n3362,,,21.42,,,\n3363,,,17.16,,,\n3364,,3.65,,,,\n3365,,,,,,24.91\n3366,,,,,,18.1\n3367,,,,,7.78,\n3368,,,,,,2.83\n3369,,,,,12.7,\n3370,,,,,,2.24\n3371,,3.58,,,,\n3372,18.84,,,,,\n3373,17.1,,,,,\n3374,,,,,7.79,\n3375,,3.32,,,,\n3376,,3.64,,,,\n3377,9.88,,,,,\n3378,,4.15,,,,\n3379,,4.54,,,,\n3380,4.36,,,,,\n3381,,,,42.46,,\n3382,,,,,,29.79\n3383,,,,,,15.92\n3384,,,27.22,,,\n3385,,,35.99,,,\n3386,,8.24,,,,\n3387,12.8,,,,,\n3388,,,,,,4.93\n3389,,5.6,,,,\n3390,,,,,,1.36\n3391,,,,,,1.59\n3392,,,,,,8.42\n3393,,,,,8.27,\n3394,,,,25.08,,\n3395,29.77,,,,,\n3396,,5.89,,,,\n3397,25.32,,,,,\n3398,,,16.22,,,\n3399,19.88,,,,,\n3400,,5.14,,,,\n3401,,,,33.64,,\n3402,,,,34.34,,\n3403,,,,,,31.07\n3404,14.14,,,,,\n3405,,,,,,24.76\n3406,16.79,,,,,\n3407,,,,34.41,,\n3408,14.67,,,,,\n3409,,,28.08,,,\n3410,,,,,,16.2\n3411,,,17.25,,,\n3412,,,,,6.01,\n3413,,,,19.02,,\n3414,8.79,,,,,\n3415,,7.07,,,,\n3416,,,,,5.26,\n3417,,,,,6.15,\n3418,,,,,6.72,\n3419,,,29.32,,,\n3420,,4.35,,,,\n3421,,4.1,,,,\n3422,,,,,,28.21\n3423,,,,,4.42,\n3424,13.17,,,,,\n3425,9.75,,,,,\n3426,7.59,,,,,\n3427,,,,,7.44,\n3428,,6.26,,,,\n3429,,,19.34,,,\n3430,,,,,,24.34\n3431,,,,,,30.38\n3432,,,13.03,,,\n3433,,,,,,40.07\n3434,,,,24.4,,\n3435,,,,,7.11,\n3436,,5.71,,,,\n3437,,5.51,,,,\n3438,,,24.08,,,\n3439,,,19.62,,,\n3440,,6.36,,,,\n3441,,,21.79,,,\n3442,5.42,,,,,\n3443,,5.13,,,,\n3444,,,19.2,,,\n3445,,,,22.8,,\n3446,,,,,,37.02\n3447,,,,,3.96,\n3448,,,,16.34,,\n3449,,,9.12,,,\n3450,,,,,3.85,\n3451,,,10.33,,,\n3452,,,19.01,,,\n3453,,,22.17,,,\n3454,1.22,,,,,\n3455,,,,,7.55,\n3456,,,,,,61.85\n3457,,,10.4,,,\n3458,,,,,,61.98\n3459,,,,,8.81,\n3460,,,,,7.24,\n3461,,4.86,,,,\n3462,,4.85,,,,\n3463,,,,28.64,,\n3464,,,,,7.23,\n3465,21.15,,,,,\n3466,,,,,9.43,\n3467,,,62.8,,,\n3468,,,113.99,,,\n3469,,,,,48.91,\n3470,41.8,,,,,\n3471,,,,,63.92,\n3472,,,131.76,,,\n3473,,,,144.04,,\n3474,,,,194.8,,\n3475,33.71,,,,,\n3476,,,,89.36,,\n3477,26.9,,,,,\n3478,,,,121.57,,\n3479,,,92.46,,,\n3480,29.04,,,,,\n3481,,,,,,37.55\n3482,,,42.82,,,\n3483,,,31.86,,,\n3484,,,25.14,,,\n3485,,5.4,,,,\n3486,,,,,,98.9\n3487,,,44.63,,,\n3488,23.89,,,,,\n3489,,,,326.83,,\n3490,,,,,193.39,\n3491,67.8,,,,,\n3492,,,,175.2,,\n3493,,4.96,,,,\n3494,,,,,53.83,\n3495,,,,23.72,,\n3496,,4.78,,,,\n3497,,,,17.46,,\n3498,30.82,,,,,\n3499,,,,,4.06,\n3500,,,,,,41.02\n3501,,,,69.12,,\n3502,,,,,7.56,\n3503,,,,,,42.81\n3504,22.99,,,,,\n3505,,4.19,,,,\n3506,,,,18.3,,\n3507,,,,,,78.16\n3508,,,12.31,,,\n3509,,,,,5.96,\n3510,,,,35.9,,\n3511,,,,,,60.93\n3512,,4.29,,,,\n3513,,,,,,2.83\n3514,,,,,,2.47\n3515,,,,260.68,,\n3516,,,127.04,,,\n3517,,,,,,4.53\n3518,,,,,,3.21\n3519,61.3,,,,,\n3520,,5.99,,,,\n3521,,,75.58,,,\n3522,2.72,3.78,33.51,38.39,4.88,39.12\n3523,1.91,,,,,\n3524,1.45,,,,,\n3525,,,31.18,,,\n3526,,,,,4.28,\n3527,,,,,,32.61\n3528,,,,,3.93,\n3529,,,10.65,,,\n3530,,,,22.44,,\n3531,,3.4,,,,\n3532,,,37.78,,,\n3533,,,,,,30.84\n3534,,,22.05,,,\n3535,,,,,8.24,\n3536,,1.8,,,,\n3537,11.35,,,,,\n3538,11.4,,,,,\n3539,,,,26.19,,\n3540,,,,,12.19,\n3541,,3.66,,,,\n3542,8.8,,,,,\n3543,,4.37,,,,\n3544,,,,,,2.35\n3545,,5.8,,,,\n3546,80.26,,,,,\n3547,,,,317.4,,\n3548,,,114.81,,,\n3549,73.29,,,,,\n3550,,,,147.49,,\n3551,34.88,,,,,\n3552,,,,110.86,,\n3553,,4.28,,,,\n3554,24.83,,,,,\n3555,,,,,123.8,\n3556,,7.1,,,,\n3557,,,,,,57.82\n3558,,4.19,,,,\n3559,,6.07,,,,\n3560,,,16.05,,,\n3561,,7.76,,,,\n3562,26.61,,,,,\n3563,,,,,11.59,\n3564,,,,126.16,,\n3565,,,170.08,,,\n3566,54.84,8.79,172.85,330.19,157.34,12.66\n3567,,,,,153.62,\n3568,94.02,,,,,\n3569,96.27,,,,,\n3570,82.26,,,,,\n3571,,6.36,,,,\n3572,62.55,,,,,\n3573,,,,108.31,,\n3574,,4.5,,,,\n3575,40.41,,,,,\n3576,,4.42,,,,\n3577,34.47,,,,,\n3578,,,,,,6.44\n3579,,,81.66,,,\n3580,,,,,,26.04\n3581,,,,,18.45,\n3582,75.88,,,,,\n3583,,6.08,,,,\n3584,,,,25.03,,\n3585,45.07,,,,,\n3586,,,17.28,,,\n3587,,,56.07,,,\n3588,29.69,,,,,\n3589,,,,,,6.48\n3590,,6.25,,,,\n3591,,,95.6,,,\n3592,,,,,,32.32\n3593,,,,107.52,,\n3594,59.49,,,,,\n3595,,,,147.29,,\n3596,58.57,,,,,\n3597,,,,,5.68,\n3598,43.43,,,,,\n3599,,,,,,25.19\n3600,,,,,5.27,\n3601,,,,34.91,,\n3602,,5.04,,,,\n3603,29.85,,,,,\n3604,,,,,,39.88\n3605,,,,38.42,,\n3606,,,,24.88,,\n3607,44.93,,,,,\n3608,,,13.58,,,\n3609,,4.31,,,,\n3610,,,,,5.34,\n3611,,,,,,60.2\n3612,,4.42,,,,\n3613,43.41,,,,,\n3614,,,,,,3.39\n3615,,6.3,,,,\n3616,,,,,,3.23\n3617,,,,,80.44,\n3618,,,,,51.43,\n3619,,,,,81.07,\n3620,,4.51,,,,\n3621,,4.62,,,,\n3622,,,,72.95,,\n3623,30.97,,,,,\n3624,,,,,,2.79\n3625,,,,228.88,,\n3626,,,,324.2,,\n3627,,,,,30.68,\n3628,70.05,,,,,\n3629,,,24.16,,,\n3630,,,,34.24,,\n3631,,11.23,,,,\n3632,,,,25.33,,\n3633,,11.77,,,,\n3634,,,,,,61.69\n3635,34.96,,,,,\n3636,,,,,10.38,\n3637,20.33,,,,,\n3638,,,,,,47.69\n3639,,,56.95,,,\n3640,29.73,,,,,\n3641,,,,,10.35,\n3642,,,46.25,,,\n3643,,,51.77,,,\n3644,,,,,6.62,\n3645,,,42.8,,,\n3646,,,,44.57,,\n3647,,,,37.55,,\n3648,,,,,,19.29\n3649,25.05,,,,,\n3650,,,,,14.68,\n3651,,,75.39,,,\n3652,27.22,,,,,\n3653,,,,124.38,,\n3654,,,,,28.45,\n3655,,,26.32,,,\n3656,,,,,18.61,\n3657,,,,,10.7,\n3658,,,,,,7.23\n3659,,,,,,7.58\n3660,,,,,40.14,\n3661,,,,90.14,,\n3662,14.52,,,,,\n3663,,,,42.11,,\n3664,,,,,,29.77\n3665,,,,32.17,,\n3666,,,,,,35.56\n3667,,,,34.41,,\n3668,,,,28.75,,\n3669,9.46,,,,,\n3670,,5.4,,,,\n3671,,,125.21,,,\n3672,,,,,167.88,\n3673,,,,,,3.16\n3674,,4.38,,,,\n3675,,,,168.96,,\n3676,,,,122.17,,\n3677,,,,,22.96,\n3678,,,,,26.45,\n3679,18.2,,,,,\n3680,12.9,,,,,\n3681,,,,127.94,,\n3682,,,,,79.14,\n3683,,,,187.94,,\n3684,,,,38.26,,\n3685,,,,,,38.7\n3686,,,,23.88,,\n3687,,,,23.33,,\n3688,,4.9,,,,\n3689,,,,,,54.09\n3690,,,,,,51.88\n3691,,4.89,,,,\n3692,,,185.75,,,\n3693,,,237.0,,,\n3694,,,187.28,,,\n3695,,,142.7,,,\n3696,,,,,,2.77\n3697,68.84,,,,,\n3698,,5.32,,,,\n3699,,4.77,,,,\n3700,,4.63,,,,\n3701,,,,,44.57,\n3702,,,,,49.6,\n3703,,,,127.62,,\n3704,23.4,,,,,\n3705,,,,265.86,,\n3706,23.66,,,,,\n3707,,6.15,,,,\n3708,55.12,,,,,\n3709,,,,40.48,,\n3710,,,20.45,,,\n3711,,,24.07,,,\n3712,33.32,,,,,\n3713,31.37,,,,,\n3714,,,,,14.78,\n3715,,8.28,,,,\n3716,,,193.42,,,\n3717,,,,391.02,,\n3718,,7.92,,,,\n3719,,7.6,,,,\n3720,,,,316.22,,\n3721,,,,224.42,,\n3722,80.33,,,,,\n3723,78.93,,,,,\n3724,66.62,,,,,\n3725,,,,174.54,,\n3726,,,,,,2.78\n3727,,,,,13.76,\n3728,48.88,,,,,\n3729,,,,,,3.08\n3730,,,,,118.69,\n3731,,,,,,11.49\n3732,,8.43,,,,\n3733,,8.61,,,,\n3734,,,43.51,,,\n3735,70.87,,,,,\n3736,,,20.35,,,\n3737,,,,,,52.86\n3738,,,28.17,,,\n3739,,,,163.34,,\n3740,,7.56,,,,\n3741,,,,,216.32,\n3742,,,,,185.63,\n3743,,,163.02,,,\n3744,,7.9,,,,\n3745,,,,,154.72,\n3746,,6.13,,,,\n3747,,5.84,,,,\n3748,,6.05,,,,\n3749,,,,,,2.59\n3750,,4.93,,,,\n3751,,,,,54.42,\n3752,,,79.58,,,\n3753,,,,331.12,,\n3754,,,,,235.26,\n3755,,,80.74,,,\n3756,,,,,,3.61\n3757,,,,,,3.94\n3758,,,,,9.12,\n3759,,4.98,,,,\n3760,,,,,,47.08\n3761,,,,,,21.7\n3762,,,134.62,,,\n3763,124.85,,,,,\n3764,,,,,,3.24\n3765,,,,463.47,,\n3766,140.28,,,,,\n3767,,,,,173.43,\n3768,,7.7,,,,\n3769,,,,,65.74,\n3770,98.62,,,,,\n3771,,,,,,13.07\n3772,,,31.27,,,\n3773,,,,44.9,,\n3774,,,,,27.28,\n3775,,5.29,,,,\n3776,49.38,,,,,\n3777,85.97,,,,,\n3778,,,26.97,,,\n3779,,5.16,,,,\n3780,75.38,,,,,\n3781,,4.54,,,,\n3782,,,28.04,,,\n3783,,,,,,46.31\n3784,,,,,12.89,\n3785,,4.59,,,,\n3786,,,250.69,,,\n3787,,,,,345.58,\n3788,,,,741.65,,\n3789,,7.94,,,,\n3790,129.37,,,,,\n3791,103.18,,,,,\n3792,,,,164.94,,\n3793,,,,,58.76,\n3794,,,,109.65,,\n3795,,,,155.28,,\n3796,,,,,23.38,\n3797,,,40.97,,,\n3798,37.96,,,,,\n3799,,,,,89.42,\n3800,,5.35,,,,\n3801,56.11,,,,,\n3802,,,19.54,,,\n3803,,,14.5,,,\n3804,,,,,,48.08\n3805,,4.28,,,,\n3806,,,,,9.03,\n3807,40.84,,,,,\n3808,,,,,,38.03\n3809,,,,79.73,,\n3810,,4.44,,,,\n3811,,,,294.59,,\n3812,,,,234.0,,\n3813,,,,141.6,,\n3814,,,78.39,,,\n3815,,,,106.08,,\n3816,,,,,24.13,\n3817,,,,,,6.21\n3818,,3.74,,,,\n3819,,,,,12.15,\n3820,,4.15,,,,\n3821,,,59.32,,,\n3822,,4.03,,,,\n3823,,,97.56,,,\n3824,,,,,,8.34\n3825,,,,47.82,,\n3826,,,,,,26.52\n3827,,4.56,,,,\n3828,,,12.72,,,\n3829,,,,21.5,,\n3830,,,,25.15,,\n3831,,,17.19,,,\n3832,61.98,,,,,\n3833,,,,,,9.49\n3834,,,,,73.94,\n3835,,,118.98,,,\n3836,,,,,78.99,\n3837,,,,,,2.8\n3838,92.41,,,,,\n3839,,,,284.22,,\n3840,,,,175.91,,\n3841,,,,188.94,,\n3842,,,,,42.48,\n3843,76.98,,,,,\n3844,,,50.5,,,\n3845,,3.86,,,,\n3846,,,,108.54,,\n3847,,,,,54.57,\n3848,,,,117.93,,\n3849,80.6,5.44,42.98,66.38,23.4,17.26\n3850,,6.19,,,,\n3851,61.77,,,,,\n3852,,,,19.98,,\n3853,,,11.7,,,\n3854,,,,,6.14,\n3855,47.61,,,,,\n3856,,,,54.99,,\n3857,,,59.64,,,\n3858,57.48,,,,,\n3859,,6.69,,,,\n3860,,,,211.49,,\n3861,,,,,,2.77\n3862,,6.25,,,,\n3863,,,,,,2.86\n3864,,,,,,2.61\n3865,,,23.43,,,\n3866,,,,,9.79,\n3867,,,,106.71,,\n3868,70.71,,,,,\n3869,,,,31.02,,\n3870,,,,,7.41,\n3871,,,14.32,,,\n3872,,,15.27,,,\n3873,,,,,8.53,\n3874,,,,,,19.4\n3875,,,,,229.51,\n3876,,6.85,,,,\n3877,,,,,,3.34\n3878,110.24,,,,,\n3879,,,,61.94,,\n3880,,,45.96,,,\n3881,,4.6,,,,\n3882,,,,52.16,,\n3883,,,,,,12.11\n3884,31.85,,,,,\n3885,,,,,,38.19\n3886,,,,21.47,,\n3887,,,,,11.08,\n3888,,,49.94,,,\n3889,180.77,,,,,\n3890,,,,,,3.33\n3891,,6.27,,,,\n3892,,,,,,3.06\n3893,,,,,153.63,\n3894,114.34,,,,,\n3895,,,,272.8,,\n3896,,,,276.77,,\n3897,,,,,,2.58\n3898,,,,172.23,,\n3899,,,,,,2.4\n3900,,,,,,21.92\n3901,54.87,,,,,\n3902,,,,,,12.67\n3903,60.9,,,,,\n3904,94.8,,,,,\n3905,,,,,,21.7\n3906,,,,,,24.71\n3907,,,,,6.62,\n3908,,,,64.53,,\n3909,,,,49.86,,\n3910,,,,,,16.04\n3911,,,33.63,,,\n3912,,,21.93,,,\n3913,,,,,,19.84\n3914,,3.47,,,,\n3915,,,,67.73,,\n3916,,,,,79.19,\n3917,,,,,,4.1\n3918,,3.78,,,,\n3919,,,,,,16.7\n3920,,3.66,,,,\n3921,,,,,,32.48\n3922,14.71,,,,,\n3923,,4.14,,,,\n3924,,4.17,,,,\n3925,,,164.87,,,\n3926,,,194.39,,,\n3927,,4.94,,,,\n3928,,5.03,,,,\n3929,,4.54,,,,\n3930,,,137.13,,,\n3931,,,,,,2.71\n3932,,,65.83,,,\n3933,,,,,8.12,\n3934,,,30.66,,,\n3935,,,,,8.1,\n3936,29.11,,,,,\n3937,22.12,,,,,\n3938,,,,142.45,,\n3939,23.1,,,,,\n3940,,,,,,10.23\n3941,,,,,,25.19\n3942,43.63,,,,,\n3943,39.22,,,,,\n3944,,4.36,,,,\n3945,,,,,8.51,\n3946,,,,,9.11,\n3947,34.68,,,,,\n3948,,,,78.39,,\n3949,,,,,,6.27\n3950,56.6,,,,,\n3951,,,,68.78,,\n3952,,,,,43.45,\n3953,52.49,,,,,\n3954,,,,,,11.2\n3955,,,59.81,,,\n3956,,,,,9.75,\n3957,,,,,6.32,\n3958,35.66,,,,,\n3959,,,,17.62,,\n3960,,,,14.82,,\n3961,,3.76,,,,\n3962,,,,,29.32,\n3963,,,,32.23,,\n3964,31.72,3.78,17.92,26.22,8.3,25.63\n3965,35.85,,,,,\n3966,,3.78,,,,\n3967,30.71,,,,,\n3968,,,,,7.69,\n3969,,,,,8.27,\n3970,34.84,,,,,\n3971,,,,29.5,,\n3972,,,,,,25.51\n3973,,,,,12.71,\n3974,,3.97,,,,\n3975,,,28.01,,,\n3976,,,,,,16.52\n3977,,,,,10.42,\n3978,,,,24.08,,\n3979,,,16.84,,,\n3980,,,10.99,,,\n3981,,3.54,,,,\n3982,,,,20.94,,\n3983,90.68,,,,,\n3984,87.43,,,,,\n3985,,,,23.34,,\n3986,,,39.17,,,\n3987,,,,,,26.21\n3988,98.82,,,,,\n3989,,4.55,,,,\n3990,,,,,,40.34\n3991,76.69,,,,,\n3992,,,,,,42.08\n3993,193.37,,,,,\n3994,,,25.85,,,\n3995,,,35.54,,,\n3996,28.04,,,,,\n3997,,,,,,3.11\n3998,,,175.98,,,\n3999,,,,,120.32,\n4000,,,,,,2.87\n4001,,,122.35,,,\n4002,45.51,,,,,\n4003,,,,,,2.59\n4004,,,76.51,,,\n4005,,,,,55.27,\n4006,,,,190.46,,\n4007,,,70.6,,,\n4008,,,,139.15,,\n4009,,,,,113.1,\n4010,,,,184.97,,\n4011,,,,,,9.16\n4012,45.36,,,,,\n4013,46.21,,,,,\n4014,,7.01,,,,\n4015,45.02,,,,,\n4016,,6.32,,,,\n4017,26.84,,,,,\n4018,,,,34.35,,\n4019,,,,48.37,,\n4020,20.6,,,,,\n4021,,,,162.38,,\n4022,,,114.1,,,\n4023,39.14,,,,,\n4024,38.07,,,,,\n4025,,,128.69,,,\n4026,,,,244.54,,\n4027,,,,164.32,,\n4028,29.16,,,,,\n4029,30.97,,,,,\n4030,,,42.64,,,\n4031,22.55,,,,,\n4032,,,,,,2.66\n4033,,,,226.79,,\n4034,,6.42,,,,\n4035,,,,32.78,,\n4036,,,,,,41.92\n4037,,,,22.96,,\n4038,,,,,8.54,\n4039,,,,,8.4,\n4040,,,,,17.6,\n4041,39.47,,,,,\n4042,,,236.91,,,\n4043,,,,,,3.59\n4044,98.78,,,,,\n4045,,,,,,3.24\n4046,,,144.56,,,\n4047,,,,272.13,,\n4048,,5.7,,,,\n4049,,,,174.87,,\n4050,,,,,,2.46\n4051,,,71.51,,,\n4052,,,,92.51,,\n4053,40.26,4.07,53.79,72.8,19.02,3.64\n4054,,,,,,2.61\n4055,,,,,,2.79\n4056,,4.86,,,,\n4057,,,,,,9.24\n4058,,,,,9.12,\n4059,37.05,,,,,\n4060,,3.72,,,,\n4061,,,,47.77,,\n4062,,,,35.37,,\n4063,,,,43.98,,\n4064,,,,,,22.91\n4065,38.52,,,,,\n4066,44.5,,,,,\n4067,37.18,,,,,\n4068,,,,17.4,,\n4069,,,,,5.98,\n4070,,,,,,29.28\n4071,,,,,4.54,\n4072,,,,,5.35,\n4073,,,,12.7,,\n4074,,3.89,,,,\n4075,26.78,,,,,\n4076,,,,21.9,,\n4077,,,,,,22.9\n4078,12.06,,,,,\n4079,8.98,,,,,\n4080,,,,,12.25,\n4081,,,,,11.49,\n4082,,,,35.31,,\n4083,,,,,,39.55\n4084,,,,,,39.07\n4085,,,,35.08,,\n4086,,,42.94,,,\n4087,,,,68.75,,\n4088,2.65,,,,,\n4089,,4.29,,,,\n4090,,,,69.48,,\n4091,4.85,,,,,\n4092,,,,,6.53,\n4093,,,53.6,,,\n4094,,,,48.09,,\n4095,6.3,,,,,\n4096,,,28.9,,,\n4097,,,,,5.4,\n4098,,,65.76,,,\n4099,5.07,,,,,\n4100,,4.38,,,,\n4101,5.87,,,,,\n4102,15.71,,,,,\n4103,,,,,9.05,\n4104,,,,,10.22,\n4105,,,29.54,,,\n4106,26.98,,,,,\n4107,,,47.98,,,\n4108,37.81,,,,,\n4109,,,,,,4.12\n4110,,,,117.72,,\n4111,,,,,,21.92\n4112,,,52.4,,,\n4113,,3.88,,,,\n4114,,,,,6.84,\n4115,,,,,7.86,\n4116,,3.22,,,,\n4117,,3.22,,,,\n4118,6.2,,,,,\n4119,,,,,5.33,\n4120,,,14.74,,,\n4121,,,23.34,,,\n4122,,,,,18.6,\n4123,,3.43,,,,\n4124,,,,23.93,,\n4125,,,,,,42.7\n4126,,,14.38,,,\n4127,,,16.94,,,\n4128,,3.57,,,,\n4129,,,,,,51.28\n4130,,,,,11.87,\n4131,,,21.55,,,\n4132,,,,55.74,,\n4133,,4.25,,,,\n4134,,,,,,4.49\n4135,50.52,,,,,\n4136,,4.31,,,,\n4137,53.62,,,,,\n4138,,,,,185.1,\n4139,55.4,,,,,\n4140,,,110.55,,,\n4141,,,,,127.99,\n4142,,3.63,,,,\n4143,,3.39,,,,\n4144,,,,95.88,,\n4145,,,,65.47,,\n4146,,3.96,,,,\n4147,,,,305.79,,\n4148,,,,,,6.95\n4149,,,29.28,,,\n4150,,,20.11,,,\n4151,,,22.06,,,\n4152,,,,30.8,,\n4153,,,,,12.26,\n4154,,,,,,51.21\n4155,,,,,,38.58\n4156,11.83,,,,,\n4157,,,191.81,,,\n4158,49.59,,,,,\n4159,,,,250.38,,\n4160,,,,172.61,,\n4161,57.19,,,,,\n4162,,,,,79.73,\n4163,42.88,,,,,\n4164,,3.98,,,,\n4165,,,,,148.19,\n4166,,,,,93.56,\n4167,35.82,,,,,\n4168,,,,,,3.26\n4169,26.62,,,,,\n4170,,,,,154.81,\n4171,,4.63,,,,\n4172,,,33.43,,,\n4173,,,47.28,,,\n4174,,,,49.98,,\n4175,,,,33.64,,\n4176,,,,43.51,,\n4177,,,,,,31.39\n4178,,,,,,43.6\n4179,,,,,,36.1\n4180,,,,,12.46,\n4181,,,51.81,,,\n4182,,,,38.09,,\n4183,,,,,,19.95\n4184,,,,,21.94,\n4185,,,18.32,,,\n4186,,,,,,46.82\n4187,11.79,3.66,35.13,47.0,11.86,38.4\n4188,,,,,11.7,\n4189,,,,98.85,,\n4190,,,84.51,,,\n4191,,3.75,,,,\n4192,,,,211.03,,\n4193,,4.31,,,,\n4194,,4.32,,,,\n4195,,,,,,4.78\n4196,,,,74.63,,\n4197,,,,73.58,,\n4198,,,,,40.18,\n4199,,3.95,,,,\n4200,,,,,113.67,\n4201,12.93,,,,,\n4202,,,,,27.3,\n4203,,,,,,21.14\n4204,24.74,,,,,\n4205,,5.38,,,,\n4206,,,,,10.44,\n4207,,,,,,36.49\n4208,,,,33.73,,\n4209,,,,35.21,,\n4210,,3.44,,,,\n4211,,3.34,,,,\n4212,,,42.28,,,\n4213,,,,,,43.13\n4214,,,,,8.25,\n4215,,,,,5.79,\n4216,,,11.08,,,\n4217,6.23,,,,,\n4218,,,,,,27.58\n4219,,6.0,,,,\n4220,5.54,,,,,\n4221,,7.36,,,,\n4222,5.32,,,,,\n4223,,,,27.53,,\n4224,,,,,10.05,\n4225,6.93,,,,,\n4226,,5.07,,,,\n4227,,,,31.55,,\n4228,,4.48,,,,\n4229,,,,23.69,,\n4230,,,,,,39.99\n4231,,,,34.67,,\n4232,,,,,,37.24\n4233,,3.45,,,,\n4234,,3.46,,,,\n4235,,,,,,34.57\n4236,,,,,,33.84\n4237,5.46,,,,,\n4238,5.47,,,,,\n4239,,3.34,,,,\n4240,,,,,5.16,\n4241,,,10.32,,,\n4242,,,,,4.78,\n4243,,,,11.09,,\n4244,5.06,,,,,\n4245,,,22.94,,,\n4246,,,23.15,,,\n4247,,,,,32.18,\n4248,,5.02,,,,\n4249,,,,,,25.95\n4250,,,,,,26.34\n4251,,,,31.74,,\n4252,,,,,,22.68\n4253,,,,55.08,,\n4254,,5.31,,,,\n4255,,,,47.73,,\n4256,,,,,8.21,\n4257,,4.97,,,,\n4258,,,,66.76,,\n4259,14.08,,,,,\n4260,,,,93.32,,\n4261,,,,,,3.28\n4262,,,59.07,,,\n4263,,,,118.76,,\n4264,,3.75,,,,\n4265,,,,201.6,,\n4266,,,,123.52,,\n4267,,4.03,,,,\n4268,,,,,,3.85\n4269,,,,158.31,,\n4270,,,,,,18.46\n4271,,5.81,,,,\n4272,,,,,,27.2\n4273,44.62,,,,,\n4274,,4.71,,,,\n4275,35.71,,,,,\n4276,,3.25,,,,\n4277,39.1,,,,,\n4278,57.16,,,,,\n4279,,,,,,7.48\n4280,,,,,,5.7\n4281,,2.22,,,,\n4282,,,,,25.63,\n4283,35.59,,,,,\n4284,,5.87,,,,\n4285,,,66.53,,,\n4286,,,,106.77,,\n4287,,5.23,,,,\n4288,,,,115.67,,\n4289,,,,181.51,,\n4290,,,79.93,,,\n4291,,,,,69.63,\n4292,,,,,,16.16\n4293,,,,,,28.48\n4294,,10.92,,,,\n4295,,,,,15.92,\n4296,,,30.56,,,\n4297,,,,,12.64,\n4298,,,,,,33.91\n4299,,,,,27.23,\n4300,,,175.67,,,\n4301,,,,408.96,,\n4302,,,,,90.71,\n4303,81.89,,,,,\n4304,,,78.6,,,\n4305,75.87,,,,,\n4306,71.36,,,,,\n4307,60.82,,,,,\n4308,,,,71.02,,\n4309,,,46.73,,,\n4310,,4.54,,,,\n4311,,,,148.1,,\n4312,,,,,,3.55\n4313,,,,,80.41,\n4314,,,150.27,,,\n4315,,5.81,,,,\n4316,,,211.6,,,\n4317,,,,,20.69,\n4318,,,38.72,,,\n4319,,11.1,,,,\n4320,,,,27.95,,\n4321,,7.73,,,,\n4322,,7.16,,,,\n4323,,,,39.75,,\n4324,,,,104.32,,\n4325,12.69,,,,,\n4326,,,63.71,,,\n4327,,,,,33.07,\n4328,29.16,,,,,\n4329,,,,,189.67,\n4330,,,,361.37,,\n4331,,5.15,,,,\n4332,,,,,178.84,\n4333,,,,,,3.11\n4334,,,87.38,,,\n4335,,,90.79,,,\n4336,,,,,,3.3\n4337,,,,147.63,,\n4338,,,,,50.4,\n4339,,,,,118.46,\n4340,,4.42,,,,\n4341,,,,,,15.25\n4342,,,,31.58,,\n4343,,,21.56,,,\n4344,,7.05,,,,\n4345,,,,,18.12,\n4346,25.48,,,,,\n4347,,6.53,,,,\n4348,,,168.36,,,\n4349,,7.1,,,,\n4350,104.92,,,,,\n4351,,,,,,4.41\n4352,,,117.29,,,\n4353,,,,,,13.99\n4354,,,,64.39,,\n4355,,,,,27.35,\n4356,,,,110.44,,\n4357,34.3,,,,,\n4358,,,,,,5.79\n4359,21.35,,,,,\n4360,,,,,,8.86\n4361,,3.38,,,,\n4362,15.84,,,,,\n4363,,,34.52,,,\n4364,,,,61.34,,\n4365,,,24.93,,,\n4366,,3.59,,,,\n4367,,,,,,38.42\n4368,,,,,10.96,\n4369,,3.55,,,,\n4370,,,23.08,,,\n4371,,,,,9.3,\n4372,8.37,,,,,\n4373,,3.03,,,,\n4374,10.05,,,,,\n4375,,,16.87,,,\n4376,,2.83,,,,\n4377,,,,18.73,,\n4378,7.82,3.2,9.18,15.12,5.94,37.43\n4379,7.72,,,,,\n4380,,3.65,,,,\n4381,8.77,,,,,\n4382,,,,,4.13,\n4383,,,,13.43,,\n4384,,3.85,,,,\n4385,8.45,,,,,\n4386,8.09,,,,,\n4387,,,,,,9.97\n4388,7.86,,,,,\n4389,,,,,7.04,\n4390,,,,,14.36,\n4391,,3.88,,,,\n4392,6.12,,,,,\n4393,,,,,11.44,\n4394,,,,24.43,,\n4395,,,,,8.5,\n4396,,,,,9.65,\n4397,,,,,,17.02\n4398,,,,,7.63,\n4399,,3.78,,,,\n4400,,,15.06,,,\n4401,,,,,,20.85\n4402,,,,,5.4,\n4403,,,,12.46,,\n4404,,,,12.68,,\n4405,,,,,4.78,\n4406,,,,,,10.69\n4407,5.55,,,,,\n4408,,,,,13.99,\n4409,,,,,20.63,\n4410,,,,25.71,,\n4411,5.19,,,,,\n4412,,,,22.0,,\n4413,5.1,,,,,\n4414,5.07,,,,,\n4415,5.7,10.18,18.74,29.38,10.64,43.88\n4416,,,,28.27,,\n4417,5.88,,,,,\n4418,,8.3,,,,\n4419,,,31.29,,,\n4420,,,,,,26.66\n4421,6.08,7.59,43.12,57.53,14.41,20.68\n4422,,,39.18,,,\n4423,,,43.65,,,\n4424,,,,,12.89,\n4425,,,,,8.39,\n4426,,,52.27,,,\n4427,16.32,,,,,\n4428,15.19,,,,,\n4429,,3.53,,,,\n4430,19.17,,,,,\n4431,,,64.49,,,\n4432,,,122.16,,,\n4433,,,,,86.41,\n4434,,,45.06,,,\n4435,,5.26,,,,\n4436,30.13,,,,,\n4437,22.3,,,,,\n4438,,,,,12.38,\n4439,,5.07,,,,\n4440,,,24.06,,,\n4441,,4.47,,,,\n4442,,5.18,,,,\n4443,,,,,,5.66\n4444,,,44.51,,,\n4445,,,,,13.93,\n4446,,,,50.05,,\n4447,19.61,,,,,\n4448,,5.18,,,,\n4449,,,15.16,,,\n4450,,,,,,41.46\n4451,9.58,,,,,\n4452,,,,,,34.53\n4453,,,,,,34.19\n4454,,,,,,33.51\n4455,4.32,,,,,\n4456,,,,,8.67,\n4457,,4.26,,,,\n4458,,,27.19,,,\n4459,,,,31.74,,\n4460,,,25.64,,,\n4461,,4.54,,,,\n4462,,,,,10.08,\n4463,,,,36.43,,\n4464,,,26.44,,,\n4465,,,,,13.26,\n4466,16.8,,,,,\n4467,12.67,,,,,\n4468,,,,34.36,,\n4469,,,,31.33,,\n4470,,,,38.18,,\n4471,,,21.38,,,\n4472,,,,,6.84,\n4473,,3.25,,,,\n4474,2.0,,,,,\n4475,,,,,6.14,\n4476,,,,,4.55,\n4477,,,,,6.13,\n4478,1.38,,,,,\n4479,,3.36,,,,\n4480,0.86,,,,,\n4481,,,,68.75,,\n4482,,,,65.26,,\n4483,,,,65.7,,\n4484,,,95.19,,,\n4485,,,,,29.67,\n4486,,,,,24.2,\n4487,55.57,,,,,\n4488,81.06,,,,,\n4489,,,,,,3.58\n4490,79.33,,,,,\n4491,81.09,,,,,\n4492,,,,,44.7,\n4493,,,,70.03,,\n4494,,,,,,3.72\n4495,,3.61,,,,\n4496,30.36,3.73,57.49,79.61,22.12,7.19\n4497,33.6,,,,,\n4498,,4.4,,,,\n4499,,,132.94,,,\n4500,63.48,,,,,\n4501,,,,,10.74,\n4502,,,,31.48,,\n4503,,,,,11.04,\n4504,,,,,,32.58\n4505,,,,38.44,,\n4506,31.85,5.38,39.79,56.01,16.22,25.01\n4507,,,,,35.52,\n4508,,,99.64,,,\n4509,,5.72,,,,\n4510,52.16,,,,,\n4511,,,,,7.04,\n4512,43.91,,,,,\n4513,,,49.72,,,\n4514,,5.03,,,,\n4515,,,,,22.36,\n4516,,,,,,3.73\n4517,27.75,,,,,\n4518,,,,,13.71,\n4519,,5.15,,,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3,46.74,1\n1840,18.9,3.85,13.18,17.29,4.11,46.54,1\n1841,14.21,3.94,36.96,43.5,6.55,26.16,2\n1842,16.21,4.07,55.71,73.26,17.55,15.7,1\n1843,22.37,4.04,38.78,56.57,17.78,29.82,2\n1844,30.33,3.71,17.34,25.32,7.98,53.91,2\n1845,30.94,3.43,14.3,21.66,7.35,62.52,2\n1846,20.9,3.21,9.27,15.11,5.84,84.24,2\n1847,22.42,3.15,8.29,13.51,5.22,101.55,2\n1848,17.58,2.89,12.17,18.56,6.39,114.84,2\n1849,13.41,2.81,11.49,17.3,5.82,112.71,2\n1850,10.22,2.77,13.39,19.8,6.42,110.6,2\n1851,7.88,2.75,12.49,18.77,6.29,114.29,2\n1852,9.76,2.74,13.69,19.83,6.15,111.24,2\n1853,14.24,3.43,14.03,21.77,7.74,71.03,2\n1854,41.11,2.32,13.93,21.72,7.8,47.99,2\n1855,46.2,2.06,12.77,20.38,7.61,59.63,2\n1856,35.92,2.3,12.23,18.76,6.53,48.33,2\n1857,26.08,2.52,19.35,28.87,9.52,48.47,2\n1858,26.21,2.77,11.4,17.41,6.0,53.54,1\n1859,24.87,2.92,11.13,17.96,6.83,48.72,1\n1860,24.74,3.69,6.58,11.26,4.69,50.13,1\n1861,19.0,3.36,8.86,13.51,4.65,39.54,1\n1862,21.32,3.34,45.87,63.29,17.42,23.37,1\n1863,21.08,3.57,16.52,23.72,7.2,33.9,1\n1864,16.34,3.49,16.75,23.45,6.7,35.69,1\n1865,14.54,3.43,15.28,25.4,10.12,33.9,1\n1866,23.56,3.17,13.21,22.17,8.96,36.25,1\n1867,19.88,3.9,11.29,18.53,7.23,49.92,1\n1868,14.38,4.79,17.28,25.2,7.92,54.06,2\n1869,14.39,5.1,10.58,16.55,5.97,67.47,2\n1870,16.31,4.5,11.43,17.84,6.41,73.63,2\n1871,13.43,4.22,15.34,26.13,10.8,68.59,2\n1872,21.56,4.03,14.29,22.2,7.92,71.59,2\n1873,18.51,3.8,12.44,19.71,7.27,69.07,2\n1874,20.97,3.32,14.12,20.9,6.78,61.89,1\n1875,18.39,3.09,16.44,23.98,7.54,59.91,1\n1876,18.48,2.9,17.95,24.23,6.29,53.41,1\n1877,14.2,2.7,17.48,24.88,7.4,48.08,1\n1878,21.45,2.75,20.73,29.38,8.65,46.21,1\n1879,17.91,2.7,18.22,24.63,6.41,45.07,1\n1880,21.87,2.65,20.42,26.02,5.6,42.34,2\n1881,26.19,2.82,21.96,28.53,6.56,42.08,1\n1882,20.28,2.96,12.95,17.76,4.81,45.83,1\n1883,22.52,2.93,11.17,16.22,5.06,45.88,1\n1884,16.5,3.22,12.74,17.04,4.3,40.41,2\n1885,32.57,2.59,9.34,16.01,6.68,50.11,2\n1886,33.34,2.36,8.4,14.04,5.63,55.55,2\n1887,30.54,2.53,8.24,13.84,5.6,52.29,2\n1888,25.71,2.39,10.71,17.28,6.57,50.61,2\n1889,20.31,2.63,9.94,16.17,6.23,68.05,2\n1890,19.9,2.56,11.35,17.53,6.18,64.64,2\n1891,15.97,2.64,12.25,20.12,7.87,64.42,1\n1892,11.55,2.54,10.08,17.06,6.98,58.75,2\n1893,9.01,2.65,12.76,20.48,7.72,61.47,1\n1894,8.93,2.47,14.91,23.29,8.37,57.04,1\n1895,7.17,2.69,13.39,19.94,6.54,52.52,1\n1896,12.28,2.69,12.56,20.4,7.84,52.12,1\n1897,10.06,2.69,15.56,23.77,8.22,45.6,1\n1898,7.81,2.97,16.21,24.37,8.16,41.58,1\n1899,8.73,3.12,13.36,21.04,7.68,41.04,1\n1900,11.72,3.2,9.03,14.73,5.7,39.03,1\n1901,10.18,3.26,8.2,12.83,4.62,39.82,1\n1902,8.03,3.58,7.38,11.78,4.4,42.52,1\n1903,6.22,3.75,5.08,9.27,4.19,44.18,1\n1904,5.5,3.74,5.41,9.6,4.19,40.61,1\n1905,6.48,3.79,9.97,20.58,10.61,39.54,1\n1906,6.02,3.94,9.68,18.27,8.59,41.58,1\n1907,4.9,3.59,7.02,12.27,5.25,50.88,1\n1908,4.32,3.3,9.32,15.63,6.31,53.61,1\n1909,3.76,3.06,7.98,13.82,5.84,47.0,1\n1910,3.16,2.99,9.91,16.95,7.04,41.87,1\n1911,3.26,2.91,9.26,15.96,6.7,43.28,1\n1912,3.35,2.71,9.09,15.81,6.72,44.43,1\n1913,6.69,2.61,12.94,23.86,10.93,45.06,1\n1914,5.78,2.56,9.38,17.75,8.36,45.84,1\n1915,5.1,2.62,11.03,18.16,7.13,45.54,1\n1916,4.15,2.68,12.11,20.83,8.72,43.46,1\n1917,3.49,2.47,12.22,19.56,7.34,41.37,1\n1918,3.52,2.55,13.8,21.11,7.32,38.07,1\n1919,3.06,2.82,12.91,19.47,6.56,33.96,1\n1920,2.38,3.07,12.06,18.69,6.63,32.45,1\n1921,1.74,3.65,5.56,10.03,4.47,38.17,1\n1922,1.29,3.69,5.86,10.87,5.01,46.24,1\n1923,1.92,3.66,4.04,8.12,4.08,50.76,1\n1924,2.48,3.81,3.99,8.01,4.02,55.04,1\n1925,2.02,4.36,11.2,21.42,10.22,52.04,1\n1926,3.76,5.44,9.78,18.49,8.71,51.34,1\n1927,3.17,10.28,11.78,20.31,8.52,54.17,2\n1928,3.25,11.94,9.52,16.95,7.44,61.88,2\n1929,3.29,9.46,11.32,19.88,8.56,66.86,2\n1930,6.24,3.39,14.29,24.79,10.5,84.44,2\n1931,8.03,3.02,10.43,18.0,7.57,80.41,2\n1932,6.67,2.83,11.83,19.77,7.94,70.77,2\n1933,5.2,2.7,10.17,17.79,7.62,73.73,2\n1934,10.06,2.4,12.11,18.62,6.51,77.26,2\n1935,8.26,2.32,13.09,19.6,6.51,81.16,2\n1936,5.79,2.62,16.4,23.07,6.68,74.56,2\n1937,5.71,2.77,15.99,22.66,6.67,70.13,2\n1938,4.36,2.94,18.04,24.65,6.61,65.15,1\n1939,3.28,3.01,19.04,24.63,5.59,58.52,1\n1940,3.31,4.33,18.71,25.15,6.44,59.26,1\n1941,3.46,4.2,12.73,17.1,4.36,58.95,1\n1942,2.74,3.82,40.54,47.31,6.78,25.96,1\n1943,8.17,3.68,29.15,34.22,5.07,29.9,1\n1944,6.86,3.55,31.86,36.54,4.68,24.4,1\n1945,12.55,3.43,45.75,61.54,15.79,11.86,1\n1946,16.44,3.45,42.82,69.41,26.59,9.76,2\n1947,14.41,3.94,63.4,119.0,55.6,15.45,1\n1948,23.56,3.92,44.31,68.57,24.26,35.88,2\n1949,30.88,3.55,11.84,18.2,6.36,80.44,2\n1950,23.94,3.09,9.23,14.88,5.64,91.72,2\n1951,16.83,3.53,11.34,18.29,6.94,82.79,2\n1952,12.01,3.51,10.52,17.98,7.47,86.52,2\n1953,10.86,3.23,10.32,17.22,6.9,84.54,2\n1954,9.58,3.13,12.26,20.91,8.65,81.27,2\n1955,16.67,3.27,10.41,17.11,6.7,80.78,2\n1956,13.92,4.27,12.81,22.85,10.04,82.87,2\n1957,14.15,3.48,11.65,18.72,7.06,83.7,2\n1958,15.74,3.16,16.2,25.52,9.32,78.83,2\n1959,12.42,3.57,28.8,42.77,13.97,63.6,1\n1960,14.52,3.92,41.81,50.17,8.36,48.53,1\n1961,19.42,3.89,30.22,39.09,8.86,56.57,2\n1962,15.48,3.54,18.95,27.45,8.49,68.75,1\n1963,13.4,3.46,25.45,31.92,6.47,59.55,1\n1964,17.59,3.92,33.48,39.92,6.44,46.9,1\n1965,20.78,4.12,40.88,47.1,6.23,35.24,2\n1966,25.13,4.39,66.92,94.44,27.51,8.83,2\n1967,23.42,3.92,50.22,64.57,14.35,8.02,2\n1968,25.32,3.83,57.08,99.29,42.21,8.1,2\n1969,28.63,3.71,60.31,100.73,40.42,14.06,2\n1970,35.06,3.59,48.37,69.51,21.14,36.9,2\n1971,39.12,3.81,10.68,16.15,5.47,80.56,2\n1972,30.46,3.74,10.62,16.6,5.98,79.83,2\n1973,27.54,3.92,10.54,16.35,5.81,82.29,2\n1974,28.25,3.86,10.61,16.41,5.8,81.69,2\n1975,21.64,4.01,10.91,16.79,5.88,85.08,2\n1976,22.68,3.92,15.05,21.26,6.21,87.13,2\n1977,17.42,3.65,18.72,26.14,7.42,85.63,2\n1978,14.24,3.43,25.99,32.46,6.47,74.7,1\n1979,21.89,3.6,40.98,48.21,7.22,56.92,1\n1980,21.31,3.47,26.31,33.43,7.13,58.86,1\n1981,15.79,3.36,25.72,30.2,4.48,50.64,1\n1982,20.88,3.07,17.07,21.43,4.36,47.4,2\n1983,30.22,3.25,10.68,14.87,4.19,49.07,2\n1984,28.99,3.16,11.12,15.28,4.16,47.41,2\n1985,32.07,3.27,12.95,17.12,4.18,45.94,1\n1986,24.94,3.24,9.69,13.8,4.1,51.36,1\n1987,17.74,3.23,8.78,12.88,4.1,53.03,1\n1988,14.6,3.27,9.41,13.59,4.18,51.79,1\n1989,12.17,3.52,13.39,18.5,5.11,54.38,2\n1990,17.92,3.55,14.39,20.49,6.1,60.47,2\n1991,14.28,3.2,8.78,13.76,4.98,82.05,2\n1992,19.68,3.09,9.58,15.41,5.82,83.94,2\n1993,23.7,3.05,10.15,15.88,5.73,77.69,2\n1994,18.57,3.13,11.33,18.47,7.15,96.67,2\n1995,15.06,2.88,11.14,18.42,7.29,113.76,3\n1996,14.62,2.56,10.99,17.0,6.0,139.84,3\n1997,13.19,2.5,11.58,17.1,5.52,131.82,3\n1998,13.14,3.25,13.08,18.88,5.8,125.04,2\n1999,0.02,1.26,16.79,22.45,5.66,112.81,2\n2000,3.19,1.62,35.4,42.26,6.86,90.41,1\n2001,8.7,2.33,48.17,55.08,6.9,57.18,2\n2002,21.52,2.18,28.35,32.99,4.65,64.9,1\n2003,15.59,2.74,25.82,30.68,4.86,57.98,2\n2004,38.28,2.71,20.0,24.84,4.83,59.44,2\n2005,35.14,2.83,12.08,17.3,5.22,69.62,1\n2006,24.91,2.81,25.27,30.68,5.41,55.26,1\n2007,24.26,3.2,26.36,31.4,5.04,46.7,2\n2008,26.88,3.36,37.85,42.47,4.62,30.87,1\n2009,18.95,3.27,16.49,20.87,4.38,46.78,1\n2010,19.14,3.37,11.97,16.27,4.3,55.99,2\n2011,20.64,3.36,12.38,17.52,5.13,60.21,1\n2012,15.78,3.39,17.91,24.41,6.5,55.57,1\n2013,15.42,3.5,26.57,36.99,10.42,55.81,2\n2014,22.41,2.89,15.1,22.72,7.62,73.87,2\n2015,16.64,2.69,11.3,17.13,5.83,79.56,2\n2016,14.9,3.03,11.88,18.03,6.14,84.07,2\n2017,10.95,3.02,10.59,17.3,6.72,89.27,2\n2018,7.9,2.73,9.3,15.75,6.45,86.68,2\n2019,14.25,2.88,10.59,16.44,5.85,92.89,2\n2020,18.03,2.78,12.08,19.46,7.38,103.12,2\n2021,14.29,2.86,12.32,18.89,6.57,95.15,2\n2022,15.62,3.01,10.87,16.32,5.45,81.54,2\n2023,23.66,2.98,18.13,27.0,8.87,72.21,2\n2024,25.3,3.15,28.28,35.52,7.24,67.86,2\n2025,28.41,3.52,42.49,48.98,6.49,58.72,2\n2026,31.02,3.36,31.18,36.37,5.19,40.5,2\n2027,30.16,3.23,25.54,31.12,5.58,35.27,2\n2028,37.1,3.21,18.27,23.01,4.74,37.31,2\n2029,44.75,3.03,15.51,21.47,5.96,39.74,2\n2030,41.7,3.22,17.51,22.49,4.98,36.7,2\n2031,39.26,3.25,12.15,16.48,4.33,38.39,1\n2032,24.24,3.82,11.85,16.53,4.68,43.51,1\n2033,17.28,4.04,13.11,18.73,5.62,49.13,1\n2034,13.85,3.89,14.73,21.29,6.56,59.86,2\n2035,14.0,3.07,9.41,14.77,5.36,63.61,2\n2036,23.93,3.16,7.57,12.46,4.89,61.6,2\n2037,30.42,3.41,11.35,18.5,7.15,72.44,2\n2038,21.94,3.17,10.69,16.85,6.16,77.16,2\n2039,23.37,3.2,10.7,16.89,6.19,84.44,2\n2040,21.57,3.04,11.91,18.48,6.57,81.26,2\n2041,27.3,3.25,14.77,22.32,7.55,86.95,2\n2042,32.86,3.45,12.72,19.16,6.44,95.71,2\n2043,24.99,3.41,16.8,23.52,6.72,85.91,2\n2044,22.34,3.2,15.3,21.69,6.4,71.37,2\n2045,21.64,2.96,14.17,19.58,5.41,66.12,2\n2046,17.72,3.05,12.3,17.09,4.8,62.04,1\n2047,12.6,3.04,19.9,24.87,4.96,49.8,1\n2048,15.56,3.08,16.48,20.96,4.48,47.35,1\n2049,14.52,3.24,13.9,18.34,4.43,48.12,1\n2050,13.65,3.32,13.61,18.09,4.48,49.69,1\n2051,10.61,3.49,13.37,17.83,4.46,48.95,1\n2052,15.12,3.71,11.61,15.8,4.18,50.42,1\n2053,11.52,4.0,10.79,14.95,4.16,51.11,1\n2054,8.42,4.22,10.14,14.32,4.18,54.27,1\n2055,7.56,4.34,10.37,15.06,4.69,59.25,2\n2056,5.47,4.44,11.86,17.15,5.29,60.84,2\n2057,13.32,4.05,12.92,19.51,6.58,60.5,1\n2058,10.29,3.42,9.5,14.93,5.43,59.16,2\n2059,7.41,3.06,7.63,12.45,4.82,80.96,2\n2060,9.74,3.59,7.61,12.44,4.83,102.42,2\n2061,7.51,3.25,8.23,13.16,4.93,111.9,2\n2062,8.16,3.1,10.27,15.8,5.53,109.21,2\n2063,9.22,3.12,9.76,14.99,5.23,112.99,2\n2064,7.79,2.96,8.38,13.08,4.7,119.12,2\n2065,9.06,2.87,10.66,16.19,5.53,113.22,2\n2066,9.46,2.91,13.65,19.21,5.55,105.9,2\n2067,8.86,2.92,18.37,23.12,4.75,96.54,2\n2068,9.48,3.18,29.61,34.12,4.51,72.64,2\n2069,14.05,3.3,21.72,26.41,4.69,61.43,1\n2070,10.52,3.26,19.1,23.72,4.62,53.5,1\n2071,17.12,3.22,20.46,25.69,5.23,44.57,1\n2072,18.33,3.42,19.3,23.8,4.5,41.45,1\n2073,13.03,3.49,24.4,28.83,4.43,34.99,1\n2074,10.19,3.76,28.59,33.65,5.06,30.53,1\n2075,18.01,3.88,30.3,35.4,5.1,25.02,1\n2076,13.11,3.87,20.45,25.4,4.95,32.13,1\n2077,17.68,4.06,19.05,23.52,4.47,40.65,1\n2078,20.13,4.17,14.03,18.88,4.86,46.54,1\n2079,20.78,4.21,15.08,20.98,5.9,49.16,2\n2080,25.2,4.09,14.58,22.85,8.27,59.64,2\n2081,23.63,3.02,11.68,17.73,6.04,66.26,2\n2082,25.51,3.06,10.27,15.92,5.65,77.4,2\n2083,19.0,2.97,13.3,19.35,6.05,91.42,2\n2084,21.46,3.07,13.54,19.48,5.93,113.47,3\n2085,26.11,3.06,12.95,19.0,6.05,126.94,3\n2086,19.42,3.16,13.83,19.6,5.76,134.17,3\n2087,24.43,2.87,14.02,19.27,5.26,138.33,3\n2088,25.87,2.85,17.12,22.58,5.46,133.87,3\n2089,24.95,2.82,22.19,26.89,4.69,123.51,2\n2090,17.5,3.1,47.57,52.57,5.0,70.56,2\n2091,31.47,3.01,32.25,36.76,4.51,68.04,2\n2092,28.93,3.18,27.7,32.46,4.76,70.93,2\n2093,27.68,3.29,18.09,22.21,4.12,73.74,2\n2094,32.76,3.76,17.78,22.37,4.59,63.4,1\n2095,23.8,3.71,22.97,27.23,4.26,48.39,1\n2096,21.7,3.86,20.02,24.3,4.28,44.3,2\n2097,30.67,3.87,18.07,22.37,4.3,42.69,1\n2098,22.13,4.1,15.26,19.52,4.26,43.14,1\n2099,19.47,4.05,10.94,15.49,4.55,45.91,1\n2100,24.77,4.16,15.31,20.39,5.08,43.12,1\n2101,18.31,4.2,16.87,23.48,6.61,45.2,1\n2102,13.42,4.1,17.06,26.95,9.88,52.39,2\n2103,20.32,3.76,12.95,19.82,6.87,61.28,2\n2104,14.33,3.5,13.67,20.34,6.67,66.87,2\n2105,18.95,3.31,12.1,18.14,6.05,77.06,2\n2106,17.68,3.08,10.74,16.17,5.42,89.03,2\n2107,13.29,3.01,10.94,16.81,5.87,102.06,2\n2108,17.98,3.0,9.79,15.05,5.26,115.95,3\n2109,15.58,2.89,9.12,15.01,5.9,130.82,3\n2110,11.56,2.9,14.34,21.17,6.82,134.24,3\n2111,11.93,2.9,15.54,21.67,6.12,140.66,3\n2112,18.57,2.96,14.48,19.71,5.23,131.83,2\n2113,20.38,3.09,23.2,27.94,4.73,112.89,2\n2114,23.6,3.38,89.16,99.62,10.46,34.27,2\n2115,42.29,3.18,37.49,42.27,4.78,72.69,2\n2116,30.87,3.57,32.56,37.39,4.82,63.52,2\n2117,40.53,4.03,21.48,26.58,5.11,65.55,2\n2118,35.27,3.77,23.5,27.92,4.42,52.78,2\n2119,25.06,3.77,19.75,24.07,4.32,48.9,1\n2120,22.71,3.77,19.29,23.65,4.36,43.25,1\n2121,23.34,3.81,19.52,23.91,4.39,38.56,1\n2122,17.62,4.15,22.52,27.03,4.5,35.12,1\n2123,17.05,4.0,17.45,21.85,4.4,37.39,1\n2124,21.01,4.09,25.25,32.48,7.22,31.98,2\n2125,28.04,4.01,17.36,24.19,6.83,40.91,1\n2126,23.56,3.72,15.6,23.6,8.0,47.77,2\n2127,24.78,3.56,14.23,21.11,6.88,69.93,2\n2128,18.49,3.31,13.5,19.81,6.3,101.84,2\n2129,17.41,3.0,13.77,20.31,6.54,117.35,2\n2130,13.15,3.01,13.48,19.45,5.98,111.91,3\n2131,12.05,2.94,13.15,19.14,5.98,122.72,3\n2132,16.86,2.86,14.61,20.78,6.17,138.13,3\n2133,20.49,2.8,13.6,19.33,5.74,148.67,3\n2134,14.67,2.57,15.28,21.4,6.12,134.65,2\n2135,15.09,2.57,12.76,18.39,5.63,113.38,2\n2136,14.3,2.6,15.3,20.86,5.56,96.97,2\n2137,20.26,2.81,23.63,28.94,5.31,81.9,1\n2138,16.24,2.56,42.75,47.88,5.13,50.56,1\n2139,18.24,2.59,31.39,36.48,5.1,40.56,1\n2140,24.42,2.8,27.92,32.69,4.77,36.63,1\n2141,23.91,2.84,30.21,35.15,4.94,33.75,2\n2142,26.03,3.02,20.03,24.45,4.42,50.97,1\n2143,19.32,2.91,16.02,20.16,4.15,51.12,1\n2144,16.14,2.74,15.51,19.64,4.13,46.16,1\n2145,20.02,3.11,18.82,23.17,4.36,36.35,1\n2146,14.53,3.18,18.2,22.53,4.33,33.95,1\n2147,16.63,3.23,16.22,20.56,4.34,34.54,1\n2148,21.77,3.24,14.38,19.42,5.04,39.27,1\n2149,17.06,3.1,15.56,21.73,6.17,41.63,1\n2150,21.23,3.07,18.87,26.79,7.92,44.8,2\n2151,26.34,2.7,7.38,12.63,5.25,64.02,2\n2152,19.81,2.71,7.77,13.09,5.33,76.98,2\n2153,16.94,2.87,9.42,20.89,11.47,92.59,2\n2154,12.41,2.67,9.67,15.23,5.56,97.03,2\n2155,9.29,2.71,12.37,18.34,5.97,91.41,2\n2156,12.41,2.52,12.93,19.39,6.46,84.61,2\n2157,14.47,2.51,13.68,22.5,8.82,85.81,2\n2158,10.64,2.64,11.93,18.4,6.47,89.82,2\n2159,17.94,2.8,18.72,27.49,8.77,83.46,2\n2160,13.56,3.32,30.23,39.23,9.0,78.62,3\n2161,9.49,3.67,103.98,157.83,53.86,17.32,3\n2162,30.26,4.48,156.73,324.68,167.94,4.46,3\n2163,43.77,4.53,134.7,284.95,150.25,4.73,3\n2164,83.08,5.22,29.09,37.36,8.27,59.88,3\n2165,68.55,6.63,18.49,24.81,6.32,63.48,2\n2166,44.96,5.53,33.32,38.53,5.21,44.23,2\n2167,31.72,5.28,14.88,19.53,4.65,53.84,2\n2168,28.48,5.48,13.27,17.43,4.16,48.7,1\n2169,20.09,4.95,33.57,38.26,4.69,30.04,1\n2170,18.69,4.82,48.73,60.91,12.18,18.76,2\n2171,23.41,5.06,64.03,98.43,34.4,9.64,2\n2172,22.96,4.74,57.52,87.86,30.34,20.41,2\n2173,33.38,4.23,38.53,53.51,14.98,39.4,2\n2174,43.51,5.77,12.48,19.03,6.55,75.69,2\n2175,36.44,5.13,10.27,16.52,6.25,79.36,2\n2176,31.27,4.56,10.89,17.74,6.85,79.02,2\n2177,26.84,3.95,9.51,15.82,6.32,90.28,2\n2178,19.47,4.11,10.59,16.38,5.78,86.82,2\n2179,16.34,4.34,11.68,18.07,6.39,88.18,2\n2180,23.34,4.43,13.73,19.88,6.15,88.01,2\n2181,17.72,4.28,21.58,29.61,8.03,75.86,2\n2182,19.01,3.82,24.17,34.07,9.9,65.13,2\n2183,29.5,3.43,19.83,27.42,7.58,51.41,2\n2184,32.62,3.12,17.57,25.03,7.46,48.75,1\n2185,23.28,2.93,17.3,23.42,6.12,42.27,2\n2186,27.74,3.11,20.84,25.71,4.87,40.02,2\n2187,29.82,3.07,18.65,23.03,4.38,38.44,1\n2188,21.95,3.23,20.89,25.9,5.01,37.52,1\n2189,21.23,3.37,12.56,17.04,4.47,43.99,1\n2190,22.68,3.43,12.47,16.69,4.22,44.82,1\n2191,16.21,3.56,33.43,39.78,6.35,29.79,2\n2192,14.9,3.9,57.31,65.25,7.94,14.0,2\n2193,27.41,4.1,55.55,69.47,13.92,15.94,2\n2194,28.0,3.99,21.98,29.05,7.07,40.07,2\n2195,28.77,3.74,14.0,20.22,6.22,49.95,2\n2196,32.1,3.29,12.42,19.72,7.29,52.46,2\n2197,26.65,3.07,11.67,17.36,5.68,58.31,2\n2198,23.52,3.1,11.01,16.48,5.48,61.84,2\n2199,28.38,2.94,11.14,17.06,5.93,59.86,2\n2200,28.18,2.78,9.8,15.83,6.03,61.87,2\n2201,30.95,3.09,10.83,16.97,6.15,69.69,2\n2202,24.84,3.63,11.74,17.81,6.08,84.87,2\n2203,20.35,3.99,11.97,1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",S17_PM10,S17_PM25,S17_SO2,S17_NO2,S17_NOX,S17_NO,S17_O3\n0,,72.57,,,,,\n1,,,,,,,3.1\n2,,,,,,410.96,\n3,,,,,,417.82,\n4,,,9.9,,,,\n5,168.9,,,,,,\n6,,34.18,,,,,\n7,,,,,,,4.05\n8,,,,,844.81,,\n9,,,,154.38,,,\n10,,69.34,,,,,\n11,,,,,425.23,,\n12,,,,,348.71,,\n13,,101.41,,,,,\n14,,,,,,135.04,\n15,,,,,,86.31,\n16,,,,,,,2.08\n17,,,,,,54.21,\n18,,44.72,,,,,\n19,,,,,,,2.34\n20,,,,,,,2.91\n21,92.37,,,,,,\n22,108.42,,,,,,\n23,,,,73.2,,,\n24,,,,,,,5.22\n25,,,,,119.87,,\n26,,,,72.01,,,\n27,,34.62,,,,,\n28,,,,,154.37,,\n29,69.02,,,,,,\n30,,,,,,,2.29\n31,,33.1,,,,,\n32,65.73,,,,,,\n33,,45.88,,,,,\n34,,,,,,,2.57\n35,,,,,,,2.06\n36,,,,,,215.55,\n37,,,,118.07,,,\n38,,,,,,,1.95\n39,,,,75.29,,,\n40,,,,,,,7.28\n41,,,,70.86,,,\n42,,,,,,88.98,\n43,44.88,,,,,,\n44,,,,,,42.3,\n45,,,,,,,4.96\n46,,,,79.09,,,\n47,,,9.35,,,,\n48,43.31,,,,,,\n49,,,,,,49.26,\n50,,,,,,43.54,\n51,,,,,123.34,,\n52,,,,,,,1.95\n53,,,,78.69,,,\n54,,,,,,20.44,\n55,,,,,,19.46,\n56,,23.87,,,,,\n57,,,,,89.22,,\n58,22.88,,,,,,\n59,,,,64.5,,,\n60,,,,,,,5.19\n61,,,,,79.06,,\n62,26.53,,,,,,\n63,,,,74.23,,,\n64,,,,,,23.42,\n65,,,,81.98,,,\n66,,,7.45,,,,\n67,33.11,,,,,,\n68,,7.61,,,,,\n69,42.29,,,,,,\n70,,,,,143.73,,\n71,,,,,,50.46,\n72,,,,78.81,,,\n73,,13.02,,,,,\n74,,,6.86,,,,\n75,,9.65,,,,,\n76,,,,,,,2.13\n77,,,7.05,,,,\n78,28.01,,,,,,\n79,,,,,39.94,,\n80,,,,,,9.72,\n81,,,,,,13.14,\n82,,,,69.12,,,\n83,36.7,16.62,9.28,90.16,154.32,64.16,10.76\n84,40.93,,,,,,\n85,,,,,,,21.46\n86,,,,,195.06,,\n87,,52.92,,,,,\n88,,,15.55,,,,\n89,,,,,,,18.66\n90,162.66,,,,,,\n91,,,,78.55,,,\n92,,,11.1,,,,\n93,,,,,428.18,,\n94,,,,,,857.9,\n95,,,,322.01,,,\n96,,,,,,413.52,\n97,,,,,,,4.54\n98,188.68,,,,,,\n99,,100.71,,,,,\n100,,,,162.5,,,\n101,,,,,,150.75,\n102,,,,,279.56,,\n103,,,6.56,,,,\n104,,,6.21,,,,\n105,,155.97,,,,,\n106,,,,,176.48,,\n107,,,4.64,,,,\n108,,,,,,,6.24\n109,,,,,,,7.36\n110,,,,73.02,,,\n111,,16.35,,,,,\n112,,,,305.52,,,\n113,,,,,,,5.42\n114,,,16.8,,,,\n115,,,,,,,4.99\n116,,,,,,204.23,\n117,170.69,,,,,,\n118,168.01,,,,,,\n119,,,6.02,,,,\n120,,,,,,31.7,\n121,,28.99,,,,,\n122,,,,,,,4.75\n123,,70.95,,,,,\n124,,,4.35,,,,\n125,,,,,,,4.72\n126,,72.17,,,,,\n127,,,17.96,,,,\n128,,105.88,,,,,\n129,150.72,,,,,,\n130,,,,,,,18.06\n131,,73.01,,,,,\n132,84.24,,,,,,\n133,,,,,,,45.0\n134,,,,,,9.95,\n135,,19.74,,,,,\n136,,19.36,,,,,\n137,,,10.97,,,,\n138,,,,,99.1,,\n139,,,,,,26.97,\n140,,,,,,,4.91\n141,,,,,,186.83,\n142,,,,,,,4.44\n143,,,,132.37,,,\n144,,,,,,,4.29\n145,129.89,,,,,,\n146,,,,115.2,,,\n147,,48.14,,,,,\n148,,56.82,,,,,\n149,111.11,,,,,,\n150,,64.95,,,,,\n151,,,,,,,8.21\n152,118.54,,,,,,\n153,,,,105.42,,,\n154,,,,70.89,,,\n155,,,,,,,58.51\n156,,,,,,7.16,\n157,,14.62,,,,,\n158,,,6.19,,,,\n159,,,,194.65,,,\n160,,,,,,199.94,\n161,,,,,,168.9,\n162,,,,,,,4.18\n163,,,5.72,,,,\n164,,48.21,,,,,\n165,,,,,372.92,,\n166,,,,,,,4.43\n167,,60.57,,,,,\n168,101.98,,,,,,\n169,,,,,,51.19,\n170,,,,65.62,,,\n171,,,,,87.56,,\n172,,24.24,,,,,\n173,,,6.13,,,,\n174,,,,,,168.26,\n175,,19.76,,,,,\n176,,,,,628.82,,\n177,,,,,343.22,,\n178,,,,,,240.69,\n179,,68.74,,,,,\n180,,,,,,231.3,\n181,,68.98,,,,,\n182,,,5.01,,,,\n183,,,4.97,,,,\n184,,,4.63,,,,\n185,,,,,,109.97,\n186,,42.14,,,,,\n187,,,,,,,3.92\n188,,,,,,179.98,\n189,,,,118.77,,,\n190,,18.45,,,,,\n191,,,8.38,,,,\n192,,,,,,65.07,\n193,,,,,,160.95,\n194,,,6.08,,,,\n195,,,5.0,,,,\n196,,,,,,,4.35\n197,111.4,,,,,,\n198,107.04,,,,,,\n199,,,4.06,,,,\n200,,,,,,150.25,\n201,,,,,,104.36,\n202,,,,,,125.4,\n203,,59.1,,,,,\n204,108.68,,,,,,\n205,,,4.8,,,,\n206,103.84,,,,,,\n207,,51.41,,,,,\n208,,,,,330.87,,\n209,,,,,,111.17,\n210,,,6.26,,,,\n211,97.36,,,,,,\n212,,,,,45.76,,\n213,,33.2,,,,,\n214,,,,,,36.28,\n215,,,,,364.16,,\n216,,,,,472.24,,\n217,,,,,,,4.69\n218,,,,,,,4.5\n219,,,5.79,,,,\n220,,67.17,,,,,\n221,148.42,47.6,5.0,167.17,354.35,187.18,4.42\n222,,,,156.82,,,\n223,,59.12,,,,,\n224,,,,129.93,,,\n225,97.96,,,,,,\n226,,,,,,84.77,\n227,,,,,270.71,,\n228,,,,223.62,,,\n229,,,,,,,6.91\n230,,105.3,,,,,\n231,,,17.32,,,,\n232,,,,,80.12,,\n233,80.82,,,,,,\n234,,,5.72,,,,\n235,,27.13,,,,,\n236,,20.92,,,,,\n237,,,,55.68,,,\n238,65.44,,,,,,\n239,,,,,55.29,,\n240,,,,,,,5.87\n241,,,4.38,,,,\n242,,,,,,106.09,\n243,,,,,,38.29,\n244,,,8.19,,,,\n245,,,,,,5.04,\n246,66.8,17.33,5.72,28.65,32.71,4.06,65.19\n247,90.71,,,,,,\n248,115.58,,,,,,\n249,,,4.3,,,,\n250,,,,,,,29.34\n251,,,,68.0,,,\n252,5.28,,,,,,\n253,,,,,,,16.09\n254,,,,,38.44,,\n255,,,,,,7.26,\n256,,,,66.8,,,\n257,,,,42.32,,,\n258,,,3.96,,,,\n259,,5.65,,,,,\n260,,,,24.45,,,\n261,,,,,,,44.24\n262,,,,,,15.09,\n263,,,,,,,41.8\n264,,,,,,10.26,\n265,,,2.3,,,,\n266,,0.6,,,,,\n267,,,,,57.64,,\n268,,,,,63.18,,\n269,,3.53,,,,,\n270,,,,,,2.59,\n271,29.46,,,,,,\n272,,,1.32,,,,\n273,,,,,,,41.67\n274,20.71,,,,,,\n275,,,,17.17,,,\n276,,,,,30.3,,\n277,,,1.21,,,,\n278,16.05,,,,,,\n279,,,,,80.39,,\n280,14.24,,,,,,\n281,,21.2,,,,,\n282,18.35,,,,,,\n283,,,3.11,,,,\n284,,,,,,16.59,\n285,,,,49.03,,,\n286,,,2.89,,,,\n287,11.18,,,,,,\n288,,,,21.92,,,\n289,,2.94,,,,,\n290,,,2.98,,,,\n291,17.37,,,,,,\n292,,,,,,,57.12\n293,,,2.38,,,,\n294,8.27,,,,,,\n295,,,,,,0.69,\n296,,,,7.56,,,\n297,,,,,8.84,,\n298,,,1.56,,,,\n299,,1.25,,,,,\n300,,,,,10.28,,\n301,,1.03,,,,,\n302,,,,,24.77,,\n303,,,,50.24,,,\n304,,,,,,,39.31\n305,,5.12,,,,,\n306,6.9,,,,,,\n307,,,,,,10.58,\n308,,,,,,2.38,\n309,,,,14.92,,,\n310,,,,,15.58,,\n311,9.64,,,,,,\n312,,,,17.8,,,\n313,27.54,,,,,,\n314,,,2.37,,,,\n315,,,,,,,64.67\n316,,,,93.17,,,\n317,44.99,,,,,,\n318,,,,,,29.36,\n319,45.32,,,,,,\n320,,9.05,,,,,\n321,,,,82.83,,,\n322,,,,,,,64.88\n323,,,3.65,,,,\n324,,,,,,7.91,\n325,36.99,,,,,,\n326,,,,47.78,,,\n327,,6.0,,,,,\n328,,,,,,,59.72\n329,,,,34.02,,,\n330,,,,,,3.28,\n331,,,,,,,60.65\n332,24.63,,,,,,\n333,,,,,24.0,,\n334,,,,,,,62.39\n335,,,,11.39,,,\n336,,,,,,2.66,\n337,,,,,,,69.35\n338,,,,,,2.88,\n339,,,,,22.18,,\n340,,2.72,,,,,\n341,,1.95,,,,,\n342,,,,,,,60.06\n343,,,,35.22,,,\n344,,,,,48.09,,\n345,,,5.71,,,,\n346,54.2,,,,,,\n347,,,3.38,,,,\n348,,,,,,,63.14\n349,,,3.05,,,,\n350,,2.15,,,,,\n351,,,3.49,,,,\n352,,,,79.14,,,\n353,,,,,85.26,,\n354,63.91,,,,,,\n355,,17.74,,,,,\n356,,16.1,,,,,\n357,,,,,81.74,,\n358,,,2.25,,,,\n359,,23.01,,,,,\n360,,,,,,5.16,\n361,45.58,,,,,,\n362,,,,,19.37,,\n363,,,1.84,,,,\n364,18.95,,,,,,\n365,13.29,,,,,,\n366,19.42,,,,,,\n367,,,,16.66,,,\n368,,,2.22,,,,\n369,,,,19.49,,,\n370,,,,22.54,,,\n371,,,,,,6.62,\n372,,,,,43.48,,\n373,,,,,48.07,,\n374,,,,,,,47.36\n375,,,,,,,48.73\n376,14.64,,,,,,\n377,,,1.64,,,,\n378,25.53,,,,,,\n379,,,,,44.84,,\n380,26.91,,,,,,\n381,,,1.83,,,,\n382,,,,,,3.99,\n383,36.13,,,,,,\n384,,,,,,,56.61\n385,,,2.47,,,,\n386,,15.27,,,,,\n387,,,5.45,,,,\n388,,,,,,,34.7\n389,,,6.45,,,,\n390,,,,,,19.39,\n391,68.73,,,,,,\n392,,,,,37.85,,\n393,,,,,51.63,,\n394,,,,,,19.8,\n395,,,,,,17.92,\n396,,,,68.54,,,\n397,,,,,,,22.08\n398,,,4.61,,,,\n399,,,3.35,,,,\n400,,,,,,,30.79\n401,,,2.79,,,,\n402,,31.76,,,,,\n403,,,3.52,,,,\n404,,,,,,,4.37\n405,61.46,,,,,,\n406,,,,,,24.15,\n407,,,,,151.26,,\n408,74.34,,,,,,\n409,,,,,,204.46,\n410,112.5,,,,,,\n411,,,6.84,,,,\n412,,51.86,,,,,\n413,,,,,,33.04,\n414,,,,41.78,,,\n415,,,,,62.82,,\n416,55.14,,,,,,\n417,48.06,,,,,,\n418,,,4.52,,,,\n419,,,3.7,,,,\n420,,,,,,27.5,\n421,55.6,,,,,,\n422,,5.58,,,,,\n423,,,,,,,12.54\n424,,,,80.86,,,\n425,,,,42.23,,,\n426,,,,,31.19,,\n427,,20.82,,,,,\n428,,,2.56,,,,\n429,,,2.69,,,,\n430,,,2.52,,,,\n431,34.82,,,,,,\n432,28.66,,,,,,\n433,,,3.48,,,,\n434,,,,,,19.95,\n435,,,,,61.44,,\n436,,,,,,,52.79\n437,,,4.68,,,,\n438,,,,,37.96,,\n439,28.21,,,,,,\n440,,,,,30.43,,\n441,,,3.32,,,,\n442,,,,,,7.42,\n443,20.64,,,,,,\n444,,,,,,3.49,\n445,,,,,,4.02,\n446,18.71,,,,,,\n447,,1.46,,,,,\n448,,,,,,2.98,\n449,,,2.67,,,,\n450,,,,,,,30.14\n451,,0.36,,,,,\n452,8.63,,,,,,\n453,13.64,,,,,,\n454,,,,52.09,,,\n455,,,,38.78,,,\n456,,,,28.65,,,\n457,,,,,38.77,,\n458,14.47,,,,,,\n459,,,,37.97,,,\n460,18.09,,,,,,\n461,,,2.74,,,,\n462,,,,,,33.53,\n463,,,,112.83,,,\n464,,,,,,62.54,\n465,,16.13,,,,,\n466,,,,69.62,,,\n467,,,2.16,,,,\n468,64.36,,,,,,\n469,,,1.83,,,,\n470,,,,,,5.03,\n471,,,,,,,14.09\n472,,,,,,117.04,\n473,,,,,495.08,,\n474,106.08,,,,,,\n475,,,,,,19.32,\n476,,,,,,21.56,\n477,72.52,,,,,,\n478,,,,,,,26.35\n479,112.98,,,,,,\n480,,,,,270.44,,\n481,,,,,,,6.47\n482,,,7.38,,,,\n483,,,,56.35,,,\n484,,,,,,,11.36\n485,,,,,,21.01,\n486,,,,,,,6.34\n487,209.93,,,,,,\n488,,141.16,,,,,\n489,,123.82,,,,,\n490,248.7,,,,,,\n491,,30.84,,,,,\n492,,,,,40.32,,\n493,,,,,,13.04,\n494,,,,,80.24,,\n495,,,,,,25.02,\n496,,,,,,,29.64\n497,,,,59.62,,,\n498,,,,,,9.93,\n499,,5.58,,,,,\n500,11.32,,,,,,\n501,183.38,,,,,,\n502,,,9.91,,,,\n503,,,,,111.17,,\n504,,,,,,,68.33\n505,,,,39.27,,,\n506,14.4,,,,,,\n507,,8.76,,,,,\n508,,,,,,,25.23\n509,,,,,,8.75,\n510,,,,,,6.28,\n511,,,,,30.75,,\n512,,,,,26.63,,\n513,,,,,,,56.88\n514,,,,,18.19,,\n515,,,,,,9.08,\n516,,3.14,,,,,\n517,,,,,,,44.91\n518,,,,,49.88,,\n519,,6.97,,,,,\n520,,,,,,169.4,\n521,,,5.07,,,,\n522,,,,,,,61.68\n523,,,,,52.56,,\n524,,15.61,,,,,\n525,,,3.35,,,,\n526,,,,,,71.45,\n527,73.61,,,,,,\n528,,26.95,,,,,\n529,146.34,,,,,,\n530,,,,,102.69,,\n531,,26.09,,,,,\n532,,,,,,76.17,\n533,,,,82.32,,,\n534,103.27,,,,,,\n535,,,,,65.38,,\n536,,,,,,15.08,\n537,,,,,,,6.6\n538,,,3.68,,,,\n539,181.5,,,,,,\n540,,73.15,,,,,\n541,171.37,,,,,,\n542,,,,,,84.35,\n543,,,,94.84,,,\n544,122.81,,,,,,\n545,431.91,,,,,,\n546,,,,131.91,,,\n547,,,5.76,,,,\n548,105.11,,,,,,\n549,,25.41,,,,,\n550,91.43,,,,,,\n551,,,,272.97,,,\n552,,,,208.76,,,\n553,,,,,390.31,,\n554,,,7.29,,,,\n555,,,,,294.53,,\n556,,,,,362.97,,\n557,,,5.36,,,,\n558,,,,149.25,,,\n559,,46.8,,,,,\n560,92.79,,,,,,\n561,96.02,,,,,,\n562,,,,51.11,,,\n563,,,,,,22.25,\n564,,20.99,,,,,\n565,,,,,,94.8,\n566,,20.49,,,,,\n567,,,4.57,,,,\n568,,,,,,9.57,\n569,,,,40.25,,,\n570,,,,,,,16.57\n571,110.32,,,,,,\n572,,,3.06,,,,\n573,,,4.8,,,,\n574,,,,,,52.28,\n575,,,,,,,6.29\n576,,,4.2,,,,\n577,,,3.57,,,,\n578,,,,108.16,,,\n579,,,,,166.58,,\n580,,,,,,25.2,\n581,,,,59.36,,,\n582,,15.67,,,,,\n583,,,,53.97,,,\n584,,,2.8,,,,\n585,,,,,198.95,,\n586,111.72,,,,,,\n587,,,4.54,,,,\n588,,,,,95.42,,\n589,95.56,,,,,,\n590,,,,,,,77.27\n591,50.41,,,,,,\n592,17.12,,,,,,\n593,,5.86,,,,,\n594,,4.46,,,,,\n595,,,3.31,,,,\n596,,,,,,4.79,\n597,48.26,,,,,,\n598,40.52,,,,,,\n599,,,,,,,57.17\n600,,,,,,1.73,\n601,,,,,,,49.69\n602,,,,,,,19.68\n603,19.42,,,,,,\n604,,,,,,,40.29\n605,,11.62,,,,,\n606,,,,,,21.41,\n607,,18.48,,,,,\n608,,,,,74.34,,\n609,,,4.38,,,,\n610,,,,37.65,,,\n611,,,,,,,65.28\n612,,,,32.55,,,\n613,,,,,,,70.37\n614,78.39,,,,,,\n615,,,,,,11.86,\n616,,,,,41.21,,\n617,,,,,66.74,,\n618,,,,,62.02,,\n619,,,,,70.0,,\n620,,,,,82.33,,\n621,,,,,,3.01,\n622,,,,30.83,,,\n623,,,,,15.02,,\n624,,,2.36,,,,\n625,,,2.04,,,,\n626,,,,,,10.32,\n627,14.75,,,,,,\n628,,,,,,,2.33\n629,43.38,,,,,,\n630,54.84,31.38,4.44,54.97,79.45,24.48,41.75\n631,,,,78.68,,,\n632,,24.98,,,,,\n633,,,,62.18,,,\n634,,,,,,,45.23\n635,,9.56,,,,,\n636,,,,58.85,,,\n637,,,,,57.06,,\n638,,,,,,7.06,\n639,,,,,,,7.38\n640,,40.5,,,,,\n641,54.78,,,,,,\n642,,,,43.26,,,\n643,,23.87,,,,,\n644,,,,69.14,,,\n645,,37.32,,,,,\n646,,,,118.66,,,\n647,,,,,,,36.95\n648,96.48,,,,,,\n649,,,,,,,54.11\n650,,,,,83.69,,\n651,,,,,,,8.71\n652,,24.3,,,,,\n653,,,,,108.45,,\n654,,,,,,,15.94\n655,,,,,,,38.63\n656,37.79,,,,,,\n657,,15.18,,,,,\n658,,,,,,,29.28\n659,,,,,,9.07,\n660,14.48,,,,,,\n661,,,2.22,,,,\n662,,5.41,,,,,\n663,,,,,45.37,,\n664,,,2.22,,,,\n665,17.55,,,,,,\n666,,2.55,,,,,\n667,,,,40.71,,,\n668,7.81,,,,,,\n669,,,,68.81,,,\n670,,7.13,,,,,\n671,,13.2,,,,,\n672,,13.55,,,,,\n673,27.09,,,,,,\n674,23.58,,,,,,\n675,16.76,,,,,,\n676,,,,83.73,,,\n677,,,2.3,,,,\n678,,,,80.81,,,\n679,,,2.7,,,,\n680,,,,,,,48.26\n681,,,,,,1.47,\n682,,,,11.81,,,\n683,1.78,0.83,2.19,10.0,13.39,3.39,57.76\n684,,1.24,,,,,\n685,2.46,,,,,,\n686,,,,,15.84,,\n687,,,,,,,55.82\n688,,,,,,,61.74\n689,,,2.14,,,,\n690,,,2.27,,,,\n691,,,2.17,,,,\n692,,0.39,,,,,\n693,,,,10.56,,,\n694,,,,,,,34.73\n695,,,,55.63,,,\n696,,19.81,,,,,\n697,,,3.16,,,,\n698,,,,,,9.6,\n699,,,,20.64,,,\n700,,,,,,,70.73\n701,,2.05,,,,,\n702,,,,26.95,,,\n703,,,,,31.44,,\n704,,,,,,4.56,\n705,,,2.84,,,,\n706,17.61,,,,,,\n707,,3.16,,,,,\n708,31.32,,,,,,\n709,,,,,176.48,,\n710,,,,,316.24,,\n711,,,7.54,,,,\n712,,,,,,,72.02\n713,,,,,,20.45,\n714,,,,,,,65.74\n715,,,,,,,9.77\n716,,,7.25,,,,\n717,,,,,,,16.21\n718,,,5.91,,,,\n719,,,,,103.53,,\n720,,,,,,30.69,\n721,,,,,110.45,,\n722,,,2.86,,,,\n723,,,3.44,,,,\n724,,,,133.55,,,\n725,,,,,,67.64,\n726,69.92,,,,,,\n727,,,,,144.76,,\n728,,7.12,,,,,\n729,22.78,,,,,,\n730,,,2.03,,,,\n731,,,,,,19.3,\n732,,,,,,,4.53\n733,,,2.57,,,,\n734,,,,,142.93,,\n735,,,2.99,,,,\n736,,,,94.18,,,\n737,,,,,90.49,,\n738,,,,,236.45,,\n739,51.15,,,,,,\n740,,,4.24,,,,\n741,,,,,73.98,,\n742,,,,,61.08,,\n743,,19.05,,,,,\n744,,,,29.02,,,\n745,,,3.14,,,,\n746,,,,,,,75.58\n747,,,,,,,73.68\n748,29.07,,,,,,\n749,,,3.02,,,,\n750,,,3.17,,,,\n751,,,,,,,4.16\n752,,,3.25,,,,\n753,96.02,,,,,,\n754,,,3.92,,,,\n755,,,,96.87,,,\n756,,,,,,9.44,\n757,,,,,41.97,,\n758,44.48,,,,,,\n759,,,2.28,,,,\n760,,,2.21,,,,\n761,,7.1,,,,,\n762,,5.45,,,,,\n763,,,3.3,,,,\n764,,1.62,,,,,\n765,,,,,,83.48,\n766,,,2.22,,,,\n767,,,,,,2.14,\n768,,,,37.17,,,\n769,,,1.97,,,,\n770,,,,,223.11,,\n771,,23.16,,,,,\n772,,,3.68,,,,\n773,,,3.09,,,,\n774,35.45,,,,,,\n775,3.3,,,,,,\n776,,,,,17.92,,\n777,,,,,,,70.31\n778,,,,12.18,,,\n779,,,,,,,65.82\n780,,0.55,,,,,\n781,,0.38,,,,,\n782,,,,,16.76,,\n783,,,3.41,,,,\n784,,,,,,4.69,\n785,,,,41.65,,,\n786,,,,,,12.14,\n787,,,,,37.69,,\n788,,,,,50.98,,\n789,,2.53,,,,,\n790,,,,,,,70.99\n791,,,,50.35,,,\n792,12.44,,,,,,\n793,,,,,,,78.49\n794,,,2.02,,,,\n795,,,,,,2.71,\n796,6.92,,,,,,\n797,,,,26.44,,,\n798,3.9,,,,,,\n799,,0.53,,,,,\n800,,,,,30.03,,\n801,,,1.95,,,,\n802,,,,32.57,,,\n803,,,,33.01,,,\n804,,,1.95,,,,\n805,,,2.48,,,,\n806,,1.03,,,,,\n807,,,,,77.44,,\n808,,,,,,13.43,\n809,16.62,,,,,,\n810,,1.88,,,,,\n811,,,,61.87,,,\n812,,,,,,,46.46\n813,,,4.98,,,,\n814,,,,,87.88,,\n815,,,2.06,,,,\n816,,,1.94,,,,\n817,,,2.06,,,,\n818,,,,61.82,,,\n819,,,,,118.78,,\n820,,,,,,,60.51\n821,,,,,,12.39,\n822,,,,,,11.76,\n823,,,,,,,85.97\n824,,,,,,10.83,\n825,,9.27,,,,,\n826,,,,,71.25,,\n827,,,,,77.18,,\n828,,,,52.44,,,\n829,,,,,,7.1,\n830,,10.3,,,,,\n831,13.87,,,,,,\n832,,,1.82,,,,\n833,,,,,,12.89,\n834,,,1.93,,,,\n835,3.32,,,,,,\n836,,,,,,,66.04\n837,,,,,,,72.79\n838,,,1.79,,,,\n839,,,,38.95,,,\n840,,0.8,,,,,\n841,,,,,71.65,,\n842,,,,,,6.6,\n843,,0.28,,,,,\n844,,,2.83,,,,\n845,10.96,,,,,,\n846,,,,79.12,,,\n847,,2.36,,,,,\n848,,,,67.0,,,\n849,,,,,,,5.05\n850,,,,88.55,,,\n851,,,1.16,,,,\n852,,,1.23,,,,\n853,,,1.64,,,,\n854,44.24,,,,,,\n855,,,,90.63,,,\n856,,,,,,,28.81\n857,,,,,114.29,,\n858,,,,48.74,,,\n859,24.75,,,,,,\n860,,,,40.52,,,\n861,,,,,,,84.16\n862,,,,62.81,,,\n863,,1.05,,,,,\n864,,,,,,,29.55\n865,,,,,,29.26,\n866,,,1.21,,,,\n867,,,1.18,,,,\n868,,0.85,,,,,\n869,,,,63.11,,,\n870,,,,,58.98,,\n871,,0.75,,,,,\n872,,,,,,,53.44\n873,0.57,,,,,,\n874,,,,,,4.53,\n875,,,0.94,,,,\n876,,,,,36.63,,\n877,,0.09,,,,,\n878,,,,,61.4,,\n879,,,,,88.25,,\n880,,,,58.41,,,\n881,,,,,,10.76,\n882,,,2.42,,,,\n883,,,,,55.36,,\n884,,,2.17,,,,\n885,,,,,62.81,,\n886,,0.39,,,,,\n887,,,1.91,,,,\n888,24.23,,,,,,\n889,,,,55.98,,,\n890,25.52,8.39,1.44,40.6,45.1,4.51,56.23\n891,,,,46.37,,,\n892,,4.11,,,,,\n893,,,,,,,62.85\n894,,,,,32.14,,\n895,,,,31.57,,,\n896,,,,,36.99,,\n897,,0.71,,,,,\n898,,,1.32,,,,\n899,,,,48.76,,,\n900,,,1.42,,,,\n901,,,,,,14.76,\n902,8.09,,,,,,\n903,,,3.06,,,,\n904,,4.55,,,,,\n905,,,,,,22.06,\n906,,,,60.84,,,\n907,,,,44.58,,,\n908,,,,,48.88,,\n909,,,,,,,44.41\n910,,,,58.55,,,\n911,,,1.56,,,,\n912,,,,71.35,,,\n913,,,1.36,,,,\n914,,,1.52,,,,\n915,,,,,,4.2,\n916,,4.14,,,,,\n917,,,,29.38,,,\n918,,,,33.36,,,\n919,,,,,,,39.18\n920,8.57,,,,,,\n921,8.21,,,,,,\n922,9.22,,,,,,\n923,,,,,,,61.56\n924,,,,,,13.12,\n925,,,,141.08,,,\n926,,,,,,,5.67\n927,,,,,,12.63,\n928,,,,,,87.48,\n929,,,2.47,,,,\n930,95.73,,,,,,\n931,,,,108.95,,,\n932,80.43,,,,,,\n933,85.6,,,,,,\n934,,,2.64,,,,\n935,,50.05,,,,,\n936,,61.69,,,,,\n937,,71.22,,,,,\n938,,,,,108.41,,\n939,,,,,,32.27,\n940,,,,,64.24,,\n941,105.17,,,,,,\n942,,,,,56.32,,\n943,,,1.94,,,,\n944,,12.77,,,,,\n945,,,,36.9,,,\n946,43.24,,,,,,\n947,,,,,,,41.94\n948,,12.8,,,,,\n949,,,,,,16.56,\n950,,,,,,16.19,\n951,,,,,,,52.96\n952,,,,110.82,,,\n953,,7.68,,,,,\n954,95.43,,,,,,\n955,,,,,134.76,,\n956,77.62,,,,,,\n957,,,,,262.12,,\n958,,,2.27,,,,\n959,,,,129.77,,,\n960,,22.23,,,,,\n961,,,,,,69.49,\n962,,,,,,67.27,\n963,78.12,,,,,,\n964,,,,,,,3.8\n965,,,,,,77.3,\n966,,,,153.05,,,\n967,,,,,,18.38,\n968,,,1.64,,,,\n969,,,,,,16.14,\n970,,,,44.9,,,\n971,,,,,,,76.02\n972,,,,,,,73.94\n973,,,,,100.6,,\n974,,,,,,16.1,\n975,,,,75.36,,,\n976,,,1.84,,,,\n977,,,,,,12.43,\n978,,,,,108.94,,\n979,,,,105.38,,,\n980,,,1.7,,,,\n981,,,,99.08,,,\n982,47.19,21.29,1.95,115.62,184.93,69.31,3.09\n983,,,,,,81.04,\n984,,,2.13,,,,\n985,50.13,,,,,,\n986,,,,,195.79,,\n987,89.75,,,,,,\n988,,,,,158.45,,\n989,,,,,,,45.95\n990,,,,,,,66.89\n991,,,,,,,81.03\n992,,13.75,,,,,\n993,69.62,,,,,,\n994,,,,,,,88.55\n995,,,1.63,,,,\n996,,,,38.16,,,\n997,,,,,52.2,,\n998,,,,45.85,,,\n999,27.91,,,,,,\n1000,,,,,,4.54,\n1001,,,,,58.82,,\n1002,,,,,,,45.55\n1003,,,,,,,67.77\n1004,,,,,,5.14,\n1005,20.04,,,,,,\n1006,,,,,52.55,,\n1007,,,,,46.04,,\n1008,,,,,,4.02,\n1009,,,,,37.72,,\n1010,,,1.53,,,,\n1011,11.94,,,,,,\n1012,,,2.24,,,,\n1013,,,,,,9.58,\n1014,,,2.33,,,,\n1015,,,,,,,87.08\n1016,18.5,4.12,2.04,26.86,32.32,5.46,87.21\n1017,,,1.74,,,,\n1018,12.36,,,,,,\n1019,,,1.93,,,,\n1020,,,,,,5.79,\n1021,,,,26.5,,,\n1022,,,,,29.9,,\n1023,,,1.43,,,,\n1024,,,1.34,,,,\n1025,,,,,28.43,,\n1026,,3.44,,,,,\n1027,,,,,,5.57,\n1028,,,,,,4.32,\n1029,11.55,3.15,1.33,38.99,43.07,4.08,51.64\n1030,11.93,,,,,,\n1031,,3.07,,,,,\n1032,9.78,,,,,,\n1033,,,,,,5.22,\n1034,7.59,,,,,,\n1035,,,,,,6.74,\n1036,,,,,,,73.28\n1037,,,,23.47,,,\n1038,,4.2,,,,,\n1039,,,,21.26,,,\n1040,,,,,,5.09,\n1041,7.53,3.41,1.71,22.22,27.19,4.97,84.8\n1042,7.3,,,,,,\n1043,,,,,,,87.4\n1044,,,,,32.05,,\n1045,,,1.74,,,,\n1046,,,,35.2,,,\n1047,,,,,32.33,,\n1048,,,,,,,57.84\n1049,,,1.46,,,,\n1050,,,,,,4.5,\n1051,,,,61.58,,,\n1052,,,,,,,41.08\n1053,10.71,,,,,,\n1054,,,,,,4.71,\n1055,,,,,,,51.85\n1056,,,1.63,,,,\n1057,8.66,,,,,,\n1058,,,,,,5.42,\n1059,,,,24.59,,,\n1060,,,,,,5.35,\n1061,,,,,,,85.89\n1062,17.99,,,,,,\n1063,,,,,,5.04,\n1064,,,,,,5.95,\n1065,,,,21.41,,,\n1066,,,1.53,,,,\n1067,,,,21.94,,,\n1068,14.8,,,,,,\n1069,11.86,,,,,,\n1070,9.81,,,,,,\n1071,,,,,,,53.73\n1072,16.68,,,,,,\n1073,,,,,,,47.23\n1074,,,,99.04,,,\n1075,,,,,163.67,,\n1076,,,,,,10.93,\n1077,,,1.62,,,,\n1078,,,1.63,,,,\n1079,,,,,36.22,,\n1080,,,,43.05,,,\n1081,,,,,,12.33,\n1082,,,,,64.85,,\n1083,,,,,,6.8,\n1084,,,1.7,,,,\n1085,,,,,,,65.78\n1086,,,,30.92,,,\n1087,,,,,,7.36,\n1088,,,1.66,,,,\n1089,,,1.69,,,,\n1090,,,1.62,,,,\n1091,,,,,30.07,,\n1092,,,1.72,,,,\n1093,7.46,,,,,,\n1094,7.24,,,,,,\n1095,,3.74,,,,,\n1096,,,,59.55,,,\n1097,,,,,,12.47,\n1098,,,,,,,23.34\n1099,,3.86,,,,,\n1100,,,,,,,34.57\n1101,,,,,,4.1,\n1102,,,1.52,,,,\n1103,,,,,94.08,,\n1104,,,,,,,35.89\n1105,,3.58,,,,,\n1106,,,,42.59,,,\n1107,,,,,,9.95,\n1108,,,,,,8.11,\n1109,,,,32.37,,,\n1110,,,,,,,89.61\n1111,,,,,39.56,,\n1112,,,,,,,95.67\n1113,,,2.09,,,,\n1114,,,,,,8.9,\n1115,,3.94,,,,,\n1116,,,2.1,,,,\n1117,,,,,,77.0,\n1118,,,,,,,4.92\n1119,,9.6,,,,,\n1120,,10.71,,,,,\n1121,,,,,,,4.95\n1122,58.84,,,,,,\n1123,,,,,,8.08,\n1124,44.27,,,,,,\n1125,,,,65.97,,,\n1126,,,,,,,6.41\n1127,,3.06,,,,,\n1128,8.9,,,,,,\n1129,8.13,,,,,,\n1130,,,,,,,67.9\n1131,,3.54,,,,,\n1132,,,,,,11.37,\n1133,,,,,,7.76,\n1134,,3.17,,,,,\n1135,,,,,,,70.74\n1136,8.52,,,,,,\n1137,,,,,,,88.15\n1138,,3.04,,,,,\n1139,,3.03,,,,,\n1140,,,,,,,82.46\n1141,,,,,25.03,,\n1142,,,,23.54,,,\n1143,8.29,,,,,,\n1144,,3.98,,,,,\n1145,,,,22.28,,,\n1146,,,,25.61,,,\n1147,,,1.26,,,,\n1148,16.42,,,,,,\n1149,,,,,,12.56,\n1150,,,,,,,65.51\n1151,,3.1,,,,,\n1152,19.12,,,,,,\n1153,,,,,,,77.2\n1154,92.47,,,,,,\n1155,,7.87,,,,,\n1156,,,,,,11.22,\n1157,,,2.59,,,,\n1158,,,,,127.98,,\n1159,66.78,5.97,1.94,49.03,62.02,13.0,86.18\n1160,,,,,56.86,,\n1161,,,,,46.01,,\n1162,,,,,,16.1,\n1163,,,,,40.29,,\n1164,,,1.09,,,,\n1165,,,,,55.64,,\n1166,,,,,,5.37,\n1167,,,,,,4.42,\n1168,,,,,,12.25,\n1169,,,,,,,64.68\n1170,,,,,,17.37,\n1171,,,,,72.82,,\n1172,,,1.47,,,,\n1173,,,,,,,48.56\n1174,,3.56,,,,,\n1175,12.2,,,,,,\n1176,,,1.1,,,,\n1177,,,,25.12,,,\n1178,,,1.34,,,,\n1179,,,,22.24,,,\n1180,,,1.28,,,,\n1181,6.55,,,,,,\n1182,,,,23.11,,,\n1183,7.94,,,,,,\n1184,,,1.17,,,,\n1185,,,,65.95,,,\n1186,,,1.55,,,,\n1187,,,2.15,,,,\n1188,,,,,,21.82,\n1189,34.82,,,,,,\n1190,,,,,,,68.01\n1191,,,,,,11.06,\n1192,,,,31.62,,,\n1193,,,,53.88,,,\n1194,,,,,,,46.7\n1195,,,,,,,68.12\n1196,,,1.43,,,,\n1197,,,,31.13,,,\n1198,,,1.44,,,,\n1199,,,1.43,,,,\n1200,18.59,,,,,,\n1201,,,,,56.56,,\n1202,,,,,,,52.91\n1203,,,,,,,59.87\n1204,11.56,,,,,,\n1205,,,,66.08,,,\n1206,,,,,,9.26,\n1207,,,,,,,14.03\n1208,,3.09,,,,,\n1209,,,,,46.86,,\n1210,,,,38.37,,,\n1211,,,1.4,,,,\n1212,,,,,,,49.37\n1213,,,,,40.52,,\n1214,,,,61.47,,,\n1215,,,,,,22.95,\n1216,,,,,88.0,,\n1217,,,,,,,97.95\n1218,,5.13,,,,,\n1219,,,,38.59,,,\n1220,,,2.08,,,,\n1221,,,,,89.39,,\n1222,,3.51,,,,,\n1223,,3.36,,,,,\n1224,46.3,3.25,2.04,68.1,75.88,7.78,30.37\n1225,,,,94.51,,,\n1226,,,2.17,,,,\n1227,,,,,,62.89,\n1228,65.45,,,,,,\n1229,,,,,,,22.17\n1230,,,1.69,,,,\n1231,,,,,,,15.04\n1232,,,,,,35.42,\n1233,,,1.75,,,,\n1234,,,,,,,23.73\n1235,,,2.18,,,,\n1236,,,,73.04,,,\n1237,,,,,53.92,,\n1238,,,,,,,87.85\n1239,63.64,,,,,,\n1240,,10.47,,,,,\n1241,,,1.38,,,,\n1242,,,,,39.03,,\n1243,,,,,,10.06,\n1244,39.42,,,,,,\n1245,31.39,,,,,,\n1246,,,,,,,72.01\n1247,,,,,33.24,,\n1248,,3.49,,,,,\n1249,,,1.31,,,,\n1250,,,,,,,63.37\n1251,,,,,15.06,,\n1252,,,,,17.74,,\n1253,,,,,13.13,,\n1254,,3.42,,,,,\n1255,,,,,,3.61,\n1256,,,,,,,68.09\n1257,11.02,,,,,,\n1258,,,1.36,,,,\n1259,16.49,,,,,,\n1260,,,,,,,78.29\n1261,,,,,,7.54,\n1262,,,,19.23,,,\n1263,,,,,,8.9,\n1264,,,,,,,92.08\n1265,15.41,,,,,,\n1266,,,,25.82,,,\n1267,,,1.83,,,,\n1268,9.0,,,,,,\n1269,8.07,,,,,,\n1270,,,,,,,65.47\n1271,,,,,,3.14,\n1272,,,,,27.95,,\n1273,13.34,,,,,,\n1274,,,,,59.34,,\n1275,,,,,77.3,,\n1276,,,,,,,28.46\n1277,19.25,,,,,,\n1278,,,,41.42,,,\n1279,,,,,77.55,,\n1280,,,1.78,,,,\n1281,,3.64,,,,,\n1282,,,,39.1,,,\n1283,36.6,,,,,,\n1284,,,,,,14.17,\n1285,,5.09,,,,,\n1286,,,1.67,,,,\n1287,,,,,21.05,,\n1288,,5.52,,,,,\n1289,,,,,,,55.02\n1290,,4.52,,,,,\n1291,,4.07,,,,,\n1292,,,,23.55,,,\n1293,,,,,,,17.9\n1294,,,1.54,,,,\n1295,,,,,,,33.79\n1296,,,,,,,29.91\n1297,,6.8,,,,,\n1298,,,,,36.39,,\n1299,,,,,,6.39,\n1300,,,,14.94,,,\n1301,19.83,,,,,,\n1302,,3.71,,,,,\n1303,,,,,30.2,,\n1304,,,,,,5.41,\n1305,,,,,20.28,,\n1306,,,1.74,,,,\n1307,,,,,17.95,,\n1308,,3.56,,,,,\n1309,,,,,,,82.86\n1310,,3.27,,,,,\n1311,,,1.63,,,,\n1312,,,,,,5.5,\n1313,,,,,,11.53,\n1314,,,,44.12,,,\n1315,,,,,,,18.82\n1316,,,1.77,,,,\n1317,,,,,,,0.6\n1318,,,,,101.56,,\n1319,,,,,,49.54,\n1320,,,1.67,,,,\n1321,,,,59.35,,,\n1322,,,,,,,74.09\n1323,41.05,7.64,1.73,53.58,66.69,13.1,68.44\n1324,37.19,,,,,,\n1325,,,,,,8.94,\n1326,,,,,,,63.13\n1327,,,2.64,,,,\n1328,,,,,,6.52,\n1329,,,,,,,22.7\n1330,,,,,94.6,,\n1331,,,1.63,,,,\n1332,50.0,,,,,,\n1333,,,,75.94,,,\n1334,,,,,,26.88,\n1335,,,,59.12,,,\n1336,,,,,,12.25,\n1337,,19.56,,,,,\n1338,,,1.49,,,,\n1339,,,,,,,69.38\n1340,,8.82,,,,,\n1341,,,,,120.97,,\n1342,,,1.93,,,,\n1343,,,1.76,,,,\n1344,,,,74.11,,,\n1345,,,,,,25.78,\n1346,,,,,,,1.16\n1347,,,,,,,1.87\n1348,,,,,,,75.46\n1349,,,1.75,,,,\n1350,,10.6,,,,,\n1351,,,1.67,,,,\n1352,,,,,68.55,,\n1353,,,1.67,,,,\n1354,73.73,,,,,,\n1355,74.19,,,,,,\n1356,,,,,,,81.98\n1357,,,,,,,72.52\n1358,35.91,,,,,,\n1359,,,,,,11.59,\n1360,,3.72,,,,,\n1361,,,,,65.28,,\n1362,,,,56.27,,,\n1363,44.86,,,,,,\n1364,,,,,,,13.46\n1365,,,,,,,13.38\n1366,,,,67.11,,,\n1367,,22.9,,,,,\n1368,,,,,,30.48,\n1369,,,,,,,26.7\n1370,55.66,,,,,,\n1371,,12.24,,,,,\n1372,,,1.85,,,,\n1373,,,,,,,91.68\n1374,,10.39,,,,,\n1375,,8.87,,,,,\n1376,47.92,,,,,,\n1377,,,,,,7.89,\n1378,,,,,,23.4,\n1379,,,,,,25.37,\n1380,,,,,,,4.93\n1381,,,,,,,4.72\n1382,,,2.27,,,,\n1383,,,2.37,,,,\n1384,,,,156.13,,,\n1385,,18.88,,,,,\n1386,,,,,247.13,,\n1387,,,1.74,,,,\n1388,,,1.96,,,,\n1389,,,,101.06,,,\n1390,,,,,,50.03,\n1391,,,,88.6,,,\n1392,,,,,,12.68,\n1393,,,,,60.26,,\n1394,,,,,,,92.64\n1395,,,,,53.62,,\n1396,,,,,,,63.25\n1397,,,,,,9.19,\n1398,,,,96.27,,,\n1399,,,,49.08,,,\n1400,,,,,,,75.03\n1401,,,,91.13,,,\n1402,,3.98,,,,,\n1403,39.38,,,,,,\n1404,,3.56,,,,,\n1405,,,,86.72,,,\n1406,,,,,,,14.14\n1407,,,,87.56,,,\n1408,,,1.72,,,,\n1409,,,,49.65,,,\n1410,,,2.39,,,,\n1411,,,,,106.89,,\n1412,,,1.56,,,,\n1413,,,1.65,,,,\n1414,,21.96,,,,,\n1415,,14.61,,,,,\n1416,,,,23.38,,,\n1417,,,,,,,114.82\n1418,84.74,,,,,,\n1419,,,,,,5.85,\n1420,,5.58,,,,,\n1421,,4.99,,,,,\n1422,67.87,,,,,,\n1423,,,1.88,,,,\n1424,,,,,,2.14,\n1425,,,,,29.88,,\n1426,,3.9,,,,,\n1427,,,,,,,67.91\n1428,,,,,,1.81,\n1429,,,1.57,,,,\n1430,,4.52,,,,,\n1431,,4.23,,,,,\n1432,11.38,,,,,,\n1433,,,,,12.99,,\n1434,,,,11.34,,,\n1435,,,1.69,,,,\n1436,,,1.52,,,,\n1437,,3.33,,,,,\n1438,,,,,,4.44,\n1439,,4.17,,,,,\n1440,,,,,,3.36,\n1441,,,,,,,114.82\n1442,,3.52,,,,,\n1443,38.11,,,,,,\n1444,34.13,,,,,,\n1445,,,,,,,88.78\n1446,,,,,24.73,,\n1447,,,1.81,,,,\n1448,,,,,69.09,,\n1449,,3.32,,,,,\n1450,,,,,,2.26,\n1451,,,,,,,75.35\n1452,25.13,,,,,,\n1453,,,,,6.67,,\n1454,,3.88,,,,,\n1455,14.64,,,,,,\n1456,,,,,,5.46,\n1457,,,,33.36,,,\n1458,,4.6,,,,,\n1459,,,1.7,,,,\n1460,,,,,42.25,,\n1461,,5.31,,,,,\n1462,,,,,,7.4,\n1463,,,1.85,,,,\n1464,,,,44.33,,,\n1465,,,1.84,,,,\n1466,,,,34.04,,,\n1467,,,,,61.43,,\n1468,,,,86.12,,,\n1469,23.52,,,,,,\n1470,,,,,59.21,,\n1471,,,,,,2.56,\n1472,,,,51.69,,,\n1473,,5.84,,,,,\n1474,,,1.76,,,,\n1475,,,,,56.16,,\n1476,,,,,55.91,,\n1477,29.48,,,,,,\n1478,,11.28,,,,,\n1479,,,,,,14.54,\n1480,,,,,,12.27,\n1481,67.4,,,,,,\n1482,,,,49.21,,,\n1483,,12.9,,,,,\n1484,,,,62.26,,,\n1485,,,2.46,,,,\n1486,,20.76,,,,,\n1487,,,,,,34.75,\n1488,,17.72,,,,,\n1489,66.33,,,,,,\n1490,,,,75.49,,,\n1491,,,,68.09,,,\n1492,,,,,,18.81,\n1493,36.81,,,,,,\n1494,,,,,48.79,,\n1495,,,,46.02,,,\n1496,24.7,,,,,,\n1497,,,,,,,90.86\n1498,,,,31.36,,,\n1499,,,,,,17.83,\n1500,,,,,,,125.59\n1501,80.84,,,,,,\n1502,,,,,,,64.89\n1503,,,,,,,31.6\n1504,,,,,29.47,,\n1505,,,1.63,,,,\n1506,,,,,,1.11,\n1507,,,1.63,,,,\n1508,,6.26,,,,,\n1509,,,,40.78,,,\n1510,,,,,75.5,,\n1511,,7.61,,,,,\n1512,,,,,102.66,,\n1513,,5.97,,,,,\n1514,49.46,,,,,,\n1515,,,,,,,52.93\n1516,,,1.88,,,,\n1517,,,,,,,62.82\n1518,,,,,,,64.33\n1519,,,,39.59,,,\n1520,,,,46.57,,,\n1521,,,,,,3.29,\n1522,,,1.97,,,,\n1523,27.34,,,,,,\n1524,,,2.11,,,,\n1525,,,,31.43,,,\n1526,60.4,,,,,,\n1527,,,1.95,,,,\n1528,,,2.08,,,,\n1529,,,2.1,,,,\n1530,,,,,,13.08,\n1531,,,,,,,46.58\n1532,,,2.12,,,,\n1533,,,,,125.52,,\n1534,,,,85.07,,,\n1535,78.08,,,,,,\n1536,,,2.77,,,,\n1537,,,2.76,,,,\n1538,,,,,,5.01,\n1539,,,,,46.08,,\n1540,,,2.3,,,,\n1541,,,2.16,,,,\n1542,,,,21.73,,,\n1543,,,,,,,32.51\n1544,,,,,25.33,,\n1545,20.12,,,,,,\n1546,17.29,,,,,,\n1547,,,2.01,,,,\n1548,,,,,,,44.47\n1549,,,2.01,,,,\n1550,29.0,3.48,2.21,26.8,33.21,6.41,55.52\n1551,,,2.26,,,,\n1552,45.94,,,,,,\n1553,,,,,,,5.08\n1554,,,,,,,11.82\n1555,,3.32,,,,,\n1556,,3.68,,,,,\n1557,,,,9.8,,,\n1558,,,,4.89,,,\n1559,,,,,,1.39,\n1560,,,,,5.34,,\n1561,29.92,,,,,,\n1562,,,,,40.48,,\n1563,,,,,22.05,,\n1564,,,,,,,82.11\n1565,,4.42,,,,,\n1566,,,,,,3.73,\n1567,,,,,,,86.26\n1568,,,2.55,,,,\n1569,27.02,,,,,,\n1570,,,,39.1,,,\n1571,,,,,,,19.67\n1572,35.59,,,,,,\n1573,58.59,,,,,,\n1574,,,,,,,1.79\n1575,150.32,,,,,,\n1576,,,,106.13,,,\n1577,,,,,,48.24,\n1578,,40.32,,,,,\n1579,,,,,,23.08,\n1580,69.99,,,,,,\n1581,,,,,113.87,,\n1582,,,,88.01,,,\n1583,81.26,,,,,,\n1584,,,,30.33,,,\n1585,,,,,,,74.13\n1586,,,,,,,75.15\n1587,,,,32.63,,,\n1588,,,2.68,,,,\n1589,,4.68,,,,,\n1590,,,2.68,,,,\n1591,,,,46.72,,,\n1592,,,2.39,,,,\n1593,29.39,,,,,,\n1594,34.18,,,,,,\n1595,,,,104.85,,,\n1596,,,,107.26,,,\n1597,,,,,147.53,,\n1598,,,,,,,8.27\n1599,,14.93,,,,,\n1600,45.97,,,,,,\n1601,,10.37,,,,,\n1602,,,,,,19.52,\n1603,,,,,,,59.3\n1604,,,,,69.06,,\n1605,44.63,,,,,,\n1606,42.8,,,,,,\n1607,,,,,,,30.41\n1608,,,2.19,,,,\n1609,,,2.35,,,,\n1610,,,2.2,,,,\n1611,,,,28.4,,,\n1612,,,,,53.97,,\n1613,,,2.26,,,,\n1614,,,,,,,64.38\n1615,,,,,,,46.28\n1616,,,,,67.99,,\n1617,,,,66.48,,,\n1618,,,,,,28.76,\n1619,,,,,,,53.7\n1620,,,2.75,,,,\n1621,,,,,,,55.75\n1622,,,,,,11.86,\n1623,,,,,,6.22,\n1624,,,2.44,,,,\n1625,,,2.52,,,,\n1626,,6.71,,,,,\n1627,,,2.05,,,,\n1628,,,2.17,,,,\n1629,,,,,,,38.91\n1630,,,,,,2.71,\n1631,,,,,12.55,,\n1632,,,,,15.41,,\n1633,,,,,41.81,,\n1634,,,2.16,,,,\n1635,,,,,,,27.43\n1636,,,,,,,38.98\n1637,32.69,,,,,,\n1638,37.48,,,,,,\n1639,,,,,,,69.2\n1640,,,,,26.87,,\n1641,31.54,,,,,,\n1642,,,,,25.12,,\n1643,,,,,,7.08,\n1644,,,2.33,,,,\n1645,,,,,,8.59,\n1646,,,,,,8.65,\n1647,,,,,,7.9,\n1648,22.12,,,,,,\n1649,,,2.34,,,,\n1650,,,,51.41,,,\n1651,,,,,,25.76,\n1652,,,2.63,,,,\n1653,46.12,,,,,,\n1654,,,2.24,,,,\n1655,,,,26.85,,,\n1656,,,,,,18.69,\n1657,,,,,61.77,,\n1658,,,,30.11,,,\n1659,,,,,37.8,,\n1660,,,2.32,,,,\n1661,16.86,,,,,,\n1662,,,,30.3,,,\n1663,,,2.57,,,,\n1664,,,,,47.79,,\n1665,,,,,,,73.57\n1666,,4.16,,,,,\n1667,,,2.8,,,,\n1668,,,,,64.1,,\n1669,,,,,69.17,,\n1670,,,,,,7.43,\n1671,,,,20.43,,,\n1672,,,,23.15,,,\n1673,,,,20.83,,,\n1674,,,,22.04,,,\n1675,,,,,,10.0,\n1676,,,,31.14,,,\n1677,,,,,53.22,,\n1678,,,2.87,,,,\n1679,,3.62,,,,,\n1680,,,,26.5,,,\n1681,,,2.72,,,,\n1682,,4.04,,,,,\n1683,,,,,,3.05,\n1684,,,,,,3.29,\n1685,,4.96,,,,,\n1686,,,2.69,,,,\n1687,,,2.82,,,,\n1688,,,,,,,46.0\n1689,,,,,,10.46,\n1690,22.59,,,,,,\n1691,21.47,7.34,2.75,25.64,35.31,9.67,65.11\n1692,,6.04,,,,,\n1693,,5.12,,,,,\n1694,,4.53,,,,,\n1695,,,,,28.01,,\n1696,,,,,,,79.95\n1697,42.2,,,,,,\n1698,,,,,33.0,,\n1699,,,,,35.38,,\n1700,,,,,,,66.26\n1701,,,,,,,61.23\n1702,,,,,91.86,,\n1703,,,,70.71,,,\n1704,,,2.88,,,,\n1705,,,,,34.43,,\n1706,25.14,,,,,,\n1707,,,,17.44,,,\n1708,,,,,,3.19,\n1709,,3.64,,,,,\n1710,,4.11,,,,,\n1711,,4.0,,,,,\n1712,,,,77.05,,,\n1713,38.84,,,,,,\n1714,,,2.76,,,,\n1715,,,,,,,46.09\n1716,,,,,59.2,,\n1717,,,2.91,,,,\n1718,,,,23.89,,,\n1719,,8.09,,,,,\n1720,,,,,,,91.77\n1721,,6.21,,,,,\n1722,,,,21.12,,,\n1723,,4.85,,,,,\n1724,,4.96,,,,,\n1725,25.31,,,,,,\n1726,,,3.21,,,,\n1727,,,,,,4.87,\n1728,,,,,,,13.17\n1729,,,3.85,,,,\n1730,,8.27,,,,,\n1731,,15.44,,,,,\n1732,,,,102.58,,,\n1733,,,,,153.79,,\n1734,,,,102.14,,,\n1735,,,,,,,32.17\n1736,,14.29,,,,,\n1737,,14.43,,,,,\n1738,,13.09,,,,,\n1739,,,,,,,101.12\n1740,,,3.02,,,,\n1741,,,,,,4.4,\n1742,,,3.07,,,,\n1743,,5.12,,,,,\n1744,,,,,,,20.34\n1745,,5.21,,,,,\n1746,,,,75.56,,,\n1747,,5.33,,,,,\n1748,,,,,,,40.64\n1749,,,,,66.75,,\n1750,,,,,,10.27,\n1751,50.2,,,,,,\n1752,,,,,,,96.64\n1753,43.04,,,,,,\n1754,43.31,,,,,,\n1755,,,,,,,75.45\n1756,,,,,27.57,,\n1757,,,,,,5.89,\n1758,,,,,,,77.2\n1759,,,2.77,,,,\n1760,,,2.81,,,,\n1761,,,,,,3.92,\n1762,,,,,,4.4,\n1763,,,,,,4.02,\n1764,,,2.52,,,,\n1765,,,,,,,48.38\n1766,,,2.72,,,,\n1767,,,,,15.75,,\n1768,,,,,,,47.3\n1769,,,,23.41,,,\n1770,,,,,,,55.5\n1771,,,,,,,54.47\n1772,13.83,,,,,,\n1773,14.41,,,,,,\n1774,,,,,11.41,,\n1775,16.0,,,,,,\n1776,,,,16.0,,,\n1777,,,,,,,36.31\n1778,,,,11.61,,,\n1779,12.41,,,,,,\n1780,11.27,,,,,,\n1781,,,,,,3.09,\n1782,,,,,,,30.01\n1783,,,,,,3.4,\n1784,,,,,24.22,,\n1785,,4.65,,,,,\n1786,,,,,,,63.54\n1787,,,,14.8,,,\n1788,,,,13.42,,,\n1789,,,,,,4.05,\n1790,27.41,,,,,,\n1791,,,,,9.89,,\n1792,25.7,,,,,,\n1793,,,,17.76,,,\n1794,,,,,,,53.59\n1795,,,,,,5.97,\n1796,,,,,,,111.68\n1797,,4.87,,,,,\n1798,,,3.06,,,,\n1799,,,,9.27,,,\n1800,,,,,,4.19,\n1801,,,,,,,77.22\n1802,,,,6.43,,,\n1803,,,,,,2.87,\n1804,,,,,14.44,,\n1805,,,,,,,52.12\n1806,,3.24,,,,,\n1807,12.26,,,,,,\n1808,,,,12.68,,,\n1809,,,,,,,43.99\n1810,8.47,,,,,,\n1811,8.05,,,,,,\n1812,,,3.12,,,,\n1813,,,3.02,,,,\n1814,,,,,,,47.52\n1815,,3.24,,,,,\n1816,,,,,,2.7,\n1817,,,,6.99,,,\n1818,,,,,,3.22,\n1819,,,,,9.3,,\n1820,,,,6.19,,,\n1821,,,,,9.71,,\n1822,,3.02,,,,,\n1823,,3.01,,,,,\n1824,,,,,8.37,,\n1825,,3.74,,,,,\n1826,,,,,,2.19,\n1827,,16.47,,,,,\n1828,,,,,,7.7,\n1829,,15.25,,,,,\n1830,,11.86,,,,,\n1831,35.38,,,,,,\n1832,30.76,,,,,,\n1833,,,3.37,,,,\n1834,,,,,,,51.92\n1835,,,,,,3.23,\n1836,,,,,,3.17,\n1837,,,,,,3.36,\n1838,,8.02,,,,,\n1839,,,,,10.46,,\n1840,,,,,9.9,,\n1841,,,,23.23,,,\n1842,,,,,,7.09,\n1843,,13.88,,,,,\n1844,,,,,58.71,,\n1845,,,,,28.78,,\n1846,,,,20.84,,,\n1847,,8.1,,,,,\n1848,,,,20.47,,,\n1849,,,3.41,,,,\n1850,,4.75,,,,,\n1851,45.34,,,,,,\n1852,,,,,,,69.75\n1853,,,,,,,65.59\n1854,,,,,,,59.41\n1855,,,,,,,26.41\n1856,,4.21,,,,,\n1857,,,,,29.49,,\n1858,,,2.99,,,,\n1859,,4.76,,,,,\n1860,,,,,,3.69,\n1861,35.45,,,,,,\n1862,,,,,12.85,,\n1863,,,3.06,,,,\n1864,,,,,,,40.99\n1865,,,,34.53,,,\n1866,,,,,,9.54,\n1867,,,,,33.6,,\n1868,,,,,34.24,,\n1869,,,3.02,,,,\n1870,38.8,,,,,,\n1871,32.27,,,,,,\n1872,,,,,,7.85,\n1873,,,,,32.85,,\n1874,,,3.36,,,,\n1875,49.46,3.62,3.24,26.62,33.52,6.9,54.39\n1876,,,,,,4.56,\n1877,,,,,,3.85,\n1878,,,,,,5.48,\n1879,,,,,25.6,,\n1880,46.11,,,,,,\n1881,42.89,,,,,,\n1882,39.19,,,,,,\n1883,,,,17.09,,,\n1884,,,,,,3.54,\n1885,34.46,4.76,3.0,20.87,27.47,6.61,68.19\n1886,37.16,,,,,,\n1887,,,,24.46,,,\n1888,,,3.03,,,,\n1889,,5.14,,,,,\n1890,,,,,23.38,,\n1891,,,,22.86,,,\n1892,,,,,,3.93,\n1893,,,,,,,74.1\n1894,,,,,21.55,,\n1895,,,3.05,,,,\n1896,,4.01,,,,,\n1897,,,,17.76,,,\n1898,,,2.96,,,,\n1899,,,2.96,,,,\n1900,,3.95,,,,,\n1901,,,2.95,,,,\n1902,,,,,15.14,,\n1903,7.03,,,,,,\n1904,,,,,12.43,,\n1905,,,,,,2.81,\n1906,,,,,,3.0,\n1907,,3.89,,,,,\n1908,,3.62,,,,,\n1909,,,,,12.44,,\n1910,,3.3,,,,,\n1911,,,,,,4.17,\n1912,,,,,13.44,,\n1913,7.69,,,,,,\n1914,7.63,,,,,,\n1915,,,,,,,90.33\n1916,,,,20.53,,,\n1917,,,,,,,33.1\n1918,,,3.15,,,,\n1919,,,,,31.37,,\n1920,,,,,29.99,,\n1921,,4.22,,,,,\n1922,,,,,,,16.72\n1923,,,,,15.93,,\n1924,9.38,,,,,,\n1925,,,,,,3.12,\n1926,,3.42,,,,,\n1927,,,2.89,,,,\n1928,,,,26.27,,,\n1929,,,,,,,55.27\n1930,,3.9,,,,,\n1931,,,,,,,60.06\n1932,,,,,,,59.26\n1933,22.09,,,,,,\n1934,,,,,26.92,,\n1935,,,,,,,57.77\n1936,,,3.14,,,,\n1937,,,,,,,52.55\n1938,,,,,13.73,,\n1939,,,3.1,,,,\n1940,16.86,,,,,,\n1941,,,3.02,,,,\n1942,,,2.93,,,,\n1943,,,,,,,35.85\n1944,,,,,,3.82,\n1945,26.4,,,,,,\n1946,,,,,74.19,,\n1947,,,,,,,12.39\n1948,,,3.29,,,,\n1949,,,3.16,,,,\n1950,,,,,52.91,,\n1951,,4.49,,,,,\n1952,,,,,36.99,,\n1953,,,,,,,72.83\n1954,,,3.2,,,,\n1955,,,,16.68,,,\n1956,,,,25.58,,,\n1957,27.79,,,,,,\n1958,,4.46,,,,,\n1959,,,,,,3.59,\n1960,,,,,,3.47,\n1961,29.85,,,,,,\n1962,,,3.29,,,,\n1963,24.3,,,,,,\n1964,,3.65,,,,,\n1965,,,,,,4.02,\n1966,,,,,34.3,,\n1967,,,,,,,7.59\n1968,,,3.17,,,,\n1969,,,,,91.48,,\n1970,,,,,,25.86,\n1971,73.68,,,,,,\n1972,,9.92,,,,,\n1973,,,,21.53,,,\n1974,,,3.2,,,,\n1975,,5.86,,,,,\n1976,,,,24.95,,,\n1977,,,3.22,,,,\n1978,32.96,,,,,,\n1979,,,,,33.59,,\n1980,,,,,,,36.68\n1981,,,,,,3.54,\n1982,30.62,7.59,2.9,20.15,23.73,3.58,48.65\n1983,,,,,,3.22,\n1984,,,,18.5,,,\n1985,,,,,,3.44,\n1986,,5.97,,,,,\n1987,,,,25.43,,,\n1988,,,3.26,,,,\n1989,,,,,81.1,,\n1990,,,,,,19.11,\n1991,,,,23.44,,,\n1992,,17.86,,,,,\n1993,,,,,,5.52,\n1994,,,3.26,,,,\n1995,,,,12.77,,,\n1996,,,,,24.77,,\n1997,,,,,,5.54,\n1998,,,,,,,81.52\n1999,,5.18,,,,,\n2000,,,,,,5.1,\n2001,,4.07,,,,,\n2002,,,3.16,,,,\n2003,,,3.1,,,,\n2004,,,,,,3.72,\n2005,,,,,40.85,,\n2006,,,,15.18,,,\n2007,,,,,,,53.4\n2008,,,,,,,4.96\n2009,23.17,,,,,,\n2010,,7.41,,,,,\n2011,,10.45,,,,,\n2012,,,3.44,,,,\n2013,,,,,,46.7,\n2014,,23.85,,,,,\n2015,,,,,,15.41,\n2016,,,,,,12.71,\n2017,,,,,,7.06,\n2018,,,3.26,,,,\n2019,,,,,,,75.17\n2020,,,3.29,,,,\n2021,,,,,,6.56,\n2022,,,,,30.65,,\n2023,,,,,,,47.8\n2024,,,,,32.4,,\n2025,,4.13,,,,,\n2026,,,,20.72,,,\n2027,,,2.96,,,,\n2028,,3.63,,,,,\n2029,44.99,,,,,,\n2030,46.42,,,,,,\n2031,,,,,23.93,,\n2032,82.09,,,,,,\n2033,,,,,98.46,,\n2034,,,3.01,,,,\n2035,,16.96,,,,,\n2036,,13.25,,,,,\n2037,,,,,,4.11,\n2038,,,,,,4.37,\n2039,,,,,,,89.38\n2040,,,,,15.73,,\n2041,,,,,,3.28,\n2042,,4.65,,,,,\n2043,,,,,13.44,,\n2044,,,,15.42,,,\n2045,,4.0,,,,,\n2046,,,,,14.66,,\n2047,,,,,,4.7,\n2048,,,2.88,,,,\n2049,,3.84,,,,,\n2050,17.02,,,,,,\n2051,,4.47,,,,,\n2052,,,,,,,68.1\n2053,,,,,9.01,,\n2054,11.64,3.54,2.82,4.99,7.2,2.21,68.14\n2055,,,2.73,,,,\n2056,9.49,3.89,2.88,7.44,10.4,2.97,51.65\n2057,,,,10.02,,,\n2058,,,,,,,61.84\n2059,14.83,,,,,,\n2060,,,,,,3.12,\n2061,12.35,,,,,,\n2062,,,,7.26,,,\n2063,,,2.9,,,,\n2064,,,,,,,83.69\n2065,,,,,10.79,,\n2066,,,2.99,,,,\n2067,,4.77,,,,,\n2068,,,,11.24,,,\n2069,9.36,,,,,,\n2070,8.89,,,,,,\n2071,,,,,,2.6,\n2072,,,,,,,48.98\n2073,,,2.82,,,,\n2074,,,,,,,54.67\n2075,14.22,,,,,,\n2076,,,,,,2.36,\n2077,,,,,7.84,,\n2078,,,,,,2.98,\n2079,,,,,,6.91,\n2080,,,,26.71,,,\n2081,,3.93,,,,,\n2082,,,,,,,80.42\n2083,,5.12,,,,,\n2084,,,3.01,,,,\n2085,,,,,,7.24,\n2086,,,,,26.29,,\n2087,,,,,,9.59,\n2088,31.74,,,,,,\n2089,,,3.21,,,,\n2090,,5.03,,,,,\n2091,27.28,,,,,,\n2092,,,,28.03,,,\n2093,,4.62,,,,,\n2094,,,,,,2.61,\n2095,,,,,,2.46,\n2096,,,,,,2.62,\n2097,,,,,,,61.51\n2098,,,,5.53,,,\n2099,13.22,,,,,,\n2100,,,,,,,65.4\n2101,,5.04,,,,,\n2102,10.41,,,,,,\n2103,,,,,,10.42,\n2104,,,,,36.46,,\n2105,,,,,,6.6,\n2106,,,3.15,,,,\n2107,,,,,,,86.05\n2108,,,,,25.55,,\n2109,,,,,,,86.32\n2110,,6.45,,,,,\n2111,28.79,,,,,,\n2112,,,,32.87,,,\n2113,,4.27,,,,,\n2114,,,,,,,57.74\n2115,,,3.04,,,,\n2116,,,3.08,,,,\n2117,,,,,,,61.18\n2118,27.31,,,,,,\n2119,,,,,11.81,,\n2120,23.14,,,,,,\n2121,19.68,,,,,,\n2122,,,,,,,55.11\n2123,,,,,,,51.21\n2124,,,,,,,53.43\n2125,,,,,25.58,,\n2126,,,2.96,,,,\n2127,15.32,,,,,,\n2128,,,,,,,78.6\n2129,,,,,31.6,,\n2130,,,,19.12,,,\n2131,,,,20.92,,,\n2132,,,,,,7.76,\n2133,,3.49,,,,,\n2134,,3.57,,,,,\n2135,,,3.34,,,,\n2136,,4.6,,,,,\n2137,38.64,,,,,,\n2138,36.56,,,,,,\n2139,,,,31.88,,,\n2140,,,,19.24,,,\n2141,,,,,18.85,,\n2142,29.02,,,,,,\n2143,,,,12.94,,,\n2144,,,2.75,,,,\n2145,,5.52,,,,,\n2146,21.03,,,,,,\n2147,,,2.81,,,,\n2148,,,,,,,50.73\n2149,,,,18.66,,,\n2150,,,,,33.96,,\n2151,,,2.86,,,,\n2152,,,,,,,77.02\n2153,36.94,,,,,,\n2154,,4.71,,,,,\n2155,,,3.02,,,,\n2156,,4.06,,,,,\n2157,,,,,,,113.59\n2158,,,3.45,,,,\n2159,,,,,,7.51,\n2160,,,,41.69,,,\n2161,,,,,,,55.77\n2162,,,,28.64,,,\n2163,,,,,36.48,,\n2164,,,,,,,61.91\n2165,,4.27,,,,,\n2166,,,,,,2.97,\n2167,,,,37.14,,,\n2168,,,3.27,,,,\n2169,,,,,,,9.95\n2170,,,3.27,,,,\n2171,32.74,,,,,,\n2172,,,,,,30.96,\n2173,,,3.17,,,,\n2174,,,3.13,,,,\n2175,,,3.15,,,,\n2176,67.16,,,,,,\n2177,,,3.18,,,,\n2178,,,,,34.99,,\n2179,,,,27.67,,,\n2180,,,,,,,66.03\n2181,,,,,,4.54,\n2182,,5.94,,,,,\n2183,,,2.88,,,,\n2184,,,2.88,,,,\n2185,,4.4,,,,,\n2186,,5.09,,,,,\n2187,,,,,,,50.46\n2188,,,,,16.26,,\n2189,,,,,,,58.49\n2190,,,,,,,54.1\n2191,,3.87,,,,,\n2192,,,,,58.7,,\n2193,,,,,,8.91,\n2194,,,,,,,36.72\n2195,,,,,69.45,,\n2196,34.03,,,,,,\n2197,,,2.99,,,,\n2198,39.64,,,,,,\n2199,,,2.89,,,,\n2200,,,,,,5.07,\n2201,,,2.92,,,,\n2202,,,,,,4.8,\n2203,,6.18,,,,,\n2204,,,,,,,90.54\n2205,,5.25,,,,,\n2206,,,,,,3.52,\n2207,,,,,,2.89,\n2208,,,,,,2.93,\n2209,,,,,28.5,,\n2210,23.95,,,,,,\n2211,,,,59.08,,,\n2212,,,,57.4,,,\n2213,22.39,,,,,,\n2214,,,,66.19,,,\n2215,,12.3,,,,,\n2216,,,,,,13.47,\n2217,44.32,,,,,,\n2218,,17.63,,,,,\n2219,,16.15,,,,,\n2220,,,,,21.77,,\n2221,,,3.0,,,,\n2222,,,3.02,,,,\n2223,38.34,,,,,,\n2224,,,,,,,72.4\n2225,,,2.92,,,,\n2226,,,,,11.84,,\n2227,,,,,,2.82,\n2228,,,,12.36,,,\n2229,,4.47,,,,,\n2230,,4.28,,,,,\n2231,,,,12.88,,,\n2232,,,,10.56,,,\n2233,,,,12.38,,,\n2234,,,,22.17,,,\n2235,,,,18.12,,,\n2236,39.71,,,,,,\n2237,,,,20.07,,,\n2238,30.09,,,,,,\n2239,,,,,28.89,,\n2240,,,,,,,69.53\n2241,,4.02,,,,,\n2242,,,,16.85,,,\n2243,,,,,16.06,,\n2244,,,,,,,48.51\n2245,,,,12.46,,,\n2246,,,,,,,53.77\n2247,,,,,11.15,,\n2248,19.71,,,,,,\n2249,,,,,8.16,,\n2250,13.87,,,,,,\n2251,,,,,8.05,,\n2252,,,,9.23,,,\n2253,10.6,,,,,,\n2254,,,,,24.33,,\n2255,,,,,37.67,,\n2256,,,,,,,65.72\n2257,,,,,,7.33,\n2258,,,,33.63,,,\n2259,,,2.86,,,,\n2260,,,,,33.32,,\n2261,,10.66,,,,,\n2262,,,,,,,91.43\n2263,,,,,,,98.21\n2264,,,3.28,,,,\n2265,,,,,,5.25,\n2266,,,,,46.68,,\n2267,,,,,,,70.11\n2268,,,,50.6,,,\n2269,,,,27.04,,,\n2270,,,,,,,66.42\n2271,,,,,,,67.81\n2272,,,,,14.54,,\n2273,,,2.91,,,,\n2274,,,,,,14.67,\n2275,,,,93.8,,,\n2276,,,3.24,,,,\n2277,,,,68.8,,,\n2278,,,3.28,,,,\n2279,61.23,,,,,,\n2280,,,3.12,,,,\n2281,,,3.39,,,,\n2282,,8.3,,,,,\n2283,,,,,,5.99,\n2284,,5.68,,,,,\n2285,,,3.41,,,,\n2286,,4.86,,,,,\n2287,,4.49,,,,,\n2288,,,3.5,,,,\n2289,,,,,281.56,,\n2290,,,,,,,8.89\n2291,103.15,,,,,,\n2292,86.38,,,,,,\n2293,97.61,,,,,,\n2294,,,,138.25,,,\n2295,,20.62,,,,,\n2296,,,,86.42,,,\n2297,,,,112.21,,,\n2298,,,,,,71.71,\n2299,112.84,,,,,,\n2300,,38.78,,,,,\n2301,,,,81.35,,,\n2302,,,,56.12,,,\n2303,,26.99,,,,,\n2304,,,,,,,85.37\n2305,,14.75,,,,,\n2306,,,,,33.85,,\n2307,97.07,9.84,4.0,35.07,42.43,7.36,84.58\n2308,,,3.41,,,,\n2309,,,,,17.8,,\n2310,107.02,,,,,,\n2311,,,,,,2.34,\n2312,26.13,,,,,,\n2313,,,,,6.5,,\n2314,15.35,,,,,,\n2315,,,,,,1.97,\n2316,,,,,,,69.3\n2317,,,,,,5.72,\n2318,18.06,,,,,,\n2319,19.62,,,,,,\n2320,,,,,29.98,,\n2321,,,2.67,,,,\n2322,,5.12,,,,,\n2323,,,,,29.06,,\n2324,13.3,,,,,,\n2325,12.31,,,,,,\n2326,,,,,30.07,,\n2327,,,,,,2.55,\n2328,,3.76,,,,,\n2329,15.14,,,,,,\n2330,,,,,,2.44,\n2331,,,,14.57,,,\n2332,,4.11,,,,,\n2333,,,,,,2.4,\n2334,9.65,,,,,,\n2335,,,,,,2.34,\n2336,7.46,,,,,,\n2337,7.36,,,,,,\n2338,,,,,34.3,,\n2339,,4.4,,,,,\n2340,28.1,,,,,,\n2341,,,,,,,73.69\n2342,,,,,29.64,,\n2343,,,2.68,,,,\n2344,,,2.66,,,,\n2345,,,3.21,,,,\n2346,58.29,13.62,3.03,30.39,35.9,5.51,106.08\n2347,,12.65,,,,,\n2348,,10.63,,,,,\n2349,,,,,44.08,,\n2350,45.06,,,,,,\n2351,,,,26.0,,,\n2352,,,2.96,,,,\n2353,,,,,,,60.07\n2354,,,,,,,60.4\n2355,32.49,,,,,,\n2356,,,,,,,61.9\n2357,,,,,8.68,,\n2358,,,,,8.56,,\n2359,,,,6.09,,,\n2360,,,,6.47,,,\n2361,,,,,,,55.29\n2362,,,,,16.13,,\n2363,33.15,,,,,,\n2364,27.14,,,,,,\n2365,,,,,,3.28,\n2366,,,,,,2.72,\n2367,,,2.73,,,,\n2368,,,2.79,,,,\n2369,22.06,,,,,,\n2370,,,,11.83,,,\n2371,,,,,,3.07,\n2372,40.67,,,,,,\n2373,32.54,3.48,2.88,34.58,38.33,3.75,53.45\n2374,,,2.67,,,,\n2375,,,2.58,,,,\n2376,,,,,,2.44,\n2377,,,,13.59,,,\n2378,25.6,,,,,,\n2379,,,2.43,,,,\n2380,17.56,,,,,,\n2381,,,,4.32,,,\n2382,,,,,,,56.35\n2383,,,,,17.55,,\n2384,,,,,30.07,,\n2385,,,2.58,,,,\n2386,,,,,,7.21,\n2387,,,3.03,,,,\n2388,,,,26.29,,,\n2389,,,2.97,,,,\n2390,,,,,39.86,,\n2391,,,,,57.28,,\n2392,,,,73.08,,,\n2393,,4.21,,,,,\n2394,,,,,,3.01,\n2395,,,,22.15,,,\n2396,,,1.86,,,,\n2397,,4.3,,,,,\n2398,,,,,124.89,,\n2399,35.86,,,,,,\n2400,,11.9,,,,,\n2401,,,,,,,11.1\n2402,,,2.18,,,,\n2403,,,,,88.36,,\n2404,,,,54.09,,,\n2405,52.14,,,,,,\n2406,67.93,,,,,,\n2407,,6.39,,,,,\n2408,26.49,5.37,2.2,25.65,32.92,7.26,79.34\n2409,,,,,,5.72,\n2410,,,,,26.65,,\n2411,,,,,23.57,,\n2412,,,1.99,,,,\n2413,,,,24.78,,,\n2414,,,,,,2.48,\n2415,,,,,,2.55,\n2416,,,1.94,,,,\n2417,,4.47,,,,,\n2418,,,1.72,,,,\n2419,,4.25,,,,,\n2420,,,1.88,,,,\n2421,,,1.76,,,,\n2422,,,,,,,54.9\n2423,,,,,,,63.95\n2424,,,,,,,76.77\n2425,,,2.3,,,,\n2426,,,2.26,,,,\n2427,,,,,,,54.05\n2428,48.26,,,,,,\n2429,,,2.34,,,,\n2430,,,2.22,,,,\n2431,,,,,,,42.73\n2432,,,,29.48,,,\n2433,33.52,,,,,,\n2434,,3.81,,,,,\n2435,,,1.95,,,,\n2436,,,,,,2.01,\n2437,,,,6.45,,,\n2438,,,,,11.25,,\n2439,,,,,12.51,,\n2440,57.11,,,,,,\n2441,,,,28.39,,,\n2442,,,,,,4.88,\n2443,,,,21.06,,,\n2444,,,,22.31,,,\n2445,,3.22,,,,,\n2446,,,,34.65,,,\n2447,,,,,55.57,,\n2448,,,,,146.72,,\n2449,46.17,,,,,,\n2450,,,,,107.2,,\n2451,,,,,,,13.83\n2452,,,,,,,2.48\n2453,,,,,,143.79,\n2454,,,,137.38,,,\n2455,,,3.17,,,,\n2456,,,,,,54.04,\n2457,,,,,,55.21,\n2458,,,2.98,,,,\n2459,,,,,,36.31,\n2460,,,,,,22.63,\n2461,,,,,,,85.24\n2462,,,,,,,95.74\n2463,,,,14.56,,,\n2464,,,2.31,,,,\n2465,,,2.42,,,,\n2466,,,,13.86,,,\n2467,,,,18.02,,,\n2468,33.46,,,,,,\n2469,,,,,,5.01,\n2470,,4.32,,,,,\n2471,,,,,,17.1,\n2472,,,,103.86,,,\n2473,,,,111.04,,,\n2474,,,,,,,5.02\n2475,,,,,,4.56,\n2476,,,,,,5.32,\n2477,,5.88,,,,,\n2478,,,,,,4.61,\n2479,,,,,30.77,,\n2480,,,2.14,,,,\n2481,,,,47.79,,,\n2482,,13.57,,,,,\n2483,,,,,,8.37,\n2484,,,,28.09,,,\n2485,,,,,23.39,,\n2486,,,,,,5.39,\n2487,,,,21.36,,,\n2488,,,,,32.29,,\n2489,,,,,,,79.51\n2490,,,2.86,,,,\n2491,55.15,,,,,,\n2492,,5.58,,,,,\n2493,,,,,,4.02,\n2494,,4.32,,,,,\n2495,,,,,,3.38,\n2496,,7.81,,,,,\n2497,,7.81,,,,,\n2498,,,,,,3.8,\n2499,,,,,52.3,,\n2500,49.63,,,,,,\n2501,,,,52.28,,,\n2502,51.06,,,,,,\n2503,,,,,42.11,,\n2504,,,,,50.25,,\n2505,,,,,,13.68,\n2506,,7.37,,,,,\n2507,,,,28.5,,,\n2508,,,2.74,,,,\n2509,,,2.86,,,,\n2510,,,,,31.5,,\n2511,,,,,32.02,,\n2512,,,,,37.78,,\n2513,,,,,,,35.98\n2514,,,,,21.82,,\n2515,,6.33,,,,,\n2516,,,,,,2.82,\n2517,59.65,,,,,,\n2518,,,,11.08,,,\n2519,,,,,8.57,,\n2520,,,,,,2.78,\n2521,24.25,,,,,,\n2522,18.71,4.13,2.73,4.98,7.55,2.57,27.94\n2523,,,2.64,,,,\n2524,,3.98,,,,,\n2525,,,2.64,,,,\n2526,,,,,,5.84,\n2527,,,2.89,,,,\n2528,40.65,,,,,,\n2529,,4.15,,,,,\n2530,,,,,,,97.71\n2531,,,,,,5.81,\n2532,,,,28.55,,,\n2533,42.89,,,,,,\n2534,,,2.84,,,,\n2535,42.68,,,,,,\n2536,39.58,,,,,,\n2537,,,,,,2.58,\n2538,31.9,,,,,,\n2539,,,,,,2.51,\n2540,32.33,,,,,,\n2541,,,,,7.43,,\n2542,,,,,,,23.39\n2543,,,2.56,,,,\n2544,,,2.57,,,,\n2545,,,,,27.89,,\n2546,,,,,,6.98,\n2547,67.42,,,,,,\n2548,,6.52,,,,,\n2549,,,,,,,36.76\n2550,,,,21.12,,,\n2551,,,,10.0,,,\n2552,,,,,,2.74,\n2553,27.79,,,,,,\n2554,,,,,,,38.47\n2555,,5.33,,,,,\n2556,28.64,,,,,,\n2557,33.17,,,,,,\n2558,,4.84,,,,,\n2559,,7.22,,,,,\n2560,34.14,,,,,,\n2561,,,,17.06,,,\n2562,,7.58,,,,,\n2563,,,,19.03,,,\n2564,,,2.83,,,,\n2565,,,,13.27,,,\n2566,,,,,15.05,,\n2567,,,,,,,28.46\n2568,,,,,,,21.67\n2569,,,2.8,,,,\n2570,,,,7.49,,,\n2571,,,,,,2.91,\n2572,,,,,,,23.9\n2573,,,,4.7,,,\n2574,,,,,,2.22,\n2575,26.22,4.18,2.91,17.74,23.73,5.99,1.2\n2576,,,,,,,87.31\n2577,,,,,,,96.39\n2578,,,2.96,,,,\n2579,,4.42,,,,,\n2580,40.43,,,,,,\n2581,,,,,,,23.11\n2582,,,,10.17,,,\n2583,,,,,9.93,,\n2584,,,,,,1.93,\n2585,,,,,6.9,,\n2586,,,,,6.32,,\n2587,,,,,,,22.29\n2588,,,,4.16,,,\n2589,,,,,,2.42,\n2590,22.33,,,,,,\n2591,,,,,,,106.46\n2592,,,,14.02,,,\n2593,,5.15,,,,,\n2594,,,,10.25,,,\n2595,,,,,12.65,,\n2596,,,,,,2.15,\n2597,,,3.22,,,,\n2598,,,,,,,52.25\n2599,,,,,27.92,,\n2600,49.62,,,,,,\n2601,,,,,,,46.57\n2602,,,,,,,46.4\n2603,,,2.76,,,,\n2604,31.19,,,,,,\n2605,31.99,,,,,,\n2606,,3.89,,,,,\n2607,,,,,9.7,,\n2608,22.09,,,,,,\n2609,,,,,,,54.81\n2610,,3.56,,,,,\n2611,,,,,,7.96,\n2612,,,3.24,,,,\n2613,71.54,8.06,3.24,37.12,46.58,9.46,71.91\n2614,,,,,,,74.6\n2615,,7.83,,,,,\n2616,,,3.63,,,,\n2617,,,,,41.38,,\n2618,52.37,,,,,,\n2619,,4.8,,,,,\n2620,,,,23.17,,,\n2621,45.83,,,,,,\n2622,,,,,,,69.37\n2623,,4.5,,,,,\n2624,,,,6.18,,,\n2625,,4.88,,,,,\n2626,39.02,,,,,,\n2627,,5.47,,,,,\n2628,53.29,,,,,,\n2629,,,,,,,72.39\n2630,62.87,,,,,,\n2631,56.6,,,,,,\n2632,51.61,,,,,,\n2633,,5.1,,,,,\n2634,,,,,,,55.25\n2635,,,3.62,,,,\n2636,,,3.42,,,,\n2637,,,,46.39,,,\n2638,,,,,40.58,,\n2639,,,3.39,,,,\n2640,,,3.39,,,,\n2641,,,3.38,,,,\n2642,,,,,,7.62,\n2643,,,,,,2.6,\n2644,,,3.26,,,,\n2645,,4.91,,,,,\n2646,35.7,,,,,,\n2647,,4.59,,,,,\n2648,,8.58,,,,,\n2649,,,,30.1,,,\n2650,,,,,32.27,,\n2651,,,,,,6.15,\n2652,,,,29.08,,,\n2653,73.88,,,,,,\n2654,,,3.48,,,,\n2655,,8.77,,,,,\n2656,92.68,8.89,3.29,44.87,51.9,7.03,56.44\n2657,,,,,,,47.33\n2658,,,,,,,17.04\n2659,,,,55.59,,,\n2660,,,,,36.71,,\n2661,52.04,,,,,,\n2662,,,,,,,44.28\n2663,43.45,,,,,,\n2664,,,2.84,,,,\n2665,,,,,8.21,,\n2666,,,2.76,,,,\n2667,,,,15.09,,,\n2668,,,,,,,16.96\n2669,,,3.09,,,,\n2670,,,,,,9.73,\n2671,,,3.17,,,,\n2672,,,,35.58,,,\n2673,,23.65,,,,,\n2674,,,,,,4.82,\n2675,,,,,43.31,,\n2676,,15.44,,,,,\n2677,,,,,41.91,,\n2678,,,,,,,58.58\n2679,,,,,88.01,,\n2680,106.73,,,,,,\n2681,90.72,,,,,,\n2682,,,,150.17,,,\n2683,,24.63,,,,,\n2684,117.67,,,,,,\n2685,,,,,,,34.02\n2686,,33.28,,,,,\n2687,105.72,,,,,,\n2688,,,,,,,43.35\n2689,,,,,108.26,,\n2690,,,,,133.93,,\n2691,,,,,37.55,,\n2692,,,,,,,112.93\n2693,,,,,,5.07,\n2694,,,,,,4.7,\n2695,,11.18,,,,,\n2696,,9.17,,,,,\n2697,,,3.47,,,,\n2698,,,,,30.62,,\n2699,52.31,,,,,,\n2700,,,,,45.38,,\n2701,,5.59,,,,,\n2702,,,,,119.11,,\n2703,,4.76,,,,,\n2704,,,,28.17,,,\n2705,,,,,,,52.5\n2706,,,2.91,,,,\n2707,,,2.85,,,,\n2708,,,,,10.38,,\n2709,,,2.91,,,,\n2710,,,2.83,,,,\n2711,,,,4.86,,,\n2712,,,,,10.78,,\n2713,,,,,,4.09,\n2714,,,,30.73,,,\n2715,,,,26.6,,,\n2716,,,,22.61,,,\n2717,,,,,,6.38,\n2718,,,,,21.91,,\n2719,,,,24.27,,,\n2720,,7.08,,,,,\n2721,,,,15.92,,,\n2722,,,,,,,85.49\n2723,,,3.38,,,,\n2724,,,,,,4.45,\n2725,,4.74,,,,,\n2726,,,,,99.97,,\n2727,54.37,,,,,,\n2728,,4.8,,,,,\n2729,46.1,,,,,,\n2730,,,3.04,,,,\n2731,,4.91,,,,,\n2732,45.01,,,,,,\n2733,,,,,8.57,,\n2734,,,,,,2.29,\n2735,,,,5.0,,,\n2736,,,,,,2.01,\n2737,,,,,,,61.61\n2738,26.12,,,,,,\n2739,30.71,,,,,,\n2740,,,,,,,88.65\n2741,,4.53,,,,,\n2742,,4.9,,,,,\n2743,,,,8.77,,,\n2744,26.8,,,,,,\n2745,,3.74,,,,,\n2746,,,,,,2.59,\n2747,,,,12.02,,,\n2748,,,,12.32,,,\n2749,,,,14.14,,,\n2750,,,,,14.94,,\n2751,,,,,,,51.33\n2752,,,,,,3.4,\n2753,,,,,10.6,,\n2754,,,,,,2.37,\n2755,,,,,,,51.82\n2756,,,,4.66,,,\n2757,,3.73,,,,,\n2758,26.9,,,,,,\n2759,,,,,,2.59,\n2760,16.49,,,,,,\n2761,,,3.19,,,,\n2762,,,3.13,,,,\n2763,,,,,,,64.42\n2764,,,,23.25,,,\n2765,,,,,25.69,,\n2766,,,,,25.76,,\n2767,,,,19.84,,,\n2768,,,,,,5.95,\n2769,,5.74,,,,,\n2770,,,,23.29,,,\n2771,,,,,,,66.44\n2772,,4.65,,,,,\n2773,,,,81.06,,,\n2774,,,,,85.63,,\n2775,,,,,22.01,,\n2776,,,,,,2.51,\n2777,,,3.38,,,,\n2778,,,,,8.74,,\n2779,,,,,,,66.02\n2780,,5.16,,,,,\n2781,,,,,7.18,,\n2782,,,3.48,,,,\n2783,28.66,,,,,,\n2784,,,,30.48,,,\n2785,,,,46.0,,,\n2786,,,,30.06,,,\n2787,37.93,,,,,,\n2788,43.57,,,,,,\n2789,,,,,,,86.29\n2790,42.29,,,,,,\n2791,,,,,,,83.34\n2792,,,3.64,,,,\n2793,,,3.72,,,,\n2794,,4.18,,,,,\n2795,,,3.81,,,,\n2796,,,,,52.26,,\n2797,,,,105.83,,,\n2798,,,,,,5.53,\n2799,,,,,,3.32,\n2800,,,3.61,,,,\n2801,,,,,16.42,,\n2802,,,,,,2.04,\n2803,,,,,10.44,,\n2804,,4.38,,,,,\n2805,,,,,,,70.55\n2806,24.88,,,,,,\n2807,,,,,,2.61,\n2808,,,,,,6.36,\n2809,,,3.71,,,,\n2810,,4.13,,,,,\n2811,,,,,,8.45,\n2812,,10.86,,,,,\n2813,,,,,,5.75,\n2814,,8.82,,,,,\n2815,,,3.96,,,,\n2816,,,,,,6.09,\n2817,,,,,,7.22,\n2818,,9.36,,,,,\n2819,,,,48.18,,,\n2820,74.83,,,,,,\n2821,,,,,156.41,,\n2822,,,,,,26.82,\n2823,,,,24.47,,,\n2824,,,,,16.08,,\n2825,,,,,,,65.54\n2826,,,,,,2.59,\n2827,46.23,,,,,,\n2828,,,3.48,,,,\n2829,,,,6.32,,,\n2830,,,,,,2.88,\n2831,,,,57.4,,,\n2832,44.46,,,,,,\n2833,56.1,,,,,,\n2834,,,,,,35.78,\n2835,,15.92,,,,,\n2836,,,,,57.99,,\n2837,,,,,,,79.22\n2838,,,,,36.1,,\n2839,61.85,,,,,,\n2840,,7.96,,,,,\n2841,,,,,31.9,,\n2842,,,3.68,,,,\n2843,,,,,,6.26,\n2844,,,,,,,72.51\n2845,,,,,,3.18,\n2846,,,,,,3.62,\n2847,,,,,,,71.25\n2848,,,,,21.35,,\n2849,,,,9.92,,,\n2850,,,,,,,40.2\n2851,,,,,,,37.86\n2852,,,,,,2.78,\n2853,,,,,,2.8,\n2854,,,,,,2.9,\n2855,,,,8.73,,,\n2856,,,,,,8.31,\n2857,,,,,,,72.44\n2858,,,,18.34,,,\n2859,40.69,,,,,,\n2860,,,3.52,,,,\n2861,,5.8,,,,,\n2862,55.86,,,,,,\n2863,,,,,,,62.14\n2864,50.39,,,,,,\n2865,,5.16,,,,,\n2866,,,,,,3.64,\n2867,,,3.62,,,,\n2868,32.05,,,,,,\n2869,,,,,15.27,,\n2870,,,3.34,,,,\n2871,,5.03,,,,,\n2872,,,,,7.82,,\n2873,,,,5.12,,,\n2874,16.78,,,,,,\n2875,13.47,4.85,3.46,5.23,7.38,2.14,68.68\n2876,,,,7.7,,,\n2877,,,,,,,61.95\n2878,,,,,,8.16,\n2879,37.87,,,,,,\n2880,,,,,,,70.42\n2881,,,3.9,,,,\n2882,,,,,32.72,,\n2883,,,3.62,,,,\n2884,54.82,,,,,,\n2885,,,,21.05,,,\n2886,,,,,25.06,,\n2887,,,,,31.53,,\n2888,,6.33,,,,,\n2889,24.81,,,,,,\n2890,,,,,,23.62,\n2891,,4.67,,,,,\n2892,33.92,,,,,,\n2893,,,,,,2.66,\n2894,,,,,,2.91,\n2895,,,,,,2.65,\n2896,,,,,,,55.71\n2897,,,,,,,55.68\n2898,,,,,7.33,,\n2899,,,3.3,,,,\n2900,,,,9.21,,,\n2901,26.57,,,,,,\n2902,,,,,,,91.21\n2903,22.57,,,,,,\n2904,,,,,,3.23,\n2905,,,,,,3.73,\n2906,,5.46,,,,,\n2907,13.61,,,,,,\n2908,,,3.65,,,,\n2909,,,3.52,,,,\n2910,,,,24.4,,,\n2911,,,,,,,43.42\n2912,,,,,16.57,,\n2913,,,3.35,,,,\n2914,,,,,,2.72,\n2915,,,,,9.29,,\n2916,,,,,,,36.75\n2917,,,3.29,,,,\n2918,,,3.15,,,,\n2919,,,,,,6.82,\n2920,,,,,44.29,,\n2921,,,,,,9.33,\n2922,,4.28,,,,,\n2923,,,3.46,,,,\n2924,,,9.91,,,,\n2925,,,,,,,92.62\n2926,,,,,,,95.86\n2927,,,10.28,,,,\n2928,,,,63.12,,,\n2929,,,,,,,57.38\n2930,,,,,,8.71,\n2931,,,11.18,,,,\n2932,,,,,,,42.27\n2933,,,,35.89,,,\n2934,,,,,,,45.2\n2935,,,3.51,,,,\n2936,59.79,,,,,,\n2937,52.95,,,,,,\n2938,,,,,,,68.49\n2939,,,,,,,58.55\n2940,,,,,,10.41,\n2941,,,,,,15.0,\n2942,,12.09,,,,,\n2943,,17.07,,,,,\n2944,,18.93,,,,,\n2945,101.56,,,,,,\n2946,,9.93,,,,,\n2947,,8.76,,,,,\n2948,,,,,33.66,,\n2949,58.36,6.97,4.29,21.87,26.75,4.88,56.68\n2950,62.08,,,,,,\n2951,,,,,,5.33,\n2952,,,,15.41,,,\n2953,,,,,16.0,,\n2954,,,,12.88,,,\n2955,,,,,,,42.49\n2956,,,3.19,,,,\n2957,,,,,11.75,,\n2958,,,,,,4.42,\n2959,,,,5.9,,,\n2960,,,2.99,,,,\n2961,,,,14.24,,,\n2962,,6.64,,,,,\n2963,,,3.0,,,,\n2964,,,,,,7.54,\n2965,,,,,,8.31,\n2966,,17.6,,,,,\n2967,,,3.19,,,,\n2968,,,,,28.16,,\n2969,62.14,,,,,,\n2970,,,,18.12,,,\n2971,,,3.34,,,,\n2972,,,3.55,,,,\n2973,,,,,,,50.03\n2974,,,3.24,,,,\n2975,,,,,,4.91,\n2976,,,,9.77,,,\n2977,38.27,,,,,,\n2978,,,,,,,40.21\n2979,,,,,,4.3,\n2980,,,,8.53,,,\n2981,,,,,9.83,,\n2982,,,2.86,,,,\n2983,,7.43,,,,,\n2984,15.52,,,,,,\n2985,,8.06,,,,,\n2986,12.51,8.87,2.87,8.36,13.02,4.66,25.15\n2987,,,2.86,,,,\n2988,,,,,,,29.13\n2989,,,,,26.02,,\n2990,,,,,40.61,,\n2991,,6.93,,,,,\n2992,,,,,,14.2,\n2993,,,,,,,65.03\n2994,,,,,,6.69,\n2995,,,,,,,32.63\n2996,,,,37.67,,,\n2997,,9.82,,,,,\n2998,,,2.93,,,,\n2999,,,2.82,,,,\n3000,,,,,31.58,,\n3001,25.91,,,,,,\n3002,,11.78,,,,,\n3003,,,,,34.39,,\n3004,,,,,36.55,,\n3005,,,,,,,7.63\n3006,31.35,,,,,,\n3007,,,,40.77,,,\n3008,,,,,,,50.92\n3009,,,,,,14.34,\n3010,,,,34.1,,,\n3011,,,,,,17.71,\n3012,,,,,,12.63,\n3013,,,,,,9.44,\n3014,,,2.73,,,,\n3015,,,,,,6.52,\n3016,,,,,,,21.37\n3017,,,,,,41.09,\n3018,51.75,,,,,,\n3019,,,3.31,,,,\n3020,,,,,,89.28,\n3021,58.38,,,,,,\n3022,,,,,,,7.85\n3023,,,,,129.26,,\n3024,53.32,,,,,,\n3025,,,,,,,25.64\n3026,,,,,,,22.32\n3027,28.23,,,,,,\n3028,,,,,,11.71,\n3029,,,,,37.35,,\n3030,25.88,,,,,,\n3031,,,,25.37,,,\n3032,,,,,,,164.11\n3033,,,3.07,,,,\n3034,57.44,,,,,,\n3035,,,,,,,84.85\n3036,,,,47.3,,,\n3037,,,,,,,27.81\n3038,,,3.53,,,,\n3039,,,,,,6.75,\n3040,,,2.97,,,,\n3041,,,,,,8.06,\n3042,,,,,,,35.19\n3043,,,,,,,89.97\n3044,46.87,14.09,2.72,15.4,19.56,4.16,56.12\n3045,42.39,,,,,,\n3046,,10.79,,,,,\n3047,32.58,,,,,,\n3048,,,,6.45,,,\n3049,,,,,9.48,,\n3050,23.24,,,,,,\n3051,18.18,,,,,,\n3052,,,,,,4.54,\n3053,,,,22.68,,,\n3054,,,,26.73,,,\n3055,23.74,,,,,,\n3056,31.6,,,,,,\n3057,,8.86,,,,,\n3058,,,,15.11,,,\n3059,32.76,,,,,,\n3060,30.83,,,,,,\n3061,,,3.11,,,,\n3062,39.33,,,,,,\n3063,,,,,,,39.14\n3064,,,2.83,,,,\n3065,,,,,,,26.05\n3066,,7.16,,,,,\n3067,,,2.83,,,,\n3068,,6.86,,,,,\n3069,,,,,14.03,,\n3070,,,2.79,,,,\n3071,,,,,,3.43,\n3072,13.99,,,,,,\n3073,11.78,,,,,,\n3074,,,,,,,60.31\n3075,,,,8.15,,,\n3076,,6.33,,,,,\n3077,11.18,,,,,,\n3078,17.8,,,,,,\n3079,,,3.11,,,,\n3080,,,,22.33,,,\n3081,34.93,,,,,,\n3082,,,,15.14,,,\n3083,,,,,28.17,,\n3084,,,,,,8.8,\n3085,,,,,,7.51,\n3086,,7.51,,,,,\n3087,,7.97,,,,,\n3088,,,,,,,19.79\n3089,,,3.02,,,,\n3090,,,3.19,,,,\n3091,,,,,,,35.58\n3092,,6.29,,,,,\n3093,,,,,,4.03,\n3094,,,,,13.15,,\n3095,,,,,,,53.78\n3096,13.44,,,,,,\n3097,,,,,9.69,,\n3098,,,,,,,49.38\n3099,,6.72,,,,,\n3100,,,2.95,,,,\n3101,,7.1,,,,,\n3102,,,2.97,,,,\n3103,33.14,,,,,,\n3104,,,,,,7.4,\n3105,,,,,,7.28,\n3106,,,2.95,,,,\n3107,,,,,27.79,,\n3108,,,,,,,91.91\n3109,,,,,,,80.96\n3110,,,,,,5.66,\n3111,56.13,,,,,,\n3112,,,,22.29,,,\n3113,,6.09,,,,,\n3114,,,,22.67,,,\n3115,,,,,,,38.88\n3116,,,3.31,,,,\n3117,,,,,,,52.38\n3118,,,4.19,,,,\n3119,,5.03,,,,,\n3120,,,,,,,61.7\n3121,,,,22.11,,,\n3122,,5.03,,,,,\n3123,,,3.41,,,,\n3124,38.32,,,,,,\n3125,,,,,39.97,,\n3126,,,,,51.26,,\n3127,,,,56.94,,,\n3128,,,3.77,,,,\n3129,,,3.84,,,,\n3130,,,,,35.85,,\n3131,21.55,,,,,,\n3132,,,,,,,60.52\n3133,,,,9.42,,,\n3134,,6.4,,,,,\n3135,,,,,,4.75,\n3136,,,3.27,,,,\n3137,13.58,,,,,,\n3138,,,,,,,65.26\n3139,,,,,,,60.11\n3140,,,,,73.69,,\n3141,,5.91,,,,,\n3142,,,,28.04,,,\n3143,24.26,,,,,,\n3144,,,3.64,,,,\n3145,,6.18,,,,,\n3146,,,,,,10.39,\n3147,,,,,,10.37,\n3148,,,,,,11.24,\n3149,30.78,,,,,,\n3150,,,,40.68,,,\n3151,,,,82.77,,,\n3152,,,,114.89,,,\n3153,,,,125.0,,,\n3154,,,3.9,,,,\n3155,,,5.22,,,,\n3156,,,,,,,1.14\n3157,,,,152.85,,,\n3158,,,,,245.33,,\n3159,,,4.86,,,,\n3160,85.71,16.29,4.69,130.2,241.36,111.16,0.25\n3161,,,4.41,,,,\n3162,,,,112.44,,,\n3163,119.79,,,,,,\n3164,,,,,262.23,,\n3165,,,,,309.6,,\n3166,109.04,,,,,,\n3167,,,,,,44.49,\n3168,89.03,,,,,,\n3169,,,4.4,,,,\n3170,,,,,,15.04,\n3171,,,,,,13.66,\n3172,56.33,,,,,,\n3173,65.86,,,,,,\n3174,,9.11,,,,,\n3175,,,,,,,32.22\n3176,,7.04,,,,,\n3177,87.08,,,,,,\n3178,97.55,,,,,,\n3179,,,5.83,,,,\n3180,,,,,,,1.57\n3181,,,6.68,,,,\n3182,,,,196.78,,,\n3183,,29.97,,,,,\n3184,102.12,,,,,,\n3185,,,4.96,,,,\n3186,,,,,246.89,,\n3187,,,,,,,0.53\n3188,,,,,290.71,,\n3189,,,,,,173.72,\n3190,,,,,,116.78,\n3191,,,,,,61.04,\n3192,,,,81.09,,,\n3193,,,4.51,,,,\n3194,,,,,,9.45,\n3195,,,,,,10.11,\n3196,,,,39.11,,,\n3197,,,,,37.19,,\n3198,,,,,,,92.7\n3199,,9.34,,,,,\n3200,,,,,,46.17,\n3201,,,,,267.93,,\n3202,57.78,,,,,,\n3203,,,,,237.24,,\n3204,,,,,,,1.28\n3205,,24.22,,,,,\n3206,,,,,,126.34,\n3207,,,,,,112.71,\n3208,138.38,,,,,,\n3209,,,,,311.33,,\n3210,,,,,,135.37,\n3211,,,,,,173.9,\n3212,138.2,,,,,,\n3213,,,,,315.88,,\n3214,,,,,,,20.51\n3215,,,,,149.5,,\n3216,100.08,,,,,,\n3217,,,,,38.46,,\n3218,,17.64,,,,,\n3219,,,,,,,97.18\n3220,,,,,,9.55,\n3221,,9.36,,,,,\n3222,,,,95.73,,,\n3223,,7.14,,,,,\n3224,53.68,,,,,,\n3225,,,,,263.26,,\n3226,,,,,171.25,,\n3227,,,,183.5,,,\n3228,,,6.26,,,,\n3229,,,,,,88.02,\n3230,,,,130.93,,,\n3231,,,7.1,,,,\n3232,,,,,,130.91,\n3233,107.06,,,,,,\n3234,,,,,235.35,,\n3235,,,,,,,1.51\n3236,,,,134.33,,,\n3237,,,,,,,13.5\n3238,,,,129.3,,,\n3239,,,,,,,32.17\n3240,,,,,,,53.31\n3241,,,,42.76,,,\n3242,,,5.34,,,,\n3243,62.56,,,,,,\n3244,,17.79,,,,,\n3245,,,,,47.48,,\n3246,46.9,,,,,,\n3247,47.85,,,,,,\n3248,,,,,,,37.54\n3249,,,5.08,,,,\n3250,,,5.65,,,,\n3251,,,,,207.69,,\n3252,,6.49,,,,,\n3253,65.02,,,,,,\n3254,,,,126.2,,,\n3255,,,,,,,0.41\n3256,,,,108.18,,,\n3257,,,,101.08,,,\n3258,,,,,162.4,,\n3259,,,5.47,,,,\n3260,,,,,,49.1,\n3261,,33.53,,,,,\n3262,,,,66.86,,,\n3263,67.55,,,,,,\n3264,,,,,,10.46,\n3265,,,,,32.15,,\n3266,,,,,,6.44,\n3267,,,,,,6.96,\n3268,,,4.55,,,,\n3269,,,,,31.08,,\n3270,,16.31,,,,,\n3271,33.71,12.97,5.33,165.79,214.06,48.27,2.46\n3272,,,,,,,15.73\n3273,,,,,,,12.64\n3274,,,5.19,,,,\n3275,,,,,,163.57,\n3276,66.46,7.83,6.14,157.79,268.77,110.98,0.45\n3277,,,,,,87.15,\n3278,,,,,,116.31,\n3279,,,,,233.61,,\n3280,70.33,,,,,,\n3281,,,,,,,0.51\n3282,,,,160.57,,,\n3283,,,,125.48,,,\n3284,,,,,156.77,,\n3285,,,,,,31.15,\n3286,,,,,,16.04,\n3287,58.74,,,,,,\n3288,,,,,,,80.03\n3289,,10.4,,,,,\n3290,,,,,,,101.2\n3291,,,,,55.42,,\n3292,,,4.95,,,,\n3293,,,,,185.52,,\n3294,,,,,189.17,,\n3295,76.38,,,,,,\n3296,,,,35.21,,,\n3297,,,,25.56,,,\n3298,,,,17.4,,,\n3299,,5.28,,,,,\n3300,33.17,,,,,,\n3301,28.72,,,,,,\n3302,,,,,11.33,,\n3303,,,3.29,,,,\n3304,,,,,11.32,,\n3305,,5.55,,,,,\n3306,,,,73.4,,,\n3307,,,,,,,29.09\n3308,,,,,50.63,,\n3309,,5.81,,,,,\n3310,,,,27.13,,,\n3311,,,,,33.19,,\n3312,,,,,,13.64,\n3313,,3.67,,,,,\n3314,,,,,,21.52,\n3315,,,,,,14.83,\n3316,,,,,,,31.48\n3317,25.99,,,,,,\n3318,,,,,32.85,,\n3319,,3.06,,,,,\n3320,,,3.64,,,,\n3321,,,,,16.3,,\n3322,,2.36,,,,,\n3323,,,,,,,38.08\n3324,,,3.28,,,,\n3325,,2.12,,,,,\n3326,,,,92.86,,,\n3327,,,,58.05,,,\n3328,,3.61,,,,,\n3329,,,,28.58,,,\n3330,27.98,,,,,,\n3331,,,,28.27,,,\n3332,71.4,,,,,,\n3333,,,,,,,81.99\n3334,,,,,31.39,,\n3335,,4.26,,,,,\n3336,,3.58,,,,,\n3337,,,,,,,21.07\n3338,,2.77,,,,,\n3339,,12.02,,,,,\n3340,,,,,,18.34,\n3341,,,,27.28,,,\n3342,,,,,,5.23,\n3343,,,,,29.55,,\n3344,,,,,,6.07,\n3345,,,4.54,,,,\n3346,65.1,,,,,,\n3347,,,,,,7.42,\n3348,,,,50.2,,,\n3349,,,,,,,6.86\n3350,,,,,,83.33,\n3351,,,,122.71,,,\n3352,,,,71.88,,,\n3353,63.69,,,,,,\n3354,,,4.55,,,,\n3355,,,,,93.98,,\n3356,69.97,,,,,,\n3357,77.97,,,,,,\n3358,,,,57.44,,,\n3359,,,,,,,27.52\n3360,54.63,,,,,,\n3361,,,3.86,,,,\n3362,,,,,,7.93,\n3363,,,,,94.32,,\n3364,,,,27.87,,,\n3365,,,,,41.28,,\n3366,,,3.45,,,,\n3367,,,,,,,20.75\n3368,,,,,,,13.06\n3369,,2.63,,,,,\n3370,,,,,,,60.95\n3371,,,,,,24.07,\n3372,,4.64,,,,,\n3373,,,,,118.22,,\n3374,,,,,81.25,,\n3375,,3.88,,,,,\n3376,,2.85,,,,,\n3377,,3.99,,,,,\n3378,,,,,,8.77,\n3379,,,,32.09,,,\n3380,24.32,,,,,,\n3381,18.73,,,,,,\n3382,,,,,,11.45,\n3383,,,,,,8.01,\n3384,,,,,,,20.59\n3385,,16.07,,,,,\n3386,,,4.53,,,,\n3387,,,4.21,,,,\n3388,,9.77,,,,,\n3389,,,,,,,30.68\n3390,,,3.64,,,,\n3391,26.81,,,,,,\n3392,,,,,,33.33,\n3393,,5.05,,,,,\n3394,,,3.5,,,,\n3395,,,,49.1,,,\n3396,27.08,,,,,,\n3397,,,,,39.21,,\n3398,,,,,39.87,,\n3399,,,3.89,,,,\n3400,,,3.93,,,,\n3401,19.03,,,,,,\n3402,,,,,49.47,,\n3403,,,,,,,37.04\n3404,,,,,,,53.16\n3405,,,3.94,,,,\n3406,,1.56,,,,,\n3407,,,,,,5.31,\n3408,,,1.8,,,,\n3409,,,,59.46,,,\n3410,,7.03,,,,,\n3411,,,,,,,4.62\n3412,,,,,56.03,,\n3413,,,1.35,,,,\n3414,,,,,,12.09,\n3415,14.14,,,,,,\n3416,,,,,,7.11,\n3417,,6.37,,,,,\n3418,,,,45.13,,,\n3419,,,1.35,,,,\n3420,,,,54.63,,,\n3421,,6.03,,,,,\n3422,,,,37.6,,,\n3423,,,1.2,,,,\n3424,,,1.27,,,,\n3425,9.67,,,,,,\n3426,,,,,23.11,,\n3427,,,,20.05,,,\n3428,,,,,,,31.23\n3429,,,,40.38,,,\n3430,,,,37.0,,,\n3431,,,,38.99,,,\n3432,,,1.41,,,,\n3433,34.79,,,,,,\n3434,,,,,,7.66,\n3435,,,,,,,52.73\n3436,,,,,,8.44,\n3437,,,1.48,,,,\n3438,,,,,,,43.77\n3439,,,1.53,,,,\n3440,,,,,35.92,,\n3441,,,1.4,,,,\n3442,12.45,,,,,,\n3443,,,,,,5.54,\n3444,,,,,,,50.67\n3445,,,1.22,,,,\n3446,,,,,17.4,,\n3447,,,,,,,48.51\n3448,,,,5.88,,,\n3449,,,1.24,,,,\n3450,,6.04,,,,,\n3451,,5.73,,,,,\n3452,,,,,,,47.33\n3453,,,,,29.43,,\n3454,7.87,,,,,,\n3455,,,1.28,,,,\n3456,,,,,,8.14,\n3457,10.38,,,,,,\n3458,,,,,25.11,,\n3459,,6.42,,,,,\n3460,,17.81,,,,,\n3461,,,,,,,60.24\n3462,56.18,,,,,,\n3463,,,,,68.74,,\n3464,,,,,,,55.42\n3465,40.33,,,,,,\n3466,29.85,,,,,,\n3467,,2.39,,,,,\n3468,78.15,,,,,,\n3469,79.94,,,,,,\n3470,,21.32,,,,,\n3471,,27.28,,,,,\n3472,,,,,,89.32,\n3473,,,,,,53.68,\n3474,,,,,220.37,,\n3475,,,,,,,0.85\n3476,82.67,,,,,,\n3477,,,,,,74.21,\n3478,71.59,,,,,,\n3479,,,,174.14,,,\n3480,99.15,,,,,,\n3481,,25.46,,,,,\n3482,,,,86.39,,,\n3483,,,,,76.16,,\n3484,,,,,49.98,,\n3485,,11.3,,,,,\n3486,,11.73,,,,,\n3487,80.84,,,,,,\n3488,,,2.54,,,,\n3489,,,3.65,,,,\n3490,,6.07,,,,,\n3491,,,2.56,,,,\n3492,54.38,,,,,,\n3493,,,2.48,,,,\n3494,,,2.6,,,,\n3495,36.37,,,,,,\n3496,,,,,,46.84,\n3497,,,2.19,,,,\n3498,,,,,211.78,,\n3499,,,,116.95,,,\n3500,43.95,,,,,,\n3501,,,,,,,1.56\n3502,,,1.98,,,,\n3503,,,2.16,,,,\n3504,,,,,91.75,,\n3505,,,2.26,,,,\n3506,,,,,,,58.1\n3507,,,,32.04,,,\n3508,,,,,,,61.59\n3509,,,2.22,,,,\n3510,,,,,,11.22,\n3511,,,,125.13,,,\n3512,,,,216.36,,,\n3513,,,3.46,,,,\n3514,,,2.74,,,,\n3515,,,,,,138.33,\n3516,,,2.74,,,,\n3517,,,,,,,0.73\n3518,81.06,,,,,,\n3519,,,,,,183.06,\n3520,,,,75.97,,,\n3521,,,,,,10.49,\n3522,,,2.54,,,,\n3523,,,,,31.35,,\n3524,,,2.49,,,,\n3525,,5.92,,,,,\n3526,,,,,,,41.4\n3527,,,,7.13,,,\n3528,,,2.16,,,,\n3529,,,,,,,45.52\n3530,,,,7.54,,,\n3531,,,,,,,39.64\n3532,,,,,59.94,,\n3533,,,,,,18.33,\n3534,,,,,61.19,,\n3535,,,,,,,39.36\n3536,16.75,,,,,,\n3537,,,2.8,,,,\n3538,,,,,,,49.82\n3539,,,,,,12.34,\n3540,39.33,,,,,,\n3541,,,,,,23.39,\n3542,,,3.76,,,,\n3543,,6.14,,,,,\n3544,77.36,,,,,,\n3545,,,,,103.71,,\n3546,,,,,,80.75,\n3547,,,,,,67.97,\n3548,,,,,,82.85,\n3549,,,,128.07,,,\n3550,,,,,139.12,,\n3551,,,3.72,,,,\n3552,,7.2,,,,,\n3553,43.92,,,,,,\n3554,,,,,295.66,,\n3555,49.02,6.3,3.68,143.51,292.84,149.33,2.79\n3556,,6.93,,,,,\n3557,,,,,,,40.07\n3558,,,,45.62,,,\n3559,,,3.43,,,,\n3560,,,,,,13.73,\n3561,,,,,,11.84,\n3562,35.59,,,,,,\n3563,,,,,,10.47,\n3564,,,,213.8,,,\n3565,,,,,,371.89,\n3566,,,,,,187.8,\n3567,,,4.45,,,,\n3568,,,,192.04,,,\n3569,,,5.06,,,,\n3570,,,,,,235.83,\n3571,,27.16,,,,,\n3572,125.82,,,,,,\n3573,,,,,,219.62,\n3574,,,4.76,,,,\n3575,,,,,367.16,,\n3576,118.2,,,,,,\n3577,,,4.89,,,,\n3578,,,,209.12,,,\n3579,129.24,,,,,,\n3580,,,,,297.18,,\n3581,,41.51,,,,,\n3582,,38.18,,,,,\n3583,,28.17,,,,,\n3584,,23.56,,,,,\n3585,,,,,68.52,,\n3586,,,,49.67,,,\n3587,,,3.92,,,,\n3588,,,,,,,20.34\n3589,,5.28,,,,,\n3590,61.51,,,,,,\n3591,,,,,,,19.82\n3592,,,5.85,,,,\n3593,,,5.34,,,,\n3594,,,,,447.64,,\n3595,,,,210.31,,,\n3596,,,,,426.76,,\n3597,93.44,,,,,,\n3598,,,,,386.77,,\n3599,,34.39,,,,,\n3600,,,4.26,,,,\n3601,,,,,,207.34,\n3602,70.56,15.67,4.46,170.5,344.72,174.22,17.69\n3603,,,4.75,,,,\n3604,,14.56,,,,,\n3605,70.51,,,,,,\n3606,,21.88,,,,,\n3607,,,,,,,67.71\n3608,,13.2,,,,,\n3609,,,,,51.96,,\n3610,,,,,,,73.56\n3611,34.17,,,,,,\n3612,28.91,,,,,,\n3613,,,,139.91,,,\n3614,,1.76,,,,,\n3615,,,,,,,16.94\n3616,,,,152.98,,,\n3617,47.06,,,,,,\n3618,,,4.57,,,,\n3619,,,,150.77,,,\n3620,,,,,,,16.41\n3621,,,3.73,,,,\n3622,,,,,148.87,,\n3623,43.68,,,,,,\n3624,,12.52,,,,,\n3625,,,,,315.36,,\n3626,,,,,,165.29,\n3627,,12.62,,,,,\n3628,79.72,,,,,,\n3629,,,5.76,,,,\n3630,,11.71,,,,,\n3631,,8.81,,,,,\n3632,,,,,53.12,,\n3633,,7.53,,,,,\n3634,,,,30.99,,,\n3635,,,4.89,,,,\n3636,,,,,,17.51,\n3637,,,,,,18.36,\n3638,,9.09,,,,,\n3639,,8.3,,,,,\n3640,30.96,,,,,,\n3641,,,,,,8.44,\n3642,,,,,,8.14,\n3643,,,,,,6.29,\n3644,,,,,,5.82,\n3645,,,,,,,27.95\n3646,14.13,,,,,,\n3647,,,,,135.91,,\n3648,,,3.86,,,,\n3649,,,,,138.82,,\n3650,,,3.54,,,,\n3651,,,,81.82,,,\n3652,,,,,,44.12,\n3653,,,,,,,17.74\n3654,,,4.08,,,,\n3655,,,,,,,27.91\n3656,,,,,,,38.53\n3657,,,3.9,,,,\n3658,,5.92,,,,,\n3659,6.9,,,,,,\n3660,,,,,,,21.67\n3661,6.88,,,,,,\n3662,,,,57.52,,,\n3663,,,,,71.82,,\n3664,,,,,88.45,,\n3665,,,4.3,,,,\n3666,,,,,71.32,,\n3667,,,,,61.44,,\n3668,,,,,61.16,,\n3669,38.44,,,,,,\n3670,,,4.21,,,,\n3671,,,,,,106.89,\n3672,46.08,,,,,,\n3673,45.53,,,,,,\n3674,,8.08,,,,,\n3675,,7.42,,,,,\n3676,,,,,,40.92,\n3677,43.69,,,,,,\n3678,,,,,,148.12,\n3679,,,,,,164.61,\n3680,65.1,18.86,4.44,143.79,330.14,186.35,16.64\n3681,,17.2,,,,,\n3682,,,,,,,17.62\n3683,77.38,,,,,,\n3684,,,4.44,,,,\n3685,,,3.39,,,,\n3686,,,,,,30.7,\n3687,,,,50.37,,,\n3688,,,3.56,,,,\n3689,,,3.86,,,,\n3690,,8.57,,,,,\n3691,,6.49,,,,,\n3692,25.42,,,,,,\n3693,,,,,609.23,,\n3694,,,,,,,16.35\n3695,,,4.79,,,,\n3696,,11.05,,,,,\n3697,,,,,321.62,,\n3698,,,,,,,16.71\n3699,,,,,292.45,,\n3700,,40.82,,,,,\n3701,,,,,353.73,,\n3702,,,,,,236.69,\n3703,,,,,,,16.76\n3704,,47.42,,,,,\n3705,,,,,387.71,,\n3706,,,4.26,,,,\n3707,,,4.25,,,,\n3708,,,,,366.76,,\n3709,120.6,,,,,,\n3710,,,,52.68,,,\n3711,,,,,99.39,,\n3712,,17.07,,,,,\n3713,,,,,,,60.81\n3714,,,6.56,,,,\n3715,,,,83.21,,,\n3716,,,7.56,,,,\n3717,,,,268.44,,,\n3718,,,,221.59,,,\n3719,,,,,,,16.23\n3720,,,,202.28,,,\n3721,,,,,,361.25,\n3722,,,,243.96,,,\n3723,,,5.19,,,,\n3724,,,,172.03,,,\n3725,,,,,,,16.74\n3726,,,,,412.5,,\n3727,,,,148.01,,,\n3728,,47.3,,,,,\n3729,,37.01,,,,,\n3730,,41.81,,,,,\n3731,,40.74,,,,,\n3732,,,,126.64,,,\n3733,,,,127.61,,,\n3734,,,,,,30.75,\n3735,,,,,,,62.37\n3736,,,4.15,,,,\n3737,,12.33,,,,,\n3738,,13.63,,,,,\n3739,,,,,,,43.31\n3740,,,,114.93,,,\n3741,,7.96,,,,,\n3742,,7.07,,,,,\n3743,,,4.3,,,,\n3744,,,,,312.79,,\n3745,78.3,,,,,,\n3746,96.48,,,,,,\n3747,,,4.37,,,,\n3748,,,,,,63.02,\n3749,,,,,,,16.46\n3750,78.25,,,,,,\n3751,66.1,,,,,,\n3752,55.8,13.68,3.97,132.3,266.17,133.86,16.53\n3753,,,,,474.62,,\n3754,,13.42,,,,,\n3755,,,,,,,40.26\n3756,,9.92,,,,,\n3757,,,,,,312.24,\n3758,,,,54.5,,,\n3759,,,4.53,,,,\n3760,,,4.23,,,,\n3761,,,,,,40.57,\n3762,,,,,,232.19,\n3763,,,,290.59,,,\n3764,,,,,613.71,,\n3765,,,,,,341.84,\n3766,,,,192.76,,,\n3767,,,,,,,16.46\n3768,,,4.86,,,,\n3769,,,,,171.45,,\n3770,113.56,,,,,,\n3771,,,,,,16.31,\n3772,,,,,,11.94,\n3773,,,,,,11.88,\n3774,,17.2,,,,,\n3775,,,,,,160.02,\n3776,,,,,,340.8,\n3777,119.54,,,,,,\n3778,,,,,,80.63,\n3779,,,,,,,39.85\n3780,,,,56.84,,,\n3781,,,,41.91,,,\n3782,,,,,54.66,,\n3783,,,,,54.79,,\n3784,,,,,64.71,,\n3785,,,,,,62.54,\n3786,,,6.38,,,,\n3787,,,,,,,16.47\n3788,,,,,306.6,,\n3789,,14.46,,,,,\n3790,,,,,,,16.95\n3791,,42.08,,,,,\n3792,,,,,,,16.83\n3793,,,,,,,16.76\n3794,117.21,,,,,,\n3795,,,4.53,,,,\n3796,,,,,,,17.8\n3797,,,,,65.5,,\n3798,,,4.62,,,,\n3799,,10.25,,,,,\n3800,,,,,469.21,,\n3801,90.75,,,,,,\n3802,112.38,,,,,,\n3803,105.04,,,,,,\n3804,,,,34.78,,,\n3805,,,,,,,62.65\n3806,,,3.97,,,,\n3807,,,,,,,50.8\n3808,,,3.9,,,,\n3809,,,,,,66.43,\n3810,69.49,,,,,,\n3811,,,,138.0,,,\n3812,,,,141.92,,,\n3813,109.51,,,,,,\n3814,,,5.4,,,,\n3815,,,,,,,16.36\n3816,93.92,,,,,,\n3817,,,,,,,30.09\n3818,,,,,,8.41,\n3819,,,,,40.36,,\n3820,,6.51,,,,,\n3821,,,,,,,35.61\n3822,46.46,,,,,,\n3823,,,4.28,,,,\n3824,,,4.92,,,,\n3825,,,,61.19,,,\n3826,,,,,,24.22,\n3827,,,,,44.04,,\n3828,,17.97,,,,,\n3829,,12.95,,,,,\n3830,,,4.47,,,,\n3831,,,4.46,,,,\n3832,,,,,,,40.58\n3833,,4.7,,,,,\n3834,,3.29,,,,,\n3835,80.46,,,,,,\n3836,,,,,135.44,,\n3837,80.65,,,,,,\n3838,84.22,,,,,,\n3839,91.82,,,,,,\n3840,,,,,,,16.69\n3841,,,,137.21,,,\n3842,,,4.89,,,,\n3843,,,,,,,16.62\n3844,132.56,,,,,,\n3845,,,,,,234.1,\n3846,,,,,,,16.65\n3847,,,4.53,,,,\n3848,,,,,268.24,,\n3849,97.12,,,,,,\n3850,,,4.39,,,,\n3851,93.33,,,,,,\n3852,93.03,,,,,,\n3853,,,4.51,,,,\n3854,,,,,,8.14,\n3855,,,,,,6.75,\n3856,,,,,,35.04,\n3857,,3.9,,,,,\n3858,,,,148.72,,,\n3859,,,,122.05,,,\n3860,83.28,,,,,,\n3861,,4.47,,,,,\n3862,,,,195.11,,,\n3863,,,,,377.26,,\n3864,,,5.46,,,,\n3865,,,,,,,16.45\n3866,,,,,,12.98,\n3867,,,,,,196.4,\n3868,130.82,,,,,,\n3869,,32.54,,,,,\n3870,,,,64.98,,,\n3871,,,,,86.29,,\n3872,,,,,80.48,,\n3873,,,4.46,,,,\n3874,,,4.64,,,,\n3875,,,,,,,17.11\n3876,,,,335.44,,,\n3877,,,5.76,,,,\n3878,,,,,262.65,,\n3879,152.31,,,,,,\n3880,,,6.06,,,,\n3881,,33.6,,,,,\n3882,,,,113.39,,,\n3883,,11.38,,,,,\n3884,,,,,,18.55,\n3885,,,,38.32,,,\n3886,,,,39.7,,,\n3887,,,3.49,,,,\n3888,,4.73,,,,,\n3889,,,,,,84.58,\n3890,,,,,,,12.67\n3891,,10.04,,,,,\n3892,,,,,192.01,,\n3893,,9.24,,,,,\n3894,,6.94,,,,,\n3895,,,3.95,,,,\n3896,,,3.62,,,,\n3897,,,,,,56.92,\n3898,,,,,151.27,,\n3899,,,,,157.91,,\n3900,,,,,,,28.59\n3901,,,4.93,,,,\n3902,,,,,,,21.44\n3903,,,,,126.61,,\n3904,60.2,,,,,,\n3905,,,,,,72.84,\n3906,,,,61.99,,,\n3907,,,,,,6.7,\n3908,,,,,39.59,,\n3909,,,,44.12,,,\n3910,,,,,,6.59,\n3911,,,,,,6.39,\n3912,,,,,26.15,,\n3913,,,,,,5.72,\n3914,,3.68,,,,,\n3915,,,,19.62,,,\n3916,,,,,,,21.24\n3917,,,,,,,19.64\n3918,,,,65.52,,,\n3919,,1.33,,,,,\n3920,,,,58.0,,,\n3921,,,,37.98,,,\n3922,,,3.23,,,,\n3923,,,,,53.4,,\n3924,,0.8,,,,,\n3925,,,,,,,13.01\n3926,,,5.33,,,,\n3927,,,,,,,14.85\n3928,,,4.29,,,,\n3929,,,,,,,15.95\n3930,67.27,,,,,,\n3931,,,,,,,15.93\n3932,,14.78,,,,,\n3933,,,,96.16,,,\n3934,,,,,,,15.93\n3935,,11.65,,,,,\n3936,,,4.75,,,,\n3937,,,,153.05,,,\n3938,67.9,,,,,,\n3939,,25.57,,,,,\n3940,,26.76,,,,,\n3941,,27.34,,,,,\n3942,,,,98.49,,,\n3943,,,,,,36.59,\n3944,112.02,24.23,3.14,52.46,76.71,24.25,41.28\n3945,,,,42.11,,,\n3946,,,,,,15.76,\n3947,,,3.49,,,,\n3948,,,,,,,20.1\n3949,,,,198.33,,,\n3950,,,,,324.03,,\n3951,,,,120.13,,,\n3952,,,,48.34,,,\n3953,,,,,,14.45,\n3954,,,,,112.84,,\n3955,,,,,,21.11,\n3956,,,,,,21.71,\n3957,,,2.85,,,,\n3958,,,,,,10.98,\n3959,,,,34.93,,,\n3960,,,,19.31,,,\n3961,,,2.51,,,,\n3962,,2.36,,,,,\n3963,23.82,,,,,,\n3964,,,,28.67,,,\n3965,,,,18.76,,,\n3966,,,,,,8.98,\n3967,,,2.63,,,,\n3968,,,,,26.52,,\n3969,,2.22,,,,,\n3970,32.16,,,,,,\n3971,35.37,,,,,,\n3972,,,,,,,43.48\n3973,,,,,,11.2,\n3974,62.3,,,,,,\n3975,,4.01,,,,,\n3976,,,2.71,,,,\n3977,,,,,49.68,,\n3978,,,,,30.39,,\n3979,,,,,37.7,,\n3980,,,3.44,,,,\n3981,,,3.19,,,,\n3982,94.42,,,,,,\n3983,,,,,16.62,,\n3984,94.53,,,,,,\n3985,,,,,,7.16,\n3986,90.87,,,,,,\n3987,,,,,,43.98,\n3988,,,,,,,37.27\n3989,,,3.28,,,,\n3990,76.71,,,,,,\n3991,,,,,42.87,,\n3992,,2.63,,,,,\n3993,49.89,,,,,,\n3994,,,,,48.93,,\n3995,,,,,58.19,,\n3996,,,,52.06,,,\n3997,,,,,,,22.11\n3998,28.78,,,,,,\n3999,45.49,,,,,,\n4000,66.57,,,,,,\n4001,,,,132.48,,,\n4002,,,,,166.7,,\n4003,,9.58,,,,,\n4004,,10.73,,,,,\n4005,,11.33,,,,,\n4006,,,,,172.78,,\n4007,,,4.3,,,,\n4008,,,,85.96,,,\n4009,,5.37,,,,,\n4010,,,,,335.48,,\n4011,,,,,,,19.21\n4012,,,,,,100.11,\n4013,,27.92,,,,,\n4014,,,,46.25,,,\n4015,,,,,,12.47,\n4016,,,,,,15.93,\n4017,,,4.87,,,,\n4018,,,,,,,58.89\n4019,,,,115.05,,,\n4020,,3.58,,,,,\n4021,,,,159.61,,,\n4022,,,,,497.29,,\n4023,,,,183.11,,,\n4024,,,,,,,16.93\n4025,,,,,,222.52,\n4026,,,,,298.72,,\n4027,,,,170.55,,,\n4028,,,,,,,16.76\n4029,,47.41,,,,,\n4030,,44.44,,,,,\n4031,91.67,,,,,,\n4032,91.43,,,,,,\n4033,,30.14,,,,,\n4034,90.73,26.96,3.7,181.71,373.92,192.21,18.72\n4035,,,3.52,,,,\n4036,,,,82.28,,,\n4037,68.86,,,,,,\n4038,,,,,,17.85,\n4039,,,,,,15.05,\n4040,,,,,,14.5,\n4041,,,,,182.04,,\n4042,,,,,,348.15,\n4043,,,,,,,17.05\n4044,,24.47,,,,,\n4045,129.26,,,,,,\n4046,,,,,,128.34,\n4047,,,,,,172.29,\n4048,,,,,,161.07,\n4049,,,,,357.17,,\n4050,,43.34,,,,,\n4051,,,4.76,,,,\n4052,146.89,,,,,,\n4053,,,,155.36,,,\n4054,,,,,,,16.61\n4055,,,,,,255.15,\n4056,,,,,562.99,,\n4057,,33.98,,,,,\n4058,,,,,55.17,,\n4059,,,,,57.17,,\n4060,,,,,67.38,,\n4061,,,4.1,,,,\n4062,,,,,,17.43,\n4063,,,3.64,,,,\n4064,47.84,,,,,,\n4065,,,3.41,,,,\n4066,,2.26,,,,,\n4067,,,,,25.63,,\n4068,,,3.67,,,,\n4069,,,3.53,,,,\n4070,29.16,,,,,,\n4071,,,,6.86,,,\n4072,,,3.72,,,,\n4073,,,3.66,,,,\n4074,,,,,,5.55,\n4075,,,,,19.84,,\n4076,16.9,,,,,,\n4077,,,,,,8.14,\n4078,12.03,,,,,,\n4079,,,,,,12.34,\n4080,,,,,,,49.31\n4081,,0.79,,,,,\n4082,,,,,,,48.96\n4083,,,3.74,,,,\n4084,,,,,34.14,,\n4085,4.95,,,,,,\n4086,,,,,,7.38,\n4087,,,,,,6.41,\n4088,2.43,,,,,,\n4089,1.93,,,,,,\n4090,,0.54,,,,,\n4091,,,,74.5,,,\n4092,,,,,,,18.38\n4093,,,,,59.79,,\n4094,,,,,40.12,,\n4095,,1.59,,,,,\n4096,4.37,,,,,,\n4097,,,,,,,41.32\n4098,4.73,,,,,,\n4099,,,3.69,,,,\n4100,,,,,,,16.17\n4101,,,,,247.38,,\n4102,,,,91.46,,,\n4103,66.42,9.33,3.98,93.67,150.34,56.66,28.03\n4104,,,,76.0,,,\n4105,,13.65,,,,,\n4106,,,3.91,,,,\n4107,,,,127.5,,,\n4108,,,,,,112.23,\n4109,,24.08,,,,,\n4110,113.85,27.56,5.5,171.19,370.34,199.15,8.92\n4111,,,,137.34,,,\n4112,,,,,38.89,,\n4113,,28.14,,,,,\n4114,,19.91,,,,,\n4115,34.8,,,,,,\n4116,,,,,,5.7,\n4117,,,,,,,39.63\n4118,,,,,25.76,,\n4119,,3.81,,,,,\n4120,,2.8,,,,,\n4121,,,,,,7.35,\n4122,,,,76.24,,,\n4123,,,,,,,18.53\n4124,2.78,,,,,,\n4125,4.38,,,,,,\n4126,6.41,,,,,,\n4127,,,,26.94,,,\n4128,,,,,,,57.58\n4129,,,3.28,,,,\n4130,3.16,,,,,,\n4131,,,,,,,45.94\n4132,,,,,76.59,,\n4133,,,,110.54,,,\n4134,,,,153.86,,,\n4135,,,,155.06,,,\n4136,,,,,311.45,,\n4137,,,,,,,16.43\n4138,54.24,,,,,,\n4139,44.74,,,,,,\n4140,,,,,,,16.36\n4141,,8.19,,,,,\n4142,43.22,,,,,,\n4143,34.76,,,,,,\n4144,,,,,,116.53,\n4145,,,,61.77,,,\n4146,,,,94.59,,,\n4147,,,4.18,,,,\n4148,,,4.95,,,,\n4149,77.7,,,,,,\n4150,,28.39,,,,,\n4151,,,3.66,,,,\n4152,,,,,,30.71,\n4153,,,,,78.83,,\n4154,,,3.74,,,,\n4155,,6.51,,,,,\n4156,,,3.74,,,,\n4157,,,,,,224.31,\n4158,,,,,,,16.72\n4159,,,,221.41,,,\n4160,96.17,,,,,,\n4161,,,,194.87,,,\n4162,90.15,,,,,,\n4163,,,,,,,16.62\n4164,,,,,461.26,,\n4165,,49.71,,,,,\n4166,,,,,,,16.2\n4167,,39.41,,,,,\n4168,,,3.22,,,,\n4169,68.25,,,,,,\n4170,,30.81,,,,,\n4171,,26.43,,,,,\n4172,,21.23,,,,,\n4173,,,,,,59.86,\n4174,,17.84,,,,,\n4175,,,,,,,24.29\n4176,,,,,,,25.22\n4177,,7.0,,,,,\n4178,,4.59,,,,,\n4179,,,,,,,22.31\n4180,,2.54,,,,,\n4181,,1.78,,,,,\n4182,,,2.85,,,,\n4183,,,,,42.91,,\n4184,,,,,,,23.91\n4185,,,4.89,,,,\n4186,,22.79,,,,,\n4187,,,,70.78,,,\n4188,,14.92,,,,,\n4189,,,,,,60.02,\n4190,90.38,,,,,,\n4191,,,,,,9.53,\n4192,54.88,,,,,,\n4193,,,3.3,,,,\n4194,,,,,101.55,,\n4195,,,,,,10.58,\n4196,,11.64,,,,,\n4197,16.04,,,,,,\n4198,,6.54,,,,,\n4199,,,,,,,16.29\n4200,,,,,,143.52,\n4201,,19.32,,,,,\n4202,,,4.95,,,,\n4203,,,,,,138.73,\n4204,,39.14,,,,,\n4205,,,4.59,,,,\n4206,85.12,,,,,,\n4207,,,,71.7,,,\n4208,72.67,,,,,,\n4209,,,,42.39,,,\n4210,,,,,,,42.92\n4211,,,,,,,42.4\n4212,,5.66,,,,,\n4213,,,2.87,,,,\n4214,9.66,,,,,,\n4215,,,,,,,44.72\n4216,,1.82,,,,,\n4217,,,,13.7,,,\n4218,,0.89,,,,,\n4219,,0.87,,,,,\n4220,2.13,,,,,,\n4221,,,3.45,,,,\n4222,2.35,,,,,,\n4223,,,,,,,32.99\n4224,,,,,28.14,,\n4225,1.98,,,,,,\n4226,,,3.15,,,,\n4227,,,,21.46,,,\n4228,,,,23.13,,,\n4229,,,,21.49,,,\n4230,,,2.73,,,,\n4231,,,,,,12.99,\n4232,,,2.82,,,,\n4233,,,,,41.32,,\n4234,,0.14,,,,,\n4235,,0.1,,,,,\n4236,,,,,,,35.94\n4237,1.68,,,,,,\n4238,,,,,28.42,,\n4239,,0.02,,,,,\n4240,,,,,21.55,,\n4241,1.66,,,,,,\n4242,,,3.25,,,,\n4243,,,,12.76,,,\n4244,,,,,,,47.95\n4245,,,,,,7.9,\n4246,,,,,,,33.12\n4247,,,3.91,,,,\n4248,,,,,,,32.5\n4249,8.61,,,,,,\n4250,,,,,,,46.85\n4251,,,,,,,45.02\n4252,17.45,,,,,,\n4253,,,,,,28.95,\n4254,,,,,,,29.97\n4255,,,,51.04,,,\n4256,,,,,,12.1,\n4257,,,3.59,,,,\n4258,,0.53,,,,,\n4259,,,,,,12.28,\n4260,,,,30.13,,,\n4261,,0.63,,,,,\n4262,,,,,,7.89,\n4263,,,,,,7.17,\n4264,,,,,,7.47,\n4265,2.91,,,,,,\n4266,,,,,,,20.9\n4267,,,4.81,,,,\n4268,,,,,,95.81,\n4269,,,,,157.91,,\n4270,,,,,,31.6,\n4271,,,,,,20.44,\n4272,37.28,,,,,,\n4273,,,,,,,49.48\n4274,,,,,64.99,,\n4275,,,,,,19.06,\n4276,18.06,3.35,5.67,116.55,190.67,74.12,23.18\n4277,,,,276.02,,,\n4278,,,7.21,,,,\n4279,,22.15,,,,,\n4280,68.53,,,,,,\n4281,,,,,,,16.52\n4282,,23.38,,,,,\n4283,,,,,199.88,,\n4284,,,,99.35,,,\n4285,,,5.96,,,,\n4286,,,,,,126.7,\n4287,,,,,409.72,,\n4288,,,,,,310.32,\n4289,89.08,,,,,,\n4290,,,,,,,16.5\n4291,97.52,,,,,,\n4292,,,,,734.19,,\n4293,116.81,,,,,,\n4294,123.38,,,,,,\n4295,,,,,,,27.23\n4296,,,,78.7,,,\n4297,,,,,,,33.38\n4298,,,,,,33.9,\n4299,96.91,,,,,,\n4300,109.85,,,,,,\n4301,,,,189.76,,,\n4302,,31.65,,,,,\n4303,,,,229.24,,,\n4304,,,,,,275.36,\n4305,,,,,,172.11,\n4306,,,,,,,15.93\n4307,,,,95.3,,,\n4308,,,,,,58.65,\n4309,,,,,,53.18,\n4310,,,4.66,,,,\n4311,,,4.68,,,,\n4312,77.82,,,,,,\n4313,,,,,171.49,,\n4314,,26.78,,,,,\n4315,,,,,433.98,,\n4316,,,,,,205.05,\n4317,,,5.75,,,,\n4318,,,,,125.51,,\n4319,,,,,,,30.24\n4320,,22.04,,,,,\n4321,,,,50.24,,,\n4322,,,,51.83,,,\n4323,,8.16,,,,,\n4324,,,,,138.75,,\n4325,25.65,,,,,,\n4326,,,,,363.52,,\n4327,,,,,,160.94,\n4328,,,,140.35,,,\n4329,,,5.96,,,,\n4330,,,,,283.18,,\n4331,75.69,,,,,,\n4332,,,,,,21.22,\n4333,,,,,,77.05,\n4334,,,4.28,,,,\n4335,50.95,,,,,,\n4336,,,,,82.08,,\n4337,,,,,,,18.41\n4338,,,,,,96.08,\n4339,,,,,,264.37,\n4340,,,4.25,,,,\n4341,,,,98.19,,,\n4342,45.45,,,,,,\n4343,,,,,,,34.6\n4344,,,4.76,,,,\n4345,,,,,,,34.84\n4346,,,5.02,,,,\n4347,,,,,93.37,,\n4348,,,4.93,,,,\n4349,,,,216.88,,,\n4350,,,6.86,,,,\n4351,,,,,,296.54,\n4352,114.79,,,,,,\n4353,,,,,128.76,,\n4354,,,,55.53,,,\n4355,,,,,,8.45,\n4356,,12.06,,,,,\n4357,32.24,,,,,,\n4358,,,,38.92,,,\n4359,,5.0,,,,,\n4360,,5.83,,,,,\n4361,,,3.57,,,,\n4362,20.04,,,,,,\n4363,,,4.84,,,,\n4364,,3.22,,,,,\n4365,,,,60.42,,,\n4366,,,,46.64,,,\n4367,130.13,,,,,,\n4368,,,4.47,,,,\n4369,75.54,,,,,,\n4370,,,4.72,,,,\n4371,,,,,,,47.02\n4372,54.7,,,,,,\n4373,33.25,,,,,,\n4374,,,,,,,62.01\n4375,,,3.85,,,,\n4376,12.36,,,,,,\n4377,,,,,,,63.44\n4378,,,,,,5.76,\n4379,,,,,,5.65,\n4380,,,,,14.47,,\n4381,,,,,14.51,,\n4382,,,,,,,65.1\n4383,,,,,14.52,,\n4384,,1.33,,,,,\n4385,,,,,,5.93,\n4386,,5.11,,,,,\n4387,,3.87,,,,,\n4388,,,,,26.04,,\n4389,,2.51,,,,,\n4390,,,,,,,58.76\n4391,6.06,,,,,,\n4392,,,,,,10.44,\n4393,2.97,,,,,,\n4394,,,,,30.57,,\n4395,1.45,,,,,,\n4396,,,,,,7.59,\n4397,,,,,,,44.49\n4398,,,,,,,46.15\n4399,,0.17,,,,,\n4400,1.18,,,,,,\n4401,,,,,28.47,,\n4402,,,,,,5.5,\n4403,,,,,,5.31,\n4404,,,,,,5.31,\n4405,,,,,24.48,,\n4406,1.84,,,,,,\n4407,,,,,35.47,,\n4408,,,,,,,30.79\n4409,,,,66.22,,,\n4410,,,3.82,,,,\n4411,,0.56,,,,,\n4412,,,4.54,,,,\n4413,,0.74,,,,,\n4414,,,3.95,,,,\n4415,,,,,52.74,,\n4416,14.6,,,,,,\n4417,10.62,,,,,,\n4418,,,4.93,,,,\n4419,,0.88,,,,,\n4420,,,,49.89,,,\n4421,,,,,46.15,,\n4422,,,,,,,43.34\n4423,,,,,,8.42,\n4424,3.08,,,,,,\n4425,,0.1,,,,,\n4426,3.14,,,,,,\n4427,,0.05,,,,,\n4428,,,,,,9.91,\n4429,,,,,,8.06,\n4430,,,,,,,18.15\n4431,,,3.76,,,,\n4432,,,,,,,19.49\n4433,,,5.97,,,,\n4434,,,,,,120.69,\n4435,,,12.98,,,,\n4436,,,,,,40.3,\n4437,75.26,,,,,,\n4438,,,,,,,48.86\n4439,,,,,,27.81,\n4440,,,6.07,,,,\n4441,,6.79,,,,,\n4442,,11.28,,,,,\n4443,,,6.73,,,,\n4444,,,,,116.0,,\n4445,100.18,,,,,,\n4446,,,,,54.1,,\n4447,,,,,,,43.6\n4448,,,,,,12.1,\n4449,,,4.16,,,,\n4450,30.55,,,,,,\n4451,,,4.29,,,,\n4452,,,,,23.54,,\n4453,11.73,,,,,,\n4454,,,,,,9.23,\n4455,,,,,,8.55,\n4456,,1.7,,,,,\n4457,,,,,107.41,,\n4458,,,8.79,,,,\n4459,,,,,,,38.08\n4460,,,7.99,,,,\n4461,,,,,,31.89,\n4462,,,,,,31.36,\n4463,,,,,109.55,,\n4464,,,,,134.11,,\n4465,,,,,94.67,,\n4466,,,,,,33.29,\n4467,,,,,,34.17,\n4468,,,,48.53,,,\n4469,,,,35.05,,,\n4470,,,,,,,35.17\n4471,28.91,,,,,,\n4472,21.14,,,,,,\n4473,,7.32,,,,,\n4474,,,,,,,50.51\n4475,,,3.85,,,,\n4476,,,,,,6.8,\n4477,3.92,2.28,3.74,19.44,26.4,6.97,42.69\n4478,,,3.75,,,,\n4479,3.15,1.26,3.78,50.03,71.04,21.01,35.51\n4480,,,4.01,,,,\n4481,7.31,,,,,,\n4482,,,,,99.36,,\n4483,,,,,,24.47,\n4484,,,,,373.96,,\n4485,256.42,,,,,,\n4486,161.94,,,,,,\n4487,,,,,,89.59,\n4488,,,,,202.36,,\n4489,,,,,,,16.51\n4490,62.25,,,,,,\n4491,,,,,,48.89,\n4492,,,,,74.63,,\n4493,,,,46.54,,,\n4494,42.15,,,,,,\n4495,,,3.03,,,,\n4496,,6.01,,,,,\n4497,,,,231.66,,,\n4498,,,,236.25,,,\n4499,,,,,,,24.0\n4500,,,6.76,,,,\n4501,,45.53,,,,,\n4502,98.29,,,,,,\n4503,,,,62.09,,,\n4504,,,,,,,43.12\n4505,,,4.43,,,,\n4506,,,6.56,,,,\n4507,74.68,,,,,,\n4508,108.8,,,,,,\n4509,,35.31,,,,,\n4510,,47.94,,,,,\n4511,,,5.25,,,,\n4512,,,,,,,16.14\n4513,,,4.42,,,,\n4514,,,,,,,16.73\n4515,75.5,,,,,,\n4516,,,3.67,,,,\n4517,,36.37,,,,,\n4518,,,,184.39,,,\n4519,,32.67,,,,,\n4520,,,,,,,18.73\n4521,,,6.42,,,,\n4522,,,,,,,34.75\n4523,,,7.2,,,,\n4524,,,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4,4.07,2.98,7.71,10.42,2.71,43.99,1\n1810,8.47,4.24,3.18,5.19,7.82,2.63,42.34,1\n1811,8.05,4.0,3.22,5.25,7.82,2.58,41.32,1\n1812,7.72,3.7,3.12,5.48,8.11,2.64,45.79,1\n1813,7.05,3.49,3.02,6.07,8.81,2.74,51.74,1\n1814,6.43,3.34,3.17,8.38,11.77,3.39,47.52,2\n1815,6.0,3.24,3.19,8.94,12.44,3.51,60.44,2\n1816,9.5,3.17,3.26,5.36,8.05,2.7,66.32,2\n1817,10.27,3.12,3.2,6.99,10.21,3.21,62.0,2\n1818,11.38,3.08,3.12,7.88,11.09,3.22,72.59,2\n1819,10.75,3.06,3.2,6.54,9.3,2.76,78.88,2\n1820,10.44,3.04,3.18,6.19,8.86,2.67,81.33,2\n1821,9.76,3.03,3.29,6.97,9.71,2.74,83.28,2\n1822,9.03,3.02,3.22,7.51,10.17,2.65,84.75,2\n1823,8.4,3.01,3.21,6.53,9.01,2.48,84.76,2\n1824,8.03,3.01,3.18,6.01,8.37,2.36,84.56,2\n1825,7.79,3.74,3.29,5.62,7.91,2.29,82.18,2\n1826,7.15,3.8,3.32,6.98,9.18,2.19,75.23,2\n1827,35.12,16.47,3.24,23.18,30.79,7.61,77.89,2\n1828,35.89,15.3,3.75,24.61,32.31,7.7,75.63,2\n1829,35.14,15.25,3.44,27.89,35.64,7.75,73.21,2\n1830,34.96,11.86,3.55,34.09,42.32,8.24,66.77,2\n1831,35.38,9.2,3.51,30.94,36.78,5.84,64.06,2\n1832,30.76,7.34,3.34,57.5,63.37,5.87,42.92,2\n1833,27.92,6.62,3.37,84.17,95.63,11.46,26.13,2\n1834,28.26,5.92,3.2,28.89,32.73,3.84,51.92,2\n1835,30.44,10.6,3.15,18.13,21.36,3.23,51.43,2\n1836,26.12,10.87,3.13,13.37,16.54,3.17,50.07,2\n1837,26.81,9.18,2.99,10.55,13.91,3.36,49.68,1\n1838,23.21,8.02,3.01,9.6,12.83,3.23,50.98,1\n1839,18.18,7.35,3.1,7.39,10.46,3.06,50.79,1\n1840,16.22,6.51,3.05,6.8,9.9,3.09,52.11,1\n1841,14.34,9.31,3.16,23.23,27.66,4.43,34.18,1\n1842,17.06,14.8,3.14,39.54,46.63,7.09,34.63,2\n1843,27.7,13.88,3.06,43.57,56.62,13.05,51.05,2\n1844,33.88,17.43,3.1,44.25,58.71,14.46,56.29,2\n1845,36.48,16.36,3.08,22.1,28.78,6.68,70.48,3\n1846,50.66,10.23,2.95,20.84,27.92,7.09,80.44,3\n1847,52.78,8.1,3.36,24.08,34.02,9.94,78.24,2\n1848,45.83,6.57,3.22,20.47,27.71,7.23,79.61,2\n1849,40.84,5.5,3.41,19.91,26.64,6.73,81.48,2\n1850,40.56,4.75,3.23,19.2,25.22,6.01,77.73,2\n1851,45.34,4.22,3.58,27.46,35.98,8.51,71.57,2\n1852,42.78,3.86,3.38,28.18,36.42,8.25,69.75,2\n1853,33.92,4.26,3.36,26.22,31.48,5.26,65.59,2\n1854,25.69,4.36,3.2,21.88,26.17,4.28,59.41,1\n1855,23.92,4.03,3.31,27.54,31.38,3.85,26.41,2\n1856,30.48,4.21,3.14,16.3,19.93,3.63,21.7,2\n1857,30.74,4.7,3.11,24.86,29.49,4.64,34.78,2\n1858,35.09,5.08,2.99,38.62,43.0,4.38,33.07,2\n1859,36.97,4.76,3.01,20.24,24.07,3.83,30.0,2\n1860,37.78,4.88,2.99,14.68,18.37,3.69,30.12,2\n1861,35.45,5.18,2.99,9.62,13.2,3.58,33.8,1\n1862,20.78,4.99,3.09,9.23,12.85,3.62,47.6,1\n1863,19.32,4.51,3.06,16.16,20.71,4.55,36.32,2\n1864,28.96,4.21,2.95,41.32,51.62,10.3,40.99,2\n1865,30.77,4.4,2.97,34.53,44.42,9.89,52.24,2\n1866,37.33,4.53,3.08,29.45,38.99,9.54,56.2,2\n1867,34.08,4.8,3.07,25.12,33.6,8.48,58.3,2\n1868,32.56,4.66,2.98,26.08,34.24,8.16,58.69,2\n1869,39.2,4.45,3.02,27.11,35.65,8.54,62.22,2\n1870,38.8,4.72,3.11,22.31,29.07,6.76,79.85,2\n1871,32.27,4.93,3.04,27.63,35.23,7.6,76.56,2\n1872,32.04,4.7,3.19,28.78,36.63,7.85,68.33,2\n1873,34.92,4.26,3.29,25.5,32.85,7.35,46.12,2\n1874,49.43,3.88,3.36,21.85,29.4,7.55,61.69,2\n1875,49.46,3.62,3.24,26.62,33.52,6.9,54.39,2\n1876,42.24,3.43,3.38,21.81,26.37,4.56,44.45,2\n1877,41.37,3.3,3.05,19.13,22.98,3.85,39.9,2\n1878,43.04,3.21,3.06,20.21,25.69,5.48,40.11,2\n1879,38.99,3.19,3.14,21.25,25.6,4.36,47.91,2\n1880,46.11,5.15,3.28,40.39,46.65,6.26,23.74,2\n1881,42.89,5.28,2.97,19.12,23.09,3.97,61.31,2\n1882,39.19,4.83,2.91,11.43,14.86,3.43,49.18,2\n1883,36.98,4.68,3.04,17.09,20.6,3.52,35.3,1\n1884,24.3,4.47,3.0,14.46,18.0,3.54,31.35,2\n1885,34.46,4.76,3.0,20.87,27.47,6.61,68.19,2\n1886,37.16,6.29,2.93,23.31,29.93,6.62,75.32,2\n1887,39.18,6.66,2.96,24.46,31.57,7.11,76.94,2\n1888,39.95,5.97,3.03,22.52,27.49,4.97,59.73,2\n1889,40.49,5.14,2.99,25.7,30.83,5.13,58.61,2\n1890,40.83,5.22,3.11,18.59,23.38,4.79,57.39,2\n1891,40.18,4.92,3.07,22.86,28.95,6.09,80.05,2\n1892,32.81,6.21,2.92,13.61,17.54,3.93,75.5,2\n1893,24.73,5.94,3.09,15.25,18.92,3.67,74.1,2\n1894,19.34,5.06,3.03,18.17,21.55,3.38,71.32,2\n1895,15.26,4.44,3.05,16.61,19.66,3.05,60.81,1\n1896,12.17,4.01,2.9,19.84,23.51,3.68,58.82,1\n1897,10.02,3.71,2.9,17.76,20.92,3.16,56.24,1\n1898,8.86,3.49,2.96,13.84,16.86,3.02,51.96,1\n1899,8.48,3.66,2.96,18.21,21.54,3.33,47.46,1\n1900,8.07,3.95,3.02,11.66,14.51,2.85,42.76,1\n1901,7.92,3.98,2.95,11.57,14.45,2.88,27.35,1\n1902,7.4,3.85,2.86,12.4,15.14,2.74,25.44,1\n1903,7.03,4.21,2.94,13.66,16.42,2.77,28.73,1\n1904,6.92,4.13,3.06,9.59,12.43,2.84,32.68,1\n1905,7.07,4.46,2.92,7.39,10.2,2.81,28.4,1\n1906,6.86,4.27,3.06,9.97,12.97,3.0,31.67,1\n1907,6.51,3.89,2.98,12.16,15.62,3.46,38.24,1\n1908,6.62,3.62,3.09,9.33,12.58,3.24,46.48,1\n1909,6.96,3.44,3.06,9.16,12.44,3.28,50.89,1\n1910,7.0,3.3,3.01,10.46,14.36,3.9,46.84,2\n1911,7.27,3.57,2.95,10.53,14.7,4.17,62.31,1\n1912,7.56,3.87,3.11,9.54,13.44,3.89,55.18,1\n1913,7.69,4.1,3.07,12.84,17.43,4.59,48.81,2\n1914,7.63,3.9,3.05,15.37,20.77,5.4,109.96,2\n1915,10.36,3.76,2.98,17.43,22.0,4.57,90.33,1\n1916,10.6,3.58,3.04,20.53,25.01,4.48,46.71,1\n1917,10.57,3.59,3.13,16.87,20.61,3.74,33.1,1\n1918,9.68,3.48,3.15,18.65,22.59,3.94,51.26,1\n1919,16.31,3.68,3.21,26.7,31.37,4.67,23.95,1\n1920,14.3,3.61,2.99,25.5,29.99,4.5,16.01,1\n1921,12.52,4.22,3.02,26.19,30.11,3.92,14.77,1\n1922,11.95,4.49,3.06,14.78,18.08,3.29,16.72,1\n1923,10.82,4.23,2.82,12.82,15.93,3.11,25.5,1\n1924,9.38,3.86,2.9,19.69,22.89,3.2,19.6,1\n1925,8.63,3.6,2.91,10.91,14.03,3.12,37.29,1\n1926,8.45,3.42,2.95,8.59,11.69,3.1,43.76,1\n1927,7.6,3.21,2.89,23.31,30.97,7.66,43.72,1\n1928,7.63,3.39,3.08,26.27,34.7,8.44,44.04,1\n1929,8.09,3.57,3.08,19.91,26.64,6.74,55.27,1\n1930,20.88,3.9,3.1,15.53,21.12,5.6,59.23,2\n1931,20.07,3.71,3.18,14.09,19.72,5.63,60.06,1\n1932,18.97,3.5,3.2,18.05,25.44,7.39,59.26,1\n1933,22.09,3.35,3.18,19.71,26.48,6.78,55.81,1\n1934,23.81,3.24,3.16,20.48,26.92,6.44,58.03,1\n1935,20.11,3.17,3.14,19.78,24.75,4.97,57.77,1\n1936,15.67,3.12,3.14,18.68,23.2,4.53,51.87,1\n1937,12.47,3.08,3.16,12.7,15.42,2.72,52.55,1\n1938,10.96,3.06,3.16,11.1,13.73,2.64,51.66,1\n1939,16.86,3.04,3.1,15.04,18.46,3.42,48.06,1\n1940,16.86,3.07,3.02,16.26,19.36,3.11,47.75,1\n1941,14.11,3.31,3.02,21.45,24.4,2.95,40.06,1\n1942,15.87,3.74,2.93,13.76,16.83,3.07,43.81,1\n1943,14.34,4.32,2.98,20.72,23.89,3.17,35.85,1\n1944,17.85,5.0,3.04,37.28,41.1,3.82,26.47,2\n1945,26.4,5.32,3.02,32.38,37.29,4.91,32.3,2\n1946,24.05,4.85,3.24,58.5,74.19,15.69,11.75,2\n1947,25.82,4.3,3.06,69.25,104.43,35.18,12.39,2\n1948,36.57,5.4,3.29,78.1,119.77,41.67,18.12,2\n1949,35.85,5.52,3.16,51.95,70.07,18.12,39.37,2\n1950,32.99,4.93,3.23,40.5,52.91,12.41,52.1,2\n1951,30.26,4.49,3.32,29.62,38.98,9.36,61.44,2\n1952,28.05,4.08,3.24,27.76,36.99,9.24,67.07,2\n1953,29.57,3.76,3.26,16.5,23.36,6.86,72.83,2\n1954,31.78,3.53,3.2,17.9,23.66,5.76,71.35,2\n1955,27.22,3.51,3.09,16.68,22.9,6.21,71.68,2\n1956,30.43,3.63,3.21,25.58,32.89,7.3,66.97,2\n1957,27.79,4.1,3.21,20.91,26.06,5.14,68.45,2\n1958,23.56,4.46,3.09,35.37,44.07,8.71,60.89,2\n1959,22.21,4.2,3.17,26.41,30.0,3.59,64.56,2\n1960,27.78,3.84,3.21,36.6,40.07,3.47,49.81,2\n1961,29.85,3.59,3.22,34.1,37.71,3.61,44.42,2\n1962,28.38,3.5,3.29,31.37,35.46,4.08,37.75,1\n1963,24.3,3.51,3.16,31.63,36.37,4.74,34.62,1\n1964,19.05,3.65,3.19,30.46,34.32,3.86,27.15,1\n1965,15.3,3.78,3.26,35.91,39.94,4.02,30.83,1\n1966,16.57,3.82,3.5,30.66,34.3,3.64,25.23,2\n1967,39.96,18.14,3.41,50.85,58.98,8.13,7.59,2\n1968,34.32,16.95,3.17,61.51,80.34,18.83,5.73,2\n1969,32.94,13.59,3.45,66.25,91.48,25.23,14.54,2\n1970,49.04,20.37,3.33,66.86,92.72,25.86,25.05,3\n1971,73.68,12.33,3.2,17.07,22.78,5.71,77.95,3\n1972,67.37,9.92,3.2,21.11,26.71,5.6,90.75,3\n1973,59.44,8.53,3.33,21.53,27.51,5.98,82.63,3\n1974,53.07,7.08,3.2,19.75,25.18,5.43,78.97,2\n1975,48.95,5.86,3.27,22.47,28.07,5.6,82.06,2\n1976,40.02,5.0,3.35,24.95,30.65,5.7,77.82,2\n1977,33.22,4.4,3.22,29.1,34.64,5.54,70.81,2\n1978,32.96,3.98,3.36,25.76,30.19,4.43,71.26,2\n1979,34.73,3.69,3.25,29.79,33.59,3.8,57.65,2\n1980,33.95,3.48,3.1,29.42,33.33,3.92,36.68,2\n1981,32.9,3.73,2.96,22.95,26.5,3.54,42.16,2\n1982,30.62,7.59,2.9,20.15,23.73,3.58,48.65,2\n1983,27.96,8.41,3.06,20.6,23.81,3.22,43.17,2\n1984,28.42,7.15,3.0,18.5,21.7,3.19,44.34,2\n1985,27.18,6.21,3.02,23.2,26.64,3.44,32.32,1\n1986,24.83,5.97,3.16,20.19,24.01,3.82,25.87,2\n1987,26.47,5.66,3.23,25.43,29.23,3.8,39.87,2\n1988,30.0,7.92,3.26,35.03,39.61,4.59,23.01,2\n1989,34.98,14.88,3.13,64.48,81.1,16.63,37.36,2\n1990,44.07,20.72,3.04,68.6,87.7,19.11,41.83,3\n1991,52.28,14.68,3.15,23.44,30.65,7.21,78.77,3\n1992,54.86,17.86,3.2,20.16,27.45,7.29,82.51,3\n1993,54.64,15.65,3.4,16.98,22.5,5.52,91.25,2\n1994,47.12,11.86,3.26,21.2,27.66,6.46,91.03,2\n1995,40.33,9.2,3.22,12.77,17.67,4.9,92.25,2\n1996,34.23,7.7,3.34,18.18,24.77,6.58,90.2,2\n1997,27.54,6.98,3.24,18.41,23.96,5.54,87.24,2\n1998,24.31,6.07,3.29,18.94,24.88,5.95,81.52,2\n1999,19.86,5.18,3.29,30.87,38.65,7.78,73.35,2\n2000,20.21,4.52,3.28,26.83,31.93,5.1,69.26,1\n2001,24.04,4.07,3.41,30.89,34.73,3.85,59.14,2\n2002,25.55,4.37,3.16,25.07,28.77,3.69,59.43,2\n2003,29.52,4.46,3.1,21.04,24.95,3.92,63.6,2\n2004,28.48,9.02,3.11,28.49,32.21,3.72,53.25,2\n2005,30.92,9.15,3.18,36.79,40.85,4.06,46.27,2\n2006,30.22,7.53,2.98,15.18,18.24,3.06,57.55,2\n2007,25.44,10.88,3.04,21.27,24.66,3.39,53.4,3\n2008,20.87,10.62,3.28,105.58,143.61,38.03,4.96,2\n2009,23.17,8.49,3.23,90.56,116.72,26.16,4.59,2\n2010,35.47,7.41,3.68,90.97,129.0,38.02,4.53,2\n2011,47.94,10.45,3.48,80.77,116.29,35.52,14.5,3\n2012,55.31,14.4,3.44,79.83,112.18,32.35,21.05,3\n2013,62.04,25.34,3.35,103.24,149.94,46.7,27.59,3\n2014,62.89,23.85,3.35,79.4,106.66,27.26,46.25,3\n2015,61.14,22.66,3.33,60.78,76.19,15.41,58.57,3\n2016,59.84,20.06,3.66,44.58,57.29,12.71,70.9,3\n2017,53.6,15.5,3.26,20.68,27.74,7.06,81.38,2\n2018,45.92,11.75,3.26,17.21,24.08,6.87,81.11,2\n2019,41.88,9.12,3.27,18.35,26.38,8.04,75.17,2\n2020,43.14,7.29,3.29,19.4,25.24,5.85,77.88,2\n2021,35.74,6.0,3.34,21.96,28.52,6.56,68.72,2\n2022,32.21,5.1,3.27,23.99,30.65,6.66,60.51,2\n2023,32.07,4.96,3.29,30.6,37.77,7.16,47.8,2\n2024,29.93,4.59,3.28,27.12,32.4,5.28,32.72,2\n2025,34.62,4.13,3.19,25.41,29.77,4.36,46.67,2\n2026,39.92,4.12,3.07,20.72,24.44,3.72,50.38,2\n2027,40.7,3.9,2.96,26.48,30.56,4.08,44.4,2\n2028,43.07,3.63,2.98,33.03,36.35,3.32,34.9,2\n2029,44.99,3.44,2.98,40.34,44.06,3.72,31.71,2\n2030,46.42,3.31,2.84,12.56,15.59,3.02,41.31,2\n2031,42.08,6.23,2.96,20.56,23.93,3.37,49.44,3\n2032,82.09,27.77,3.13,57.8,70.0,12.2,43.81,3\n2033,75.75,23.46,3.11,74.66,98.46,23.8,32.09,3\n2034,72.32,27.01,3.01,59.44,76.39,16.95,57.31,3\n2035,61.86,16.96,2.93,13.24,18.05,4.81,82.13,2\n2036,47.52,13.25,2.96,10.66,14.69,4.04,75.86,2\n2037,40.57,10.47,2.97,11.23,15.34,4.11,83.88,2\n2038,33.16,8.48,3.06,13.77,18.14,4.37,86.48,2\n2039,29.37,7.5,3.04,12.53,16.96,4.43,89.38,2\n2040,34.39,6.36,3.14,11.84,15.73,3.9,88.23,2\n2041,29.92,5.36,3.1,9.52,12.79,3.28,84.46,2\n2042,22.82,4.65,3.19,11.73,15.3,3.57,77.77,2\n2043,21.24,4.73,3.24,9.92,13.44,3.52,82.51,2\n2044,17.85,4.42,3.09,15.42,18.97,3.55,74.47,2\n2045,15.13,4.0,2.97,15.05,18.08,3.03,64.85,1\n2046,20.76,3.7,2.9,11.11,14.66,3.55,53.72,1\n2047,21.38,3.49,2.84,24.08,28.77,4.7,44.4,1\n2048,20.65,3.34,2.88,14.82,17.89,3.07,57.68,1\n2049,17.34,3.84,2.85,12.82,15.79,2.97,59.37,1\n2050,17.02,4.47,2.94,15.92,18.91,3.0,52.31,2\n2051,18.03,4.47,2.74,11.03,13.66,2.63,65.38,2\n2052,15.69,4.1,2.95,6.83,9.16,2.33,68.1,2\n2053,13.12,3.77,2.83,6.62,9.01,2.39,65.88,2\n2054,11.64,3.54,2.82,4.99,7.2,2.21,68.14,2\n2055,10.57,3.84,2.73,5.89,8.42,2.53,64.55,1\n2056,9.49,3.89,2.88,7.44,10.4,2.97,51.65,1\n2057,14.07,5.37,2.82,10.02,14.22,4.19,56.46,2\n2058,16.95,5.41,2.81,7.41,10.58,3.17,61.84,2\n2059,14.83,4.73,2.83,7.57,10.69,3.12,77.73,2\n2060,12.35,4.54,2.77,6.86,9.98,3.12,82.48,2\n2061,12.35,4.77,2.85,7.78,10.96,3.18,84.85,2\n2062,15.87,4.74,2.89,7.26,10.7,3.44,78.81,2\n2063,18.71,4.35,2.9,8.09,11.83,3.74,76.11,2\n2064,20.37,4.46,2.9,8.5,12.64,4.14,83.69,2\n2065,18.27,4.45,3.06,7.77,10.79,3.02,83.74,2\n2066,15.62,4.56,2.99,8.76,11.64,2.87,82.25,2\n2067,13.5,4.77,3.03,9.51,12.16,2.65,67.95,1\n2068,11.22,4.42,3.02,11.24,13.8,2.56,56.89,1\n2069,9.36,4.68,2.96,21.91,24.59,2.68,53.43,1\n2070,8.89,4.56,2.78,21.65,24.94,3.3,58.8,1\n2071,14.09,4.33,2.7,19.18,21.78,2.6,54.97,1\n2072,17.03,4.11,2.81,17.23,19.74,2.51,48.98,1\n2073,15.04,3.95,2.82,11.56,14.04,2.48,51.84,1\n2074,15.66,3.88,2.9,8.0,10.59,2.59,54.67,1\n2075,14.22,4.3,2.92,5.79,8.23,2.44,57.05,1\n2076,11.92,4.43,2.8,5.35,7.71,2.36,58.93,2\n2077,10.57,4.27,2.81,5.5,7.84,2.34,60.26,1\n2078,14.31,3.95,2.88,9.43,12.41,2.98,59.64,2\n2079,26.41,3.66,2.92,19.85,26.76,6.91,56.79,2\n2080,28.97,3.46,2.76,26.71,35.77,9.06,56.2,2\n2081,29.94,3.93,2.86,19.46,27.01,7.55,72.77,2\n2082,31.95,4.51,3.05,18.11,24.5,6.39,80.42,2\n2083,32.62,5.12,3.04,18.05,24.58,6.53,80.98,2\n2084,31.56,5.33,3.01,22.56,29.93,7.37,79.99,2\n2085,30.6,4.98,3.21,22.58,29.82,7.24,79.87,2\n2086,36.06,4.79,3.12,19.74,26.29,6.55,75.78,2\n2087,31.54,5.01,3.53,28.06,37.65,9.59,70.89,2\n2088,31.74,5.29,3.22,30.75,37.66,6.9,67.07,2\n2089,29.82,5.54,3.21,42.94,48.93,5.99,57.42,2\n2090,31.6,5.03,3.17,49.1,54.24,5.13,50.76,2\n2091,27.28,4.54,3.0,34.74,38.04,3.3,55.94,1\n2092,21.39,4.55,2.92,28.03,30.71,2.68,56.5,1\n2093,24.24,4.62,2.94,19.46,22.22,2.76,58.08,1\n2094,22.23,4.31,2.87,14.11,16.72,2.61,56.04,1\n2095,21.8,4.21,2.83,9.58,12.04,2.46,56.18,1\n2096,24.15,4.27,2.9,6.53,9.15,2.62,58.29,2\n2097,20.64,4.32,2.93,5.78,8.4,2.63,61.51,2\n2098,16.31,4.61,2.91,5.53,7.84,2.31,63.43,2\n2099,13.22,4.72,2.77,7.08,9.92,2.83,64.12,2\n2100,11.05,4.93,2.81,11.12,15.26,4.14,65.4,2\n2101,10.07,5.04,2.91,18.42,24.34,5.92,62.58,2\n2102,10.41,4.87,2.95,27.72,38.67,10.95,60.65,2\n2103,13.55,4.87,3.29,28.27,38.69,10.42,60.82,2\n2104,24.05,4.78,3.13,26.76,36.46,9.7,67.15,2\n2105,32.01,11.76,2.92,21.07,27.66,6.6,76.65,2\n2106,29.78,12.29,3.15,21.16,27.98,6.81,83.0,2\n2107,33.96,10.38,3.05,23.61,31.51,7.9,86.05,2\n2108,34.38,8.69,3.35,19.21,25.55,6.34,86.69,2\n2109,27.64,7.64,3.2,18.98,25.14,6.16,86.32,2\n2110,30.48,6.45,3.26,23.67,32.18,8.51,78.25,2\n2111,28.79,5.41,3.23,23.79,30.58,6.8,75.85,2\n2112,27.32,4.77,3.35,32.87,40.56,7.69,73.55,2\n2113,26.0,4.27,3.17,29.08,33.37,4.29,65.54,1\n2114,24.52,3.89,3.04,24.6,27.54,2.95,57.74,1\n2115,23.52,4.39,3.04,32.78,36.72,3.93,50.43,2\n2116,22.36,4.9,3.08,22.61,25.58,2.97,61.2,2\n2117,25.96,4.73,2.91,20.11,23.44,3.33,61.18,2\n2118,27.31,4.82,2.75,13.12,15.76,2.65,53.96,1\n2119,24.32,5.23,2.84,9.22,11.81,2.6,51.83,1\n2120,23.14,5.43,2.84,8.64,11.53,2.89,52.29,1\n2121,19.68,5.39,2.75,6.38,9.07,2.69,54.47,1\n2122,16.11,5.44,2.81,5.8,8.5,2.71,55.11,1\n2123,13.66,5.36,2.74,7.23,10.1,2.87,51.21,1\n2124,11.64,5.32,2.92,12.11,15.77,3.66,53.43,1\n2125,9.8,4.8,2.87,19.04,25.58,6.54,54.3,2\n2126,10.4,4.26,2.96,23.78,31.72,7.93,63.96,2\n2127,15.32,3.88,3.02,23.57,32.14,8.57,69.96,2\n2128,16.91,3.62,3.11,23.68,31.58,7.9,78.6,2\n2129,22.28,3.43,3.11,23.06,31.6,8.54,80.65,2\n2130,29.12,3.3,3.06,19.12,26.4,7.29,78.64,2\n2131,27.74,3.21,3.0,20.92,29.27,8.34,75.63,2\n2132,33.0,3.15,3.14,20.58,28.34,7.76,75.64,2\n2133,39.16,3.49,3.08,22.42,32.15,9.73,73.93,2\n2134,33.9,3.57,3.46,24.25,32.57,8.32,68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",S1_PM10,S1_PM25,S1_SO2,S1_NO2,S1_NOX,S1_NO\n0,,,,,,174.86\n1,,,12.86,,,\n2,8.58,,,,,\n3,,64.53,,,,\n4,,,,,,173.65\n5,,,,120.23,,\n6,,,,,136.94,\n7,,50.78,,,,\n8,,,,135.21,,\n9,,,13.03,,,\n10,,,,,161.02,\n11,,,,109.83,,\n12,,,11.35,,,\n13,,,,,,120.04\n14,,,,,,106.92\n15,,,,,,88.83\n16,70.92,,,,,\n17,,,,,,77.36\n18,,,10.23,,,\n19,,44.76,,,,\n20,,,,72.0,,\n21,,,8.7,,,\n22,,,8.93,,,\n23,,,,,91.26,\n24,,,12.59,,,\n25,,28.87,,,,\n26,,,11.61,,,\n27,,,11.53,,,\n28,,,,,83.71,\n29,,29.24,,,,\n30,,25.77,,,,\n31,,,,,106.2,\n32,,,,,223.91,\n33,,43.09,,,,\n34,,,,87.39,,\n35,,51.26,,,,\n36,,,,145.14,,\n37,,48.41,,,,\n38,,,,,,221.22\n39,,,,,308.26,\n40,,,,96.08,,\n41,,,,,223.5,\n42,,62.34,,,,\n43,19.17,,,,,\n44,,,,60.89,,\n45,,,8.64,,,\n46,,,,,,19.69\n47,39.88,,,,,\n48,,,,36.38,,\n49,26.7,,,,,\n50,,12.62,,,,\n51,,,,59.53,,\n52,,,,65.75,,\n53,,,,73.46,,\n54,51.21,,,,,\n55,46.37,,,,,\n56,,,,,65.76,\n57,38.67,,,,,\n58,,,,,68.39,\n59,,,,54.87,,\n60,32.89,17.19,7.61,46.45,51.79,5.34\n61,,10.73,,,,\n62,,,,,,3.42\n63,,,,55.53,,\n64,,,,56.45,,\n65,,14.54,,,,\n66,30.07,,,,,\n67,,,7.59,,,\n68,,,,,88.5,\n69,,,,70.31,,\n70,,,,,,40.82\n71,,,,,97.89,\n72,34.02,,,,,\n73,,,,,,6.3\n74,,,,53.44,,\n75,,19.44,,,,\n76,,,,,,6.32\n77,,20.59,,,,\n78,19.3,,,,,\n79,,,,,,19.98\n80,,,,83.84,,\n81,,,,,108.17,\n82,,,,82.95,,\n83,,,,,117.55,\n84,,23.12,,,,\n85,,,,43.95,,\n86,,,,,,3.36\n87,,,,,,4.38\n88,,17.84,,,,\n89,,,,,267.18,\n90,,,,,,48.44\n91,95.32,,,,,\n92,,,,106.2,,\n93,70.16,,,,,\n94,,,13.1,,,\n95,,,,,518.32,\n96,88.19,,,,,\n97,,,,,476.42,\n98,,,,,559.92,\n99,,,10.73,,,\n100,,,,187.71,,\n101,,,,,,248.39\n102,,65.08,,,,\n103,20.9,,,,,\n104,,,12.49,,,\n105,,,10.68,,,\n106,83.15,,,,,\n107,,,,120.03,,\n108,91.67,,,,,\n109,,36.14,,,,\n110,,,,78.86,,\n111,,,,75.64,,\n112,49.62,,,,,\n113,,,,,306.96,\n114,,,,,,13.13\n115,,,6.56,,,\n116,,,,,,53.83\n117,,,,,377.22,\n118,,,,,,260.39\n119,,,,166.2,,\n120,,,11.99,,,\n121,,49.69,,,,\n122,,,,,145.52,\n123,,,,,127.8,\n124,72.83,,,,,\n125,,,,75.51,,\n126,,,,96.75,,\n127,,13.65,,,,\n128,,,13.87,,,\n129,,,,,,139.39\n130,,,,,,117.76\n131,,,,,252.93,\n132,,61.12,,,,\n133,,,,,,53.84\n134,,19.97,,,,\n135,,,,,,14.83\n136,,,,,,4.53\n137,,,9.65,,,\n138,,,11.54,,,\n139,,,,,,117.43\n140,82.51,,,,,\n141,,,,,559.9,\n142,,,,,,216.85\n143,,,10.54,,,\n144,,,,,,57.31\n145,65.64,,,,,\n146,,,,,,34.67\n147,61.7,,,,,\n148,,,,75.49,,\n149,41.64,,,,,\n150,,,,,206.36,\n151,,,9.22,,,\n152,,,,127.81,,\n153,,,,,275.8,\n154,,,,,,108.94\n155,,,,,,69.03\n156,,,10.68,,,\n157,,,,,,15.06\n158,,,,,50.93,\n159,,,8.39,,,\n160,,,10.18,,,\n161,74.22,,,,,\n162,93.66,,,,,\n163,81.06,,,,,\n164,,,,,,152.17\n165,83.06,,,,,\n166,,,,,,108.93\n167,,,,98.44,,\n168,,,11.5,,,\n169,,,20.15,,,\n170,,,,,125.17,\n171,87.54,,,,,\n172,,23.57,,,,\n173,,20.24,,,,\n174,28.72,,,,,\n175,,14.5,,,,\n176,26.75,,,,,\n177,,,10.79,,,\n178,,,,,,144.8\n179,,,11.94,,,\n180,,,,,179.52,\n181,,,,91.67,,\n182,,,,87.53,,\n183,,31.4,,,,\n184,,40.71,,,,\n185,44.36,,,,,\n186,,34.47,,,,\n187,,,7.02,,,\n188,40.6,,,,,\n189,,,,,217.78,\n190,,,,,,141.63\n191,,,17.52,,,\n192,30.29,,,,,\n193,,,,,66.87,\n194,,11.21,,,,\n195,59.64,,,,,\n196,69.7,24.84,8.22,137.48,259.53,122.05\n197,,,,,,75.89\n198,,,6.97,,,\n199,,,,,160.09,\n200,,,,,76.52,\n201,,,,53.64,,\n202,,20.51,,,,\n203,,,,,71.26,\n204,,,,,,31.35\n205,,,,,165.75,\n206,,,13.51,,,\n207,,,,121.93,,\n208,,45.0,,,,\n209,73.98,,,,,\n210,40.0,,,,,\n211,,57.93,,,,\n212,,,,,,33.6\n213,51.12,,,,,\n214,53.36,,,,,\n215,41.87,,,,,\n216,,,,106.72,,\n217,,,12.84,,,\n218,,28.04,,,,\n219,,29.52,,,,\n220,,,,141.72,,\n221,,,,,,87.91\n222,,,,,,119.31\n223,,,,,,90.59\n224,,,,,128.81,\n225,,,,106.2,,\n226,,,12.56,,,\n227,,,,,172.3,\n228,,,,,,62.63\n229,,33.05,,,,\n230,,,11.35,,,\n231,,,,179.68,,\n232,,,,,,178.39\n233,,63.57,,,,\n234,35.37,,,,,\n235,,,,,,67.85\n236,,,,124.75,,\n237,,,,,108.59,\n238,,28.41,,,,\n239,,,10.98,,,\n240,,,,,,17.31\n241,,,,92.78,,\n242,,5.01,,,,\n243,,8.99,,,,\n244,,,,,260.54,\n245,,,,97.5,,\n246,,10.71,,,,\n247,,,,,58.52,\n248,,5.54,,,,\n249,3.81,,,,,\n250,,,,22.55,,\n251,,3.44,,,,\n252,,,,,,4.98\n253,,,,,,7.39\n254,,,,,,11.92\n255,,5.0,,,,\n256,,,,58.47,,\n257,,,,,,38.31\n258,,,,,59.7,\n259,23.45,,,,,\n260,,,10.46,,,\n261,21.91,,,,,\n262,,,6.66,,,\n263,,,,,,4.34\n264,,,,,,4.91\n265,,,,,32.84,\n266,,,,,,4.35\n267,,,,,55.58,\n268,,10.44,,,,\n269,,,,60.56,,\n270,,,,57.32,,\n271,,,,,54.77,\n272,,41.37,,,,\n273,,,,38.05,,\n274,,22.94,,,,\n275,,12.56,,,,\n276,,,,,30.43,\n277,,,7.12,,,\n278,8.88,,,,,\n279,,,,52.87,,\n280,12.04,,,,,\n281,,,,46.72,,\n282,,,,,43.18,\n283,10.22,,,,,\n284,,,,27.49,,\n285,,,8.55,,,\n286,,,,,62.5,\n287,1.78,,,,,\n288,,,,,,12.54\n289,,,7.15,,,\n290,20.73,,,,,\n291,,,,,29.18,\n292,,4.0,,,,\n293,,,1.23,,,\n294,,,,,37.07,\n295,,,1.31,,,\n296,,,,,,3.58\n297,,,,30.88,,\n298,,,,,,3.04\n299,,,,20.99,,\n300,,,1.38,,,\n301,8.61,,,,,\n302,,,,24.62,,\n303,,,,,,62.11\n304,27.98,,,,,\n305,16.74,,,,,\n306,,,,16.57,,\n307,23.61,,,,,\n308,,,,,48.6,\n309,,,,47.0,,\n310,,,,43.7,,\n311,13.26,,,,,\n312,,,,,,7.48\n313,,,,70.98,,\n314,,,,,82.29,\n315,,,,,34.37,\n316,,,,70.75,,\n317,,6.81,,,,\n318,,,,,,8.56\n319,,,,,,6.29\n320,,,,,,14.84\n321,,,,,106.45,\n322,,,1.29,,,\n323,,,,18.6,,\n324,,,,18.65,,\n325,,,,,,5.36\n326,,9.84,,,,\n327,,6.51,,,,\n328,,9.86,,,,\n329,13.98,,,,,\n330,,,,,69.76,\n331,26.75,5.79,2.71,62.39,69.73,7.34\n332,28.74,,,,,\n333,,,,60.77,,\n334,,,,,,7.66\n335,,18.22,,,,\n336,,,,41.36,,\n337,,,,,30.86,\n338,,,,,,2.94\n339,,,,30.92,,\n340,,,,,,4.59\n341,,,,,,5.32\n342,,,4.99,,,\n343,,,,82.64,,\n344,,,3.26,,,\n345,32.94,,,,,\n346,,,2.8,,,\n347,,7.2,,,,\n348,,,,,,11.2\n349,,,,,,10.03\n350,,,,,54.74,\n351,,,,52.68,,\n352,,,,71.2,,\n353,,,,,,9.29\n354,36.86,,,,,\n355,,,,,,7.42\n356,40.99,,,,,\n357,,,2.27,,,\n358,,,3.12,,,\n359,,,,,73.73,\n360,,,4.11,,,\n361,,,,,,4.34\n362,,,,18.64,,\n363,24.08,,,,,\n364,,,,17.32,,\n365,,,,,,3.2\n366,,,,17.66,,\n367,,,,12.32,,\n368,7.66,,,,,\n369,,,,,,6.6\n370,10.52,,,,,\n371,,5.12,,,,\n372,,,2.03,,,\n373,30.07,8.9,1.83,32.11,40.8,8.69\n374,,,,,47.85,\n375,,,,37.88,,\n376,,,,,,6.98\n377,,20.88,,,,\n378,,,,,44.73,\n379,,15.1,,,,\n380,,15.44,,,,\n381,,,,,,4.57\n382,36.74,,,,,\n383,,,,,,2.7\n384,,,,,,2.53\n385,,,,,28.69,\n386,,,2.87,,,\n387,,,,83.62,,\n388,,,,90.69,,\n389,,,,,59.49,\n390,,,,,35.73,\n391,,27.52,,,,\n392,,,7.21,,,\n393,,,,16.65,,\n394,,,,,,6.83\n395,,,,,,5.65\n396,23.33,,,,,\n397,,,4.68,,,\n398,,,,35.01,,\n399,,,,,69.12,\n400,,,6.78,,,\n401,24.5,,,,,\n402,,,,,,57.2\n403,44.4,,,,,\n404,,,4.59,,,\n405,,,,70.45,,\n406,,,4.08,,,\n407,,,11.07,,,\n408,,,,,48.51,\n409,20.37,,,,,\n410,21.53,,,,,\n411,36.97,,,,,\n412,,,,,,51.8\n413,,,7.12,,,\n414,,,,41.09,,\n415,,,,,35.63,\n416,,,,21.8,,\n417,,,,21.84,,\n418,,,,,,9.12\n419,,,4.07,,,\n420,,,,,,10.02\n421,,,,68.01,,\n422,,21.66,,,,\n423,,14.19,,,,\n424,,,,,110.38,\n425,,,,,99.52,\n426,48.9,,,,,\n427,,,,,33.92,\n428,,,,22.61,,\n429,,,3.13,,,\n430,,,2.91,,,\n431,,,,,,2.63\n432,,19.28,,,,\n433,,12.75,,,,\n434,,,,,56.56,\n435,,,,,37.51,\n436,,,4.05,,,\n437,,,,22.97,,\n438,,,4.15,,,\n439,,,,,,7.84\n440,,7.81,,,,\n441,,6.26,,,,\n442,,4.18,,,,\n443,,,,,56.35,\n444,,,,,176.56,\n445,,,,,,17.89\n446,,,,,,11.84\n447,47.98,,,,,\n448,,19.07,,,,\n449,19.46,,,,,\n450,,7.71,,,,\n451,,,,27.64,,\n452,,,,,21.76,\n453,,,,21.3,,\n454,,,,,63.63,\n455,,,,31.35,,\n456,7.65,,,,,\n457,6.49,,,,,\n458,,11.65,,,,\n459,,,,23.22,,\n460,,,,,30.99,\n461,,,,,,5.58\n462,,,3.5,,,\n463,,,,65.88,,\n464,,,3.22,,,\n465,,,,72.24,,\n466,,,,58.94,,\n467,,,2.41,,,\n468,,,,,60.8,\n469,,14.41,,,,\n470,,,,,,6.64\n471,,,,52.33,,\n472,,,,,57.22,\n473,37.86,,,,,\n474,,,,,256.56,\n475,,,7.23,,,\n476,,,,,,6.66\n477,,6.94,,,,\n478,,,,,27.31,\n479,,,,84.76,,\n480,,,,,,10.34\n481,,,,,,50.29\n482,,,,,135.1,\n483,,,,81.08,,\n484,,,,,91.97,\n485,,17.7,,,,\n486,,,,88.85,,\n487,,,,,101.78,\n488,,,,73.65,,\n489,,,,,128.99,\n490,45.95,,,,,\n491,,,,,42.91,\n492,,,12.83,,,\n493,,,,24.71,,\n494,,,,,31.0,\n495,44.07,,,,,\n496,37.29,,,,,\n497,20.9,,,,,\n498,,,4.88,,,\n499,,4.92,,,,\n500,,4.89,,,,\n501,,,,,283.29,\n502,,,,124.61,,\n503,,,17.8,,,\n504,49.46,,,,,\n505,,,,18.81,,\n506,,,2.84,,,\n507,,5.14,,,,\n508,,,7.93,,,\n509,,,,,95.62,\n510,,4.61,,,,\n511,30.44,,,,,\n512,,5.3,,,,\n513,,,,,,12.81\n514,,,6.93,,,\n515,,,5.28,,,\n516,,25.23,,,,\n517,,,,,,9.81\n518,,14.54,,,,\n519,,,,,,32.5\n520,44.14,,,,,\n521,,19.0,,,,\n522,,23.0,,,,\n523,,,,,53.97,\n524,,,4.32,,,\n525,,,,,,6.73\n526,,,,26.35,,\n527,29.39,,,,,\n528,,,,,,33.75\n529,,,7.67,,,\n530,64.58,,,,,\n531,,,6.47,,,\n532,,14.44,,,,\n533,,13.8,,,,\n534,,,7.73,,,\n535,,,6.1,,,\n536,,,,60.24,,\n537,,,10.43,,,\n538,,29.26,,,,\n539,,,,67.21,,\n540,,,,75.51,,\n541,,17.87,,,,\n542,57.36,,,,,\n543,63.16,,,,,\n544,,,,,,83.54\n545,60.33,,,,,\n546,71.87,,,,,\n547,,33.28,,,,\n548,,18.99,,,,\n549,,16.6,,,,\n550,,,6.86,,,\n551,,,,,104.1,\n552,,,,152.99,,\n553,89.37,23.67,12.38,183.45,370.21,186.76\n554,,,9.99,,,\n555,,,,91.07,,\n556,75.49,,,,,\n557,,,,,183.11,\n558,,,12.41,,,\n559,88.37,25.77,9.58,179.19,400.59,221.4\n560,,,,74.74,,\n561,,,12.85,,,\n562,,,,,52.4,\n563,,,,,,13.23\n564,,,,15.71,,\n565,,,,,,4.28\n566,49.34,,,,,\n567,,,,,168.32,\n568,84.19,,,,,\n569,,,11.62,,,\n570,42.01,,,,,\n571,30.45,,,,,\n572,,5.65,,,,\n573,,,,,40.93,\n574,9.78,,,,,\n575,,,,,108.73,\n576,,,9.33,,,\n577,,,,,109.72,\n578,48.39,,,,,\n579,,,9.56,,,\n580,,,,,,78.42\n581,,36.39,,,,\n582,,,9.14,,,\n583,,,,,188.66,\n584,,13.8,,,,\n585,,,,,,42.87\n586,,,,,,75.16\n587,,,,,320.68,\n588,73.16,,,,,\n589,,,11.68,,,\n590,,29.43,,,,\n591,,,,,28.29,\n592,,,,18.71,,\n593,,,,,29.86,\n594,,,,,33.83,\n595,19.05,,,,,\n596,,,,111.13,,\n597,49.96,,,,,\n598,,15.8,,,,\n599,26.47,,,,,\n600,,,1.32,,,\n601,18.38,,,,,\n602,,5.82,,,,\n603,,,,,,10.69\n604,,,,,78.66,\n605,,,,,,23.31\n606,,11.09,,,,\n607,,,,21.92,,\n608,,10.37,,,,\n609,,8.91,,,,\n610,,8.94,,,,\n611,25.22,,,,,\n612,,,0.82,,,\n613,,,,,,6.03\n614,,,,,22.14,\n615,,,,,,8.0\n616,,,,,,8.06\n617,,2.86,,,,\n618,,,,,50.01,\n619,,,,,,10.61\n620,,10.14,,,,\n621,,,,,,14.4\n622,17.75,,,,,\n623,,,,,,5.5\n624,,5.01,,,,\n625,,4.1,,,,\n626,,,,,52.35,\n627,31.26,,,,,\n628,,,,,,6.48\n629,,,,58.13,,\n630,,,,83.54,,\n631,,14.54,,,,\n632,,,,,,36.0\n633,,,,,41.73,\n634,,,,33.93,,\n635,,,,,39.75,\n636,30.69,,,,,\n637,,,2.34,,,\n638,,,,77.84,,\n639,,,,,67.34,\n640,,,,,,12.35\n641,,,1.18,,,\n642,,5.6,,,,\n643,,,1.19,,,\n644,,,,72.25,,\n645,29.55,4.73,2.4,82.53,150.05,67.52\n646,,,,,,85.62\n647,,,,,180.79,\n648,,,,,115.31,\n649,,16.79,,,,\n650,,10.57,,,,\n651,,,1.71,,,\n652,25.89,,,,,\n653,,,,,,11.04\n654,17.5,,,,,\n655,27.02,,,,,\n656,,,,,,23.86\n657,,,1.15,,,\n658,,,,,,10.08\n659,,,,,53.48,\n660,,,0.67,,,\n661,,,0.81,,,\n662,14.02,,,,,\n663,,,,,,6.43\n664,,,,29.79,,\n665,,2.83,,,,\n666,,,,,28.19,\n667,,,,25.2,,\n668,17.46,,,,,\n669,13.82,,,,,\n670,,11.43,,,,\n671,,,,,,10.59\n672,,5.16,,,,\n673,,,,22.19,,\n674,,4.54,,,,\n675,,,,,27.59,\n676,,,,26.17,,\n677,,,,,44.84,\n678,,,0.91,,,\n679,8.95,,,,,\n680,,,1.72,,,\n681,,,,,,7.59\n682,3.86,2.97,0.79,19.59,25.02,5.43\n683,,,0.72,,,\n684,5.12,,,,,\n685,,,,,39.28,\n686,,,,33.7,,\n687,,3.92,,,,\n688,,,,,45.93,\n689,,,1.29,,,\n690,,,,,,8.49\n691,,,,,,7.19\n692,,,,,42.52,\n693,,5.77,,,,\n694,,5.52,,,,\n695,28.05,,,,,\n696,,38.26,,,,\n697,,,,,29.1,\n698,,,,,,7.42\n699,,,,,,7.21\n700,22.84,,,,,\n701,,,,,47.37,\n702,17.35,,,,,\n703,21.71,,,,,\n704,,,,46.85,,\n705,,,,,115.87,\n706,,,,,84.52,\n707,31.43,,,,,\n708,,,,50.02,,\n709,,,1.41,,,\n710,35.78,,,,,\n711,34.45,,,,,\n712,,,2.91,,,\n713,,,,,,6.47\n714,,,2.56,,,\n715,,,,90.28,,\n716,,,,,,126.62\n717,79.47,,,,,\n718,97.92,,,,,\n719,,,,,,28.69\n720,,,,,,25.18\n721,,9.44,,,,\n722,,11.28,,,,\n723,,,,,,15.42\n724,,12.76,,,,\n725,,,,124.74,,\n726,,,,,114.51,\n727,,10.85,,,,\n728,,,,,32.6,\n729,,,,,30.64,\n730,12.5,,,,,\n731,,7.44,,,,\n732,22.18,,,,,\n733,,,,,,8.72\n734,,,,,102.56,\n735,,,5.03,,,\n736,,,4.79,,,\n737,,,4.19,,,\n738,,,3.66,,,\n739,30.2,,,,,\n740,,,4.27,,,\n741,37.25,,,,,\n742,,,,,,13.68\n743,,,,25.78,,\n744,,,5.52,,,\n745,15.82,,,,,\n746,,12.89,,,,\n747,18.09,,,,,\n748,,,,,63.17,\n749,29.38,,,,,\n750,,,,53.36,,\n751,,,,44.29,,\n752,,,,,,17.2\n753,,,4.93,,,\n754,36.98,,,,,\n755,,,,,,79.95\n756,,,7.32,,,\n757,,14.9,,,,\n758,,,5.33,,,\n759,,,,22.46,,\n760,,,,,,7.96\n761,,,5.01,,,\n762,,,,19.67,,\n763,,,,68.98,,\n764,,,,,77.67,\n765,,,,,339.62,\n766,,,,,,7.23\n767,21.22,,,,,\n768,,,,,33.63,\n769,,,,,,7.41\n770,,,4.44,,,\n771,,,,115.29,,\n772,,,,,,57.34\n773,,28.46,,,,\n774,,,4.26,,,\n775,8.93,,,,,\n776,,,2.66,,,\n777,13.94,,,,,\n778,,5.17,,,,\n779,,,,29.12,,\n780,,,2.65,,,\n781,,,,,,4.68\n782,,,3.45,,,\n783,,,,,,4.66\n784,,,3.71,,,\n785,,,,38.94,,\n786,8.34,,,,,\n787,,12.2,,,,\n788,,,,19.21,,\n789,,5.62,,,,\n790,,,3.95,,,\n791,,,,,37.13,\n792,,,,,38.67,\n793,,,,,54.26,\n794,,,2.89,,,\n795,,,2.71,,,\n796,,,2.99,,,\n797,,,,,50.39,\n798,15.59,,,,,\n799,,2.55,,,,\n800,,,,,64.55,\n801,,9.93,,,,\n802,,,,33.86,,\n803,,,3.46,,,\n804,,,,,,5.53\n805,,,4.22,,,\n806,,1.66,,,,\n807,,,,,121.8,\n808,,,4.97,,,\n809,10.14,,,,,\n810,,,,,31.95,\n811,,,,,,10.78\n812,,,,,,17.36\n813,,,,,,11.22\n814,,16.84,,,,\n815,,7.04,,,,\n816,12.51,,,,,\n817,,,6.13,,,\n818,,,5.32,,,\n819,17.18,,,,,\n820,25.88,,,,,\n821,,,,,,10.11\n822,,,,21.27,,\n823,,10.74,,,,\n824,,,4.72,,,\n825,,,,24.76,,\n826,,,,29.75,,\n827,,5.6,,,,\n828,,,,,,8.38\n829,22.29,,,,,\n830,,,,,,9.49\n831,,4.04,,,,\n832,,,2.97,,,\n833,,,,,,4.77\n834,8.46,,,,,\n835,,,,,57.4,\n836,,,,,45.4,\n837,,,6.28,,,\n838,,,,,26.12,\n839,17.3,,,,,\n840,,,,18.01,,\n841,,1.4,,,,\n842,,2.92,,,,\n843,,,,,,11.08\n844,,,3.11,,,\n845,,,,55.02,,\n846,,,,,,9.06\n847,9.55,,,,,\n848,14.39,,,,,\n849,9.74,,,,,\n850,,,,77.47,,\n851,,,,,77.22,\n852,,,,50.04,,\n853,,,,47.87,,\n854,15.28,,,,,\n855,,,,,81.64,\n856,,,3.34,,,\n857,,,,,80.56,\n858,,,,,78.99,\n859,,,,47.08,,\n860,24.02,,,,,\n861,19.79,,,,,\n862,,,,,,14.82\n863,,,3.65,,,\n864,,,3.61,,,\n865,21.02,,,,,\n866,,,3.26,,,\n867,,,3.42,,,\n868,,3.22,,,,\n869,,,,49.88,,\n870,,,2.81,,,\n871,,,,,52.05,\n872,,,,,,7.16\n873,,5.98,,,,\n874,,,2.25,,,\n875,,5.48,,,,\n876,,,,,22.02,\n877,,,,,,4.82\n878,,,,,,4.94\n879,,,,,,8.97\n880,,,,49.13,,\n881,,,3.34,,,\n882,11.53,,,,,\n883,,4.28,,,,\n884,,,,22.72,,\n885,,,,,,10.15\n886,,,,61.9,,\n887,,,,,67.41,\n888,,,,,63.78,\n889,,,,,66.99,\n890,,,,48.7,,\n891,,,,,54.9,\n892,,,,,,6.45\n893,,,,,30.28,\n894,,,1.83,,,\n895,,7.0,,,,\n896,,,,17.59,,\n897,,,,17.44,,\n898,,,,,41.12,\n899,,,,,46.35,\n900,32.98,,,,,\n901,21.5,,,,,\n902,,,,,,8.87\n903,,,,17.51,,\n904,,,5.85,,,\n905,19.19,,,,,\n906,,,,28.52,,\n907,,,4.7,,,\n908,,,,47.52,,\n909,13.41,,,,,\n910,17.61,,,,,\n911,12.42,,,,,\n912,,,,35.33,,\n913,,,2.83,,,\n914,,,,,41.01,\n915,,,2.73,,,\n916,,,,,23.02,\n917,,,2.64,,,\n918,,,,,23.56,\n919,,3.27,,,,\n920,10.86,,,,,\n921,,4.22,,,,\n922,,,,,,15.03\n923,14.15,,,,,\n924,,,,,,10.36\n925,,4.23,,,,\n926,25.65,,,,,\n927,,3.48,,,,\n928,,,,,,62.34\n929,,20.09,,,,\n930,,29.08,,,,\n931,,,,,174.69,\n932,,37.12,,,,\n933,,,,98.12,,\n934,,,7.1,,,\n935,,,,,108.94,\n936,,26.03,,,,\n937,61.39,34.1,8.47,73.23,108.33,35.1\n938,50.52,,,,,\n939,,38.02,,,,\n940,,,,80.62,,\n941,38.19,,,,,\n942,,,,,,13.11\n943,,,,,,9.76\n944,,,4.41,,,\n945,,,,,24.37,\n946,32.94,,,,,\n947,,,,69.41,,\n948,,,,28.59,,\n949,25.44,,,,,\n950,,,2.52,,,\n951,,,,,,8.89\n952,48.06,,,,,\n953,,18.37,,,,\n954,,,,,60.92,\n955,,,5.47,,,\n956,52.91,,,,,\n957,,,,,210.6,\n958,59.85,,,,,\n959,,26.47,,,,\n960,,,,,153.88,\n961,,,,92.22,,\n962,,,4.57,,,\n963,55.04,,,,,\n964,,20.16,,,,\n965,,,,,74.79,\n966,,,,74.24,,\n967,,,,,49.08,\n968,45.11,,,,,\n969,32.69,,,,,\n970,,,2.84,,,\n971,,,,,,7.93\n972,,,3.35,,,\n973,,,,21.29,,\n974,,21.37,,,,\n975,,17.39,,,,\n976,,12.87,,,,\n977,24.4,,,,,\n978,,,,,,11.27\n979,,19.44,,,,\n980,,,,,,16.99\n981,,,,,108.98,\n982,,12.96,,,,\n983,,,,,56.98,\n984,,,4.21,,,\n985,,,3.54,,,\n986,,,,51.21,,\n987,26.13,,,,,\n988,,,,96.13,,\n989,,16.39,,,,\n990,34.78,,,,,\n991,,,,78.95,,\n992,,,,,47.37,\n993,,12.87,,,,\n994,,13.91,,,,\n995,,,3.63,,,\n996,45.01,,,,,\n997,,,,,,9.71\n998,27.48,,,,,\n999,,,3.25,,,\n1000,,7.82,,,,\n1001,30.89,,,,,\n1002,29.02,,,,,\n1003,,,3.14,,,\n1004,22.45,,,,,\n1005,,,,57.91,,\n1006,22.54,,,,,\n1007,,,3.31,,,\n1008,25.73,,,,,\n1009,18.28,,,,,\n1010,,,2.59,,,\n1011,,,,,34.54,\n1012,,,3.82,,,\n1013,25.87,,,,,\n1014,,27.64,,,,\n1015,,,,,,8.74\n1016,,,,19.14,,\n1017,,,3.16,,,\n1018,,,,22.12,,\n1019,,5.46,,,,\n1020,,,,21.93,,\n1021,16.58,,,,,\n1022,,,,,,10.02\n1023,,,,,38.39,\n1024,,,,,,6.0\n1025,,,,,,4.99\n1026,,,,37.29,,\n1027,,,3.51,,,\n1028,,,,,,7.39\n1029,,,3.84,,,\n1030,,,,36.73,,\n1031,,,3.51,,,\n1032,,6.04,,,,\n1033,,,,13.97,,\n1034,,,,,18.75,\n1035,,,,18.48,,\n1036,,19.91,,,,\n1037,,,,,,7.67\n1038,,,,,,8.28\n1039,,,,19.07,,\n1040,,,,,29.15,\n1041,12.45,,,,,\n1042,,,,,,9.82\n1043,17.55,,,,,\n1044,,,,,,8.66\n1045,,,,26.94,,\n1046,34.05,,,,,\n1047,13.79,,,,,\n1048,,,,53.78,,\n1049,14.84,,,,,\n1050,,3.93,,,,\n1051,,10.58,,,,\n1052,,,,,,6.91\n1053,,,,,,5.49\n1054,,,,15.18,,\n1055,24.92,,,,,\n1056,,,,,,4.16\n1057,,,,13.18,,\n1058,17.52,,,,,\n1059,,13.95,,,,\n1060,,,,14.73,,\n1061,,,,,16.69,\n1062,,,,,,5.45\n1063,,7.24,,,,\n1064,,,,,,6.4\n1065,,,,,,5.68\n1066,10.2,,,,,\n1067,,6.54,,,,\n1068,,,,,,6.56\n1069,,3.56,,,,\n1070,,4.04,,,,\n1071,,,,46.04,,\n1072,23.77,,,,,\n1073,,,,86.06,,\n1074,28.38,,,,,\n1075,23.5,,,,,\n1076,,13.08,,,,\n1077,,,,32.98,,\n1078,16.71,,,,,\n1079,,,4.8,,,\n1080,,,5.3,,,\n1081,21.53,,,,,\n1082,22.95,,,,,\n1083,30.79,,,,,\n1084,,,6.22,,,\n1085,,12.9,,,,\n1086,13.41,,,,,\n1087,,17.4,,,,\n1088,20.66,,,,,\n1089,,,,23.84,,\n1090,,,,23.14,,\n1091,7.46,,,,,\n1092,6.37,,,,,\n1093,,,,,40.7,\n1094,,5.11,,,,\n1095,8.44,,,,,\n1096,,,3.77,,,\n1097,,15.1,,,,\n1098,,,,45.92,,\n1099,10.91,,,,,\n1100,,11.82,,,,\n1101,,,,,,6.37\n1102,,,,,35.57,\n1103,,,,27.21,,\n1104,,,,55.54,,\n1105,,,,,101.18,\n1106,,,6.23,,,\n1107,,,5.69,,,\n1108,,,4.92,,,\n1109,,,,,,7.71\n1110,,,4.07,,,\n1111,22.44,,,,,\n1112,15.43,,,,,\n1113,,,,,27.0,\n1114,,6.37,,,,\n1115,,,,,32.26,\n1116,18.68,,,,,\n1117,27.7,,,,,\n1118,,5.18,,,,\n1119,,,3.7,,,\n1120,,,,122.87,,\n1121,,,,,,30.74\n1122,58.97,,,,,\n1123,,,,101.07,,\n1124,71.48,,,,,\n1125,,,,47.16,,\n1126,,,5.44,,,\n1127,,,3.69,,,\n1128,,18.34,,,,\n1129,,,,,,7.83\n1130,,,,,23.46,\n1131,,,,16.99,,\n1132,,3.7,,,,\n1133,,,,,34.84,\n1134,,,,26.7,,\n1135,,,,31.11,,\n1136,16.16,,,,,\n1137,13.06,,,,,\n1138,,,3.22,,,\n1139,,,,32.67,,\n1140,,,,,,5.31\n1141,,,,,58.77,\n1142,,,,,,6.38\n1143,,,,,42.52,\n1144,17.03,,,,,\n1145,,3.49,,,,\n1146,14.06,,,,,\n1147,,,,,,5.34\n1148,,,,,50.7,\n1149,,18.94,,,,\n1150,,,,,,13.0\n1151,,15.34,,,,\n1152,,,,16.5,,\n1153,,,,,30.79,\n1154,,,,,,7.55\n1155,,,3.53,,,\n1156,,,,,,7.24\n1157,,,,,62.87,\n1158,,,3.68,,,\n1159,59.0,12.68,4.29,122.32,190.66,68.34\n1160,,,3.83,,,\n1161,,,,,104.19,\n1162,,,,,,16.65\n1163,54.6,,,,,\n1164,,37.51,,,,\n1165,,,2.16,,,\n1166,21.45,,,,,\n1167,,,,38.36,,\n1168,,8.14,,,,\n1169,,,2.38,,,\n1170,31.21,,,,,\n1171,,,,,,6.48\n1172,,,,22.07,,\n1173,,,,33.99,,\n1174,,,,,,8.22\n1175,39.72,,,,,\n1176,,9.63,,,,\n1177,,9.14,,,,\n1178,,,,,66.94,\n1179,,,,,27.45,\n1180,,,1.81,,,\n1181,,,,27.89,,\n1182,23.78,,,,,\n1183,,,,,,4.81\n1184,19.44,,,,,\n1185,16.66,,,,,\n1186,,,,,86.31,\n1187,21.16,,,,,\n1188,,23.1,,,,\n1189,,,,,117.91,\n1190,32.0,,,,,\n1191,,14.86,,,,\n1192,,,2.31,,,\n1193,,8.42,,,,\n1194,,7.22,,,,\n1195,,,,,,7.81\n1196,,,,14.91,,\n1197,,,,15.5,,\n1198,,,,,,8.44\n1199,,14.4,,,,\n1200,,,,,38.15,\n1201,,,,,66.49,\n1202,43.88,,,,,\n1203,,16.31,,,,\n1204,,,,,75.92,\n1205,,,,,,7.09\n1206,,,1.75,,,\n1207,,8.11,,,,\n1208,44.8,,,,,\n1209,,8.9,,,,\n1210,,,,,23.27,\n1211,44.88,,,,,\n1212,28.01,,,,,\n1213,,,,,,8.63\n1214,,,1.92,,,\n1215,,,2.33,,,\n1216,,14.15,,,,\n1217,,,,44.4,,\n1218,,6.57,,,,\n1219,,,2.54,,,\n1220,,,2.55,,,\n1221,,,,,,6.11\n1222,29.04,,,,,\n1223,,,3.27,,,\n1224,,,2.96,,,\n1225,,,3.05,,,\n1226,,,,,202.72,\n1227,,,,100.13,,\n1228,,,,105.63,,\n1229,,,,,,27.42\n1230,,,,,,9.2\n1231,67.29,,,,,\n1232,,,,,50.43,\n1233,,,,,64.89,\n1234,,22.16,,,,\n1235,,,,66.45,,\n1236,,13.45,,,,\n1237,,,2.98,,,\n1238,48.62,,,,,\n1239,63.6,,,,,\n1240,,,1.9,,,\n1241,,,,,,9.19\n1242,,22.74,,,,\n1243,,,,,26.91,\n1244,,17.81,,,,\n1245,,16.23,,,,\n1246,,,,29.69,,\n1247,,14.15,,,,\n1248,,,1.68,,,\n1249,34.55,,,,,\n1250,,,,,,7.06\n1251,,6.49,,,,\n1252,,5.56,,,,\n1253,30.12,,,,,\n1254,,,,,18.57,\n1255,,,,16.32,,\n1256,,,1.37,,,\n1257,21.84,,,,,\n1258,,,2.17,,,\n1259,,24.79,,,,\n1260,,15.32,,,,\n1261,16.12,,,,,\n1262,,,,18.03,,\n1263,,12.6,,,,\n1264,,,,,31.63,\n1265,,,1.74,,,\n1266,,,1.86,,,\n1267,,6.05,,,,\n1268,,,,26.07,,\n1269,,,1.96,,,\n1270,,,1.67,,,\n1271,,,,,,7.46\n1272,,6.7,,,,\n1273,,,1.44,,,\n1274,,,,,61.63,\n1275,,12.37,,,,\n1276,,,,,38.96,\n1277,,,,,30.04,\n1278,,,,21.46,,\n1279,,,,,,6.41\n1280,,,,,48.93,\n1281,,,,,51.12,\n1282,,14.49,,,,\n1283,27.14,,,,,\n1284,,8.75,,,,\n1285,,7.66,,,,\n1286,,,,26.4,,\n1287,,,2.07,,,\n1288,,,,,,6.43\n1289,14.66,,,,,\n1290,,7.8,,,,\n1291,,,,42.11,,\n1292,,13.64,,,,\n1293,23.19,,,,,\n1294,,18.04,,,,\n1295,,,,,50.08,\n1296,,,,,,5.09\n1297,,,,,,4.56\n1298,29.59,24.25,1.64,27.07,32.83,5.76\n1299,,,1.44,,,\n1300,,,,32.36,,\n1301,,,,,35.24,\n1302,,,1.77,,,\n1303,,,,,26.5,\n1304,,,1.69,,,\n1305,,,1.63,,,\n1306,16.73,7.25,1.55,13.74,19.51,5.77\n1307,,,,21.85,,\n1308,,,1.73,,,\n1309,,,,27.88,,\n1310,,,,,44.0,\n1311,,,1.53,,,\n1312,29.46,,,,,\n1313,,,1.52,,,\n1314,26.26,,,,,\n1315,42.8,,,,,\n1316,,,1.75,,,\n1317,41.8,,,,,\n1318,,,1.6,,,\n1319,,,,,,16.11\n1320,,,,69.63,,\n1321,,,3.35,,,\n1322,,,4.51,,,\n1323,,19.71,,,,\n1324,,,,,,8.92\n1325,,,,,,7.94\n1326,,,2.49,,,\n1327,,,,,,6.89\n1328,,,1.85,,,\n1329,,,,,,6.06\n1330,,,,64.84,,\n1331,61.29,,,,,\n1332,,,,,,14.84\n1333,,,,31.4,,\n1334,,,,,40.67,\n1335,,,,,33.52,\n1336,,,,26.38,,\n1337,,26.51,,,,\n1338,,,1.19,,,\n1339,,,,,,8.81\n1340,25.58,,,,,\n1341,,,,42.27,,\n1342,,13.29,,,,\n1343,,,,89.67,,\n1344,,,,,45.23,\n1345,,26.41,,,,\n1346,,,1.23,,,\n1347,,,1.24,,,\n1348,,,1.48,,,\n1349,,,1.43,,,\n1350,,11.3,,,,\n1351,,,,37.87,,\n1352,44.6,,,,,\n1353,,,1.26,,,\n1354,,,1.25,,,\n1355,,,1.26,,,\n1356,35.37,,,,,\n1357,25.8,,,,,\n1358,29.66,,,,,\n1359,,,,,,10.49\n1360,43.49,,,,,\n1361,,15.05,,,,\n1362,33.9,,,,,\n1363,,,,,92.4,\n1364,,,,,,8.22\n1365,,24.86,,,,\n1366,,,,,,5.58\n1367,,16.3,,,,\n1368,,,,34.35,,\n1369,,,2.05,,,\n1370,,,,57.57,,\n1371,,,,,64.43,\n1372,,,,,,12.61\n1373,,,,,,9.3\n1374,,,,,,7.72\n1375,,7.22,,,,\n1376,,,,21.64,,\n1377,,,,,,5.24\n1378,,,,76.06,,\n1379,,47.43,,,,\n1380,,,,91.19,,\n1381,,,1.58,,,\n1382,30.76,,,,,\n1383,,,,,264.68,\n1384,,,,,,51.98\n1385,,,,,,22.8\n1386,,,1.65,,,\n1387,,,,,,14.01\n1388,,,,,,9.49\n1389,,21.91,,,,\n1390,,,,,,55.65\n1391,,,,,,77.17\n1392,,30.18,,,,\n1393,,,1.69,,,\n1394,42.41,,,,,\n1395,,,,32.5,,\n1396,50.76,,,,,\n1397,,,,37.83,,\n1398,,,,,77.34,\n1399,,,,,,13.08\n1400,30.02,,,,,\n1401,,,,,35.43,\n1402,,,,,,11.74\n1403,,,1.19,,,\n1404,,10.23,,,,\n1405,,,,,,13.41\n1406,22.8,,,,,\n1407,,22.13,,,,\n1408,,14.36,,,,\n1409,,,,,68.59,\n1410,52.46,,,,,\n1411,,,0.86,,,\n1412,38.58,,,,,\n1413,,,,,,27.49\n1414,45.1,,,,,\n1415,,,,,,18.77\n1416,,,1.5,,,\n1417,,,,,,10.46\n1418,,,,13.94,,\n1419,,,,,,7.24\n1420,,,,,,7.16\n1421,,,,14.17,,\n1422,,,,,,6.55\n1423,,,1.56,,,\n1424,22.88,,,,,\n1425,,,1.27,,,\n1426,,,,,48.62,\n1427,,,1.42,,,\n1428,,,,,,7.64\n1429,,,,45.36,,\n1430,,,,,,5.18\n1431,,10.06,,,,\n1432,,,,,31.08,\n1433,,,,,,10.92\n1434,,,,36.82,,\n1435,,,,24.56,,\n1436,,,,,31.24,\n1437,,6.4,,,,\n1438,,,,,,7.02\n1439,,5.61,,,,\n1440,,,,,28.51,\n1441,,11.91,,,,\n1442,,,,,25.52,\n1443,,,,,,7.13\n1444,,,0.92,,,\n1445,,,,15.67,,\n1446,,,0.92,,,\n1447,,,1.23,,,\n1448,52.84,,,,,\n1449,,,,,52.62,\n1450,,,,,,5.59\n1451,,,,,,4.7\n1452,,,1.25,,,\n1453,,,,50.01,,\n1454,,,1.17,,,\n1455,,9.52,,,,\n1456,,,,,,4.86\n1457,,,,,47.53,\n1458,,,,,64.98,\n1459,,,,24.16,,\n1460,,11.29,,,,\n1461,,,,,35.05,\n1462,57.77,,,,,\n1463,,13.86,,,,\n1464,,10.53,,,,\n1465,57.71,,,,,\n1466,,,,51.35,,\n1467,,,1.46,,,\n1468,,16.82,,,,\n1469,,,,74.92,,\n1470,,,1.02,,,\n1471,,,1.21,,,\n1472,28.94,,,,,\n1473,,,,,,4.56\n1474,,,,,24.78,\n1475,,,0.91,,,\n1476,,9.88,,,,\n1477,,,,20.16,,\n1478,26.11,,,,,\n1479,,,,,,11.68\n1480,,15.81,,,,\n1481,,,,37.53,,\n1482,,,,,37.91,\n1483,,,,21.82,,\n1484,28.84,,,,,\n1485,,,,21.26,,\n1486,17.61,,,,,\n1487,,,,,,8.97\n1488,,,,,,7.98\n1489,,,0.93,,,\n1490,,,,,,11.39\n1491,27.51,,,,,\n1492,24.63,,,,,\n1493,,,,,,10.95\n1494,,40.16,,,,\n1495,,23.11,,,,\n1496,,14.53,,,,\n1497,29.18,,,,,\n1498,,,,19.97,,\n1499,,,5.77,,,\n1500,,7.26,,,,\n1501,,,,,21.56,\n1502,,,,19.63,,\n1503,,,4.96,,,\n1504,,,,,,4.79\n1505,,,,,,1.16\n1506,,,4.99,,,\n1507,23.94,,,,,\n1508,,,,,24.69,\n1509,,13.11,,,,\n1510,,,,,,0.69\n1511,,,5.75,,,\n1512,24.2,,,,,\n1513,,,,,,25.0\n1514,,,5.86,,,\n1515,,,5.55,,,\n1516,,7.07,,,,\n1517,,,5.03,,,\n1518,,,,,,2.46\n1519,,,,,15.22,\n1520,,5.29,,,,\n1521,,,,,,2.48\n1522,,,5.19,,,\n1523,,,,,,5.26\n1524,,,,111.52,,\n1525,30.52,,,,,\n1526,30.49,,,,,\n1527,,,2.55,,,\n1528,,,,24.7,,\n1529,39.08,,,,,\n1530,,8.15,,,,\n1531,,,,,,2.28\n1532,,,2.35,,,\n1533,,,,26.9,,\n1534,,,,65.28,,\n1535,,,,,,11.86\n1536,,26.39,,,,\n1537,,,2.64,,,\n1538,,,,,15.15,\n1539,,6.46,,,,\n1540,,,,,23.41,\n1541,,,,,29.61,\n1542,,,,,,2.4\n1543,,,,41.44,,\n1544,,,,,,3.21\n1545,,,,71.45,,\n1546,,,,,,2.34\n1547,,,,30.16,,\n1548,,,2.5,,,\n1549,,,,,55.28,\n1550,,22.52,,,,\n1551,,,,,29.44,\n1552,,,,28.57,,\n1553,,,2.97,,,\n1554,,,,,,3.15\n1555,,,2.98,,,\n1556,,4.76,,,,\n1557,,5.14,,,,\n1558,,4.75,,,,\n1559,49.88,,,,,\n1560,,,,,,3.69\n1561,,,,,,15.79\n1562,,,2.8,,,\n1563,,7.82,,,,\n1564,,,,,,8.68\n1565,,,,22.37,,\n1566,,,,,,2.57\n1567,,,,16.4,,\n1568,,,,,21.88,\n1569,,,2.96,,,\n1570,,,,,,1.94\n1571,,,,64.06,,\n1572,,,,,168.83,\n1573,,,,156.02,,\n1574,,,,,159.37,\n1575,76.71,,,,,\n1576,,,2.43,,,\n1577,,,,,55.59,\n1578,73.55,,,,,\n1579,,6.98,,,,\n1580,,,,,56.38,\n1581,,,2.67,,,\n1582,,11.64,,,,\n1583,,9.91,,,,\n1584,,,,,,2.18\n1585,,,,,,2.08\n1586,,5.1,,,,\n1587,,5.17,,,,\n1588,,,,30.53,,\n1589,48.58,4.47,2.81,25.39,27.85,2.46\n1590,55.61,,,,,\n1591,,,,,,96.19\n1592,,,3.34,,,\n1593,,,3.38,,,\n1594,,4.7,,,,\n1595,,,2.96,,,\n1596,,,2.93,,,\n1597,67.37,,,,,\n1598,,,2.94,,,\n1599,,,,,,12.29\n1600,,,,85.13,,\n1601,,,,,,12.96\n1602,,,,,,29.81\n1603,,,,,21.28,\n1604,,,,,46.47,\n1605,,,,,,6.72\n1606,,,,70.72,,\n1607,,,2.59,,,\n1608,,,,66.3,,\n1609,33.99,,,,,\n1610,,,,12.55,,\n1611,,,,,17.82,\n1612,,,,,,8.86\n1613,,,2.52,,,\n1614,18.69,,,,,\n1615,,,,,30.85,\n1616,,,2.31,,,\n1617,,8.41,,,,\n1618,,,2.64,,,\n1619,,,,,23.51,\n1620,,5.18,,,,\n1621,35.51,,,,,\n1622,25.12,,,,,\n1623,,,,,,9.08\n1624,,,,,87.27,\n1625,,4.26,,,,\n1626,,,,,79.13,\n1627,,,,,,2.44\n1628,,,,30.17,,\n1629,,,,34.48,,\n1630,,,,26.29,,\n1631,,,,17.86,,\n1632,21.81,,,,,\n1633,,4.8,,,,\n1634,24.36,,,,,\n1635,,,,,72.22,\n1636,,,2.89,,,\n1637,,,,,33.31,\n1638,,,,26.58,,\n1639,,,,,,4.51\n1640,,8.06,,,,\n1641,,,3.2,,,\n1642,,,,11.65,,\n1643,26.15,,,,,\n1644,,,,,,2.92\n1645,,,3.38,,,\n1646,,,3.42,,,\n1647,,,,11.2,,\n1648,,,,,,6.19\n1649,,,,,31.6,\n1650,,,2.44,,,\n1651,17.42,,,,,\n1652,,,,,,6.95\n1653,,,,,95.59,\n1654,,,,,53.59,\n1655,,4.23,,,,\n1656,23.55,,,,,\n1657,,,,,,10.54\n1658,,,,,44.51,\n1659,,,,37.36,,\n1660,,,2.43,,,\n1661,,4.69,,,,\n1662,,4.81,,,,\n1663,,,,,40.94,\n1664,,,2.46,,,\n1665,,,,26.51,,\n1666,,5.49,,,,\n1667,,,,,,3.94\n1668,,,,30.41,,\n1669,,,,,,8.27\n1670,,,,45.01,,\n1671,,,,,,3.12\n1672,,,,,12.55,\n1673,,,,,14.65,\n1674,25.06,,,,,\n1675,34.92,,,,,\n1676,,,,,,1.86\n1677,,,3.04,,,\n1678,,,,19.01,,\n1679,,4.86,,,,\n1680,,,,44.48,,\n1681,,,2.93,,,\n1682,,,2.99,,,\n1683,,,3.1,,,\n1684,,,4.34,,,\n1685,,,5.44,,,\n1686,,,,,,1.19\n1687,,,4.38,,,\n1688,41.29,,,,,\n1689,,,,,,2.81\n1690,,,,62.34,,\n1691,,4.66,,,,\n1692,,,,52.32,,\n1693,,,,27.52,,\n1694,,,,,37.85,\n1695,,,,13.72,,\n1696,,6.14,,,,\n1697,,5.82,,,,\n1698,,,,,11.34,\n1699,,,,,11.83,\n1700,,,3.11,,,\n1701,,,,,17.26,\n1702,,,,20.49,,\n1703,34.37,,,,,\n1704,,,,,,5.93\n1705,,,,,193.73,\n1706,,,,137.12,,\n1707,,4.75,,,,\n1708,,,,,104.31,\n1709,,,3.19,,,\n1710,,,,,63.17,\n1711,,,3.23,,,\n1712,,,,,,2.66\n1713,,,,,,9.08\n1714,,6.54,,,,\n1715,,,3.45,,,\n1716,,,,,,23.33\n1717,,,,48.34,,\n1718,24.88,,,,,\n1719,35.92,,,,,\n1720,,5.75,,,,\n1721,,,,,,5.15\n1722,,,,,,2.96\n1723,,,3.24,,,\n1724,,5.13,,,,\n1725,,4.44,,,,\n1726,,4.82,,,,\n1727,,,,,88.5,\n1728,,4.55,,,,\n1729,,,,135.57,,\n1730,,,,,176.54,\n1731,,,,,,18.0\n1732,,,3.3,,,\n1733,,,3.69,,,\n1734,,,,,70.31,\n1735,,11.63,,,,\n1736,,,4.14,,,\n1737,,,,67.85,,\n1738,,12.6,,,,\n1739,,,,32.46,,\n1740,,,,,24.97,\n1741,,,,,,2.51\n1742,43.56,,,,,\n1743,,,,,168.32,\n1744,,,,,,16.59\n1745,61.17,,,,,\n1746,,,,,,33.42\n1747,,,,,,1.74\n1748,,5.25,,,,\n1749,,7.74,,,,\n1750,,,,43.68,,\n1751,,,3.22,,,\n1752,,,3.14,,,\n1753,,,,18.07,,\n1754,,,,19.46,,\n1755,,,,,,3.79\n1756,,,4.11,,,\n1757,,,,,31.43,\n1758,,,,28.13,,\n1759,,,,,,2.8\n1760,,,3.68,,,\n1761,,4.44,,,,\n1762,,4.35,,,,\n1763,,,,,,1.37\n1764,39.2,,,,,\n1765,,,2.94,,,\n1766,,,,41.65,,\n1767,33.73,,,,,\n1768,,5.01,,,,\n1769,,,,,14.68,\n1770,,,,,17.63,\n1771,,5.83,,,,\n1772,,,2.98,,,\n1773,17.52,,,,,\n1774,,9.58,,,,\n1775,,,2.63,,,\n1776,,,3.18,,,\n1777,,,,,,0.88\n1778,,,,,,1.02\n1779,,,,42.5,,\n1780,,4.44,,,,\n1781,,4.63,,,,\n1782,,,,37.93,,\n1783,,,,,,2.36\n1784,,4.97,,,,\n1785,,4.61,,,,\n1786,,,,,,46.2\n1787,,,,69.73,,\n1788,,,,41.14,,\n1789,,,,,,7.04\n1790,26.82,,,,,\n1791,,,,,,2.03\n1792,,,,,10.47,\n1793,24.6,,,,,\n1794,,,,,14.16,\n1795,,,2.65,,,\n1796,27.59,,,,,\n1797,,11.22,,,,\n1798,27.49,,,,,\n1799,,,,12.9,,\n1800,,12.81,,,,\n1801,,,,11.4,,\n1802,,,,,,3.64\n1803,,,,,17.76,\n1804,17.33,,,,,\n1805,,3.62,,,,\n1806,,,,32.96,,\n1807,,3.16,,,,\n1808,,,,,35.82,\n1809,18.19,,,,,\n1810,16.56,,,,,\n1811,17.72,,,,,\n1812,,,,,30.97,\n1813,,,,17.99,,\n1814,16.01,,,,,\n1815,,,,,16.86,\n1816,,,2.95,,,\n1817,,,,,,5.65\n1818,,,,,,1.58\n1819,,,,,,1.41\n1820,,,,,8.87,\n1821,15.1,10.96,3.54,9.4,11.48,2.08\n1822,,,,10.51,,\n1823,,,,9.26,,\n1824,,,,,12.11,\n1825,,,,,,1.18\n1826,20.15,,,,,\n1827,,,,,54.75,\n1828,39.6,,,,,\n1829,,,,15.92,,\n1830,,,,13.48,,\n1831,,,,,,5.13\n1832,,,,,,5.56\n1833,,,,,,6.62\n1834,,,,,,8.82\n1835,,,,,,25.68\n1836,74.14,,,,,\n1837,,30.67,,,,\n1838,54.15,,,,,\n1839,43.51,,,,,\n1840,,,,35.31,,\n1841,37.32,,,,,\n1842,,,3.27,,,\n1843,,13.08,,,,\n1844,,,,,,17.45\n1845,,,,,128.94,\n1846,,,3.12,,,\n1847,,17.18,,,,\n1848,36.72,,,,,\n1849,,,3.2,,,\n1850,,9.96,,,,\n1851,,,3.26,,,\n1852,,,,,,5.98\n1853,,,,,,5.11\n1854,,,,14.8,,\n1855,,,3.33,,,\n1856,20.71,,,,,\n1857,,,,,38.11,\n1858,46.24,,,,,\n1859,,,3.29,,,\n1860,,,,,46.23,\n1861,51.56,,,,,\n1862,,,,,,4.74\n1863,,27.14,,,,\n1864,,,,25.26,,\n1865,,,3.6,,,\n1866,,,,,54.08,\n1867,,19.92,,,,\n1868,,,,,25.14,\n1869,21.75,,,,,\n1870,,,,,34.68,\n1871,44.18,,,,,\n1872,,,,20.06,,\n1873,37.18,,,,,\n1874,,,,,23.7,\n1875,,,,16.57,,\n1876,,,,,30.21,\n1877,43.62,,,,,\n1878,,24.23,,,,\n1879,49.58,18.23,3.39,30.99,36.21,5.22\n1880,,28.94,,,,\n1881,,,,38.62,,\n1882,,,,,,5.82\n1883,,,3.46,,,\n1884,,,,,31.32,\n1885,,,,27.21,,\n1886,,17.82,,,,\n1887,,11.22,,,,\n1888,,,,17.18,,\n1889,,,,,26.83,\n1890,27.98,,,,,\n1891,47.08,,,,,\n1892,,,,,28.12,\n1893,,,,,,6.07\n1894,,,,,30.09,\n1895,,9.32,,,,\n1896,,,3.24,,,\n1897,,,,35.27,,\n1898,,,,29.3,,\n1899,26.34,,,,,\n1900,,,,,34.31,\n1901,19.59,,,,,\n1902,,,,22.53,,\n1903,,,,,,4.83\n1904,,,3.13,,,\n1905,,,,11.52,,\n1906,,,,10.15,,\n1907,,,,32.77,,\n1908,,,,,27.9,\n1909,,,,,23.42,\n1910,,,3.12,,,\n1911,15.97,,,,,\n1912,15.0,,,,,\n1913,,,,20.92,,\n1914,,,,,35.56,\n1915,24.75,,,,,\n1916,,,,,,9.19\n1917,,,3.03,,,\n1918,,,,,34.83,\n1919,,,,,40.9,\n1920,,,,,50.63,\n1921,15.78,,,,,\n1922,,,,,,7.77\n1923,,,,,,6.49\n1924,,,3.37,,,\n1925,,,,,,4.53\n1926,15.91,,,,,\n1927,,,3.48,,,\n1928,14.87,,,,,\n1929,,,,,,7.34\n1930,,,,,,6.95\n1931,26.65,,,,,\n1932,28.76,,,,,\n1933,,6.18,,,,\n1934,,,,16.45,,\n1935,,,,,,6.33\n1936,,,,,,7.13\n1937,,,,33.63,,\n1938,28.31,,,,,\n1939,,,4.05,,,\n1940,36.37,,,,,\n1941,34.97,,,,,\n1942,,,,,,4.6\n1943,,,,55.18,,\n1944,,,,,,5.24\n1945,,,,37.9,,\n1946,58.9,,,,,\n1947,,,,37.99,,\n1948,,,4.25,,,\n1949,,31.02,,,,\n1950,,,,,101.61,\n1951,,,,,,9.54\n1952,31.36,,,,,\n1953,,15.46,,,,\n1954,,,4.23,,,\n1955,,,,12.08,,\n1956,,,3.98,,,\n1957,,7.3,,,,\n1958,31.14,,,,,\n1959,,15.15,,,,\n1960,,,,25.69,,\n1961,,,,,38.42,\n1962,,,4.61,,,\n1963,,,,,83.19,\n1964,,,4.87,,,\n1965,,,4.64,,,\n1966,,23.85,,,,\n1967,,,,40.8,,\n1968,,21.68,,,,\n1969,,,4.4,,,\n1970,,,,49.65,,\n1971,,,,,,8.62\n1972,,,,,26.74,\n1973,45.58,,,,,\n1974,50.16,,,,,\n1975,,,,,18.14,\n1976,,,,15.29,,\n1977,43.26,,,,,\n1978,35.35,,,,,\n1979,,,,,38.85,\n1980,,21.85,,,,\n1981,,34.24,,,,\n1982,,,,65.41,,\n1983,,,,42.6,,\n1984,,34.54,,,,\n1985,,,,,,5.81\n1986,62.06,,,,,\n1987,,32.2,,,,\n1988,,48.77,,,,\n1989,,35.22,,,,\n1990,,44.09,,,,\n1991,,,,,116.55,\n1992,,26.8,,,,\n1993,29.19,,,,,\n1994,,,3.96,,,\n1995,,,,,,6.5\n1996,,,,14.59,,\n1997,,,,15.97,,\n1998,27.6,,,,,\n1999,,,3.29,,,\n2000,,,,,,5.53\n2001,,,3.52,,,\n2002,24.38,,,,,\n2003,28.54,22.54,4.88,53.85,59.77,5.92\n2004,,,,,,6.34\n2005,44.05,,,,,\n2006,,,4.11,,,\n2007,,,,109.74,,\n2008,,,,85.3,,\n2009,,,,60.94,,\n2010,,,,,47.24,\n2011,,,,,,4.92\n2012,,18.94,,,,\n2013,,,,,,39.0\n2014,,,,,153.99,\n2015,,,,103.39,,\n2016,,,,71.89,,\n2017,,20.82,,,,\n2018,,,,,,7.98\n2019,35.62,,,,,\n2020,,15.64,,,,\n2021,,,3.57,,,\n2022,,,3.59,,,\n2023,,,,14.84,,\n2024,,,,22.19,,\n2025,,,,,41.7,\n2026,,,,,59.05,\n2027,,,,,77.46,\n2028,,22.78,,,,\n2029,62.91,,,,,\n2030,,,,64.48,,\n2031,63.4,,,,,\n2032,41.04,21.12,3.81,28.03,32.96,4.93\n2033,,,,,34.63,\n2034,,42.11,,,,\n2035,,29.19,,,,\n2036,,,,,23.2,\n2037,,,,13.36,,\n2038,,,,13.41,,\n2039,,,,,,5.55\n2040,29.31,,,,,\n2041,,,3.87,,,\n2042,,,,14.38,,\n2043,47.12,,,,,\n2044,,,,,26.75,\n2045,33.09,,,,,\n2046,,,,27.4,,\n2047,,,4.09,,,\n2048,,,4.08,,,\n2049,,24.48,,,,\n2050,,,3.99,,,\n2051,,10.18,,,,\n2052,,,3.48,,,\n2053,,,,,,4.37\n2054,,7.37,,,,\n2055,,,,,,4.34\n2056,,6.49,,,,\n2057,28.1,,,,,\n2058,,20.19,,,,\n2059,,,,,16.08,\n2060,,14.09,,,,\n2061,,,,,15.76,\n2062,,,,10.38,,\n2063,,,,10.97,,\n2064,,,,14.0,,\n2065,16.46,,,,,\n2066,,,,,,6.13\n2067,30.99,,,,,\n2068,,,3.17,,,\n2069,,,,,34.28,\n2070,44.49,,,,,\n2071,,,,,42.89,\n2072,,18.97,,,,\n2073,,,,42.85,,\n2074,,,2.96,,,\n2075,,,,,,4.39\n2076,,,2.86,,,\n2077,,23.14,,,,\n2078,41.36,,,,,\n2079,40.47,,,,,\n2080,,,3.32,,,\n2081,,30.83,,,,\n2082,32.05,,,,,\n2083,,,,,20.86,\n2084,,,,,,5.62\n2085,,,,13.04,,\n2086,,,,15.87,,\n2087,,,3.69,,,\n2088,,,3.53,,,\n2089,,6.63,,,,\n2090,,,,25.51,,\n2091,,,,56.04,,\n2092,,14.84,,,,\n2093,,,,,82.7,\n2094,95.36,,,,,\n2095,,11.58,,,,\n2096,66.27,,,,,\n2097,,,,,,4.83\n2098,,,,,30.23,\n2099,,10.59,,,,\n2100,40.42,,,,,\n2101,,17.42,,,,\n2102,,,,,,6.67\n2103,,,,46.74,,\n2104,,,,,,12.87\n2105,33.34,,,,,\n2106,,11.96,,,,\n2107,30.65,,,,,\n2108,,,,,,6.4\n2109,,9.09,,,,\n2110,,,,,,5.39\n2111,,,,13.32,,\n2112,,7.98,,,,\n2113,,,,,22.24,\n2114,,,,,,6.08\n2115,,9.43,,,,\n2116,,,,,,5.58\n2117,70.16,,,,,\n2118,,,,39.35,,\n2119,,,,57.29,,\n2120,,,,,46.19,\n2121,,,,,39.97,\n2122,,9.44,,,,\n2123,,,3.86,,,\n2124,,,,35.03,,\n2125,,,,,,5.28\n2126,50.3,,,,,\n2127,43.86,,,,,\n2128,58.61,,,,,\n2129,,28.76,,,,\n2130,,,3.8,,,\n2131,,13.39,,,,\n2132,,,,,,6.22\n2133,,,,,19.02,\n2134,,8.99,,,,\n2135,,10.56,,,,\n2136,,,3.86,,,\n2137,,,,,,6.09\n2138,,,,,,6.64\n2139,,,,42.86,,\n2140,,,,,46.47,\n2141,,,,,39.13,\n2142,,,3.83,,,\n2143,67.26,,,,,\n2144,,,,,27.91,\n2145,,23.85,,,,\n2146,,,3.73,,,\n2147,,27.32,,,,\n2148,,,,24.68,,\n2149,,,,29.85,,\n2150,,,,50.91,,\n2151,,,,,75.82,\n2152,51.54,,,,,\n2153,,,3.85,,,\n2154,,30.43,,,,\n2155,,30.87,,,,\n2156,,,,15.59,,\n2157,,,4.0,,,\n2158,,,,,,5.11\n2159,,,,,,4.52\n2160,,,,13.44,,\n2161,,,,36.73,,\n2162,,,,,,8.36\n2163,23.55,,,,,\n2164,46.74,,,,,\n2165,47.21,,,,,\n2166,,,,,71.16,\n2167,56.15,,,,,\n2168,48.7,,,,,\n2169,44.23,,,,,\n2170,38.7,,,,,\n2171,,,5.21,,,\n2172,26.63,,,,,\n2173,,37.02,,,,\n2174,44.81,,,,,\n2175,,,,18.31,,\n2176,,,,,20.46,\n2177,,,,,22.51,\n2178,,,4.46,,,\n2179,,19.9,,,,\n2180,,,,,,5.39\n2181,,,,20.42,,\n2182,,,,,29.16,\n2183,,,4.28,,,\n2184,,31.93,,,,\n2185,,22.5,,,,\n2186,62.32,19.3,4.59,60.47,66.3,5.83\n2187,,,5.68,,,\n2188,,,,37.21,,\n2189,,,,26.46,,\n2190,,12.41,,,,\n2191,,,,34.78,,\n2192,,,4.93,,,\n2193,,,,,38.97,\n2194,,,,,35.11,\n2195,,,4.39,,,\n2196,,,,61.03,,\n2197,,43.75,,,,\n2198,,,,,,9.0\n2199,28.63,,,,,\n2200,38.37,,,,,\n2201,40.16,,,,,\n2202,38.12,,,,,\n2203,,,4.45,,,\n2204,,,4.28,,,\n2205,,,,,28.91,\n2206,,,,,,6.0\n2207,38.03,,,,,\n2208,,,3.76,,,\n2209,,7.05,,,,\n2210,,,4.25,,,\n2211,,,,,53.82,\n2212,,8.57,,,,\n2213,,19.8,,,,\n2214,,14.62,,,,\n2215,,,,,,5.46\n2216,,30.84,,,,\n2217,,,,,,5.45\n2218,,21.49,,,,\n2219,37.79,,,,,\n2220,44.03,,,,,\n2221,,,,35.16,,\n2222,,14.43,,,,\n2223,,,4.27,,,\n2224,32.38,,,,,\n2225,,,4.04,,,\n2226,,,,15.69,,\n2227,,,,,25.29,\n2228,,,,,32.16,\n2229,,,,,46.9,\n2230,,,,35.88,,\n2231,,38.82,,,,\n2232,61.74,,,,,\n2233,57.9,,,,,\n2234,,,3.48,,,\n2235,,,3.44,,,\n2236,,18.39,,,,\n2237,,,,,16.5,\n2238,21.55,,,,,\n2239,,,3.35,,,\n2240,,,,12.92,,\n2241,,,2.79,,,\n2242,,,,19.3,,\n2243,,,,,35.23,\n2244,,,3.42,,,\n2245,,,,29.28,,\n2246,,,,,33.99,\n2247,,,,,,4.89\n2248,,,,,39.23,\n2249,,,,,,4.35\n2250,,,3.51,,,\n2251,,,,17.07,,\n2252,,16.57,,,,\n2253,,,,,15.87,\n2254,17.45,,,,,\n2255,,,3.34,,,\n2256,27.13,,,,,\n2257,,,3.64,,,\n2258,,21.26,,,,\n2259,,,,,,7.4\n2260,,,,,30.37,\n2261,33.04,,,,,\n2262,,,,,,5.39\n2263,,,3.42,,,\n2264,,,,18.66,,\n2265,,,,17.22,,\n2266,,,3.07,,,\n2267,,,,37.95,,\n2268,,,,79.86,,\n2269,,,,,103.46,\n2270,45.32,,,,,\n2271,,,4.56,,,\n2272,,,,,,30.73\n2273,53.19,,,,,\n2274,,,,,,5.96\n2275,,,,48.8,,\n2276,,28.71,,,,\n2277,,,4.07,,,\n2278,47.48,,,,,\n2279,,,,,,8.42\n2280,,,3.59,,,\n2281,,,3.63,,,\n2282,,,3.63,,,\n2283,,,,,,4.96\n2284,,,,11.88,,\n2285,,,,12.55,,\n2286,,7.36,,,,\n2287,,,,27.69,,\n2288,,20.93,,,,\n2289,48.68,,,,,\n2290,,,3.92,,,\n2291,,,,137.1,,\n2292,,,,,,59.4\n2293,84.36,33.76,4.29,200.42,340.65,140.23\n2294,,,,168.57,,\n2295,,,4.98,,,\n2296,63.28,,,,,\n2297,,,,,,5.44\n2298,,,,,,6.72\n2299,,,,,,18.42\n2300,,,,,159.63,\n2301,,,,,,77.78\n2302,,50.91,,,,\n2303,,42.3,,,,\n2304,,,,,81.88,\n2305,,23.42,,,,\n2306,,,4.33,,,\n2307,,,,22.94,,\n2308,,27.05,,,,\n2309,,,3.88,,,\n2310,64.64,,,,,\n2311,,,3.06,,,\n2312,,,,,27.99,\n2313,,,,16.98,,\n2314,31.56,,,,,\n2315,,,,,,4.2\n2316,,10.16,,,,\n2317,,7.12,,,,\n2318,,,,,,5.81\n2319,,7.05,,,,\n2320,,,,,,5.71\n2321,,,,,15.63,\n2322,,,,,17.49,\n2323,,,3.42,,,\n2324,15.9,,,,,\n2325,,,3.29,,,\n2326,,,,21.77,,\n2327,24.95,,,,,\n2328,21.92,,,,,\n2329,,11.42,,,,\n2330,,,,,,5.07\n2331,,22.68,,,,\n2332,,,,80.14,,\n2333,24.49,,,,,\n2334,,,4.0,,,\n2335,,,,,,4.98\n2336,,15.38,,,,\n2337,,21.12,,,,\n2338,,,,49.67,,\n2339,,,,,,21.12\n2340,,28.39,,,,\n2341,,,,,48.84,\n2342,,,3.43,,,\n2343,,,,25.73,,\n2344,,,4.39,,,\n2345,,,,,27.34,\n2346,,,5.06,,,\n2347,42.04,,,,,\n2348,,,,22.03,,\n2349,,,,24.31,,\n2350,,,,26.96,,\n2351,,,,,,9.03\n2352,,,,,45.48,\n2353,,15.91,,,,\n2354,,,,,69.87,\n2355,,,,,68.89,\n2356,,,,,65.84,\n2357,,,,,45.98,\n2358,,11.61,,,,\n2359,,,4.68,,,\n2360,,,4.15,,,\n2361,19.34,,,,,\n2362,,20.14,,,,\n2363,30.54,,,,,\n2364,,27.03,,,,\n2365,,,,,30.19,\n2366,39.08,,,,,\n2367,,,,,,5.97\n2368,,,3.76,,,\n2369,,,,17.25,,\n2370,,,,,25.56,\n2371,,,,,,6.0\n2372,,,,23.91,,\n2373,,,,,34.35,\n2374,,7.59,,,,\n2375,,,4.37,,,\n2376,,,5.31,,,\n2377,,,5.12,,,\n2378,,,,,,6.45\n2379,,,,,60.19,\n2380,,,3.52,,,\n2381,,,,42.65,,\n2382,34.41,,,,,\n2383,,,,,,4.73\n2384,33.2,,,,,\n2385,,,,,,12.4\n2386,,,,29.32,,\n2387,,,,18.91,,\n2388,,,,14.54,,\n2389,,,,,17.05,\n2390,,6.33,,,,\n2391,29.95,,,,,\n2392,,,,29.25,,\n2393,,6.94,,,,\n2394,,,,,,41.84\n2395,,,,,198.97,\n2396,,,,,,7.22\n2397,,24.95,,,,\n2398,,,3.23,,,\n2399,56.67,,,,,\n2400,45.99,,,,,\n2401,,,2.88,,,\n2402,44.24,,,,,\n2403,,17.84,,,,\n2404,,,,,90.72,\n2405,44.14,,,,,\n2406,,,,,111.56,\n2407,,,2.87,,,\n2408,31.97,,,,,\n2409,,8.42,,,,\n2410,,,0.77,,,\n2411,15.34,,,,,\n2412,,,,,52.02,\n2413,,14.73,,,,\n2414,,,,56.07,,\n2415,,13.25,,,,\n2416,,,,,49.85,\n2417,,,2.66,,,\n2418,,11.75,,,,\n2419,,,,,49.59,\n2420,,,,,,5.12\n2421,37.51,,,,,\n2422,39.91,36.29,2.55,84.54,115.62,31.08\n2423,,31.82,,,,\n2424,33.06,,,,,\n2425,,8.77,,,,\n2426,,,,22.48,,\n2427,,,,18.04,,\n2428,23.38,,,,,\n2429,,,,,39.93,\n2430,26.76,,,,,\n2431,,,,,125.17,\n2432,,,,,228.32,\n2433,,,,,,116.88\n2434,,15.56,,,,\n2435,,,,,,74.12\n2436,,,,,,13.45\n2437,,,,,66.33,\n2438,46.36,,,,,\n2439,,,2.78,,,\n2440,,,,,,17.02\n2441,28.87,,,,,\n2442,,,,30.26,,\n2443,,,,,32.21,\n2444,,,,,28.16,\n2445,28.34,,,,,\n2446,,,,17.23,,\n2447,,,,,29.07,\n2448,,,,,,5.73\n2449,,,,,75.13,\n2450,45.83,6.74,3.53,130.16,150.74,20.58\n2451,,,,155.93,,\n2452,74.01,,,,,\n2453,,28.05,,,,\n2454,,,,114.55,,\n2455,,,,,84.65,\n2456,,,,71.23,,\n2457,61.97,,,,,\n2458,,,,,63.28,\n2459,53.95,,,,,\n2460,,,3.77,,,\n2461,,37.15,,,,\n2462,,,,78.09,,\n2463,,,,,67.97,\n2464,,,,,,7.15\n2465,,,4.07,,,\n2466,38.62,,,,,\n2467,,,,27.69,,\n2468,,,5.16,,,\n2469,,,,,40.32,\n2470,,,,,,8.09\n2471,,,,,,9.46\n2472,,20.34,,,,\n2473,,,4.25,,,\n2474,,,,62.0,,\n2475,,,,,,8.13\n2476,80.66,,,,,\n2477,,,,,,6.62\n2478,,,,,,6.44\n2479,,,4.75,,,\n2480,,51.55,,,,\n2481,56.33,,,,,\n2482,49.12,,,,,\n2483,,,,96.89,,\n2484,,,,,,9.89\n2485,,,4.16,,,\n2486,56.97,36.93,4.05,12.08,17.56,5.48\n2487,,,,14.49,,\n2488,,,,18.07,,\n2489,,,,,,6.58\n2490,,,,,23.27,\n2491,,,4.22,,,\n2492,40.6,,,,,\n2493,,8.29,,,,\n2494,,,,,115.55,\n2495,,,,,,24.56\n2496,,27.23,,,,\n2497,,33.42,,,,\n2498,,,,,,5.33\n2499,,,4.1,,,\n2500,,,,,,4.79\n2501,,,4.18,,,\n2502,,,,18.45,,\n2503,31.72,,,,,\n2504,30.74,,,,,\n2505,29.96,,,,,\n2506,,,3.84,,,\n2507,,45.99,,,,\n2508,42.51,39.74,3.67,54.54,67.84,13.3\n2509,,,,45.33,,\n2510,,,,16.53,,\n2511,42.76,,,,,\n2512,,,,,25.61,\n2513,,9.32,,,,\n2514,,8.85,,,,\n2515,,,3.44,,,\n2516,,,3.24,,,\n2517,81.7,,,,,\n2518,62.82,,,,,\n2519,46.37,,,,,\n2520,,,,27.46,,\n2521,27.75,,,,,\n2522,28.58,,,,,\n2523,,,,,18.55,\n2524,,,,7.88,,\n2525,,,,,12.53,\n2526,,,2.29,,,\n2527,,29.15,,,,\n2528,,,,14.05,,\n2529,,,,,,5.22\n2530,,,,12.33,,\n2531,45.5,,,,,\n2532,,,,,,5.24\n2533,,,,,,5.94\n2534,,10.15,,,,\n2535,,,2.65,,,\n2536,,,,66.0,,\n2537,,,,,70.92,\n2538,,,,48.16,,\n2539,,,,47.34,,\n2540,,,,57.95,,\n2541,,,,,42.93,\n2542,41.12,,,,,\n2543,,,,,27.22,\n2544,,18.34,,,,\n2545,,,,,65.77,\n2546,,,,,,12.39\n2547,,,,,,9.96\n2548,,26.94,,,,\n2549,,,,34.83,,\n2550,73.9,45.92,3.46,41.07,48.83,7.76\n2551,,,,31.09,,\n2552,,,,,,5.1\n2553,,,,,31.7,\n2554,,,,,26.97,\n2555,,26.9,,,,\n2556,,,,27.16,,\n2557,28.73,,,,,\n2558,,19.38,,,,\n2559,,,,,23.41,\n2560,,12.46,,,,\n2561,,12.56,,,,\n2562,39.03,,,,,\n2563,,,,,28.55,\n2564,,,,37.15,,\n2565,,,3.65,,,\n2566,,9.82,,,,\n2567,,,,,,5.21\n2568,,16.23,,,,\n2569,,13.78,,,,\n2570,,,,,33.78,\n2571,,,,23.51,,\n2572,,,3.5,,,\n2573,21.75,,,,,\n2574,18.41,,,,,\n2575,26.95,,,,,\n2576,,,2.98,,,\n2577,,,,12.42,,\n2578,,10.59,,,,\n2579,44.88,,,,,\n2580,,,3.18,,,\n2581,,,,,40.45,\n2582,,,,,33.89,\n2583,,,2.81,,,\n2584,,13.0,,,,\n2585,,,,26.69,,\n2586,,22.02,,,,\n2587,,22.19,,,,\n2588,,,,,,4.45\n2589,34.42,,,,,\n2590,,,,,,7.57\n2591,,,,,,5.96\n2592,,,,,,5.69\n2593,,,,,,6.07\n2594,,,,17.27,,\n2595,,,,,20.66,\n2596,44.56,,,,,\n2597,,,,,23.5,\n2598,,,,,,5.67\n2599,,,,,67.99,\n2600,,12.52,,,,\n2601,,,3.59,,,\n2602,,,,,,11.42\n2603,,,,160.0,,\n2604,,,,,404.49,\n2605,,,,143.94,,\n2606,,28.72,,,,\n2607,,,,127.56,,\n2608,,,,,88.43,\n2609,,,,,27.98,\n2610,,,,,,11.24\n2611,,,,,,12.14\n2612,55.55,,,,,\n2613,,,,,73.04,\n2614,,,3.34,,,\n2615,55.22,,,,,\n2616,,,,22.1,,\n2617,,,3.57,,,\n2618,,,,,,10.17\n2619,,,,85.76,,\n2620,,,3.76,,,\n2621,,,,,115.62,\n2622,,,,,107.91,\n2623,,,4.59,,,\n2624,,,3.94,,,\n2625,,,,,49.13,\n2626,,,,,94.7,\n2627,,20.92,,,,\n2628,,29.08,,,,\n2629,,,3.6,,,\n2630,49.59,,,,,\n2631,,,,,25.66,\n2632,,,3.18,,,\n2633,,,3.25,,,\n2634,,,,19.19,,\n2635,56.36,,,,,\n2636,,,3.26,,,\n2637,,,,,50.32,\n2638,,,3.47,,,\n2639,76.51,,,,,\n2640,,,,,,5.39\n2641,,,,,95.98,\n2642,,,3.99,,,\n2643,,,,,,19.68\n2644,,,,,155.85,\n2645,65.66,,,,,\n2646,,32.62,,,,\n2647,,,,,,7.01\n2648,,,,,139.14,\n2649,,49.22,,,,\n2650,,,,,99.78,\n2651,,,,37.42,,\n2652,,,3.72,,,\n2653,,,,,,6.12\n2654,,,,,25.64,\n2655,,,4.04,,,\n2656,,,,,26.53,\n2657,,,,,,8.39\n2658,,,,51.98,,\n2659,,,4.06,,,\n2660,,20.8,,,,\n2661,84.0,18.2,4.27,121.24,141.87,20.63\n2662,,,,111.53,,\n2663,70.43,,,,,\n2664,,,5.75,,,\n2665,,,,,84.01,\n2666,,,,,,5.94\n2667,,,4.51,,,\n2668,70.1,,,,,\n2669,,22.7,,,,\n2670,60.85,,,,,\n2671,,54.76,,,,\n2672,,,,,103.73,\n2673,,,4.41,,,\n2674,,,,35.12,,\n2675,,15.14,,,,\n2676,,,,,29.64,\n2677,,,,19.29,,\n2678,,,,,29.38,\n2679,,,,,,4.85\n2680,,,,,54.22,\n2681,,,,,,109.05\n2682,,,,,419.79,\n2683,,,4.29,,,\n2684,,35.24,,,,\n2685,,39.98,,,,\n2686,,,,,75.19,\n2687,,,,,54.14,\n2688,59.21,,,,,\n2689,,30.84,,,,\n2690,,,4.09,,,\n2691,,,,,92.66,\n2692,,,,,140.78,\n2693,,,,,,38.33\n2694,,46.66,,,,\n2695,,,,,,9.9\n2696,,,,,,5.5\n2697,,,,17.98,,\n2698,,,,,22.19,\n2699,,,,,28.57,\n2700,,,,,,5.45\n2701,,,,,25.82,\n2702,,,,,,7.54\n2703,42.99,,,,,\n2704,,,,165.52,,\n2705,,13.36,,,,\n2706,,,,,257.7,\n2707,100.87,34.43,5.88,147.85,235.03,87.18\n2708,,,,111.34,,\n2709,,,,,,15.84\n2710,,,,93.28,,\n2711,,,,,65.6,\n2712,,,,,50.99,\n2713,,,,,,5.44\n2714,,,,,71.9,\n2715,,,,,,36.61\n2716,48.05,,,,,\n2717,,,4.31,,,\n2718,,,,,40.0,\n2719,,,,,26.99,\n2720,,,4.01,,,\n2721,,,,,,5.45\n2722,,,,18.97,,\n2723,,,4.37,,,\n2724,,,,,26.24,\n2725,,,,,,5.09\n2726,,,,,,5.61\n2727,,,,,67.48,\n2728,47.39,,,,,\n2729,,,,130.2,,\n2730,,,,,91.96,\n2731,,,,65.52,,\n2732,,,5.28,,,\n2733,,,,80.86,,\n2734,,13.32,,,,\n2735,46.81,,,,,\n2736,,,,,54.91,\n2737,,,4.41,,,\n2738,,13.03,,,,\n2739,,22.08,,,,\n2740,,,,,,8.07\n2741,,28.43,,,,\n2742,,,,23.54,,\n2743,,,,,26.39,\n2744,,9.08,,,,\n2745,,,4.65,,,\n2746,,,4.75,,,\n2747,38.04,,,,,\n2748,,,,,30.5,\n2749,34.62,,,,,\n2750,,,,31.9,,\n2751,,,,,41.45,\n2752,,,4.42,,,\n2753,,,,,,5.15\n2754,,,5.0,,,\n2755,,,5.16,,,\n2756,,,4.78,,,\n2757,,,,,,4.31\n2758,,,,14.2,,\n2759,,,,,20.99,\n2760,,,5.39,,,\n2761,38.65,,,,,\n2762,,16.08,,,,\n2763,44.96,,,,,\n2764,56.91,36.12,6.65,53.63,68.23,14.6\n2765,,,,41.75,,\n2766,60.94,,,,,\n2767,,19.54,,,,\n2768,,,4.12,,,\n2769,,,4.25,,,\n2770,,,,22.31,,\n2771,36.41,,,,,\n2772,,,,25.74,,\n2773,,,,23.7,,\n2774,40.24,,,,,\n2775,,7.03,,,,\n2776,,,,71.01,,\n2777,,,,,,4.79\n2778,59.06,,,,,\n2779,,,,26.7,,\n2780,,16.84,,,,\n2781,,,,,,4.25\n2782,,,4.03,,,\n2783,,,,24.58,,\n2784,,,,34.96,,\n2785,,,5.4,,,\n2786,,,6.09,,,\n2787,,,,95.11,,\n2788,,52.12,,,,\n2789,49.89,,,,,\n2790,,,,,25.69,\n2791,,,4.17,,,\n2792,,,,,14.33,\n2793,42.48,,,,,\n2794,,,,13.11,,\n2795,39.22,,,,,\n2796,36.76,,,,,\n2797,29.14,,,,,\n2798,,,,80.0,,\n2799,,6.38,,,,\n2800,50.92,,,,,\n2801,,7.24,,,,\n2802,,,,124.64,,\n2803,,,,100.04,,\n2804,,,,,,11.59\n2805,,,,,109.74,\n2806,51.11,,,,,\n2807,49.98,,,,,\n2808,,,,54.45,,\n2809,,,,70.14,,\n2810,,,,,,72.35\n2811,,33.56,,,,\n2812,,,,89.22,,\n2813,,,,,73.91,\n2814,,,,,,7.7\n2815,,,,23.27,,\n2816,,,,,,5.69\n2817,,,4.95,,,\n2818,,,,,28.85,\n2819,,,,,23.14,\n2820,,,,,,5.48\n2821,,5.78,,,,\n2822,,,4.67,,,\n2823,,6.95,,,,\n2824,55.71,,,,,\n2825,,,9.02,,,\n2826,,,,,124.07,\n2827,,28.65,,,,\n2828,62.59,,,,,\n2829,,,,,,6.27\n2830,57.84,,,,,\n2831,,,,38.54,,\n2832,,,,39.26,,\n2833,,,,,,11.99\n2834,,,5.32,,,\n2835,,,5.45,,,\n2836,,,,,114.14,\n2837,,46.96,,,,\n2838,,,,49.2,,\n2839,43.74,,,,,\n2840,,,,17.82,,\n2841,40.83,,,,,\n2842,,,,20.37,,\n2843,,,5.76,,,\n2844,,,,,,6.13\n2845,,,,,35.46,\n2846,,,,,,6.61\n2847,,,,,77.81,\n2848,,,,59.79,,\n2849,,,,,59.91,\n2850,,,,,,4.82\n2851,,11.56,,,,\n2852,,,,,,4.68\n2853,48.37,,,,,\n2854,,,,38.25,,\n2855,49.54,,,,,\n2856,,,7.95,,,\n2857,,,,56.44,,\n2858,,,4.84,,,\n2859,,24.49,,,,\n2860,,,,,,5.57\n2861,,,4.57,,,\n2862,,,,,19.47,\n2863,,,,,23.67,\n2864,,7.06,,,,\n2865,,7.07,,,,\n2866,,,4.38,,,\n2867,,,,79.38,,\n2868,,,,,,5.55\n2869,,17.44,,,,\n2870,,18.47,,,,\n2871,,,,,,4.72\n2872,,,,,30.25,\n2873,,,,,33.48,\n2874,,,,,32.11,\n2875,22.46,,,,,\n2876,,,,,,4.33\n2877,,,,,,4.65\n2878,,,,55.68,,\n2879,,,,,83.73,\n2880,,,4.36,,,\n2881,,,,30.23,,\n2882,,,,27.74,,\n2883,47.9,,,,,\n2884,,,3.89,,,\n2885,,,,,25.18,\n2886,,,3.93,,,\n2887,,13.24,,,,\n2888,,,,,26.86,\n2889,,,,,,6.62\n2890,,,,,,5.41\n2891,56.45,,,,,\n2892,,,,155.12,,\n2893,,,,,259.41,\n2894,,,5.33,,,\n2895,,38.14,,,,\n2896,,,6.0,,,\n2897,,,,,98.89,\n2898,,24.98,,,,\n2899,,57.59,,,,\n2900,54.76,,,,,\n2901,,30.87,,,,\n2902,,,4.32,,,\n2903,,14.03,,,,\n2904,,11.62,,,,\n2905,33.13,,,,,\n2906,,,,,,5.98\n2907,,,,,,6.32\n2908,,,,,36.8,\n2909,36.77,,,,,\n2910,,,,,140.2,\n2911,46.82,,,,,\n2912,,,,,,55.79\n2913,,,,,,14.71\n2914,,35.85,,,,\n2915,63.83,,,,,\n2916,64.3,,,,,\n2917,,16.2,,,,\n2918,,21.25,,,,\n2919,,,,36.04,,\n2920,,,4.74,,,\n2921,,,,,,15.53\n2922,,,,,,7.71\n2923,,,5.34,,,\n2924,,,4.67,,,\n2925,,,4.01,,,\n2926,,,,,,6.04\n2927,,,,,19.27,\n2928,,,3.79,,,\n2929,68.16,31.17,3.8,21.07,26.6,5.53\n2930,,,3.94,,,\n2931,58.59,14.78,3.64,60.87,69.5,8.63\n2932,,8.93,,,,\n2933,,29.12,,,,\n2934,,,,,,4.6\n2935,,,,,38.73,\n2936,64.95,,,,,\n2937,65.49,,,,,\n2938,,37.07,,,,\n2939,,31.01,,,,\n2940,,,,,,4.6\n2941,56.21,,,,,\n2942,,,,,,21.11\n2943,,,3.7,,,\n2944,53.99,,,,,\n2945,,,3.28,,,\n2946,,32.69,,,,\n2947,,,,14.83,,\n2948,,,4.11,,,\n2949,,,,,,5.44\n2950,,9.34,,,,\n2951,,,,,,5.11\n2952,,,,,,4.78\n2953,,,1.87,,,\n2954,,,,28.47,,\n2955,,,,27.87,,\n2956,,,,,33.14,\n2957,,,4.09,,,\n2958,47.03,,,,,\n2959,46.1,,,,,\n2960,,,,9.99,,\n2961,,23.07,,,,\n2962,,,,,,4.46\n2963,,,,29.68,,\n2964,,37.16,,,,\n2965,,,3.88,,,\n2966,53.42,50.96,3.53,15.18,21.13,5.95\n2967,,,,,19.24,\n2968,,,,10.74,,\n2969,,,,,16.78,\n2970,,,,,16.45,\n2971,,20.9,,,,\n2972,68.59,,,,,\n2973,,15.56,,,,\n2974,,,,,,5.58\n2975,,,,,44.03,\n2976,,,3.52,,,\n2977,,,,28.39,,\n2978,,,,,,4.67\n2979,,,,,38.94,\n2980,,,3.06,,,\n2981,34.16,,,,,\n2982,,,,15.45,,\n2983,,,,,14.93,\n2984,,,,9.75,,\n2985,20.63,,,,,\n2986,,,,,,4.54\n2987,,,,17.95,,\n2988,,,,21.97,,\n2989,36.07,,,,,\n2990,,,,27.76,,\n2991,,,,27.64,,\n2992,26.96,,,,,\n2993,,,2.55,,,\n2994,,,,89.3,,\n2995,,29.4,,,,\n2996,29.7,,,,,\n2997,,12.88,,,,\n2998,,,,,,11.62\n2999,,,,64.57,,\n3000,,11.06,,,,\n3001,,,2.31,,,\n3002,,,2.54,,,\n3003,,,,,,5.92\n3004,,20.03,,,,\n3005,,,,34.45,,\n3006,,,2.29,,,\n3007,44.8,,,,,\n3008,33.96,,,,,\n3009,,24.15,,,,\n3010,,15.35,,,,\n3011,,,,47.14,,\n3012,,,,,45.14,\n3013,,,,28.11,,\n3014,,,,18.94,,\n3015,,17.76,,,,\n3016,,,,,63.68,\n3017,,,,,103.16,\n3018,49.8,,,,,\n3019,39.06,,,,,\n3020,,,,106.53,,\n3021,,,,,,47.84\n3022,,,,76.61,,\n3023,,,,52.58,,\n3024,,,,,51.32,\n3025,,,,,,6.23\n3026,,,2.18,,,\n3027,,,,,82.71,\n3028,,,,77.31,,\n3029,,51.07,,,,\n3030,,,2.27,,,\n3031,41.13,,,,,\n3032,,,,,30.67,\n3033,,,1.98,,,\n3034,,,1.81,,,\n3035,,,2.0,,,\n3036,,,,,,4.95\n3037,,,,133.45,,\n3038,,,,,,30.24\n3039,,,,17.03,,\n3040,27.62,,,,,\n3041,,8.64,,,,\n3042,,,,,,5.59\n3043,37.71,,,,,\n3044,,30.19,,,,\n3045,,,,32.56,,\n3046,42.99,,,,,\n3047,42.98,,,,,\n3048,,,,,,5.96\n3049,,,2.48,,,\n3050,,,,,33.87,\n3051,,21.59,,,,\n3052,,,,,,5.43\n3053,,29.78,,,,\n3054,,,1.88,,,\n3055,,,,,,15.36\n3056,,,,,,16.63\n3057,,,1.69,,,\n3058,34.56,,,,,\n3059,,,,,,5.38\n3060,,17.19,,,,\n3061,,10.87,,,,\n3062,23.5,,,,,\n3063,39.73,,,,,\n3064,,,3.96,,,\n3065,,,3.91,,,\n3066,,,,50.47,,\n3067,,,,57.21,,\n3068,,,,33.73,,\n3069,,5.77,,,,\n3070,,,,,27.49,\n3071,55.11,,,,,\n3072,,,,16.67,,\n3073,,22.88,,,,\n3074,36.61,,,,,\n3075,,19.2,,,,\n3076,31.74,,,,,\n3077,,,,,22.25,\n3078,24.18,,,,,\n3079,,,1.83,,,\n3080,,23.5,,,,\n3081,,,,17.56,,\n3082,,,,15.8,,\n3083,19.49,,,,,\n3084,25.31,,,,,\n3085,46.74,,,,,\n3086,33.27,,,,,\n3087,,,2.61,,,\n3088,34.54,,,,,\n3089,,,,84.32,,\n3090,54.84,11.89,2.4,66.18,75.82,9.64\n3091,,,,,,34.49\n3092,,,3.86,,,\n3093,,,,,,8.92\n3094,,35.71,,,,\n3095,,,,35.04,,\n3096,37.35,,,,,\n3097,,,,,30.26,\n3098,28.62,,,,,\n3099,,,,24.64,,\n3100,,,,,48.74,\n3101,,25.92,,,,\n3102,,,3.17,,,\n3103,,,,,77.1,\n3104,,,,,,15.42\n3105,,,,,,7.35\n3106,,,2.84,,,\n3107,,,,,,6.08\n3108,,,,17.69,,\n3109,,,,,,5.92\n3110,,9.94,,,,\n3111,,7.29,,,,\n3112,,7.69,,,,\n3113,40.61,,,,,\n3114,,,,,,5.85\n3115,45.28,,,,,\n3116,,,3.48,,,\n3117,,,,,27.49,\n3118,,18.01,,,,\n3119,49.91,,,,,\n3120,35.15,,,,,\n3121,,,2.67,,,\n3122,41.01,,,,,\n3123,,,,16.92,,\n3124,,,2.98,,,\n3125,22.66,,,,,\n3126,,,,,21.4,\n3127,,,,,,5.91\n3128,30.24,,,,,\n3129,37.66,,,,,\n3130,63.87,,,,,\n3131,,,,,137.19,\n3132,,,,,98.93,\n3133,,,,,,19.37\n3134,,,,,49.81,\n3135,,25.32,,,,\n3136,,,,18.41,,\n3137,40.06,,,,,\n3138,,,3.47,,,\n3139,,,,,,4.26\n3140,,5.18,,,,\n3141,,6.79,,,,\n3142,,,,,92.52,\n3143,,15.09,,,,\n3144,,,,,,20.21\n3145,,,,,44.58,\n3146,,,,,21.91,\n3147,,16.98,,,,\n3148,,,,12.1,,\n3149,,,,,,5.65\n3150,27.94,,,,,\n3151,,,3.63,,,\n3152,,,3.82,,,\n3153,40.86,,,,,\n3154,,7.4,,,,\n3155,,,,,,203.07\n3156,,31.41,,,,\n3157,,,,114.99,,\n3158,,37.54,,,,\n3159,,,,,,29.76\n3160,,22.44,,,,\n3161,81.73,,,,,\n3162,,,4.22,,,\n3163,,,,,51.99,\n3164,55.93,16.91,4.83,53.2,59.05,5.85\n3165,,18.01,,,,\n3166,,13.06,,,,\n3167,,41.73,,,,\n3168,56.95,,,,,\n3169,,,,,,37.46\n3170,,35.34,,,,\n3171,,20.76,,,,\n3172,,,,13.28,,\n3173,,,,,,5.3\n3174,,,,,,5.91\n3175,28.82,8.58,5.67,20.47,26.21,5.74\n3176,,,,30.03,,\n3177,,,,,108.76,\n3178,,,,,187.82,\n3179,,,,132.92,,\n3180,,,,,,18.65\n3181,,15.52,,,,\n3182,,,,,174.69,\n3183,,,5.69,,,\n3184,,,,,52.51,\n3185,,,,34.58,,\n3186,,,,35.99,,\n3187,,,,,,5.02\n3188,,,,37.87,,\n3189,,,,,,23.49\n3190,,,5.37,,,\n3191,71.9,,,,,\n3192,,,,,150.21,\n3193,,54.86,,,,\n3194,,,5.59,,,\n3195,,,,,,12.95\n3196,56.46,,,,,\n3197,,,5.76,,,\n3198,,,,17.68,,\n3199,32.47,,,,,\n3200,,,,25.29,,\n3201,32.05,,,,,\n3202,,6.28,,,,\n3203,,,,,283.79,\n3204,,9.43,,,,\n3205,,,,156.29,,\n3206,,,,,168.84,\n3207,24.48,,,,,\n3208,,,,73.67,,\n3209,,,,,71.84,\n3210,,,,,,8.18\n3211,,,,37.06,,\n3212,,,,40.6,,\n3213,,,,109.71,,\n3214,82.66,,,,,\n3215,,74.17,,,,\n3216,,,6.99,,,\n3217,,31.37,,,,\n3218,,,,,52.91,\n3219,,,,,22.85,\n3220,,,,15.74,,\n3221,,,,,,9.07\n3222,,,6.59,,,\n3223,,,,,48.85,\n3224,,,6.02,,,\n3225,,,,,,158.43\n3226,,,,176.45,,\n3227,,,5.94,,,\n3228,,,,118.67,,\n3229,,,4.76,,,\n3230,,,,,104.44,\n3231,,,,64.52,,\n3232,,,,40.34,,\n3233,,,,,,7.75\n3234,49.11,,,,,\n3235,,,3.94,,,\n3236,,,,49.48,,\n3237,,,4.57,,,\n3238,,41.87,,,,\n3239,,,7.29,,,\n3240,78.03,,,,,\n3241,,,,,,32.31\n3242,,,5.5,,,\n3243,47.12,17.78,5.63,23.0,32.3,9.3\n3244,,,,,24.31,\n3245,,,,,,9.68\n3246,,,,18.17,,\n3247,,15.28,,,,\n3248,,,,,,19.31\n3249,,,4.73,,,\n3250,,,,,,19.77\n3251,,,,43.58,,\n3252,,,5.91,,,\n3253,,,,83.56,,\n3254,,,6.58,,,\n3255,,,5.42,,,\n3256,,,,,55.93,\n3257,,36.41,,,,\n3258,,20.6,,,,\n3259,,,,,,8.57\n3260,,,4.95,,,\n3261,,,,66.35,,\n3262,,,,,111.29,\n3263,,,,64.21,,\n3264,,,,,,22.08\n3265,,,4.79,,,\n3266,,,,,,10.44\n3267,51.22,,,,,\n3268,,7.87,,,,\n3269,,,,,,8.4\n3270,,,,,,7.61\n3271,,,,27.53,,\n3272,,,,,,185.35\n3273,,,,,347.78,\n3274,,,5.04,,,\n3275,,,,,98.42,\n3276,,27.41,,,,\n3277,,35.59,,,,\n3278,,,,,70.11,\n3279,,,5.1,,,\n3280,,,4.68,,,\n3281,,,4.63,,,\n3282,,24.43,,,,\n3283,56.01,,,,,\n3284,,,4.63,,,\n3285,79.52,,,,,\n3286,,,,117.57,,\n3287,,,,,,23.59\n3288,69.7,,,,,\n3289,,,,,21.6,\n3290,48.05,,,,,\n3291,,,5.08,,,\n3292,,23.92,,,,\n3293,,,4.99,,,\n3294,,,,41.5,,\n3295,,11.5,,,,\n3296,73.94,,,,,\n3297,,13.59,,,,\n3298,30.5,,,,,\n3299,,,,,338.51,\n3300,,,,,,90.54\n3301,104.96,,,,,\n3302,,,,,108.58,\n3303,,,,63.47,,\n3304,68.74,21.16,4.53,51.09,61.08,9.99\n3305,,,4.17,,,\n3306,60.76,,,,,\n3307,,41.27,,,,\n3308,,,,,181.58,\n3309,,,,,202.35,\n3310,70.31,,,,,\n3311,,,,53.06,,\n3312,72.79,,,,,\n3313,,,3.88,,,\n3314,,,3.89,,,\n3315,,,,,74.76,\n3316,,,4.08,,,\n3317,,,,,197.3,\n3318,63.64,,,,,\n3319,,,5.45,,,\n3320,,,,121.57,,\n3321,,,,,,55.23\n3322,,,,,115.52,\n3323,,,,,,16.4\n3324,,,,,60.9,\n3325,,26.06,,,,\n3326,,,3.63,,,\n3327,,17.87,,,,\n3328,,,,126.57,,\n3329,,,,65.73,,\n3330,,,,89.7,,\n3331,57.81,,,,,\n3332,,,,,61.2,\n3333,46.97,22.88,3.8,27.8,39.32,11.52\n3334,48.72,,,,,\n3335,,,,24.15,,\n3336,,,,,29.61,\n3337,,,,18.13,,\n3338,,11.89,,,,\n3339,,,,118.97,,\n3340,93.24,,,,,\n3341,17.21,,,,,\n3342,,,,27.1,,\n3343,,,,,23.74,\n3344,,,,18.09,,\n3345,92.06,,,,,\n3346,,,,,39.75,\n3347,,,,,44.05,\n3348,,20.77,,,,\n3349,,,4.07,,,\n3350,,,4.04,,,\n3351,,,,64.91,,\n3352,,,,106.39,,\n3353,,,,,,73.44\n3354,,56.46,,,,\n3355,,67.11,,,,\n3356,,,5.28,,,\n3357,,43.33,,,,\n3358,,17.15,,,,\n3359,,,,,41.14,\n3360,,,,,,15.71\n3361,,,,,,12.22\n3362,,,,,,28.75\n3363,,,,,113.9,\n3364,,,,,156.92,\n3365,,,,,,14.07\n3366,51.82,,,,,\n3367,,,,14.08,,\n3368,40.83,,,,,\n3369,,,,,,8.23\n3370,,,,,28.71,\n3371,,,2.11,,,\n3372,38.02,,,,,\n3373,,,,,,53.85\n3374,,,,,,28.21\n3375,,11.78,,,,\n3376,40.56,,,,,\n3377,,,,,32.66,\n3378,39.26,,,,,\n3379,27.09,,,,,\n3380,,,2.73,,,\n3381,,,2.9,,,\n3382,,,,,,8.91\n3383,,,,,51.75,\n3384,,7.41,,,,\n3385,,,,,53.2,\n3386,,,,,57.09,\n3387,,,,60.16,,\n3388,47.93,,,,,\n3389,,,,28.62,,\n3390,,,,,34.56,\n3391,,,,,30.63,\n3392,,,,,51.62,\n3393,,,,54.79,,\n3394,,,,,67.28,\n3395,,,,,,14.46\n3396,,,,25.32,,\n3397,,20.21,,,,\n3398,,,2.94,,,\n3399,,,,,,9.71\n3400,,,,,,10.29\n3401,,,,21.69,,\n3402,31.16,,,,,\n3403,22.86,,,,,\n3404,,,,,40.86,\n3405,26.4,17.88,2.78,43.95,54.58,10.63\n3406,31.28,,,,,\n3407,,,,44.03,,\n3408,,,,85.91,,\n3409,,,,,,9.32\n3410,,,2.3,,,\n3411,41.71,,,,,\n3412,,30.82,,,,\n3413,47.32,,,,,\n3414,,,,15.94,,\n3415,,17.52,,,,\n3416,,13.27,,,,\n3417,,,2.63,,,\n3418,,,,,46.46,\n3419,,,,,44.24,\n3420,,,,,,15.21\n3421,,,,,88.05,\n3422,,,,,,32.01\n3423,,,,,92.95,\n3424,,,,,,15.95\n3425,,,,45.03,,\n3426,,,,,,6.77\n3427,,,,,17.44,\n3428,,14.07,,,,\n3429,36.41,,,,,\n3430,,,2.0,,,\n3431,,,,,40.16,\n3432,,,2.31,,,\n3433,,23.35,,,,\n3434,42.96,,,,,\n3435,28.78,,,,,\n3436,,,,10.27,,\n3437,,15.42,,,,\n3438,,,,13.62,,\n3439,,,,,28.21,\n3440,,7.67,,,,\n3441,,,,,,8.01\n3442,,,,,39.18,\n3443,,,,32.89,,\n3444,,13.85,,,,\n3445,,,,,,7.5\n3446,,,,,26.18,\n3447,,,,,26.84,\n3448,,,2.8,,,\n3449,,,,,22.82,\n3450,22.3,,,,,\n3451,,8.99,,,,\n3452,,,,9.23,,\n3453,15.95,,,,,\n3454,,6.8,,,,\n3455,23.49,,,,,\n3456,31.04,,,,,\n3457,26.89,,,,,\n3458,,,,,,8.09\n3459,,,,,,7.67\n3460,62.62,,,,,\n3461,,,,,120.72,\n3462,,,,,58.07,\n3463,,,,,,4.4\n3464,,,3.01,,,\n3465,,,,,,4.1\n3466,,,3.11,,,\n3467,,,2.83,,,\n3468,,,3.31,,,\n3469,66.09,,,,,\n3470,,,2.77,,,\n3471,,,,,,124.84\n3472,76.92,26.43,2.19,117.33,156.56,39.23\n3473,,41.3,,,,\n3474,,,,92.1,,\n3475,,,,77.8,,\n3476,75.11,,,,,\n3477,76.87,,,,,\n3478,,36.26,,,,\n3479,,35.66,,,,\n3480,,,2.3,,,\n3481,,,,110.81,,\n3482,,,,,163.79,\n3483,,79.56,,,,\n3484,83.28,,,,,\n3485,,,,22.35,,\n3486,,,,,25.48,\n3487,,,5.03,,,\n3488,,14.71,,,,\n3489,36.45,,,,,\n3490,45.0,,,,,\n3491,,,5.6,,,\n3492,,,,,89.54,\n3493,71.33,,,,,\n3494,,,,,62.36,\n3495,,,,,77.8,\n3496,,,,,,32.45\n3497,,,,,,15.54\n3498,,,,,,11.05\n3499,,,3.36,,,\n3500,,,,,37.64,\n3501,,,3.31,,,\n3502,,31.8,,,,\n3503,,,,,147.52,\n3504,60.8,,,,,\n3505,,,,55.44,,\n3506,,,,,,16.03\n3507,,,,,,9.26\n3508,56.13,,,,,\n3509,,,3.62,,,\n3510,,,,,,3.29\n3511,,,,,,3.23\n3512,,,,38.09,,\n3513,,9.27,,,,\n3514,,,,,,118.03\n3515,,,4.9,,,\n3516,,,,,,171.15\n3517,98.37,,,,,\n3518,,,,,201.2,\n3519,,,,,,40.7\n3520,93.15,,,,,\n3521,,,,,29.74,\n3522,44.83,,,,,\n3523,31.35,,,,,\n3524,,,,,89.33,\n3525,52.84,,,,,\n3526,,,,,,0.86\n3527,37.45,,,,,\n3528,30.21,,,,,\n3529,,,,,,1.31\n3530,,,,30.44,,\n3531,,7.63,,,,\n3532,,,,31.85,,\n3533,,,,,,18.02\n3534,,12.63,,,,\n3535,,,,,182.62,\n3536,,,,,,32.55\n3537,38.21,,,,,\n3538,,,3.5,,,\n3539,,10.04,,,,\n3540,,,3.68,,,\n3541,,,3.65,,,\n3542,34.28,,,,,\n3543,,,,,58.5,\n3544,,7.67,,,,\n3545,64.51,,,,,\n3546,,,3.97,,,\n3547,,,,145.63,,\n3548,,,4.05,,,\n3549,,,,,,59.39\n3550,,37.19,,,,\n3551,70.07,,,,,\n3552,,,3.22,,,\n3553,55.78,,,,,\n3554,,,,,,7.34\n3555,,,,82.3,,\n3556,67.19,,,,,\n3557,46.45,,,,,\n3558,,,,,194.85,\n3559,,,,,122.18,\n3560,73.56,,,,,\n3561,,,,,25.44,\n3562,,,,,,3.42\n3563,,,,,,3.99\n3564,39.91,,,,,\n3565,,7.92,,,,\n3566,,,,,,45.84\n3567,72.42,,,,,\n3568,,,,,323.72,\n3569,,,4.92,,,\n3570,,,,,,77.16\n3571,,,,108.21,,\n3572,,,,,,42.02\n3573,85.98,,,,,\n3574,,,2.86,,,\n3575,,,2.91,,,\n3576,,,,,82.72,\n3577,61.29,,,,,\n3578,,14.42,,,,\n3579,,,4.0,,,\n3580,,,,,,132.56\n3581,,,,,,128.3\n3582,81.13,,,,,\n3583,,,,,185.93,\n3584,79.74,,,,,\n3585,,,,,,4.53\n3586,,25.9,,,,\n3587,,,,,34.07,\n3588,,,,,,1.87\n3589,,,3.81,,,\n3590,,,,,,196.55\n3591,,,,,466.3,\n3592,51.53,,,,,\n3593,,,,,,142.96\n3594,49.75,,,,,\n3595,,,4.31,,,\n3596,,,,,168.8,\n3597,,43.2,,,,\n3598,,,,,84.4,\n3599,,,2.2,,,\n3600,,,2.19,,,\n3601,,,,73.35,,\n3602,,,,,81.74,\n3603,,,,,,28.51\n3604,,,,,88.56,\n3605,,55.91,,,,\n3606,,,,85.87,,\n3607,,,4.6,,,\n3608,45.66,,,,,\n3609,,17.96,,,,\n3610,,,,,82.75,\n3611,,,,,,8.24\n3612,70.73,,,,,\n3613,71.51,,,,,\n3614,70.85,,,,,\n3615,,,,178.02,,\n3616,,15.37,,,,\n3617,56.47,,,,,\n3618,,,,,,144.28\n3619,,,,,,83.61\n3620,,,,,,40.57\n3621,,,,,163.69,\n3622,85.9,,,,,\n3623,75.13,,,,,\n3624,,,,,,16.68\n3625,,15.15,,,,\n3626,,,,,,40.21\n3627,,,,129.58,,\n3628,74.7,,,,,\n3629,,,,,184.83,\n3630,,,,,,20.22\n3631,,,,29.79,,\n3632,,,8.17,,,\n3633,,,,21.24,,\n3634,,,6.32,,,\n3635,,,,,31.54,\n3636,29.91,,,,,\n3637,,8.61,,,,\n3638,,,,,52.68,\n3639,,,,42.84,,\n3640,,,,,,5.61\n3641,76.42,,,,,\n3642,,12.17,,,,\n3643,89.62,,,,,\n3644,,,,,175.06,\n3645,,,,,133.64,\n3646,,,,,126.18,\n3647,,,4.04,,,\n3648,77.48,37.95,3.87,67.36,77.61,10.25\n3649,,39.77,,,,\n3650,,,,75.39,,\n3651,,32.34,,,,\n3652,,,,,68.63,\n3653,41.53,,,,,\n3654,,,4.13,,,\n3655,,,,100.74,,\n3656,,,,,,1.53\n3657,,18.77,,,,\n3658,,,,,23.74,\n3659,,10.5,,,,\n3660,,,,15.99,,\n3661,,,,,70.01,\n3662,,,,,,39.92\n3663,35.71,,,,,\n3664,,,,31.64,,\n3665,,,,23.33,,\n3666,,25.26,,,,\n3667,,,,,,5.8\n3668,,12.18,,,,\n3669,,,,,32.07,\n3670,,,,,171.14,\n3671,,,,158.18,,\n3672,,,,,255.12,\n3673,,,,,282.52,\n3674,,,,107.2,,\n3675,,,,,,69.74\n3676,,,,,,36.66\n3677,,,,,,23.03\n3678,,,,,,16.69\n3679,,,2.97,,,\n3680,,,,,,8.24\n3681,,,,50.76,,\n3682,,,,63.28,,\n3683,,,,106.87,,\n3684,,,,125.89,,\n3685,,,,,230.12,\n3686,,,5.78,,,\n3687,71.0,,,,,\n3688,,48.19,,,,\n3689,49.1,,,,,\n3690,,18.79,,,,\n3691,47.94,,,,,\n3692,,,,,35.41,\n3693,,,,,,13.91\n3694,,,,,,91.05\n3695,,,,164.42,,\n3696,52.12,,,,,\n3697,,,,182.37,,\n3698,,,,,265.43,\n3699,,,4.31,,,\n3700,57.36,,,,,\n3701,,,,,104.4,\n3702,,,2.46,,,\n3703,77.22,,,,,\n3704,68.47,,,,,\n3705,,22.34,,,,\n3706,,,2.28,,,\n3707,,,,,,116.24\n3708,72.86,,,,,\n3709,,,,116.03,,\n3710,,,,133.91,,\n3711,,,,112.23,,\n3712,,,,55.03,,\n3713,,39.53,,,,\n3714,,,,,51.35,\n3715,,,,,,6.15\n3716,,,,89.35,,\n3717,,,,,572.33,\n3718,61.78,,,,,\n3719,75.2,,,,,\n3720,103.97,,,,,\n3721,,,,,375.77,\n3722,74.28,,,,,\n3723,,,,130.72,,\n3724,,24.43,,,,\n3725,,,,,,50.29\n3726,105.85,,,,,\n3727,100.19,,,,,\n3728,,,1.66,,,\n3729,,37.15,,,,\n3730,,,,,174.0,\n3731,,,1.87,,,\n3732,,,2.45,,,\n3733,,49.2,,,,\n3734,,,,,329.17,\n3735,,,,181.35,,\n3736,,,,,,47.42\n3737,,,4.54,,,\n3738,,,,,,8.26\n3739,,,,48.45,,\n3740,,,,50.97,,\n3741,,27.78,,,,\n3742,,,6.24,,,\n3743,,,,,,209.32\n3744,,,,,321.85,\n3745,,63.75,,,,\n3746,,,,209.66,,\n3747,74.64,,,,,\n3748,,,,114.06,,\n3749,,,,85.07,,\n3750,,,,,118.44,\n3751,,35.8,,,,\n3752,,,,69.09,,\n3753,,,,,83.25,\n3754,,,,,162.02,\n3755,,,,,,3.84\n3756,,,,40.75,,\n3757,,,,,,13.77\n3758,,,,105.23,,\n3759,,,,,,11.13\n3760,,,,,,6.68\n3761,,,,,44.23,\n3762,,,,,68.47,\n3763,,,,,,86.34\n3764,,,4.11,,,\n3765,,31.46,,,,\n3766,62.12,,,,,\n3767,,,,169.64,,\n3768,,,5.69,,,\n3769,,,,,882.0,\n3770,,,5.97,,,\n3771,,,5.96,,,\n3772,,,,,574.55,\n3773,,,4.75,,,\n3774,88.34,,,,,\n3775,,,,122.52,,\n3776,,,,,231.0,\n3777,,54.74,,,,\n3778,,,,,279.56,\n3779,,,,,229.47,\n3780,,66.63,,,,\n3781,,53.8,,,,\n3782,,31.06,,,,\n3783,,,,37.03,,\n3784,,,,36.18,,\n3785,,,,,,7.09\n3786,,12.2,,,,\n3787,,,2.85,,,\n3788,,20.06,,,,\n3789,,,,,,264.46\n3790,,,,173.66,,\n3791,,,,,,98.9\n3792,,48.04,,,,\n3793,,,,,293.73,\n3794,82.76,,,,,\n3795,,52.88,,,,\n3796,,,,118.65,,\n3797,,,,,235.97,\n3798,,20.55,,,,\n3799,,,,,195.89,\n3800,,31.46,,,,\n3801,105.11,,,,,\n3802,,,,167.07,,\n3803,,,8.67,,,\n3804,,,,,,67.66\n3805,,,,42.94,,\n3806,,,,25.39,,\n3807,,,3.06,,,\n3808,,32.02,,,,\n3809,,,,24.4,,\n3810,,16.7,,,,\n3811,,,,,,13.19\n3812,,,,,82.16,\n3813,,,,66.5,,\n3814,77.69,,,,,\n3815,,,,,179.9,\n3816,,,,,63.5,\n3817,,,,,41.87,\n3818,,,,36.21,,\n3819,94.26,,,,,\n3820,,,2.52,,,\n3821,,,,,,2.24\n3822,,,,,,0.93\n3823,,,3.47,,,\n3824,,,,,,11.96\n3825,,,,,54.23,\n3826,,38.61,,,,\n3827,,,4.15,,,\n3828,,,,,27.41,\n3829,,,4.08,,,\n3830,,17.24,,,,\n3831,,11.86,,,,\n3832,,,,,32.55,\n3833,,8.54,,,,\n3834,,,3.31,,,\n3835,,,,,,79.53\n3836,,,3.97,,,\n3837,,,,,,78.13\n3838,,,,,,111.11\n3839,,,,,,54.35\n3840,,,,99.99,,\n3841,,,,,,49.74\n3842,56.11,,,,,\n3843,53.41,,,,,\n3844,,,,51.33,,\n3845,,47.71,,,,\n3846,,,2.35,,,\n3847,,,,,96.19,\n3848,,,,,114.95,\n3849,77.36,,,,,\n3850,,,,100.85,,\n3851,,,,119.49,,\n3852,,,,96.74,,\n3853,,,,,,17.4\n3854,58.85,,,,,\n3855,,,5.76,,,\n3856,,,5.12,,,\n3857,72.69,,,,,\n3858,,,,,,26.26\n3859,,,4.48,,,\n3860,33.3,,,,,\n3861,,,,,,107.43\n3862,,,,124.13,,\n3863,,29.46,,,,\n3864,,24.69,,,,\n3865,,47.12,,,,\n3866,,,4.89,,,\n3867,,,,169.77,,\n3868,,,,103.48,,\n3869,,,,,244.13,\n3870,,,,124.37,,\n3871,,,,101.78,,\n3872,,,4.75,,,\n3873,,,,58.67,,\n3874,,,,35.25,,\n3875,,,4.13,,,\n3876,90.57,,,,,\n3877,,,,202.53,,\n3878,,,,,454.34,\n3879,34.88,,,,,\n3880,34.88,,,,,\n3881,,,,,,187.22\n3882,65.62,,,,,\n3883,,,4.66,,,\n3884,,28.34,,,,\n3885,57.82,,,,,\n3886,,,,21.64,,\n3887,,,,24.77,,\n3888,55.18,,,,,\n3889,,,,,46.42,\n3890,,,,,98.72,\n3891,,13.79,,,,\n3892,,19.77,,,,\n3893,,,,117.35,,\n3894,,,,,,66.72\n3895,43.62,,,,,\n3896,,20.93,,,,\n3897,,,,,,53.89\n3898,,,,,,30.36\n3899,94.63,,,,,\n3900,,,5.8,,,\n3901,,,,,89.32,\n3902,,,,,,45.82\n3903,64.6,,,,,\n3904,,24.11,,,,\n3905,,,,,131.17,\n3906,,,,,131.15,\n3907,,,,71.37,,\n3908,,27.25,,,,\n3909,86.57,,,,,\n3910,,,,,59.76,\n3911,,,,,,3.2\n3912,35.24,,,,,\n3913,,,5.01,,,\n3914,29.68,,,,,\n3915,29.76,,,,,\n3916,,17.13,,,,\n3917,,,,41.2,,\n3918,31.41,,,,,\n3919,,,,,107.15,\n3920,,,,,,23.33\n3921,30.9,,,,,\n3922,,,,,,4.69\n3923,31.57,,,,,\n3924,,8.0,,,,\n3925,,7.6,,,,\n3926,,,,,88.14,\n3927,51.0,,,,,\n3928,,,,,524.3,\n3929,93.62,,,,,\n3930,,,,,193.99,\n3931,,,,,,48.41\n3932,,68.22,,,,\n3933,,,,,191.94,\n3934,,,4.73,,,\n3935,86.36,,,,,\n3936,,,,61.69,,\n3937,,,,,,32.1\n3938,,,,,108.71,\n3939,,,,,138.84,\n3940,,,,84.06,,\n3941,,,5.47,,,\n3942,,,,,154.93,\n3943,,50.28,,,,\n3944,,,,100.23,,\n3945,,,,64.52,,\n3946,,,5.32,,,\n3947,,,,,85.18,\n3948,62.25,,,,,\n3949,,,,,86.54,\n3950,,,5.73,,,\n3951,,,7.52,,,\n3952,,34.46,,,,\n3953,,,,,446.28,\n3954,,,7.65,,,\n3955,,,,320.56,,\n3956,,55.23,,,,\n3957,,,,,165.37,\n3958,,,3.2,,,\n3959,,,,50.31,,\n3960,,29.13,,,,\n3961,,,3.52,,,\n3962,46.53,,,,,\n3963,,,,,,2.19\n3964,,,,25.11,,\n3965,,18.09,,,,\n3966,,,,,38.52,\n3967,,,3.58,,,\n3968,,,,,,6.67\n3969,47.67,,,,,\n3970,,11.59,,,,\n3971,,,2.86,,,\n3972,,,,,,5.66\n3973,,,,33.18,,\n3974,,,,,,7.99\n3975,,,,48.74,,\n3976,,,,33.64,,\n3977,,,,,,5.55\n3978,,,,,52.72,\n3979,,,,46.19,,\n3980,,,3.54,,,\n3981,,,,,38.55,\n3982,,,4.44,,,\n3983,37.56,,,,,\n3984,73.01,,,,,\n3985,,33.32,,,,\n3986,27.86,,,,,\n3987,,20.93,,,,\n3988,,,,62.39,,\n3989,,46.41,,,,\n3990,,,5.11,,,\n3991,,,,22.74,,\n3992,,,,,,4.41\n3993,59.54,,,,,\n3994,,,,23.33,,\n3995,,,,27.01,,\n3996,,,5.87,,,\n3997,,,,,,4.88\n3998,,,6.09,,,\n3999,,,5.9,,,\n4000,56.15,,,,,\n4001,71.13,,,,,\n4002,,,,,,150.15\n4003,,,,,,42.69\n4004,,,,85.35,,\n4005,,,4.9,,,\n4006,57.49,,,,,\n4007,,58.15,,,,\n4008,,,,65.08,,\n4009,,,,,122.75,\n4010,,,,,,33.76\n4011,,,,,180.94,\n4012,56.24,,,,,\n4013,,53.89,,,,\n4014,,,,,,60.99\n4015,,,,,99.35,\n4016,,,,,68.48,\n4017,42.17,,,,,\n4018,,,7.21,,,\n4019,,,7.42,,,\n4020,,17.24,,,,\n4021,,,,,132.95,\n4022,,,7.96,,,\n4023,,,,188.36,,\n4024,,,,,344.95,\n4025,,,6.4,,,\n4026,,37.51,,,,\n4027,,,,,111.71,\n4028,,,,,87.66,\n4029,,45.45,,,,\n4030,,,,,70.29,\n4031,,23.65,,,,\n4032,,,,,68.85,\n4033,55.0,21.21,4.55,93.73,159.7,65.97\n4034,,,,,649.24,\n4035,79.9,,,,,\n4036,,,,141.03,,\n4037,87.17,,,,,\n4038,,42.56,,,,\n4039,,33.76,,,,\n4040,,,,,39.67,\n4041,,,,,,5.98\n4042,,,6.4,,,\n4043,,24.78,,,,\n4044,,,6.86,,,\n4045,,,6.62,,,\n4046,,,,,346.11,\n4047,,,,,294.29,\n4048,,,,,,72.33\n4049,,,,98.92,,\n4050,,,,,,45.91\n4051,,,4.72,,,\n4052,100.93,,,,,\n4053,,,,,72.03,\n4054,,,,,,13.61\n4055,,34.1,,,,\n4056,,,,,153.43,\n4057,,,,,,67.12\n4058,86.6,,,,,\n4059,,,,,,7.75\n4060,,,4.77,,,\n4061,,,,,26.01,\n4062,68.56,,,,,\n4063,71.24,,,,,\n4064,,32.52,,,,\n4065,,,,67.1,,\n4066,,,4.11,,,\n4067,61.08,,,,,\n4068,,,,,,3.94\n4069,,,,,,3.33\n4070,,,,,31.95,\n4071,,,,,,1.05\n4072,,,5.96,,,\n4073,44.02,,,,,\n4074,,15.65,,,,\n4075,,,,,14.72,\n4076,,,5.54,,,\n4077,,,,,35.03,\n4078,,21.38,,,,\n4079,,,,,,1.84\n4080,,,5.55,,,\n4081,36.32,,,,,\n4082,21.48,,,,,\n4083,,,,,38.66,\n4084,,,,,,9.98\n4085,,17.1,,,,\n4086,,,,,35.3,\n4087,,,,,,3.54\n4088,,10.26,,,,\n4089,21.9,,,,,\n4090,,,,,77.3,\n4091,,,,,69.36,\n4092,,,5.4,,,\n4093,,,,86.4,,\n4094,,,,,106.59,\n4095,,,,,,11.29\n4096,,20.28,,,,\n4097,24.66,,,,,\n4098,,16.54,,,,\n4099,,,,,,4.74\n4100,,,,,92.46,\n4101,28.4,,,,,\n4102,,,,,185.25,\n4103,,,,112.62,,\n4104,,,,,,57.04\n4105,,,,107.54,,\n4106,,,,,,56.64\n4107,,,,97.39,,\n4108,,48.64,,,,\n4109,,,7.11,,,\n4110,,66.34,,,,\n4111,,,6.62,,,\n4112,,,,125.52,,\n4113,,,,,,38.59\n4114,,,,,49.44,\n4115,,44.6,,,,\n4116,,,,31.24,,\n4117,,22.94,,,,\n4118,,,4.45,,,\n4119,,,,,20.11,\n4120,,,,16.88,,\n4121,,,,14.91,,\n4122,,6.67,,,,\n4123,22.42,,,,,\n4124,,,4.74,,,\n4125,,,,72.82,,\n4126,,10.4,,,,\n4127,,19.04,,,,\n4128,,,,22.56,,\n4129,,,,,,2.86\n4130,,,,,25.53,\n4131,13.62,,,,,\n4132,12.42,,,,,\n4133,,,,41.5,,\n4134,,,,,109.46,\n4135,,,,112.01,,\n4136,,,,,,54.07\n4137,,33.48,,,,\n4138,47.31,,,,,\n4139,,,5.44,,,\n4140,,,,,139.98,\n4141,53.68,,,,,\n4142,,,,,113.92,\n4143,,27.9,,,,\n4144,,,4.31,,,\n4145,45.13,,,,,\n4146,,,4.18,,,\n4147,,,,,139.35,\n4148,44.86,,,,,\n4149,,27.35,,,,\n4150,,41.18,,,,\n4151,78.81,,,,,\n4152,89.43,,,,,\n4153,71.94,,,,,\n4154,,39.07,,,,\n4155,,,,,43.05,\n4156,,,,,43.53,\n4157,,,,,55.39,\n4158,,11.54,,,,\n4159,,,,,493.01,\n4160,,47.23,,,,\n4161,,,,326.55,,\n4162,,,6.08,,,\n4163,,62.25,,,,\n4164,,63.23,,,,\n4165,,66.14,,,,\n4166,,53.31,,,,\n4167,,,,65.06,,\n4168,,,4.68,,,\n4169,,,4.68,,,\n4170,,,,117.19,,\n4171,54.74,,,,,\n4172,70.4,,,,,\n4173,,,,,,85.25\n4174,,,,,,54.76\n4175,,,,,,19.59\n4176,71.36,,,,,\n4177,,,,,65.18,\n4178,,,5.39,,,\n4179,22.8,,,,,\n4180,,,,43.98,,\n4181,22.11,,,,,\n4182,,14.99,,,,\n4183,,16.86,,,,\n4184,28.86,,,,,\n4185,33.39,,,,,\n4186,,,,,,24.13\n4187,,,,,102.73,\n4188,31.75,,,,,\n4189,27.37,,,,,\n4190,,12.87,,,,\n4191,24.05,,,,,\n4192,,,,,,5.53\n4193,38.35,,,,,\n4194,,19.12,,,,\n4195,,,5.81,,,\n4196,,,,,121.27,\n4197,,,,,,48.05\n4198,,,,,,23.24\n4199,43.68,,,,,\n4200,,,,,,36.2\n4201,,,,,,46.31\n4202,49.43,,,,,\n4203,,,6.03,,,\n4204,70.11,,,,,\n4205,,,,99.92,,\n4206,,,7.01,,,\n4207,,,,,,53.95\n4208,,,,,,68.73\n4209,,46.53,,,,\n4210,,36.72,,,,\n4211,31.26,,,,,\n4212,25.56,,,,,\n4213,18.84,,,,,\n4214,,16.65,,,,\n4215,,,,,54.65,\n4216,,,,,48.94,\n4217,20.49,,,,,\n4218,,,,,,1.93\n4219,,,,,,0.72\n4220,14.29,,,,,\n4221,,,,,,0.84\n4222,,14.11,,,,\n4223,16.18,,,,,\n4224,,,,,25.71,\n4225,14.46,,,,,\n4226,,,8.5,,,\n4227,16.2,,,,,\n4228,,,,22.49,,\n4229,,,,,31.96,\n4230,20.93,,,,,\n4231,,,,,41.12,\n4232,,,,,,10.02\n4233,,12.42,,,,\n4234,,,,32.05,,\n4235,,,,,,9.66\n4236,,,,,,7.04\n4237,,,,,,7.15\n4238,16.36,,,,,\n4239,,,,,37.29,\n4240,,,,28.83,,\n4241,,,4.97,,,\n4242,,,,,21.42,\n4243,19.27,,,,,\n4244,,,,,18.78,\n4245,,,,,22.63,\n4246,21.41,,,,,\n4247,,,4.36,,,\n4248,,,4.54,,,\n4249,,,5.61,,,\n4250,,27.5,,,,\n4251,,17.7,,,,\n4252,,12.58,,,,\n4253,,,5.52,,,\n4254,,11.34,,,,\n4255,,,5.72,,,\n4256,,,,,,9.24\n4257,,,,,61.44,\n4258,,,,,,4.85\n4259,31.28,,,,,\n4260,,,5.31,,,\n4261,,,5.32,,,\n4262,28.06,,,,,\n4263,31.04,,,,,\n4264,,,,,,3.47\n4265,,20.19,,,,\n4266,,,,,,2.19\n4267,,,5.59,,,\n4268,31.29,,,,,\n4269,,31.42,,,,\n4270,,,,,68.13,\n4271,,35.3,,,,\n4272,,,,,43.24,\n4273,,,,29.47,,\n4274,,,,,,6.62\n4275,29.05,,,,,\n4276,,,,,39.64,\n4277,,,,31.91,,\n4278,,,8.47,,,\n4279,,,,,328.65,\n4280,68.42,,,,,\n4281,,,,,,188.07\n4282,,4.66,,,,\n4283,,,7.58,,,\n4284,,,,116.91,,\n4285,,,,98.18,,\n4286,,,5.75,,,\n4287,,,5.66,,,\n4288,,4.57,,,,\n4289,,,,,117.09,\n4290,,,5.54,,,\n4291,50.09,,,,,\n4292,,,,,358.37,\n4293,,5.12,,,,\n4294,,,8.61,,,\n4295,,6.35,,,,\n4296,,,11.07,,,\n4297,,,,,,124.05\n4298,84.36,,,,,\n4299,,6.84,,,,\n4300,,,8.01,,,\n4301,,5.96,,,,\n4302,,,,,291.54,\n4303,,,8.35,,,\n4304,,4.92,,,,\n4305,,,,322.82,,\n4306,,,,207.65,,\n4307,,5.38,,,,\n4308,,,,,,168.81\n4309,,,,134.95,,\n4310,49.96,,,,,\n4311,,,,,,78.04\n4312,,,,109.17,,\n4313,,,,,166.81,\n4314,48.52,,,,,\n4315,53.68,,,,,\n4316,,3.94,,,,\n4317,,,,146.38,,\n4318,,4.5,,,,\n4319,,4.69,,,,\n4320,50.99,,,,,\n4321,,,,,,8.95\n4322,61.41,,,,,\n4323,,,,,,7.83\n4324,,,5.51,,,\n4325,,,,59.19,,\n4326,,5.18,,,,\n4327,,,,102.52,,\n4328,,,,139.68,,\n4329,,,,,311.13,\n4330,59.26,,,,,\n4331,71.57,,,,,\n4332,,3.96,,,,\n4333,,,,,,33.26\n4334,,,,62.85,,\n4335,,,,58.66,,\n4336,64.45,,,,,\n4337,,,,65.55,,\n4338,,,,,,12.36\n4339,,5.54,,,,\n4340,,,5.53,,,\n4341,,,5.74,,,\n4342,,,5.31,,,\n4343,,,,,52.82,\n4344,71.09,,,,,\n4345,36.51,,,,,\n4346,,,,,,11.36\n4347,,6.17,,,,\n4348,,,,,48.25,\n4349,,,6.81,,,\n4350,,,,72.33,,\n4351,43.28,,,,,\n4352,,5.36,,,,\n4353,,,,88.94,,\n4354,,5.64,,,,\n4355,,,,,171.55,\n4356,,,5.18,,,\n4357,65.32,,,,,\n4358,,,,48.52,,\n4359,71.56,,,,,\n4360,,,,,98.53,\n4361,,,,,,13.85\n4362,,,,96.94,,\n4363,,,,,,40.18\n4364,,,,106.11,,\n4365,,5.29,,,,\n4366,,,5.45,,,\n4367,,5.34,,,,\n4368,,,,,,4.98\n4369,37.34,,,,,\n4370,,5.42,,,,\n4371,,,,,29.0,\n4372,,5.94,,,,\n4373,,5.98,,,,\n4374,53.91,,,,,\n4375,,,,,,3.26\n4376,,,5.54,,,\n4377,,,,,63.89,\n4378,,,5.35,,,\n4379,,,,14.41,,\n4380,,,5.23,,,\n4381,,5.21,,,,\n4382,,,,,,0.19\n4383,,,,,13.7,\n4384,73.04,,,,,\n4385,,5.18,,,,\n4386,,5.46,,,,\n4387,,5.23,,,,\n4388,,,4.94,,,\n4389,,,5.09,,,\n4390,,,5.22,,,\n4391,,,4.67,,,\n4392,,,,24.19,,\n4393,,,,,,5.81\n4394,79.03,,,,,\n4395,,5.6,,,,\n4396,,,,35.9,,\n4397,,,,,51.77,\n4398,,,,,,8.96\n4399,,,,,,9.29\n4400,64.76,,,,,\n4401,,,5.53,,,\n4402,,4.72,,,,\n4403,,,,,,2.71\n4404,,,,26.42,,\n4405,,5.54,,,,\n4406,,,,20.29,,\n4407,52.34,,,,,\n4408,,,,,,3.54\n4409,,4.49,,,,\n4410,,,,51.36,,\n4411,,,,,,13.67\n4412,,,,38.89,,\n4413,,,,,,8.54\n4414,,,,29.67,,\n4415,,5.1,,,,\n4416,,,,,,9.93\n4417,,,,,,7.01\n4418,,,,32.26,,\n4419,,,,38.98,,\n4420,,,,,64.8,\n4421,,4.6,,,,\n4422,71.28,,,,,\n4423,,,8.17,,,\n4424,,,7.38,,,\n4425,,4.61,,,,\n4426,,,,29.05,,\n4427,81.3,,,,,\n4428,,,6.67,,,\n4429,,3.83,,,,\n4430,,,,,34.06,\n4431,,4.45,,,,\n4432,74.26,,,,,\n4433,63.83,,,,,\n4434,,5.3,,,,\n4435,,,,,275.67,\n4436,46.85,,,,,\n4437,,7.96,,,,\n4438,53.14,,,,,\n4439,48.04,8.54,11.32,61.52,88.39,26.87\n4440,,6.79,,,,\n4441,,,,,,10.85\n4442,,,7.46,,,\n4443,,,,,,8.12\n4444,,5.08,,,,\n4445,31.0,,,,,\n4446,,,,79.37,,\n4447,,,,,59.6,\n4448,79.31,,,,,\n4449,,,,83.43,,\n4450,,,,51.34,,\n4451,77.91,,,,,\n4452,,,6.5,,,\n4453,,,7.1,,,\n4454,,,7.63,,,\n4455,,,7.76,,,\n4456,50.91,,,,,\n4457,45.13,5.1,7.18,83.9,113.28,29.38\n4458,,5.76,,,,\n4459,,,,,403.77,\n4460,,,,,,105.12\n4461,,,6.47,,,\n4462,,,,,48.38,\n4463,,,,,23.79,\n4464,,,,,,3.02\n4465,,,5.68,,,\n4466,,,5.6,,,\n4467,,5.43,,,,\n4468,,,,29.42,,\n4469,75.05,,,,,\n4470,,,,,71.49,\n4471,,,,,103.37,\n4472,,4.41,,,,\n4473,,,5.23,,,\n4474,,,,,108.96,\n4475,,,,,,3.61\n4476,,,,,,0.59\n4477,,,5.37,,,\n4478,31.02,,,,,\n4479,50.04,,,,,\n4480,,4.65,,,,\n4481,,,,,69.96,\n4482,,,,56.75,,\n4483,,,4.83,,,\n4484,,,,,,8.4\n4485,84.6,,,,,\n4486,,3.0,,,,\n4487,40.99,,,,,\n4488,,,5.68,,,\n4489,,23.8,,,,\n4490,,,4.73,,,\n4491,,,,,,68.49\n4492,,9.14,,,,\n4493,,,,114.96,,\n4494,,,4.88,,,\n4495,,,,,,31.15\n4496,,21.61,,,,\n4497,,20.41,,,,\n4498,,15.82,,,,\n4499,,,6.92,,,\n4500,,30.4,,,,\n4501,,,,,270.03,\n4502,,,,,213.49,\n4503,,16.3,,,,\n4504,,,9.53,,,\n4505,,,,,76.87,\n4506,88.43,,,,,\n4507,,,7.73,,,\n4508,,,,,134.82,\n4509,66.88,,,,,\n4510,,,,,,182.54\n4511,97.51,,,,,\n4512,,,5.99,,,\n4513,,,6.11,,,\n4514,106.09,,,,,\n4515,,,,,,118.25\n4516,,,,,121.17,\n4517,,,,,110.84,\n4518,,,,82.08,,\n4519,63.53,,,,,\n4520,,38.46,,,,\n4521,,,7.11,,,\n4522,,,,,191.51,\n4523,,,,,,64.54\n4524,,,,,,57.57\n4525,,,,,146.87,\n4526,,53.58,,,,\n4527,,,,,,21.23\n4528,,,,,51.38,\n4529,41.06,,,,,\n4530,,,4.69,,,\n4531,,43.51,,,,\n4532,,,,,246.97,\n4533,,,5.68,,,\n4534,,,,,155.97,\n4535,,,,95.59,,\n4536,,,5.08,,,\n4537,,,6.26,,,\n4538,53.39,,,,,\n4539,,,,,88.54,\n4540,,,5.55,,,\n4541,,33.92,,,,\n4542,,,,,,31.68\n4543,,38.08,,,,\n4544,,28.27,,,,\n4545,,40.94,,,,\n4546,,,,108.76,,\n4547,,,,,243.95,\n4548,37.11,,,,,\n4549,42.1,,,,,\n4550,,,,54.94,,\n4551,,,,33.42,,\n4552,,,,40.49,,\n4553,,,,,61.51,\n4554,,,,106.69,,\n4555,,24.7,,,,\n4556,,,,141.07,,\n4557,,,,107.0,,\n4558,,29.34,,,,\n4559,,,,,,100.94\n4560,,33.36,,,,\n4561,,,,111.94,,\n4562,,,,,220.64,\n4563,,,,81.02,,\n4564,80.88,,,,,\n4565,,,,74.88,,\n4566,,,,,116.86,\n4567,,24.32,,,,\n4568,,,,77.43,,\n4569,34.51,,,,,\n4570,35.82,,,,,\n4571,,,,73.18,,\n4572,24.49,,,,,\n4573,,,,,132.46,\n4574,,,,,60.55,\n4575,,,,,,21.22\n4576,,,4.79,,,\n4577,,,,,246.3,\n4578,21.2,,,,,\n4579,,,,42.32,,\n4580,,,,,,3.4\n4581,,,,,,9.1\n4582,,,,,65.23,\n4583,,,,,,5.67\n4584,14.28,,,,,\n4585,,,,,54.55,\n4586,28.08,13.52,4.83,46.71,48.77,2.06\n4587,,13.8,,,,\n4588,,,,58.24,,\n4589,,,,64.35,,\n4590,23.59,,,,,\n4591,,,,95.12,,\n4592,20.42,,,,,\n4593,29.55,,,,,\n4594,,24.92,,,,\n4595,,,,53.04,,\n4596,,,,,,10.77\n4597,,,,44.33,,\n4598,,,,,,6.54\n4599,,,,,,7.86\n4600,16.09,,,,,\n4601,,,,,63.73,\n4602,,,,29.48,,\n4603,,12.28,,,,\n4604,,,,,,10.48\n4605,,,,,41.15,\n4606,,,,,,8.15\n4607,,,,,21.08,\n4608,12.6,,,,,\n4609,,,,,,2.51\n4610,,,,,28.86,\n4611,13.3,,,,,\n4612,,6.65,,,,\n4613,,,,,,8.14\n4614,,,,24.06,,\n4615,14.79,,,,,\n4616,19.01,,,,,\n4617,,,,,41.38,\n4618,,,,,,17.66\n4619,,8.2,,,,\n4620,,,,,54.14,\n4621,,19.1,,,,\n4622,,,5.82,,,\n4623,,,,,89.44,\n4624,24.89,,,,,\n4625,,,6.8,,,\n4626,,,7.56,,,\n4627,,,7.49,,,\n4628,50.03,,,,,\n4629,,,7.08,,,\n4630,,,8.54,,,\n4631,,,,,,46.75\n4632,42.34,14.75,6.75,51.54,83.46,31.92\n4633,,14.14,,,,\n4634,,,,,73.01,\n4635,,10.02,,,,\n4636,,,6.26,,,\n4637,,,,167.03,,\n4638,,,,130.01,,\n4639,,44.28,,,,\n4640,54.21,,,,,\n4641,,,,,270.38,\n4642,,,,,213.57,\n4643,,,,,204.04,\n4644,,,,,137.66,\n4645,,,,104.15,,\n4646,76.92,,,,,\n4647,,,,,,78.35\n4648,30.99,,,,,\n4649,34.65,,,,,\n4650,,,,203.05,,\n4651,,,,,,263.28\n4652,,,8.09,,,\n4653,,,,,,328.78\n4654,,,,41.1,,\n4655,,25.56,,,,\n4656,,,,100.53,,\n4657,,,5.54,,,\n4658,44.51,,,,,\n4659,,,,106.86,,\n4660,,,8.44,,,\n4661,55.55,,,,,\n4662,,,11.48,,,\n4663,,29.36,,,,\n4664,,,8.14,,,\n4665,,,,,54.59,\n4666,,24.26,,,,\n4667,47.19,,,,,\n4668,,,,94.75,,\n4669,47.59,,,,,\n4670,,,,,,199.63\n4671,,,,,,354.56\n4672,,37.5,,,,\n4673,,51.98,,,,\n4674,,32.61,,,,\n4675,,31.12,,,,\n4676,,,,86.4,,\n4677,,,,,,52.22\n4678,,41.94,,,,\n4679,,,,,,62.15\n4680,,,,,369.42,\n4681,,,,,,233.08\n4682,,,,,,186.88\n4683,,,,,,133.02\n4684,,,,175.05,,\n4685,,,,178.19,,\n4686,,11.71,,,,\n4687,85.07,,,,,\n4688,,62.71,,,,\n4689,,56.28,,,,\n4690,48.87,,,,,\n4691,,,,123.85,,\n4692,,39.7,,,,\n4693,,,,,313.76,\n4694,,,,,,173.89\n4695,,,,132.0,,\n4696,,,,,236.48,\n4697,,55.05,,,,\n4698,,,,,146.63,\n4699,67.0,,,,,\n4700,,37.29,,,,\n4701,61.14,,,,,\n4702,,,,,225.87,\n4703,63.91,,,,,\n4704,71.31,,,,,\n4705,,51.44,,,,\n4706,,,11.43,,,\n4707,,71.04,,,,\n4708,85.36,,,,,\n4709,63.98,,,,,\n4710,,,9.72,,,\n4711,,,,,103.91,\n4712,,44.28,,,,\n4713,,56.03,,,,\n4714,,,7.39,,,\n4715,104.7,,,,,\n4716,,56.92,,,,\n4717,,60.38,,,,\n4718,,,,,346.15,\n4719,,66.41,,,,\n4720,,,,,160.51,\n"
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  {
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19,20.76,10.21,3.09,7.34,8.75,1.41,1\n1820,17.74,10.91,2.98,7.47,8.87,1.4,1\n1821,15.1,10.96,3.54,9.4,11.48,2.08,1\n1822,14.08,8.12,4.17,10.51,12.68,2.17,1\n1823,14.64,8.62,4.3,9.26,11.19,1.93,1\n1824,14.25,9.94,4.07,10.45,12.11,1.66,1\n1825,19.68,7.97,3.96,9.88,11.06,1.18,1\n1826,20.15,7.94,3.61,10.26,11.56,1.3,2\n1827,35.34,5.39,2.71,40.74,54.75,14.01,2\n1828,39.6,9.68,3.43,18.07,23.99,5.92,2\n1829,40.17,10.98,3.46,15.92,22.43,6.51,2\n1830,34.76,11.9,3.45,13.48,18.63,5.15,2\n1831,40.17,8.68,3.24,14.77,19.9,5.13,2\n1832,32.3,11.87,3.35,20.68,26.24,5.56,1\n1833,24.71,10.51,3.42,40.11,46.73,6.62,2\n1834,43.32,12.74,3.68,82.33,91.15,8.82,3\n1835,74.38,13.06,3.74,140.67,166.35,25.68,3\n1836,74.14,34.89,3.56,53.25,61.97,8.72,3\n1837,77.67,30.67,3.5,39.24,44.46,5.22,3\n1838,54.15,19.6,3.35,35.81,41.21,5.4,2\n1839,43.51,21.11,3.17,27.88,33.37,5.49,2\n1840,33.37,14.63,3.24,35.31,40.51,5.2,2\n1841,37.32,23.49,3.2,22.1,26.36,4.26,2\n1842,28.73,17.06,3.27,31.5,36.86,5.36,2\n1843,29.71,13.08,3.44,39.84,45.17,5.33,2\n1844,33.09,17.05,3.29,64.67,82.12,17.45,3\n1845,39.69,36.24,3.7,89.57,128.94,39.37,2\n1846,35.13,15.1,3.12,39.2,50.01,10.81,2\n1847,29.08,17.18,3.24,33.25,42.09,8.84,2\n1848,36.72,19.35,3.19,25.75,33.18,7.43,1\n1849,23.89,14.72,3.2,14.85,20.25,5.4,2\n1850,29.2,9.96,3.2,12.43,17.76,5.33,2\n1851,25.34,8.34,3.26,13.65,20.67,7.02,1\n1852,23.46,6.86,3.44,16.49,22.47,5.98,1\n1853,18.64,7.4,3.26,13.07,18.18,5.11,1\n1854,22.28,6.98,3.31,14.8,19.74,4.94,1\n1855,24.14,7.29,3.33,30.8,36.67,5.87,2\n1856,20.71,6.57,3.29,53.27,61.13,7.86,2\n1857,40.98,17.82,3.4,32.59,38.11,5.52,2\n1858,46.24,29.37,3.4,30.18,35.81,5.63,3\n1859,51.59,41.46,3.29,32.83,38.08,5.25,3\n1860,46.83,36.16,3.43,41.26,46.23,4.97,3\n1861,51.56,33.42,3.43,48.95,54.79,5.84,3\n1862,47.72,31.84,3.61,31.83,36.57,4.74,2\n1863,42.43,27.14,3.66,22.85,27.37,4.52,2\n1864,41.96,16.75,3.51,25.26,29.86,4.6,3\n1865,38.65,32.03,3.6,29.04,34.82,5.78,2\n1866,25.92,24.31,4.28,43.63,54.08,10.45,2\n1867,46.36,19.92,3.73,26.95,35.2,8.25,2\n1868,29.19,13.04,3.73,18.51,25.14,6.63,1\n1869,21.75,9.87,3.29,17.47,23.16,5.69,2\n1870,29.72,9.43,3.55,26.8,34.68,7.88,2\n1871,44.18,12.53,3.96,22.16,31.16,9.0,2\n1872,47.53,13.33,4.0,20.06,28.35,8.29,2\n1873,37.18,15.5,4.33,22.22,29.32,7.1,2\n1874,33.43,11.85,3.95,17.28,23.7,6.42,2\n1875,48.06,8.26,3.96,16.57,22.73,6.16,3\n1876,54.08,11.74,3.83,23.31,30.21,6.9,2\n1877,43.62,10.59,3.69,32.12,39.39,7.27,2\n1878,41.88,24.23,3.55,34.67,43.14,8.47,2\n1879,49.58,18.23,3.39,30.99,36.21,5.22,2\n1880,48.29,28.94,3.44,34.03,39.09,5.06,3\n1881,55.16,32.03,3.48,38.62,44.1,5.48,3\n1882,41.21,31.85,3.44,44.57,50.39,5.82,3\n1883,43.05,30.17,3.46,49.93,54.89,4.96,3\n1884,41.32,36.18,3.47,26.82,31.32,4.5,2\n1885,27.04,26.39,3.25,27.21,34.9,7.69,2\n1886,23.8,17.82,3.01,13.97,19.56,5.59,1\n1887,23.99,11.22,3.16,13.04,18.51,5.47,2\n1888,29.04,9.92,3.14,17.18,23.53,6.35,2\n1889,36.44,15.95,3.43,19.99,26.83,6.84,2\n1890,27.98,26.51,3.58,30.65,38.34,7.69,2\n1891,47.08,17.49,3.46,25.73,32.69,6.96,3\n1892,45.56,35.82,3.3,22.07,28.12,6.05,2\n1893,29.6,24.38,3.19,22.0,28.07,6.07,2\n1894,27.4,14.49,3.45,23.76,30.09,6.33,1\n1895,19.26,9.32,3.24,32.48,39.79,7.31,1\n1896,17.39,9.14,3.24,38.87,46.59,7.72,1\n1897,17.58,8.2,3.17,35.27,40.9,5.63,2\n1898,39.4,7.78,3.1,29.3,34.54,5.24,2\n1899,26.34,17.55,3.23,35.21,41.6,6.39,2\n1900,24.52,15.14,3.15,28.24,34.31,6.07,2\n1901,19.59,18.94,3.01,22.28,27.87,5.59,1\n1902,16.95,14.82,2.96,22.53,28.03,5.5,1\n1903,14.68,10.64,3.17,18.06,22.89,4.83,2\n1904,27.21,8.97,3.13,13.64,18.08,4.44,1\n1905,20.34,6.76,3.19,11.52,16.41,4.89,2\n1906,27.84,10.1,3.0,10.15,14.51,4.36,1\n1907,19.81,9.48,3.0,32.77,54.32,21.55,1\n1908,16.0,14.5,3.02,20.62,27.9,7.28,1\n1909,15.36,10.95,3.08,16.9,23.42,6.52,1\n1910,19.03,9.25,3.12,15.67,21.83,6.16,1\n1911,15.97,8.21,3.11,15.49,21.74,6.25,1\n1912,15.0,8.29,3.08,19.37,27.26,7.89,1\n1913,17.0,12.0,3.24,20.92,30.45,9.53,1\n1914,17.95,9.71,3.0,25.48,35.56,10.08,1\n1915,24.75,8.02,3.14,28.93,38.44,9.51,1\n1916,18.62,8.3,3.05,26.57,35.76,9.19,1\n1917,18.3,8.32,3.03,27.61,35.91,8.3,2\n1918,25.92,8.05,3.15,27.08,34.83,7.75,2\n1919,26.24,10.05,3.25,32.36,40.9,8.54,1\n1920,22.82,7.63,3.21,40.66,50.63,9.97,1\n1921,15.78,9.63,3.43,42.8,53.42,10.62,2\n1922,29.34,18.56,3.38,31.35,39.12,7.77,2\n1923,33.98,19.92,3.29,21.82,28.31,6.49,2\n1924,22.76,19.9,3.37,17.48,22.42,4.94,1\n1925,17.17,14.04,3.31,12.91,17.44,4.53,1\n1926,15.91,9.39,3.18,12.1,16.98,4.88,2\n1927,17.93,17.32,3.48,20.22,27.72,7.5,1\n1928,14.87,14.13,3.2,25.94,32.57,6.63,1\n1929,23.8,9.45,3.4,25.92,33.26,7.34,2\n1930,31.89,5.33,3.3,14.07,21.02,6.95,2\n1931,26.65,4.17,3.48,15.98,23.06,7.08,2\n1932,28.76,4.57,3.29,13.45,19.8,6.35,1\n1933,20.45,6.18,3.33,16.69,23.78,7.09,1\n1934,17.71,6.87,3.25,16.45,23.02,6.57,2\n1935,26.63,7.86,3.09,16.56,22.89,6.33,2\n1936,42.67,7.18,3.16,26.26,33.39,7.13,2\n1937,27.1,6.73,3.46,33.63,41.0,7.37,2\n1938,28.31,19.73,3.75,37.16,43.43,6.27,2\n1939,37.57,14.13,4.05,45.68,52.36,6.68,2\n1940,36.37,11.32,4.23,44.33,50.08,5.75,2\n1941,34.97,13.5,4.3,37.68,42.5,4.82,2\n1942,26.91,10.17,4.36,37.02,41.62,4.6,2\n1943,36.58,14.74,4.92,55.18,61.44,6.26,3\n1944,41.13,34.32,4.8,47.62,52.86,5.24,2\n1945,42.18,22.55,4.45,37.9,43.6,5.7,3\n1946,58.9,20.16,4.14,46.44,51.79,5.35,3\n1947,41.95,41.67,4.11,37.99,43.38,5.39,3\n1948,43.2,41.06,4.25,47.74,61.77,14.03,3\n1949,40.34,31.02,4.78,77.28,118.75,41.47,3\n1950,36.02,35.12,5.59,70.38,101.61,31.23,2\n1951,49.3,27.36,4.74,24.47,34.01,9.54,2\n1952,31.36,22.37,4.37,15.66,22.81,7.15,2\n1953,21.63,15.46,4.45,16.16,23.29,7.13,1\n1954,17.5,11.59,4.23,10.94,16.41,5.47,2\n1955,28.79,8.96,4.23,12.08,17.72,5.64,1\n1956,20.83,9.04,3.98,15.46,22.02,6.56,2\n1957,32.38,7.3,4.13,15.27,21.88,6.61,2\n1958,31.14,18.92,3.96,11.81,17.52,5.71,2\n1959,23.43,15.15,4.07,20.46,26.98,6.52,2\n1960,35.52,12.4,4.56,25.69,32.43,6.74,2\n1961,25.01,10.55,4.69,32.38,38.42,6.04,2\n1962,20.37,8.12,4.61,66.02,73.72,7.7,3\n1963,71.2,8.14,4.68,74.17,83.19,9.02,2\n1964,45.95,15.23,4.87,56.22,62.96,6.74,2\n1965,46.35,19.99,4.64,53.69,59.75,6.06,3\n1966,51.36,23.85,4.77,98.03,112.76,14.73,2\n1967,42.79,23.64,4.07,40.8,47.0,6.2,2\n1968,38.27,21.68,4.2,41.41,46.51,5.1,2\n1969,29.03,14.89,4.4,38.89,44.66,5.77,2\n1970,36.69,13.9,4.11,49.65,62.49,12.84,2\n1971,38.17,25.71,4.43,28.95,37.57,8.62,2\n1972,30.5,17.5,4.35,20.56,26.74,6.18,2\n1973,45.58,12.65,4.28,15.16,20.31,5.15,3\n1974,50.16,30.77,3.93,13.78,19.57,5.79,2\n1975,44.27,23.05,4.11,12.91,18.14,5.23,2\n1976,36.73,17.08,4.03,15.29,21.1,5.81,2\n1977,43.26,16.36,3.93,14.04,19.08,5.04,2\n1978,35.35,11.77,3.96,18.75,24.24,5.49,2\n1979,34.47,9.6,3.81,31.99,38.85,6.86,2\n1980,40.98,21.85,4.0,54.14,60.59,6.45,3\n1981,43.7,34.24,4.0,55.62,60.89,5.27,2\n1982,46.13,22.17,4.22,65.41,71.33,5.92,3\n1983,51.0,38.32,4.03,42.6,47.86,5.26,3\n1984,71.13,34.54,3.85,71.47,77.21,5.74,3\n1985,69.44,37.54,4.04,73.09,78.9,5.81,3\n1986,62.06,36.9,3.84,75.81,83.63,7.82,3\n1987,55.26,32.2,3.79,43.21,48.62,5.41,3\n1988,60.72,48.77,3.75,37.77,42.88,5.11,3\n1989,46.14,35.22,3.61,32.91,38.11,5.2,3\n1990,45.59,44.09,3.77,59.36,73.27,13.91,3\n1991,48.88,37.45,3.83,86.64,116.55,29.91,2\n1992,40.68,26.8,4.14,58.38,77.71,19.33,2\n1993,29.19,18.2,4.02,36.1,45.45,9.35,2\n1994,30.08,12.77,3.96,35.87,44.64,8.77,2\n1995,37.82,17.58,3.85,26.78,33.28,6.5,2\n1996,34.02,18.2,3.48,14.59,19.68,5.09,2\n1997,39.73,12.69,3.3,15.97,21.54,5.57,2\n1998,27.6,9.94,3.38,15.07,20.54,5.47,1\n1999,21.97,7.32,3.29,15.91,21.66,5.75,2\n2000,36.82,8.25,3.66,19.34,24.87,5.53,1\n2001,24.76,8.15,3.52,28.35,34.77,6.42,1\n2002,24.38,14.32,3.7,49.27,56.51,7.24,2\n2003,28.54,22.54,4.88,53.85,59.77,5.92,2\n2004,49.27,18.65,3.85,48.95,55.29,6.34,2\n2005,44.05,18.27,3.76,44.05,49.01,4.96,2\n2006,47.74,14.26,4.11,78.26,87.65,9.39,3\n2007,56.66,17.34,4.76,109.74,135.09,25.35,3\n2008,63.54,26.01,4.29,85.3,100.32,15.02,4\n2009,74.44,55.7,4.1,60.94,67.72,6.78,3\n2010,70.52,44.66,4.04,42.15,47.24,5.09,3\n2011,56.59,29.41,3.91,37.05,41.97,4.92,3\n2012,50.06,18.94,3.77,35.24,41.33,6.09,2\n2013,49.7,23.75,3.91,76.46,115.46,39.0,3\n2014,57.66,46.22,4.36,102.43,153.99,51.56,3\n2015,47.37,46.34,4.56,103.39,149.45,46.06,3\n2016,47.28,30.75,4.38,71.89,93.22,21.33,2\n2017,32.68,20.82,3.98,41.46,52.67,11.21,2\n2018,30.86,15.11,3.95,30.43,38.41,7.98,2\n2019,35.62,14.58,3.87,27.89,34.73,6.84,2\n2020,24.85,15.64,3.8,25.86,31.64,5.78,2\n2021,34.54,12.97,3.57,19.11,24.24,5.13,2\n2022,39.37,10.29,3.59,15.98,20.71,4.73,2\n2023,47.7,9.43,3.32,14.84,19.91,5.07,2\n2024,32.36,9.11,3.24,22.19,28.0,5.81,2\n2025,44.36,16.05,3.17,34.13,41.7,7.57,3\n2026,52.4,14.32,3.37,50.63,59.05,8.42,3\n2027,66.01,26.26,3.99,70.95,77.46,6.51,3\n2028,59.56,22.78,4.22,66.06,72.87,6.81,3\n2029,62.91,27.37,3.64,58.61,66.28,7.67,3\n2030,66.93,23.63,5.39,64.48,70.69,6.21,3\n2031,63.4,28.41,4.9,55.95,62.8,6.85,2\n2032,41.04,21.12,3.81,28.03,32.96,4.93,2\n2033,42.94,21.7,3.75,28.8,34.63,5.83,3\n2034,43.0,42.11,3.82,46.85,58.7,11.85,2\n2035,40.31,29.19,4.02,38.53,49.08,10.55,2\n2036,37.33,25.55,3.7,16.56,23.2,6.64,2\n2037,41.13,16.22,3.72,13.36,19.17,5.81,2\n2038,47.14,22.29,3.7,13.41,19.25,5.84,2\n2039,32.18,15.45,3.7,11.66,17.21,5.55,2\n2040,29.31,11.77,3.48,15.45,21.61,6.16,2\n2041,31.31,9.84,3.87,14.98,21.26,6.28,2\n2042,37.87,7.69,3.85,14.38,20.97,6.59,2\n2043,47.12,6.1,3.72,17.76,24.22,6.46,2\n2044,30.17,7.46,3.56,20.34,26.75,6.41,2\n2045,33.09,6.8,3.91,25.89,33.0,7.11,2\n2046,35.4,17.41,3.9,27.4,33.37,5.97,2\n2047,41.16,15.09,4.09,34.25,39.52,5.27,3\n2048,51.49,26.62,4.08,30.16,35.57,5.41,3\n2049,60.37,24.48,4.05,28.76,33.93,5.17,2\n2050,40.68,15.49,3.99,30.98,36.03,5.05,2\n2051,28.44,10.18,3.87,29.92,35.78,5.86,1\n2052,21.34,9.45,3.48,21.34,25.76,4.42,1\n2053,18.74,8.79,3.32,21.71,26.08,4.37,2\n2054,37.21,7.37,3.42,15.41,19.94,4.53,2\n2055,42.4,7.26,3.5,15.04,19.38,4.34,2\n2056,44.52,6.49,3.53,20.42,25.01,4.59,2\n2057,28.1,6.78,3.55,39.8,47.21,7.41,2\n2058,22.84,20.19,3.54,30.24,38.3,8.06,2\n2059,34.57,19.84,3.49,10.93,16.08,5.15,2\n2060,25.04,14.09,3.16,10.5,15.58,5.08,1\n2061,20.33,9.65,3.1,10.69,15.76,5.07,2\n2062,25.5,6.42,3.0,10.38,16.12,5.74,1\n2063,20.1,4.71,3.07,10.97,16.19,5.22,1\n2064,17.12,6.83,3.1,14.0,20.14,6.14,1\n2065,16.46,5.31,3.1,13.8,20.41,6.61,1\n2066,16.82,4.16,3.21,13.7,19.83,6.13,2\n2067,30.99,5.81,3.3,17.09,23.03,5.94,2\n2068,36.7,6.2,3.17,20.21,26.04,5.83,2\n2069,25.62,6.18,3.28,28.7,34.28,5.58,2\n2070,44.49,5.79,3.23,39.47,47.16,7.69,2\n2071,47.99,24.03,3.38,38.14,42.89,4.75,3\n2072,57.14,18.97,3.31,44.97,50.07,5.1,2\n2073,45.88,17.86,3.25,42.85,47.76,4.91,3\n2074,58.11,14.26,2.96,32.47,36.96,4.49,2\n2075,45.78,20.1,3.03,19.67,24.06,4.39,3\n2076,41.83,35.68,2.86,13.3,17.55,4.25,2\n2077,34.52,23.14,2.84,10.87,15.11,4.24,2\n2078,41.36,13.84,3.1,14.0,18.65,4.65,2\n2079,40.47,14.51,2.95,24.1,28.75,4.65,2\n2080,27.29,12.27,3.32,42.02,50.22,8.2,3\n2081,31.36,30.83,3.28,26.33,36.94,10.61,2\n2082,32.05,19.05,3.25,22.58,30.27,7.69,2\n2083,28.18,12.2,3.31,14.85,20.86,6.01,2\n2084,31.81,10.29,3.36,11.57,17.19,5.62,2\n2085,40.07,9.36,3.49,13.04,19.12,6.08,2\n2086,46.62,9.57,3.62,15.87,21.85,5.98,2\n2087,34.38,8.31,3.69,13.6,19.23,5.63,1\n2088,23.87,8.11,3.53,14.35,20.43,6.08,1\n2089,20.06,6.63,3.5,14.33,19.82,5.49,2\n2090,31.81,29.81,3.59,25.51,31.99,6.48,2\n2091,46.24,21.8,3.9,56.04,63.83,7.79,3\n2092,69.93,14.84,3.88,78.44,86.35,7.91,3\n2093,65.06,9.85,3.97,75.69,82.7,7.01,4\n2094,95.36,9.74,3.82,48.72,53.48,4.76,3\n2095,89.67,11.58,3.66,36.67,41.35,4.68,3\n2096,66.27,21.4,3.72,36.65,41.25,4.6,2\n2097,39.49,15.91,3.59,28.87,33.7,4.83,2\n2098,48.38,12.74,3.51,25.68,30.23,4.55,2\n2099,40.52,10.59,3.69,22.54,27.06,4.52,2\n2100,40.42,24.79,3.55,13.44,17.81,4.37,2\n2101,37.16,17.42,3.65,25.7,30.44,4.74,2\n2102,39.76,15.18,3.83,29.88,36.55,6.67,2\n2103,30.94,21.96,3.77,46.74,59.33,12.59,2\n2104,32.5,26.95,3.92,41.75,54.62,12.87,2\n2105,33.34,19.12,3.77,31.7,42.11,10.41,1\n2106,24.34,11.96,3.79,27.29,36.43,9.14,2\n2107,30.65,10.76,3.71,22.92,30.51,7.59,2\n2108,29.8,9.3,3.78,16.31,22.71,6.4,2\n2109,46.87,9.09,3.92,13.17,18.7,5.53,2\n2110,47.51,9.33,3.98,12.8,18.19,5.39,2\n2111,31.95,7.74,3.89,13.32,19.51,6.19,2\n2112,26.19,7.98,4.12,15.66,21.29,5.63,2\n2113,49.27,7.59,3.95,16.68,22.24,5.56,2\n2114,41.01,6.53,3.82,26.18,32.26,6.08,2\n2115,34.3,9.43,4.07,45.94,55.5,9.56,3\n2116,64.06,9.35,4.53,36.53,42.11,5.58,3\n2117,70.16,8.72,4.09,43.58,49.1,5.52,2\n2118,49.61,8.57,4.38,39.35,44.68,5.33,3\n2119,55.3,7.38,4.51,57.29,62.74,5.45,2\n2120,42.86,8.27,4.58,41.44,46.19,4.75,2\n2121,39.27,9.39,3.9,35.35,39.97,4.62,2\n2122,43.54,9.44,3.73,28.83,33.45,4.62,2\n2123,48.19,24.08,3.86,26.75,31.37,4.62,2\n2124,33.13,17.85,4.08,35.03,39.86,4.83,2\n2125,36.13,19.39,3.89,34.54,39.82,5.28,3\n2126,50.3,30.3,3.84,53.17,67.92,14.75,3\n2127,43.86,36.16,3.94,51.76,66.52,14.76,3\n2128,58.61,36.62,4.16,56.86,87.2,30.34,3\n2129,77.48,28.76,3.69,20.37,27.75,7.38,3\n2130,57.94,19.1,3.8,16.05,22.41,6.36,2\n2131,35.61,13.39,3.77,14.03,20.58,6.55,2\n2132,40.7,10.99,3.81,13.66,19.88,6.22,2\n2133,27.62,9.56,3.68,13.07,19.02,5.95,2\n2134,30.21,8.99,4.62,13.09,19.07,5.98,2\n2135,35.26,10.56,3.69,12.49,19.17,6.68,2\n2136,26.08,11.67,3.86,12.62,18.03,5.41,2\n2137,34.7,10.2,3.99,16.72,22.81,6.09,3\n2138,60.87,10.01,4.02,30.63,37.27,6.64,3\n2139,58.37,7.64,3.87,42.86,50.0,7.14,2\n2140,43.38,15.24,3.78,39.92,46.47,6.55,3\n2141,84.58,12.43,3.75,34.42,39.13,4.71,3\n2142,64.54,30.91,3.83,28.79,34.58,5.79,3\n2143,67.26,27.74,4.05,26.2,31.82,5.62,3\n2144,59.28,35.86,4.15,23.55,27.91,4.36,2\n2145,36.55,23.85,3.97,24.32,28.51,4.19,2\n2146,36.41,16.84,3.73,21.88,26.1,4.22,2\n2147,47.39,27.32,4.7,24.85,29.24,4.39,2\n2148,30.16,29.29,4.65,24.68,29.11,4.43,3\n2149,36.79,30.06,4.11,29.85,34.65,4.8,2\n2150,48.58,27.58,4.23,50.91,62.97,12.06,3\n2151,52.46,37.92,6.14,58.62,75.82,17.2,3\n2152,51.54,47.36,4.31,30.28,39.41,9.13,3\n2153,43.33,30.73,3.85,26.89,35.42,8.53,3\n2154,42.75,30.43,3.76,21.0,28.01,7.01,3\n2155,44.88,30.87,3.92,18.56,24.87,6.31,2\n2156,41.39,23.44,3.9,15.59,20.93,5.34,2\n2157,38.4,14.76,4.0,14.94,20.04,5.1,2\n2158,43.44,12.18,3.65,19.71,24.82,5.11,2\n2159,44.9,9.07,3.77,14.84,19.36,4.52,2\n2160,36.73,7.53,3.68,13.44,17.8,4.36,2\n2161,25.62,9.14,3.34,36.73,43.98,7.25,2\n2162,20.77,9.26,3.23,66.64,75.0,8.36,3\n2163,23.55,14.75,3.64,114.64,130.28,15.64,2\n2164,46.74,13.53,4.0,89.29,98.42,9.13,2\n2165,47.21,17.28,5.28,71.36,77.92,6.56,2\n2166,44.44,14.29,4.85,65.08,71.16,6.08,3\n2167,56.15,27.62,5.54,48.06,52.73,4.67,2\n2168,48.7,18.35,6.09,36.21,40.65,4.44,2\n2169,44.23,17.52,7.02,38.79,43.39,4.6,3\n2170,38.7,36.93,6.34,39.97,44.65,4.68,2\n2171,26.26,25.06,5.21,32.55,37.66,5.11,2\n2172,26.63,22.55,4.31,37.72,43.52,5.8,3\n2173,39.31,37.02,4.59,57.11,68.43,11.32,3\n2174,44.81,43.88,5.6,53.03,67.97,14.94,2\n2175,38.15,29.48,5.04,18.31,24.57,6.26,3\n2176,37.16,30.48,4.42,14.93,20.46,5.53,2\n2177,30.97,20.6,4.34,15.91,22.51,6.6,1\n2178,22.76,14.86,4.46,14.5,20.77,6.27,2\n2179,30.84,19.9,4.36,12.78,18.38,5.6,2\n2180,33.53,15.34,4.45,16.81,22.2,5.39,2\n2181,29.61,15.03,4.5,20.42,26.0,5.58,2\n2182,33.39,12.85,4.58,22.94,29.16,6.22,3\n2183,51.27,21.02,4.28,32.48,38.69,6.21,3\n2184,53.84,31.93,4.26,40.7,46.98,6.28,3\n2185,59.29,22.5,4.07,37.28,42.31,5.03,3\n2186,62.32,19.3,4.59,60.47,66.3,5.83,3\n2187,62.78,17.5,5.68,52.82,58.01,5.19,2\n2188,39.93,25.7,5.45,37.21,42.01,4.8,2\n2189,48.79,19.54,4.8,26.46,30.87,4.41,2\n2190,31.28,12.41,4.62,26.79,31.21,4.42,2\n2191,38.68,22.8,5.01,34.78,39.71,4.93,2\n2192,48.67,28.8,4.93,38.11,42.82,4.71,2\n2193,40.19,29.97,4.87,33.88,38.97,5.09,3\n2194,63.0,21.76,4.36,29.97,35.11,5.14,3\n2195,59.78,23.14,4.39,46.91,56.43,9.52,3\n2196,37.2,36.39,4.58,61.03,75.94,14.91,3\n2197,44.95,43.75,5.14,48.91,61.41,12.5,2\n2198,42.94,28.55,4.86,32.87,41.87,9.0,2\n2199,28.63,17.99,4.34,30.93,39.49,8.56,2\n2200,38.37,13.36,4.19,27.11,34.47,7.36,2\n2201,40.16,25.57,4.29,16.17,22.73,6.56,2\n2202,38.12,25.92,4.24,15.02,21.2,6.18,2\n2203,44.14,22.91,4.45,14.49,20.36,5.87,2\n2204,36.13,21.44,4.28,14.28,19.7,5.42,2\n2205,23.57,21.52,4.09,21.89,28.91,7.02,2\n2206,37.64,22.66,4.39,29.94,35.94,6.0,2\n2207,38.03,14.6,4.01,36.3,42.18,5.88,2\n2208,42.6,10.63,3.76,35.04,40.53,5.49,3\n2209,51.63,7.05,4.08,37.57,42.33,4.76,2\n2210,43.8,14.52,4.25,35.96,41.3,5.34,2\n2211,45.78,11.56,4.0,48.17,53.82,5.65,3\n2212,59.41,8.57,4.25,52.94,57.95,5.01,2\n2213,35.97,19.8,4.6,55.57,60.57,5.0,2\n2214,39.39,14.62,4.48,52.92,59.18,6.26,2\n2215,45.06,10.99,4.07,29.47,34.93,5.46,3\n2216,33.19,30.84,4.12,28.05,33.13,5.08,3\n2217,32.16,31.17,3.79,25.57,31.02,5.45,2\n2218,33.78,21.49,5.79,42.03,49.83,7.8,2\n2219,37.79,21.7,4.9,57.94,74.06,16.12,2\n2220,44.03,27.94,4.99,58.59,74.39,15.8,2\n2221,49.2,20.12,4.36,35.16,44.09,8.93,2\n2222,31.56,14.43,4.22,20.04,26.63,6.59,2\n2223,29.11,14.74,4.27,15.08,20.76,5.68,2\n2224,32.38,24.56,3.94,13.33,18.96,5.63,2\n2225,26.31,17.74,4.04,12.29,17.67,5.38,2\n2226,28.41,12.52,3.98,15.69,21.81,6.12,2\n2227,37.39,17.88,3.96,19.42,25.29,5.87,2\n2228,47.72,17.88,5.83,26.94,32.16,5.22,2\n2229,43.54,28.64,4.76,41.15,46.9,5.75,3\n2230,65.29,27.29,4.03,35.88,40.87,4.99,3\n2231,77.47,38.82,3.48,30.86,35.72,4.86,3\n2232,61.74,42.7,3.47,35.57,41.12,5.55,4\n2233,57.9,57.49,3.69,46.5,51.74,5.24,2\n2234,21.13,20.15,3.48,17.15,23.03,5.88,2\n2235,25.7,23.7,3.44,16.68,22.57,5.89,2\n2236,40.28,18.39,3.51,15.09,20.61,5.52,2\n2237,28.14,14.04,3.31,11.5,16.5,5.0,1\n2238,21.55,9.68,3.21,11.82,16.95,5.13,2\n2239,28.59,7.37,3.35,12.99,18.65,5.66,2\n2240,29.07,5.61,3.29,12.92,18.07,5.15,1\n2241,10.0,3.0,2.79,18.46,24.49,6.03,1\n2242,10.0,5.7,3.29,19.3,25.28,5.98,1\n2243,10.0,8.44,3.62,28.95,35.23,6.28,1\n2244,13.52,8.48,3.42,35.7,42.27,6.57,2\n2245,26.29,8.41,3.57,29.28,34.47,5.19,2\n2246,39.48,12.15,3.49,28.72,33.99,5.27,2\n2247,40.53,15.42,3.18,33.54,38.43,4.89,2\n2248,33.78,20.22,3.28,34.2,39.23,5.03,2\n2249,33.99,28.86,3.53,24.97,29.32,4.35,2\n2250,31.42,26.28,3.51,23.26,28.09,4.83,2\n2251,22.3,21.1,3.55,17.07,21.46,4.39,2\n2252,18.49,16.57,3.5,16.73,21.02,4.29,1\n2253,18.08,14.14,3.28,11.62,15.87,4.25,2\n2254,17.45,16.09,3.6,33.27,40.01,6.74,2\n2255,21.15,16.86,3.34,42.36,51.02,8.66,2\n2256,27.13,19.65,3.47,43.65,54.92,11.27,2\n2257,24.87,22.47,3.64,42.42,55.54,13.12,2\n2258,23.6,21.26,3.41,38.74,55.5,16.76,2\n2259,31.58,15.62,3.36,22.51,29.91,7.4,2\n2260,34.74,10.9,3.02,23.01,30.37,7.36,2\n2261,33.04,8.22,3.03,13.66,19.03,5.37,2\n2262,32.77,7.77,3.43,13.24,18.63,5.39,2\n2263,28.76,8.44,3.42,15.87,21.4,5.53,1\n2264,24.28,8.28,3.35,18.66,24.17,5.51,1\n2265,24.28,7.78,3.25,17.22,22.37,5.15,2\n2266,28.2,7.71,3.07,20.15,25.5,5.35,2\n2267,27.89,6.7,3.2,37.95,45.72,7.77,2\n2268,26.85,6.94,4.01,79.86,88.9,9.04,2\n2269,33.12,7.02,4.87,96.53,103.46,6.93,2\n2270,45.32,12.27,4.04,72.14,79.18,7.04,2\n2271,49.6,20.58,4.56,79.15,86.64,7.49,3\n2272,48.14,19.18,4.83,126.67,157.4,30.73,3\n2273,53.19,23.33,5.45,89.11,99.51,10.4,3\n2274,52.08,33.24,4.74,57.21,63.17,5.96,3\n2275,51.69,33.86,4.49,48.8,53.99,5.19,2\n2276,44.94,28.71,4.35,41.2,46.97,5.77,2\n2277,42.6,29.36,4.07,35.58,40.64,5.06,2\n2278,47.48,26.58,4.06,43.64,48.46,4.82,2\n2279,41.5,19.38,3.68,47.34,55.76,8.42,2\n2280,39.28,26.56,3.59,44.14,54.81,10.67,2\n2281,33.11,17.59,3.63,16.68,22.08,5.4,2\n2282,32.4,12.8,3.63,15.46,20.77,5.31,2\n2283,34.34,9.06,3.56,12.56,17.52,4.96,2\n2284,36.33,7.73,3.44,11.88,17.02,5.14,2\n2285,31.22,7.92,3.6,12.55,17.32,4.77,2\n2286,30.46,7.36,3.81,16.07,20.88,4.81,2\n2287,34.51,6.81,3.81,27.69,33.48,5.79,2\n2288,42.77,20.93,3.77,49.39,56.97,7.58,3\n2289,48.68,27.66,4.1,107.33,121.02,13.69,3\n2290,55.19,22.11,3.92,111.79,129.28,17.49,3\n2291,76.43,31.53,3.79,137.1,171.03,33.93,3\n2292,89.22,33.94,3.92,158.96,218.36,59.4,4\n2293,84.36,33.76,4.29,200.42,340.65,140.23,3\n2294,75.28,42.19,4.6,168.57,274.07,105.5,4\n2295,64.43,57.78,4.98,120.63,156.54,35.91,3\n2296,63.28,49.95,4.48,65.63,71.48,5.85,4\n2297,93.78,36.36,4.01,62.07,67.51,5.44,3\n2298,78.86,27.78,3.76,59.61,66.33,6.72,3\n2299,69.45,31.15,3.85,70.55,88.97,18.42,3\n2300,63.28,39.21,4.13,104.74,159.63,54.89,3\n2301,65.26,54.04,4.16,150.3,228.08,77.78,3\n2302,77.91,50.91,6.61,124.72,168.88,44.16,3\n2303,87.84,42.3,9.34,105.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22,16.09,21.99,5.9,2\n2904,28.57,11.62,4.19,19.38,26.09,6.71,2\n2905,33.13,9.8,3.99,18.07,24.19,6.12,2\n2906,37.67,8.38,3.93,16.31,22.29,5.98,2\n2907,33.7,7.64,3.54,18.5,24.82,6.32,2\n2908,25.48,7.67,3.65,30.42,36.8,6.38,2\n2909,36.77,7.93,3.83,63.87,70.02,6.15,3\n2910,45.52,8.12,4.08,125.1,140.2,15.1,3\n2911,46.82,7.85,4.36,162.61,217.12,54.51,3\n2912,78.09,19.06,4.52,156.77,212.56,55.79,4\n2913,93.7,35.5,6.11,105.83,120.54,14.71,3\n2914,73.17,35.85,5.06,109.68,130.89,21.21,3\n2915,63.83,25.62,4.73,88.5,99.91,11.41,3\n2916,64.3,16.65,5.23,64.52,70.47,5.95,3\n2917,55.74,16.2,5.08,52.14,57.64,5.5,2\n2918,48.2,21.25,4.95,38.36,43.59,5.23,2\n2919,48.72,19.84,4.67,36.04,41.57,5.53,2\n2920,40.19,19.24,4.74,63.93,80.43,16.5,3\n2921,62.46,48.56,5.43,49.07,64.6,15.53,3\n2922,55.85,52.16,5.88,24.5,32.21,7.71,2\n2923,42.03,29.15,5.34,19.1,25.55,6.45,3\n2924,69.54,41.87,4.67,42.4,52.0,9.6,3\n2925,51.96,34.94,4.01,37.23,45.06,7.83,3\n2926,75.69,22.08,4.21,21.78,27.82,6.04,3\n2927,72.76,45.94,4.73,14.34,19.27,4.93,3\n2928,69.75,40.66,3.79,12.38,17.1,4.72,3\n2929,68.16,31.17,3.8,21.07,26.6,5.53,3\n2930,68.0,19.75,3.94,27.74,33.84,6.1,3\n2931,58.59,14.78,3.64,60.87,69.5,8.63,3\n2932,68.19,8.93,3.34,97.17,112.05,14.88,2\n2933,36.95,29.12,3.23,41.15,46.54,5.39,2\n2934,44.37,10.5,3.76,31.74,36.34,4.6,3\n2935,81.39,47.81,3.19,34.04,38.73,4.69,3\n2936,64.95,35.76,3.93,36.31,40.76,4.45,3\n2937,65.49,28.33,3.75,23.54,27.96,4.42,3\n2938,51.05,37.07,3.56,17.23,21.47,4.24,3\n2939,55.22,31.01,3.25,15.93,20.16,4.23,3\n2940,54.38,31.15,3.13,21.21,25.81,4.6,3\n2941,56.21,19.99,3.36,63.1,75.7,12.6,3\n2942,79.11,47.9,3.55,79.26,100.37,21.11,3\n2943,67.77,50.91,3.7,47.01,55.85,8.84,3\n2944,53.99,51.35,3.42,20.48,26.26,5.78,3\n2945,53.73,34.66,3.28,23.25,29.41,6.16,3\n2946,51.95,32.69,4.37,12.41,17.27,4.86,3\n2947,51.89,25.76,4.17,14.83,20.41,5.58,2\n2948,45.72,15.87,4.11,18.77,24.63,5.86,3\n2949,50.7,11.29,3.78,24.52,29.96,5.44,2\n2950,47.48,9.34,2.71,30.24,35.5,5.26,3\n2951,66.72,7.71,2.63,43.38,48.49,5.11,3\n2952,80.04,27.74,2.35,39.64,44.42,4.78,3\n2953,82.76,44.17,1.87,30.92,35.32,4.4,3\n2954,79.63,34.55,1.75,28.47,32.89,4.42,3\n2955,53.92,31.52,4.24,27.87,32.32,4.45,3\n2956,58.91,18.03,4.05,28.73,33.14,4.41,3\n2957,55.0,30.86,4.09,21.11,25.49,4.38,3\n2958,47.03,33.11,3.73,14.53,18.84,4.31,3\n2959,46.1,38.64,3.18,10.29,14.57,4.28,3\n2960,47.79,35.35,3.36,9.99,14.32,4.33,2\n2961,38.39,23.07,3.57,11.74,16.11,4.37,3\n2962,37.45,36.17,3.52,16.71,21.17,4.46,2\n2963,34.27,21.81,3.76,29.68,35.41,5.73,3\n2964,45.92,37.16,4.15,26.93,33.83,6.9,3\n2965,60.57,37.15,3.88,18.56,24.83,6.27,3\n2966,53.42,50.96,3.53,15.18,21.13,5.95,3\n2967,63.33,30.89,3.53,13.46,19.24,5.78,4\n2968,94.23,21.87,3.39,10.74,16.0,5.26,3\n2969,74.63,40.55,3.56,10.13,16.78,6.65,3\n2970,80.16,33.19,3.68,11.11,16.45,5.34,3\n2971,81.45,20.9,3.61,11.66,16.85,5.19,3\n2972,68.59,26.1,3.62,13.14,18.37,5.23,3\n2973,73.08,15.56,3.33,22.55,28.0,5.45,4\n2974,95.67,12.48,2.88,32.06,37.64,5.58,4\n2975,92.2,17.08,3.4,38.63,44.03,5.4,3\n2976,75.71,12.98,3.52,27.99,32.91,4.92,3\n2977,50.5,15.93,3.19,28.39,33.13,4.74,3\n2978,51.73,41.41,3.26,24.43,29.1,4.67,3\n2979,32.07,30.64,3.28,33.92,38.94,5.02,2\n2980,37.14,18.36,3.06,31.12,35.71,4.59,2\n2981,34.16,15.26,2.82,16.61,21.51,4.9,2\n2982,33.87,15.56,3.21,15.45,20.02,4.57,2\n2983,39.96,12.2,3.59,10.71,14.93,4.22,2\n2984,29.96,8.21,3.6,9.75,13.93,4.18,1\n2985,20.63,6.81,3.29,10.08,14.38,4.3,2\n2986,27.15,6.03,3.19,15.61,20.15,4.54,2\n2987,37.66,27.64,3.13,17.95,22.81,4.86,3\n2988,56.79,26.08,2.98,21.97,27.74,5.77,3\n2989,36.07,34.9,2.86,21.51,27.41,5.9,2\n2990,37.57,29.92,2.59,27.76,35.1,7.34,2\n2991,26.07,19.81,2.35,27.64,34.19,6.55,2\n2992,26.96,24.83,2.53,35.4,41.61,6.21,3\n2993,39.68,32.82,2.55,58.72,64.68,5.96,3\n2994,40.37,33.79,2.45,89.3,98.88,9.58,3\n2995,29.6,29.4,2.26,115.17,141.97,26.8,2\n2996,29.7,22.78,2.36,74.55,83.78,9.23,2\n2997,28.12,12.88,2.26,72.07,79.76,7.69,2\n2998,28.75,8.07,2.27,74.29,85.91,11.62,2\n2999,35.03,16.67,2.04,64.57,71.26,6.69,2\n3000,35.11,11.06,2.27,81.66,92.33,10.67,3\n3001,37.67,30.98,2.31,70.52,79.69,9.17,2\n3002,26.7,21.21,2.54,68.56,83.26,14.7,3\n3003,38.4,33.81,2.33,36.06,41.98,5.92,2\n3004,35.1,20.03,2.0,27.04,33.27,6.23,2\n3005,30.43,29.14,2.22,34.45,43.32,8.87,2\n3006,35.24,20.96,2.29,55.42,65.62,10.2,3\n3007,44.8,34.68,2.16,50.63,58.94,8.31,2\n3008,33.96,26.11,2.45,37.58,47.41,9.83,2\n3009,36.33,24.15,2.46,33.25,41.19,7.94,2\n3010,33.78,15.35,2.53,41.86,49.3,7.44,2\n3011,30.0,23.85,2.65,47.14,56.03,8.89,2\n3012,33.75,29.55,2.4,37.8,45.14,7.34,2\n3013,42.99,22.33,2.15,28.11,36.21,8.1,2\n3014,26.28,18.28,2.29,18.94,25.31,6.37,2\n3015,22.44,17.76,2.45,24.89,31.01,6.12,2\n3016,23.65,14.35,2.34,55.03,63.68,8.65,2\n3017,37.09,13.56,2.19,89.72,103.16,13.44,2\n3018,49.8,22.06,2.43,97.25,116.38,19.13,3\n3019,39.06,35.06,2.52,102.3,133.65,31.35,3\n3020,52.41,38.5,2.66,106.53,168.73,62.2,4\n3021,64.59,62.22,2.37,94.5,142.34,47.84,4\n3022,63.13,59.38,2.29,76.61,97.65,21.04,4\n3023,72.88,56.69,1.96,52.58,60.18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39,,,,1361.13,\n340,,,,,11.32\n341,,2.76,,,\n342,27.0,,,,\n343,,,3.71,,\n344,,,,,13.18\n345,,,,,13.54\n346,23.7,,,,\n347,,,4.55,,\n348,,,4.61,,\n349,58.7,,,,\n350,,,,,9.56\n351,,2.24,,,\n352,,,3.86,,\n353,,,,,8.98\n354,,,,1482.87,\n355,,4.6,,,\n356,,,,1594.46,\n357,,,,1540.38,\n358,,,,1461.43,\n359,,,,,11.74\n360,,5.89,,,\n361,36.3,,,,\n362,,3.77,,,\n363,23.9,2.76,2.81,1243.93,12.29\n364,43.1,,,,\n365,,,3.26,,\n366,,,,1273.11,\n367,31.0,,,,\n368,,7.4,,,\n369,,,,,11.6\n370,,,,,10.55\n371,,7.19,,,\n372,,5.03,,,\n373,,,,,10.44\n374,39.6,,,,\n375,,5.95,,,\n376,,,,1768.17,\n377,,,,1768.61,\n378,,3.96,,,\n379,,,3.26,,\n380,,,,1566.93,\n381,,,2.93,,\n382,,6.04,,,\n383,,,,,7.55\n384,,,,,6.59\n385,47.1,,,,\n386,,18.64,,,\n387,56.6,,,,\n388,,,,1906.76,\n389,,,5.11,,\n390,60.0,23.98,5.11,1765.74,13.44\n391,,,,1696.81,\n392,45.5,,,,\n393,43.1,,,,\n394,44.3,17.54,4.85,1699.1,10.61\n395,,13.69,,,\n396,,,7.11,,\n397,,,6.77,,\n398,,,,2189.43,\n399,,,5.07,,\n400,,7.84,,,\n401,,,3.99,,\n402,,,,1940.41,\n403,58.1,,,,\n404,,,,,7.39\n405,,,3.4,,\n406,,,3.42,,\n407,,,3.5,,\n408,,,,,5.99\n409,53.3,,,,\n410,64.0,,,,\n411,,,,,7.88\n412,,36.98,,,\n413,,,,,10.64\n414,,,,1626.09,\n415,,,,1699.3,\n416,57.7,,,,\n417,47.6,,,,\n418,,,,,7.26\n419,,8.68,,,\n420,51.5,8.28,4.66,2293.35,6.07\n421,,,,2174.56,\n422,,,,,8.85\n423,,3.08,,,\n424,,,,1881.86,\n425,30.6,,,,\n426,,,3.41,,\n427,23.5,,,,\n428,32.3,,,,\n429,,,,,10.18\n430,,,3.42,,\n431,45.3,,,,\n432,,,,2122.25,\n433,,,,,8.52\n434,,14.05,,,\n435,,,,,9.02\n436,,16.99,,,\n437,,12.15,,,\n438,47.0,,,,\n439,,6.33,,,\n440,,,,1737.48,\n441,,3.38,,,\n442,37.8,,,,\n443,,,3.5,,\n444,,,,,8.7\n445,,,3.15,,\n446,20.1,,,,\n447,,0.82,,,\n448,19.1,,,,\n449,,,,,10.93\n450,14.1,,,,\n451,,0.56,,,\n452,11.7,,,,\n453,,,2.83,,\n454,,0.32,,,\n455,,,,,9.25\n456,,,,,9.48\n457,,6.43,,,\n458,,,,,8.76\n459,,,,,6.98\n460,44.1,,,,\n461,,,3.93,,\n462,,3.28,,,\n463,,,3.83,,\n464,,,,2887.71,\n465,,6.05,,,\n466,,,4.14,,\n467,,22.21,,,\n468,63.2,,,,\n469,,,,,5.8\n470,,,,2509.65,\n471,,,,2808.81,\n472,,9.98,,,\n473,,,4.28,,\n474,68.8,,,,\n475,,,,1826.17,\n476,47.5,,,,\n477,37.2,,,,\n478,36.2,,,,\n479,,,,2538.88,\n480,,,,2246.94,\n481,,3.85,,,\n482,50.6,,,,\n483,,,,1920.01,\n484,,,,,6.06\n485,,11.68,,,\n486,,,,,6.03\n487,,8.56,,,\n488,,,,2835.83,\n489,,,,,6.81\n490,,,6.96,,\n491,,17.57,,,\n492,,,5.62,,\n493,,,,2123.68,\n494,,8.33,,,\n495,,6.26,,,\n496,49.3,,,,\n497,41.0,,,,\n498,29.8,,,,\n499,22.1,2.04,4.01,2030.73,7.69\n500,,1.43,,,\n501,,,,2857.15,\n502,,40.09,,,\n503,71.9,,,,\n504,,,,,10.01\n505,44.1,,,,\n506,,,,,6.79\n507,,,,,6.32\n508,,15.44,,,\n509,,16.64,,,\n510,,,,2361.98,\n511,56.9,,,,\n512,,,,2036.74,\n513,,11.39,,,\n514,,8.3,,,\n515,,5.81,,,\n516,,,3.96,,\n517,28.0,,,,\n518,,,3.56,,\n519,42.7,,,,\n520,,,4.85,,\n521,,,,,13.33\n522,,,,,12.91\n523,,,,1876.13,\n524,,13.56,,,\n525,,,5.58,,\n526,,9.73,,,\n527,55.4,,,,\n528,,,4.77,,\n529,,6.66,,,\n530,,,,2532.14,\n531,,,5.72,,\n532,,,,,5.75\n533,,,5.02,,\n534,53.2,,,,\n535,48.1,,,,\n536,,,,,5.35\n537,43.9,,,,\n538,,,,2461.17,\n539,,9.37,,,\n540,,,,,7.75\n541,,,,,9.55\n542,,,,,10.42\n543,49.0,,,,\n544,,,,,7.98\n545,53.5,,,,\n546,,,,,9.12\n547,54.6,25.0,6.0,1810.42,11.9\n548,,,6.11,,\n549,,13.6,,,\n550,,,6.16,,\n551,,,,,6.23\n552,,15.52,,,\n553,,,8.09,,\n554,,,,,5.45\n555,,,,,5.73\n556,,16.47,,,\n557,,,,,5.59\n558,,,,,7.66\n559,,,6.2,,\n560,,28.9,,,\n561,76.5,,,,\n562,,22.8,,,\n563,,,,1680.52,\n564,65.6,,,,\n565,,11.58,,,\n566,,,,,6.67\n567,,,,,7.07\n568,,,,2818.62,\n569,,,,,5.64\n570,,,,,6.14\n571,103.2,,,,\n572,,6.96,,,\n573,,,,1877.92,\n574,,,,2107.44,\n575,43.3,,,,\n576,,,,2629.82,\n577,,,,2340.05,\n578,55.4,,,,\n579,,8.98,,,\n580,,,4.14,,\n581,44.5,,,,\n582,41.6,,,,\n583,,,,,5.64\n584,,,,1788.02,\n585,39.9,,,,\n586,,,4.6,,\n587,,,,,12.21\n588,,15.17,,,\n589,,,,,12.95\n590,,,,,13.15\n591,37.4,,,,\n592,,7.85,,,\n593,28.5,,,,\n594,,6.93,,,\n595,63.9,,,,\n596,41.3,,,,\n597,35.5,,,,\n598,26.6,,,,\n599,,4.97,,,\n600,18.4,,,,\n601,21.4,,,,\n602,,,,761.4,\n603,,,,773.74,\n604,,,,,18.22\n605,48.0,,,,\n606,,,,,17.5\n607,,,3.18,,\n608,,,,831.98,\n609,55.7,,,,\n610,49.9,,,,\n611,,,,,20.36\n612,,7.77,,,\n613,52.6,13.0,3.08,808.97,17.48\n614,,,3.11,,\n615,28.2,4.93,2.73,887.03,15.61\n616,,3.56,,,\n617,,,,,8.88\n618,,10.16,,,\n619,,,,,9.04\n620,,,3.06,,\n621,49.0,,,,\n622,,,2.7,,\n623,,,2.41,,\n624,,,2.49,,\n625,,,,707.34,\n626,33.8,,,,\n627,,,,,2.99\n628,,,,1301.92,\n629,,,,,11.85\n630,,34.85,,,\n631,,,,937.69,\n632,,,,927.08,\n633,71.9,,,,\n634,61.8,,,,\n635,,,,1118.47,\n636,,,,967.07,\n637,39.4,,,,\n638,,,3.09,,\n639,,,,1385.52,\n640,,7.3,,,\n641,,,,,2.04\n642,,,,,1.59\n643,,,,1166.94,\n644,46.9,,,,\n645,48.2,,,,\n646,,24.95,,,\n647,,,3.1,,\n648,,,3.11,,\n649,31.9,,,,\n650,,,,885.78,\n651,,,,,16.59\n652,,9.04,,,\n653,,,,835.62,\n654,26.8,,,,\n655,,3.53,,,\n656,,,,,3.79\n657,,,2.91,,\n658,,,,,4.17\n659,15.8,,,,\n660,,5.39,,,\n661,,3.83,,,\n662,13.9,,,,\n663,,,,,5.48\n664,,,,681.02,\n665,,,2.69,,\n666,,,,748.76,\n667,5.4,,,,\n668,,,2.78,,\n669,,,3.39,,\n670,38.3,,,,\n671,,19.03,,,\n672,,,3.51,,\n673,,,3.9,,\n674,,,,995.37,\n675,33.7,,,,\n676,,8.05,,,\n677,,,3.41,,\n678,,,3.29,,\n679,,,3.33,,\n680,,,,,2.15\n681,27.1,,,,\n682,,,,,11.85\n683,,,,,16.29\n684,,2.07,,,\n685,,,,,17.46\n686,,,,756.95,\n687,,,,,9.71\n688,,,3.18,,\n689,,,,,9.82\n690,,0.41,,,\n691,,1.43,,,\n692,,,,,14.7\n693,18.4,,,,\n694,,,,,2.47\n695,,,,1187.07,\n696,,,,,18.28\n697,,,4.24,,\n698,,,,765.83,\n699,,4.31,,,\n700,,,3.87,,\n701,,,,,4.71\n702,,,3.14,,\n703,30.9,,,,\n704,29.0,3.64,3.36,1244.13,1.37\n705,,,3.33,,\n706,46.2,,,,\n707,,7.23,,,\n708,,,,,2.19\n709,,,,,2.48\n710,,,3.37,,\n711,,,,,9.22\n712,,,4.47,,\n713,,,,,19.83\n714,,,5.03,,\n715,96.1,,,,\n716,,,,,13.4\n717,,,,1077.32,\n718,83.2,,,,\n719,,15.41,,,\n720,,,3.83,,\n721,,,,,3.7\n722,47.0,,,,\n723,,,4.36,,\n724,,,4.22,,\n725,,,,,2.09\n726,,,,1057.81,\n727,,,3.45,,\n728,40.5,,,,\n729,38.5,,,,\n730,,,3.46,,\n731,,,,,2.93\n732,28.4,,,,\n733,,,3.46,,\n734,,,3.47,,\n735,,,,955.47,\n736,33.2,,,,\n737,,,,664.79,\n738,,,3.91,,\n739,,14.84,,,\n740,,16.12,,,\n741,47.9,,,,\n742,,,,792.49,\n743,51.2,,,,\n744,,13.83,,,\n745,,,,812.01,\n746,56.6,,,,\n747,56.2,,,,\n748,,,,1112.49,\n749,,,4.47,,\n750,52.5,,,,\n751,,,,,2.1\n752,,,,,4.96\n753,,,,,13.96\n754,,22.46,,,\n755,,22.87,,,\n756,,,,504.33,\n757,,16.59,,,\n758,,,,,28.8\n759,,,5.47,,\n760,,15.02,,,\n761,,,,,19.92\n762,,,5.47,,\n763,,,,,4.12\n764,,,,,4.56\n765,,,,836.15,\n766,,,,,9.18\n767,,5.95,,,\n768,,4.87,,,\n769,20.1,,,,\n770,,,,,17.08\n771,,,3.15,,\n772,,22.09,,,\n773,,,,,25.3\n774,,,,575.19,\n775,,,,,9.86\n776,9.9,,,,\n777,,,2.5,,\n778,,,,,12.65\n779,,,2.64,,\n780,,,,,16.09\n781,12.3,,,,\n782,13.5,,,,\n783,,,3.16,,\n784,,,,665.78,\n785,,2.47,,,\n786,,,,695.95,\n787,,,3.02,,\n788,,,,,16.06\n789,,8.16,,,\n790,,,,681.02,\n791,,,2.98,,\n792,28.6,,,,\n793,27.3,,,,\n794,,3.49,,,\n795,,4.99,,,\n796,,,,715.96,\n797,,2.45,,,\n798,23.7,,,,\n799,,,2.65,,\n800,16.1,,,,\n801,,,,445.82,\n802,,0.41,,,\n803,,,,,11.45\n804,,,3.16,,\n805,15.2,,,,\n806,20.2,,,,\n807,31.1,,,,\n808,,,12.06,,\n809,,,,,4.64\n810,,,,741.33,\n811,20.2,,,,\n812,,,,737.8,\n813,,4.55,,,\n814,26.8,4.78,11.6,562.38,7.62\n815,,,,495.24,\n816,,3.73,,,\n817,,,10.65,,\n818,20.2,,,,\n819,,,11.5,,\n820,31.8,,,,\n821,,,11.64,,\n822,25.2,12.57,12.17,489.72,17.62\n823,24.4,,,,\n824,26.3,,,,\n825,27.4,7.22,11.91,965.48,7.44\n826,,,,,4.11\n827,,,,,4.35\n828,23.9,,,,\n829,,,,651.19,\n830,,,11.68,,\n831,27.5,4.82,10.61,1236.23,12.46\n832,,,,717.4,\n833,,,,847.65,\n834,,,,916.82,\n835,,,,905.48,\n836,,11.55,,,\n837,20.2,,,,\n838,,,,785.47,\n839,,6.01,,,\n840,,6.31,,,\n841,22.6,,,,\n842,,,,,13.94\n843,,3.74,,,\n844,,,11.32,,\n845,,,,,9.16\n846,29.0,,,,\n847,,,,,7.84\n848,,,,1048.09,\n849,,,,,12.85\n850,,,10.21,,\n851,14.7,,,,\n852,,4.22,,,\n853,,,,1061.15,\n854,,,10.53,,\n855,,10.68,,,\n856,,,,769.6,\n857,,,10.83,,\n858,,,,766.25,\n859,,,,714.56,\n860,,,11.74,,\n861,,,,645.83,\n862,,,,876.58,\n863,11.7,,,,\n864,,,,1102.49,\n865,,,11.01,,\n866,,3.01,,,\n867,,,10.68,,\n868,20.3,,,,\n869,,,,857.0,\n870,,,10.35,,\n871,,,,638.07,\n872,,,10.17,,\n873,16.9,,,,\n874,,,,458.01,\n875,9.6,,,,\n876,,,,461.23,\n877,,3.59,,,\n878,,,10.21,,\n879,,,10.4,,\n880,,,10.35,,\n881,,,,,26.44\n882,,11.65,,,\n883,,,,921.58,\n884,23.2,,,,\n885,,,,744.09,\n886,18.9,,,,\n887,16.7,,,,\n888,,,,,15.93\n889,,,10.13,,\n890,,,,638.91,\n891,17.4,,,,\n892,,,9.98,,\n893,,3.22,,,\n894,,6.64,,,\n895,,,,,19.61\n896,,,,,14.8\n897,,4.94,,,\n898,,,10.48,,\n899,,,10.51,,\n900,,12.19,,,\n901,,,,661.69,\n902,,,,,21.93\n903,24.8,,,,\n904,,,11.76,,\n905,,,,895.88,\n906,,,11.46,,\n907,20.6,,,,\n908,,,11.03,,\n909,,,,785.71,\n910,,,,,11.98\n911,,2.89,,,\n912,,,,668.07,\n913,17.3,,,,\n914,,,10.34,,\n915,,1.12,,,\n916,14.0,,,,\n917,,0.55,,,\n918,13.7,,,,\n919,15.6,,,,\n920,,,,817.09,\n921,,,10.63,,\n922,29.8,,,,\n923,,,13.07,,\n924,,,,,7.54\n925,,,,981.04,\n926,,,,1225.07,\n927,,4.03,,,\n928,,,11.9,,\n929,58.6,,,,\n930,,17.78,,,\n931,,,11.44,,\n932,,,11.27,,\n933,,9.25,,,\n934,,9.06,,,\n935,38.4,,,,\n936,,13.22,,,\n937,,,,1136.57,\n938,46.3,20.8,11.23,915.84,21.52\n939,43.0,,,,\n940,,,,,32.13\n941,29.7,,,,\n942,,,,,34.82\n943,,,,,34.83\n944,,,,544.52,\n945,,,,602.95,\n946,,,,836.66,\n947,,2.1,,,\n948,40.8,,,,\n949,48.6,,,,\n950,48.8,,,,\n951,44.6,,,,\n952,,,12.39,,\n953,,,,,7.05\n954,,2.1,,,\n955,,2.1,,,\n956,,,,1490.62,\n957,,,11.94,,\n958,58.7,,,,\n959,,,,,6.63\n960,,,,863.26,\n961,,,11.25,,\n962,,,,,7.41\n963,,,,874.23,\n964,48.5,,,,\n965,,,12.26,,\n966,,1.56,,,\n967,5.2,,,,\n968,,,11.59,,\n969,24.0,,,,\n970,,,,,19.1\n971,,,,432.56,\n972,,,12.07,,\n973,,,,567.66,\n974,37.9,,,,\n975,38.5,,,,\n976,,,,,8.02\n977,,,,,7.63\n978,,,11.5,,\n979,,,,,7.32\n980,,,11.16,,\n981,,,,820.79,\n982,27.6,,,,\n983,,,,890.98,\n984,,,10.82,,\n985,33.8,,,,\n986,,,,910.82,\n987,,,,,16.27\n988,,,11.2,,\n989,,,11.57,,\n990,39.2,,,,\n991,,,,595.11,\n992,,,13.04,,\n993,38.2,,,,\n994,,,13.16,,\n995,,,12.91,,\n996,,,12.54,,\n997,,,,,21.78\n998,39.3,,,,\n999,,,,884.15,\n1000,,1.72,,,\n1001,,3.62,,,\n1002,,,10.95,,\n1003,,3.93,,,\n1004,,2.75,,,\n1005,27.9,2.35,10.66,460.14,13.29\n1006,,,10.82,,\n1007,,,,328.87,\n1008,,,10.68,,\n1009,,,,,14.72\n1010,,,,,14.98\n1011,,10.36,,,\n1012,,,11.6,,\n1013,34.0,,,,\n1014,,,,,23.45\n1015,,,11.55,,\n1016,26.2,,,,\n1017,,13.25,,,\n1018,,,,432.58,\n1019,,,,433.74,\n1020,,,,480.35,\n1021,,,,428.73,\n1022,,,,392.8,\n1023,,,,391.91,\n1024,13.5,,,,\n1025,,,,509.46,\n1026,,5.0,,,\n1027,,,10.68,,\n1028,,,,,20.71\n1029,,,10.78,,\n1030,,,,,23.86\n1031,19.5,,,,\n1032,,,,,23.85\n1033,17.9,,,,\n1034,,,,,25.8\n1035,,5.26,,,\n1036,,,,,24.76\n1037,,,,165.34,\n1038,,10.5,,,\n1039,7.9,,,,\n1040,,,,240.98,\n1041,,,,258.33,\n1042,,,,,25.87\n1043,,,,271.3,\n1044,,,,285.12,\n1045,,,,354.8,\n1046,7.8,,,,\n1047,,,10.88,,\n1048,15.4,,,,\n1049,,,,,25.25\n1050,,,,,16.99\n1051,,,10.55,,\n1052,11.5,,,,\n1053,,,,251.45,\n1054,,,,,24.04\n1055,,,10.34,,\n1056,,4.17,,,\n1057,,,,195.91,\n1058,,,,169.76,\n1059,,,10.83,,\n1060,,,10.97,,\n1061,9.6,,,,\n1062,,8.16,,,\n1063,8.8,,,,\n1064,,,12.22,,\n1065,,,,,32.29\n1066,,8.62,,,\n1067,,,,269.62,\n1068,,5.79,,,\n1069,19.2,,,,\n1070,,4.39,,,\n1071,,7.69,,,\n1072,,,11.2,,\n1073,,7.18,,,\n1074,,,11.53,,\n1075,,,11.12,,\n1076,,7.33,,,\n1077,,,,,16.74\n1078,,5.25,,,\n1079,25.7,4.48,10.97,379.06,21.21\n1080,,,,326.96,\n1081,,6.86,,,\n1082,,,11.14,,\n1083,,,11.29,,\n1084,,,,,17.91\n1085,,,10.58,,\n1086,,,,317.77,\n1087,20.3,,,,\n1088,,11.17,,,\n1089,,8.38,,,\n1090,,,,,16.47\n1091,,,,,13.1\n1092,15.5,,,,\n1093,12.8,,,,\n1094,11.7,,,,\n1095,,1.15,,,\n1096,,,,,9.59\n1097,,,,466.39,\n1098,,,,,16.79\n1099,,,,334.41,\n1100,10.5,,,,\n1101,,2.12,,,\n1102,,,10.67,,\n1103,,,,570.73,\n1104,,,,,20.7\n1105,,,,,22.44\n1106,25.7,,,,\n1107,,13.23,,,\n1108,,,,,28.64\n1109,,,11.24,,\n1110,,,,277.22,\n1111,,,12.57,,\n1112,,,,,21.3\n1113,,,,452.56,\n1114,,8.98,,,\n1115,,6.28,,,\n1116,,,,943.1,\n1117,,,,1006.45,\n1118,,9.1,,,\n1119,,,,,8.26\n1120,,,11.2,,\n1121,,,,699.89,\n1122,,,,660.31,\n1123,,,,533.53,\n1124,,,,,8.69\n1125,,,,,7.7\n1126,,,,624.07,\n1127,,,,,19.05\n1128,,,,498.08,\n1129,,,,,18.88\n1130,,5.81,,,\n1131,,,,519.35,\n1132,21.1,,,,\n1133,,,,458.95,\n1134,22.0,,,,\n1135,,1.3,,,\n1136,,,10.62,,\n1137,,,,,18.86\n1138,,0.45,,,\n1139,,,10.02,,\n1140,,,,,14.03\n1141,14.4,,,,\n1142,,2.68,,,\n1143,,,10.15,,\n1144,,,10.19,,\n1145,,,10.04,,\n1146,,0.75,,,\n1147,,0.55,,,\n1148,,,10.35,,\n1149,,1.49,,,\n1150,24.5,3.5,10.41,281.7,18.26\n1151,20.2,,,,\n1152,,,,458.44,\n1153,,,,606.94,\n1154,,,,,20.04\n1155,,12.77,,,\n1156,36.4,,,,\n1157,,8.3,,,\n1158,,,11.02,,\n1159,37.0,,,,\n1160,,15.82,,,\n1161,28.7,,,,\n1162,,,10.55,,\n1163,,,8.56,,\n1164,14.3,4.42,10.22,755.79,13.57\n1165,,,,668.9,\n1166,,,,547.86,\n1167,,,,561.17,\n1168,25.8,,,,\n1169,32.5,,,,\n1170,,,13.33,,\n1171,19.4,,,,\n1172,20.6,,,,\n1173,,,,684.01,\n1174,,,,638.52,\n1175,,,,627.63,\n1176,,,11.89,,\n1177,,8.3,,,\n1178,,6.88,,,\n1179,13.7,,,,\n1180,16.4,,,,\n1181,,,11.18,,\n1182,,3.28,,,\n1183,,,11.34,,\n1184,,,11.43,,\n1185,,,,656.89,\n1186,,,11.64,,\n1187,,,,,15.72\n1188,,,12.15,,\n1189,,13.08,,,\n1190,,,,573.62,\n1191,,,,554.79,\n1192,,,13.59,,\n1193,,,,,21.08\n1194,,14.09,,,\n1195,22.8,,,,\n1196,,,,,25.63\n1197,,,13.41,,\n1198,19.9,,,,\n1199,,,,,9.49\n1200,31.4,,,,\n1201,,,,,12.71\n1202,30.9,,,,\n1203,25.1,,,,\n1204,,,,651.86,\n1205,,9.23,,,\n1206,29.6,7.47,11.39,483.74,11.13\n1207,,,,396.73,\n1208,,,,317.3,\n1209,,,,298.02,\n1210,,,11.33,,\n1211,25.7,,,,\n1212,,,,198.12,\n1213,,,,208.0,\n1214,37.1,,,,\n1215,,,,,20.83\n1216,,,,319.05,\n1217,,,11.39,,\n1218,,,,,25.03\n1219,,,,858.77,\n1220,30.4,,,,\n1221,,,,1219.34,\n1222,,,,1413.64,\n1223,33.4,,,,\n1224,,18.91,,,\n1225,,,,1483.9,\n1226,,,12.83,,\n1227,,,,,7.76\n1228,,,,1190.48,\n1229,48.5,,,,\n1230,,,,1004.42,\n1231,,12.62,,,\n1232,,15.32,,,\n1233,,11.21,,,\n1234,,,12.6,,\n1235,,,,,19.7\n1236,,13.58,,,\n1237,43.8,,,,\n1238,,,,,31.68\n1239,,,14.26,,\n1240,,,11.24,,\n1241,,,12.53,,\n1242,,,13.69,,\n1243,,14.38,,,\n1244,,,,1026.6,\n1245,,8.01,,,\n1246,42.7,,,,\n1247,,,,,20.47\n1248,,,11.8,,\n1249,,13.06,,,\n1250,,,11.18,,\n1251,,,11.06,,\n1252,,,,,23.97\n1253,,,,382.24,\n1254,16.3,,,,\n1255,,,,,25.52\n1256,,,11.05,,\n1257,25.9,,,,\n1258,28.8,,,,\n1259,,,11.73,,\n1260,,,,,28.04\n1261,,,,523.14,\n1262,,,,554.34,\n1263,,,,559.33,\n1264,28.6,,,,\n1265,,,,577.3,\n1266,,,,,20.25\n1267,,,,,19.09\n1268,22.8,,,,\n1269,,,,726.67,\n1270,,,,,9.98\n1271,,,,862.53,\n1272,33.1,,,,\n1273,,,,,13.66\n1274,,,,626.79,\n1275,,,11.32,,\n1276,,3.39,,,\n1277,,3.34,,,\n1278,,,,,14.14\n1279,,,11.76,,\n1280,,,,,21.22\n1281,,,,,19.8\n1282,28.2,,,,\n1283,,,,,26.0\n1284,,,12.38,,\n1285,,,13.02,,\n1286,,,13.72,,\n1287,,10.81,,,\n1288,,,12.99,,\n1289,,,,961.61,\n1290,,9.14,,,\n1291,,10.97,,,\n1292,,11.71,,,\n1293,,,,,9.65\n1294,,6.79,,,\n1295,,7.68,,,\n1296,,15.24,,,\n1297,,,,433.78,\n1298,,,11.8,,\n1299,,,11.8,,\n1300,,,,339.34,\n1301,,,,,31.54\n1302,,,,304.02,\n1303,,,,356.12,\n1304,,,,347.44,\n1305,14.0,,,,\n1306,,,,,29.6\n1307,,,12.96,,\n1308,,,,,22.22\n1309,17.2,,,,\n1310,,,,456.37,\n1311,,,,,12.48\n1312,,,12.15,,\n1313,28.7,,,,\n1314,,,,1040.33,\n1315,34.0,,,,\n1316,,,11.47,,\n1317,,13.05,,,\n1318,,,11.4,,\n1319,,,,863.09,\n1320,45.6,,,,\n1321,,,,,30.36\n1322,,10.94,,,\n1323,31.3,,,,\n1324,,,,583.58,\n1325,,,,508.75,\n1326,22.4,,,,\n1327,,,12.82,,\n1328,,19.6,,,\n1329,,,,446.49,\n1330,,,,,13.79\n1331,,,12.61,,\n1332,,,12.05,,\n1333,,,12.03,,\n1334,,18.14,,,\n1335,,,,691.06,\n1336,,,,,16.17\n1337,38.6,,,,\n1338,,,,,10.81\n1339,,,,,10.09\n1340,,,,,8.09\n1341,,9.84,,,\n1342,39.4,,,,\n1343,,,,805.3,\n1344,,14.54,,,\n1345,35.0,,,,\n1346,,12.05,,,\n1347,,9.91,,,\n1348,,,12.75,,\n1349,,,,633.09,\n1350,,,,718.94,\n1351,37.5,,,,\n1352,,8.48,,,\n1353,,,,819.11,\n1354,47.6,14.36,14.19,864.34,19.8\n1355,,18.96,,,\n1356,,,14.06,,\n1357,,,,1297.99,\n1358,,,13.18,,\n1359,,,,1463.18,\n1360,66.6,,,,\n1361,,18.75,,,\n1362,64.1,21.11,12.58,1232.72,8.04\n1363,63.3,,,,\n1364,,,,,7.63\n1365,,,,,7.9\n1366,,,,,8.04\n1367,,,12.14,,\n1368,,,,,9.83\n1369,,19.13,,,\n1370,,,12.6,,\n1371,,,,601.87,\n1372,,10.09,,,\n1373,,,,,16.16\n1374,,,,498.35,\n1375,,10.02,,,\n1376,,,,866.31,\n1377,44.5,,,,\n1378,,,12.9,,\n1379,,22.52,,,\n1380,,20.47,,,\n1381,32.5,,,,\n1382,,34.27,,,\n1383,,,12.5,,\n1384,,,12.77,,\n1385,,,,,8.52\n1386,55.3,,,,\n1387,,,,,8.39\n1388,,,,,11.86\n1389,,,12.36,,\n1390,53.4,,,,\n1391,,,,,22.38\n1392,39.1,12.42,13.68,536.39,23.54\n1393,,17.49,,,\n1394,,,13.85,,\n1395,,,14.04,,\n1396,26.2,,,,\n1397,22.9,,,,\n1398,,,,591.22,\n1399,,,13.56,,\n1400,,,,544.27,\n1401,34.4,,,,\n1402,,,12.93,,\n1403,,9.64,,,\n1404,,,,882.22,\n1405,,11.84,,,\n1406,,,,,7.98\n1407,,,12.38,,\n1408,39.2,,,,\n1409,,12.46,,,\n1410,,9.78,,,\n1411,22.9,,,,\n1412,,6.28,,,\n1413,,,12.68,,\n1414,,,,628.58,\n1415,,,,,35.62\n1416,,,15.14,,\n1417,,,15.63,,\n1418,,,,469.39,\n1419,,3.97,,,\n1420,,,15.79,,\n1421,25.8,,,,\n1422,,,,,18.59\n1423,,3.27,,,\n1424,,2.46,,,\n1425,,,,685.86,\n1426,,,,689.36,\n1427,,,,647.02,\n1428,,,,,21.95\n1429,,,,,25.29\n1430,,,12.83,,\n1431,,,,,25.73\n1432,,9.25,,,\n1433,,,,,29.14\n1434,,,13.12,,\n1435,,6.97,,,\n1436,,,13.37,,\n1437,,,,270.08,\n1438,,15.22,,,\n1439,44.5,,,,\n1440,39.5,,,,\n1441,35.3,,,,\n1442,,,14.15,,\n1443,,,,268.12,\n1444,,,,249.69,\n1445,,,,,27.75\n1446,31.2,,,,\n1447,,,,340.62,\n1448,,,,390.68,\n1449,,,,,28.93\n1450,31.0,,,,\n1451,,,,,26.94\n1452,,8.54,,,\n1453,,,12.59,,\n1454,,,,246.42,\n1455,29.9,,,,\n1456,,5.72,,,\n1457,27.0,,,,\n1458,,7.02,,,\n1459,,,,460.04,\n1460,,22.68,,,\n1461,,16.55,,,\n1462,,,14.38,,\n1463,65.8,,,,\n1464,,,,,19.87\n1465,,,,,16.27\n1466,56.2,,,,\n1467,,8.34,,,\n1468,,,,,14.13\n1469,,5.11,,,\n1470,,,12.58,,\n1471,20.6,,,,\n1472,,,,1378.51,\n1473,,,,,11.18\n1474,,,,1395.5,\n1475,38.9,,,,\n1476,,11.39,,,\n1477,,,,,14.0\n1478,,15.68,,,\n1479,,11.04,,,\n1480,,8.27,,,\n1481,,,13.19,,\n1482,,,,1286.43,\n1483,35.7,3.86,13.01,1278.06,22.07\n1484,28.1,,,,\n1485,,15.73,,,\n1486,,,,1633.44,\n1487,,,,2082.16,\n1488,32.0,,,,\n1489,,,,2158.54,\n1490,,,,1333.82,\n1491,,,,1314.95,\n1492,,,,1244.79,\n1493,,,,,9.67\n1494,31.6,,,,\n1495,,,,983.14,\n1496,33.5,,,,\n1497,,,,746.24,\n1498,,,,,17.81\n1499,,,,,18.87\n1500,46.1,,,,\n1501,,,14.97,,\n1502,,,13.91,,\n1503,,,,932.15,\n1504,48.7,,,,\n1505,,6.27,,,\n1506,,6.05,,,\n1507,27.7,,,,\n1508,,,12.09,,\n1509,,,12.27,,\n1510,,11.3,,,\n1511,31.9,,,,\n1512,,17.07,,,\n1513,,16.12,,,\n1514,,,,,20.72\n1515,,,,,27.26\n1516,39.3,,,,\n1517,,,,1382.99,\n1518,,,,1335.75,\n1519,,,14.05,,\n1520,,17.33,,,\n1521,,,13.52,,\n1522,,,,1572.54,\n1523,,,,,2.56\n1524,26.2,,,,\n1525,,,,,34.0\n1526,,12.06,,,\n1527,,,,875.06,\n1528,,,16.24,,\n1529,,,,886.39,\n1530,,8.18,,,\n1531,39.3,,,,\n1532,,,7.47,,\n1533,48.4,,,,\n1534,44.9,,,,\n1535,41.3,,,,\n1536,,9.78,,,\n1537,,,5.5,,\n1538,,17.51,,,\n1539,17.4,,,,\n1540,,,,3936.4,\n1541,25.1,,,,\n1542,,,,,15.98\n1543,34.6,,,,\n1544,,,,,11.95\n1545,40.2,,,,\n1546,,,,,13.7\n1547,,6.67,,,\n1548,,,17.99,,\n1549,,,,667.89,\n1550,,,19.85,,\n1551,,,,,44.95\n1552,,,,566.01,\n1553,,4.1,,,\n1554,,,,,33.92\n1555,,2.75,,,\n1556,,,,798.53,\n1557,26.2,,,,\n1558,,,,,31.59\n1559,,,,576.79,\n1560,,,,665.31,\n1561,,,19.62,,\n1562,,8.87,,,\n1563,28.7,,,,\n1564,,,,,59.07\n1565,,19.99,,,\n1566,,,,,63.09\n1567,,,,715.85,\n1568,,16.13,,,\n1569,,,20.21,,\n1570,,,,758.55,\n1571,,15.97,,,\n1572,34.6,,,,\n1573,,,,,23.02\n1574,,,19.33,,\n1575,,,18.68,,\n1576,46.5,,,,\n1577,33.8,,,,\n1578,,,,34.02,\n1579,,7.91,,,\n1580,,,,269.25,\n1581,42.3,,,,\n1582,,,,179.68,\n1583,,,20.0,,\n1584,,,19.9,,\n1585,,,19.86,,\n1586,,,,1141.32,\n1587,,8.52,,,\n1588,,,19.17,,\n1589,,,,,27.22\n1590,,,,2153.01,\n1591,,,,,21.91\n1592,,,18.51,,\n1593,,,,1757.99,\n1594,,20.19,,,\n1595,32.4,,,,\n1596,32.0,,,,\n1597,37.6,,,,\n1598,,16.85,,,\n1599,,,,2259.12,\n1600,,,,1968.3,\n1601,,18.05,,,\n1602,,13.26,,,\n1603,,22.95,,,\n1604,56.1,,,,\n1605,,,,,23.02\n1606,,,,2120.21,\n1607,,21.87,,,\n1608,,,17.9,,\n1609,,,,,36.38\n1610,,,17.8,,\n1611,,,,1897.29,\n1612,,,18.6,,\n1613,,,,,24.9\n1614,,,18.32,,\n1615,,,,,28.6\n1616,,,18.66,,\n1617,,,,,31.64\n1618,,,,1697.47,\n1619,,,,1615.28,\n1620,,,18.58,,\n1621,44.1,23.37,18.34,1658.15,28.99\n1622,,,18.35,,\n1623,,17.09,,,\n1624,,16.79,,,\n1625,,,,1845.28,\n1626,,,17.71,,\n1627,42.6,,,,\n1628,,,17.79,,\n1629,32.2,,,,\n1630,,10.49,,,\n1631,,,,,18.04\n1632,,,,1731.76,\n1633,,5.57,,,\n1634,,,,,23.02\n1635,,,,1749.0,\n1636,29.7,5.43,18.62,1712.61,32.85\n1637,,,,,36.51\n1638,,7.57,,,\n1639,,,,1600.61,\n1640,,,,1565.57,\n1641,,,19.38,,\n1642,,4.57,,,\n1643,,6.56,,,\n1644,,19.15,,,\n1645,,16.85,,,\n1646,,,22.32,,\n1647,,,22.1,,\n1648,,,18.46,,\n1649,,,,,24.79\n1650,,,,1773.54,\n1651,,,17.85,,\n1652,,,17.96,,\n1653,,,18.25,,\n1654,,,,,16.2\n1655,,19.97,,,\n1656,,29.78,,,\n1657,,,18.35,,\n1658,34.7,,,,\n1659,,,,1610.78,\n1660,25.6,,,,\n1661,,,,1521.01,\n1662,,10.36,,,\n1663,,,18.92,,\n1664,,,18.37,,\n1665,,,18.13,,\n1666,27.2,,,,\n1667,,,18.58,,\n1668,,,18.46,,\n1669,,,18.54,,\n1670,,,,2161.11,\n1671,,6.78,,,\n1672,,,18.95,,\n1673,,,,,43.8\n1674,,,,,48.43\n1675,,13.36,,,\n1676,,11.25,,,\n1677,,,,1597.28,\n1678,,,,,23.66\n1679,,,,,27.28\n1680,,16.45,,,\n1681,,21.35,,,\n1682,,,,1805.95,\n1683,,,17.53,,\n1684,,,,,24.32\n1685,,,,1718.58,\n1686,,16.33,,,\n1687,,16.35,,,\n1688,,,,,28.57\n1689,24.7,,,,\n1690,26.1,,,,\n1691,,14.24,,,\n1692,,,19.15,,\n1693,,,,,56.48\n1694,,,19.28,,\n1695,,,,,55.45\n1696,,15.52,,,\n1697,,15.52,,,\n1698,,,,1519.2,\n1699,23.9,,,,\n1700,,14.17,,,\n1701,,,19.15,,\n1702,,,,,22.21\n1703,,,,2171.39,\n1704,,23.39,,,\n1705,30.7,,,,\n1706,,,,,19.21\n1707,37.0,,,,\n1708,,,,,27.47\n1709,,,17.71,,\n1710,,,,,17.17\n1711,25.4,,,,\n1712,,,,,30.6\n1713,,,18.72,,\n1714,,,,,45.4\n1715,,,,1600.08,\n1716,,,20.09,,\n1717,,,20.23,,\n1718,,,,,59.93\n1719,,18.65,,,\n1720,,14.68,,,\n1721,,11.81,,,\n1722,23.1,,,,\n1723,21.1,,,,\n1724,20.8,,,,\n1725,,,,,23.45\n1726,,,17.96,,\n1727,20.5,,,,\n1728,,11.23,,,\n1729,28.2,,,,\n1730,,,,,17.64\n1731,,,17.83,,\n1732,,,18.03,,\n1733,,,18.47,,\n1734,,,18.7,,\n1735,,,18.9,,\n1736,,,19.51,,\n1737,31.8,,,,\n1738,,,20.41,,\n1739,26.3,,,,\n1740,24.9,,,,\n1741,,10.25,,,\n1742,,,,,79.32\n1743,,,,442.56,\n1744,,,,1422.55,\n1745,37.9,,,,\n1746,,,,,21.08\n1747,,,18.69,,\n1748,,,,1759.64,\n1749,,,,,42.69\n1750,39.5,,,,\n1751,,,20.71,,\n1752,,,,1587.92,\n1753,35.5,,,,\n1754,,,22.41,,\n1755,,,,,64.12\n1756,,,21.0,,\n1757,,,,473.02,\n1758,,,18.99,,\n1759,,,,751.0,\n1760,,,,876.0,\n1761,26.9,,,,\n1762,,,,1454.18,\n1763,30.4,,,,\n1764,29.0,,,,\n1765,,,,,26.03\n1766,26.4,,,,\n1767,,,,,38.74\n1768,,,,,34.04\n1769,,,,1412.43,\n1770,,,,,38.49\n1771,18.5,,,,\n1772,,8.85,,,\n1773,,,,,58.43\n1774,,,19.2,,\n1775,,,19.45,,\n1776,,,17.94,,\n1777,15.1,,,,\n1778,,,17.29,,\n1779,13.7,,,,\n1780,,,16.89,,\n1781,,,,1208.89,\n1782,,8.0,,,\n1783,,,16.73,,\n1784,12.9,,,,\n1785,,,,1358.02,\n1786,,,,,40.58\n1787,,,17.64,,\n1788,,12.21,,,\n1789,,11.44,,,\n1790,,,,1101.43,\n1791,,,20.24,,\n1792,,,,699.93,\n1793,,,,,36.24\n1794,,16.76,,,\n1795,18.6,,,,\n1796,,,,1190.83,\n1797,,,,,58.87\n1798,,,,,61.51\n1799,,12.4,,,\n1800,17.6,,,,\n1801,,,20.3,,\n1802,,,,,59.52\n1803,,15.55,,,\n1804,14.8,,,,\n1805,,,17.52,,\n1806,,,,1188.61,\n1807,,,16.8,,\n1808,,12.69,,,\n1809,11.6,,,,\n1810,,,16.53,,\n1811,,,,,31.44\n1812,,,,1208.25,\n1813,,,17.25,,\n1814,,9.68,,,\n1815,8.1,,,,\n1816,8.3,,,,\n1817,,7.2,,,\n1818,,,,1053.08,\n1819,,7.43,,,\n1820,,,18.5,,\n1821,,,,980.06,\n1822,,8.11,,,\n1823,,,,951.63,\n1824,,,,,53.15\n1825,,,18.99,,\n1826,,,18.65,,\n1827,,,8.47,,\n1828,,17.43,,,\n1829,,13.7,,,\n1830,28.0,,,,\n1831,,,,,41.16\n1832,,,,,33.08\n1833,,,,,28.02\n1834,,,,,32.52\n1835,,,,,33.91\n1836,,,9.82,,\n1837,,,,,34.44\n1838,,19.5,,,\n1839,,,8.75,,\n1840,29.0,,,,\n1841,,9.67,,,\n1842,,,8.54,,\n1843,,,,,29.2\n1844,,,,,33.64\n1845,,,9.1,,\n1846,,,6.35,,\n1847,28.8,,,,\n1848,23.6,,,,\n1849,,17.21,,,\n1850,,,11.98,,\n1851,,,,,51.9\n1852,,,11.91,,\n1853,,20.91,,,\n1854,,,11.09,,\n1855,,15.46,,,\n1856,,,,812.16,\n1857,,,,,27.81\n1858,,15.13,,,\n1859,,,,812.23,\n1860,,14.08,,,\n1861,,17.43,,,\n1862,,,8.11,,\n1863,,15.95,,,\n1864,,,,,20.66\n1865,,12.2,,,\n1866,,,8.77,,\n1867,,10.51,,,\n1868,,,,,36.82\n1869,,,,812.05,\n1870,,,,812.06,\n1871,,21.52,,,\n1872,,17.19,,,\n1873,31.8,,,,\n1874,35.8,,,,\n1875,,,,812.13,\n1876,,,,,37.5\n1877,34.2,18.59,9.31,812.09,32.7\n1878,,16.88,,,\n1879,,,,812.14,\n1880,,17.98,,,\n1881,,,7.8,,\n1882,35.1,,,,\n1883,,,7.58,,\n1884,,,,811.88,\n1885,,,,811.89,\n1886,,,,,54.35\n1887,29.7,,,,\n1888,,4.92,,,\n1889,,,,812.0,\n1890,33.9,,,,\n1891,,,,811.97,\n1892,34.4,,,,\n1893,,,,811.9,\n1894,,4.23,,,\n1895,25.0,,,,\n1896,,4.77,,,\n1897,24.5,,,,\n1898,,,6.97,,\n1899,,,,,29.69\n1900,19.0,,,,\n1901,,,7.0,,\n1902,18.5,,,,\n1903,,,,811.67,\n1904,,,6.83,,\n1905,18.7,,,,\n1906,,,6.53,,\n1907,,,6.53,,\n1908,,,6.77,,\n1909,,,,811.73,\n1910,,3.7,,,\n1911,13.5,,,,\n1912,,,,,28.39\n1913,,,,811.82,\n1914,19.6,,,,\n1915,19.6,,,,\n1916,,,,811.85,\n1917,,,,,20.85\n1918,,,,,15.49\n1919,,,,812.01,\n1920,,12.98,,,\n1921,,,,,26.88\n1922,19.9,,,,\n1923,,,,811.62,\n1924,,4.38,,,\n1925,14.7,,,,\n1926,,3.64,,,\n1927,,,6.36,,\n1928,,,,811.59,\n1929,,,,,35.94\n1930,,,8.44,,\n1931,,,,811.73,\n1932,,,,,35.25\n1933,,4.29,,,\n1934,19.5,,,,\n1935,18.2,,,,\n1936,18.0,,,,\n1937,,4.16,,,\n1938,,,7.18,,\n1939,,,6.91,,\n1940,,7.64,,,\n1941,23.3,,,,\n1942,,,,811.86,\n1943,,,,,12.24\n1944,,,6.32,,\n1945,,,,,13.43\n1946,,,6.42,,\n1947,,,,,19.61\n1948,,,,811.98,\n1949,25.2,,,,\n1950,,,,811.84,\n1951,0.0,,,,\n1952,,,,,42.74\n1953,,,,,43.61\n1954,,,,,41.72\n1955,,,,811.83,\n1956,,,9.58,,\n1957,,,9.29,,\n1958,23.0,,,,\n1959,,,8.51,,\n1960,,,,,23.32\n1961,,,,811.98,\n1962,34.5,,,,\n1963,,5.89,,,\n1964,,,,,16.37\n1965,,,7.31,,\n1966,,6.33,,,\n1967,,,,811.8,\n1968,,9.32,,,\n1969,,7.89,,,\n1970,,,,,24.12\n1971,39.5,,,,\n1972,,,,,58.72\n1973,,7.87,,,\n1974,,,,,51.5\n1975,,9.61,,,\n1976,,,,832.57,\n1977,,,9.88,,\n1978,,,9.38,,\n1979,,,,,36.24\n1980,31.9,,,,\n1981,,17.72,,,\n1982,,16.47,,,\n1983,33.6,,,,\n1984,,14.96,,,\n1985,,,,685.23,\n1986,,,7.02,,\n1987,,,,,11.55\n1988,,,,,16.93\n1989,,,,1038.57,\n1990,,18.71,,,\n1991,,14.16,,,\n1992,31.0,11.25,9.18,664.37,52.46\n1993,,,,632.44,\n1994,,6.11,,,\n1995,25.0,,,,\n1996,,,,837.1,\n1997,23.8,,,,\n1998,,,,,43.41\n1999,,,,,36.4\n2000,,,,1028.13,\n2001,,,10.12,,\n2002,,,,906.33,\n2003,,10.96,,,\n2004,,,,,18.27\n2005,,,,1002.59,\n2006,,,,,8.37\n2007,,,8.18,,\n2008,,,,,9.76\n2009,,11.16,,,\n2010,,,7.2,,\n2011,,,,,17.55\n2012,,9.85,,,\n2013,,,7.85,,\n2014,,,,813.15,\n2015,,7.49,,,\n2016,,,,707.82,\n2017,,,11.05,,\n2018,34.0,,,,\n2019,,,,755.89,\n2020,,,11.18,,\n2021,,6.4,,,\n2022,,4.96,,,\n2023,33.0,,,,\n2024,,,,1148.91,\n2025,,,,1116.02,\n2026,,,,,28.66\n2027,,,,,17.32\n2028,35.5,,,,\n2029,,,,961.09,\n2030,,,8.26,,\n2031,,,8.17,,\n2032,,,7.67,,\n2033,,,7.78,,\n2034,,,8.07,,\n2035,32.7,,,,\n2036,,5.77,,,\n2037,,5.67,,,\n2038,,,10.32,,\n2039,,,,,52.42\n2040,,,,682.79,\n2041,,8.99,,,\n2042,,12.0,,,\n2043,,10.56,,,\n2044,,,,,38.24\n2045,,,,,30.56\n2046,,,9.14,,\n2047,23.4,,,,\n2048,,,,,24.98\n2049,,27.78,,,\n2050,24.1,,,,\n2051,,,,,38.13\n2052,,,,582.38,\n2053,19.2,8.47,7.4,550.7,39.17\n2054,,,,,36.16\n2055,,,7.15,,\n2056,,,,583.34,\n2057,,,7.26,,\n2058,20.8,,,,\n2059,17.9,,,,\n2060,,8.96,,,\n2061,16.4,,,,\n2062,17.3,,,,\n2063,,,10.17,,\n2064,,,,726.54,\n2065,,,,,47.1\n2066,,,,,47.05\n2067,,,9.79,,\n2068,,11.12,,,\n2069,,,,,34.62\n2070,,92.39,,,\n2071,,,,,34.9\n2072,,,,563.54,\n2073,22.5,,,,\n2074,,,7.56,,\n2075,,,,497.16,\n2076,,,,,36.65\n2077,,,,580.46,\n2078,,8.27,,,\n2079,22.9,,,,\n2080,,,,745.37,\n2081,,9.59,,,\n2082,,9.41,,,\n2083,,6.96,,,\n2084,,,9.77,,\n2085,,,,693.11,\n2086,26.0,,,,\n2087,,,,794.48,\n2088,,,,,42.37\n2089,,,,,43.33\n2090,,,,,44.86\n2091,,,,624.09,\n2092,22.0,,,,\n2093,,,7.97,,\n2094,,,,606.85,\n2095,,6.63,,,\n2096,,,,508.92,\n2097,23.1,4.58,7.25,485.15,35.24\n2098,,,,472.07,\n2099,,,,,30.55\n2100,21.5,,,,\n2101,,,,,24.55\n2102,,,7.48,,\n2103,,3.16,,,\n2104,27.5,,,,\n2105,,,9.02,,\n2106,,,9.53,,\n2107,28.3,,,,\n2108,,,9.9,,\n2109,,3.59,,,\n2110,,4.02,,,\n2111,,,,,42.67\n2112,,,,,39.52\n2113,22.9,,,,\n2114,10.9,,,,\n2115,,,,,29.9\n2116,27.5,,,,\n2117,,,,777.65,\n2118,,,,,28.79\n2119,,14.68,,,\n2120,,18.47,,,\n2121,,,,539.19,\n2122,,15.46,,,\n2123,,,,,25.8\n2124,,,7.93,,\n2125,,,,,27.25\n2126,,,,,37.34\n2127,,6.89,,,\n2128,,,,,41.34\n2129,,,,,42.04\n2130,,,,,44.1\n2131,,,,620.41,\n2132,,,9.86,,\n2133,22.7,,,,\n2134,,2.51,,,\n2135,,10.56,,,\n2136,,,,832.91,\n2137,,,9.45,,\n2138,,,,705.7,\n2139,,,,,38.25\n2140,,,8.48,,\n2141,,11.94,,,\n2142,,9.27,,,\n2143,,,,649.03,\n2144,,,7.52,,\n2145,,10.11,,,\n2146,37.2,,,,\n2147,,,,620.69,\n2148,30.5,,,,\n2149,41.6,,,,\n2150,,7.88,,,\n2151,,,,,57.76\n2152,,,,,61.7\n2153,,7.26,,,\n2154,37.6,,,,\n2155,,6.24,,,\n2156,,,10.33,,\n2157,,,,,68.91\n2158,,,,1165.92,\n2159,50.7,,,,\n2160,,,9.3,,\n2161,,6.34,,,\n2162,56.0,,,,\n2163,,,8.99,,\n2164,,,,1205.94,\n2165,,,,1117.96,\n2166,,,,,9.29\n2167,,17.58,,,\n2168,44.5,,,,\n2169,42.4,,,,\n2170,42.0,,,,\n2171,,,7.89,,\n2172,41.6,,,,\n2173,,,,1140.52,\n2174,,,,,58.47\n2175,,,,,73.82\n2176,,,,840.49,\n2177,,5.21,,,\n2178,,,,962.75,\n2179,33.7,,,,\n2180,34.6,,,,\n2181,,,,1101.11,\n2182,,,,1092.79,\n2183,38.3,,,,\n2184,,17.29,,,\n2185,,,,1008.24,\n2186,,,,,37.26\n2187,,14.4,,,\n2188,,,,,40.32\n2189,26.4,,,,\n2190,29.5,,,,\n2191,,,,699.37,\n2192,25.9,,,,\n2193,,,,836.45,\n2194,,,,,33.12\n2195,,7.0,,,\n2196,,6.27,,,\n2197,,,,,52.97\n2198,28.8,,,,\n2199,,,,750.78,\n2200,,,,,67.91\n2201,,,,,59.36\n2202,,2.86,,,\n2203,,2.76,,,\n2204,,,9.15,,\n2205,,,9.16,,\n2206,28.4,,,,\n2207,,,,,35.5\n2208,23.7,,,,\n2209,,,,,13.22\n2210,,,7.86,,\n2211,,,,,14.9\n2212,,,,1068.97,\n2213,20.9,,,,\n2214,19.4,,,,\n2215,,,7.29,,\n2216,,,,,14.11\n2217,,,7.33,,\n2218,,,7.37,,\n2219,,,,719.26,\n2220,,4.06,,,\n2221,,4.38,,,\n2222,,,,,61.07\n2223,,,,,55.02\n2224,,,,801.28,\n2225,38.3,,,,\n2226,,,,943.46,\n2227,,,,,46.88\n2228,47.5,,,,\n2229,,16.19,,,\n2230,,17.7,,,\n2231,,,,949.93,\n2232,,15.74,,,\n2233,,15.24,,,\n2234,,,,820.84,\n2235,,,,,58.9\n2236,26.9,,,,\n2237,,3.4,,,\n2238,,,,,45.54\n2239,35.3,2.56,10.43,986.64,41.49\n2240,26.7,,,,\n2241,26.5,7.42,9.07,1075.53,38.19\n2242,,6.37,,,\n2243,,,8.7,,\n2244,,,,,32.47\n2245,,,,883.68,\n2246,,,,,35.08\n2247,22.8,,,,\n2248,,,7.25,,\n2249,,,,626.09,\n2250,,4.88,,,\n2251,,5.09,,,\n2252,,26.16,,,\n2253,23.1,,,,\n2254,,,,,24.6\n2255,,,,,32.03\n2256,,,7.25,,\n2257,,,7.47,,\n2258,,,7.75,,\n2259,,,8.2,,\n2260,,,,737.29,\n2261,,4.15,,,\n2262,,,,,49.0\n2263,,3.3,,,\n2264,,,8.26,,\n2265,,,8.08,,\n2266,29.7,,,,\n2267,24.6,,,,\n2268,,,8.53,,\n2269,,,,1061.43,\n2270,,,,,26.55\n2271,,,,991.25,\n2272,,,,,10.27\n2273,34.0,,,,\n2274,,,,871.63,\n2275,,,6.9,,\n2276,,,,,14.17\n2277,,,6.94,,\n2278,,11.4,,,\n2279,,,,1013.01,\n2280,,,9.25,,\n2281,,5.29,,,\n2282,,,,,63.3\n2283,,,8.95,,\n2284,,,,1086.04,\n2285,,,,,40.68\n2286,59.7,,,,\n2287,,,,,13.48\n2288,61.7,,,,\n2289,,,8.04,,\n2290,,19.43,,,\n2291,,,,,10.83\n2292,,,,,8.87\n2293,,,8.5,,\n2294,,,8.26,,\n2295,,10.21,,,\n2296,,6.8,,,\n2297,56.2,,,,\n2298,,,,1368.36,\n2299,63.2,,,,\n2300,,10.23,,,\n2301,,,,,41.75\n2302,,,9.08,,\n2303,,,9.02,,\n2304,58.2,,,,\n2305,64.1,,,,\n2306,,,9.02,,\n2307,,7.88,,,\n2308,87.3,,,,\n2309,,,,993.1,\n2310,,,,971.2,\n2311,,27.88,,,\n2312,,,,,52.12\n2313,32.2,,,,\n2314,,,,586.93,\n2315,,,,635.03,\n2316,,,,755.86,\n2317,12.3,,,,\n2318,,,,,46.22\n2319,,,8.29,,\n2320,,,,,46.74\n2321,,,,,43.78\n2322,,,,,38.45\n2323,,,,1121.9,\n2324,,,,,35.29\n2325,15.8,4.71,8.7,1191.83,19.92\n2326,17.4,,,,\n2327,,7.34,,,\n2328,,12.14,,,\n2329,,,,1080.61,\n2330,20.2,,,,\n2331,,,,,39.05\n2332,,13.48,,,\n2333,,,6.92,,\n2334,,,6.69,,\n2335,,,,740.7,\n2336,,,6.63,,\n2337,,7.69,,,\n2338,,,7.21,,\n2339,,,,836.88,\n2340,,,,795.64,\n2341,26.2,,,,\n2342,,,,,60.22\n2343,,,,733.31,\n2344,,,8.83,,\n2345,,,,893.17,\n2346,,4.63,,,\n2347,,,,,50.46\n2348,,,7.87,,\n2349,,6.61,,,\n2350,15.8,,,,\n2351,,,,,28.1\n2352,,14.52,,,\n2353,,18.22,,,\n2354,,,,,32.12\n2355,,12.38,,,\n2356,,10.04,,,\n2357,21.5,,,,\n2358,,,,,34.16\n2359,22.8,,,,\n2360,,,,824.22,\n2361,,4.47,,,\n2362,,,7.4,,\n2363,22.9,,,,\n2364,,,,,46.85\n2365,,,,746.8,\n2366,,,,,53.04\n2367,,,8.74,,\n2368,,,,834.82,\n2369,,3.66,,,\n2370,18.8,,,,\n2371,,,,,40.17\n2372,,,,934.77,\n2373,15.1,,,,\n2374,,9.56,,,\n2375,,17.55,,,\n2376,,,,909.42,\n2377,20.6,,,,\n2378,28.0,,,,\n2379,,,,751.12,\n2380,28.1,,,,\n2381,,,,725.19,\n2382,,,,788.93,\n2383,,,6.98,,\n2384,21.1,,,,\n2385,,,,932.38,\n2386,,,,968.18,\n2387,,,8.72,,\n2388,,,,1106.17,\n2389,,,,1160.4,\n2390,29.2,,,,\n2391,,,,,13.23\n2392,,,8.3,,\n2393,,,8.63,,\n2394,,,,1505.15,\n2395,,22.21,,,\n2396,,,,,12.78\n2397,,14.26,,,\n2398,,,,1154.35,\n2399,,6.26,,,\n2400,,,,,10.38\n2401,,,,1249.65,\n2402,,,,,14.35\n2403,,,7.86,,\n2404,,,,1149.87,\n2405,32.0,,,,\n2406,,,,1084.53,\n2407,,17.27,,,\n2408,,,6.07,,\n2409,,,6.74,,\n2410,19.5,,,,\n2411,,,,1310.79,\n2412,,25.76,,,\n2413,,,,,27.58\n2414,,,,,26.2\n2415,,,,,30.51\n2416,28.8,18.37,7.67,985.12,33.93\n2417,26.2,,,,\n2418,,,,,35.2\n2419,,,,874.28,\n2420,,9.48,,,\n2421,28.9,,,,\n2422,,,7.45,,\n2423,,,,,57.57\n2424,,,,1047.64,\n2425,,7.51,,,\n2426,27.6,,,,\n2427,,,,1176.1,\n2428,,,,1143.33,\n2429,,,,,28.39\n2430,,,,,11.95\n2431,,,,,21.07\n2432,,,,,20.36\n2433,,13.92,,,\n2434,24.9,,,,\n2435,,,,1056.64,\n2436,,,7.32,,\n2437,,,,,41.29\n2438,,8.88,,,\n2439,,8.18,,,\n2440,,,9.38,,\n2441,,,8.22,,\n2442,,,,,77.56\n2443,,,,1224.24,\n2444,,,8.09,,\n2445,28.1,,,,\n2446,,7.66,,,\n2447,,,,,29.75\n2448,,,,,26.32\n2449,,,,1616.66,\n2450,,10.24,,,\n2451,,,7.75,,\n2452,,,,,11.47\n2453,,,,1695.84,\n2454,,,,,10.99\n2455,,,,1207.7,\n2456,,,,1142.75,\n2457,,,,,16.19\n2458,,,,1136.25,\n2459,,,,1030.16,\n2460,,,,1094.29,\n2461,,,8.38,,\n2462,,,,,57.88\n2463,36.7,,,,\n2464,,,,1004.95,\n2465,,,,,63.35\n2466,37.8,,,,\n2467,,,8.29,,\n2468,37.5,,,,\n2469,,,7.51,,\n2470,,4.04,,,\n2471,,,,1621.49,\n2472,,10.25,,,\n2473,,13.16,,,\n2474,,14.76,,,\n2475,50.4,,,,\n2476,53.9,,,,\n2477,,,,,48.47\n2478,56.5,,,,\n2479,,42.57,,,\n2480,,,,,36.73\n2481,,,8.3,,\n2482,,,,1403.88,\n2483,,,,1271.99,\n2484,,11.88,,,\n2485,54.1,,,,\n2486,,,9.55,,\n2487,,,9.05,,\n2488,,,8.87,,\n2489,53.7,,,,\n2490,,2.4,,,\n2491,,2.13,,,\n2492,39.0,,,,\n2493,,,,1783.3,\n2494,,,,,8.71\n2495,,,,2205.75,\n2496,,,8.06,,\n2497,,,,1472.72,\n2498,,29.67,,,\n2499,,,,,47.44\n2500,,,,1049.46,\n2501,,,7.51,,\n2502,,,,1000.42,\n2503,,,,,32.52\n2504,,16.99,,,\n2505,,13.48,,,\n2506,,,,1273.23,\n2507,42.5,,,,\n2508,,9.77,,,\n2509,,,,1258.53,\n2510,,,,1121.17,\n2511,,,,,30.19\n2512,,,,1234.87,\n2513,36.5,,,,\n2514,45.1,26.75,11.55,1336.93,19.68\n2515,47.4,,,,\n2516,,,,1332.7,\n2517,,,,1218.96,\n2518,,,,1162.08,\n2519,,42.88,,,\n2520,,,13.51,,\n2521,29.5,23.67,13.37,914.1,31.42\n2522,,,,,31.26\n2523,,,13.1,,\n2524,,,13.25,,\n2525,,12.63,,,\n2526,,,13.78,,\n2527,33.2,,,,\n2528,29.1,,,,\n2529,,5.56,,,\n2530,,,,1221.94,\n2531,,,,1399.16,\n2532,37.9,,,,\n2533,,,12.32,,\n2534,,11.07,,,\n2535,,,12.94,,\n2536,,,,,16.1\n2537,,,,,19.53\n2538,,,13.61,,\n2539,,24.77,,,\n2540,,,13.22,,\n2541,,,13.21,,\n2542,,,13.0,,\n2543,,,12.98,,\n2544,,,,1239.6,\n2545,,6.34,,,\n2546,,,,,68.35\n2547,39.7,,,,\n2548,,,,1383.06,\n2549,,,13.66,,\n2550,,,,,21.41\n2551,,,,,18.97\n2552,35.8,,,,\n2553,28.4,,,,\n2554,,,,830.64,\n2555,,,,,12.03\n2556,40.5,,,,\n2557,,,,986.65,\n2558,,,,1033.51,\n2559,37.8,,,,\n2560,,,,,41.14\n2561,,,,,25.01\n2562,32.7,,,,\n2563,,,,,16.76\n2564,,,,1153.92,\n2565,32.1,,,,\n2566,,,,,20.0\n2567,,,,1071.41,\n2568,,,,994.35,\n2569,28.8,,,,\n2570,,,12.91,,\n2571,,,12.84,,\n2572,,7.89,,,\n2573,25.2,,,,\n2574,,9.06,,,\n2575,20.7,,,,\n2576,,,,867.75,\n2577,,,,,41.85\n2578,,4.45,,,\n2579,,,,,21.7\n2580,,15.71,,,\n2581,,,,,24.29\n2582,,37.49,,,\n2583,,30.73,,,\n2584,,,13.45,,\n2585,,,,,28.09\n2586,,23.49,,,\n2587,19.2,,,,\n2588,16.1,,,,\n2589,,,,,28.84\n2590,,,13.84,,\n2591,,,,803.42,\n2592,24.7,,,,\n2593,,,,929.88,\n2594,,4.04,,,\n2595,19.8,,,,\n2596,,,,,35.74\n2597,,,11.83,,\n2598,,,,1303.46,\n2599,33.4,,,,\n2600,,15.92,,,\n2601,,,,1460.98,\n2602,,,12.63,,\n2603,,,,1019.53,\n2604,,,,889.06,\n2605,,,13.56,,\n2606,,,,,25.3\n2607,,,13.25,,\n2608,,,,,18.5\n2609,,,,,27.53\n2610,,,13.74,,\n2611,46.6,,,,\n2612,,3.01,,,\n2613,,,14.63,,\n2614,,,,,36.06\n2615,47.6,,,,\n2616,,,,571.58,\n2617,32.3,,,,\n2618,,8.85,,,\n2619,,,,,16.37\n2620,,,,855.16,\n2621,,,,839.47,\n2622,,,,,30.18\n2623,,,,771.31,\n2624,30.8,,,,\n2625,,,12.91,,\n2626,,,13.18,,\n2627,43.4,,,,\n2628,37.9,,,,\n2629,,,,659.98,\n2630,,,,,43.56\n2631,,3.44,,,\n2632,38.5,,,,\n2633,,3.39,,,\n2634,,,,,30.99\n2635,,,11.83,,\n2636,,,10.92,,\n2637,,,,695.0,\n2638,,10.76,,,\n2639,,,,906.77,\n2640,,,,,16.95\n2641,,,,,1.04\n2642,,25.57,,,\n2643,,33.19,,,\n2644,,,13.46,,\n2645,,,,708.1,\n2646,18.3,,,,\n2647,,,13.2,,\n2648,,,,,44.42\n2649,45.0,,,,\n2650,,,13.09,,\n2651,,,,636.0,\n2652,,,,,38.87\n2653,,,12.96,,\n2654,39.2,,,,\n2655,42.6,,,,\n2656,,,12.07,,\n2657,,,10.83,,\n2658,,,,954.44,\n2659,35.8,,,,\n2660,,,,1032.63,\n2661,,,12.37,,\n2662,,,12.53,,\n2663,29.6,,,,\n2664,,,,680.26,\n2665,35.9,,,,\n2666,32.8,,,,\n2667,,,,,4.22\n2668,34.8,,,,\n2669,,,12.86,,\n2670,,,14.46,,\n2671,51.7,,,,\n2672,,,14.54,,\n2673,,,,895.79,\n2674,43.9,,,,\n2675,,,,,40.31\n2676,,,,892.76,\n2677,53.5,,,,\n2678,,,10.51,,\n2679,,,11.56,,\n2680,,,,,0.07\n2681,,14.15,,,\n2682,,,,,0.14\n2683,61.8,,,,\n2684,,,,1465.13,\n2685,58.1,,,,\n2686,,,,,2.34\n2687,46.6,,,,\n2688,,,12.57,,\n2689,,14.21,,,\n2690,,,,,22.83\n2691,58.7,10.65,13.2,1008.58,31.91\n2692,,8.69,,,\n2693,,7.42,,,\n2694,,,,,55.62\n2695,42.7,,,,\n2696,,,,,50.73\n2697,,,,706.4,\n2698,32.3,,,,\n2699,,,,,24.3\n2700,,,11.65,,\n2701,,,,873.08,\n2702,,,11.72,,\n2703,,,,1106.23,\n2704,,21.26,,,\n2705,,,,,18.64\n2706,,,,,24.06\n2707,,,,766.05,\n2708,,,,,31.9\n2709,,,,,34.05\n2710,,,12.6,,\n2711,,,12.65,,\n2712,,18.99,,,\n2713,,,13.6,,\n2714,,,,,26.66\n2715,41.7,,,,\n2716,,,13.65,,\n2717,44.2,,,,\n2718,39.5,,,,\n2719,33.6,,,,\n2720,,,,759.92,\n2721,44.1,,,,\n2722,,9.48,,,\n2723,,,12.55,,\n2724,,,,647.16,\n2725,,,10.81,,\n2726,,,11.24,,\n2727,,,,,8.31\n2728,,,,,11.31\n2729,,,,,19.18\n2730,,,,869.72,\n2731,,42.27,,,\n2732,,38.16,,,\n2733,,30.57,,,\n2734,,,,641.02,\n2735,,16.47,,,\n2736,,12.61,,,\n2737,,,12.91,,\n2738,,,,612.66,\n2739,,8.58,,,\n2740,19.1,6.36,13.68,566.88,53.62\n2741,27.3,,,,\n2742,,,,614.56,\n2743,,5.75,,,\n2744,,,,,62.27\n2745,,,12.33,,\n2746,,,11.97,,\n2747,,,,,32.48\n2748,,,,817.92,\n2749,,,12.22,,\n2750,,,,,26.12\n2751,27.4,,,,\n2752,27.1,,,,\n2753,,21.09,,,\n2754,,,13.26,,\n2755,,,,,31.43\n2756,,,,565.49,\n2757,,,12.7,,\n2758,,,,640.13,\n2759,,,,,15.72\n2760,36.7,,,,\n2761,,,13.75,,\n2762,,,,,31.93\n2763,40.4,,,,\n2764,39.7,,,,\n2765,,,14.03,,\n2766,,2.48,,,\n2767,,,,,49.98\n2768,,,,,44.15\n2769,,,,,31.01\n2770,,,,879.68,\n2771,,,11.78,,\n2772,,,,,19.36\n2773,,,12.05,,\n2774,,,,,17.86\n2775,,14.29,,,\n2776,27.7,,,,\n2777,,,,791.09,\n2778,,,13.74,,\n2779,,18.46,,,\n2780,,,13.33,,\n2781,,,13.14,,\n2782,,12.05,,,\n2783,,23.67,,,\n2784,,,,1014.3,\n2785,,,,996.71,\n2786,,12.78,,,\n2787,,,13.09,,\n2788,41.7,,,,\n2789,,,,729.68,\n2790,,,12.75,,\n2791,,,,,41.13\n2792,,,,,35.37\n2793,33.9,5.58,12.8,846.7,32.07\n2794,,,12.41,,\n2795,,,11.69,,\n2796,,,,986.83,\n2797,,11.43,,,\n2798,41.1,,,,\n2799,,,,1152.2,\n2800,,27.68,,,\n2801,34.1,,,,\n2802,33.9,,,,\n2803,,,,793.72,\n2804,,26.69,,,\n2805,,,,640.65,\n2806,,18.4,,,\n2807,,,,883.54,\n2808,,,,,13.69\n2809,,,13.64,,\n2810,39.6,,,,\n2811,,,,,44.07\n2812,,,13.82,,\n2813,,,,,50.2\n2814,,,13.2,,\n2815,,,13.3,,\n2816,29.5,,,,\n2817,,,,872.09,\n2818,,,,859.25,\n2819,34.7,,,,\n2820,,5.71,,,\n2821,,,,1254.05,\n2822,,,12.81,,\n2823,,24.67,,,\n2824,,20.69,,,\n2825,,,,,24.07\n2826,33.4,,,,\n2827,,12.86,,,\n2828,,11.1,,,\n2829,,,,758.24,\n2830,,14.96,,,\n2831,,12.45,,,\n2832,,,,997.93,\n2833,,,,1068.29,\n2834,50.6,,,,\n2835,,8.91,,,\n2836,,,,907.86,\n2837,,,,,44.95\n2838,,6.61,,,\n2839,,,,1168.76,\n2840,48.4,,,,\n2841,,,,,31.52\n2842,,,13.26,,\n2843,,,12.82,,\n2844,,,12.49,,\n2845,,8.43,,,\n2846,,7.8,,,\n2847,,,,,19.04\n2848,,,,1077.07,\n2849,,32.06,,,\n2850,,29.45,,,\n2851,,,,772.61,\n2852,,,,760.08,\n2853,,,12.72,,\n2854,,,,745.41,\n2855,,9.41,,,\n2856,51.5,,,,\n2857,,,13.59,,\n2858,34.8,,,,\n2859,,4.66,,,\n2860,,,12.82,,\n2861,,,,1043.99,\n2862,,,12.7,,\n2863,,,12.25,,\n2864,,,,,25.03\n2865,,,,,28.16\n2866,,6.81,,,\n2867,,,,,19.7\n2868,,,,,22.92\n2869,,13.11,,,\n2870,,,13.66,,\n2871,,10.08,,,\n2872,,,,872.96,\n2873,,12.69,,,\n2874,,,,,31.0\n2875,,,,,32.15\n2876,,,,929.56,\n2877,,,,,23.8\n2878,,,,,31.15\n2879,24.5,,,,\n2880,,,13.37,,\n2881,,,,866.36,\n2882,,,,928.22,\n2883,,,,1005.6,\n2884,27.2,,,,\n2885,,,,,32.08\n2886,,,12.71,,\n2887,,6.89,,,\n2888,20.4,,,,\n2889,,11.74,,,\n2890,,,13.57,,\n2891,17.5,,,,\n2892,20.2,,,,\n2893,,,,1087.19,\n2894,,27.92,,,\n2895,32.6,,,,\n2896,,22.42,,,\n2897,27.9,,,,\n2898,,,,,28.03\n2899,,19.54,,,\n2900,,,13.29,,\n2901,,6.17,,,\n2902,,,,1029.96,\n2903,,,,,42.58\n2904,,,,,40.78\n2905,,,12.33,,\n2906,,,11.7,,\n2907,,6.79,,,\n2908,,17.3,,,\n2909,,,,1816.19,\n2910,,,,,0.22\n2911,29.4,,,,\n2912,,,,,19.99\n2913,,,,,19.46\n2914,31.4,28.57,12.77,1062.77,30.44\n2915,30.8,23.99,12.63,982.34,29.07\n2916,,,,,26.04\n2917,,14.51,,,\n2918,,,,1099.15,\n2919,,8.63,,,\n2920,,,13.16,,\n2921,36.2,,,,\n2922,36.0,,,,\n2923,,,13.18,,\n2924,62.0,,,,\n2925,59.3,,,,\n2926,,,12.28,,\n2927,51.2,,,,\n2928,,,11.04,,\n2929,,,11.58,,\n2930,,,,2204.16,\n2931,,,,2317.83,\n2932,,,13.09,,\n2933,,35.62,,,\n2934,,,,,30.78\n2935,,,,1328.16,\n2936,,,13.8,,\n2937,54.1,,,,\n2938,,,,,6.25\n2939,,,,1562.33,\n2940,,,14.45,,\n2941,,18.15,,,\n2942,,,,,37.49\n2943,,10.25,,,\n2944,,,,,45.26\n2945,,7.54,,,\n2946,,,,,33.33\n2947,,,,,24.5\n2948,,,,,26.41\n2949,,,12.5,,\n2950,,,,1418.5,\n2951,25.4,,,,\n2952,,,,1543.53,\n2953,29.2,21.43,13.56,1552.91,27.21\n2954,55.9,,,,\n2955,,22.94,,,\n2956,,16.32,,,\n2957,,,,1256.98,\n2958,,12.23,,,\n2959,44.2,,,,\n2960,,,,,20.45\n2961,,,,,24.07\n2962,,23.05,,,\n2963,58.4,,,,\n2964,,23.97,,,\n2965,,,,,35.05\n2966,,29.38,,,\n2967,,23.64,,,\n2968,,,14.22,,\n2969,60.4,,,,\n2970,,23.44,,,\n2971,54.3,,,,\n2972,,12.95,,,\n2973,47.3,,,,\n2974,,,13.74,,\n2975,,19.46,,,\n2976,40.5,,,,\n2977,,,13.95,,\n2978,,,14.06,,\n2979,,,14.34,,\n2980,,,,1171.47,\n2981,,,,,34.75\n2982,,11.29,,,\n2983,,,,1163.53,\n2984,,,14.13,,\n2985,,,,,25.85\n2986,,,,1141.46,\n2987,,,14.27,,\n2988,,,,,16.76\n2989,28.3,,,,\n2990,,,,1561.13,\n2991,,,14.12,,\n2992,,,,,3.04\n2993,,,14.19,,\n2994,,,14.1,,\n2995,,,,1633.34,\n2996,,,,1557.67,\n2997,,,,,7.55\n2998,,5.38,,,\n2999,28.3,,,,\n3000,,,13.79,,\n3001,,16.01,,,\n3002,,,14.03,,\n3003,,27.65,,,\n3004,,,,,14.19\n3005,,,14.3,,\n3006,,18.28,,,\n3007,,23.89,,,\n3008,33.1,,,,\n3009,,,14.73,,\n3010,,9.12,,,\n3011,34.0,,,,\n3012,,,,1617.68,\n3013,47.5,,,,\n3014,,,15.12,,\n3015,,,,1743.43,\n3016,,,,1754.26,\n3017,,,,1796.36,\n3018,,34.55,,,\n3019,,26.98,,,\n3020,,30.5,,,\n3021,,,,1763.73,\n3022,45.2,,,,\n3023,,,14.47,,\n3024,,,14.33,,\n3025,,,,1416.22,\n3026,,22.08,,,\n3027,,,14.43,,\n3028,,,14.58,,\n3029,50.9,,,,\n3030,,,,,36.17\n3031,,,15.3,,\n3032,,,,1202.94,\n3033,,,16.08,,\n3034,36.5,3.04,15.84,1214.14,42.1\n3035,,,,1355.74,\n3036,,,,,14.6\n3037,,,15.95,,\n3038,48.7,,,,\n3039,39.7,,,,\n3040,,11.81,,,\n3041,,,15.41,,\n3042,48.7,,,,\n3043,54.2,,,,\n3044,52.4,,,,\n3045,,,15.61,,\n3046,,,,1049.46,\n3047,,22.44,,,\n3048,,,,883.21,\n3049,,14.59,,,\n3050,,,,855.16,\n3051,,,,,24.81\n3052,,,15.13,,\n3053,,,,,15.18\n3054,,11.12,,,\n3055,,8.6,,,\n3056,,,,,41.86\n3057,,,,1051.44,\n3058,,3.26,,,\n3059,,,,1250.19,\n3060,,,,,42.5\n3061,31.5,,,,\n3062,,12.81,,,\n3063,,,,1114.04,\n3064,,12.19,,,\n3065,,,,,24.55\n3066,,,,,29.49\n3067,,20.3,,,\n3068,,,,,31.99\n3069,,21.14,,,\n3070,,,,813.95,\n3071,,10.87,,,\n3072,,,,740.59,\n3073,,,,737.62,\n3074,,,,,34.03\n3075,,,,1036.49,\n3076,,3.79,,,\n3077,,,,1204.6,\n3078,,,,1068.54,\n3079,30.3,,,,\n3080,32.1,,,,\n3081,,,,914.8,\n3082,,,16.28,,\n3083,,4.76,,,\n3084,,7.18,,,\n3085,,,,,21.28\n3086,,14.25,,,\n3087,,,,1706.87,\n3088,,,,,5.42\n3089,,,,,5.51\n3090,43.7,,,,\n3091,,,,1578.81,\n3092,,11.09,,,\n3093,,,15.23,,\n3094,,,,905.46,\n3095,37.3,,,,\n3096,,,,791.94,\n3097,,15.22,,,\n3098,,,,,23.26\n3099,,,14.58,,\n3100,,,,941.05,\n3101,,8.35,,,\n3102,35.7,,,,\n3103,,6.16,,,\n3104,,,,815.96,\n3105,33.8,,,,\n3106,,,15.61,,\n3107,,,15.57,,\n3108,,,,,46.6\n3109,,,,925.93,\n3110,,,15.26,,\n3111,,6.54,,,\n3112,,,16.07,,\n3113,,,,,18.78\n3114,24.9,,,,\n3115,,,15.18,,\n3116,,,,,24.33\n3117,,,14.95,,\n3118,47.3,,,,\n3119,40.1,,,,\n3120,40.2,3.13,15.16,1458.17,39.74\n3121,,,,1360.73,\n3122,,,15.26,,\n3123,,,,,41.27\n3124,,,,,34.91\n3125,,,,,36.11\n3126,,,,1400.67,\n3127,,,,1727.48,\n3128,,,16.05,,\n3129,21.3,,,,\n3130,,,15.64,,\n3131,,,15.29,,\n3132,26.8,4.03,14.93,1304.6,29.7\n3133,,,,,34.38\n3134,24.6,10.05,14.91,1222.76,38.38\n3135,,,14.83,,\n3136,,,14.5,,\n3137,,,,1152.2,\n3138,,,,1188.28,\n3139,,,14.85,,\n3140,19.1,,,,\n3141,,,,1757.11,\n3142,,,15.04,,\n3143,,,,1546.47,\n3144,,4.32,,,\n3145,42.1,,,,\n3146,,,,1407.81,\n3147,,,,1430.98,\n3148,,,15.74,,\n3149,,,,,33.02\n3150,,8.52,,,\n3151,,,,1808.57,\n3152,,,,,6.06\n3153,,7.4,,,\n3154,,,15.95,,\n3155,,12.43,,,\n3156,,,,2028.96,\n3157,48.1,,,,\n3158,,,,1904.66,\n3159,,,,,5.92\n3160,,,,,8.27\n3161,,,,1511.03,\n3162,44.3,,,,\n3163,42.1,,,,\n3164,45.2,,,,\n3165,,,,,14.79\n3166,,6.08,,,\n3167,52.3,,,,\n3168,,,,1654.86,\n3169,,,15.75,,\n3170,,,,,44.62\n3171,,4.39,,,\n3172,,,15.52,,\n3173,,,,,30.22\n3174,,,,2727.14,\n3175,,,16.67,,\n3176,55.6,,,,\n3177,,,17.03,,\n3178,,,,,6.37\n3179,,,,,5.42\n3180,,10.42,,,\n3181,,,,,6.02\n3182,,,,,5.88\n3183,,,15.06,,\n3184,50.4,,,,\n3185,,,,,10.36\n3186,,,,1635.81,\n3187,,,14.9,,\n3188,,,,,9.06\n3189,,12.5,,,\n3190,,,,2297.12,\n3191,,,,,24.71\n3192,,,,,32.52\n3193,,,16.48,,\n3194,46.2,,,,\n3195,,,,1904.42,\n3196,,,,,45.02\n3197,,,,,34.88\n3198,38.5,,,,\n3199,,,16.22,,\n3200,,,,,5.68\n3201,,,,3839.45,\n3202,,15.29,,,\n3203,,,,,4.99\n3204,,,16.48,,\n3205,73.5,,,,\n3206,,,,,6.57\n3207,,,,2098.22,\n3208,,,,,5.64\n3209,58.4,,,,\n3210,,,,,6.43\n3211,,,14.83,,\n3212,,,15.05,,\n3213,72.5,,,,\n3214,,,16.03,,\n3215,,,,,30.86\n3216,,,16.13,,\n3217,57.9,,,,\n3218,,,,,52.61\n3219,,,,,43.09\n3220,,,15.36,,\n3221,52.0,,,,\n3222,,,,,5.66\n3223,,,,,5.53\n3224,,,,,4.84\n3225,,,,3503.13,\n3226,,,,3476.82,\n3227,,,,3405.09,\n3228,,,16.14,,\n3229,,,,3081.41,\n3230,,,,2757.66,\n3231,,4.17,,,\n3232,,,15.26,,\n3233,,4.66,,,\n3234,,,,2478.02,\n3235,61.8,,,,\n3236,,10.92,,,\n3237,,8.34,,,\n3238,,,,2229.7,\n3239,,,,,34.05\n3240,63.2,,,,\n3241,,,,2024.65,\n3242,,,15.8,,\n3243,,9.32,,,\n3244,42.7,,,,\n3245,41.0,,,,\n3246,,,15.67,,\n3247,,,16.61,,\n3248,,,,,5.68\n3249,71.8,,,,\n3250,,20.89,,,\n3251,,,,,5.47\n3252,72.4,,,,\n3253,,,15.77,,\n3254,67.9,,,,\n3255,,,15.23,,\n3256,,8.98,,,\n3257,,,,,5.65\n3258,,,,,7.19\n3259,,,,2146.48,\n3260,,5.31,,,\n3261,,,15.02,,\n3262,,5.6,,,\n3263,44.3,,,,\n3264,,,,1993.04,\n3265,36.1,,,,\n3266,,6.95,,,\n3267,,,14.74,,\n3268,,,,,30.69\n3269,34.7,,,,\n3270,,,,3694.1,\n3271,,,,,4.58\n3272,,,16.88,,\n3273,,,,3844.25,\n3274,90.8,,,,\n3275,,,,,5.12\n3276,100.5,,,,\n3277,,,14.91,,\n3278,,,14.94,,\n3279,,8.41,,,\n3280,,,,,5.74\n3281,,,,,6.36\n3282,,,15.13,,\n3283,,5.9,,,\n3284,66.0,,,,\n3285,,4.29,,,\n3286,,,,2224.82,\n3287,,,15.52,,\n3288,35.2,,,,\n3289,,,,2218.85,\n3290,,6.91,,,\n3291,,6.13,,,\n3292,39.9,,,,\n3293,45.2,,,,\n3294,,,15.23,,\n3295,,,,,5.35\n3296,,,15.95,,\n3297,,,16.04,,\n3298,35.2,,,,\n3299,,,,,19.25\n3300,31.6,,,,\n3301,,,,,31.83\n3302,,,,1883.78,\n3303,,19.66,,,\n3304,,20.91,,,\n3305,,,,,17.17\n3306,,,,,19.72\n3307,,,15.24,,\n3308,,,15.38,,\n3309,41.7,,,,\n3310,,,,,47.88\n3311,,,,1988.34,\n3312,,,,2117.51,\n3313,,,,,14.49\n3314,,,,,7.27\n3315,,,,2584.14,\n3316,,10.43,,,\n3317,,,16.22,,\n3318,,,15.48,,\n3319,,,,,21.16\n3320,,,,,31.96\n3321,,,,,25.05\n3322,33.3,,,,\n3323,,,14.66,,\n3324,,9.06,,,\n3325,,,,2252.05,\n3326,,,14.66,,\n3327,,,,,18.86\n3328,,5.54,,,\n3329,,,15.42,,\n3330,,3.69,,,\n3331,,,,2122.34,\n3332,,4.2,,,\n3333,,3.8,,,\n3334,,,,,43.62\n3335,,5.34,,,\n3336,,,,,9.41\n3337,,,,3610.8,\n3338,,,15.17,,\n3339,,11.73,,,\n3340,,,,,22.46\n3341,,11.29,,,\n3342,,,15.16,,\n3343,,,,,14.52\n3344,,11.65,,,\n3345,,,,2457.4,\n3346,,,14.65,,\n3347,,,,2301.91,\n3348,62.2,,,,\n3349,,5.37,,,\n3350,,5.01,,,\n3351,64.3,5.23,15.46,2754.49,7.84\n3352,74.3,,,,\n3353,,,,,17.36\n3354,,4.47,,,\n3355,,,,,29.03\n3356,71.6,,,,\n3357,,,,,31.3\n3358,58.5,4.86,15.42,2202.7,24.95\n3359,,,15.6,,\n3360,,,15.84,,\n3361,,14.34,,,\n3362,,,,2479.74,\n3363,,,,2533.96,\n3364,,31.17,,,\n3365,,,15.08,,\n3366,,35.39,,,\n3367,,,14.38,,\n3368,,5.77,,,\n3369,,4.44,,,\n3370,,,,2366.41,\n3371,35.6,,,,\n3372,,,14.72,,\n3373,,2.16,,,\n3374,,,,,29.04\n3375,,,,,33.44\n3376,,,15.02,,\n3377,,,15.66,,\n3378,32.8,,,,\n3379,,2.46,,,\n3380,,3.11,,,\n3381,,,,2651.26,\n3382,,,,2910.06,\n3383,33.8,,,,\n3384,,9.94,,,\n3385,,18.01,,,\n3386,,,,,7.77\n3387,,,14.83,,\n3388,,,,,9.91\n3389,,,,,7.45\n3390,23.3,,,,\n3391,,5.85,,,\n3392,,,14.72,,\n3393,,,,2194.91,\n3394,,,,2152.56,\n3395,,,15.34,,\n3396,,,,,39.25\n3397,,,,,37.3\n3398,,2.81,,,\n3399,,,,2115.55,\n3400,,4.27,,,\n3401,37.9,,,,\n3402,33.8,,,,\n3403,,,15.15,,\n3404,,14.05,,,\n3405,,,14.78,,\n3406,,,,,19.18\n3407,28.9,,,,\n3408,31.7,,,,\n3409,,,,2080.99,\n3410,25.5,,,,\n3411,,,,,8.88\n3412,,44.57,,,\n3413,,31.21,,,\n3414,,,,,21.34\n3415,,,,,23.21\n3416,,,,,22.87\n3417,,,,,17.52\n3418,25.5,,,,\n3419,,,14.74,,\n3420,,,14.62,,\n3421,,,,,6.12\n3422,,,,2222.5,\n3423,28.2,,,,\n3424,,20.36,,,\n3425,,,,,15.73\n3426,,,,,16.59\n3427,,22.74,,,\n3428,,17.61,,,\n3429,25.9,,,,\n3430,,10.17,,,\n3431,,,,,20.55\n3432,35.0,,,,\n3433,,,,2108.05,\n3434,,,,2045.45,\n3435,,,,,32.85\n3436,,,,2025.14,\n3437,,,15.35,,\n3438,,,,,17.06\n3439,,,,,11.73\n3440,,,,2210.24,\n3441,,,,2142.9,\n3442,,,,,22.85\n3443,,,,,28.25\n3444,29.0,,,,\n3445,,,,,21.75\n3446,,,14.12,,\n3447,23.4,,,,\n3448,,,,,29.72\n3449,,,,1699.63,\n3450,,,14.52,,\n3451,,,14.41,,\n3452,,,14.67,,\n3453,,,,2066.88,\n3454,,7.01,,,\n3455,19.7,,,,\n3456,,,14.88,,\n3457,,,15.05,,\n3458,,,,,24.93\n3459,,,15.25,,\n3460,,,,,46.63\n3461,,,9.86,,\n3462,77.8,,,,\n3463,,,,1240.81,\n3464,,22.67,,,\n3465,,,11.65,,\n3466,,,12.41,,\n3467,,,,813.55,\n3468,,,,,5.93\n3469,,25.59,,,\n3470,,,,,6.43\n3471,,22.94,,,\n3472,74.7,,,,\n3473,,,,812.1,\n3474,66.8,,,,\n3475,,17.7,,,\n3476,,,9.34,,\n3477,45.5,,,,\n3478,,,,811.81,\n3479,,10.32,,,\n3480,,14.2,,,\n3481,83.5,,,,\n3482,,,,,29.06\n3483,,29.03,,,\n3484,,22.51,,,\n3485,,15.21,,,\n3486,,18.9,,,\n3487,,,,,6.69\n3488,,,,814.0,\n3489,,22.66,,,\n3490,,,11.61,,\n3491,,,,,5.69\n3492,,,,813.7,\n3493,,,,813.56,\n3494,,32.23,,,\n3495,,24.13,,,\n3496,,26.8,,,\n3497,66.1,,,,\n3498,,,,,11.65\n3499,,,,812.18,\n3500,,19.53,,,\n3501,,15.34,,,\n3502,,,,812.0,\n3503,,20.74,,,\n3504,53.3,,,,\n3505,,,,,35.75\n3506,,,,,37.42\n3507,,,,,32.56\n3508,,15.24,,,\n3509,,12.81,,,\n3510,40.7,,,,\n3511,38.7,,,,\n3512,,,,,5.35\n3513,,23.67,,,\n3514,,,,812.7,\n3515,63.1,,,,\n3516,,,,812.54,\n3517,,23.83,,,\n3518,,20.92,,,\n3519,,17.19,,,\n3520,,,,812.67,\n3521,,,8.96,,\n3522,,3.77,,,\n3523,,,,854.63,\n3524,27.4,,,,\n3525,23.0,,,,\n3526,,,8.79,,\n3527,,4.05,,,\n3528,,3.85,,,\n3529,,,,654.13,\n3530,,,,625.0,\n3531,,,,,9.5\n3532,,2.61,,,\n3533,27.1,,,,\n3534,,,,1001.87,\n3535,,,,,20.12\n3536,31.2,,,,\n3537,,,,,29.94\n3538,,,,1019.01,\n3539,,2.43,,,\n3540,22.7,,,,\n3541,29.6,,,,\n3542,,,,,5.8\n3543,39.6,,,,\n3544,,,,,6.06\n3545,56.1,,,,\n3546,,,,1915.79,\n3547,,,,1487.12,\n3548,59.6,,,,\n3549,,,,,5.34\n3550,,,9.2,,\n3551,,,,972.34,\n3552,,,,,5.36\n3553,,,,1179.09,\n3554,,,,,6.39\n3555,42.1,,,,\n3556,62.3,,,,\n3557,,,,,16.65\n3558,,26.19,,,\n3559,,27.31,,,\n3560,,20.72,,,\n3561,,,,,23.85\n3562,,,,1729.48,\n3563,54.0,,,,\n3564,,,,2878.97,\n3565,,,11.37,,\n3566,,14.21,,,\n3567,,,10.49,,\n3568,,,10.31,,\n3569,,,10.17,,\n3570,76.9,,,,\n3571,,,,,5.22\n3572,62.5,,,,\n3573,,,9.2,,\n3574,,,,1257.99,\n3575,,,,1152.56,\n3576,,,,1130.85,\n3577,,,,,5.99\n3578,,,10.46,,\n3579,59.9,,,,\n3580,,,,,14.48\n3581,,,,,24.81\n3582,,18.97,,,\n3583,,,,,41.56\n3584,54.5,,,,\n3585,,,,1103.86,\n3586,46.8,,,,\n3587,,5.74,,,\n3588,38.5,,,,\n3589,,,,,6.55\n3590,,6.6,,,\n3591,76.5,,,,\n3592,,,,2448.42,\n3593,,,10.02,,\n3594,,,9.98,,\n3595,63.7,,,,\n3596,,14.21,,,\n3597,,17.3,,,\n3598,,,9.22,,\n3599,,12.94,,,\n3600,54.5,,,,\n3601,54.7,,,,\n3602,,,,1519.08,\n3603,,18.61,,,\n3604,68.4,,,,\n3605,,,10.17,,\n3606,,,10.46,,\n3607,,,,,24.88\n3608,,,10.39,,\n3609,,,,,32.92\n3610,,,10.86,,\n3611,,,10.79,,\n3612,51.5,,,,\n3613,61.8,,,,\n3614,,,,2644.52,\n3615,,,,2643.97,\n3616,,17.76,,,\n3617,,,10.22,,\n3618,,,,,5.98\n3619,,,,1769.62,\n3620,,,,1570.1,\n3621,59.5,,,,\n3622,,,,1342.52,\n3623,,,,1361.82,\n3624,,,,,5.89\n3625,47.0,,,,\n3626,62.8,,,,\n3627,,,11.38,,\n3628,74.4,,,,\n3629,78.1,,,,\n3630,,,,1331.98,\n3631,,,10.98,,\n3632,,,,1229.16,\n3633,,11.24,,,\n3634,,,11.17,,\n3635,,10.1,,,\n3636,,,,,14.61\n3637,,,,,14.22\n3638,,,,1436.51,\n3639,45.9,,,,\n3640,55.5,,,,\n3641,48.7,,,,\n3642,,,,1349.36,\n3643,,,,1285.71,\n3644,,,,1408.12,\n3645,,,,,13.2\n3646,,5.35,,,\n3647,,,9.08,,\n3648,,4.85,,,\n3649,,,8.86,,\n3650,,,9.06,,\n3651,23.0,,,,\n3652,,,9.19,,\n3653,,,,,8.68\n3654,,,9.83,,\n3655,,,,,9.21\n3656,15.9,,,,\n3657,,,,1157.69,\n3658,,,,1257.26,\n3659,,,,1440.9,\n3660,,,,,7.01\n3661,,,9.62,,\n3662,,8.25,,,\n3663,29.0,,,,\n3664,,,,1470.56,\n3665,,,,,20.97\n3666,,,,1424.0,\n3667,,,,,23.59\n3668,,,9.95,,\n3669,,,9.94,,\n3670,,,,1759.67,\n3671,,,,,5.65\n3672,,10.91,,,\n3673,45.2,,,,\n3674,,,,2020.28,\n3675,,,,,5.6\n3676,,,9.13,,\n3677,,,,,5.11\n3678,,,,1572.11,\n3679,27.7,,,,\n3680,,12.95,,,\n3681,,,,1914.35,\n3682,,13.11,,,\n3683,,,,1894.38,\n3684,,,,1891.16,\n3685,,,,1635.63,\n3686,47.7,,,,\n3687,,,,1495.67,\n3688,,14.8,,,\n3689,,,10.7,,\n3690,,,,1828.81,\n3691,38.7,10.77,10.87,2279.82,6.12\n3692,,16.58,,,\n3693,,18.98,,,\n3694,,22.42,,,\n3695,72.1,,,,\n3696,,,,,5.43\n3697,,32.3,,,\n3698,,,,2506.89,\n3699,77.3,,,,\n3700,,,,2022.46,\n3701,65.1,,,,\n3702,,13.74,,,\n3703,,,,,5.41\n3704,,11.43,,,\n3705,,9.42,,,\n3706,,,10.0,,\n3707,,,,,8.44\n3708,,,,,10.48\n3709,,19.03,,,\n3710,,,10.69,,\n3711,,,,1795.63,\n3712,,,,1725.0,\n3713,61.5,,,,\n3714,84.6,,,,\n3715,,,11.91,,\n3716,,,13.0,,\n3717,,,,,5.72\n3718,,,,3952.59,\n3719,127.4,,,,\n3720,136.4,,,,\n3721,,37.94,,,\n3722,,,,,5.2\n3723,,,,3226.41,\n3724,,,,,5.42\n3725,,,,2296.2,\n3726,,,,2205.12,\n3727,,,,1980.54,\n3728,,,,,5.73\n3729,,,,,5.92\n3730,,,,,7.04\n3731,,,,2035.54,\n3732,,,,1957.24,\n3733,,18.14,,,\n3734,53.4,,,,\n3735,,21.07,,,\n3736,,26.04,,,\n3737,85.4,20.62,10.47,2174.21,8.56\n3738,,,,2932.48,\n3739,,,11.6,,\n3740,,,,,4.95\n3741,,34.67,,,\n3742,,,,,5.3\n3743,,,,4301.83,\n3744,338.1,,,,\n3745,,29.46,,,\n3746,,,,3165.28,\n3747,,,,,5.15\n3748,97.0,,,,\n3749,115.5,,,,\n3750,,,,1930.57,\n3751,,15.83,,,\n3752,,,,,6.02\n3753,,,,2739.14,\n3754,1126.8,,,,\n3755,,,,,5.73\n3756,,26.45,,,\n3757,,,11.97,,\n3758,99.1,,,,\n3759,,,10.53,,\n3760,86.5,,,,\n3761,87.6,,,,\n3762,,,12.72,,\n3763,,,,5112.55,\n3764,,,,6309.1,\n3765,,,,5759.13,\n3766,,,,,5.57\n3767,,,,4509.55,\n3768,,,11.78,,\n3769,,,,,5.7\n3770,96.6,,,,\n3771,,,,,7.28\n3772,69.1,,,,\n3773,,,9.99,,\n3774,,,,,5.93\n3775,,,11.61,,\n3776,,,,3766.2,\n3777,110.7,,,,\n3778,,,,,7.51\n3779,,,,2476.67,\n3780,,,11.37,,\n3781,,,,1948.77,\n3782,,,,,12.01\n3783,,,10.45,,\n3784,,,,,5.2\n3785,,,,,5.79\n3786,89.0,,,,\n3787,,,,,5.82\n3788,,,,3362.02,\n3789,,,,,5.96\n3790,,33.31,,,\n3791,,,,3395.39,\n3792,,,11.24,,\n3793,101.6,,,,\n3794,,,,,5.52\n3795,,,,2783.93,\n3796,,,,,5.46\n3797,,,,2275.09,\n3798,,,10.83,,\n3799,,21.67,,,\n3800,,,11.8,,\n3801,,30.87,,,\n3802,,,,2258.44,\n3803,,,,,20.29\n3804,,,10.51,,\n3805,,,,,19.57\n3806,66.0,,,,\n3807,65.8,,,,\n3808,,,,,9.52\n3809,,,9.75,,\n3810,,,,,4.8\n3811,,,,,6.73\n3812,,,,,5.8\n3813,,,,2497.78,\n3814,,,10.18,,\n3815,,21.2,,,\n3816,63.9,,,,\n3817,,,,,6.2\n3818,,14.16,,,\n3819,,,9.66,,\n3820,60.0,,,,\n3821,,,9.42,,\n3822,55.9,,,,\n3823,,,,,6.16\n3824,71.2,,,,\n3825,,25.49,,,\n3826,,20.3,,,\n3827,88.5,,,,\n3828,,19.13,,,\n3829,84.9,,,,\n3830,,,,,20.83\n3831,73.8,,,,\n3832,,,10.58,,\n3833,75.2,24.26,11.09,3311.53,5.02\n3834,,25.33,,,\n3835,,,9.96,,\n3836,,,,2764.75,\n3837,74.0,,,,\n3838,99.7,,,,\n3839,,,,2563.68,\n3840,,,,,5.44\n3841,,,,,5.29\n3842,,,,,5.15\n3843,,,,1858.52,\n3844,95.1,,,,\n3845,,,,1919.88,\n3846,,15.28,,,\n3847,,,,,6.82\n3848,,,9.97,,\n3849,,,,1823.43,\n3850,,,,,14.42\n3851,87.9,,,,\n3852,,,10.93,,\n3853,79.0,,,,\n3854,,,,,18.66\n3855,62.7,,,,\n3856,,,10.18,,\n3857,,28.24,,,\n3858,,,,,5.07\n3859,114.4,,,,\n3860,,34.95,,,\n3861,,,,3642.36,\n3862,,,10.66,,\n3863,,36.02,,,\n3864,,37.0,,,\n3865,,,,2167.58,\n3866,52.3,,,,\n3867,,,10.24,,\n3868,,,,,12.97\n3869,21.7,,,,\n3870,,,,,18.41\n3871,12.9,,,,\n3872,,,9.62,,\n3873,,,10.02,,\n3874,,,9.98,,\n3875,,,,,5.19\n3876,,,,3823.88,\n3877,,30.75,,,\n3878,,,,3876.99,\n3879,,,,3936.07,\n3880,,,,3664.26,\n3881,,36.27,,,\n3882,,,10.36,,\n3883,,16.36,,,\n3884,,,,,13.78\n3885,16.5,,,,\n3886,,,,1929.5,\n3887,,,8.9,,\n3888,57.5,,,,\n3889,,25.31,,,\n3890,,,,2077.24,\n3891,,,8.72,,\n3892,,18.24,,,\n3893,,,,,7.07\n3894,45.1,,,,\n3895,,,7.86,,\n3896,,10.76,,,\n3897,,,8.1,,\n3898,34.4,,,,\n3899,,,,,5.44\n3900,,15.19,,,\n3901,53.63,16.0,9.35,1904.75,8.87\n3902,,15.99,,,\n3903,,,9.36,,\n3904,,,9.29,,\n3905,,,9.31,,\n3906,76.77,,,,\n3907,,30.26,,,\n3908,50.38,,,,\n3909,,27.39,,,\n3910,,,8.03,,\n3911,,,,,8.08\n3912,,,8.02,,\n3913,19.12,,,,\n3914,,,8.14,,\n3915,,,,1712.14,\n3916,,,,,5.3\n3917,,,8.97,,\n3918,,,,2138.74,\n3919,33.34,,,,\n3920,,,8.88,,\n3921,42.68,10.84,9.07,1717.54,16.71\n3922,,5.64,,,\n3923,,,9.9,,\n3924,,,,,5.05\n3925,61.53,,,,\n3926,70.09,,,,\n3927,,34.8,,,\n3928,,,,,5.47\n3929,,37.46,,,\n3930,,,,,4.94\n3931,76.38,,,,\n3932,,,8.89,,\n3933,67.91,,,,\n3934,,,9.01,,\n3935,,,,2507.7,\n3936,,,,2229.79,\n3937,,,,,5.44\n3938,,,,,5.6\n3939,45.06,,,,\n3940,,,,2098.96,\n3941,,,,2013.32,\n3942,,,9.29,,\n3943,,,9.31,,\n3944,,,,,20.25\n3945,,,,,19.18\n3946,,,,1874.63,\n3947,,,,1847.58,\n3948,,,,1846.85,\n3949,,,,,7.44\n3950,,,,1965.38,\n3951,,,8.92,,\n3952,,,,,6.33\n3953,65.91,,,,\n3954,69.4,,,,\n3955,,27.18,,,\n3956,71.72,,,,\n3957,,,,,5.73\n3958,,24.46,,,\n3959,,,,2132.74,\n3960,,17.69,,,\n3961,,,,,5.49\n3962,,,,1894.0,\n3963,,,,1668.14,\n3964,,,8.67,,\n3965,,,8.98,,\n3966,,,,1293.54,\n3967,,11.59,,,\n3968,,,9.45,,\n3969,,,8.98,,\n3970,,,8.92,,\n3971,,,,1365.49,\n3972,55.95,,,,\n3973,,,,,10.05\n3974,71.56,,,,\n3975,,9.98,,,\n3976,,,,,13.52\n3977,,,,1391.45,\n3978,,,,1301.52,\n3979,106.36,,,,\n3980,,,,,15.48\n3981,96.93,,,,\n3982,,,,1502.95,\n3983,,,,1358.47,\n3984,,21.39,,,\n3985,,26.54,,,\n3986,,25.7,,,\n3987,,,,,9.63\n3988,,,,1919.92,\n3989,,20.21,,,\n3990,60.78,,,,\n3991,59.0,,,,\n3992,,,,,19.98\n3993,,21.76,,,\n3994,,15.95,,,\n3995,,,,,11.8\n3996,,,9.81,,\n3997,,,9.85,,\n3998,,,10.13,,\n3999,,22.77,,,\n4000,75.01,,,,\n4001,,25.16,,,\n4002,,,,1849.64,\n4003,,,,1765.83,\n4004,,,8.5,,\n4005,,,,1575.24,\n4006,,,,,5.0\n4007,,,,,5.6\n4008,,,,,4.8\n4009,48.46,,,,\n4010,,,,2054.72,\n4011,57.77,,,,\n4012,,,9.68,,\n4013,,,9.81,,\n4014,,,,1804.83,\n4015,,,,1752.84,\n4016,,11.57,,,\n4017,,,,1752.29,\n4018,,,,2533.22,\n4019,,11.8,,,\n4020,,,,,6.03\n4021,,,,2841.75,\n4022,,,,2681.9,\n4023,70.97,,,,\n4024,,,9.96,,\n4025,,,9.67,,\n4026,,,,2315.07,\n4027,,,8.98,,\n4028,,,,,5.66\n4029,,19.16,,,\n4030,32.52,,,,\n4031,,,,,5.63\n4032,,,9.21,,\n4033,,,,,6.77\n4034,62.4,,,,\n4035,71.27,,,,\n4036,68.42,,,,\n4037,,11.55,,,\n4038,,,10.43,,\n4039,,,,,14.49\n4040,59.8,,,,\n4041,,20.31,,,\n4042,,21.25,,,\n4043,,26.86,,,\n4044,,,,,6.13\n4045,,,9.93,,\n4046,86.8,,,,\n4047,,,9.39,,\n4048,,,,2315.05,\n4049,,319.61,,,\n4050,,323.61,,,\n4051,,,,,5.51\n4052,68.95,,,,\n4053,61.81,,,,\n4054,,,,,5.31\n4055,,,9.85,,\n4056,,423.71,,,\n4057,0.0,,,,\n4058,,22.43,,,\n4059,,,,1620.9,\n4060,,20.54,,,\n4061,,,9.0,,\n4062,,,,1752.2,\n4063,,,,1653.03,\n4064,,15.15,,,\n4065,,,,1474.68,\n4066,,,,1404.16,\n4067,,10.77,,,\n4068,,,,1283.68,\n4069,,,,1209.94,\n4070,,,,1149.72,\n4071,,,,1120.44,\n4072,,,,1080.4,\n4073,,,,,22.26\n4074,,,,,19.91\n4075,,,,1164.14,\n4076,,,,1219.52,\n4077,,4.09,,,\n4078,29.86,,,,\n4079,,5.77,,,\n4080,,,8.12,,\n4081,,,,1311.39,\n4082,,12.26,,,\n4083,,10.9,,,\n4084,,,,1426.47,\n4085,,,,1571.26,\n4086,,,,,7.23\n4087,23.91,,,,\n4088,24.8,,,,\n4089,,,,,8.76\n4090,,,,,5.94\n4091,,21.32,,,\n4092,,,,1593.58,\n4093,,,8.11,,\n4094,,,,,12.6\n4095,,12.09,,,\n4096,24.29,,,,\n4097,,9.42,,,\n4098,,,8.22,,\n4099,,,8.4,,\n4100,,,8.31,,\n4101,,,,,9.92\n4102,,,,,10.32\n4103,,,,1734.17,\n4104,57.2,,,,\n4105,,,9.17,,\n4106,,27.26,,,\n4107,,,9.27,,\n4108,67.07,,,,\n4109,,,,,5.05\n4110,,,9.13,,\n4111,,,8.82,,\n4112,,,,2001.62,\n4113,,16.27,,,\n4114,,12.73,,,\n4115,,,,1524.45,\n4116,,,,1422.93,\n4117,,,,1295.69,\n4118,,,,1215.27,\n4119,,,,,17.24\n4120,,6.65,,,\n4121,,,,,6.6\n4122,10.49,,,,\n4123,,8.83,,,\n4124,,,,1922.55,\n4125,,,,1796.53,\n4126,,,,,12.56\n4127,,,,1609.55,\n4128,,,,1592.98,\n4129,,,,,16.3\n4130,,,,1690.69,\n4131,,5.7,,,\n4132,,8.56,,,\n4133,,,9.34,,\n4134,35.45,,,,\n4135,,,,2278.99,\n4136,,17.46,,,\n4137,38.71,,,,\n4138,35.91,,,,\n4139,,,,,5.18\n4140,29.03,,,,\n4141,26.51,,,,\n4142,28.6,,,,\n4143,33.04,,,,\n4144,,,,,5.6\n4145,,,,,5.28\n4146,,,,1834.53,\n4147,,16.97,,,\n4148,38.96,,,,\n4149,,,9.55,,\n4150,,,9.47,,\n4151,,,,,13.52\n4152,,,,,11.66\n4153,,18.64,,,\n4154,,,9.76,,\n4155,,,,,5.95\n4156,52.86,,,,\n4157,58.94,26.1,10.29,3753.88,5.73\n4158,,,,5178.0,\n4159,93.68,,,,\n4160,,33.86,,,\n4161,,,11.12,,\n4162,,,10.38,,\n4163,,,,,5.63\n4164,88.07,,,,\n4165,,,,,5.46\n4166,,29.15,,,\n4167,,28.17,,,\n4168,47.82,,,,\n4169,,,,,6.46\n4170,,,,3325.25,\n4171,59.34,,,,\n4172,,23.24,,,\n4173,,,9.7,,\n4174,,,9.43,,\n4175,49.57,,,,\n4176,,,9.24,,\n4177,,16.69,,,\n4178,,,,2327.58,\n4179,38.24,,,,\n4180,,,,,6.45\n4181,,7.68,,,\n4182,,,8.8,,\n4183,,7.07,,,\n4184,,,,,7.61\n4185,36.78,,,,\n4186,,12.96,,,\n4187,,,,1848.79,\n4188,,,,2061.78,\n4189,,,,1964.74,\n4190,,,,,8.68\n4191,,13.66,,,\n4192,,,,1593.28,\n4193,,,,,9.3\n4194,,,,1584.38,\n4195,,16.85,,,\n4196,,,,1589.12,\n4197,,,,1423.39,\n4198,25.13,,,,\n4199,,,,1477.72,\n4200,,,,1649.99,\n4201,,8.76,,,\n4202,31.67,,,,\n4203,,,9.91,,\n4204,,,,,6.58\n4205,94.94,,,,\n4206,,,,,7.62\n4207,,37.21,,,\n4208,66.17,,,,\n4209,,,,2142.56,\n4210,31.27,,,,\n4211,,,,1839.68,\n4212,,,,1765.5,\n4213,,,,,14.89\n4214,,,,1574.52,\n4215,,9.61,,,\n4216,7.97,,,,\n4217,,,,1243.01,\n4218,,,,1181.99,\n4219,,4.97,,,\n4220,,,7.99,,\n4221,2.66,,,,\n4222,,,,,9.35\n4223,5.56,,,,\n4224,,5.11,,,\n4225,7.35,,,,\n4226,,,,,7.96\n4227,,,,,7.86\n4228,,,,,8.72\n4229,,,,1329.84,\n4230,,,,1385.07,\n4231,,,,,8.6\n4232,3.55,,,,\n4233,3.53,,,,\n4234,,,8.14,,\n4235,,,,1373.04,\n4236,,,,,10.34\n4237,,,7.96,,\n4238,,,,,10.64\n4239,8.56,,,,\n4240,,,,1223.98,\n4241,10.45,,,,\n4242,8.34,,,,\n4243,,5.14,,,\n4244,10.86,,,,\n4245,,5.24,,,\n4246,12.03,,,,\n4247,,,,1873.47,\n4248,,4.28,,,\n4249,,,8.49,,\n4250,,,,1615.05,\n4251,,,,,11.12\n4252,,,,,8.48\n4253,16.95,,,,\n4254,20.08,,,,\n4255,16.41,,,,\n4256,,,8.52,,\n4257,,5.2,,,\n4258,,5.9,,,\n4259,,7.4,,,\n4260,,,,1427.67,\n4261,,,,1406.27,\n4262,,,,,11.38\n4263,,,8.16,,\n4264,,,8.31,,\n4265,15.63,,,,\n4266,,,,,5.33\n4267,,13.71,,,\n4268,,,9.65,,\n4269,,,,2225.67,\n4270,,,,,11.24\n4271,,,,,12.48\n4272,46.23,,,,\n4273,,,,,13.26\n4274,,9.34,,,\n4275,,7.79,,,\n4276,,,,2488.16,\n4277,,,9.7,,\n4278,,,,,5.11\n4279,,21.1,,,\n4280,,24.66,,,\n4281,,,,2856.4,\n4282,,,9.51,,\n4283,,32.08,,,\n4284,,36.01,,,\n4285,,35.14,,,\n4286,53.01,,,,\n4287,49.52,,,,\n4288,53.08,,,,\n4289,61.37,,,,\n4290,,,,2878.02,\n4291,65.29,,,,\n4292,,,9.87,,\n4293,,,,2069.94,\n4294,64.55,,,,\n4295,61.95,,,,\n4296,,,,,10.95\n4297,63.36,,,,\n4298,,,,,7.26\n4299,,,,3076.49,\n4300,,,,,5.86\n4301,,,,3837.06,\n4302,,,,,5.95\n4303,,,10.33,,\n4304,,,10.12,,\n4305,,,,,5.86\n4306,,,9.98,,\n4307,,,,,5.26\n4308,,38.71,,,\n4309,,,9.61,,\n4310,,46.25,,,\n4311,,38.54,,,\n4312,,36.53,,,\n4313,,,,3726.43,\n4314,55.56,,,,\n4315,,,11.48,,\n4316,,,11.18,,\n4317,,,,3441.27,\n4318,,,10.72,,\n4319,,,10.52,,\n4320,,,10.48,,\n4321,,,,2683.52,\n4322,,6.32,,,\n4323,,,9.43,,\n4324,,,,2955.54,\n4325,,,,3294.53,\n4326,,,,3708.96,\n4327,,35.94,,,\n4328,,40.63,,,\n4329,89.77,,,,\n4330,80.82,,,,\n4331,,,,,5.15\n4332,,,,,5.31\n4333,63.6,,,,\n4334,,24.39,,,\n4335,59.14,,,,\n4336,,20.88,,,\n4337,,,9.27,,\n4338,,,9.75,,\n4339,,,9.53,,\n4340,54.03,,,,\n4341,,,,2223.26,\n4342,,,,2117.15,\n4343,56.77,,,,\n4344,,,,,12.01\n4345,,18.24,,,\n4346,,,,,10.64\n4347,,11.29,,,\n4348,,14.74,,,\n4349,,,,,5.69\n4350,,,,,5.99\n4351,,,,3168.43,\n4352,67.84,,,,\n4353,,,,2537.26,\n4354,,,,2188.5,\n4355,32.71,,,,\n4356,,,,,5.64\n4357,,,,2320.61,\n4358,21.24,,,,\n4359,,,,,4.98\n4360,,,,2404.54,\n4361,21.93,,,,\n4362,,,,,11.12\n4363,,,,,13.72\n4364,,,8.07,,\n4365,,,,1791.49,\n4366,,,,1778.52,\n4367,,6.35,,,\n4368,,,8.42,,\n4369,,17.97,,,\n4370,,,,,15.1\n4371,,20.82,,,\n4372,17.23,18.15,8.37,1771.09,15.58\n4373,18.4,,,,\n4374,,10.15,,,\n4375,,,,1669.04,\n4376,9.54,,,,\n4377,,,8.26,,\n4378,,,,,19.77\n4379,,,,1436.74,\n4380,,,8.2,,\n4381,,3.55,,,\n4382,,3.54,,,\n4383,27.14,,,,\n4384,,,8.19,,\n4385,,6.3,,,\n4386,,11.54,,,\n4387,23.08,11.62,8.17,1461.98,17.35\n4388,,,,1569.22,\n4389,18.42,,,,\n4390,12.89,,,,\n4391,,,,,13.92\n4392,,,,,14.38\n4393,,,,1667.13,\n4394,,,,,12.16\n4395,,,8.11,,\n4396,,,,1697.84,\n4397,,,8.16,,\n4398,,,8.19,,\n4399,,,8.14,,\n4400,,,,,12.66\n4401,,,,,16.79\n4402,,,8.06,,\n4403,,3.15,,,\n4404,8.5,,,,\n4405,6.96,,,,\n4406,,,,1511.57,\n4407,,,,1760.8,\n4408,13.64,,,,\n4409,,,,,8.51\n4410,,8.87,,,\n4411,,7.2,,,\n4412,,,,,11.56\n4413,18.75,,,,\n4414,,,8.55,,\n4415,21.41,,,,\n4416,,,,1887.31,\n4417,,,,,9.45\n4418,,6.0,,,\n4419,20.81,,,,\n4420,,,9.16,,\n4421,,,8.98,,\n4422,,,8.93,,\n4423,,,8.81,,\n4424,,,,1727.73,\n4425,,,,1677.63,\n4426,,,,,15.47\n4427,,,8.75,,\n4428,,,,,15.2\n4429,11.48,,,,\n4430,,5.27,,,\n4431,,,,2501.17,\n4432,,8.69,,,\n4433,,,,,7.9\n4434,,,,2388.74,\n4435,,11.71,,,\n4436,,,,,17.2\n4437,,8.56,,,\n4438,,7.52,,,\n4439,,8.67,,,\n4440,,8.13,,,\n4441,,,,,12.1\n4442,,,,1943.47,\n4443,,,9.26,,\n4444,,,,,11.18\n4445,,6.4,,,\n4446,,,9.76,,\n4447,,,9.08,,\n4448,,,,1916.12,\n4449,26.3,,,,\n4450,,,8.58,,\n4451,,13.74,,,\n4452,,11.4,,,\n4453,,,,,17.12\n4454,,,,,18.72\n4455,,,,1766.08,\n4456,,,8.95,,\n4457,,,,1855.05,\n4458,,5.75,,,\n4459,20.45,,,,\n4460,22.18,,,,\n4461,19.53,,,,\n4462,,,9.11,,\n4463,,9.51,,,\n4464,15.93,,,,\n4465,,,,,10.45\n4466,,,,2220.95,\n4467,,10.95,,,\n4468,,,9.43,,\n4469,,,,2170.89,\n4470,,,9.17,,\n4471,15.03,,,,\n4472,,,,,18.25\n4473,,,,,22.28\n4474,,,,,22.86\n4475,13.57,,,,\n4476,11.23,,,,\n4477,,,,,18.01\n4478,19.35,,,,\n4479,,,,,8.19\n4480,,8.57,,,\n4481,,7.4,,,\n4482,22.14,,,,\n4483,,,9.68,,\n4484,50.16,,,,\n4485,,,9.73,,\n4486,49.81,,,,\n4487,,,,3393.86,\n4488,,,,,5.43\n4489,,10.29,,,\n4490,,,9.19,,\n4491,,6.72,,,\n4492,47.27,,,,\n4493,,8.49,,,\n4494,,,9.31,,\n4495,,,,,4.85\n4496,,,,3308.32,\n4497,,,,,5.92\n4498,,,,3893.01,\n4499,66.8,,,,\n4500,,26.06,,,\n4501,,26.75,,,\n4502,68.79,,,,\n4503,,,10.02,,\n4504,,,,,9.04\n4505,,,10.4,,\n4506,59.46,,,,\n4507,,,10.67,,\n4508,,19.99,,,\n4509,,,,3585.41,\n4510,,,9.82,,\n4511,,,,,5.28\n4512,,,9.51,,\n4513,,,,,5.19\n4514,,36.26,,,\n4515,,,8.87,,\n4516,65.25,,,,\n4517,,,,,5.21\n4518,,,,,6.03\n4519,,,,2307.36,\n4520,,32.73,,,\n4521,,,9.4,,\n4522,,,,,11.36\n4523,,,,,10.37\n4524,76.43,,,,\n4525,,,,,8.28\n4526,,46.45,,,\n4527,,42.36,,,\n4528,,,9.34,,\n4529,,36.61,,,\n4530,,,,2631.74,\n4531,,,,,5.76\n4532,,,,2745.43,\n4533,75.9,,,,\n4534,71.29,,,,\n4535,,,,,5.44\n4536,,,,,6.95\n4537,,,,,5.25\n4538,40.77,,,,\n4539,,,9.27,,\n4540,37.89,,,,\n4541,,,,3080.88,\n4542,,,,,5.9\n4543,40.7,,,,\n4544,,,10.08,,\n4545,,,,2617.92,\n4546,,,,,13.76\n4547,,,,2397.65,\n4548,,19.32,,,\n4549,37.58,,,,\n4550,34.02,,,,\n4551,,,9.86,,\n4552,,,,2720.75,\n4553,,,,,5.59\n4554,,15.73,,,\n4555,51.22,,,,\n4556,61.27,,,,\n4557,,36.81,,,\n4558,71.77,,,,\n4559,,,,,5.26\n4560,57.54,,,,\n4561,49.98,26.96,9.49,2695.46,6.34\n4562,,25.25,,,\n4563,,,,2515.6,\n4564,,16.11,,,\n4565,,,,2249.77,\n4566,,,9.0,,\n4567,,,,,7.71\n4568,,,,2297.41,\n4569,,,,,12.65\n4570,28.66,,,,\n4571,,,,,15.92\n4572,20.17,,,,\n4573,,,,,10.02\n4574,,,,2552.36,\n4575,,,8.98,,\n4576,,,8.69,,\n4577,12.71,,,,\n4578,,,8.87,,\n4579,,,,,11.79\n4580,,,,2027.89,\n4581,,,,,12.03\n4582,,,,,11.93\n4583,,,9.01,,\n4584,17.57,,,,\n4585,,,8.92,,\n4586,10.41,,,,\n4587,13.41,,,,\n4588,22.31,,,,\n4589,,,8.9,,\n4590,21.87,,,,\n4591,,7.5,,,\n4592,,,8.92,,\n4593,,,8.87,,\n4594,19.27,,,,\n4595,,,9.35,,\n4596,19.67,,,,\n4597,,,,,6.73\n4598,,,,,7.51\n4599,,15.14,,,\n4600,,,,,8.21\n4601,14.68,,,,\n4602,,,8.61,,\n4603,,,,2220.34,\n4604,,,8.6,,\n4605,6.2,,,,\n4606,5.25,,,,\n4607,,3.34,,,\n4608,,,,1903.34,\n4609,,2.97,,,\n4610,,2.92,,,\n4611,9.81,,,,\n4612,,,8.67,,\n4613,,2.12,,,\n4614,,,8.69,,\n4615,8.09,,,,\n4616,6.54,,,,\n4617,,,,,8.71\n4618,,,,2101.1,\n4619,,,9.15,,\n4620,28.86,,,,\n4621,,,,2901.33,\n4622,,15.93,,,\n4623,,17.4,,,\n4624,,,,,5.41\n4625,,,9.81,,\n4626,,,,,5.41\n4627,,,9.35,,\n4628,,,,2475.27,\n4629,,17.89,,,\n4630,38.37,,,,\n4631,,,8.92,,\n4632,,20.51,,,\n4633,30.33,,,,\n4634,,,,,5.53\n4635,,,9.32,,\n4636,34.59,,,,\n4637,,,,,6.73\n4638,65.79,,,,\n4639,,,,,7.39\n4640,80.89,,,,\n4641,,,10.19,,\n4642,,44.91,,,\n4643,,53.15,,,\n4644,,59.72,,,\n4645,91.35,,,,\n4646,,,,3600.39,\n4647,,,,3154.81,\n4648,47.45,,,,\n4649,,,,,15.18\n4650,,,,,15.2\n4651,77.73,,,,\n4652,,15.03,,,\n4653,,,8.96,,\n4654,76.54,,,,\n4655,,,,3941.9,\n4656,54.02,,,,\n4657,,,7.63,,\n4658,,,,,15.15\n4659,,,8.18,,\n4660,,,,4488.55,\n4661,,,,,15.82\n4662,,,,,19.3\n4663,,,,,18.45\n4664,,,8.85,,\n4665,,,8.3,,\n4666,,,,,15.72\n4667,85.41,,,,\n4668,,,,3224.54,\n4669,,,,,15.77\n4670,104.74,,,,\n4671,,29.99,,,\n4672,,,,3429.42,\n4673,,29.96,,,\n4674,,,7.96,,\n4675,,,7.62,,\n4676,,,,,15.2\n4677,,,7.6,,\n4678,,,8.01,,\n4679,,18.68,,,\n4680,90.2,,,,\n4681,,,,3664.85,\n4682,,31.1,,,\n4683,,,,,17.25\n4684,107.41,,,,\n4685,,30.2,,,\n4686,,26.8,,,\n4687,68.45,,,,\n4688,,,,,16.94\n4689,,,,3705.16,\n4690,,,,,15.69\n4691,,30.39,,,\n4692,,,,,15.4\n4693,86.33,,,,\n4694,,,,,15.77\n4695,83.98,,,,\n4696,,,,2692.82,\n4697,,,,2667.16,\n4698,,24.19,,,\n4699,,,,,15.66\n4700,,23.76,,,\n4701,,25.17,,,\n4702,,,,,15.7\n4703,,18.46,,,\n4704,,,,,16.33\n4705,,,9.41,,\n4706,87.94,,,,\n4707,,,,,19.88\n4708,,,,2199.7,\n4709,,,,2252.8,\n4710,,,8.62,,\n4711,,28.13,,,\n4712,,34.8,,,\n4713,,35.39,,,\n4714,,,,2760.48,\n4715,,,,,14.98\n4716,,,7.01,,\n4717,,34.54,,,\n4718,,,7.63,,\n4719,,24.94,,,\n4720,,28.03,,,\n"
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0,1123.87,61.51,1\n1799,17.8,12.4,19.67,1102.52,62.83,1\n1800,17.6,9.45,19.69,1064.69,64.74,1\n1801,15.5,7.56,20.3,1040.31,66.52,1\n1802,15.4,10.4,20.47,919.33,59.52,2\n1803,14.9,15.55,20.02,560.37,51.83,1\n1804,14.8,11.84,17.71,306.44,35.88,1\n1805,13.9,10.32,17.52,884.75,28.23,1\n1806,13.6,11.32,16.65,1188.61,28.82,1\n1807,10.1,10.27,16.8,1247.21,29.32,1\n1808,10.3,12.69,16.87,1275.88,27.75,1\n1809,11.6,14.04,16.79,1261.59,27.4,1\n1810,11.3,10.06,16.53,1227.04,30.33,1\n1811,8.2,7.44,16.82,1226.08,31.44,1\n1812,8.3,5.21,16.93,1208.25,34.31,1\n1813,9.4,6.33,17.25,1201.73,40.4,1\n1814,9.3,9.68,17.08,1165.02,44.17,1\n1815,8.1,8.1,17.31,1151.04,48.47,1\n1816,8.3,6.87,17.47,1114.91,53.24,1\n1817,10.2,7.2,17.64,1087.24,52.98,1\n1818,10.4,8.67,18.07,1053.08,53.44,1\n1819,11.7,7.43,18.53,1047.62,57.71,1\n1820,11.5,8.63,18.5,1017.04,55.1,1\n1821,9.4,11.16,18.52,980.06,61.79,1\n1822,9.4,8.11,18.62,975.61,58.41,1\n1823,9.2,9.39,18.87,951.63,59.61,1\n1824,9.2,12.48,19.03,761.99,53.15,1\n1825,9.5,10.66,18.99,581.31,49.62,1\n1826,9.6,13.71,18.65,418.44,48.51,4\n1827,0.0,74.07,8.47,101.54,50.85,2\n1828,32.1,17.43,13.56,1250.45,66.67,2\n1829,28.5,13.7,13.84,1242.64,54.34,2\n1830,28.0,14.1,13.46,1124.15,52.09,1\n1831,14.9,10.31,12.57,1146.17,41.16,1\n1832,12.8,7.22,11.81,1101.82,33.08,1\n1833,24.7,7.12,10.61,1102.31,28.02,2\n1834,26.7,7.33,10.35,1083.38,32.52,1\n1835,23.0,10.85,10.2,1070.52,33.91,1\n1836,22.4,8.47,9.82,995.16,39.26,1\n1837,24.1,10.42,9.48,885.16,34.44,2\n1838,24.4,19.5,9.12,877.54,35.76,2\n1839,28.4,15.78,8.75,844.24,30.7,2\n1840,29.0,11.47,8.69,829.79,22.82,2\n1841,27.3,9.67,8.33,889.75,18.97,2\n1842,27.1,7.42,8.54,1138.78,23.66,2\n1843,35.1,5.97,8.75,1148.61,29.2,2\n1844,36.4,11.78,8.64,1109.66,33.64,2\n1845,29.0,13.03,9.1,1020.72,44.97,2\n1846,28.6,18.15,6.35,812.43,44.45,2\n1847,28.8,16.58,9.71,812.33,46.67,2\n1848,23.6,22.32,11.31,812.27,53.0,2\n1849,22.7,17.21,11.66,812.24,48.17,1\n1850,23.3,12.83,11.98,812.27,46.4,2\n1851,23.4,16.3,11.76,812.26,51.9,1\n1852,22.6,12.59,11.91,812.44,42.35,2\n1853,22.4,20.91,11.27,812.34,47.99,2\n1854,18.3,21.32,11.09,812.35,45.79,2\n1855,17.7,15.46,11.06,812.29,35.7,2\n1856,26.4,14.67,10.32,812.16,33.84,2\n1857,27.8,11.78,9.88,812.18,27.81,2\n1858,24.1,15.13,9.58,812.23,23.32,1\n1859,23.5,11.44,9.05,812.23,15.37,2\n1860,29.6,14.08,8.78,812.1,24.09,2\n1861,30.6,17.43,8.48,812.0,23.98,2\n1862,33.5,20.34,8.11,811.88,21.97,2\n1863,34.6,15.95,8.17,812.05,19.84,2\n1864,35.9,16.56,8.6,812.16,20.66,2\n1865,36.1,12.2,8.68,812.14,25.84,2\n1866,31.2,8.72,8.77,812.09,30.59,2\n1867,30.4,10.51,9.18,812.07,32.47,2\n1868,32.0,11.77,9.54,812.05,36.82,2\n1869,32.3,14.0,9.83,812.05,40.32,2\n1870,34.6,14.67,10.0,812.06,40.1,2\n1871,35.0,21.52,9.86,812.03,42.44,2\n1872,32.3,17.19,10.17,812.03,40.42,2\n1873,31.8,12.52,10.11,812.03,39.22,2\n1874,35.8,13.31,10.19,812.09,40.99,2\n1875,36.4,14.89,10.13,812.13,29.98,2\n1876,34.5,10.92,9.9,812.12,37.5,2\n1877,34.2,18.59,9.31,812.09,32.7,2\n1878,34.7,16.88,8.86,812.12,27.88,2\n1879,34.8,16.48,8.47,812.14,29.51,2\n1880,33.8,17.98,8.07,812.14,23.41,2\n1881,33.6,13.81,7.8,812.16,18.99,2\n1882,35.1,10.43,7.71,812.07,25.38,2\n1883,35.3,14.79,7.58,812.05,22.24,2\n1884,33.0,17.11,7.38,811.88,37.05,2\n1885,35.9,8.72,8.31,811.89,47.22,2\n1886,30.5,8.63,9.02,811.89,54.35,2\n1887,29.7,6.94,9.6,811.88,46.93,2\n1888,35.2,4.92,9.26,811.93,36.36,2\n1889,36.1,3.44,8.65,812.0,34.3,2\n1890,33.9,3.12,8.36,811.96,35.05,2\n1891,33.5,6.79,8.73,811.97,41.32,2\n1892,34.4,5.29,8.67,811.94,41.91,2\n1893,34.5,3.99,8.5,811.9,41.22,2\n1894,26.3,4.23,8.1,811.94,35.24,2\n1895,25.0,4.35,7.75,811.97,30.82,1\n1896,24.5,4.77,7.39,811.95,30.06,1\n1897,24.5,6.06,7.3,811.96,26.95,1\n1898,22.6,4.79,6.97,811.9,32.02,1\n1899,22.3,9.38,7.02,811.84,29.69,1\n1900,19.0,9.84,7.06,811.82,28.06,1\n1901,18.4,7.41,7.0,811.75,29.97,1\n1902,18.5,6.1,6.77,811.69,31.8,1\n1903,18.6,9.02,6.87,811.67,31.44,1\n1904,18.7,7.33,6.83,811.66,33.63,1\n1905,18.7,6.16,6.66,811.7,30.64,1\n1906,16.5,4.74,6.53,811.7,32.63,1\n1907,16.1,4.61,6.53,811.7,33.8,1\n1908,13.7,3.8,6.77,811.71,33.59,1\n1909,13.4,3.89,7.16,811.73,33.67,1\n1910,13.5,3.7,7.0,811.74,31.01,1\n1911,13.5,3.03,7.09,811.75,31.63,1\n1912,18.9,2.46,7.07,811.78,28.39,1\n1913,19.8,2.31,6.97,811.82,28.51,1\n1914,19.6,2.41,6.96,811.85,27.24,1\n1915,19.6,2.69,6.95,811.87,21.04,1\n1916,20.6,2.55,6.79,811.85,20.09,1\n1917,20.7,2.16,6.62,811.87,20.85,1\n1918,17.0,2.19,6.75,811.93,15.49,2\n1919,21.0,16.99,6.61,812.01,16.46,1\n1920,21.7,12.98,6.55,811.96,16.65,1\n1921,20.1,5.51,6.3,811.72,26.88,1\n1922,19.9,4.06,6.19,811.66,28.5,1\n1923,15.0,4.33,6.12,811.62,30.04,1\n1924,14.2,4.38,6.21,811.61,29.68,1\n1925,14.7,4.37,6.21,811.65,27.79,1\n1926,14.7,3.64,6.3,811.92,19.02,1\n1927,16.0,2.75,6.36,811.98,26.92,1\n1928,17.0,2.98,4.46,811.59,45.13,1\n1929,17.2,2.3,5.63,811.62,35.94,1\n1930,20.3,2.9,8.44,811.76,36.89,1\n1931,19.0,5.33,8.73,811.73,33.4,1\n1932,18.8,4.89,8.99,811.8,35.25,1\n1933,19.4,4.29,9.07,811.91,29.56,1\n1934,19.5,4.02,8.62,811.91,31.21,1\n1935,18.2,3.07,8.12,811.99,26.56,1\n1936,18.0,5.25,7.59,811.99,25.17,1\n1937,17.7,4.16,7.25,811.98,24.3,1\n1938,17.6,3.96,7.18,811.87,26.77,1\n1939,19.5,8.98,6.91,811.88,17.13,1\n1940,19.8,7.64,6.88,811.97,10.88,1\n1941,23.3,13.72,6.7,811.95,10.01,1\n1942,23.8,11.36,6.43,811.86,13.31,2\n1943,25.0,10.55,6.45,811.77,12.24,2\n1944,25.2,8.35,6.32,811.7,13.47,2\n1945,25.2,10.43,6.1,811.7,13.43,2\n1946,25.2,8.02,6.42,811.88,16.64,1\n1947,23.9,7.14,6.51,812.04,19.61,1\n1948,23.7,5.53,6.86,811.98,30.34,2\n1949,25.2,5.24,6.9,811.92,36.17,1\n1950,5.9,1.12,7.3,811.84,38.83,1\n1951,0.0,0.17,8.08,811.82,41.37,1\n1952,17.5,0.95,8.44,811.83,42.74,1\n1953,23.1,2.6,9.03,811.84,43.61,2\n1954,28.7,3.58,9.22,811.84,41.72,2\n1955,30.4,3.53,9.29,811.83,43.68,1\n1956,20.8,3.7,9.58,811.83,42.23,1\n1957,17.8,3.08,9.29,811.94,29.16,1\n1958,23.0,3.06,8.93,812.0,25.12,1\n1959,24.6,4.16,8.51,811.94,22.57,1\n1960,21.9,4.86,8.16,812.0,23.32,1\n1961,21.1,7.06,8.3,811.98,20.44,2\n1962,34.5,6.3,7.96,811.96,20.88,2\n1963,38.6,5.89,7.66,811.99,16.71,2\n1964,32.6,4.7,7.65,811.92,16.37,2\n1965,30.8,4.92,7.31,811.97,9.38,2\n1966,32.9,6.33,7.01,811.94,10.33,2\n1967,31.8,9.36,6.81,811.8,13.54,2\n1968,34.9,9.32,6.8,811.96,11.8,2\n1969,35.9,7.89,7.25,812.18,15.1,2\n1970,41.5,6.94,7.54,812.11,24.12,2\n1971,39.5,3.32,9.5,811.87,60.06,2\n1972,39.6,4.57,9.53,811.86,58.72,2\n1973,39.7,7.87,9.53,811.96,51.48,2\n1974,39.7,11.11,9.93,802.19,51.5,2\n1975,32.3,9.61,10.12,789.37,47.04,2\n1976,30.0,6.97,10.13,832.57,43.21,2\n1977,32.8,5.35,9.88,904.59,32.74,2\n1978,33.7,5.16,9.38,955.49,28.91,2\n1979,32.3,11.83,8.79,836.05,36.24,2\n1980,31.9,13.7,8.43,814.68,35.99,2\n1981,32.3,17.72,8.13,743.26,43.9,2\n1982,32.4,16.47,8.02,811.15,32.69,2\n1983,33.6,18.16,7.78,723.65,34.88,2\n1984,34.0,14.96,7.64,743.52,33.13,2\n1985,36.5,12.0,7.24,685.23,34.01,2\n1986,37.2,8.94,7.02,724.1,18.12,2\n1987,39.0,8.68,6.99,697.09,11.55,2\n1988,39.6,7.51,6.83,672.51,16.93,2\n1989,39.5,5.03,6.99,1038.57,32.41,2\n1990,37.8,18.71,7.17,892.78,41.04,2\n1991,32.4,14.16,8.17,689.87,52.46,2\n1992,31.0,11.25,9.18,664.37,52.46,2\n1993,27.9,8.53,9.78,632.44,57.18,2\n1994,26.9,6.11,10.2,768.03,53.96,2\n1995,25.0,5.65,10.66,691.67,56.16,1\n1996,24.5,5.31,10.89,837.1,47.75,1\n1997,23.8,5.94,11.0,902.46,50.0,1\n1998,23.6,5.36,10.84,915.33,43.41,1\n1999,21.8,4.01,10.61,1004.42,36.4,1\n2000,21.3,3.69,9.99,1028.13,30.33,1\n2001,23.8,3.76,10.12,983.21,26.24,1\n2002,24.6,3.71,9.73,906.33,24.35,2\n2003,28.3,10.96,9.38,975.6,20.41,2\n2004,29.4,11.29,8.81,905.12,18.27,2\n2005,32.0,8.89,8.33,1002.59,11.14,2\n2006,32.8,12.47,8.32,922.9,8.37,2\n2007,34.0,11.21,8.18,838.53,9.05,2\n2008,34.4,8.62,7.71,831.61,9.76,2\n2009,31.1,11.16,7.46,651.33,18.92,2\n2010,30.1,9.35,7.2,695.08,11.41,2\n2011,30.7,6.88,7.45,698.75,17.55,2\n2012,30.9,9.85,7.62,770.13,23.16,2\n2013,34.3,9.6,7.85,902.51,24.23,2\n2014,35.4,8.3,7.99,813.15,33.72,2\n2015,37.3,7.49,8.75,742.96,55.09,2\n2016,37.8,7.08,9.56,707.82,56.68,2\n2017,34.9,7.36,11.05,695.45,51.58,2\n2018,34.0,7.0,11.06,703.88,53.67,2\n2019,30.5,9.12,10.94,755.89,49.25,2\n2020,29.4,7.59,11.18,886.83,49.98,2\n2021,31.5,6.4,10.77,933.86,46.95,2\n2022,32.2,4.96,11.08,1044.45,43.36,2\n2023,33.0,9.27,10.51,1012.93,39.31,2\n2024,33.3,8.4,9.87,1148.91,31.74,2\n2025,37.1,22.09,9.56,1116.02,26.14,2\n2026,38.2,23.15,9.45,1083.28,28.66,2\n2027,36.1,22.06,9.59,1098.77,17.32,2\n2028,35.5,20.58,9.21,1121.1,21.74,2\n2029,41.9,19.14,8.46,961.09,25.4,2\n2030,43.9,19.73,8.26,903.28,24.78,2\n2031,43.0,15.46,8.17,874.06,23.41,2\n2032,40.0,10.31,7.67,752.06,27.87,2\n2033,40.8,11.8,7.78,711.4,37.6,2\n2034,34.8,10.15,8.07,683.87,43.33,2\n2035,32.7,7.04,8.81,646.36,50.4,2\n2036,32.6,5.77,9.76,615.18,51.59,2\n2037,29.2,5.67,10.5,558.72,59.42,2\n2038,28.2,5.74,10.32,532.18,58.88,2\n2039,27.1,9.91,10.67,613.35,52.42,2\n2040,26.8,11.3,10.78,682.79,58.12,2\n2041,27.2,8.99,10.66,817.66,48.79,2\n2042,27.4,12.0,10.57,852.14,46.08,1\n2043,22.8,10.56,10.16,891.44,44.98,1\n2044,21.5,10.99,10.44,883.91,38.24,1\n2045,23.6,8.71,9.63,939.2,30.56,1\n2046,24.2,13.95,9.14,904.28,24.67,2\n2047,23.4,20.72,8.61,1001.2,21.46,2\n2048,23.2,21.77,8.23,902.3,24.98,2\n2049,23.9,27.78,8.41,879.24,27.76,2\n2050,24.1,22.59,7.99,743.08,32.24,2\n2051,24.3,16.53,7.89,657.8,38.13,1\n2052,24.4,11.92,7.74,582.38,37.23,1\n2053,19.2,8.47,7.4,550.7,39.17,1\n2054,17.6,6.86,7.38,518.63,36.16,1\n2055,20.3,7.02,7.15,605.19,30.08,1\n2056,21.0,9.97,7.15,583.34,36.07,1\n2057,20.9,11.21,7.26,555.94,40.83,1\n2058,20.8,9.59,7.51,492.8,47.5,1\n2059,17.9,10.2,8.98,544.8,49.12,1\n2060,16.8,8.96,9.48,574.14,48.5,1\n2061,16.4,7.69,9.57,581.78,50.16,1\n2062,17.3,8.47,9.91,577.05,55.09,1\n2063,17.5,9.9,10.17,669.61,48.53,1\n2064,15.2,8.08,10.7,726.54,51.19,1\n2065,14.5,7.58,10.65,765.48,47.1,1\n2066,14.8,7.0,10.58,763.53,47.05,1\n2067,14.8,5.57,9.79,701.61,38.81,1\n2068,14.3,11.12,9.14,748.37,30.86,2\n2069,14.2,25.28,8.96,746.68,34.62,4\n2070,17.9,92.39,8.51,662.38,37.22,3\n2071,19.0,38.51,8.14,663.76,34.9,2\n2072,21.7,20.96,8.06,563.54,35.7,2\n2073,22.5,25.12,7.64,519.53,38.49,2\n2074,23.1,22.47,7.56,531.1,35.41,2\n2075,23.2,16.6,7.34,497.16,35.22,1\n2076,23.7,12.32,7.2,483.28,36.65,1\n2077,23.8,9.64,7.31,580.46,27.56,1\n2078,23.1,8.27,7.26,842.35,22.68,1\n2079,22.9,8.06,7.29,905.18,27.5,2\n2080,26.8,7.15,7.35,745.37,37.65,1\n2081,24.7,9.59,8.6,643.41,47.88,2\n2082,27.1,9.41,9.59,683.38,43.12,2\n2083,27.9,6.96,9.46,695.78,55.15,2\n2084,27.3,6.26,9.77,719.37,47.91,2\n2085,27.1,5.4,10.23,693.11,50.5,2\n2086,26.0,5.08,10.39,824.26,38.95,2\n2087,25.7,5.04,10.63,794.48,44.02,1\n2088,24.3,5.13,10.1,688.31,42.37,1\n2089,24.0,3.97,9.33,646.09,43.33,1\n2090,24.7,2.93,9.05,585.18,44.86,1\n2091,24.9,5.03,8.69,624.09,40.95,1\n2092,22.0,5.05,8.17,651.31,38.29,1\n2093,21.1,4.21,7.97,615.38,37.83,1\n2094,24.5,6.47,7.71,606.85,31.57,2\n2095,25.5,6.63,7.41,526.93,36.4,1\n2096,23.7,5.74,7.35,508.92,36.26,1\n2097,23.1,4.58,7.25,485.15,35.24,1\n2098,22.3,4.71,7.1,472.07,32.91,1\n2099,22.0,4.41,7.12,485.16,30.55,1\n2100,21.5,3.69,7.29,653.46,24.18,1\n2101,21.4,2.76,7.47,800.24,24.55,1\n2102,23.1,3.1,7.48,742.77,33.24,1\n2103,23.6,3.16,7.7,673.94,39.42,2\n2104,27.5,3.25,7.9,650.53,42.87,2\n2105,28.7,3.0,9.02,603.08,52.69,2\n2106,28.4,2.68,9.53,640.87,49.64,2\n2107,28.3,2.37,9.46,620.31,51.9,1\n2108,23.2,3.15,9.9,672.93,48.63,1\n2109,0.3,3.59,10.16,692.84,43.77,1\n2110,6.7,4.02,10.08,747.73,42.93,2\n2111,38.1,6.91,9.87,857.58,42.67,1\n2112,19.9,6.7,9.44,782.37,39.52,1\n2113,22.9,4.92,9.6,712.37,37.93,1\n2114,10.9,7.91,9.42,859.62,23.84,1\n2115,24.2,12.6,9.61,759.94,29.9,2\n2116,27.5,10.55,8.63,771.26,26.34,2\n2117,28.9,8.34,8.48,777.65,27.55,2\n2118,27.6,10.66,8.12,718.59,28.79,1\n2119,22.4,14.68,8.0,643.63,33.69,2\n2120,29.9,18.47,7.94,559.73,36.54,2\n2121,30.4,16.28,7.48,539.19,36.18,2\n2122,34.3,15.46,7.49,560.09,31.57,2\n2123,25.6,13.0,7.41,626.56,25.8,2\n2124,29.8,10.63,7.93,844.14,20.54,2\n2125,34.7,9.15,7.82,918.21,27.25,2\n2126,36.7,8.03,7.51,807.43,37.34,2\n2127,36.9,6.89,7.49,704.68,44.42,2\n2128,37.9,5.35,7.69,669.03,41.34,2\n2129,34.7,5.64,8.94,702.33,42.04,2\n2130,31.8,5.25,9.6,674.7,44.1,1\n2131,23.8,4.3,9.39,620.41,56.21,1\n2132,23.6,4.05,9.86,653.53,42.75,1\n2133,22.7,3.37,10.32,696.57,43.82,2\n2134,27.5,2.51,10.54,896.78,41.21,1\n2135,24.1,10.56,10.69,948.06,39.21,2\n2136,31.7,10.51,9.97,832.91,42.49,2\n2137,33.8,8.39,9.45,734.3,38.51,2\n2138,30.4,6.94,9.05,705.7,39.83,2\n2139,32.2,15.2,8.62,713.8,38.25,2\n2140,34.5,14.86,8.48,638.52,35.48,2\n2141,33.2,11.94,7.88,606.58,33.94,2\n2142,28.7,9.27,7.78,646.06,35.91,2\n2143,27.1,9.31,7.76,649.03,34.25,2\n2144,31.5,9.21,7.52,599.04,38.9,2\n2145,33.1,10.11,7.32,583.42,33.03,2\n2146,37.2,8.84,7.38,594.06,31.11,2\n2147,40.5,8.66,7.36,620.69,30.5,2\n2148,30.5,9.02,7.34,764.24,28.42,2\n2149,41.6,9.74,7.71,921.58,28.22,2\n2150,33.2,7.88,7.58,850.06,33.76,2\n2151,44.4,6.67,7.94,701.48,57.76,2\n2152,41.5,8.13,8.96,725.75,61.7,2\n2153,33.8,7.26,9.72,742.76,70.78,2\n2154,37.6,6.16,9.85,838.71,66.32,2\n2155,40.2,6.24,9.82,851.91,74.21,2\n2156,39.2,6.16,10.33,889.05,69.19,2\n2157,42.0,8.56,10.13,974.35,68.91,2\n2158,43.8,7.47,9.57,1165.92,54.17,3\n2159,50.7,5.37,9.63,1486.58,42.7,2\n2160,45.3,3.84,9.3,1777.7,16.76,2\n2161,46.8,6.34,9.39,1833.42,16.22,3\n2162,56.0,13.73,9.37,1323.33,21.57,2\n2163,47.0,16.54,8.99,1282.02,20.71,2\n2164,47.4,18.48,8.78,1205.94,14.27,2\n2165,35.9,15.59,8.35,1117.96,12.54,2\n2166,42.3,19.56,8.22,1275.69,9.29,2\n2167,39.6,17.58,8.08,1278.78,8.85,2\n2168,44.5,13.37,7.69,1249.6,8.82,2\n2169,42.4,13.96,7.69,1054.59,7.92,2\n2170,42.0,11.83,7.55,1006.53,9.98,2\n2171,45.3,8.99,7.89,1188.31,11.1,2\n2172,41.6,9.15,7.82,1140.46,20.14,2\n2173,39.7,13.08,8.01,1140.52,22.24,2\n2174,44.6,7.57,9.13,895.55,58.47,3\n2175,52.5,6.03,10.04,839.09,73.82,2\n2176,48.3,4.9,9.93,840.49,64.18,2\n2177,42.0,5.21,9.41,906.28,51.7,2\n2178,43.7,4.2,9.11,962.75,51.88,2\n2179,33.7,7.53,8.91,1150.42,35.37,2\n2180,34.6,7.89,9.09,1181.41,33.16,2\n2181,42.2,7.06,9.15,1101.11,43.4,2\n2182,41.5,9.91,9.75,1092.79,47.51,2\n2183,38.3,18.09,9.77,1104.87,43.23,2\n2184,38.6,17.29,9.27,1096.59,29.29,2\n2185,41.8,14.05,8.53,1008.24,33.38,2\n2186,40.2,11.98,8.35,944.6,37.26,2\n2187,32.6,14.4,8.26,900.66,38.15,2\n2188,26.6,13.01,7.8,806.84,40.32,2\n2189,26.4,10.76,7.89,723.96,44.09,2\n2190,29.5,11.55,7.5,666.69,44.22,2\n2191,31.6,12.51,7.22,699.37,35.38,2\n2192,25.9,10.93,7.13,707.96,30.82,2\n2193,28.5,9.58,7.17,836.45,31.21,2\n2194,31.0,8.56,7.17,892.27,33.12,2\n2195,37.4,7.0,7.57,834.5,38.11,2\n2196,34.3,6.27,7.7,779.34,49.39,2\n2197,32.1,5.81,8.27,746.18,52.97,2\n2198,28.8,4.47,9.26,743.96,65.74,2\n2199,36.0,3.22,9.97,750.78,69.78,2\n2200,40.2,2.78,10.32,787.49,67.91,2\n2201,38.0,2.8,9.9,872.93,59.36,2\n2202,38.8,2.86,9.59,894.38,56.0,2\n2203,38.5,2.76,8.98,925.39,49.84,2\n2204,40.5,2.24,9.15,932.88,42.04,2\n2205,29.3,3.0,9.16,997.86,41.01,2\n2206,28.4,9.0,8.38,967.21,41.39,2\n2207,25.0,10.28,8.59,914.57,35.5,1\n2208,23.7,9.41,8.53,1057.85,15.72,1\n2209,21.6,8.37,8.16,1119.51,13.22,1\n2210,17.7,7.24,7.86,1228.26,10.63,1\n2211,16.1,7.02,7.75,1112.41,14.9,1\n221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",S9_PM10,S9_SO2,S9_NO2,S9_NOX,S9_NO\n0,,,80.31,,\n1,,,,309.27,\n2,,5.93,,,\n3,,,,,175.36\n4,,,,,270.72\n5,93.9,,,,\n6,,6.49,,,\n7,,6.44,,,\n8,,,,,89.18\n9,,,,203.84,\n10,,,,,42.94\n11,,,,167.47,\n12,,,,,133.15\n13,,,,196.52,\n14,38.32,,,,\n15,33.69,,,,\n16,,,,112.25,\n17,,4.2,,,\n18,,,,,41.78\n19,,,111.15,,\n20,,,,211.27,\n21,,,,367.96,\n22,36.45,,,,\n23,,,,,142.19\n24,,11.57,,,\n25,,12.09,,,\n26,,,107.8,,\n27,,,65.73,,\n28,,7.09,,,\n29,76.68,,,,\n30,,,70.97,,\n31,76.52,,,,\n32,79.06,,,,\n33,,,,,165.86\n34,,,,171.31,\n35,,,,159.18,\n36,,9.33,,,\n37,45.52,,,,\n38,,,71.39,,\n39,,,,55.68,\n40,,,54.16,,\n41,21.78,,,,\n42,,,,139.18,\n43,23.79,,,,\n44,,,66.23,,\n45,,8.96,,,\n46,38.32,,,,\n47,,,74.63,,\n48,,,70.71,,\n49,,,,,29.76\n50,,,,119.66,\n51,43.39,,,,\n52,,,,126.11,\n53,,,96.88,,\n54,,,,135.84,\n55,45.48,,,,\n56,47.83,,,,\n57,,,,,16.71\n58,35.02,,,,\n59,,,,,9.77\n60,,,70.67,,\n61,,,,,12.68\n62,,,,84.57,\n63,,,,,18.11\n64,,,,,33.2\n65,,,82.01,,\n66,,,79.19,,\n67,,,,120.58,\n68,43.7,,,,\n69,,,,127.26,\n70,47.09,,,,\n71,,,87.69,,\n72,,,,127.33,\n73,,,80.37,,\n74,,,79.99,,\n75,,,85.22,,\n76,,,,138.55,\n77,,,,120.26,\n78,,,73.26,,\n79,39.94,,,,\n80,37.82,,,,\n81,,,,,20.35\n82,,,,,41.9\n83,26.28,,,,\n84,,,55.7,,\n85,,,,,15.56\n86,,4.06,,,\n87,,,,92.69,\n88,,4.39,,,\n89,85.19,,,,\n90,,,,,33.54\n91,,,93.74,,\n92,,4.01,,,\n93,,,,,23.47\n94,,3.87,,,\n95,,4.15,,,\n96,,,,710.64,\n97,,5.67,,,\n98,,6.29,,,\n99,,5.67,,,\n100,,3.47,,,\n101,,,148.17,,\n102,,3.39,,,\n103,,,,213.92,\n104,71.75,,,,\n105,63.33,,,,\n106,,,,,39.16\n107,,,,227.15,\n108,,3.19,,,\n109,39.06,,,,\n110,,3.3,,,\n111,,,,,31.98\n112,,,128.18,,\n113,,,,,127.17\n114,,,78.71,,\n115,44.18,,,,\n116,,,,,39.83\n117,,,125.49,,\n118,,,,,93.69\n119,,,219.2,,\n120,,,,505.02,\n121,,,177.55,,\n122,55.71,,,,\n123,,,,,145.84\n124,,,130.2,,\n125,,2.97,,,\n126,,,,,167.56\n127,,,,,113.31\n128,55.3,,,,\n129,,,,165.9,\n130,,2.91,,,\n131,,2.65,,,\n132,,2.32,,,\n133,,2.12,,,\n134,,,,,20.97\n135,32.37,,,,\n136,,1.93,,,\n137,,,,,41.57\n138,,,,,101.37\n139,28.83,,,,\n140,,,,392.13,\n141,,4.8,,,\n142,66.62,,,,\n143,,2.86,,,\n144,,2.6,,,\n145,52.77,,,,\n146,,2.75,,,\n147,48.0,,,,\n148,,,,,83.33\n149,,,119.37,,\n150,40.03,,,,\n151,,3.39,,,\n152,,3.2,,,\n153,,,71.26,,\n154,51.94,,,,\n155,,,,54.3,\n156,,,,,4.86\n157,37.86,,,,\n158,,3.3,,,\n159,,,114.52,,\n160,,,,,201.32\n161,,,261.02,,\n162,60.62,,,,\n163,,,,401.79,\n164,87.52,,,,\n165,,,,,199.0\n166,93.7,,,,\n167,,,134.89,,\n168,,,,,88.23\n169,,5.41,,,\n170,,,,,14.17\n171,,,,,12.5\n172,,,,50.32,\n173,,,,,21.23\n174,,3.41,,,\n175,,3.83,,,\n176,49.52,,,,\n177,,,,405.24,\n178,45.23,,,,\n179,,,96.13,,\n180,,,50.94,,\n181,,2.45,,,\n182,,2.17,,,\n183,34.83,,,,\n184,,,,62.9,\n185,,2.22,,,\n186,31.42,,,,\n187,,3.17,,,\n188,,,150.65,,\n189,51.1,,,,\n190,,,,,103.19\n191,,,59.42,,\n192,54.5,,,,\n193,,,,175.02,\n194,,3.2,,,\n195,,,134.93,,\n196,,3.79,,,\n197,57.22,,,,\n198,,,,331.61,\n199,,,175.45,,\n200,,,,,118.22\n201,,,,,62.78\n202,,,,,38.35\n203,,2.16,,,\n204,,,,164.07,\n205,,,,271.81,\n206,,4.45,,,\n207,53.2,,,,\n208,67.58,,,,\n209,,,,,22.52\n210,,,,,25.68\n211,,,45.0,,\n212,52.64,,,,\n213,,,31.62,,\n214,42.85,,,,\n215,,3.63,,,\n216,,,,,117.09\n217,,,,,188.34\n218,,,,322.57,\n219,,,,,63.02\n220,,,,,77.6\n221,69.11,,,,\n222,,,,98.41,\n223,71.33,,,,\n224,,4.55,,,\n225,70.65,,,,\n226,,,,62.45,\n227,,,,,8.19\n228,,,,159.34,\n229,,,,132.51,\n230,,,,,37.55\n231,,,106.64,,\n232,,6.13,,,\n233,80.12,,,,\n234,,3.45,,,\n235,,4.7,,,\n236,85.63,,,,\n237,,3.38,,,\n238,,,,66.97,\n239,,,,65.0,\n240,,,49.92,,\n241,7.15,,,,\n242,,,68.91,,\n243,,,,,10.59\n244,,,,,7.41\n245,,,,30.06,\n246,,2.8,,,\n247,,2.6,,,\n248,,,,30.19,\n249,,,30.7,,\n250,,,,38.88,\n251,,,,52.98,\n252,,,37.8,,\n253,,3.08,,,\n254,14.89,,,,\n255,,4.95,,,\n256,,4.38,,,\n257,,,,91.55,\n258,,,,,9.16\n259,,,,51.18,\n260,,,36.77,,\n261,,,,,4.24\n262,,,,,5.59\n263,,,,,1.76\n264,,,,59.24,\n265,,,,101.75,\n266,,,,,45.3\n267,,3.67,,,\n268,,3.51,,,\n269,,3.26,,,\n270,,3.25,,,\n271,,,,76.85,\n272,,,,,1.47\n273,,2.81,,,\n274,,2.72,,,\n275,,,28.67,,\n276,,,39.91,,\n277,,2.85,,,\n278,,,,78.46,\n279,,,,59.55,\n280,13.26,,,,\n281,,,,88.88,\n282,22.72,3.1,31.82,41.11,9.29\n283,25.96,,,,\n284,,3.29,,,\n285,,,,57.35,\n286,,,,,4.89\n287,,4.41,,,\n288,,,,63.71,\n289,,,,68.9,\n290,12.69,,,,\n291,13.06,,,,\n292,,3.42,,,\n293,,,,31.14,\n294,,3.15,,,\n295,,,,,3.04\n296,,3.36,,,\n297,,,,,1.63\n298,5.66,,,,\n299,5.19,,,,\n300,,,,,2.05\n301,,3.33,,,\n302,,,,,4.08\n303,,3.77,,,\n304,,4.41,,,\n305,,3.66,,,\n306,,3.31,,,\n307,,,20.81,,\n308,,,33.35,,\n309,9.13,,,,\n310,,,28.6,,\n311,,,31.96,,\n312,4.6,,,,\n313,,,70.16,,\n314,,,,67.35,\n315,,1.3,,,\n316,,,49.69,,\n317,,0.79,,,\n318,,0.9,,,\n319,,,,23.34,\n320,,,,,38.46\n321,,,49.54,,\n322,26.4,,,,\n323,,,,,3.96\n324,,,,36.65,\n325,,,,,3.11\n326,,,,,1.93\n327,,,,37.67,\n328,,,,,2.11\n329,10.18,,,,\n330,9.5,,,,\n331,,,53.29,,\n332,,,,36.66,\n333,10.1,,,,\n334,,,,,1.24\n335,,1.64,,,\n336,,,,16.47,\n337,,,,17.55,\n338,,,,,0.93\n339,13.18,,,,\n340,,,,,1.42\n341,,,,,1.97\n342,,,,20.48,\n343,,1.18,,,\n344,,1.24,,,\n345,,1.12,,,\n346,,1.22,,,\n347,19.06,,,,\n348,,1.4,,,\n349,15.43,1.63,31.52,34.64,3.12\n350,,,,,4.46\n351,,,47.57,,\n352,,,,62.61,\n353,,,61.99,,\n354,,1.96,,,\n355,31.39,,,,\n356,,,,,17.15\n357,,2.48,,,\n358,,,,87.33,\n359,,2.28,,,\n360,,,17.13,,\n361,33.09,,,,\n362,,0.78,,,\n363,17.58,,,,\n364,,,,20.14,\n365,,,,18.89,\n366,,0.77,,,\n367,,,12.75,,\n368,,1.25,,,\n369,,1.37,,,\n370,,,,22.66,\n371,,,,,1.0\n372,,0.96,,,\n373,,0.94,,,\n374,14.93,,,,\n375,,,,61.71,\n376,,,54.66,,\n377,36.15,,,,\n378,,1.35,,,\n379,27.78,,,,\n380,26.28,,,,\n381,37.99,,,,\n382,,,,,1.23\n383,,,,,1.2\n384,,,,,2.78\n385,29.26,,,,\n386,,,,,45.67\n387,37.34,,,,\n388,41.91,,,,\n389,,,,,20.34\n390,,,,59.32,\n391,,3.3,,,\n392,,,,26.31,\n393,44.12,,,,\n394,35.59,,,,\n395,,1.74,,,\n396,,,,,11.38\n397,,,,82.89,\n398,,,,86.95,\n399,25.98,,,,\n400,,,96.54,,\n401,,,73.81,,\n402,,3.19,,,\n403,40.03,,,,\n404,,,,,66.02\n405,,2.49,,,\n406,,,,,40.99\n407,,2.26,,,\n408,32.96,,,,\n409,,,118.03,,\n410,,,171.82,,\n411,,5.73,,,\n412,,4.45,,,\n413,71.11,,,,\n414,,,,40.59,\n415,,,,32.24,\n416,,,,,8.72\n417,33.64,,,,\n418,,2.42,,,\n419,23.61,,,,\n420,,2.24,,,\n421,,3.91,,,\n422,,,59.35,,\n423,,2.05,,,\n424,,,57.15,,\n425,20.52,,,,\n426,,,,38.66,\n427,,,,,3.02\n428,,1.98,,,\n429,,1.68,,,\n430,26.33,,,,\n431,,1.39,,,\n432,,,49.45,,\n433,,,,63.0,\n434,,,,42.47,\n435,,,,,7.08\n436,,2.04,,,\n437,,,,,8.24\n438,,,,,5.28\n439,28.14,,,,\n440,,,21.17,,\n441,,,,31.27,\n442,10.1,,,,\n443,9.62,,,,\n444,,1.21,,,\n445,,,53.4,,\n446,,,,57.12,\n447,,,,37.86,\n448,,,,30.05,\n449,,,,,3.65\n450,,,,29.41,\n451,6.32,,,,\n452,7.23,,,,\n453,,,25.06,,\n454,10.33,,,,\n455,,,,,7.49\n456,8.32,,,,\n457,,,23.61,,\n458,,,,34.61,\n459,,,35.2,,\n460,,,,,5.64\n461,,,,53.31,\n462,,2.4,,,\n463,22.92,,,,\n464,,,,101.03,\n465,,1.87,,,\n466,,1.62,,,\n467,,,93.71,,\n468,,,,98.42,\n469,13.06,,,,\n470,,,,54.62,\n471,,,72.51,,\n472,,,,100.97,\n473,,3.16,,,\n474,,,163.06,,\n475,37.5,,,,\n476,,,28.43,,\n477,25.27,,,,\n478,,,,80.94,\n479,,2.46,,,\n480,,2.01,,,\n481,,,75.02,,\n482,,,,98.74,\n483,,1.66,,,\n484,,,,,56.92\n485,,,107.36,,\n486,34.85,,,,\n487,,,149.79,,\n488,33.01,,,,\n489,,,129.78,,\n490,,,,,72.02\n491,,,,36.4,\n492,,,25.57,,\n493,47.41,,,,\n494,,3.06,,,\n495,,2.74,,,\n496,,,56.6,,\n497,,2.04,,,\n498,,1.96,,,\n499,,,,,9.22\n500,,,,,7.76\n501,,,,437.59,\n502,,,,218.26,\n503,82.06,,,,\n504,,1.26,,,\n505,,0.88,,,\n506,,,69.84,,\n507,,,,120.13,\n508,,,,,15.82\n509,,1.74,,,\n510,,,,95.38,\n511,,2.3,,,\n512,,,,,9.9\n513,,,,65.85,\n514,29.95,,,,\n515,32.89,,,,\n516,24.6,,,,\n517,35.11,,,,\n518,,,,,9.44\n519,,,,,15.79\n520,,1.05,,,\n521,,2.97,,,\n522,61.09,,,,\n523,,2.79,,,\n524,39.37,,,,\n525,,2.33,,,\n526,,,,86.22,\n527,,,,241.16,\n528,,,,,92.54\n529,,,53.35,,\n530,,,51.99,,\n531,,2.25,,,\n532,,,,,30.57\n533,,,,151.34,\n534,,,145.03,,\n535,,3.79,,,\n536,,3.08,,,\n537,,,,160.61,\n538,,,108.74,,\n539,,3.18,,,\n540,,,,,42.22\n541,,,,111.82,\n542,,,,116.46,\n543,,,,,35.07\n544,,5.17,,,\n545,61.36,4.1,122.81,200.84,78.03\n546,,3.71,,,\n547,49.15,,,,\n548,,,,,11.14\n549,39.46,,,,\n550,36.26,,,,\n551,,3.83,,,\n552,,5.44,,,\n553,,,,307.77,\n554,77.09,7.26,171.13,329.36,158.23\n555,,,103.99,,\n556,,4.03,,,\n557,62.71,,,,\n558,,,191.06,,\n559,,,,158.67,\n560,,,,60.29,\n561,,,,54.7,\n562,,,,43.97,\n563,,,29.79,,\n564,,,,57.11,\n565,,,97.45,,\n566,,,210.27,,\n567,,,165.84,,\n568,,2.68,,,\n569,,,,,46.1\n570,,,,148.21,\n571,,,111.6,,\n572,,,62.71,,\n573,,,,77.23,\n574,,,108.64,,\n575,,1.12,,,\n576,,0.74,,,\n577,,,,,57.41\n578,,,,272.77,\n579,,1.0,,,\n580,,,,172.15,\n581,,,,204.3,\n582,,,,157.41,\n583,37.26,,,,\n584,,,,,37.69\n585,,,,209.65,\n586,41.51,,,,\n587,,1.32,,,\n588,,,,45.62,\n589,,1.06,,,\n590,,0.96,,,\n591,,,25.21,,\n592,,,,40.63,\n593,,,,,6.69\n594,27.19,,,,\n595,,,196.59,,\n596,,,44.13,,\n597,37.38,,,,\n598,34.74,,,,\n599,25.99,,,,\n600,29.66,,,,\n601,,,21.07,,\n602,,1.56,,,\n603,,,41.9,,\n604,,1.87,,,\n605,,,,42.69,\n606,29.95,,,,\n607,,,,37.63,\n608,,,,,7.82\n609,,1.85,,,\n610,34.73,,,,\n611,42.2,,,,\n612,,,38.8,,\n613,,1.82,,,\n614,49.86,,,,\n615,,,24.97,,\n616,12.97,,,,\n617,,,,,8.69\n618,,,,63.83,\n619,,,80.22,,\n620,21.78,,,,\n621,16.15,,,,\n622,12.2,,,,\n623,18.23,,,,\n624,,1.7,,,\n625,10.94,,,,\n626,12.57,,,,\n627,,,,,34.89\n628,,2.49,,,\n629,,,100.72,,\n630,46.43,,,,\n631,,2.08,,,\n632,,,,78.48,\n633,63.01,,,,\n634,,,,,10.32\n635,,1.61,,,\n636,,,75.1,,\n637,,,,57.47,\n638,,1.71,,,\n639,18.56,,,,\n640,,,,91.74,\n641,,,90.03,,\n642,,1.97,,,\n643,,,,,22.14\n644,,,,100.83,\n645,,,,132.5,\n646,,,,,40.43\n647,,,,,11.9\n648,,1.79,,,\n649,,,,51.37,\n650,,1.7,,,\n651,,1.82,,,\n652,31.33,,,,\n653,,1.57,,,\n654,,,,82.56,\n655,,1.51,,,\n656,17.91,,,,\n657,,,80.72,,\n658,,,,,12.91\n659,,,67.86,,\n660,12.68,,,,\n661,18.68,1.47,55.27,64.54,9.27\n662,,,,,8.1\n663,,,,56.35,\n664,,,,61.41,\n665,,,,52.72,\n666,,1.86,,,\n667,,,,67.82,\n668,,,55.06,,\n669,,,65.88,,\n670,,,,,36.91\n671,,2.13,,,\n672,,,,,20.4\n673,33.86,,,,\n674,,1.88,,,\n675,24.15,,,,\n676,26.19,,,,\n677,22.64,1.75,98.26,117.9,19.64\n678,,,111.28,,\n679,,,119.34,,\n680,30.54,1.94,88.22,130.39,42.17\n681,28.09,,,,\n682,,,54.41,,\n683,11.03,,,,\n684,18.58,,,,\n685,,,,51.05,\n686,,1.35,,,\n687,,1.24,,,\n688,14.87,,,,\n689,,,,,20.89\n690,,,,,9.71\n691,,1.46,,,\n692,,,74.36,,\n693,,,42.68,,\n694,,1.86,,,\n695,,2.25,,,\n696,28.45,,,,\n697,,,31.56,,\n698,,,36.47,,\n699,,,,,6.01\n700,,,54.07,,\n701,,,,,13.93\n702,,1.82,,,\n703,,,,111.12,\n704,,2.33,,,\n705,,,,,25.93\n706,18.92,,,,\n707,20.02,,,,\n708,,,,134.73,\n709,21.57,,,,\n710,,,,,136.41\n711,,,,289.61,\n712,,2.62,,,\n713,20.81,,,,\n714,21.07,,,,\n715,,4.45,,,\n716,67.58,,,,\n717,,,,135.88,\n718,,,,,65.97\n719,57.48,,,,\n720,,,,115.99,\n721,,,87.29,,\n722,,,92.15,,\n723,,,76.02,,\n724,,,,,11.14\n725,,,,,12.96\n726,23.42,,,,\n727,,,,,6.34\n728,,,,49.72,\n729,,,45.48,,\n730,,,41.21,,\n731,,,,96.87,\n732,,,90.92,,\n733,,,96.02,,\n734,,,,145.98,\n735,38.84,2.34,88.46,127.38,38.92\n736,,2.67,,,\n737,,,,,7.69\n738,,,100.75,,\n739,,3.71,,,\n740,27.57,,,,\n741,,3.31,,,\n742,,,51.57,,\n743,,,,73.51,\n744,,,42.45,,\n745,22.39,,,,\n746,,,,,9.11\n747,,2.6,,,\n748,,,113.83,,\n749,,,,,95.27\n750,,2.64,,,\n751,38.71,,,,\n752,,,,109.82,\n753,46.6,,,,\n754,,,,,17.77\n755,,2.33,,,\n756,,,,34.17,\n757,,2.26,,,\n758,,2.33,,,\n759,,2.45,,,\n760,,,,38.41,\n761,,,,,5.84\n762,,,,,5.17\n763,,,104.73,,\n764,,2.53,,,\n765,50.3,,,,\n766,,,,,7.8\n767,,2.35,,,\n768,,,,,19.43\n769,,,118.03,,\n770,,,94.37,,\n771,,,86.16,,\n772,,,,,21.88\n773,,,,43.13,\n774,,,46.59,,\n775,1.0,,,,\n776,4.46,,,,\n777,,2.29,,,\n778,,,,,4.02\n779,16.39,,,,\n780,,2.98,,,\n781,,,,30.4,\n782,,3.06,,,\n783,,,36.94,,\n784,,,,52.07,\n785,15.99,,,,\n786,19.91,,,,\n787,,,25.67,,\n788,,,40.48,,\n789,,,,51.8,\n790,,,,,5.91\n791,19.68,,,,\n792,21.54,,,,\n793,,,49.06,,\n794,,2.79,,,\n795,,,65.46,,\n796,,,50.28,,\n797,,,,50.87,\n798,,,69.7,,\n799,,3.72,,,\n800,,4.06,,,\n801,,,,56.5,\n802,23.17,,,,\n803,,,59.26,,\n804,,,,,4.67\n805,,,,,12.31\n806,,,,,20.0\n807,20.78,,,,\n808,,,30.32,,\n809,,,,51.99,\n810,,,,81.0,\n811,,,69.52,,\n812,20.59,,,,\n813,,3.91,,,\n814,,,,73.65,\n815,,5.36,,,\n816,,,64.02,,\n817,23.91,,,,\n818,,4.85,,,\n819,30.76,,,,\n820,42.12,,,,\n821,42.23,,,,\n822,,,,,7.05\n823,35.43,,,,\n824,,,,41.08,\n825,,,40.86,,\n826,,,,,8.04\n827,,,,69.32,\n828,25.42,,,,\n829,27.31,,,,\n830,,,,64.86,\n831,,,55.18,,\n832,13.02,,,,\n833,,,,,5.14\n834,,,41.47,,\n835,16.42,,,,\n836,,,,,6.86\n837,,,28.41,,\n838,,,,,6.81\n839,20.93,,,,\n840,,,,,5.62\n841,,,29.29,,\n842,,3.05,,,\n843,15.67,,,,\n844,,,,,16.17\n845,,3.69,,,\n846,,3.36,,,\n847,,,,139.08,\n848,,,119.38,,\n849,,,88.63,,\n850,,3.19,,,\n851,,,,78.47,\n852,,3.24,,,\n853,,,,74.88,\n854,,3.89,,,\n855,,,65.6,,\n856,,,66.03,,\n857,,,60.73,,\n858,,,,58.53,\n859,23.77,,,,\n860,,3.44,,,\n861,,3.33,,,\n862,50.95,4.24,58.08,70.74,12.66\n863,,,48.65,,\n864,,,,68.73,\n865,,,,,10.62\n866,,3.87,,,\n867,,,55.19,,\n868,,,61.97,,\n869,37.44,,,,\n870,,,,61.86,\n871,,,33.88,,\n872,,3.66,,,\n873,,,23.78,,\n874,,,,,3.18\n875,,,23.66,,\n876,,,,32.25,\n877,,,,33.85,\n878,,3.68,,,\n879,,,44.59,,\n880,12.5,,,,\n881,,,21.72,,\n882,,,25.84,,\n883,,3.31,,,\n884,,,,,5.49\n885,,,47.94,,\n886,20.72,,,,\n887,14.51,,,,\n888,,2.88,,,\n889,,,54.14,,\n890,,,,,2.06\n891,,2.73,,,\n892,17.34,,,,\n893,,,,27.82,\n894,,2.5,,,\n895,,,,31.19,\n896,,2.62,,,\n897,,,,,5.45\n898,,,,,11.47\n899,,,,34.03,\n900,,2.81,,,\n901,,,,30.67,\n902,,,27.4,,\n903,,,,32.28,\n904,,,,30.07,\n905,,,44.79,,\n906,,3.29,,,\n907,16.92,,,,\n908,,,,87.38,\n909,14.98,,,,\n910,,,,,6.2\n911,,,,,6.81\n912,15.52,,,,\n913,,,,,3.66\n914,16.62,,,,\n915,12.84,2.82,30.11,32.55,2.44\n916,,,,28.0,\n917,,,,,0.82\n918,,2.74,,,\n919,,,,,3.42\n920,5.62,,,,\n921,,,32.2,,\n922,,,25.37,,\n923,,3.36,,,\n924,,3.41,,,\n925,,,,149.37,\n926,,3.59,,,\n927,,4.3,,,\n928,,,,226.6,\n929,,3.28,,,\n930,,,,64.55,\n931,,,,,8.25\n932,,3.14,,,\n933,19.88,,,,\n934,23.09,,,,\n935,,,104.52,,\n936,,,,151.74,\n937,,,,169.4,\n938,,,99.54,,\n939,,,,43.04,\n940,,,22.2,,\n941,,3.31,,,\n942,,,,27.29,\n943,,,,,5.35\n944,24.54,3.35,19.8,24.78,4.98\n945,,,,,3.78\n946,,,22.28,,\n947,,,,64.55,\n948,,,28.19,,\n949,,,29.24,,\n950,,,,,6.06\n951,,,,,9.74\n952,,,69.35,,\n953,,,146.0,,\n954,,,,299.06,\n955,,,165.0,,\n956,,4.3,,,\n957,53.92,,,,\n958,55.24,,,,\n959,,,,87.65,\n960,,3.43,,,\n961,,,80.14,,\n962,30.79,,,,\n963,30.08,,,,\n964,,,,90.11,\n965,,,,141.28,\n966,,3.93,,,\n967,,2.91,,,\n968,,,,33.14,\n969,,2.7,,,\n970,,,23.78,,\n971,,,,,6.45\n972,,,,35.67,\n973,,,,,5.93\n974,,,50.67,,\n975,27.52,,,,\n976,30.72,,,,\n977,,3.18,,,\n978,,,,148.08,\n979,,,,140.68,\n980,,,,141.17,\n981,,,56.73,,\n982,35.24,,,,\n983,,2.63,,,\n984,,2.54,,,\n985,,2.49,,,\n986,,,,,33.83\n987,27.14,,,,\n988,29.69,,,,\n989,,2.89,,,\n990,,,53.28,,\n991,,,,,9.01\n992,,3.06,,,\n993,,,22.99,,\n994,,,,,4.91\n995,,,,,4.68\n996,,,,,4.03\n997,,,,43.25,\n998,31.86,,,,\n999,,,,,9.13\n1000,,,89.97,,\n1001,31.59,,,,\n1002,,2.59,,,\n1003,,,,59.2,\n1004,,,37.04,,\n1005,35.92,,,,\n1006,,2.64,,,\n1007,,,,,2.7\n1008,,,,30.01,\n1009,,2.36,,,\n1010,,,,54.12,\n1011,,,45.11,,\n1012,,,38.2,,\n1013,,,,,8.15\n1014,22.79,,,,\n1015,,,,32.18,\n1016,,2.94,,,\n1017,,,26.12,,\n1018,21.64,,,,\n1019,,,,22.34,\n1020,,3.13,,,\n1021,18.6,,,,\n1022,,,,29.58,\n1023,,2.69,,,\n1024,,2.73,,,\n1025,,,56.24,,\n1026,,,,73.48,\n1027,9.85,,,,\n1028,,,59.89,,\n1029,,2.7,,,\n1030,,2.68,,,\n1031,,2.76,,,\n1032,18.53,,,,\n1033,,,28.5,,\n1034,,,,,2.13\n1035,,2.82,,,\n1036,19.05,2.97,19.36,23.18,3.82\n1037,,2.9,,,\n1038,,,,19.39,\n1039,,,,19.63,\n1040,22.99,,,,\n1041,,,,21.86,\n1042,,,,,4.04\n1043,17.95,,,,\n1044,,,,23.98,\n1045,,,,,2.52\n1046,,,,40.03,\n1047,,3.04,,,\n1048,,2.8,,,\n1049,,,,57.81,\n1050,,,,,3.12\n1051,15.3,,,,\n1052,,,,31.49,\n1053,12.91,,,,\n1054,,,,20.34,\n1055,,,,20.82,\n1056,,2.58,,,\n1057,21.02,,,,\n1058,,2.88,,,\n1059,,,,21.36,\n1060,,,16.25,,\n1061,,,,19.42,\n1062,,,14.23,,\n1063,,,,18.84,\n1064,,2.77,,,\n1065,,,15.22,,\n1066,,,17.2,,\n1067,,2.58,,,\n1068,,,,,2.61\n1069,19.69,,,,\n1070,,,59.47,,\n1071,17.19,,,,\n1072,,3.41,,,\n1073,,,,69.44,\n1074,,3.5,,,\n1075,,,,58.64,\n1076,,3.14,,,\n1077,,3.48,,,\n1078,,,53.89,,\n1079,,,47.34,,\n1080,,,35.13,,\n1081,26.72,,,,\n1082,27.77,,,,\n1083,,,,55.08,\n1084,,3.23,,,\n1085,,,,53.99,\n1086,,,35.71,,\n1087,,,,,7.98\n1088,,,,,5.75\n1089,,3.33,,,\n1090,,,50.96,,\n1091,,,40.44,,\n1092,,,,,4.21\n1093,,,,85.55,\n1094,,,,,4.02\n1095,,2.95,,,\n1096,20.0,,,,\n1097,,3.04,,,\n1098,,,,60.76,\n1099,,,,,2.05\n1100,,,,46.26,\n1101,,,,,2.03\n1102,9.22,,,,\n1103,,,,,13.14\n1104,,4.09,,,\n1105,,,,,12.08\n1106,,,40.89,,\n1107,,,,34.61,\n1108,,,23.66,,\n1109,,,,,4.57\n1110,,3.27,,,\n1111,,,,,4.86\n1112,14.26,,,,\n1113,,3.4,,,\n1114,,,,44.23,\n1115,,,58.15,,\n1116,5.59,,,,\n1117,,,,115.74,\n1118,,,122.76,,\n1119,,,,207.06,\n1120,,,,259.07,\n1121,27.37,,,,\n1122,27.53,,,,\n1123,31.51,,,,\n1124,39.46,,,,\n1125,36.3,,,,\n1126,,,,,25.94\n1127,,,,36.21,\n1128,,,25.49,,\n1129,,,,,5.27\n1130,16.04,,,,\n1131,,,,30.0,\n1132,,,28.56,,\n1133,,,30.66,,\n1134,5.04,,,,\n1135,,2.41,,,\n1136,4.38,,,,\n1137,4.44,,,,\n1138,,,27.19,,\n1139,5.69,,,,\n1140,,,,,2.02\n1141,,2.54,,,\n1142,,,,,2.06\n1143,,,,55.21,\n1144,,,,43.21,\n1145,,,,39.85,\n1146,,,,58.76,\n1147,11.22,,,,\n1148,,,,,9.48\n1149,,3.41,,,\n1150,,,,40.2,\n1151,21.2,,,,\n1152,,,26.41,,\n1153,36.63,,,,\n1154,,,,,6.9\n1155,23.21,,,,\n1156,,,71.25,,\n1157,,2.94,,,\n1158,35.66,,,,\n1159,,2.04,,,\n1160,43.84,,,,\n1161,,,,,5.43\n1162,,,21.74,,\n1163,,,,,4.25\n1164,,,,,5.53\n1165,,,87.7,,\n1166,,,,51.66,\n1167,,,22.6,,\n1168,28.82,,,,\n1169,,,,38.54,\n1170,,,33.7,,\n1171,,,33.99,,\n1172,,,,,8.11\n1173,,,,,6.44\n1174,30.08,,,,\n1175,,1.46,,,\n1176,,1.73,,,\n1177,,,,,4.61\n1178,,1.8,,,\n1179,26.74,1.72,15.91,20.26,4.35\n1180,,,,19.28,\n1181,,,,,4.04\n1182,12.86,,,,\n1183,,,18.52,,\n1184,,,,,8.83\n1185,14.83,,,,\n1186,,,,82.51,\n1187,11.93,,,,\n1188,17.92,,,,\n1189,,,26.65,,\n1190,,,22.09,,\n1191,21.9,,,,\n1192,,,,26.35,\n1193,,,,,7.95\n1194,,,54.06,,\n1195,20.19,,,,\n1196,,1.74,,,\n1197,,,19.05,,\n1198,20.74,,,,\n1199,,,,49.87,\n1200,,,,,8.05\n1201,,,,115.27,\n1202,,2.04,,,\n1203,25.84,,,,\n1204,,,,,28.52\n1205,,,,74.96,\n1206,,,,65.24,\n1207,,1.51,,,\n1208,24.68,1.61,37.37,42.59,5.22\n1209,21.39,,,,\n1210,,,,39.82,\n1211,26.56,,,,\n1212,20.49,,,,\n1213,,,23.81,,\n1214,,,,66.4,\n1215,22.23,,,,\n1216,,2.86,,,\n1217,22.06,,,,\n1218,,,,30.48,\n1219,20.73,,,,\n1220,,,,,5.66\n1221,,,,64.69,\n1222,,,,,32.87\n1223,,,137.86,,\n1224,,3.05,,,\n1225,,3.16,,,\n1226,,,,,89.66\n1227,,,,184.94,\n1228,,,,135.22,\n1229,,,,122.71,\n1230,,,,87.59,\n1231,39.23,,,,\n1232,,,,,32.8\n1233,,,,103.91,\n1234,,,,101.38,\n1235,,,,92.63,\n1236,,,,89.19,\n1237,,,,31.39,\n1238,,,23.8,,\n1239,,,,,6.79\n1240,,1.82,,,\n1241,,,,,5.71\n1242,,,,21.49,\n1243,,2.02,,,\n1244,,,,,6.57\n1245,,,33.21,,\n1246,26.3,,,,\n1247,,,,,4.54\n1248,,1.64,,,\n1249,,1.48,,,\n1250,27.39,1.42,48.12,53.45,5.33\n1251,25.11,,,,\n1252,,1.94,,,\n1253,,,,28.85,\n1254,,,,,4.91\n1255,,,,31.1,\n1256,,,,37.6,\n1257,,,22.77,,\n1258,,1.93,,,\n1259,,1.95,,,\n1260,,,,,5.91\n1261,25.4,,,,\n1262,,,,20.58,\n1263,,,15.06,,\n1264,,,,,5.5\n1265,,,18.42,,\n1266,,,,26.29,\n1267,,2.58,,,\n1268,,,32.54,,\n1269,,,,,7.33\n1270,,,81.28,,\n1271,,,,94.19,\n1272,,1.85,,,\n1273,,,,,4.96\n1274,,1.72,,,\n1275,,1.69,,,\n1276,25.79,,,,\n1277,19.09,,,,\n1278,,,,,8.24\n1279,,,,,15.32\n1280,21.48,,,,\n1281,,,31.82,,\n1282,,,39.02,,\n1283,,,42.31,,\n1284,,,26.98,,\n1285,,,,,6.57\n1286,,1.99,,,\n1287,,,,,5.41\n1288,,2.1,,,\n1289,,,,84.86,\n1290,,,,,14.36\n1291,,,,,31.92\n1292,,,,67.72,\n1293,35.24,,,,\n1294,37.86,,,,\n1295,,,,36.71,\n1296,,1.42,,,\n1297,,1.47,,,\n1298,,,37.29,,\n1299,,,,41.26,\n1300,,1.75,,,\n1301,,1.41,,,\n1302,,1.66,,,\n1303,17.16,1.74,19.42,25.13,5.71\n1304,,,12.95,,\n1305,,,,21.57,\n1306,,,,23.84,\n1307,,,,31.96,\n1308,,,,30.69,\n1309,,,,,4.43\n1310,,,,,3.47\n1311,,,67.11,,\n1312,22.87,,,,\n1313,,1.35,,,\n1314,,,,,11.5\n1315,33.05,,,,\n1316,,,,,7.47\n1317,,,,,19.58\n1318,,,,107.78,\n1319,,,,94.53,\n1320,,,,71.27,\n1321,,,,,13.98\n1322,,,,,8.6\n1323,,,,,9.15\n1324,27.07,,,,\n1325,32.57,,,,\n1326,,,,41.38,\n1327,,,,,8.01\n1328,,,,178.91,\n1329,,,44.3,,\n1330,40.44,,,,\n1331,,,42.38,,\n1332,,,,,10.97\n1333,56.51,,,,\n1334,,,,81.13,\n1335,36.12,,,,\n1336,,,,,17.82\n1337,,,,53.5,\n1338,,1.49,,,\n1339,,,68.86,,\n1340,,1.54,,,\n1341,20.01,,,,\n1342,,1.94,,,\n1343,,,69.39,,\n1344,,,,,11.3\n1345,22.7,,,,\n1346,,,,60.83,\n1347,,,,,15.04\n1348,25.52,,,,\n1349,,,36.23,,\n1350,,,,,7.28\n1351,,,48.88,,\n1352,,1.52,,,\n1353,,,,,12.35\n1354,,,,34.11,\n1355,,1.74,,,\n1356,,,,,6.84\n1357,,,,74.08,\n1358,,,,102.51,\n1359,30.11,,,,\n1360,,,,,29.09\n1361,,,,71.89,\n1362,,2.43,,,\n1363,,,109.86,,\n1364,,2.59,,,\n1365,48.03,,,,\n1366,,2.11,,,\n1367,,,,,57.34\n1368,44.82,,,,\n1369,,,,81.7,\n1370,,,,,39.86\n1371,42.51,,,,\n1372,,,,,13.23\n1373,,,,62.56,\n1374,,,,82.02,\n1375,,2.03,,,\n1376,,,54.07,,\n1377,,2.27,,,\n1378,61.62,,,,\n1379,48.58,,,,\n1380,,,,,10.51\n1381,,,,151.26,\n1382,,,,,78.9\n1383,54.07,,,,\n1384,,,,247.75,\n1385,,,,,32.84\n1386,50.93,,,,\n1387,,,107.05,,\n1388,,2.19,,,\n1389,,,,,36.13\n1390,40.39,,,,\n1391,39.43,,,,\n1392,,,,,8.8\n1393,34.3,,,,\n1394,,,,,10.89\n1395,,,35.47,,\n1396,,,,,6.99\n1397,27.24,,,,\n1398,30.46,,,,\n1399,,,45.42,,\n1400,,2.2,,,\n1401,,,,134.41,\n1402,,,,136.43,\n1403,33.49,,,,\n1404,,,141.7,,\n1405,,,,,65.08\n1406,46.0,,,,\n1407,,1.78,,,\n1408,,,,108.96,\n1409,50.55,,,,\n1410,63.6,,,,\n1411,58.3,,,,\n1412,,,,76.73,\n1413,,,46.6,,\n1414,,,,,16.83\n1415,,,13.26,,\n1416,,,,21.64,\n1417,21.26,,,,\n1418,,,,20.49,\n1419,,,,,6.06\n1420,20.12,,,,\n1421,,,31.07,,\n1422,,1.72,,,\n1423,,1.6,,,\n1424,,1.57,,,\n1425,,,52.95,,\n1426,,,,,8.3\n1427,,,55.18,,\n1428,,,,,4.01\n1429,,1.44,,,\n1430,,,,,3.93\n1431,,,17.21,,\n1432,,,16.53,,\n1433,,1.57,,,\n1434,,,,16.09,\n1435,,1.62,,,\n1436,,,13.71,,\n1437,,,,,7.43\n1438,,,,20.35,\n1439,57.34,,,,\n1440,,1.63,,,\n1441,,1.58,,,\n1442,,,,,5.69\n1443,,1.61,,,\n1444,,1.62,,,\n1445,,1.63,,,\n1446,,,,42.35,\n1447,,,37.26,,\n1448,,,47.98,,\n1449,,,,,4.68\n1450,33.68,,,,\n1451,,,,,4.19\n1452,35.21,,,,\n1453,,,,,3.56\n1454,,,,15.08,\n1455,,,16.74,,\n1456,,,,,8.12\n1457,,,,27.01,\n1458,,,20.39,,\n1459,52.82,,,,\n1460,61.94,,,,\n1461,,,,26.18,\n1462,,,35.04,,\n1463,,,,67.74,\n1464,,,,56.71,\n1465,,,,35.46,\n1466,,,,80.44,\n1467,,,102.9,,\n1468,,1.45,,,\n1469,55.57,,,,\n1470,,,47.46,,\n1471,37.83,,,,\n1472,,,72.67,,\n1473,49.45,,,,\n1474,,,55.7,,\n1475,,,,,4.14\n1476,,,19.99,,\n1477,,,,,15.12\n1478,,,43.95,,\n1479,,1.23,,,\n1480,,1.17,,,\n1481,,,,44.81,\n1482,15.08,,,,\n1483,,,,44.48,\n1484,,,,45.97,\n1485,29.83,,,,\n1486,,,54.76,,\n1487,,,,,23.3\n1488,,,,119.35,\n1489,,,102.35,,\n1490,27.63,,,,\n1491,,,,164.06,\n1492,33.03,,,,\n1493,,,,131.45,\n1494,42.64,,,,\n1495,,1.3,,,\n1496,,,,,11.01\n1497,,,18.03,,\n1498,,,,,12.48\n1499,,,,,11.34\n1500,,1.29,,,\n1501,,,,324.43,\n1502,,0.98,,,\n1503,28.94,,,,\n1504,26.21,,,,\n1505,,,82.8,,\n1506,33.46,,,,\n1507,,,,,1.77\n1508,,2.16,,,\n1509,,,37.24,,\n1510,,,,,4.03\n1511,,,,,12.91\n1512,,,74.01,,\n1513,,,78.07,,\n1514,,,67.05,,\n1515,,,,,10.12\n1516,,,,,6.49\n1517,,,30.18,,\n1518,,,34.05,,\n1519,,,,,4.9\n1520,,,72.05,,\n1521,,2.37,,,\n1522,,,,217.1,\n1523,71.39,,,,\n1524,,,86.5,,\n1525,,,,25.36,\n1526,,,16.44,,\n1527,19.71,,,,\n1528,,,,17.37,\n1529,,2.45,,,\n1530,,,26.81,,\n1531,,,,,3.49\n1532,,,,78.68,\n1533,,,51.23,,\n1534,,,,48.66,\n1535,,,,72.73,\n1536,46.05,,,,\n1537,57.55,,,,\n1538,10.34,,,,\n1539,,,22.1,,\n1540,,,,29.96,\n1541,,1.68,,,\n1542,,,,63.0,\n1543,,,,,5.01\n1544,24.75,,,,\n1545,,,,,1.11\n1546,,,,,19.36\n1547,,,37.38,,\n1548,,,32.77,,\n1549,,,,,4.53\n1550,27.66,,,,\n1551,,,,,3.47\n1552,,1.53,,,\n1553,,,,,5.09\n1554,,,,,1.55\n1555,34.31,,,,\n1556,,,46.97,,\n1557,,,,50.49,\n1558,,1.78,,,\n1559,,,,,0.44\n1560,,,,,0.38\n1561,,,,45.46,\n1562,,2.17,,,\n1563,,2.24,,,\n1564,,,,16.42,\n1565,,,,,1.55\n1566,,,18.37,,\n1567,,,20.04,,\n1568,,2.39,,,\n1569,,2.24,,,\n1570,,,89.85,,\n1571,,2.35,,,\n1572,,,,144.85,\n1573,,,135.87,,\n1574,48.4,,,,\n1575,,,,135.04,\n1576,,,,,5.79\n1577,41.67,,,,\n1578,,,,,1.13\n1579,,,,49.12,\n1580,,2.06,,,\n1581,,,,,21.02\n1582,,1.94,,,\n1583,,2.01,,,\n1584,,,,22.14,\n1585,,2.54,,,\n1586,,2.35,,,\n1587,,2.44,,,\n1588,,,,35.64,\n1589,,,95.13,,\n1590,,,,192.47,\n1591,28.27,,,,\n1592,,2.21,,,\n1593,39.53,,,,\n1594,,,45.49,,\n1595,,,,,2.53\n1596,34.33,,,,\n1597,,,,61.74,\n1598,,,82.95,,\n1599,35.3,,,,\n1600,,,,,83.55\n1601,,,,139.6,\n1602,,,53.21,,\n1603,,,,84.92,\n1604,,,,,12.29\n1605,41.01,,,,\n1606,,,,,26.42\n1607,,,,,12.4\n1608,32.81,1.13,47.1,52.5,5.4\n1609,,,66.6,,\n1610,,1.52,,,\n1611,,,,63.51,\n1612,,,42.02,,\n1613,,1.57,,,\n1614,15.31,,,,\n1615,,2.07,,,\n1616,,,,54.5,\n1617,,,,,10.51\n1618,26.54,,,,\n1619,23.59,,,,\n1620,20.58,,,,\n1621,,,,56.04,\n1622,21.5,,,,\n1623,,1.73,,,\n1624,,1.65,,,\n1625,,1.85,,,\n1626,,,84.54,,\n1627,,,77.41,,\n1628,,,,105.94,\n1629,,,,,7.85\n1630,34.59,,,,\n1631,38.34,,,,\n1632,46.59,,,,\n1633,,1.9,,,\n1634,,,42.87,,\n1635,,,,,20.91\n1636,,,39.07,,\n1637,,1.96,,,\n1638,,2.05,,,\n1639,,,,,8.67\n1640,,2.32,,,\n1641,13.89,,,,\n1642,,,19.75,,\n1643,,,,24.93,\n1644,,,17.68,,\n1645,,,,,6.94\n1646,,1.54,,,\n1647,,,,,6.49\n1648,,,,34.65,\n1649,,1.61,,,\n1650,,1.49,,,\n1651,,,,112.19,\n1652,,,110.43,,\n1653,45.63,,,,\n1654,,,,238.2,\n1655,,1.82,,,\n1656,,,,80.77,\n1657,,1.99,,,\n1658,,,,40.17,\n1659,,1.88,,,\n1660,,,,,6.05\n1661,,,,15.84,\n1662,23.11,,,,\n1663,,,,56.62,\n1664,,,,,10.14\n1665,,1.73,,,\n1666,47.14,,,,\n1667,,,,,22.74\n1668,,,,78.91,\n1669,,,,,13.43\n1670,20.31,,,,\n1671,,,14.79,,\n1672,,2.13,,,\n1673,,,,22.55,\n1674,,2.04,,,\n1675,,,,,6.56\n1676,,,,38.4,\n1677,25.81,,,,\n1678,,,,,5.84\n1679,,,,91.78,\n1680,,1.73,,,\n1681,33.21,,,,\n1682,,1.4,,,\n1683,,,45.4,,\n1684,,1.78,,,\n1685,37.17,,,,\n1686,42.43,,,,\n1687,,,38.29,,\n1688,34.9,,,,\n1689,,1.74,,,\n1690,26.63,,,,\n1691,,,,,9.94\n1692,,,,24.41,\n1693,,,,,7.83\n1694,,,16.46,,\n1695,13.53,,,,\n1696,,,,24.42,\n1697,,,,,8.09\n1698,,1.82,,,\n1699,,,,,7.71\n1700,,,,32.46,\n1701,8.16,1.85,40.37,48.32,7.95\n1702,,1.89,,,\n1703,,2.09,,,\n1704,,,,254.37,\n1705,,,134.5,,\n1706,12.8,,,,\n1707,,,68.37,,\n1708,,1.97,,,\n1709,,,,,5.75\n1710,,2.06,,,\n1711,,,52.29,,\n1712,,2.21,,,\n1713,,,,49.11,\n1714,,,,,15.12\n1715,,,,,10.92\n1716,,,21.93,,\n1717,,2.46,,,\n1718,4.82,,,,\n1719,5.49,,,,\n1720,,,18.46,,\n1721,8.22,,,,\n1722,,,,,7.61\n1723,,2.28,,,\n1724,,2.18,,,\n1725,17.56,,,,\n1726,19.64,,,,\n1727,19.89,,,,\n1728,,,,,42.92\n1729,,1.7,,,\n1730,,1.58,,,\n1731,,,,183.44,\n1732,,,100.58,,\n1733,,,,,34.28\n1734,,,,,19.18\n1735,,,,,19.11\n1736,,,,,17.49\n1737,,,,,11.7\n1738,,,,30.23,\n1739,,,,,8.58\n1740,,,,31.02,\n1741,,1.32,,,\n1742,38.56,,,,\n1743,,,193.91,,\n1744,,,,323.61,\n1745,,,169.59,,\n1746,55.15,,,,\n1747,53.3,,,,\n1748,49.94,,,,\n1749,,1.09,,,\n1750,40.69,,,,\n1751,,,,33.71,\n1752,,,,,5.94\n1753,,,16.12,,\n1754,,,,,5.34\n1755,,,18.66,,\n1756,,1.77,,,\n1757,33.1,,,,\n1758,42.83,,,,\n1759,,,,63.45,\n1760,,,,,5.92\n1761,,,,41.34,\n1762,,1.43,,,\n1763,,,32.96,,\n1764,,1.14,,,\n1765,36.18,,,,\n1766,,,38.04,,\n1767,,,,,4.96\n1768,,1.04,,,\n1769,,,,27.65,\n1770,,1.07,,,\n1771,,,,36.69,\n1772,,,,33.53,\n1773,,,,,6.92\n1774,,,,15.81,\n1775,,1.06,,,\n1776,,,24.35,,\n1777,,,22.05,,\n1778,13.61,,,,\n1779,,,,27.5,\n1780,,,18.59,,\n1781,17.11,,,,\n1782,20.27,,,,\n1783,,,16.43,,\n1784,,,24.4,,\n1785,,,25.74,,\n1786,,1.37,,,\n1787,19.71,,,,\n1788,,1.27,,,\n1789,,1.33,,,\n1790,22.48,,,,\n1791,,1.35,,,\n1792,,,6.25,,\n1793,,,,,8.83\n1794,,1.16,,,\n1795,27.58,,,,\n1796,,,,,4.97\n1797,19.35,,,,\n1798,21.93,,,,\n1799,,,,15.27,\n1800,,,8.81,,\n1801,,,,,5.03\n1802,,,10.33,,\n1803,,1.4,,,\n1804,14.77,,,,\n1805,,1.4,,,\n1806,,1.33,,,\n1807,15.49,,,,\n1808,11.85,,,,\n1809,,,48.5,,\n1810,,,,41.44,\n1811,,,34.51,,\n1812,,1.71,,,\n1813,19.14,,,,\n1814,,1.79,,,\n1815,,1.69,,,\n1816,,,8.63,,\n1817,,,8.88,,\n1818,,,8.55,,\n1819,,,7.62,,\n1820,,,,11.92,\n1821,,,,,4.73\n1822,,1.71,,,\n1823,,,,,4.56\n1824,11.07,,,,\n1825,12.35,,,,\n1826,,,,,5.11\n1827,33.04,,,,\n1828,34.26,,,,\n1829,,,,26.1,\n1830,,,,32.56,\n1831,,,,,6.93\n1832,,1.56,,,\n1833,24.77,,,,\n1834,,,,71.34,\n1835,25.23,1.53,44.21,49.27,5.06\n1836,,,,34.24,\n1837,,,,29.18,\n1838,,,,,4.09\n1839,,,,19.32,\n1840,28.11,2.42,16.17,20.06,3.89\n1841,,,,,4.12\n1842,23.24,,,,\n1843,,,,,7.53\n1844,25.5,,,,\n1845,,2.19,,,\n1846,,,,22.91,\n1847,,,11.33,,\n1848,,,,,4.47\n1849,19.25,,,,\n1850,21.35,,,,\n1851,,2.74,,,\n1852,,,16.7,,\n1853,,,27.48,,\n1854,,,,,4.99\n1855,11.3,,,,\n1856,,,32.92,,\n1857,,2.69,,,\n1858,,,,,3.71\n1859,,,,,9.81\n1860,41.47,,,,\n1861,,,43.57,,\n1862,,,,37.76,\n1863,,2.24,,,\n1864,,2.17,,,\n1865,,,,,15.21\n1866,,,45.51,,\n1867,,,26.23,,\n1868,29.3,,,,\n1869,33.44,,,,\n1870,,2.21,,,\n1871,,,,34.98,\n1872,,,,,5.65\n1873,,,14.24,,\n1874,,,15.46,,\n1875,,,,23.54,\n1876,,2.51,,,\n1877,,,,,4.54\n1878,,,30.12,,\n1879,,2.27,,,\n1880,,,,43.16,\n1881,,,,29.63,\n1882,,,,27.29,\n1883,,2.15,,,\n1884,31.09,,,,\n1885,,,,,5.81\n1886,,,,21.03,\n1887,,2.19,,,\n1888,,,,22.03,\n1889,,,23.06,,\n1890,,,23.68,,\n1891,,,,23.45,\n1892,,,15.92,,\n1893,,2.79,,,\n1894,19.81,,,,\n1895,,,20.86,,\n1896,,,,25.64,\n1897,21.32,,,,\n1898,,2.4,,,\n1899,,2.51,,,\n1900,,,30.09,,\n1901,15.0,,,,\n1902,,2.47,,,\n1903,,,13.54,,\n1904,,2.39,,,\n1905,,,12.34,,\n1906,,2.41,,,\n1907,,,,21.14,\n1908,18.6,2.41,15.61,21.28,5.67\n1909,16.67,,,,\n1910,,,,,5.97\n1911,,,,20.55,\n1912,,,,,6.25\n1913,,,,,5.9\n1914,,2.62,,,\n1915,,,,,5.77\n1916,,2.6,,,\n1917,,,22.95,,\n1918,,2.57,,,\n1919,,2.54,,,\n1920,39.39,,,,\n1921,,2.48,,,\n1922,,2.22,,,\n1923,,,,,3.79\n1924,,,,19.51,\n1925,,2.55,,,\n1926,21.98,,,,\n1927,,,,,7.57\n1928,,,,,7.32\n1929,,2.53,,,\n1930,,,9.5,,\n1931,,,,,5.14\n1932,,,10.7,,\n1933,,,13.81,,\n1934,,2.39,,,\n1935,,2.49,,,\n1936,,2.52,,,\n1937,,2.44,,,\n1938,,2.33,,,\n1939,,,,,5.43\n1940,,,,50.12,\n1941,,,74.29,,\n1942,,2.9,,,\n1943,25.51,,,,\n1944,,2.81,,,\n1945,39.86,,,,\n1946,,,,,11.78\n1947,,,53.1,,\n1948,,,53.81,,\n1949,,,35.86,,\n1950,,,,,6.25\n1951,,2.99,,,\n1952,,,22.92,,\n1953,17.11,,,,\n1954,,,,,6.1\n1955,,,,,4.85\n1956,,,,18.78,\n1957,,,16.35,,\n1958,20.99,,,,\n1959,,3.26,,,\n1960,,,,56.93,\n1961,27.43,,,,\n1962,,,,69.12,\n1963,,,,75.34,\n1964,29.24,,,,\n1965,,,,78.99,\n1966,,,,,5.16\n1967,,3.12,,,\n1968,41.4,,,,\n1969,,,60.11,,\n1970,,2.73,,,\n1971,,,,,7.03\n1972,,2.8,,,\n1973,,,,,5.34\n1974,,,,17.74,\n1975,19.21,,,,\n1976,,,15.58,,\n1977,,2.88,,,\n1978,,,,,4.48\n1979,,2.84,,,\n1980,,2.72,,,\n1981,,,28.53,,\n1982,,2.71,,,\n1983,39.04,,,,\n1984,41.72,,,,\n1985,37.96,,,,\n1986,,,31.62,,\n1987,,2.33,,,\n1988,,,,40.05,\n1989,48.08,,,,\n1990,,,,61.03,\n1991,,,,,7.33\n1992,17.1,,,,\n1993,,,18.72,,\n1994,,,,19.49,\n1995,,,,21.13,\n1996,6.01,,,,\n1997,9.56,2.57,19.0,25.02,6.02\n1998,,,,22.72,\n1999,10.94,,,,\n2000,,,,45.67,\n2001,,,,,5.13\n2002,,2.63,,,\n2003,,,,84.33,\n2004,,2.67,,,\n2005,,,,,6.83\n2006,,,,91.21,\n2007,,,,81.13,\n2008,,,,,4.71\n2009,,,42.14,,\n2010,,,,,4.8\n2011,,,,,13.12\n2012,,2.26,,,\n2013,30.46,,,,\n2014,,,,54.04,\n2015,,2.36,,,\n2016,16.46,,,,\n2017,,2.41,,,\n2018,,,,19.24,\n2019,,2.77,,,\n2020,,,14.26,,\n2021,19.31,,,,\n2022,,,,20.56,\n2023,,,28.94,,\n2024,,2.6,,,\n2025,39.2,,,,\n2026,,,79.7,,\n2027,,,,,8.65\n2028,,,,93.31,\n2029,,,,,13.32\n2030,,,58.54,,\n2031,,,,,4.47\n2032,36.9,,,,\n2033,,1.8,,,\n2034,,,,,6.49\n2035,,,,18.62,\n2036,25.89,,,,\n2037,18.53,,,,\n2038,,1.87,,,\n2039,,1.92,,,\n2040,,,,19.02,\n2041,,1.86,,,\n2042,,2.09,,,\n2043,,,,29.55,\n2044,,,,,5.5\n2045,,,,34.73,\n2046,,,43.31,,\n2047,,,37.47,,\n2048,33.34,,,,\n2049,29.38,,,,\n2050,,,40.97,,\n2051,,,,,4.24\n2052,,2.33,,,\n2053,19.83,,,,\n2054,,2.38,,,\n2055,,2.01,,,\n2056,37.04,,,,\n2057,,,,,6.38\n2058,,,,16.08,\n2059,,,,14.17,\n2060,,,,15.72,\n2061,,2.1,,,\n2062,,,,,5.24\n2063,,2.3,,,\n2064,,,,,5.18\n2065,,,12.71,,\n2066,,,15.57,,\n2067,,,,28.7,\n2068,,,,,5.5\n2069,,,36.86,,\n2070,,,36.8,,\n2071,29.28,,,,\n2072,32.66,,,,\n2073,31.73,,,,\n2074,25.36,,,,\n2075,26.02,,,,\n2076,,,,18.51,\n2077,24.05,,,,\n2078,38.06,,,,\n2079,,,,,8.16\n2080,,,,,9.55\n2081,,,15.36,,\n2082,22.0,,,,\n2083,,,12.69,,\n2084,,2.43,,,\n2085,,,13.79,,\n2086,,,,,5.65\n2087,9.72,,,,\n2088,,,,49.89,\n2089,,2.35,,,\n2090,,2.29,,,\n2091,34.82,,,,\n2092,,,36.11,,\n2093,34.29,,,,\n2094,,,,,4.28\n2095,,,,,4.7\n2096,,,18.87,,\n2097,,,,19.17,\n2098,,,,,4.06\n2099,26.02,,,,\n2100,,,21.13,,\n2101,,,,32.51,\n2102,27.45,,,,\n2103,26.03,,,,\n2104,,2.79,,,\n2105,32.58,,,,\n2106,,,,26.59,\n2107,,3.03,,,\n2108,,,,,5.3\n2109,,,14.32,,\n2110,,,,,6.45\n2111,,2.69,,,\n2112,,,,30.42,\n2113,,2.77,,,\n2114,18.53,,,,\n2115,22.68,,,,\n2116,,,41.64,,\n2117,,,32.67,,\n2118,37.23,,,,\n2119,,,23.34,,\n2120,50.36,,,,\n2121,,2.73,,,\n2122,,,,19.85,\n2123,,,19.33,,\n2124,,,,26.84,\n2125,,,25.92,,\n2126,,,25.63,,\n2127,,3.14,,,\n2128,,,,,7.55\n2129,10.36,,,,\n2130,,3.02,,,\n2131,,,12.77,,\n2132,,,,,6.3\n2133,,,,19.82,\n2134,,,,20.83,\n2135,,,20.36,,\n2136,29.59,,,,\n2137,,,,39.96,\n2138,32.45,,,,\n2139,,2.69,,,\n2140,32.09,2.92,36.84,42.1,5.26\n2141,,,38.55,,\n2142,,,,35.74,\n2143,28.22,,,,\n2144,33.76,,,,\n2145,35.3,,,,\n2146,,2.57,,,\n2147,29.48,2.53,15.75,19.77,4.02\n2148,29.02,,,,\n2149,37.83,,,,\n2150,,,,,8.57\n2151,32.0,,,,\n2152,,,,26.99,\n2153,,,,25.51,\n2154,,,,,4.52\n2155,,2.51,,,\n2156,,,18.29,,\n2157,24.64,,,,\n2158,,,,,4.41\n2159,,,,,4.26\n2160,30.34,,,,\n2161,,,,126.91,\n2162,,,,,5.95\n2163,55.92,,,,\n2164,,,,,7.31\n2165,,3.72,,,\n2166,,,104.66,,\n2167,,,,,8.64\n2168,,,,99.33,\n2169,,,52.67,,\n2170,,,,,25.12\n2171,,2.83,,,\n2172,,2.74,,,\n2173,,,,96.33,\n2174,,,38.42,,\n2175,,,,,7.21\n2176,38.67,,,,\n2177,,,,,4.9\n2178,,,,,5.39\n2179,,2.72,,,\n2180,,,,,5.52\n2181,,,32.07,,\n2182,,,,38.63,\n2183,41.09,,,,\n2184,,3.32,,,\n2185,,,,,4.24\n2186,,,39.28,,\n2187,,,34.01,,\n2188,,,,27.97,\n2189,,,,,4.17\n2190,33.77,,,,\n2191,,,22.05,,\n2192,,1.68,,,\n2193,,,,,5.78\n2194,33.49,,,,\n2195,,,36.45,,\n2196,,1.59,,,\n2197,20.21,,,,\n2198,,,,22.72,\n2199,,,17.97,,\n2200,,1.1,,,\n2201,,1.17,,,\n2202,,1.32,,,\n2203,,1.38,,,\n2204,,1.7,,,\n2205,19.55,,,,\n2206,28.21,,,,\n2207,,,,,5.05\n2208,,,,78.99,\n2209,,,,99.32,\n2210,,,,159.86,\n2211,25.11,,,,\n2212,,,91.85,,\n2213,24.05,,,,\n2214,,2.66,,,\n2215,,,,,26.72\n2216,,,,130.13,\n2217,47.12,,,,\n2218,,,,,15.42\n2219,,,57.99,,\n2220,,,,17.51,\n2221,,1.78,,,\n2222,21.67,,,,\n2223,,,,16.95,\n2224,,,,15.8,\n2225,,,,,4.61\n2226,,,,,4.74\n2227,,2.12,,,\n2228,,,,40.48,\n2229,,,,,4.22\n2230,,,,,4.14\n2231,,2.25,,,\n2232,,1.98,,,\n2233,62.86,,,,\n2234,,1.32,,,\n2235,,,16.03,,\n2236,17.94,1.81,15.55,21.5,5.95\n2237,12.56,,,,\n2238,,,,19.91,\n2239,20.45,,,,\n2240,,1.66,,,\n2241,,1.7,,,\n2242,,1.78,,,\n2243,,1.94,,,\n2244,,1.93,,,\n2245,,,,33.79,\n2246,,,,28.13,\n2247,,,,,4.22\n2248,,,14.98,,\n2249,26.35,,,,\n2250,,,,17.6,\n2251,20.14,,,,\n2252,,2.62,,,\n2253,,,,25.75,\n2254,,,,53.77,\n2255,,,,,13.8\n2256,24.42,,,,\n2257,,,22.97,,\n2258,,,18.04,,\n2259,,2.78,,,\n2260,,,,22.11,\n2261,,,,,6.13\n2262,,,,,6.34\n2263,6.23,,,,\n2264,15.49,,,,\n2265,,,,,5.8\n2266,,,,,5.4\n2267,18.91,,,,\n2268,,3.01,,,\n2269,,,95.24,,\n2270,,3.41,,,\n2271,,3.03,,,\n2272,,,47.68,,\n2273,29.38,,,,\n2274,,,,48.91,\n2275,,2.85,,,\n2276,,2.78,,,\n2277,,,,,12.31\n2278,,,,,26.42\n2279,,,,,28.92\n2280,,2.6,,,\n2281,,,,34.35,\n2282,,,24.95,,\n2283,,,,,4.78\n2284,,,,,5.3\n2285,,,35.32,,\n2286,,,59.57,,\n2287,,,79.11,,\n2288,,,,278.36,\n2289,,,261.25,,\n2290,,,250.29,,\n2291,,3.88,,,\n2292,,,,267.69,\n2293,,2.71,,,\n2294,66.0,,,,\n2295,,,,,43.49\n2296,64.64,,,,\n2297,,,,,24.68\n2298,,,,145.19,\n2299,63.49,,,,\n2300,,,125.16,,\n2301,,1.97,,,\n2302,57.98,,,,\n2303,,1.96,,,\n2304,,2.19,,,\n2305,,,,,6.93\n2306,39.18,,,,\n2307,,3.42,,,\n2308,,,45.71,,\n2309,,1.8,,,\n2310,116.32,,,,\n2311,,2.25,,,\n2312,,,,13.52,\n2313,,2.32,,,\n2314,,,,11.29,\n2315,17.25,2.35,9.11,13.0,3.89\n2316,12.08,,,,\n2317,,,10.92,,\n2318,,,,17.63,\n2319,,,,,5.7\n2320,,2.1,,,\n2321,11.11,,,,\n2322,,2.23,,,\n2323,,2.46,,,\n2324,16.98,,,,\n2325,,,36.12,,\n2326,24.44,,,,\n2327,,,,59.88,\n2328,,,,36.3,\n2329,22.56,,,,\n2330,,2.59,,,\n2331,27.24,,,,\n2332,28.77,,,,\n2333,25.07,,,,\n2334,,,15.01,,\n2335,32.43,,,,\n2336,,,,,4.69\n2337,,,,,7.46\n2338,,2.03,,,\n2339,,2.32,,,\n2340,20.93,,,,\n2341,,2.24,,,\n2342,,,,21.34,\n2343,,,14.32,,\n2344,,,,20.55,\n2345,,,,,5.0\n2346,6.52,2.63,14.68,19.27,4.59\n2347,,,,22.26,\n2348,,,,24.5,\n2349,,,,,3.82\n2350,,,,,22.8\n2351,21.8,,,,\n2352,,,,81.17,\n2353,,2.83,,,\n2354,,,39.25,,\n2355,,,38.18,,\n2356,,,,,4.74\n2357,,,,20.17,\n2358,,,15.75,,\n2359,21.23,,,,\n2360,,,,,4.12\n2361,,,,,6.45\n2362,,,,28.77,\n2363,,2.75,,,\n2364,,,14.23,,\n2365,,,,,6.5\n2366,,,11.99,,\n2367,22.88,,,,\n2368,16.12,,,,\n2369,,,,,5.95\n2370,,,16.94,,\n2371,13.0,,,,\n2372,,,,,6.03\n2373,,,,60.19,\n2374,,,,67.02,\n2375,,2.9,,,\n2376,,,,36.81,\n2377,,,,33.7,\n2378,,2.54,,,\n2379,,,,,4.07\n2380,,,,22.39,\n2381,,,,18.49,\n2382,,,,23.53,\n2383,,,26.25,,\n2384,,,32.64,,\n2385,,,22.02,,\n2386,25.96,,,,\n2387,,,,21.27,\n2388,22.7,,,,\n2389,4.19,,,,\n2390,,,,23.11,\n2391,,,,42.99,\n2392,,,152.12,,\n2393,,,,,25.5\n2394,,,,,12.04\n2395,,6.0,,,\n2396,,,,,7.57\n2397,,,,,8.97\n2398,,,,,4.58\n2399,,,39.01,,\n2400,,,56.08,,\n2401,16.36,,,,\n2402,,,,,35.8\n2403,23.42,,,,\n2404,,,71.51,,\n2405,12.66,,,,\n2406,9.38,,,,\n2407,,,,,6.28\n2408,,4.17,,,\n2409,,,,17.99,\n2410,7.54,,,,\n2411,,,36.14,,\n2412,10.43,,,,\n2413,,,,,5.72\n2414,9.76,,,,\n2415,,,,,4.29\n2416,,,,,4.4\n2417,,,,28.01,\n2418,16.5,,,,\n2419,19.3,,,,\n2420,14.19,,,,\n2421,,,,,4.96\n2422,,3.61,,,\n2423,,,,,7.48\n2424,23.59,,,,\n2425,0.47,,,,\n2426,,,,26.49,\n2427,,3.23,,,\n2428,,,,,6.92\n2429,,,76.56,,\n2430,,,111.56,,\n2431,13.28,,,,\n2432,,,74.15,,\n2433,,,,,4.44\n2434,,,,,4.9\n2435,,,,44.33,\n2436,10.97,,,,\n2437,,,20.87,,\n2438,,,,,4.46\n2439,13.65,,,,\n2440,,3.53,,,\n2441,,,21.68,,\n2442,,3.65,,,\n2443,,,,26.18,\n2444,,,,,5.66\n2445,16.28,,,,\n2446,,,,29.83,\n2447,9.82,,,,\n2448,,,,,35.42\n2449,19.5,,,,\n2450,,,,271.81,\n2451,20.3,,,,\n2452,,4.66,,,\n2453,,4.34,,,\n2454,,,,,24.43\n2455,,,101.35,,\n2456,,,114.12,,\n2457,,,95.42,,\n2458,,4.07,,,\n2459,,,,,18.36\n2460,,,,62.12,\n2461,33.51,,,,\n2462,,,,19.43,\n2463,24.06,,,,\n2464,,,13.82,,\n2465,,,,19.42,\n2466,,,,,5.31\n2467,,,20.06,,\n2468,,3.93,,,\n2469,23.26,,,,\n2470,,,,48.43,\n2471,,,,,5.47\n2472,,,,62.41,\n2473,,,63.88,,\n2474,22.19,,,,\n2475,24.84,,,,\n2476,,,,49.91,\n2477,,4.45,,,\n2478,,,,,4.54\n2479,,,,53.71,\n2480,32.28,,,,\n2481,,3.77,,,\n2482,,,42.66,,\n2483,,,,48.13,\n2484,,,,34.42,\n2485,,,14.12,,\n2486,,,,,5.43\n2487,,,,,5.32\n2488,,,14.39,,\n2489,,4.33,,,\n2490,,,,,5.3\n2491,,,,32.8,\n2492,,4.6,,,\n2493,,4.54,,,\n2494,,,,,50.48\n2495,,,,,24.09\n2496,18.71,,,,\n2497,,3.99,,,\n2498,,,,74.22,\n2499,,,29.94,,\n2500,,,18.8,,\n2501,,,13.22,,\n2502,,,,,4.36\n2503,,,15.94,,\n2504,,3.36,,,\n2505,,,,50.11,\n2506,,,,47.06,\n2507,,,,35.25,\n2508,,,,,6.46\n2509,,,,21.78,\n2510,23.31,,,,\n2511,,,,22.85,\n2512,,3.32,,,\n2513,,,,,4.61\n2514,,,,23.85,\n2515,,,,22.08,\n2516,20.88,,,,\n2517,,,,,4.22\n2518,20.78,,,,\n2519,20.71,,,,\n2520,,3.04,,,\n2521,,,8.97,,\n2522,,2.84,,,\n2523,,,,12.11,\n2524,,,,,4.57\n2525,12.49,,,,\n2526,,,,,6.25\n2527,,2.53,,,\n2528,,,,22.51,\n2529,28.84,,,,\n2530,30.45,,,,\n2531,,2.61,,,\n2532,,,,,5.72\n2533,15.85,,,,\n2534,15.18,,,,\n2535,,,,62.55,\n2536,25.94,,,,\n2537,,,36.06,,\n2538,,,,32.55,\n2539,,3.65,,,\n2540,,,,,4.34\n2541,,,,,4.36\n2542,,,,15.28,\n2543,,3.52,,,\n2544,,,,40.79,\n2545,,,,32.86,\n2546,,2.81,,,\n2547,21.38,,,,\n2548,,4.07,,,\n2549,,,50.67,,\n2550,,3.75,,,\n2551,,,,,6.59\n2552,33.23,,,,\n2553,,,,,7.18\n2554,,,,,7.16\n2555,,,32.81,,\n2556,14.77,,,,\n2557,19.8,,,,\n2558,,,,22.26,\n2559,,3.28,,,\n2560,,3.71,,,\n2561,28.01,,,,\n2562,,,22.94,,\n2563,,3.85,,,\n2564,,4.23,,,\n2565,,,37.62,,\n2566,,,,34.54,\n2567,,,,,5.45\n2568,,,,,5.22\n2569,,,,,5.49\n2570,21.76,,,,\n2571,,,,,5.71\n2572,,3.5,,,\n2573,,,,,5.58\n2574,,3.45,,,\n2575,,,,23.14,\n2576,,,,22.46,\n2577,,3.91,,,\n2578,,3.76,,,\n2579,,,,47.09,\n2580,,,,59.23,\n2581,,,,46.41,\n2582,,3.44,,,\n2583,20.45,,,,\n2584,,,,26.7,\n2585,,,20.08,,\n2586,,2.94,,,\n2587,,,,25.87,\n2588,13.7,,,,\n2589,,2.75,,,\n2590,,,,21.41,\n2591,,2.75,,,\n2592,,2.68,,,\n2593,,,11.64,,\n2594,18.93,,,,\n2595,19.58,,,,\n2596,,2.66,,,\n2597,,,,,6.31\n2598,20.35,,,,\n2599,28.85,,,,\n2600,,3.26,,,\n2601,,,,58.75,\n2602,,,,40.95,\n2603,29.57,,,,\n2604,,,19.06,,\n2605,26.37,,,,\n2606,23.52,,,,\n2607,,,,19.51,\n2608,24.6,,,,\n2609,,,,37.2,\n2610,,,34.24,,\n2611,29.44,,,,\n2612,,3.35,,,\n2613,,3.52,,,\n2614,,3.4,,,\n2615,41.75,,,,\n2616,,,,,6.0\n2617,,,,,4.74\n2618,30.86,,,,\n2619,,,58.85,,\n2620,,,85.57,,\n2621,,,,,4.59\n2622,33.87,,,,\n2623,,,23.05,,\n2624,,,,,4.63\n2625,,,15.01,,\n2626,,,,43.37,\n2627,,,,,8.31\n2628,,,,,6.25\n2629,,4.1,,,\n2630,,3.88,,,\n2631,31.18,,,,\n2632,,,21.57,,\n2633,36.22,,,,\n2634,31.21,,,,\n2635,,,45.88,,\n2636,26.88,,,,\n2637,24.86,,,,\n2638,,4.18,,,\n2639,,,,56.7,\n2640,,4.34,,,\n2641,,,,69.51,\n2642,29.45,,,,\n2643,,4.85,,,\n2644,,,,31.94,\n2645,18.92,,,,\n2646,,,,,5.89\n2647,22.91,,,,\n2648,,4.11,,,\n2649,,,,,5.97\n2650,,,,,5.56\n2651,,,17.34,,\n2652,,,,21.86,\n2653,31.06,,,,\n2654,,,,,5.46\n2655,30.51,,,,\n2656,,4.0,,,\n2657,26.26,,,,\n2658,,,79.8,,\n2659,,,131.92,,\n2660,26.91,,,,\n2661,,,,81.56,\n2662,31.33,,,,\n2663,,,,42.44,\n2664,,4.4,,,\n2665,,4.23,,,\n2666,,,,,6.21\n2667,,,,21.17,\n2668,,3.76,,,\n2669,,,,59.41,\n2670,,,,,8.83\n2671,,,,,5.97\n2672,33.66,,,,\n2673,,,20.39,,\n2674,,,,23.16,\n2675,,,,24.74,\n2676,,3.99,,,\n2677,31.13,,,,\n2678,41.06,,,,\n2679,,,,,9.93\n2680,43.26,,,,\n2681,,,,,80.42\n2682,,,215.75,,\n2683,,,,,80.88\n2684,47.89,4.39,99.11,143.25,44.14\n2685,,,83.44,,\n2686,,,,,12.26\n2687,,3.55,,,\n2688,,3.66,,,\n2689,32.75,,,,\n2690,,,,72.85,\n2691,,,,,11.45\n2692,,,,,8.5\n2693,,3.18,,,\n2694,,,,,5.74\n2695,,,,23.78,\n2696,35.63,,,,\n2697,,,19.21,,\n2698,29.69,,,,\n2699,,,26.37,,\n2700,,,48.35,,\n2701,23.19,,,,\n2702,,3.39,,,\n2703,,3.28,,,\n2704,28.37,,,,\n2705,32.64,,,,\n2706,,,44.79,,\n2707,,,34.85,,\n2708,,,29.99,,\n2709,,,,,5.71\n2710,,,,,5.42\n2711,,,15.22,,\n2712,28.8,,,,\n2713,,3.62,,,\n2714,,,37.9,,\n2715,,,,37.48,\n2716,,,,,6.73\n2717,,,,,5.81\n2718,,,16.99,,\n2719,,3.6,,,\n2720,8.27,,,,\n2721,,,,25.61,\n2722,,,21.49,,\n2723,,3.82,,,\n2724,,3.95,,,\n2725,,,70.64,,\n2726,19.55,,,,\n2727,,,125.83,,\n2728,21.23,,,,\n2729,,,,,7.11\n2730,,3.65,,,\n2731,,,36.59,,\n2732,,,,,5.61\n2733,,,,25.27,\n2734,33.15,,,,\n2735,,,,,5.2\n2736,,,,25.81,\n2737,33.04,,,,\n2738,,,,,6.71\n2739,,,20.77,,\n2740,,,,,5.98\n2741,,,,18.94,\n2742,,,,16.58,\n2743,,,13.69,,\n2744,,,14.09,,\n2745,,,,,4.6\n2746,,,,25.31,\n2747,,,29.5,,\n2748,,2.85,,,\n2749,,,,,5.01\n2750,,3.11,,,\n2751,,,31.05,,\n2752,,2.96,,,\n2753,,3.51,,,\n2754,,3.4,,,\n2755,,3.33,,,\n2756,,3.34,,,\n2757,,,,17.73,\n2758,,3.07,,,\n2759,,,,26.85,\n2760,,,,46.58,\n2761,,3.27,,,\n2762,,,,47.07,\n2763,,3.33,,,\n2764,,,,,6.68\n2765,,3.19,,,\n2766,,,,,5.57\n2767,,,13.85,,\n2768,,,,20.48,\n2769,,,15.35,,\n2770,,,,27.32,\n2771,,3.59,,,\n2772,,,,,6.17\n2773,,,,,6.56\n2774,17.82,,,,\n2775,,,,,6.85\n2776,,,28.37,,\n2777,,,22.19,,\n2778,,4.25,,,\n2779,18.52,,,,\n2780,,,,,4.41\n2781,,,,,4.23\n2782,,,12.33,,\n2783,,4.12,,,\n2784,,,,36.44,\n2785,,,31.09,,\n2786,,,,30.66,\n2787,,,,,6.14\n2788,,,17.2,,\n2789,,,17.86,,\n2790,,3.62,,,\n2791,,,,21.59,\n2792,,3.92,,,\n2793,,,16.12,,\n2794,,3.47,,,\n2795,,3.52,,,\n2796,,3.66,,,\n2797,,,,,11.0\n2798,,,113.24,,\n2799,,,,142.34,\n2800,,,45.86,,\n2801,,,,47.8,\n2802,,4.05,,,\n2803,,,,28.75,\n2804,,3.87,,,\n2805,,,14.96,,\n2806,,,18.19,,\n2807,,,,,4.65\n2808,25.02,,,,\n2809,,,,,9.82\n2810,35.05,,,,\n2811,33.29,,,,\n2812,28.51,,,,\n2813,,,,,5.48\n2814,,4.03,,,\n2815,,,13.78,,\n2816,,,,18.98,\n2817,,,14.95,,\n2818,,,18.94,,\n2819,,3.98,,,\n2820,,,102.77,,\n2821,20.2,,,,\n2822,23.33,,,,\n2823,,,,98.82,\n2824,,,,44.21,\n2825,30.54,,,,\n2826,,3.42,,,\n2827,,,,,4.88\n2828,,,18.5,,\n2829,23.29,,,,\n2830,,3.11,,,\n2831,,3.1,,,\n2832,,,70.65,,\n2833,,,,56.53,\n2834,,,49.0,,\n2835,,,,,8.78\n2836,,3.42,,,\n2837,38.53,,,,\n2838,,,,29.14,\n2839,,,18.84,,\n2840,,3.88,,,\n2841,,4.0,,,\n2842,,,,21.09,\n2843,,,,34.77,\n2844,,,63.56,,\n2845,,4.45,,,\n2846,,5.36,,,\n2847,,5.88,,,\n2848,,,,53.25,\n2849,,,28.7,,\n2850,29.11,,,,\n2851,,3.94,,,\n2852,27.66,,,,\n2853,,,12.57,,\n2854,,3.59,,,\n2855,,,,,4.21\n2856,33.48,,,,\n2857,,,,,6.08\n2858,,,,,5.56\n2859,33.04,,,,\n2860,,,,,5.19\n2861,,,15.83,,\n2862,,4.13,,,\n2863,,,,,5.16\n2864,,,,,5.46\n2865,,,,,5.9\n2866,,,,53.33,\n2867,,4.21,,,\n2868,,4.11,,,\n2869,,3.9,,,\n2870,20.98,,,,\n2871,,,24.74,,\n2872,,,20.83,,\n2873,,,,,4.13\n2874,13.49,3.66,15.19,18.25,3.06\n2875,14.71,,,,\n2876,,3.7,,,\n2877,,,27.1,,\n2878,,,,,7.69\n2879,,3.83,,,\n2880,,,13.54,,\n2881,,,13.21,,\n2882,,,,,5.35\n2883,,,,19.56,\n2884,,4.06,,,\n2885,,,,,5.03\n2886,,,20.6,,\n2887,,,,32.2,\n2888,,,,45.64,\n2889,,,79.74,,\n2890,,4.52,,,\n2891,,,,,49.36\n2892,,,,,10.34\n2893,23.22,,,,\n2894,23.15,,,,\n2895,,,,29.81,\n2896,,,,24.09,\n2897,,,,19.7,\n2898,,,,20.74,\n2899,18.74,,,,\n2900,,3.65,,,\n2901,,4.38,,,\n2902,,,10.19,,\n2903,,,,16.12,\n2904,,,,,4.62\n2905,,,,,5.07\n2906,,,,33.28,\n2907,,,,,5.45\n2908,,,,,8.05\n2909,,,96.3,,\n2910,,,,,44.01\n2911,,4.18,,,\n2912,,,,56.61,\n2913,,,,,5.55\n2914,,3.7,,,\n2915,29.44,,,,\n2916,,,,,4.71\n2917,27.17,,,,\n2918,,,16.11,,\n2919,,3.62,,,\n2920,36.15,,,,\n2921,,,14.6,,\n2922,,4.31,,,\n2923,,,,17.44,\n2924,,,,38.77,\n2925,,2.83,,,\n2926,44.21,,,,\n2927,,2.95,,,\n2928,37.99,,,,\n2929,,3.45,,,\n2930,36.26,,,,\n2931,,,,,37.33\n2932,29.58,,,,\n2933,45.52,,,,\n2934,,,80.07,,\n2935,,5.13,,,\n2936,,,,55.68,\n2937,,,,59.7,\n2938,,,,66.47,\n2939,,,,,14.39\n2940,29.54,,,,\n2941,33.65,,,,\n2942,41.48,,,,\n2943,,,,78.67,\n2944,,4.36,,,\n2945,,4.29,,,\n2946,44.21,,,,\n2947,,,,42.93,\n2948,,,39.4,,\n2949,,,,68.53,\n2950,,,,,7.91\n2951,,5.19,,,\n2952,,5.2,,,\n2953,,5.11,,,\n2954,,,,53.74,\n2955,,5.39,,,\n2956,,,32.33,,\n2957,30.89,,,,\n2958,,,11.72,,\n2959,,4.75,,,\n2960,,4.66,,,\n2961,31.27,,,,\n2962,,,,,10.21\n2963,33.05,,,,\n2964,,4.54,,,\n2965,,4.52,,,\n2966,40.7,,,,\n2967,,,,,8.27\n2968,38.9,,,,\n2969,,,,,8.16\n2970,,,,,7.71\n2971,40.6,,,,\n2972,,,,42.41,\n2973,,,,,6.95\n2974,,,47.19,,\n2975,,,,,6.74\n2976,,,,,7.19\n2977,,,25.52,,\n2978,,5.62,,,\n2979,,,,,7.04\n2980,,,,,7.88\n2981,,,,,7.63\n2982,,5.35,,,\n2983,,5.34,,,\n2984,,,,,8.37\n2985,,,20.54,,\n2986,34.52,,,,\n2987,,,,38.47,\n2988,,,32.06,,\n2989,,,,,19.11\n2990,,,,,34.44\n2991,,,,,32.17\n2992,25.75,,,,\n2993,,,148.94,,\n2994,20.98,,,,\n2995,,,77.93,,\n2996,,,104.6,,\n2997,,,,157.81,\n2998,,,,110.6,\n2999,26.77,,,,\n3000,,,53.02,,\n3001,19.6,,,,\n3002,,,,39.97,\n3003,,5.08,,,\n3004,,5.05,,,\n3005,20.89,,,,\n3006,,5.43,,,\n3007,,,,,25.13\n3008,,,,,17.5\n3009,,,,94.31,\n3010,,,,,18.15\n3011,,,36.87,,\n3012,18.37,,,,\n3013,16.25,,,,\n3014,16.78,,,,\n3015,,,153.82,,\n3016,,,161.96,,\n3017,23.88,,,,\n3018,,,,158.85,\n3019,,,137.73,,\n3020,35.34,,,,\n3021,,,,,33.89\n3022,,,,221.59,\n3023,49.93,5.38,122.61,197.65,75.04\n3024,,,,,39.97\n3025,,,67.36,,\n3026,,,,62.84,\n3027,29.74,,,,\n3028,,,,,30.45\n3029,,,,,27.06\n3030,,,,71.79,\n3031,23.65,,,,\n3032,26.71,,,,\n3033,,,,,15.83\n3034,,,,47.02,\n3035,,,,,10.03\n3036,,,,40.73,\n3037,,6.13,,,\n3038,31.93,,,,\n3039,,,58.26,,\n3040,,,,130.23,\n3041,,5.58,,,\n3042,,,,236.95,\n3043,32.51,,,,\n3044,,,87.64,,\n3045,,5.62,,,\n3046,,,,,10.18\n3047,,,,,9.84\n3048,,,31.89,,\n3049,26.48,,,,\n3050,,,22.87,,\n3051,,,,,9.82\n3052,,,42.42,,\n3053,,,,,20.82\n3054,,4.4,,,\n3055,,,,,22.41\n3056,,,,,17.54\n3057,,4.3,,,\n3058,,,,,13.26\n3059,,4.58,,,\n3060,24.89,,,,\n3061,,,,36.63,\n3062,,4.51,,,\n3063,,4.38,,,\n3064,,,,,11.61\n3065,,5.07,,,\n3066,,,,,12.61\n3067,,,,61.72,\n3068,,,42.67,,\n3069,,5.01,,,\n3070,,,33.19,,\n3071,23.8,,,,\n3072,20.78,,,,\n3073,,,,21.42,\n3074,,,16.08,,\n3075,,,23.05,,\n3076,,5.09,,,\n3077,,,,,17.65\n3078,24.14,,,,\n3079,,,,,12.86\n3080,,,,,10.19\n3081,,,26.13,,\n3082,26.64,,,,\n3083,,,,34.67,\n3084,,3.67,,,\n3085,21.43,,,,\n3086,16.25,,,,\n3087,,,,178.56,\n3088,,,,,101.94\n3089,,,,,120.02\n3090,23.79,,,,\n3091,,,,,89.56\n3092,,,,,35.52\n3093,,4.2,,,\n3094,,,,,4.59\n3095,,5.04,,,\n3096,,,,,7.23\n3097,21.43,,,,\n3098,,,,41.04,\n3099,,,,,13.52\n3100,,5.22,,,\n3101,,,56.56,,\n3102,26.2,,,,\n3103,,,32.6,,\n3104,,,,,11.03\n3105,,,22.86,,\n3106,,5.65,,,\n3107,,5.59,,,\n3108,,,41.81,,\n3109,,5.53,,,\n3110,,,56.53,,\n3111,,,,,18.42\n3112,,,,,24.59\n3113,,,90.52,,\n3114,22.08,,,,\n3115,,,66.15,,\n3116,,,,64.21,\n3117,,4.94,,,\n3118,,,,78.77,\n3119,,,28.75,,\n3120,,,24.24,,\n3121,,,23.5,,\n3122,15.38,,,,\n3123,19.25,5.16,26.68,38.45,11.77\n3124,,,,,12.12\n3125,,,,,12.87\n3126,,5.23,,,\n3127,,5.1,,,\n3128,11.76,,,,\n3129,,,,,17.49\n3130,,5.37,,,\n3131,18.59,,,,\n3132,,5.26,,,\n3133,,5.13,,,\n3134,,,48.27,,\n3135,22.27,,,,\n3136,,,,,4.24\n3137,,,13.4,,\n3138,12.56,,,,\n3139,,,,,5.21\n3140,8.25,,,,\n3141,9.17,,,,\n3142,13.23,4.78,57.14,76.89,19.75\n3143,,4.99,,,\n3144,,,33.42,,\n3145,,,,,10.2\n3146,,4.92,,,\n3147,,,,39.89,\n3148,,,,53.06,\n3149,,,,,7.63\n3150,,,,,8.49\n3151,,,144.03,,\n3152,,,,301.92,\n3153,,,,332.64,\n3154,,,221.2,,\n3155,23.63,,,,\n3156,,,224.45,,\n3157,,,,469.24,\n3158,43.77,,,,\n3159,,,,,118.84\n3160,,,,255.07,\n3161,,,,,87.94\n3162,,3.92,,,\n3163,,,,,51.94\n3164,23.49,,,,\n3165,,,,266.97,\n3166,,,160.58,,\n3167,,3.78,,,\n3168,34.16,,,,\n3169,,,,,26.91\n3170,,4.18,,,\n3171,,,75.98,,\n3172,23.14,,,,\n3173,,,,80.79,\n3174,,3.82,,,\n3175,,,180.5,,\n3176,,,,630.1,\n3177,,,368.22,,\n3178,,,,714.72,\n3179,,4.95,,,\n3180,,,,,266.42\n3181,,4.72,,,\n3182,42.35,,,,\n3183,42.91,,,,\n3184,,4.64,,,\n3185,42.68,,,,\n3186,,4.95,,,\n3187,,,,241.5,\n3188,,5.45,,,\n3189,33.63,,,,\n3190,,,,333.12,\n3191,,4.8,,,\n3192,,,,226.62,\n3193,43.27,,,,\n3194,,,,114.29,\n3195,,,,,15.74\n3196,,5.27,,,\n3197,,,,,12.78\n3198,,,59.81,,\n3199,,,,104.99,\n3200,,,288.79,,\n3201,,5.81,,,\n3202,,5.99,,,\n3203,,,,,500.26\n3204,,,,563.17,\n3205,,5.53,,,\n3206,52.49,,,,\n3207,,,222.65,,\n3208,,,,384.91,\n3209,,,210.07,,\n3210,,,178.43,,\n3211,,,,270.99,\n3212,,,,311.51,\n3213,,,,293.81,\n3214,46.88,5.11,147.81,209.27,61.46\n3215,,,,,59.19\n3216,,,,190.18,\n3217,,,,,12.25\n3218,,,45.97,,\n3219,,,27.96,,\n3220,,,32.22,,\n3221,,,42.52,,\n3222,20.56,,,,\n3223,,,,351.83,\n3224,,,,661.08,\n3225,,,,782.29,\n3226,41.35,,,,\n3227,,6.47,,,\n3228,54.68,,,,\n3229,,,,,475.89\n3230,53.73,,,,\n3231,,,229.18,,\n3232,,,,423.41,\n3233,,,,,232.65\n3234,,,,434.91,\n3235,,,178.87,,\n3236,,,,346.43,\n3237,42.12,,,,\n3238,,,,322.18,\n3239,44.88,,,,\n3240,,4.69,,,\n3241,,5.22,,,\n3242,,,,,13.86\n3243,,,,,13.91\n3244,28.84,5.97,55.56,64.84,9.28\n3245,,,,65.93,\n3246,,,196.98,,\n3247,,6.11,,,\n3248,39.04,,,,\n3249,,,222.41,,\n3250,44.24,,,,\n3251,,,,,163.46\n3252,42.12,,,,\n3253,,,189.47,,\n3254,,4.48,,,\n3255,37.53,,,,\n3256,35.23,,,,\n3257,35.73,,,,\n3258,31.37,,,,\n3259,,,,508.22,\n3260,,,,,158.18\n3261,,,,,44.18\n3262,,4.14,,,\n3263,37.5,,,,\n3264,,4.27,,,\n3265,,,,,12.36\n3266,,,29.46,,\n3267,,,,37.29,\n3268,26.34,,,,\n3269,,,42.03,,\n3270,,,134.64,,\n3271,,,,371.66,\n3272,,,,,197.92\n3273,,5.49,,,\n3274,,5.25,,,\n3275,,,,428.86,\n3276,36.78,,,,\n3277,39.08,4.69,176.92,248.32,71.4\n3278,,,134.44,,\n3279,,4.56,,,\n3280,30.17,,,,\n3281,,,78.3,,\n3282,,4.95,,,\n3283,,,,,359.62\n3284,,,194.6,,\n3285,,4.93,,,\n3286,,,107.72,,\n3287,,4.74,,,\n3288,46.77,,,,\n3289,,,,,13.37\n3290,,,,52.62,\n3291,,,45.05,,\n3292,,,54.88,,\n3293,,,,,26.07\n3294,,,203.22,,\n3295,,,,,86.04\n3296,,,,212.63,\n3297,,,138.1,,\n3298,,,,154.01,\n3299,21.19,,,,\n3300,,,,,12.43\n3301,,4.35,,,\n3302,23.32,,,,\n3303,,3.49,,,\n3304,,,19.58,,\n3305,,,,31.09,\n3306,25.15,,,,\n3307,,,,,28.13\n3308,,3.54,,,\n3309,17.38,,,,\n3310,,,,59.54,\n3311,,,,,8.86\n3312,14.88,,,,\n3313,,3.73,,,\n3314,,,185.24,,\n3315,,,191.52,,\n3316,,,205.02,,\n3317,,4.02,,,\n3318,36.92,,,,\n3319,,3.49,,,\n3320,32.23,,,,\n3321,,,,38.22,\n3322,,,26.75,,\n3323,,,,,2.46\n3324,21.06,,,,\n3325,,,,,4.02\n3326,,,,,72.91\n3327,,,,157.6,\n3328,,,,109.54,\n3329,,3.51,,,\n3330,30.0,,,,\n3331,,,,61.83,\n3332,,,52.52,,\n3333,,3.66,,,\n3334,,4.08,,,\n3335,,,,55.06,\n3336,,,,,1.98\n3337,,,170.94,,\n3338,,5.66,,,\n3339,,,,489.52,\n3340,,5.01,,,\n3341,,,,85.15,\n3342,,,77.46,,\n3343,,,,111.03,\n3344,,4.7,,,\n3345,,,,,51.05\n3346,,,171.21,,\n3347,,,160.66,,\n3348,,,,,76.08\n3349,37.12,,,,\n3350,,,,,104.67\n3351,,4.5,,,\n3352,,,,341.16,\n3353,,,,253.54,\n3354,44.89,,,,\n3355,,,124.96,,\n3356,,,94.36,,\n3357,,4.53,,,\n3358,,4.4,,,\n3359,30.4,,,,\n3360,,4.27,,,\n3361,,,,289.18,\n3362,,4.53,,,\n3363,,4.25,,,\n3364,35.4,,,,\n3365,,4.53,,,\n3366,,,,71.13,\n3367,,,,41.75,\n3368,28.36,,,,\n3369,24.49,,,,\n3370,,,82.63,,\n3371,,,103.32,,\n3372,28.03,,,,\n3373,20.01,,,,\n3374,,,,98.64,\n3375,,3.78,,,\n3376,,,,61.05,\n3377,14.85,,,,\n3378,13.03,,,,\n3379,,4.24,,,\n3380,,,32.1,,\n3381,,3.37,,,\n3382,9.2,,,,\n3383,,,,,6.85\n3384,,3.41,,,\n3385,,,,200.55,\n3386,,3.3,,,\n3387,,,101.3,,\n3388,,3.98,,,\n3389,,,,,7.79\n3390,39.45,,,,\n3391,,,,128.4,\n3392,,,,,42.43\n3393,,,91.89,,\n3394,,,,,24.18\n3395,22.47,3.93,54.94,68.9,13.96\n3396,,,,51.54,\n3397,,4.12,,,\n3398,,,,38.67,\n3399,,,32.01,,\n3400,18.13,,,,\n3401,19.73,,,,\n3402,,,113.83,,\n3403,,,123.44,,\n3404,,,,90.06,\n3405,,,,,5.71\n3406,,,,,5.81\n3407,,,,,5.56\n3408,,,,65.16,\n3409,,,,,6.62\n3410,,,,153.98,\n3411,,,,150.97,\n3412,,,,,33.39\n3413,,,,,17.25\n3414,,,47.92,,\n3415,,2.13,,,\n3416,,,87.94,,\n3417,,,71.64,,\n3418,,,,,7.58\n3419,,,,,7.5\n3420,,,,256.97,\n3421,,,141.99,,\n3422,,,,,60.11\n3423,,,,,37.09\n3424,,,,96.84,\n3425,,,,,7.59\n3426,28.42,,,,\n3427,,,65.62,,\n3428,18.54,,,,\n3429,14.49,,,,\n3430,,,,80.29,\n3431,,2.06,,,\n3432,,,41.85,,\n3433,,,,,7.73\n3434,16.5,,,,\n3435,,,,,7.69\n3436,,,,,7.07\n3437,,2.01,,,\n3438,,2.15,,,\n3439,,,47.43,,\n3440,,,,,3.69\n3441,,,66.11,,\n3442,,,,,2.91\n3443,,,,77.48,\n3444,,,73.75,,\n3445,18.41,,,,\n3446,13.64,,,,\n3447,,2.11,,,\n3448,,,,,4.38\n3449,,,28.25,,\n3450,,,,,3.34\n3451,,2.15,,,\n3452,,,,20.13,\n3453,,,,,11.62\n3454,13.99,,,,\n3455,,2.21,,,\n3456,,,25.53,,\n3457,,,23.92,,\n3458,,2.2,,,\n3459,,,,39.3,\n3460,,,,52.52,\n3461,,,,,8.64\n3462,,,,46.95,\n3463,35.29,,,,\n3464,,2.83,,,\n3465,,,,,2.97\n3466,,,,,9.89\n3467,,,,365.04,\n3468,,4.31,,,\n3469,,,,,285.01\n3470,,,,497.05,\n3471,85.39,,,,\n3472,,3.67,,,\n3473,,,,,108.08\n3474,61.4,,,,\n3475,,,,,45.83\n3476,,,91.47,,\n3477,47.72,,,,\n3478,,,,102.81,\n3479,42.23,,,,\n3480,,,,,88.54\n3481,,,,,78.55\n3482,,3.32,,,\n3483,,,,83.36,\n3484,,,,,7.13\n3485,,3.4,,,\n3486,35.57,3.4,40.67,43.37,2.7\n3487,,,,,1.82\n3488,,3.65,,,\n3489,,4.54,,,\n3490,,,,,251.27\n3491,,,258.22,,\n3492,,,212.69,,\n3493,,,,244.78,\n3494,70.79,,,,\n3495,,,,,49.02\n3496,,,98.53,,\n3497,,,,75.41,\n3498,,,,36.78,\n3499,40.58,,,,\n3500,,2.89,,,\n3501,,,,62.51,\n3502,,,,,9.08\n3503,,,,,10.81\n3504,,,,,10.29\n3505,,,22.8,,\n3506,,,,23.12,\n3507,,,,,4.73\n3508,23.48,,,,\n3509,19.85,,,,\n3510,,,,42.1,\n3511,16.96,,,,\n3512,,,,,194.43\n3513,,,,468.51,\n3514,,,,443.96,\n3515,,,195.58,,\n3516,,,186.94,,\n3517,,,169.17,,\n3518,73.27,,,,\n3519,,,,250.67,\n3520,,,,,52.08\n3521,,,66.19,,\n3522,,2.54,,,\n3523,,2.74,,,\n3524,17.49,,,,\n3525,,,23.18,,\n3526,,,,,2.24\n3527,,3.06,,,\n3528,,,,,1.56\n3529,,,,11.14,\n3530,,,,15.43,\n3531,,,,18.48,\n3532,,,,,8.42\n3533,,2.9,,,\n3534,,,36.59,,\n3535,11.97,,,,\n3536,,,,,7.77\n3537,18.91,,,,\n3538,,,28.48,,\n3539,16.21,,,,\n3540,,,39.67,,\n3541,13.05,,,,\n3542,,,,177.37,\n3543,17.38,,,,\n3544,,,199.94,,\n3545,41.76,,,,\n3546,,,,,172.19\n3547,,,,300.77,\n3548,,,,,132.23\n3549,,,129.98,,\n3550,,,,,75.02\n3551,41.46,,,,\n3552,,,,109.73,\n3553,,2.82,,,\n3554,,,88.74,,\n3555,,,,,111.92\n3556,,,126.26,,\n3557,50.46,,,,\n3558,,,,106.69,\n3559,51.56,,,,\n3560,,,,,11.96\n3561,,,41.18,,\n3562,,,,32.5,\n3563,38.32,3.65,41.47,43.87,2.4\n3564,,,,217.12,\n3565,,5.74,,,\n3566,,,,641.89,\n3567,68.99,,,,\n3568,,,,414.96,\n3569,,,,390.86,\n3570,,4.46,,,\n3571,71.27,,,,\n3572,,,,262.18,\n3573,,,118.32,,\n3574,,3.65,,,\n3575,,,,154.35,\n3576,,,102.24,,\n3577,,3.63,,,\n3578,,,109.26,,\n3579,44.5,,,,\n3580,,,,128.29,\n3581,,,,,27.09\n3582,,,,58.93,\n3583,,,,,7.99\n3584,52.11,,,,\n3585,,,,24.95,\n3586,,,31.78,,\n3587,,4.04,,,\n3588,,4.32,,,\n3589,,4.48,,,\n3590,,,,379.36,\n3591,,4.91,,,\n3592,,,,439.68,\n3593,,5.33,,,\n3594,78.89,,,,\n3595,,,,,136.63\n3596,,4.2,,,\n3597,61.38,,,,\n3598,,,,,139.18\n3599,,,112.01,,\n3600,,,,,52.26\n3601,,,,153.78,\n3602,,,103.86,,\n3603,59.93,,,,\n3604,,,98.07,,\n3605,,,,,23.68\n3606,,3.76,,,\n3607,,,,,24.03\n3608,,,65.82,,\n3609,,,,34.82,\n3610,,,,,15.74\n3611,,3.62,,,\n3612,,,100.29,,\n3613,51.02,,,,\n3614,,,199.47,,\n3615,,,,,133.65\n3616,,,173.92,,\n3617,,,,286.64,\n3618,,4.51,,,\n3619,,,,,103.96\n3620,,,,,76.51\n3621,68.95,,,,\n3622,,,92.02,,\n3623,,3.88,,,\n3624,47.7,,,,\n3625,,3.9,,,\n3626,,,,413.55,\n3627,,4.17,,,\n3628,,,92.96,,\n3629,59.42,,,,\n3630,,3.57,,,\n3631,57.12,,,,\n3632,,3.59,,,\n3633,,,,,3.29\n3634,,,,,2.66\n3635,,,23.51,,\n3636,28.46,,,,\n3637,29.02,,,,\n3638,,,,54.8,\n3639,,3.21,,,\n3640,,,,,35.98\n3641,,3.54,,,\n3642,32.43,,,,\n3643,,,47.73,,\n3644,,,,47.47,\n3645,,,,55.45,\n3646,,,42.72,,\n3647,,,25.64,,\n3648,24.56,,,,\n3649,,,,,2.41\n3650,,,,22.96,\n3651,,,,,2.7\n3652,,,52.18,,\n3653,,,,,26.82\n3654,22.47,,,,\n3655,,,,102.06,\n3656,,,25.69,,\n3657,,3.27,,,\n3658,,,,62.81,\n3659,,,64.2,,\n3660,,,,130.42,\n3661,,,,56.49,\n3662,,,,,35.35\n3663,,,,68.06,\n3664,,,,67.32,\n3665,,,,45.12,\n3666,,,23.67,,\n3667,,,,27.38,\n3668,,,17.96,,\n3669,,,,,3.42\n3670,,4.42,,,\n3671,,4.57,,,\n3672,,,,,200.4\n3673,,4.51,,,\n3674,,,,338.99,\n3675,45.09,,,,\n3676,,3.48,,,\n3677,,,,188.7,\n3678,40.93,,,,\n3679,40.76,,,,\n3680,,,,120.12,\n3681,,,,185.21,\n3682,,,127.63,,\n3683,,,,218.59,\n3684,,,139.71,,\n3685,,,,135.01,\n3686,,3.04,,,\n3687,,,,53.52,\n3688,38.8,,,,\n3689,,,23.07,,\n3690,24.82,,,,\n3691,,3.19,,,\n3692,,,,214.2,\n3693,,,,479.87,\n3694,,,,453.53,\n3695,49.64,,,,\n3696,,,,,256.77\n3697,,,211.34,,\n3698,60.84,,,,\n3699,,3.16,,,\n3700,,3.49,,,\n3701,68.39,,,,\n3702,,,,232.04,\n3703,,,110.62,,\n3704,,,117.51,,\n3705,53.03,,,,\n3706,,,,302.74,\n3707,56.05,,,,\n3708,66.43,,,,\n3709,,,,,56.12\n3710,,,91.64,,\n3711,,,,,21.89\n3712,,,79.64,,\n3713,58.85,,,,\n3714,,2.9,,,\n3715,,,67.08,,\n3716,,3.71,,,\n3717,,4.7,,,\n3718,,,281.05,,\n3719,92.28,,,,\n3720,,,248.9,,\n3721,,,,515.27,\n3722,,,,,306.54\n3723,,,,,291.34\n3724,,5.14,,,\n3725,,,,431.55,\n3726,,3.81,,,\n3727,82.06,,,,\n3728,,,,193.51,\n3729,,,,,140.81\n3730,,,,,120.63\n3731,,3.58,,,\n3732,,,,,94.59\n3733,,,,,33.55\n3734,77.61,,,,\n3735,73.14,,,,\n3736,,,,102.78,\n3737,70.55,,,,\n3738,64.85,,,,\n3739,,3.69,,,\n3740,,3.7,,,\n3741,81.93,3.59,144.03,233.65,89.62\n3742,,,,251.32,\n3743,,3.9,,,\n3744,,,166.63,,\n3745,,,,315.49,\n3746,,3.2,,,\n3747,,,,,78.72\n3748,84.21,,,,\n3749,,,,,79.87\n3750,80.03,,,,\n3751,,,93.62,,\n3752,,3.54,,,\n3753,,,,284.73,\n3754,71.89,,,,\n3755,,3.09,,,\n3756,,,171.36,,\n3757,67.74,,,,\n3758,,,,,21.69\n3759,,,,33.69,\n3760,,,33.01,,\n3761,,,87.47,,\n3762,,,,,113.72\n3763,,4.85,,,\n3764,,,,204.19,\n3765,,4.21,,,\n3766,,,,,253.55\n3767,,,,,194.4\n3768,,5.47,,,\n3769,,,,166.94,\n3770,,,,258.37,\n3771,,,24.81,,\n3772,,,,,2.34\n3773,,,18.56,,\n3774,,,,,4.27\n3775,,,,501.73,\n3776,,5.33,,,\n3777,,6.35,,,\n3778,,,,,181.2\n3779,,4.1,,,\n3780,,4.04,,,\n3781,,,,81.43,\n3782,82.14,,,,\n3783,,,47.32,,\n3784,,,,60.2,\n3785,,,,107.12,\n3786,,,,349.95,\n3787,,5.41,,,\n3788,,,,449.49,\n3789,,5.68,,,\n3790,,,247.28,,\n3791,,,218.78,,\n3792,96.89,,,,\n3793,,,,,156.67\n3794,94.16,4.89,182.25,379.28,197.03\n3795,,,137.16,,\n3796,,,120.33,,\n3797,,4.22,,,\n3798,,,,,55.03\n3799,63.77,,,,\n3800,48.39,,,,\n3801,,4.67,,,\n3802,,,,,67.6\n3803,,3.16,,,\n3804,,,,69.8,\n3805,,,,48.5,\n3806,,,37.88,,\n3807,55.09,,,,\n3808,,,,57.19,\n3809,47.21,,,,\n3810,,,,,24.79\n3811,,2.97,,,\n3812,,,70.01,,\n3813,,2.92,,,\n3814,54.29,,,,\n3815,,,67.08,,\n3816,49.85,,,,\n3817,,,,204.73,\n3818,,,72.92,,\n3819,,3.14,,,\n3820,48.08,,,,\n3821,,,,70.7,\n3822,,,,,2.26\n3823,,,,,10.46\n3824,,3.04,,,\n3825,,2.96,,,\n3826,,,,,6.33\n3827,,,,,4.73\n3828,,2.98,,,\n3829,,,,,4.22\n3830,,,,,4.06\n3831,64.27,,,,\n3832,,3.11,,,\n3833,,,119.42,,\n3834,,,,342.67,\n3835,,,,392.51,\n3836,97.79,4.84,225.82,467.83,242.01\n3837,101.25,,,,\n3838,,,174.68,,\n3839,,,,341.3,\n3840,,,,299.74,\n3841,,4.08,,,\n3842,,,117.32,,\n3843,,,,197.7,\n3844,,,,200.62,\n3845,,,,155.33,\n3846,,,,150.29,\n3847,,3.33,,,\n3848,,,,,100.27\n3849,,,111.74,,\n3850,,3.18,,,\n3851,,3.05,,,\n3852,86.84,,,,\n3853,,,,21.51,\n3854,,,,24.44,\n3855,64.68,,,,\n3856,,2.71,,,\n3857,,,,,71.3\n3858,,4.03,,,\n3859,,,,633.87,\n3860,,,,529.83,\n3861,,,257.72,,\n3862,117.51,,,,\n3863,,,166.69,,\n3864,,,,,104.79\n3865,,,50.0,,\n3866,60.62,,,,\n3867,,,94.6,,\n3868,,,75.0,,\n3869,,3.01,,,\n3870,,,86.85,,\n3871,58.91,2.94,49.41,64.25,14.84\n3872,,,,,8.46\n3873,,,57.84,,\n3874,,,,165.99,\n3875,,,197.14,,\n3876,,,,546.24,\n3877,,4.63,,,\n3878,,,,,281.97\n3879,,,,,215.82\n3880,,,152.58,,\n3881,,,,,130.17\n3882,92.46,,,,\n3883,,,,,125.11\n3884,,,62.34,,\n3885,,2.96,,,\n3886,,,45.58,,\n3887,,,69.84,,\n3888,,,,,117.06\n3889,,,,,153.53\n3890,,,,165.99,\n3891,,,,,40.42\n3892,,,123.17,,\n3893,,,,168.66,\n3894,,,,220.04,\n3895,,,,240.02,\n3896,,,,,83.05\n3897,,,,124.65,\n3898,35.99,,,,\n3899,,,,,34.35\n3900,,,,,8.05\n3901,38.55,,,,\n3902,,,,102.52,\n3903,,,91.94,,\n3904,43.78,,,,\n3905,,,,,27.92\n3906,,2.91,,,\n3907,,,,,1.97\n3908,58.96,,,,\n3909,,,,,18.75\n3910,,,,,4.46\n3911,,2.58,,,\n3912,,,,,2.93\n3913,,,,26.11,\n3914,,,33.55,,\n3915,,,,,4.62\n3916,,,85.23,,\n3917,23.05,,,,\n3918,,3.03,,,\n3919,,,98.37,,\n3920,19.5,,,,\n3921,,,,,6.4\n3922,,,25.34,,\n3923,22.18,,,,\n3924,,,68.66,,\n3925,,,,205.46,\n3926,,,,337.16,\n3927,,,,,131.34\n3928,,,266.23,,\n3929,,,,524.27,\n3930,,3.47,,,\n3931,,,111.12,,\n3932,,3.49,,,\n3933,,,93.25,,\n3934,,,,341.48,\n3935,42.87,,,,\n3936,52.61,,,,\n3937,60.25,,,,\n3938,,,,,87.52\n3939,51.34,3.56,139.57,293.76,154.19\n3940,,,,322.53,\n3941,,3.27,,,\n3942,,,,191.2,\n3943,,,,75.51,\n3944,58.74,,,,\n3945,54.96,,,,\n3946,,,,41.38,\n3947,,2.59,,,\n3948,,,49.98,,\n3949,,,,67.18,\n3950,,,,56.62,\n3951,,,,,5.26\n3952,41.77,,,,\n3953,,,25.47,,\n3954,,,,,40.0\n3955,41.46,,,,\n3956,41.0,,,,\n3957,,,20.1,,\n3958,,2.91,,,\n3959,,,,,3.81\n3960,,2.8,,,\n3961,31.68,,,,\n3962,29.99,,,,\n3963,,2.84,,,\n3964,,2.76,,,\n3965,,,,,4.69\n3966,,,,,3.54\n3967,,,,19.84,\n3968,,2.68,,,\n3969,,,,,4.22\n3970,34.12,,,,\n3971,,,,,3.38\n3972,,2.85,,,\n3973,56.59,,,,\n3974,62.95,,,,\n3975,,,47.79,,\n3976,,,,,4.63\n3977,,,,,4.81\n3978,,,,30.89,\n3979,,,,30.95,\n3980,,,18.41,,\n3981,,2.59,,,\n3982,,2.66,,,\n3983,,,14.95,,\n3984,,2.52,,,\n3985,108.04,,,,\n3986,,,,,11.85\n3987,,,,,7.21\n3988,,,,55.79,\n3989,107.16,,,,\n3990,,2.77,,,\n3991,,,,,2.37\n3992,,,15.65,,\n3993,,,19.45,,\n3994,,,,,2.67\n3995,,,,,1.89\n3996,33.1,,,,\n3997,30.64,,,,\n3998,38.45,,,,\n3999,,3.5,,,\n4000,,,159.2,,\n4001,,4.55,,,\n4002,,,,248.0,\n4003,,,,,64.37\n4004,,,81.74,,\n4005,45.76,,,,\n4006,,,,117.43,\n4007,,,74.75,,\n4008,,3.31,,,\n4009,,,,222.01,\n4010,,,141.04,,\n4011,,,,,164.37\n4012,,3.61,,,\n4013,61.7,,,,\n4014,,,63.95,,\n4015,49.25,,,,\n4016,,,44.94,,\n4017,,,49.17,,\n4018,,3.31,,,\n4019,,,,,6.1\n4020,35.56,,,,\n4021,44.29,,,,\n4022,56.58,,,,\n4023,59.82,,,,\n4024,67.67,,,,\n4025,65.77,,,,\n4026,,,148.26,,\n4027,56.22,,,,\n4028,,3.43,,,\n4029,,,,150.84,\n4030,49.62,,,,\n4031,,,,,41.92\n4032,,,,,97.83\n4033,,,146.4,,\n4034,,,,,160.7\n4035,,,,225.65,\n4036,,,111.61,,\n4037,,3.08,,,\n4038,,,60.45,,\n4039,,,,44.44,\n4040,,3.1,,,\n4041,,3.37,,,\n4042,44.1,4.15,189.95,319.09,129.14\n4043,,,,654.79,\n4044,,,,,274.96\n4045,,4.96,,,\n4046,82.59,,,,\n4047,,,209.07,,\n4048,,,,,134.72\n4049,,,127.59,,\n4050,65.93,,,,\n4051,,3.55,,,\n4052,,3.68,,,\n4053,,,,,47.36\n4054,53.48,,,,\n4055,,,,241.24,\n4056,,,,384.02,\n4057,,,,,195.5\n4058,,2.52,,,\n4059,,,,,4.65\n4060,,,,,4.97\n4061,,2.24,,,\n4062,,2.18,,,\n4063,,,,47.87,\n4064,,2.12,,,\n4065,,2.05,,,\n4066,,,27.39,,\n4067,,2.31,,,\n4068,,,,,0.65\n4069,37.9,,,,\n4070,,,,10.23,\n4071,,,,8.15,\n4072,,,,,0.91\n4073,31.95,,,,\n4074,,2.56,,,\n4075,27.48,,,,\n4076,,,,20.71,\n4077,24.92,,,,\n4078,,2.67,,,\n4079,,,,,4.65\n4080,,2.47,,,\n4081,,2.53,,,\n4082,,,30.8,,\n4083,,,,,4.04\n4084,,2.6,,,\n4085,,,,34.06,\n4086,,2.5,,,\n4087,,,,69.25,\n4088,,,,94.43,\n4089,,,60.09,,\n4090,,,,78.59,\n4091,,,,103.25,\n4092,,,,53.99,\n4093,,,,,4.27\n4094,,,,,1.94\n4095,,,23.17,,\n4096,,,25.84,,\n4097,38.44,,,,\n4098,,2.99,,,\n4099,,,,,65.06\n4100,,,,166.22,\n4101,,3.67,,,\n4102,,,81.98,,\n4103,25.69,,,,\n4104,,,,,5.99\n4105,,2.98,,,\n4106,,,,,22.01\n4107,,,102.08,,\n4108,88.33,,,,\n4109,,3.23,,,\n4110,,,95.84,,\n4111,,,56.45,,\n4112,,3.26,,,\n4113,,2.84,,,\n4114,44.41,,,,\n4115,,2.23,,,\n4116,,,,31.47,\n4117,,2.4,,,\n4118,,,,,1.67\n4119,20.17,,,,\n4120,,,17.78,,\n4121,,,39.06,,\n4122,,,57.39,,\n4123,14.85,,,,\n4124,,,,84.49,\n4125,,,63.11,,\n4126,,,54.26,,\n4127,,2.82,,,\n4128,,,,31.02,\n4129,,,,29.7,\n4130,,,24.91,,\n4131,,,,29.13,\n4132,,2.92,,,\n4133,11.63,,,,\n4134,,,,178.28,\n4135,,3.48,,,\n4136,,,,305.96,\n4137,,,,,196.88\n4138,,3.88,,,\n4139,,,,,205.63\n4140,36.51,,,,\n4141,,,,281.87,\n4142,,3.51,,,\n4143,,,109.53,,\n4144,,,,167.33,\n4145,,,,,52.89\n4146,28.87,,,,\n4147,30.81,,,,\n4148,,,,301.64,\n4149,50.29,,,,\n4150,,,,215.04,\n4151,,,104.76,,\n4152,,,68.34,,\n4153,,2.92,,,\n4154,,3.01,,,\n4155,39.95,,,,\n4156,40.65,,,,\n4157,,,,,153.39\n4158,,,235.25,,\n4159,,,,,16.9\n4160,,3.17,,,\n4161,32.51,,,,\n4162,,,,548.69,\n4163,,4.65,,,\n4164,,,,,303.24\n4165,70.63,,,,\n4166,,,135.31,,\n4167,61.1,,,,\n4168,,,,247.15,\n4169,,,124.12,,\n4170,,,215.83,,\n4171,,,159.12,,\n4172,,3.77,,,\n4173,49.83,,,,\n4174,,3.04,,,\n4175,,2.57,,,\n4176,,2.58,,,\n4177,,,,54.0,\n4178,,,65.19,,\n4179,21.52,,,,\n4180,18.14,,,,\n4181,,,69.24,,\n4182,,,63.06,,\n4183,,,,,9.61\n4184,,,66.51,,\n4185,,3.27,,,\n4186,,3.2,,,\n4187,,3.08,,,\n4188,32.66,,,,\n4189,25.51,3.31,75.33,90.07,14.74\n4190,,,,,8.67\n4191,,,58.72,,\n4192,17.65,,,,\n4193,,,80.03,,\n4194,,2.66,,,\n4195,,,,80.03,\n4196,,,,,19.33\n4197,,2.9,,,\n4198,,2.72,,,\n4199,,2.58,,,\n4200,,,63.1,,\n4201,,2.77,,,\n4202,,2.76,,,\n4203,,,101.15,,\n4204,26.11,,,,\n4205,,3.64,,,\n4206,,3.71,,,\n4207,,,27.77,,\n4208,,,,44.2,\n4209,45.32,,,,\n4210,,,,,5.46\n4211,51.4,,,,\n4212,,,,44.84,\n4213,,,41.28,,\n4214,,2.21,,,\n4215,,,24.11,,\n4216,,2.78,,,\n4217,,,,,2.53\n4218,,,10.06,,\n4219,,,,12.16,\n4220,,,,,1.98\n4221,,,,12.96,\n4222,,,,17.7,\n4223,7.82,,,,\n4224,,,11.64,,\n4225,,,,,1.01\n4226,7.2,,,,\n4227,6.74,,,,\n4228,6.68,,,,\n4229,,,17.5,,\n4230,,3.1,,,\n4231,12.72,,,,\n4232,,,22.47,,\n4233,,,26.39,,\n4234,9.14,,,,\n4235,,,27.09,,\n4236,,,31.33,,\n4237,,,,30.08,\n4238,,,,32.66,\n4239,,,,27.41,\n4240,,,,19.74,\n4241,7.22,,,,\n4242,,,,,2.71\n4243,8.52,,,,\n4244,,,,20.27,\n4245,,2.5,,,\n4246,,,60.64,,\n4247,,,61.32,,\n4248,,2.63,,,\n4249,,,,,1.79\n4250,,,,,1.73\n4251,,,,27.54,\n4252,9.28,,,,\n4253,,,,,10.2\n4254,,,49.06,,\n4255,,,55.14,,\n4256,,,,,11.42\n4257,17.1,,,,\n4258,,3.17,,,\n4259,,,,47.27,\n4260,16.14,,,,\n4261,,,,,3.06\n4262,,3.09,,,\n4263,,,,,2.67\n4264,,,34.26,,\n4265,,,,52.29,\n4266,,,66.0,,\n4267,12.14,3.81,103.57,184.14,80.57\n4268,,,,,68.58\n4269,,4.46,,,\n4270,,,48.22,,\n4271,,,,,21.14\n4272,,,,,6.8\n4273,30.52,,,,\n4274,,,23.3,,\n4275,,,,,4.76\n4276,,4.25,,,\n4277,,4.82,,,\n4278,,,,,223.14\n4279,28.26,,,,\n4280,,,,,155.05\n4281,,,,398.49,\n4282,,,,,189.43\n4283,,,149.4,,\n4284,,,,211.93,\n4285,,4.47,,,\n4286,49.26,,,,\n4287,,,,,48.64\n4288,,,,,45.0\n4289,,,,141.35,\n4290,,,,,72.8\n4291,35.93,,,,\n4292,55.99,,,,\n4293,,,138.31,,\n4294,,,83.8,,\n4295,,3.93,,,\n4296,,3.91,,,\n4297,,,,,26.45\n4298,59.82,,,,\n4299,,,71.16,,\n4300,,,,,23.7\n4301,42.55,,,,\n4302,,3.68,,,\n4303,42.33,,,,\n4304,,3.55,,,\n4305,,,142.89,,\n4306,57.64,,,,\n4307,56.65,,,,\n4308,60.39,,,,\n4309,,,182.26,,\n4310,,,,,215.99\n4311,,4.19,,,\n4312,,3.49,,,\n4313,,,,345.32,\n4314,,,,,211.31\n4315,,,,542.02,\n4316,,5.01,,,\n4317,68.4,,,,\n4318,,,97.07,,\n4319,,,,,36.58\n4320,,,,,9.14\n4321,64.42,,,,\n4322,51.88,,,,\n4323,,,52.04,,\n4324,,,,,12.2\n4325,,,,,39.9\n4326,42.2,3.28,94.12,139.98,45.86\n4327,,,,229.5,\n4328,,,,,176.98\n4329,,4.27,,,\n4330,,3.76,,,\n4331,,,,199.9,\n4332,,3.94,,,\n4333,38.25,,,,\n4334,,3.26,,,\n4335,,3.42,,,\n4336,88.1,,,,\n4337,,,,81.26,\n4338,,,,,52.32\n4339,,,104.48,,\n4340,,,52.73,,\n4341,38.72,,,,\n4342,,,52.46,,\n4343,25.88,,,,\n4344,,,,54.87,\n4345,,,,55.27,\n4346,,2.74,,,\n4347,,,,,9.05\n4348,,,,150.99,\n4349,,3.43,,,\n4350,,,,,177.56\n4351,63.17,,,,\n4352,,,82.56,,\n4353,50.84,,,,\n4354,50.57,,,,\n4355,,,31.03,,\n4356,,2.64,,,\n4357,,,,46.48,\n4358,,,,,3.63\n4359,81.17,,,,\n4360,,,,23.14,\n4361,,,,33.26,\n4362,,,,,6.53\n4363,,,,,4.86\n4364,,,,38.77,\n4365,,,,,4.34\n4366,,,,,5.5\n4367,,,26.37,,\n4368,,2.45,,,\n4369,,,,39.31,\n4370,,2.36,,,\n4371,132.92,,,,\n4372,,,,21.79,\n4373,,,,26.25,\n4374,,,,,2.46\n4375,,2.23,,,\n4376,,,,18.06,\n4377,,2.27,,,\n4378,18.38,,,,\n4379,,2.56,,,\n4380,,,7.67,,\n4381,22.19,,,,\n4382,,2.54,,,\n4383,,,6.77,,\n4384,,,,,1.35\n4385,19.22,,,,\n4386,,,,12.2,\n4387,,,,,1.75\n4388,,,,,2.37\n4389,,,22.99,,\n4390,,,,,2.39\n4391,,,21.92,,\n4392,,2.72,,,\n4393,,2.82,,,\n4394,,3.07,,,\n4395,,,,,3.32\n4396,,,36.78,,\n4397,,,34.55,,\n4398,,3.16,,,\n4399,,,31.02,,\n4400,,,,37.25,\n4401,,,,32.06,\n4402,,2.78,,,\n4403,,,20.15,,\n4404,,3.25,,,\n4405,,,,,1.43\n4406,,,,15.86,\n4407,,,,,2.8\n4408,,,,,5.28\n4409,,,53.38,,\n4410,,,,56.31,\n4411,7.94,,,,\n4412,,,,,6.42\n4413,,3.32,,,\n4414,,,,,5.4\n4415,,,,29.48,\n4416,,,,,5.9\n4417,6.62,3.78,26.2,30.26,4.06\n4418,,,49.92,,\n4419,,4.45,,,\n4420,5.3,,,,\n4421,,,,,7.75\n4422,,,43.42,,\n4423,,,,,4.76\n4424,,,,,3.93\n4425,,,30.03,,\n4426,,,,,2.35\n4427,5.57,,,,\n4428,5.42,,,,\n4429,,,,,2.07\n4430,,,,,2.96\n4431,,,,68.26,\n4432,13.86,,,,\n4433,,,,144.67,\n4434,,,,110.33,\n4435,15.18,,,,\n4436,,,,,12.27\n4437,19.14,,,,\n4438,20.28,,,,\n4439,,,,,7.23\n4440,,3.25,,,\n4441,,,,,9.9\n4442,38.39,,,,\n4443,,,,,9.87\n4444,23.93,,,,\n4445,,,,,4.14\n4446,,,,44.32,\n4447,,3.19,,,\n4448,,,,26.26,\n4449,34.67,,,,\n4450,,,28.38,,\n4451,21.89,,,,\n4452,,,,22.33,\n4453,,,,,1.37\n4454,,,17.1,,\n4455,,,,18.05,\n4456,,,19.62,,\n4457,,,,,5.78\n4458,,,36.41,,\n4459,,,30.36,,\n4460,16.19,,,,\n4461,13.94,,,,\n4462,,,,37.47,\n4463,,,,,5.11\n4464,,,32.83,,\n4465,25.94,,,,\n4466,,,,,8.99\n4467,,,,,8.32\n4468,,,,,6.0\n4469,,,,37.59,\n4470,9.77,,,,\n4471,,,,28.48,\n4472,8.43,,,,\n4473,,,,,1.65\n4474,,,13.17,,\n4475,,2.4,,,\n4476,,,,15.13,\n4477,,2.57,,,\n4478,,,,,1.93\n4479,,,,,4.99\n4480,,,49.93,,\n4481,,,,,21.09\n4482,33.32,,,,\n4483,,,,72.74,\n4484,,,,125.3,\n4485,,,,,30.35\n4486,,,,,35.66\n4487,33.06,,,,\n4488,,,,,23.13\n4489,,,83.16,,\n4490,,,,,22.94\n4491,,,,232.06,\n4492,,,134.8,,\n4493,,,,,94.28\n4494,,2.09,,,\n4495,,,121.92,,\n4496,,,,,121.35\n4497,,,,334.54,\n4498,,,,,156.67\n4499,,,,452.37,\n4500,,,177.75,,\n4501,,2.56,,,\n4502,,,,53.17,\n4503,,,,,9.47\n4504,,1.9,,,\n4505,,,,,23.65\n4506,,,,,24.5\n4507,,,,,44.29\n4508,37.62,,,,\n4509,,,,189.25,\n4510,,,,137.0,\n4511,44.87,,,,\n4512,,,,,94.31\n4513,,,,175.03,\n4514,,2.43,,,\n4515,,,,,17.8\n4516,,,50.98,,\n4517,46.03,,,,\n4518,,,,,104.73\n4519,50.25,,,,\n4520,,,,,93.37\n4521,,,,,53.26\n4522,,,57.38,,\n4523,48.61,,,,\n4524,,,,117.25,\n4525,,,71.59,,\n4526,,,90.64,,\n4527,,,94.86,,\n4528,,2.57,,,\n4529,,,,141.28,\n4530,,,,,33.49\n4531,,2.5,,,\n4532,,,,,26.56\n4533,,,,,38.59\n4534,53.92,,,,\n4535,49.12,,,,\n4536,,,,,21.79\n4537,,,53.79,,\n4538,73.59,,,,\n4539,73.34,,,,\n4540,,1.48,,,\n4541,66.84,,,,\n4542,,1.53,,,\n4543,,,83.5,,\n4544,,,102.17,,\n4545,,,,,21.73\n4546,,,49.66,,\n4547,,,36.39,,\n4548,,,,,7.99\n4549,,1.31,,,\n4550,,,,46.8,\n4551,,1.43,,,\n4552,,,,,16.03\n4553,8.86,1.84,124.95,193.96,69.01\n4554,12.66,,,,\n4555,,2.15,,,\n4556,,,,223.9,\n4557,,,,,74.78\n4558,,,,176.81,\n4559,,,,106.32,\n4560,27.26,,,,\n4561,,2.72,,,\n4562,26.73,,,,\n4563,24.74,,,,\n4564,,2.34,,,\n4565,19.03,,,,\n4566,,,,,8.1\n4567,,,,71.17,\n4568,7.32,,,,\n4569,,,,,9.61\n4570,5.53,,,,\n4571,,,,46.21,\n4572,,,,,110.89\n4573,5.31,1.02,62.3,72.36,10.06\n4574,,,,,6.3\n4575,,,,,10.42\n4576,,,,108.11,\n4577,7.4,,,,\n4578,,,31.52,,\n4579,,,,,0.83\n4580,6.72,,,,\n4581,7.08,,,,\n4582,,,,,2.05\n4583,,,,,2.54\n4584,,,,,3.36\n4585,6.57,,,,\n4586,,,,,2.11\n4587,,1.56,,,\n4588,7.06,,,,\n4589,8.93,,,,\n4590,,,52.58,,\n4591,,1.52,,,\n4592,,,46.3,,\n4593,3.3,,,,\n4594,,1.67,,,\n4595,,,,,4.81\n4596,4.43,,,,\n4597,,,,198.31,\n4598,,,,,8.83\n4599,6.93,,,,\n4600,,1.57,,,\n4601,3.74,1.62,27.64,33.14,5.5\n4602,2.71,,,,\n4603,,,,37.65,\n4604,1.33,,,,\n4605,,1.59,,,\n4606,,,,22.87,\n4607,,,16.61,,\n4608,,,,,2.98\n4609,,,,,1.11\n4610,,,15.7,,\n4611,,,30.71,,\n4612,,,31.21,,\n4613,,,30.69,,\n4614,,,,,9.84\n4615,,,,,5.34\n4616,,1.65,,,\n4617,,,,,7.08\n4618,1.0,,,,\n4619,,,,53.79,\n4620,,,60.53,,\n4621,,,,,56.08\n4622,9.96,,,,\n4623,9.42,,,,\n4624,7.02,,,,\n4625,23.81,,,,\n4626,,,,100.88,\n4627,,,,89.37,\n4628,,2.27,,,\n4629,,,,,9.94\n4630,,2.29,,,\n4631,9.44,,,,\n4632,7.28,,,,\n4633,,,30.99,,\n4634,,,41.22,,\n4635,,,,,36.58\n4636,,,83.71,,\n4637,,,103.82,,\n4638,8.29,,,,\n4639,,2.75,,,\n4640,,,82.3,,\n4641,,,68.61,,\n4642,3.21,,,,\n4643,,2.53,,,\n4644,,,,,69.04\n4645,,2.84,,,\n4646,,,,297.24,\n4647,,,,,140.47\n4648,24.02,,,,\n4649,,,,213.07,\n4650,,,,,151.53\n4651,37.19,,,,\n4652,,,,,159.71\n4653,,,149.95,,\n4654,,4.2,,,\n4655,,,,128.64,\n4656,,,,172.93,\n4657,,,,195.95,\n4658,26.92,,,,\n4659,,,,,34.54\n4660,,,152.85,,\n4661,,,274.46,,\n4662,,,,,27.06\n4663,,,,65.51,\n4664,,4.98,,,\n4665,,,,134.16,\n4666,43.58,,,,\n4667,,6.13,,,\n4668,,,,,213.84\n4669,,,250.05,,\n4670,,5.77,,,\n4671,,6.21,,,\n4672,,,,540.43,\n4673,,,,431.88,\n4674,,5.68,,,\n4675,,,,,252.29\n4676,,,191.06,,\n4677,,4.3,,,\n4678,80.5,,,,\n4679,,,163.31,,\n4680,,5.02,,,\n4681,,,,556.24,\n4682,,,,,341.7\n4683,,,,449.87,\n4684,,,,222.52,\n4685,101.22,,,,\n4686,90.07,,,,\n4687,,,,,1.82\n4688,,,,48.62,\n4689,,,114.9,,\n4690,,,,315.49,\n4691,53.33,,,,\n4692,62.31,,,,\n4693,,4.64,,,\n4694,,,,491.45,\n4695,,,,,211.32\n4696,,,,272.91,\n4697,74.27,,,,\n4698,,,,188.58,\n4699,,,,,67.19\n4700,,2.49,,,\n4701,,3.34,,,\n4702,51.83,,,,\n4703,,,,,342.24\n4704,80.22,,,,\n4705,94.57,,,,\n4706,,,121.78,,\n4707,,,,142.72,\n4708,,3.61,,,\n4709,80.15,,,,\n4710,74.59,,,,\n4711,,4.03,,,\n4712,,4.4,,,\n4713,82.13,,,,\n4714,,,,749.36,\n4715,117.27,,,,\n4716,,,,420.84,\n4717,,,,466.38,\n4718,,,,288.41,\n4719,87.83,,,,\n4720,79.21,,,,\n"
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13.37,4.74,1\n1817,12.38,1.41,8.88,13.99,5.11,1\n1818,12.38,1.52,8.55,13.73,5.18,1\n1819,9.07,1.62,7.62,12.37,4.75,1\n1820,10.51,1.63,7.31,11.92,4.61,1\n1821,14.36,1.63,8.34,13.07,4.73,1\n1822,12.28,1.71,8.46,13.27,4.81,1\n1823,9.85,1.77,8.45,13.01,4.56,1\n1824,11.07,1.68,9.06,13.63,4.57,1\n1825,12.35,1.78,9.86,14.42,4.56,1\n1826,11.1,1.85,17.5,22.61,5.11,2\n1827,33.04,1.42,18.39,24.96,6.57,2\n1828,34.26,1.67,16.64,22.54,5.9,2\n1829,33.06,1.5,19.99,26.1,6.11,2\n1830,36.19,1.74,26.21,32.56,6.35,2\n1831,30.12,1.6,48.53,55.46,6.93,2\n1832,22.61,1.56,65.01,71.31,6.3,2\n1833,24.77,1.76,76.02,82.86,6.84,2\n1834,28.17,1.89,65.16,71.34,6.18,2\n1835,25.23,1.53,44.21,49.27,5.06,1\n1836,24.38,2.42,29.89,34.24,4.35,1\n1837,24.91,2.46,24.97,29.18,4.21,2\n1838,25.78,2.35,22.01,26.1,4.09,2\n1839,31.92,2.44,15.39,19.32,3.93,2\n1840,28.11,2.42,16.17,20.06,3.89,1\n1841,20.56,2.37,19.62,23.74,4.12,1\n1842,23.24,2.46,24.39,29.42,5.03,2\n1843,25.32,2.44,27.67,35.2,7.53,2\n1844,25.5,2.35,36.1,46.61,10.51,2\n1845,29.46,2.19,26.48,34.03,7.55,1\n1846,20.29,2.5,17.26,22.91,5.65,1\n1847,22.2,2.59,11.33,15.91,4.58,1\n1848,23.54,2.67,9.87,14.34,4.47,1\n1849,19.25,2.59,10.24,14.76,4.52,1\n1850,21.35,2.71,11.66,16.27,4.61,1\n1851,18.69,2.74,11.5,15.86,4.36,1\n1852,13.74,2.72,16.7,21.08,4.38,1\n1853,12.12,2.69,27.48,32.1,4.62,1\n1854,11.03,2.77,49.24,54.23,4.99,1\n1855,11.3,2.74,42.86,46.99,4.13,2\n1856,26.19,2.94,32.92,36.65,3.73,2\n1857,29.77,2.69,25.47,28.88,3.41,2\n1858,34.57,2.87,33.67,37.38,3.71,2\n1859,42.9,2.36,79.29,89.1,9.81,2\n1860,41.47,2.17,78.89,88.99,10.1,2\n1861,34.3,2.26,43.57,48.44,4.87,2\n1862,31.98,2.18,32.58,37.76,5.18,2\n1863,33.78,2.24,40.36,47.9,7.54,2\n1864,36.06,2.17,45.36,56.33,10.97,2\n1865,32.39,2.34,57.26,72.47,15.21,2\n1866,32.93,2.2,45.51,58.53,13.02,2\n1867,33.56,2.38,26.23,34.34,8.11,2\n1868,29.3,2.63,22.39,28.75,6.36,2\n1869,33.44,2.37,27.67,34.98,7.31,2\n1870,34.38,2.21,33.61,41.7,8.09,2\n1871,33.38,2.55,28.32,34.98,6.66,2\n1872,31.47,2.7,18.06,23.71,5.65,2\n1873,34.06,2.58,14.24,19.55,5.31,2\n1874,28.45,2.62,15.46,20.85,5.39,1\n1875,23.02,2.45,18.25,23.54,5.29,2\n1876,26.14,2.51,27.06,32.26,5.2,2\n1877,27.39,2.39,21.95,26.49,4.54,2\n1878,32.85,2.36,30.12,34.28,4.16,2\n1879,29.41,2.27,33.92,38.11,4.19,2\n1880,25.96,2.19,38.75,43.16,4.41,2\n1881,29.7,2.23,25.7,29.63,3.93,2\n1882,31.93,2.17,22.76,27.29,4.53,2\n1883,26.54,2.15,19.19,23.78,4.59,2\n1884,31.09,2.33,28.8,33.59,4.79,2\n1885,35.2,2.2,12.55,18.36,5.81,2\n1886,33.05,2.24,15.3,21.03,5.73,2\n1887,31.25,2.19,13.14,18.39,5.25,2\n1888,29.75,2.4,16.72,22.03,5.31,2\n1889,32.84,2.85,23.06,28.33,5.27,2\n1890,34.21,2.75,23.68,28.73,5.05,2\n1891,29.25,3.09,18.89,23.45,4.56,2\n1892,30.04,2.68,15.92,21.03,5.11,2\n1893,27.07,2.79,15.32,19.71,4.39,1\n1894,19.81,2.52,20.1,24.37,4.27,1\n1895,16.39,2.41,20.86,24.93,4.07,1\n1896,17.69,2.33,21.18,25.64,4.46,1\n1897,21.32,2.32,23.55,28.19,4.64,1\n1898,18.41,2.4,19.29,23.9,4.61,1\n1899,13.09,2.51,26.13,30.15,4.02,1\n1900,16.09,2.44,30.09,34.46,4.37,1\n1901,15.0,2.47,20.51,24.81,4.3,1\n1902,20.87,2.47,12.97,16.02,3.05,2\n1903,26.9,2.37,13.54,17.9,4.36,2\n1904,26.42,2.39,14.32,18.75,4.43,2\n1905,27.32,2.4,12.34,16.71,4.37,1\n1906,23.0,2.41,17.57,22.54,4.97,1\n1907,16.33,2.32,16.06,21.14,5.08,1\n1908,18.6,2.41,15.61,21.28,5.67,1\n1909,16.67,2.32,14.27,19.65,5.38,1\n1910,11.67,2.43,13.69,19.66,5.97,1\n1911,8.52,2.46,14.82,20.55,5.73,1\n1912,11.06,2.46,16.73,22.98,6.25,1\n1913,10.8,2.48,19.16,25.06,5.9,1\n1914,15.89,2.62,17.49,23.49,6.0,1\n1915,16.31,2.4,18.37,24.14,5.77,1\n1916,11.99,2.6,23.2,28.65,5.45,1\n1917,16.73,2.63,22.95,28.01,5.06,1\n1918,22.38,2.57,28.23,33.69,5.46,2\n1919,34.99,2.54,34.71,39.5,4.79,2\n1920,39.39,2.52,48.5,56.91,8.41,2\n1921,27.46,2.48,22.85,27.34,4.49,1\n1922,20.0,2.22,13.41,16.88,3.47,2\n1923,25.27,2.47,13.25,17.04,3.79,1\n1924,23.59,2.33,15.79,19.51,3.72,1\n1925,20.16,2.55,18.54,22.96,4.42,1\n1926,21.98,2.43,27.78,32.85,5.07,1\n1927,13.68,2.43,25.58,33.15,7.57,1\n1928,13.9,2.42,22.67,29.99,7.32,1\n1929,9.8,2.53,16.08,22.26,6.18,1\n1930,1.82,2.55,9.5,14.61,5.11,1\n1931,3.38,2.66,10.02,15.16,5.14,1\n1932,7.15,2.64,10.7,15.96,5.26,1\n1933,5.28,2.51,13.81,19.51,5.7,1\n1934,3.7,2.39,22.33,28.15,5.82,1\n1935,10.31,2.49,25.58,31.13,5.55,1\n1936,12.82,2.52,29.2,33.84,4.64,1\n1937,15.22,2.44,41.56,46.4,4.84,2\n1938,33.16,2.33,46.39,51.84,5.45,2\n1939,28.48,2.51,45.91,51.34,5.43,2\n1940,37.89,2.71,45.59,50.12,4.53,2\n1941,30.82,3.26,74.29,87.01,12.72,2\n1942,29.43,2.9,95.15,132.53,37.38,2\n1943,25.51,2.83,54.46,60.29,5.83,2\n1944,33.58,2.81,36.08,40.3,4.22,2\n1945,39.86,3.06,55.17,65.73,10.56,2\n1946,32.64,2.86,45.27,57.05,11.78,2\n1947,28.5,3.21,53.1,73.08,19.98,2\n1948,20.81,3.18,53.81,75.33,21.52,1\n1949,14.6,3.26,35.86,48.22,12.36,1\n1950,14.62,3.05,14.59,20.84,6.25,1\n1951,11.23,2.99,15.46,21.8,6.34,1\n1952,12.2,3.11,22.92,30.3,7.38,1\n1953,17.11,3.08,22.23,29.2,6.97,1\n1954,13.28,3.11,18.16,24.26,6.1,1\n1955,16.52,3.1,12.5,17.35,4.85,1\n1956,16.67,3.11,13.86,18.78,4.92,1\n1957,15.37,3.17,16.35,21.39,5.04,1\n1958,20.99,3.32,22.21,27.2,4.99,1\n1959,19.68,3.26,30.12,34.52,4.4,2\n1960,23.83,3.52,52.46,56.93,4.47,2\n1961,27.43,3.38,81.61,89.3,7.69,2\n1962,34.29,3.29,62.22,69.12,6.9,2\n1963,34.09,3.57,66.82,75.34,8.52,2\n1964,29.24,2.91,42.35,46.95,4.6,2\n1965,30.39,4.03,72.19,78.99,6.8,2\n1966,26.99,2.56,59.12,64.28,5.16,2\n1967,43.22,3.12,67.24,84.81,17.57,2\n1968,41.4,2.56,53.03,68.69,15.66,3\n1969,50.81,2.68,60.11,86.54,26.43,2\n1970,45.67,2.73,75.88,111.49,35.61,1\n1971,24.44,2.73,25.28,32.31,7.03,2\n1972,29.78,2.8,16.68,22.26,5.58,2\n1973,26.4,2.7,15.16,20.5,5.34,1\n1974,23.31,2.87,12.73,17.74,5.01,1\n1975,19.21,2.95,14.96,19.82,4.86,2\n1976,25.16,3.02,15.58,20.45,4.87,1\n1977,24.92,2.88,18.85,23.81,4.96,1\n1978,23.28,2.99,26.44,30.92,4.48,2\n1979,23.47,2.84,61.33,66.05,4.72,2\n1980,36.91,2.72,41.97,46.48,4.51,2\n1981,49.17,2.76,28.53,32.87,4.34,2\n1982,41.09,2.71,29.16,33.47,4.31,2\n1983,39.04,2.2,29.17,33.22,4.05,2\n1984,41.72,2.22,32.81,37.06,4.25,2\n1985,37.96,2.24,31.82,36.09,4.27,2\n1986,33.74,2.12,31.62,35.95,4.33,2\n1987,40.4,2.33,31.74,36.13,4.39,2\n1988,43.79,2.58,36.65,40.05,3.4,2\n1989,48.08,2.24,38.95,47.79,8.84,2\n1990,34.97,2.5,48.4,61.03,12.63,1\n1991,21.59,2.26,24.14,31.47,7.33,1\n1992,17.1,2.38,21.36,28.26,6.9,1\n1993,12.06,2.76,18.72,24.9,6.18,1\n1994,8.46,2.71,14.05,19.49,5.44,1\n1995,6.15,2.59,15.34,21.13,5.79,1\n1996,6.01,2.63,14.14,19.69,5.55,1\n1997,9.56,2.57,19.0,25.02,6.02,1\n1998,7.0,2.64,17.23,22.72,5.49,1\n1999,10.94,2.47,27.96,34.08,6.12,1\n2000,10.69,2.5,40.07,45.67,5.6,2\n2001,20.28,2.41,53.91,59.04,5.13,2\n2002,20.99,2.63,65.47,70.77,5.3,2\n2003,28.17,2.73,73.66,84.33,10.67,2\n2004,26.49,2.67,71.89,81.67,9.78,2\n2005,28.21,2.51,61.0,67.83,6.83,2\n2006,30.67,2.59,81.85,91.21,9.36,2\n2007,28.54,2.73,72.75,81.13,8.38,2\n2008,31.38,2.4,45.89,50.6,4.71,2\n2009,30.4,2.54,42.14,46.78,4.64,2\n2010,28.0,2.27,43.39,48.19,4.8,2\n2011,31.57,2.31,57.07,70.19,13.12,2\n2012,40.93,2.26,57.42,76.75,19.33,2\n2013,30.46,2.34,40.79,52.58,11.79,1\n2014,24.5,2.25,42.3,54.04,11.74,1\n2015,22.89,2.36,41.2,52.29,11.09,1\n2016,16.46,2.33,26.89,34.65,7.76,1\n2017,20.97,2.41,18.97,24.65,5.68,2\n2018,31.47,2.54,14.2,19.24,5.04,1\n2019,22.89,2.77,13.77,18.94,5.17,1\n2020,16.02,2.45,14.26,19.81,5.55,1\n2021,19.31,2.39,15.1,20.36,5.26,2\n2022,28.35,2.47,15.4,20.56,5.16,2\n2023,27.15,2.68,28.94,35.65,6.71,2\n2024,36.68,2.6,39.49,45.66,6.17,2\n2025,39.2,2.6,56.5,62.69,6.19,2\n2026,41.36,2.72,79.7,88.49,8.79,2\n2027,48.83,2.59,70.55,79.2,8.65,2\n2028,49.94,2.63,84.06,93.31,9.25,2\n2029,48.46,2.17,94.01,107.33,13.32,3\n2030,50.96,1.81,58.54,64.98,6.44,2\n2031,47.11,2.05,29.99,34.46,4.47,2\n2032,36.9,1.84,25.61,31.1,5.49,2\n2033,43.09,1.8,20.75,26.91,6.16,2\n2034,31.06,1.84,19.63,26.12,6.49,2\n2035,25.62,1.58,12.64,18.62,5.98,2\n2036,25.89,1.68,10.27,16.27,6.0,1\n2037,18.53,1.91,8.2,13.82,5.62,1\n2038,20.25,1.87,8.7,14.2,5.5,1\n2039,15.09,1.92,8.31,13.77,5.46,1\n2040,12.72,2.04,12.92,19.02,6.1,1\n2041,21.12,1.86,14.48,20.89,6.41,2\n2042,30.5,2.09,19.7,26.48,6.78,1\n2043,23.09,2.49,23.22,29.55,6.33,1\n2044,16.22,2.47,28.14,33.64,5.5,1\n2045,13.51,2.41,29.53,34.73,5.2,1\n2046,23.18,2.3,43.31,49.13,5.82,2\n2047,33.55,2.09,37.47,42.87,5.4,2\n2048,33.34,1.97,36.06,41.0,4.94,2\n2049,29.38,2.14,49.46,54.18,4.72,2\n2050,35.88,2.13,40.97,45.58,4.61,2\n2051,25.9,2.22,24.02,28.26,4.24,1\n2052,18.13,2.33,12.98,17.1,4.12,1\n2053,19.83,2.15,11.88,15.96,4.08,1\n2054,15.79,2.38,12.44,15.41,2.97,1\n2055,17.8,2.01,15.34,19.96,4.62,2\n2056,37.04,2.11,21.49,28.09,6.6,2\n2057,34.83,2.09,17.97,24.35,6.38,2\n2058,26.89,1.95,11.08,16.08,5.0,1\n2059,19.95,2.01,8.85,14.17,5.32,1\n2060,14.07,2.28,10.33,15.72,5.39,1\n2061,9.85,2.1,8.93,13.96,5.03,1\n2062,6.9,2.21,9.45,14.69,5.24,1\n2063,10.38,2.3,9.9,14.98,5.08,1\n2064,8.31,2.14,10.77,15.95,5.18,1\n2065,13.1,2.37,12.71,17.73,5.02,1\n2066,10.36,2.41,15.57,20.77,5.2,1\n2067,18.07,2.35,23.84,28.7,4.86,2\n2068,25.36,2.28,41.68,47.18,5.5,1\n2069,22.71,2.33,36.86,41.53,4.67,1\n2070,17.34,2.14,36.8,41.56,4.76,2\n2071,29.28,2.14,40.14,45.09,4.95,2\n2072,32.66,2.31,31.57,35.82,4.25,2\n2073,31.73,2.08,29.61,33.81,4.2,2\n2074,25.36,2.07,20.19,24.33,4.14,2\n2075,26.02,2.05,14.54,18.69,4.15,1\n2076,24.03,1.98,14.42,18.51,4.09,1\n2077,24.05,2.07,13.58,16.52,2.94,2\n2078,38.06,1.9,19.14,24.19,5.05,2\n2079,42.46,2.09,31.28,39.44,8.16,2\n2080,39.34,2.03,31.69,41.24,9.55,1\n2081,21.13,2.14,15.36,21.81,6.45,1\n2082,22.0,2.27,14.21,20.19,5.98,1\n2083,19.11,2.3,12.69,18.42,5.73,1\n2084,15.39,2.43,14.0,20.16,6.16,1\n2085,11.24,2.6,13.79,19.58,5.79,1\n2086,11.39,2.56,14.89,20.54,5.65,1\n2087,9.72,2.5,24.26,31.35,7.09,1\n2088,13.45,2.4,40.92,49.89,8.97,1\n2089,24.27,2.35,44.83,51.58,6.75,1\n2090,21.28,2.29,34.93,39.78,4.85,2\n2091,34.82,2.26,46.59,51.45,4.86,2\n2092,34.08,2.19,36.11,40.58,4.47,2\n2093,34.29,2.25,24.66,28.98,4.32,2\n2094,34.54,2.46,25.54,29.82,4.28,2\n2095,34.17,2.24,27.35,32.05,4.7,2\n2096,37.6,2.33,18.87,23.33,4.46,2\n2097,37.38,2.3,14.7,19.17,4.47,2\n2098,33.34,2.54,15.42,19.48,4.06,2\n2099,26.02,2.28,15.95,19.45,3.5,2\n2100,31.36,2.4,21.13,26.42,5.29,2\n2101,37.7,2.42,24.9,32.51,7.61,2\n2102,27.45,2.69,35.7,47.6,11.9,2\n2103,26.03,2.67,26.74,36.19,9.45,1\n2104,24.7,2.79,21.73,29.46,7.73,2\n2105,32.58,3.04,24.88,33.1,8.22,1\n2106,23.59,3.21,19.78,26.59,6.81,1\n2107,24.67,3.03,15.75,22.09,6.34,1\n2108,17.7,2.71,12.46,17.76,5.3,1\n2109,12.39,2.74,14.32,19.83,5.51,1\n2110,13.1,2.81,19.92,26.37,6.45,1\n2111,11.58,2.69,19.79,25.63,5.84,1\n2112,19.79,2.8,24.91,30.42,5.51,2\n2113,16.3,2.77,51.73,59.54,7.81,2\n2114,18.53,2.83,52.62,57.87,5.25,2\n2115,22.68,2.87,63.97,68.86,4.89,2\n2116,41.66,3.47,41.64,46.3,4.66,2\n2117,35.47,3.23,32.67,36.93,4.26,2\n2118,37.23,2.68,25.78,30.16,4.38,2\n2119,48.58,2.71,23.34,28.05,4.71,3\n2120,50.36,2.73,26.18,30.9,4.72,2\n2121,40.28,2.73,12.88,17.49,4.61,2\n2122,43.76,2.73,15.17,19.85,4.68,2\n2123,32.21,3.29,19.33,23.03,3.7,2\n2124,32.88,2.59,21.34,26.84,5.5,2\n2125,34.57,2.76,25.92,34.07,8.15,2\n2126,29.81,2.85,25.63,34.39,8.76,1\n2127,21.13,3.14,21.47,29.44,7.97,1\n2128,14.79,3.19,18.27,25.82,7.55,1\n2129,10.36,3.07,15.18,22.23,7.05,1\n2130,7.25,3.02,14.59,21.22,6.63,1\n2131,16.95,2.8,12.77,19.27,6.5,1\n2132,16.38,2.89,13.24,19.54,6.3,1\n2133,15.66,2.68,13.47,19.82,6.35,1\n2134,13.87,3.03,14.5,20.83,6.33,1\n2135,19.02,2.72,20.36,27.2,6.84,2\n2136,29.59,2.87,23.54,30.2,6.66,2\n2137,34.26,2.77,33.78,39.96,6.18,2\n2138,32.45,2.67,42.01,48.01,6.0,2\n2139,34.47,2.69,36.34,41.93,5.59,2\n2140,32.09,2.92,36.84,42.1,5.26,2\n2141,41.14,2.93,38.55,44.09,5.54,2\n2142,29.89,2.45,31.56,35.74,4.18,2\n2143,28.22,2.37,27.87,31.9,4.03,2\n2144,33.76,2.43,28.65,32.7,4.05,2\n2145,35.3,2.5,22.17,26.2,4.03,2\n2146,40.52,2.57,14.98,18.99,4.01,2\n2147,29.48,2.53,15.75,19.77,4.02,2\n2148,29.02,2.4,20.41,25.17,4.76,2\n2149,37.83,2.57,39.95,50.4,10.45,2\n2150,36.71,2.43,28.52,37.09,8.57,2\n2151,32.0,2.38,23.78,31.51,7.73,1\n2152,23.27,2.54,20.9,26.99,6.09,1\n2153,18.31,2.34,20.09,25.51,5.42,2\n2154,26.51,2.86,16.47,20.99,4.52,2\n2155,26.05,2.51,17.34,21.79,4.45,1\n2156,18.55,2.55,18.29,22.87,4.58,1\n2157,24.64,2.8,23.6,28.48,4.88,1\n2158,18.0,2.57,25.79,30.2,4.41,2\n2159,26.14,2.8,31.43,35.69,4.26,2\n2160,30.34,3.24,41.12,44.82,3.7,3\n2161,33.89,3.15,118.65,126.91,8.26,3\n2162,43.74,3.34,108.06,114.01,5.95,3\n2163,55.92,3.32,75.1,81.21,6.11,3\n2164,50.15,3.4,73.67,80.98,7.31,2\n2165,37.72,3.72,72.25,77.31,5.06,3\n2166,45.08,3.7,104.66,122.84,18.18,2\n2167,37.41,3.16,81.58,90.22,8.64,2\n2168,32.21,3.28,88.55,99.33,10.78,2\n2169,28.15,3.08,52.67,58.09,5.42,2\n2170,29.95,3.0,89.45,114.57,25.12,2\n2171,28.46,2.83,78.5,104.4,25.9,2\n2172,37.7,2.74,60.31,78.77,18.46,2\n2173,35.72,2.66,72.43,96.33,23.9,2\n2174,28.57,2.49,38.42,47.95,9.53,2\n2175,27.1,2.71,28.59,35.8,7.21,2\n2176,38.67,2.56,15.84,21.23,5.39,2\n2177,36.77,2.71,12.41,17.31,4.9,2\n2178,32.43,2.58,21.19,26.58,5.39,1\n2179,23.78,2.72,27.98,33.35,5.37,2\n2180,28.1,2.65,30.54,36.06,5.52,2\n2181,36.05,2.83,32.07,37.67,5.6,2\n2182,29.25,2.84,33.74,38.63,4.89,2\n2183,41.09,3.25,38.94,43.23,4.29,2\n2184,46.65,3.32,38.4,42.63,4.23,3\n2185,51.24,3.46,40.17,44.41,4.24,2\n2186,40.33,3.25,39.28,43.66,4.38,2\n2187,33.06,2.27,34.01,37.98,3.97,2\n2188,38.8,2.18,23.87,27.97,4.1,2\n2189,33.73,2.1,28.25,32.42,4.17,2\n2190,33.77,1.78,20.35,24.81,4.46,2\n2191,31.97,1.54,22.05,26.77,4.72,2\n2192,26.03,1.68,18.98,23.62,4.64,1\n2193,23.46,1.69,29.83,35.61,5.78,2\n2194,33.49,1.59,38.41,47.75,9.34,1\n2195,24.78,1.78,36.45,47.09,10.64,1\n2196,17.65,1.59,28.75,37.46,8.71,1\n2197,20.21,1.07,24.11,31.62,7.51,1\n2198,20.28,1.11,16.62,22.72,6.1,1\n2199,16.09,1.29,17.97,23.56,5.59,1\n2200,14.19,1.1,15.47,20.56,5.09,1\n2201,17.33,1.17,12.25,17.21,4.96,1\n2202,20.11,1.32,13.21,18.43,5.22,2\n2203,25.45,1.38,12.65,17.64,4.99,2\n2204,25.66,1.7,14.91,19.75,4.84,1\n2205,19.55,2.07,17.67,22.33,4.66,2\n2206,28.21,1.86,37.87,42.26,4.39,2\n2207,25.78,1.78,49.4,54.45,5.05,2\n2208,31.5,2.22,71.21,78.99,7.78,2\n2209,28.53,2.22,89.57,99.32,9.75,3\n2210,20.95,2.71,126.24,159.86,33.62,3\n2211,25.11,2.6,102.13,113.9,11.77,2\n2212,23.86,2.43,91.85,101.73,9.88,3\n2213,24.05,2.54,103.03,118.9,15.87,3\n2214,29.49,2.66,104.6,124.75,20.15,3\n2215,23.39,2.6,104.1,130.82,26.72,2\n2216,35.46,2.71,94.49,130.13,35.64,2\n2217,47.12,2.59,77.72,108.87,31.15,2\n2218,42.79,2.59,51.38,66.8,15.42,2\n2219,31.08,2.51,57.99,74.24,16.25,1\n2220,17.75,1.55,11.77,17.51,5.74,1\n2221,23.47,1.78,18.77,25.05,6.28,1\n2222,21.67,2.0,15.67,21.22,5.55,2\n2223,33.14,1.8,11.54,16.95,5.41,2\n2224,33.09,2.07,10.94,15.8,4.86,2\n2225,37.64,2.11,11.22,15.83,4.61,2\n2226,30.44,1.85,16.73,21.47,4.74,2\n2227,43.86,2.12,28.04,32.77,4.73,2\n2228,42.62,2.02,36.07,40.48,4.41,3\n2229,52.63,2.35,39.79,44.01,4.22,3\n2230,53.34,2.35,29.87,34.01,4.14,3\n2231,66.56,2.25,24.39,28.48,4.09,3\n2232,64.63,1.98,30.65,34.83,4.18,3\n2233,62.86,1.91,17.46,21.74,4.28,2\n2234,31.6,1.32,14.7,21.03,6.33,2\n2235,25.42,1.83,16.03,21.78,5.75,1\n2236,17.94,1.81,15.55,21.5,5.95,1\n2237,12.56,1.82,19.83,26.3,6.47,1\n2238,15.28,1.67,14.52,19.91,5.39,1\n2239,20.45,1.64,16.15,21.68,5.53,1\n2240,17.32,1.66,19.01,24.76,5.75,1\n2241,24.25,1.7,20.96,26.55,5.59,2\n2242,29.14,1.78,26.57,31.62,5.05,2\n2243,37.82,1.94,24.63,29.09,4.46,2\n2244,36.87,1.93,28.49,32.9,4.41,2\n2245,40.6,1.81,29.22,33.79,4.57,2\n2246,36.48,1.81,23.58,28.13,4.55,2\n2247,35.11,2.42,16.27,20.49,4.22,2\n2248,34.35,2.33,14.98,19.66,4.68,2\n2249,26.35,2.43,14.2,18.92,4.72,1\n2250,22.58,2.55,12.91,17.6,4.69,1\n2251,20.14,2.52,11.62,16.24,4.62,1\n2252,14.29,2.62,11.54,16.16,4.62,1\n2253,13.94,2.53,20.23,25.75,5.52,2\n2254,34.11,2.87,41.85,53.77,11.92,2\n2255,27.15,2.85,41.48,55.28,13.8,1\n2256,24.42,2.75,28.9,39.19,10.29,1\n2257,20.21,2.4,22.97,31.5,8.53,1\n2258,16.55,2.57,18.04,25.47,7.43,1\n2259,11.69,2.78,14.81,21.34,6.53,1\n2260,8.18,2.5,15.44,22.11,6.67,1\n2261,5.73,2.45,12.86,18.99,6.13,1\n2262,4.01,2.25,13.48,19.82,6.34,1\n2263,6.23,2.41,15.23,21.54,6.31,1\n2264,15.49,2.43,21.22,27.42,6.2,1\n2265,12.32,2.56,25.74,31.54,5.8,1\n2266,18.96,2.53,43.47,48.87,5.4,3\n2267,18.91,2.76,102.18,116.38,14.2,3\n2268,32.72,3.01,119.79,146.7,26.91,3\n2269,51.66,3.3,95.24,110.47,15.23,2\n2270,46.89,3.41,72.22,78.97,6.75,2\n2271,37.89,3.03,43.52,48.08,4.56,2\n2272,36.63,3.67,47.68,52.15,4.47,2\n2273,29.38,3.18,46.74,51.09,4.35,2\n2274,39.04,2.82,44.66,48.91,4.25,2\n2275,35.18,2.85,66.77,74.26,7.49,2\n2276,39.86,2.78,74.79,86.67,11.88,2\n2277,29.9,2.7,59.38,71.69,12.31,3\n2278,52.15,2.79,68.03,94.45,26.42,2\n2279,48.02,2.59,73.63,102.55,28.92,1\n2280,23.26,2.6,32.33,39.71,7.38,1\n2281,19.78,2.93,28.21,34.35,6.14,1\n2282,19.72,2.8,24.95,30.34,5.39,1\n2283,18.28,2.76,20.41,25.19,4.78,1\n2284,22.15,2.81,29.57,34.87,5.3,1\n2285,22.39,2.95,35.32,40.32,5.0,2\n2286,22.92,2.92,59.57,65.16,5.59,2\n2287,26.75,2.98,79.11,83.45,4.34,4\n2288,31.01,3.83,207.7,278.36,70.66,4\n2289,36.27,4.27,261.25,404.46,143.21,4\n2290,61.8,4.65,250.29,393.16,142.87,4\n2291,58.18,3.88,209.73,302.05,92.32,3\n2292,56.68,3.0,188.16,267.69,79.53,3\n2293,57.5,2.71,147.47,188.49,41.02,3\n2294,66.0,2.76,136.66,174.7,38.04,3\n2295,64.27,2.5,132.27,175.76,43.49,3\n2296,64.64,2.35,92.2,105.17,12.97,3\n2297,56.86,2.47,93.41,118.09,24.68,3\n2298,55.13,2.53,102.36,145.19,42.83,3\n2299,63.49,3.17,123.02,180.93,57.91,3\n2300,62.71,2.61,125.16,177.42,52.26,3\n2301,57.09,1.97,114.16,150.77,36.61,3\n2302,57.98,1.77,51.01,64.58,13.57,2\n2303,38.62,1.96,39.94,49.76,9.82,2\n2304,33.41,2.19,21.18,27.91,6.73,2\n2305,35.62,2.17,22.48,29.41,6.93,2\n2306,39.18,2.11,19.37,26.4,7.03,2\n2307,39.91,3.42,19.17,25.46,6.29,3\n2308,60.48,2.54,45.71,52.16,6.45,4\n2309,120.56,1.8,31.46,36.61,5.15,4\n2310,116.32,2.18,25.23,29.94,4.71,3\n2311,76.18,2.25,18.96,23.28,4.32,3\n2312,50.54,2.35,9.53,13.52,3.99,2\n2313,35.21,2.32,7.33,11.22,3.89,1\n2314,24.65,2.39,7.4,11.29,3.89,1\n2315,17.25,2.35,9.11,13.0,3.89,1\n2316,12.08,3.23,16.37,19.51,3.14,1\n2317,14.23,2.01,10.92,16.5,5.58,1\n2318,9.93,1.93,11.82,17.63,5.81,1\n2319,17.18,2.11,14.51,20.21,5.7,1\n2320,12.58,2.1,13.36,18.76,5.4,1\n2321,11.11,2.1,16.36,22.35,5.99,1\n2322,15.48,2.23,15.76,21.35,5.59,1\n2323,11.61,2.46,18.6,24.09,5.49,1\n2324,16.98,2.39,26.43,31.64,5.21,1\n2325,20.33,2.43,36.12,40.85,4.73,2\n2326,24.44,2.44,53.97,58.3,4.33,2\n2327,25.04,2.27,54.45,59.88,5.43,2\n2328,30.03,2.49,31.64,36.3,4.66,1\n2329,22.56,2.68,35.99,40.65,4.66,2\n2330,27.79,2.59,37.06,41.57,4.51,2\n2331,27.24,2.62,40.86,45.64,4.78,2\n2332,28.77,2.53,24.32,28.66,4.34,2\n2333,25.07,2.46,16.3,20.45,4.15,2\n2334,26.67,2.5,15.01,19.19,4.18,2\n2335,32.43,2.16,16.37,20.55,4.18,2\n2336,32.71,2.08,15.88,20.57,4.69,2\n2337,34.53,1.89,23.0,30.46,7.46,2\n2338,32.61,2.03,28.01,37.81,9.8,2\n2339,28.82,2.32,28.73,38.54,9.81,1\n2340,20.93,2.1,23.28,30.96,7.68,1\n2341,19.5,2.24,16.61,22.39,5.78,1\n2342,14.34,2.29,15.83,21.34,5.51,1\n2343,18.48,2.82,14.32,19.27,4.95,1\n2344,13.28,3.25,15.37,20.55,5.18,1\n2345,9.3,2.84,15.83,20.83,5.0,1\n2346,6.52,2.63,14.68,19.27,4.59,1\n2347,7.83,2.43,17.66,22.26,4.6,1\n2348,11.12,2.39,20.38,24.5,4.12,1\n2349,14.9,2.39,27.88,31.7,3.82,3\n2350,15.95,2.44,116.47,139.27,22.8,2\n2351,21.8,2.73,97.04,113.4,16.36,2\n2352,33.56,2.96,73.12,81.17,8.05,2\n2353,38.05,2.83,77.64,86.06,8.42,2\n2354,36.58,3.11,39.25,43.98,4.73,2\n2355,40.2,2.8,38.18,42.75,4.57,2\n2356,35.75,2.64,26.62,31.36,4.74,2\n2357,36.46,2.57,15.53,20.17,4.64,2\n2358,29.47,2.68,15.75,20.36,4.61,1\n2359,21.23,2.62,14.91,19.54,4.63,1\n2360,24.38,3.02,17.5,21.62,4.12,1\n2361,18.14,2.62,19.81,26.26,6.45,2\n2362,31.49,2.93,20.91,28.77,7.86,1\n2363,22.9,2.75,14.52,21.03,6.51,2\n2364,43.12,2.84,14.23,20.92,6.69,1\n2365,23.46,3.02,12.74,19.24,6.5,2\n2366,28.34,3.27,11.99,17.73,5.74,1\n2367,22.88,3.31,11.14,16.78,5.64,1\n2368,16.12,3.38,10.14,15.79,5.65,1\n2369,11.29,3.28,11.96,17.91,5.95,1\n2370,15.75,3.15,16.94,23.13,6.19,1\n2371,13.0,3.06,17.21,22.64,5.43,2\n2372,33.07,2.95,42.57,48.6,6.03,2\n2373,24.12,3.05,53.63,60.19,6.56,2\n2374,16.88,3.01,59.64,67.02,7.38,1\n2375,20.07,2.9,38.91,44.76,5.85,2\n2376,41.36,2.8,31.72,36.81,5.09,2\n2377,42.74,2.61,29.61,33.7,4.09,2\n2378,40.8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  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Uygulama_1/encoding_test.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"code\",\n   \"id\": \"initial_id\",\n   \"metadata\": {\n    \"collapsed\": true,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:47:07.658506Z\",\n     \"start_time\": \"2024-05-29T13:47:07.643712Z\"\n    }\n   },\n   \"source\": [\n    \"import random\\n\",\n    \"from pandas import DataFrame\\n\",\n    \"\\n\",\n    \"size = 1000\\n\",\n    \"\\n\",\n    \"months = [\\\"January\\\",\\n\",\n    \"          \\\"February\\\",\\n\",\n    \"          \\\"March\\\",\\n\",\n    \"          \\\"April\\\",\\n\",\n    \"          \\\"May\\\",\\n\",\n    \"          \\\"June\\\",\\n\",\n    \"          \\\"July\\\",\\n\",\n    \"          \\\"August\\\",\\n\",\n    \"          \\\"September\\\",\\n\",\n    \"          \\\"October\\\",\\n\",\n    \"          \\\"November\\\",\\n\",\n    \"          \\\"December\\\"]\\n\",\n    \"\\n\",\n    \"df = DataFrame({\\\"X\\\": [random.randint(0, 100) for x in range(size)],\\n\",\n    \"                \\\"Y\\\": [random.choice(months) for y in range(size)]})\\n\",\n    \"\\n\",\n    \"df.head(10)\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"    X          Y\\n\",\n       \"0  44       June\\n\",\n       \"1   3  September\\n\",\n       \"2  98       July\\n\",\n       \"3  60        May\\n\",\n       \"4  84       July\\n\",\n       \"5  63        May\\n\",\n       \"6  62       July\\n\",\n       \"7  19   February\\n\",\n       \"8  37    October\\n\",\n       \"9  37      March\"\n      ],\n      \"text/html\": [\n       \"<div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>X</th>\\n\",\n       \"      <th>Y</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>0</th>\\n\",\n       \"      <td>44</td>\\n\",\n       \"      <td>June</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>1</th>\\n\",\n       \"      <td>3</td>\\n\",\n       \"      <td>September</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>2</th>\\n\",\n       \"      <td>98</td>\\n\",\n       \"      <td>July</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>3</th>\\n\",\n       \"      <td>60</td>\\n\",\n       \"      <td>May</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>4</th>\\n\",\n       \"      <td>84</td>\\n\",\n       \"      <td>July</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>5</th>\\n\",\n       \"      <td>63</td>\\n\",\n       \"      <td>May</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>6</th>\\n\",\n       \"      <td>62</td>\\n\",\n       \"      <td>July</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>7</th>\\n\",\n       \"      <td>19</td>\\n\",\n       \"      <td>February</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>8</th>\\n\",\n       \"      <td>37</td>\\n\",\n       \"      <td>October</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>9</th>\\n\",\n       \"      <td>37</td>\\n\",\n       \"      <td>March</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"</div>\"\n      ]\n     },\n     \"execution_count\": 1,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 1\n  },\n  {\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"from utils_encoding import ordinal_encoding, encode_one_hot\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:47:07.855628Z\",\n     \"start_time\": \"2024-05-29T13:47:07.659867Z\"\n    }\n   },\n   \"id\": \"de3f437b7860f219\",\n   \"outputs\": [],\n   \"execution_count\": 2\n  },\n  {\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"df2 = ordinal_encoding(df, column=\\\"Y\\\")\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:47:07.969953Z\",\n     \"start_time\": \"2024-05-29T13:47:07.858338Z\"\n    }\n   },\n   \"id\": \"240fe879972f6387\",\n   \"outputs\": [],\n   \"execution_count\": 3\n  },\n  {\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"df2.head(100)\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:47:08.109668Z\",\n     \"start_time\": \"2024-05-29T13:47:07.971338Z\"\n    }\n   },\n   \"id\": \"8cf0a58a72d9b559\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"     X          Y  YOrdT\\n\",\n       \"0   44       June    6.0\\n\",\n       \"1    3  September   11.0\\n\",\n       \"2   98       July    5.0\\n\",\n       \"3   60        May    8.0\\n\",\n       \"4   84       July    5.0\\n\",\n       \"..  ..        ...    ...\\n\",\n       \"95  82       July    5.0\\n\",\n       \"96  13     August    1.0\\n\",\n       \"97  40        May    8.0\\n\",\n       \"98  58   December    2.0\\n\",\n       \"99  53        May    8.0\\n\",\n       \"\\n\",\n       \"[100 rows x 3 columns]\"\n      ],\n      \"text/html\": [\n       \"<div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>X</th>\\n\",\n       \"      <th>Y</th>\\n\",\n       \"      <th>YOrdT</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>0</th>\\n\",\n       \"      <td>44</td>\\n\",\n       \"      <td>June</td>\\n\",\n       \"      <td>6.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>1</th>\\n\",\n       \"      <td>3</td>\\n\",\n       \"      <td>September</td>\\n\",\n       \"      <td>11.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>2</th>\\n\",\n       \"      <td>98</td>\\n\",\n       \"      <td>July</td>\\n\",\n       \"      <td>5.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>3</th>\\n\",\n       \"      <td>60</td>\\n\",\n       \"      <td>May</td>\\n\",\n       \"      <td>8.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>4</th>\\n\",\n       \"      <td>84</td>\\n\",\n       \"      <td>July</td>\\n\",\n       \"      <td>5.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>...</th>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>95</th>\\n\",\n       \"      <td>82</td>\\n\",\n       \"      <td>July</td>\\n\",\n       \"      <td>5.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>96</th>\\n\",\n       \"      <td>13</td>\\n\",\n       \"      <td>August</td>\\n\",\n       \"      <td>1.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>97</th>\\n\",\n       \"      <td>40</td>\\n\",\n       \"      <td>May</td>\\n\",\n       \"      <td>8.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>98</th>\\n\",\n       \"      <td>58</td>\\n\",\n       \"      <td>December</td>\\n\",\n       \"      <td>2.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>99</th>\\n\",\n       \"      <td>53</td>\\n\",\n       \"      <td>May</td>\\n\",\n       \"      <td>8.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"<p>100 rows × 3 columns</p>\\n\",\n       \"</div>\"\n      ]\n     },\n     \"execution_count\": 4,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 4\n  },\n  {\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"df3 = encode_one_hot(df, column=\\\"Y\\\")\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:47:08.319424Z\",\n     \"start_time\": \"2024-05-29T13:47:08.111099Z\"\n    }\n   },\n   \"id\": \"58e5ac11d389e16f\",\n   \"outputs\": [],\n   \"execution_count\": 5\n  },\n  {\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"df3.head(100)\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:47:08.490888Z\",\n     \"start_time\": \"2024-05-29T13:47:08.320899Z\"\n    }\n   },\n   \"id\": \"b8ad526557ea1f10\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"     X          Y  YOrdT  Y_T0  Y_T1  Y_T2  Y_T3  Y_T4  Y_T5  Y_T6  Y_T7  \\\\\\n\",\n       \"0   44       June    6.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0   \\n\",\n       \"1    3  September   11.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \\n\",\n       \"2   98       July    5.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0   0.0   \\n\",\n       \"3   60        May    8.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \\n\",\n       \"4   84       July    5.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0   0.0   \\n\",\n       \"..  ..        ...    ...   ...   ...   ...   ...   ...   ...   ...   ...   \\n\",\n       \"95  82       July    5.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0   0.0   \\n\",\n       \"96  13     August    1.0   0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   \\n\",\n       \"97  40        May    8.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \\n\",\n       \"98  58   December    2.0   0.0   0.0   1.0   0.0   0.0   0.0   0.0   0.0   \\n\",\n       \"99  53        May    8.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \\n\",\n       \"\\n\",\n       \"    Y_T8  Y_T9  Y_T10  Y_T11  \\n\",\n       \"0    0.0   0.0    0.0    0.0  \\n\",\n       \"1    0.0   0.0    0.0    1.0  \\n\",\n       \"2    0.0   0.0    0.0    0.0  \\n\",\n       \"3    1.0   0.0    0.0    0.0  \\n\",\n       \"4    0.0   0.0    0.0    0.0  \\n\",\n       \"..   ...   ...    ...    ...  \\n\",\n       \"95   0.0   0.0    0.0    0.0  \\n\",\n       \"96   0.0   0.0    0.0    0.0  \\n\",\n       \"97   1.0   0.0    0.0    0.0  \\n\",\n       \"98   0.0   0.0    0.0    0.0  \\n\",\n       \"99   1.0   0.0    0.0    0.0  \\n\",\n       \"\\n\",\n       \"[100 rows x 15 columns]\"\n      ],\n      \"text/html\": [\n       \"<div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    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<th>0</th>\\n\",\n       \"      <td>44</td>\\n\",\n       \"      <td>June</td>\\n\",\n       \"      <td>6.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>1.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>1</th>\\n\",\n       \"      <td>3</td>\\n\",\n       \"      <td>September</td>\\n\",\n       \"      <td>11.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      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\"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>1.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>4</th>\\n\",\n       \"      <td>84</td>\\n\",\n       \"      <td>July</td>\\n\",\n       \"      <td>5.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>1.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>...</th>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>95</th>\\n\",\n       \"      <td>82</td>\\n\",\n       \"      <td>July</td>\\n\",\n       \"      <td>5.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>1.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>96</th>\\n\",\n       \"      <td>13</td>\\n\",\n       \"      <td>August</td>\\n\",\n       \"      <td>1.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>1.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>97</th>\\n\",\n       \"      <td>40</td>\\n\",\n       \"      <td>May</td>\\n\",\n       \"      <td>8.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>1.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>98</th>\\n\",\n       \"      <td>58</td>\\n\",\n       \"      <td>December</td>\\n\",\n       \"      <td>2.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>1.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>99</th>\\n\",\n       \"      <td>53</td>\\n\",\n       \"      <td>May</td>\\n\",\n       \"      <td>8.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>1.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"<p>100 rows × 15 columns</p>\\n\",\n       \"</div>\"\n      ]\n     },\n     \"execution_count\": 6,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 6\n  },\n  {\n   \"cell_type\": \"code\",\n   \"source\": [],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:47:08.494934Z\",\n     \"start_time\": \"2024-05-29T13:47:08.492459Z\"\n    }\n   },\n   \"id\": \"a439ae06155a80c4\",\n   \"outputs\": [],\n   \"execution_count\": 6\n  }\n ],\n \"metadata\": {\n  \"kernelspec\": {\n   \"display_name\": \"Python 3\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 2\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython2\",\n   \"version\": \"2.7.6\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 5\n}\n"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Uygulama_1/missing_data_imputation.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 1,\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:47:34.232850Z\",\n     \"start_time\": \"2024-05-29T13:47:34.076957Z\"\n    }\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"import pandas\\n\",\n    \"from utils_missing_data import (sub_dataframe,\\n\",\n    \"                                generate_class_labels,\\n\",\n    \"                                test_data_classification,\\n\",\n    \"                                introduce_nans,\\n\",\n    \"                                report_completeness,\\n\",\n    \"                                test_data_regression,\\n\",\n    \"                                plot_results)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 2,\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:47:34.261665Z\",\n     \"start_time\": \"2024-05-29T13:47:34.234240Z\"\n    }\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"------- COMPLETENESS ------\\n\",\n      \"Overall: 100.0 - COMP ROW: 4721 - COMP ROW PERC%: 100.0\\n\",\n      \"---------------------------\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"source_file = \\\"data/ankara_hk_data.csv\\\"\\n\",\n    \"\\n\",\n    \"nan_row_ratio = 0.99\\n\",\n    \"nan_ratio = 0.9\\n\",\n    \"nan_border = 0.0\\n\",\n    \"\\n\",\n    \"ankara_data = pandas.read_csv(source_file)\\n\",\n    \"ankara_data.head()\\n\",\n    \"\\n\",\n    \"print(\\\"------- COMPLETENESS ------\\\")\\n\",\n    \"report_completeness(ankara_data)\\n\",\n    \"print(\\\"---------------------------\\\")\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 3,\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:47:34.302123Z\",\n     \"start_time\": \"2024-05-29T13:47:34.263555Z\"\n    }\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"--------- COLUMNS ---------\\n\",\n      \"Index(['Unnamed: 0', 'S1_PM10', 'S1_PM25', 'S1_SO2', 'S1_NO2', 'S1_NOX',\\n\",\n      \"       'S1_NO', 'S2_PM10', 'S2_PM25', 'S2_SO2', 'S2_CO', 'S2_03', 'S5_PM10',\\n\",\n      \"       'S5_CO', 'S7_PM10', 'S9_PM10', 'S9_SO2', 'S9_NO2', 'S9_NOX', 'S9_NO',\\n\",\n      \"       'S10_PM10', 'S10_PM25', 'S10_CO', 'S11_PM10', 'S12_CO', 'S13_PM10',\\n\",\n      \"       'S13_PM25', 'S13_SO2', 'S14_PM10', 'S14_PM25', 'S14_SO2', 'S14_NO2',\\n\",\n      \"       'S14_NOX', 'S14_NO', 'S15_PM10', 'S15_SO2', 'S15_NO2', 'S15_NOX',\\n\",\n      \"       'S15_NO', 'S15_O3', 'S17_PM10', 'S17_PM25', 'S17_SO2', 'S17_NO2',\\n\",\n      \"       'S17_NOX', 'S17_NO', 'S17_O3'],\\n\",\n      \"      dtype='object')\\n\",\n      \"---------------------------\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"# Report all columns\\n\",\n    \"\\n\",\n    \"print(\\\"--------- COLUMNS ---------\\\")\\n\",\n    \"print(ankara_data.columns)\\n\",\n    \"print(\\\"---------------------------\\\")\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 4,\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:47:34.624810Z\",\n     \"start_time\": \"2024-05-29T13:47:34.303862Z\"\n    },\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"\\n\",\n      \"Pollutant sensors of each station: \\n\",\n      \"\\n\",\n      \"S1\\t: S1_PM10 - S1_PM25 - S1_SO2 - S1_NO2 - S1_NOX - S1_NO\\n\",\n      \"S2\\t: S2_PM10 - S2_PM25 - S2_SO2 - S2_CO - S2_03\\n\",\n      \"S3\\t: \\n\",\n      \"S4\\t: \\n\",\n      \"S5\\t: S5_PM10 - S5_CO\\n\",\n      \"S6\\t: \\n\",\n      \"S7\\t: S7_PM10\\n\",\n      \"S8\\t: \\n\",\n      \"S9\\t: S9_PM10 - S9_SO2 - S9_NO2 - S9_NOX - S9_NO\\n\",\n      \"S10\\t: S10_PM10 - S10_PM25 - S10_CO\\n\",\n      \"S11\\t: S11_PM10\\n\",\n      \"S12\\t: S12_CO\\n\",\n      \"S13\\t: S13_PM10 - S13_PM25 - S13_SO2\\n\",\n      \"S14\\t: S14_PM10 - S14_PM25 - S14_SO2 - S14_NO2 - S14_NOX - S14_NO\\n\",\n      \"S15\\t: S15_PM10 - S15_SO2 - S15_NO2 - S15_NOX - S15_NO - S15_O3\\n\",\n      \"S16\\t: \\n\",\n      \"S17\\t: S17_PM10 - S17_PM25 - S17_SO2 - S17_NO2 - S17_NOX - S17_NO - S17_O3\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"stations = [\\\"S\\\" + str(x) for x in range(1, 18)]\\n\",\n    \"\\n\",\n    \"print(\\\"\\\\nPollutant sensors of each station: \\\\n\\\")\\n\",\n    \"\\n\",\n    \"for station in stations:\\n\",\n    \"    colms_str = \\\"\\\"\\n\",\n    \"    for col in sub_dataframe(df=ankara_data, station=station).columns.tolist():\\n\",\n    \"        colms_str += str(col) + \\\" - \\\"\\n\",\n    \"    print(station + \\\"\\\\t: \\\" + colms_str[:-3])\\n\",\n    \"\\n\",\n    \"#print(sub_dataframe(ankara_data, station=\\\"S1\\\"))\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 5,\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:47:34.846020Z\",\n     \"start_time\": \"2024-05-29T13:47:34.625982Z\"\n    },\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"\\n\",\n      \"Columns with more than 5 pollutant sensors: \\n\",\n      \"\\n\",\n      \"\\tS1\\n\",\n      \"\\tS2\\n\",\n      \"\\tS9\\n\",\n      \"\\tS14\\n\",\n      \"\\tS15\\n\",\n      \"\\tS17\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"print(\\\"\\\\nColumns with more than 5 pollutant sensors: \\\\n\\\")\\n\",\n    \"for station in stations:\\n\",\n    \"    if len(sub_dataframe(df=ankara_data, station=station).columns.tolist()) >= 5:\\n\",\n    \"        print(\\\"\\\\t\\\" + station)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 6,\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:47:34.923468Z\",\n     \"start_time\": \"2024-05-29T13:47:34.847339Z\"\n    }\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"# Create Sub-frames\\n\",\n    \"\\n\",\n    \"s1_data = sub_dataframe(df=ankara_data, \\n\",\n    \"                        station='S1')\\n\",\n    \"s2_data = sub_dataframe(df=ankara_data, \\n\",\n    \"                        station='S2')\\n\",\n    \"s9_data = sub_dataframe(df=ankara_data, \\n\",\n    \"                        station='S9')\\n\",\n    \"s14_data = sub_dataframe(df=ankara_data, \\n\",\n    \"                         station='S14')\\n\",\n    \"s15_data = sub_dataframe(df=ankara_data, \\n\",\n    \"                         station='S15')\\n\",\n    \"s17_data = sub_dataframe(df=ankara_data, \\n\",\n    \"                         station='S17')\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 7,\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:47:38.449173Z\",\n     \"start_time\": \"2024-05-29T13:47:34.924743Z\"\n    }\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"# Lets introduce some NaN values\\n\",\n    \"\\n\",\n    \"temp_export_directory = \\\"data/temp_export_dir/\\\"\\n\",\n    \"\\n\",\n    \"s1_data_org = s1_data.copy()\\n\",\n    \"s2_data_org = s2_data.copy()\\n\",\n    \"s9_data_org = s9_data.copy()\\n\",\n    \"s14_data_org = s14_data.copy()\\n\",\n    \"s15_data_org = s15_data.copy()\\n\",\n    \"s17_data_org = s17_data.copy()\\n\",\n    \"\\n\",\n    \"s1_data_nanned = introduce_nans(df=s1_data, row_ratio= nan_row_ratio, ratio=nan_ratio,  border=nan_border)\\n\",\n    \"s2_data_nanned = introduce_nans(df=s2_data, row_ratio= nan_row_ratio, ratio=nan_ratio,  border=nan_border)\\n\",\n    \"s9_data_nanned = introduce_nans(df=s9_data, row_ratio= nan_row_ratio, ratio=nan_ratio,  border=nan_border)\\n\",\n    \"s14_data_nanned = introduce_nans(df=s14_data, row_ratio= nan_row_ratio, ratio=nan_ratio,  border=nan_border)\\n\",\n    \"s15_data_nanned = introduce_nans(df=s15_data, row_ratio= nan_row_ratio, ratio=nan_ratio,  border=nan_border)\\n\",\n    \"s17_data_nanned = introduce_nans(df=s17_data, row_ratio= nan_row_ratio, ratio=nan_ratio,  border=nan_border)\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 8,\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:47:38.490452Z\",\n     \"start_time\": \"2024-05-29T13:47:38.450596Z\"\n    },\n    \"collapsed\": false\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"# Export Nanned and Original Data to CSV for inspection\\n\",\n    \"\\n\",\n    \"s1_data_nanned.to_csv(temp_export_directory + \\\"nanned.csv\\\")\\n\",\n    \"s1_data_org.to_csv(temp_export_directory + \\\"org.csv\\\")\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 9,\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:47:38.533071Z\",\n     \"start_time\": \"2024-05-29T13:47:38.493851Z\"\n    },\n    \"collapsed\": false\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"data_collection = [[s1_data_nanned, s1_data_org],\\n\",\n    \"[s2_data_nanned, s2_data_org],\\n\",\n    \"[s9_data_nanned, s9_data_org],\\n\",\n    \"[s14_data_nanned, s14_data_org], \\n\",\n    \"[s15_data_nanned, s15_data_org],\\n\",\n    \"[s17_data_nanned, s17_data_org]]\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 10,\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:47:38.646288Z\",\n     \"start_time\": \"2024-05-29T13:47:38.534574Z\"\n    },\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"\\n\",\n      \" ...\\n\",\n      \"Nanned Data Completeness\\n\",\n      \"Overall completeness: 17.44333827578903\\n\",\n      \"S1_PM10 - 18.47066299512815\\n\",\n      \"S1_PM25 - 17.708112687989825\\n\",\n      \"S1_SO2 - 16.81847066299514\\n\",\n      \"S1_NO2 - 17.220927769540353\\n\",\n      \"S1_NOX - 17.220927769540353\\n\",\n      \"S1_NO - 17.220927769540353\\n\",\n      \"COMP ROW COUNT: 44\\n\",\n      \"COMP ROW PERC%: 0.9320059309468334\\n\",\n      \"\\n\",\n      \" --------\\n\",\n      \"\\n\",\n      \" ...\\n\",\n      \"Nanned Data Completeness\\n\",\n      \"Overall completeness: 21.050624867612797\\n\",\n      \"S2_PM10 - 20.97013344630375\\n\",\n      \"S2_PM25 - 20.97013344630375\\n\",\n      \"S2_SO2 - 20.715950010590973\\n\",\n      \"S2_CO - 21.24549883499259\\n\",\n      \"S2_03 - 21.35140859987291\\n\",\n      \"COMP ROW COUNT: 62\\n\",\n      \"COMP ROW PERC%: 1.3132810845159923\\n\",\n      \"\\n\",\n      \" --------\\n\",\n      \"\\n\",\n      \" ...\\n\",\n      \"Nanned Data Completeness\\n\",\n      \"Overall completeness: 20.86422368142344\\n\",\n      \"S9_PM10 - 21.584410082609622\\n\",\n      \"S9_SO2 - 21.66913789451388\\n\",\n      \"S9_NO2 - 19.656852361787756\\n\",\n      \"S9_NOX - 20.56767633975852\\n\",\n      \"S9_NO - 20.84304172844736\\n\",\n      \"COMP ROW COUNT: 51\\n\",\n      \"COMP ROW PERC%: 1.080279601779284\\n\",\n      \"\\n\",\n      \" --------\\n\",\n      \"\\n\",\n      \" ...\\n\",\n      \"Nanned Data Completeness\\n\",\n      \"Overall completeness: 17.566899668149404\\n\",\n      \"S14_PM10 - 18.216479559415376\\n\",\n      \"S14_PM25 - 17.263291675492482\\n\",\n      \"S14_SO2 - 17.19974581656429\\n\",\n      \"S14_NO2 - 17.602202923109516\\n\",\n      \"S14_NOX - 17.263291675492482\\n\",\n      \"S14_NO - 17.85638635882229\\n\",\n      \"COMP ROW COUNT: 51\\n\",\n      \"COMP ROW PERC%: 1.080279601779284\\n\",\n      \"\\n\",\n      \" --------\\n\",\n      \"\\n\",\n      \" ...\\n\",\n      \"Nanned Data Completeness\\n\",\n      \"Overall completeness: 17.566899668149404\\n\",\n      \"S15_PM10 - 17.64456682906163\\n\",\n      \"S15_SO2 - 17.835204405846213\\n\",\n      \"S15_NO2 - 17.496293158229193\\n\",\n      \"S15_NOX - 17.77165854691802\\n\",\n      \"S15_NO - 17.66574878203771\\n\",\n      \"S15_O3 - 16.987926286803642\\n\",\n      \"COMP ROW COUNT: 51\\n\",\n      \"COMP ROW PERC%: 1.080279601779284\\n\",\n      \"\\n\",\n      \" --------\\n\",\n      \"\\n\",\n      \" ...\\n\",\n      \"Nanned Data Completeness\\n\",\n      \"Overall completeness: 15.120888431627677\\n\",\n      \"S17_PM10 - 15.568735437407327\\n\",\n      \"S17_PM25 - 14.700275365388691\\n\",\n      \"S17_SO2 - 16.81847066299514\\n\",\n      \"S17_NO2 - 14.128362635034946\\n\",\n      \"S17_NOX - 14.085998729082817\\n\",\n      \"S17_NO - 15.67464520228765\\n\",\n      \"S17_O3 - 14.869730989197208\\n\",\n      \"COMP ROW COUNT: 46\\n\",\n      \"COMP ROW PERC%: 0.9743698368989621\\n\",\n      \"\\n\",\n      \" --------\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"# Show Data Completeness\\n\",\n    \"for data in data_collection:\\n\",\n    \"    print(\\\"\\\\n ...\\\")\\n\",\n    \"    print(\\\"Nanned Data Completeness\\\")\\n\",\n    \"    report_completeness(df=data[0], detail=True)\\n\",\n    \"    print(\\\"\\\\n --------\\\")\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 11,\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:47:39.015932Z\",\n     \"start_time\": \"2024-05-29T13:47:38.647843Z\"\n    },\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Overall: 17.44333827578903 - COMP ROW: 44 - COMP ROW PERC%: 0.9320059309468334\\n\",\n      \"Overall: 21.050624867612797 - COMP ROW: 62 - COMP ROW PERC%: 1.3132810845159923\\n\",\n      \"Overall: 20.86422368142344 - COMP ROW: 51 - COMP ROW PERC%: 1.080279601779284\\n\",\n      \"Overall: 17.566899668149404 - COMP ROW: 51 - COMP ROW PERC%: 1.080279601779284\\n\",\n      \"Overall: 17.566899668149404 - COMP ROW: 51 - COMP ROW PERC%: 1.080279601779284\\n\",\n      \"Overall: 15.120888431627677 - COMP ROW: 46 - COMP ROW PERC%: 0.9743698368989621\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"for data in data_collection:\\n\",\n    \"    report_completeness(df=data[0])\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 12,\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:47:40.729263Z\",\n     \"start_time\": \"2024-05-29T13:47:39.017195Z\"\n    }\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"# Export Data to Temporary Csv Files\\n\",\n    \"\\n\",\n    \"export_enabled = True\\n\",\n    \"\\n\",\n    \"if export_enabled:\\n\",\n    \"    exp_s1_data = generate_class_labels(s1_data_org)\\n\",\n    \"    exp_s2_data = generate_class_labels(s2_data_org)\\n\",\n    \"    exp_s9_data = generate_class_labels(s9_data_org)\\n\",\n    \"    exp_s14_data = generate_class_labels(s14_data_org)\\n\",\n    \"    exp_s15_data = generate_class_labels(s15_data_org)\\n\",\n    \"    exp_s17_data = generate_class_labels(s17_data_org)\\n\",\n    \"\\n\",\n    \"    exp_s1_data.to_csv(temp_export_directory + \\\"station_1_org.csv\\\")\\n\",\n    \"    exp_s2_data.to_csv(temp_export_directory + \\\"station_2_org.csv\\\")\\n\",\n    \"    exp_s9_data.to_csv(temp_export_directory + \\\"station_9_org.csv\\\")\\n\",\n    \"    exp_s14_data.to_csv(temp_export_directory + \\\"station_14_org.csv\\\")\\n\",\n    \"    exp_s15_data.to_csv(temp_export_directory + \\\"station_15_org.csv\\\")\\n\",\n    \"    exp_s17_data.to_csv(temp_export_directory + \\\"station_17_org.csv\\\")\\n\",\n    \"\\n\",\n    \"    s1_data_nanned.to_csv(temp_export_directory + \\\"station_1_nanned.csv\\\")\\n\",\n    \"    s2_data_nanned.to_csv(temp_export_directory + \\\"station_2_nanned.csv\\\")\\n\",\n    \"    s9_data_nanned.to_csv(temp_export_directory + \\\"station_9_nanned.csv\\\")\\n\",\n    \"    s14_data_nanned.to_csv(temp_export_directory + \\\"station_14_nanned.csv\\\")\\n\",\n    \"    s15_data_nanned.to_csv(temp_export_directory + \\\"station_15_nanned.csv\\\")\\n\",\n    \"    s17_data_nanned.to_csv(temp_export_directory + \\\"station_17_nanned.csv\\\")\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 13,\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:48:26.076710Z\",\n     \"start_time\": \"2024-05-29T13:47:40.730538Z\"\n    }\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"/home/metehanguzel/Desktop/projects/TE_ML_U1/utils_missing_data.py:187: SettingWithCopyWarning: \\n\",\n      \"A value is trying to be set on a copy of a slice from a DataFrame.\\n\",\n      \"Try using .loc[row_indexer,col_indexer] = value instead\\n\",\n      \"\\n\",\n      \"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\\n\",\n      \"  df.loc[:, \\\"OUT\\\"] = AQIs[1:]\\n\",\n      \"/home/metehanguzel/Desktop/projects/TE_ML_U1/utils_missing_data.py:187: SettingWithCopyWarning: \\n\",\n      \"A value is trying to be set on a copy of a slice from a DataFrame.\\n\",\n      \"Try using .loc[row_indexer,col_indexer] = value instead\\n\",\n      \"\\n\",\n      \"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\\n\",\n      \"  df.loc[:, \\\"OUT\\\"] = AQIs[1:]\\n\",\n      \"/home/metehanguzel/Desktop/projects/TE_ML_U1/utils_missing_data.py:187: SettingWithCopyWarning: \\n\",\n      \"A value is trying to be set on a copy of a slice from a DataFrame.\\n\",\n      \"Try using .loc[row_indexer,col_indexer] = value instead\\n\",\n      \"\\n\",\n      \"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\\n\",\n      \"  df.loc[:, \\\"OUT\\\"] = AQIs[1:]\\n\",\n      \"/home/metehanguzel/Desktop/projects/TE_ML_U1/utils_missing_data.py:187: SettingWithCopyWarning: \\n\",\n      \"A value is trying to be set on a copy of a slice from a DataFrame.\\n\",\n      \"Try using .loc[row_indexer,col_indexer] = value instead\\n\",\n      \"\\n\",\n      \"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\\n\",\n      \"  df.loc[:, \\\"OUT\\\"] = AQIs[1:]\\n\",\n      \"/home/metehanguzel/Desktop/projects/TE_ML_U1/utils_missing_data.py:187: SettingWithCopyWarning: \\n\",\n      \"A value is trying to be set on a copy of a slice from a DataFrame.\\n\",\n      \"Try using .loc[row_indexer,col_indexer] = value instead\\n\",\n      \"\\n\",\n      \"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\\n\",\n      \"  df.loc[:, \\\"OUT\\\"] = AQIs[1:]\\n\",\n      \"/home/metehanguzel/Desktop/projects/TE_ML_U1/utils_missing_data.py:187: SettingWithCopyWarning: \\n\",\n      \"A value is trying to be set on a copy of a slice from a DataFrame.\\n\",\n      \"Try using .loc[row_indexer,col_indexer] = value instead\\n\",\n      \"\\n\",\n      \"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\\n\",\n      \"  df.loc[:, \\\"OUT\\\"] = AQIs[1:]\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"results_classification = []\\n\",\n    \"\\n\",\n    \"data_out = False\\n\",\n    \"\\n\",\n    \"for active_data_tuple in data_collection:\\n\",\n    \"    # For each data, use missing value estimation methods separetely and get classification results\\n\",\n    \"\\n\",\n    \"    active_data = active_data_tuple[0]\\n\",\n    \"    original_data = generate_class_labels(active_data_tuple[1])\\n\",\n    \"    #print(\\\"Label Counts: \\\" + str(original_data['OUT'].value_counts()))\\n\",\n    \"\\n\",\n    \"    # Drop NA\\n\",\n    \"    data_drop_na = active_data.dropna()\\n\",\n    \"    data_drop_na = generate_class_labels(df=data_drop_na)\\n\",\n    \"    rmse_drop_na = test_data_classification(df=data_drop_na,\\n\",\n    \"                                            df_org=original_data,\\n\",\n    \"                                            data_out=data_out)\\n\",\n    \"\\n\",\n    \"    # Mean Imputation \\n\",\n    \"    data_imputed_mean = active_data.copy()\\n\",\n    \"    for col in data_imputed_mean.columns:\\n\",\n    \"        data_imputed_mean[col] = data_imputed_mean[col].fillna(data_imputed_mean.loc[:,col].mean())\\n\",\n    \"    data_imputed_mean = generate_class_labels(df=data_imputed_mean)\\n\",\n    \"    rmse_mean = test_data_classification(df=data_imputed_mean,\\n\",\n    \"                                         df_org=original_data,\\n\",\n    \"                                         data_out=data_out)\\n\",\n    \"\\n\",\n    \"    # Zero Imputation \\n\",\n    \"    data_imputed_zero = active_data.copy()\\n\",\n    \"    for col in data_imputed_zero.columns:\\n\",\n    \"        data_imputed_zero[col] = data_imputed_zero[col].fillna(0)\\n\",\n    \"    data_imputed_zero = generate_class_labels(df=data_imputed_zero)\\n\",\n    \"    rmse_zero = test_data_classification(df=data_imputed_zero,\\n\",\n    \"                                         df_org=original_data,\\n\",\n    \"                                         data_out=data_out)\\n\",\n    \"\\n\",\n    \"    # Bfill Imputation\\n\",\n    \"    data_imputed_bfill = active_data.bfill().ffill()\\n\",\n    \"    data_imputed_bfill = generate_class_labels(df=data_imputed_bfill)\\n\",\n    \"    rmse_bfill = test_data_classification(df=data_imputed_bfill,\\n\",\n    \"                                          df_org=original_data,\\n\",\n    \"                                          data_out=data_out)\\n\",\n    \"\\n\",\n    \"    # FFill Imputation\\n\",\n    \"    data_imputed_ffill = active_data.ffill().bfill()\\n\",\n    \"    data_imputed_ffill = generate_class_labels(df=data_imputed_ffill)\\n\",\n    \"    rmse_ffill = test_data_classification(df=data_imputed_ffill,\\n\",\n    \"                                          df_org=original_data,\\n\",\n    \"                                          data_out=data_out)\\n\",\n    \"\\n\",\n    \"    # Interpolation Imputation\\n\",\n    \"    data_imputed_interpolation = active_data.interpolate().bfill().ffill()\\n\",\n    \"    data_imputed_interpolation = generate_class_labels(df=data_imputed_interpolation)\\n\",\n    \"    rmse_interpolate = test_data_classification(df=data_imputed_interpolation,\\n\",\n    \"                                                df_org=original_data,\\n\",\n    \"                                                data_out=data_out)\\n\",\n    \"\\n\",\n    \"    results_classification.append({\\\"DROP\\\": round(rmse_drop_na, 2),\\n\",\n    \"                                   \\\"ZERO\\\": round(rmse_zero, 2),\\n\",\n    \"                                   \\\"MEAN\\\": round(rmse_mean, 2),\\n\",\n    \"                                   \\\"BFILL\\\": round(rmse_bfill, 2),\\n\",\n    \"                                   \\\"FFILL\\\": round(rmse_ffill, 2),\\n\",\n    \"                                   \\\"INTERPOLATE\\\": round(rmse_interpolate, 2)})\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 14,\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:49:32.352771Z\",\n     \"start_time\": \"2024-05-29T13:48:26.078018Z\"\n    },\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"/home/metehanguzel/Desktop/projects/TE_ML_U1/utils_missing_data.py:187: SettingWithCopyWarning: \\n\",\n      \"A value is trying to be set on a copy of a slice from a DataFrame.\\n\",\n      \"Try using .loc[row_indexer,col_indexer] = value instead\\n\",\n      \"\\n\",\n      \"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\\n\",\n      \"  df.loc[:, \\\"OUT\\\"] = AQIs[1:]\\n\",\n      \"/home/metehanguzel/Desktop/projects/TE_ML_U1/utils_missing_data.py:187: SettingWithCopyWarning: \\n\",\n      \"A value is trying to be set on a copy of a slice from a DataFrame.\\n\",\n      \"Try using .loc[row_indexer,col_indexer] = value instead\\n\",\n      \"\\n\",\n      \"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\\n\",\n      \"  df.loc[:, \\\"OUT\\\"] = AQIs[1:]\\n\",\n      \"/home/metehanguzel/Desktop/projects/TE_ML_U1/utils_missing_data.py:187: SettingWithCopyWarning: \\n\",\n      \"A value is trying to be set on a copy of a slice from a DataFrame.\\n\",\n      \"Try using .loc[row_indexer,col_indexer] = value instead\\n\",\n      \"\\n\",\n      \"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\\n\",\n      \"  df.loc[:, \\\"OUT\\\"] = AQIs[1:]\\n\",\n      \"/home/metehanguzel/Desktop/projects/TE_ML_U1/utils_missing_data.py:187: SettingWithCopyWarning: \\n\",\n      \"A value is trying to be set on a copy of a slice from a DataFrame.\\n\",\n      \"Try using .loc[row_indexer,col_indexer] = value instead\\n\",\n      \"\\n\",\n      \"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\\n\",\n      \"  df.loc[:, \\\"OUT\\\"] = AQIs[1:]\\n\",\n      \"/home/metehanguzel/Desktop/projects/TE_ML_U1/utils_missing_data.py:187: SettingWithCopyWarning: \\n\",\n      \"A value is trying to be set on a copy of a slice from a DataFrame.\\n\",\n      \"Try using .loc[row_indexer,col_indexer] = value instead\\n\",\n      \"\\n\",\n      \"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\\n\",\n      \"  df.loc[:, \\\"OUT\\\"] = AQIs[1:]\\n\",\n      \"/home/metehanguzel/Desktop/projects/TE_ML_U1/utils_missing_data.py:187: SettingWithCopyWarning: \\n\",\n      \"A value is trying to be set on a copy of a slice from a DataFrame.\\n\",\n      \"Try using .loc[row_indexer,col_indexer] = value instead\\n\",\n      \"\\n\",\n      \"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\\n\",\n      \"  df.loc[:, \\\"OUT\\\"] = AQIs[1:]\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"result_regression_rmse = []\\n\",\n    \"result_regression_mse = []\\n\",\n    \"result_regression_r2 = []\\n\",\n    \"\\n\",\n    \"data_out = False\\n\",\n    \"\\n\",\n    \"for active_data_tuple in data_collection:\\n\",\n    \"    # For each data, use missing value estimation methods separetely and get classification results\\n\",\n    \"\\n\",\n    \"    active_data = active_data_tuple[0]\\n\",\n    \"    original_data = generate_class_labels(active_data_tuple[1])\\n\",\n    \"\\n\",\n    \"    # Drop NA\\n\",\n    \"    data_drop_na = active_data.dropna()\\n\",\n    \"    data_drop_na = generate_class_labels(df=data_drop_na)\\n\",\n    \"    rmse_drop_na, mse_drop_na, r2_drop_na= test_data_regression(df=data_drop_na,\\n\",\n    \"                                                                df_org=original_data,\\n\",\n    \"                                                                data_out=data_out)\\n\",\n    \"\\n\",\n    \"    # Mean Imputation \\n\",\n    \"    data_imputed_mean = active_data.copy()\\n\",\n    \"    for col in data_imputed_mean.columns:\\n\",\n    \"        data_imputed_mean[col] = data_imputed_mean[col].fillna(data_imputed_mean.loc[:,col].mean())\\n\",\n    \"    data_imputed_mean = generate_class_labels(df=data_imputed_mean)\\n\",\n    \"    rmse_mean, mse_mean, r2_mean = test_data_regression(df=data_imputed_mean,\\n\",\n    \"                                                        df_org=original_data,\\n\",\n    \"                                                        data_out=data_out)\\n\",\n    \"\\n\",\n    \"    # Zero Imputation \\n\",\n    \"    data_imputed_zero = active_data.copy()\\n\",\n    \"    for col in data_imputed_zero.columns:\\n\",\n    \"        data_imputed_zero[col] = data_imputed_zero[col].fillna(0)\\n\",\n    \"    data_imputed_zero = generate_class_labels(df=data_imputed_zero)\\n\",\n    \"    rmse_zero, mse_zero, r2_zero = test_data_regression(df=data_imputed_zero,\\n\",\n    \"                                                        df_org=original_data,\\n\",\n    \"                                                        data_out=data_out)\\n\",\n    \"\\n\",\n    \"    # Bfill Imputation\\n\",\n    \"    data_imputed_bfill = active_data.bfill().ffill()\\n\",\n    \"    data_imputed_bfill = generate_class_labels(df=data_imputed_bfill)\\n\",\n    \"    rmse_bfill, mse_bfill, r2_bfill = test_data_regression(df=data_imputed_bfill,\\n\",\n    \"                                                           df_org=original_data,\\n\",\n    \"                                                           data_out=data_out)\\n\",\n    \"\\n\",\n    \"    # FFill Imputation\\n\",\n    \"    data_imputed_ffill = active_data.ffill().bfill()\\n\",\n    \"    data_imputed_ffill = generate_class_labels(df=data_imputed_ffill)\\n\",\n    \"    rmse_ffill, mse_ffill, r2_ffill = test_data_regression(df=data_imputed_ffill,\\n\",\n    \"                                                           df_org=original_data,\\n\",\n    \"                                                           data_out=data_out)\\n\",\n    \"\\n\",\n    \"    # Interpolation Imputation\\n\",\n    \"    data_imputed_interpolation = active_data.interpolate().bfill().ffill()\\n\",\n    \"    data_imputed_interpolation = generate_class_labels(df=data_imputed_interpolation)\\n\",\n    \"    rmse_interpolate, mse_interpolate, r2_interpolate = test_data_regression(df=data_imputed_interpolation,\\n\",\n    \"                                                                             df_org=original_data,\\n\",\n    \"                                                                             data_out=data_out)\\n\",\n    \"\\n\",\n    \"    result_regression_rmse.append({\\\"DROP\\\": round(rmse_drop_na, 2),\\n\",\n    \"                                   \\\"ZERO\\\": round(rmse_zero, 2),\\n\",\n    \"                                   \\\"MEAN\\\": round(rmse_mean, 2),\\n\",\n    \"                                   \\\"BFILL\\\": round(rmse_bfill, 2),\\n\",\n    \"                                   \\\"FFILL\\\": round(rmse_ffill, 2),\\n\",\n    \"                                   \\\"INTERPOLATE\\\": round(rmse_interpolate, 2)})\\n\",\n    \"\\n\",\n    \"    result_regression_mse.append({\\\"DROP\\\": round(mse_drop_na, 2),\\n\",\n    \"                                  \\\"ZERO\\\": round(mse_zero, 2),\\n\",\n    \"                                  \\\"MEAN\\\": round(mse_mean, 2),\\n\",\n    \"                                  \\\"BFILL\\\": round(mse_bfill, 2),\\n\",\n    \"                                  \\\"FFILL\\\": round(mse_ffill, 2),\\n\",\n    \"                                  \\\"INTERPOLATE\\\": round(mse_interpolate, 2)})\\n\",\n    \"\\n\",\n    \"    result_regression_r2.append({\\\"DROP\\\": round(r2_drop_na, 2),\\n\",\n    \"                                 \\\"ZERO\\\": round(r2_zero, 2),\\n\",\n    \"                                 \\\"MEAN\\\": round(r2_mean, 2),\\n\",\n    \"                                 \\\"BFILL\\\": round(r2_bfill, 2),\\n\",\n    \"                                 \\\"FFILL\\\": round(r2_ffill, 2),\\n\",\n    \"                                 \\\"INTERPOLATE\\\": round(r2_interpolate, 2)})\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 15,\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:49:32.358473Z\",\n     \"start_time\": \"2024-05-29T13:49:32.353976Z\"\n    }\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"\\n\",\n      \"Classification Results:\\n\",\n      \"\\n\",\n      \"{'DROP': 0.74, 'ZERO': 0.17, 'MEAN': 0.42, 'BFILL': 0.71, 'FFILL': 0.7, 'INTERPOLATE': 0.7}\\n\",\n      \"{'DROP': 0.41, 'ZERO': 0.22, 'MEAN': 0.49, 'BFILL': 0.76, 'FFILL': 0.75, 'INTERPOLATE': 0.76}\\n\",\n      \"{'DROP': 0.34, 'ZERO': 0.27, 'MEAN': 0.45, 'BFILL': 0.77, 'FFILL': 0.77, 'INTERPOLATE': 0.77}\\n\",\n      \"{'DROP': 0.55, 'ZERO': 0.31, 'MEAN': 0.37, 'BFILL': 0.71, 'FFILL': 0.7, 'INTERPOLATE': 0.71}\\n\",\n      \"{'DROP': 0.11, 'ZERO': 0.4, 'MEAN': 0.39, 'BFILL': 0.79, 'FFILL': 0.78, 'INTERPOLATE': 0.79}\\n\",\n      \"{'DROP': 0.45, 'ZERO': 0.17, 'MEAN': 0.42, 'BFILL': 0.74, 'FFILL': 0.75, 'INTERPOLATE': 0.75}\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"print(\\\"\\\\nClassification Results:\\\\n\\\")\\n\",\n    \"for result in results_classification:\\n\",\n    \"    print(result)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 16,\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:49:32.557353Z\",\n     \"start_time\": \"2024-05-29T13:49:32.359835Z\"\n    },\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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\",\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"plot_results(data_in=results_classification)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 17,\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:49:32.563016Z\",\n     \"start_time\": \"2024-05-29T13:49:32.558638Z\"\n    },\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"\\n\",\n      \"Regression Results (RMSE):\\n\",\n      \"\\n\",\n      \"{'DROP': 0.7, 'ZERO': 1.15, 'MEAN': 0.78, 'BFILL': 0.5, 'FFILL': 0.51, 'INTERPOLATE': 0.51}\\n\",\n      \"{'DROP': 1.11, 'ZERO': 1.01, 'MEAN': 0.74, 'BFILL': 0.47, 'FFILL': 0.46, 'INTERPOLATE': 0.48}\\n\",\n      \"{'DROP': 0.74, 'ZERO': 1.09, 'MEAN': 0.82, 'BFILL': 0.46, 'FFILL': 0.46, 'INTERPOLATE': 0.46}\\n\",\n      \"{'DROP': 1.18, 'ZERO': 1.08, 'MEAN': 0.88, 'BFILL': 0.52, 'FFILL': 0.53, 'INTERPOLATE': 0.54}\\n\",\n      \"{'DROP': 1.53, 'ZERO': 0.99, 'MEAN': 0.78, 'BFILL': 0.45, 'FFILL': 0.45, 'INTERPOLATE': 0.45}\\n\",\n      \"{'DROP': 1.06, 'ZERO': 1.28, 'MEAN': 0.9, 'BFILL': 0.48, 'FFILL': 0.48, 'INTERPOLATE': 0.48}\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"print(\\\"\\\\nRegression Results (RMSE):\\\\n\\\")\\n\",\n    \"for result in result_regression_rmse:\\n\",\n    \"    print(result)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 18,\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:49:32.834264Z\",\n     \"start_time\": \"2024-05-29T13:49:32.564569Z\"\n    },\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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\",\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"plot_results(data_in=result_regression_rmse)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 19,\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:49:32.840069Z\",\n     \"start_time\": \"2024-05-29T13:49:32.835713Z\"\n    },\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"\\n\",\n      \"Regression Results (MSE):\\n\",\n      \"\\n\",\n      \"{'DROP': 0.56, 'ZERO': 1.38, 'MEAN': 0.61, 'BFILL': 0.26, 'FFILL': 0.26, 'INTERPOLATE': 0.26}\\n\",\n      \"{'DROP': 1.29, 'ZERO': 1.09, 'MEAN': 0.56, 'BFILL': 0.22, 'FFILL': 0.22, 'INTERPOLATE': 0.23}\\n\",\n      \"{'DROP': 0.58, 'ZERO': 1.24, 'MEAN': 0.68, 'BFILL': 0.21, 'FFILL': 0.21, 'INTERPOLATE': 0.21}\\n\",\n      \"{'DROP': 1.55, 'ZERO': 1.21, 'MEAN': 0.77, 'BFILL': 0.27, 'FFILL': 0.28, 'INTERPOLATE': 0.29}\\n\",\n      \"{'DROP': 2.47, 'ZERO': 1.05, 'MEAN': 0.63, 'BFILL': 0.21, 'FFILL': 0.2, 'INTERPOLATE': 0.2}\\n\",\n      \"{'DROP': 1.31, 'ZERO': 1.72, 'MEAN': 0.85, 'BFILL': 0.24, 'FFILL': 0.24, 'INTERPOLATE': 0.24}\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"print(\\\"\\\\nRegression Results (MSE):\\\\n\\\")\\n\",\n    \"for result in result_regression_mse:\\n\",\n    \"    print(result)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 20,\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:49:33.031512Z\",\n     \"start_time\": \"2024-05-29T13:49:32.841750Z\"\n    },\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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\",\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"plot_results(data_in=result_regression_mse)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 21,\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:49:33.037837Z\",\n     \"start_time\": \"2024-05-29T13:49:33.032703Z\"\n    },\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"\\n\",\n      \"Regression Results (R2):\\n\",\n      \"\\n\",\n      \"{'DROP': -1.3, 'ZERO': -1.6, 'MEAN': -0.12, 'BFILL': 0.53, 'FFILL': 0.52, 'INTERPOLATE': 0.52}\\n\",\n      \"{'DROP': -3.59, 'ZERO': -0.78, 'MEAN': 0.02, 'BFILL': 0.57, 'FFILL': 0.58, 'INTERPOLATE': 0.53}\\n\",\n      \"{'DROP': -0.84, 'ZERO': -0.92, 'MEAN': -0.15, 'BFILL': 0.64, 'FFILL': 0.64, 'INTERPOLATE': 0.64}\\n\",\n      \"{'DROP': -4.9, 'ZERO': -0.73, 'MEAN': -0.21, 'BFILL': 0.57, 'FFILL': 0.56, 'INTERPOLATE': 0.56}\\n\",\n      \"{'DROP': -9.56, 'ZERO': -0.62, 'MEAN': -0.07, 'BFILL': 0.66, 'FFILL': 0.66, 'INTERPOLATE': 0.66}\\n\",\n      \"{'DROP': -3.4, 'ZERO': -0.95, 'MEAN': 0.04, 'BFILL': 0.72, 'FFILL': 0.72, 'INTERPOLATE': 0.72}\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"print(\\\"\\\\nRegression Results (R2):\\\\n\\\")\\n\",\n    \"for result in result_regression_r2:\\n\",\n    \"    print(result)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 22,\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:49:33.223515Z\",\n     \"start_time\": \"2024-05-29T13:49:33.040592Z\"\n    },\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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\",\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"plot_results(data_in=result_regression_r2)\"\n   ]\n  }\n ],\n \"metadata\": {\n  \"kernelspec\": {\n   \"display_name\": \"Python 3\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 3\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython3\",\n   \"version\": \"3.10.12\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 2\n}\n"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Uygulama_1/reg_diamonds.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 1,\n   \"id\": \"initial_id\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:51:54.394254Z\",\n     \"start_time\": \"2024-05-29T13:51:54.182703Z\"\n    },\n    \"collapsed\": true,\n    \"jupyter\": {\n     \"outputs_hidden\": true\n    }\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"import warnings\\n\",\n    \"warnings.filterwarnings('ignore')\\n\",\n    \"\\n\",\n    \"import numpy as np \\n\",\n    \"import pandas as pd \\n\",\n    \"import matplotlib.pyplot as plotter\\n\",\n    \"import seaborn as sns\\n\",\n    \"\\n\",\n    \"from sklearn.preprocessing import LabelEncoder\\n\",\n    \"from sklearn.model_selection import train_test_split\\n\",\n    \"from sklearn.preprocessing import StandardScaler\\n\",\n    \"from sklearn.pipeline import Pipeline\\n\",\n    \"\\n\",\n    \"from sklearn.linear_model import LinearRegression\\n\",\n    \"from sklearn. linear_model import Lasso\\n\",\n    \"from sklearn.tree import DecisionTreeRegressor\\n\",\n    \"from sklearn.ensemble import RandomForestRegressor\\n\",\n    \"from sklearn.neighbors import KNeighborsRegressor\\n\",\n    \"from xgboost import XGBRegressor\\n\",\n    \"\\n\",\n    \"from sklearn.model_selection import cross_val_score\\n\",\n    \"from sklearn.metrics import mean_squared_error\\n\",\n    \"from sklearn import metrics \"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"f29ea6c6-3cc2-4015-90eb-7c26d8c00c7f\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"'''\\n\",\n    \"Bu notebook şu adresten alınmıştır: https://www.kaggle.com/code/karnikakapoor/diamond-price-prediction\\n\",\n    \"'''\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 2,\n   \"id\": \"743e17792969cf46\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:51:54.463393Z\",\n     \"start_time\": \"2024-05-29T13:51:54.395406Z\"\n    },\n    \"collapsed\": false,\n    \"jupyter\": {\n     \"outputs_hidden\": false\n    }\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/html\": [\n       \"<div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>Unnamed: 0</th>\\n\",\n       \"      <th>carat</th>\\n\",\n       \"      <th>cut</th>\\n\",\n       \"      <th>color</th>\\n\",\n       \"      <th>clarity</th>\\n\",\n       \"      <th>depth</th>\\n\",\n       \"      <th>table</th>\\n\",\n       \"      <th>price</th>\\n\",\n       \"      <th>x</th>\\n\",\n       \"      <th>y</th>\\n\",\n       \"      <th>z</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>6563</th>\\n\",\n       \"      <td>6564</td>\\n\",\n       \"      <td>1.01</td>\\n\",\n       \"      <td>Good</td>\\n\",\n       \"      <td>F</td>\\n\",\n       \"      <td>SI2</td>\\n\",\n       \"      <td>56.9</td>\\n\",\n       \"      <td>60.0</td>\\n\",\n       \"      <td>4077</td>\\n\",\n       \"      <td>6.68</td>\\n\",\n       \"      <td>6.64</td>\\n\",\n       \"      <td>3.79</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>52051</th>\\n\",\n       \"      <td>52052</td>\\n\",\n       \"      <td>0.72</td>\\n\",\n       \"      <td>Good</td>\\n\",\n       \"      <td>I</td>\\n\",\n       \"      <td>VS1</td>\\n\",\n       \"      <td>61.3</td>\\n\",\n       \"      <td>63.0</td>\\n\",\n       \"      <td>2451</td>\\n\",\n       \"      <td>5.67</td>\\n\",\n       \"      <td>5.75</td>\\n\",\n       \"      <td>3.50</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>21458</th>\\n\",\n       \"      <td>21459</td>\\n\",\n       \"      <td>1.53</td>\\n\",\n       \"      <td>Premium</td>\\n\",\n       \"      <td>J</td>\\n\",\n       \"      <td>VVS1</td>\\n\",\n       \"      <td>61.6</td>\\n\",\n       \"      <td>59.0</td>\\n\",\n       \"      <td>9555</td>\\n\",\n       \"      <td>7.39</td>\\n\",\n       \"      <td>7.35</td>\\n\",\n       \"      <td>4.54</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>50273</th>\\n\",\n       \"      <td>50274</td>\\n\",\n       \"      <td>0.70</td>\\n\",\n       \"      <td>Very Good</td>\\n\",\n       \"      <td>E</td>\\n\",\n       \"      <td>SI1</td>\\n\",\n       \"      <td>62.6</td>\\n\",\n       \"      <td>58.0</td>\\n\",\n       \"      <td>2239</td>\\n\",\n       \"      <td>5.66</td>\\n\",\n       \"      <td>5.68</td>\\n\",\n       \"      <td>3.55</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>45367</th>\\n\",\n       \"      <td>45368</td>\\n\",\n       \"      <td>0.57</td>\\n\",\n       \"      <td>Ideal</td>\\n\",\n       \"      <td>I</td>\\n\",\n       \"      <td>VS1</td>\\n\",\n       \"      <td>61.0</td>\\n\",\n       \"      <td>56.0</td>\\n\",\n       \"      <td>1665</td>\\n\",\n       \"      <td>5.37</td>\\n\",\n       \"      <td>5.41</td>\\n\",\n       \"      <td>3.29</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>1709</th>\\n\",\n       \"      <td>1710</td>\\n\",\n       \"      <td>0.70</td>\\n\",\n       \"      <td>Very Good</td>\\n\",\n       \"      <td>G</td>\\n\",\n       \"      <td>VVS1</td>\\n\",\n       \"      <td>63.3</td>\\n\",\n       \"      <td>57.0</td>\\n\",\n       \"      <td>3037</td>\\n\",\n       \"      <td>5.59</td>\\n\",\n       \"      <td>5.63</td>\\n\",\n       \"      <td>3.55</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>52504</th>\\n\",\n       \"      <td>52505</td>\\n\",\n       \"      <td>0.72</td>\\n\",\n       \"      <td>Ideal</td>\\n\",\n       \"      <td>E</td>\\n\",\n       \"      <td>SI2</td>\\n\",\n       \"      <td>61.4</td>\\n\",\n       \"      <td>55.0</td>\\n\",\n       \"      <td>2526</td>\\n\",\n       \"      <td>5.78</td>\\n\",\n       \"      <td>5.80</td>\\n\",\n       \"      <td>3.56</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>13886</th>\\n\",\n       \"      <td>13887</td>\\n\",\n       \"      <td>1.03</td>\\n\",\n       \"      <td>Ideal</td>\\n\",\n       \"      <td>D</td>\\n\",\n       \"      <td>SI1</td>\\n\",\n       \"      <td>62.4</td>\\n\",\n       \"      <td>57.0</td>\\n\",\n       \"      <td>5653</td>\\n\",\n       \"      <td>6.47</td>\\n\",\n       \"      <td>6.44</td>\\n\",\n       \"      <td>4.03</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>3472</th>\\n\",\n       \"      <td>3473</td>\\n\",\n       \"      <td>0.76</td>\\n\",\n       \"      <td>Very Good</td>\\n\",\n       \"      <td>G</td>\\n\",\n       \"      <td>VVS2</td>\\n\",\n       \"      <td>61.5</td>\\n\",\n       \"      <td>59.0</td>\\n\",\n       \"      <td>3394</td>\\n\",\n       \"      <td>5.83</td>\\n\",\n       \"      <td>5.91</td>\\n\",\n       \"      <td>3.61</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>17262</th>\\n\",\n       \"      <td>17263</td>\\n\",\n       \"      <td>1.00</td>\\n\",\n       \"      <td>Very Good</td>\\n\",\n       \"      <td>F</td>\\n\",\n       \"      <td>VS1</td>\\n\",\n       \"      <td>60.1</td>\\n\",\n       \"      <td>63.0</td>\\n\",\n       \"      <td>6910</td>\\n\",\n       \"      <td>6.42</td>\\n\",\n       \"      <td>6.45</td>\\n\",\n       \"      <td>3.87</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"</div>\"\n      ],\n      \"text/plain\": [\n       \"       Unnamed: 0  carat        cut color clarity  depth  table  price     x  \\\\\\n\",\n       \"6563         6564   1.01       Good     F     SI2   56.9   60.0   4077  6.68   \\n\",\n       \"52051       52052   0.72       Good     I     VS1   61.3   63.0   2451  5.67   \\n\",\n       \"21458       21459   1.53    Premium     J    VVS1   61.6   59.0   9555  7.39   \\n\",\n       \"50273       50274   0.70  Very Good     E     SI1   62.6   58.0   2239  5.66   \\n\",\n       \"45367       45368   0.57      Ideal     I     VS1   61.0   56.0   1665  5.37   \\n\",\n       \"1709         1710   0.70  Very Good     G    VVS1   63.3   57.0   3037  5.59   \\n\",\n       \"52504       52505   0.72      Ideal     E     SI2   61.4   55.0   2526  5.78   \\n\",\n       \"13886       13887   1.03      Ideal     D     SI1   62.4   57.0   5653  6.47   \\n\",\n       \"3472         3473   0.76  Very Good     G    VVS2   61.5   59.0   3394  5.83   \\n\",\n       \"17262       17263   1.00  Very Good     F     VS1   60.1   63.0   6910  6.42   \\n\",\n       \"\\n\",\n       \"          y     z  \\n\",\n       \"6563   6.64  3.79  \\n\",\n       \"52051  5.75  3.50  \\n\",\n       \"21458  7.35  4.54  \\n\",\n       \"50273  5.68  3.55  \\n\",\n       \"45367  5.41  3.29  \\n\",\n       \"1709   5.63  3.55  \\n\",\n       \"52504  5.80  3.56  \\n\",\n       \"13886  6.44  4.03  \\n\",\n       \"3472   5.91  3.61  \\n\",\n       \"17262  6.45  3.87  \"\n      ]\n     },\n     \"execution_count\": 2,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"data_df = pd.read_csv(\\\"./data/diamonds.csv\\\")\\n\",\n    \"data_df.sample(10)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 3,\n   \"id\": \"7a5570159ae83d99\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:51:54.589388Z\",\n     \"start_time\": \"2024-05-29T13:51:54.466191Z\"\n    },\n    \"collapsed\": false,\n    \"jupyter\": {\n     \"outputs_hidden\": false\n    }\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"<class 'pandas.core.frame.DataFrame'>\\n\",\n      \"RangeIndex: 53940 entries, 0 to 53939\\n\",\n      \"Data columns (total 11 columns):\\n\",\n      \" #   Column      Non-Null Count  Dtype  \\n\",\n      \"---  ------      --------------  -----  \\n\",\n      \" 0   Unnamed: 0  53940 non-null  int64  \\n\",\n      \" 1   carat       53940 non-null  float64\\n\",\n      \" 2   cut         53940 non-null  object \\n\",\n      \" 3   color       53940 non-null  object \\n\",\n      \" 4   clarity     53940 non-null  object \\n\",\n      \" 5   depth       53940 non-null  float64\\n\",\n      \" 6   table       53940 non-null  float64\\n\",\n      \" 7   price       53940 non-null  int64  \\n\",\n      \" 8   x           53940 non-null  float64\\n\",\n      \" 9   y           53940 non-null  float64\\n\",\n      \" 10  z           53940 non-null  float64\\n\",\n      \"dtypes: float64(6), int64(2), object(3)\\n\",\n      \"memory usage: 4.5+ MB\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"data_df.info()\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 4,\n   \"id\": \"804aa2416a05940d\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:51:55.546767Z\",\n     \"start_time\": \"2024-05-29T13:51:54.590916Z\"\n    },\n    \"collapsed\": false,\n    \"jupyter\": {\n     \"outputs_hidden\": false\n    }\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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\",\n      \"text/plain\": [\n       \"<Figure size 1000x800 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"plotter.figure(figsize=(10,8))\\n\",\n    \"cols = [\\\"#A0522D\\\",\\\"#A52A2A\\\",\\\"#CD853F\\\",\\\"#F4A460\\\",\\\"#DEB887\\\"]\\n\",\n    \"ax = sns.violinplot(x=\\\"cut\\\",y=\\\"price\\\", data=data_df, palette=cols,scale= \\\"count\\\")\\n\",\n    \"ax.set_title(\\\"Diamond Cut for Price\\\", color=\\\"#774571\\\", fontsize = 20)\\n\",\n    \"ax.set_ylabel(\\\"Price\\\", color=\\\"#4e4c39\\\", fontsize = 15)\\n\",\n    \"ax.set_xlabel(\\\"Cut\\\", color=\\\"#4e4c39\\\", fontsize = 15)\\n\",\n    \"plotter.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 5,\n   \"id\": \"cb82efb874199a1c\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:51:56.153219Z\",\n     \"start_time\": \"2024-05-29T13:51:55.548233Z\"\n    },\n    \"collapsed\": false,\n    \"jupyter\": {\n     \"outputs_hidden\": false\n    }\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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     \"text/plain\": [\n       \"<Figure size 1200x800 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"plotter.figure(figsize=(12,8))\\n\",\n    \"ax = sns.violinplot(x=\\\"color\\\",y=\\\"price\\\", data=data_df, palette=cols,scale= \\\"count\\\")\\n\",\n    \"ax.set_title(\\\"Diamond Colors for Price\\\", color=\\\"#774571\\\", fontsize = 20)\\n\",\n    \"ax.set_ylabel(\\\"Price\\\", color=\\\"#4e4c39\\\", fontsize = 15)\\n\",\n    \"ax.set_xlabel(\\\"Color\\\", color=\\\"#4e4c39\\\", fontsize = 15)\\n\",\n    \"plotter.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 6,\n   \"id\": \"5a494793deff2c0d\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:51:57.045802Z\",\n     \"start_time\": \"2024-05-29T13:51:56.155193Z\"\n    },\n    \"collapsed\": false,\n    \"jupyter\": {\n     \"outputs_hidden\": false\n    }\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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     \"text/plain\": [\n       \"<Figure size 1300x800 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"plotter.figure(figsize=(13,8))\\n\",\n    \"ax = sns.violinplot(x=\\\"clarity\\\",y=\\\"price\\\", data=data_df, palette=cols,scale= \\\"count\\\")\\n\",\n    \"ax.set_title(\\\"Diamond Clarity for Price\\\", color=\\\"#774571\\\", fontsize = 20)\\n\",\n    \"ax.set_ylabel(\\\"Price\\\", color=\\\"#4e4c39\\\", fontsize = 15)\\n\",\n    \"ax.set_xlabel(\\\"Clarity\\\", color=\\\"#4e4c39\\\", fontsize = 15)\\n\",\n    \"plotter.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 7,\n   \"id\": \"cfc20ae6a22560fc\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:51:57.054157Z\",\n     \"start_time\": \"2024-05-29T13:51:57.047133Z\"\n    }\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"array(['SI2', 'SI1', 'VS1', 'VS2', 'VVS2', 'VVS1', 'I1', 'IF'],\\n\",\n       \"      dtype=object)\"\n      ]\n     },\n     \"execution_count\": 7,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"data_df['clarity'].unique()\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 23,\n   \"id\": \"a1875cbf4612cca4\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:58:22.376093Z\",\n     \"start_time\": \"2024-05-29T13:58:22.255946Z\"\n    }\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"array(['E', 'I', 'J', 'H', 'F', 'G', 'D'], dtype=object)\"\n      ]\n     },\n     \"execution_count\": 23,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"data_df['color'].unique()\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 8,\n   \"id\": \"b739ccdc12c3e9b9\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:51:57.181208Z\",\n     \"start_time\": \"2024-05-29T13:51:57.055633Z\"\n    },\n    \"collapsed\": false,\n    \"jupyter\": {\n     \"outputs_hidden\": false\n    }\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/html\": [\n       \"<div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>count</th>\\n\",\n       \"      <th>mean</th>\\n\",\n       \"      <th>std</th>\\n\",\n       \"      <th>min</th>\\n\",\n       \"      <th>25%</th>\\n\",\n       \"      <th>50%</th>\\n\",\n       \"      <th>75%</th>\\n\",\n       \"      <th>max</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>Unnamed: 0</th>\\n\",\n       \"      <td>53940.0</td>\\n\",\n       \"      <td>26970.500000</td>\\n\",\n       \"      <td>15571.281097</td>\\n\",\n       \"      <td>1.0</td>\\n\",\n       \"      <td>13485.75</td>\\n\",\n       \"      <td>26970.50</td>\\n\",\n       \"      <td>40455.25</td>\\n\",\n       \"      <td>53940.00</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>carat</th>\\n\",\n       \"      <td>53940.0</td>\\n\",\n       \"      <td>0.797940</td>\\n\",\n       \"      <td>0.474011</td>\\n\",\n       \"      <td>0.2</td>\\n\",\n       \"      <td>0.40</td>\\n\",\n       \"      <td>0.70</td>\\n\",\n       \"      <td>1.04</td>\\n\",\n       \"      <td>5.01</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>depth</th>\\n\",\n       \"      <td>53940.0</td>\\n\",\n       \"      <td>61.749405</td>\\n\",\n       \"      <td>1.432621</td>\\n\",\n       \"      <td>43.0</td>\\n\",\n       \"      <td>61.00</td>\\n\",\n       \"      <td>61.80</td>\\n\",\n       \"      <td>62.50</td>\\n\",\n       \"      <td>79.00</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>table</th>\\n\",\n       \"      <td>53940.0</td>\\n\",\n       \"      <td>57.457184</td>\\n\",\n       \"      <td>2.234491</td>\\n\",\n       \"      <td>43.0</td>\\n\",\n       \"      <td>56.00</td>\\n\",\n       \"      <td>57.00</td>\\n\",\n       \"      <td>59.00</td>\\n\",\n       \"      <td>95.00</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>price</th>\\n\",\n       \"      <td>53940.0</td>\\n\",\n       \"      <td>3932.799722</td>\\n\",\n       \"      <td>3989.439738</td>\\n\",\n       \"      <td>326.0</td>\\n\",\n       \"      <td>950.00</td>\\n\",\n       \"      <td>2401.00</td>\\n\",\n       \"      <td>5324.25</td>\\n\",\n       \"      <td>18823.00</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>x</th>\\n\",\n       \"      <td>53940.0</td>\\n\",\n       \"      <td>5.731157</td>\\n\",\n       \"      <td>1.121761</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>4.71</td>\\n\",\n       \"      <td>5.70</td>\\n\",\n       \"      <td>6.54</td>\\n\",\n       \"      <td>10.74</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>y</th>\\n\",\n       \"      <td>53940.0</td>\\n\",\n       \"      <td>5.734526</td>\\n\",\n       \"      <td>1.142135</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>4.72</td>\\n\",\n       \"      <td>5.71</td>\\n\",\n       \"      <td>6.54</td>\\n\",\n       \"      <td>58.90</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>z</th>\\n\",\n       \"      <td>53940.0</td>\\n\",\n       \"      <td>3.538734</td>\\n\",\n       \"      <td>0.705699</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>2.91</td>\\n\",\n       \"      <td>3.53</td>\\n\",\n       \"      <td>4.04</td>\\n\",\n       \"      <td>31.80</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"</div>\"\n      ],\n      \"text/plain\": [\n       \"              count          mean           std    min       25%       50%  \\\\\\n\",\n       \"Unnamed: 0  53940.0  26970.500000  15571.281097    1.0  13485.75  26970.50   \\n\",\n       \"carat       53940.0      0.797940      0.474011    0.2      0.40      0.70   \\n\",\n       \"depth       53940.0     61.749405      1.432621   43.0     61.00     61.80   \\n\",\n       \"table       53940.0     57.457184      2.234491   43.0     56.00     57.00   \\n\",\n       \"price       53940.0   3932.799722   3989.439738  326.0    950.00   2401.00   \\n\",\n       \"x           53940.0      5.731157      1.121761    0.0      4.71      5.70   \\n\",\n       \"y           53940.0      5.734526      1.142135    0.0      4.72      5.71   \\n\",\n       \"z           53940.0      3.538734      0.705699    0.0      2.91      3.53   \\n\",\n       \"\\n\",\n       \"                 75%       max  \\n\",\n       \"Unnamed: 0  40455.25  53940.00  \\n\",\n       \"carat           1.04      5.01  \\n\",\n       \"depth          62.50     79.00  \\n\",\n       \"table          59.00     95.00  \\n\",\n       \"price        5324.25  18823.00  \\n\",\n       \"x               6.54     10.74  \\n\",\n       \"y               6.54     58.90  \\n\",\n       \"z               4.04     31.80  \"\n      ]\n     },\n     \"execution_count\": 8,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"data_df.describe().T\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 9,\n   \"id\": \"70a288d653feae6\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:55:08.363296Z\",\n     \"start_time\": \"2024-05-29T13:51:57.182564Z\"\n    },\n    \"collapsed\": false,\n    \"jupyter\": {\n     \"outputs_hidden\": false\n    }\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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3VqI/umnKe0S13E9efWweY0Yri7rWMPHnrROAIGCr9G+h7+Ieouq0NfyIw1VHqd34FjMI99Vo2/PJ/JqZNW3EuOx+4DYCL//hv2fXA7YdczvZ7f03LnIUAzFx1ETtv+OUh5934P/+LaV825TS15Q7mvvzyKaf13XsvbqZr4u+BB3/E7Jf+wcHbpGN67/wP4OB0pnFllNHNdxCWhoiq4xitD7melnU0RJUSt3/xowcFm43u3MTD3/s3qmNDz2o5Sik233r9Iadvvv16aqPPblmWZb34hOVxSgO9jPfvQaiIgY1rGdy0nj2P3H3QvA/+x9/TdvpplHbvZs0Xv4Sq1VGVMbSKeOz6b9Nz2rnseug3eF6W/KxZROUyi15/HbrvcfTYXtAxTtdiNt91yyHXZ+vdv2D6lZdNem30ySfxm+YQjvWiU00AqG13s/C6a6js3cuj//wvzHvNaybmj8tlbn3veynv2XOYWsk6HoXVErd+4Y+Ye+HLUfUQ4hp9T647KGh2nz2P3I1xBGGxgusoKr0Hd6halnVkVcdH2XDj9xjY8AiLX/oGynv2ouI6YaXE9rsP/cxkz7p7UaQwtXF0vYJW8VFca8uyrBOHDXSwrBfIGMPuNXdw/7e+wP3f/AI77rvF3ni8CFWG9lAvjrDp1weP0AA49eVvJQ5ruEEaVa/jpNOEjc5CJ5WCuIbBIQ7rU74fQIV15AGlJ1SthhEOmMkPiqPKCEYrSrt2MeOy/Q9LjNZs/sH3KfdvJA5th5xlnWxUWGF4Q/IA1c93UhvZcch5a8PbkV4KE9cwOkY6PhiNiqqH/gCt0fX95yjHcwGDVjGqdvC5S7oucf3QWWTisJ6cwwChQoTrgY6RXpAEEshkmqqOI93UFOszdUYGFZYxOkY9zYgHo0JM/NxGu6l6ibEtd005LRzvJa4duawOca1IbXQPQ0/czOD6X1Id2kZUGTtin3cyM/Ui1JN9QzXNojK0PxhIaz3R+epncsS1Qx8PRsUTD5Sl6z1txqS4VkM39vWDJ9ZxfP/QnxPv38/jyihupnnK+cq71uGlp55W2vs4Oq6z566vURvZ+ZyzmUSVUcp9GxhY/3OGN95OvdhPHFae0zIsa5/e9Q8kx88Utt3xC8LSsz+XxvVDH6MqrB+y08eyrBcvHUcU+3ZSHuxj5303kcqkqBdHCWt1Nt/yk0O+b9Ovf8Sca69l169voT46AjrGxDHV0SH8TJ6wOEZcKWO0Ji6XcTPp5H523/2mdJ72vliFtUm/9fcxKglQ1FEdhAQd46WTkmm7br6ZGZddOnn+OGbHLw8dfGmd2FQUMrJ9I3GtcsC11DztvoUxGKUwxiAEjG/bdjRW1bKsA0SlUTbdnDwvNkqhajUEBqM1Oj50H4IKa6A1QjrJM464jjE2cN2yLOupbKCDZb0AYXmcX33y97jpU+9l6+0/Y+udP+eWz3+Q6//wdQxv23CsV886SuJ6ndL2BzHGEFWnDiAY2roBL52jXhwlaG1h5Ikn6DrrLAA2/Pd/48w6C3dsM3POvuiQnzP9tAvof2B/WYu5L7scWRsgqk3+zEz3IoRw0FF0UH3O8W07KO95guKuR9Aqer6bbFnWccioeCKDg1ER0ksfcl7hBmA0utHhGdeTB7O5GcsP+Z501wKCtjaEk3TY9t6/BuNlaerspuOcMw+af+CBh5i+4oJDLm/uOZfgjm1J1rdrKfWxPqSXptq7kXT3IupDSQrzTM9i6sWnjDwSTvKwdwpetg2jFU6QPeRng0DIQ3Q8H4JW0UGlMg4Ulgaf0/Kerag6zuiWu9l777cZ334/xV1r6H3guwyu/xlR1QY7PFcHdrA6uk7HKSsn/o4qRTKtnQA8/L1/Y8YZFz717RM6F6+iOpp8530bHqLn4kPv67Nf9lKc4pYpp8npK9l9131TTsvPno1w9j/Iys85nag49X7mZltAHJzRAQCjEEKi4zq9D/4vUWWEuDqGVgoVVlBh5ZDZnqLKCH0P/S/9D/+I0q5HGNtyF3vu+jqVvidtsIP1vFTHhg85TcfRsw4YN8Yw57yXHnL6jNMvws/mn/P6WZZ1cquMDFAvjnPPVz9N+6zpCCRGxUjHo1469H1VZWSAoLkZoxS6Xk86jV2X7lPPZHTnRtrmLyVobUHV62R6eth92104rXOQLTMB0IObmXv2oe8Vpq+8kIH7Hpz0WrqjA0wFhMQNskkptlSBsJx0ahulEFNc+0effPL5NI11IjCGenEEAOk2AmWFQ9fi0w75lta5SxBa4OWyaCMo7917NNbUsqyG+lg/xhjq5SSYVzo+6Z4epOvhpTN0nXrws5R9upeehZSaqFZGeimi8giqbn+DWZZlPZUNdLCs5ymu17jxE+9mcONaTn/rH3DhH3yOiz74Oc753T9HRRE/++jb2P3w1CM/rZNLWOyj9/av4Tgu7QumTk396Pf/FT+TY/bqKzBCkZs+ndlXXYWbzbLh619H5DtBK+aeeR6Z1q6D3p/rmk7r9EUMP5qklS/MnUvH0jmI6avYe//+LBLZ6ctwM03E9RA3k2Fo/fpJy+k8/XRUOM7YlnuIbX03yzq5SImTSjp1aqO7SbfOOuSs+WnLkmCnxijz8R3303PBb6Fq42RnHHweE9KlfdWb2PZ/N7DoTW8C4Mn//SGq+3xSegx86DznnEnvGVyzho45y8h2TDtoedn2bmavOhvdvwFR6CGSAd1nvxYdVQmLA3Sf9xYG11xPYcFq3EwT5d7HJr2/afYZVAe3TrltTXPORroBxhgcf+pgh0znAuKwgn4OWR2EdA8ZXAHgpo5Mh1pcHaG486GDXq8Nb6fSv+mIfObJzLhpaGQIUet+zJzzrpjoDH3yVz9g2aveAcDeNXeSbm5nxpkHByBK1+Ost/8Rw9s3A9D/xBrazlhBpqfnoHkzPT1Mu/ACzFQjddwAf/kriCpTBNAIwekf+QjD676XzJptoXnRBWz+0cem3K7Os19HbXzqVMRBUw9GNz7fKEp71zO4/ueMbbuHysBmeh/4LuM7HjwoK4mK6oxsvpOofHDH9NBjv0DbQAfreehaesYhpxWmz8H1p8jg8xRKJUF6LbMWTnnv7WVyrHjdu0g1tz3/FbUs66SjamUqI0MMblzLrDPOY+iB72IMeJkCKqzSteTQ56dZ51xO3733kmpvx83lQSt0HLPoytdR7NtFYdps+jc9Qmn3LoxShKUyOtWBLvXhLrocUx2lqZCifeEU56x0lkWXvJrtN/xs0utn/vlHGXzkf2hfdS3sTu4FveWv4uF/+RoALUuXUtx+cAa3rrPPfiHNZB2nVFjDCEHr3KR06ejubbi5DNq4pJtbmXvByw56j3BcVlz3LprnL0DqGvVyTGH27KO96pb1olYf3ol0fToXrwJgfGAXfiFPdWgcJ0hz1ts+iPQOzvA3bfm5ZDt68HM+2enLkI5POL6HuFZ8zhn6LMuyTnY20MGynqf7v/HXjGzfyJlv+zAdC5dPRNI3z5jHOe/8U1rnLOLXn/0AfY8f3DlhnVx0vUJcGSVo7uCMt31oyhGVzdPngevRc9q5jO7dytzrXkVYLHLhP/wD0y66iFs//Of4572LlCnx0o/+DUuvfhPplg4yrV0su+7/cdHvf461f/8l0l1dLPvdd3DJ332KVGuB0YGdVPY8hvRStJ/+CmZd9Ye4qSZ2/PxGFr3xjWz54Q8n1sHNZJjxksupj+7CqNDWk7esk4zjZ2meuzr5w2jKfRtoWXTJQfP5+S4ynQtxgyy1oS3kpp1KXB1Fmxi/ZSbdq99C1+o34+XaEK5PYcFqFv32v4DME46Pk+7q4sy/+AvSHR3c/7f/hsjNon1mN6s+8gec9qEPkps1i6C5mVkvfzn5ri5e+rEvs+xVv0OmtZN0SwenXvs2rvzI5/E2/wJ5ypWIVW/CyXcStM5k1y1fZd6rP87ok3fSuuxKpl/+HsLK8MQPeekGNM+/gNyMVRRmrSJo2h9EIb00radchvQy6LjOyMbbaF/28oOCHfxCN/kZK+h74LvE9WcX8KVVDFKS61k65XTpZ/Ayrc9qWc+FVhHFHWsOOb248yHUs9wGK1EaL2KWvAIAM7YHXyou/7N/pnPJ6QxuXEupfzerf+8vyXVN56bPfZBz3vlRzvl/f0ph2hyCQguzz72cqz//HYa2PI7jupz//k/TMucUHvjvL7L6C59j8dvfTrqjg1R7O4vf/nbO+9znuPvP/z/qPVfiLH81ItsOQQ5nzrmkXvoXxKUhlv3OWznzz/+c/OzZuJkMXeecw0u+9U2E08/YxrsoLFjNgjd9AeH6TDv/bcDk+4zW015ObtYKagMbD95gIWhecBHjBwTLxNUxhOMzuuk3hKUB3EwLw0/cRO8D/zMpCFKFZcp7Hz9kW1YHps5SYVlPJ9fRQ/vCqbMHnfm2D5Nu635WyzHGELR2ctGH/ppVb3w/uc7ppAqtzL/4FVz16f8gaDs4cNiyrBe3sDSKlJLedffTMms+lb0bMHGE6wd0LlzKKS97A9I9uHxEtqOHtrlLGXr0UVa+/z2kWppQSPY8fCdepsBL/+rrbL71ejqXnU7T8kWoOGbB617HzrvWILLdOIsux1/9Lpxdd3PROz/IGW9+H7mu5Jy14PLrePmnvk00XKQwezZ+UxOd55zDFf/xbYzZSsvii+hcfD56x/14Z7yZYiVL3733IhyHMz7yx6z7t3+btK5ePk/P+ecfrSa1jqI4CiGskW5qYfrpF3DTx9+JRlMvVXHz7Zz5lvdx3ns+TtOMeQT5ZmaccTFX/n9foWX2IvzmPDgBI48/Rnb6wUHolmUdOcXta0g3t7LqTe9DSMmv/vIdyJSPm06jjEOus4drPvcd5px3JUGhhULPbM54y4c4+50fJdfeShTWcfKtxPUIhEDVxlHR05SrsSzLehFyn3kWy7Kequ+xB3nyV99nydVvoTDt4Ghoxw9Y+Yb38uB/fpFff+4DXPs3/0Ouc/oxWFPraBCNlIHCcch3z+LKj32FB771dwxvfRzHD5h34dUsf/U7GXviSZpOWUj3qWcTVoq0n3UGqlzhjD/7KEZpqmM1gjnnkqkVWfHqd7L4qrcgpIswAiElF/3zlxAYvHQKHYeYdJaW09ppXnp5MpI7yBCWy4w+vpH2VWew/itfpT6SpDUszJ/P6k9/Cm32p7yeKs2lZVknLiEEma5TCIt9FHc9Qmn3o+Smn0b32W+hNrgNFVZIt83BTReI6xWqQ1sp7niI6ef+Nn6mlfFdD5HtXkqmfT5B2yzaTnsZCIlwfMLxGtKJOeXNb8LLF3B8n54LL8TEMdrzCDIBvtCkrnsFs1/2MgTgpn20AWMEp1z1Jha+5NVIx8H1AxwTIc79f2jpIAAjPUy9xMyXfRiA7rbZSDcF0iHdOot0+28ltZCNQTg+cXkQJ9tC29KXYholJYRwMEIijGJ0y53ElRHGtt1P1xmvR9XLROVB3HQTcW2c/kevx+iYcu8TFOac+7TtGteS0hHlvY/Rvvwaosoo9dFdE9MdP0vXGW+YyKZxOBmt0OrQ5TJ0bGvQP1daGx679wGWXPQu3F13YR76Jrkzf4fzfu8vGymrBdnOaXQtOwsVhqgoYv5l1zF91QUYrXFTaQwO3cuTDCap5jamLTsdrRSu59P8rt9lwetfB0DQ3o6pFLno77+AcF2ctlV4c5KyVTg+WmmcbDuOlMx91bX0XHA+Rhtk4OFlfXStlZbFX0N6KZAu4zsfID/vDJaeciHF7Q+jwir5WStws81oFdG25EpKe9dT2r0WFVVJtcykee65GAzlvfuzovi5Dsq9SQBDcecaOpZfQ6VvA1F5iEr/RgqzTk9mNBrMoUcLqchmdLCeu1S2wEUf+jyPXf8fbLrlx8S1Ks0zF3DG2/6AltkLk8CyKerU7xPHybXAGANCkGrrYvEr3sLc86/EGIOfzeNkC4csx2JZ1ouXcByE4+Bn88RhiPTS1Md3I5t6yLZ3Y4TDZR/9Eo9+78v0P7EG4bjMOe9KVrz+Pdz/Zx/jvM9+kq5zzsbEFUrjNXqWncnork00zZjHWe/4CFGtinQcpONCbOhqP5tKMcIvZPC6TsHvWAAqYuEV85h9wdVgDDJIYao12lcs58J//CIgcAIXRER+zrU4bgD1MdwrP8rQhu3c+p730nP++az44PsJSyXi2v7OruZFizj7r/6SVFfHMWtj68gRQqLiEL+5nXP+35+x4Zf/y21//ye85E//CaUiZKqZOasvY9pp56CiGOn6+JkM0hEoAZWdvbQsXYpfyBzrTbGsk4LrPnO3mtEKN90EQpDvmsEVf/llHvyPL/Kbf/wol3zki5g4JlaCbEcP57zzI4SVKiDwMwVcV6O0wk13ocOQyuBjZNrnUR3aTqplxpHfQMuyrBOIDXSwrOfIGMMD3/5bmqbPZeaZlxxyPul6rHj9e7jnK5/k1i/8EVd95ttTjg6wTnzSS5OdtZKxx24hP/M02k9ZxSV//LeoKERISZBrIh4v077sVOLqGLGReLk80vHxMjkwMRiBMRqDg8y24QCZfX1m+x7mao2KamgDSAelDBgXJ5VGGI2qx5jYoWn+XMr961j2nrey5HfegnRdgqYm/OYCe+/7DgCp1lkY7ANgyzrZuEGWlkWXUphzNmGxH6NidL2MimoI10OriLEdD1Leu56u019Hufdxhp64ifbZZ5JacBGkmxFuAAiM1qgwQhWrCMfByxVASrx8FikFSBchJQKBMQojXZwowstKpHQAA/umkwRiGKMRQmKMBgxSx4BMxqc7DioOEQhwA3Bd0Aoh0xilULqOdHyMqhOWhnDjGOmlMBh0vYxwfbx0E8U9G1D1Mk3zVpNqms7g+p9TmHU649sfQIXlSWke48ro07ZnXC/R99APCYtJSYCBR39K8/zzaZp7Djqu46YKeJlmnCB/RILHHC9FpmPBIct0pNvmIL30Yf/ck5nj+Qxu3cgNd/6KhZdew7Jr30dYGsRx0xS6epLgHjeFF6QRjgMGjNKk23oQQqBUjJCSVKEZABWHBM1dIETS+aoVmVQSAGlwUH4aN8gmx4ABk2pBCIGOI5CNUhqAlODlMtA4YlzHg3QeMCgjEK5H89zzksAeHZObvRIMqLhOcfvD+E0dDO9ZS8vCS8h2LW5sraEytJXRTXdMbL90A/xcByPF25I5VDQpWKa4Zy3Z7iU4fhrp+PiFLsLxvinbMt0+b8rXdVRH6wgpPaQXPN+vyjpJGT9Ful5lxRvew+Kr3oTRGsf1SLV1Q3kYVatC6tDnNSHE/ntjkVyrpOOT6Uoe+Bpj0Frj+wenALYs68XNy2TQgwPMXn0FG2/6PrOXXs7WH/wFp7z9a4jKEPlpc0gXxjn//Z/ExDHCcfEyOaKhEVZ/6hP4TXnM4Ea0cFh//Y84/S3vJ9/WSXHXZgqzFuD7TTjSA5LzktYRaI1wHIznN8qgCVzA3ZdwzBjIA0ZjDMTVcnJe9FMYLTECtNdGfWCAbHc31/z4h+AYhjZcj5Nq5vJv/Cs6FCANQtYo7r2bpng+2OvvSUd6LmFlDMdogiBg+XW/w8LiKNXRflJNrTieh3A9UgcEXxsVE42NYbTBb25GpjyMjo7hVljWia06OEhl716Gn3iCptZWqn19ZLq6kI4z5fxRpUxh3lkUd28m19xO++LTufjDf42KI8KxIVKtHbjIJCg+lcVrHL5aKYyKMHENYkVtbBvplpmAIch3Np7ZWJZlWfvYQAfLeo52r7mDwY3rOPO3/hAhn776i5/Jcdpr3819X/ssj3zvK6x60+8fpbW0jiY/VWDmSz/Elu//Gf6rPkfgFEl7EqNDcDyIa8jOTtTAZnTQjDAKaUBKmdTM1qBNDEbjGA0ceIOcPMhV9SpaKbx0Onm4q2N0rJI64waKg71svvV6Fr7kOnzPIdu1CNAYrRGOi3QCBtf/DKNC3EwLzXPPSx60WJZ10nG8FI6XQgiXPfd8Ex1V908UDp0rXgFaMfT4jclI7v6NDPc+QevMFVDcg3IymFQzxgicVAY346FqVYQQuCkvqUlsPOJaDc+ThGEIwsENUjgiyUCDMIBs/Gt/p5QQEpIu32SakRgpGsEPHkIajAoRjgdxjHA9VL2KEEnmBAFoDMQKVS2iVcTo1jsJ8l2k2ubg+BkcN0WmcyG14R0Udz1C52mvYHD9L4hr4we11b6O2nx+6mwMcWVkIsgBkk7hkSdvBSEJmqbRufJVuEHuMH1zU0u3zcNNNRHXxia9LhyfprnnJm1lPWteKsPKN7yHB//zi6z76X+y65H7ufQPP49AMbLhjqTUw5LLcBynERSTBBkAE0EySQdr8u9JQaxGA0w8eDIqxk2lwHFBa4wQSKOT4AkhUeUK9eEBpOcRtLXiBh4g0EoRRSDjEsIkncBg2H3P/+L4AdmepYRjezFGk+5eRNA6jZEtd+J4aeLKMDrIIaUkKg8zvu2+ifXych20LrqE4Sdvmdwocv99x77AJQA3XaD1lMvovf+78JTgyKB5ejI66QA6qhOWhxjdfCdReQgv10bzvPPxc21I+zDOalClMcg145SHybgaVIjwA1RljLAaksk/i9Fx+/6tNY7rTA40s5kcLMs6BCEDsm0dOH4qCWqYsYpa7wZG1/2M1lWvgvIoblTGRSOyeWKnEfxrRpDGJ3rgR+DnqXedyanXvpVi7w6ybd1kO2cQl8YJCq0Yo3E8D6NjVD0EpRGui+sFU5S4bPzWD6tJdgcvwEmliEtFKntHCNraCMtFvCCN396OCkuEpV6CoIWO016JdFyM1vQ9/AM6ll1N30P/h3A8m7nxZKUNRnroOEJmCsjqGBkZgiMwXioJRH/Kdy+ExAQSiQNodDiOCLJTL9+yrKdV7u3ljg9+kKF16yZe8/J5Lv3KV2g99dQpgx1UvYZMFRCjeymXM2Qcj1QgwYTgJ88RhBCN5yT7icagEekHxJVBXC+LEA614Z1kuxYlmYMsy7KsCfasaFnP0fqffpum6XNpnbfkWc3fPGMe8y66hrU/+ndmn3s5rXMXP/ObrBOKkhK/0M38132OytAuMNMoDfaB51Md3UvrjNl45S342TxaC/DSuKksoFHaIF0XR3porXlq3W0QCAHS8zEmBAQqCiGKMTomCiNq40N46SyLLruG7T/+KAve8DcUe9eR6zoFJ1VASIdwbC+ZjgU0zT4b4bgYIXDc1NFvLMuyjhrHz5DpWEBpz9r9LxpF/yM/JT9zFZ0rXo2O62R7TkVHVcrjA/iFbhwh8IIMKqyAiUCD6zloHMJKiOMYtArxsnmk6+J7qWRUuJQYBHG5gpfJIJz9D9vEAaPdjSHpeJUCIwVSa4grCC+F43pokvmEF6CqY8S1cdxUHiFSRLVSMvK3cz7FHffjmhbaFl2K8AK8TCvhWC9B8zTqY3vITVuWZHwwmrg6enD7BHmCQje1wc20xNsp7yknpT0a502A2vDOqRvXaOqju5LtPsK8bAtdZ76Bsa33UN77GMYo0u3zaVl4EW6m2fbpPUdeJk1cKzLvwqtY+fr3ENerxGGElA7p7tPxcnnQGi0FjptOSjdojXAkRkgkGrPvWt3Yr2m8MpG5RDcCHkQStCClSQIPpURHYdJJKyTS98nOnNVYM0lYKibvcwReOkCIjiQoIo4YfOQGyrseJdU6i6ZF55OZtpja2C6knyEqDtA0+yyMipPsKnFI3/obSLXMpH3py3FSeXRcJyr2M/jYL1EHBP2kWmdPKsWS7V4yKRBSehm6z3oTIxtvoz66G+mlyM9YSW7asonjBJIgkPLAJgbXXj/xWlwdpTqwmY7l15LtXjxp/on3GY0xGmmDL180fM8QlscIy1UGd28n29aF2ruNQs8sMs1taARTj4kDpRRaJ/sMQiCl3Bc7BzSyORiD9zSlLyzLevGSXkDgOYhCEwsuexVRuUjH+e9GmBqV3Y8StMymrlzKI0OMDzxBa+dMMi3teFEFxrfjnnotYSwQRuATkyrMwDERYXGAoH0BjuejVR1Tr2Fcl6DQlNzTSpncG6g4uZeYGDCz77d+gFEKo3QS8OD6pNraiMplUDHV8QEcLyBoyuO2zkCHFYyOqBV7Ke1eR/upL2dk028AyM9YYbN9naSEkKQ8ST0W6FqRarnGWF8/TTPnkxEaI9x9efQm3qPjGCklUkjCYh/SS9nnQJb1PESVCo988YuTghwAomKRW979bq76wQ/ITpt20Pv8XB5TL5Gethhdq1IrjjO6cwsylyfTmiOXdRrXhMnHrhESE4UYHSZBDdrDGEWqZSbCsVnLLMuynso+UbKs52B052Z6197Laa9913OKkp934dX0PfYgd3/5r7jqM//5jJkgrBNLNDyIV8jjOwJ37ulIxyXTOR1TG0XMW5h09BkDYQ3fgHZdTFzH6AjHcVH1ErgBUa2K8NI4uez+jiulQIAwGtcBHZYxUR2NS1Qr4TlQaG+m3L+Z4XU3Mf91nyWqQrX/Sap9T9C56jUUd68j172YIJXHGE04thfHS5MqdB/TdrMs68iSrkfTnLOJysPUx3bvf91xyXYtYnD9DUgnoGnuucSVEeLqCNL1kdl2wsoI0k2BVuA6QFKmwsvnEAaEiZOR340OYISLEA7aaLxcdiLFv3ScpBQFjZ/tQpIMVpAYrZBCYkSM8FJgFCrW6ChE+ikwGuml8L0Ucb2IKvXjZVpQYYWoOkphzjlJHIWQgGR4w69pmnUGpb4N1IZ3oMIyQjq0L7uKrtNfy9ATNxNXRgBId8ynddFl9D/6U8LxvQCUACEdus54A6nm6Qjp4KQOna0hST98dK7nfraV1lMup3neaowBxwtw/KS+rlLqGd5tHUiHZTxnnI5Fp7Lhxh9R6tvN9JXnccrl1xCXSojaGLKlG4NOghcEIBzisI4UAm0Mcl8n6oFRJkIgNBjMxGgerWKk6yUlXoRAx3Ej+McgBAgvKc+CI9FRDSfwMUohXYlRIao6BlohMy20nPoSmhdfDNIDAQNrrycs9uKk8uSnryDVOguEREd1SjsfIt02l1TrLNxMM7oRkDO27T5UWJ5YZS/bTtPcc+h/5CcA+IVuguZpE9kXVFhmcO31GEgCa4LkPqLS9yS77/x3es5+y0RGE1UvMfTYL6ds86HHbyRomYF3QAYIFdaIq6OM73wIFZbJdp5Cqm020j+yGVKsY0/HGt+TeLJK7swLQSRBvG59hEhoXPn0D2+TwLn9QXRAI2OQmDSPZVnWVEIl8T2D7+WgowdEI7RKxZjKMH7OJ1fI0jVzOlSGUcPrINOKM/dlmLE+vNEncQ3UvHa23X8nc1ZfgZvvhriIVg64aRzXAHFShqKR/Uk2ss/IfUGSjX9MWE6u7UZjtECHNUAhHHBzAToSuNpQ6nsMR8xCRxEIcNN5gqZpCOky/MRNxNUxvEwrhdln25G+JynHD6iMDhOkXajV8afNJj9tduMaSFIWrZE9byLw1hEQaQwxbtCE1nW0OVQ4oWVZh1IfHmb7z38+5bRofJyxLVumDHRwgjTF3j7SbVlkaQ/+tNPIdiclKBr/R0d1cLyJILgk5EE1kv0KZJBHegG1kd04qbzNzmtZljUFe2a0rOdg469/hJ/N07XkjOf0Pum6LL3mrdz39c+z6ZafsPDy647QGlrHQqazk0rfANvvvoe5V18JtVFwfIRIYcJ6kgJaC6qlcarj42Tau5Cui+t6aOHi5LJgDMJxQbrsG9kBQKOzxAhQ9TrSD3C8FDKu4XpJh4FRinTHAtpX9TC6qZf8rGkTo4wH195A6+KXENeK1EZ24Pg58jNOw0032brZlvUiMLb9PtqWXkFcHSMqD+P4GaSXQkiP9iUvZWznGkY330G6bS6FWWckD3tVjIZG/dZkZK1WIdq4SM9NHs5qjfFcHN/HqKREjtFJaQrRmC5FY6QtZn/Se9EoWQEI4YBRCGRjVHxS9kI4DkQVjJSoejXp2A8yhGGJ3Q/fS2HmfArd85KsEMY0HgxrmuedR73YT65nKbmepaiwig7LjDx5G62nXE7Haa8AHaPjEOkGDG+4eSLIYR+jFX1rfsCM834HN91EqmVm8sCwkfr/QLnpy3H8o5f61fECHHvefuG0oTa0CTG6ndOueyMyaMUN0kRhjVBrjFJkojpuKo1WMQaFFEldZCEkJqxPLEpIiVEKpEz2RSEmAnsATJw8oBJGYwSNgIekPreKQ0wc4ng+JtbJaM6wjhCNMi/FXsymWxGOg5i+CjfXSYQgro4wuvUuotJAsg4I3HQzo5vvpNK/kfyMVTTNvwAwROUR+h/+UVKOY955tC6+HEwjI0umBSFdRrfeQ5DvJNO1CDfII51gopNYxxFhsR+A/oe+f1BTVoe2J8cIoMIKRoVTN3lcR4cVaAQ6qKhGcdcaRjbetn9ZA5txgjw9Z7/5gJGu1snICfLoqIRpX4Coj4OOkH6WuBaBKhNnvUNmdAD2dxCKg4MdjDGNDGmWZVkH09VRPEdTLtVxXUkgneR8omMMAoWD2whiFNJDZToRQQvKuKixEp4XIIMscW4G23/zK7bd8QtUHLHgoquJQ42QBkfVIJPF8QKk1kkFN00SBNkIkE2CfxuBj+k8GIiqVYRWuNlMct2Ma6AiHC+FUQ5BdmmS5TEewMu1olSIqlcIi/0EhR4y7StQNYmqa2xCh5OXX8hTHRwh1dmDqI2BjsDLopVC+OnGpbFxXaRRkkzFxLUKXjaHIEDXQ8jY8hWW9Vyoeh0Tx4ecXu3vP+S0VGcbpR27qJegvaMMcYhxUyB9dBwmx66U++9tARUbMBIhXYyOKe59nHTzdJwgN+WzCcuyrBc7G+hgWc+SjiO23Ho9PcvPRbrP/dBpmb2I7uXn8NB3/oE5512Jl7Y/LE4WujJK0Jxi5hWXURscRiuN1xLg6HIy6lkIjJsilcuB6yEdgZ8KMMZBCIkO60jXQQoHdeDD2YmRogaUxkmlULVxjI5BuIBHbWSMcGQEx/cZ27KF1uVLqQzvT1OvwjIDj/4EN9NC0DyTprnn4qWnrkVvWdbJR3ppSrvXEdWKRKV+dFRDR1WC5hk0zT6HwowVCMdPRpdpjVFhkkbe8UELtBZEdYWXTeEIg5AeBlBxjJRJOlSMQOg4CdbSgHQwMunuNVph9j3UNQYjnpJQtTHqCBUlyf91jBQOwvcxKiKqVwjH+3CzXRg8upediWxkxaERHFHuf5LqwCYKs85kfOs9qKiadKo2NC+4kProHrxMM2Pb7ydo6ibVMovq4JYp28zEdaLKCG66CSfI07Xq1fSt+eGkBwp+vpvmeavtiLkTkNES6aXRUZWxzbfRtvQa4nqyvzpBJslMojX1chHH8TBGIzI+kqT8hOvvq9dtJtLnH9jparSe6HgVzr49XTQu6SYJ5AGEk2RBMbpxrZcyyeJkYsBHtMzCPfWaZLHSIw5r9D/wA3KzV9C5/FpMVMGoGJkuABLpeuR6TkXHNfrWfJ+uldcxvOGmibIt0vHof+THNM09DxVXcdNN1Ia34+c7AZKHbBmPkU23077sKhwvlQRuNB6uTWVyoM8zjaDfP13Vy5OCHPa/XmRk429obV72DMuyTmShEHg6yWKiw1oSrBYVEa3TcGqjxGEVgqmDuvYFMyDElFkbjDG4z+N3mmVZJz8TVYn3rkfvWUt22dVEMk21VMH3HaJyDRXGCNdFtLWgalVcGSN1jEEiHYkKBwjHR8AJcB3B/EuuZeYZF2EQlIf7ybV14fgBwvGQ0iWuV3G9ABXFSNc58FbhACIpl2U00nEwOkRVakgvjamDqmtqQ7vwm/JU9txHfWQXXWe/ltrYIKObb0J6abpXvYXaaJHb3/tekJKXfOtbx6J5raMkCiPSTQFReRzh+cioBnGJ2EnhGTNpP5NSorUBfLxMirBSxHVdNDYbnGU9V242S9DaSn14eMrpzaeccsj3SiA/o4dUrU51tIKbSeFUywhfoYzE1XriNyKQDITDNJ79SsoD24jGe0nluzBaTXUxsSzLetE7psNlvvSlL3HKKadM+udlL3vZxPR6vc4nPvEJzjnnHFatWsX73/9+BgcHJy1jz549vOtd72LFihWsXr2az3/+88RPibC79957ue6661i2bBlXXHEFP/zhDw9al+985ztcdtllLF++nNe97nU8+uijR2ajrRPW3rX3URsfYdqK1c97GYte8hrCcpH1P7U/Pk8mZnwPYaWC9D3STQHZjMIPB5M69kGeMAqpDe8kqo7iZ7KoKELjgBSNToSkY0SpCOlOUb8agXAkYbmCFgGQAu2g6jUcR5DqaCOsF2letgDhVinMOO2gVGZxdZxc9ymNAAnLsk4Wca1EVB0jrhUbWREmy09bTnH3IxRmLEe6ATqqAlAf3cXo1juBpLNJhXWMVkmKe6OJKiNooUFK3GwGpIfSoI1Oag17XpL9QQq0UYCTjGxvjKbVYT0JaJDO/s4oKRHsG8VmSHI1atAGId0ktb9JUqvG1WG0Ckk3d5PpWoI2DkbHhMUhaoObiavjRNUxSnvWMbrpDoJCN8LxaFl4MUGhGydVINUyi47TXoGO6gTNPVSHtyP2jdx7hlEQKqolq+y4pFrnMOOC36V92VW0LLyInrPfQtcZr8VNFQ7Tt2gdTdXhcfLTz0+yKtRL1IsD6NpoklHAEXjpVFJWxfGSXCSOk4ywkS5SOsmI8Uaa/OR/jX0ZMEYnf+3rjEVijEIbk5SoIAkO2lfCQoo4yRbhCkwcYqQEL4XBJJ3AXorYSaGEROQ7mHbZu8nNPp3aaC9RpUQchdSGdqJqJbQ29D/yEwbX/Yym2Wei4ghVT8pUCMdPHooBCEM4uoe+B79HOLYXN8jiBlnqY3vpe+j7xLWxiUBLx8+Sm778EC0pSLfNmfgryRYz9RBS6WdwgszE35WBzYf8fsp9T9Cct7WjT0ZxbTz5d3kclSng6BrS1JGqjOMYRFikUqkj9KE7YA68zh2qPIUNdLAsayqmNo4M8qjt91G74S9xTI10IHCicVKBItcSkGkKcKIKplKhPFymXI4IY40Ki8S1GqQKyLCMMJpbPv8HDDz5KEEmS6a5FccP0KZxbjIGYSRGx0iZ3ClMpDSbvFYgDAKQrkT6KYSbQcdJAHGlNEwtGscJXArzV9N5zlspDW1hdPNNIAQtCy9j569vpfeuuyju2MHMK67Ab2qa4nOsk4GqlXDTOUICPFfh1gaRcQnpJ9nCjDn42qgrJRCCWnEUQRWtnjk01bKsg6U7OljxgQ9MOa191Sqy3U9TGrg2RqVcwc1kSOckXjiM1BWEMEmWy6celEJgEGglqAxtwfU9mhdcSByWksElY7tRIzsxteLh20DLsqwT3DF/CrBw4UK+8Y1vTPztHBDB9pnPfIbbbruNL37xi+TzeT75yU/yvve9j+9+97tAUpP43e9+N+3t7Xz3u9+lv7+fP/mTP8HzPD784Q8DsHPnTt797nfzxje+kS984Qvcfffd/MVf/AUdHR1ceOGFAPzsZz/js5/9LJ/4xCdYsWIF3/rWt3jnO9/JL37xC9ra2o5ia1jHs213/ZJMWxf5nlnPexnp5jZmnXM563/yLU552Rvwc82HbwWtY0YNbsas/0fUNV+gUouRpKmOjxGODRDHNVqmzcJLt+K5kjgMCbI59mUUFEKiTTKQU8pGyvd99tVVxDRSt3sIramOjmAMpNpb0ESgFIVZM1H1Ybx0C733Pkzz/JeiGSauDOKmW8h2L0Z6abyUzWNpWScDFVaoDm5lZNPtxNUxnCBH87zzyHafMmmUtZPK07LwIvofvZ62xS/By7RQL/bheGmM1oxuu5vmuedhVISu15HpJqSUGOGg6lX67rubpnmzyc2YTlyJcLN5hAO6UsHxPaQjEY6XPLwVSYewjuMkwAEmRrsLKRr1Yxsp/g2gFAaNkI1R7Y6L0AAKGRQao90jXN8l19aWvLdRRsKYJCgj1TKDbM8ShHSJSoM4QZamuauJyoNElRHGtz9I05yzAEFp73paF17M2Lb7CJp6kH5mUuaHA/m5jon/lo6LzLTgZVqO4DdqHS3Sc3n8K99n8TveTFjeTm1oI5melchUM9WhPfiZPF5TJ9JxcFz3gAAdAYKkRAtJEEMSnGP2l6sQIrmOCzNRtkVIJynFYBrzNoJ/tNGE1Qgpo2RZroOQGrRCGIX0cqDqICRGa3RlhPXffC/zXvdpgubuJHDBaBy/m7AySmXvOvIzTiM3bTlRZYSo2DtRSiI/fTml3scBqI/uIdO5kLDYR2VgE5WBTZPaJ9u1BOklgQbScWmet5rayK6JUhmNDaVjxStwUrmJV5xUjo7l19C35vsHZKRK2qRj+TVJmtWGQ5W4SCbaVKwnrbAKXhZfQjg+TFyrMLJnF6nmNky4k1zHNDK5JmI9VWdg8ts/SfS+Pym3aGQM2h9cZFnWs6FVRDjWj4nrLJ7VngTjOU9XNObEZ+pl0DH7ghPD//sznHPfRT3dw8jWjSitaJ+/hPG+HahqDTedI1VoAinwHE0w9ASm0EPdbeHBb3yJ89/7V/zmH/+Moc2Ps/JNv4/WGul6CNdFRSHSS7KgSUcm9wmGRrDD5B4tFSmk5yaZHZRGRXVUtQQomqbNpF4eQ5kIN5UlHNmFCcfITT+dXPepjDyxmbblp/HL17+eoLWVBa99LY7nHeWWtV6osDiEqpdYPLMVVRnFyU/9HFpIiZQS13WolDRxRVEeHSHbkyOdTTUqoxxwlTQGLSRGh6TyaeKqT1yp0jS356htm2WdLKTjMPOKK0AIHv3Hf6Q2NIT0PGZffTUr3v9+UofoPzJKQb1IqjCDWqmMVhGV4RJaK7LTCqRS+waGHHB9MCbJyCIi0u3zqI/uwsQRfq4TITzqv/pssk6diwjOfzcy03p0GsGyLOs4dswDHRzHoaOj46DXi8UiP/jBD/jCF77A6tXJCPrPfOYzXHXVVTz88MOsXLmSO+64g02bNvGNb3yD9vZ2lixZwgc/+EG+8IUv8L73vQ/f9/nud7/LjBkz+NM//VMA5s+fz4MPPsg3v/nNiUCHb3zjG7z+9a/nNa95DQCf+MQnuPXWW/nBD37Au971rqPUEtbxTKuYHffezIzTLzrk6KFna+4FL2fXg7ex7odf5/Tf+vBhWkPrWJL5LgD8bBMojZ9vItvexUTSnCiEqELsZ1EjA2ghcKQGNCJIYxDUx8tgDF5TE1JqGl0qSQ04HSUpB3WEcB0yne0YY5COgw7TyYhTDX5uJuHoGC0LF+NmUvjNMzE6Qro+uq5wA1uywrJOBlrFFHevZeTJWyZeU/USQ4/fSFQZpWXB+Ug3SfvteCkynYtJNc+kOrSVqDJCpmMRYFD1Iqnm6YBA1asIAfXBbUgvwMu2EhX7aV++BIyHqkZJGR4VI7wAN5slScPvo6MIE0ZoTDLiXcW46f2jt5MRRrrxkHdfZ1Qj9bjjg9YYHWGiCIRAhxWkFyRlLLwM2miEkEnnqAqT97kBrpuGIIeK6o0H9B5DT9xCtvsUgkInfr4TL9OCMZrSrocJCl0I6RBXRxnf+TAtCy9maP3PD2rfbM+pk0afWycXN5el49yzufGNb2faxRex8E2vR7pZ4qhMqnVGo3RL0jmBdNAqKaeC0Y0ABgVI2FexYt+CRWOyFIh900Vjumn0/Zukk19rDa6Hk0ohHQdhQGmDqqnGSNAkE0QiySphgPmv/yzCcZGuT1wdx6gYHdZw0wXyM8+gPr6X0a33UJi5koFHfwVAqnU2qZaZjO94CEiCpLI9SyjuehhVL01qGyfIJYFDB9zruqkCXae/lqg8THVoG26QJd0+DydVQDr7O1OEkKRaZzH9vHcyvuMhwmI/fr6TwqzTcdNNEx3SAJmO+YxuvmPK7ydonkm5FpGbcqp1IhOOj9YapWMC18UzdfJnXgBAHNZwamNE0sXxpu5snRTMIJLwowODG2ygg2U9O/WxfkYeu4n+e/+HuDKGk8rTceZraFvxcoKmrmO9ekeOF0B98iNQdc9X8M9+J9PPWJ1kJTKKXHML+JnGecZAXCOqhtSmn8+u+2/lke/9Oee99+M46TSX/sk/EFWKVEcGSLd0EJbHkVUXP5XB7Mvg5HkImZSsMvopNwaN4Mm4WkNiUGEtOR+mMwij0TrGlWmk5wGSVNsC0q0LMEoRFouA5Nfvehdzr7uOU3/nd8jNmHH029V63nQcUh3Yyq6b/onyzqT8aG72Sma85H2kOuYgn5Kl0zSy0sWlcdKBg8j1UJgxb2J6XK/h+g4mKQiIUQrH8dBGoOo14modv5BDxXUcd+oSUdahqShMgpls2YAXLeHEtK+cyQV/95doBdJ1EaKC83TJ6KQEPw1C4mdzOFGF7KLlE+UnVByhwhpOKp2UBBXJ/a3WGmE8TGwICj1gFEZL2PHAxKJ1/5OED/4PwbnvQHg2I55lWS9uxzzQYfv27VxwwQUEQcDKlSv5wz/8Q6ZNm8a6deuIoojzzjtvYt758+czbdq0iUCHhx9+mEWLFtHe3j4xzwUXXMDHP/5xNm3axNKlS3n44YcnAiUOnOczn/kMAGEYsn79et797ndPTJdSct5557FmzZrnvD1KHb+1zvat2/G8js/GsdiO3vUPEpaLtC9eidIvbKSZk8ow85yX8MQv/4dFV78FsN/Jc+EcxpEmz2d9p9pW2b4A3IDw1n/BvfDdhGN9uE3dEJZAxxgvQ3lkBD8T4gYBURjiF3LJDySR1OT2crmk7jwc0BnQqOXtujhGY7SD0ZpwbA8y3Y4JwyRFZr1EXB1GiCaEI3F9gdGj1IaqCOHhFZrx8k2NAdRH9js6Wc4zR8qLrX2OxvF6orfp81l/XS8dspNwfMf9FGauwjTK1BgdE47tobT3MZrmng0IosoQUXkQP9dBpnMhQ4/dhJ/vIN0yGzfbguMFSC8gaJmd/Jgmybbg+RKh4+THOA7SdVFhFWEMMpXCMUl6Gq3cRoeUBg1SiCT1/8QGqIlOqiTIIUa4/kQGB+GlG3FiSbkKIWUStOWlMCpKgiVURFQZoTayE+kGZLpOwXED2k65BOnuS/1fwU01URneRqp1FsYYhh6/sdEuCi/dTPupL2ds271E5WGkn6Fp9llkpy0H6Z8w+9ThOgYO5/G6z/HYhl42j8lJLvinL7L1R9ez5q//jkVv/y3aVy6jOjKAl8miU2kcP51kIxECg0YKiTECIdyk9FSjU9UgEEZjjAM6KfcyUTdVgI5Vo+62RrgOxrhISfIQWtURutF5K1wcP4mO0LFG1erI8W0YI3DaZiGDDJ7rgeOhwypGRRitcYIswnEwRpFqmUm26xTC0gAtCy7GL3QSVUYZWHcD0vXJTVtGum0upT3r6Tn7LYxtu5/y3vVAEuDTNOcspJ+b9L3pqMLIxtupDm3Fz7ZRi0NGt9xN1+mvxeS6nvKwV+KkW2hZdGnj2HWTjBQ85b4plSfTseCgbBJCOrQuvpwN2/po77SjDZ/qwGP9cB+vR+VYTRUQA0/iNs0mLg/j9ixAFYdBxYhMgUq5hGccZKHtoPXZF+RgnjLabd+1RTfml1Iel+edI+lEvw86Xh3Odj2ejlcdVhi4//v03/e/+5dXK9J7xzeJiv30XPIunNRJGhzv5zDVLcjW2ejh7ftf334XcdN0nFw7qlrGzeURtWISh4AD0iGKQop7dtA6dzFXf+4/uetfP4HjB5z/no/h5NtQUZW4XsPLFnB8DxPrRsCkQGuF6wYg3cbtwb5CbgYjk/OY63qgNZ7n4vgu6AgVa4T0MI5CmRgTRejqAKo+jt/Ug9/UjHRmsvqTn6R1+XK8fP6EPw8cD+ezo3m8hiN72PifH0Q3SuYBlLY/zJP/+UFOefu/4jdPnzx/pPBrA3jZAnF1HCflQ60EWiP8DNL1koDwxvzScVBxjI7qgCLd0czY5h00pYPjtqTp8bAPHMhoTXW4jx33/predfeR75nFope8hkxbN05w5DqWj7d2OBaebRscrWfExmjGN9/Djp994aBpuVkrmX3tR3Fz7VO8E/DSqHoVhEQZiWsM1JIsQyKVQ3ipRvbK5OgVAoQW4DrExRI6ivBbsghHoHbcM3mddz6AXvlqkEc2m8+LcZ+023z4HYlnTpa1zzG9sznttNP47Gc/y9y5cxkYGOCf//mfectb3sL111/P4OAgnudRKEyuf9zW1sbAQJI6dXBwcFKQAzDx9zPNUyqVqNVqjI2NoZQ6qERFW1sbW7Zsec7btHbt2uf8nqPtRFjHZ+NobsfeX30PJ5OnrxzRv2nTM7/hGajOeSAEv/nG39HzkjfZ7+Q5OOOMMw7bsl7I+h743mWLF5K65A+o3f4ldFTDCQro8hg6LGOMQHoR2e6Z3PLZD3DpH/41ntDoA9Jeu36A0QpjYqThgLShAuFITKzQcYRRMSqK8As9SUYH4SSBEEELfq6J4p51CCHw/B5UqJFN7WzbtZuwf/gFtdMLbR/rYC+W9jmax+uJ3qbPZf0XzmxPOvynYgzV0jAbn9hCEATMm9FOqfcxKv0bqA5vI9e9JElNLz1Ke9cRloZonndukkmhXsbLNCeBCLVxhEihwxCvUCDpXpKEERhdxfFTuF6AlAJtFDqKcFw3ydww0cdrMELsHxGHwBjVGNluJoK9RKMTGEFSBkPrJHOE46NUHSKFdINk9LnRVPqfJCoNke1eQrbnVMZ3rqG4aw2ZzlPQcZ3xXY9Q3rMWN9NMtvtU8j1LKe1ZR2nvYzhBLuns7VhA7/3/jZvKk5+xCjeVR8chUa3Inr19DA6PvrAv9Bh4ocfA4Txe9zlej8tp85cztO5unPkFZp13LTMuugAdVvH8JjDgptKoeohxHIzSOCkHHIEwjawkWoHrIYxpZBxpZGFKIhig8WAgyQ4hEVI0SlUZdBQmCU1cN0n5gEzmC9JEI6NoA47n4voOomNR0heiYkwcJp8dVUA6xPUKJqqhoxrSTxNXR1BRFRXXyXUswPGz9D38Q3LdS2g/9eUYHVPu28D4mh+Qm7mKbbsHcYJ5NC9fCghGi1V2PLF10qj4Qj5Hq+ifCIaoHVDqpfeB79K66s1s3LbnObe/EII5M86jqWUOld0PocIqQcsscrPPYfveEeI4Pm73nePB2rVrD/vxerTae+WiWcQoXDeNrpaSoB2jkGVDumsupjSErpZY++Tmye9buRIAY/Y9AN7fkbPvb2MMjzzyyFHZjuORPWaOjMPRrsfT8bpkVhsDD/5oymlDj/6CjrNfx9onNk85/UTnui6LZy/EL3RTv/frmPFeAHTf4zjhGCbO4Po+qhai60UwCul4OJkmpAFVHeH+b36VGWdcxBlv+wPu+ueP8eSvf8IpL3klrusnQbtagXZxfJ/kvtcnKhXRjpdkbRRPecC/7x5ZK4yQmCjGKI2QbjIIQof4uRwiqmJcicrMQDo+Wgtuf+/7GFyzhiv+89ts2rWLer1+1Nv0SDmW57OjdbxO6+4gevSHk4Ic9tH1MsOP/Ayz4OX0DQxOvN5WyDNzehdKCoxwMfUqcXUMhMBzPIQ/uePdAI7vI4hBBIxv20XQlGHn7j5Gx1/4c80j6Xi4pnmeR1fa4ea/ehdRpTjx+uM3fIfzP/AZVMdcSpXqEV2H46EdjrVnaoOj9cxp8ax29tz29SmnlXY8TFQa4rEte5LMfU+xfMlCfF0mwsVJF1DFUUxcBS/AjcMk49DkO9vkGiAFbi5AiHRSvjMsoYe2Tl640UTVEuuf3PU8tvi5ezHuk3abD58j8czJsvY5poEOF1988cR/L168mBUrVnDppZfy85//nFTqxEy5s3z58uM2Okkpxdq1a4/rdXw2jsV2bP/6X9K9eBULFy48bMt0+65gxz2/omP11aw693z7nRwDz2d9p9rW8sAeTGEaqZf+BWZ8B6plPsJExBrqpXFUFJLTcO7vfpTxvl3kumbhGJMEMRiD1jECgZDJKOh9t7cTI6KlRPo+QnuAAgw6KiO8AJRJskYYQ6ZzIVt+9H+MbbqB5e95D6lcjqVLlx7WNns+7WPtZ9vn+TtUm53obfp81j+uDD3t9CCVYeXKOeioytjWuxEyWa6J6xR3PUxQmM6eW79K+5mvZGzLnaRaZqCjCK1iRL2G9FPIdAuOdBBeFUwd6QZopREGgkLzRKeSieMk64wrMFFEHFaRqWxjW+QB5zOgUWbHkNScTMpYJDXXRaNDGRQIg5AeSIkjUpi4DqaR0l+4ZLqWEOUGkEGSGSfXuZCxHQ/Se993aFvyEgozV5HtXEhlcDOqXiQqj5JqmYWXaUU4Hl6ug9KedRgVEpWHGN5w80TbCeky/YJ3MWPWnOf4TR47x/MxcDyu0z4dM2ZRHepHhTWq42ME2TxuKouQDiqKkJ6L0SYZWYnBaACD1ioppdJ4iCUgqcvtSIxSyQhzJ/mJJXQyzUEkoT46wgmSVME6CjGujw5DpB9gojpOPoML6LiGNhqGd0FYw7TOQcchOg6Rro8wkmisD10vkepaiJsuIByHwPWpje6m1LeBVMtMdL3M+PYHDtr2/PTltOY6J73W1AaznzKfDsvsufvg8i4ARkXI+vBEB/Tz0tZFvmcxGJ10EEmPubn243Z/PtYOPNYPt6PZ3m51FJ3JI0qDuIRJJh/fR1XHcYVBSDXlfrUvq0NS3iXJIDTxemOeF7Q/nqCO52vAiex4btcXsk7VPY8/TbCsRpVHT/rjSJcdgos+AGEZXR5EZtvA8VFhDR14ONRxpSLWgnoYoSu9GG1It03nsj/+AvF4GVWuc/GHPolWklqxhJ9vwksFyf2t0ugwQrgSozRuLofQSWnKpObVvojgRpCkNiBdUBEqDJPSA8YgZBLwQFQlihTVgQGiUhXhpHjw05+mOjDAeX/zOVLt7SyZdnKUrDiej7vn61DbEhcH2Lzz0MF5xR2PMO+s19IzffJ3Wx3uJ5XNInJNmGoRZQRepgCuN3n/atBxEgAztmUnfj6Pn3OY03z8Zs06nvaBemmUmz/13klBDgAYw93/8jFe9Q8/IbPolCPy2cdTOxwrx6INnu6z6gNbiMuHHkRW6d3AaStfMeW02tgopPO4UZmoViaO6mgknp9JShhNUQ5Fa51kfDAaIwQqrMLjPwPM5BkdH8dNHfFr94txn7TbfOhtNsYgdJgEcMrjM0OQ9eJzXO2JhUKBOXPmsGPHDs477zyiKGJ8fHxSVoehoSE6OjqAJDPDo48+OmkZg4NJtOuB8+x77cB5crkcqVQKKSWO4zA0NLnTYGho6KBMEM+G4zjH/cnvRFjHZ+Nobcd4706KvTtZcOkrcQ5Mvf0CzVl9BTvvvZnB+36Jc/5F9js5Bl7I+h743rA0zpM3fo/FV7+FdNNspHQQqRwBkiAIMGM7wDFID2Sk8ITCkIxglo7buE1NOky01hMJHYRIRoCqMErSZOsIVxr04EacTDv1cpyk0BYCHcdExTGmXXABs152Ka4pIqI0MtPywhvqBbaPdTDbPs/dM7XZid6mz2X9jZ/Fy7YTlQcPmuYEueQfx0HV6pT3rqdtyZWU9z42MU9tdAfp9tm4fg4v30n/mu/TtfK1oBXSTyGki6rXiEohXj6P43moMAQk0nPRUYT0fVSthhAg4xi8FDLl48ok98NEhoZGiYqJH++Og2MkWsdI6YDRSYCFSjpOtRCYehkcD/bVjhWCuDqGcD3CsV5kKo8Ja0gnRVgbpzq8nSDfSfO88xjfdh8qqlEd3IqXbSHbvRSjIlS9hJPKE5eHGd9+/6Frq4ok086JuC8dj8fA8bhO++hqGT+Xp3fdE3QuXEZYLSHqyX2ecDxS+WZwHTAKbZIa2oiklIuQcqKz1WCQB7yelLJIruxCawQCo+JGThOZ1Fs9YASndAyY5Hoejg4jXB8pBU4mDe2NAFsVAxLh+AgE2sTkZ52GMYaoMsLo1nvIdi2iPrYH6abwc+04Xgo300JcGZm03YVZZ+Clm5/V96KNnnKk4T5RZZjcC/x+HSd3iNeP333nWDsS7XK02lsphTAxujSEk2sHY9CDO2BwC077fES6lWq9ftB+FccxRusko9mB5WEajDH4vn/E1/94Zo+ZI+N4bNcXsk7SC55+up8+7rb3cKuGMWO7thBWy2Taemjq6MQTAlEdByTVqkIGGfxUQLp3Lbr3MZy5qxGFTkY2bSOOoXnubJyURCtFdXAbTlMTjkg6mRUGx/UwRoHjNqqx7S9pNUkj05NRMY7n4wYpjIqRjktcqxJWKuhaiDEGx8/jT2unNtzHqj/6ffxCgbga46azJ913djwed8/XobZFewFuphnYftA0ADfdhHCDg94rnYAoijCVCl6umVQ6nwTNaJ08MzqAEKC0oD44SrqrA6ErOJwYv3OOh30gKo0zvOXxKafpKGRs9xbyXdOnnH64HA/tcKwdzTZ4us+Srp906pqpU/p72bZDvjeul/A8ByMlrnBwWjpIgt80At0IUjrgDSb55ahDjaornMAgd68h3nr3wQufcyG9mzcw86wjuy/u82LcJ+02T6ZLg6idD6F2r0EEebzFVyIK3chg6t/1lnW0HL5e28OgXC6zc+dOOjo6WLZsGZ7ncffd+0/iW7ZsYc+ePRNRaitXruTJJ5+cFKRw1113kcvlWLBgwcQ899wzuX7RXXfdNbEM3/c59dRTJ32O1pq7776bVatWHaEttU4ke9bciXBcWucuPqzL9TM5pp95McMP3Ey9NHZYl20dXY7n89j13ybIt6CNQogk8tZJ55HZZpzpK0H4ePk2go45aNdHK00yMjROOkAaqXgdb39dNWNMUqNbgkSDkMTaoPI9aC+NTAUoVcPERdwUZHraqI6sobjzPkzf1D/ILMs68blBls6Vr0R66UmvC8ena9VrcBo/MISQ6KhGXB0l271kYr7SnrU0LbmY2uA2su0LaZ53IeM7H0KpWvKQTEU4vke6owXhgSFEECN0HTeVaow+D5OU/F6A8BqpFJVGuAHSkUjPSwIZGpkfGikdMEYnnVUqGZmrlEIaBSrCCIkjHNxsW/IjyWhUvZhkfZAOcXkYL9tCVOxHRRUQyUODbNcp5GesZO99/0m57wnKvU+Q7VpEafda+h78HwYe/Qkjm++g/+EfMfzkLeSnL6cyMHW61ty0U5F+espp1slDlwap3/K3CGFomj6Xmz7zfrbcfgNCugS5Zvx0DhVHoCNAIB0vCXIwBtnIvmTiCB0n0/cF8+hGWZaJfX4iAMJJsqA0Oj+k4yK9JKgoybiSZIEIcin8tI/rGrSKUbViksnBGLQKCUf3ENfGENKlOriduDKC46VomXc+fr6TdOtsSrseYfiJmxhY+3+0LLiItiVXku5YQLZnKR0rXomTKmD0IUbzPoWQDm6q6ZDTg6ZpL/zLsF50qjqF7zmYWhnpODgdM3HnnIsUmliF+OnJmR0nUgALgWwEGZkp0gJblvXMnHSBdMe8Kaf5zdNw04c+558sdBSx7kdfZ+33v8rmX/+Q+7/2ecIwQmYKOL5PpqWZVK4VXB8x62y8c34bk2ohqkU0LzqFtlMXMrjpZ1SHtoKOSU8/Dc/z0XFEVK8npal0nNwnhGHyoUYeHGRrNEYrhOshHQcThxiliFVMVB3FqApCKNx8BjeXJyyOo8Mifj6FEwRsv/E2Ui2tuJnM0W9E6wXzsi10nvXaQ07vPPu1eOn8pNfiKESpOsJNkcoEgEI6DjT2I6Of0gGrNcYo/EKAFAqvqQMRlY/A1pyc9DPUqI9PonIx1jNzMs00LTpvymnST5PunHvI9wohUFHyTBdhEMIkA0aEPKB08YFvAB3WES64mQy1oV2IniU4M07fH+zr+DD/MgZqGYa3bTwcm2hZz0gX+6j+8pNED/03uu8J1I77qd34aeInbkSH9vpiHVvHNKPD5z//eS699FKmTZtGf38/X/rSl5BScs0115DP53nNa17D5z73OZqamsjlcnzqU59i1apVE0EKF1xwAQsWLOAjH/kIf/zHf8zAwABf/OIXectb3jIxouONb3wj3/nOd/jrv/5rXvOa13DPPffw85//nC9/+csT6/GOd7yDP/mTP2HZsmWcdtppfOtb36JarfLqV7/6WDSLdZzZ/fBdNM+cjxsc/o6PWedewY57bmbDz7/Lqje+97Av3zo6VBwx/fQL2fvIXbT0LCBoS+HoEOrF5GGsn0N4EhWHgANoRCrTqC9sJjpPtNboWOG4jZTXkKS41hojDMQRKIGQGaJqibg8TKZrFgPrf0pcHkHHdfxCDx3zz0PvfBBhoykt66Sg4xAVllH1EsLxcfwMfq6DaavfTn10D/Xxvfi5DlItM5MU9o0fv9JLk2qdzcjG39Cy8CIynQup9D+ZZFBwXAoLVydlc4wh0z4H6bhoozFGJAEJURWBgxFJSQfH0QhVQ2lDVK8jkbgpMJ6H0WBMlHTeNuoPJ+MQRDK6yDQ6pQwIRzaiww2O8JJBERJ0dQzj+EmZCulihMDNNKOjGk4qjxPkMMaQahZIN0hGJQqJ4/iE1dGJz4hKA0g3Rbp9HtXBLRitMGEFgMLsM/GyrWQ6F1LaPbnuoJMq0DT3HKRNvXdSU+Vhwju/jB7ZgSiP43oBF37gM2z5zQ384s9/i0VXv43FV7yauFbDqKR8hZfNJ/uRABNrhOchXA+BOaDkVNIJm2ik0hciGfkjSK71caNTA9Cxwqha8oDaKIwQaCUwOhnJKdxUI01/EgQhIge/qSsZtee4+E1dGBUjHA8VVel98H9INXXTcsol6KiOiqpIL41WdRw/g1Ehg+t/gYnruOkmct2FqRvoAG4qT8vCixhYe/1B05xUHj/fcbi+FutFxE+nGd/eT2b2TKgMNkY7pyjrDGK0SKpz8m8uMyl4KLk+ycZD4YlplmU9K0FTF3Ne+Rds+u5HiEr7M4O5mSbmvfoTBC3Hb0r7wyUsjbL02t/i1599PyPbNgCQbmpj4SWvId3ZgaProIo4gHHTENeTIEUvRRRVGd/xIH6+E69pGvgFXFMH6YMT4Lpect2WGsf1kTR+6qt99wtiYtRuI/cTAo1wXQweQoBbl5QHhlD1ED+fRTqKsLgJv7kFRIr64CCuI1l44UIgPCZtaB0e6Z5TaFv1CobW/HTS653nvIFU21MLioGJ6kSVIo7wGB4dpWnWDCgPIdFomhGON/kNQuI4HlHNwfF9zOAWRM7euz1bQa5Atr2b8mDvwROFoHXO4SttbB3/vEwT0y/9PepDO6kNbpt4XXop5r32U/j5zkO/2UBcH8eoNG4+gwwrCNU4f6fbDspUlgTauxitqA9vx/Fd6rUS/orXEXadAyokjhWP33w9W++8kas//9+HfXst66lMVCVc8z2ojR80LVp3Pc6cc8DPHoM1s6zEMX2S29vby4c//GFGR0dpbW3ljDPO4H//939pbW0F4M/+7M+QUvKBD3yAMAy54IIL+NjHPjbxfsdx+Ld/+zc+/vGP84Y3vIF0Os11113HBz7wgYl5Zs6cyZe//GU++9nP8u1vf5vu7m4+9alPceGFF07Mc9VVVzE8PMw//uM/MjAwwJIlS/j3f//351W6wjq5aBXTt/5+Zq++4ogsP8gVyC04jcdv+E9OvfZt+Nn8M7/JOu64QcAZb/sQt33xT7nyL/8VozXlgXGiapWgUMBJ1xBBCl0r4jgak25OHnoAhmRUmoBGMW/FxKl5Xw1iwOg4+dsT6No4XsonaJ5HXBmhed75SZBDthURVonv/neCiz948A9dy7JOOKpeZnTr3YzveHDifOCmCnSuek3ykLWniVzPkqnfbDQtCy+m76HvMbLxNqSXdP47fgY/34mqlyjtXkfQ3EO6fT6qMUodA3gBUrqE4yWkq3FcD2UEwvcBBy9wcXw/GcEOCNdFGAd0jEYmWR1NksofY/aXktzXWaU1OtYgDUK6SWkK6YLWOEEGZPLDHhMjHCeJYdBxEuiRacXEdepjfbjpAkiX0Sd/PWnTBx/7Ba0LL6Zp7jmUezcgHY+gZQZReRgQtCy8hFzPqYxtux+jQoL2BeR7FuO9CEYyvliF4/2MbbqbpulL0IONjB4CcByk7zNr9ZXMOvclOH4KVa/i+EFSoqIxGk5INwlskAd2qjZGlkuZXMcbaUf3BRuZRk1uY/REwIKO60kwkI4wRiaBRRpEFCNcmQTsSBehIxwJQhhQIUqIJAtUHONKiZduZnzbQ1QHt9K04Fy6T38NWkVEpaGkpMS05VRHdjL65C0HtUVlYBO57meXqSzdPo+2JVcysvG2iTrPQfN0OpZdjZt65mAJy3oqXRknM3MG9f5B4koFHUV4uRypri6QESqq4z0lw1lSDkkksUNiclJKY3SSQciyrGcl3TmPRW/7B6r9W6n2byZon02mawGp1hnHetWOuHq5iNA1dByx9Nrf4rHrvw3A+p9+i7kXXUtcKlMrlYkqFdwgQHjJdU+4LgJFqEJys89j7Q+/xuLOVeRSoIyLDiPcdCoJIBYCrQ3GxEmwo5aN8Eexvy9rIpARdNyYquPkHkJqst1txPUi0vHQOiLbPgdRG0OKIs7mb0JUhYVXUxmtkJtvMzqcqIJCJz0X/BYdp7+C8S33gZA0zTsLJ92Mn287aH4VlhEi+Z3VNHsmtT29xNUqQWcHXnqKrCFCYITBy6ZARVAbJQ66jq8a1sexTGsn5/7eX3Lzp39/4nf4Pqde+1ukmg7+jqyTW6p1OvNf/1nqI7sp71qP19RFdvqpBIXOpy0NJRvPM4zU6HpIVA3RcYQIUqRSZuqymlJgamN4hbak3KGX4lef/gCDGyaXcJ951qXkOk/+IEXr2DP1MmrXQ4ecrnY/itN0dEqoWNZUjun9zd///d8/7fQgCPjYxz42KbjhqaZPn85Xv/rVp13OOeecw49//OOnneetb30rb33rW592HuvFZ2jzeqJqmbZ5h+hEOgyalp5DefOjPP6z/2LF6959xD7HOnJcR7Jn/RrOf8/HGdu1ncL0WaQKAalUHT2+GSk7QTShpYfxAkythkyB8FII07ipFQJhAMdpjOBs1O/GoIVBRYa4PJ5E9eJR3P0w+ekrcII8rgBUjHriRoyfIbj4A0g7ytKyTnjGGEq9jzG+/YFJr8e1cXrv/y+mnfc7h+yYN8ZQ6d/I6NZ76Fh2NVFlhNrwdqTjke0+lb47v4OTbqL99GuQXppK/0bCYh/Z7iV42XZ0vUxUG8RJFfBS+STuKo4bgQmA6xPVQ9A6yU7jOAhHJh3DiKS0heejtUYKgdnXQSXlROev8DwECuIQ189gMJhG+kajIoxSICXSSSedy9pNMk0YhYlreNkWQBDXxqmP7HxKA2iqwzvQRoNReLkeBh75MUYr3FSeXM9S3CBL0DQdrRVbtm6n4PjEtRLCcXG81BStap2owrF+Nv7Xh6iP7Kb57f8y8boMi8QqRRzVyDS3Y3SMMQbpOkgpkNJghAC579pMcr1m/8NOsS/IgWSawSTXcxrPRFVt33hNcD2kGyAEaKNw3CTbiZQCIyAq10mu/Qo3cBuZIAw6qiMFyKgG0kEaGFp7I6WdD9N66kswKqRvzc8RUpKffhqplpkIx6W4c+oHEfvOG1rF6CjJdiK9DNI5+Keh46fJz1hBumM+Oqo1jo8Mji3xYj0Pxiiieg0XQSor0aqEERWcXB5VGSUMIwLhAElWMqVUkrFBCJRSkwIg9hO4ru22saznImiZTtAynfyC1WzYsIFTml4cnSQqDpESvCAg3z2Da/7mfxjc+CgIiXQEmhgnlybdnMKU+tG1IrJ5OkoIYiNxVYrR7RtpmbWQ2sgQXqaAIwyOmwT7Kq1w/VSjZJUEkoDfJPCXfenOJhGOhCjE6Jg4jInL4/j5HNL1cdwAESocIVBjewi33o3sWETccSZ7H9nMtEtsh8KJzs+34+fbCdrnsm3bNjra5hyyLroxAkfE9K5/gO7TziFV8DDOGCKfa/xucjhwBzNaI0yMDiOccISosACvYINUn4vuJadz9ee+w5r//ieGNq0n097Nite+i66lZ+BnbAbVF6OguYeguYfsrFVs3LiRluZpE5nGDkVKSXGoj1ShGZnx8HwD1BD5Vkwj4OGphNZIP4cxCulAtTjC6nf9BWt/8DX2rr2XIN/Mqa/4bWaeeTGpQusR2lrLeoqny6Sn4qO3HpY1BftEwLKeRu+6+3GCFIVph6619UK5mTzTT7+I9T/9Fotf9kaCvB1NeqKR0qW1uxWBYdcDt5DdNo32Rctpmj4fmmdTHu6nb819zFixGkcInCCdpGVvBDQkGR2SEc9GRYiJSGABRoFS6FoVx/NwijsxlSGapp+R1Lev1xGOizQxcv5FKOGg3TSOHdlmWSc8VS8xuuXuKafpuE59bO8hAx3i6hgjG29HhWX61nyf7rPeTFjsI66XqY/uQdVLDD1yA+Xda5lx+XtJd8wn270Io3TS8epnQDoIDPVqGRMpHC+FMAon8FCVGiLwEW6jk9eRyYhaIZPRta7X6MB1knPcASn9hdPI8qAVCActIoRwMFEdiNCRQjoeSJmU7ZBREjyhFdLxEVoh/SwGiCojhON7aV18BePb7iWujSMcn/zMlQSFHgbWXk/rossY23rvRN3a0u5HyXQuRDoe0vXQoaKnNcXguv8jKg7gZlponn8+fq4Tx7cBDyc6oxVDa39BfWR38reTYl9OJbX5VuTcqzBxzOiuLZQHemmaMY9ce2fSQeEGmDjJtiSlm9RSlQ7aaA68yhpA7PvRrw1GR8l/O17yjxCgk2nCUaCTjE7EMUKHGCS4Hn4+hzBJoJLSMVKFgEiySfgZCPJgDFGtSFwdxfEzjDxxG93nv5Wes95EWBqkvHc9BoFf6EFVx6Zsk2z3UqLKKKNb76W8d33yWs+pNM89By/TfND8QjrJucZmPLFeIIHEcyGqVRkf6adpzmKk49C/eSP55gJ+UztRvc5UY+Icx9nfYYgtW2FZh0u1Wj3Wq3DUCGNwMi3Un/gxXcuvYds9v0YrRcuMObieTyoVJJdr4aELc6BFoICoXGLbXT9Deh5zznsprQuXg4oxcYgRDsZJIxwHRzjJPUESGQlaYRDoKMJxvaScGzTK8KjkvhvACLRJylqkWgroSBGNR9R1HS/jEOsIp3sl5XKBwUfXI3dtpeeii8lNt4EOJ5PR0dGnnS6DLIz20blwKeM7N5HpnIHbthAXiXT25Qw9gCDJ5ABU4yxSiiRTmPWsuakM7QuWcdGH/4a4VsFxPVJNtlPZSpTL5WecR8chcaQodPUQVqvsuO9mZp57JU5LK1JKzFSPbo0BHSJ0jNFQGt6Ol84SZBxW/95fENVqSMcl3WyzilhHkZ9Gdi1B9z0+5WRn+mlHeYUsazIb6GBZT2PvuvtpmbXwGaMzX6g5F17Fnofv4NEffpWzfvuPjuhnWUeAl8bx26jsfIA5K5aSap9H0NpDdXwvqaZp5No6yV/4crSOk84NEyOkn3Sz6OThhtYaoxTS8yctWmuDqpYRwuA4Al2YQ7VSI+t5qEqIMeB6EoMLjp/Ml7IlUCzrZGC0QoeVQ06PSgPAwennVVQlro2hwv0/vGvDO4gqI9RHd1Md3EzzqZfSedZrGd3wG0Yev4WmxZckgQzSQ7puMmrbDRBxksJfuRJtwESNNIuug66HOEGaOAqRngCRlJlIOnZJgrcaGR8aW9TYLoPRKhkJb1SjeLEBNEJrhB8kFQAcF0e6yTIcmZw/VQ0QSScxBh2WKe1eixPkaJq3Gi/TjPQyjGy5m/Ft9ycBDa5HVN5fh5oDAsGM0dSHtzP4yI8mXotr4/QOb6dtyZXkpi9Pgi6eRlwvo6MqYJBeGjewo3uOJ3FllKFHfzHxd1gLkdNWYvasQe+4n9SyV6FqLrVyjWxHD7mu6UghwfExJNlKkBKjYowAbfSkfWLfvpwE+RiQIGRyLTdojDL7HypLNzkujEa4XtLB4WUnRkaoegnR2D9dxwXjgQSpDSoOGdv5ILmORWAUTfPPwRiNm2lBRRWG196Ak8pRmHn6RI3YdPtcqoNb9zeGELQvuwYpXfbc++1J54jSrjVUBzbSc87bbAkX64jRxqD8JjxZJD9jPo7rYXRM54JTiEd3gYpwUvsDzA4MZnhqWt/95SymSPdrWZY1hWrvYziFOXSf9yYGH/wpzekRCgsvICh04qVSbL3vN4zv3sqya14H2iBlHqRLpqWdxS9/I9J1qe7tQ0UKf3ANxjiY2efiegIcFzBooxDIxv2uBilwPL+R8SkJ8jWNsm5CxcT1OsLxkK7B8ZJ7CZlKE7hOUs4KQVxXjDyxAR0bOs4+Fy/n4OXsue/FxtTrSL8ZXS/RPHN+EnDeuMfUWuHIp5R2imPi0CB8HylDnEBM+h1kPXtBNk9gSw1bz4NRMW4mQ2XPXtKtKeaefzWIGOkkvy+FnKJrTgiUkmAEQiiCpk50vYyQAj/bhJ+1v9Wso0/6Wfwz3kztl58EFU6a5sw+F5mxQWDWsWUDHSzrEHQc0f/4GuZffM0R/6wgV2DO+S/jiRv+i0VXvJamaXOO+Gdah4+u1XGzLVRH8uhY47dAVK0QNE1DlQYAg3DTID1cQozf6ATb93DWmKSjT5uJUR9CJuUspJTIfBNxGDH86K/Q4QiZ7kWMbbqL3MzlYBQ6CqmP7UV6AX5+5hEPzLEs6+gQ0sEJcqh6acrpfr5rytdVrYSqlxGOh2mM4hnf8SAdp13L0GO/JK6OMbbtHoQb0L7sKvymblAKo2Kk56GjEF0qgeMjC80TI9SlFDi5AHCJQ4VwDNL3cHwPE9XAC1CxJhl0a5IO20ZHVGOLGqUkdBIIoeOkk9iY/aN03SApWwEYEyJE8gBAK40geTgnpGB0692Udz9KuvMUes56M1FlGOEECOlQ7n0cL5Wn6ew3gzH0PvDdSe2Tm7YMHYVIx0PVSgw+9gumMrzh16Q75iHTzVNON1oRFvsZWHvDRCCFm2mhY9lV+IWeKcsAWMeCaHQUJEY33UO2czWB9DC7HyC++8sULvx9fFeglSAaHiHV1Q1GI4SLQSelKKRMrtuKZF9spNNHJOVa0DrZrTWYxkNnY0gChxrBPEZrtNYIKTBxhJHJ6FKDTo4zAnQ9SjJHZJIazADGlZiwQrZjflLyRWaQfhqEROsYP9ND58rrkr9VjAqrOF5AqmUW+RmrCIt9uKkCqdZZSD/D+I4HJwU57KPqJcp7H6Np7rm289g67Mr9u/HyzTiuS6WvQm5GM/FYL5CUTglFHqdcJmh7mnrzB+6XIrnW+L5/6Pkty7IOUB/YSlPnEmrlMVpXXEdtcA+1/kG2X/9jtvz0BlZ86IMsetnrqdcNQTYLqooJFVFVoGMH6bnIQBCWSqRmnQ1hCaoDKLcHdITjB/uTNsjk3tYYg1YKIQxGOsk9N43TmefjeT4oRa1Ywk35IBTxeD/j2++jNrydTOcivFQLw49+nbnXfYyhDTdRHRX0nPXmY9mU1jGgwzoym6O2t8TolofoOPNMRFxBhxXcwsG/C4Xj4mVzxHGEm/UxUQ3HnSpnkmVZR5JnIlRLM+M7dlOYm8PNFYjGhhASnFzrU3OxgDHIwEOHdYw2jG+7Hy/bQm76CrSKnnEghmUdKbKph/RVnyB6/BeovesRQRZv6cuRnYsRdtCldYzZJ7CWdQhDWx5DhTVa5pxyVD5v7vkvY8/Dd3H3v36Cl37iawek+Z5MhXU233Y9ex6+C+n5LLzsVfScdu5RWUdraqpWJdPewrRLLyYaHScqlkFX0aEhLlfRUYyfA5HWhFFIys8z6dsVIknLLlXSMSig8fSWWCmoVzG6TvOCVcl8RuHmWpBuQFQeQquQdPtcjBITnSKWZZ34nCBH8/wLGJqiI176GYJC95TvqwxuoT66m9y05RR3PgSAjqoMrvsZLQsvAQGqNo6XbsGNq4hqERVVGX7sFgYe+RmOl6LzvHdSmLkMNT6OcGRSUkc6hOU6xoR46QBwkoz8scbgIFSM40i02j+iKOksNex7oisaI9hUvD+Fr3CSEb0iqoKK0FoTFoeQDogghxtkMVonARD1MpWhrQgEHae9Ai/bilIxwgnQcY24MkqqZRZOkEVHdXof/O6kTu50+zx0WCUqD4AwqKjSyMZwMPP/s/ff8XIl9Zk//q6qkzr3zfcqZ2k0OeeACWMGDAzRLDYYvDb22mvvrhcHnHDC/Gyzi/312thrbGNM8AIGDAyZIUyOmtEESaORNMo3h04nVdXvj9O60p3RwACSrmZ03q/XjKTu0911qs85Xafq+TyPSdFhA/dZhA5pZ5ZD93wUa45mEabtaQ7d+3GWXvUOvHL/9/2Oc04+TqFG77kv4/Bt/wLAxJZPErxsI3t3ewye9w4cT+IZjdM3hDRZZYJOOxjhZjETNqvAFF7Q/b3OFlczVYPNBDvSyRYzdNeppPvZsuvogLRYY0Fm9tUAwpEooTIRjwUjFSZtIbq6DKMVtj0DwiKCGsrxsigYa7FpzK7Pvofq2isYvPg16LhJGjZQjo/ySgg3YPrJ22gdehQhHXo3vpigfw1uUEHHHdqHtz9rf7UOb6Oy7AKUVzh5X0rOGYk2Gh9J2piltGwZ0eQEabONSVPcsqG4ZAnRxFg3+sVFa330xd24tyMCnCz+LYtKysnJyXmuVNZciog7FD2HRFj8waU4xR6CgaWsfcOb8GsVBAmpEKSdWayOUV6AsA660yKaDpG+jww8wk5MEhlKPf0ox8t8y4zGiu44oHu9EpC5Q3Wx0oLuVuEnaTeaTaIci7ARR+IrS0Obqa++ktkn7mR27+2sfOVvML3rNoKeZfSsuxYnX1A44/B6+mg9tYvK2tW41Qrh6AQIgd/XN+8IdizWGEyaIkiwxuAdRwyRk5NzcrHKJY1SigWFu2kTydwsydxBdJxQXLIkE8Q//TXGYNMIk2p0e5L62isR0iVpT4M1eOU8siJncRBSIarDeBf/J2zSBqGQ+Xgk5zTh+CupOTk5jD72AMrzqY6sOCWfp1yPs1/9M4w+/gAPf+rvj7vN4Ufv43P//bXc+Xd/xNzhfUw8sZWv/sHP88jn/vmUtDHn+PjVMntu+QoybFKuu5RH+rHA9OOPMf34dqRysNKg4xCnUs+qOq1e8B42KwHNqq+zUubMrh1ASOJmghFlDEWMDXAKgwgV4FaGCXpWknbaSNdhZud3MGn8zEbm5OQ87xBCUBraQH3dtQssDd1yPyOX/iecQvVZX9see4KgZzmFgbXzj+moydSObyKQTD30NWa2fQdz4CGSb70fxw3oW30hG1/9W6x/0/soLz2HzuQMcTtE+AWssNikg1P0cApBZqurVGa7qxTS9RCOB9LJkihkt4Id5kUOHFkcFswvClsEmBiSDgaL1jFWx7iVXpzqMFJ56M4sNmnTHN1G3JmhOLCO2qpLcUv9jD7waaYe/xpSuZg0xi32YNKI2b33IZTDwDmvoNC/msLAOvrPvoniwFomt32d5sFHaI/vOpKm8T2+hOMPla3RzO17cIHI4Zgnmd19N6brppGzuAil6Dv/FZlzCWCiFge++idUVvpo6dBuCeYOzWJSQWpdUuuC8LBpDNZmDgldcY5JY3QSA9kiq5AyO+a7x3cWx2Kxguw/5PzC7LxDghRYa7IKT2MQjoN1ne4iiMKkBmMlaIPwigivhCSrBt3173/Ik//v3bTHnmTVq36XyuqLM6tip4Bf6sMNKqAUM7vuoHXoUUBQGtmcTWxbiJuTWWzG96gCko6XuVfk5JxgvFIV6ziYNCFtzWGSmOaBfczt2YVJE6LJcTAGdcx1NYut6Dr+PD26wuY54zk5OT8YbrmfcHo37ck50tH9eI3dFNOnqA8GlCvgyogklSSzbcbue5TpbftJmoa4NU0a7sereYSdSQC0ThBKoq3Ixnw6wYru7/0x16vs1t5kDmVpdq8vZDYgttZ0xxIS6froVJI0U5BVvOowNrVU117NkhveiVcfYfD819B31o04ecTUmYnROOUK43fdTaGnhnRd4lYTVSgijiv8s2ASEC5C+PnvZk7OImBmD+IEPtO79uLoNlIqTJJ0z93CfJzxUWw2dZKC8kt49RGEU2D2qfvBpOiokc/55iw6wvGQhXoucsg5rcgdHXJynoXRxx+gtmzNKbWe7lu9ibU3vIot//Y3OEGBza/8aYSUxK05tvzb3/L4LR+jZ8U6rv6lP6Q8sARrLU9849+5/1/+F32rN+XODouE60uWv/hFtMcn2fP5L9B74UX0n3ceQ5dfCUqQhB2U62KiCN1s4lbKiKddfoWUGKOxqUZJpytDM5h2AxkU8ao1pp/Yzr4t32LJ+ZfT2nmAFS97MUJp0qhJZ+JJhLMZHbUxOs4WKnJycp73KK9IbdXllEfOxiQdhHSQXhHHLz3ra4r9a5jecSvjWz9Pfc2VVJdfSNqZwynWSWZG2fvFPycc3w2A95L/QuWsm4jv/hByw0sRlSGi2TH8gTUUBgeRUmKimKTVzhZoGyFeuYRyFTbtgHUxCJAOUh1d8J3PTu8KHuZt/pGAQSkXsNikjZUKAUjhYh2BNZB0Zmk9tYX6xmuwjotuz+CXe2mN7UQIUEEVk4ToqEFxaD1JZxYhVTZhLATFvlVMP3kblWUXUF15Ka3D25je+Z35GBAdd4hmDuBXh3CCKmk494x+FI6PVB7Nw9twiz2orrsEgNEx0cz+Z/0OotmD2UJ5bit5WiCkYsVN/5PGUw8yt/MuhHJASILePqzv4ziKuDOLMRaBpdg/jOMHWClQUoFUXSvq7jF8RLjTJasuPyJaBNnVkmfV5gajDVJKBBLluWAdrLHoJOk+bjBxBxnNodsN3IHlIEFagbVgpIcJZ1n+8v+GkA6q2IOJZnHLPZlDS9pBeiWs1STNCYpDGyj0r0Y6AdZqpPKwVnPg9v9L/zmvoLbyEsae5fitrrw0tzXOOSkElToz+3dRrZZoNyPCiQkGr7waISXjjz5Czfco9vRgdQRk51X23zM0DvPP5+Tk5PwgOI5LcXgDJk1J5kJ2ffc2mqPjDFyYMHjppQgb0TxwD+WhDQzfcC1KeTTHD2K1R2Mmxs7sob5sLY7nz7uTKQHC6vkoSivtwvgnazFpgpBZLOURka1FA5YkDFHKIW23EUqiCl33JgOyUMIkrWzcYi1GJwhtOF6ke84LH0lKoVxErFvH2P1baB0eZdWrX92NUnvm9kJIUD4mihBSkHTaqEouksnJOZU4XhErBNWVq2iOTXHgttvpv+BC+s87v1sP8rST14LFooIAk7SxOJhwltahrRT7VmB0Jr7P53xzcnJyFpIPj3NyjoM1hrFtD7L8khtO+Wevvf4nMEnMfR9+Pzu+9inKg0sZ2/Yg1hg2vPT1rLryZfOxFkII1v/Yzczse5I7PviH3PxXn0M6+aLKqUZYgRc4yJEBzvsf/wN0DMrPFvCMi+sFmDTBGo3RMcINFlZLdquerdGgI9JUoJRD0mqjwxSRtkg6LVTFZ/2Lb2bbhz5M+/Ahhq+4lJk9X8LEbYR0qCy/iEL/qgWV3zk5Oc9/pHKQxTpQf07bq6BMdcUlzO29j5knbwcE0ivgFnupr74SrzZMOPEUWMP0jjsovuidcN7rkH6F2acepDiykbknbqey5hKs9FAFD6fYA1hMFGKERAiL0aCNRfleZskfRwjHzSZyxdGFXsHRyrZsfVhk1e4mi5wQWKzjIKIGQrikJsFxA+qbrsucbaxA+WXAUl9zJSCI5g4z+egtFIc2Uh45Bx23GH/os9l1tEt56XnoqEFrai/t0YVW/cXB9cztvR8db6T/7Jdz+IFPwQKnHUHfxhcz+fhXCaf3AeDXlzJ4/qtxgmq22BzUYfbQs3wH1WxSOmfRsUYz+fCXOfTtf6C84nyWv/y32f+NW3norz5Fa/8H+PHP/zvt2VmkVEjXRQpF1JztxkB4R49foUCIrjW1xapjFlm71ZtCim5VztHnjDYo18HqTPSQHdMmGwcYjY1TrBVIpbCVOqrSk2koTIrpVufZNMTohHByL9ItEDhO9gnCIW1P09i3hTRq0n/OTThBFaMTrJBIx0NIFx03UX5WbTHxyBdZes3PUxzcQHtsx4K+Kg5uwK8vPYnfRs6Zjt/TRyRcipUG3tlnIx0FxjB0zrnIzgSpVECJYw24xTGRMU+fDJa5+0hOTs4PgBDguA62M4G7dDXr3vxmMAakAp0gUk3/xmuII83WT3+Ict8wK698Kcr1qA4upTUzgU0T4nYDxy9g0hSdpkivvHDc172/PxphIdBJilUuQmpMHGG0zsYeQpLMzSFcB+kIdJLw5Kc/h4lilr/0Ykojq0k7bZxiwPTj36K5x1IYHKZ382YK/XlM2pmEDKrEIiIohQxcejGDQpLlnxnMvCg3Iw3bWG2zMajrYKPw+KrBnJyck4oIqqRjO1HVQUo1l01v/WlskonfTByC48/rlGzXTdB0WqhSBaMVaTSLksw78pk0Om5UTU5OTs6ZTj4Dm5NzHGYP7iFuzlFfse6Uf7YQgg0vfT0DG87jwJY7SNoNVl15I0svuoag2vPM7aXkrJe/mTv+9j3svu1LrL3hVae8zWc6qfJR8QyyMoJoT2ZVnk5EKgvoTitT2wZlXGlw+4awaQque3Sy9khlaKpBeZkyVwiUn+WB23YDz/fojEbs+fLnGLn6Kno2b6Rx4LuYuA1Az/rraE/spjS8CeUGi9gbOTk5i41yC9TXXkVxcB2zu+9Cxx2CnmWUl57H/i//JX59hNU3/z5ebZg0mmNix9cwcRu31E9t5SXYNKUwtBYTd7CdBm55gCRMiWbnCPr7UEJjjUT6PiqNMTAfYSGUyoQLtuvoIBaKurBZxbxOU0QaYaSDSJpY6ZBqgXIVoLE2QYdthBKYsJHlF3slHM/FxG2U47Pk8reh4zbtsZ1YHS8QOSi/THlkM1jL1LZvLOyfoIpX6SftzGDSiLQzx/Alb6I1up2kOY5b6qc4uI7G/ofmRQ4A0cwBprZ/i/6zfxzpeNRWX0Z79PHjfgf1NVci86r404KkPcPUw18CoLn3IeKZSSor1tLcv5+01WLy4Ueob97IzJ4deJUapf4leEEJtCZpt5BC4pSrgJ1faBU2i67IFAkaUN1YKpMtmIju5FN3e52k2euUi9UxkEW3SCWwRoIwCM+HNM0iLIwGK0ka4whrkW6Ajlq0D27vSigsxqaUhjaBEyC9EiJuM7fvAarLLkJ6RUwSYq2hM/YExcG1xI2x+T5pHthK3+Ybqa26lMaBrYCgsvQcnGLv93SLycn5URHCQSpF2AHPE4jOVPaEW0SnEiVbmKAOHHVssNZiANXNuLfWoqMOwvVxnHw6Iycn57kjiz2kMwcx5WFU0s5+b6UCtwBWk1iJsBKdtNnwolcjpCSNOoTTEzgKkiQlbs7ilauUajWEkuCWwWqyoa86Kn7sfqZNYqw2KMdFIDBaI5QHJulGuCUYrUkaDaKJSfZ/+9usuunlBINVCj29JGETm7jEjXE6U7spDl/Kt975i4xcey1X/NEfURgYWNQ+zTm1yLSDbrcRfgURNbIH/SqWhQuf0vHQSRtrFTYMUQUHm+ZOSDk5pxzHRVSGIA0RfSugM4U0BqsdpL/QYUUIkUVbCAdhU4xNcf0CB+/6EP2bXwbKRbkFlFdYpJ3JycnJOX3JZwZyco7D+LYtICT1pWsWrQ09KzfQs3LDc9q2MrycgQ3n88jn/pk11//EM62vck4q8cxBGk/dz+C5L4GkA9YQJ5qoPUUShgTVXkzUIjIW141xg+LC3E5rEYAKgmzho/uU8jykNKBKmOm91Fcvo/T2t+JVCkzv/BYmbhH0rKC2+gqQEscrgszty3JycsicXaSL37OCQv9qZnfdxdiDn2Ho6rcw8cB/sOdzf4y1sPo1v8Pg+a8hnNyDUA5OoU7SmsPxCmAFwvVBGNyyjxNkNvmCzPYf4WBcB8yRKluBSROk43QjK7qODkKSKSGO2P13q9dFASlAqCqkEUgwcQvhegjlo8MxwtG9lIY2ILBgTea6IBU6bhPOHqLYv4bykrOJ5g7j15dhdUKhfzXFwfVIt4iOGgQ9ywmnngKhKA1toL7mKsYe+iyVpefROrwNJ6gx/cR3kY5H/zmvxKQhB+/88NMcHjJao4/Ts/5apOPhFnvpO+tlTG77etY2ACHoWX89XiWfdD5dsDpdIIKZfuwLGLOBq//sz5jZuZPD37md0sgS+jecS9JpY5IQrEV6HkGhiDEGKUXXPl9gjM4WNo68/5GgCiEQVmCxHFOWk5k7GI1QChN10IlG+Vl0yxGrYSFARw2kldhWAwo1TBLieEVEGiKVxBZrlFaei46adGb2Ult+USaakJLKkrMRwgHlgDWE40+SRk382gh+fQSLYGbnd+fbnEYNHL+E45cIepZnj3XmiKb3MTtzALfcT6F3Zde9JK+YzzlxKNfDtieRxQoimoO4BcZkjg3FIjpqZ/nD+uhxl036LjwOpRfk0RU5OTk/FJFWNHY/Sv/K1QidZCKHNAIhkcKjM9UEoUnDDkJIHL9IodaDMG1UrCn1rsFoSxTGOIUSSqdIz8tECwvIxgBCKpTv0B0hoJTCao1VCqzBWgh6agS9JbxawNmbfgpsgluqY3SKTRVuJWBsyxeRykXHWbzPoe9+l6nHHmPp9def8j7MWTysW4TaADJukkQJYWLxCHEKC51dpeNgHRdrLargoaOYpNXBppagr2+RWp+Tc+ZhtWb8oS/Qd/HrceImVjjESUjcaOIULUG1d8H2Qkqcgo9OYlzXZfapuxm68LUI6ZJGDYL68kXak5ycnJzTm1zokJNzHMa2P0RlaBlO8PxRSS6/7EU88K8fYPLJR+lfd85iN+eMQnpFxu78eLZA5hcRaRPdnMI0JwGB69Yy++g0RicRxvURUoCQWYWnEJgkwmiLTSJkpQIIrNXYOERg0MEw7bFJpCdJPeg/60as1fM22sJawNIZG4N+iVcuL26n5OTkLCrR3GEO3/sxANqj2+jb/ONMPvZlJh77EuU1FzF05ZvRYSur+k5TvMowyitirMEt9yBdL6smiMLsuhQ3QTgIt0zcamGswKvWkI6DEd3MYKmQsmsx3hU/iPkIi+70r8wEERiLSUOUF4CQWCEhDZFSYq0iTRKC2gh+dTDbIaG6YgKLdDyCnmUEvSuY2/8Qxd6VOEGZ2qrLkG4hq5pPQsYf/zz1tVfRu/4GLAYhFTrucPjBT1LoWYFXHWbukVsYuvB1zO29DyEVQkDSnDyuyKG7I1idAqBcn/KScyj0ryFujoO1eJUBlFfKMzNPI5RforbxOsbv+X8AzD7xbQYvX004dZjxBx8EY3jy3z7Jhre+BTwnE+qIbgSFsCAsWmucbjSYkDITPTzbIquQWNN9Tsos0kVKjLZIL0C4tvu7H5O2W6RhBEJQGBwEm4JbzIREOMhkDtwA4xYROka5AU5QxXGL6KiDU6hy4M5/AqD/nFfiFHuwaYhbHcIx/chulFVj3wMk7an5JpaGNi5octya5PA9H0PHrWN2w2H4kp/Ery9Z6MySk/MjYI0hiVM82yCOW7QmDyNcl4I2OAWIoxTfjcDxMiGDtbnYJicn54QzOzaG8jz2fe7dnPsrn0ViSOOYuH2YzsHHKPQup1wbQgVFhHSImnNoGWCTFnbmMZRu46y4GIsGAToMQUqk63XjKrr/E5lYy3YFDQBWCnAclDCQGozM4uBQhqCnrzvelZgkRccpbqXE1Lavk7anKQ6ey/Z/+uL8fuz42McYuuwynMLzZ94q54fHGgPWoKM2Vki0DjNhbDACTx+XWptFoaQ6uw+TgsauXZSXLsuFDjk5pxDpuCi/irCaVEikjrBJAxlUcXwfYw1SPDOKQrkeJmlTXX4BRidI5SP9cl7YmJOTk/Ms5EKHnJzjMLbtQerLF8/N4Yehf+3ZBLVedn7zs7nQ4RSjghqDV7wZLS3ScdGxxOlbQ2FkEwDN0f0QRbiFIo4EoSRCyMyK15hs8kNI0A0slrTTzqyp4xgZBESNJu39D1NevhmdGEgFcbODW/KxxpKGs5ikg/JL7P/Grax/w5sWtT9ycnIWFx23mHz8a0cfkIpw5gCl4bNwS9kEahrNYdIIt9iLjlq41QFsGiKdAGEtJkkImw0cr4gUGqtccBSmNYkMejCdiDTs4Pg+wlEgJcICSEyaYoVEOeqowOFI2TrM2/k7QSkTDpgUlIuUkiTqQDiDMBojSui0QzR7EB01aI3tpG/zy1BugfbodqRfojJyFkl7hvbBHfg9yyiUerEI0vY0tZUXAZbG2A6qS85GJx1sGtG/6WW0J55k4pFbqK2+nPbEk2AN5SUXIN0ibqn36V06j1Ae4hgRg3S8rrtD/YR/jzknBuUX6Tv/5cw8fitJYxyAsbv/mWBgNWe97Q0Ul5yDkGCVIA072NSg0xibaBJhsVj8auZmwpE55K4tNcdY62dHt83EPEeEAdYgfQ8pJBaLMXbefh+pcIseTpCJHm3UQkcNrE4Qjof0qxi3gDBgdJIJItMUopCkNYPfu4Kk3czeyi0gBIze93FKw2dRHFyPE1SIZg8yt+9BkubEfH+4xV786vD8v3XcZvzhzy8QOWRNTxl98NMsvfLtOIXqCf5Wcs5YbEpQqBC2GzQ7lv4NVwAwNzWOiRIKtX7SsInwuyfb0x3Quv8+9u85OTk5PwhSCIbOvpR9d32Z6vpr2ffVD7Dipb+EcgS+W6B46euB7DoTTo/huCkyKBDPzaKNxO1dj7EWHYMXWHSniXAD3K6VuCWr4BWANhZpLSZpYoWHTuP5yErl+0iZiSGkkgi3QNKYQ4cGFXgoz8HoWQ7d+TGs0TilfqQY5MCt35rfF5Mk2eJ3zhmBkJK4MUUQFIijDkZWqC5bC2Quel37MYwx2CRBCDBRjAwUAsGOf/0oF7zrXYu8Fzk5Zx61dZdj4jCLFxQSt281vsqW5I51KLPWkoYhNkmQjgClEFaA0FgM7bGd1FZesli7kZOTk3NakwsdcnKeRtSYZe7gHlZe8ZLFbsoPhJCSoc2X8NRdX+eyn/0tpHqmIjTn5CCMpbbxRcxs/So9m2/AjRqYQplo+jDS8SgOjBBOjRE3G2jfx/c1ygHRdXQAUMrBFmrYKET5QSaE8AqkrQZKWfyeHtL2OH7vMqRbQEcNdDQHgFuoEsZtbCIIevvxqvmCRE7OmYxJE5Lm+Py//cog4cQuOpO7n7mxEBSHNlEpVFBukcbu+2iP7aL33JcS9A1C1MKmIaI5ha2uQTh1LBKvUkY67vy6rxQW0a1+F9kFrrsGnEVVCHs0uiKrRrJZrMWRrB6pMHGSGT74JZL2DMJqlF+iOLAWo2OKQ5twgiqjD36K4sBaykOb2H/7h/DK/XiVAToTu5je/g2qKy6mMLAWk0RgDZXhTXjlftKwQRS3aR56FOn4DF74WsLJPTT2PYhb6qW2+nKkclB+Gb+2hGj24DO6q7b6Chw/d8x5PiGExKv0s+b1f8jM9tuY2f5dpHLpOfdllJatwqmUSZtTtPc+gt+3ArcygHR8pC8QUnUnjeVRlxJrsUcWWLvH9AINRBqB8rNjHIPQGkMmdBDKwaRJdn4Yg3Q90CpziYhTdNJBKIl0faTrImUAWGzUQkiZHZ/FGl7vUg7f/hEGu4sxbqmPaO4w1qQ0D26leXArhb5VVFZcjHSCrF3Sobz0XOqrr8QJKvP9o+M28dzh4/adSTqk4VwudMg5YegwhGIFP23i964knh0DC5V6P8wdINEJxi2ijpn0PSJneLqwwXUX2nTn5OTkPBcKvYNoc5hll76EuDFBZ++dpEmEYxNEqRfbnsEYQ5Jq3GIV3W6AUgR7vgErryKhjNYpFksSWtxSBekG3Xe32T2+UoDA6U7JCFXDmBQ3KHQdoyRGp0QTEzQPHqBn/WqEcnGLRaRqoHwXYy3RzD6KgxsoDGygsXuUb/+XX10gbFhz8824pdIp78OcxUNIl9Qt4CYt3OoQaXMaYzROuXf+vkpKCb6PSSOkR+YuJhxmd+/Gr9cXdwdycs5ApFcmbU+CCnCMwVpNNDOFdD2cYpUjo10hBG4QYBwHTIzRUdfNwWP6yTvo3XA9UuVLeTk5OTnHI7865uQ8jfEnHgagvnztIrfkB2f47It56s6vMrbtQYbPzlWep4qoM4d0HIprrkbHHUTfckRnGs8BRIqNOwQFH1EuYqyD1Rqcp11+RWblnmV2JiBUN9rbkDQO4pb7EY6DjttYoxHKxaQRaThLGjVx/B5u/++/yVV//ueL0gc5OTmnEUIgpJM5JUB3kutZLG2tJWlO0Nr/KNL1KK++kMrqyzA6RLemQRQRbi+itx8wCKFQrp8tzJqUrHjIZIXsSiKlyKrYHDVfVXS0Ijdb+M0EDhJQmQCia+9v0hApHYTjIF0f4fpZ3ETYQDgeQlqmnvgO9TVX4VWGCOfGGbn0zczsupP2+JMor0TP+usRyuXwvZ8ALNVVl1HvyXIsnaCCE2wk6FuNidvM7nsAE7cZvOBmYllBepmAwfFLDF7wGqa2f5PW4e2ARSiP2uorqC4/P1v8znle4QQV6FlKffOLKK88H4TALQ8w8eQTPPrF93Ptr/wJwdLzkBhsGiFMjBEOjvLQOkJKNW+fb6XsOjl0s7fpynmEwBgL8ohttUAYgVBu9nfA6pjsbxJhYqx2IEkwAqxQSKcHk4SY2CJskzSaRQiFcIsov4xbsYRju9jz+ffi15eg/CLQPcfdhed4Z3IPcWOcyrLzqa26FK88iAoqCybHrNHzUSzPhkmjE/U15OTg+kV0Z45IVXDbs7iy64rSmUYXByFs4JV6jnFMsfNRb5BVuhmtFzg95OTk5DxXwpkZ5p7cSW3tCjpJRGFgOcWBZegkgVIVx2rQCRJwHQcdRXjFIjacxZ79KsJORGdumurAIK4jQQhSY7FGg5JHHZ1Y6D6TCSUNOo4zobDWpM0GQkn6zj4ba2Pi6YNYk6IKVdKkAzol6FuNWxpgy1/8JU9+8pML9qW2fj1Dl112ajswZ9FxSmU6Ywfw6gM44RzKxii3uKAqHJgX6po4RhVKfPm1b+LS3/s9ioODi9PwnJwzmLg1i3JLmKQN5R6IGnjKgvI4KunNsPNzKArpFWgdegrHK9C7/lrcQm1xdiAnJyfneUAudMjJeRrj2x/GK1Uo9AwsdlN+YGpL1+BX6uy/79u50OEUoZOEpNNk25f+jQvf8qvEzRlaux7DCQoElSqu52CSkObUFNYYKiMrkK57nAnabsWoJVsUkYK03QarwC3SPPwoXnkAt9zH7FMPUV95JcqtoDuw/cOfwO+pcuX/708pDQ8ft505OTlnDsorUVpyDs39WwBoj+9i4NxX0Dr02HG3Lw1t5NCtH2LpDT/Hns/+EStf8ZsgFRYPq1MEMqs+VxLHFwgTZvHBQoHyULI7nBQSoxOQDgKRVbBbsFZnC1V0q9+F5MgisQEEEqTCKdYwaYw1KW6hjrUWqyOcYi9GJwgsvRtvAAPWJCTNMZKGpmfD9WAMSXsK5ZeJG2P0nvUSCr2rUH4JNV9lB0an2CQEoGfNVSg3QGvNti1buKB3aH47J6jSf/ZN9Ky/PusDx8Pxy7nI4XmME1Rxgio6jRAIpONRTyW9K9fzpXf/NJf/53dTX7Eei8VKBx2noNsIx8Fag7Eii2exBovAmmwR1iLmF2GlVPPHPXRFEWSTVcJajHQxSQxGZ8IJIZClMtYa0nYTt1IFW8IYkMoiXQfI3FF0EjHz+Lc59J0P4Zb7WX7jr0L33Eua4/jVGxbEaUAWYzOz6w6qKy6h0L8WqRyM0WBSdBLS2Pcgfm0J0vGfVdDgFntO2neSc+ZhHYd4NsKtBcRzbcK5GbCWoNqDV/aJogRZtJkIrpspPi+a6yKkfOaCTk5OTs73QUcRuz/zGaa3b2ftW15NfcUGkk6LcG4ahCCwElkoYKyDNDEk0zhuALpIOzII6ZCkmUAw6oToYgklwQlcpON27+XtvNgx+0NkY4i4g1AKoQRWAFLglKuYOCJpNrn7995D/wUXsPa1r0I4EmsilF+itfd+ZnfdycafegtOELD/1luRSrH6NT/Bshdfh9+Tu4ydSeg0JZyZojC4jGR2nEZzFmst1eV9R13yulhAGI0VHne/+/e55v3vz2NOcnIWCR218Uo1jNZ0pkeJmnN4xTJBby+y64B5hCO/GxaNMNlcjcWgw0Z+X5aTk5PzPciFDjk5T2N8x0PUlq19Xua+CinpX3c2+x/4Lpe87dcWuzlnBOH4OF6hzN57biWam+KKX/htCn1DdGbnmBsfRToOUrkoz8daiDttAsfFGnG0OtTo7L/UdK3WNUJbTLOJFRK30I/oE8ztu4f4iUN4tRF02mRu7xaU08vKV15Feckq0nAaWLa4HZKTk7PoSOXQs+YqopkDJM1xrI4Jpw9QW30Fs7vvWrBtoX8tJmwTju/m8J0fZ+iyN7L9n3+RJdf9IpW1l5O2W6BTcH3S2KLjFKcYQJoiAxcpbbauagxWaoRQmV0q2aKvSdP5KKWsqk3N38dbnYCUoBNE0sHGFuG4WKGwJsakMUK5pO1pwsmnUOU+CvUlNA8/ijUJ0i3gdKsaDt79r2CzynQnqCKUS2lw/QKRQxo2mN19N40DD2F1glvqp2/Ti3GrxxeIScdDOt6J/GpyTgOU4xM3mzT37qS4bAnn3fx2Nr7sDRhjCBvTKMfFKxSRIotXsXGIU6oihQQpMN1icnHE2SFT/XTjWLqvObII23VrQmhsFsON8j2wAqNTTNJGh3MIqXCcAmkSgrVIobBpBykFRseAIJ4+DFhWvvI3UYUqXnUITIxTqJN2Zpjb9yD9m29k4rGvLBA7eLURaqsvB2uIG2PM7r2f8vBmJh75Imk4R6FvFbXVlzP9xHee0VeVZRcgveKp+FpyzgDi2WnwPIpFh/bsLEm7TXN6GuG4XSczSbHkEschTlDsLhSKZ4iDc5FDTk7OD0NnYoKH//qvqa5aRaHWyxff/Vau+Nlfg3gGhEHYZXiFtaRpStxqM/b4w6Rhi2WXXJtFTiUtvKCI8gPa44cpMogsFLA6xViBdL2jc0hHotowGGOxSDCQhk0cz8FaiYkijBWYOOXS3/ktwtm9TD9xC9Zq+ja9lPGtXyBpTVFf9WPc9Tu/S3FoiOv/5i9JWodI2geY3vl5CgNvR3l5dMWZQjw7SzQ7QSFwcUtVtLbgB10nkaO/ldYYMJpotoE1lkvf8zuk7TbNfQfmXUZycnJODdZaHD9g113fYO2VLyKVHn7PCDaNMCZFWDU/1LXGZB6YUad7X2lRriCcHCNu7SXoyed7c3Jycp6NXOiQk3MM1hgmntjKqqtuXOym/ND0rz+XAw/eTnP8EOWBkcVuzgueaGaG8vIhLnrzf+HOv38vG1//iwyNeJSqFcr9mS2gThMObrmdgdXnYtOEqDFLoad/fqI21QYlJZg20gswOiFNEqzjYNMYFfgor4/aymtI2yFuuULr8O7MAlNqKsvPYW7f/eioRWnkLKTML+05OWc6TqHK0AU3E84eJJo5iPKLFPrXUhxYR2dyN9ZoigPrsMYw+dAt1DddT2FgNX7fCja+/W8Jx3bRPvQQhcGzsUagHIkqSIRbwCIRrouOY4Q2CCWxViCEg0mTbryOg5Bdu/EjVW3dRWFjssVg5XTz1aXASiez9bcCE7dJmqM4hV6QFuF4FIc3gHSYePTLCOUQ1JZgTYqQiukdt86LHADScC5zxjmGNGoyuuUzxLMH5x9LWhMcvv/fGLrojQRBQM6ZgUlTDt95B7f99//B6+++m7jdQEqJcByUmx03VjogRBYnZbpChu4E1NE1jKziPItqkfNuCtYaZNf5wxhD3Gzi+j5pHOMUC5i06wghDFL54BYASxprsJlzidYaIR103AApUW4JpzZESbmooIRyPMz9/4qdPcDgpT9NaiFsTyEcnyWXv43OxC6stRT6VuIU60gnoD22g/GH/4OgZznh1FOk4RyQRVx41WH6znoZs0/dS9qeRnklamuuoDS8eYFYKCfnRyFpNvB7aoSiSLHYxsgytZXrAdCzEygHYqeC63mYp1WdPn1hJl+kycnJ+UGJpqfRYcj0tm14pQpLzrmUr/3Jf6O6ZBXVJSuJ5qb5sV9/P4VqlUJPP7VulKmNWtg0JY5SJnZt5cCW21n3optxgiLKdUnDDlZE+G5v5kQD89cwawXCpGBCrPKRyiHuxFhtUK6HwBL017AmwSmtorJsLdYaWoe34ZWXU+y9mAf/7P9jautW+s7ZTGf6EcLJnfP7lLSn8atDx9vdnBcg4dgopcEhxvbtZXjFcopOiqj1AswvigohyDzHBKrgoxyBNYZv/vx/4br//b7s/ulp90k5OTknj6TdJiiVKff0kVqHwJdYv4h0M3eGI/eUiMyJJRPPgRAG5TnoMKE1+iBuuX9xdyQnJyfnNCdfDcvJOYbZA7tJOi1qy1YvdlN+aPrWbAYhOLT1btb/2GsWuzkveKTrsu/LX2PFDVfj/Oqfcsdf/Hde8u6/oTS8HFrTYDQUKgysP5dobobS4DIEFoyZd3RwXTe7KfXL2Q1qmNlqOwUPpQ1JJyVqNvnSq27Gag1A37nnUl23jrN+5qcwSZvmwUeorrgoq5bOyck5I0k7cyTNSZp7H6Ywsp7GgYeJm2N4pX786hKmH/smtXWX05nej9UxzQNbKS85h95zXgLSwcQhaXsGpEMwuBblFTJL/bCBcPpIkhQlDFYYrNY4MsVaBx0bpOeDBccL5m17rbUI1c0q7t68G20yG39jMdYiu9Xwgu7EsI6RUlGojYAQGOnQ2v8oh779D9Q33UDvuS/BxB2MSXGLdSYf+yrRMeKFI5SGz0K6xWP6ZmaByOFYprZ/ncG1Lz/h30fO6Unr0EHu+f33gLUYm4JUCJ3QPPgkcdihd9UmhAXpKtAghcjiKjRZRafOJoiPWFNb1b2d6ooXBaIbzwICgxsEWCFwCwWsVJhUA91FWymwQiGsxZIgVZCNDaIYRYJwCwipsCbFUy5u33KS2/8WPXF0kSP97v9BVIapXPmf0Tg8+n9+kqB/FSt/4t145QF03CKJ20w8cgsAfn0Z7fEnF/TJ7O67cMsDVFdcjFvswS314RRq+WJyzglFOoqJXfvoWbuWubE5KktXYZtT2XPVPmb37aQwsNBBRBxj/368x3NycnKeK9I9urj71Be/xnmvewelgWEe/cLH2H/fHgr1fvbcdgvLL7ser9yHSEKs8tBGYoA06dCzalMWc5UmtMYPUVu+BuUppOdn9/hdF5ojbmZYi5Uyc66xNoumkhqMQAUeUgpsmqCjEB2GSK/Ige/czegdd9IZH2f8wQfBWiorV7Luja9hZs+XF+yT4+fRFWcUQuD7itrgCI25FqXBZdjWNKAQhfL8/JKU3dhBPyAN2zz1hc9z8f/8Naxo5DF8OTmnGKkU6VzIwOoNTO/dQbFvCN+X0JwGKSCoHnPuCoyWuJ4LVpEkMUmzRTi9l54NNyzujuTk5OSc5uRCh5ycYxh/YisIQW3J81fo4BZKVEdWcnjrPbnQ4RTg9/Sw/aOfYOnVl7N87QqG/vAfSeOINGyRNFsYoxHtEL/aQ23paiyQRm2UXFghKQRoa7BpguMqQJB0EjQQzc3hFArc+ImPsOcLX6K57wADF5/P0BWXYJigPRGBNVSWnp9P/ObknKEkrSkOfPPvmNr6FQA2vPX/I5zaA0AY76U8cjatfVvx6oP0rLmKpDVFNHcY5ZWQXpHpx26lfeBRSsvOoWfDtYjWKFIMYNMIz0qk0jiOAiVJ0xTpKIwWSD9AYcFojNYIMgGDUk73enT0mmSMRSqFsSC9bAhq4gRMjIma4PjZgrIQaBxkOIdVLtamLH3JL2B0AgjmDj5CZ2wHPeuuRQUVmF3YF8ovU11xEVIdHeaGU/u+Z99VXHlCvoec059wcop4NjtohBBoa5COj1/poTywBKUUypUYrZGOjzUGAd2JYQtCZXEVMvutxppsISOT93T/PIpwHZRysFaDAeV5IAU6jkijCBvHIAVeqQjtGWwa4QZlhHIwaYRNOgjlotMEJYFNNyH334vZdx8YjRg5F7n2eg7c+QmGLntjto8Te2gfepwknGXmye/Sv/llWNN1PbGZ48rTSZrjTG37On59GUMXvT4fT+SccLz+YcK770WuGKEyMEI4M4mOOgCoJKU6vALSNtZ2x8hHxEPdY9FaizEaEDhOPo2Rk5Pzg+H39FBaupTWgQM88BfvZ9n1V7Lxmhex+uobs7GpcvADD9IIdEqYGtLmNELILE4Hmbkt+kXcei/loaWAwMSdbGwgjjeWzCIs4tYsUjk4rofjCDQK04mwjmLuqX1IKZGeS3vvNxm+8hpqq1ew+3Ofx+/tZflLf4za2qXMHfhWNy4rQ/llnEL1FPVezumAV6sz+siTDJ21Al3qQ0dtolaLQt8wzxi1CYs2gqktDzF0+TVEc49RGjpnXoybk5NzanCCgJltE/SsHaGvr0LsOOiwRdhuUuxf8sx7LmHQOiVtdTCpZvqJz1Ia2YxbqC9K+3NycnKeL+QjnJycY5jY8TDlgSU4QWGxm/Ij0btqI4e23p1n2J4CCv39XPHe9/LFn3wb0wfmCDwoeyleOkepUqASSAr1PkwU0p4aJ5qdQvlPO76sBa0RJrMbTI0miVKs1lhtCWpl/GqB4vAA69/8cs755dczcPlKvGq2kNjY9wAD571qPqs+JyfnhYk1KUlnls7kHlqjO0haU+gkBGBu173zIgcAVVx4PYibY5gkwisPMvrAJ7E6wXHLjN7xcR774E8TTx9g4LI3UBhZTxq1MIUlWCsRbgVR7scAOrWkUYK0hrTZBDQmDsEYkk4btAEpkcrBHnO/bq3BklUoICRSykwYkSRIRyG9AqrYi3QDpFdAdq0abVDF2hTlFxHSxcYROz/2PwlKA1SXX8Ts3vsIepbTf+4rCfpW4deWUFtzJf1n/3g3buAoyn/2/GIh1TMWp00SZf2QJj/Ud5Vz+mI5emzMbHsCKQRTe7bhVvqxqkCqIY2zWBQhLFJlsRTGmHnRgzlmfGXTFCEkQmbCnoVzVV0PUgArwKSYNEFHcZbXbQXSC7pCBoMo1aEyCE5AaiSmM4uZPYQ+9AiOFzD2wH+w/RO/zmQ7wr/x9xDX/FemU8W2T/4O9fVX09z78Pwne/URmocfyT76mIWR9vhOSsNnPWv/VFdenMdV5JwUlFIMXn4Z9/zhn6CxFFxL2dOUvZSCJ9A2+11ojx/I7N+PI7bJF2hycnJ+WIqDg1z7v/83TqmE1Zr/+InXc/CeRwk8RclJKLgGYQ2pcEljTaCg4hnKbkLgaAqlIoX6ANJRRHMztCdG6cxOYaXL8bSB1trMycykSOkhEERhB5SH9AN0FJM02/jlMm4lADnOwDk3YvUc7enbWPmaC9n0jpey9IZrCGcfw8Tt+fdWfpnhi9+EE+RChzOJ0sgIhXqN1HpIHeImsxR6BrFJwrEHYTYPKBE6pe/iSwgbj1EcXpvPF+XkLBKFkREOPvA4IqgTyAQ/nqbQM0AaR8/c2AgsDqro0zx8O/3nvjIr8PCLz9w2JycnJ2eevBQiJ+cYxnc8TG3ZmsVuxo9M7+pN7LnjK8wdeoraklWL3ZwXPOUVS3jZv36E0XvuxfplKkP9tHYfZPKxx6huPpv62jJCKaTRKM9FslCAYvTRbHmExKZRdwFQoByDlJIkTGjueYzZnV9l6YvfiQrKRLOHcYs9LLnqZ7uW8AnS8U7x3ufk5JwKjE4Ip/Yy9tBnsfro4ntl+UVUl13I6B0ffdoLDH5thGj2EACNA1sZue5nmHjg8/Rd+Apmn7oHISSDl7+BZS/9ZaRXIO3MYnWMCko4joPQGpu2QIcY6yK8LEvYGoX0HYR0EN1rjuMFSNdDx3G2QKzUMWYOYr4y11rbtf/XmYWwzWx+hZvZ95N0MgtHC7Y1SpIkOMUewvE9jN31CXTYYOzuTzJy/c8yvOQckvY0aTiHXxkGDNH0ftpjOxm64GZMGs9fE4OeFVmlnV0ogAAojZzD9FyHSg/oJCRpTjCz644s97gySG3NVbjFnlN+fdVphInbmfWs4+EElVP6+S9Ugp4e3GqVZG6Ob/3cz3HzN79M7+qziBszNEb3o4ICfYUSOjKYbn62cFykVGQacYsUEuYdHI4cUwKEBSvms7kRouv20K1MlzI7B6RAmATpZg4PNk3RcYtUBFhtsNrgFjwo1qFQw7oFOlMHUEGV1a/5fbzaMIfu/XfG7/t3EJLBy95AMLCavV/+3wC41UG86hDprtuyc9otzh//SWsK6fgEvSsIp/Yu7Ju+lfi1JafgW8g5U9FBgYve9T9p7d7Dwe9+h/oFF1FduRJPgEyapIUaQVHQnhqn1P/M3HlrLZ6Xj3VzcnJ+OGobNvDyT32Sw3feyeTWrUSNFq25lJSUUk8Pph3S2LuXqce349VrDF52Ga6dxQkqiHAGkwRobXA9F5NYlF/AkfPD3KPYLKoSIbDW4vh+FrsmLWncIW21IQlxKkWcUoGkNU5QXk7SnM0C3XRCZ/wJAKLZ/Qxf8pOYNCRpTeEEFZxCLRc5nKEUl68gnprEK/nEsynKNnAqC48FawwmiZCOQzo3Su/6qzFpksdW5OQsEkHJo2f9euLEQixoHJymsqYXVQiw1sxHEButMcYgRFaM0XfWy4gbk+g4BtlEuYWj0Ug5OTk5OQvIhQ45OV2STpuZvTsZOe+KxW7Kj0x9xToQgrHHH8yFDqcAHTVx2k+y8qaXY1KNKhbxB4bpveAioLuwZw1J2EY4DknYRHpZhmISdtCdBsVqHZ1GoMFzNFZohHJJcbDS5dDt30aYR2nsvofJLctwegZIWpM4hR4KfSuYefJ23PIA/Wf/OF5lOB/85uS8wNBhg9EHP/2MhfrGvgcoDqwlaU0veDyem6C25irGH/os1misjpnc/jXqm69DIOlZcw0qKGUV6lIiVJZbHE4fIJw9RGXpuUjHB+FirUFKB4lBWwmujzLd+AqjiTpNvGIVq5NuXER3clepo1W53dxJIcge62YVZ5+vwOjsv+zVWJOSuiU6U9vp7N5Jeel5rH7tezBJxOyOO0g7c1hhsGnE7O67MEkHEBQH1lFbcxXGaGa2fZ366itwij0ov8TQBa9ldMu/L+hDtzxAfe3V7Ht8J8uXp3QOb2PisaP5x2l7mtboDoYueh2F/rWnzM4/ac8wue3rdMZ3AqCCKn2bXkzQuzKvtv8RcUoel/zOu7nzN34LHUUcuPNell55MX5fD165hrUWFRSQjoOUCmt5mjzxyL9M5sjg+BhrMvGDMVhjUd3fYN11BJFWZpNWUiKURVgwQqGUQCC650OAFAKUwmqLMCnpnrshaaNWXIJX6SP0qwi3gHBcysvPpziyicLgWoyOGb3z4+jOLEH/Sla88jfQSQurYwCahx6lvvoKZnbdAcDkY1+hd9OLKS85h/ZYdowVB9dhjUZHTdy84i/nJOEFRRDgr1zJWZt+IXvQZo5mrbEDFKsu1lpK/UOkjRkSaylUe3KXupycnBOCbo2z94vvxq0v4eJ3/x46itFJSlAaxPF8KAv8oSX0X3p0TsjoQXQSI6pVpAXfZk5mqlRHRx3SqIPjuzhBCYSDsZY07GDjDn6phIiaaJtFU0jdQQmDUwlII4OJG5Bm4+C0NcvEff9O34WvWNDmtDODSUP86jB+dfhUd1nOaYZQChG44BYoruiff9x2f0uttURzUwTVXozROIVe0liTNA7iFKo4eVV4Ts4px+gYVSpjbYJbrtE/NDL/nO26BlogaTXwSmVI2qRJSNqZxa8OEc0cRDqKucOPUR7ZjOOXF29ncnJyck5TcqFDTk6XyV2PYa2hvnztYjflR8YNilSGljP6+AOsf/HNi92cFzzNp+6nWB8CazBYoomDWK0RSuGXa6RRiEHiV2pZxbLnIrvZwn6hiHE9jJII6aB0isUhaTcQ2oBwGb3vPgYvPJ+dn/hbAIpLNtGafCITWBTq89XdSXOcQ/d8lKVXvQOv3P+s7c3JyXn+0Ty87bhuBADh1D7Ky85lducd849Nbvk8PeffyOCFr6N58BGimQMor4RTqJG0Ztj/5Q/gFKos/bFfYPrxb5E0Jxm+9m3U1l6FjUNMmmAFWCFRrp+ZM1iBUhIrXawWGAs6TlDCyVxohEU5DsZmERXiSDW7tVmlAgIhZdfp4ahgwJg0EzlYi9UWY4FuBnJ1xYVUlp+PEA4mamGiDpXVFxLOHsRz+1GVYfo2lVBBFayhNbadqDGKaE4gHZ+Dd32YJVf+DG6xh6BvJcuu+Tk6k0+hoyZB7wrcYi/CLWRtTDpMbvv6cXrYMvHIl1hy5c+cEleFNGxw+L6Pk3Zm5x/T4RxjWz7D0MVvpNj//HeeWkwcJSivqPHSj36Ebf/yER7/+3/AhDFLfuw6XCezD7U6xWARjsUam2VvS5FVZqZpJiY0CrAIqxHSAQRWSIS081IIoZzM98Ha7NgHMFFW6Sk8hJKZ2EeAlS5p0sLqFCElyivgrL02c2xKNc0Dj4EUWJNV5Lk9S5HWIB0XpKRn8w30nvcyEAK33M/U9m/M73Pr8OPUVl/OwLk/QWP/Q6ThLJ3xXVRXXITfs5xk7jDTT3wHHTUpDm7AO/cnsvfNyTnBKKXodNq41R7CqTHSOAQh8IoVKJRJ2k2cQhY15FZ78LriMmttt8Lt1IjNcnJyXnhYnZJ0GkTTB4imD7D/K/+L4aFliLlRkkveQTg7AQiU6yIFuEGASEOEtQjhkcaCNOqgvCATRnaDz6Ryst/M7vVJYVHFErZQwGiNKPSgWy2sllivgshGGAgtiWb2kXZmKPRuJO1MM/vE7Qxc9tpntP1ItW/OmU04cxhVqAMKLSzR+EG8YgVjwSuWMkGtEBTq/VirsWmcidmtxiSdo2PRnJycU0oStnAqFeJWB+Mb2qP7KfQOZPMrrpPNnQB+pYpJI5AKi8WrDhHPTWBNmjn4SsX0ztvp2/ii3M03Jycn52nko5ycnC4TTzyM8nzKAy8My96eFesYfez+xW7GGUHSnOLgnf8PJrdjmg2Cah9CSOLGHABu4FEoVyCOspz6Y90WhMiqRhHYVGNtikktNpWE4zPMPvEE9fVrOXzn32F1glcbxq30o8MGAOWRs2mN7jj6ftZk1c15rnxOzguKpDXxrM81DjzEyHU/ky3GdpnZfhvCCmb33I9AUFl+EUHfSmb33kfQu5xlL/1lvPoI4w98nr7zX87wNW9FIBi9/aPs+uS7MUmKRSFkQNxOCOfaRFGKRWQLsUog0ShPoopFnMBHBgWM7laty25IT3dxWHT/s1pjU41J464gzEGKIwIICwKklKhCFZDoJMIaA1ikFxAMrMTvWU51xcUknTmi6b0ov0xj7/0cvu/jmKhNsW81s7vuwK+NYNKIuT33YkyKVC5usYfq8gvoWXcNhd4VOEFWDSGEIA3nsCY9Tg+DjlvoY7KRTyZxY2yByOFYprZ9kzRqnZJ2vFBxvIBSTw/Tj36Us95+M1f/5f9i8IpL2X3blzmw9f7MUhSJEAqByMQFXcEOxiKVC90QKgMIq+efF9ZmjiVSIGQ3sqVrPSqk7IqHHJAe1qSZiEK6GNmNglEFpFtGqIA01MSPfJ7o23+N6ExSXrKR8pJNFHqX0jrwKLs+8S52/tu7mHjoFqRy8XuX4RTrpNEcE4/eQm3VZQv2e3b33Uxt/yZ+zzIGz78Z5ZcY3fIZprd/g+ahR9FRE8gqR63JxxA5JwcdtpEGbJKQJhFRY5a41SDpNCmUK/Mih2cTNLhuLsDJycn54bBhA5vG8/+e3v4dzMh5kLZxGgfxSnWU4wGSJE6YObifqcNjtNoJ1g3wZEqpXMQNCugwxEQxwvW6Y9gj16wsko3u2FY5LkJK3GIRqbKMi2gupLF7P1OPPo4JyxRqZ9F48j72/Ptv03fBTXSmnlrQbr++FOH4p6yfck5jdMrkQ7cgkhhlRDa+dFQWOfg0EYM1IByfpNXB6lncSn/uCpeTs0jocA5loyzlME1wPD+L/FQyixc8gpBAVgSH9gmnD2T3ZlIQN8ZRfpnmgS3ofD4gJycn5xnkQoecnC7jO7ZSW7r6BaNyrq9YR3N0P53ZycVuygue8orzaTz1APsfuIWgVCSemULPtXGrfXSmp4k7MQaBDAooIY6ZCOkiBFbYbl59tqASNXYhvBaVFf2M3fcvNHbdS2X1Zax6ze8yszur2i4NbQKRLUocSzi9H6OjU7T3OTk5p4JC76pnfc4t1nFrI2z4qQ8QDKzOHrSGifs/R++6a6isuAjll/BK/dRWXsrU9q/TOLyVgctey/B1P83svvtQfpH24R0URzaw5Md+gcZTd9M59BjStAjclEJR4nkC3W5htKF9eIKoGWGsmo+g0HGC1QaTppiuOGG+tL1rOy6UQiiFlA5CyGwWTkqEcLIJOSkQKkAnWZWv8oqAxOgEYzQ6CUk7M6RRg6C+lOLgekwa4fcsY+ii1+PXlhDNHgQsVmeihfb4k5g4/P6d/H0qhU9VJXFnau+zPpe0Jp5VjJHz3LDhLJ4UrLjurTimQXvPrUilWX7xdfSu2UTaaWEx2KRNGjYwneaxBiRYa7Bd4Y4UAo0zL+RZeAyJTLxjDCaJMUmMTVOENWANwhjSOMImHUzUweoEmxqMMZjU4gYe3uYfx7/mF7CVEYwQxM1J4uYUXm2EdT/5Z6x69e8R9K4gaU4RzY0y+sD/Y3b3XdRWX4FwCvRuejHymElt5Zco9K2iObqdxv4t89EWx5ItqOQVQjknnrgxA0mMVgrTapBOzdE6MM7cE3ux7ZhkunvPcuT34hg3h5ycnJwfmTTEKVRBdoXBRrPzM39Asvp6bNJAdmYgTpjdsZPx+7agZAG/2oO1hrgxTWIcEisRysEpFXEKhSxySshjrlPHDhi6f1iLtSlWKKKpOWwaUxrppWfTCuZ2fYEnP/lfGb//Ywxd9RZqm66ldfix+bdQXom+zTfiFqqnpItyTm9kUCYa34Vbq5C25hDITIDuekfjAqErMu++xpXEs4fwK4OL1/CcnDMYqzVOqU6nMYNTDNCtNtJxu65+snvuHt1eKAeLRKgE0gjpBfiVYWZ33Q5kQnqddBZtf3JycnJOV/LoipwcspvP8e0PMXzOZd9/4+cJ9WVZBMfEjq0sv/SGxW3MCxyvOkRheAPTj32Toet/CadcQpSrBKUjuWk2W/wzBoFBRymO42QLIkcqnS3oJM4mRHRCsWcFwilg0pCRq9/KkmvfAUrRGd9JaWgTpeFNIBWH7v6XZ7RH+eUs8z4nJ+cFgY7b+LURpFvAHOemtmfDi3ALFdzl57L+P/0vdNTMqtEdj9EHP0XP+uvoTD5FbeWlxI3DVFdeilvsIZo7RGdiN31nvQzdnsPqhKB3A839j+JWViJUH6NbdtB37tlI10MogRYWqVNUECAcB5PGmUDQ2OwxIbHdGApBVuGWJVVIjDZIIbBHZ36zbRDYbtU71mCiJsovZlVvjTEct0DabqCCEsILMvGDUFiTMvbw50hbU0jHJ+hdQWXZBRx+4JNUlpxDa3QbAMLxsFaTRi2UVzyuYMFai+NXEMqdjwM6FhVUkW7hBH6rz45bqD3rc9Lxc+v2HxFrLdG3/xJn3XWUV11Fefl5CMcninU26QQgBFE7RLoeJo4JCjVkVwhrTfd/IrMUlVJm9tUWwHbFDtl3JKzIcr2lwmqNVAqjEzAGoVyUcgCJFICSWJMirQHHwegYHceARfoKmyS45X6E4yEdn7Q5ifKLlFech7Ga8NCj1NddS2lwA0J5HLjjH/CrI/Sd9dLM8lpIkvY041tvYfC8VzK35x6wemHnCEV1xSVImd8i5px40vYcfqmOKFYIp0ZxhkdYcdbZWGs5vGMrtXIB6Ma8WLtAOJSLHXJycn5kHBelXAYueS3j93wSAB02efJzf4Jb7mPVq36X4uBqnNp5OIVi9hprszg30/0Nt3Tj2rriBmtIwxApwAkK2e89HC2e6b5eYkEYnEoZE7WzKAFrWHLtzzB02RsQ0sEp9oCA+tqrSTtz+LVhgp4VON9jXJhzZqGUYvCy12EsSN9DFUoo76ig1Roz/9tpBdikjSShtPTsZ0tAzMnJOclYQAU1Ju76OANX/hRGGlRQxHMzYbm1JjthuxidYtMQjMatjyClZPapexDKI21PA3QdBnNycnJyjiWfxcrJAdqTo3RmJqgvf+HkXgf1PvxKnfEdD+VCh5OM65VZffN7GLvrE2z/v29m489+BOW7JK0GadjCLVRwiiUy6YHKiki6dtYgQOvuIp+AJMSkETrRzDx4H5WlSyiMjJCtUSgqKy6iM7WPpDND69Cj81Vvx1JfcyXqFC3I5eTknFx03GHmyTvoTO5i4NxXMv3kbcSzh4BulddZL8WvDM1v75Z6cEs9AMTNycz9oDMLJqWx7wHc8gCzT92LV+rFCaqkUZO4PYUb1CmvvBChHGrrr8TqFBN36L/ofEzYwSpABdmkrlR41e41RhxZ6O0uTGGzeB5xZFE4y1S3ZCkWyKNCCIkBY7FSdBeOs+p3pMyq5uMOXqkHEDiOl+VQmhQdtZGuTzjxFOWBs3BWVlGFKvHcKIfu/TheuY+gbxVzex8AoLLsfCYf+wppZ4bK8osoDW3ECSrP6GvpFek/5xWMP/TZhU8IycC5rzzua04Ghf7VWf8dZ0ayuvJSlFc+zqtynisGH+GVSHd8k3THN+HGP80iJwS4vgcILAK/UMTqGFHwERy70Hr0d1fMJ22TTSxbASZbvMg2tSjPyxY+rM0WSkT2GcYYrDVIabHGIgykYUimD0pxXBdpEoxb5Ml/+02MSfEqA8SNcfzaEla+6t1EMwfY/80P0nPWizIXB+kyvvXz1NdcSaF3Je3xnYTTz3QIsVozcumbGX/ki/MTZm6xl/5zbsIt1k9e5+ec2QiBdn1s1KKgUmylSjg5inAchtefA80JTFckZI+cV4DR+vs67uTk5OR8P0RQR4azDF36OrxyP6N3fZy0PYNTrNN/4U/QmdyDcj1UfTk26ZB2OlhrEK7fvV9XqFIJ6WUxEjqJEQj8SnVenJXFrQE2Gx1YY5COg4kTpBIoB+JmG9+pYNoGVXXxaksQwrLtw/+VpTf8Z4pLNqC8MsJxcbziIvZYzmmHCnAKPcSNw8hiP8aCbTdwimWORKZkWKS14PpY7WKMxg3y+4ecnMVACIEShsGLbyac2ItTHkRJRTQ3hV/tzVwdjmBtZr3uBlipMDpi/KHPknbmGDjvVUxt/wZueQCZ/zbk5OTkPINc6JCTA4xvfwiA2tIXjtBBCEFt2RrGuvuWc/LQXgE36TB87c8wcNkbwLSRbg2iFK9UxSKIW03cQmHemoxjI1KUQtisutN4ZRzpImXM0MXnZcJeaZjb+wBxYxynWKc8vBnpFSn0r6UzsYdjF12qqy7Hr42c6i7Iyck5SaRRg7m99wEw8cgtVFZcRH31lZn1vXLxe5ZnAoDjIB0PJ6gy/cR36NlwPV6pn6g5zsA5N6HDOawxBEIh3RLh2G6ElDiFGp2pg7jFpUiviEo62DTGCIXrkmXAKgdMijGZRWqsYxw/E0FImS0SC5nZKlps17khq3K31nZtfgVZgprBJCnScZDSQSdZ3qQUglQnTDzyDaqrL8Qr9aE7DbCGJJyhsf0B3FIf1dVXIKWkcfARTNyi/+wbARjf+gXAEvStQrkBnYldAExt+zrNg48ydOFrnylcEIpi/xqWXPkO5vbeS9KcxK+NUFl+0SmtplN+haGLXs/Yg/++IKai0L+WyrILXjARW4tFa7KJu+n1iIc/DCZF3P8h7CU/h9YG6SiEFFghEcpDuQWsFJnTguNlbqFGHBUrHjUnQXT/IRy1oBrdRDGI5EhY8tEcVgFSSoTWYDQWhVcMMnGQNaAj9NRuRG0pq1//R6TtGZK5MdzqEE6xxsSDn+fQt/9v9l46pdC/kskdt5K2J5ndo+hZdw2dqaee4VDiVYdRfpFo7jBDF70RTApCIN0Ax88nwXNOHl59CGMtjtDo2hJsewbPAUgxnQbKza7J1phMMNdFKoUxZt5VJScnJ+eHQSgHoQ1KOfSd81Jq66/GmjRzFFMOwhhkUObJ73yJtdf9eCbQdTyEkmipsDolac4hlMLxCijXzVwbkwTpqMzUSR7r6pSJeQUS6XXHBbGm0DeCDVsEvXWizhTSUez42P9EKYVX66czuZfayoufdXyfc+YiMEgMfqUPrdPsnkB4mWBWLoxPOyIXNEYjTOYmlpOTc+qxWFIZ4CqNGlpN2pnDRFEmPnqagxkiO3eljmnPHKS5916C3lUUB9cx8+TtYC2DF9yM45cWb4dycnJyTlNOG6HD3//93/P+97+ft771rfz2b/82AFEU8b73vY9bbrmFOI655ppr+P3f/336+/vnX3fw4EHe8573cPfdd1MsFnnNa17Dr/3ar2W28F3uvvtu3ve+9/HEE08wMjLCL/7iL/La1752wed/9KMf5UMf+hDj4+Ns2rSJ3/3d3+W88847NTufs+iM7XiIQu8AfuWFZQtYW7qa3bd9CdO1S845ScQRabEHJ55BkYJNIJzC+jWSKMboFL9Sz/LilXjmIpXNcuyjxhw2TRCewsRz6M4MfrGKKFRRhTqFoAoIhOPjlnrxyv0UB9YSzR7EGoNfX4ryiqhj8rhzcnKe37RHn5j/u45bzOz87tEnhWDZtb+AepaJUCeo0LvpxYxt+QzTO76FU6wzcO6rMXGH5t5Hae17COVX6D3nJRQGs5tuIRW1NReDNUggTTUWi+MITNRBui5SgkEgrcEikd3ICdG17Ld0nRmEyJ6Do5nr1oKwWNtdLEYghcUmEUI63blhi0lTpFek9+wbkG4BKRXJ7BSdid141WH6Nt+ISWNsGjJ78BGwltLwJqRboHnwEUpDGyn0rcQJaow+/LkF/RLPHSKaO3x8VwfHw68O0rf5RqxOkco95VFAUjkUeley9Or/TNwYwyQdvNoIjl/OYjtyfiSU73Lv+z/MRb/687jNJ5DtUcze23FXXEF7ehTluLjlKm5Qys4DIbFCYXQmOjF0j+OuS4M44s4ksmNaHIm1sLYrIsgEDcYIpE0QXgkEmMRgtUUolR1jUhFOj4EF6Sj8Sg215NzMDQWJqA6j44jO5H78uAMmZeDS11Nefm4WuYIlbU8CEE7uRq+4iKGL3sDc3vsJJ/cglEd5ydmUhjcxu+cemge3IhyfkUv/0wJXmJyck4XjeYSTB4k6hkJfgJQGG7XIrM4k2ssmbaWUx43oOfb+PicnJ+eHwToupjWBqAziGgVRZg+O62KDGlFzltqS5UzteYJi7yBexUOnGqNTvGIFEzWzmCvRdZsxFqmOU8gA2TgYiUlT0ijORMJpgnQcsAlSuIjUcOCbH2T4yjcTDKzGCgf0HCYJc6FDzjMw1hJ2YvxKFcfMQWsUUx7GpAmq6zQCmRW+TlOETRAmQbo+QuXOSDk5i4HutDBJSuKXcJIWLgnWhKTGR1iVRQwegzEaKwTKK9C76SUgIJ4bpWf99bjFnlPmMpmTk5PzfOO0KIt4+OGH+cQnPsHGjRsXPP7e976XW2+9lQ984AN85CMfYWxsjF/+5V+ef15rzTvf+U6SJOETn/gE73vf+/jMZz7DX/3VX81vs2/fPt75zndy+eWX87nPfY63ve1t/M7v/A7f/e7RhYJbbrmFP/3TP+WXfumX+MxnPsOmTZv42Z/9WSYnJ0/+zuecFoxte5D6srWL3YwTTm3patKwzdzBPYvdlBc07QMHEdbQbISMHZwglHUSiiRhiJACr1JHSIl0PRBifrGEbqUzIisKdQpFvEoFT4FPTCGeQSrFxGNfJW3P4pZ6KY9sptC7HOUGSMfDLfZQHjmbytJz8Uq9ucghJ+cFx/eovnkOmeVB70qGLnoDbqmPtD3D+Nb/wOqYyqqLGb727Qxf93bcygAmCRGOl+muTIrRKcakOI6gUHBxRYJyQBuD1pnVPkKgPInyvO7jaVfkYI+pI+o2laxK12KxBkwSk2WxW4R0ss+W2Y2+cHys1hgdI6TCJG2md96GNYbyknOQbhGrE6afuJXD9/0b1hqKg+twgiqtw9tJO9PoqMXk418nboxlE9hPo7n/YcxxHj+ClA7KDU65yOEIQircYp3S0AYqy87HrwzmIocThF90KPT3cctPvoM7//4b2AveQsNfydfe+ysceOC7IBU6STBGI5WTHbtkedtSOWBMdlyIrnCxex7abnSLmf87WCTWpKRJjDUa6xYwSYyJI0Bg0xDTaWFaDWySUijXKJSruJ6PDmOMAWsF2mh0OIewmtLgKrzaEKXl51BdcxlupR8rLOH0Uwv2c2zLZ4hmDlBbdTmDF76OwfNfTWFgHTM7b6d5cGvWvjRifOsXSKPWKev/nDOcoIYTuHQmZpjaM8berXvZfffjNMaaRBPde+9jRA7W2mNiY3JycnJ+NLSRmbC206DVTpmaCXno1q/y+De/TDQ7QTS5m9qyVRR7l6C8AtHMLEIppONhjcEp9yL9AsrpCmEF82NirM2i14yBrujXAlIK3GIxi7NyXJRNUEn2+9+e2kX/pa+jvOoiGk9NkMw22f2p3yZtzyxyT+WcjhhjkEIQNWdJbEDs9TxD5ACZblwp0RXLOOg4IQ3bi9LmnJwzHWsSnvqPzyMFJIklFBW0cJHyOAUV3d8JoVO8oIyO2gjpEvSuotC7Ihc55OTk5HwPFr0sotVq8a53vYs//uM/5m//9m/nH280Gnz605/mL/7iL7jyyiuBTPhw0003sWXLFi644AJuu+02du7cyT/90z/R39/PWWedxa/+6q/yF3/xF/zyL/8ynufxiU98gmXLlvGbv/mbAKxdu5b777+ff/7nf+baa68F4J/+6Z944xvfyOte9zoA/uAP/oBvfetbfPrTn+bnf/7nT3GP5Jxq0ihkevd2Nt74psVuygmnumQlCMHEE49QX/7CE3KcLrjlIu39B5je/hjLb3z5woy1LjpJEEqhow5COllGPSJzcJAqW8o0cZZX3+4g3Tod1UDMzdC/ObNiR6ru63Jycs4UioPrM5vC41AYWIv8PuIm5QYUB9biVYcxcQuTxBy49f8ycNGr2P+1v2bpi3+RA9/4G4pLzmLwkpsJJ5+iufdBysvPRwgni69wXKRfQjgurrFYo9FxgtYGJRWYCGFBKBd0ZgFsrUWgAQmiW52rjlj6G5Tr0a2NB5NgkxBzRH9rDdILulnH2TWvvu6azPrf6CzmJ4mpr74aFZSxJqU9sRsQzO29N9sOQAicQhUTH2diT6punEbOmYbjCs5588txK2V2fuozfPa6F/PKr93C9f/jz+lMj9MaO0D/unMzkYI9InOQ3cVXi1TqmMCozJUkc3gQWHOkqDPbwgDS8RcIIrLDTmav9EtIMmcUHcekYYRJYtxiARn4CFzA0pkZxbSnkV6BcPoAszvuYPCyN6AKVQ7d/WGUV6Rnw/ULd9Qapp/4NkIqgt5VlIY3MfHIF5/RH0lzHJN0ILdAzTkFuI5DXChTqrkUlyyhp/u43v0gqm85pity0GlmyZ1fpXNyck4USdjE6hiDQgqDmWviFSqc/7qf50gBQtC3BI6prvVrPZmAwaS0Jg4jEBT6hrIYKpuiwwhMFlslPS8TC6c6i8RQDlJ52CREKJlFYaQdtBVoXUD5ltLQJqxWbP/IJ1n1ilcwdnc2J2qScHE6Kee0xmqNjRO8WpVUW/xC6RhxoEWnurtdgpJgtMBancW2kM8j5eQsBtYkLLvhBr72tndw4z/+DY5fXjBnbK3NHIIEWJ2irAYh0WmK8oroqIlb7Pken5CTk5OTA6eB0OEP//APuf7667nqqqsWCB0eeeQRkiThqquumn9s7dq1LFmyZF7osGXLFjZs2LAgyuKaa67hPe95Dzt37mTz5s1s2bJlXihx7Dbvfe97AYjjmEcffZR3vvOd889LKbnqqqt48MEHf+D90fr0HTweadvp3Mbnwonej/EntmJ0SmXZGvQpzq07Uk36vapKfxSkF1DqH2b8iYdZff0rT8pnwKk9ttQJjOD4Ydp7vH11K0WEUPSedQ7b//nDrH/jzUipMNLF6ATpBSglQUpkoZTlbx/JqHczS0ppLTZV6LiDCKqkYQO3PIxO2szue4D6qsuZ2vEt+s566Wl9Dr9QrjMnizOtf07F+fp879Pv137lVyiNnE3r0KMLHheOT++GF4FwntO+CyeANGVm29dxgjIHv/0PLP2xn2f8gc8xcs1bSZpTHL7jY1TXXU5l5YUAOK6LcCQ6NSQz0wjXR0gHx/eQnoc0GmtASAcpJdZklWwIFxAIIbHHOjvYIy42IlvstaJbrStBeSipMGkCyiFpjCGDMlK5pGEDE7dxy33oqAlC4RQq6LhDNL0Pv74EvzLA+MP/cVTkANTXXUvz0GPH7Y/K0nMx1oLWL/hj6LlyIs/XI5yWfeqXkbu/zFlXLWP9K/4K7feRzDbY8d3/YOWVL6Fvw7kk7RZetSdbaLWQxiF0xTdCZOKGjEz8oNMEoRxMEmeuD93JK4HBRG2EygSOMihh4jir8hQK5XkgZTbZJSwSjZAGmyTgCOzYNhDg15aTmArt0Sdxy730nf9yrNGYqJF9ftwCJE6xh7Q9vWB3rdFUlp7H9LGxN0/DGn3afFfP9/PxZHJs35zo8/VU9bdVCtGZphVagqCISLtCtOXnosVR+ZnqxlRYY+YdHfJj4vjk58zJ4UT26+l8vp5Jx49uzRDOjiH8Xkolj6BWZvS+B7n9V/4bL/q/f40gwXEDLALhl0mTBCkd0jQibTUp9A6CTrOoCiEBH1l0sdZ0oykFKAflda9kR8a9qojRKdaxGIroKMYSgnHRcTbOWPPam3BLFZp7H0YoF+mXz4jv5OmcDsfjYp2vz2XfddTB662TNJsYk2BdiZEOQiqkVPO/nTgOOu5g0gThOAiV3ac9H46p0+EYOB3I++G598FizRE/1/ZZ4SELIVf90R8ytWs/1fUbUCbBoFCejxDi6LmrHNKwjY1jkC7h9JP4PStAPrc5n5PJmXhM5vt84jkZc045OUdYVKHDF7/4RR577DE+9alPPeO5iYkJXNelWq0ueLyvr4/x8fH5bY4VOQDz//5+2zSbTcIwZHZ2Fq01fX19z/icXbt2/cD7tHXr1h/4Naea50Mbnwsnaj/G77gF4XqMNkLGWjtPyHv+oOzatfvkvXmpl31b78PbsuXkfUaXU3FsXXzxxSfsvX6U9h557YoVK6i4Cq9WRPkOq171KqKZFkIJZMEFm2WrWXFMVVo3qmLe7toYBJAmCbrVwSkGIEKS9iR+bQl+/RKS1hSlkc3s3HOAdvv0tx18oVxnThZnSv+cyvP1+d6n36v9K5ZeSE/vGtoHHsAkHfze1RRGzmXnU6N0wqee9XWQiTdrtSpKCiqlAvWN19Ie24lTqLL/a/+H+lnXo4p1iiMbqG+4CnSSOSZ0XRiEFXiOIRFu11AhJokjZKBwlINVLsJ1EVZkxW1WZZO9QnRdHcTRax1kIi9rATMvSpBojLDoJEEqAVbj1oYwcQchFapQwS3Ws2oHQFpDZ3I3TrFOYWAtzbEnCKpDlIY2EjVGcYIqlWXn45YHGDv46Wf0SXFwPSaN2bt3D1NTMwC4rktzZhzHhqTtKZxCD1oV2H94ijiOf5iv9JTzo54DJ/J8PcLpeF56nsf6K34O/Z3/jdp/H865r4Vll7Lpx99IZ2qMqScepXfd2egoRPgFrEmRjpf9hh+x0RcL68yFcjJRhON0F2azG3hrLapQ6jo6HHF48EBk50TabnWrQi1OwcP6WXxLJiCSiL41gMW6AVKneLVBrNYIKUmaE3j14fk2TO34JgPnvpLG3gdojz8JWJRfobr2OkSxl6R1/Eg+6RVphym7nthywvv6R+F0PHZOF7Zu3XrCz9dT1d+bN6zFUwpVqqMbo9l1XjlIO40o9j7zBd3fDCklW07BvczzmfycOTmciH59PpyvZ8Lxc9bKfkZv/2eWvfw3ObxrF8PrN7H0hmvoP/98opk2fk+VJI2wSYRIQqRfxqYJNrX4tV7SOML1/CMD2uxNpZxPmbNdV4jsN1xkTo1ag1LEYYhCYOIGAotbLqGjFn6tzMTWr1BfezmtA9uxOqbvktdzaKrJ1K5Di9ZXi81iHo+Lfb5+r+3PWbeMJIwIigWStEAaNRFeFancoxtZ251rkiAtCImNOhyeDZmY+MHnuBeLM+Ga9FzI++H798FizxF/r9cs66+z/46vcPbLX09lSYWkk2CaTfAl2mqUv9Cd01qLSTXSVWATgp6VSK+AThMefnT7D9y2k8GZeEzm+3ziOBlzTjk5R1g0ocOhQ4f4kz/5E/7xH/8R3/e//wueJ5x77rmnrTpJa83WrVtP6zY+F070fnzzS/9A74r1rN+w4QS07gfDGM2uXbtZs2Y18iTlgHsT57DzG5/hvHPORjru93/BD8Hz9dj6Ydp7vH0Npw4RR5JCuUigQxAxsSrjlGoI0c3x7k6GmCTOvodjFkmEkpgkQQoQ5TLSFUAFJ6gilCJuzSCwBPWlbBg8va2ln6/Hwqki758fnmfrs+d7nz739o9QHliNtQapfJCSjdWB7/neNo1I29PM7XsAE7cp1q5Gx2HmgFBfQm3jtVkFkOMzteMOSgOrM8tdnSJVAb8+hFQKozyU62NSgwnbGAk6jJFlDwWYJM3iKVRm9W/jGKtk9rt2xL3G2iN/zP+JyOJ4bNcRQipLEjWR0oUkOpp3rA1J0kIoB6/YA9Yg3ACsJg0blPrXIoSguuYqTNwkaU0hpEvSmaW+7lp01KAz/iRCOhSHNmLSiNboDlac8wpWrFiF1pq4Ocn0I58l7czO958Kqmy8+E2oQv1EfNUnjdP5HDgd2wRg21M4V/wsVifoqafQc6O4lSHckaXdLWQWP6FTEBYhRbau0RXtHP0Ft/MCHiGyhQ0hHY6sehxxOjliiW2MhjSdHwO45XImfrQai0LHAoEEDFIotE1BG0wSgfKIpg+goxaFgVUEvcuZePgWeje+mLl9D5C2pxl/5BZ6N7yI+rosnk+6BYRbBJNSW305s7vvekZf9G16KUHvEBf0DT/jucXgdD6eF5tj++ZEc6r6O5yaoq1DisyipMDEs+AGCD8g1RrpPvu9ygUXXHDS2/d8JD9nTg6nc7+eyDadzvt5otGtadxSD9HsOKX+YVrNFr4rCepFAuNDZwYTziHLgyRuGSEDpO+ihCCNI4Q2oNxM3EA3RsDq7n3+EaEvCGz22y8zwbCJwiycTUrcag8Yg0ljEILpx26ld+N1WCvY/9U/Z/jqt9J/8atRhTorFrOzFokX4vH4XPfluex72pombc4RyR48kaClj3Tc+bkmIJt70hqE6Y5DEyySZUuXsmzZshO1WyeNF+Ix8MOQ98Pi9MEP8lnPpX0HH7yNHV/+BJtf/jriJMUtqMzV0i2ijhN5DCAduveDIIMAk0Qo11/0cfCZeEzm+3xm7HPOC4dFEzo8+uijTE5O8trXvnb+Ma019957Lx/96Ef50Ic+RJIkzM3NLXB1mJycZGAgm9jv7+/n4YcfXvC+ExMTAAu2OfLYsduUy2WCIEBKiVKKycmFVU6Tk5PPcIJ4LiilTvsLwfOhjc+FE7EfRmvGtz/EyitegpLHH2ScCqRUJ+3z60tXYdKYxqG99K46uWKO59ux9aO099jXepUeOhOHmDk4QdAzhFscQbmZjaU1Waa8cjN7aul6mG6GfWZ4DcIahLBYE2WW2LaAcovZ4odJ8Uo96LiN45cQJ0kQc6J5vh0Lp5q8f35wvl+fPd/79Dm1XxWf03vpJMSkEY19W5jdfef845Vl5xPOjeIIj8ltt9K78QaQAr8+Qn3dFWAM0itklr1YSBOscNCRxuhppBvgFYtIz80md43FdivdbZKSqbVAuA5SCLJ/dK908+oGMpt/JFJlTjc6aoNfyEQcUmVOD0IhsJg0RrkFlONmIgqjEQikVFhjkV4Ra3VmENGd44vnDtMa3UFt5SWMPfRZ3FI/Qc8yrNFM7/gWOm4xfOmb5y0iTdJhdtuXF4gcAHQ4x9iWf2f40v+E45/eIjM4Pc+B07FNJpwj/u5fY6b34rzyzzCVFTx1x1e595/+nPLwcn7iLz6ZiWkwoIDUgjAgVXaMpxYrMtGD7b6n6B7vAokxel4IYS3YNO3mdhskAly3W213pGLHARS63cLxi9g0BNdDJ1EmUpAa6fiYqEFl1cUIIRFekXh6H7U1l+FVhhg87zXopIWJO3Sm9uFVBvBK/V0rbQCH2qrL8KpDzDx5O2lnDq8yQM/6G/Arg0hn0dMMn8HpeOycLpyMfjlV/a3KJRzKtGbGmZ0YY3Dd2aRJTGdsH9UVmaPDkQUbe8RBBXBOw2P0dCM/Z04Op2O/now2nY77eaJR1X6Gr/5pnvjYu1j+E79Hc6rD/v176Fu7mVL/IDOHJqkPr8JRRaTnYSwk7TkEEuU4qEIJmybgZYVaQimElRidYtIO0gvmF6eyqEqLwCJdB+EqIJsXOBKAJaVD/awXY1NNOrePjW/7G7za0MLq/DOUF9Lx+IPuy/faXlX7SRoTpFGIUQqvXM7GosYcM+brimyMg1CQasPcU3cyeP5NP/K+nEpeSMfAj0LeD6e2D36Yz/per3nqzq+B1TgCoihEGx8nKCGEfNY1ACkzZ01rsrkPa1Ow3mlzHJyJx2S+zzk5zw8Wbcbgiiuu4POf//yCx37rt36LNWvW8HM/93OMjIzgui533nknN954IwC7du3i4MGD8yq2Cy64gA9+8INMTk7OR0/ccccdlMtl1q1bN7/Nd77znQWfc8cdd8y/h+d5nH322dx555285CUvAcAYw5133slP/dRPnazdzzlNmNq9jaTdpHfVpsVuykmjMrwChGBy12MnXehwphLNTeNVKggi4smdOCObkb6fuTmQWbl3DdwxJrNrt0mKEQq6C3Q6biOkRCcJjkwwcQvp+FgkOmriFKrdP2uLu7M5OTmnBWnURIdzJK1pnGIvygswaUTSnmFu7/3UV1+xQOQAgJC0Dm6lZ8119G1+Mc29DxFN7cPvXU7PWS+ifXgnB77xf1jxyt/Aqw5iO7NZ9I5bRcoA17WkYZtoViODAOU6yKiDQaJcJ1sINjorXierbrfWAFm1O938deVki75WpyCzLHYdt7s5si5COuj2DCiJcgvocJakM4NUPk6hRmtiJ26pFxN3CKf3ofwypaENNA88QvPgo5RGNtO74XrSsIlb6iNpTZC0jopei8ObcEtHxawm6RA3Ro/bz0lrEh23nhdCh5znhg0bmOm92d+NIQkjll14FUNn/SuHt97Dk7d+hlVX34TjF8AIcBTGWNSxNtXQPZ5tJmaAefHikeMcMvGNUDLbjsw+2MQRQgiMNVhtsGmKsQaUQ9KczsYFKFRQzQRHEpL2FNHkXoR0cUp1lJQI5YHsOkRJByEkTrFOpVBl8rGvMXDeK3GPGTMor0h5+CwKPSuyClTporzCqen0nJwuynHRnQa2FTG86XyklDiehxlcwdEzJ8N0Y1rOpFzcnJyck4dOYqwos+Et7+fwnR8lmh1l8LxX4pUcPBeYeBhn5QacYiFzapLZJL/o/sILITCpWfCeRmtsEiNsio5ihJDdbQ1pO0YLg0livFKJtNNEOS7SUYAknGpj0wkOffcvGbzs9VTXXLIIvZLzfMOrLSFtjiLLy7A6RXlHHZKtzeJS0rCF9DxIUqTjUlmyeRFbnJNz5lKo95NGIZ25cYL6MGkUopSbFYUcI3Sw1mLTlCRs4QQlbNoCYzE6RLpFks40yiueNJfmnJycnBcCiyZ0KJfLbHhaVECxWKRer88//rrXvY73ve991Go1yuUyf/zHf8yFF144L1K45pprWLduHb/+67/Ou971LsbHx/nABz7AW97yFjzPA+Anf/In+ehHP8qf/dmf8brXvY677rqLL33pS/zd3/3d/Oe+/e1v5zd+4zc455xzOO+88/jwhz9Mp9NZ4DaR88Lk8CP3oDyf2tLVi92Uk4bjB5T6h5navW2xm/KCpHXoEKP33U99/QDllRfglWexaYu0FeIEvRyp9xQqu9xKAVY6COfIoDarjDaxQgpwPBdtNKgAY/W8BabVCcYsnutITk7O6UPSmWX0gU+RNMdxinX6Nr2U5uHHEFjmnroPv76UztRTz3hd6/DjlIY3E87uR7fmaB18HLfUS2v/I4zd82k2vuODrLjp1xi/91PUN15HZdXFmCTEJk2UDzN75wh6+3CqZUycYI0hNeAEDiDnc9RNmnYFDhIhZWabOi/3IlsIlhIrJcIacDyEBcdzsNaikxBVqGHSEGs0IHELvUi/iE0jioPrEUJiERT6VmOFwqZtCgPrCXpXIYRk4rGvkLan6T/7JoyOaR18BCEdqisuxq0MLhAuWJ18z/7+fs/nPM9Iw6N/b0+AKNGZmyOo97LkgqsyC2BHoZMIpRQmMQjX71ZnCozWqO5vOpZuLIvIXCAEYCx0nxc6zZxGugsm0B0PCIGJY1xPYeIYRzlYKUhVESkEOo5Jww5eoIi/8OvI5ZdQOvc1aJ2AdGju2UJr30NYwKv0U9twNdO7bidtT83vWtKcWCB0OILKRTs5i4iOQ0QaoQZ6SRuzpK0mQkoKQ0vm3RuOkP12gJTi+G+Wk5OT8wMQTozT3LufxoEDLHvRz4FNARAqEw0OXnozNu1gWhGy0INJ08x5DNF1ZxAIN5tnzFSOFqRE+AHoFMf1mA+30hpRdpFJSpIYpE7wAx/reOg4BquZ2PIR5p64jYGLXk1l5UWL0ic5zy/aExNYEeMUBxFpB6skNpEIx5mPSxWOg1coYbTBSE04voOgd+ViNz0n54xkzXWv4JHP/iPhXAPlDeDV+7FRA+OVAZDdinkhBMJ18ZwqQqdo5aCTBo5fIpw5SDQ3il8dAnKhQ05OTs6zcVp7QL773e9GSsmv/MqvEMcx11xzDb//+78//7xSig9+8IO85z3v4U1vehOFQoGbb76ZX/mVX5nfZvny5fzd3/0df/qnf8q//Mu/MDw8zB//8R9z7bXXzm9z0003MTU1xV/91V8xPj7OWWedxT/8wz/8UNEVOc8vDj9yD/Xl605Ly94TSWVoGVO7H1/sZrwgSZpN7v+jP+GVt3yGsbs+Ts+mm3BrPaStFlbFuH4wbyNorcXoFCnUgqB6IUAGHjpsEYezeJU+jInpTO3BJhGVZRcw8fjXqC27AK+SX5dycs5kdBIy8eiXSZrjANRXX8nEY1+hf/ONjD7wSYCsmsw8swK2dfhxejf+GARlIpMyct3bSVvTCMfDrw1jdIJFsOzG/4aSKnNe8HysCtBRSnlJGcdz0BaUJ///7J13vB1HYbafmdl26u1N96pXS7YsuYEb2BgwOBQXegkBEpIAIZCQQCoQ8gEhkBAICYQQQouBYDDNYErA2Lhbli139S7dXk7d3Zn5/thzr64s2ZZsSVdln99P5e7uOWd27pzd2Zl33nfqwVzHEVJZpPSx2iCkQioXY2xjgmpS4mCTSWAsul5HCkApjIlBgLG2kXYhsBikm8GiqY3swIaVJPJHuQQdCwnH9+Dm2ykNbmJ8612YsAJCUpx9Fk6mSDi2GzfXhpfvwM21kOtaCgikOvB+L93MftEa+yNQ3qFFhqScGAgvP/X7to/eiDjtGpTrElfKVEYHcTwfr9COE2SRSiFJ2qZoxLAIqbDWJm1aJPEs1prke2c1guS+DmCFTOIqGm0bC0KHICzKcYjDEIEm1hrHK+AJi7UGx/eTVT7ju/Evex/4OSrjuxh65BdIL0vzgovItM/ByTQxuvVOBh784QHtV9dLx7ZiU1Kegolt21CFLDrS+LkctjyIciOk46LLI8hs8/4vEKIhMEqFvikpKc+c2vAIlf5+Mq2t/Ppdf8ayP/wdlC8Q1d3kep+FmyvgZTNEoSaamMDJ5FBCoGsV3GIxiVeDqSi1yRgqQeJihjHJrVgmE87WgnRd3KyHFhIbjmIqI0jlEY7toe2M59P7nDclERhRhag8gptrmdE6Sjm+iUslnOYCBoswKnmuykqmOp6TSIkJQ2xUwW9fgIyqM1PglJRTnFx7N2e/8U+47Qsf57I//0eimo/r5whLJfzmA6/3QggMupGaGFDu30CmbS5haQCpvBk4g5SUlJQTh+NqdverX/3qfj/7vs8HPvCB/cQNj6e3t5cvfOELT/q+z3rWs7j++uuf9Jg3vOENaVTFKYYO6+x58G4WPvdlM12Uo06hew6bb/lxMlj4BDlgKU+PaGKCuFxGejlaT78cG5eIQw+sQblesmq5MUEihEA5HugIGraWxCEGMGEdpRxUsR1dL2F1RK5jMQhFee+jFHrPYO/t32L25e/CCQozfdopKSkzhAkr1IY2Jz8IkUzSW0NUGZ06pj6+l+Kcsxnfds8Brx9+9P8ozD2X5gXnY+I6TqZAeddjeIV24to4Tq4JrMFYRThRwysWoB5hYovAUK1WkX4SL4GQSFfhKIEViaODkBKknBZN4e0TdiEatjYG6bqAResoETxYgdURQrlYFGCJKkMoN0OmdQ4mrmN1SG1kO7WhzcSVUUY33UrTvPNoX/FisAY314a1EE3sYdaz34RwAipDm6hv2EnQ0kumfSEi0zSV/z6JcHzys1ZS2nnfAfWV61mBVP4B21NOXESmiFpwEXrjzZjd61ArrkF6/lQ7zbR1IRwHHVWJaxapJMJriGGERAiD0XGjHRkEMpmIFQKQGEA1NAfW2iQ3WSmENRiT3P+tMQjXQToCjIsQFqtjdKzBCoQEZSOEn6z20Ubg+E20Ln4eul5i7y1foTjvHDJ9K6gObjjoeXqFrmNSnykph4o1BkcqIiuojw4R1aqM79yMly+Sa+8m+3ihA0y7f6SkpKQ8M0wUU961Czl3LoNr1lBa/zx6X/A8TK0T7ARRrY5R7Zg4wvECTFjHLTbh+z6xjiGOwHGRUk25NZo4RpgYoeTUinqrY6yOMTrERBbHdxFWI5wMILAmJtO5EKvrMLwVO7iR4bqhefllqdAh5UkxcYyXy1MvT6CUizWN56vHH2d00vdUWQgjrExXgaekzARerkDvGRfSu/oCdj5wL71nPovYFJJ4wwP6txYTRSBcrA0RSpJpncPAuh/ReebLp9wBU1JSUlIOznEldEhJOZbsfXgNOqzTvvj0mS7KUafYM4e4VmGifyfF7tkzXZyTCq9YTKzZPQ/Ha6I6JnCUgpy/nw3ZJJO5iVIm9oJaSIhDhFLEcYQSDsLxEcIlrk1Q3vMImdY5YCGa6E9XtaWknOKYaTEKQjqYuL5PYNDA6pCoOkamfQHVwU37vV5Ih2zbPOrjAwzfdwMtS5+L39qLjSOyHYuwcZ2oMoaulXALXcTlMgiT/PHyCOECEoEgKpcT7YJSSM9Hui7ScRDWYI1BOe7jJqksiWVDI7/YWoRQyeJ6EYPy0WG5cS4OTlAEICwPYqMaE9vvJa6O4RU6aVn6PPKzVqDDCtYadL3M6KbbaVl8MYMP3Ujb8ssZ3XjrlJV/ec9DCHUTPee9Dr/YvX+l6jpBSx/S8ZjYcR9WhwjlUuhdid/Ug9EhitTV4WRBuBm8M68m8nLEj/0f3PZZggv+iNLoMLn27iQ/W6pEfDP5tZpyS0gcF6RyGu20IeqZdHgwkzEWjdiqRtSFMCaZAFEeVkZI5aB1jK2HU64QEokwdUxUQ7gBOtTYR3+M6FxMNYzZfds3qA1vI2idQ9ezX0PQMZe4NnHQc/SbexGOR1ybQPn5gwykpaQce6RSWD9DNshSHdpDtVym56yLieo1vEzu4O20MXGYkpKS8kyRrkN+9mycTAaA3b++hXkvfwnjo0Pk2nuIqhOMbXyQpnlLkEEWx3H39WG1mRI57OvbJn0CE8VI3IaLWdInr1frOJ6HrQ2h6wHSC9AopJNB6JDo5n+DsZ2oeech5l/C7i//Ic0rnj9TVZNygiA9j6hWw/EyROUSbjY71UYbxmHJ/w1Yq9Fa4AqNNjNW5JSUUx4pFOHYGPPOf0ES5um4OE7+CQ6WoEOQktrgZiqDG2lbdhkidXNISUlJeUpSoUPKKcvONbcQFFvJd/bOdFGOOoWGuGFk8yOp0OEI4xQKzL78cn7427/DZZ/+Z4LmtmTSb3LS0ZikszqJtQjlYOMo2R5FxLVkotLJeOjSQCMf3EM4HsW551Ab3c3gHdfScfaVabZ2SsopjnR8hHSwJsbqCOVl0WEZxy8kAgKbjGSNrL+J9hUvJmidS2nXOkxUI9M2j3zvSkYe+xVByxx0dZwN3/yzqffuetar6Drnary4DLl2oshgowg3l8WqABtrHFclq3J9Byk0ws2glETHESasT2WsS6USO//JlQeT9r6Tg3GNSWIR17HCARsjpUQEeWx5CCEyRGEdJ8jh59pAKPzmXqzRhBP9VPo34GabGXzgRwB4xS7aT/8t+td+D6sjTFg9wMHI6pCB+75P93mvw/H3DS7osMrgAz8i27mY9hUvQojEiae89xHG1/2Inme9AfdgK41TTlhkphnvzKtxFl+KDaugHJp65hCVx5P2E4dIL4PjqCSG2+ipSQ1BElWBnQpkQVgDSCwGaxvOJQDGIl13yt0pETtIsCClRMskTsUYQ1ypYaIQU63h5BV+xoG55wKQb2tl/tUfSpxN4pDRDbchHI+oNETLoosZ334vul5CSEWu+zSyXUupj+1ibPPtNC+8iEzbPJQbzEhdp6RMkuvrQ2uNrk6Q9QXZxSsQUuK4HloncUuTLmjW2ieIE0pJSUl5emRaW4nLFYYfeoju889nz+2341iLl80x9Mg99J53CcVZ8xp9VwONyeG4Uk5czKTcT8BrTSJqkK4DxFibRAnoMMTWY+LYgiygwxDh1BE6JpwYwJEK58yrUZkWaqUJ1n/lHWS7l+JkijNWNyknBk42iyCxtveaWhCYqWcrC8nzlrVJrCAGZWOM8rGmNqPlTkk5lfFbW9lw3XWc/ra3YBFI4e8bL57E2kQ8HyVODjYs4TfNQgVFsBYTVSF4AnFESkpKSgpwmEKHDRs28LWvfY21a9cyODgIQHt7O6tWreINb3gDixYtOiqFTEk50lhr2Xr7z+lYsvKUWCXk55vw8k2MbFvP3PNfMNPFOanIdXWx6t3vZu2nPoWfzxFXJnC9DDYIiKoVXN9HMK0TK0Sy6sNxEQKU52JtjECDDXH8gCgyRGP9hKW91Ia30jz3PHS9Qn72ypk70ZSUlKNOXC8TV0co7X4YIRT5ntNwMk0ob5+bgPLzFOeew9jm2wGojWwj27mEiZ3307r4uQw/9svkQGsYfOBH+E29tJ/+W1ijkY7P6IabqY/toj6xl95Lfhc318zg/Tdi4zqD991A0/zz8Jr7kBI8R2C9HBhDXB1vODoIhJMM9EovQNerWNdFOQolFTo2CMdNVr2LSZvUqfVF+yaurMXoGAloHYLWSb6xVJBpwZqI+shuRHM3CInKFhHaYI3Gb+oh0zoPXS/RdfarpuI7ynseJq4MAeAVOxE7D7y/R5VhTFiFaUKHSfvhSv96Kv3rD3iNkKku+GREKBejAqphnag2jl8AlSmQtFMwURWpslitAYGOosR9xNpkEmTaCjqQiQUpKhEbTWvn048zxiCMSRK9hcDNJd9tJQTWd4lKyWdIT2AdF5lpTl7pZajv3sDQup+Q6VpMoW8Fu2/5CuUdD5Cfs5reF7wd2RAyTOxYS//a79Ky8CKs0Qzcdz2dq19BrjN9TkuZWYQQ1PbsQXqC0C0Q1MaxUR0rBDLfjtEa5TjTX5AIhE+BZ7WUlJSjj5sPyHZ3ozIZWpYuRXoet7z/rzn/Hz5CXK+y5/41dJ92JtYL0FENKwRKeQjXQ6h99/0prEXXaijXxeJioxglQHkeKImJQtxE10tYrrL2e1/m9Je/kTiuY3QIIzvZ+M33If0csy9/dyp0SHlK/OYilb0DqFyAjmLcXJE4jnEm751CILAgLVZ5iJgkmjAVbKekzBieZ1n62tcSlir4hSxCNJ4Jp7uWCZGMhVhLXCmhgjwjj/4c4bgUes6Y2RNISUlJOUE45JHbm266iXe84x2sWLGCyy67jLa2NgCGhob4zW9+w1VXXcW//du/cfHFFx+1wqakPJ6wPMGu+26jPjFK28LltC1ccUiDYcObHqY8uJvTrnjdMSjl8UG+cxYjWw+cwEl55vhNAavf+15qewbJzp5NODZMEAR4QWZ/NweSQV7lBxgdJ7bYgFQO1GtYBLGVlAcexERVMs2zCQpd6FqZuS99P26+bWZOMCUl5ahjogrDD/90v4n28a13Uug9k5Ylz0F5iZuLVA7FuecipMPYljsZ23IXHWe8lNroDsLqKJ2rr6G85xF0fQK/aRaZ1rlE5WFsvYpwXHI9p1HpfwyMpjaylY6eBbQv/kAyH2s1XksXeve9aB0hZp2NNhZrYqQXoFwDOiSqS2IBXqGIky9g4zjJiFUO0pcIa7FCYoyBhs1/MvCWYLVObPujCJRACoPwAhBg6lWE1dRLg3i5JowOk3Mr9aMyzeR6lkNlDIQgKg8hhMTJNFMb2cb41rsACFrnYE1iJ3wwrNX7/SzdDG6ujag8dMCxTqY5ddI5iTFIpIhxM1nCchkdDoE1NM9ZjI5CrNYYo5HKQyqJEAIdx1POJTC5Ah1AYEmEDXE9BBKL4clYi0ZwC0I5CGOxUqKrZYxOYi2k62C1ApFH1yWWiOrABoSXI9vcC1JSXHg+XnM3Xr6VWZe8DWtihJSMb7+HYt8qBh/+KSasAODkWtD1MgDDj/4Cv6l7PyeTlJSZINOcIYoVTsaj1j9AXCmjPB/XjOIUm/c7dvJ7ZlNnh5SUlCOA0RFe0UW4TZhikdXvfS8miqjuHaJ5zmLqY8OUx4YJii0IBMp3E4cy9vVhJ7GNSCqVySDsPtGjDiOEjXGEIBYCazVhbInimNNedCXhyEYybXOx1Zi9d36bnovfTHHRxWy98WYWXt2FVygc+4pJOXGINTKXgdjgFPJYa1GPXxmOQCkn6a/GIcINsDK1vU9JmTG8HF4zxNUYYx2IQxwvODCWWEhwFK4qMLb1DgqzVzVcMQ1Cugd755SUlJSUaRyy0OGTn/wkv/d7v8cf//EfH7Dvj/7oj/jMZz7Dxz/+8VTokHLM2PjL73H3lz9JVJmYsuvuWnEOF73z78l3znrS1266+Qa8XIGWeUuOUWlnnkJnH8ObH57pYpyUSMfHy0usk0NGJYJiM1aHjZWcPmgNSjVEOJY4jFBKgRTYakhcrWEig3VA14YTO3o/j0XgFTrwOxZM2dGnpKScfARBQH1420HdBCZ23keu5zQybfsm2x0/R9P888n3npEMYCkXv7mPqNSPNZrivHMTW1OjcdwMXrGHTdf9Nd0XvoFwbDdNC85nbNPtjGy+g67Tr4DNv8FuvQNrNDUvh3/Ju5FeFlubQDk+ZAuYehkTS4wR6LCOk8kRl8tYa5HZJL4CazBhDDSiKQRIxwXsfivbkRKFSlasY5KIH13HSidZ4SYkbq6NsDzA+KY7AEO2cwl+0yzqw9vIdS2lNroTIR28QjvDj/6ScHwP0vEpzF6FX+wBq4kqIwfUp3T8xAFi+jY3S/PyKxi677qpSeJke0Dn6qvTyeGTEFsrEe9+ANF9Bq7rEZbGUG4WIQIsgtrYMF6xGYFs6BUbwhkL1sZI5U65Nghrk4GqxupzCzh+MhhlbCJwFFKCMRhjpqz5da2GNZaoVEa6Dk62FROPYbVBZRReroDnrUQICCcGqfZvRro+45vuxCt24BbbGd30G6Tj07zoYqpDW6bar5tvx0T1pC8CxJURbByCPwOVnZIyHZXFFRrCEhlfY8a2Ipw8tjD7CcXqqaNDSkrKkWBix/20zlkJgUN1bAPV8X6yfefgewoVjpExoxjpID0HdJSIFxFJfJWUxLU6FovrB/vi0axN9hsDxCjfB6OJylXiajWxIpc0+sQesYkZ376G5vkXMOclf874tnsR0ufej3+c3uc+NxU6pDwpVkKgYurSBRMhVOLmZY3ZL7LPxiYR2UqFdBREZfDTTmBKyoxgNcrGyLyH1iBdd0oIv99hRmM1GBuT7VrG2JbbKPadifLyBxgKpaSkpKQcyCELHbZs2cJLX/rSJ9z/W7/1W3zhC184IoVKSXkyrLXs/dV1PHDrD5m16kIWPe9K/HwTgxvW8cgN1/LDP38NL/ibz9G2cPlBX6+jkI2/+j49K89PVpmeIhS6+9h6x8+JahXcIPvUL0g5ZGIsSkBGxVgZJPaWMDXhkUyOyMZArUDENeJIYLUBLMJ3CQKJFgpRyBA0tSZWvcoDqYjLIziZIiaKkG6q5E1JOdloacoxtvVXT7h/bMtd+E29DdFAglQKmWna7zipHHRYxuoQ6WRwMgEmDomqI2S7lzC24Xac5naUG9B11iuIysOE9TLZM66EJc9HAGFlDI1C10LQkrh/IzLXguqYj4ljhGMIWjLEsUFHMcJaTLUKno/y/f2uUZbGijeYsmKkYdFohUToGCZFX1qgozrC8aAyhNEaYQQdZ74smVzGgtXkssuxRuMVOgCIKiO0nfZCpOOjowpjm25DhzWyTyAQa136vIMKF7bsGmHps99EOL6XcKIfr9CBV+zGCVIb4WOBjUNsbQxbGwfpIIIiItN8VCY4bRwSrf8l0f3fwb3634iMRCqFKm3HOFlk06zk/msMxkbJanIhcfxkMFlO+jNMsxq1WMRkWoUxmMZgs9UxulZHuW7j++NMDUQL1wVTJWjJYbFYXcdvaUYIiTEhOgphfA/2sZ8iV76C4sJzMVGNXN/pqEwTmJBM+wKs1Yxuvp3a4CYAMm3zKM47j4H7vz91zkJ5GBNTGdiEV+zCSV1KUmYI6zhYrVGxJs514pw2N+knmyd2bXCcU+d5LSUl5egRNHUxvmcjxZ7FOHNWUrAWG06AcLBeDpHrQFnQcYz0PYRNxL2mIVCUmKT/Oq1vYuMIE9bQxqAcl2h8COk4CFfhZB0cZTHKJ6pESJUlKKwG5SCEYs/d1yIdn6CwCOl5DK1bR3HevJmroJTjHlObQDgBvq4RaYXr7euLThLX6w1HPbAoBCJ1RkpJmUmsJbIKV0coo4FMEof0OEwYJk6aSiAktCy6OIlIqpeQTurum5KSkvJUHPKoQW9vLzfddBMLFiw46P6bbrqJWbOefBV9SsqR4NEfX8vArT9k0fNfwcKLXzy1vXPpKppnL2LN1/+FGz/4e7zo775I6/xlB7x+8y0/pj4xSt9Zp5b7SL6zF6xlfOeWJxSBpDxN6hFCGaxXTHK7KyPg+sTWAaORrrvfgIjycyQLRDVxtYw1EDouRDVqex4FIZHKJSqPkOteQm10F/nMGQfmgqakpJwUSCGI4/AJ95u4juWpXV2Ul0F5iVuBNTG10V3sXfNtrI7oWHEFG77xfuZf/QFqo9vYu+Z/cYImEBDVxvCzHYSjuwna5iaDtUqigjwyvxLp+MlKBAeQPlZIvIyL8WMEEqtcsAYhLZMG/bZxXvuuWzYZZNMaIZNBYqscdFhDeR5COThCgDXYfCfCGER1FDPejyp0MrL+ZpxMkWzHAqLKKG62ecrJIq6OMfTwTxFCku89Ay/fTlwv0XbaCxjftoa4Ooqba6dlyXPxi7OS6/TjqNfrSC9PrquJXNep4/Z0PGDrJaINNxHdfz2YhiNIphn/4ncg2+Yh5JGd5LTVUaIHvj/54UglMV4eo7LE5SEYGyA/azGmVkGIOFk+lykmwhkhsCYGROImxqS6IRE+WGsQSiIbbcwIcLMKoRTSWsCASeJblOtgZQFTKSFdHyMcHBGBTQRAAosotMHZr8dIj/rQNsBiwyqYGBUUsNaw65dfoPNZr6Rl4UXosEx9ZDv9a6+fcnMAKPSegQlr7F3zLXI9K2hbdhnKS0WvKcceE1WROsRUyqi2ZqiOIKSLdbMYrVENUcNkdrHW+snfMCUlJeUQ8ZpnsfVH7yG46gM4xc5kY6YVEdeT+3gcEUchFoGODEq6Sf9cSRzHx1qDVKohpBWN2CkP4bhIrbFxHS+XwSKwOsQaTT1ywNYp7X0AgcArdOIXexh6+EZ0bZz8vIvQocGEYbqgIeUpkV4WjUCZJA6VsARSgQqmnrmU72OMxkQhQlisgahm8FKzkJSUGcEKhXQcYqORmSakrkEYQZAHsW9cQvkBtlZBOB7R+B5q/RvIdi0mro4StPTN4BmkpKSknBgc8sjhu971Lt773vdyxx13cMEFF9De3g7A4OAgt912GzfffDOf/OQnj1pBU1IA9jx4N3d/+ZMUTzuXeRdefsB+L5vn7De+h7u//El++ne/z4s+/CWa+/aJc3QUcd//fp7OZaufMt7iZCPX3g3A6PaNqdDhCCO8gHplFBX4OGEZYS2xKGCjOirINGytkwdP23B5SKysXYSfwUYhhHWUtGQ7FhNO7EUqh7g2xtBDP6PrrFdQGRimeV7TkxckJSXlhKRUDWnpWES09c6D7s91LUWqw8tWjWsl9t7zzcROFxjfeR/zr/wbtt/4LzQvew6dK69EuD7SCZLJ5dIg7qxlhKURlBBo6xLW6lhdw8uESM9FSAcbx0jPR0cRUb2O47ooJbBCIazAysStRk6uaJ+09xciGX9znMTtxlqEicFqbHUcMxVr4SDiGsJEKNenXi+z4cvvoO9Ff4zf3E1YHiJo7kM6PkOP/YrirDOwJqZp7nkgwMk0EZWHGXzgR7StuIKus1/VuN466cTucYre+wjR2m/vt81WR6n94h/J/NaHEYXOI/p5tjY2Jaiw1QpWJBncCPC75yKkS1SroDwf4RaS+CkpEltgIbGxTtwYBIBMxA3WJq4OCKzd52SCtTDp4CAEJrZg4mSOREeJYCFXBAwijqiVysnqUCPx8hlkXEvew5N4xU5MVEE6PnF1AmsM4fhexh67mdLWe1n0hn/GmpDxbWsaYoyEoHUumfYF1Ed3AFDe/SDFOWen34eUGUGZCGs1tn0usjaCMCZpr9JJRHUNpJTYhuguJSUl5UjgFdpZ+KqPsOk7H6RpyUV0n/dKCEvJPdzERFJiTYzyAnQIUVjDzRUQU9cj/4BVuCaqYRuujdLxEVIQhyHWJq4Orp9MNLcsuBBdL1PatY7RDTdjTYybb8dGOaJaGaEUrStWzEzFpJwwSOViquPUrYMbVbBulrhWw83uWxAjhECYECvARhrhyMR9LyUlZUaQjoeNa9RrVVzlg4nR0keYRKc0RSPu0EQ1/HwHUWmQkfW/pnPVVUjn8MaCUlJSUk5FDlno8OIXv5iuri6++tWv8qUvfYmBgQEAOjo6WLVqFV/96ldZvXr1UStoSkpYHufmT72fljmLKK665AmPc4MsZ7/xPdz13//IjX/7Fp7/1/9G24JkYv/e//k05cE9rLzm945RqY8fHD9Dprmd0R2bZrooJx86xM03Y+I65XIdoSSuU0d43r5s7gZCCIRSRNUSSrkIXUfpGrg+1lhMVKa852GMDsm2L6Tr7Fei65qgkNqnp6ScrIyNjTN32WpKu+7HRLX99ik/T7ZryWFb+FeHtkyJHADqozswcY3Zl78Lodxk0tZohh/7BZnmPoqdi9GlQfxMHoPAxDVcP4tyfQjLiNjBegWENYi4jokljuMlKw9IYimMNUhkY8CXJH6i4d5AQ/BgjcFoncTzSIkKconzDQaj48TJwQ3QpVJSDmOYf9XfEtcnKO15lFzXEkY3305UGqR9+YuoDKwnrk0kK+SaewnH+6kMbqT7nNeisk24mVQgdjxjauOE93/34Dt1SLxjLd5pLzyyHzpt5QxbfwNzLsTiYKUgjg1C1BHSaQgTGg4T1iYjUUIgHbfh47CvXSMVDUOS5Ls12d6xiZhRkBzruJh6hBUCoQVCgamWEqGF46CrESaOUJ6P6yog6UcYJYnrNaLSCMrPIZRDedcjjD78f0lV1UtgNNXhHXSsfBk6LGPCKm6hg6g8hDWa8R1rp067tOsBguZTS/CbcnygrYtDRFQdR5gIUy8jXB8yB1ryaq2T70ZKSkrKEcIrdrPwmg+j62Wqg1tQ2XaiapU4ilBuDcf3IKpircXNd0xdgxIB74HuatINMFoTTowibIh0fYTwIK4jHIG1TkMoKYjKg0SVEbxiF/me04lKEico8Js//VPO+au/ItOWWpOnPDlGRyiZCGui2KJsPXF2mH5MHENskcpBuBHVoQnc5nQsKSVlphBCYIzFy2bBRNRCjZeR+40TQ+MZ0kQY6TC26Ra8bCudq6/Gy7XOUMlTUlJSTiwOywv2rLPO4qyzzjpaZUlJeVLu/K+PE1YmOOu3/5QdA8NPeqyXzXPum97LPV//F274i99m0aUvIyxPsOXWG1n6wldR6Do1bZ9y7d2Mbt8w08U46RDEhKNDBNkCyo4R+nOQjocQcsrOejpxGOL42WSfcUnGQkLqExWClmbalr8IsBgLuloDGRC0pZ3blJSTGeEXmPWs32Zkwy2U9z6CEJJczwqaF5z/tCbro8rIgdtKgwyv/yUArYsvw5qY+sgO6iM7cLKtCBwcIZHVURjdhtOxGKtrhLIFjMCMVXEyAaYaYaXEyyfODgiBkmCFTCIrGg/t+01QNa6FQkqUAB3FSXyFMcnscFxD2OS6J7Dg56mPbKc+soX8rJVk2hfgVIbBGPJdSxE9KwhLgxT6VmOiKsbEKC+Hag1w821UB7fQ8JzlCgABAABJREFU3HIBRkfosIyul0FIHC+HCvLJ9Tll5tExdnzvE+42w1uO/Ge6GUSuDVseIn74xzDn4sQpwfMTkwYL0nOwcbRvAMqZfGRKnBswFlTi0IQ1WCtASqzRCMQ+FwdjEtGjFImYUcfIhghSR1FyvBIgDFiB11zE2hghPUzjvay12LiOqY0z8shNCAGFOauo9a9nfOPtABQXPou4ViLXvpDK4EZqI9uw1qD8Ak3zzqW04z50bXxfHdinjsJJSTkq+AHauDjROLYygq2MQ+vCgx6aihxSUlKONFFpkKg0iLCWTFMnZngrqjaObO1DZgLqsUD5BSxJFBUkE8eJ85NqhLPte7Y3UZ36+DB+sR0hLCY2WGtwMnmEjZJn/FIdvylP0L4Iv3Ue9eFRookqbi7Ltp/+jGf/v/9HfvZsnGzqtJTy5Cg/y3j/FnKtPVjHT1aKi6SvOCmKl0pgNehYE45MIP2AoNg8swVPSTnFiScGcJtnocISbrYZKxoxn/thwfUROqJ5wcWNlCQ7E8VNSUlJOSE5sqG3KSlHiV333cbGX32fFS/7HYKmVngKoQOAlytw3pv/nM23/Jgda25BKsWKl/0OfWdffAxKfHyS75zF4MaHZroYJx1Ch0il2PLTf6P3t96H53oYYx43yWcwyQweUoKO6girCcf2YmNLXIkRymPPbXfTsnwZflMTTpDFyacCh5SUUwEhBE6ulfYVL6J16SUASDeDVE8vrzdo6WN8yx0H3edmWwnHdoMxeMVuwvE9lHatI2iZhw5dxh77DZW9GzD165nz/Lfj+JLIuMTGQN3i5XIIL2iItQxWR9TjCCeTSVYVTRd4TfvXGgPGIKREKpX8LCVCOBjpIhAIq7FRhDWWXKGDTHMv2378T5iwSs8lb5kSLXiFToLW2YxvvZNwYhC30I6JqlT6N6DcgO7zXo/VEaVdDzLy2K+mrPylm6HzzJfjN/chVdoNnmmEchBNPdhGrMLjUe0LDrr9GX2mn8M797ep3/LvENdg3bfg9FcSV8sgqggp8b0AY5IBKItFJfIFGtlTCKmAJI7FIhCy8X8pQU8TEViLiaNE1GMtQiniWh0pBEIYDAqlVOKCYkzyvkYgZRLfYUr9ICQy342bb6fn/NdSHdyWrBiVio5zryE/eyX10T1I6TD62G8o73iQ7ovfiJMpUh3ewtCDP0GH5f3qID8rtcdOOfbUx4fBz2KjCBHFmJYFqC5/KuLoYByum1FKSkrKExGWhhjbcDvFvtPY/ovPU979KJ3nvYriogvwCrOIrW1MEhtU4CMa/UTlJn1xq2O0tY3FDKYRyyYJmtqJa1Ws1YmTg3IY2bQNqw2Zzk5q/QPsueVmmhYuQmV8hh58CBNG9D73uSz77d/GCYInK3ZKyhRxrYxfaMU4uWSDEFMCcwBrE+GsRmLisCG6eXrPkikpKUcO5eep7N1E0DkPaQ3icWM8tiFCtxZMrBEoospevHwbpZ07icplnCDAb23Fy+dn4hRSUlJSjnvSEd6U4564XuO2z3+Y1vnL6D3rIsyTDIY9HuV6LLr05Sy69OVHsYQnDrn2Hrbc9jN0WEd5/lO/IOWQqJbGcSv9zHrOm6j2bybXvQBdD1G5fR1QY5NVzsYYdK2OdByMAaNyuBkXGWhMtUbz0jmE5Q3kui5EeWkOW0rKqYZ0vCOSwegXulBBAV2bOGBfcc7Z7Ljx04QTgyx8xf+j5D5KbWgzCEFxzjk0L72Y1hXPTyZdpWJs92MU516AiqJEMKAjZGSIQ4tRCuW6OK6PdBTWJhPDUgj2zQwDTIvxacRWWGsQGHRYBUzyZG8t6BAHg3EzVIc20/PcN1Peto5d//cfeC2zaFl+GUIqdt3xFZoXXEChqYfy3scwcZ3WJZeQaV+Am2miMriZ4Ud+vt+5m6jKnnu+Re+Fv5vaQB4HiKCId+bV1G/69IE7HR/Ve+YR/0wZFLGFDvyL/hAzugNTGkCOPIZpXUJUq4IBE9eRjodyHIw1SVNu/DXl1mQbjg7TJmIFAqsUmIbYQUqEtgipsEZjavVk4lYITGSQLmCTxToWsFGV4Yf+j6BtHtnuhYigCRvXoDyIaupky8/+nc5zrmTwvhuIJvoRQlEf2U3HWS9j7+3foLjgHCY230lp+1pO+70vMbF9LSbaP5c507EIJ5u2/ZRjT1Qt4wBRrUqlVKU1aCYeHUB4ATLIHeCAlpKSknIk0fUKww/8FD/XxOyLXs/QhjsZuOvb7Lnlv8n2LmfOSz+A9HwsFhFHqAMEsQIbh0jPA+lgdYzRMSaMEdaAEuDnCCslcvNmg7U4SuAEzTQtei7SzRNXQrKd3bi5HF4xjRNIOTx0dQzXyxHXxhBBAcSBbVTHEXG1isTit7eBFYxv2UJx3ryZKHJKyimPrleIIk3Q1IWNDbj7u7AA0BA4RNUKjieTWOS9D+PmLuRHL385upqI8Xuf9zzO/ou/INfdPXMnlJKSknKckgodUo57Hrj+vygP7uHMP/zgfjnfKYdPrr0brGV8z3Za5iya6eKcFMRxTFgaQRZmoXbcTXbRZZjaBE5QmDrGWjultBdSojIZhJBIHSEzAdrAyIYfJpMWjk/Pua9DeenKjpSUlKePkynSc+7rGHzwJ9SGtwIgvSzN888nGh+kNphs2/itv6D9nCtpW3Y5br4FoTyiiSGw4LXMAmMozjmLuDyBdD2g4czgZnBdAxas42IijdUGE8U4mUxyjNhf3GAb/wIYo5FKIhA4fr6x32CjKtbExMYgoiqZljkgBM0rnk9h0bOJSgNM7LiXqDwEwMj6m5BuhmzHIprmP4vhR3+JV+hAOj6jG24+eOVYQ2nnOloWPyddLXwcIDsW4539OsK13wYdAiBybfgXvwORPTp51bLQjVUeVipUphnTuYL66DA6rCMdF+kkMRaJE0giTLDWIqzF6hihVDIpu1+fNBH5JNkX+9qVFWCiRgyG56KsTVxIHYnSIcLPgjboOEIbl+ZllxOXy+haiJ9tQWCpTQyy5Zt/SX14B9U9j9L7/HeQ6VhAON5Paesatvzgo+T7VlAb2pZ8ZhxS3vkwnWe+nMrARqqDmxCOR9Pccwla5+D4uaNSrykpT4q12HqIAFpnz6U6uDuJbwnrZDO5qeuxtTa5h5A6OqSkpBw5BMk1ZdvP/51FL/9L2goFWl/256BchOMnqkMdgfSSPu80hzIdhiDA8TP7RFlSoYQEBLoe4SgfoSRusQkdR1QGtzC4+dc0zXs2ueIy3GwzXuEJi5eSckjEyke42STWDIFy9wnkhRAoKZC5LFGthsBQHRjm/978Fl547bXkenpmsOQpKacmgkTs4AUZUAoT15Aqu989JnG8FLiZDFF5gvLOu2iacza1wWF0NRGtW2PY8fOfUxsY4Dmf+QxB29F5Tk5JSUk5UUmFDinHNeN7trPuO//F/AsuJ9+RdsqfKdm2RPU5vmtLKnQ4QoRjY2Tbe9l+z230nnspvqljsu3oen3fquzJCb4GJo5RKlnNbJVk+KHvY3VEoW8V+VkrEE4qckhJSXnmuNkWOlddhQkrGB1RH9nJ3t98nc7zXgEN210TVem/7Vr6b7sWt6mL+S//G4bv+wnKz+I3d9PStwKlJG5zL7Y6gXUCwppBmxpWWqw1+MUgWbkuGyIIm8RTJHEVGoRM7H1hapsAbK2EEQpMhFAqGYC2GulmsNZSHd1GNNFPtj3Jb++/77t0rboaHVb2O08TVTE6pDa0lfroDoYe+QUdZ7yUqDLyhHUTTuxNypHGV8w40s8jFl+C6luNrY+DdBB+EZltPqKfUxsZobJrFztvugnl+/RecgnZ3oWYXJWwWsYYQ669EyGdRNugHKRyknu1NYlgUQiETWIraPw9dX+3DZGDBaxOtgnViGJJhD/S89GVCTAa4eeItEVUR7BCIpRDbWiI2uAgfksL0mkiXv8r7Og23BUvYcFVH6Q+MZAIJd0Me2+/luF1N059Tvvql7L5+g83fpZ4zV3sufubZNoX0LrsMrxCN46f5n+nzBzK88HPYUdHiUojGB0RlsbJ9MxneuY9JAO+k2KHlJSUlCOBdDO0rLiMHT/9DOu/+3fMvuwPyOS6kMIiMwUiDdINsMZgtUG4jRhKa5FO0l9MRLtm+s0fIZJ7vI5CpHXAxuj6OF6uQNfqVyG9DIZUtJXyzFFBkcrANjLtfSgvg9V6/8hAmzybWSRuEBBWytRHBqkODDC0bl0qdEhJmQmUixv44OcR1iBcP/neTgnjbeMxMrmXGF2haf6zMCbmkf/++gFvN3jffVT6+1OhQ0pKSsrjkE99SErKzGCt5c4vfgwvX2D+c35rpotzUuDlCjhBlvFdW2e6KCcNju8jlUfHomWs+dqnif0WTFRHBQEmaqxMlY1JPgHoGOm6mDimvGsPtZExWpe+mJbFl5DtXgbCZ8v3biCuVp/8g1NSUlIOAeUGuLlW/GIXcXmEiS33MLj2R8x9yftx8+1Tx7mFDuZc9geovQ/S9axXEFfH2HPHt9j7yM2QacX0r8eEVWLj4wRZpOfhugGen0PEdaRIJoLdwGff9G+SYywmIylgKrYCKZFeDqUcpJfBaoMVDkY61Ia3Y3WEn+skKMyiOrgV5edoP/0lTOx+mM4zr6Rp3rPwCp0ELbNpW/4igpY5jGxMHBzC8T2YuIabe+KHf79pVhLNkXJcIJSLzLej2hagWuYccZFDdXCQuz78YX7yqlex7rOfZe0//RM/etnLiMMqBnCkwM8XiOt1okoZG8eYOEryUrXZP67CxNOiK6bJGKfGmC1COfuyvX0fN5fDyWRAgI4tcZy4PCAU1vERrgdKke1opWXJAgo9bWSas7hLLsVb/UoY34OIa2TaZuPnW9l9y5enRA5+2xzmv/yvGFjzfUxDBNR90RupDm0CLNXBjQzc//194ouUlBki09qF4/l47e3Yap3att1Udg7hZw4iwEkd/FJSUo4wTrZIcf65ZLqXEpdH2Pz9jzIxvJe7r/8m1ZpBKFC2hutYsAZdr6HjCGg8zzee6TEmea63uiGa9XBdH2ENtaFR4lIIZJGqgFAZaiMT1Id2UB0aesbnYG0S+WZ1ek8/FQlLVdxcoRGZUsdOEwVOTpkKx8NEMWGlDMYyvO5BAPrXrJmhUqeknOLENRzXpz6yBysEcRQ2BHP7Ij6xFpSHjetINwsCpHDZ8YtfHPQtJ7amY/opKSkpj+dpLWPbtWsXjuPQ2dk5ta2/v584jpk1a9YRK1zKqc32u37FzjU3s+o178Dx/JkuzkmBEIJcezdju7bMdFFOGrx8nuGHt5Hr7uLMa97M9jtvpO+sSwEaNu/sy18zFissujqB8rNkOjuIqjWEEHj5DurjJYY2Psiaf/gHZl18Mfm+vpk8tZSUlBOMuDZBXJtAh2WcTBOOn0N5OXRUw+qQXO8KMj1LGXvsFsKxvfQ89y3Jcdkm3CCPrA6js03Uh7bRcvrl9F32dojrUBlCts5BWx+iCKMl0vexUYjMZrBIpONidDLwK5RMrMd1jJQKO+nmwL4VR1LI5GepEFikn0siAYSDm28jroxidQRCkutazODDP0U5AX6hm/L2B8n0LkNIB6NDxjbdRlwbm6oH6fjE1QmKc85mYHTHAfUkpEO+Z3lqiX4KsfvWW9l+440HbHf8LGM7NpJp60SicDK5ZFWmjhHGJG4MVmNCg+MHWGgIZBKRg2iMTwkhp/0bJ44pAKaGRSGkwBiDqVVxslmEEBgdIYRAukkeuFQWLRRSCoTjgAkxYzuJ62Vk82yM0Wy69n0seNn7mXvRG9AXvAaEQuZaGX3sVuLyME1LLqJt1W8R1yeY2LFvQNtEtcRdJSVlhonDCtJohBPTctbZOK6HnRTDTbsmW0iiZILMzBU2JSXlpEI6HsLJMf/Kv6G0fR3D9/+Y0Qd/xPIrfoc9D95Ncc4imrpn43r5/fqIRseNn8VU/IWJddJPNYaoOgJOEneRac9gTYyu1zFRjB4fY3xwL/lWl7FdJTJPcwWuNTH1sb2MPPAzStvX4bf20nHWlXjNPSgvvU6eKviFPNpadGUU1dSVPDtNjjlN/m0twnGQBFAb54HP/QcATfPnz1i5U1JOaawlrIGfzVEfGyRoak+eJ6fdZ5JExORZzQ1y6Moo1cFR6iMHd6jMTpuPS0lJSUlJeFpCh+c973ksWLCAG264YWrbm970JrZs2cLDDz98xAqXcuoSVSvc8cWP0r54JZ3LVs90cU4qsq2djO/cPNPFOKnId7Uw9PBm2s85m3kt7UTVCtqC8QPUZK63oxJrd+sigzzGxJR3P4yXb8PEIIM8o7s2UxsYxEQRE9u3p0KHlJSUQyYsDbF3zbeIq/sm/P2WPtpXXMHQwz+jNrwNJ9vEvJf+BWOP3sLII7+i/87/pXnJhTQvu4THvvl+5rz4T8m09JCpjiPcgKhq8fJ58LNgNUqCcl20lghPoTIeYLBCJnb8ykM6DkY3PB2ESEQO1iYbDFhhEzvgyVVx0gUsAoGQDlZHyEwRqTzieomoNIyQgnB0J23LXsjW7/0/otIwy//wq4xuuhU4cNVvvnclpV3342SaaF16GaMbb8HEdSCxfO1c+TKcTNOx+LWkHAfUhod55EtfOug+Xa/hZQs8/IOvsOA5L8XLFZFKIZWDFgKiOtaAm82BTCY4rDVgRUPUYInq1WQlp5SJmECqfSt0lAvGNOJaLCrIYK1JBBJCJXngNkYKgbEK5WfBgg6r1MdruIVewnAHI/d8n0z7XBa/5h8wux/AjO/EbZkNUqG33U6TMbS+7K8Y2/0QY9vuwES1/c7TCZrSmJaU44NaFe1lkUELmIhwdATpZcDL4shEIDQZ9aI8H8dJ221KSsqRw5GasCbIzlpFccG5WKORjkehs4+oXkUYDWGJ2Ey6MnlgDNoYhFRIx0kipKQCx8FiUUIhiNBhhV0P3wdRlbaeLqSTo1IxZFqbEMqw6fpv4Tc1kenoOGzL8crejaz/2h9P3d8nttzD4JofMO/lf03z0ov3RWamnNQIYuKJMirfgsCgwxJCFpGTfTwhieq1xG2kNo7AJRwfR3oePRdcMLOFT0k5VRESP7BEkSBo7sDqiLhWxskUkEpNHZO4/YGujKP8DJu++7WDvl2mq4tcb+8xPIGUlJSUE4OnNXLwla98hSDYP0P+H/7hH6jVak/wipSUw+Peb/wrtbFhzn79u9MVl0eYbGsnO9fcPNPFOKmQrkvnqhVU+vfgtbRhhI/jumA0RgiU66G1RimVtOewijCGXMdclJJEoeXh//sBrfOWMnB3sgJTyjRZKCUl5dCIaxMHiBwA6iM7GHnsl7i5FmpDm4nLw0TlIca3rqFp8QUIIZnYei+ZjgXYqMbum77I7Bf9MX7LLMJb/h135TVoNQcv60EcQ1wDvwlLRFyqYjI5hHSQDuDnkkUJUk1Zpyopp+z9hVCJzb+10x7oQcch6AhBEgkgEFgdURveji6P4rfPYWTDr2ia92wmNt9DVBqiaenFxNVx2k57AUOP/Gw/i3O/uY+gpY/xrXcBELTOpW3FixBCovwCTpD8STl1MFpTHxs76L7+NffStnolS17wSgYeXcumW37C6Ve9hbaFyyGqYxAoTyTxUwgQJEKeRPEAQuB4QdLGG/mqAoudykoGRGJ3bW0j6EKDVQJrLEoCOkRYgdIRcRQTT4zg5Au4gcvE9vVs++Hf4mSbaF1yISKuIVtmo3fcQ7jpFgBE0yycM69BW011cOMBIgeA5kUX4fj5o1G9KSmHhfGyyPo4ItNMNDhIXK/j9xRx1b4oISElOo6TmKOUlJSUI4hRAY7ei6nUqFfaqY8OErT34BczmEqNqFIjO2cucXkC5frYWIOUICxCikSsKCb7sUnfQDkSEyuUdOhZcjrCauJIs/PB+1GBQ1Zb3OZl1AYGWP+tbxGVSpz9vvcdstghKg2z9QcfPcj93bL1R/9ArncFfnP3ka2olOMSIz3cfNLPNHGMDJqScaNprkhSCpTR6EwzN7z0pbiFAs/5zGfIdKdtJCVlJpBBHhtVEEYT1+o4vo/yVWNMxDIt/xBlYvCzxGHI0je8npFHHmHg7run3ivb3c2ln/882a6uGTmXlJSUlOOZpyV0OO+88w7YtnLlymdcmJQUgP5H1vLwj77Okhe8gmxrx0wX56Qj29pJbXyEqFrGzeRmujgnCZa4tIdsRy9huYSfa8GKxJp9cpBWTRPsyCBPXJqgXtFUx3bhZfO0zFmII1y2/+RGVCZDJu24pqSkHCJxbeIAkcMklf4NdK6+moltiYhqYvcDdJx1JZu/+8EkGxKIyiPMfcn72fbjTzKxZQ1m9hlkLv0TiKooGYF1MVaAymJFgHAMjicRcYh0ZHK9U6oxESzA6mS1e2Nid8rWn+RR3pg4ETzoCClk4ragFEoqorBGNL4XJyjg5tsQUtJ++ksYe+xWookhFr32H9FxjYEHfki2YzGznv3mZHI3rpFpX0g40c/A/T+YOv/a8FZqw0mGZe+Fv5eKHE5BvEKB7mc/m83f+94B+25/3/v4rR9/H4Sk75xL6Fx2FtYaTJTEqFiTRLUIl8QKeDJDVSZuDpMaGxOFWKmSXUpOiXStbqgiGoPQulxGeh7CgKlVUYFPHJrEbcEI4roBp0AUSZQLQXMTS3/7X3H8LHbLrZhtt1LpXkWU66X1nNehaxNE9TJDW+4Co2k//cWMbriF+tguIIlxKc47DxuH6LCa2lunzDieHxAJgamOgapjwj04/oIDjpNSHsSvJyUlJeWZEY7sIFPswoytJdvTQ9DUSxyFlHc9gix0EMyahdUGN1dAIhBKkqgc98VWHIBQmLCKrsfIIGD7nT8HBB2LTiOu7qbQu5Jf/+GfsPytb2XNJz5BeccOFr3iFYcsdIhrE9QGtxx0n41D6iM7UqHDKYKpjeMoSSwcLKrhCGb3WyQjEERaMbTmbp79kY+Q751FblYvMnVISkmZMazycGxEFEcQ+ImT5WTEcQNjDEYE6FqJsV3bKLT1cfE//zPVgQFK27cTtLeT6+lJRQ4pKSkpT0Da00k5rggrJW7+l7+gqW8B885/4UwX56RkUjwysXcHrfOWznBpTg5Ku9eT71kMlRFMPcJkmhJNrqswjUmOyYdPrTVKV3E9iQpa8HI+D/3oWvrOvJD7P/4v6DDknL/8S6JyeUbPKSUl5cRB10tPstcmS9AbhON7KfaexZI3foaBe75LfWg7Qcd8VLbI/Ks/gAlrCCRauliVrFIXwiWsRsS1EiprQWtULovyPSwSgcTUw2QcOIoSW1/XQ8jGZK+xU6IvIZKICgCrXNB1pJ/HmhiExfVzhMZQG9hC0DGPyvAWygOP0brkUlpPfz677/gqOkyuj05QYGzzbYQT/QjlglCEE3uT93ocQdvcJBYg5ZTDCQKW/97vse3GG9GPc59zMxniag038AnLE+goQkiB0THKcVF+phE7AYnGIYldwRisUlhrAYty/YaQZ9qqHEA4TuMYkr5AJgM6xiKRrksUVjH1GCFDlB8gXBchQIcRQnkETV1E+MQ//BMA1Lxno2tldv76v3GaeykPrUfXxqc+b+D+H1CcczZNC85HuRni2gSlXfdTHdxMpmNhKnRImXFMWEUqRRRFVEJJ86JnH/S4VOSQkpJyNFBBnse++yEWX/W32LFd6MEtqGIXbsdC6qUKqh7iZAJsHCNcD6tNInSUguT+/jihQxwi4zpCJM4P4cgIc869NPlZCHTUyv2f+Q+cbIbmZUso79gBwPpvfIOOs846tMnnaf34g2Hj6OlVRsoJh3IDahM1glydWPiAmhKUTyKVAFyKS+chnYDKjt3k+mbPSHlTUlLAGk1UK+MGWRwsOopRnod43HOj67lobejf9Cj5tlnE5TKF3l6C1lZalqZj9ykpKSlPxSEJHa688spDjg/47ne/+4wKlHLqYq3l1s9+gNrYMOf/wd+mdqVHiWxrov6c2L0tFTocIYL2OTzy5Xey4JX/TNA5C0jUuEIIxDQrXhpqe1Otog1EtQitI+ae9Twe+vf/INfby/K3vIWtP/4xhXnzZuZkUlJSTjicbPMT7hPSmbIyBRouDpb+u75NYd5ZeIUOsn0rmNi9jtrgZhAKJ9NE64Lz8YudiDjE6jp+MYObz2DjxiSt5yEFmChOVqg7DlbHSM9Hue6kt3/ipKoa7g7WJo/yjWd6G0bJSnZ0Iq6Ia8SVUVSQxym0YKMambZ55HqWIx2Pgfu/jw7LCOVRnHsOTlBg/KF9Vo5RaZCOM18OFqqDG6e2Z9oX0L7iRSg3neQ9VSnMns0L/+d/WPMP/8DeO+5AKEXvpZey+NWvJpqYYGzXZlrmLE76ntaiHLfRNkE5biNyQgMWYyzScRtxFmBso0kLsNo2rEuSaVprbSKKEA0nCAHScQHQWKQQuBmFtQIb1XHiUWw4hjIxKjuHUEtUbTemcR5qwcUM/uiTAAzccz19L3g7A+v2OZiYqMroxlvItM8naJ7NyIZfJzuE2v86kJIyQ5iwhrTgmzKZ2Uunxhh0HKMcZ78oopSUlJQjjfJyePkO7vvMq2k/9xV0n/96VKaIMhrPkVg3wBqL43pTfQKEwBqDMQY1TeQIIKwGHaKUoFwZIygW0XGEjS3hRImN3/w2XeeexbLffi0bp42VxrUa1pgnKOXjypwp4hY6iCYGDtwpFEH73CNRNSknAkKCqhE7nQipkFLtt9taS1wto2ONl20BU2fz975H+xlnNNzIUlJSjjU6rCKVR3WsRtDShOv6BxxjjCGcGEXHMW3zVyAl9N95Ny1LlsxAiVNSUlJOTA5J6PD85z9/6v/1ep3/+Z//YdGiRaxatQqA++67j/Xr1/O6173uqBQy5dhQHR3ils/8Fcr1OP8PPkCm+dCs9I4Ua7/xb2y9/WesevXbybZ2HtPPPpVws3kcP8PE3u0zXZSTBifIs/A1/8ie+39M25IXkmlthsd1Xq1NsumFEOAXMZUqQXOeqDSAn2ln8atfzabvfpdb/vRPMXHMyne+c2ZOJiUl5YTD8XP4zX3UR3ccsC/ft5Lynkf22xaWBrA6wm/qYvevv0T/Xd9m/lUfxMu0UNrzEHFlmJEtd5JtO5OBtY/SsXIl+b5ZKN8FzyWq1AlHx5BBgOM5CAM4DsLKxuTwpJJhmsVv41+jE7cFKUliL2xDDGEihDGooIAQEqNjDBLlZojKA9THSrQsuRQhJdYawvF+hh66cb/zsiZm4L7vUZxzNq1LL8HqCOH4KC+HcoMjXe0pJxDScWhZupSLP/UpasOD6FqI0ZotP/whE1u3suSNr0eH9cRRwVrqpQkyzS1I5WCxCGMQjgMIiOOGYEgm+dyTogYA2Wj307YJE2PRCEviPKJrCAvgYOKY+vAwUjk4uQwq1wZ+Ea0ttZFx/OYC0U3/BIBa8RLCOKban4h4mhacS2X3etqWvYDxHWuJSgNIN6DQeyZesYuBdT+cOv98z3KUlzqapMw8rgO1WozbthA9PgwmQkgPWWxJDmjkjqfCnJSUlCNJbWSI2tAIuc4Wei/5XaSXYfCe7zJ417dBKpb+7tcQocHxR1HZpqlFN5PrbYWUSGsxJkYKgaUxaez4aC2oTQzjZfIo16Oydyu10U04XjPzr7kQv9hFZdcQD33+C1PlWXDVVSjPO6Sye4V25lzxXjZ+8/083u+m5+I34eRajkANpZwQWINysgghsFonfVS1b1hfAEgPL+ei4xAhM/ReckkaW5GSMqMIlOvhZWLqE2W8okruKdPER1IIHCfA9RWI5J7Tsnz5DJY5JSUl5cTjkHo775w24fZXf/VXvPGNb+Td7373fsd8+tOfZvfu3Ue0cCnHll//8/sY2fIoFvjVJ/6EF334vw/ZyeOZYK3lvm/9O/d/+/MsecEr6Fp+9lH/zFMZIQSZ1k4m9hw4IZZy+JR27cTNSPwgS89Zv4WJamihoFpDZrNTA7Xh+CgWi3Q8lKNwfIWuVxEiy+imLfzybW+bes+V73rXIWd2pqSkpCgvR+eZL2Po4V9Q6X8MsAjpUJxzNm6hk8FpK74BvGIXfZe9g/57vsPcl7yfsQ23suNn/0p+7pl0nnsNKtOEjS31sRI9z3o2btZBmDo6DNGhRSgfvzWH0TFxvY5FIIxEOQ7GJBa/0hHJCrhp2ZNCCFAOWscIFFZYRMNhwmCTVUrGYG2MqVcQUmB1iFfoxCv2EFVG6b/7f3GzLRT6zjxoXVgTU977CMV55+LkO4jrJcLxvZR3P4RwXPKzTscJmlIL/1MUr1jERqPseeiH+C0rcfI5WpYto9AzC6+QxcYR1gqcfB4dx+goRAiQro9gmmhnukkKIDBgG8IdPSmKAKN1kvEtHWzDetpaBwMIY3Ad8NryYAXG8TD1UtJXUJDpaMds+g1yxUtxulcQxTEbvvUXZLoW0XHO1dSHd7D7xk/ht/TSce7VtC+/HLCMbPwNY1vumCqfk2mmedFFSOUem0pOSXkSjFsgY8eI4zr1Wpk4rFPsW7jfMVKp5F6SkpKScoQo79rDA//+7zzr7/4CrKX34jfRdd4rMHGIcHyk1NisB36BsFLGMRbp+/tiAaylNjGC42fQJhE8SjcgqtUSEa5Ooi4mNm8l17uQTOtshHIIx8Z54LNfZMsP9vXFm5cto/3Mg/djn4j87JUsffPn2XPzf1PZux6v2EHPRb9DdtaytE97CmGFi3Q0NoqTqD43v9/+uF5FBQHxxCjK9dh91510nr5yhkqbkpICSfqQDisoN4urTHK/sArRcAiyWqOjCiqbJapWkTZm2y9vZs5ll8100VNSUlJOKA5b1vmTn/yE66677oDtL3vZy7jmmmv46Ec/ekQKlnJsGd7yGHseuJNVr347TpDh7i9/kp1rbqbv7Occ1c+tjQ1z2+c/zLY7fsHi51/D/ItefFQ/LyUh09zGRP/OmS7GSUFtdAw3106pUiEX+NhMAW1sksM9TSjkNzUDyaSfrZUwtSrCDTCmwsOf/wJBWxu5WbM4/e1vp33lSpxsuvIyJSXl0HGCIh1nXIEOL8HEIdLxUX4eE1boWPkyKgMbcDJN5HtWEFfGGN1wK8WFz0J5GVrPuJz2VS9BR1WM8Bm88zuMPfwLui/8fbK9p6NyjUG0OMTGpWTQV/goL2jkwDbiKQBI3GusTrKKp2x/SfIphZQoqRq2/wKUBCuRCLStgTXouI7KFpLV79YSV8dQQYGBtdeBNUTlIZxsC9LxMXH9gLpoWfwcHD9PXJug//7vUx/Z52A0vvVuinPPpXnB+ekK91MUGce0Lj6LzTf8E00LLiS/8CJELocWDrbRZjUS2RA4JOkTOhHqCIExGjlpXT3duYEkmkUoNSXukUohUIBN4l2iGCElQoBBY6zTSLqw6GqEwEdIsMaiY42Ycw5SR5jKMDKqsvSNn6ayZz27f/1F6iNJP64+spPhB35B0LmQ+vgumuacg5trw0RVcl1L8Zt6cILijNR1Ssp09PgYxnHBb0bVx8m6BpNth30yov04FoL7lJSUk5/y7l3UR0aQrkNcHsbNt1La8RCFvuWAxoYTmMxcdLUOtoqbz0/FTAEN4ZUlKLYAYsrtwWiN61mEBKI8ulalecFcJvrXM77lN3Sd9XrqIyX8piYyHR1I32fxq17FvJe8hGzn4TmYKi9DrmcJ817+1+iwgnQ8nEx6bz/V0HEFYUA4Ghlk9xOUAzh+BhNHCD8gLJdpX76CzGG2tZSUlCNLODGBG0AYRmQCh1gIpOs2YpCSZ0cl85jyGNLNUB8eY9YFz8YrFGa45CkpKSknFoctdAiCgDVr1jDvcfnxa9aswfcPzBlKOTHYdNMP8HIFOpaciVCK5tmLeOD6Lx01oUNUrfDIT77Buu/8JwCrXvMOuk4766h8VsqBZJrbGN7y6EwX4+QgigjrNXzPo1KpMzG0nfbFKzH1OsJ3EXLyMiv2RVcE+YbVIKh8nvM+/LeMPraZ1tNOO+xBj5SUlJRJpOMjnf37YjJTJJ9ZTr4nsT4MxwfYcO2fkemYTzQxSGHeauoTe6j0P4o1Gq9pFm0rX0xx/rmMPvx/1AYfpvusl2IH12PCENt6JlGlDkLheA7S8bBowGJsYwJYiETkkEzhJpPAQsBUjuxktnGyX2DRVmOtwGJRjo/REYP3/i9esYfi7LOpDm1JVi41GNlwC11nv5qBdT8growAIKRD88ILybTNx1pLee+j+4kcJhnfehe57mWp0OFUxfFQW37D4iv/itFtDzD20A8Qp72ATO/piRWwNaANWsdoHWONwc3mwRqsMVMinUnhg9WJgCdp7wZr9gkgMKYh+Gms2BGJ8EdYwAhMHGFrFYRU4HjURkYxtQpOLo/rxfDID7BCohZciCjOYtfa79A05yxmv+g9DD/wM0wc0rL8UqQXMPzYL7A6IiwN0nHGS5J4mmLXTNZ0Ssr+SIWplxGOhzUxMT5OrinZdxBRQyp0SElJORKYKGJ840a6n30eKsjz6JffybI3f56oXqZejQlrUN52F+O7trD8itcSlcq42SxIgVQOUgqs3fcsb+IY6ThIpSCTTVwhZISTzzK4/tfE5T20n34l93363xl56GEu/Y//4LS3vhUhBEFb25RQ4umg/CzKT/uvpyI6DFHKRVuDjSOE8htRFQKmuY5ZLLpcxcsXiCpjM1jilJQUAIxB+QWoVajVJW5WJa4O02NnhMB6GeJSiaCjE1Mdn8ECp6SkpJyYHLbQ4U1vehMf/OAHeeihhzjjjDMAuP/++7nuuut4+9vffsQLmHJs2H73TXQuWz2V3Tb7vEtZd90XmNi7g0JX3xH7HGsMj/3s29z7jc8SlifoO/s5LLrkZXi5VKl4LMk0t1MZvOkABXjK4RNWKuTdTox1QGi6lq1KdmSmW0gadBQRlUtIKUC5SMdDCEE0uhvr5Nh7++30XHDBTJxCSkrKKURcGSEuDzNRHqHz3Few82f/SnbWabSsuAwhBNLL4gR5BA7t570OJ8gSxRGyazXK9VDWYoVI5qSEIq7VsAikC8pzsdom9xbE1MCbSJasJ38aq9mxYHWINqCEQAqJ9TLoWoRwHJS1dK1+FeNb7kUgGXn0//Y7j1zHIkq7HqBp7jmooJh4QgqJV+xGeVnieonxbXc/YT2Mb1uDX+x5RoPNKScmRmYgPwtzy2dp7lxM64v/jKhSQdcqSLch3tEhUrnosA5SYo1BOon7gjEaa03Sxi2YKER5PlbYROQA+yZtrcXoGIkzJZLAWqwAlERKB5wsk4IfmRPE1uDlHYSXx5zxcsAivRxGCLrPfiX1oe2JyCGs4uTa8FtnI12PzjOvRCgPqVxGN91GvmsppEKHlOMJPYHvOFQqJcYG9tBz2qpku7XJ90NKTEM4lJKSknKkEFLiFouUd+9EuQH5uavYcN3fMPfKD5Pv7gagbcHyRNAI+M0Bxth9+enWgtFYCzqsoaMQE9VRXoDWESaO8XJ5TFgi37uSynAv5b1jbPrfb7P4ta/FzWZRzc0zdv4pJwdCSqRwkI6hFhr8Rr90ep5aXK8hlMRrLqJrVZx8y0wVNyUlZRpGKnAzuK5CKZlEdjaw1mBqFYRy8Ap5dBSCF6DDahpNlJKSknIYHLbQ4W1vext9fX185Stf4fvf/z4ACxYs4CMf+QhXXHHFYb3X//zP/3Dttdeyc2divbp48WLe/va389znPheAer3Oxz72MW644QbCMOSiiy7iAx/4AO3t7VPvsWvXLj74wQ9yxx13kM1mufLKK/nTP/1THGffqd1xxx187GMfY/369fT09PCHf/iHXH311fuV5etf/zpf/OIXGRgYYNmyZfzN3/wNK1eeGllmtfERxndtYe6znz+1rXPpKpTns+nmGzjzFW87Ip9THR3ipn/6M/Y+eDezVl3IoktfRqa5/alfmHLEyTS3oaOQ2ugQmZb0d/BMyLS04HoBYWwRAnQcUR8dItPaNW2gVqJcH9XsgzGElRJWR5h6CeEV+NGLXsKLv/2/KDfNz05JSTm6GD3pimDZesPHmfOiP6E6uIXdv/5vpOPSvvqlKC+HiiqYUBJV68TVGlt/fCPlXbtY+IpryPX2IZTCy+dQnkK4PkiFwGKixuqE6Ro6m7g6TE7+WgsYgxAOygET1xHWYIVFWIOulbAI4olB8r2nURvfhVQOJtYoL0dx3nm4uRb67/3OfudW6FuF39xHVB7GYjFx+MT1ENewGATphNqphltowsx7LtYtYLf+En3Xl1Gr30Bc08RhhKiHeC0dWKNx80WsNomYwVHQEDck+RLJ+0nP3+fggN1v4AqlkNCIq0jiq6JqNXF0chTSFUg0FonBR2ab8fPNaA1Cxyg3ACGZ2LGOXbdeS37uapoXX0Bl9yPUBrcCMLb+Fma/+E+xwlAd3ER9dCdCObQsuujYVWpKyiFgvCwijMnlPDItZ1AZ2oOJQoL2HpyGTfx0kUNiF5+SkpLyzHCLTeR7e3nwP/6Dpa+5kr5Lfpfdv/kalU2/wV18EVGcxFNF1Sp+UyuuHyQxbdYmfVcxGVchcDI5nGweaERMxRE2DsHEDG5cT76zD6FdfvHGNyE9j6Wvfz3K82a6ClJOAqTjUBkfAzTS85NnOiFRSk0d4/gBUa0MCHBcbK0KQTpRmpIyk0jXRVequJ7CWC8RwTv77gtCSFQmT3V0EDebwwqBjCKY9t1OSUlJSXlqDlvoAHDFFVcctqjhYHR3d/Pe976XuXPnYq3l+uuv5x3veAff/e53Wbx4MR/5yEe46aab+NSnPkWhUODDH/4w73znO/nGN74BgNaa3//936e9vZ1vfOMb9Pf38773vQ/XdfmTP/kTALZv387v//7v85rXvIZPfOIT3Hbbbfz1X/81HR0dXHzxxQDccMMNfPSjH+VDH/oQZ555Jl/+8pd561vfyk9+8hPa2tqe8Xke7/Q/uhaAljmLp7Y5fkDH0jPZeutPj4jQoTy0hxv/9q2EpXHO/Z0/o3X+smf8nodCOD7OnttvJxwbpWnpUtrPWJk6GABBQ2BSGtiZCh2eIW5Tgep4Cbe5DRtrRBziF1vRxuAI0Zjs29fmrBC42RwAkbasv/abXPbF/8Rva5qZE0hJSTll0GEVBEg3g4mqxOURNl33N2R7ltG68nKa5p+Lue9/EfkWxnavx8u34jfPIjOnj6WvexVWG7xCDoFGG9A6REmXqFxFCoHKZKYmdGEyAsAiplYcJQjAWNuIohAox0+sVuMQ4wQo5WJ1hNM+l9LudYQTA7Sd9oJktbrjI70cu2770n7n5hW7aZp3Hv1rv0N9dAf5WaeTaZtHefdDB62LfM+KZDV9yilHdWCAW977F6x6z3vIn/12bBwiRgdxm7twggAE6DgR7AghEY7ACnvQ97KTfzcmZ4UUGGOYkj0Yg4ljhJRYoxGuB2gEFoSLiWKimkVIjVNwiYZGsdYiXQeDQyQUyrVs+t5HAGhf9RL23Po/tK16CX5zD16xCx2WGNtxL9FEf6MMDl1nvRLHzx/VekxJOVzcTBOhqiMqoyCr5HyBdfPYada9WDuVWSxTZ4eUlJQjgF8skuvrZdW7383AfY/Qvfo0ei94PVFtHB3XCTyfKDa4mQxCKrTWIGKU8vYJGYVM+rLWMCl6FCKJYnOzOYSF7uVn8/CX/osHP/efNC1cyHl/93fk+o6cO2pKignrBE3NRHENORm3xv6Tocr10WEVIVyklz7rpKTMNE42S1yvEsbgOonbpdFJ5Od0/HwzUa2M9DIIUUc4qUguJSUl5XB4Wr2e8fFxbrzxRrZv385b3vIWmpubefDBB2lvb6er69AtUp/3vOft9/N73vMerr32WtauXUt3dzfXXXcdn/jEJzj//PMBplwj1q5dy6pVq7jlllvYsGEDX/rSl2hvb+e0007jj//4j/nEJz7BO9/5TjzP4xvf+AZ9fX28//3vB2DhwoXcc889/Pd///eU0OFLX/oSr3rVq7jmmmsA+NCHPsSvfvUrrrvuOt72tiPjZnA8M/DIffjFFoLm/UUdXcvO4r7//dwzjq+IqhV+8f/eSVSrcN7v/gXZlo5nWuRDYvetv+GRr3wVG8c4uSxbbriBznPPZcXb3oZyTu2V85mm5Hdd6t9Fx5IzZ7g0Jzb5nl4mdu+CqIYTZKiVxrDSIWhqOSBv2OoYIQRxrYpFUu/fy+KXvhCRb6I6vAUnk0elndmUlJSjhA4rTOy8n55L3srOn/3r1PbK7keo7H6E3O98HrX0cuzINpryBWxzN9YN0HEEjotyBXEtRGVzRJUy0nFBahzPRTguxiQP7FMrcoVkyjChsSrOWgtWg7QI6YAxU69DSjBhMrkMmKiOG7Ti5TqQfgYTVhjbeh9Wx3Stuoq4No4OK7i5NkxUxcQh9dEdAJT3PELX6muo9G/A6v2dHZxsC0FLOvB8qlIbGmJo7Vp+8aY3ceWvfol0BNaCI0PiifFkTsPxkU6QrKSxFikdjDaN27oBK0CqKVeHRNMopiZopxAC5XsIBFZ4mCjCyeRBysQlQiqEGyYxGDrG2EQkZIzAySpsLHj0y38AQNAxHyfbRGnrGkpb19Cy4vnMeu7vorJNtOVaqI/uwsk04Tf34gQFhExXAaUcf+gohmwLsjqMCcuYprkH+uoIAambQ0pKyhEkP6sXBEQTZUpDJfKdLXiqFWs0YaSIwzpIkHEVGeQR0p0WQ9UQN5i48d8YIR1MbJIIqzBECojHR5j7oivoe94L8QoFst0dqWNjyhElk/epjo4StBQJS+N4xcdFU9jEWUxID8fWCa0ibYEpKTOLl8sRRyFCJAvf4jjGcfbv/VqtkwUpSJSpgZ9F18vIbPPMFDolJSXlBOSwl0k88sgjXH755XzhC1/gi1/8IhMTEwD89Kc/5ZOf/OTTLojWmh/96EdUKhVWr17NAw88QBRFXDAts37hwoXMmjWLtWvXArB27VqWLFmyX5TFRRddRKlUYsOGDVPHTAolph8z+R5hGPLggw/u9zlSSi644ALuvffep30+JxLDWx6l2D3nAKeD9kWnI5XD9rt++Yze/44vfoTx3Vs563XvOmYih80//CEPfuELNC1exBnveDun/8EfMv/lVzK4Zg3rr/3GMSnD8YybyeIEWUoDu2e6KCcFmWKG6ugg0g/ItneTbWlrKOz3rUqbyvasVhBegKsnyHe3YTM5ysN7qQ5uwITVmT2RlJSUkxqrQ2rDW1CZHAte8ffkZq/EybWQm30GC17x94SVQYyfR3SfTty2GOPmsEJioioqHEUoB5UrglSoTAYnm0UFOYS0YCKklAiVrFy3RmOMnrYSrvGPEIDEaohqNcJaBYnFGo0Oa0n+cRyC44GAzdd/COVm2HvPtxm4/wdUBzZSG97K3nu/jQoK1Ea2MfjQTxjffi9G1/edq4kZfuxXdK66kmznEhAK4fgU555LzzmvxQmKx/4XkHJcML2/O7B2LcZYdFhlYMtGRvbsIbIKpJs4O0QRNk7iXqSUCCGxVkxFV+znXmItxhgaWxp/wGjTEEEYENNiLIwlNiSrdZSHjSJUkMHJZJFKoSRs+eHfoVyP7ot+m1nP/V223/gphOPRftbL6bn4zUTlYR7811fRf9d3yc9aQX7WCtxscypySDluEWGJcGyIyCkgWhcc6Nogpm4W+0VRpqSkpDxT8j29FGe1kW/2EX4BEzRhghZk4OPkcsRaI5xMIj4keY63Ru+LpJIOQgpsrBNxA3ESvVYrIaISfiGHk8nhFgtYV2PD8oyeb8rJR6QNrhsRRRqv2HKgW601YAyKkDC2oPXMFDQlJWU/3EwGE0dgLZ4f7BfVBo3nQ11HSk2sLWF5Irn/pKSkpKQcMoc9evCxj32Mq666ij//8z9n9erVU9uf+9zn8t73vvewC/Doo4/ymte8hnq9Tjab5bOf/SyLFi3i4YcfxnVdisX9B6Lb2toYGBgAYHBwcD+RAzD181MdUyqVqNVqjI2NobU+IKKira2NTZs2Hfb56OO4IzlZtseXcXT7BjqWrUY/buWM8Hxa5i1l2103sfTFr3tan7njnl+z8ZffZ/nLfodsx6wDPuPpYBo3e/MEN/3tP/0pG6/7Nt0XXEj3BRdMZSI3L1lCfOmlbP/5z2k/azUtpy1/xmV5pjzVuRxNgqZWSgO7j0ibfaK2dTRQRzCn7OmU92DnOvzILbQuvYBwdA9GOEgvi5fJ7P/gaS1WuYiMiwlrRLHCGMP4ri00dc/ClHyElMf1NeRQOJZt4UTkVKufY/F9PdHr9FiWXzg+IJjYeR/Kz9N29ktxM82oII/ys9QGtjH64C/Iz10F+EgVYIXEES6xE6AnyhgzipvPI103eVgXHsLx0VGMsBZTqyFdL7HfV840Zxsx5eogpEBagfR9bAxxrZQ87FuLkArhBsSVUYYf/BlLXvfPlAYeS1wgplHoW0U4vpfa8DYQgrZllzG68Tf7HRNO7KV/7fUU5pxF39JLQSikk4HHXWvTNpRwJL+vkxyPdeo2FfGamgjHxlj3mX/lBV/+D2LHozhrPugQi0Y5ChwPqRTWGB6fvTLp4DD5j2hox6WS2CgiqiSTG9LzsMYQVStJhIuQGNHoC1uLqdaI6jWEFDiBR61ew+oIKSQ4eeY9720gJLKpB10bZ9FrP4F0A3S9wqNffzdLXvsJAIbWfI/C7DNoWnbpMarFo8eJ/n08mkyvmyP9fT1W9R3WQ4LAw+iQsBIT18p4hVacxqpnYwxCJBEwaRs4NNLvzNHhSNbr8fx9PdXaj1EeplbCrvsesXCIZ52PCAqoIEuupTO571uNQCXP8qLxu7MWozVgibVGeT5SekjHoIUlMgaQ1PUwpd3b6Zi/AFMvozMtT1aclMdxPLTHmfq+Hsq526iK8ApIHWJClTynef6+A4QkDks4QRZTG0WIE2986XhoA8cDaT0ceh3M1Bjx4fyOTBzhuZJ6aQwv3zQt7jPBGkMUapwgh61XcBwfxPHVFz4V22R6zkeeozHmlJIyyWELHdatW8ff/d3fHbC9q6trSlxwOMyfP5/rr7+eiYkJbrzxRt73vvfxta997bDf53hh3bp1M12Ep2R6GXW9SmVoL2WjplwwpmNbZrF3zS+4547bUH7msD7HRCHrP/8hMj3zKec72fDYY9S2baX66GOEe/di6zVULo/X10vu9DNwWlsP6/03bdp8wLbKQw8x9L3ryZ62HDNvHrt27dr/fDo6cdvbefArX6X7zW+eylSeaQ52LkcbrTx2b3p0yt3kSHAs2v/ZZ599xN7rmZR38rVz5swhaFtIqVohV+xAhBPgqsaqT5t0Xm2S3y0BayJ0tQJCUB7aTbFnNqMbf0778hcwUaqyaetjR+jsZpYT4Vo4k5wq9XMsv68nep0ei/J3tLeQ7VlBZfcD6HqJie33TO0LWueR61iMV2hn96++iNURLWe+mOLc8xFG42ZcROCDdTBOgIkMynewWEwUY7VGKA+pXISUDVcbpsQNAAiBMbph4y8hjkE4OBkPhExWvBtDVBoCLG1nXI4F3Gwznauuoja8DeEGZNsXUBvextiWO8m0L6B50UVE5bFE9PA4rA6pD29lIDuP3XuHnrR+TvU2dCS/r5Mcj3U6r7OFVe97L3f99QcY37iR8Z27aJrVQRjGqCALwsGgUNZgo2QlpxUSq0BYm7Rfaxvah33OTULKRBShFE6+kOy1Bqs1ThBgjUnMnerlRPCDxCvmqY9bHN9Deh55V2F1hBAKbSX1sA5W44h+lJ+l/67vMPLQL8Bo2s+5qpHNnLD3tm9Qy89l9+D4sa/Uo8Dx2HaOF9atW3fEv6/Hor5XrFhBpqmNyugAmdZmKA/hOC5imnODlEn/WTYEaWk7OHTSujo6HIl6PRG+r6dK+1k4fw7xwB7qsUPXuUl0rREu2kp0rYLM5JHKxWIbfdvG9UkIpOMkq3EzDliDNhpdrxOWxpGOw8Cj91Ps7qNj8TJUXCGqldi+JWZ0dHTmTvgEZSbb40x/X5/s+BWL5lId2YmX68FTNcTjbe2FQLmJyFYoF9dzuf/++zEnYBzUqXJNeirSenjqOpjpMeKnes38vm4CqSBfwA9cqJWRmcJ+xwgpka6HiZNIwzgcwc21H9Hx+iPFqdgm03M+chyNMaeUlEkOW+jgeR6lUumA7Vu2bKH1MCeqJ99v7ty5AJx++umsW7eOr3zlK7z4xS8miiLGx8f3c3UYGhqioyOJP2hvb+f+++/f7/0GBwcB9jtmctv0Y/L5PEEQIKVEKcXQ0P6D30NDQwc4QRwKZ5xxxnGrTpocLJpexsH163gYWHDGaoo9cw94TbW9md/c/TPabYm5q84/YP+T8cB3vkhcHuPcN76H8ubtbLr+eip7duM1NZOb1YMKOolKJUr33MP4b26l6/zzWfSqV+IVm570fY3RbNq0mQUL5iOnWfOOPvoo9/3wh7QsX8HcK6440MatQfPzX8D6b1xLS7VK25lnHtY5HWme6FyOBdHDfVSG97Jq1apn/F4Ha1snAk+nvAc713JlAr3nESbGhinMOY14fAxVcFDOvoERrMVCsjpESayFYlcv0dgWmuaehVI+hUzuiPw+ZpITtS0cK9L6efo8UZ2d6HV6rMtvujqQSlHauS6xNxWCbNcygsIsNn7rL3BzrbQsfx5e8yy8pi7GNt9Dx2nnYcNqcg3zckirEa4CG2NiECJ5MBeTS92FxGL33YetnVwCj5TJCnkpBAabXButxeioYeevkX4WG9Ww1hJVRhBCNsq5NHmtExC0zydomY1wMjjZ5qkV9Qejaf75BO2z6eqZfdD9aRs6ehyPZRre+CA7HrmFiz//Wbb/8Ces+egnOe9Df4mbzxCXBlBOgCx0IlTizGSxJE3VgJCYKEwmOxp3dSb/Z5PjhJ3ckmxTjgMWpFQYrbFGgDHIwAcpCFqKDeGEABxwFCaMAUOmrQ9BIkze9pN/prT1XlSmSOd5r6R1+WVsun6f+DyujtHW0kJX34JjWp9HmuO5Pc800+vmSHOs6jusV8g2tVMbGySqlCn0zj/gGKM1ovGMfqL3i48F6Xfm6HA81+uRLNPxfJ5HA1MvU2ubx+hjN3H/Z19D29mvoOeiN2MrFaTnoqM6jpNN+pVKTnuGh8n/CRpdW6OREpxMjtroAJ1LV+JlvESwGFtEUGRe98H7nikH52Rsj4d6Lody7jqs42cLyFyGGAnlMm4uv98x1liwEY4CKxUrV648IudxrDgZ28DTIa2HmamDw/msQy2fLg9TnwiROkQbgwryGGuR0x0dAIxORHXS4GSSeZHjqR98KrbJ9JxPjXNOOXk4bKHD8573PD772c/yqU99amrbrl27+MQnPsELX/jCZ1wgYwxhGHL66afjui633XYbl19+OQCbNm1i165dUxf6VatW8bnPfY6hoaGp6Ilbb72VfD7PokWLpo759a9/vd9n3HrrrVPv4XkeK1as4LbbbuP5z3/+VBluu+023vCGNxx2+ZVSx/2FYHoZx3dtASEodsxCHcTdIN/aSb6rj11rbmbBhS865M+oTYzywPX/Rc+KZ/PYf32FkUcfoTh/AUte93ryfX37WQCbWDN0//3svuUWhu+/j+VvfSsdq896ys+QUk2VubRjO+s+82lyfX3Mu+LFCPXEEx6FOXPIzZrF9htvpHNa/MpMMv1cjhWZ5lYG199/RNvridD+p/NMyjv9tdJ1GVk/Su9Fixnb9SAts0+fnOMAmHJ2EICJa7hBFokhCktk2uYhgDiu4QX5E6r+nowTrS0ca9L6OXyeqs5O9Do9GuW3xhDXJ4iro5iojptrQ/lZ2pY+n+b552PiOtLxMGGdPbd+DRuHhGN72Hvb/wDQuvJFtC5/PiObHqJ5zjKEk6y0jesljNZ4+Wak42KiGKEU0klEXFbHCKmm7vWT10BrE2FDYysGi5ICIR2UslgrgRBiENLBOi6+4wIWHdXAWsLxXZR2DCBdj4kd95HtXELnmS/HyTbTetoLGX74Z0y/ABfnnkPQ0ndIdZu2oSPP8VgmN5Nj650/Z8faWzjvre9n+dK34QQBYb2CG3RgAa0tIq6DUEn7Vc7UYJRUquFSsi+WJbG3FlPCiMk9VgiIE4cGg8EKlQhbZRJfZSODEIpESaGp9I8QjgzjN7fgFfKMrL+F8c130veCP2L25e9OJk+UC0Ky7cZPUd39yNR55eeswsmk/YhTgaNRL8eqvlVcJ3Z8Alfgyfigx0zmFqe//8Mj/c4cHY7Hej0aZToez/NoEMUxQnp4zc+i7/LLqA8/zMBd19Ky4gW4mS4sYLRJ7vWQ3O+1TvqwovGzECDslBBXoSl2dGKEBF1H1MeZGN5Gce65p0SdHg1OpvZ4uOfyZMdbpQhjD1EbQ/lFRDb3uAMsGI1UEmMUJqrjHaYz7/HCydQGnglpPRzbOng6n/VUr9HKRzoxpR17KMztw1qNlI+bjrNxEvspDUI7GCzCHvmouiPBqdgm03NOSTkxOGyhw/vf/37e9a53ccEFF1Cv13njG9/I4OAgq1at4j3vec9hvdcnP/lJnvOc59DT00O5XOaHP/whd955J1/84hcpFApcc801fOxjH6OpqYl8Ps/f//3fs3r16imRwkUXXcSiRYv48z//c/7sz/6MgYEBPvWpT/H6178ez/MAeM1rXsPXv/51Pv7xj3PNNddw++238+Mf/5jPf/7zU+V485vfzPve9z5OP/10Vq5cyZe//GWq1SpXX3314VbPCcfE7q1kmtpQ03PdHkfHkpXsuOdmjNb7Hviegge++1+YKKT/Z7fiZQoseuWrKC44cMUOgHQUHWetpmXpUrbdeCP3ffrTzLn8RSx6xSsaK+aenNKuXaz5+D/iFYssuOoqxFOVUUDH2eew5Qffp7x7N7menkM6p5ONoKmV+sQocb2G4wczXZwTGi/r0nXusxh5dCuikIfZIvm+OMlA7dSqZqNBuGAjbK2MqwRRVMNKiQlrKPfk+D00NzfPdBFSUk55rNHURnfRf++3MXF9anuuZwWtSy/FnWZ1OvDoDwja5zLv5X/D3ju+SVwaJjtrGe2rXs62n9+K31Qg2zUfSQarQYgsKuuAchBCoRpiBGOSCV6h1D6twWR8j7ENwUOjfNqgHAVIbONnrE4OxyJcHxPXEdYyvPEWakNbwCY5gZ2rrmLwgRsmzxQLKDegMOt0su3zqY/txhqN3zwL5eVOmmtrypHBz/h0n34uex64i9s+9yFe9s/XMdG/k2x7J2F5DIQgF2QBgYkjbBzhZAtT93LbEDlYHSdrO4VkssFPiXkmjzU6ETIoBRpsHKMyQSMzOUIKd+r7Yo0m11Ek19EEWHS9jHIkrcuegzARMiojC91s+9lnGX3014kjSwOhPLovfEPa1lOOe5QwiLiKjCuIWUsaTj5mX8QR7B95lJKSknIEiWsVZCageclSRtdvof/uUazWBL11vIIBoQ64/AgpG/d7AUZjdBJrZYxGCYFWjWd5x6E+0U8ch2S7lqH83EHLkJLydDFhhApcomodkXUPGNC3JIJca5IfnEMYT01JSXn6PJGT9HTiUhU35wGthOMVMq2tB77OSlBAHGOspjY+QK5j3tEockpKSspJy2H3egqFAl/60pe4++67efTRR6lUKqxYsYILLrjgsD98aGiI973vffT391MoFFi6dClf/OIXufDCCwH4y7/8S6SUvOtd7yIMQy666CI+8IEPTL1eKcXnPvc5PvjBD/LqV7+aTCbDVVddxbve9a6pY2bPns3nP/95PvrRj/KVr3yF7u5u/v7v/56LL7546pgrrriC4eFhPv3pTzMwMMBpp53Gf/7nfz6t6IoTjYm9O8m0PPl5di49k80338DAY/fRddpTOy2MbtnIQ9/7CozFtC1fTd8llyA99ylf5+SyLLjqKvrvuovtP/sZYxs3cvof/D6Zticu3+iGDdz3L/+CkwlY9MpXoXzvKT8HoHnJEpxMhl0338ziV73qkF5zshEUk6iZytBeirMOjC1JOXTqkcDNOTQtno8QLpW9e3Cbm5OHTGisZDYIqUgWqTnEOsbEdeJYM7H1ZjpXXvm0Pttai62OJhMe0kVmigccUxsfpj4xhjUGx8/g5gpYYwhLoygvwER1Sv07qY4M0jR7IY6fYXzPdrItHXhenvrwMOVdu8h29xC0t+EVcsTlGkJJnFyecGQEv+AjiTDD25ijHPSox+Ce3Qjl4eUKU+8XFNsx1RrlnTup7N5NceFC/OZmovFx3GIRJ+PiuhYdQViuU9q1GzeXwynm0YT42RyOK3EyeYRyicvD1IZ3ovw8fnM3bqG9MekElYEBwtFRdL2Gm8/jtbQSND15NM7BCEsl6sPD6HodN58n09l5yKKvo4GJQ0xcA0C62UT5nZLyOOLaBHvv+SbW7L9itrz7QbxCJ03zzp36rrjZZjZd9zd0nHsNPRe/hUxbHzauYyf6mbe6D40HtQrliVFq46N0LjkDa2Li8QpIhcrnsdpgjMZxvcS6f1psxeTqXNmIAACwshFzYS0YA3G9oYeIEUBp18M4fo6oNkZtcCOQuDw0L7qY6uDmKfFGoW/1VPSTdDwQiqA1EV5IFSCdp+5/AGSzWUxYxjSu1crPH9LARcqJhydCLnjjH/KbLxv2PnQP933zc6y85nd5+AdfY/a5l9I0ZxGIpKk6jotxkzY05dTQEO8I5SROTcbs83aYdHaQDfcHoTBhlNyjrUUqCVElObbxXjrSyXfG8TFWJSKIMCaOXIod8zBb74D1u1HLr0ALRfdFv42J64xvvAOsIde7nL4X/BF+86xjWo8pKYdLHMdUQkHOB53pQIZVrK5BpmX/A9Nrb8oRIo7jJB7LGOKRAeqDw4xt3ECms4v87Nnkemen9/pTDKkUA4/dT+eSFbQsm0XTwqv/P3vnHSfXVZ7/7znnlumzfVda9d4s23JvuGFjDKbYYENCMDUQIIFQEwgphEACIfwIoffewWA67r032ZZVrC7tavvu1FvOOb8/7mhloV1hGTfZ8/1YH1lz79w5c2fmlvM+7/Mg3Qw4gnppjFQ2i7WgY4XyUo3IiiS+yhqQUibnciGQKumUV26KsFzCmhiZbqO29RYynQuR6tFdgz4abH0CqyMQEpEuTl7DTy63lurIIGF5HKkUqUKRqFahMtRPZXiAfPdsvHSeiYe34mVzeK1F/JY8viewE7uxUR3ZMgstfSrjJcZ3bgYhaZm9ABsYhIXR9esRUtK6dClISW1ggPy8GZiwRFQawCv24Be7cXNtk2Oqj4wQTkwQVyso18Ut5MEK4moVhMAvFkk13Hn/+P3E9VLjestFeYenK8HjjdEa4aTwWzMgBEGljJfNTV5TCiEw0iEOq1gd4uMQjNcIKjXC6gTZXAaimLCmGd24CSeTpTB/Pm4+hTVgIoubTeGk/KZQp0mTaYir40SVEYLR3cxvzRKXh1HFrmnXl56Hji3KB2EcdL0GysHx9zWcCqUwcYyJNXEck8q1YYMalYkJTFinPLAbEwe0z15IVKoyun4DSEXL0qVIz2+4DCnieh3H90l3dWHiWiOqVOE0f89NmjR5FvCYqyPHHnssxx577J/14h/5yEcOutz3ff7lX/5lP3HDH9Pb28uXvvSlg27nhBNO4LLLLjvoOq961aseU1TF4U6pfwfploMLHYq9C/DzLWy/5co/KXTYc/vtXPXPb8GmDAvPeCFty1Yc2oAEdB1/HJmZM9l6+S+45QP/xMKLLqL3zDMaHaMJNorYdvnlbLn8F2RnzGThhS9FpR/9zY90FK3LV9B3040sfNnLkE9ybMTTgVQxuQGtDPc3hQ5/JiKMiDyFXyhg6hXcljYkibX1PmNri9UaISGulYnDAF0fQSpF+/LzcFK5g77GVJjaBHrHHUT3X46tjSEKM1DLL8AW5uCkHFAu43v2cNNn/4WRLYm9daF3Hie+4QPsuP0aUi1tzDzyRK74j7cRTIxObrd75bGsfNGl1IdHuPWjH2Bs/frJZYUFCzjtfz/Fg1//Bm1LllDp62PVa1+J3XoD9Qd/uc+WXiiyyy/gobsfYNd9t3Pca97LfT/5Ake+8E1c99a3UhscnNxm64oVnPzRj3L13/wNx77r7RRnt3P/t37K5ssun9xeqqOD4/79X7j9999i2bkvpX3ObIbuuZyxB6+a3I5KF1h48X+SnbGE0o6d3PHvH6b/5psBcHM5Vrzxjcw+9xxSLa14hQMFIVNR2b2bO/7jP9h17bVgLV6xyOq/+zvmnHceqSfZucJaS1QZYWzTdVQGNiKkIjdzFcX5J+KmD13AoaM6JqpitUY6PiqVO2DSrMnhS21k2wEih72Mb7mF3IwVWB0ztuFGvHw70k0zdOfPKcw7homt9+Fm56DLGiGyZGfNxvEUTqDws3kqw3tIFVpxMn7i6mA1RimEMYlYIY6SInDD4veRR0Jj9xWFJQLbKChLL43RETbS6LBCqm02QWkP6Y55pNpmsTcmYGL7ndQGNwGQapuLm9s3ORrXxhnfejvl3Wux1pDpXkrrglNwMi0HLWTYuE5Ppk7fbd9C10tIL0PL/JPIzljRnBR4BiK8LPKu/+bUl1xA9Fd/SxBblJdmxQWvJg5qxNUy1hq8bBHhOEibfK9tFCWW1hiks78TmrDQsGXACoGwex0dQEiRRLlgsEiMdBFCoet1XEejdAhCYkUKx0lKKiql8FI+IurGHvEiUB5BaRgnDVFthJaVp9N14sU4fp7xDTew88rPM//FH8ArTD/J1qTJ04FUvkhpzy4y3T2I+jjCb8E8coXJeKMmTQ6NOIqS4mgcI5VCWIPVGhyXeGiQm973Dwzefffk+n5bG2d+/nO0rlj5rBQ7RNUq9eFhonKZOfk8cbWKyuef6mE9oZiwip9OY41BxwavZRYmLCeOYVLhZvIIHSH8AkoKrLGT9/NWG0RDXG7jsBFfAVZHmDDAxBFhuQ9sSOvi0/dzTvtzx2yGHia8+4fYsZ2IVAGx4ExCfx7aKjJteYTn0r9xHbd95b+ojuzhgo9+g2q9zBUfexfV4T2T22qbv5w1F72Na9/6Vha+9EUccclZ1G/7OkzeLwjk4rMYGpXc9MX/BOCol70Vu6fKg1/+yuTxWTgOR73zncw683S2X/5v1AYennyNVOd85r/kn9GRpranxMSWLdz3v/87ee/fumwZR7/vfdz10Y8ytmEDxcWLOfHDH6Z12bJJN9f5c2ZQ3nEXE1tvRYcV/OIM2paehZfvTkTNJPF8Oihh4jCJF/MyKGd6l9qnO9WBAYLRUXo9j/rQENnu7inXi6tVZMZHygw2quGl0/sfv0xi5eB4KUQM1s9S3r6J+3/+NY45/0XoPf08+JOr2fSTyyafonyfkz76UXJzisQ1gZtrRfoSNyPx8l2PaZ6qSZNnKmFpiO2/+hgTm2+bfMzNdbDwkv8i3bVgyusJ6TpU+/rxOttwM6lGj9ofCeGMxsQG6adwpQHps3PtbeQ7erjiP95CvmcWz3nj+9n8s8u499OfT9zQSAQSR73zncw6+2yiqIpyPG770IeYdeYZtK7sobTzZtxsOy2LTsMvznhM84ZNmjRpcrjwmIQO9913H7feeisjIyMYs9/UBP/4j//4uAysyZNDac9O2uYtPeg6Qkq6lh3Ntluu4NjXvHvKE7e1loe+8Q3u+uQniBdJuhYdfegih0eQm9XL8te+jl3XXM2G732PLZdfTueRR+K3tlIfHWXPnXdig4Cu445j5mmn/um4iiloW7GCwbvuZGz9etqWL3/MYz1cSeVbAKgODzy1A3kG4KUdgkqISVmCeoCfFiAtopFLn0wKSIRqRFqk8kitcVt7MbUJjDn04rIJq0T3/Yx40zWTj9mJPuJbvwjLLyLILUBkfH77wdcQ12uT60zs2sofPvw3nP3+T1PomcUv3/eXhOWJ/ba954E7yPfMIS+69hM5AExs3sxN734Pp37q/7Hziisp79qFrA8RPHD5/gO0GvHgZSw55a9Zf+UvuOcHn+HkN/wrV7/xr/cTOQCMPvgg93zykxz5trfx0A9+Qs9xx7H5Z7/Yb5360BA3v/sfOOmT/8n6a36Cf9qx+4kcAHRtgk3ffRdLX/MFrn3LWylt3Tq5LCqXufeTn8RJpeg89lhac7nJLvPpqA0McPWb3sTE5s2Tj4Xj49zx7/+O8n0WvOQlf9bEqLUWHZST7hypUF7uoE4RcXWM3bd8A6vD5PnaUNpxN7XBzcw4/i9xpnDzmI6oOsbwuj9Qa3TKSzdN2+IzyHQvaXbMPEOIKiPTLjNRDasj+m/+HoO3/Yj8whNZ8LJ/5+EffYAtP/93es98E05W4aR7mdiyhdLt99Ky4gj89k5EWCeda0NIsFZjajFWgPQlynEaHeoxjuPsE848woZcCpF0xguBMTqZLDYaKwQ2CpBSYR0PpET5WayOcVJ5dBRSH9mKDkr4Lb1ke5aTap1NMLoLJ1Ugro3Tf8f3iGvjk++zsvt+aoObmHnipbiZ1ql2BUbHlHetZWzjNfseC6uMrL+SqDpK2+LTke7hO3Ha5ECsm0fOPhbz0OV4gH/+x8BCHNZwU2msELjZPHGtAqk0Jo5Qfgrpeo2s7gMFRJbknD9Zo90bKyFASIVQctJGWFiRRFq4HlEYIFUy4aUnKrgpAcEEwk0hpGJiz2ZMFJLumofyM5gooNL/EMHYTgA6lp9H3/VfB2D4/j/Qc+IrGqKKJk2enth6hWzXDGojg8S1KoXZfyS43+uY8iwsPDd59MRxhNEGG0dJIVopEGDCGCX3fXek4xKXx7j3U5/aT+QAEIyMcPWb3szzvvcdcrOfXaL/6sAA933602z5xS+wcYyQkjnnncfR7343mWkKrM8MBHp0O22zF7Pt1iuYfczpKD9DVA8JK6NINUKmYwaeFxPXYpzUvnsiC6Cj5Jzueom2UWtsLAgqFZQjSLfOwgqojY3j5/98d1hrLXr3WsIbP7/vsfoE9sGf48xYw64NEAcRHaefwDUffycAs487A8/3+O1H9xc5AIxsWce6K7/Hor98BUuefwbRLZ/Z+84m36XZeCU9R7yCwoy5xGGdXL6bWz/8gf3HFcfc/bGP0bp0KW7rrP2EDvXBLWz75X/Se/a7qQ0OcusHP7jfc0cfeojr/+7vOPm//otr3/IWxjdu5IpXv5rzf/Yz0t2tGK0Jd9xMbXDj5HOC8T76bvsO3cdcTKZjATqsUu5fx9im6zFRHRCkOxfRsfy5OIdZES+u1xm8+25u/ad/otrfD0C2t5cTP/IROlavRnn7O9amOlrR1RpxrYZKZxL30EeuIARSKqKgjPR8RBxzxX+8hXPf9zHUlt+ya3TefiIHAB0E3Pjud3PeT36Mm9nDff/v/7HokktIdXpEtVEyXUtxm2KHJk0wUUD/9d/YT+QAEJWH2PT9d7P0NZ/HLx54DlW+Q6olT2nHbgoL5qN8HxNr1CPmI60QKEcQBzWkk8bqkPY5C/nV+19NMDHKOe/9GJVdfdzzqc/ut22rNXd//OO0rVyJk82gZciRb387v73oIk748L+S6ukhnOhn8N7LaFn0HNIdC/Fy7U1X2CZNmjwjOeTq2uc//3kuvvhifvrTn3L//ffz4IMPTv5Zt27dEzHGJk8QYaVEWB7/k9EVAD0rj6Uy1Mfg+nsPWGaiiFs/+EHu/vjHyR2zAOk4zDzipD97fCrlM+e881jx+tfTtmwpYxs3sPOaaxjbsAF/7lyWve519J5x+mMSOQBkZ87Eb2ml/5ab/+yxHo4oz8dNZ6mONIUOfy7auvg+2HodQoOtVhrdzI3bzr0dHw0Ld4FF+mlMWEdrS6owdQHuYNjaGPGma6de+PBvsTpi4zWX7ydymHyujum7/w7Gd2w+QOSwl83X/ZLiskVTLht96CGiUokN3/kOx//jO4nW/XbacTr9dzHvxLMZ2bqBYHSU2p49U663+7rrKCxYwPwXvICHvvGNKdeJKxXK23ax/HkvZfCOn065jolqVHbe3+hmOJAHvvhFpONQHfjT3/vS9u37iRweyX2f+hS1R7GN6bBxnfKu+9h989fZecMX2XXjVxjddB1xvTzl+kbHjG29bVLk8Eji+ji14S2P+rXjeon+O38wKXKAZL8NPfgbakNTv98mhx+p1lnTLnMyrRijGbz9JwBkexZT2nYPy1//JWaf9WZ0rYTWASrtYIWk65ij8bMKYo2SDibWYAXC8VHZTFIANjYRKwDCdSe74Gi4OjwSEzfyjXWEEBKhPCQgXR/huEg3BVbiZdoRQlHaeQ/9t3+bTPdi0p2LSbX0UtpxN3F1lJH1VxLXxqkNbd5P5DD5WlGdiW13YKYoTgPosMzY5hunXFbacTe6ETPQ5JlDbWKMETkLFp4Fjo+98kOATZxtvBTK9UFr3FQGKSWOn0KIJJ97UsnwiK7zJK1CgnSSHG9jGs4PFmsMJo6xUYyNY6zWBKUyUaWadM+mUgilkI7Cz3kYA0blscIHY8j2LCbdMYvx9TcRju1GSCZFDpMv3mD4nl8RVceehD3YpMljI6jXkSbEBDWyaUVu5jxgqnzjptChyT7iOCYKQ8IgmPxj4hgdBAjXa8QICbAC6ToIp3EP1rgMiUsVtv3u91NuOxgdpbxj55TLnqlElQr3fPKTbP7pT7Fxcm1kjWHbr3/N7R/6EMH4gddSzxQEIIIyfjbDvBOeB0IQlschMngyRba1C8dRGCsQzv5FIOW4WCFBSiaT2JREplJ42QJOth0R1yn378DxHl2c6p/CloeI7vr+1Av77mLWaScgcznu/M7/Tj589MteS3V8hMrg7imftuueG5l9zjk4o/ezv8hhH87Om1h+7kuYf/LzefgHP5l2fA//5Ce0r3rxAY9X+9aDDdnwne9M+byoVGJ03TrajzgCSArtG37wfYYfuoaoMrSfyOGRDK/7PXG9RGXPBkbW/aEhcgCw1AY30n/Xj4iDqe+ln66Ut2/nmje9aVLkAFDZtYur3/AGyjsPPDbpMCQqVXB9RTQ2QvJl3Pc5WsBYjfLSCJuI0rMdPbil7cQda3jwm9+bchzWGLb95rfUh7cx+3ln4aTT6LrL+JZbCcf7iIPK4/3WmzQ57AhLQwyvnXruM66MUh/cNvUTjcUIh9b5vcSlCWr9/ZMONnsRQmKFi+NnEcIgU2lKe3YRTIySnzEHz1Gs+/YPpx3bQ9/8Jm42S1xLHFu7TziBtZ/5An5hyeQ641tuRtfHiGtjh/zemzRp0uRw4JAlXN/85jf5yEc+woUXXvhEjKfJk0hpT3LhnG7t/JPrts5dQqrYzsPXXk7XsqMmH9dhyI3vehe7rr2WJZe+iofu+gldi4/GTWUet3Gm2tvoPeusyX9bY9m1axep1kMvDu+HgJalSxm8807Mqy89aCf1MxW/0EJ1dPBPr9jkoKhcBl0G4jq5lixkC/sVH3QcI3QIykmKbXGAFAItJDjpxzSZq8f6mG5ygrCC9BwG1t099XJAKTXtBAiAicLptw+EpTK1gQGUI4mqo9OuJ+pjZFracDNZaoND065njUHX6ziZDMHY2LTrVXbuouPIReh6adp16iM78NvbKW3ffuCy4WGsjolKJejpmXYbACMPPjjtstrgIHGtRn10FKzFb2n5kw4Re2lva6PSv46Rh66YfMzqkImttxJXR+lY+fwDXBVMVKc2tGnabVb615GdseJRZcFGlWHiaT6zkY3Xkmqbg5N6ZlvXPhvw890oP4eeYsKvbcmZRON7JrvO010LGLj9p3StOIOcjDHlLRh9FPXRUTLdLYw+vJn64Ai5uXPI9M4AAyZUyJSHkhKLxBqNAqTvI1BJd5E1GG2QSmCMRYpGprGjksLw3k4CawEXqyNsWMOaRASBlIxtu524PEj30RdSH97G+MM3ACCkA0KiwwomqlPZs/6A97mX6sAmCvOOR07R5WXCeuKqMiWWuD4xrRtEk8OT6uggV3z8Pcw94WxOes0/opQAGVOtBVSGxvFzRVItHRhda0SbCfDSSJHESgiSiWOrLWAxSKQUkzneSIloRLYYKRpFN4mwFq01qba2xNFEh0gdQWOiS2uDjMvYqIpIFdEWwtFtCKDYuxhV6GTgoX1ORpnOxYxvuGnfG7MGXSsRWXDzU+RdG01cL1Eb2UZUHiLV0otfnHHYdT82OXxxHQcii7QRtjaGzHbtdw1sJ4s1YtKSt8mzjyhKzsnW6OQaQoq9ijKENQihMAicdAqMTZxzhGwcoxsIQIK1gjgIJgv6U1Hd0/cEv6OnF/XhYbb98pdTLtt1zTUEIyP4xWfmeUF4aVTHAqJKDcdLA2n8jINIpVF+CqE1xj3w3nyvaFHXq4hUqvGYBqsxRqB8H+plxkdGkE4Kv/Dn7z9THcXWx7EHKUiJ6gBtq1Zy528+M/mYn8lS2j1NsQ0SxxxpoXYQ57fqKOnOI4kjeVBhf3XPHqydeg7N6JDRhx6a9rkjDz5Ifs4chteuBWDorruZ+4ITiUrTv15cHcNEdUY3XTfl8qg8RFwdw/EPD/eBuF7nwa9+NYnY+SNMFLHhu99lzfveh3qExb2Sksh1CUYm8DtaG/dDjbg0a7FxmFypar33sImfb0UG4+hcx0E/z/L27cw4cQbZmT2Utm5DpVO4RQesJq6NN+P8mjzr0fXqQeYNIBjZNeXjys9ghscIhI+TTiFTqf2vf43B6BgpIY6qgEQKqDRceVL5FmwUUd1zkONxXx8migFLMDZGy9Kl7Ln1VrCPiADXEVjL2Oab6VhxHtL503OHTZo0aXI4cciODlJK1qxZ80SMpcmTTGUwualPt/xpRwchJTNXn8iWG35DVEvUvNYYbvmnf2L3ddex+m//llK8BxDMWH7cEznsx5XWpUuJKpUD7PmfLfi5lgMsDZscOkpHICxxDDbbBg3baGsThb1yFNJPI5WL46WRbprYSrSRmHj6C+XpCCvjxPHBJ4CFkGQ7Zky7vDy0h9aDxNb4hVZ0LZh+eWsLmZkzCashsm3etOuZ/CxGdmwmrJQpzJ0z7XpOJoNKpQhGR8nMmH7cxUULqIwM4hWmt1XN9Cyjsmuam4x0Gum4B2biNbDWEtcmqI/uINMzfda5SqWISiWufsMbuPJ1r2Pd179OpW/6iVITVNDjuzGbr2dG0WFs0/VTrlcd2IAOD+yYEEIg1fT2+cJNHdA1Px3B+PQCF12fwE7T+d7k8MJJF5hx3F/gt+xzdpBumo6V55Nqm71f948J6+igjC4N4Mw/FYyG2/4Pd2ILUnjkZs6i+8ST8ApFiA2uo1BKo4RAxwapFG46g2h0sCUFX4sFpKOwSKRykkcESWFCxxDVIK6DSQQOWIP0Mkg/i/DTIKBt/nF0H/VinFSBkQ1XT465MPcYyn0PNN6YnMzsnQrhuFNOIgJ/0uZfqsenK6/JU4/VmmB8T/L9s5Ztt1zB7z76LkKRox4L/GIrrTNnkc7nEBKU62NRoNQjoigEVggQMjnXS9UQNexdLCYFEXu77Ey9hgkDdBg0BEDJ41Yn1w0mqKPDEGMU2rrEA1uJx0eQQqLcFF6xG+Nn6b//t0SVIRCSbM8K/HwPA7f/ePL9ta48m13XfIkN3/47akP7FzmsNQTjfey68csMP/AbJrbdzsC9l7H7lm8SVoafhL3fpAl4qRSBSiengZb52KCMKY9NvXLT0eFZRRjUG38CrE7cbxLxgm2kX8nkj1QgBEo5SCGRSiGlSsTGf1yctharNW46jVuYPt6tuHDxE/32nlaEExMHFRIFo9ML2J8JGCeNn/aIgggThaiWDlSmCMrHuml0VMeEtcSdyZrEJdAahAQvV0A4HsL1kX4a4WaQjocOAiZGx3CzRfyMj3sIcYJTURscJFx/FfwpAbubJhwfJ9O67541KJfJdc2c9inKSxHXAmzL/GnXES1zGN62mfG+LbSumD6Otm3lSkw0VfOBQDppMgdpKsj29iYNAw0yM2dgTYBw/kRcnBCYcHq3tfAgQomnG3G1etDGipH77yeu7v9enXQON5dCOC4Id79iqRAC6XqYoI6VAisVxkCpbxs634uoDdB6kMjeruOOI6qNM7p+E+nubvyWFnRUAyGJys3mqCZNEA7qIDEuXsv0jpp+SxZbq2KUh/ij+QUhZRK1VaslwgShiOs1WmYtAJImVeGn6Fi9ctrtdx59NNJNxPNOKkW1vx8nk0H8cdVPSILx3Rg9/VxvkyZNmhyuHLLQ4dJLL+U701iQNTm8qAz3I5WDl310nbuzjjuDuF5l01WXAXD/F77Atl//mhV//dekejvZcfc19Cw/Hsc/fPLdMz09eMUiA3fc8VQP5SnBz7c0oyseB2JrETbC72hHl0vU+vuTvNOGjD4psD3Cwl06GKFQTtIFeqjoWpl6aMCb2jlFts1j4PY7WX7+K6bdxszVJ5Dt6KZ17tSTe6te8jrK26cuiPeedSZONsuySy/l6re8HXfF80FMUSxUHnHXKnbdfSPzTzkP6wg6jzlmym0uedWr6LvxRrb84hcc8Za/mXKddGcnbnuRB3/zI3pOe82U67iFLlJdC4jr9SmXL3jpS6mPj+FP4QhjrSWc2MOum79G323fITenCyc7defC/Be9iAe/+lVGH3qI8Y0buecTn+CK17xmSrGDqU8Q3ftT6r/8AOFt38DWRjHx9DcWUeXADhvlZynMO3ba5xTnHIOUj86kyUlP350ulPeonSmaPP1xs210H30Rs059I70nv47ek15Lumsh9bFduOkCqtHJPbruaoqLTiLSMdWREdyT3oR/8ptwnYiM7SPbksJz6jgiwMlkUZk0Ooa4VsNNuaAEOqhNdrwZrbHGNqyk941HSNWwkk4cHqz0QDqJ5b+fAWMwUR0b1nHiOjKsIZBY6TD4wG/AGpSfo23pc5Fuhuqe9fjFmUjlku2eXriVn3X0tL856abx8lOLmpSfQx0mXWFNDk4cVBh96Goe+srrcVNp/HwLAKPbNlAd6UcIhY5iwiAk1pa4Xk/cmNxkskkqp6HgsUnxzIKYTEa2k19zay3GmEQIISRgEMrFagMIBBYdBehaBSEFUomk2BKGuMoiHRfVtRzV2oPGYlSaemWCuF6jdcGp9BxzCZ0rzqe68yE2/+SfE1ES4OY7KS46meKSUwlGd7Hpu+8inNg3Ka3rZfbc/WOs2V/IpsMKg2t/iT5I0aBJk8cTJcGkigirIawhsvt3Pkdhcqw204jTmhz+RFFEGAaE9TphGBLU68m1ASIRjikHKZO4IKEcHNedFJElggf2EzUkx2STuMOZJBor+WOw1uIUC6x64+unHEvbEUeQ6vzTTR/PJNxp7m0ml+ef2a5uQrlYN0M6nyLdVkxc+kpj1IeHqA0OIpCJmEHKhpV442yv3ORvKRNXBCES63EpsbFB+Q6KEJFq+bPGV9q2jbG1d6AfvhYTa2TXNNe3jk8Quqz/5ndZ+eJLJx++68dfxc/mmHHECVM+bclZF7Lpez8kcHrBnWLeTgj03Oew4cqfs/Xm37Hw4pceEOMBSZPC/BddwNCdB84Ntyw7HV03LLr44inHIJRixkknJd3Ge8f1ipdRGXgAN93CgZW5hHTnQoRyDypSdlJ/nsjkyUSlUuRmz552eW72bFTDQWQv1locq/FaiugoJKr+8fWbQKYySCREIbo8gl9opWZSqJEHOOotUx8L/dZWuo8/juKCk9j0w5+iPI90VxEnXSCqDKMOo/3apMkTh0f7kS+dconfMR8ne6Cj3iROCretHddzCUdHDrjOFUIk8yFKIo3h9q/9N+mWNtoWrqQ+PsLE0B6WXHzhlA1byvdZ+PKXE0xMIKSDk82y6+qrWXTxywirW/cNIdOKDko4fj5xg2nSpEmTZxiHXM14/etfz5YtW3juc5/Lm9/8Zt72trft96fJ4UN1eA+pYtujts1PF9voWXU8a3/6FXbfdANrP/MZ5r/oRXQes4b7f/tN/GyRnmVTFzGftghoWbyEwbvuShT7zzJSTaHD40J5y23gp7HVUWIT4eSzyUzuXqRKJuGMJa5XMTrEsTG6HuClD80CMKrXMPUyg1s24p361qRI+Ej8PPG8FxDVAnItLZzw2nch1L51hJQcceHrKe3ZxdDG+zjrvZ9k9nFnTBa3vWyeIy95C9ZoCsvnsvBlF01eTAvHYd6LLmDNe9/L+EMPEgwPM+eccygNV/HP/HtEfp/LgmyZjTnm9dzyrc+w9LxXMGP1CVzzqfdwwr9/iLnnnz85YeJks6x685vpfc5z2PSDH3DUW99I96IWjnrH23Ay+4QcbStXcsLH/oN1f/geR174GkwcMPOsv9lPUZ2dvZpFr/hvZCrLmZ/7HH5b2367Zsapp7Ls1X9Fuq19SkvWuD5B/53fx0Q1AKrD93D6Z/4f3h+t23PyyfScfDI7r7pqv8crO3ey9Ze/POCmxQxsJN64b10xzeTNXv44tmIvmc5FpKZwz8jPOQb3YDdVf4TfMgMxTYdQYfbRzcLuMwzlpXGz7UkxX0gG772c+sBGzJYbWPDC9yAcj4nNt5OZsYzBB67G9TTVkQmqcQE74wTi4iJiXIyTxW3pAhNjATefQ3g+FonAIF0FaEwcYnXMI68s9rvOmOyIF1gSm0YTh9iwCkJi4gAdVoiswPg5Nlz3B67/1L9inF6yc86i44iXUBvdzuiGq5Fehrbl52ARGB2R7TmwSynVOptU6+wpJ0V1UKHc9yCtS85Aefsfi4Xj0330y5q/h2cI9cEtbP35h9H1MkoKjnv1eya/E7/74GspD+wkrFWQ0kEqB+m4CCkxcYiJAuIgKcQhZKJZlI3894bYYdLRofFn0tEBiTUx0nWx2EQEFEZYKzBBiI7qyW9HJBEYyvPAyzCxYydbfnkliBxuro3ank1svexDrP/6W4jKI2S6FpLumE+qYy5dJ1zCnOe/i51/+DTZ7kS8GJWHqI/smHz/cX3iEVnW+xOO96HD2hOx25s0OYBtP7kMrSOqo8PYP752sRbHTbrc1LMwUvCZSBzHRFFEEASEQUAY1DFGNzrkE/GCkjK5D5EieUwm4nDVcGtAiMnrCEtD2GB0IqyM48SdwIKxBikkxsSYWLM3XAjPZ+4Lzueod75jsogvlGLO857HaZ/4ONkZvU/dDnoK8Ftb6Tr++CmXtS5fPqUY/JmEjmqMb7sLgUEE4yhTol4ZxzoCqyxCqQPmx6RUoDVgJueMdByjJ+PPIlzlY9wCfqHtwBd9lNRHRrjjox9N7j3DKuHmG/CO+ytEumX/FaXCrnwl9372y9T6+pi95lTmn3Y+ADvvvI7KeImT3vAeFj7nBZPzAE4qzYoXvpqW1vls//VvWP+TX+Kd+R5k2z5nB5HtwD3tb9lw0zUE5XHieo2td17BGV/4PPm5cyfXa122jDM+9zmko/BbZu8rmElF2+rn03vmX6PDMXKzZ7Hokkv2EyapdJoTP/xhNv34x4lzi+Ow5n3vBmcUGwdM7LiL9uXnAPt/BipVoH3Zc1FellzvkVPuP+n4uPk/Hcv7dMHNZFjxutdNu3zpq1+N4+/vcBFODKBVChnXUJ6Pk/6juEutURJsFGKlpDY2zHPe/lEevvVGwiUvJuuP8ZxPfHQ/B82ONWs4+6tfRToVdl57Byf+x3/gt7ZSHbmX1kXPobz7gUOaa2jS5JmKcDwyM46h45hLkJNCMUF+3rHMOO1vsfF0UT4RAoOO6ug4ws3n9zOhstaidZxEIeoAG45z9IsuYf2Vl3HGuz7G3BPP4YYvfQyR8Tn7i5+huHDh5HOLixZx1le/gpNOIz0HN5Vl889+Rs9JJzH/xedQH94MJMfH9qVnM771NloWnoxyU388zCZNmjQ57DlkCdeHP/xhbr31Vk444QRaWloeU7Z8k6cHlaF+/MKh3cguPuul3PB//8S1H30XxSWLmXfBBay/+seM7X6YZWddnHS8HWa0LFnCwB23M7F5y34XDM8G/EILtbEhrDHNLu4/g2BkJy3zjyVSKYwJ8VKZR5Q9EgSAlDipDEbHhPUaQklU6hCFDtVxRndupmfpKu7+zS845qX/RrTrXsxYHzrVTey0U9k5yNznnoHYeh3zjjqWGau+xeiu7cRBnWzXLOoToxRnzmNsxyaCapmT3vh+wle9HR3WcdM5UA6lvu2kWzrofOvRLL30UuJKBSeTwclmsXHIziuvwSsWWHjRRaAUsV/EP/3vIU7sDWMc4lKVE9/0z0jlUB8f5Yx3/Dc6jlj99rez8k1vQtdqONkswvOIxsc5/bOfJZVzkcEwC593MrPPPY9gbBzpesiMjyHmpNe/C1PZg9++gomBQdpP/Tv8bIZsawdOpkCsHca33Ebr/GM551vfpNrXT31kmML8BUlhVkpULp0UYv/oeBVVRvYrBEXlAchZzvrK/1IbHCMqBxQXLmJ03Tpueu97p8z73fLzn7PgwgtJtyeTAaZeInrgV/utYwfWk2qdQ310+wHPl24aJzV1rqvj5+hafQFRdYRy34MI6ZKbuQInVZxWHDH1dgr0HHMJe+760X5d7unOhRTmHfcnrfybHL4EE33UR7aSa38OdtPVqJFtLLvko5T6NlDadjddJ1xMbCzSrSOdFsJ6lGQWCwFGYK1BeS5xdQLpF1COi40jcBxAYq1NRDTWYtCoR4h6rDVJZ5w1SdemUkl3vJQI1XC+0RECi/QzBOUBdKwo9s5HRxHWSFKtPYSlPpTj0bbsuaRaZ2G0przzHtIdC9BRna7upVSHNoPRpDvm42TaGN92O21LzthvXxitmdhxN2MP34CTaaF9+TnosEpUGcbNtpFuX4CTaV7nPhOI62X6rvva5L+la2jpmcPZ7/k0W2/5HeP929h83a9YfPqLqQxtx83nKS5enNijN7JL41oF63qATYpqQk4KGuN6NYluaWw/6fZs/MPaJC/VJIU5lclCrJMOUGMQbhZhI4Tw0WFMeWCAaHwEr1BkzrlnMXDXT0FX6TnlUvLzjsHqAKE80jOWkp11BEJKdl35OQZu/SGpznn7ve9gdBfMS+IGD+YiBBzg9NCkyRNFefdulOOhpIMxJol62XucFQJrDMHIAH6xDaaJGWvy9CaKoqQY3IjIMg0np72Chb33SIkxg0gEDnuPoHtjtfb+ZQ1Y0fDNEftihAC79ynGgA4BhZbJehabdOZLAQaclnYWXnwxc849l6hSxkmlcQoF0m3PLjcHAB2GrHzjGxPb/Pvvn3y8uHgxR73rXc94NxWrNRPrr2fbZR+i58y/pm3xKTgyg/TTuAW/EVnxyMNSclyyAKaRUCklSkqsSZoZpONSGxtmS98gq9qnj1c8GLXBQap7+um74QYWvPA80l1LsVtvoD7nZFJnvQcztAk9vBXjFIi8mdz7hW+QmzuP49/3dtSt/8eaF7+KVS9+DaPbNhLUauRmzOG4V/8dqy96A1EY4PhppHAJx8Z5/mWXgYJa7JE66c14NgCrQfloPBad9XLmn/aiRHDkpxExnP65z03GKLjZLBYIx8boOvFSuk96JTqsovwMykszsWUtI/f/gt6z3kFu9qtY9PKXU9q6FTeXJTerF6RCui4zTzuN1hXLMaaP8u47k/0wtBkhHbrXvIz66A5MWMVJdZHpXoCbSeYuWxacRFQZpj6yL6ZLuil6jrnksHJ0ADBxzJFvfztrP/c5TBgCSXf2ke94x+S/93+CxtTqBHEdVwtUOrvfvYpUKhHVSpBxlUxrO1a6HHXxGwmrVUShk+5FLud8/cuElTrCcXAyaaSnCEYEM095Dsr3MIzS0nICow/fSOfqF+KkntlOL02aPCqsBTxUegU9z1mOEBohXWpDEyi/JZnfmOppcYgO6wgDYaWMlyvsN08ihEAphYkj4tjg4uF5PktPOYMoDDn+9e8lqlbQUURhyWLO/MJnCEsVEAInm0N6HlGtipvJU+vvY+GFL8VvKxKWd5CbuTJpesl1MrrpOnK9R+LlH9t5qkmTJk2e7hxyVfpnP/sZn/70pznjjDOegOE0eTKpDPeTOkShQ7q1g/YZyxjcsRY72+Wun36aoc33M2fNWeS7prddezqT6+3FzWYZuPPOZ5/QId+C1Zr6xCjplqZK+7GSmbEME1aISgaZ9akO7qJWGqNzxgxMUKWuXSojA1THRjBhQMeiFXiZLFKZQxYHKcdl9wP3sfL0DhaecDp3/vQbHHnh65AzBEQRymgKixYSlwYJW+eDtWRyBfyCBeESe5Zs92zWffP7LL7oRWTbegjrNVLFziTDuzKB76Up9CZ5cCqdQaUziO5uECBtjAkVx37gfdRGB4hjjXIFUVxD5TqRsj254LaWfMEiLCAEqZZk+8IYjLGYMER5HlI1Cp5dXRgMNgwg14KuhyhjKCzpRNdDdFhDoDDCMrx9K2u/9F6kUiw96wKKCxfgVgcY3jrA0LqNLHzxOey+4xt0r3kFrS0LwFmCQFAf24WTbiecGCblCkRu/8lNXZ84YH9H5UHGy1cgHZ+Zp1+KECnu/vjHp554gIbN6SPl2RpbH9//dTZcSdvpb2cgKBFX92WTCsen55iLUQeZSFB+FuVnSbU+9uOtkBK/ZSYzT34dcXUUHdbwch3JtqeJQ2ly+GPikNL2ZBIxCio4uW5M//3YGzaSb51Ly7F/RUQSL2EjBydXxEFAGKAji5UC5fhgLE6uFRvHjQ51ELFBSon0vKSQMfmqojEhkMRYWKPRYYRUDcGDk9hTY8AYjY0CrPQQysVNteE5inRLO4W2LCpTQHoWt7AYupZgdUh5z0OkCjOY2HYHtZEddKx8HtXBh3HTLSg/i/RylHatpXXhyTj+/qIyHZYZ35pY5sbVMQbuvQwnVUClClSHHsZvmdUUOTxDMFGd+tC+yXAT16iP3Ue6/WjmrDqDYM44HUcfiXJ9HDeDNYZobAyZTSPCOiBQ6UyjwCYSVwejE2cSLE4qjTURCJVEVEixT0hnLU42l0xgQVLYTacb8S0G4gDbEAlJz8XLF/HzhcbEVYqeo5+HEBKlBNWxXYRje7AmItOzhIktd+Dl2iltTX7XHUe9kPLufVnPftu+nNi9xYGpkI6PbHb1NHmS6FyzBmstqZSiPj5MrVZlePtmnEyKbKGNVKGVTMYhCuqQbl6THA7EUZQU1hoFYRouDXuFK0pJ9nO+aTjicMA5NlE36DhOhJFhsC8qQMjExcHEDVedxOnBxHGyXLlJlI9Iuu+FSKIvsBLpNq7NnRx+fmox8bOJYGSEG971Lla96U0c8Td/Q21oiFRbG5Xdu7npve/ljM9+lmz3M7cIIqQi3b2I0XVXU9p4E+25HG7LPMK4g6ikMVHE7vtuptS3nd41pzJj0WKojGDG+9CdK6iNjbJnw1r8YistM+biKBeV9sm0tBHv7H9MY4qqVe777GdZ8oqLwVoevuyXdH/o3ehr/xvu/wljc84m0z4Pr3s5OrbYco1j3vde3IyHjCvYU96KjQOcnbeT6V1InJ+J42WItUZlXNysxIpEmJmdMxfHc7DGgjHEQYDIFJLfpVBIIJctTuo1k9Qug9EGqVQjsAuwllR7GzqKUG4R18ToWGOJyM1eQrb3vaz7xveZedpppNraSPf0UB8YwCpFOPEg1aEB1n35a2AtZ37p/1CpwuS9eHVgA/XRnfQc9WJkeYw7Pv8DFl50EV3HJG4ZTipP15EvJg7KROVhlJfBzbSiUvnD6to9GBvjnk98gkxPD6d98pOE4+MgJW42y6Yf/YidV13Fc/7v//By+9zlhONjghgbQxzWURKqpQnG+3cQBQHWWNrnLMDLZCmPj5DOt6OUA65Lui036ViWysHeKz+rY7DgZlswOsBGFaKqACTtS89FusXDar82afJEEZXLBGNjBOMTtCxahAlDpOfhhQ4TW7YgXZfcrFkHPE86KWxlHF23OOkUYWkML5MmmChRGR2kPjGGrlfpXLwKL5dDuApV6MJGBkc6WCVJd+aRwkFIiZMX+JPJmxYba9x8Fl0ZIbVyKeObb2XsrrsozDuBwpxj0GENq0O6jnopyssgHf+AMTZp0qTJM4FDFjq0tLQw+yA5Yk0OHypD/XQtPfqQnlMfG2XstgdoWb6AWnkEISQLT7mAtjnTZ2M/7ZGC4sJFDNxxB4te/vJn1UX83ozq2uhgU+jwZ5DumMv2q75E7ymvJqoEhOUKnUtWgRDIVExGWFLFVjqUQgcVan3rITULmT50a1AnnWX+ac/nvj/8iNXnXMCKE46l2vcwTraIm85iPZ/y0G6U62HT3exZ/yCZtk6KM4/GxkmHjohDVr3u1TiuQIkQL52CKADl4vlZjDYo1yOqljGyYSkrPKy24HpEYZWwNg7Kb3SiOriZHGAx1jasvMHGGosGbTAmsYm1RiMECEdiwhrWdTChRSq30YGQdMq6vkQonyioJ101nsfQQ/ciPY+uZWs4+x1zEdUB3HAc1d7D8MZdrP38V2lfvRptFO2Lz2Xw7h9PxlCoVJ62JedSGRkhHY9CdKAdvZs7iNWlkEjl4KQyLL7kEvpvvnnK1Ra+7GX7Wb4KN41oX4St3rZvpaiGvuGzdB3zSrTfQlAbxcu24RV6cFKFJ+UYJITETRdx080J32cTttEpWep7kMLK5xP0J518ZnQb5sr/xDnv39BxgJNpIbHnBStdnFSjO8FpTIlZg7AGDBBrVDYLxqDDACkVVkrAIKXTsJluTI4KlWzL2sakmkkkECZGWIOVMuluEALlpzBxhK6NJR1ibgpUmtrYAFbXcfw8mc7F9N/+HayJCcd30Xfbd2hffi5uti0piIQ1WuafgJtpOXBfxEHDbngfcX2CuDHJGlVH8QvP3In+ZwMmDohr4wTj/fitM4nKQ0By/AtL/YSlX1NcdBpdbaupDw6SSktkiwJcTDpHFMTQsE7X9RoykwgWhImwQk5myDd+KI1YFhAWrPmjjlhrk2VSIqxNupMbf0vXRQDGCtAhxliE6yKEafwWk99hfu5RTNi7mdhwA6Prrqb3rL9h2+UfASA/7xiKC0/ggS++BkhEDk5m3/Fdehnys46itPOeA/ZT65IzcJoRLU8o1ujEtlY5yGd5Jm7rsmX89oUv5Owf/IBUKsTTgsIpzwUgnhhBSU3kFjHV8lM80iYHIwwDaAgYIelGlFICNml5b9wPTGZJ722Rtw1nhr33CsZMHg8TIVly/yCUxYpEBJYsMw3Rg5OIiI0FKVCuO/k8pGqIIJIuSacZfzIlVmuiiQnu/vjHEUrhZDLE1WrirNVY/kzGyRTIzz0alS5Q2Xk/+vTXYe/4Js4pb0fjku7sZPHZF1HeuRM/nwE3CymNSreihMTt7iHb3o5QCl0dRygJ0kE43mMeU314mPGNGzHxBC1LltB/882ExkMe9ybUlitJr/8h8fyzCQpzcDJ5REohBYz272Js51a6FhwBRiLaTsIr5DH1OmE8QaqQAUdilYcOI9L5PFqHRLUQ5aUaQsrkHGWjGOmlkut2kYiRjNFIITA6RpAINK2SSAHo5LxmrIF6kIg3JcS1kE3f+yGtS5bQsXo1Jgi495OfZPi++1j9rr/HRGOUd99P15rncffQxwG49q3v5Ph/eT/Z2Vl0OIabbSdTbCW+8YuIpS9BSMnmyy6j65h9MbnKy6C8DH6+a+qdehhgjcFEETuvvJKdV145Gdu51zmj46ijEvHYI/Dy7dTjfvxCjnBsAuMLMl29ZLp6k1gfHUJtDKsUqZRLFFZwUlkc6SEcJ3EoiWOEo5LDMhZrLSYKMWGd+thm3FQ7pS3DbP/dFax+46WYWOGmH717ZJMmz1RMGHLL+9/Pmve+l5EHHmB80yb81lbaVqxg0w9+wKznPnfK5wmlkmajvEtYDvFVjFIeTncv2e7kt2vqJSq7HkBkF2Ajg8YBR6EcP4nhii24NhHNK0XiMphcI8VRHRvHGJFGmphM10KUn8GEAhPGqMoA3pymc2uTJk2e+RyyV/3b3vY2Pv3pT1OrNbNcD2esMdRGBkkVD63QuvUXv0A6DgvOfAErz3s1K573qsNb5NCguGQJtcEBKrt2PtVDeVLZK3Sojg4+tQM5zPFbZzLzjNcilEAqS3HOHOqDQ0SjI5ioSlgpEUcRUWUMqzVhlGHPuvsx8dSuAAfDGMi1d9K1/ASu/OzH2LVtN8JLobwU9SCmMrCdwdt/zMDtPyPWho5FK7EYdt13I5GuEhMSETG6Zwd7tm0miEiKLH4KJ51KrM98H+V6eNkCyvWR2SLC8xGOQ1Sr4+fySD9NvTSOlylCaIlLVUwYIYVAiEbnlpJYnWTZqVQK6TpIoZHColwPlIuQCqcxSRmWSuhaHWEtUayJjUUIN5mEEQ7dq46lOGs+caWGdAukeo9Adx/D7/76vVz5128jP28e5Z07mdi6jch4dK5+OV1Hv4Kuo19B65IXUBmvoGslxMN/gCkmo5x0Ea/QM+V+b1l0KqpRCOo48ki6jjvugHWKixYx+9xz9xMqCMdHLjy74XO6D1ufIL7924TDFRxvNtnupbjpZrdEkycO6Xjke1cDYKIa5fII7rF/BarxWzAx+pYv47hZhLBElVGi8hDKddFBDCjiShldqaCDOmEtwkoHt1BM3BosSMdJ6g3WJsUIKRBSNpxrkom0vWKLJI/bARNDFGCiKMnbtgYTBSAUKAe30I1TnMnAw5vY88A97Fn/IBN7hkB66LCSCCYa2DhgaO3lTGy5jbA0wMiGqw6IqNmLUI3iyDQ0C7+HN0ZHVPrXs+umrzK66To6T3j55LKx9TeQ7U6uXcc3XY9Q4LqG8Z2DbLn6Drbf9iDaChzPx/U8pCNx0hlMUCOuVzA6muxE3psav9fNRza6mIWQjXMh+yapjcVqjYkjTBglOfUorAZjkgKgSmdw0unE8SgpKyCsQdqYcGwPpl6i/egXMf+l/0pl90O0LDudhZf8F7PPewfbfvVxMDHZ3hXMveAfkY+INFJuipZFp9HWyLcGcDKtdB31UrLdy5oTX08Q1mjCyjAjG65hz10/YviB3xJM7HlM13/PFFIzZnDmF7+Il81SG60hOueiSyPoiSFktki5fxTiECd3eNmPP9OJ45gwDAmCgCAIEIjGNb9IzvGTWoPEqUlKuf9xpeHuYIxJjoN7/x9Ax8n1ARCHIRaLbjhDIERDMGmRUqKUQjoe0nVxXBepHFzPw3U93MZjSilUU+QwLX5bG24h+X1ZrYlKpUlxg0qnSXcdvoXjR4NULm7LTBa+7D/IzFjKtt//H+5Jb8Bsvo5wdA8iLBGNj+NmMgg3Ra1cwTgZtBGEWoJMrptHH3iA/lvuY8cdt2H0nxf/FJVKuJkM1b57OPYD/4hQigc+9xWqocO2eg/lOedTDiVbbr6CyvAA1ZE9TOzehB7ZQNvMLmJbp14fw8iY2IQ4aUWq4Cf32qksQroI18fg4PhZnFQWKSXGaITyEVaA4yEawn7ZEHM6jpMI/V0f5fmJ60MUEpUrmFgjXR/XS+FmfHzP4qRcLDHzL3wR7UetJj2zE+vA/EsuZM2HP0BxxQLKu5JmATefY9mllwJQ7evjmjf/Lde86d3c9/++h4wV8TWfQAhFdSJE1+sH232HLX5LC/MuuGDy33G1OilyAFjwkpfgFw48F0opsWGIciRWKIKRYXRpGFMdw8QxUSgIahFrf/0jUikfRzqgdeKrIwTCcQDRiBSSCGOS61mrSLUv43cXv5ab3vOPLHvFhUSV2r5IoSZNnuU42SxuocCN73kP93/uc4xt2MCO3/+ea978ZvpuvJGO1aunfa6ba0Mbg9vWRoRPVK8Tjw6gayWi8ggmCsnMWk0cGW78yicYeOguHGHRYQ0cF+U6iWBa7S3jJfMstuGi5abTuK5k601XMr5jDw//6Foe/v5viXc+iNM6t3mv16RJk2cFh9xS8q1vfYvt27dz8sknM2vWLBxn/0387Gc/e9wG1+SJoz4+gtExqULbo35OMDbG7uuup+eUk1GpZ5bVUWHuXJSfYs8dd5Kb9exxLPGzyY1TbWz4KR7J4U1550689nZsVMXNeBCHuG1thEN7iCoa4Si8jiJxJQY/y8ZrLuOIC1+D/ROZ2VMR16soL8Ws1cfTPn851aF+qhMBwgdHRGhdYeZzXkscGR789Q8ISuPMPekcupasRrkufWtv58HLv8X8017A3FPObUw0CpTvJ4UZa9ECgtIojp9BG4OISzh+Mrnhpn2qY8NgDKlCK9v/8AeEhXkXnI/0/H3FH0HS7e2oRqSuTuxlhYuJY6yuE4d1HN9HRxo3lUZm0km0RRw1CjEGrQOCiRHioIZy04w9sA4vk0YtXkzfXfdw/d++M3k9pZhz7rlc97d/y/wXnYfX28WOO65DOB5uKk1tbJi23tnkSg8hCz2IKeIhHD9L91EXMrLhKip71oO1SDdFy8JTyfUsnyxapbu6OOXjH2fw7rvZ8N3vYrVmwYUXMuPkk8lMYfUaxh7iyDegtv4GM7odANm5lGj22az71k848u///pC/B02aPBb81tm4uU6i8iCjD9+AmXcihef9E6YykuRguxmM1SgrcDN5pFBEtRIIh2BsCJXO4uYKgEH5PjqMsXGEUCrpUm50gAkpG64NjUJFo3Nz72FhbyEY03B08HyUjlDCRYdhUtjQGhvXiXSIVA5dS1cTBwFWB7i+y+jm62ldfBrdx1zM+NZbCcZ2o/wshTnH4Lf00nfrN2lbetZkUfePUV6WbM9SKv0PHbjMz+M03U4Oa3RQZujB30z+vw4r9J79FnZf+xUGb/8p8y/8F3K9q6n0PcjA2p/TuepFtLYZijOL4KaIohArJFGQFODcTD5xWrAmiVtquDEIC8lk8V7HlH3fdwBhNbbhUgI2aXZ2kyKJ0RoT15BCJQ5IjouT9pNYizhO7KQndiRW0sUZONk28vOPRUc1sILWZadidUwwNkBcHWfmWX+N1SFRbYzqyFaK+f1dipSXIdO9lFTLLKzVCOmg/BzKa3bpPVEE43303f69JPscCMZ2Ud59P51HXECme+khx5c9E1BK4c+YQTg6jGxrR5fGiCtVrLU4scWfPRdTHcdJT33sbvLkEcdx0qVNItjaK2xIKmKiIT5QjXP+XuGgnTwEmr1iBWsmFyXCBQ1WYjHY2MDkNUOEkipxeECgwxAnlThJib2vTdOp4c8l3dnJcR/8IDe95z0HLFvzvveR6uiY4lnPLLxsC3E9ZM75/wBotJB4K8/Ft5qgWk+iApSiPjKOjWOiMMRta0cGAXFYY2LLbq56/Vs45l8/SG5OL2G9hiiNPebxONks45s342ZfSDh+H8/7/ve47zOfZfvPf8vCSy4imBhFa0HvEaeSbelGqIhwQhPqNtxsCzgp4nqA8n1SKkY7WSItcHwXdPJ7ErbhsGKTwplQCqTE6MQxxRGJQBnYP1bGgrEGG8XYRjSXk3EScYy16KBKFMUgFbo6gRASXa+z8eafsunqnxPXq7QvXMmav3wLuvQwQjp0HXURt//Lx1jzD++n94wzWPf1rxOMjtJ7ygnMOftU1MM/QXStpF5cQ2X3CHtuv51T/+d/HvsH/jRFSMnc5z+fjd//PpVdu/Zblp83j5mnnTbl85QJIdeJsgYhFcH4CEFVI5TC78xjvBg9PMqyc19BeXwCZIVcz5zkyLrXXadB4sShiOsVhFDc8o/vZ8krXs7c552NDkKiekRmTlP83aQJQKa7mzXveQ/Xvu1tVPv7qfbviytadMkleFMIk/ZiDFjhI0yEX8gTVcrE1QBqISqdwim2UR8fxPHSHHfpu4nqFUZ2byfXNQdpLVaqA36/iaugAcelNjKIEOCrVjZ98wfMP+9MWud2ku7uJQwVzbu9Jk2aPBs45NmV505jxdPk8KI6OgDs6+h/NOz4w+8RjkPn0WueoFE9dQhHUVy0iIHbb2PhS17yVA/nSUM6Dm4mT31s6KkeymHNxNattKRdPN8hlh54Hnp8kKA2TmWwj2xHD2JcovLtWGvpWLIKXd2Dn11wyK/lpjKEpUGsdUkX82TbiphGJMWmG35P69wlpHDx7RhHX/RahJcGGyN0RGl4mI4lR3LWPxyHDuvIsIQqtCIdhQ7qSNdLijhCkSq0YYXAlckyoVRidWg06UIb1eFBJga3MeuUY3Hq/UleZK2GzO6dmBaJJbcAdIQxFhuFgMTNZNFxkmdn4hg/5yOUQmmIwirKTxHVygipEMrFyxZIyRBVyJE780wq/QNc+do3UmvcWPitrax5z3vY+IMfkO7uprhgEdsv/1cWvuSDRGODWCsQmQi1/VeQKuKc8HpiDfWRnVSG+pCOR6ati0xbJ066QMfK82ldfHrSKS4VYbXOlhv/gHRcOhavIl3sIN3ZyZxzz6Xn5JPBWrz8gcKJvTiZLJt+fTfp4gLalp6NRdB/+z1s+vj7Oe1TnyLTeZDIjCZNHk+spXP1BdQGN1PefT/VgQ2AIdO9lPKu+zFxndzMI6kObCY7+wi0FkgvjfJ9lKdAKOKghlQCKR2k72FMjNFgdSJ+sNjEAjfWyIZF6r7ir5i0ErPGoKMA6SgwGuGkQUdIL40JylhpiYMSYFFeGxiNDUdws+0oz6d14clYHSPdNG1Ln5vEYFhLUBqm75ZvkGqfT6Zz8bQuKdLxaFt6FnG9RDC2b3JR+Tl6jrkYZwoxVJPDh2C8f78OtNKue0h3LGDRK/8rESeEVdKF+RQ6F2JTBZCKyChkrgsQ2KCODiKkVMkEUroxOWxAOHsLfXu/1ZB01YA1NnFwaBTirFBgTBJbIBqdN8Y0fhIGIT2QEqFcrLbJkKXCmBiZLkBqGXZkK+H1/4fsWIxddDpOppW4PEw43o/VEX5rLypdYHj9lZiwQn7WkWSKMxBSEQdVdH2c+ng/Xq6dgbt/gnmEyNJJF+k59hW4mUOP0mpycOKgzODayydFDo9k6IHf0Ns6C/ksFVRJpZAKhImIgiqloe3oOKLYOx+3nnT+x2Edx2kWV54KwjBsiLlA7hUwN45psiFKSB7c//xqrdmXTGEM1pjE1l8IrDaYhiuDNWCFQTRi7YzWSQSFtMm9xt7X9RJRWNOd4fFFOg6dxx3DGV/6Auu+9g1KmzeTmzOHpa95NW3LlqG8xx7BcLigg4DSw1vZfuWVHPnmSwkqFcRDP8RZcCoi3YG2hnB8gnp5hNrIILnuXkRFId0URBF3fvjDdB1/PJnebooz5mKMoTqyh1RDmHOopNraaF22jKjqMLHxGtqWn8JxH3wfJkyupXNdHZgwZnTnFu7+6RfoWngEXSuPJdc+H+U4CBPip3PUKyUClcVXSeErKpeQrodykt+Q0RrlOLipbEOcaTFEk3nt1tjkZy3EZGyM1UkB3QqBFMk1kYkipJ8Cq3GyBUwQoE1IZdN2rnvb23EyGU77n4+x/IznAaAKnZhwHBtnMHHMwz/+Dbuvu4FVb50gO282x/3zP7P72mspzp1JXKkSdj6XLb+9ikr/N5l52ml0HHUUhXnzHodP/ulHqqONM77wOR7+2c/Y+fsrEEIw+/nnMf9FF+B3HBgtGwcBKB+rk7/D0QFqlVGqw3vIds5ETEjcYhcqCFBK4tksMuWD0SBFIjB/xPZkI+oHIbE64qR//QBxrcoDX/0Gbq7IoksuwW1EajRp8mxHeR7FJYs568tfZv23v83I/feT7uxk0ctfTuexx5KdOXPa5woJSlnC8gSu76OjGpXSAEF5gnzPHAwaIVTSKIIi19aBbWlNokOF2Ksx/aONCoRUWB3iZvKAoeuIFfSsXoHyBMYIBjdup/OoQ4ssb9KkSZPDlUMWOrztbW97IsbR5EmmNpoUtv38o5tg00GdnddcS8fqIw50c9g3y3tY07p0KQ//9CeUd+0i19v7VA/nScPPF6iONoUOfw6Dd91Fx/HHUhkeJJuJ0DKNjmNEtpXuWYupjA6h4xgnDqkO9zPnmNOIakNYeegTSY6fYqKvTK6lHR1ZgkoVE2scP8WCU8+nOjbIxGAfxVkLIahj4xq2UVhJtXVjgbA8gY5Csu3tKGLAR7l+0sUhFNLEWN3IajQGJ51pdFuBrtcwUYifK5JpKSJNgMnMw9bLyHQea+3k4UAIiTUxFoG0Buv5SKkIqmXQGitodG0rdBBR7dtNdvZMjK6jHDexvDdlkIYAja3XUPVdpMNxzv7c/6M2WiWqVIirVdZ/+9u4+TxnffGLWBtRXPJcHv75R5l16qvwUhmwPur411HeMw6xYuPl3+TeH31h0vbezxU57e//i87Fq/GyOaTjUZ8YYe2Pv8qDv/jm5P4XUnL8697Hgue8EC+bTzp+/gTpzk4WXHgh4xs2cO8Xv0V9eJiuY4/ljC9+keysWYf8HWjS5LFioio6qFAdfJiOVc8nrpco7byX8a23IaRDvvdIhHSQbifh6ADCdfGyreiJMvjphphAguNhrE4KtyqJl7EynszwtVojPPcRbg6iEc9t902wSYF0PISNAQkmxioFUYhwXGwc4aYTcZhQHtJTZPxcw+7fIh1LVBtDuimC8iiOmyIs7UKHVbqPuQQhHUxUx+gIqdwp94eTKtB11IXooER1fJBUrgU33dIUOTwDsOZAG+na0GZqQ5tpmXcC6d13o3evBcA9/rXEbUvQkU4iqBwH5bjJ90appFgnBdJPXItsrBMHpIZXu9ExQjlJUUD88ThMci6T+7LmTRQlk81aI1x33+9CKWQcgdFIJbA6wuy+B33vD1FzT8R0r2DTd9+FtbDolR8n3b04+Xk5PvXhTRTnrEFHdaLaOJmuDuoT/USlASa23krnES9k4N7L9hM5AMS1cQbX/oruoy9qOjs8zpiwSlwbn3KZNTFxbQz3WSp0sDokjmMUlvr4MK1L1yCEZGTjWoo9M9F+FhHUIdMUOjxZhGEweU8vhNwXQ9WIj5hKNGitSfKhG+tA0vktTLIdi8Fqm9xDNI6F1iYODnJyexblupNCMGg6NjzRRLUK9/zwM+y441oWnHI+M85/DtXRPdz0zQ/RtexoTv6bf8V/hkfHROUyUaWCkMl3OwginDknEa37De6aVxKFdRCQmTmf/JxlBGPD1MZHyBTb2fjDy1j+htdSXLQQv5hndNdWCh0zGN+1lQVHnfSYxuPl8xz7T//EHf/xH6x47VvYc/vP6DryXFKFburlMtWROtZIsh2zOfplf4OOIwwxlcE+/EIrynWxOsbNFvAy2SS/XShc1yCc5PpEAgiJsSYRMBjbiJV0k1ZjpRpRdA2BgzWJY4tSaB0ly6IQoSRSCaLyKFiL4zrUBoYwkcVJ5zjry1/Gz2dw7DhuLkepfwNbfvEv6HqJ3JxjKCx4IQ9+6SsU5s+nXhnlN3/7Gs56/6eZceqp7PjDH9j6q1/hpFLMu+ACuk9uRUjJcR/8IKn2A4v+zwRKfTv4xT9cwowVx7DgjZeAtey67wbW/sO3eNH//JjizHn7rR+Vy1gp8eIJIjeH0RqZb6d7zlKq4yPosI5Tr+KmfXQQoLVBRQovlZk8xj4Sa0wigjAWwoC1X/kG5Z07WfyKV1BcvPhZNS/a5KmlPjpKbc8ehu67D69QoH3VKryn2e/e6JgtN/+WYGKMFW96I2gDSjK++2Fu+fqHOeWtHybbcaDDK0AwNoFK+TiZHFG1TL00TmHBSqSQjG59CC+dQWZyYA1Sa8J64mrpeGq/uIr9sBZhNNYYbBzhOKAVVAaHKW3fSW7WPNpXrppSwFgbHKS0YwdjGzaQ6+2luGgRmZ6eZpRukyZNDmuefX6ZTQCojg6CEHjZR3cT23/LrcTVKp1rjgEdoQc3YUZ3YKtjgAE3jcx3IdvmIQszDkvhQ2HBfJxUiv5bbmHRRRc91cN50vCzxUnhS5PHRqanh76bb6a4cC6R9XFsFTeTJ5srghAUu2YQVcYJqiXcbAFrqjiZdsLyOKlDcFXZS9pWGNoygpvLU+iamdzgSofS8CATuzfTMncJUbXU6BoVKNdDuSlMFBBVS/gtbfi5AmFQwXXTiKiK9AvJBIYxYBLbbOm6iRtDFKBjAyKZjNRRSFwaJ/Z93HQKWe9HtbdjSTpF9trLmrhRaDIgHBdTrRFrjUqlwFFElTquaxGEKF+SWrEcayKsiRDCw8aasK4x0QRuuoiUDnaiir77uygg37GEeNaZhKadFW97I+WxPUjfZ/NPf4XfVqTj6NdSr9QJgho2zvDQZz/N4le8EjM6yD3f/8x++zQoj3PVR9/GCz7yXYqzF6A8j4H19+0ncoBkMuDWL3+UjiWraZ29AGs1UnlI5+CilWx3N9nublpXrqQ8NkbLjBm46WZRqcmTjFBUBzfh5drpu+075GaspDD7KApz1qC8LKWtd1HdvY5gdAi/bWlyo+3EePkCNgYdRzgpDxNHxPUA6YYIx0niJgDHS2FIOjSlkIl79d6usEaX5iORSoJxMTYCqxHGYk2EtBYjQOsA5XpgQsLSMCAIKyNkuhYDFl2fQDk+wfBGJsb68Ft7yc1cSTDWh5fvoO+uHzPj+FfiF3qm3SWOn0U4KXZsHWDlzJnNztFnCH5x+o6a6vAWCkcm13l691qi27+Oe/QliPblSD8prGpjE/eShiW7dbwknska2Bvbl+RVQCPzVIikiDfp2sDeGBeDtaJROEiKfkJKTBQnTiVSJfn0uk6sDdgYpIswIU5LD87pf4dJt2GDMgtf/hGkm8LomE3ffSfhxACznvd2iguPx1qDKxVuppU9d/+EzlUvYGLbnUkmq1SYsHrgzgCCsZ3osNoUOjzO/MlE62dz5nUc47V0EI4Pk+ldhOcnXdDtS1ZTH+kn3ZLBVKb+vjZ5/Agb527bcFpI5rZtw5FN7rOxn6ThOmMtpiEAm3xca/Y6Klu7N6VC7tt+w+FpUgzdKLg1z7lPPrXxYR6+5hdYY1j3m+/st2z7LVew5i/+7hkvdJCeh0qlqOzaTX18HD9XYMc997Hg6JcR3f1DRMdi/IXPQaVzIARu1wziag4TGxa/4mKk44DQVEeHybS0E5TKyXVvWAfXAXXogtlsTw8nfOhD1IcGKS44F5HuINYWv7UTGxvGdu+kvP0h8t2zknm8TJ5UsT1xR3NdhJMiDmrEysX1PayNwSosMcJxG0ZSJrlH1xHWWOI4RCBRnsJq0GGE8BwSl6rk+t0agwnjxImtWsVtKYI2KOUgBMS1AK+lHalk0oAwPgomgFSWWKZQ+Vl0n/xmVKrIwB1rufZv3w3WcuQ73kF5qA8TR1z54bfykk9dxrJXv5r5L34xo2NjtLa2IpU6qGvi4U4cBtz/869j44jd993C7vtu2W/5+t9+n2Ne/S6Us0+wrXwf5VjCaoxUCmMMxZ6kcaLQ0U1tbJCwXkUYgeNJHM/DmKSBRfn+ZIQQkBysjUGHIQKLSGdY9rrXUNm5m3RPDyrrN4ueTZ4UakND3PZv/8auq66afEy6Lqd84hMUDuKS8GRTGehj7U+/RFgpcf/Pv5q4KZh9zm2Vwd3TCh0e/tGPWHDxRSjPRyiXbO98PC+5/u1YdATju7biWfAyGSKR/K3rATqsg5PfJz59xP1Dcklm0FGMtQIrFcZa3GwrE6XbGbxzA0cvfssBYynv2sU1b34zE5s3Tz7mFYuc/dWv0rJ0afN336RJk8OWQxY6aK35+te/zm9+8xv6+vqIomi/5bfddtvjNrgmTxy10SH8bCFRez8Kdl1zNcWFC3DsBOHaq0CHiFwHqnNBYnMW1TDlQczI1sQafuaRyJbew0rwIJSiZclS+m+5mYUXvnRycuaZjpcrUGtEmTR5bHQfdxz3f+mLdL//HzCxplqqkMoo4jAkqownExDKJdXSSTQxQGnPKOkWF60j4jjGcQ7tUKwyRVq3/Iqw6yVURoaQjgsIMm0deJkMWJvEQkQxRkco10fXA4SjcHNFovIEUkmsUGjp4LleUswRAmssUVBp2KaJfdfRSqGwKBOgsh5kfWx9AlMbQha6oT6BEA4y29J4gk1uvqOgEXsBKptGRHqye8bPZ7HGorUmHBlFRQKvkMEaB2NCsAKVLuK2dBBVytSHt+J7OeSycxFaE+ZmM7JnFzd+6WPEQY2FZ76Yhc95IcP330/XscdS3jHE1l/9ivrQEG0rV7LklX/B2KZNTDx0/ZT71cQxm6//NSte+GqU77L2J1+e9jNY96vvsvzcs6n2ryPV0ktx4cm4mbY/mbftFYts37KFtrlzD+kzb9Lkz8Vagw7LBBN9FOedgPQyTGy/k/LutQjHpzjvRLI9SwjH+snPXY5K5RBuGh0a6uM1vHwOlXLQkQZpUSmncRxxcNMKhCQuV1CZDKrRPSYaFtd7b8qtNY1zq238Z5NoHZF0nmENxiqqY4N42TxuOo/AYkyEm+sCq1Fehomtt5HvXY2X6ySul8h0LqIw91gASjvuI9O1gNGN12F1wOim6+lc/SKU4x90//zx9WyTwxvlZ8nPOprSzrv3XyAErXOPI7j5Kzgzj8BZ8QKQCisc+tbewY67bmb1JW8m0zZjspvRmuScGterk5n00k2iJhobxTYKeEmhTzzi5QQWue8xQeIUsfffJkw6ogGQCBMgrMZEIfhpRL4n6Zoe2oIoD+DOPJKJbXdhdYzf2otb6MTqiHB8DyObrsVENQBSbXOQrp84slSHMdH+Tg5/zFQOGE3+PJSbRvl5dFA6cKFQOOmWJ31MTxesFaAjgnpAsago79kJQCpfJDICpzyOSj9zi1tPJWEYJoIrYyZj6SYdZ4RouNU8wq7RWozWDWc3+8gkKnQcJ8dIbRrOD2AAKUXi2LA39uIRjhBNYcNTT1guTYrxpqJeGqXIvCdvQE8BXj6PVygggPLQKB0L2uhedSIPXPt7lj73r5A6ROiAqDyMdLzEQVFHOF4KL5MhjkKiSpUdt11Lx9yVCKVom78EG0fY0gA8RmewVGsrnmcI7/wdZhjq88+j744b6T3yZLx8gY6WVoSbiOttw01KJt6JKOViZISJNdaJwXFQygG5797UAMTRZHFMui5KyaSb33FwlEp+3o1iePKXSArkxuCkUiAsxiiEozBRjHB9dK1OWKvgpn3Ss3u57av/Taa1i2jjMNkZMynMm8emH3+F2p49zDrzTOa/5CUM3nUXVWcseS9Gs/22q1j1ktfiFgrs3ryZrjlznvHHi6hWYWjT/dMuH1x/H3G9isrtc3/ycjnqpQmsUITlCfxMjqgyQVAeBwSptg7QmrBcxjhuIqoFnMZ80X7zsyJxE1O+j9GG+sAuRjdsQQcBsamTMd1kWpsRm02eWIzWbL7ssv1EDgAmirjhHe/guT/+8VM0sgOJahXCyr7r+keKHABGtqyna/nUMRGzzzkHN1dA12tEtSrpTJZgfIioXkdKQbF3LlG1TFCtolyXOIowJkbRcOVRiklFaYMkaUhhXQ8Th+halNRnpOCu734Kx0+z9JyXku2YMdmYFZZK3P5v/7afyAEgHB/n6je9ifN+8AMyPdM3iTRp0qTJ05lDruT+3//9H1/72tc4//zzKZVKvOY1r+Gcc85BCNGMtTiMqI4M4D3KTvLStm1MbN1Ka2+RePMNiHQeZ/5JODOPQLbOQbbMQnUuxpl7AmrWGoRQxJuvI9pwBbY6+sS+kceZtlWrqA8NMfrQ+sd1u+W+3QzceSfjmx9OLDufRvj5lqajw59Jurubuc8/n8G778LP5HAyecIoojq0i6A0hhASN5Ol/9br2X3DrXh+HpVJgRJJd+gholUaMChTpTY+wuCG+zAmZmzHJuoTo+AkBRgpFK6fw3Fd/EwKqQ1SC1LpDEo41AaGUVIm3agNi3kpFcr18dIZkAphJcpxcRwH6flEVqGrFeKgTqzyaL+TbVfdSCxTGCcNWk/aYVoTIx0Hi0guuI1puNuKhqgiIqrXMLUa0nMIRwe58tLXE1XLSKkRBCAjdH2M0bU/Z/e1n2diYBulzCJuvPI2fv2xD3Lt//0bcZAUdla84C/xCgVWvelN3POJT7D2c5+jbeVK5r3whRitue7tb2fGKSfz8HWXT7tvy4O7CMdG0XFIbWz630V1uB8T1tFBicqeh9h989cJJ/oP+bNs0uSJxhpDXBsnqo5R2n43rYtPZ3TDtcRBhRnHvoKe4/6C7qMuJN0+DxNHOMVuvGI30isQjo2gq/1gqgQjw4QjI1gdY40AFCYGE4RYK9BhhJPPIV0nKfo2iiJ7u8GApLM8Cf9N/pMSoRySbtCg4QijyRaKOK6iNrKNsDJMXB1jbNP1jG2+CWM0xXnHEQcVEAq/OANjNCaOElGFFAzc/dPJ32Mw3oeNw6ds/zd5alBuipZFp9K5+kV4+S6kmybduYiZx/8VPHwtdmwH0YO/JrjiPwl0Futk6F64lCMvuASigLheQZIU7JQU2ChCeh5OKgNKNlwZ1H7nT6xNOuLEIwp7DQtooPFbaIgarEkKDTr5zmJFEpNhLXGUZGsTlgg3XkO05SZkKoecsQprBU66wMiDV5Fqn0PnsReRmbmcsa23YKIaQnnkZ6+hffm5WKOJKiOYOMBJTR8BIJSX5I43eVxRfo6OVc9nKtV329KzUH72yR/U0wTHT0G9RnHGbOrjI+gwQAd1gkqJYvdMpNaHLAJucnDCMCQMAgQ2Oa45DrIRq7NX7LBXjGCtTc6rOsIYMylyMMZgtMY0zu1CKqDhYgNIpXCUSuJ6lEJKiesm9xBKqWd80fJwwU1lDrrce4ZHxkTVccYfvo1MTxcr3vAG+m+4hYdvugo/l2XRWS+hXqkSWo9qpU5leJjq2CjSdUnl8oiwTt+ttzJw912Mb9qIHQrR1Toq7SNMjOOn0FtuwoSVxzw+qyOcRWdi++7DdQSdi1Zx61f/k/rEKDoMKPftIK5VEQhq48NJ7IQVoGNSuRy+p7AohE2Elo8siikJ0vVQno/yfECiw5g4jghLE+goasRyiaSAZ00jziZpCrImJiqNElfL1MfGCcfHscbgZAQyHRLFVS5/1yvZcv2vWffr7zDnBefxwBe+wN3//d+0LV/Ogpe8BOl5XP+Od9B21Cq23PzbybGVBnb9OR/rYYnj+eQ6p+9Wz3X1orwDr890tYrvWFKtnWhjqI+PENdqyXE61my/4kqEEpgowuoIN5WevC/7YywWo2N0vY7X2smWX/yC/ptvZtfamwir5cf1/TZpMhX14WEe+sY3plxmjaH/uuue5BFNj3S9RpPZ1GTbpxcI+C1Fhu+8C8f38Fs7qI+PEJQmiIMa1kI4NkZ1524cx8NoQxzUcP0UgkfEfU3ltCDBxjHCWlQmhfJdtt96BQBxUCMoDVEf3TG5ejAyQt+NN045xvrQEJW+vkexJ5o0adLk6ckhzyBcfvnlfPjDH+aMM87g05/+NC984QuZM2cOS5cu5d57730ixtjkCaA2OvSoLQl333ADbton6wyiOhYjWudMaWUkhEBkWpGZVkxlGD24kWjd75Bt81G9RyC8g99UPx3IzZpFqq2dXdddS9vy5X/29ia2bmX9t7/N+MObJh/L9vay8o1/TeFp0tHt5wrUxoaf6mEc1lhryM7tRRrJyKb1tM7qTrqQa6PEfjtBqcbgAxvwCnla1izCyWcISiP4uQKmNAptU9ubTYfWBrXqIuSuO2npWkWmrSsRB7geqWIb1mhcP4WOYhAC08jPddIOwljqFU1crZHp6EJoA56g0YOFNQbluhhrQWtEw2rWAiaKkRJEugUdBBBrlDTMOeWYZPLDUUmBc2++r3WwwiK0wegIKRS4Iun8kg5WACbEzacIxyaoDY5w7AfeT1Qaptq/Gel4SC9HfuYqZMtS3HlF0rOPZutNV7DrrusnFdTS9Tjxr/+JfM9sALyi5IR//yB3ffxTrPvqVwFIdXRw8n/9O24+RXHGvGm7J4ozFxBXa+Rmz6Jr2dFsGdw95Xrdy48mro894ktgGHrgt/Qc90qcZ3HxosnTCx3WqPSvY3TTdaQ7FiKUy9ADv6FtyVlI5SYxFvluvHwXca2EiQNq/RvJzToKXa/jpFvQ9Yi4EpHtzKNNIlaw1qI8P8mDbLxWElejUcoinH0ih72dB7ZRBLZmb2GXyQm3JJvbwQoHjMQSYeIq6fZ5WBMjhKR12TmASYQWcR0v20pUL1HduZ5021xqgxvx8l1MbLt9v33g+LlGMabJsw3Hz5KbsYJ0+1ysMUjlIaRELzmLcHATtj4OgLjv64RHvBqR7sTPRGBB+n7DcShGKoeGoztgks5HbSbFitbaRLAjEsGCMUkhMcHuy0SWAkwi/LENIYQVCnBAWoSw6DDERBHSkahUHmYfAxaE6zG+5Q76rvkK817yz3SfeAnoGGsNys3QveblWB2BEMT1CcYevpmWRacQTiSTVfXRnWS6llAd2HDAfirOO57y7gfwizPw8p04/jO7yPVkIYQg1TqbmSe9hvEtNxNM7MFJt9C64GTcfGfi7PEsJBzvR2U7MGhEdQIZaoLtuzFGU5i/AF0awWAwNgaenfvo8SSo14FEhLD3/n2qnPa9QoZkBZI4O6GSSAoS8cMjb/8FiaBRkIgcVDOK4rAhVWyla/kaBtbddcCy1rlLSBXanoJRPTnEQYXB239Meft9LHzJB6jn08x9/vPR9Trl/j34uQz5fBpbG8VGE4iWLozKEEeWOAypDo6R7ZpBdXcfbirD7LPPxsm4+J4kxkfYiHhwA24cwcFTDafFjPcT9z+Af/b7iB76HemF53Lcq99JXK8SVEpku2bgeX7SPJPN4XiZ5DrB99BxgHR8lOsiHCdpPNB68v58r3tackGfiCOsMSjPQygXtfd6uXFds9f9xcQRQjpIqfByLUnEZVBHOCnAYmPBwIaHufXLHyGuJw0IyvNxW/Kc9qn/x23/8q+ThUyvWGTNP76XrXf9gegRhfSZq0/8Mz7ZwxM3neWIC9/ArrtvmHL5yhe/Bsc70JEutjFBTeDacVKOAaOJJ6qUtu4i09vLjOOOQzkpjA4Sga5UiSBmmuOzsBYvk+K6d7wTv1hk/sUv5qr/+XuWveAVj+v7bdJkKqzWBCMj0y6vPo0K7362yPxTns/D1/7igGWpQhuF3nnTPlfHIa3LlxCMjONlXTwpCUJNZdt24kKR7MwZpDrbAXA8F6MbwnoUOgoTkfAUGGsR0iQRRHFAVLPc99MvAIlYCh0w9OBvmXnCq3FSeeLGdeF01A/yWTRp0qTJ051DFjoMDQ2xZMkSALLZLKVSYttz5pln8qlPferxHV2TJ4zqyACpQuufXM/EMf03XU+x08PpXopsnf2oti+z7Yh0K3Z8N3pkM2ZkK6pjPrJrKSJd/NMbeKoQ0H7kanZfdx3BJa/Ab2l5TJux1rL9t79l049/TKqjgwUveSm5WbOoDw+x86qruPOjH+Xod7+b/IIFj+/4HwNerkgcJPZZbvrpL0Z5OhJXJ7AmZvPtV7HqgkvRYZVKJSDVtpioVsNmArqOOQIqe5BpSRRH+Nk8vqceU7qL67qEtRq6YzUp18UlxPo+Xq6IojGRIV0EGqmSriprJcZKjNWINCgHdBRipWi4jOzLHI9rSS6ysQapY6zroVwXmXKI6xZjYqLaKFiF8VLYyEJtFL+ra19ebxLiC5HGWANxTGSipLBjNHFtDOm5SCXRlSpgGdv0MGMPPcTKN72W4oKTEQjCWo31V/yc+370RZ77gU8xselK5hx7Om3zllEdGUQqhZ9vYWLPDpxUhrg2Qd+1nwPpcvqn/x0dikZnbZ3hB36C1Rs5+pVv4w///uYD9quTytC1cDWptjYcP83qi17Ptpt/h4n3t/R2M3nmHP8cxjf+er/Ho8oQJqpDU+jQ5GmAtZbq4CaG1/1+7wPkeldR6X+Qwft+TsvCU5B+jqF1v8dGdTpXvxhrNF6+HWs1iDTWSpxsDuEoNAYhQVcr4DjEQiQWilJiggDleUm3p5AIY5LOdpmIn5JOd3hk5i/GYKxFOqqRIWwwcR2iAOGlcdxiIpCSLsZE2KBEZc96Mu3zsNYwuul6pOtjdUxcL5GftZqhtb86YD/kZ68hKA3g57tRXvrJ/AiaPAWYOESHVXRYRSgH5WUOKNzrTAfR8gvw0jncXAfWSbPxpquYe8ypIP2kAV/HyflTumCT86F4hBGewTas2SWi4eb+SIcm3YhCEUoh9lrCW2BvcVAITBwjiDHaNrrwDDhphPKIAk1Ur+JOrMPWx7EzVpPumM/s896ROJRYizWaVOd8LJbBtb8kLPUjlUdu1lG0LDwZq2P2+syPb72NzlUvwEkXKe26DxsHKD+XRL4Yw+impFsq1T6fziNe0BQ7PE5I5eIXuulY+QKMDpHKQf6JGJ1nOnFpECHTpDyPehhSKQ3SeuzxIASjG+6lmJ1Nyk8RByE0j9mPmb0RFVKpxvn4QHFDIkY0QOO8LGg4stmG2ME2jnG2EbujeKRDiWxs02mKGw4r/HwLp/3df3DVf72D0a37XCwLvfM4872fJN3S/hSO7oklrozSf+O36T75LxFGI32fW77+b4S1CvNOOY8VZ78QM7iRUBYht4B6ZZzS7rW0z1uKl83htRTJtBXJZmqI6hDYEJleSGwVNqwTTwwi892Ix+iSZOMAM7ged9bRhDd9EXX636NMjK3X0UKSa+vATzno2CK9NI6IkY6LEBKjY4xtWKnHEqUkwujGnACJw6I1NFSbSCHB9bBKo4MAmUon7i0kXf42ChM3RkQjqsugwxDpCAbvupfanj3k5sxh6+WX03nsGjqOXsn5H/0247u2JN3FysGGGqeY4+h//QccN42XzVMdH+ChK37AwEP7osWyHT10LFr1Z366hyctcxdx3Gvfyx3f/J/GdRtIx+WEN36AwswDG6N0GCKswUtJjIBazSBaO8l2ziBVDxBhBU+FxMbF9VyM1pPRRFORCNAlY1u2cuwH3k+9OsofPvxm5p58Ln7+0TXGNWny56BSKdpWrmTkgQemXN55/PFP8oimJ93WzhEvfT3VkT30rb113+OtnZz+9o+RLk5//pRKUatOkM23oOOYMApxuntondELcR0ZBViZiOF1GJNKp4jiGOU5Uwqe9iIMWKuxFqJAcMNn3k9US1yF1rzq7QQj69H1UhJvmMrj5vM4mQxxtTrl9vJPk4bMJk2aNHksHLLQobu7m8HBQWbOnMns2bO58cYbWblyJWvXrsXzHqNsucmTTm10kGLv/D+53tDt1xNV67QuefQih70IKRGtsxDFHuzYTvToTvTQw4hMO7J1NrIwA5FumcrR9SmlY/WR9N14IzuuvJJFF110yM/XccS6r32d/ptupPv4E5j5nNMQjQmgXHYOi//iL9j0wx9x3//+L8f9y7883sM/ZPY6e9TGh5tCh8eI8jz0WET7vGVURgbIpiSFjh6Em8LPFMBodBQgUosgruOMbcdpmUm47R78pc85pNeycUisDcJEeHGZULXjZFpIZyXGaKIoRDkeIg5wMil0rImCGko5WBOATro/BaAcB6Ia0kvtc1zA4kiFNRECg3DTWLG3CKMRwmItuH4BSEQP5dEBivMXIYxF6xDhuI06UYSwSU6vkRLpCIg1uA6uLJB0xkYYoYjrFaJswJwLz8dKh+roBPWJEXbcfg1uKsXzP/wl6sMP0rLodG74zEfYs+4u/FwRYwxRtcTcE8/Bnv+XGB0RlUcIx/up7DjQZcjxs8w+4VWc9KZ/5s5vf3IyY68wYy7H/sU7qe8Zpnv1MQDku+fwvA99jZs//yHGtm8EoHPZURz36rdT7bv9gG3D/tnsTZo8leigzOjGayf/rbwMYWmQlkWnMbbpBsYevpFszwp6jn4ZYXmIuDaBky5i3BTKVSDqOJkOpOMn5zBjsHGAk5NIN5ucu02cHDt8D6EUjlDYRsEkcYKxCNuYME3McPfFWDSKLxbAxmAtynVBORhjiOtlpJSJRbYOEEKRnbEMa2JMdZzczFW46SIqlSesjBJVR9FRbb99kJ+dZGTuueP7tC45k8KcNc/aLupnA3FQYWLb7YxvvW1SdOBkWug66kK8XOfk8TkuDfHwZf8OwPK3/Ij6xAS9R53MPT/5KjvvvpHnvOtjtM5eAnuLfDS+m7oRQQFI5ezrerZJVBNiX869cpPvmdnr+CDYf6K54XCiNUg36bAUyuL4qcQRyhqwEjIrAZtYYmd8/GIPQ2t/g1foZnzjTbD+enpOu5TOVedPjkFIRX10O36xl64jX8zY5psJS3sYvP/XtCw8hRnH/yVYS1wbZ3zrrQRj++yi68NbqI/uJNez7En5zJ4tSMc9qNXts4nRdVfTefyridIFfMZwFqxsWKhD+9IjccJxIj8H4dQTsE2mR2uN1g23Myknjz1CPFKIYDEmER/uPSYl5+VEbCVVQ8DVcGKSe6OoIBFsCYExGtdtzvsczuS6ejnng5+nOjJAeXA3bqGNYncv2baup3poTyjVvvWAJRzvxwqBUoo1r3oHW2/8Lff/5EvYKGDFOS/GdzMIxyPV2kbLzLnoKEaYiFxLhjiqobqXYaVAxiFIiS6XcR1JfMdXcc/5x8cudKhPIDsWEY/sRBxxIfr6/8U79i9wM12oTCvWGiIrMMQ4OsBRCiuTIpeJAoQUCKkQJgAtsMJpxMKJxjW3QIrkd2/CAOG4yXHCERBVsF6GvQ6PpiGUko2ILh2FYDUmVhSXLaJlxWJMELPyb96AFSE6jHFSGdb/9ocMbbqfuF5lyXNfRiE9m+Kyhdzx3U/QsfgIelYeS3VkIHnDQtB79Kmc8Pp/INvx7MyE97MFljz3ImYfdwbjOzcTxZqOeYtJt3RM2cEdhxWEVPRv2UTP/IWk8gWEnwEs+BmIc9iJPjzPIYgswnFRjXg1/ug6FJF008dBQGHhfLbdciV3fP2/WXreK1h23sU4zfn9Jk8CqdZWjn7ve7ny0ksPWJaZMYPcokVPwaimJ9c5gxNe/wGqQ3uY2L2NdEs7ua6ZZDtn4OXz0z5POA5UDBqBKw1uV2/j3lSgYxdchRjdjizORDsptLEo10vuIY1OrsVE4oppacw7GkNUqyKlIKjUuO1r/8WeB+8g09bFmle9g2yLS2XnnsYAkmu5dGcnq978Zu75n/85YIwzTz+ddEfHE7DXmjRp0uTJ4ZCFDueccw4333wzRx55JH/1V3/Fe97zHn784x+ze/duXvOa1zwBQ2zyeGOtpT4+gp87uLOCNTF9V/6aVC5FZtFRj/n1hHQQbfMQLXOwlUFMaQ9611r0rntAeYhsBzLbkbhA5NrhKS5CqJRP55FHsuMPf2DO856Hl3v0XW1RtcJ9//tpxjdtZN4LL6Bt5YoDt+95LHzpS1n39a/x0Ne/TuaFL3w8h3/IeNlE6FAfG6bQc2hiliYJUVTHmoh892y2XP8b2havYsbSArY2gLWg8XA9gdDlZGKheznh7rU4c47CGM2h9EHZKES5DrWaxBifQtoFQgQSLRVevhWsBh0TmyRjN7GflahUMenOwiJcBx2FSRHSmknbbQEYKTG4DScEi5ROo6hpkVikLid5kKUAmU2TbutASTfpcHXcfda4QiYTrFIihSSuVlG+RFqNdVxq/QPElQnclnZiHZPvmk2msxvHU8hbP0N6+bm0XnAJAg0mJtt2Bld9/L0MPHQPAEF5fHK/9B51KvWhIfyWPNlZqwjH+6fcf7k5R6IQzD/l+f+fvfeOl+Oq7/7f55yZ2dl+e9FVr1azihtuuIApxoApAUJLIAmEQEh5SMhDChBDIIQkJD8eShJCIIHQIYRuinHvlmy5yJLV2+13+0455/z+mL1XkiUXGTXb++YlLO3O7sycnXLmnM/386HvjHVUD+wDbYgrNVJ+kb5L1uFkEsGP8jz6lq3hBR/4F8JaBSEEju8ztvHr6ODIzMpUxxDSbVcftjk9MHF42HEaBxWMDrEmpn/9q4kbZcAS1SZojuzEK/YjpMTNdmJ1jJReEssdNtCRAaEQSiKUIqzXcVIpVMpHOclErolipOsk0gVtsFKCpDVhIls5v2Imy3s61kJIgY2aWKkwYdwagxNIJ4U1OqkYFankOoZBConIduEiEMplYvMvqI9sJtO7hP61ryRulpL4nmw30k2z/7YvAjC19XqyA8uQ6Y5T8XO0OcFYa6kNP0Rp+62HvR7Xpzhwx5eZdf5bcFuOYsI5OHBb23UPbs8yyvu2M/vsi1nx0jfhpHysSSIrWloHhFAIVyT3wpZLSasQmiTrQiGETCyijcG23I2sNsmEorCtSul4pipahxHCadlIS5C4iQtUFKF8H+WAsDoZiE7lsFaw+b//GMfL0nfua8jNX091+13s/O7fMOvytyO8NGF5H7V995PuXYQ1Fi/bRWHe2TMCHx030c0qtZEtmLB6mMhhmvLOO0l3z0c9xYmaNm0eDyEkMpNBN6qUSxU6+nNQG2lZr+cZn6yT7fQR9ijxCm2OShzHrF69+mD/e/rPIZnstuUCM9PXT1SGmDCceQaQSiXPJY5sXebEjGuDNQbHSYaO2vEUzwzSHd2kO7rpmLeUjRs30v84lajPFERromfywV8w54p3IkQFjKV7wXK6f3sF0nHZctMvWHD+pThRHYQkDCw6CFBpH+n5ODJCRFWQilimMfUKqrQXfd/XcM5/G2SfuljEBlVw0thdt6LXvZnq7CvodnNIG6OUxWiDReL4PtLxiJoBygqsSGIQhFIIE5FEYiWOVMpRrb6KaHVZkpgaKyQYk7gxCoVFJYJOaZPILtm6dpgIogaO62KlRxTUUWo6hjKmvO0mvOIs8rPPYHTbFg5sun1mfx7+6Td47rs/iogsZ77ot/E6C7i5PM//i08RN6tgQtJdA2S6h55ymz0TcPw0eX82mZ5B7rvvPub2DD7mddbUp3Acn3zPLDZf92MWv+BVyKCCNDHoKDkuU93YKMRTJvkdHQeU5LAKs0PuF9LzaE6O0jl3CS/+8BdwXJew9Aiy79n9u7Q5eXQtX86ln/kMd374w1R370ZIyaxLL2X9n/4p2ycnOZ3uTsr3Kc6ZT6a7j8LQAiZLJYoLFz5h38jN5girZSp7dlCZGmVo9XkoEyGVROkgccnsWUbYrKN1hKdAeT5WOcm9a1qkJA6eyVYIhOsk478Sznr977PuNe/ASacJxh+gtueO1rp7ZsYpleuy8BWvQPk+mz71KYKpKVQqxaJXv5oVv/3bT9nVuk2bNm1OB45Z6PCe97xn5u9XXnklg4ODbNiwgXnz5nH55Zcf141rc2IIa2WMjvFyj29FFjxyK+M7xulbs2JmkONXQUiJyPcj8/3JIHBjKvnTLKNHHkTrCBCIbDeyOITsnIvwT411bv95z2F040a2/893WPaGNz6pz9SGh9n4iU8QTk2y+DWvJTf3sUUDTjbD3Be+kEe++U3E4sWwZMnx2vRjZlrw0iiNn7JteLoj4wb53gF23v4LCrPmUegZpLx/L46fRvkZTK1CECYCBbeQR9XK2MJsmk2NE0+hjiHqwGLQRpIpFAhqDUb37CU/MBcTBUjXxVVRUoURhTheCiflJRm7UQOhLVGYWEkik8FL3YxQKYskTvIshEiU/9aAsOggTCYWTVLdJRwPrXOgDOlMAasDkD7oBriZZJA18cdMJolIcuOwGuUITBgjhKW0cxeZwQG87k6EsISjFbQOaIyNIPLdeGveAsEYcv+9mOwgpb1TUCwzsX3zEW1SHFqAo12uf+c7ufQz/0z3miuZeuiXSV75IahUjvz8szCE6HKTjrmLyHT1EzcaOKkUXuHo18R0sXvGhs7EIR2LLmT8gR8ffgw4KXpWvKhtjd/mNMIilDtzHtRHttK/7pUM3/MNavsfwPELuMVZFIfW4GYKWB0ilEvcrOJmisl1JKjj+AUEIVZ5rYdogZv2EMZAXE8srgHppcG0nByUwmKRLWkVxsxUh4rWJAvYVqyFRjipZOIFiQmqWCyl7XeS7VuCm+tER3VKO24jrk3i5ropzDsXlcoycs836Vp6Kc2JHdRHt1Af3YJK5RBCkZ+7nqC072BrGI0OarhtocMzEh1UKT1y81HfM1GTsLR/RujgZDrwCv2E5WH2/vT/Y/Fv/ht+oYvK8B4q+3eR7uojn+3A2mmrdouOo2TgvzXIlEwYtiYR1aP7yAcroCUkgh4hEktoITDTFddKEgUBwlhMHOMVCzieh3VdhJJYAXhZMBozvgNRHGToub9Fc2I30vXIFBfhd8zCyRSpjm6hvvV+VCpPccFzcPO9lLbdwlR1lPzQmaQKA1iraY7toDbyMN3LX0Bp+/ajtpc10czkaJs2x5vOFZejlEMcBXTMmkdj9ABxswZC4KZiioOziSvjyFzXqd7U054wTKzlk3gKZhwXDmXatly2JrmsNhgS8SI2ESibOG4JGR0cKQ+JubAHB+7b4oZnNPZZcs3PDC5N7t1GM3bvT+hbfQU6ihktT9G/fD3WGDpmL8Jah0YzJGqUsMbgprOJwFfXiSMIqg10EOFmgyRhJ98Fl/wxk82YHuepV8ELxye65+t4F/4ucsctZLqXsu+RR8j0DCIAv6sHJR10GELQBOUm8RLCYhXoZpiMuSGRMomwtDPRW4mLmjUGjEE6qhUp2eqjYEDKxA0GWqIom7hCKB8bJ0JNJ5VFB3Uo7cVxXLqXPxcZNzFRHT/j4+UKhNXyzD7d8Mk/52V//9+kKgJrwMT7mHzwOqwOyQ6uRDdcTNyL/BXa7ZnEtCvPY6GyHVhjkWFI5/xlNMeGiYMmjueDSZ683IKDUAotXIw2YKOk6KblznEoQgoIIhzh4OY6mNx9HSao0nfm1TNjOW3anGjcbJZZF1/MFf/5n0TVKtJx8Do7Uek00cjIqd68o+JmMshUiuHduxl8EstH1QncTJrygV30LVhOY3wYay1KeUgkXiGP8CQ61MiUQiMIa9XEgVnYo56/WIsUCiHB0Rrl+gTBTibuv2XG3VAotxVLeHDM2e/qYsnrXsfsyy9PxkJ9H7+7G5V6dsfrtWnT5unPr9xzWbduHevWrTse29LmJNGcSia0U48jdLBhndEbr8VoQ9fyZcd9G4RMKjLJJoNY1lpsVIf6FKY+jt6/Cb1vIyLXi+pdmsRmnERLeCebYfDCC9n905/Rf+65dCxZ+rjLD995Bw/++7/jpDMse9ObSHU98eBccfFiCosWM/mzn6Ff+EKUf2oq59x0FiHlzHHR5tiRqRyjd36D+ee/lqBWo7x3O0hJ3p9DdWQPJgpId/YxvvcR0o1usl19mKbGyXnEjRJxs4DjP7bN2aFYJEpArAXS9eiZvwijBSqbQ2uDbZWYSuUmgxuopLrDyWNiDTIZ3NDNBngZUE5ioyaT+q8Za23TqrZWKqmwltN2tSZ53WpspAkrNcY3b2Hw/OcgxaGDKYkoQ1gDOsZEMY2xHdigiZsbINPXx/avf40dP/wJ6b4+1r7njxhafQ6uq1A2xLo5gloXN773zyhv304wMUHnqlVc9p5/4KGffo29G2/CTaVZcOGVzF51Ibe8588ISyXiIGD8vh+z4Oq/Yv8NX6AxshWA7OzVDFzwBsbvu5aBC99AaetWUl1FvFzumFxbpOORHVhOqjiL8q67iBsl0t3zyQ4sx0k/vktOmzYnk6A8TG5wJZU9G5IXrKayewM9K69kYvPPiZtl4mYZE9Ypzl7Hvus+R2N0G33nvobC/LOQqQzgEgcNwkoTa2uJcCoKkZ6DTKeJawFOJotyUqBbFfAtS8Wkaq5l2Y+YqSI9aJsqsHEEUiKEwlqD1VEixIpDOhacmwiroirSSdG9/IVg4pZVo2Tvzf8G1jK55Zf0nvkympO7CUr7cfw8+dlrqR54kPrwo4RRol0h/EzFGo0Oa4/5flgZIduKY/DyPSx41QfZ8qU/QjcrVLffTn7BebiZHM3SODoMaI3Gg7QYrZFeZkako61GSudgpbO1YCxWmkTaI5Njn9b/H9Z7beXcCyEwOkb5KZRMHE+iRpO4XsMETZx8kVRaIFpCJdk1j6hRQfk5CvOTeKXyro3s++knyc5exZwX/RHFuetpjO+ksmcDOqjSs+pKRjZ86wiXCyfdgZfrIW5MHbWtcoMrkW03hzYnCJXtYvcPPkbPc36DuDqJtTGV0T0IoSgOzUfXS+hY4/DsmHh9KoRhCLRcG1rXk0cLHKw1iV5pJm6i1Z6JxUwyON4SLzied5hIou3Y0OaZipPtYuh572DvT/8f+37+adAxveuuZN5zLqU+OU59bD+5vllY7eObEl42R6MZUdqzjRKQ6x8CBBM7H0RHIT2LVhI2wDRDph76IkPPf8evtH3W8RFAY3g/7rwLyNiIdGcPBpU4NAiBiSOk66ObTTzfRXpe0s82FiEc4jhAimlZgzhYCTztpIZJntGlm4wbSNBBnLgy2kR4iRSJWFkKdNhM4q6qNVACE8c4UuJ1zwUTYnTMlttuYv75zyMY3swVf/YPPPCjr7Pr9l8iHYdFl1yFblbxsll0VCMoVfG751GYvYawMkp5152k+xYjaQsdngxetpP6gYdJdQ4hHYfG1AS10QP4nd24mRyunyGO6jgig0oJJClQKnm+ejQ2iSRVjsQ4AaVdd5IfXIVAUB95hFTHk5m+bdPm+JHu7SXd2zvz7ycS/pyuWGupT4zSLI0RB00ynb04uQ5sdZi+xctp1mtUhnejPJ90RzdGKnRlEhXUcVLZxBFQSbx0NnENfIzCU6s1YFpiV40hJtXRTz4+k6g+SapjiPzQahz/yHFKqRTZwfY53qZNm2cWT0nosGPHDm677TbGx8eTSa9DeNe73nVcNqzNiaPRmtCejiw4GvGuOxjbMUmmt5tU8fGdH44HQgiElwUvi+wYwhqNrY5hSnuJt98Ee7OogRWo7oU8asj4hNF31tmUtmzl3k9+krPe9+dk+/uPWCaYmuLhr36F4VtvpXPpMua++MUo/8mrIIcuu4wHP/c59v70pyw4RREWQkq8bLHt6PAr4HcO0nv2q2iO76D8yG30XfibxEajjMEIQVApY7She/FKrLGYRkjQmMJpVS5MPXITHQsvwEk/9rmm45jKgV2kCp1IIZBYrOtjrEQ4SYWoFKDDJtJNI1wXHetkTKQ1oagbdYzRIBSOn0EKhdUxNgrA8xMbtOlqVaUQRgOt+AkBOoowcYwOQ3SzSVSuIoDc7AGiepWU42KtbjlDKKyOiKoVhHTRYYCX6YMMxLUyHiFLX30Vc1/8QkrDe7j5368hKE9x0R98mAc/+TkWvvRlOJkMo3fdNdMGk5s2ceM7/4j5L38pF/3G+ykuWsi2b36X69/+zla+MJS27SHdNYc9P/1/9K5/Od5Fb0IIQf3AFnZ+/2+ZddnbsMZQ2rYFv99QmHf2YermJ4NyfZTr07PiRVgTI5R7xABzmzanmrg+Sbp7PnFjisb4DgDqo1swOmTg7NehwzpCKqR0GdvwPdL9i+hZ/1Kkl0Gli0gToqd2ojpm43dlAQVxiM0UkUphjSGVy2ORSd6vbV2HpEriKIwhjmOUSiIvWgqFZONalYPCcZMJZR0hhEC5XiJ8dFJJHEZYx0YxMp0irA6DsbiZDqKg2hJHxISVEYbv/jq52WvoXHIpteGHCGvjVHbddVh7KC9LXJ8iEALlZZ+0uKzN0wMhFcrLPqbYwcsf3ofL9C/hjLf8C5Wdd1Pf/yB+11xUrpfCrPkASKnQcQhaJxFQLRFfa9ogsX6ezjuGmYnGxKXEwLTtfiuyZfrYt9q04liSSQgpkipqLCjPYiMHIdMo1bof6yAR6Cgv2Uc/h5AuRodkBxaz+A3/gA5rBOX9RI1J3GwXyk0TVUep7N5A35qrmdp2C2H5AAhJtn8ZuaHVCCeF4xeIm+XD2sXxC2T7l7XvaW1OGF5xgMGL30JgJXEQUBkeZmDNhVhrmXxkE9Jx8FNO4prS5jCmBQ5SyoMOSY92cDCaQ5+VjTWJeHnaZUbIpIIXDvt8W9zQ5tmA8tJ0n/lisrNWMHrHNyhtvZmoPknX6heQmzWHwtBCKttvY3zbdXiFATpXPR9XRWT7Z9OYGCWoVFGpFP0rzuHA9Tcxesvd9J29Hr+o0PVxdNjEBBVUpuMpbV8cRaTO/Q2480vE3svR2RzKnY6SMRBrrNUox8XJZZLILEPyPG80FoujFBIB0gGpZgQOM2ImKxAtESfaoHWEciTYOOmrW4mNLZExKMdBWENYKiOwKM8ljgKCco2wkeIX//he4madc974J5R3HGD7/25gyesXsv7Xf491r3snweReSg/8mJ3fei8YTbpvEdnZq5CpLFFxnMktv6QwZz1StUUOx4JbHCSuTqCUQ7pnFrnZi4jqVYSA+sQofjaPtWCMQgiNFEcO+09HCMb1GsZGSDdH5xkvZPs3/oz6gS2c8dZ/PQV71qbN0x+jNRPbH+IXf/sH1CcSNwohFSuvfgvLr3ojJq7hd3Tjdw2itSZuVrFRiImCloOuxAYa4bgILEeVOFiL1THCWqJGA60DHM/FsQ6V3cN4HYkbbaZ/GW6m8+TtfJs2bdqcYo5Z6PC1r32ND3zgA3R2dtLT03PYw7UQoi10eBrQLE07Ohy9+tjGAcG2O5jcV2Pg7LUnccsOIqRCFPqRhX5Ms4qZ2IHedSd6/wOowZVg3RO/DUqy4OUvZ8tXvsKd1/w1i1/9a/SefTbKdajs2sWBW29j3w3XIx2X+S+5iq6VK49Zg+F3dpJevJidP/gBsy+/DDdzbBOuxwsvV6AxOXZK1v2MQWXIzl6F37MQ06zgZTvBanI9gxT6E0cSEwagFNsf+CFDs/up7H6Y9OzVVPZsINO35HGFDlO7tvCD972JX//8z7FaYkWMS0RkXIRVmNaAp+unEUKgW5VaQiqsiUFI3FwRQVKZEUxNoRwX4Ti4qURIMV3ZZeIYawxK2mT5ZoQWAhOFiXU3EalcGsfzuPeTn6KwZAkLr345Omji+BmwENUrmDgADEZH1A+MsvvHP6b3rLPwu7poxBHZWbMgJfA7OrngHe8nlS3wwGf/nakHH8K+5CoqO3ZQXLKE0pYtM+0Q12ps/fJXeORr3+DKb36dbd/61ozIAZJTsHPF5Yzf9yP2/uKzh7VhZtYKMgPLCMtV/O4uavsfIN09/5iFDjPrkhIh2wMzbU5PMn1L2H/bFykuvIDC3LOJgwrKy2JNzNim7xNWRuhddRVj919H54pLkwpuIanu2YTXOR/hZbCdiwiDEFNr4OTSCGEgroJIIYUE4WCMRUc6qTSYtue3iZODclTL2eHgRC8kE7ytlPDkv06SI2yjWiIG02Fiqw242U6MiXDTHTQn99KY2Em2fxmD572JsDJC3Cgl1elBjcqeeyjOP5cDd37lsLYQ0qH3zJcysfnnAOSH1pDuXdh+8H8GoVK5JFbowZ8c8Z50fbziwGGvVUcP8Iu//UNe+OEvUFxyEWF5gr13/oLOeWeQ6e7HeimksAgdIkn6pUDLkUG2BD6JsMG2op6sbc0RHFKInvzdzriZCGtn7lkm0tg4BBNgrcLNJA5bSoCNIozjEWuRGJEEDer7N9MY2UZu/jr8nnlENsY0ymT6lhBUhqnu2YCT6aRz6SUzkxo6qJGfsx7VElbWRx9hbNMPGDzvzQye+wbKu++hum8TALlZqyjMWdd2J2pzwlHpDjKOi66X6Fu1PnE1EYKuhStQQQmT6Uaa6Im/6FnCjINDy1VmJgJqWkBl7cwfIR4lxBIicWWbdqAJmqh0BgAdNPFO0bNnmzanCsfPkZu9kkz/YqJmDWs09ckxCnmFMA06Fj2H4qLzkv6tNbh+llS2SHFoftJXtRarNUPPv5zynm14Yor9N3+L/gvfTLNcxkQVVCo/81z9ZAmqZUyzTuT7eGe/Hhs2sDSJGgqVSmNV4rZggwiZUYiU33JoANFyZbFhRBzUESmPuF5BpdKJ25pMYmus1tg4xoRh8poAN52GSCf9FwFW2ESwoUPiIOmrex15dFDD6gDpubhuN/WpSS7+/Q8z9eDD7Pjytxi67DJ2/ejH9KxdTRxuxfEL2Ead0sPXz+xjY+QRmuO7WPiqayjv3YCQDoV5Z7cjEo4Va1GZPEI4EDVxhMDt6AZjSBc6iSvjWAxSQVQN8Ir+EZ8HS9yso1IORBa0ZeqBX1Lf9xCzLnsbKnVqIoTbtHm6Uxs/wI/f/1vEzfrMa9Zodt7yE1Zd9SasV0geGHWE56dJ+X4yVtysgA6JwhgnpRK3Bs9LRPbTjpjWzrgFWgtGB0gvhWlEKOlh0ETVMo3JTZg4JD+n7b7epk2bZxfH3KP89Kc/zR/+4R/ytre97URsT5uTQLM0gXRcVOrotrR6371M7Z3CxJriwvknd+OOgvRzyFmrMEEVM74dvet2upWP8UNU94ITmhnq5rIsff3r2X3ttTz4hf/gwS/8xyHv5eg/91z6zj7nmFwcHk121Somtm9n5w9/xOJXveo4bPWx42XzNEsTp2TdzxR0WEelM8RhiJPOE0URKqoj0RhAqzRx2MSEIfOWLkIbS2be2TRLBwAo77qTVHEWyksf8d3NyhS3fe4jmCgkCk1SHCoFsfWQjotUTit502CiJgaBDiOUn0FNW9QKlTg72CSr1y0W0M06Ulji2OBlEsv5ZKDUIF03mZu0FuXLxPbWc9FhiBAZ4jBA1xuc8aY3Jo4SjTIq2wHCAhLHzxDWNCbSBPUp8t2C1b/zG2griYMQYwwGkJHB9zJEzZib//K91A8c4DnXXMNdH/0oJoo45/3v54Y/+AN0s3lYm5z1J39EWJogrh98gPCKRYoLFzJy94Mseu3HmNp8A1MP/BykSip15p5JHDTYfe0NzLr4XEo7H6K8+278ztkHJ7HatHmG4PgFcrPOZGrrDSAkysvSsehC4sYkUaMEwOTW6+le80Iq2+9m4oGf0bHsueTnrmH87m/i9y2gMP8cXL+IVRLdaGA1CNcHLw0W4jBEOk7rupKIf4zWSda3nRY2HFLd3iKZ9E1idkwcJtnCrcp5KQTCGJr1Om46gzExJqhhEWT6l+Ll+2iW9uJlukh1zMbvmktYHkalsnj0oaMG/We9hvrww0TVMZxMJ+meBUS1ScJKUlWh0gXG7v8RfWtfgWpb9D8jEEKQ6T+DuFmhtOO2mVxSJ9NJ/9pX4h4yed8sT3L9P76XyZ1bCMtlpJIIYPayM5JJhLhBWHfw/AzCdRCtahsnlSbxc9AI6SZOC9OqhpagIYltEdPShuTvWmOFSaonhWg5OgiEkkjlg/UQ1qLDEGsFCAcdNXDSAtdGEAZYv4v0wBL8/kUIxyec2s/wrV8Fo8nNW0th0XmkexYSNysM3/U18nPWJTalInGN0kEVgFRxFgNnvTYR6glF5+KLKcxNojCUl2nfC9ucHByXqDQOfg5Rm8IQJ68Lj4bM4NQrWCf1q2dsPgMIggAlW24yhzo4CDEjmkouP8nElTVmRkpohUCKg9FRQkpIZ7DW4jgOqi1yaPMsRropUm6KkYfu4dprfpfXfuZ/0VETVApiTdho4PoZRFzFWkOsweAgHBcdB8T1GoVCmqA0Tm7+enA7MbVJKmMPke6ahzwGVwcdhcRBFSeqYF2FlT4ilUMbiY6aSNdFKYWT8jGZCEFL9DCdBmdNktPuKJTMEocBTjqLdBxaU2LJc71S4Dg46TQ6ClvXEwmuhDhKonC0xlqBTOeTSDlrMTEIXISbJgojsJqRX97Kvf/0T2RnzeLc97+f2/7qr+g44wz6zl1DacdPCMsHyM9ex6LX/i2jd/8PUWmYzOAZdK95EeV99yKVS9+5b2iLK58C1sokmkRYnHQBUxlHCIuxINKd4GZQ0hI3Q7xicUYAxyH3D4FIBCYmxlpJbc9GKjtuZdHrPoZXHMLq9h24TZunwsgDdx8mcphm4SUvRbouUaOBmysQN+pQGm0ZbglsphOjTSJySIZJkEoeFomIEIlofiZ+LIWNA4SVaGvY+vVvMXjhSsK9DToWP5fayGbcTAfSeerzFW3atGnzdOKYey+lUokXv/jFJ2Jb2pwkGlPjpPLFo9rSWmuJ92xg/EBMursLv+PEx1Y8WWQqh5y1GtMsE+5/GL37TvS+jaiuBciueYhs9wlJtXAyaRa8/GUMXXoJtb37sMbgd3WRGRgA+auvUKbT9K5fz66f/IS5V1yBVzg+bW7q48SP3ISZ3AWpLO7Ci1C9S466bCrbdnT4lbGaeGovXjqPjgN00EQoh2azSVgt4aZzeOkc6VwebTxqI8OMbr2Nrv6kylJHzcR54ShEtQqjD20AQDoOUlgsSVyCkLI1t2JaueICKR2Up1COg40jhOO1hjgs1oBUTpKv6fqYIMIt+DPKYAE4qVTynSbGxHpmHWiNJJmMcZTFzTng5AiqDVQ6j5StgVWrMbFGeh46bLDhq59i9ZW/RhcaObGDVLoT1buY0LjEDUFzokRt/35W/PZvE1er3PWRj1DZtYvBCy+kuHA+L/ry59n2ne8xunET2cEBlr3ulfh9/fzsbQcdhFIdHVz2L/9CZmCAifvv566P/iNn/fl7KS69AFpWnmG5QunhXQyefyG1sduSD7bea5t0t3mmobw0nUsuItu/lNKO29BREx3WyM89i9zQGqyOsHFik5idu4bc/HVIJ8WuH32Cha/6IEHpACbWhJVSMlBqDW7aBZlUsuMoHCkI68kE8MwEqbWYKGo5PABMV8IfepYJjIkRGISjwOiket7x0EEyMOClPRAaIVNILwPWYMI6TqabXKYjsVsNaghBMkhqDW66AxMHjN77faRSOH4BBJg4YOKhaw+u3miaEzsxYb0tdHgG4aQydCw8n/zsNUk0i3JQXgbnUVVpjalxxrbcC0BQK5HKdaDSBWLpYaIGIopJFTMYa1FCoIVApbKt4znJurdxhFIt699WpfTBZBZ7MAaKlvuPEDPVnTP3W5u4KQkbAyKpyIlKmDDCzfgYK7B7NyKaU6jZa3FSRaybJg6q7Ln2k/SsfxnpgSUoP0dt3yaC8gFUKkfvmS+lObWf8Qd/THboTAbOfh3WGoSQmDhk7MFrCcsH8PK9dC69lFSuD+m2B8DanDysjvHSHrE1RM0GzWoJIQSpXBG32IvSdaz37HbMCsMAISRKyuQacsh7M+4NM39PRsTtjNjKJtFUreWn3Rza8RRt2hxJWKuiPJ9wahiZLSCCCsL1EcLQKI3iZwuYOCaoVTBxjJctIp0UuY4iUaOE17+M/btvItp3I7NWrcJEjaRvcAw0K1PUR/ZRzDkEVQ35AOH4KAV+VwdYkVTvRiHWWKSXAjRSSHQUJ3nuXpLjLm0SQQkWqw1IgRAyuUJMX0uEQDoOOopQMnnmtxZMvYL0s5g4hjhCC0PcbOClfJx0BmENlW3b8LIZcrOHuOxf/5W4XmfrN77BGW95C0OXPJegsgXlZUFKTGSJrEtlTxc9qy+i+8w1KN+jp3NWEgXptcVWTwkhUFYTRyE2igmDkKAyhVQOXqjxil3JMr7EWo1AzfRVZzAGoSTWOkgRkpuzhML8lYTVBuXt++k844xTs29t2jzNmdz58FFfV46Hjg1uShIFDYgjgiAgqE7h+BlSscXNFbAmRnrezHVfzDw5tpi2cxAyOYdxcLNpxu+/n1nPXUdQfpi+Na/EGo/y7hux8849Kfvdpk2bNqcDxyx0eNGLXsSNN97Ir//6r5+I7WlzEmhOjeNljz6Zbsr7MdUxJnaM07tm5UnesieJl6OWnUu6mMWW9qEntqNHNyf5xdkeZLoIXhah3Fa1i4Y4gKiJDevYqI6NmmA1SAeRyiMLA4k7hPPYg2pesYhXPDGK875zz2Vs40a2/+//suwNb/iVvy/eu5HooWsRno/smoetTRBu/Bbe6pej+o98aPFyBcoHdv3K6312o9C7bkcsOC+pEEl7NMd3YuMmhf75KCdDHGiCxhS3feH/Y81r3sHA8tWUtvwAgHTXfKSbOfpXW4OQEmsMUkniZoByWnngeAgpsGGMcn100MCYCNnKupeehzW2lRtuE9eHOEIqRVSrIl2vZTN/cFLGxnEyINKqPLWIlnOKRSmFUC7N6hST27cQTk0S24iFl76EuNlEuS5CORgdIhyH+vgw61/7DrxglHjrdcj+5Zj8PKoHytz7g/9g0Xkv4abf/yPS/f0sfcMbGHzOuZzzwT/HzWYw8ThjD32TjrnrWfXbbySu1VCuQjTGCUu7uOhDf0Fpx04yQwvIz59PZmAQISWdK1Zwy/vex74bbuLc9/8l3SuXEzcDmuMN3GwRwwHiWiLsyQ2diZTtioU2z0yUlyXds4BUx1CS3WstOqgwfM836D7jCpSb4ZGv/V+iyigAXSuvoLjwbLb+9/9hwdUfQUqDm3VQbiqpY280MK7C1MpI5WKVwvFSieZPJAb9QkkkzkF7Ra1BqWQipmXtL1vXFmOSfGAhFbgOwlqEl2ROSiEQSiWTOVImle5AVB1BeWmaU/uJ6xOAISiPkMr3IVMZ4toE3WdcDliMjmiMbWN043dm8t6n+wYARret0Z9pSMdDOh7u41RShtXKzN933/YzFl32csqjYxQG5qFUR6sw2iYVk8a0HBjAxGFrEjGJQ0nyjQ1xM8BLp1sOD7r1zQcnOQ65u844QFgLwnFQSiFJgRDEjTrKSaE8HxPGCGFRxVlQ6EekOxBCgeNy/2ffiTUhu3/4D8x7+Z+jdYCNm6S752OiBo2J3eQGV5AdOAMnlUN5aUwcMLXtVkrbb5nZrmBqLwdu/xK9a15Otv+Mowqg27Q5EcRBHambKM9HZDx0aAGNl/URcR0dNRNHkmcpURQhpWxFPx3EGHPIULdFHxLdZuMY6ToHRRGHuD+0BQ5t2jw2uf5ZBNUSUaNBKt+HcByCqT3ooEq60I9SGummEE4G6bqMbryXyZGHEUpSHd7HI9f9D5e+5+NYE9EcewC/cw7yccaUjorRbP75//CcN74TZ//DNBpd5GYNoqNwZnwgEQiD1RodNpKoV2lRqRRWa6RUGB2DlCjHQQiZPP9D0h+fibxhZpJMKZX03aWDMDFWujSnJrBGJ0IrP0W6owcZ12kO7+env/N7NEdHWfjKV7L299+Ojg06iFj9zt9DpVJU9+0hP3sZNiygfB8dGGq79tJ/1rmM3H03VqSY+7znHcdf79lJVK+gpE76i7qJru/FdRXp7kUICdoYhDFIz8FqgXXVkUUdQmC1JW42kwpx4RJVI7Z94zv0nXsuXq4dXdGmzVOhe/HR51G23/gDznjeS9GxxVWALyFqYpwAN9OBm04R6xilI1AuVuvDCkkOFo0k4jVrDBiLbgRYrSnMm4f0FKnOXkbveZDsUIbc0Op2UUebNm2eVRzz7M68efP4p3/6JzZu3MjSpUtxnMO/4s1vfvOT/q7Pfvaz/OQnP2Hbtm34vs+6det4z3vew8KFC2eWCYKAj370o/zgBz8gDEMuuugi3v/+99PT0zOzzL59+/jABz7AbbfdRiaT4eqrr+b//J//c9i23XbbbXz0ox9ly5YtDA4O8o53vINXvvKVh23Pl770JT73uc8xOjrKGWecwV/+5V9y5plnHmsTnfY0So8tdND7NzE1qtFhRMeCeSd5y44RN43qW4LsWYxtTmHrE9hmBT2+PRE2HDLIjHDA8RBOClw/qQ4VSRWpDWroPRvQ++5FzToT1bfshDhDPB5OOk3/ueey5xc/Z+4LXkC6t/cpfY+1hmjrdeidd6B6FqPmrAPpJJWv228mfPBH+J1zEI9Sz6eyhXZ0xa9ItneQwK5HNxoANCaGyc9fixCCRnkSG9YR2R4q23ez/o1/gInqVHfdBNYiXZ/c0OrHzPJ0bcDs9Rez+85fcsd//D1nvekPicMQAShlsEJiYoPAJI4PXoq4UUc6FmMU0lFJlbU5NK9X4eUyM5OHVkcIoRLRBAIdBknViATX9bFxiBWSZrmCiQLqB/aT6xnEmb2AOGzSHJ8iW3BAeS2L7hDbrOHIDI7K4vR0orND1CbLNDbvYv+NN5IbGqBWGiY3dy7lRx7hnr/9WyZe8mJW/M6baExsIqwkdvQilceU92Lu+jImakLL+cKXDtmB5YSDi9HxMNb2IZBk+vu59LOf5bq3v52b/vg9QGLV2bV6Fed+4L1Mbb8VAK8wQKo4eIKPjDZtTj3S8dBBlebELkrbb8VEASZqEocNFv/63zG+8YeUt95CY3QbnSufT37huYzf+78U5p+JW5hLGCb2tsJJEZUqICWpfArhOMnkqwR0hJAuVsdYZMtuUSU2uYCxJBM3tKrgWwIr4XhgY2wcoXWICWrosI6X721Z/id23RgDUiUW/FZjgjJBaR/SSVGYs464WaGy524K884BIajue4Dq3o1HtEVh3tlU921Cuml0WCcOqgjnyMigNs9cvHR2RojzyHXfZdFlV5MpdlPZv5uoXiHd1YeXzuLlCokNvJCJ6MDzEUAcxckxKUgmArzUo2ttDqvmtIeIG4BWZWXifiRsmMRgYJGuwjQCiDUgkdIi0oVkgsIahJfHKp85V/4Re378T5ioyc7/+TA9619Gz1kvByxCOgSlfRy466t0LbmE1Ow1QBKvVWrd+x7N+IPX4ncMJQ4obdqcBIQWkO5CN8YJtCQ3exVYS2nvw2TyRUJ8lIl5CkMVT2vCMGwJHMRhwqNpBwdoSaaMaf3XzoiS8dTBeIrWZ9oChzZtnhi/2MPiS1/OjrtuYfHQPbDqpUg3h1scwk13JNnpcYwwNWp79oJv6JizgMrwHqyJuOKvPoNyHaKpLQT1CfpWvwQndWxOBZ7nkO8ZoDwxRnHWUtTUPqJ6gBIxVtbQcUsUrBykoxCuB1hMHEEUJaNeyoKxieaSJNpAxk2MTNzYWjIHTKzROkIiCatVbBzj5XNEzTJKuaTy+ST6wvMRcUBj/y6MVMiU4vn/8e/oMCIsV5javpfh229n4SWrcO/7InJgJcUVV1Lev4HSA2Pc/bd/jzUmES1rzZLXv56+de28+ONBqtjdel6qUt+/jcKyCxBCEDaqiLCCTaXBhFibQqCnbxwzrg7WWoQ1CBshhUFr0M0G33/JS1n+1rfQuezoLrBt2rR5YnqXriGVKxJUS4e9Prljc+KoaT1iE2CiCL9vKSmgWZ4gblaR2S40ChFppLSJ82xLgM+hwjVICsviAOUqSnvvJCjtxS8uojkWUVw4l8bkPXQuPftk736bNm3anFKOefTgq1/9KplMhttvv53bb7/9sPeEEMckdLj99tt5wxvewOrVq9Fa8w//8A/81m/9Ft///vfJZBLl8t/8zd/wy1/+kk984hPk83muueYa3vWud/GVr3wFAK01b3/72+np6eErX/kKIyMjvPe978V1Xf74j/8YgN27d/P2t7+d173udXz84x/nlltu4S/+4i/o7e3l4osvBuAHP/gBH/nIR/jgBz/ImjVr+MIXvsBv/dZv8aMf/Yju7u5jbabTmmZpnHRHzxGvW2vQI5uZHIlJFfL43Z2nYOuOHSEFItMJmYPbO11llyARTxAxYeMIM74NvedubHUMZ8H5R9q7nWD6zj6b0XvuYcvXvsaZ73znMX/exgHR/d9Dj25FzV6P6l928E0hcOacRXj/94m234K37PmHfdbL5YmbdeKgiZNqKz6fKrGTxZV1gsiQmb2CuDYFJsLLdGECh2ByhMKs+dQP3Et5RxKdkO5dRNeSS3HSHY/5vaI5yfpX/QajW+5jy7Vf5+zX/16SqagjTCtfUTqgpEKIpNOblJ3KZJJRKkwcI6XCKokV0KyUcTwPJ5tpDYwmFdjGJO4Rjp/COgpjgFY2sJSCVFcHWEu6twcdhMT1RFCh0imssIhGCaEcHAvNeoyXTqpfyjt3cdOf/BlxEBCVy6T7+1n2+2/h3m//C5f89ce44y8/SHnbNnZ+/4ccuPlW1vzR7zN02esIK3sJJneT6V9KHAczIgcA3DRy+YuZeuhn6LBBumchMtOBdBx6zjyTK//nf5javJnG6Cidy8/AzbtU9tyIm+kgP2c92f6lOH7+hB0PbdqcTgSVUYRyCSsjAKhUlrF7vsHgOW+msPh83EI/plnGRE1M5FJYfAU2jmlOlHAySaa3NAYnncYYg9EGG4S4frqVI9nKAbagwwDpuRhrWxVnrbgLaFXKT9v7zxhrY6UEDcov4KSLGN3E6hihUtjkIoUJqoTl/dRHt+IVh+hYeD7SzdAY34GX76HvzKup7H+AuDZJYe463EyR0s47k4gKv0Bx3tlYHVMf2ULX0ssobbuZVMdsigsuOPk/SJtThhQO8859Hjtv+ym1sQOMPHQPxdkLcTMZ0p3dSW6xkxy/UjmJ8MBxsHGcnAcIELIlTrQIc1DmkIxFWWTLNN5Yk0xa2uRdazTIRPhjjUnEQYdKJGSSyyqUm0xmFAaT4x+JNZrSztuJmpMsfv3HMWGTqDqBk84zcstX6FrzIia2/hIbBwC4uYN9/ag2yWEC4EMwYR0dNttChzYnBa01Mp3G6oB6qUphzmLC8ihSSvKzllAf2ZMIvo1+4i97hjAtJpwWOUwz/TxrSYRZWuuDIisS1yMpRKuPfnAC69GFKG3atHls/HyRNa/5Xbbd8H2m/Ll0PHIjsmMWItNJVBlFuFl0M0S6Cq+vC892IKWkc/5SzPrzaU48Qm3fg3iFAQbOeT3SO/Z7qY2aLDz7PG7897/nwrf9GX7nXFJWo0WKOEqETU4qhVJOy2EqTsZ3Uj7QEk8CVopE/GBAeSlwFdPBN9OxWkJJFA7WGvzOzpaQWIKQRM0awoJsVLG1cUS2A6ezFykToYWJNTf84R8TTE7iZrM892N/jdry38mk24H7Uf3L6Vy4Hjf9CC/8xpeYfGAzVkPvuvX4vb2kjlNE67MdISCKYmwsyC06G12bwBqLk+tCIyAOUF4KoyOE484I4A5+XrQmTQVWCILxUcbvv5crv/1NUl0d+F1HjhW3adPmyeGmMzz3jz/G7f/+t5T2bAPASaVZftUbiYWH60DQFKSKfUS1KYhDvFwnOnCJmw2kdFEpH2MsSqqWleCh0RUCjMYYAbEFqcn0rEC5Q+hmQGYQRCqgb+0r2s92bdq0edZxzE/BP//5z4/byj/3uc8d9u+PfvSjnH/++dx///2cc845VCoVvvnNb/Lxj3+c888/H0iED1deeSUbNmxg7dq13HjjjWzdupXPf/7z9PT0sHz5cv7gD/6Aj3/847zrXe/C8zy+8pWvMHv2bP7sz/4MgEWLFnHXXXfxH//xHzNCh89//vO85jWv4VWvehUAH/zgB7nuuuv45je/ydve9rbjts+nA83SBB2zFx7xuintg6DG+LZRigvnPa0tbJPO+5OvYhGOi+pfhsh0ovffT7ztJpxFF59UZwfpuQxdeik7vve/jN+/ie6Vq57U56y1mIkdRA/+GBvVcRY9F9kxdOSCro/qXYzedx920cWJu0WLaYePZnmSXG+7wv2p4he7iJspnKCOIqZWryX5h80DZLr6UQQIQvJdc8jPWplYRrp+kv39eOT78W75NC/+s4+xd/ND3PDJD3DRu67B8T2sclvuJBZtdKvy0+L4mZbVWfJvqZJhDoEEYUllfKJ6BekYjJtHqeRgFwBaYwAdRZjY4GUzyecAow2NyRFcP4OrNE7agicJIk2sQaazybocgac8lBJIHXDte99HY3R0ZpcKCxdSm9hPY2qMXff8jAs+9gFMrGgM7yfd14MVNYbv/gpWh0DivpB5wV+i998H1RHomAOFAUa23JBUeANRfXLGrlw6DrlZs8jNmjWzTms02cE5gEB5maf1Na5Nm2PBmJjK7rvJDR60UgxK+0h3L2Dk3m/Rt+aVuNluTFhDOC7S9RBSoUOF1R5u2kMRgeuC42Iii3DdxInfGLSJUY4DUYhFoLwkwka0rHJty15bHPKgLpRKRmWNSarOpINwPIyO0EGjdQ8XWAzEMdX9m0h3zCauVsj1rSA9sITKtrsRjiI//yx0WCNulvELfVQPPMi+W76A3zmHgfW/hjWaqDZOec8GTNige/kLiBslmpO7CcrD5GevPfk/SptThrCCJRe/ApXy2XHzj7j1s3/NeW/7CzKdvegowPUzFOcsRimZDA67cibLGAQ6jhDIVkXctHggETsIROKM1HpdSonRekYAgXQSK1LRsqEXMnF6aIl5LLb1WowVXmIpLcBEAdpoHL+A3zUP5WXYc+tnqO28B+UXGHre71If3TojcvAK/YlrSRRgwtoT9mcfPQjeps2JIjiwj/Ss2YT1KdL9c2hOjaHDJiBwjURkiphGFem4p3pTTwphELTicQ5xcbAWM3NtSWIYE3v55N+ydS8V4qBDjI6T+3Bb5NCmzZPHxDGVA7swOmbZC3+NoDSFVQrlSpTVhDgE5UQoqKzXcluRpMJJhONgclnShbNg/tnEUYTWDo46tnMwqpeItUXt/CUX/+77GHlkM+n8CD2LzkA6DilXQksUaa3FxjpxaBASWn2R5FlfIRwXaxysbhUGTAuKrT04T2ZMq18usHGIQGOtREiD67oINMYvJG5WaZdUWMNoy/BdG5CezxlvehNesUhh/lwcp4mae07iDDlrFc2gRnPLDvb8/EY6li4irgcIx8Pv7m6LHI4nQqIIwc+ANQT1ZhI30miS6uxGKScR6wqS8aDDbO8TbKwxGhxXkR3qJzf7CqJqDWtjomoVtx1d0abNU8LEMfd+819ZesWryfUNYXTiBLjtl99DCgcjwE0rTNQkqFWTZ8xwlHRnD1LEJAMsMUq5ydPlUc5fIUQyNpPOENeq0Jgi15FCZAYI65M0xnccNt7fpk2bNs8WTqsn4UolycwtFpNMzk2bNhFFERdccLDSbtGiRcyaNWtG6LBhwwaWLl16WJTFRRddxAc+8AG2bt3KihUr2LBhw4xQ4tBl/uZv/gZIqijuv/9+3v72t8+8L6Xkggsu4J577jlh+3sqsNbSLE8eNbrCjG6hWrGE1RrF+XNPwdademS+D4RE77sXveeeJPrhJNK1YgXj993Hg//+ec675hrclrPJNDasYRqlJJojrGPqE+ixrdjKCCLXi7voYsTjVKir3sXoAw+ghx/CGVoz87qXTT7TLE20hQ5PkWalhJPOEjeqYGI0EkcpgmYdEwUIwMtkEbVxhJ9n36aN5PqHSHf2kHkCoYPGxfafibrj08zvXsj8d34AoQTNMMbPppO+sAQl3aTyyySTJZg4sZUXlrBaSiqrRfKwGzXruOkM1vWTCUprWoMhFovBWItyHRwHTBBihUWqZPIyle+iPnyAKOWQzfsQTuFnXKyXTTrUUmHDBjKewpg0w/feT2N4+LB9WvKG13LzFz+EkIp551yMdC2NyQ1oMUllf8uR4hBqw5uRbifl0jAqlSEeeYRoxx2HLXOocCFqVIjrk9QObAYEmb6lSDeL3/HMcuhp0+ZJ0RIkICRCqqQyfPut9J75MuojW9l/+3+R6hgiP3QmXrqPqQd/gd85RLZrKHH7kUWknwzwRtUAE2ukGyGVRLoeWEtQq5LKF1BCHpykacUDzFSLwcHBthkbRpPY6bYmeqVU4HhJ1IWTAqPRGLKDq7BRk9zslUjH48DN/83Ehv8FYNlvfprG1C4quw/vszUndzH+0M/oWnY5CEXH/PPQYY3Kng0zzhZWh9hDnWLaPONx83nUiEde9nPpO/8OK6G4cBF+JouJGlhj8BxBFIU4ymBMjExlaXk5tCYWBYJEyIM1mLhVfW4tQjlINS0O1EjZmsCUCmtNcp8WqhXz4qAcBVZjrYZUBiEFOoxawqBEXCGVg45DpJdOrEojSe+aq+g/59eQXorSztsIpvaBSO53+aHVNKf2oBsVph65gb41VyOUNyMePKw9cr1Itx3f0ubksP/GG5h/9SsRWJQxxHFIVEv6qEoJUsVedHUS4R+b9fvTjZlIKCkPExodFlPRinmiZTov5MGhm2kHB2MMUkru27SJtWvXnsQ9aNPm6U9p3w5+8H/fxIuu+RxSKFxfERzYjOxZSoSTxJzGEVGzhpfOkvJdnJSPdbsxtQmEqWOlRyPQTO7cTM/iVcjmFOSeXEV8XC9x4KYvkl/2PJz5lyFu/HvmvfgaIh1jReLGkCS3JX0Bq2Ok4yZ9CSlbLmk2EQmbRFQpseg4RiiVTJAdej0RYKVqRcklwom40UClkmuRTKeTCTQ3wgR1qjv2obI5fvrm36Q5NgZC4GazCNflvL/9a0qjOxg4Yx5RdZTgoV9gTUx+4Hls/uJ/HbafHYsX03fWWcf3x3s2Yy0Il2B8B17XfLCGqFZCeSl0VaFyxWRwyFGHicwPRTgOjtWgDdoq7vrbv2P1O98OcUht8gAdixef/P1q0+YZQCpfpH/5Wdzx+Y8d8d4Fv/9hdL2EyhQgrCOMJqyWcfwMYWUK101hhcBgUYKDjpiPRkikn0OHdZxMCuvPJaqOIcM6Ixu/jd8xG6sjaIsd2rRp8yzjmIUOWmu+9a1vceuttzI+Po4x5rD3v/jFLz6lDTHG8Dd/8zesX7+epUuXAjA2NobruhQepf7t7u5mtFUZPDY2dpjIAZj59xMtU61WaTablEoltNZHRFR0d3ezbdu2Y9oPrU9fm02tNSZsYqIQJ5NDP+q306OPMDlsUJ5HeqD3iN/2dOHQwZ8Tso2ZLkTPYvTIQ5DtRnbMOf7raGFa8RrGGqRJBqzmvOAFbP7CF7j/c//G6nf8HmDRe+/G7NmAbUwd/gVOCpHrRS28GAqDh1XOHhUnjcj3ER94ADG4+uDLmUToUJscpfMpHMPTx/3JOP6PZ97sU9neo+2rtYagMomTziCswUoXXR6muvs+rDVkB85AuS4m1hi3g7133chd//kPXPon/0gq3/G42yEaUxijaRaXkVo7C7HnFrjl09gL3oWyBh1FCOUAFhOFgMBxXQx2Zo5RWJCOl0RThCHK8/Cz2eQaIJzk+GsNmAohE4tDC1Zr4ihEOhIbmyT7M0hcKqTnYsOIqT2jjN1+G4te+VJMo4Y2dZLqEp3YelvY8IlPzuyPWyhw5h/+PnvuvxGs5bnv/muIGlRHK8iMO1ON+miUl8OEBhMHhJXhI94X0sFJJ22pgyoTD15LY2zrzPuVPXeS6VsJ88/HLZy6WJ6Tea6cDpyM8/Xp3qYnZ/sFuaEzqR14kPycdZR33ok1mpGN/0NuYDl9a16G8rII6RBM7cXvXYaTzhJZSyxzSANRBHGlhjUGKUGmUhhIomocF9f3AYHRSfyNPCQyyk5bahsDEjACa00iatAaZBJ7YY1BN2vJoJyJMcalMbEd3ZiiMP88Kns2UdtzHxObfooJ6wAUlz2XsDZGqpiI9Kp7703iARBk+hZTmHsWcWOKsU3fO2rLSNcHmRynz/Zj6ETkuZ+Obep1dpLq7CQ3OIQNDLrZJByeIC40UL6Ply0QWwd0SLNRxeiItJtuxaC14lggEQ6ROCVZlYjtjDFJ9fWhx7yYMY5Ojm3HBZHEY9gooDFZQToKt9gNugFaJhWWGrBxMpERVZG1CdI9C2mM72Zy88+YfODnWB3Te96v0bX0eSAEVofUDjzEyIbv0LP6JUzt3QhAaeeddC+/grH7f3hItBsIJ0Xv6qsQjn/a/FZP92v6ieTQtjne5+vJau/Re+5l9otejLAQN8sQ19CNMWwck85l0NVJsAal1DP2GJgWJyTj1+Kw14GZZzlrDdZYpOPMDHaLQyIqpuMu2ufMieF4tuvpfL4+W4+fqFHjzi/+PdJR1MaGKfYNIJw0qYHlBBO7aI7twC0OoTI9REGIl+tC4xMHlv/5w5dx4buu4YZPvBchFT7mt1kAAQAASURBVIsufRmOn6FjzmLiyQdRiy6Z6Vs+Hs2J3Yze8U1yc9YQuF24Z7+N8P7v4Z7xfIRMY0UyUR2HYUuoYLHW4DhOMu6jY6xI+uJCtBwfjEZ5Hokr2sFCANESRmAtOooSETJJ8YOJXRzPQ8gYi0Fbi4lj0oPd7PrRz4mqiXsi1uJ3d7P+L/6M8f2bGVq9ivL2X87sT7pnCc3J8hH7+dAXv0jnihVIz3vCNjkdjsdTdb4+6X1v9fdSXXMwwRSNPRuQbg6VnpuY5cmWSMcm7h3i0fszPY5qLHEE2775dVa97XeoDt9Fcegcdv7gu+SfQpTu8eJ0OAZOB9rt8OTb4FSNER99+wSLn3c1W372LRqTo4ctf9d//RPrX/N24loJTJPGgfvBSePn5yMwGKmwzQDpJ868R3VjsTY5r4kxjSYmbhAFk7jZPkrbbgRryA2torJ3E7mh1Ujn+EVTPxuPyfY+H39OxJhTmzbTHLPQ4cMf/jDf/va3ueSSS1iyZMlxs/7+4Ac/yJYtW/jyl798XL7vVHHfffed6k14XOJ64poxOlWhuvXgJKCK6wzVxxnZPorX183ExMSp2sQnzfj4+In7cpsi6xZwtt/GeE+MlU/8UParsH/f/sP+nX3OeYxdfwN3fvKfOWNtGi8u00j1EhaWoVUaIx2scLDTlT1VC9V9T2pdaZsjP7mNbQ8/gGntl23dwLbct4Ex+diOEE/EyTj+zzqO1QC/yvYe+tneYo68k0x3RFrhKUOjPEX3misRQtAoTyJ0E5XrxoQhfrGTOIpwMzmsgA0bNhx1Hcvn9cNt/4pZfhVTB/aR6ewjyq3FUZIeASrlJ7bYWKyxiXBGa4K4ieP5GBJbQqlUktNpDE7WAx2AjrFxhLESKwQym9gTTtuj6UYT4bnJZKUxYAxRvYZQCt2ok8qniWuKYKqMyOQZvudBuledgZJBMhGqHASWSAjO/9hHCCsVpFCkurqITYOuaAXLX/I6TLXG/f/6H4zfu4lLPv13BFO7j9oW6c6l7PnZDQxefB5TO649bKIGoLj0eezcO0IQ7mVOQR8mcpimPnI/fsd8hsenGCuVnsrPftw43e8Vx4uTeb4+3dv0RG//skVziOoTpDpm0bH4Ysq77sKEdepjj+Bku8j1dxNWJ0kV+4mq40hHYbWb2Pf6PkJKHAeEo5LKdmGh5SIjkgsHOghBKWycVArJVpbwDEIezBe3AqNjpEwcZayOEQhUOo8JGwjHI5zag5ftwqRyTG69nuKc9cTVcdJ9C5GuT+9Zr8At9jGy8dtgDdnBFfSe+bJkUEAqlJdh+K6v0738+TjpInHjyPM+N+9cdu4ZPim/wYnmV93+43m+TnO6tqmfStG3di3Vhx6ivGMHHcuXkO4oENbKRKURvEI3Qrk4qRRI/2BFnJCgdTKx0Pqu6QEnKyXW2IOTCUxPLBislWAsVh5iO+84CCVJuYnQJ4mo0MRRgJP2QUr01ptAOqhZq6AwwPDG71Kcdw4q00nfub8GUmHCBnF9CpXOc+DOrzItxnD8YivCCoKpPUg3Rf+6V9EY30HcKOEWh3A75vHI7jEazT2n5Hd4PE7XY+d04L777jvu5+vJaO+1a9dSWDgfIyRurgtTGcWmu+hZuRSsZWrng2QKHpFM4RrNxvs2nfBtOpmsXr26JXAQh42hHOriYLQ+ZGJSIVvRcodGW2zcuHFm+UNpnzMnhuPRrk+H8/XZdvzM7i6yb8PNCKlId/ZgpYsgxlqD8jvoOfvVM+KBdFeVqN5EuIq4XE7ESC0xAMTk+mahwwDHS6EfvodybhE7hycfd/2dHUXY9B0Ayttuo+/C36A+Psy47qMwvJ/CrEzLlYFWlJaDjjXGWMJGHekkEW9CqVY0VuL6gJRIEyX9kGnrcxIBlRACMV1oo+OkAEI5YDVhpYR0BIRTyFQWWRtH18aY87xL6D/vPMJyFem5qLSP8EClpw4TOUgvg9+xnL0bbjliX4OJCfbu2sX4tGDiSXAqj8dTfb4+0fKrV64kDi2ODQimRuhefxVCSOI4wpRH0PUGMuUjaYnmtE7Gew5xD9JBEyEhnJpk3kuupD66kcKsldQOTNAYGWH79u2U2uMlpwXtdnjiNjjVY8SP/ozneVz+V//CIz/7Frtu/jFCKRZf9nIWX3Y1wk0hogZWZelZ+xIAqmN7URiEm8JojUol4/TGmJa4XswIXQWgoxBMANIiU2lc12Vy808JS/tIFWch3QxTm36AyvWzbV/puE9YPxuPyfY+Hz9OxJhTmzbTHLPQ4fvf/z6f+MQnuOSSS47bRvz1X/811113Hf/1X//FwMDAzOs9PT1EUUS5XD7M1WF8fJze3t6ZZe69997Dvm9sbAzgsGWmXzt0mVwuh+8nE4VKqSMmzsfHx49wgngiVq9efdqqk7TW3PbDbwOwYOkZ5PqGDr637z4aj2iao1PMuWwVXce43ycTay3j4+N0d3cfN6HNUdFF9K476Iv24iy86ISswljD/n37GZw1iBQHHzwYGmLMc9n905/x8HCeRa+4ivyiZcdlnTbsQt+/jfkFkAMHLen2pbP0FXOsfAq2p1pr7rvvvtP6+D8aT2V7j7avUa3CI9d9lwGjyc1aQDAxQn7uSqLKBFbHePluSjv3k1M+judTHx9h3rmX4WVyZPJF1q7tO3JFRhPf+y10UCae2kuhM8emH30F6bisuOpNSc63MVglkqpoJZBOot5PSHLC8RJbB6MNcRSC1slyysOGhjgOcPz0zOAHkFjGp1KAxRAR1es0KyVcP4uT8olDjQk0ozsfRMqYwUufQyqTQ5oIEWuQomW5pth37+3c9i8fJts7SFSvEodNLv/Tf+KeD/89Uw88gImimV3ed8MdDF70HMp7bjtkkkiRm/Uc6vsn2fad73DgtltZ9553E1a3EwcTKDdHceFzcHPdFJSHiZqM3P21x/z9GhOb6Zt3CbMXLDim3/148XQ9V04HHqvNnu5tetK23xrUsufRnNxNVJuke/kVKC+LdFKUdtxO7cBm0sVBans2k5u9HKMDTFwFPHQksZHGzWSw2oIDcRiilEW4bss9RoHrtcQNAmFtkk6hk8pVa6ddZkxr4Hh68M1gbXwwTxiLiQOEEHjFIaLaGG6mg+K8s9HNKh2rryC/6Dk4fh6jI5qTO2eET7X9D1Db/wAAXnGQ3OBKTNxk4uHr6F31Eia2Xk9YSoSFQiryc9aT7Z5H3k2zcx/Mm7egfQwdZ07HbYLWcdicojDwXPovOI/dd/6S0S33sfzK15Pp6k9cG6xGOC5YnYgUbJR8TjozMVDJd7VcHqTAWB41iSlbx7g++O/kU0klZqxRnpuIFQWEzZBgbIx0Ty9+1sFddPHM8iYKKc49GxB0LLuYuDGJjcNk8NpLM3bf94Ck8qd7+QvQzfIh5xU0Rh+hMboNv2sumb5l5GYnEWbLir0nocWfPKfz8XyqObRtjjcnq73nvvBFqJSPDRrUyxWK85YSTI4gpKIw9wzqI3tJ9/SC0c+oKIY4jo8QOMAhLg6tSmshkirs6QmpaWHUoaxZs+awf7fPmRPD6dyux3ObTuf9PJE0JkZQrocOA7xsgaAyiZ/JEseKdN+C1nO8QXh+8txtI2yk2H7rj1h06UvZeetPAXBSaTrmLMZNZxOxQVCls7ubzsF5j7t+a2J23lUDoPTwTfSc8yr8XBZn7iCpwhysdDBhjPL8RFwpFMpVSECIgxW6B/vVYOMIhCQMNU7KTWIsldta7mB1sBCgHA90TNisI4Qk5YIo78Sm+9CxJFIFarVx3Hgbmd7ZxLpGZedtWB3Ttewysn0LQNfRURM3PYhyetl3/W3sv+GGI/Z18KKLmL1oEXOexNjdM/F4fLL78mT3PaqVcQodxJUSmblnElfLmChAZQuUK03ynVkQYJCoVuzJoS1vAem4SF3D78hS2beB4tz11IenaOzfz9CllzLrFI2VwDPzGHgqtNvh1LTBsazribZv/evfzaqXvbklVFAo18OEEY1ShcK8RYRTY4Al2zVAbXgvvh+gHA8TNpBOGukefTukIxDawRhJWD9AededCCHpWXklXnGA/bf9JwDNA/exetWVR42veSo8G4/J9j4/O/a5zTOHYxY6uK7L3Llzj8vKrbVcc801XHvttfznf/4nc+YcHhGwatUqXNfllltu4YUvfCEA27ZtY9++fTMDH2vXruUzn/nMzMQ3wM0330wul2NxK1ds7dq1XH/99Yd998033zzzHZ7nsXLlSm655Rae//znA8mgwy233MIb3/jGY9onpdRpfSGI64mVnJ8rog5V9JZ2UxpPhlKL82YfpvY93ZgeEBKPUiUfd6QPfUvR+zdhS/uQnUNP/JljXYWZHsSSLUvkFtbQkZ1EnTPE/s0l7v70f5Pu6SI70I+Xz6E8DyedwivkSXd3kpvVj5t9klm2fhbjF7FTu5IKwRZerkBQmfqVjt/T/fh/NL/K9h76WVXoINszgOO52KiJcX3iWoWwVgcsRo9TmLuEsDROZefDDD9wF2tf987kAdNLH1WwY4Iy8fabIKzhd81m81f/L0vOfT3poXVURvbhZgvkuroTsQMAArTG6BDppoiaVRzPRyoXZGKbrRyPWDeImnWcVDaxbAekmzpYPUZybmmjEVKgpIssdOMXuzEmmah0PBcTGrpmd1Hddy/j9z5AdvZainPOwejEIjGqNKiNTOI7Ra74889QmzxAylPk8mlUOErX0oVMbNx42D5v/eo3mX3Z8ygMXYG1DYSQmFix8we/YOi5l1Leto3ytm38+PY7mP28yykuXkjPmsV4+X6U2xrEiS0mbj7m72Z1gLXH3/L5WHm6nSunA0/UZk/3Nj2R22+tISyPI6RDY3Qrmd4lxI0S1b2baIxtAyz5s1+HxSXbO5u4OorRDk6+GyEUURBg45io0cDqGCedRjopTBQiBWjpYuIQ6bozoinTqhqTMpnYtVhE639J9XpS0Q4WYRIhhIlDUA5OKsmcxGi8/ACgSTIvHIhCpJdBR3XGNn2P/NCZdC27nKltt2CiBghJtn8Z+dlrGL7nWwDooMrIff9Lce7ZdC1JhLomDqkNP5QMBAhJ36qXIsXT20rvdDwHTsdtAtATu2le+7d4V/0NzWadwTPPo3fpag7cfwcgmXvupVgjkEIiU6lEIKhjEBJtYiTi4H4JwFqsTaItrD3EXt60crJbk5fWmpZ1kgAk0m1lbEuJ1Rovk8Wbm0mio4xAmDDJnxIOVkcz0Rc6qOLl+wirIygvQ1wdw++ah/Jz+B2zKe/eQHHeenRQedSeW5oTO8kNrgATotz0yWryY+Z0PXZOB05Eu5ys9va7Ohi/6w4KSxeTHZxPMDFKHDZJrH4kpPPoZg03nXnG/P5RFCGlPOy59dD4xWlHh+QK0hJLcXhMheM88bBN+5w5MZyO7Xoitul03M8TiV/sYtFzr+Lhn36TDV/9FGtf83tEUYyTLyZOSc0QoyMIAlL5IsLxiMI6kzsfZv75V3DDP70Pv9DF+e/4K4SUZHsGEJM7cJY9H5UuPvEGKEXniudR2noLcX2KyrY78AeW4ncMYXWEiWMcJ5U4MQoXTZwUN0xHT7Qcm4SQ0HJgNNaCifHSGYyxM+JjsK1ISYuxNonOimNQknSxCyHBGItWS6jv3cPWb3+PuS+6gnTfAiZ2bKY0sonuRcvoXHQlYXUM3RC46U7qezxq+0YZuesGanv3ctb//b9s+PjHD9vNVFcXA+ef/6SuYYc3zzPneDzWfXmi5ZthAzfnE1oQRhPUqkn8XzRB15wFmKCBMLrVtzwyukK0xC7GSYGpkx1cw9ZvfI+u5cvZc911rP69d5wWbf9MOgZ+FdrtcHLb4Kms67E+o5TCTfUDEDfqNCplpITs0FyCibHEmUGAFSX87n5M2MAhRks36QMaM9MXnEEIpPIwcYSxDbxcDz0rXgxCYmLLvls/14omInHJFK17wXHk2XhMtve5TZunB8d8tXvrW9/KF7/4Rf7qr/7qV66m/+AHP8j3vvc9PvWpT5HNZhkdTfKL8vk8vu+Tz+d51atexUc/+lGKxSK5XI4PfehDrFu3bkakcNFFF7F48WL+9E//lD/5kz9hdHSUT3ziE7zhDW/Aa2XAve51r+NLX/oSH/vYx3jVq17Frbfeyg9/+EM++9nPzmzLW97yFt773veyatUqzjzzTL7whS/QaDR45Stf+Svt4+lGXKuAEHiZ3Mxr1lrMxE6mDjTI9PbgZk7fQc+Tjcj1IbI9xLvvxCv0w3HuIDwWev/92No4xVXnUjyrQHnnHiq79xGUStSHRzFRhA5CokYTWtPcfkeRwrw55OcOUZgzi/zsWSg/ddTvl4V+zMTOw17zsgWapRMYB/IMp2vhCia33Uuur0x+7iqa4/uJWtneqUInTlgnrJXxO3tY94Z3Y4zBceTjXEdt4s5gLWL0YbpWXM7oLV8A+SVWvPObSUdWGxxXYUXLJltJpEyBsSjptEQOByurpUgyPWXKY6aoQ6lk0ASSgRBrkooPbYgbTaJmHS+bx3E9rLHooMmdH/ow9f37Wf+nf0zv6pcjhCWuTaKrZfZefwu14VGCiQlG7ryTZa99Jd2XXwJmD8X+JZht12N238OKl76QuVdcwZavfYuwUqH/vPPoXrMG5fvs+cXP2XfDzQghmPuCy1nw0iuQnsu697yHBz73OYLJScbvvY/Zl11O54pVMyIHAOn6+F0Lqe6956it6mZmIdWJjaJp0+Z0I65Psf+OL9G//tcozDuH8Qd/gokSQZBQLsX55xGWRvGKA0T1kLg5gdcxj+b4JMJEZIcGsSKLjWO0tlgdIKII5foYFHGjhlKJiMFGFlwXIZwZu/9E2iBBCIxOrmtSJZa7aJNYL5oArEE3k9gKIRX1Aw+T7ls4E0MRB2WcVBYTVqmPPEx2YDnp3kU0SyN0n/E8hJNCpXJU992PtRY300lYSWIpTFinMb4Dv2suB+76KlYfdJPBGiY2/S+Zi34H3Pb14ZmOqU8RXP//IG5iwwCpFKNb76c4tIB5F7wAwXQEhUG6HspxEDqpksSKljBBYI1OcpLtwYlJy6Oqr0Xr/ipFKxtbYEzcOidsEoOBSb4XieM5WHTikGIFolFOhA5eFuGlMY5Hc2wn4/f+iFT3PLpXP5+Rjd9BSAc3201UG6e07VZ6Vr4IIY/eZ5VuGullOHDnV+laeileYQDlHr/81jZtHg8n30H32jWEU1OgI+IoIKiWEkGQEqS7BogrY5DOPeF3PR2I4/gwgcNhMRXT4v3pPy1h8qHOD1EU4fvt87NNm+ONchSrXvEW9t13Kztu/CHLnv9yZN9cUqmIsF4jDuuE9RpeJkcUJAJ8dMxZb/xDygd284IP/CteroiT8rHWomsl/JF7kWe97klvQ3ZoBamu2QQTe9j3s88w9Px34Bf7iJtl0rlerNFIBdZxktgbBEgQxibP+FJODwWBAEeAVQqLQKpkkoxWf9tqjdUaHYVIqVpOay7VsWFS2TyPfO0bePkCsy55Lme88dVMbt7GXR/6CBf9/UdBG7b855cp7dhN3/p1zL3ySg7cfg8P/eeXsFoz/yUvYfbzLiIOIgYvvID9N9+CkJKhSy9lyWtf24r4aHPcEIq4PEy6a5BgcoQoqBMHTVL5IlF1kjjU+IV8MnZ5tMIwazGxxhjD/htuJ5UrMHjhBYzft4mVb3sLTiZz8vepTZtnOEIpMDEqncNqg9ERQa1E4sYHKpUiDprIfBciio7q6AXMuPVGjQipXA7cvpGOxUuw1mDF5IzIASAzcEYyJtymTZs2zxKOedb2rrvu4rbbbuP6669nyZIlRyhzP/nJTz7p7/rv//5vAN70pjcd9vpHPvKRGYHB+973PqSUvPvd7yYMQy666CLe//73zyyrlOIzn/kMH/jAB3jta19LOp3mFa94Be9+97tnlpkzZw6f/exn+chHPsIXv/hFBgYG+NCHPsTFF188s8yVV17JxMQE//zP/8zo6CjLly/n3/7t3445uuJ0J66X8TL5w1SBtlnCNitM7hqja/nSU7h1px9CCGTfUvT2W9H7N6Fmrz3h67SNMnr/A8iuech0BwAdC+bSseBIJxWjNWG5QmNskvrIGLWRUcbufwgTxwghyc8bYtZ5ZzFw9prDlNwi348deRjTmJpZh5fJ0ShNnPD9e6bid/bSMW856IDazg1UhrfSs/YlKMcjqlUZ3nQnk7u34fgeQ2eej18sotJ5okYV6ThHTDIIL4cz9xziR67HPPxT+s56PZm+hQzf+W22fuldLHnjp0CpGUtrAK3jZDIRi3SSyTphaU2iWIxObKiMTmwrrdYoT6BVjJqZEBEgBcpPtSZyYkAQVqtgIlCw7o//AOEo3JzP2N3fpWPZc4kqo4QTe5l9/griWoiOYla89iWkBwapV0ao7buf2v4HyfYtJXfh7yLxGfnWD3ALBdL9/Zg4JtPfxeTW79K1ppO+c38DsESNvZR2/oSuZc9j6ZvfzLwrr8REEdLzyPQdGfkhpUNx3lnUDtyP1eFh76lUjmz/UvyuruP507dpc1qj44DqgQeT6rCwTmXvfQysfy1hZaR1XYgYvf0bBBN7WPDKv8ZiCcoOqQ5NqpjG2hxhLcCKIBlE9dLoWBLWmzhZF+GAl8mAVEmeuCNa7g2AkDMRFaIVzzQdY2F0nAgerEYoF+u6CBWjVCq57ghIDywmKO/HL87CRs3EyjEOsNaSn7MWhMPU1uupj24l238GuVkrGb7rq5ioSXNiB31rrkaHDXSzhHR9pJvhwF1fO1zkMI01NCd3I5RH3CgRN8u46SLKz+OknhkTbm0SbFDG1pJIO9us4HpZehevIqyW2H3bL7DasOh5VxPXqtgoJI5i3HwBsC1BQzKxIFp52NN518lBbw8zCBaAjWOslFijEcpBOW5y7hkNGKSbBmswxtCcmmRaMuEU8kghsDrG1CaQfpEDN/0X4xt/gPJz9Ky5CpXK0bPqJUS1ccLSfrx8Dx2LL0K6GcLaON3Lr2DykZswYR0ArzBA5+KLmdj8c6LaOAfu/Aq9q19KdnD5zDnaps2JxhExpqMT4bj4PQMM79pJ88A2Zq1cnwhyFUjn6X88Tjs5THOoi0Ny/ouZ7GUpD7q7wEEXh3YlVZs2JwYhHXxd4oo//xT7Nt3BQz/+Fstf+Ep0xcEg8bvnkOmdRRw02X3tz/ELBdJdXahshnShm+HNd9OYGKPQ20//spVkUhZ55tWQKjzhuqdxPZ9FV/4fxh6+ifF7f8S+6/6NYGqYgQtej9YxCA8rU6B14nRoIgQS4SjQBqtjhFRYk1QwWKGw1iTaypZFjJiOq1AqEVM5Ch2G2FijoyZ+vgNdqTHvxS9CuhY354LJMnDeanpW/ANxtYzX0cXaP/x94iCktHU7P/vNt5CdNYuFV19N77o1WDHOxJb/Qbo+K3/v1az5499DuTk2f+m/2fjJT3LJP//zCfsdn424+SK1kSqiOko4/gjZeWchXJfRRx5i7JafMGft+fiFfHKHaf3+wIxrkIVEgNsMGDj7nMQNIgzpXD0Lx0/hZtvPPW3aHHdaj4dxs4a0FscRdMxbhjWGnXf8hLBUZs76C7E2xvEcjDGJo+AR3yMwOkIpSdxs0r1yFbX9e8kO9TO68Wcziym/QLr71EXQtGnTps2p4JiFDoVCgSuuuOK4rHzz5s1PuEwqleL973//YeKGRzM0NMS//uu/Pu73nHfeeXznO9953GXe+MY3HnNUxdMNXSvjZfOHvWam9lCdbBI1muTnzDpFW3b6It00dM1DD29G9ixE+E/+4fWYsRDvuhNcH9n1xJ0SqRR+Zwd+ZwedS5LlrTE0J0vUDoxQ2r6Lh776HfbceBur3/I6/K7O5HPZJI/ZTu2FaaFDtkB1dO+J2a9nAybEy+RolmIaDcvA2VcjhERIhdPRxdC5lzL77EsIyyOYqIGQClMfJ6iOYU1EZnAlbupg/IhwPNwVVxLvuQeCCuauL5HrWkDu0t+EwTNBN5FOGh1FSMdBxzFSyCSPUcdgLMIoHC8FQmFtiI4amLCJlyugY40gwGpQuLTMcrGQ2KCFQSt33EnsrT2BcHMIHRIFUwgnx/5ffp7xjd9n8sHrWPTaj+J3z6OyeyOpbBfpnn5kqkBsDHF9Mtkpa6gNP0Rt+CHS3QtZ+MqXEkyNgYC4uZ90TweTj0QEU3sI2DPTFsrLkulfilKKTH//E/4Ubq6bwXPeyOSWX9IY3wZCkOlZQmH+c3COYfCpTZtnAiZsEJYOJP8QgmByN/WxbUST+9n7s89iTTLpL5RHWB0l1TFEIeWim4mlrY1DlO/j5XMzFv0qJSBbwNrEWcZYgRJJpZnRuhVdYRPHfZiWPQCtwTXBIZEWyX+xOhFGmDC5GukklziVG2DqoRvIzV6ZWAGb5HWsRChJx8LzKcxdh7UCISRdZzwf1apYD6vjjD/wQ6yOsEbTt+Zq7ONE2+igxvgDP6Y+8vDMa26uh/51r8bNdBzX36XNKeQQoYvZ+jPUqqtx7RROdx9DuYsSQ6U4xkl5SCUx1gDJRKQ1NpmQFK3BYmtbjvvJ5KSQKpl4aA0qJ+4NyecFJFEUjg9SJFna1hLVqknElOshU+lWBWYipjDSBZVCKpfavs0I5TL7+e8i1T0Xt2OAoDRMbfe9ZOecSbo3i5MuEtcnmXjoZ0mky+676V52OU6mCx1UiWpjjN3/Q3RQnWmD8Yd+it81B+dE9m/btDkUJwvGYGtjyHw/i869CLiIZrWMNA1cL9+Kgnn6Mu3kIIRIxH3TNsLGzLg2TAumkr8nIgdjDK7brr5r0+ZkIPO9+OVR5qy/kExHN2O7t5Pt6mdg5TlI1wVj8dJZlrz0JdhW3JqNY4yOyfW9ACmTiEh94CHiLTchV78C0ZhC5bqf1PqFl8HuvJW+RWfTs+T8RBBZnEdp+x6KCxeghEmifdwUJo6JwyaOn0a0qvHBooRqFScAJsaGDUhlEcLBCpOIIFpCKqxFh02sBd2sodIZdDiFcGr42S7iRpnRO79NqjhIbtZybDSF39NLo7KH4U03gpCkuxdz2b/8I0L5ROUGTsajMTGWTL7FAUZXEWIWN/3pn9G7bh0X/+M/ku7tPZE/47MOFTdIZXJURg7QseAcpOshpGRw2WoGFp+BCRtgLFZqsEmfVQg5Y/5htEZYixIxGos2TRpTD5IfPBPp5XHaLkJt2pwABH4+R1CpMvzIgwydfTGqFS+06KKXEkztp/zwjaTyL8Q4BuGCMXLG2SFx4UkcBYXV4Ep0JUIQUFw0j9K2W1pug4rcrBV0LLwQN91+tmvTps2zi2MWOnzkIx85EdvR5iQR1yu4mcMVuqa0l9KYRjoO2YEjK6TbgOiaB5UDxLvuwl1yGZygsTdT3oetDqNmrTkyi+tJIqQk3d1JuruTnpXLqA2PsePa69jw6S+w/g9+By+XBTeFSOXRpX2owZUAeNk8za1tR4enisAi0eR7B0jlizTHRxBS4vcMJnbv9XGsiZFuisb4LrJuCuX66KDK1Lab8IqDhwkdAOoRmLN+m9Tkg+g994CNUcIg3RTa9dGRxvH9pIpaOa2M+xghXYQjE9mCAGENwvVwsdh0HhNHyTHspJGuA1ZjrUSIZDpSCglKEDcjlFJobcFYyg8/TGNkhK7lZzB8462ku1ey+PVX4Way7P3FbfQ/Zz3FZRcjhEKHDeKRhzH3/DeZxZeSWXM1tck96LBBpn8pNm4y9sC3DnNdENIy6zlvZuLhX9IY3QpCkB1YTufii3BbWac6aqLDGmF5GKFcvFwvKpU7LHdOCEGq2EfP6pdggjqJQ7BDqthxwo+DNm1ONxpj23EyyflT3Xc/hfnnMPXIDXQsuogzfvvfCMZ3YbF4xQGcdBG75eeI+RdhbYTyHWzsID0XY2MkreuDl04EDlGE9FJgwWqTDKjqCCscpOMgkrDxgxE91iYJOTZxfWBaCCHASgWtyjQhBRiFiUOkl6Jr1RWJk4MOkZ4PQqEbJUTsIFwfle5MYneMRsZNyrvupjH2CD0rrwRaEQNAHFRxM11E9aPf69xsN1Pbbz3stag6xui936V//atRXtvK9ZmA8AsgHTAxZt8G4sUvIpUqoEcewvU8bKYfSCxFhZNpTQ4YrGkJHIydmZiUCJJCyoOvHWoTLISaqaJEJpOdVuukuE4IrAlRKQ9rNDYOk9xtoxGRRAqojWxDehlSxX6cYh8dyy5B+TmE4xJXxxi57WuUttyEkA7FxeczeNnvMHrf/wIQ1SbQzSrjD15L17LLGbv/h0dtDxM10GGzLXRoc9KwjoPTKCGEi4kbhJUyQkrcbC+qXkW7KbynqZNBGIYzAgdInBtaSRWHOTqASPrd0/fI1iB2W+TQps3JQ0sf5WfRD36XwXWvpatWTwQF9Rpe2gcboeMIHVQxtSqybyHoBliNcNNEzSZi288Q9TG8tb/GxN5NBBM7GTjn9Tj+41fF2zigXprEW3EV0S//AXf1y7DSw+y4juLiK4jKFUwmh0rnEncnIUi1onmjZh3luEjlYIxO+hpCI9wUwnFnSvetEUmfGmb66lJ5GJ30r20U4WY60I5PfXg7qc4Bes56RdIfxyLDElgHSM/EYwXlPTipDlwvz8/e+npUKsWiV17N7OdfRseyZQjhEFZqXPLJT+J3d6O8diTccUd6OJkU3fPyBPUyoqmQIsaYCKk8ZLoDawzGWBzvyCF/pRQISxw7KM9BaIecs544NPj+0/Pe26bN6Y5yPawOSWdTzDnnYupjwwjp4GV9bFhDCknPWa/ABjXw0oA9zBVsZjxFSKTrY21MuqeDqFEnLFXJD51NceFzEErhpHIzDr9t2rRp82zimIUObZ7exLUSudzhA5mmtI/ScIPcrP5WZnabRyOkQvUuQe+7FzO1B9k5+/ivxEK8dyOkOxHZJ1cF8GTI9vew+GUv5OFvfo/NX/8uq3/zdcnEU64HWzro4OBl8zTLkwcH69scE/WJcfKFLJHRuPkOUq6FuAm1EVAeMS7WBNiwQa5vISKYIggaNCZ2AlDecUcyad+KsDBBjWB8H9f9019x6f/5GIX5FyNMRLzzDvTtn4dz3oZKubRmDZPKUqOnsyqQMrHXtohWNZlOpBhxgJQK5bhYaxJRRKtyFGux2iQWuo6H40ukkohYoIOI4oL5FBbOI2jUmHX5czFhhJvLEleGqe3by3ef/xdkBgd5zjXXsOWrX2HpK6/CX/Z6YgSVjQ+z9+a76DvnbKzdTH34gSPasDG+ja5ll9F35lWYKMBCUpntJIO+OqgxufVGKnvuOfghoeg986VkehYe0Zl3UhlItScm2zx9iIMaJkocB6Tr4zxK/PRUaE7tJjdrFeVdd1MfeZjOwsV0nfF8yjvuoLT9FnJDa/C7FxDXpthz7f9j3iVvwT70A0x+EfWmx/hDW+lcfSbFRYtBCbSJEFaA0UjXRaDRQkAUYK1EOi7ScVoeMdPYmYkeTPIXIZKYHKxGaENLE9Ga/I0xRqPcTMv1wWKFpDa8GaRDumsOsnWttFGDxsQuJjb/9Ih9NyYmO7CCyu67AKjsvofiwvMZ2/T9I5b1irPQQQUbB0e8F5T2ocN6W+jwDEH4RdyVLyO671sQB4jtv2QkNZfi0FJcYRKBTqwRnt/Kv3YxkHiPGAtGJw4MMukzi1aVJEw7PBzShxIiudfSOo4BgUmq1Y0GJ004NYGVilQhRzrrAMkkhREeue6kvyndFDqoYa2hMboDlfKp73uI0pabkvWamK5VLyBulmdWba1unU9JZMbjtslTFNe2afNUMHGIwmIKPajGBEq2VG9hGZvuQUQ1eBpOjgVBgFJq5jnK2tad0JrW81XLRVxORzmpmeUeHQfapk2bE4+sDWMz3XirX4YNyqRcB5HJIeImEILVKGnRqQJR5KPLZZy0xOoQJSReXIGB5VjpEDSqNEYeRoc1dFh7XKGDqU8R3ftt4oFzKVfqdFzwLszEFmzpEeTcCzGNKm6hM3kOF60+dEtoaaxBOe6MgCER+9uWnXkSX4pNCvmlkhhjEcYkfRAJWINUCuk7RGGTsN4Ea/D7FmNCjeelCcf2oTyXAw/sY+OnrkEIwRm/+UZyc5cTlSsEY4Jb//49WK2J63U2/9eX2fxfX+bF3/42nUuX4uWLJ+Pne9bSrNVJ+Q5GuqTSHkRN0CHCSRErHxEFWOXhTDt5HGVsz5BMlmJjxu55iNKWLXQsXYazdCleoS18bdPmhGA0QnkYY8jmPIhDMAGksmih0M0KwksjgyrGzcBRHs+mI2jiZgPX83BTaaRQxEGJyoGHyQ2uAMBVne1x/TZt2jzreNJP1Oecc85RL5K5XI4FCxbw1re+lQsvvPC4blyb409cr+D2Dc782+oIUxqhtH+KgbPWnroNexogsj2IbA/x7rvwCgPwBIPGx4qZ3AmNKdScs497hyRVyDP74vPZ8ZNfMPHQVrqWL0Fku9ETO7A6SirjswWs1oS1Cqlc++HmWEkRMDYe0d3dCcEUmAhbHQE3g8h24xAh3BTaAFGdSAuE5xNMJRENcbNMHNQJqlUynT2YkYeQOqQ2uheE4MbPfZxzX/82VM9y5NzzMVojhZdUlsqWJbZUWCsBg401KAUCtDFgDEIYpEycH3QcJZM0UYAV/ozISTgCHYYI1apGMxrleknJtZLoSOO6aXbffSM9C5YiXYOTyTHvRS9g8399ifr+/dz9d3/Hmne/m5v+8v00x8Zm2mjeVVfRtXIJEw9/56ht6GS6AYF0UkgndcT7jfHth4scAKxmdON3GLrwt/FyPb/y79imzakgl80SVYYZu/8HRNXknHFzvfSuuhIv3zczofpUyPQto7zzTvrWXM3Ypu8zufUGvEI/ncsuxct2EzXKYAxRdYzCgvUEcYyz4GLM1B4ys/sonLESq5vYqIz1uiCKMHGENSClA8pFaoMRYOIA5acPRlPopHpVCHn4GFurcrVVCp8MzkmnFesjQUiU52HjEKsj4rCOwOB3zkE6KYLSPqa23YJULv1nv5agMnzEfjt+ETddxMv10BjbStwoEdXGaU7sonf1VUxtu5WoNoZQLrnBFeTnns3+2774mO1oD4k7aPP0JqzWGT0g6VjxGuSuX8D26+hc/HzicBZ7tj2IMTLJSA0amEiiHA8hFFK6ySRB695obSIsNCJxOpkW6yTxLIe4mNgkViyJuBAI25rcFBK0IdXTj9U6ucfWmxhtkK6DtSGO54M2oCPcdAHl51Cuz+6ffILG8FYgiboauPBNpHrmMvrAD2b208v1EjdKgEU6KYSTOqqQx8v3obz0CW3zNm0OJa7VcDyQQSlxFauOgZNC5nrQJkSZp9/1NgzDw0QOxpgkxknrQyaZREuIfFDs0BY5tGlzajDNKmZ0C0HR4vhZPD+T9EdNlDgzBVVMYwqZ6US5abxoDyKVRag+IrKYie2AQXXPY/LhW8nMXYcOa8l3R43D1hXUKsSNGkIq/GyG8K4vo3fdgRw8h6ndW9DRHPbfey+rX/zqpDBBK4iaCJv0s5PrRSKWlFLNiCchidqy1oBI3BytAGE0GAVSJLbnSiWuZ8ZgW1GVKEkq5YIrCao1okoTIw21h/YSlsps+epXmX/VVTTHx4kqFW5//zUIpVjx1rfi5vOUt207vEGFQLnta9nJwM9liKMQaWLQITRL2KAK+QGUioljjXBcLAYhjv6bCAzaCoKJGnt+ci0r3/Y27rjmGp7zoQ+d5L1p0+bZgbWWKIxxPA8Z1SAKMNVRZLoIvkKoVqxnZNAalPdYcwK29UcShREHrr+Z7jNXE4cHiOtTCKko7bidzoUX4LSjK9q0afMs40n3RN/3vvcd9fVyucz999/P29/+dv75n/+Zyy+//LhtXJvjT1yr4GUP3uxM5QDViQYmiskNDZzCLTv9EUIg+5ait9+K3ncfas664/bd1hriffchMj1JR+cE0LFoHtmBPrb/+Bd0nbEYmelEW4upjaIKs/CyeQCapfG20OEYsVED11XklKLZCEmlJCLVie3IYesjEDVR6U5qI9sIxneRnbOKINSEo/fNfEeqMMiWX/wvm3/4Fa7404/j3Pt13MH19C1fy/57b2XFVW/k1i9+muVXvJT+hQWsDLEmjVCtMulD8n2RiQODsgLiVpVpHCFdD+k5WGOSDHETYYxF12q4uVwyDptYQ2Bjk1SvRg2Cckh9ZBTppvAKBcZ3bibT0Ylf6KS2/26K885D2908/z8+zz1/93EO3Hor9/z933PO+99PqlAgqtfIDc1C66mkAlw6WBMf0Y4dCy/APMZkYhzUmNp2y2P+BtV9m+haeumjfpcmNqwnzePnEaptB9zm9GSor8iBO/5rJmIBIKqOsv/2LzF0wVtxs11P+bvdTAdxfYrayMMMnP06osYUVmukcqns2YjyMvjd88n0LyFMdyBVBxAShgGmPJxY21qB62cQOkAbhUylEFYngisrsNImg6eulzgxKLeVPS6w/z977x1vx1We+3/XWtN2P/0cHfVuyyruFWyMjekllCSEJEDaDbmkkZuQkNwkkPZLDzc3IZdycyEhgYQQAoRiDLhh427LtmTJ6u30svuestb6/TH7HElIBgKWZVvz/Xykc86eXWZm7z2zZr3P+zyL/rndFeoWfNL/dbrNUmF1gnQ8jElAOsS1aaTjIRwH5XpIJ4e1htbEEyTtKn0brifoW05reh89q68k17uc5sROTBKTG1iNVxxk+vEv0n/+TfSd9xLi+iTtmf3oqIlwcgxtey1CKpJOndrhB9Gd6rcRM4hFB4mM5z6d2Vlu/+Vfo2fjRm78yAeQInUMcaVi+YVXpoIEP8AkSZpxbNMICmvTrGNrTCo+kqmqQS58poXAWJE6PHQR1qad3HRNH7rFigWkBNNqggQhApTvI7XpilAdrBapYLFdw0pFc+oA+ZENLH3xOzBRC2sSVK6Ck6vQqY2h21UASssvoj29b/G1rFAMbX0tEw99ijTIu/v6js/gllehvO/fPSYj47vBNKbw/AKhEHi6ia3NY4c2pePS1gQKSaseUiqd7TX9r3FiXMXCd15rvXhbKkoWJ8U5GWOyqIqMjLOAac8T3vdx3LUvQN7xVyRX/xK16SmqY4dZftl1uEohnBJoTTK+C9m/Bmd0C0mcMLPzK0RzxyitvgSvNEhj4gi1OojqcdGtCtIDWNxuUT26n4f+6a8Z33E/QamXV7/vb9CH7gPAGX8IHWt0krBk69Xc9oE/Yuur38zQmvXgOljHT8fL1qJ1gnIW3BxNejyxppvZbpHCIpSLiaP0GCRTBwiE6l7jm3S8HSZoneCgSaIOSaxJtGV+bC/l4QGEV0W4Lmvf8AaOfO1rXP67v7voWtWzYQP1gwe4/ed/4ZR9OnL1VRhbw+gkjdTMrsPPHGEdK4JU4GINurQCUdKYuI2yFpSHFBaEc1pHB6PTeZhwrko4O8v5b387SafJshdfj1vOhK8ZGWcEo3Hm96L71qFsgpYODJ6PQSMtgCFpz+MWBxFeDp6q0cWmTr46TrDtDn2bN9OcfIDKqgsJq8cwSUzSnCFuz2VCh4yMjHOO71ro8AM/8APfdvn555/PBz/4wUzo8CzGGoNu1/EKx230bG2c2mQb6brkBp++uITnK9LNwcBq9OQuZO9KRPF7Lz6diJ09CGEdueK8p+X5TocQguGLt7LvC7dQO3yM8rLhtKu2Ngnl0UUBTKc6S2Xp6jO2Hs9HbLuK9cuIhz+J2vImjMojXT/Nks8X0++ejsmNbCA3uJ4jD91KaWQZrcknABDSobhsGw/9/v/ERJ20u60+gQhv4+q3/RJf/1+/S3nJCtbf8FqMcJg4cpSBlesQ0mKSBOkqRNcW12qTChmMIQobCOXg+AE4LnGnjXKctBgTpd0qyvdQJ7iTWCxKdbutO020EVgpCYYHsVZRnzxMErXpXbkBtKA9+STFZZcS9K5AR3Uu+c13YbWDNRYnlwOVUL39k1TW/QRJrYG1ZXrXvYzqodvQnXq6/cqjZ921xI2ZNG7itDvZkHTvfzri5my3+CTT/VCfINr+GfThB0BInNVX417wSmTm+pDxLMNaTevYIyeJHBaXmYTaoQfo3fDi7zlaqnb4IQa3vobaoQeY338vpdELqE/sJqqN4+Yq+D3LENKlefQBDn/pL1l646+RhHkGL7oaE+muOwMYKzChxs05CGlBuihpQDppITZuY22CEgqMwbCQO86Jdd1ukTW18zexQQjSgq7R6WSs4wIWtzywODmXdFpYE4NUqKCEVxxCuj6tqb3odpWwOoGT78EtDoHVtKb2pJ0Ma6+hPXuA+qEH8cojBD3LsNakcThSEjVnqR28l87sIdxchfzQBlqTu0/Zh8WlW7JC8POIuJ6eS+Z37WL7Rz7GBT/5dnSnRW3yCL0rNiCERCLTc6MDIFMHB9XtlrQGgezGQx0XMiyoGSx2UexgsYjFLm+bnp+7j0/bukHlfKyFpN0hMQYbhyAU0kkwrQkEadxYOH2A+v4HAEF+dCM27qS53I5Pp3qUxpGH8HuWUl5xMUmnydzur+GVR+hZfSW6NU9hdBPLrvkpGhO7iOtTBH0ryA2sxgmySbCMZw4RtzC5PkhCGlMN8svXpec316PRLCHrIfnSc+t4myTJcZGDSaOYTHcsnjqkycVToezG2Rhj8Z6D8RwZzy+sTYV1lXPMqt5M7MIcvh+76RWIQi/yjj+m54JX03fFjSRao41FBT7SX4voXUVUr+EagXQ9+re9GpIYHWv23PoZHv/sR7nsrb9MNJuOH3OD61BuHp0kzOzfyc2/81OLY/zW3CRRdYqFEb3Z+3VWv+T32HvHF6mMrmLNta9C5nuYnZmnd2kPGE0SxUjH68bCpW5oRicIC8YmSOmkERU6wcQxjucBAiEBk84PGN2N5RI6HdNHLaIkTdAKmw3Cxiw9y5Yzt/NzWB3Ru/FGHH8t5TWr0uOYo3DzDu3pvTg5B7dUWhxLAZRWruSi//HzNMYfoDi6DpoNokc+jT7yIEgHZ801uOe/PLsO/w5Yk9Df1/ud7+jmcXSMQZA4lXSuB8DNYY3BtFoIZRFOes0lOFHoYMGa1AnEGHJ9ZUQQ8Miff4itv/Bz6HYVNyuOZmR8R6y1WBPT2/PdNSrasIHsW4meO0A7P4pfGUJ053eMTrrH6wLGCJQQi87Lx3PPuiLZrsCJxKCCgPbUQ5RXbKE1vZ/KyksR0qMzdxgdNs7YtmdkZGQ8W3navMVe9KIX8YEPfODperqMM0DYqIK1Jzs61MapTkcUhgeRWT7vd4XoWQn1KeIDd+Od/7I0HuD7wRr0+GOI4iDyDE82l1csxS0WGPvmA5R/8DWIoIzpWn4fd3SYPaPr8HwkOfYoduQixLobEFM7EaUh4ngIx/OIWm10O0I4iqB/gNrBR8j1DhJOPwpW4xb66T//JrZ/+qOpyAFQfh78EoR11MMf5cbfeD/1yXHiTpNc3yBSCKIoxvftCXbTIu2wNhYpFdKR4AVplweAMbhBkHZ2YJG5PFiLsaCQiyIBsKm4QVvCaoh0HbRNsCbB6ISgpx8/V0FqSMIJrEmI5g8ABfzeIZRv0mxQIanue5BjX/5zcoOrcQs9IKA9ux/HG6L/vFdjdYQQAidfpjGxi9r+b1AY/pmuYCNBSLVo7SuUi18eoTN36LTvQa5/9XEb4MYU7S//HnS7SACSPbeij20nuOk9yEIm6sp49mCTmKh69CmXd+aOYHUE6nvrsFFuwMTDn2Zo2+vQnRrWGgpDG/ArS9Iu8Tgkrk2TG9nAeW//O6Ye/jx+71qaY1M4uQJ+bwkh3G42cButQZoEKwwoB2k0xhiUchDCwWiLiUJU0J10Mzq9Nne6GcJ2wdEhtbg1WmN0nB6DhMbqOC3gOj7Cy2OTDlKlecMmbOOXhrEmIaxP4uZ7IU5wvBzWWrziANLx04gL5YFQ1A49AEBUGwdr6F1/LQuZ6fXDD+AVB+nMHqJ68H6Gtr4G6Xg0xnakXXJSUVx2ET1rrkQ6WUHq+cKJ2cNHv3wzG378Lbhejr5l60jaDSwWiSHshKl4EMj3DaZRLSKVOCBEKnJYeCJr0kDsrn30cY5PLosFRwebioAECpto4rCTZm1LieMpRM7BWIuwAscZBizGCvLD66nuvRcnV6YzsZeZR29G+UWGr34zfmUEt3AjCIXj55FOwNC21xE3Z6gf2c7A5pehHB/l+PSuuerM7+SMjKcg2XcXctsbceI2Tl+FpFknrtcRUlIYXoJoTaH9At/n1dUzxokiB2NStxTb/SlPEDkI2RU7WIvjZJ3NGWcXozVJp0rjyCOEtXEqhX50uxeRqyCf5533JmwS77oFgLgxA1vfhNx3G8mOzyP2fwP3ul8m0pK41cBzUnGDFYawVccmFikk80f3cOtf/hpOkOPit7yTYn+O1viTFEe30LPqcpSXoz5xhPv/35+dLGS2Fivdk/4ORMSaK68ljixRq4GbK+DmCl3HMwcnlwchT3CHMkgpMdqgHL8rKhZIoYAEk0Tpe2gV1opUbGltGpElFTqMQOaQrqbTmMYJAoLiKtyCz/DFb0JIBxAYIyCsIQX4pRH2/etv0pk5SDC0juv+5o/ozIQ0j41RWbcSv69A7eituLkeSELaX3ofLMR3GE2y+2voo9sJXvLr2XX4aUg6DcLqMepHHiYQgk7B4FdGcPziKfe1OmZBviB1hPVckmaNsFoFBEH/AIgYgd8db37rHK9ASAdBSK6vRP3wGKLeZOvP/wzSCbGRwTRnkd+Hm2BGxvMZay1Ju0pzfCftmQMU/RJJs4jI9SLdU+N3FzDtKjoYwK0MIyYeRxeuJKnOotsdhOsQ9A/iBiodQ2qTzp0suLGc4MqSNnYpnLwHJqSy7CIwBuUXEMpn7snbAHDz2Xc4IyPj3ONpEzpEUZRZLz7LCWtzwPGCNoCujlGfaDC4bdVZWqvnHkIK1Mj56IP3oY8+jFpxyff1fLn2BEQt5JLNT9MaPjVCSvo2rGPy4cdY//pXIHK92Po4QGpLLhXtTOjwXyfuQPUAncRQWHYp0ka4WmPjNoFrsSq1b49q0/iDKyjmAmyyHCEkVihu+4vfYPzRexefrj47S3HlCxC7vwitWfxkHkSTKN9PodKL8hQY0Jx84aqtRSgBxoBVqUJ4ISNYCKS1aZFFyHSiRVhsHKddqip9LpMkRHPzyCDAKQVgDZIcUaNJMtPALRZwfAfp55jZ+UUAmmM76N/4EppHHsHvXcb8zluZffTLGB3Tf+Er6N/6UqqHHqRn1eVpp6zrY0yMmyuBUEw+9K8k7SrFJZtBCOb33UU4dwSn0E95+TacoIJyA3o3vIixez52yu6Xbo7c4BoArE6Id331JJHDArY1iz76CHJD5jyU8exBSIUKysSNqdMuV0EZob734Vpx9AKq+7/J9GNfoG/Di4jqE4T1SZygh8LweTSPPM7k/f/G6It+Guv6jL7wraB1WnjtVnGTVjPtEgs8lIgxiUX4AdZorOOASZBuLp109VLh1PEL8/T4sjBBa2w3HdhaBCa1VpUeuAHQ7ToTgI6wUaNbNLYI5aFcP32ctUhmSerzuJVhZnbdAtbSd/6N1A7e37Xsh8LIJoYveiNGx2lhWTpYIagdfAAhBO3pA5QvuYz6kUewJmFy+2cpjm5maNvrwBrcYj9Orud5P+l/ruFVKix54QsZu+MOmseOMXn33VQuOI+g0oeTLyCswMoArxh0hQsKo9NChRACkgQcNxXjCbrWwenE10lNc11sVzRjLaBNqrMBbJJ0I15SxwfpKkzUwSYJyvfSLneblnulE5C06wxd8SaSVhXl5+nb/JLU7ag5i4k6FJZspD6+A9GzlLA2jtUxXmmIQlBOCxwZGWcZYwxEDYg6dDoxQd8QbmsaryhAKkx7nsgpQ7uF5z/1ZPGzhdOKHGwqgEprj8dFDgvLHCfLsM84u1hrCatHGb//k2C754bZgzSOPMTwxW8k13dcPP68xBrQIQCiPsahB79EcfQ8eq9+B15xAKTAUS7CJAibgBH4MgE05PIksaY4soyX/8HH8HJ53EIeG7fpWXUJds/XEI0pKA0S1uaZ2fv4KS8/tf9JlvYux8wdBiDecxtez1JUc5bC+hcjhQQpiTsRKu8tOqEtDKut0em4wVHdsXa3qcFapFLdiIjjsXG26/SQhBFiId4iSaML/KDI2J3foGf9GpxVS1PBhOsRN+eoHryXXHmE/MgmZrZ/iag2ma6AiXHzUFi2lmAkoj29nfBw2qxR2fRS9N7bjoscTtztzWn0+A7k2hc+bW/l84GkU2fykc8Qzh8Xvben9hL0rWJw66tOFTtYi2nXodCHtQJlEhwboSo5QGB0J41Xc1T6k299uMUYjXByWB1RWNKHiVqE9XFcUcGNGujGBHLdtWd4yzMynpvEjWnG7v1HTBIu3tYce4z+TS+juGTTUzdHtKtYr5eO9fGXXghJE8czoAQGMK15UA7CdLAiWIxGPAVjEUKh/Dw6jNFhA+n6FIY3MrPzK4TzR/AroyiZjTczMjLOPZ62K5hPfepTnHfembPdz/j+6dTSArabT4UOVse0xsZJopj8yNDZXLXnHNIvogbXoad2L16kfi9YHVNoHkQUh5CnUWyfCXrWrSTpdJjfexCR78E0prqT8BKvUKZTnXlG1uP5hBrdjH70M3g9S4njDkbmaLcj5ienOLzjMWan5mh3NDh5ZKHMf7zrh6hPzaBjwS1/+EsniRwADtz9FTr5FbA0FdGEd/wtwehaCu4snZlJqocmabd0t8CSFgytSRAmdVMQyul2jS4IGwTCGKx0EcpBCDAmwUQxut1OLQ6jGJNolNHk+nvwAgfX9XCCHFZ3cHxBafkQbsFD+gHz+2/GJBGF4fMYuvD1tKcPUD/wELpdp2/zjax7859z/k9+mJFrfgyhHJSXp3F0O45ycNwcjhswv+8ujt31YZJOneKybVTWXs3Ru/+e+T130J7ZT/3Q/Rz9xkdoT+/HaI1XHGD4kjfhBMft4fyepSy5/C24ufQ2GzXRRx96yvcqOXgv9jSTLxkZZwuhXArLLn7K5T2rr/i+Cu1OUGZg08uIm9NMPPQpmhO7u04qFUzUxq0MsfIVv4pXHsItDBC3anRqU4StGlZKbGsWpas4SpMY6LQSYqNIIo1udUiaTeJmmyQKAYsxNnWOsWnRR8iFmdm0+COl6Lq1KCwyzQs2Gh21MFEHgcaisE6AFSJ1s0Cm3bDWgo4IZw4gXQ+VLzK94wvEzRni1izNiV2UV1zG6NU/wfAlP4hb6GP8gU8yv+d2TBKSRE1mHvsCNumgoyZgmd97F4NbX42T7wVraBzdzszOm0EqnOD539l4LpK0mmx485sZfWE62f7A+/6Q+q49HLv/TnZ9+VOM79oOpO4iOo4xcYhUEilVmpfqOKm4oUuagS3p9telYsNUypDakBqLiZNUGCRF+lkWAuG6JJ1OtwARpj/bMXErJKq3MUlI1KoSt6uY5jSmPcvRr34QL19JQzOiBiZsoIQkP7CC6qEHqe67i4kH/5XWxC7cYj/VA/cx/dh/MvfkbZgkOhu7OyNjESklcuk2rI7I+YrO3BT1aoPDT+xi4uAhWvUmQsfIuHO2V/U78q1xFdAVOXRFfZnIIePZig4bTG3/7HGRwwLWMrX9c897u2vhFVArLgfA7rmVZde+lantX+KJf/pVtn/w7UQdwBiixNJsxYw9uYuxPXtotg3VI5PMP3kQoRW7v/Ip/u3nXsGnfublVMcniEONfuIriG48g9HxaYXKD3zyQ4TrXoMojwCg996GyPXg9K1AP/CP6HaNsNpASIHsCoWtNRidYLVJHRoW3GKEXBQWCyURUmC1QSdxN84yFTso18EpFlGug7Aax3fwXI3rOyx5wVWUVq8EBKbTJK7P4uYqDJ53E8WhDSgspXWXs+YH/5B1b/lLRm/4WZzyAFFtjObYDkz3eF1cuhW/NIze942n3Pf6wD3YE4qDGdCe3n+SyGGBzuwBwrkjp9wuHA+ZNLH1GsLL0a7VmT52lCOPPcL85DSdRgusg9U6/WftyY8nvRazJsLqDuiY9twB/MoSnFwP+rHPkhy8B5uNGTMyTkFHbaYf/+JJIocFZnZ+uTu/cHpEeQgbNqATEyWCZr3J2N59HNn9JM1WRBRpUB46FJgwxMTJqU9iLdiuG2bURCBwC71g4dg3P0pn9gD5kfMZWHMlZuxUoV1GRkbG853v+mr7j/7oj057e71eZ8eOHRw4cIB//Md/fNpWLOPpp1M92dHBNKaoT7cAQWF48Cyu2XMT0bMM0Z4nOfBN3KCMyH132VwnYiZ3IW2C7F99Btbw9OT6+/BKRaYe3UHPTZemtuLtKiLfi1cs0ek6f2R89wivgCgO4jYmSMqj6CQi8CROzqHn4hekQpJ2FS0lB+/8Ii/97f+DVB42iXEXMhVPYN9tn2f5ZdczMeuy7LKfw6ODbs4jlmwmn4RpB6ifFgHFotJXpnEViPQKVmtQC1bxgJQkrRYqSC0uTRKjbIx002xWISzEGuvnMVEEYSud5Altqix23DQPznVRnmLg/JvQYZ3W9D7mD9xDZfklBP3LSVrz6LiNkytjbILQEukVUF4eE7dJrCGa3IOOGhRHN1McOR+3OIB0AsYf+MRpJz+mHvs8S6/5KdxchfzAWrwrfhSThF13iNwJ8R1da2A3hz3lWRbeqzyI54ohcsa5Qj2S9K6/jrknb2fRRgFB34YX4X6febbS8Sks2UTQt4L2zAFM0iHoXUH94MPs+/L7sToGYO0P/n+E1XFKqy/Bc/sRUpG0IqCAFd2usLDTdWjQmDjBDXIgBCoIkAviBZ1gugXeBaeY1La3e7w6oes9/bv7vbUKpIO1MdgErEAKiZWpcMsk6XGqM3cErzSIcDwaRx9DeQW8wgClZdtAKiYe/CTSDSivvJzcwBryQ+sXM6hnHv08SaeG1Qnl1VfQmthFOH+E2d1NyisuxQmKXYGYg1sayOIqnqd0pqe5813vYsNb3sKWd74TE8e4xSJGGmYP7UJYA8pF6ATlpudRk2issgghMTpCOn5XvJN+Xxeso60x3Uiz7odcKaS1XZtRm3Z92zh9nBVI5aanaGMQjosKQHlpB6cVEpL0O2eL/aA1Axe9gs78OG6uRGXt5WAFUWueqV1fI6qNLW5jVJ9ESpe4OQ1Ac3IXvfH12Wc646wj+1YTqxzKcQjMPEbEFC++FpOEyNY0OuqgnKfoYnuWEMfxYuTjiU4OYFN3lu7xYFEIkYkcMp5F6Kj1lGIGE3dIoiZO7szGaZ5NhJQ4Ky8j2f1VbGsWsePzbHzTH1A9upPG4e3M7vg8/Vteg2djXF0jv349uEWEcknKMUlPkyMP3kpj8ijbfvAdrLrmpSjXx9l3M3bTK9P4SdKC9IorXszBu24+6fU71Vlu/pN389o/+Qdk3KAzsZ9ObAmG1+P2rkQATuBglI81Bul0HRqETDUNFhYdG7Bg0ux2awFj0wi4xGAUCBuDCkiiCEySxlxqhUARxYA2Xav1tHimuu+7DttUD91HecVFqHYL59ijiCUXpOOVyhpUodLtIg6w1pAbWIPjl5A67jq0PQVeIRWMZgBp0bR2+MGnXF479CDBwGqUc7LDkQgqOHGHpG7JORZvYJi+NZsw7SZSJAgZAxKLOmGuKMUajdWps4eNWwjXozC4HunmiMcPQvUYsrL0W2LYMjIyAEzcJqweO/1Cawmr42m05ulwcqipx2FgI7YdkvcUwYYLkG6AmZ9EualDr1vMg+OmAvtTXkJjAZ0kSJs2uRkL0vFYcukPY61FKof4S+/Du/QtT9+GZ2RkZDxH+K6vuHfs2HHa24vFIldffTV//dd/zfLly5+2Fct4+unU5kBInCAPgK1PUJ/ukBvoRXlZx+J/FSEEamQTyaH7iZ+8Ffe8mxDed5+hbjsNzPhO2v4ARfd7y17/XhBCUF65nNknnkS+9sZ0XRpTkO/Fy5fozGeODv9VbNzGWXsdul3FaU9hdIIYXI9bHkYIgbWWuBNj4oilW65m+uGHGbxwKzJwuOTH3sVX/+idJ+33JGwTtRosvexGdt3yaeYO7ub8V/0ohcihemQPfrmHgfUXpvbyxiAdJ43BMAYTdxBWp1bxC3a6WncnShywBh1GSClJIoNONK6KwfEQrkvcbiOVQ2KAxJJEbaJOgzjs0Jw5RnlohGRqB4OX/QC1J++gM3cAAGEt+eHzcIv9COV080NdZvfdRWd6Dz2rr8LvXc7M419Ah6nSuTWxm4HNr8TJ9ZC054kb06ffvzomac0vujY4QQkonfa+wi/hnHcT0d0fPu1yd+NLEFmhJ+NZxvjkLNu2XERh5DzC2gQAfnkY5RWelsKkdDyk04fbzVu1RhP3nhyVMfXAZ6hsuIYnPvSTDF3xg/Ruehm6FaUTkkrhFwKkl0PHESZKUJ7fbWJPj3E6jpCuB1IgkWl0zkKx16a/LgoeSDtg04txAUIhSbvfbNxO7ca8fLcbzgVjMSZEOD5eZQTdqdM68gg6blMY3kDQu5za0ccoDq8nP7SB1uRu5vfczvye2wn6VlJZdTmT2z+7KKQK+lfhl4dxchWSdpWkNcfsE19J11Uohi96PVFtEi/X833v+4xnH0JJdKfDzo98hNbYGBf/+i9zdPs95HuXMLThorSAGYXQdXEw1qbZ11JgjUW6AQuf7bSb0mBMNzPb6LSDe2GC2Bp0p4MMAmwcI1wHpIOwAqNjlOek4juRSiasDlORgxUo6+C4fiq8COtEjRkm7/80Qc8oPeddhzaGuDnN/L47T9lGrzyCjpqLQia67k8ZGWcbURzEa04RxwEOCWpkPUJKpOsShx0cxaKI4NnKiSKHhUgmSL9iSgqM0SjH7d6WiRwynmV8p3PBCY5Fz1esBe/Kn0AffoDk8IPY+/6evkvewsAFL8a0a2hlsX4fTl8a55C6M2mS2hj1A2OMbr6alVfcgI5jorkqvjOBGtnEnOynX6Xj9nzvABtvehMzex6nMXlyx/6W1/8kYZjQnKlS6F/Pvlv/g8MP/zmXvf3dFPr6CIr5bnSWwCYxVshunFU65iaJsAKQLkIIdBSl7g9YTKzBaqxJNRAyiVGui1WKpNkhaTWReZ8kaiMEqKCIcJ1UHBF1MElMe/pJSqMXYKM25ombMWOPwq6bYfWN2LUDeD0Byg3SqI+TyOFuvIno3v932v3ubrwBkdmpL2Kt7V4bPdVyfcr3VesE6/cgZQM3rGGkh1tJ3UFksYyOOrTDiJznYJMQq04QOyzECGKwiQbHw0Yh0g2Ip6cRe7+Apfs+fR+xiRkZz1e+1SHllOUmdWFIohBrNG639gIgkg5qaB2yM4eN6jC0EcdNRUyifylJs05ca+BXerqOvTqNJea4aBZS115hAKUwSQeBx/z+ezFJi57VV2OOPQpxBzWw9gzsgYyMjIxnN9/16OUf/uEfzuR6ZDwDdKqzqCB/PEu0MUl9JqQwuuIsr9lzFyEVztJtJIcfIN79VdwNN3x3YgebWujjuITBEM9MaMVxSstHmX5sJ+1qG+V4mMYUamgDXqFEO4uu+J6Ibn8/7uv/Ghs20mJf1MQ0a2grkUEBYRNsu4VQksr6DeB41PfeRWXD9dzwG/+biR33M/3kY+T7Bll++YvxS700po5RO7qfK3/y3SgbMjM2Tt/qzUhXEYchXr6Aco8XQYUUSC8tpiRxhOPIbmeZhO5FtA7bGG1R3exgN5dHYtNipjG4rkTYGCdwiWKfeO4IzaljuEGeSn+Z+Yf+mWUv+QUa41PMPVZn+U1vRDgxUnk4bg47sRNRGMT2LKV24B5MWKcwfB65wXWYJKRv4w1d23oXJ9eDW+jtdnV/+0m1hYuG7wa15ALk6JZ0kH/i7euuQ/Ys+y+8qxkZzxxCuThe8NRdAE/na0lFfukFnPcTH2T20S/TmT1C0L+C4tIL2Pi2v6W2915mHv40pWUXkF+6GW0cjLUo6aE8F+FohASbJOgE3HwebZM021fKrquiwZo0Fgm50IUmON6OZtP4HZMKtuzCbY4Hjo9NovR7b5K0MOz4WGuIG9MIKdFREx020X4xdXBYvg3daRD0rqC84mKstSi/QNKcY3L757FJiHR8yquuQLk+SbtK/6aX0jj2OK2JJ7BGE/Qup7LqCqr776Fn3TVn/H3IODv4vRVyw8O0JyY4dvvtrH7d61i65QqidovxR+8EpVhxxU2YTgMjBcYY3EIfQuv0fKVTx4cFu+jUNCmdeJJSLUZKpQstKggQSmG7bkq2O3kshMDoCKxMLcQdD2nTmAsnCBAIjBOkRVTl4fYVWXbDO9CdJvO772Dq/k+z5IVvp2f11dSOPISJ2yAk+aH1lJZuYfKRzy5uc9C7oivQyMg4+yQ2lxqf+D1p1njcBiFwKkOI2jGS/AjPVknqQmTFgpODMea4D5NJQHrHRQ5xjBNk37uMZxfSyyMd/7TW20I6qGcoTvOsYg3h7X+DGt2Mt+31UBwmcivojiZXHMCJ2wjdJK52SFotrJC4lQqqNEjf5gq6E2PCDkq5FAZ70LHPwd2PEw3l6e++RKF/GGs0V/3sb1M9up/JJx4mKPey5tpXUhhYQnt+irmDT2Jas2xYN8C6i98B/cNokxB1QoSSeI4H0knHGAsRFUKA8ACLIBU+LDhBCUD6gFHoKMYL/NQljTRWzvEUcUMTVedROR/lSnR7BukMIJUHrgU0hZHzkG4Bxndi2nPI4U0kw1dAfgi3ePpmgwXUsm3IQ5sw4yc3yjkbbkCWlzzNb+RzG+XlKC65gLknbz3t8uLoZtTpxm5WE2mB45dTx7DmDNYY4shikgS3VARkev10oqODEKloRliMTdLxq+sRTkwiWmMws6/7Po2eic3NyHjOI90At9BP3Dz9nLlXHmHs0XvZ+YWPE7dbrH7By1h64TUUBkbAamJRxPU0FAYQUQMbNdAaklYH4ShwVCpwSgDvuLAejvv4SDS4EqM10vXRnQY9qy9DJxGyNUP84Cfxr/mZ78lxOiMjI+O5TibTPIcIa6nQYYF45hit+TYDF31/ttjnOsINUMsuQh95iHjXV3DXX48Ivv0FoB7fgW1MIEcvxLaeWsV9piiODgOCuT37GezrSR0dSGNN5g6MffsHZ5yCcANEeZR4/3bk8EY8mYCOUKaDcvNg2+BY5PAon73uOi777d9m+OrLSZpz+KUKbr5Ivn+IlVfdBEIQ1uaImlXGH3+A4vBSvvS7P83r/uQf6R+O6bTr7PvqzWz7wXecav1oLRiNIEEFeUwcIR23W0xJu0yV66O8tLgohQtRE+H6JO0WgrQ4Y4RD0g5RjiGe2klrx9dIOjWKy7ax9MafJ4wsUw8/xMN//lc8/sGP8IrP/DvSURirsb0rU3GFhfKKSzBxhMqVmXrwUQrDA6hcgHQDpPJR/nHhlXRzKL94eitVIXAL/afe/hTIXA/+lT+FrU+QHLgbpIOz+mpkcQBxLkzeZWR8F+hOnc7MEXrOv576gfupPvlNJu7+J0au+1n6Nl2fTphagwmbOIU+pBQkndRGX3ouJoqxSJzAwyRxaq9oDSbRaQuZ66XOMsYibCpjEEIuFoCFcrrdCgJMByE9QKATTVSbSovDC1a6jkCHbWoHv4lXGiI3sJryysuRykFIh7ndt9Ge2U9h5Hwqq68gaVdpTR9ACEtxdCvDF74WE3dwiwPoOGT83n+gsuoKwsYUjptjYPOrEEIQ1iaYevwLYA1u7swLTjLODk4px1V/+F5u+++/RNxoMHnvvUzdfz+qXGT1K16Kmy+grUDmSrAgDJQS0Y1f0YnGmhjpemk0lRBYbJqNbbolz8WJ5TROylqLwKZCvwXBsRUIFGmAtoNQihgLUqKNQTg5lEq/M8n0XpxCP836PDZqUd39DWwScezr/4fKxmtZcu3bUV6ASUKa4zuZfPgziwJBIR16N7yI9vRe/Mro0+YUk5HxvaLDNnE9we8roWwIppWKh9qzJIVhdHUeb3DobK/mKSyIHBY6+mxX5CC64mEhvVTcR9fJIRM5ZDwLcfwC/effxNSjnztlWd95N6C8wllYq2cWoVzU8ovQB76JPvwAAO6L3oV1B4jaIYErIGziCoFbyXePT5NYFaCty5d/8C10Zma4/kMfQroO1ouoHd1PYcnGk16nODiKVyhRHl3FisuuR/kBbr5IffwIT3z5X8j3DGBHltMK1pGb24VoTSGWX4HryTS+ynEQyBPGFKTuEgvX7N34N7rHIilEGgMnNMLVJK0maIPwHJJ6HYMCIXELZdy8SmO4TBFrErROSBpzWC0Iqy2O3f4Flt9wPXLtm7BW0J6pUurxcfPf/lpa5nrwr/4ZbG2c5MA3wfFxVl+JKGTX4d+KEILikk3UDz9E0qmetMzJ95IfPLUjWykH5o+gQxdZLuEkbYjbCJMQBCXCxMOEEdoKVO4032WbLMafJo02Jk6Q4RQqnMB92e8gsvmSjIynxPELDFzwMsbu++dTGrXKKy7l2Pb7uf0v3r142/ij91AcXspL3/sRcjkXkYSEsYMvY0haCB3jegVUpYixYMMQHUV4ucLiePI4FmGS1D1YKnSkkY5ABb2gO6jxHZC0CV7+28jCIOJbIm8yMjIyzgUyocM5RKc6i1yIrbCW+qHDAOSHBs/maj0vkF4ell+CPvow8RNfxll5BbL39FEuZuYA+th2ZN8qRL4XWqe36z+TOL5Pfqif+T37Gb52Jaab4ewVynRqs8/4+jzXkaVh/Mt/nM6df0c88lsk1ZDO9DTzBw8igMGtW3ELBWYeupPKhg30XXABtQMPUFx5Ufp4pcj3DmJ0whNf/AT5viF2/OfHueDVP0Zt7BBX/OSvc/8/f5ANL3k9lYF+LnzD2zFxiNYalU8vYK1NMzotMh3UmuQktwerVBpfoRQmjjGdDtJRWC9H2IrwSuV0wJzEJLUqcauByeUor3sJheVXpI8zgma1iUSy8wMfAiBuNKgfPkTPhrUkjZCpB3cyce+9WGsZvfYaBrZdyDff9W7G7riD0po1XPSuX6KyfgUz+z6L8gtppEXPKMovMrDpZUw89KlT9m/P2heivPwpt3/b9yRXhlwZNbT+e3xXMzKef+gkRIdtrA7RnQYT93yCFS/7ZazWLLvx57AmQSg3zXasN0EFgEs0W8fEEX6lglQGUAhHIkyCTTrQtenFGJAOqLTrQEiZFn+17tryH3d9oCt+QAjwCqkDhNU4QR7lB+l9lYNNIowOCauHsDrGLfSjvAK1Iw/TmdlPcckF9Ky9htKKi9OOdaFQuR6UGxA3phm79x9xgjL9m26iNb1vMe+yfuRhBre9lpmdN9MYe3xxHwnlMXLpD6GCbJLv+YqUktKqEV7yDx/m6G13Mr97H6tf8xryIyPs+ddPo3J51r/p9ZjIYmwqEpTGTbvmEFhB+jnqThSnIobUWlSItPhworWpSTRCpZ3fiG6SixBp3FRiUL6P0RrCECdfhvYc1hEQVtOOWyERlaU0544xduuHKa68kNU/8DskrXl02MTqhGh+HKfYi9Ud3MIAbqEPHbcJepdTGt1C0p6nuv8eovoUA1teSWFoQyZ2yDhriHwB6yd0Zmq0JyepHTmCAAa2bMEtC3Qcne1VPIU4jruORbZrN358glsIuXjOg3RMbszz3/4/47mJkIr84DqWXP5jzO29k7gxjZPvpXfdC/BKQ8hzwbLeL+Nd8Era4zugUwMgvu39uFf9NxJ/lJlDE9SOHkVYS++GDXjFIvglTDPmKz/yJsKZGVa+4hXkhocRROy6/bMsv+RFTHY6p7yUly/h5Y83wdSOHaR6ZA97v/YfvPavPs3+O77I4MZtVMMeenqWkEtCkGWEctJe3hPEVYITxZQiFVAKgbG2K7okFT1IiYktFoXwPIzVOJU+hIKkPk/SjggjS7O6j6DUixN4SARRQ/DoX/8N0w8/THHZMopLl9KZm6N+8CDnv/VH8Cpl4uY0yi2g/Ke+Npe5CuQqqOGNT3mfjBQnV2bk8h+hcfRRGsceBSEojm6lNLoZJyif/kFeHtuqEtcErXqdmV27MFHE4ObNOKUSTqWI8k5f5BTSwegEYxRGKdrjkxRGNqL71+H3LTnZASIjI+MUvPISRq96G9W9d9GZP4oKivSsvgpUns//1itOuX9j4ig7P/9xLvrRn8eJp7C5Hlpz84TzdeaefBLhOAxecAFuuQiOQvkBxhjUtz6RkOC4WJ1gkxgV5OlMT6K8Jm6hiFx1NWHtGLl8H8LNRA4ZGRnnJufAVUzGAu3q7OIFie3UaEw1kEoR9GaWRk8H0g0QKy5Fj+8g2XcnsrIUtWQzIt+XVnx0jB57HD3xBLK8BNm/5jtmfJ1JCiNDVA8cgpu2Yqf3Ya3BL5aJmnV0nGY5Znz3mPISght+heTY/XTK6wlWr2TNli1Yaxnffj9eI0DXW1z5e79HJ5yjuf8eKi/+2ZOeozU7xcOf/ABXv+N3mN79CA/9c5XNr/sJyktW0PO69SgvoFGrE7XHyfcPk+sdBK1J/X+7RUMT02nUcHNFhOh2jqazJIsTV0KAcB0EhiQ0SMfDxjFxPI8KiniFPEJIdNjBeAIRFGjNz4AQ5Mq9RLOzrHvjD+D3DjB48RY61V3UDk1TXnYFS198LUOXXJjmOxaLhLMzXPyr78L+yi/hFIqE1V1MP/5vACTteSYe+hTlVZfTs+Zqgr4VjF75Vub23EFUm8DJVehZew1+ZTQryGRkfJ8knQbVg/fhl4eYevQ/GbjgleQGVnHoi3/Bqtf+JnFtiqRdIxhciU7aOKUCQkikcjGdFmZ8F3LwCqTvppb6NkIjkY6bWu37DoumigLAkkQhyvHT6AprsXIxZRJrF+x3RZo1qRSY1LnBJhHCyyF0DNJBCUlhySYKSy4AEwNQWn4hxSWbUhcb5eNIh2P3/TOOn2do2+vJD62HoXVU1lwJCGqHHqS45Hxmdt4MgElCph79PEPbXosOm0T1CZygjF9ZilceSt0nMp6XKNfHeAGG/ax5/csWO7Endj9O/9UX07NiHVqnsSuOk+ZkC5l+tq3pRq4I0o6arg0wLH7ssWn/Jd0/ESqNkRJKdj/36TLpOEihEY5KXZGMgLDWfS0Qbh7hBmnXpkk7UAevfCN+38rUjrhrMe7kyyRRi+nHPpfmwRYGKCw5n6BnGa2pPUw89G8ov0Bl1eXM7PwK049+Hv+an8YrfvdOSRkZTyeO56PwaTeq5NetpX/bNqy1TD52P6Wch3KfXYWWBZEDcFzI1I1hkk8hcvC8bNya8exFuj5B71KGtr0Wk0RMTs3iVZai1Cmllecl0vVIcj0EL/kN9MF70UceBjdA2gjfjZBrVtG3dSuQxrQ1po6hIsNjf/MB+s4/n3VvehM969eDtCg/x9j2ezn/FT/K2NGJb/u6Oo7Y+aVPMHzeRVijOfrwHWy44ZUkYUy+UkZ5OUShDzAIDCZJEIuGDqmgwRqDlGIxtiKJIpTjdIfTFosBDU7Ox+oEHSVI6ZC02wipaFebqEIO5bj0FNfi5NLCmZAKFXhc8pvvTtMusGAMxiQgL8NaaBx+nNqRu/DKIwxte+0zErd3LuDmKvSsuZri0m3Mzc1SHl6aOjc8BVEkKfRUaDU6dFTCqlekxdX61GQ3Ei29vjJJhHT9kxxBTJxg4hAbJ9CJKSwdoXH4IEHfUCZyyMj4LpDKwS8N0Xf+TeioTasTEvQNc++H//ApH7Pn659h02t+HK/Qi5e0iZShsGoFvZvOx1qY3r0D2gLHzRHrOl4hddoR8uTjgIkTTJJgtcV0qgQ9ZawVCMchas3gFfpPeUxGRkbGuUR2BDyHCGuzqHLq3mAbUzRmO+QG+05jiZTxvSKkg1qyBVufRM/sxTzxZXCCtNu1a8mv+tcg+laeZH16NiiMDDO1fQdx4iCtwbbn8Qppt0FYnyPf9+yzjH0205qdpdg/gFp9NcWkjVUu7blplOfTu3wtGENpxQqmdt5HEMDQVT9G2A7xTxDqR40acavOxI77WXrxCzly/21843//Fi9930co9DhgDbligVy5iJMrp3EUrrfQR4oxGmssfrkfKQApuxMkCiVFt4M6LTCaJMIYQCmkclFBgMrl0WGINRqvFGACS9xsMntwD/u/+TXOu+kHkDJPY+JrjL74IqSXxyv6hI2E5rFHaR57lPLya6gfqPLwn/8lrfFxACobN3LV772PZusBWuM7T9l3tQP3Ulq2Da/Qj19ZwuC216aFTumgvNwz8v5lZDyfMUnM3N47CXqWMrvr62AN7el99G97OXv/9T2M3/H/GLzsB8n3L0tdGUgTJuZ23o41mv7N1yOXbEHEDYzxMNqknWbCotsaYw2O54EUWJtOCktH4LjBSZNrYkHm0D33pdaLEikk1nbdIESEDHJp57wxqcWqSXNkrQUTt6gf3U552Tak8rDSJW5OM7X9P9Iuxf7VtMZ2kR9ZR2fuEEmnjlvspzC8gdldXydpH7eGNVELq2Nmdt6SHlOjNj1rrsKvjDxzb07GM44KypiwSXnpVjrzR4ka0/g9owyu30J9coz62CHKoytRrpvmGNN1S1ISiUDrJBUBiVTUABaxMJyzNrUyFd1ikTUImYoRhZAYndD1O8EkESQx0hisMQjHw+ClokULSIltzqfOEV4et9ifiv50jI4j/P4VAIzd+w+YuL24fXFzmvk9d9C34Xpak7uxJiFpV0+yI2+O78Bb98IzvaszMk6LtRrbqRO2m/T0DdKenkR6Pn3nbUM35tHOs2vstyByONWlQZwicrDWZiKHjOcMyg1AuoxPPcnI0tO7UT5fcfwiM2PHKK64Cm/11alzApIoTMAmxLUprHXQSUyhbwCrNVt/4RdAQKcxR2JbBLkC++66lUt+9Bepjx1mRe/wt33NqFln/NF7Gdl0CU6Q44kv/gvLLryc1tHt9Ky+HKEcknYVr6cfK1Q69hAiHQ9Yu3i8SeOyJMIaJOq4w0O3wUHINFJLKol1FSZMUI6LBYpLltKZOoQkx9g372Xo0stpjT3A2Nf/DunnGb3ul9nxkU+io4gVN90AAppHx1nx0hdRH7sv3Y7aOBMPfoqRy96Mk8UcPC0IKZFensNju+kfXvZt7+uU8iSJwa3kGeqpEDfrJJ02uSCHDCrpuNOCcryTY08A4booKbBOiJCG+37/j9n45h9C+glJ2MTxn//RNRkZ3w86SWhMHGbHf36cyR0Pkusb5NK3/sq3dSNLr//AGIlJLPnefrCazlzqptyzZBkyCDCNaURxAHkakQOkInlkAXQHG5RoHhnDhB0Ko8MILOH8UWT/qqxJLCMj45wlEzqcQ3Sqc+SHVgFgmtM0ZjsUVy49uyv1PEQIgSgPI4pD2PYstj2fdpyWRxClQYTz7MhrLYykopf6eI0KYBvTeIW06t6pzmZCh/8i80f2ke8bIG408coVwup0GiURJXjlXqJ6FR21GD7/QqYe2cmu2z/E8AUXU+5eyLbmZ9NCnxDsvfVzXPc//ozJnQ8SNes8/h8fZfW1r6Q80I9xwJiYwtILUZ57kvJeOg7CSIyJsSKd9JCOm3aD6gQTx2nXtLXYGKzROFIBhiSJUSJttxaeR9KqEjZrNCaP4lf6Of/FL0PRoDE2hpAOuYHVTD7874Bl6KLX07fheuJ2DeXl8cpVXvAX7yNuhThBkdzQCCoH1ftOFTksEM4dxSuk3aXK8SHLlMvIeNrQUZPG0e3kB1aju6K71uQuCkMbWf2632Zux9c5+tW/of/CV5IbXINQDkhFZcML0KGmNVVFWEMw1I90fByZRuHoOEY4Bt8vpJ4yJu0+k2phQjYVVlmtux3tafFXdDthBQprLTpqpW4P0kGqtAPNmgghBXGrijUJXmkI0S0GV1ZcmhaUndRq1wnKDF34ekBgjcZETcbu/2fKyy/GyVVQbp760UeImydERQlJ/3k3Uj/6KCZuEcUtAPy+c2ui/1zFKQ1jWzMEXo6gMgxCEIVN8pVehBRIxycOQ5RSWG1xSzniThNh5fFzq+umttEIrLFgNMf1Dt3fFkQO3SKFlJJUiSiQrgeuC3GE9Nx0ue8jBOhEE7cTxKH7QDiIVVeAThDKQUoX4bh0Zo6AMCeJHE7ELQ4sCnuk4y9OsgHEJwh+MjKeceKQpBXTs2I9uj4DxNhYI/M+YTsmNzJwttdwkSTpOrd0s5h1kqTf44UYphMwWuP52fg1I+PZjjWaqFXnya/8K/tu/wJv+qt/hqAMSYify9Fp1NKGAmXwCkWSqJOe40UEFgq9PQB0Wh1m9u3gwY+/n5VX3cTQ4GbKg4Oo4qnFf2MMcadNrqeP3Tf/Kxf/yC9w7//9YyZ2PsrgunUYE9OZPURh5Dx0opGevyhygAWDRtGNzQJM6iyz4AJljE4d0ixonXTHwwnCcdLILcdJY7ckBIMjWG0ZvOQS4tYkucFlLLn2bUw/9HnGbn8/5/3YW/F61xNV5/EqPZTX9jJ/8CtYHS9uT9ycIenUM6HDWcBEGqEkSbON8BVJp0HqqBeThAYnCFJnOnEahxZjwELr2BQ66nDhL/08TtHHRDV02MiEDhkZ34G5A0/wxd96G6YrbJg/vIevvPdnuPK//TZ7v/4fp33Myqtuwi+WscYQdjQy5xLXa9gkTsXz+RwmaiGCEjaJMY53anSFtRitsUaDNrQmppCOwg0CdNJAeTmsG9CpjVHMPUXsTUZGRsbznEzocI5gkpioWaMUpNEV8cxROvWIocHMtvZMIaRAFPqh8Ozcx16xgFssUDs6SWW5i2nO4PWuB9KYk4zvniRJaM9NojsdPF+StNvotiaan0N6Hia2eAND2FYNp9THE//33ZSuOY/m9Pjic0S1Ofbd8QVGt13NsYe/wf3/78+49l1/wpEH7mDi8fupHTtIaWgp+x/6JkPrN1PSbTAOqO4kqxAIY1KbbOlijEYai0WntvFSolTaNW2MxVqNzAUkcQelHKQQGJugowiEoX5kkuLwAC5V9PQBKuuuJGpMEeSW0LPqcqafuAW30Ed5xaU4QZmpx77AwPk30Zk7QtSYxKsMkhsexC0NYk1M0pr79jsxc5bJyDhjmCRMu8xPwJqE6sF7KC+/FLc0wOBlb0BIhdExwhoQLo4SqIKLl+9DxzG6HSNyDlaaRQGDdJzUecHotINMG7QF5ar0eIRFON3hpjFYkXacWZN2vgqrkV4AOsIkbYwKkI6LiBMQCrc4mBaJdQjCkkTttNirXGwckoR15vbdRXnZVoKe5UzvvhXTnqdvw4uwRjP7xC0gJD1rr6F37QsIq2MI5aK8PLXDD9Ke2ru4T8qrrjip6z3j+UvcbDK/6yDF1SuRCqIwQsdNwvos+UoFlwjH77qXBA5g8fwCCIHWOrWI/pbubqFUKuqRqaAQjsdZgEBYixHpTxZuN2ksBdakERpCg1AIK1Cei1p5WfosXoBRHp25o0TtGsZEFIY3gFII6WBNctK6VFZdQXNi1+LfpWXbaI49vvh3fnDd07xHMzK+O1qTR3FcD7/gkLTqxI0O0fw8yg+wWpAbHsF0auCdfbHDcZFDV7RnTVfcYNOCobUnuTlkIoeMjOcGcWOOJNK0ZiaIW3WsCrBxiHR9kijCtGPC+Woaz1Y2OKUiCIHj5WnuP0jHGr7yI2/hmr/5C/bf8QUA2nNTNMJDhLOzeKcROrRmJzn20J2sve413PnXv0m+f5jr3/1X7P3659BxxPJLX4jfO4qV4Kh03LEYCdcVNSxE5qSj6zROa0FMKYXEGpMer7QmDjs4QYCUCpNoonYDN/DRzQ5zO3cT9PXhVXK0Jh/GCYpU1l5Bac3lCClpzxxg/sDnsTomP/oa5vY9DFafsk1JuwqVJWfujco4LdIPsM1Z3HIP8dwMpqPR7TY2b3ArPdgkAjfH6YMoDNZEBP1FEGWU53HkGx9maOur0Z06lL+9K0lGxrlMuzrLXR9476LIYYFOdZb23BQjmy9n/LF7T1rmFctsfcNPI5RL3Gni5SRJu0XSDLvjXx+rwesbIK7Po1wPGZw6H5HO8wpAAg5Bbx5rNcZqlBvQOPoojl/EzaIJMzIyzmGyytI5Qqc+D4DyU6FD/dAhAPKZ0OGcJj/QT/3IMURQwbZmjjs6zM+c5TV7btGcHKd/zSaQilbioEREPogo5poU1DRBXmHadXQYEXY69F98IfNHnkwf0+XAN2/mya98ivNf+RYqy9Ywf3gvX/2D/059/DDrb3wD6178Wiyw5tpXUFm2hsTYk4ss3UxOu+DcICVCqfTfQmFRQBIn6CRC+B42aSOFQTkCTIQQID0XIRQ9q1YQto6QG1xG3+Yb8UsD+JVR3PIS2nOHqKy4hPzgOkynhtUJPauvpDWxCx3WKAydh9+7FOEXGLv34wBE9Sn8yuhT7EFBUMncZTIyzhRCKhASaxKke9wSPKwepT62ncr6qwlnjxDNj+P4uTTORnkYm6SiA8/DKRRxAh/hSKRSSFfhFYs4rkQKjfQ9TNeCX7ouUqnU1cYYrEnSbnKxGF5Bmq4j0nXTYVrcdQpIlYotTBKl4gyrsXEbqzW60wQhUY6PjtoIN4eT76F3zdXoqE1YHaN//bUMbnk19cOPpCIHQAiJcnNIJ0d79iCtqT3d2/K4hX6CvhUMbHsDlVWXpzbOGc9rdBxz+JZbuOWtb0W6LhO7tqNshFQSL58n0Rbj+kgT4zgSRZIWDkwCRqf/ADDdcy8n2EZ3nZG6AkNrbRorpZM0nsKYrsjHYJIIq6Nu/rYFASYK0VEHk7TS70K+H5Pvw6DQcRs3VyLXO0p5yXnErTmEcBjY9HIKSy7AKw2RG1jL4NbXgJQ0jm4HID+0Aa80RHtmPwBOUCboearzcUbGmWV63w5krkRIgCIm53co5pvk1RRBXmI6DUznqe1/n0kWXdO6kRTW0nVyOFXkcGqsRUZGxrMRE7WJ2h2kCVl60QsAOLL9PkwnwiQRykb4zFJ0ZymWYoKCwiYRVjjYOEG4DsfuuIPc8DBR2Fx83pHNl9E4fIS41Trt64b1eR7/3EepTx7lvJe/mT1f+wx3/vVv4ZcqlJasQiiPKLQgA+I4JgnDdGyxoHegK7DsRmQJ2R2PS4UQsnt8kunxSlgc38eEISaKEULg+Tmk4+JXelly1ZUUR3vJDYwwuOVVFJddSFgbp37kQcYf+ATV/XdjdYxQble8earIAdLxRMYzi9EJWEPUjrGtKr5n8FsHyKlZcnmLtB1QAVbHpwhyAYRQSMdFBXmUH5CEbYLKKGF1DBWUzsIWZWQ8d4gaNeYO7Drtsvs/+mdc+tZf4eqf+116V66nOLSUTa/6UV71J5+gNJI6RipHkYgASUi+pCjl6uTtJEFgsZ0a0vVwXJek1VgUzS9w4pgULDJXQrq5NKqzNYtXHGBu3zdwi2dfKJyRkZFxtsgcHc4ROt0OfRXkwRiaY5MIKfH7es7uimWcVfKD/Uw9thPhb8Q2Z1Cuh+PnaFczocN/BWtj/HIvYbtJrm+IzvgYlAbJr12LNYaph+6nsmIFyofa/n0MXXUZh/7pdgoDx3PgG+NHiNtN7vxf7+Hit/wiud4Bqof34hUr9K3eiOP5VEaXE7ea6KiDEAFSHNeqpXOvEis1UiqshSRsI5XT/TvNB1eOg4kMJk4wscErFbrFR4k1Gum6WNOhOTePJY9X6iVpzRO2jhA3pqmsuwKZq6RW8oVezP67EP0rmdl5M05QIde/inD+MK3pfUS1cSqrrySsT1E//BADm1/O5PbPYZPwpP3Xt/HFqMwmMSPjjBHVJyku2UTt0IP0bbiO6ce/tLisM7Mfm0T0rLma1rFdNI4+Tt+Gq3FtgonaaGNB+khHIRyFaTfTmq5fQEctpOel19uJBsfFdb3UWtGkNvtCSDA2dXuwCxb+Ji0GQ5qJbE8oDCfpxK50A7AGZeO08V25yEDhSAcd1nHcHOHsATqzB9FRi8qaKwnnx5i576sEPUvpWXs11sSpK0ShDx02qR97hFa3y701uYfC8AYKSzZh4g7CLz9roqUyziydqSke+MM/BNLPXWXpGr7593/JhpveSO/SlQgpScII4/ooKbG46WfcUSw4M6SPTTOQF3Kz0xvTQsSClTRYpHKOd4UDaE2qa5CYJE6thx2J9Hyk6xLNHsavjCDiBrZTS50egiI4HiiHqDXHzM7bkW6Ogk7Y84lfo2fDC6hseAGlVZcilIPyC/ilEZx8hfbsIaYe+wIIQWFoA70brs+KExlnBZ0kHLrnayy7/MXIRNCZnEP2jBIMbsAaw8xDD1BauRzlnb4P9ZnkJDcHYEGgJ4TAwmJsxYLIwfOyPOSMjOcC1miSKIS4xpLNlxL09HPXB97LGz74ZaK5GjM7djB4+RUEo+l5Mm43IWwjpCDpRLiFIjs//BEu+vVfZffX/w1IO3aXX3Y9u/74Q7i/9u5TXjMOO1itac1M8sgn/5aNL/0hXv4HH2N672OYOKbQP4zVEfn+AZJWPY2Z8J1UWLmQ0y7SY5DROhVZmSQVNmDSWK1ufJaOIqSjUrGw4yAcRVyt4vgeUkqMSVLhpnIZu++fGLjgpQgsc3vuOEXQ0H/eS54y6sot9ONk9ujPONYaovo8TiFHXG8xcfAgo5e/AAG0mw1Eq4nVNdxcAbCnPF4nCcIm6Wel3WF215fpXf9Cqvvvobzysmd6czIynlt8m+GpjkKqR/ez/obXs/zSF2GMwS9WUK4LpG6a1lpc16U9OYvMF8mtvQZrLfP7niTf56F1G5SDcv1U0HBCTDHWYnUCNhXP2yREKEWudwUzO24mac/Rt+F6hMzGoxkZGecumdDhHGFB6CCDPLYzT3O2TdBTOiVbNOPcIj/YT9LuEIYKN5xNbVeL5czR4b+MIChVCOs1TGseKZp4+SGi2Smk59K37SJozxGJPHHzAMeeuJfLfuLduMFxW8uhTRez97bPEdbnufvv3oubL7L5dW+nb+0mDt/zVZZddA09K9bgBoU0b1ECSbRYeFnsKkV1C4YC2bWLt9ag4yTtnlYK4boo5WAlRFGIqzXKkQggaYW0Z+eRnouTr1Df9wRxcwavMkJ+6dbUTvjRz2LnDpLotONOmISRi9/E5PbPMr/3zu4uERSXbqU4uoW4OY2Omsw9eTtD215Le/oAUW0M5RUor7wUtziAdLIBeUbGmcAaQ3PsCQpLzsdMPEF79hBDF72BxpFHiJozuPleyisvoz3+JJP3fYr8yHpaM0fIL9mA8HuIalWCvhF0YnE8gSoUsFakzeyOg44TEKQ2i9ZiTHdSTXBCVIXsiq3SY5VIq8HdQ1d6EW91hE0sQiqUjlMXCCeHcVS3MGyQjt91h9BMPvwv9G18McWlW7A6prr/XkpLtzJw/k00jj1G7dADFEY24RbLVA/cS8/qK6kdvP+EHaNpju9c/LPilciVsw6Ic4HOzAzJQsdlEuP7OS5+8zt5/PMf47Zv3MxL/+Bj5Cp+6q5AGtPiBAVQXvp5XbCLlml6quC42MGa7ud8YXJ5YYJq4WfXGhtrkVIipcUNvOOuEAZyQ2vTDFbi1K5aamwSo61h4qF/wyQhQd9K+jZcz+6PvROMZn7XHQxd/oMo10f5edzc8a485ZcoDK5L3VC8fHa+zTh7CIFXKKURL50ayDautzBe9qls2YoIq0Qi4GyHQKQih25Mk7Vp/LlMx8onOjlYazORQ8Zznlwu953v9HxB2K7rmIPzyEd56Xs/wv0f/XPu/cgfc8Vbf5HR616IabdIGnPgeGnTgCOJwg7CwK5//icu+a33UK0dYvrJRxnZfBlb3vAzzD22k9WvfhXeaRqJoto8yvPoW30+009uZ9eXP8nur/wrF/7wf2f55S/m2MN3seaq6yCJEK6P9II0ok3IxS5eY7piK6lSMeVCDVs4WK1BSYQVOPkcVmusNenYOWriKE1jfBy3UMYt5mhOPYqNWwxccBO1ww9SXnIBo5f+EI3J3YTVcdx8D4Xh89BRi8LweUT1SZrHHlvcHq88wtC21+L4p0Z0ZHx/lErf2VVBKSd1tcu1GL38CpLaHNYa/HIfSVxFBUWSsI3yThVwCykQRhLVayTtY/RuuJb60UcZ2PxynKzxJCPj2+IXK/StOZ/ZfTtPWSakZGDdZgCCSt9Jy0zUgnYdR7nEcYJfKSBzZaK5aaSr6Fm9jnBqD25pKY4jsIqTRQ6QzpsIgbCCpNNBSmjP7ac9uRu/Z5SBC162OA+ckZGRca6SCR3OEdrdwrUKCtjWLM25DsFAlqd3rpMbSos6jdkOvX4EUQuvUKZTmz3La/bcwnFdRFglCHziJEINrsa05hEqAZ1A4mBlHj07jSzncIMcQaUf1S2SAAxvuoSgp39RZBK3Gjz0T3/Njs9+jNf85adSm8KojVAB0nXRcXxc5MAJVmZCYJIkFTl0B7lGp/aWdCdoHV+luXCtDn6lhNEhcUujwwihFF6xTNisccc7foX2xATLb3oJ699yPrUj91JcciHuxT9GoAy2NYf18oStKqY6ztC212F1jNExysthtOboNz5Cccn5DFzwcub23MHEA/9C0LeS3MAa8sMbcfO9x9c9IyPjaUdISdC3lKlHP0d5IXImiehddx1Ja565J25jzz/9DyrrrmLlK3+tO4HqYOMIrSPcYhmdtDER6CjGzee6VqgGqy1OLpe6wnSLQlKBTnQaWyFBOm63OHziSgHI48Vha0BIhCWNqRCCxAKdOiYJcYIiNgm7ecRpFMaSy9+CiUN0WGf+wL0Uh8/DyVUQjk9vaRAQRI1pTNQmP7AWHbWxOn7K/WST01sNZzz/EOr4ubdxdJz86CB+vsDWH/hpNr3qx7siBIGTKyCQCCyJ1sc/9+Z4oRMsxlqkWLAoWWjAOdFe1ACpnTTKTS2wEWAsOtYoz1v8XCMUgjQCxioHoVyQEuPlIe4wuPU1KC9P0pxn9z/8AnF9Gq9nlGU3vAOn0LcYUafjDhiNcIJ04jqbvM54FqCUYt2LXgNxhzhM8IfXYpvTCKlBJ0jr0GzEFIbObrSi1mlXc+oQ3xXlcdyFaIHMySHjuYq1BtucQU88gZnex+rSKLQGsIX+1K3oeYx0ckhHYU0AysV77BNc83O/Q9hs0K63KPpFIEqFi3GE9YpY4YENSdpN1r7xDVhlyc8vY3DThbTnppExzD78COe//ceR8tQp1nZtFifIsfl1b+PWP30XkB5bHvqnv2bPrZ/llX/w0W7qhMaVLkI5mCRGel4qDEZ0G5Rs10mKVDh8wvEo1Q9bbDc+i8QStyJMFBOZCFUpEbYaRHM1yssvAgw2iehbfSXSgrGGJGzhl0fQUYv23CGC3hWEcw36z39JGhMXd9LYA7ewON7I+P6xnRqmMUVy4B6WW2DOxRYHEKeJklCOhxUJRA1ip4RuNxCEqVa2OYtTXkLSbiAcP3UgO808i8HgFnM4wTKsSSgvv/i4c0hGRsZTEpR7ufodv8uXfuttJGH7pGUXv+UXyPU8xfjVaLQVCOnjJC1MUMJ0GkgZg47RLYMsLcXoBCNlev13ync3PQ/oKMHxHawx5PpXkB9cSzh/jKg5g18ePiFiMSMjI+PcIxvNnCN0qrMoL0gLDvUpWtWIkfOyzsVzHTefw83naM406B0F05rFK5Roz2WODv8VcqU+wsYsbvUgqm8NTmeOSEOnFRI16+T7BCaKiNp1XC/HmmtfRaFcZG7fIQojaU52fewwN/32B/nmB3+fySceAiDfN8QlP/6utINDOYRhhFsIwCY4rsQ67vGV6A6EhZToOMLEFsfzFidBUqtdmwomkhjdauEFbmp/hsDxfZTrYI3AGkNQ6uG6v/kbOjPTuMU8SatOZ8xl/rG7sSZh2Y0XE9YnKQytRxb6qO69k7ndXyc3uIZc73qkEzB+7z8ChsbY40TNGXrXX4tUHsLxcAsDuJndZUbGM0J+aANze75B7eB91A7dz+AFr2TXx/47gxe9hsraKygs3YRXHkI6AXFzlrg+hd+/AicIEEqQtGKwAi8vEWiMdNJOM5euK4PBJAbpOBjSmAqp0uKP1brr6iC6MRXdGdoF5wclEW4eHTawpLdbTJo77OfT4q+1CMclbs7jBMVU0BW1MDpCKIfeNVcjXR8hJHO7v05nZj9eeQQQxM0Zhra+hrB2DK80RFSfPO0+8kvDtKf2EvQuzTqanucEfX0EAwN0pqe569d/nVd8/MOEUYwbeORK+TR6RSl0u44OU1tQrzKI1QtW9jotBAkBCITQ3WKDSONXFjK0uxhjUcKk3ZVCgHIRQqRFDCUJZ2eRvodTLGIaVUyiEYGHtoYkiRFIlAyxSYjptJHSReUqrHn9+7AmQflFhOMyt+Or9G56MTqqUz1wHyZukxtYTXnFJTi5nkxUmPGsIN83wOTEUXrLPSSNOnEzJGzMo7wAL2/JDwxhO3Xwzq7YYVGgl6obUFIsivpOWp6R8RzEzB2hc8v/B/HxQk1n+6cIbvw1ZP+a5/X5QigHv1Ck0QlxNr8Rc/ffIh74GIVLfwyRtKExjuvmsMKlHSbE1QniThMvX8Itp2OEuN3CyxXI9wxQGViKCJtsesNLCOdmyS1deZpXtdz25/+D63/tr7jm53+fhz7+17RmJwAISj3E7Qa+76Gti/DTWArpONgkBsc7oUNXLNhIdYvYqZNUWuU26XW+1SSdEIxFegqLICd7SOIQWSyhpEM0P490NSrfQ9yaZ3rnlykMn0dx5LyusAKa408Qmnke+OPf54V/+ZcEvX24p9myjO8P064S3feP6MPHXec6u7+CWvMCvIvehDxN1FhiBY5SyK5INtYK3WkTNaZR3gx+uQ+/XEhFLyc+0BqsTrCJASUQ0qF26EGcXIXA5nGzBL+MjO9IZXCQV73v79h92xeZ2LWdfN8Qm256HZUly9P519MgvALSgkha2FwJmbTphB1MYtFxSNyaxsnlCUo9RJHFDSSy4HDiN9haS9JpIqwlCQ3Ks5gkQYgE5QW0xw8ipYOb7zvtOmRkZGScC2RCh3OETnUGv5gOkptHDmK0IdefnQAzIOjvpTkxC6MK25rFL5RpTB8726v1nEKIGKcyiFYKV0SgPLxoFpnMo4q9TO95lKjVoGdkKUFPGS/v0pmbJzeQfgerRw8hXZft//5/ueadv4eOQnQc4eaL+PEUHL4DZ/0NaDcHaOIkxlEuJAlIdbw7tTvh4fjBQpoFQNee02CiCOl6WCFRBQkktCdn0k5qqZAy7XRVgQdSUN2/j9t/7r+ftK1XvO99NCfG0GEDTMLEg/9KbmA9/RtfTuPwYaYeeoQn//lvue4D76d/00uZfvyLYA1RbZzpx76A8ouMXPrDmcghI+NpwMQhRsfp99b9NrbDQjK09TXM7v46cXOG+QP3sPp1/5Pxb3ycY7f/PStf9W7q8+PkR9Zjkg5+/0qkm0c4HkiJW8pjLWhjsFEEaIxSKMcF5SIlWCnBmLSTTam02CtTgZVNNCjFQk+skBIrDQKB0RopLMr1sUJiRIywBhM30SZBCAcTdwCL4+dIOjV03MYvDdGaOUBhaD0m7tCpTZDvX4WQCmsN4fxRgr6VDF/yJmZ3fgUdtehdfx1T2z97yu7xSkNYHTH9+BcpLb+Y3vXXorLZvjOKtZbW7CTtuWnidpPCwAhBpQ8vf+ZtkP3+Pq76oz/gtp97J/V9+6hP1yj2F8EakvmjGCOQvcvBWrxCAYwBLAKLSWKEdMB24ynSzAksaSTLQvFzsQRq7XFHpbR2sFhAEkJiMXiV7jbrBOn44IAVBunlUe0ZbLuGyBfRUiH9HCaJsCYEx0OpPOHsEcbv/BhxfZrSmkuZ2v6ZxW2NmzPUj2xn9IofwysNnvF9m5HxnQj6RuixIPIVaFcJ6zPU56YRWjOw7gKIWsSdDv5ZGibqRfeW9Dil4xjHS4M0ThQ5ZJEVGc9VTHue8M6/PUnkAICOCG//3wQv+5+I53mhxMlVKPZawk4H7/pfxUw/iT5wB+7ySzHteczkLmTvSnJuDt+NsaURwnaTqcfuIwpDepavpdg/gDO7G4FBF5az5/NfYfWrX3XKa0XtJk6QZ2DNJu7+wHt54S/+EYPrtxK3myjXw/VdAt8BYXClxpoYlEfUauLkC8huzJvoiq7S8QjQdZYSMh17SMcBJdFhiJUO6BDHDxBC0ZmbI6pVKQyPoPIucX2exviTtCafZHDLK/EKA9QPP0j98IOL650fvICJex5m6r77COfmCHp7n4m35pzDTO0+SeSwgN53J2bl5cjRLacsU0KQaI1yPYgT4rBFdewIndoMyy68OnX+xGKMQakTooqFRHoBxtQxiWX+wD3o9gylpRfTPDpGrv/sCgwzMp7tmKhFct/HcMYf54I1Wzhv82uRSQv2fhqzK8S++g8RxVOvt4SUyCREeyVkEkISo4QlittM7d6Och2WXvRCkjDE8T2E7x2P/Vx4DkB5OeJmCydwwFpaE4/TOPoICMngllel147eORRFlZGRkfEtZEKHc4T2/AxuIbU+ax49ArBYZM04t8n19VE7dARx5XpMcwavWKaz57Hv/MCMRWRQRsxPoEyMzS9JB6S5XlSvIS8EueGVSCEw1cPQroGsYOmgghzN6XFufu9PcuNvfQDdafLv70wnSFZd83K2vOqHiEyI25ojmdyNHNqExOBIsBisVBgTQZJOcFghsEmEMDbt/lBphqdpt7CJRgZe2qGaWHSzDkLgFgrpfRKD7nRQSiIcSWemzsN/9ucnbWdueBiVyzFy1aUgYuLWPADt6SfJD2xhx4c/ypGvfhWAb/zKr/PCv/oTRi79YdrT+9FhA79nlKBvRaYyzsj4PjFJRNycYW7vN4jqEzhBhZ51L8AvDZ/24tYmITNPfIXyyktxgkrX/UBRWnUJS2/8OUzURkhF0q7jFvqRjgcmJq61CWtt/EoFr1xCCItwPJLEohyJdB0sJi36ak3UaeF4AdYYlB+kbjLKgQUXZCEWvMARXTWWlAqswegwLRKbBGkF0sthul1l0vrgeJiwhvKKuPk+rIkoLrkAbIJ0fZTjM7fnTnrWXk1xySacXA/NsR0I6RC3q5ioRWtqD4NbX8P8vruJG1MI6VAc3Ux+aB1T2z8HQP3wg5RXXpIJHc4g1hhmDzzB1/7oF2jNdh02hGDDS97EhT/0jqe2/XyaMHELnCO85J/+nkNf+hoP/fGfcfFvvpuglEP2LEEpD6F8DDmEBaMThLWpeFCq7uc0zcO2ix7SkN45FfgsRFtY0q5L2xVLWAs2aUM3usIYgzQhVkikW8R6AqkkJo4wJkIWRxDFESwWR3ns+qdfwYQNhi59Pfllm0F57PvX9wBQXnsF9jR2pVZHzOz6GkPbXpt9rjOeFXiVPnSi8fpG8PtG6CeNgTh8980MnbcNzzs7UxRJkiy6D5muM4tyXQSkokKbWgVLx8F1s97mjOcmtlPH1idOv6w9nzqqPM+v1YSU2PHH8Ee3IP0Sqid1WMQatN/DxESD3v4yufJwKiAAlHJZdvn1EFaxMwcwe2+BZZcxseMQ049/gfU/8Er8npPFmjqJqR07yK4vfZKNL/9hvvaHP8+d/+s3uPxH/hu56h5UcxKdH6LRsw6nbxlBzkFai7WpNTlxB2uc1B3NcUmSpOuKprtZ7C7CcbA6wsQaG8coz0m1xY5H0uwQ1xtIKcn1DzK3azfllcuIO3N05g6DNcztvo2Bza9Cd9q0pvcglINyhjh2+91sf//fpNsRhs/k23POYKIm8c6bn3J5svNm1OB6xLeM3aJY4zmCxEq80jD5EuSXrE7FeWELryBAgrIWE0dYIVMnMZ2glELH0JnfS2l0I8rvYdc/fIKRK68805ubkfHcJ6yjxx4DLPbYI8hvWWzmDiNPI3QAiOMEqWsYa1HlATzA64PKsrUYo4lbdYJ8Dut4CBNjjcEIgRCyOy7VSAzKdUEYWtN7MHGLnjVX45YGkU6AV8xcuzMyMs5tMqHDOUJ7fgavUAJraU5M4wQebi6b7MxIBS+TjzyGJodszeEV+ujU5rDGnJBBnfGd0NJDY/HDBrrTxkhF1G4jlIOXy2HiNirXQ2Q8wok9eJVRtDHMH9xNa2aC9uw0F73lF1l19ct44kufYP7wHqYP7mN406XMxy6eKFG0mkRIlPDQSYwgRHm5k210u11nJo4QSiKlQuYdMAarNQQFTKtGa3IS5QUUli7DWo0KFCiLbifo6Rr1QwdpHj26uH29mzZx4S/9EpMP3kdh2WaC3nXM7/3G4vKoeZClL3rRotBh/oldfPmHfpz1P/wmlt94A7mBNQR9/ThZnmdGxveFtZbO7CEmHvrU4m26U2fi/k/Qu+F6yssvSoUKJyCUS9KpMftE+v0sjm4hP7COY7d+iLgxQ/+Fr6R56BE6s4fJLzmPYGBlau1bDPDLBYyVWBthrUEJHycXpN3rSYQ1uttVFOD4OQQWFeQWO17TInA3Psd2u9AQi+cYa5LUdlFKhEzX1RiNDlso10cogQ6bqetDUAKhsEkndaLB0KmO0Zp8kqBnGb3rXsjkQ/9G0qnSt/HFtOcOEbXmGL7ojUw+/GmaYzsI549RWn4RXnEQJ1dhfv83mXjo04tWvQBhdRyvkHU1nSma0+N8+Xd+irjVOH6jtey++V8ojSxj06t+LHUiOkPoqEln7gCd+YOc97YfJQ4tfj6HNFFq0qAtYbuGTWKkUliT4FYGu13dFqNN6pqUdEUF3diK1LBEgE5AdMdPXccHIUTXAMKA8BBCkESddLIKv/twiwkTbLfI6joWTJQ+j0pjZZZe/1NYrXGL/Ug34PCX/qK7DpLBS34A3amddps7M/uJ6pNI5eLkerJun4yzStJpoUxMbDQkEVGnhVQOK666CVozhKrA2fBKWDhPLZ67FqPfQLnd8fWCCCIj47mKSb798iR6ZtbjLKMGVqOxdOanMZ0quUIJozySWouB1Regkzad+UncfAEpHHSzSavZIijmkQPrEb2riTuWwlqX/gvW4uVzdOKYhbNra3aSscfu5eiDd7L/ji+w5fU/yUt+50Psu/1z3P5//pih8y5i3YteQ9AzQHv8EI1H7mb4gsvIl8tY5SKsRLikYobuc3puGktpF8YbxmAFSOGjHCAvEICO2uiwg3QVqpAjrtbY/2//xpIrr2TyvgeprFuHIzcRLO8n6O3n3t/5E6p793LNn/4pOz78YY7dcQe60wEgPzKC8v1n/g06BxBGY7/VWeUEbNxK49K+5XY3n6NTbxDkPWy7TqfZwBiNl8sjpcTgo1AgQLrH5/OkUiStJirwKAxuIJyv0Z4cZ++//RsrX/7yM7SVGRnPI4zmBN++U7Bh8ymXSc9DWweXiKQ2C44ibNQRCLxCATdfJq7PoeIOotCPVJIToyukkiTNRhor2olxC8MUhtaShE2kE9CZO0SwINrLyMjIOEfJhA7nCJ3qDLm+IZRuU59rE/T81/1Aw/o07ZkjacHBcfFKg+T6lyFV1tHyXCbXn9oQthqWkprB71mFNZqwUSUoZxaF3y3ScUnihLATgdZ40pLzwAhDEnaQjkNcm0a5AVHi4RqBwFIbPwzA3JEnCXp6OfLgHbzgF/4Qk0TUxg6x+yufYumFV5Mr9SG7BUAhDI7nYoUDOgLnZEvddIXUYse0kLLrsq2RFrwgT8/6jbSnZxCOQEpF0oqQKGReojH0b72Al33qX+hMz2K0JpybQ7qCpTdcSnFkBbO7bz1p+03YIRgYoGfjRuZ37QIgqlZ5/P98mN3//C+87JOfzEQOGRlPAzpspJEwp2HuydvID63Hc07uxFNegcLI+TTHdgDQHN9JcekWRl/0Uxz7+gfpveAGcqObKK26KL2cjttI5ZIgkcpPJ81MgkJhElDCgHIwGkxiUJ6PSUKE8jAW0LpbIDbHo3XoGu6atEicmjtoBBahQ6J2jJQKx/MQSRthDTY2WJO6O2AFutMgblcRUiGsYfbJ2xi68AcIq2O0Zw+ighJJp5rui73fYGjra6gevJ/qgXsZvviN6KiFDpt4xQGMThi//5/TGJ5vQcpseHwmmXry0ZNFDifw2L//X1Zf83IKA8Nn7PXFogjB0jj2CP7AZo5uvwfHDxhYuRblWbwgByKNbJFKgZDoJIJu3IpyHISTjn/Tz7Q4XhRdcC5JF6bTYbYbayEkQmiEEEjfBxMdF5UKhVTR8QhuqRDCI3WC0BijcYsDi88zfudHaR59HLc8xOi1P0FUn0Gb1lNtNSZqMf7IZ6isvpLK6iu+fdxNRsYZxFeWVifBy3uIuEngGISy6FaNjnbJ5Z75otqCm0MqdDCL3XOO454kKDZa4wdZs0DGcxfr5EB56TXktyIV1jvzEVLPBrRTRDQmcYtLSFyXRr2KDudRfo4gcAkAE7WxcYsoAeEolLDEzVmEcrHCxSjIVfII5aIPfoNq/yXkeqE9P82tf/6rDKzdRHN6HIB2dYbO3DSrX/gKVlxxA16hTGtuiv2f/weGt1zBisuvAwsGAVHYFUKmzQosxFYsjjXSbUiv77v25kKmY44kxiYaIV10q4VOYvyeHtb/8JtozUzRs2UTutEkP7KcxpHDPP53f8/gti1c8NM/zd2/8RvU9u07vpOEYMs730lUO72IMuP7xCvgLLuQuHr0tIvV8ksQpxmrKVJHj6TTQdoE3xVYbcBEaBkgbEKn2iCo9J0ikkA5JM0WSbsFFr75nvew4c1vzlw7MjK+C4z0EIV+bHPmtMtF74qnfKzjBZh2C+0XMUkVJ4nIuRaDJA5DXDuP8nzidgtPxyB9Tv4CC4RSmMRgwhpuocTcnm8QVNaiozGE89QCjIyMjIxzhaxd+xwhdXQo4yZ1mnMdgv7v3o7QJDGzu+9m+vGv0Z45jIk7RI1Z5vfdx8RD/0lzYu9iJnHGcw+/t4IQklY1wrbncQvp5EZ7/vSDt4xTiVoNSDp4uQAhIYkTJg8eYPzAAdrtmLDdImq1aNc7tBttCn1DxEmMU/ApDi4B4PA9XyNs1hncsIW7/va3CZtV/EKJFVfcgNZph2cSJ1gDSadDErYxuoNw/BMKKt1scGuRdAuMUqaTtsYilEIbizYaJWMK+QSHiOaxXVjdwtgQHc4hbcT+2z+H29pDRe2ld2U/I5eeT2XVIOWla5nbdxdh9dhJ+8AJRrn3d36Hre98J+f/xE+QX7IEv6eHNa97HS/9xCcoLl/+jL4nGRlPhY5DamOH2PG5f+CeD/8hB795y+Ik5HMBHbXQ0VN0C1hDVBunPXMQHXcWbzZJGvOQG1jTvVvC/L67KK29nLU/9EdM3fepNKqiXSWKmhiviBESpVx0q40JQ6wWaexNFBGHHWzUQDoCFXgI5SC9XNr16jhIRy1af5skTt1kuoiFIrCQ6YW6tshcGb/ch5PLpV3t1qbxGspBKh+soTWzD+l4KMejuu8u5vbeSf95NzL7xC00jm4n17eSxrFHj++KJGR6x5cY2PQyetdfCxacXC9YaM8cZO7JW08rckBIvPKZK7JnQPXIvqdcFtbnMTo+o68vpIOTqwDQOLqdfM6jb8U6SsPLGX9yB0cefYA4jgibDXQcEbWbWB0hbNo9KaXsdlSmkRSCbjRF929rSLOzpURIxYKjg4Cu+FAtFiqEctNTt7Fp0UmY1NmE1J6UuI2IO0hrSNpV2hN7ietTSOUyfPVbWP2G97HkBW9l5rGvUFy+mfb06fdtbmBNalMNVPd/k6SdFS0yzh6RyJEPckTzszRqdcb27Wd2fJJOs0GuWILTHZvPMOJEpwYL1hocdaroLXO7y3iu025F2HU3nnaZXf0i2u1zo+DZqs5hvDLSxLhS4OcD3CBHWJ9j6ontVKdnqc41aLVjGjOTtGYmSGKNVXlmDx+ievQAJo5IcODAnbDkYnSUjnfrE0eZeuIhamOH6F25HoDasQN45R46tTmaU2OMPXoPjfHDrLjyJRQHRjBxnLo7xRodJ4SdNkZ3HWYWFJALdK/5hZBYkwqw7ILTg3JQ+XxXsKXxix6IDgfuu4Xm3FEKOU15/la8h/+KfvdJLn3bDWx446uZf/JJNrzlLfRs3IhbLjN8xRW88K/+ivG778bJZ80KZwIhFc6668ArnLosKOOsvPy4OPcErBXkPIVJQtr1GuP79jB15BitVkjSCTHG4hUqp31NoxOk52Ct4a5f/VUu/OVfQscxMotjysj4jnQ6MWb9K06/cMk2mo2nEpxD1IlwJdioSRxGzE/PcWzvXmpz85gkJmyHJFGI8oJF4e23YoxFugq3VCHpNPGL6zFJxPz+r5EfXPt0bWZGRkbGc5azeqV+33338bM/+7O84AUvYOPGjdxyyy0nLbfW8v73v58XvOAFbN26lbe97W0cOHDgpPvMz8/zK7/yK1x88cVceumlvOc976HZPLkA8MQTT/AjP/IjbNmyheuuu44PfehDp6zLF7/4RV72spexZcsWXv3qV3Pbbbc97dt7trDWEtbm8AplnNY8nUZMbuC7y24ycYepx79GpzpOaekmetddTnnFFnpWX0zvuitxC33M73+A2d13YZIzOzGdcWaQSuH3VmjNtcBaPCe9iu7MT5/lNXvuENbmMUkEYQ1fROR8GFx/PiOrllMul4hnG4S1FqWhZbTbDYyO8fMBwlgaU2P0r9vMxI4HiOrzFIeWcumPv4sj99/B3OE9CCmpjK5i9uCTSCFwAxe3UMLx80g31+3sFN2iS1poSX8Xx613rWVhXtZ0QohDtBa0Q5+9//lVkoaDchbyPIvMHz3G4MZLaNoRWHoVypEI3cYJKkw/cQudmQMnbX9x6YWM3/0A7clJbv/5n2f28cc5/21vY+sv/iKbf+7nKK9cebLbREbGWULHEWOP3sdnfvF13Pf//pQnvvgJbv3Td/GF9/wY9a67yrOd0014nYxl4sF/pTWxC2vSCVeTtJl8+N/JDaxl9Mq3MbD5VZRXXIKOGgjXZ/iat6D8Ik6+DzfXAygmH3yUr/23d3LL23+KA1/6Co4jcTzwSoVUcBWltVmjDSZJsIlGOS6W7m06QTpO6r6gxOK6IES3+AvSdRFKYXWMEBYpFSZqI1QqnkA6adyFVPilIaxJUH6Rvo0vprLyUmZ3f52oMU3v+hch3YDO7KHj+0l5DG17HU6ujFfow6+MoMMa04//J7WD99Gz5mqke2pX7sDmV6D8UyccM54++tec/5TL8n3DKPcMm9ZbQ/95L0mFgsDUk7dR6i3jxvP0jYzQv3YTUjm4uTzKVSjPBaEQjkzdHaTEWJu6kdAVF3ZPskIphJJYo9N/C/am3S5My0KahUgjMNJnAAlWeQjHTz//jouRLla6aOVjlUvQM0pueC1B/wqi6jgH//NPOXrL39Ke2s/odT9BWDtKadnWUzZXugHllZfQOPbY4m0n/p6R8UzjeB46V6KQU5Q8yZJtV9K7ZBnFnEJENaLGU1t5nwmSJLXyXxA7pN/pBUHSCW4OxuB5ZyNUIyPj6SNs1jl4cBa79c2I0ggAojiIveCNjM1Z2rX5s7uCzxDWaA7ceyeYGGkjVHOSQHboXTLC6KatlIdG8IIKE7fdzZHP3UJjz2EUAs9RBKUKiHR84CfzuOuv5Y73/D5OtzA1/ui9ABx7+C6WX/YilOfz+H98FN1pY7WhMLCEoFTB8XMkYRvlBbRnpzBxiAoCvEIBL1dMx9BSHo/IgsVYnQXnGanU4riaJCRpNEgaNdBthOMSNiMa07NURlZRHFxBaPPIrT+MuOwd+FtfS27Ti4m1x8S997L74x9nxUtfykXvehd9mzZx73vfS2d6mqA3c/k8U4jCALmX/k/UqitBKpAOas01BDf9JrJ4+jlboxN0UCSnDAXTZPi8bQyu20ypbwjpuEghSMIWnOLnYHE8Bxt1cKTguv/9fh76y79ibscO/J6eM72pGRnPeZKwzWN33I655CeRfSuBVJRkN7yC+fx5TO7b/ZSPlUphlPf/s/ff8XZd9Zk//l5r7Xb6uf1KuupWcZEsuYBtXICY5tADITATICEhkxBCvmkkgZABMoQhISEzw2R+yRBmSIYhGUogCc2EUG3jbku2JKv3e3Xr6WeXtdbvj33ulYRkY0Dd+/16+WXds/c5Z+91dll7refzPLjCUPAMlcWLWXTFNVT7+ylU+lGOS9RqoJSC08VIW4NSAhO3iRsdMB7NibuZ3fUlqqtvycYvMjIyMjjP0RXtdpt169bxUz/1U/zqr/7qKcv/+q//mr/927/lgx/8IGNjY/zFX/wFb3nLW/jiF7+I38uJ+63f+i0mJyf5+Mc/ThzH/P7v/z7vec97+PCHPwxAs9nkLW95CzfeeCPvfe97eeKJJ/j93/99yuUyr3vd6wB48MEH+c3f/E1+4zd+g+c973n80z/9E29729v47Gc/y9q1a89dg5wlomYdoxO8YplkX1rpNR9X8FQYo5necRcm6lBZvhknOFnJrbyA0pL1eOUhmke2MfnY1xm8/DaUl9l5XmwEfRVaUzVYU8AT6WBf5ujw9FFegDERU1v+hZHLroPBy5FS0kGTL/QxuKE/HSCNu4ys3kB3fBuIACNcHv7UR3neOz/C4//8f/jOf/sDnv2W3wMhGFx9BW6ugLWW2YO76V++DmsSrJaASStFhcQmCcLpXcqF7GXbh0hHYWOLlAJrQScJwlp0FKPKBbAWp+ix4vYbEUEJ4p5AzIXqkmUkbQ1CoBEcfTjNrw/6lzN4+QuJmlM0x7chHZ/C6FXMbd9L0D9MMDhId2qKie99j8aBA9z0wQ+SGxo6b79LRsb305md4ht/8htYfXI+cXt6gnv++j9x22/8CV6hdJ627ukh3RxOvo+kPXvKMqFchHSwJmF6x9fJDaxYqFy3JmFm+530r7sdN9dHa2IbcWsaFVQoDK1BSIfDX/9LwtkjrH3tBxjavIlbP/JhTJygfJfOzBzSC1C+RTkSpEJKiXDSinQTx+gkSQdcrUUnEdILkAKw4iSxkzWpEEIpB5QCI7DGoDuNdJDPDXqW/ioVSBiDVE4vg9Ij6TbwyosYuuoOkrCVDvBay9CGlxK1pnH8El55FOWXSMImNgkRyqUztQ8AHbWY2fF1hja8jLB2hLA+juMXKS29Bjffl0VynWX6V64nVx2kcxpB5abXv41c39m9bwhraRzZytCGlxK3Zkg6NVq1cYLBMQKTpOIbaTEqQDlOr6KmJ1iQAmFBKie1iRYWtEDrBGktBotAItz0vmzjKF2v5/gg5sWIAiQWk8QkrTbCdVC5AiaKQVhMHOE5oHvWqKLQR9yeoXV4O8Hgcvy+JQxf/2qcQj9OoY/ZXd8kac/Qt+a5DG96NY1Dj2DiDkHfGMHACma2/ysmOV6la+JnRsVuxoVH3KwhPZ+k3aIxMU1l7TqkEOD6HHv8cUoD/Vhxbp0ChUjvQSa1V0EIiSB9FlbKOW1VXUbGxUpQ6ePhz36cXUOLuOqOn6a49EW0ZybZ8rf/i9qhPbzyv3zhfG/iWSeJI7Cg/IAk6rDr03/A2p/5EDJuYad2EwcDUBpAeS6rX/e6hT5s3GqhfJdKoUQ4dQhPamR+mMaBQyTtNm5vjDKopGNt1mge/fRf8xO//1Hu+as/4tHP/DUbX/NLzB54AsfPUxgYQQU5XN/H9QdTNyibCoOFcrBao+ModWlwHCwWq016fcIiMFjb+1trbNTrw2BQ0kdKgatAqjJBsYBNJPXd+/ne33yMm//kQ2kEl1cgN1hi49vfzpaPfpQtH/1o6sQmBEue+1yu/d3fzZ7nzyJCCER5BP9Zb8Zseg2tZougf/i0Yux5rI5xdETsFLHlADd3/NnVc1xMkuC4bnps2J7Qdr74xQpkvogMAu58wxuprF7N5t/8zaddCJeR8UzGK5Q48ui9HHr4Hq6646fpu+K5hM06j3/hc0w8/gAv//PPPul7jTF0x7fhVFYiRR4RCbxyGfJlwOIplygOe/GgCcKahQKXtKCN3tiLA3nN3J7v4ub66V/7E3ilQdRTXDMyMjIynimcV6HDbbfdxm233XbaZdZaPvGJT/DLv/zL3H57aq33oQ99iJtuuomvfe1r/ORP/iS7d+/m29/+Np/+9KfZsGEDAO9+97t561vfyu/8zu8wMjLCF77wBeI45gMf+ACe57FmzRq2bdvGxz/+8QWhwyc+8QluueUWfuEXfgGAX//1X+euu+7i7/7u73jf+953Dlri7NKppYOkXqFEZ3ISgKCv+gPf1zi4lbg1Q2XFplNEDifilwZQyzdTP/goU499nYErn4vjZfZ2FxNBfx/Tj+0AUUbGLRw/d9oJiIzTo1yH2QP76V9/KxOPfpmRa6u0QklheAmto4exWuOVSkg0RrVoT+2nuup6DjxyN3G7ydf/+O287E8/jU4ikk4bNyjgBHkshqTTJleu4PkKFQToRCOUg8CC1kjH4XhQZ1qBJnN5LD2LeGNS8UOnhVvIE5TzYBNsHKG7bWSQTkRqJ8Bqg00gqjcwscbJOXRnD5D6cKcP1WbPd5CHHmbwOb+ELI8CAtbmiGo1nvfXf42JIjRQHBoiP5LZv2dcWMweeAIddU+77Mgjd9Otz17wQgcnKDK04WWM3/dJrDlZsNG/7vnUDzwIpNENOmrj5CpI57g4YnbnvzFw+YuxnS6OVyU3sJK4OYPyCyy7452YqE0Ut/FdHzfw0FIiPQdVyCN1hA47xLHAyeV79ewCqxOEkmnRurVpjrH0F65NFotALFShCQHSccEaTKwRJGCOV8XbJMQKgTQxwmpiY7A6xisOY22MNQlTj30JqyOqq28hrB2lvu97SDfACSr41cUEA8s5es/HKS27DhN36c7sJz+ybqGt4tY0Ew/+P/zKYtzCADruIoREOlm17tmmMDjKi973Mb715+9kZu92ABw/x8bX/hJLr7vtrDsA6TimuvhKjm3/GkK65EfWE1SWkLRnmXviO8igQmXd80haM0D6TJIbGCbpdhA9B2kV5BYckxACiQQlkPPW9/NIBVan54o1qVBCKBZOB2txyyVAIGyMCIJ0meuBjnEqo+lUhtbIoIr0c6hCP1FtHCdXxiYRJDFDV/0kNokQXo7G/vsojK7HGk1rfBu1ffee0gbFRU/uqpGRcTZxdIs4tOg4IhgbI5ydJmm3ka7L4Pr1dKfHEfnyeds+IdTCNUidEF2RuTlkXCrk+oa47o2/wT1/9Ud85//3xyct2/zvfo1c38B52rJzh23PAZbyomXoxDCw4YXs/ux7WHn7L2N3fQMzvRd727twqwOYbpvu7AzWgl+tYsImNonwgiAtMogSvvZLb+eGd/02uXx6zRi98nqElFhjOLbtQbb+499w669/kKjVwCuUKA8vxfYsyKNOi7jbJSjkkCIVR1jHx+q0X6ykSPsSQiAQCCftKytsGrODAJPqLoWbCiUd3wcM7VoN5QZImae2by9z27dRXr2cmz74fpQb0fnSBwme/1uogRWUli5l02/8Ble85S3EzSZusYhfrWYih3OEcH2QDju372PT4JKnXtcvEcchOmyTSLBNiOZqCCHILRrFJDGO56WTpL372fx9zViDjTWNPXu4+cMfxiuXyI+MnvX9y8i4FHB9n+t+9tf4tw+/k+/974+ctGzlc16El3tysYGUgqB/CbJQojs1SVBZRGdiHJNEyCDAL1fxgiAtBnGdk1w805gincYXG0E426E4fAMq5yOURnm5s7XLGRkZGRcVF2zI5KFDh5icnOSmm25aeK1UKnH11Vfz0EMPAfDQQw9RLpcXRA4AN910E1JKHn30UQAefvhhrrvuupMGJm6++Wb27t1LrVZbWOfGG2886ftvvvlmHn744bO1e+eUzmwqbvBLVcKZOdycj/KfeqAmbEzRPPoE+eFVOLkfPNjkBAUqyzenLhCPfQMdPXk2VcaFR9BfJW63SWyA6czglSq0e8dNxg+m22hQGEyrh3Oj6+iGMflSmXBuGmNitA6JOy1kqR+bhJSXPYswSqsvEIKk2+Gr73srjpd2bP1qH9JzcTwPt1DCaENzZgY9P0koRVohrY4/vAILFtrzFdBGa5ACqRycYqkXcwE20cwdmEDKHFNbtqPjOBVJOC7Sd8Fq3LyHjieoH7h/4fNLw5dhDj2ErR0ivPMD0JlDKkVhdJS+devoW7uW6uWXczAM8bOqgIwLkKjZePKF1l40EUx+eYQlz3kLlZU3EPQvp7hkIyPXvIbuzH66M/sX1jvR8rB/7XNBpA4J09u+jCr3U1q2CatjpHKpPfEddv/9OxHKwSsOopOYsFXDKkW33qG2ax/NyTrS8wjKOZSvQEdpZbiwoBN0FIIUGJtWnAG9yWBYqIiHBbHDcctdF6QDToDwC4DFGkOcRITtOUhinHyV1tGtzO2+C3TC0IaX0rf2+YRzhwn6xhi44kX0XXYrA1e8kOLY1XRmDiK9AnO7voVfGUGHTfzKIr7fxjWsHaF5ZAvKDWgc2ZL1X84RlSUrecF7/gev+MjneOmHPsUrPvI5rnjpvycon3175DiBpNVgeNk19K+4Hsf1SeIOUuUY3vxyhq54HkoKpOcjHJWKcoxBOS7K89IJB1KXkgVRxrzLEgIrenEUpPdcodLBKqEchLHYqIWN2un5k0SpXMgajIGoViOqzRI3GiQG4v33Ee/+Tir8UYrSsk04fp5gaCVe3xJUUGLmsTvZ8w+/nzpAPfF1mkcfY3rbnXilYcLakVP236sswi1mExcZ5x6tNfHeu0nCBAS4rksSdtBJiNYRcaOGcQO84NwN2GqtF+Iq5t1b0tvTifeKzNEh49JBOS4rnvNifuJd/53+lZejPJ/qsjU897f/nHUveA3OM8Cds1Ov8fi/fIqg0kdjZoaBK55PMLCcnZ//AI3ySuStv0aQd8FauvU5tI4wJiLpNMEJMHGIEA4zj+/mCy/7Kda87qepDmiwMUnYoXZ0P896y+8t9MOPPHwXW7/wvxFScu/f/GemD+zAK5dxiyX8UgWEIE4MqIAkTvvNUsn0/bLnIAXHBZa9vnVa5ZsqJ4VII+GcQgEjBFG3hdQddGOa1uH9lJaOMvaiZ9F/1WW0Zx5DhHWIWoTf+q+YnktcfniY6po1DG3eTHXNmkzkcAESd9ogHCQGKySFUpW4VUfrLoaYaHYGx8+hk+TU5Ap6ggphKCxZjAi6eG7m8JWR8XTRnTniw/fwgt/7c0auuBbl+ZRGxrj+Te9gzS23EE5se8r3CydHXD+KU+lHN+toHZEkITrqkiQxrp/vuYz1rvMnvlcKVK6M8gRBtYBTVFjbAEzmPJaRkZHR47w6OjwVkz3ngYGBkxXlAwMDTE2lleZTU1P09/eftNxxHCqVysL7p6amGBsbO2mdwd4E3NTUFJVKhampqYXXTvc9Pwxa6x/6PWeb1kzaFsp16M628aslzPdXnJ2ItczteQAnV8SvLsGYp3fTFI5PedlG6gceYerxb9B/+XPPin3S/E18Piv1YuZC2Re/mlqbt1vgNmfwCmXaM1NP+3ieX+9cHP9KqTP2WT/K9p5uX4WEvGfoaJfSimsxSUiiQ5I4olObJmo3qCxaTjg7ie5oomgS5fosuWoTr/jPn+DQg9+l02rRGD9Adelq4lZzIY9TKIlUDgYwUYTjB2lep7XoKEonYqCX/53ON6KcNNdNiIWxWSEsOA46jrBWkR8eJm61KC1fmuaJY9NMSEegcjGzO7+KiY9XvvvlRXjKJakdTl+IO5jmJDZ38qTUuTwWLkaeae1zLs7XH6ZN+1c9eRVzfmAEN18857/Nj3pMSL9Madm12H33kXTmmHjocwt2twBOUEG4ebTW6LhN/cCDjF7/epqHHiVqTpB0Zkm6TZzSEFIqBvsWMXT9T2F0RNypIYSD1TGYGM/TeCuWo/wArCWJIoQUWCtAG7QO8Qql1Do3SZA2BjeHTRKslL0Jo9Q6FWt7jjOQej3YdLkAG8dYwMQR1mqkchF+gThsoUyBwsg68kank8rKxSsOodwAk4Q4fgmDxSQRcWsGqVxMT7TQOPgwxcVX0p09xOCVL2HqsS9x4sSVVx4hP7SGiYc/S3npNaD8H+cnPeecqevKmTxf53mqbXILFdxC5Wmvf6ZQfo5je6epDlRxpnfi6zbGCTBemeax/YAlv2Q9ro6Rvt/LwQZrNdakNqLzts4Ax5Oz02M51fXMH18CjKWX4ZIGW7j51EZYJ0hhUutoQCTp5yMMCBfpOr38dANxl+7UPiYf/wZeocrA1S+hfWQ7k/d9hsr6W1j+st8FCd2ZA+mW6DQyY2Tza6gffJDO9D6kcikuvpLioitBOhfsfeiZdp/8YTixbc70+Xou2tsmMaI5gVsuEzWbhPVZdNylMXmIoNyPdBS5gUUk9Rqqr/8Hf+AZQohUoHeSeGnekchatDY4TnbOPNM4k+16oZ2vTq7AoqtvZGD1FegoZK7eYHjpCpRSz4jjKAm7mKSLH84gh5fQDROWPPcX0FGH7vR+4jgB6ZG0WyRhm8ax9BqlfJ+4XSNpaVpH9qIjzU/874/j1R5HTj5CY/Fm/Llpvv7Hb2fZs57PHR/4Wya23kN7dprRDTdQGlnCLW9/L8YIonYd5XggBcrz0FFI4ga4uRwgMHGCcF2kEFij05i2eR1lT1ApegJmlEIgMVGETRJ0GGGtC14VqWJKK/rpzO0mrk/QntzN0LrnYbZ/FQDbnsF262j//DnpnMiFcD07X+fr09l3KQVWKWKdw/O7dGtzJFGXxuRh/FIVt1AibMzi5EsLLmTHsdgkQQV5jDHk8ktIHvg/iBt/ES6g2L4L4Ri4EMja4em3wbkaI7YWak98g9bhR7nithfhvfJ16G6dxo5/5ejWHSx/+bue9P3SxiTSR/lVMB3iOEYnUXp/qfSj/ACjFCZJ8Et9JxW0QU9Cr2NMYpC+R9KtocM2YWMSp9CfFo6cZZ6Jx2S2z2eeszHmlJExzwUrdLhY2bJly/nehFOYeuwRhOsxcWAn7VqIO9L3lCIO0xhHd2rIgbXU67Uf+vtEdSXJzG4mt/4bavEmxFnqNE9PT5+Vzz0fnO99scaCkMxOtiiUNZGVTB7a+0O7mpyL4//aa689Y5/142zv/HsHBgbo8yRIl8BVdOdCnEoVrEW5DkFlFNerYI2DsIqDj93N1LYHue61P4+SChN1uWyRxOoAPTiA0TE6CSEOyVf7cFwHXIGVblrpsWCpa1GyJ44Raea9hXQwxNrjldzWgjHYRBO325goQijFoX/9Gg/9yZ+x/k1vZM3rXkU4t5ep+z9L59hulr30nfSvfT6t8cexQHFwJR6W5J6PndQGUbvOzq1bSZKT7fN/3LZ9JvBMaZ9zeb4+nTYdqpZYdsMLOHDPnacsu+ZNv8WBYzO09x36kbfxx+FHOSbyuRxLBpZTP/DASSIHoVyqV9zBE7sP0O12WbNilO7MfsbvP8Twxlfi+CUEimjmAMfu/TTWWpa/9HcI6+O0p3anE6Jj16C8YaJ6Ezfv49oIGxlskiBdH2EFxmiE4/REDzqNflAqHXgVwAmmM/PCPnHi9QmJED0XGilRQT79t5dDYDHWIp0iuVwfYGhN7AKrCapLGH/gk7iFAfrXPg/pBlid4HgB9X330ZrYzuAVL0FHLQDiTo388Bpa49twl25m5JrXENbHMXEXvzKKSSKOPfoFpOOhdcKjvXufEIKBvgrVUg4wGCM4Ntuk2Wz+aD/yWebHva6cyfN1ngvlWue6LivGhomnd9Od2UPfspuoHd7PxGN7ABjLdVABYBzcXAHdTas1dWKQUkCcpLEmAqzWWJNgrezZRqdVlVKq9JwQsuf6AJj589L2Ui5EKizsOTTZ1Iop7YdJi1vI9SozRSqq6FsGGHSicfrGGHnWa5DSRToB/sASFt/+H1BBEStg6tHjueppTIth4uHPURxdx8C6n8AtDjK785vU9n6PwevfyBN7j567H+BH4EI5di5EtmzZcsbP13PR3ps2bcJWluE4DkGlQvfoEcJmxMjGm+jUaphmk1jNYo2m2+2yffv2s789vf5zb/bw1Oic3vl4MTg9ZufM2eFMtOvFcL5OzD0zjp/FixdT8H3mDu1DKkGQc6kf2UXijOEUBgncPsLaHEloQLo4fgnXFukea+CSQ/VVeeCz/4P6oT0IKXneO94PT/wT6vm/w1w9Jt79IFjLge/9KxPbHuQ1f/4pkse+gC5JpnY9ytDaTTg2AZOAI1BKpf1iV2IcidEa5fooT/UcG0wqcph3cljoQ/cysBBpv0QnYDVCgbUxcb1B0o3Jjw7SHN9K0prACcos2vhS7O5vYU6oPI66bR7f+/D5+DmelPN5PTvf5+tTrX/V+nUom5DU5qBQBJ3gFwfw+xfRnZkCI/CKhbTvKk82cJ4fIzJJiFKQdBJE2ODokUNMTP/w475nm+yelpK1ww9ug3M15rRkqEJuZA2diZ1M3ft/v2+pwBlYddr+YqlUYsWSEUQSo41Ad2KQkqA6jFcdJp6bQSBRysXP504a1znx88EipKU9tZtc3xgmidD1cRqNFnv27vsx9vqH45l4TGb7fOY4G2NOGRnzXLBCh6GeTdr09DTDw8MLr09PT7N+/XogdWaYmZk56X1JklCr1RbePzg4eMqk/vzf8y4Op1tnenr6FJeHp8OGDRsuOHXSA1v+jXq5j9GCw+5mzMA1S55036wxTB66F680RHFo0Y/8nbpYpHHgETi2lb7Lb0vV6mcIay3T09MMDAyc9Rzns82FtC8zfRVMx6J0l4GRxdSO7GfTpk1P671aa7Zs2XJBHv9PxY+yvafb17gxi3VdqB3Cq44Rzs6B55Hr7yfXc51pHjuGLBYRScx1/+7XcEWXVn2Wr/zxb3D77/wJfYN9yPphErsYKT3cYgWtLZGOkVYjZYRT7AObYHWSjnUIhVqYRTQIAUYnCKkw1qJbDVAK5eVJogQbJ3h9ZeJ6i8qqNbzoU58COuz93O8S148t7OOxez7Fyle9l2D9YvQT/4Z59HMkjYlT2sIfXM5Vy0+2tLxYj4VzRdY+PzpP1mY/bJsO/sLvMbR2A499/n/Rrc3Qt2Id173pN+lfdQVurnA2Nv0p+bGPCaMJnvMWWkcfJ2pM4FcWkx9Zj/RLrO/vVaQmXRrlUaL6OMce/iz5kbXk+1egckVWvPI9mCQkqk/ilYYRFpJuE7RBqgRZzmETSxwadNRCKFAmxgmKaQyWsSTaxWqLkanl97yNv5i38Temly3MQmX7wgCtSHMnMRbbEz0I5SCsRWKxJkEbg8Dgl0fSa51yGL3uZzBxh7AxjnJzmLjLzIP/ClIxfPWrmN7+tYUm8ooDJJ0aYe0o1dU3M/Hgp/FKQwjl0jyyZcG9prT0WSjHY+OV65BuDhO1mNv5LWZ2Pg7WIN0ci9bcSn7FeoRz4Vg7X8jXlQtlm0zUZPzeT5J004HcudY/U1z6bNa88LUknRbKD3C8gObEQeJ2Ay9fACGRjgPKQSq1ELlisUjlLEw8GKORCKxNnZSs1guDy/PHM0IiMBgEoidymL9vW6MBizA9oaJSaJ3gGA1Ru7cdPsp6acyUkOnxGJTxvDw66TK369uYJMIJypTGrsYtjdCd2pee+4ceweiY7uyBhWibeGYPmzbd+GTNdV65kI/n882JbXOmOVft7Sy/Dh13SZot4nqDocuvQAiBOzzMxMQE5XwO60IuCJ72c8iPi7UnixzECW4OxlqUUudsW34UsnPm7HAht+uZ3KYLeT/PFqapGL18M8Yt4cQh5UWX057eixUKqQKU5xFUU2dZ6TgURkaxxhDV63z1j36J1rFDrLzlDq566Rtw934V9/bfo9XROI5DFB13RAzrs9SPHqC06CqcXIUhL0/UqiOEwAsKWCuwYQehfJQfIB0XG3WxSqYiK+UtuKHNx2HpOEonsYVInRqT4xbnVmviVoO42cLxfbrT49z//vdz63/7L8gpg53ahX7sC6nIYh7p4JUG2TRy7lx0nopL8Xh8uvvydPfdRh1yff10ZmYwyqHYlzpsBoUC0ewESRTiBzms1oj5z7GmFytosFaiY4GSMWLZdYyOrWDR0gtnXPVSPAZ+FLJ2OD9t8IO+q3THb/HE3/4aNjk59mXRbW8hXx1h0/CK077PtGsoV2CNg242cYpFvGIRgKBUQs8eAeGmYjflpM+ExytGMEmcjq9In8LgOuYO3k++f4ziyFrcSvWc9FOficdkts/PjH3OuHS4YIUOY2NjDA0Ncffdd3P55anVdLPZ5JFHHuH1r389AJs3b6Zer7N161auuuoqAO655x6MMWzcuBFIKzU+8pGPEMcxrps6C9x1112sXLmSSqWysM4999zDm9/85oXvv+uuu36kG4VS6oK7EIS1afxihc7hdHAz19+P/D517zytqf3oqE1p7Kr0AepHROYKlJdfTX3/I8xs+yaDl9+GOkN5j/MRD0KIJ92Pi4ULaV+CvgrtmSZQwgs8unPTP/SxfCEe/0/Fj7O9J743FJKo2yUoDiFsF6cUoHJl2kePgDF4fVWEI0ga06y68TY64ztQI6vZd/dXiFoNvvKffp2f/q//gA4GMdrgHP0uIq5hr3gNUgiiVhurNcXiYJpQ4bgIa1Lb+N6EiVAKawxSpp1ijMEpVhE2PcacnE9sYsLpGZoHjpAbGgQnJKgOMvLs1zGz9U6ElPRd+QKKyzZiMVipEMVh7GlEDs5ltyGCUjr5c4bb9plA1j4/PD+ozZ5um+b7BrnyZW9k1S13YIzGcX2Cyvkf3PuRjwmlUG4/3mU3pxXgp7uXqAJDG17K0Xv/Dybu0J7YQXtiBwjJ0FV3ENaP4RWHsHGE37+MQEg6M0eIaiE6NBSXLMEkppf24IAMiLsJwrE4vo/y3YUICqsNwlqMTcCkE0XKOaHCnV6msDEIKTBx6jJzfMKX3vs1Qiik64HW6KidThhbg467RM0pguoYbmEgfV/cYejqVyKVy9RjXyZuHRewlsY2M/XYFwFoHHqYoY0vY3LLP4M9HhkV9C8nP3QZncm91A/ez9BVdzC17U6i2pGFdUzcYfrxr/Q+8+pUoHEBcSFeVy6EbbJGUz/86ILIAdLfsr7nGyy+4ReJvACRaKLZOslki2BoCCdfSqNbEo1JEpQXkITdhWPcyXkLEwvzx4GQMnVwOGF/hVTzsh4sAoxOj/90KUknTF2XtEYGPjZOQMRgFdYT2OZU+s5clSTs0D6WOlB41UVMP/IvOLkKfVfdTmFkPeVl12CSOBVD6ojZ3d8BwMn3UVx8Fcce+szCdiWdufP+u/wgLoRj50LlbLTLuWrv2CuhGuMk5MmtXEE0M0XS7iBdl6Err6Q7PYFxc2d9W7ROz8X5qBlLagl+ytNvT+hwMZCdM2eHC7Fdz8Y2XYj7ebaIrOSKO36GHd/5Mlc8/w4A8sUhjBQINy0SMGGLqN7Cao2Ty4MjMDri+b/zYWwS4yiD57t0Fl2D7jTBOAyVKkRXXnfSd+2//zusWwxq8Qa8xVfBY1+E6d1pF+LGX0ULD5skxHENv9SHCorH7dBO/H/PQUo6Tq//KlGuj/Bkei3TmiSOcAtFsIJDX/86QbXKzX/2p4SzuykkXeID953SFs6VL0XmKscnxC8QLqXj8Yfdlx+0fpQYlCNROZdcuZ/20SPYJMEpFsEr4nguBk4epxES6UqMTjBxjBO4JF//M/zbfg3lXJjTApfSMfDjkLXDuW2DH/Rd+eHVXP4LH2Pygc/R3P8ITnmI0RteT25oBU6u+KTvM14BHXVwZIwp5VGOQ+vQQQD8gT6MW0BIF6skUronF0IKkQrhkgirDdqE5Kqj6LiNl+8758fHM/GYzPY5I+Pi4Lz2aFqtFgcOHFj4+9ChQ2zbto1KpcLixYt54xvfyF/+5V+yfPlyxsbG+Iu/+AuGh4e5/fbbAVi9ejW33HILf/AHf8B73/te4jjm/e9/Pz/5kz/JyMgIAC972cv46Ec/yrve9S5+8Rd/kZ07d/KJT3yC3/u931v43je+8Y387M/+LH/zN3/Dbbfdxhe/+EW2bt3K+973vnPbIGeJ9uwUfrFC63Bqxx30V067nrWW5pFt+KUhnCD/Y3+vExQoL99E/cAjTD32dfovvxU3ePIbf8b5JeirML19F1DCdyVRq46OI5R75tw4LlUmtt7HkqtvIExiXM/BlwKddMGBJAwx9RncXB6hLCbRFEdX02l32P6lfwBAR12e+OaXWX/z8wg7bfSizRgsqjOLWxrA6x9AeDkwOu38Wou1AkkaOTKPkPJ4hbTtVZMCaI1UCsfPoZRD35UVhLQIDML1qF7xPArLNoCQeIV+ovYcUfMYptNGOQN4N/wyevs/YecOIXJV3Kteilp2PdI799XvGRlnAiEl+f7hH7ziRcZpRQ49vOIgi298M53pfYQzB3AKA+QGVmCNJjm2k+7sAfzSCPl8FR22yA+vIGnX8CqLkDrGGo0MCugkQUgHpEIAuhuC4+B43kI1uo3D1NXBcVFC9qz900oEKWQ6mCrT6nVkWilvjE0r5HtRSsJIwKA79bRSXqaRGEbH6SSt44OJcbxC75oI1sRMPvYlkm4dAOnm6FtzK+1jT6SuDUKSG1yNdHOMbHo1cXsGk4R4pRF01MLqBK8yRLJjlqRbP0nkcCKzO79FbnA1bu7CyDPOeGp03KF5ZOtpl8XdGYTME0Vd3L4KI2OLAeg2a7j5Ak6uiLUJuttBWFKHEmsWqmxOtLyndxwi7PFMZGERJq0KF/OVOdJBCIHRCSoXoKTsuTSB1nHPtUSkThIDy3uuERbTbeEEJdzKCMorMHDVizBJiFAuQWmIJGziuHmEcukc20lx0RX41SVIx2Nyyz8vCIkA8oOrz2KLZ2Q8OW5QQLvL8ZrToASduEtiuihrUa06MZKc75+TbUnvG+aEimmxMLForSXptAlK2XU+I+NSo3nsCEe23M2657+KdjckyBlUvopKwrS/Sxt0jMl7hO0WndYMjufj5UtIYpACJR3CxhRWSOp7H6Cw/Abi+lFy+RJLr72Zgw+kYsNtX/0sq97zX7CP/i3S9VBrbkesuZ2o06Y9cQC/fxH5voGF2Dc736cwJu1DCAGIBdEkQqb/zbtDmV5PxILUFoPFLQasesUdqCCgPbGLxq67KV55C96z3kS87cvYxgSiOIRd/jzE2DWIM+i+mnF2ScIQmTRIZAkvX8LGIUYatA0xHYOnKkitsU7+pIpwQeoGAiBJMDu+gX/L24hjSzaNlZHx9BHKIegfY8nz/wNJt8nRiSnyS1b9wAlhq2OkIzFW4eYVSaeFUQYdRdjaDF6xjCBGGgfkqfHfArDaYG0XISxefjC9M6js+p2RkZExz3kVOmzdupU3vvGNC3//8R//MQCvetWr+OAHP8gv/uIv0ul0eM973kO9Xufaa6/lf/7P/4l/wuDHn/7pn/L+97+fN73pTUgpeeELX8i73/3uheWlUomPfexjvO997+PVr341fX19/Mqv/Aqve93rFta55ppr+NM//VM+8pGP8Gd/9mesWLGCj370o6xdu/YctMLZpzNzjMrYKtpPHMQJXJR3+hthd+4oSbdJcdGZ228nyFNZsZn6gS1MbfkafWtvJKiMnLHPzzhzBH19xM0WiVa4fvrA3JmdpDi85Dxv2YXP7L4dDK3diFvbDcNraLYjurUZJrY/TK7cx+CajSRxjNQRQaGARqKjGda9+HU88bXPkHQ7TO/fQ3zLHUjP4jsKEZSxYRMzvZPQ6ydXGcB46WCrIHUBMcZyfFpzYfgj/b9SmCROq0stYEBIC0pC1KA9MYnIV8hX+8DGCDcgaU5Tn9lHcdFVOE7A4//nzSz5iXfxxL/ew+Z3/DboGIRC5CrnPWolIyPjh0cASuWo77iH/qtfgg47KD9PaexqpPJoHNhC0piivudemkceY+kLf5O4WUe6OayV0OogkEhfpoIFRyK93oO4EAhhUyGE46SztsaiTdxzbBCpcG7eXtdqsCe4GSkJSZhet6wlaqRxOiooonJF2sd24ReHAIHjlVF+gSRqoeMujl8knN5De3I3lVU3obw8YJFOgHA8hFD4lcVpNIcb0Dz0CEHfUnTUSaMxoibSCZjc8k/0XXYLwcAK4tbMKe03j4k7WB2dvR8q4yxw+nvW1JYvsPia12MDD6MTZvbtxBjNwKqriDtNrJtgtcYtlBBJF0jAcZm3kBY2dWoQQvTOgXRCoqeAAEQqMJBiIbYidXewqYWwtBjSWAuMwMnl0olXLCgHHaYW2EK6SDeHWxnt/S3wB5YCUDtwH+1jO487lAhJcdGVVFY+m4kHP03SOTl3WQWlNAYmI+M8IYTA5PsIZ4/RnJlkZtcWSiNj9C1fS75/AKIOcHbF8bZ3L5q/NKjTCAWlf+FEFGVkZJwZrLV067Mc/N6/0VcVlFc/Bzs3QVI7gLr8xXS6MVGrwcS2B5HKSZ/xgyIz+7ejJFQXLyNfqRB3W8jCIPs/827Gbvs5wmYdt+Aidt/Js171Okav2MzjX/4MYX2WLV/5HM96w29hjm2Hfd9Gjl5Jrn8puf4RkrCdOjERoxwXjMLKngBLyHl1w/FezEI/2iIQaK0xcYxNEpTnoZwA3WpidEj30G5a+x9k+LJriR/9R5yb3orZ+GqcoETSgW/91ru56T//Z7z+rE9wsRB3WzhCgg6JQojaDSZ3PEISdRhYdSXKD7BBBSHsSeM1FpDKwYZtlNXolTeRSI/m/r0E2e+fkfFDI5WLCspMze5hbPkPXj9qt/BzPkLHdBsRSdhh/PEHEcDw+qsROsaREpTfE7wdZ96xFyVxRQ6rI4yQGG0Jp/bgjF2djc9mZGRkcJ6FDs9+9rPZsWPHky4XQvCOd7yDd7zjHU+6TrVa5cMf/vBTfs/69ev55Cc/+ZTrvOQlL+ElL3nJU2/wRUpnbprh9ZuozdRxik/u1NA6+gROroJzhisUlRdQWbmZxuHHmd72LUpL1lNccgVSZtrhC4mgrwpAp63wizEA7ZljmdDhaVBdvgY35wNLSR7/Iv6VL8d1HfrueANSpFXLOmoD0J2rg6hjmuOsfdHrWH3lWkRQhsoYj/7T37H0mls5tvMR1jz3ZbRrTfL9l6HDDs1GCy8ncfJ5dBymsRVCIXO53lb0csF73WKJwEQRjuchJHTqDUwnxC0WsfjkF40RzR1BdwVSKqR0CPqWkutfRnPfQ+z/8ocJhlcx9cg2gv5+ZJBVtGVkXMxErWnG7/0k1ZU3Udv5XeLWDGO3/yp7/+VDLLrljQgvIDe8AuUVGLr+NQzELwUrMMbBcSTSUViTEIYa001wAoGOLViNk8thdC83ErDaIoTFkr7PGHvKNLOQTnrN6lXSCpNgSKvYSWLc8hAYg4k7JI0ZCkNrehbjaVW61TFSOZjEErdrOPk+8sOrmdnx9VSEICTFxVeRH7qMuT13Y3WEjlosvvHnqO+/j8bBhwgGliOVS3tyJ0l7Lv1coxGOh3oqxxohU1eLjAuepNtAx12Ki69kbvd3T1ludUxsJb4j0LqNM1ABx8eaOHVB8jysSdJj2y+lE7RxlE45nDAGZecFDPNxUmZedCAWhD7zziZpTrJFKImNI4TTcySxPZGElJjYIG2Yupz0dIwqVyJpzqC8HJAOhClHpW4lJ8SwKDdHadlmOtMH6VtzK3O77yJuTQOC3NAqysuupTNzALdw/iN7Mp6Z2CSCJMRxDAOrr2D08s1oo4km92C7rSeRJZ05tO7dR4zBWIPqOQuJE9wcrLV4T1IckJGRcfFidYJfqtKaGsetLGHye3/Hihe+nXjbP2E7cwTX/SxuLmDlc27HLfSlYoMkJui7AWEtNk4IE402Pkfu/FOEcvD6lqG7EUljLwDiwf/FioFVLP0Pv4Z1c6igSG16lkRXyA8txotb2Ds/BGt+ArvoGnS7jRDgBRIhI4zR6XO+46J68bv03GesNb3+Ru81QHkuVlq0jiARSNdBd+oE1RFywU3pfl/9Uxzd8s/4xcU43jL+7Zfeju50cIJM0HUx4eby6K5GAkYkOCJixS13IKXCYunWZ4i6HbxcAYRO+5E9LKCVhzARVjrEjRky3XZGxrkh6XaQSuB6AY6rUU6BNbe/GgEYHRE16kTNLn41j5L2uGsP9J4jbTp+gkEIn2h2GnCY2/1d8kOrcYLSed2/jIyMjAuBbJT2EicJu0StOp6raM2FuEOnt+qOO3XC+jFKS644K9shlUN56QY6UwdoHN5BZ+YwleWb8CsjmfLwAsHvKwOCTkOTH+oA0J6ZPL8bdZEwsHIdx3Ztozq8hGDN7dCeQjhlTNxFhy2EXyBptpDSIjyXePIIxRXXYXb+K2rnVwCBfeEHWPO8V3Lg3n9l1a13MPHY98hVh3EHh9NBDzcPuTLGmDS70yTzYxvA/OQKxN0ujutijMb1ndQSvtvCc12M62KSNkZHGBOgdRFHBuAIWoceY2brnbQOPoqJuziFfoaufRPf/vV3cfvHP37e2jYjI+PHR0cdprb8SxrPYA1ucZD2kW3oqMXIDa9j72f+EOnncYISTmGA0ZvegN8/hvILyF6levqsLQh8gcEHzwMBOgqJuyHKcbEYrDEIx8EKgU1irFEo103nhI05IV7DIqTAml5lvHSRMp0ETnSCjbtYa5COD24eE3fozB4i178MHTbSwV3poFyf9txBOlN7yA2tZtGz/l366dZgkpCprV9E96Is5l/3yqNE9XE6k7tPaSu/uoTa/vsoDq9FOj4mCU9ZpzB6+VMLITIuCKLGMcYf/H/oboORza/ByfeRtGdPWifoXwEmYdd932HldbfhuqnrgrUG66jUeaQ37WriMB1kEpLUx4He38cztBcEDTJdp6duANnL17YWKSVCCozWWAu6G6VaBqkQymK1RJCk61qBMQm299luMRUnWGsZv+tvCWcOseLlvwcmIWrN4PgFVFCiNbWf7rEd5IfXMrThZb04F0t35gDHHvk8+aE1lJduOge/QkbGqZiwDSZBGYEUEDem0ntQcQRp4wUhwlmlN4AsRSpEOnFAOV1sn+LNGRkZFyu2WyMo5CkvXkGSKLrHdjF3cBt9z/tt4i3/iN39TVR1GYyuw3QaaGNQXg4bdpk6sIfC0CjSceke20luYAkjz/r/6HYjOhMPodszVNfcQnTgPuz0HuT0nvRL3Rzec36buNMmSRJEUEVe+3MoCa6IsIUiUjoYa5BukPa9rT05kq73b4HEmKTXM7EoE5IkNo2LU4Ko3SSOEpJWwpaPfIT+DRtY9ao7kJ6iOHQTuz/9efZ+/o/QYcjqn/opgoGBc/0TZPwYiKiFtYK4U8fNFRD5PmzSJQ47SL+I4xfSQ0WpUyMNbRpdaoWD7sbUduyhuvaq87IfGRnPNJzAQwiJMRGuEtigDxO2MFEH5RdxXYlQOVQvzvCkeZJUEY/RMcZoklaDuN7AqRTQYQOr4/O3YxkZGRkXEJnQ4RKnPZtOVDvSEDYicqtPX5XdmtiDVB5eafCsbYsQgvzQcrzSIM3xJ5je/i280iDFxesJKosQMhM8nE+kUgTVEu16xFBUR7oe7ZmJ871ZFwW5cIKk3I/juTTnDhP0LcN1FOgQi8F0G+A6yCCP6Nbxll5N3GjA7q/1PsEi934NtfRWVtz4YpqTkyzZ+OxUyRvOIfL9aG3Q9TpuqZxOpAiFlMeVDqlttsLLFVJLbCOJu11s1MYtFtLJxyQB7aDbEbozi8q5tCe34xdX4BaWUFx6LW5hCK+6EiH7uPe9f8qNH/gA+UWLzk/DZmRk/NiYJEaHTcLaEQDqhx9h+ct/n93/8Lvs+fQfsOIVf8DaN/93ak98l2juKMVlV+P3LSFqhHiJhJwPWKxwCWfbCKVwix7SphXpjutj3Z6wIAxRno9wFEYnKEcBcqE6dl40kT6sp+8R1oByjz/AR20cKSAoYqzFmISkM4cTlAiqi9PJYMdP/y8UFoPfN4ZXHgErEMpj+vGvUF62mbg925uUPk5rfBt9a27j2EOfwZrkpGWlpZsBi+7WmdtzF4MbXsrUln8+SezgVRbRv/Y2pHNqdmbGhUPSqXP0/k9hem5Kk499kcErXkzcnKI9uQshHcrLr8UrjbLjzn+kb/ll3PWxP2Zm73Yue/4rufLlb0YKc9x1BJCOx7xrktUapEJYiDot3CDACpnGVAiBEIo0U9tgBKieLEJI2bOjToUOUimE4/aEDAAGaQ1W+mgd0Zk9iJAStzCAjtrE7Vkcv4iTrzK48SVErck0msIYsBB3G2n0RdKmb82tzDzxTWa233lK+wR9mVtXxvlDGoPGovoXY5pTKCym20QWBtDNSZRfPWvfrbXGGnOKLfD8hND8/cqcqCbOyMi4pHAP381Nv/RuHvr7v2TjK36XY9/+K2pPjLL4tl9AOOl9mbCF6EVGhK0GOo6ojK0EK3Acgzd2GZVlV5BoqO/+Ikm3lro/FIeQizdijjx6/AvjDk7jALnKYqJOE0drnHwBx3URJkZ3a9jCQBq9Zi3WxCCc4wKs7xNiSen0nB0MiVGpq5qOEEqiHA/djnACn42/9otY0wEMD/zxf+HAF7+88BmLb7uNDb/6qzgL7pAZFwvWWKTnUzu4hcra52Bbc737aB2Z70P2/D2/P7bNAnGjiQp8Gru3kx9dij949sZ/MzIyjuN6PnGSgLZowLUaojYKi+40UMUqru09e57m3DU2fQo13Q6do0fIj45RO/BNlF866f6QkZGR8UwmEzpc4nRm0oxr25jDAqpSOWUdYzSdyX341ZFTVb9nAScoUFm+iag5Q2fqADM7voPy8uSHVpAbWo6bWS6dN/xqlfZMC2EUQamSOTo8TVR1EQXjEYUhuYFVmLhFp9lAekGaqe17qE4d2+lgVUDUiSGZwX32z2H33o3VIao8gsrniJRD0V9EGBqU5+MVRxBS9R5Vj1+yBWCMBWlPcUUxcYywCdLxUK7Cxi0ELlGzhYlipO/Rbe7Ehg7lsU188VWvo330KFf9yq+w+JYX0Z2exiuVuPnDH6Y4NoZ0sltFRsbFSNKpMbPr2xSGLjv+WmuK5rEdrP+5v2L28X9ldutXyI2upe/K24mb03jV5SiZ4JU8kIqoHeHm8pg4wisWkL6P0RHCaExk0XGMchTKUQjPTyd/EUjlYo1O+x7zduDQqyZKEfSyh3UMCIwxGB1jhUQorxcHYHHz/dgkRkiHxqFHCPqW4OT7MFEH4QY4QSW17heSifs/Rf/6n2Buz130rb65V8l+nMaBBymNbWLk2tfSPLyFsHYU5eUpLtmAWxhk9ol/AyBqTgGSoY0vR4ctdNQk6F+Om6ui/MzN4UInbs8siBwATNTm2MOfxSuPEvQvp7zsGtxchSTssmjjs/na+3+ZFTe9gI2veSt+sUwSddLjWggMBrCYJEoHkowGx18YVHJyASDTe7GUC8c5pCJEOW832pusSCcnBCKJQUASh0ghwfMxYScVJioH5brkR9cAacSG8nLErTmkX0jdVOJW7z4fgHCROmbq8S+StGdw8/3kBlYRzh44pW2k45MbXHmWf4GMjCfH5Mu47TpJaw4Td4m6LaSfR7Zmcbwy9ixGRggh0jN63k1IyFMGiJM4IpfPrvMZGZciMqjgVBdjH/u/XPOanyMRPkte8k6UAhM2iEyA7sYIqVC2CwhMmBYRuIEG3UZEFrwixkpmd/zzgshh8MoXM737Loorb8Zddj1m392gI9TyG5Cja9GdkJw3gE5icHPoxCD8Esr1sUphte65O3kYrRf6y7YnBhbzgmEAm8ZjCiVxhEIYQ9TuYo3FzQUkUYPGnq/TOrINHbVZ/+/fxrp/9++J6g0KixeTGxzEr1bP06+Q8aMiC32YqXHcXI7iss3Ec+Po3j1UODn8pEOsQeXdU2KgpJQ4QY7WkcMUlixD+Hlc3z8v+5GR8UzDkRbpKGJtEVYT1cYxYRsVFFBeHtmtEcscwoLyTp6XEUKgpMRYSRRqCkuWosMu4ex++tfdnoodMjIyMjIyocOlTrsndIinpgFwy8VT1unOHMboCL967qq2hRD4pQH80gBJp0Fn9gjN8SdoHH4ct9hPfmAZucFl6eBtxjkj6K8yt2sPUMbP5enMZkKHp4VbQBy4H1tZh0MESkAuh54+iEUQFxbRacVI5eEWFSoQdGtNEjcgd83rwcRoWSDphggSlB8glYMQDmG3g5AS5fq4gdOrP7MgJQJ7injXLgyCuGnFqLUYEZB02gjPwSv6YBKqxU3U9x/lO7/zbq5717sQUhDValgTUlo5Rne2gT9YzUQOGc8Ykm4DHbWxRqP8PMorINXFW7WfdBuMP/D3xK0Z8gMrkG4OE6exROHsfibqRxne9CqElZi4jYk7xO1p2rXDVJddn2a6JiGuK7EkRLU6fmV+AtjrVbMblCuRIhUpzLsc2CQGqZCqd82azz4/oSItrVZIJ5CFtYDAGoPyixgdo+NuOvAr0muQdH0slmBwJVFtPK1wT0IcqbBCoLsNdNimf93zmNvzXZxcNXWxsCdX5fp9Y7SOPk5uaDXFJVeTH1mHkA7KLxHOHUJ6eaqrbsLvG6O271660/twCgMMXfFivNIIUmXXxIuBpFM77etRfZyoPk5pyYb0BZugXI/n/Or7ufdvPsj2L32Kl/7p/yNXLGKExCqVTiYYMHHUmxhV6TFrLQvxFKTHtjW9OnEnzUQ2SYLAIqVKM7fpVY5bm8a/JDGOn0ury5VEOD4SkwZjCLA66p07acyccn1sEmGli1cYwuiEztRB3EKV2Z3fIOnW8KtjVFffRHtyN31rn0ttz90LriRuYYChjS9PxUEZGeeB1uQRvOogplBFtWaQnRqiNYdMCshqQKIcRNgEr/+sfP+CU0PvliRP4yioMseejIxLFuG4qMUbiXd9E/XdD6NGriJZ+zIII3zaKN/DhrOY1gyivJgodhi/92Gqq1bTPZbgFovkqgUcQrqtFvnhtfjVNXj5YZTvETUmmJzajRNUKI5di19djvGLxMf2QHERShqk16u2D3yiTgfRjfGKhdRJotdflvMRWHC8H93DWovVCUI5CJH2oaNOC52kkRZRp07S6dK/6VX0X/1yTKwJ6x2SbgSA7nYzkcNFihCSXM6lG0V4ngeuh547hKkfQfatIHFdlFSI73MtArA6AWHJDfejQ5MVgWdknEOMU6BbmybIBelzYRSjm5PQnoW+ZSR+AWUjCEqnFLLZXt/VWo2Tc0k6HWZ3f4nysuvID63OxicyMjIyemRXw0uc9swxlB/QmZzE8V2kf2qFTHtyL06uguPnz8MWgpMrUcqtw5o1RI0pwvoxavsfpbb/UYK+RRSGV+FXR0+52WeceYK+KmG9iY4NXuDRms6iK54WToCz7FryYYdWs5sq5est+lbegFAKLDhYJr53L2V3DKdQxu9fTdiao35snPzAIppH9qP8gMLAMEkYoqUBQtwgh04SolYdFRRSm3cj0Fr3JhWPnxdGJ0SNBl4+BxhMmKC7EcJROL5D0onpHJlC+S65skdxtMyz/uD3EVIiXIvudDCRRiiP0uJ+MNH5atGMjHOGtYawPs6xh/8R3av+F9KhetnNlJZcjfIuTkvXqDlF3JoBoHHoEaqrbmRmx9cXllsdMfHA39O39vn4pRHi1jSF0fWpMMBqrBUkscUp5rFa41T6QKnjlerKARODURhrQYp0UlcphOui4xhMOghre24LCIkgvWoJKcCmIgVr4rSCvTcBLKRBSJXGAEjVG/M12CTCcXO4w2vSAV7S6nSdhDQOPUJ39hBCKkpLN1EYXsuxR/7xpDbxyqNUll/PsUc+T3fuCINXvIj25CTNI1uIm5OUl19P/7qfQLp5TNyi77JbEWuemwpf/OIpMRgZFyYmDnEKTz5JKh3/BBGTgKSBE+R4zq/+ERiDiUO67Q5uoYSQLnY+YiJXSKOjeoIFmD8dRHo8CxBKIpKIhUcsm1aNp/IHg5AOcbMBxuDk81gEUslUL2Hm100nQKzWmKgFQqDcAMf1md5yF5VVz6Y98QQm6iKExOtbjFvoo//yF+AERcLaOJOPfgETd8kNr2Xk2p/G6gTp5lB+ASdzJMk4j9QO7ma4UEQbTdhsEgyvw3NdEq1pHNlDYFXadz4LaK0XoilApCIHa4/HVhiDhXTyKCMj49JF+fi3/irm6OMke7+LO7ONaHADk9MN+st5KFexxTGEm0MJwapXrgQpidtt9n3+80zefz/VNWtY8fKXI2K4+7d/G79a5Zr/+C5yozciFGCh1aiTqDYP/Pc/5pa3/SG+q4jjNBon6nbS2gXPQzoucbeDV3DAJBhtjosYhOwJglkQ79okjeBJmnNYk8a8ScfFJpqk28EtFJG46FBQ33uQ2R07GH3WZvyKoLZ7jgNf/jLPft/7soKGi5ROLPF9h6jbpj1Xozy2Gc8LsIAOm2gjEUmM4x2/l1pr02OmE6J8DyG6SN8hrNXwT+P6m5GRceaw1pJ0Q3KlIt1mKx0bkSVya27uFYFYknYNjYcyBoQhvZGkCCnQUULcTMV4yrcMb3wF0g16z40ZGRkZGZAJHS552tPHCEp9dKZq+JVT3Rx01CasHaO4aO152LqTEVLiV4bxK8MYHRPWjhHOjTO949s4QZHionXkhlbw/XlVzySsSTMbdRKDjjBJjIlDdNxBRx1M0sXEMRaDVB5OvkKuOopb6Htanx/0pw85nY6D58JcJnR4WnRmakzueZzRTTdQzCUYo5CDPrrbwugEJ1cinp1l8MorCds1ujPTdOsNEt1hx1f+Hovkun/3NpRfIA7TKmbHz4OwC4OuQjnoThvhOCjXQyrVs7c+oQMMeKVSWlgKKC/NGE0n5yzYDp2pCUorVtIJLW4Q4HqiN+uokEph4g7WRkw9/lVGr33d+WnQjIxzSNKpM37f/8XqeOE1axJmn/gGTq5KcXT9edy6H53O9L6Ff3dnD+KVRxi++lXM7voWcWsa5RUoLd2Mcn2a44+TH1lHY/xxKmObsVaDdHCEApPa5juORNoIoVysNsTdFgiFjWOU5yKlD6TXLIxJKwsEaRUaKnWbOSEDXSCwwoDRWCEgiXtihi5YiXIDLAasWahcsyZBOgFJtwk2wWLpzO4nN7Ca/Mg6CqOXY+IO7el9+OUR+tY+FxBg0kneuDXD7K7v0r/ueeSHLsMJSpSXXk1++DKazQalygCOlzpJKaeCm8sG/i4mjNYk7Wlmdn6bwsga3MIAcWv6lPUqq25E+Wmf2ApJrjxA6/B3cKsraM7MID2fvmWr0cZg4y4g0YBSsidGSB0W7Lyjw4JZiUiFEkawcGe2BpBpsGrPtcQrlRe2lyTBaJsKIZIEk4QYY1CuhyJBuh6C3gBZEtG3/jaEcihVNxPWxhEC3MIgM098g7B2GLcwQPWyWxm55qfR3TrWaGZ3fpPuzAHGbn5rJnLIOK+ErQY7v/45RlZfgbWaWHrkTEx3bg43yCOK/YBBmh/4UT8yQojeucupInohFqrmMjIyLl1sZ5bGdBe3/0qCxRsAi+sWyJUqJHGc9mOl6YkNJZ3pcQ49cherb/lJlr/wBSx/0QtRvkPnwD7+7R2/zcqX/SSrf/qn+eZ/eScrb34x+eoQe7/7JeJuh1W33MFN/+E9RO0WNldEuD5SJ6mbmOchhCDudnB8HxO2EU4O4TjpdaonEJ53ebC9DodQCumk7+/O1VBuDreQxysW0FGIEAZjA2b372R8//2sffkrmN32z+TdNZgoojs9jdE6EzpchMStFtHcDJSreOUhyvkyJolJak2kl0MKB20iXHWyYE8IgXBcvEqJpN1F+AE6bIHIHHQzMs423ZkZjElIZA6vkLqG6iQhbtXAapSXuol2W/XUVeiEqM+UVFTvV/swcQusB0JSP/gwlRXXnae9ysjIyLjwyHq2lzjtmWP4hQKtXcfIL1py6vKpA2k1WHnoPGzdkyOVS65/CUHfYnSnTmfmEHN7H6B+6HEKi9Zi5aU/+WCtJWpM0Z09StyaJu40MXEXTmNDJ4RKB8OVh1Ru+sAc1ejOHaFxcAt+eZjKymtwc+Wn/M6gWgEE7abFz0F7euJ4FELGU9Kdm6Y7uR8xtByTREhhEUrgOB5Jaw4rNUnUxMsV0TIm0cd46O//Oze89d3osAPKQ8cRwnGQjkPSnUNKBxXkcbTCGIFUFuWlnVoAThyMnZ9w0RZLWg2NFEgrCRsNhDEIz6X/ysvRsWV2z3Z8P0979i788ijBwArA0pncQ3f2AMUlV4PMMhszLn06U3tOEjmcyNyubxP0Lb0oJwfd4OTrfX3//QQDKykt3UxQXZpWpQtB3JhEqYDGnvvpu/w2jI4Q0gFj0giKnkBBCIWVAuF4CCvTiVkhEejeugkW0kFTaxeq4JG9SWHTi6lIvf+x9O4tyum9ZtLJYNsFpbAmASFIOg1sHCK8AMctggQnKKUCCqlIukXixgR+ZRQdthFSUll2Lc0jj9E88igIiXR9Bta/CKSk77Ln4JUXYeI2rYlxlBeggjJHj81R7h89L79Vxpkhbk5y5HufAGsI5w4xtPFl1PZ+j+7MfgCEcqmseDbFxRvSeySpja9yfQbW38Tkw/8CtXH6n/VatDYQh+j08EUFRXTYxRqDdDxwHCRgBWkCS8/+3gpOcj5Bqt6x2lNDINIqHttzKbEGKSTCWAygvACpDShBHIY4nos1Bm1iovoEOmyjghIqKOH3LSacPkTz0BZyfcuprroJ6fpMbf0iUeNkoaqQaYyMNXph3zMyzjXGJJgkoWsVeWXxRpcQzoxjrSFuNyj1j2Kb03Ssy5n2VNBaY4xZyLqf9+yef8aZd3owmdAhI+PSxyRgLce2PsC3/us7WXLNrdz4S39AEnbwikWktUTdGGMMjpcjVy6x6qYXoKMOUoCfy6M1JI7HC/77f8YvF2noLptf/zbu/h/vx8QRG37qFxlcu4HZvTuY3rudvqWrMdYiTS8yQHdBpwUHrusDCukH6T16XuDACdcrAcIeHwkySYIQAjfwMUmC6XaIOx10oonrDZTv8tX/+Etc8+/fTvvwA1gdU1x0FY9++L0se9GLcPzsOf+ixKbPUzDv7JE+p5kkxiQxKiimInKj4fsiGHUcIwRI10F3uziuj03Owz5kZFwCdGdmSLpdlpTL6TjHU7mR2fTirTwHqw1JopHCoCREnYgkDHELFYS1mDjGCU5127aJxop0bEa5OY7c+7cURtajvItvnCojIyPjbJEJHS5xWtMTuJ5LvRHRv2HwpGXWWtqT+/FKAxdsppMQAidfoZSvkIvadKYO0DjwKCiXlr2Cwshq5CU2YGuNoT25l+aRHSRhE+n4uPkyQXUY6fgI6SKUk/5mSiGVh5DqtGIEay1RfYr25D4mt9xJ36pnkRtc+qTfLV0Xv1KiXYsoFQQ6jgjrswSVs5OTe6kQVEsMrb2KfXd/jSte8fPosItTqiDCBjZs4koH6+agNEA0M0W3PUO1KLnlV/+IuUO7UZ6Pm0urSwv9wxB3cQp9COURNueQQiAk6MgifRYGPk7KXhQitYjXcWpdqRNAkMQhXrGAiRNahw/iFktM79vOkS99nbWvfx3DV7+SyUe/QGd67/H96V9OZfn16DCEQulcNmVGxjmnWzvypMvi1gycYFN/MZEbXLlQATZPfd+95IcuY2rbl8lXljG19WssufXnMW6b0rKrMVEIUqaVYDoGBY6fAyvRicUkoKxBSpvO6EoLTrAgYjCJTl0bhMDqECuC+eL3NNIi/VfvGiZAG9LZYg1CpZPBQQHdaaTt7nqooARe6sbQaRxDeXmcfB/WJuhuA6F8VFChM72fmW1fJT+8lvzw2lTkAGANTq4KGKYf+xJCOoxc81rG7/+/C+0i3RxLN7wqnYDm0upTPFPQUYfp7Xcu2DqbuMPkI5+ntHQz5eXXobwCyi+gvMJJfV4hHZJQ40jF8BW3Yp08KAdpE4xUSCXAkIoFXQ8wWNObHJXpRIQVJn3d9jK3522Ven+hNQaVRk/J1AWFeaGPBKQDwiCVwGqL9BysTnCDIrozjRAS6VcIhlal50Uv1qWx53502CLoX0Jj/yO4hX7mdn/3FJEDQGH0chCCud3fpbR0E07w1MLXjIyzgZsrsfLml+AXi7SadYLGLJ602LiD8PLo+gxdHHKFszxo+3159/NYawmCrLo1I+NSR/glvHwLzy/i+DkOP/gtdn/t71mzrIhdfSs2P0iu4kO3hY0aqSABD3BxAg9BQhx1sEkNse1TyBf+LvHho9z9l+9l08+8DTdfJGrWMXHM0PpNtKfHidotyqP9SKGRQoFbwgpF1G4hSHp6SZ8Fm6ieoPjEst4Fp0eRxl7ZngjCGku33iCu13GKRVTO484//hU2vPrnWXT55TQP3kPfmucS1bs0Dh5k8Oqrz0OrZ5wJ3GIJO3EUFeTp1ufwAw+ZdPBM6gZiHYWx8hRRq7UW6bokYRfTDUEadKeLcM5PfHFGxsVK3GwyvXUrD/7JnzC3fTt+Xx+X/9zPsfLlLyc3dPoCUq9SIZybw0RtsBIZ5BGtGYha+EKkz5+OQsQyfU49QZALpIUnrovVqWh98vF/wi+PUl523QU7l5ORkZFxPsiuiJc4ralxqpUS1kIwMED3hGVJu0bSqZEb2nDetu+HwfHylBavJ9e/jNrRXdT3P0LzyA5Ki9eRH155Qt7yxUvcmmVm970k7Rp+eZjCojU4ufKP7KgghMCvDOGVBmge3cHMrnvow5IfXPak7/H7KrTnOgyMpbVUrenxTOjwAzBxhF+sgvCwYR0r0rzDsDXH1L4dCGsZWb8ZJ0lLP/1wCr9vmIMP38vohmchpUQohbXQmZ4gKJfRcUjSagJgUamNdaHQ6/T2VPzzmZ09G16BBUelESfagk5Spb5JEBicaonG/gMkk3WufMubcUoOSdhi6OpXYnVaLeoWB1BemfZkndxA9rtnXPoElcW0jmw97TK30J9WZF+MKI/BK+9g6rEvLUz+dmf2kxtcSf+a22gd28miG3+GuSe+Q35kDTrsIN18Op5qQAiJFQKTiLT6x1FYrTFRF5kL0gdux114GLfWpoOuQiKlxIp8Wm0GPUcIFgZjTxRfzN/drNXpZwqJcAJs3EYiMTokbs7ilgbxSgPE3QZIlU48Kw/lBWmFnfIYvf4NYC06bpMfugxrLfnhyxDSSduBNJbExJ2TmsrEHaYf+TRLbvp5cKpn+5fJOAuYJCScO3zKa7W99wBQXX0zfZfdvLAs6TboTO3FH7wMiSWKuqiggrKpaEFgkZKemNZgpOwJchwgSe+zMnVmmD+eBbbn0CAWSi6FEOA4CClTIUTvvIF0oApJ6ogi0ngyEo21EVYorNLgF9OJDB2SdFvs/8L7CQaWMXz9a0BIph78R6SXZ+z5v4wMCuRH1tKd3X9SO7jFQYpLNoDRzO25i/bkbkaueS1OcGqkXUbG2cRxHIbWbsTahFypQnfyKLXDe2k15sgXy1TGVpMbWpRGxpzBamOt9UJcBXCCU1HmWJeR8UzEujlcdYxctZ/Nr3s7933iQzz+5U+z4t1/hqdjks4cifVJog6TT2wljmKGVl9OUKyksW7SoXZ4H2U7i3vVT9KcPkBQGaI9O8V3/9sf4OYKLLn2VgbXXY0UksqSVSRhh/bsJH6hgJMrYsMuOokRKgCjUW4a+ZZKghc80FKMScWV8/1pmz7rG2NAa5zAR0iJm8/TbdWJGrO86D/+FVLG6PYsQ1e9jKSteeJTn+O2j34Umbk5XNR4hRI26eJX+4imj9GcPEJt8ijVxcsojgb4hcrCs988QpAK0q1FehKShDCG4mD1/OxERsZFyvi99/Ltt7994e9wdpaH/+zPmNqyhWf/4R/i950aG61cF+lIjNbYOEIIQdQOmdrzBHHUpX/pGoqOhxvkgfR6fyIW0udQm8Y0Dl7xIoRw0FFmyZKRkZFxIpnQ4RLG6ITO7CRVP/2Zg/4q3WZjYXl7aj9SeXiFi2syU3o5VHUZxUWX0Zk+QG3/I2mkxfBK8kMrcfMXZ5Vaa2I3tX0Pofw81ZXX4uTOXCW9kJLi4vWAYG73vSg/j18aPO26uf4+5nbuxvcXp9s1Oc7AqivO2LZcilhhyVXyXHbby5k7MkHf6vWEc9Oo8gCXPe8VABzd+iB9oz50Z8iNruaRf/oUW7/wt4xddxtXvuLNHHnkbta/8KdIpEDHMdLxMbqXU+wrtImQOkAqmb4uxbwDWur4IERqW6ljSBKsUJgkQpgQKQRaC/JFn9yVa5GbNxE1GkSNBn6lj/b4FF7Jx/GHqO8ZR6o5/MF+dNh9yv3OyLgUyA2uQij3tPEV1ctuvShjKwB0t0ZrfBsjm3+KuDOHCdt45WGUV6B1bBelsU1YHdO/8SWpha9QgMUmIVFrCq8ymlqhxg2kdBAyFS5Iz8UasFZg4zjNfBUSE6ftJ12VCq+kRDhOrxihN1Q7X5wgJBYDZl67lVr4CyQ66WLCJkK5GB1hdYybr6bCCwsCB5uESMdHualowgnKhLWjdCZ3UxhdR9ycpnrZLTQOb6G29x6STu3kxjmNeMXqiLA+jpuvnsVfJeNsIYRIKx/t6W3npXPcCF/HEY2DDzO357ssueVtxFrgennM7IG0aDPow8gCwkqUcrA2AZ0gROpKYhKTuisJCT1xQ+pmIjDanpR5nQ5M2QUnpvQci9JzRDmpDbWwafwFFum5YJ00DcOmttnpeSNRXsCKV/wB0s1hraXgBqx81X9EejmsNcxs/xr54TUsvuHNdGb2kXTr+OVFQOr4FNaOAhA1JoiaxzKhQ8Z5oTC8hNbkETw/IIm6DG+8AcdxSHRC6/A+dLOWTu+dhVuvMSa9Z0l5UrXcfGSF553pwIyMjIwLEh0ii8OU3BCn8ByqY/+D7Xf+PQ9+/u951s/8Ao6wRGETtzjAytteCkDYmEV3uxgEYaNOpeiTK6+nG0fMPPZFSstv4MqX/Sxb//HjxJ0W+77zJQ4/+G2e+zt/Tqc2zcjKNYjABakIGw0cz0MIB9PtYBKNdD2U1D0ntLQfbbVGKKcXA2fS/rPWWJOg4xAhXYzVaeQVBhU4FPwqhb4SrfEJok4bJ5ej02ijI82ql7+cyYcfprh0KX65TG7w9ONBGRc2QcGh0+jiSYkxmuraDQxfeR0WiNuN4/55vWMGWIhMgxhhIO4mWSV4RsYPSfvYMR74wAdOu+zQnXey8W1vO63QAUAGPrrTRfo+utOm26qz/MYXIoQg7HZR1qSPg7HGyhilnOP91CQGYRESvNIwYa2FiVs4uYu/2DMjIyPjTJL1bC5h2jOTWKNJ6i3cnIcT+NATOlhraU8fwKsMXbTVLNLLUVqynvzQCrozh2kd20vz6A6cXBm/MopXHMDNlVF+Ph1MvkD301pLbd9DtI/tJuhfQmF4dToAd4YRQlBcvI5a1GFm592MbHzRSQP/8+T6q0w0WkgLUila0+NnfFsuNRzXI0kgKLgEfZcT1uZwcwXypQpRbRrpOAyvuwozOwmFYVrtOoWhJeT6hjh0/zex1rLptW+lU58jKBTxCyUEDlIJ4jBOc+6Vs+BkKefz35II2asM7S1AQRphYW06eTJfYepajE5dINqHJ9JsuE6XnZ/6DEObN1NeuZKk3eDYfQ8ydM0mBC1aR2bJD2eZ9RmXHkm3QdKto6M2br6f0etez+Qj/0jSrQOpnX31slvI9T+5+82FTvvYTjpTe+hM7SE/so5c/womt/wL1mgG1j8f3a1jkgivMAiOhzVJKjZwfPy+JdgkJmm2QOWxjgNRiDWWaHaOYGAAhMF2QxJjUI6LtQnKdcFqrBWASKMoSMV2zGejM+/EK0GmThDWGIRwAItSChGUEVZjek4RSdzGkRLh+Dj5Slrp1hNTJN0mSrqYJERISW3/ffRddiv1w4/SPPDAKe3ilUeJG5OnbbO4PXuWfo2Ms4108xRGL6d19LHTLs8NrV74twnr1Pbd0/sjRjqSMIqRpWUIEgQC5XpYbYjaDZRykF6AlGmFpXTVwkSpJRXqSNfDYlEKjO7ZUpNOrEohUveG+Wxtx0UK0RMH6YWiHSEkutvtHdsKK2Nkz7baWovpNGhNPIHfP4byCuiwlb5PeVibUBrblLpDYZFOgE2miZrHKIxeAUIxu/ObC23QOrqN/OCqM/wrZGQ8PYQGmS/jSQd0TNicReWKaJXDRhGJgTMVIDHv5mCtXaiEToVRx58LjdYnWwRnZGRc2giFVR7SF+S6hwlWreXZP/976CQG1wdPkculjom63UBHEV4uR6IcmscmkTrE71/GzORjC33Nxv57WHf7ayiPLuGRz3yM1uRR/FKF7tQhRpavIEkM1mg8VxCUy2lUhU7QjsQIp+fKoHoirFR8TO/vhf6zNT1XB4m1PkpJNAaTJFgs6IikHWJtjFcKMLk8upugo5DGvn0UxsYYveHZfPX1b+AFf/d3mdDhIiW2ilxBYW2cjndiCeemUH6A4/nYqIvMf5+YVQiksMTGwYRtTKzxqyXCuTnyT2K3n5GRcTJxo0H76NEnXT69dSvVNWtOu0yYJI2etjGyUKGvUkV3mugoxCmUkEhs0kXmyqcUZUjXwyYdjIa43sbqCLeQo3noYdxyFTfI4oYzMjIyIBM6XNK0JtPc8bjWJqie7HIQNSYxUYegPHw+Nu2MoryAwuhq8iOriJozRI1JOjMHaY0/sbCOEDK1uhYSRGr5J6RCOB7SCXCCIl6xD680hOOfu5w6azR64jHa7WmKi9YR9C06q98nhKC85Apm997H3L6H6L/s2aesE/SnCtROx8HP52lNPnlHLiPFuAVs9xjaySPDOr6nwXQwLYvVgu7sDEI5aZWnEyLpMrhyhDv+08exxiAxBPkcsQYtHMJWhyTsIF0f5XskYYh00w6ulMcHYqVS6cCstVitAYNwvPTvpJtaYiOR1iJQqRI4SZj43r088IEPUBgb47aP/je8cpnW0cNIR7LqlS+jO72d2ccfxK1sPl9NmpFx1ogak4w/8A/o8LjDUWHJRkavfz0mibBGo7wCys9f1JFI4gQhW3tiB6XFG1IRlI6Y3nYnfnWMgctfQNicxOiYoLoYYSQmamNMgvSLOOVBMElvEhdEFKNyLsaECOUj/BxKCoyJAUkSG6TrIIxOB2mt6E0E25Mz0cV8/nBPDCF8sBZjInTPzhHSGAvl+kjXQ5C6QNjehJRJYrCauD1NqzFFrm8M4Xgor0DjyGOUFl1B++hjmPi4M40KSvSvfS7HHv3CadvMLx8Xdhmt0WGdzuQeovYMub6l+JXFOLmL0zXqUkc6Ln2X3UI4e3BBsDRP/7rn43jpgG/caqGjdio8AMJWDakKCClxfB9rvd6EqEA4klxQTh0brEgHnUzqxGCSBOm6qXhBOqlYR4r0//NVdPScJpTqTbDSu+enTiRCOUgdg0gFQsZYhKOQIrU2lcpLRY7WIsIGXrEPp/Qcprd8icae+yhfdgOl5ZtBCVqHtwGi59SS4JdH8IpDqfWpMczu/iY6bB5vL/dMTSNnZPzw5PsHaI2P4w/0EU9Po6MQ0w6pDA7QnZ6hMDBwZr+w59gwH6EELNyPbE+w5GduDhkZzxiE42PrE+igjKguReoIT8UYpUi0BnystXSn54ibTZxCAd2NMVGElA5JdwrXFuke23XS504++hlG1j6XF7/vr7HaIIXBcyTaQHtmliSJCSqDhK0GRic4XoByfTCapN3CLZSOV+AjThJnzV+r0u6ERLkCrEir8o3Bhm2sFYjAJ5w4QNKqkRtdj3Rdgr4+8iNDtI9tZ+/nv0vcaJBx8eJJQeL2IaIWruxgmh2SVozuxqDAKZQwcYzrnvwcKxwXOhEIgQq8NCbKXKQRjRkZ5wHhOCeMY5yKW3xytzyJQeguojiIbc0gYkvUCEmiGGsEhgTHz0GrhVss9pwDT/xyBTrBJBFuPo/QTfzKCDaOzpw6OCMjI+MiJxM6XMK0ptJK/HAuorxiyUnL2lMHkG4OdQkN2Ash8EsD+KV0cMzoGB22MXGI0Uma/23mLY0NVhuMSbBJSHdmdkEY4eSrFAZXkB9ecVrHgzOFSWJmdnwH256hNHYVfvkMD+o9CdLzKQxfRvPodrpDKwgqIyct9/sqCCFpNyy+7y4cRxlPTmfyCIVSjrhbI7Fggwq63iSuTdCZnCQ3NIRXDVCVKkq3qI3vozW+ncaB+/CqY5SW3sjs5AzCcSkNDoHj4ZUqgMAmEUiJUm5qW3liBRoCOV/h4TigNabTwSqFSSw21mlHuJhO4szuO8TsY48xdvONjH7qY2ke6OxjSDFENP0Y9T3fo3NsN9INGHvhH+IWM3V/xqVF0qkzfv+n0FHrpNdbhx9FCMHA+tsvanHDiRSG1zC381sLf0/v+FeGNryU+v776EztJZw7xPT2r9G/9rkLk7PGJjT2P0B9z/0Ul11LYfFmgv4BUkGCROYkArEwEWytJQlDEAqpUrtdYQTSddMBWW1OFjcAvdwLToyzwCZgBdjUtUHoGGs01iYI108r3nQbqVysFTSObEEqh6BvDDffj19Jo5bak7uo77uXwqIraR55jMErXozFEtUncAv9SDdH3JrFRO1T2svJVXALA71N1IRzBxl/4B8WJqwbBx5A+UUWXf8G3Iss8uuZgpuvsuhZ/57u7EFaEztQfonS2EacXCXN0969m0c+8hGe/b53LrwnrB0g178aKRRxN0SK1CnESBdHGLAKYTUWB4xGWNA2FejY3nRDKsph4S+BXZioED1xjlC96BUhernbAqxGy9TdASFBa6TquUUIgZUg4m76b6+IiNsc/sZfMbjpDopjG2gd3kp91z1U1t1CZcUNaT/XWqyQaRyP6dA6+hjNI1tPEvwAFBdfdc5+l4yM7ycWUBgZpj01SdRopn3l4WGsUhQGBzGux5mYellwc+C4sEHOn6wncKG6/mVkZJwdEg3Kz6OsJu420cbQOrId5RfJDa1EoOjOduhOTxM1GxQCD+k7+IMDmM4Uzb2PUnvia4zd/itM7/hXutN7AXCCEsoNmNu/k+/8jz9ieN3VXPb8V+MXSiRhh77l67BxhF/sQ0qJFTat8tUGsSBAPN5HtrYnjJQ9sXDPBa3XhQAsSbcLAqRfJmq1SWp1ooaH8sfAukxteZDSWIWDX/kjlr3kP7LzU/+P4tKleOVLZxzwmYZRLk57Bl3opzPbSI/TWo3SypW4+QLS81Dq+yZJrcUaizUaqVxczzL1+HaGNj/r/OxERsZFiHJdFt10E0e/+91Tl/k+5eXLn/S9MQ6ekkSNSaxTIJ6boz0xge52KboubjHXK/Bw0+fEE7DGYK3AWItTyOGKmH3f+N8suuUXMUnnjO9nRkZGxsVKJnS4hGlOHsH1A8JWi2D4uHODNYbu9CH8vkWX9MCOVC4yX3na6xsdEzdniRqT1A8+Sv3QVvLDqygtWY86w5VvJg6Z2vFtkk4d2b8Kt3huJ0386gjd2lFq+x7G3/CCk6IypFL4fRXatYggJ2hMHDqn23YxEnda3PWPf8tNP/tWbHsGMz2Og6CweIzq6tXEnRpxcwoVKazRVByPypUvxub6mTt6iLv+8o8oDi9h42t+Cd3toPJerwpUYpEIJyCOuugwwi+Wj1ehJTHW9Y4PfADWSTPEletglIQITJxgmnUKQ4Pkn/tcgqIHOY1FgbuUQ9/5BLOPfQ2A3Oic2BMdAAEAAElEQVRahq59I1NbdrHsRSvOX6NmZJwF4vbsKSKHeZqHt1JdeSMyXz23G3WWUH6J6mW3MLfr2wAk7VkmH/k85eXX0b/uJ3oV7Ta14leSuFvH8UtU1z+PyrrbEMrH6ggdtbBWggxwPAcjBCaOUlGClEjXxxqN0RrH89NqIW1BSoRKp3StOW4LnjorzQ/WaiB1fxA91yUpLFZaME46+GvBGA1SpfbiSURxZH0aP9KqIb0cjQMP0ZrYBoBbHKK05Gpmd/4bxx55kMLo5RRG1zP1+FcxUYvq6puprr6Z2v77sEkIQNC3jNKa5yO9NBQ+CZtMPPTZBZHDPDpsMvXYlxje/GqUmzs3P2TGD4WTK1PMXUlh0eUnVcLU9+7lKz/zMyTtNjd+4D04uQpJp0Zj7924xRXo1iT5gVHiOAGjcGREImUa44XqRUgIhASZJFjh9AQ7vQkJa5i3bbDi+PCUnVc/GNtbLf0/vWM61UQ4qeW0FWnVudFYbbBWp8ZM1mDjkDiOGLr25Ug3QPpFisojbkygwxbSy6XrWYNNQmqHHqE8tpHuzIFTRA7V1TfjBE+/f5yRccbptNG+R77k4rsFSqtWwtwEKu+QSAthF9wfX3Q4L8gzxqTnZC+y4iQ3B2vxMjeHjIxnFGGrxv0f/xNu/eXfww1KuDrEKZcR0kXEDaTn4fTlcJs1xNrrEEoSzRxg4tufIu42KK64gZEr76B+dIbxneOsef7PIITFiZuYRz5NZcXzWHzV9ez5zpc58L2vUxxewu2//19pz04g3QAhHUQuj5ASayXCK6SCx4Ui4V5fAdsbp5nPvhIgQccxAoFO4l5sloe1MblyQKS7uF4/0nXpzE7h5eeYvP8fGXvBO9n2N39P0ulwy0c+Qi6LK7hosVZgciVUZ4ZAHyZYthQK60HHWB0jkadMlKZueBrXMVgD7bkG+dGlqOz+l5HxtEnCkPVvehO1PXtOirAQjsP173kPzcOHqa5de9r3dmcmUcOL8MIGem43Ckuw/jKUl8PqGGNipOuRXv9PPn+FECRRhKM0QgqOPfoNFt38FgwxUmRjEhkZGRnzZEKHS5jW1Diu6xIC+YHjE+lhbRyjI/xLILbiTCKVi18Zxq8MY5KI7uxh2pN7aE/uoTi6juLidak14I9J0m0xvf1bmDiktPRq2qE+A1v/wyGEoDhyGXN7H6A9uZfCyOqTluf6+2hON6mshNlM6PADUX7A3n/7NM96869jy0XcwTSXzWqN7baQcZugNEyjVicoVZFDV6Jn9qJ2f5vi4uu47o2/Qf3oAdrT41SXrsEmEdpYTKiRrouOulijcXKl3sSb7E1PcnyyhNQlRAqBjlIXCGyMkgKUwKmWESZ1Nonu/p+4G19LrMoc+OJXWXzza6mseRE6DGmPzxDOacaedxtOPus0Z1xafL+l/UlYjTXJuduYs4xyA8rLriE/uIr6wYfQUZvCyDpy/cvpTO5j99+/k/W/8D/RnQZWpAIBIRUm7qQTr1ELKwTWksboOKpn2R+DFQhhkZ6LlAJjHYR1EL04HaskAou1AmsNqf2uwBqbihaESKveASFdIF3Pxh2Mtamrg5TQiwKQrt8rl7cIv4gxMY6wUOwDa1C5EsUlG8kPr8XEHcbv/xTV1TdRXHwVnam9JN06o9e+ltbEE8TtGfLDa1l0/RvQUQsnKCPdPFu3PcGGDemgb9KawerotO3anT2IiTqZ0OEC50SRQ9Lt8vjf/A1JO3Xy6M40Gb7qJzn60GdSV69jD+MNXMnk3l1I16VvdAmuEiRWYsMQLUD5hV60TW+yQRqs66XiAgRSKhCkESvixO3oOTFJibAWKwwCi1AKE8VIR2ExPb2EQndbWKtRjo9SCmvC9DMcD6EjpOMjlJe6S0iJVx5Bejmi5gxzu74BQHHxleT6lzH+wD8weOWLAZE6XHh5iouvwgkqKC/zOM04fyTdCEcn0J1FLVoHgB1ahpnchYkFWAXFHy9vOEmSBaHDgpuD7NkNn2A7bJ/EfjgjI+PSxfEC4k6Tv3vz7Vz2gtfwrDf/Ns7Kxb2lFtOYxuKjlmyG1gTSK+AURvBXPJ/OgZ0EI+vpTDU4tvNBHv30x8j1jTJ21WZqs3VyK56PM/kw17zgdq565Zuojx/BzeXRxuDmKwSFPMYakqi7cD2yNsLxPIRUyHlXJ0Pv/3ph0tpaDUIihURHXcAgjMGELZxcjihsgydQzVkSUUU6gvLq6xDuYrZ97HM4xSIv+uQn0XFM59gx8iMjT9ZEGRcwSRwhlYuwErVsPorWok3qQGaMxliD43oLE6bWaKS0GMejMz6JkA7+UB9xt4sbZH3CjIyngxMEPPihD7H5N3+TqFZj5vHHyQ0PM7hxI0988pNseNvbnvS90nGI6y1iIfEWb0xF9IBNEnRnmkQGOCJESIF006jteZGbtQZHGrQB3WlTWPockihB+b1xkoyMjIwMIBM6XNI0xg8ie3bUQX914fXO9EEcv4gTFM7fxl3gSMcjP7SSoH8pncn9NI9sozW5h8qyjeQGlv3IThhhY5qZJ74LQlBeuQnp5CCsneGtf3o4uRJ+ZYT6ocfJDa1IB+l75Ab7mHjwICOXDxM2p4naTbz8k+eNPdPxcznGrnsuSdjFdrrU210qQwMQtdLBiL6lxLVZpJMjrtfZfdc/s/aFryMuL0e5Lr4xjFTKqVWZIxByfqDDR2KwTh4Q6DjCSo80YlhghFwQ36T54OlEi/K9NBdUppXWQliIwzTGZXInzuaf5ZGP/R/WvOFnWPbiF9A5Nk197zheuUx13RWpbVo+YG7Xfoavrp7Pps3IOKPMRxOcjnQC8dKIrZhHuTlUJcdgeQRrDVI66LCFiTqYuMP0lq9QWX0Dc9u+yez2b7LylX+IXx1NC9ATTXdqmuaRCfrWrsF4PkIlSM/DzQdYqzFJgrWqF18BynERjnNypqSQGKtROKn1LrY3rivTalqjma+It0KCTsDEaWWbEFgdIZSPVA7WJJi4k64vJEI61Pffh4m7VFY+G6TD7LavYuI2M9u/hnRzFJdsIDe0BhuHSMdHOh6to48TVJcQDKzAKw6itUbr46JDnXS/vylPIt3mjIuBpNugMzlzksXo7PYnCPqKLLn+DXSm9xG1pnFVl+rSVWAMiTaYboSbK2B1DMIhicP0+FZpJZ0Qttdv6h3HWERPr2C1WYiu0HGSxlGQDlKlyqH0Xi1dN71H6/T9CxEx0sEmBiMTlI6PCygcn7hTQwiB1GB1lEazCYFX6GPg8hekwiC/ACZh8IoXETUmaU/upjS2keLijUiVZTFnnF90HGEEJN0Ed3AVydxUes1XHrayDD0zg/V+/GvsQqZ9z3kldReyC+eAhczNISPjGUqu0s8VL30jRx/9Hrvu/DS77vw0t/5/H6IwuJjK4iUIr4TtzIEx2GAA6/kkjRr56iCloTGmHnkEVfLZ+i//m81v+DWWbLwO8c0PUnzOrxGrMkn/SqQUBK6DUiAcDyN8cpXUmVEiieMYJ8ghhOzNRafXLIQ4HoN1QhQWQmATk0axSoHyUldHLSKsBR1r4jDBGX8YMbsHZ8VzsMEQ01sfR0jJFW99KyZJ+O7v/A5Xv+MdOPl8JnS4SImbcwSVQTqthCAXYxrTAIhcBeW6CKUQ0jmpKlwIiUUQNbt4lT5k4DD58MMMXnFVJnTIyHia5IaHuey1r+W7v/VbFBYvprxyJbM7drD1L/+SvssvJ79o0ZO+N8j5REkCXU1t7z7yQ4OIuI0UAlkcxDMxKIF0fI5nrKVxa0IoEumSNNrE7QSpLE5eofwqysvmdTIyMjLmyYQOlzD1owcQYYxfySMdB2MM1iSEc0fIDT55dlTGcaRyKIyuJuhfTHtiD7O7vkdrfCfl5ZvwS4NP+3OstbQmdlHf/wgqKFFeeiXS8TDm/FYR5YdWMLvrPlrjuygtXrfwem6gHx3F/P/Z++84u67zsPv9rbV2OW16RwdBEATB3kSRkqguWVaxqiW5vHac176f+9rxmziJneR1S6woTnydRLZvrhP3kshykS1F1bYkipYoiaRYwE6Q6MDMYPqcuvdea90/9pkBQAAkymAanq8+EIiz55xZe529z9l7rWc9j25XyK2OH6V3265zvcwVT7XmueOHfpqvfvwnufdnfo2eTRtpjI2TNRqYMCSwk1jnicolkmqLa+99G+boN0mGbqNZqwKKIIpJWzXCrgKh9qAVWinSZgtl8lXTOghPC0ixrRYmDFicHFF5xpC0VsdEMToI8vrgHrKqJavW0cWreea3/4gtb34ztSNHKW/ooWPbBjq3b8a5lHwwWDP20F7US9K2C7HWBcVOwsoAafXEGdu6tt9FEK/PgK58EDUfKHVZiksbhJU+xv7hj4g6Bui76Xvo3vU60rlRcJawsx8VBJRGBqls3oT3iqzVBFJsy5I16qB1PoEbGnTQHlSDxTFZvzA5C2iVry5a+KzKm7KQ5cGhfJ6ZRpsYj8Kl9byMhMsW0/rbNMljH3SICkK8zchaVSoj16GDAkl1grDcQ/fO19F99etwWQsTFVE6onZ0LzP7v0lpYCdx9wZMVKE5N0pxcCdTz32NYv9VbNs0vNhfUeXc6XxNVEYvcTkrcXmkjVnGHv4UleG7iSoVGmNjQF5D9e9/7P9F165d3PWL/5qeq+7CZZZ6tYa3TZRSBOXOPMOLNnka4CACrRaziarF7+L2hMTiYPJCmumcDnQ+UdIOiFB4fJYCeck0FeclJ5TS2DQDa/FJE8Ii3mlSr1EesE1atUmao89THLkG0zVMEMZ4184OkaaYQie2VWX8kb/AJfXFNoSVfkr9OyTIQawKpjVD1N1Dc2KcsNWgOVfHtloEcUwcFXHGoS6xtIq1djFjQ65dsuIlPyfZHIS4MrXm5ih29HHD+/4xez/9u+A993/iX/He3/gsB75zH1tufQ0+M6S1JjapYuKYoFjEWYVTGd27d5E053jbL/0PouYo7r6PE1z3vRx59ike+8yf8KZ/9ZukjTrVE8codA8QVyKwlurEOKWeQXSoCAslwGOTBi7JCCsdi9cPyrvF7FCLZXdcHiypg6BdkifDuRaoAJ9leVk569DbX4vZ+Vq8d0Qeunf2girz2H/+bY5+7WsUBwbI6nW5JlijWrOzFHoGcGmCKhdIZmbIak1ckhKULUFHmbBQBnO2hVmeuKsTn7bwNiWZnMal6bLvgxBrlTaGrd/7vThreeK//TeOf+MbKK3Z/Ja3cOvP/izF/peZI6hPQ9CJDxWVrmGaExP5eG4cE+kqKgjRBHjtUfr089d7j1aKqLsDU8rHdZQOSGs1wlLPZd5rIYRYOyTQYZ2yaUp94jiFpqLcd3Lw3tcm8M5S6JTo7QthoiIdm/dQqM1QG3uBiSe/Qtw1TMfGa4k6Bl42w0NSm2bu4KO05k5Q7N1Iaejqi84IsdRMVCTuHqJ6/BnKw1cvTqIX+/OLJZfmq5zmx45IoMPLSOabBC/+T+79mf9EY3oiX8GsM6rzo0TFCsWiIerogtokZTcDlSHmyjuY2PsdFNA5vJ2kZZk/cIht73pXHpxgM7wy7WAFDy4j85rIGBYifIO4PcmhIUszFJ4gLBL0lnCZxdt8Jan3nrCjA0VKMlfluh/5IVQU4FqWb/38L7D9nW+lZ/c1mKjA5N6n2P/ZL3DND/wAXVdftZLdKsSSC+IKw7d+gImnvkRj4kUAlAnp2vYqOjbdeMrk5fqlgpjm5GE2v+2fcuAzH+PwF/4/mFIP2975s5Q33wiAazVAmbwGbJZhDEQhJI08cMGlGXFnZz6I5hyu1UAFIUEhbmeWUXibtRMvLKQO1yfrotsUpUye2UEDmLwshdKoMFpYvAA6wrs0z2JjDC5LwKf4JMVlCVoHoDTeO8JiJzZp5EEXyoAOmN3/bZSJ6dp6K1lrnsbEiyTVE1RGrqPnqleTNeaY3f8tZvd/i6hzBNf5XkyxExOXKY/soXb8yTP6r3fXGzHrNCBmPXFZwvTzXyetTeLsDFe9/3088h//EwDHv/ENtn7P93Dgc5/jix/+Ie7+jx9jw913ol1CfXYaFZYo9EVgW3lWJaMhiFHKoLTCpinoxRCH/BcuBAb69v8tBgqq9so6fTKNvm4HRnhw9Rqo/HNHBwGZVyhTwGcpprMT0la7hAvo6gTNycOoICYsdrXLyFiUzlfuVY8+TtacY+CGd5HMj2FbNUoDOwjLfQSFSysDIMRSSJIG3kb4rEWhf4jWzAmSrEpjboJy3xCqOoOpdBPGlx5M5rzPSyL5/Hxb+AMsZnqQbA5CXJmS+Tke//VPcPu/+mmues3bmXjhKZQJsEmLjTe9mmZ1jurYEaJyB4WuXkwU06zOYIII7fNAyu7+Puz0UYwx8Jb/h1RFHLvvN5k/dpDG1DiNmUkOP/Q1slaD3i27uOYtHyAqhhBowONsBu2MjEHB4L1F+Xa5K04JzPJ5zieUQocmD7j0Fh0E2MSjvCOMPDZLUSbCW0+WgSdl/oVnmX72BZ75w/+V15NXiht/6qc49s1vMnzPPSvV/eISuCTBVufRxQ6CKKZVm6denyJr1ujo2EoUFiAI8NbmJQUXKIVXhnRulrhS5Du/8mtsf/e7CcqyGlyIC1Ho6WHXD/wAW976VpL5eVLv6dqwgbjj5e+1vCkSlSok9Spps4ozNh8vthWIFVFXHyoM2veQCk4Jz1VK5YskbYIJCox+6yHCcoXioEENbLq8OyyEEGuIfuUfEWtR7cQxvPck85bi4ODi4646RlDqQUdSx+lihOVuurbfSsfG67DNKhNPfY3xx77I3OG9NGdGSZvzZK06SW06D4h46muc2Pu3ZM06nVtuojy8c9UEOSwo9W/BpQn1sRcWHwtKJcJSkUbVYQLD/OjhFWzh6tdqOtzI3ei/+wU6Bgby4IQwpmvLTqK+YZxX2FYClSFcYQPNVPH5f/OjFDq6acxMkjRmsUFG/6tuwTuLx6NNiNdgTJBP3AURkVmosbgwobIQ7aswQYDWGu8c3rq8tnfawrbqYFNcfYb62DjP//lfkNZPcPDB+1CR4lW//EvM7DvE/f/3v+K+n/rnzO0/zO4f+RGy2hxRz6WtqBNiNQqKXQzc+G42vebH2fDqf8TGe36Mru13XRFp/7LmPPNHHqF712sY+/an2P59v8CG1/+fdO+8m+bkQVzaxCZNdBijjcerFlmzSXOmSmM2wSYJSinCzk7SZpMsSUEbwkqJsFhYLP1hs2wxaMTZdmkKTq6c9ZjFlfHt0pO4heAID95abNLAt0tYeJtgW/P5y+iQ5uwoWWO2XbrH422Ko11z3YNN6yg83Ve9mq5tt9OYPooKYrquejXdV91Nsf9q5o89gT+lREUyd5z5w9/FO4sJi/TuemMe1NA+LsJKP0O3fpDiwI5V9z0uzmSTOrXRpwGYP/oQI/fcw9BddwHw/J/9GSOvfS07P/xhTKHAN//lv+GFv/48xc4u+rdup2/DEManOK8gKuJUmH/Xepd/R3uLs+60lMDtdCOLAQxe6bwUy8Jh3y5vkYdGuHbAg0aHAcpoVKDwCsJyibBSxpRKKGvRrRl0fRJlm4Rdwwze+QE6t9+ODot5EJGzqLAAWhFV+qls2INSBm0KROUBwsogtlVl5sUHmDv8CGltKg8YEmIFqEYVFyjIUlxSzzMMhUUG9txJ4vPvC20CvL/4FaanliFayBykX/qZvVjSQghxJfLaE/f1Uj98jOix32djspeN0TjFnl50YNBRTHnjVghCqlPjoA2l3iFK3d1EB79MoXmMb/3Bf6EZ9pGlLWYnxpjc/zy73/ED6CDgW//jYxT7htj26rey49530Xf1dWRZE1TIwm18nq0xQJt2ZrR2WSu8O+XS4eR1Q/viIn9MGax16CB/TmoV3kTUDu+nfuwoWX2exolDtOZSDn7+73Bpysg99/Da//pfGX/kEa758IcJyxLotRaZYpHRb3wHRUrWrOMVxP0b6b3mFlRcyo8f708PcoD8Hsm10OUSh7+WB/yWN24glEAHIS6YDgJ0GBIUi+gwxMSvPL+SZZr0qb8lKFby0oMeunbsoTJyFSooYJNGHvx2ysK2kzzKaLwOOfbNh1DKEPeWKPZtlXEJIYQ4hWR0WKfmx/KJad9ylAbz9Ek2aeAb08TDsjL/UiiliLsGiToHSGsztGbHqI2+wPzRp1/6kwTlbjo27ibqHFy1FyAmKhJ3DTF//FlKQ1ej26sOi/191KaaFAsBc8cOrHQzV7W4p4eDn/8GW1/zozBzCNOzBRuGlLvb516WYufHMbpCqsAmCV2bruLr/+Xn2PPu/4OOwY0k9fn8Z1stdKGIVh7t85XKSX0eow3Kg8KgjMnTvYdhO+hB5avW2nXjs3odHRocGlttYpuzHPj854nKJba/87UElR6e/dKfsfnG1xJ1Fdn1gx9m85vfRHNiksaJE8S9HfRev4tC9/mXZxFiLTFhAXOFlR9w1pLUJpjZ93W6r34tG+79Rxz/+u9hm1XCjn68y6hsvRkTVcia8+iggLeOICrgA0MQF3BaobzFJXXCciUPaMCjVJB/zjVrmHIlD7Ra+M5TBhZXvud/a52vZvN4lFco1w7aMkEe3AB5qQDAZ628zqzR+KxF1pwnLvfjFWRJHW1CUBqtNERFlA5QJmTu4MOUBrYz/dx9dO24h8rwbpTWZM15Jp78HFl9hsKNG0/ro7nDj9C55TaCQgdBXKZz6x2Uh3fnKyt0QBDLYOCa4e1iVgWXNmjOPs1NP/1PqH/oQ4w+8ACTe/ey/d3v5pqPfhSbJlRPHOUbv/vrDO25lW13vx1lQZs8O4iJTJ4y2hgUCmWC9jVdu26q97BQV7s9eara0xQe8EkCpr3NhGTtgCHvPcrb/Nh3HrTB2hSlbB60qMHrKE+5H8Qom6BUXrPbZwlTT36F5on9dO96LYXBqwhKvVQPPcrkI/+b+vFn2fz2f0rammP2hX84rWv697yD8vC1i+eYEMtFhTHq4POooU04l0Fzhv7tNwEwsO0aGseexjcLqDCGS/i89d7n18eL30MLmYUUzlqUUpLNQYgrmYJt7/levvlzP8+9v/7vieefgkMPovt2YAZ3EXZ2ouMKtJOgZs15smYDf+QhXM/VTE5Vuf79P0F86Ku4jTczP3qMB//oE7z93/0Bb/n53+aB3/53fOM3/jU3vO//pGfLDnyaQnOeNCyiwwhViPAKvM8DsWya4vEExiwGTjrnUN7jcfh2dqi81EWK0hqfpVjvsK0W3npaM9M4Qgo9vUw/92lsUqM8dD13/ftfoXb0ONUjR6gdPcK2d7yDoOB47o9+kqu//z8Q92x82a4Sq0tQLNJ/y22Mf+cRBu+8hcy26BranG8sV7BJgre2vSC8va7Re6zN8M6QzcwS9/fTsXEETLhqxyiFWK2S+XnGH3qIR37t15g/cICwo4NrPvpRdn7oQ5SGh8/5PBXGzFQ76HMtgkBR6NmACfIACe8cWTMfD85vKf3CrSXeeZyz+FZK1qhT7OkhqEDUVQS5lxNCiNNIoMM6NXf8cB4DaKE0kE9WNiYOAZqoUyYvl4JSiqjSQ1Tpyeskpk1c2sJ7hzYhJiqdGUm9ShX7t9B64Ts0Jg5SHtyePzbQx9TTz9FxbcTswWdWuIWrW9TTxeZ3vJOn//CP6Nq2ke4dDXrveC2t6WPgPabYlU8atqqYxiipD3nDv/wvZM0a3mYEUURUHsEUyigUeUk23a7NqYkLFbxW+WRKOy080F7x4fOJF23yWuLO5tkdvCU0KU3tIAzY8tbXYetHKA1t4+m//WtGbngVpuCpHTtK1NlF184tdGwfwUQx3jlc1lq5DhVCLDmb1Jg//CgAswe+zeCN72XwVd/fXvnjaJzYT/XA45Q37V5chW4KXSjvUUGUB19pg7N5KvC0XicohDjvUDZfxR4VYyDDq+j0HA6nlK1Y5D0qS/MgLfLBXuUBXDtzg84/28IQ51LwDmUiwnIvSul8Rb33+c1/2mD+yHcxhS7izmHCUjeNyReIOwdBaSb2fvaM/ujYdDO1sWdPb1LWOq2uu1JKUv6vUcpEBMUussYsAI2Jp4i6Zqhs3cM12z+EjksExRJRdydZbQZPnblj+znwjS/QNbKd7qt249MmNsmPh6iju52tIZ8szROI+MWU0uqUYJ48xXQ+uOxxeaCEMijvsWmCCUMUYNMMFcX5sQ1Y50lm5vNgRmsp9nW1szZpHIBXWOvR2uKVoji0k7h7A6ZQoXboUY5+5b/j7clsDaXha5g+9OAZfTPx5OeJuzcQVeR+QCyvoNQJPWVaThMFimDLHpLZcbxNUEGBeGAHNOdwycVldMiybDGIaIFu1znOA+xyTrI5CHFFK3T28OzTf87tv/T/8J2P/2cqG0bY8a53E9ciolpCGFew8ydwaQImQsdlotBgN91GljkGC2Nw8MvonW+iOj1H786bKXb38eDv/Sqv+sc/x5v+9W+StergPWGxCB6Seo1CoUCWNFE+RmuTfy55jwpClHd4pfMsT5CXYVsIpqSdtEwpgjjG2hRsShBAliS4JCMsFil0FwBL9463EJRitIloTY1RGu6mNTvF7L7j9JcVx776aySzo7z4l7/A1R/5NcKy1HhfK7QxxP09lGsbefjf/zqv+vjHSWbG8C5DRSUICpggOBnkAHnZExNgk5S4t5OgHJHONUgmH6PU/4Y8aFwI8Yq89xz7h3/gm//8ny8+ls7P8+Rv/zZTTz3FXb/yKxT7z35/ZUoFuq69nn1//jdsvvcugo4+WtOj4C1BsQMdlgDfzuWgTsbqaoXR4FyI8REd2wYxUYH6xH6mnv17Ru74ARmvEEKINgl0WKdmj7yAUZqos4CJI7z3NCYOoIrd+cpIsaSUUpioiImKK92UixLEJeKOAarHnqHUvw2lFaXBfsYefow4LHPi2KGVbuKqFsZFknCO6/7xP8YlLVxmqR8/BpEmCg0mnQelcHhceYjIQ3VmilJ3PwsVhJJmnXKlJ18pqvXJyt9K5UEOtNdCL9QXBhZS8gJ478iadWyzhdIaUy5gZ04QpPP4qEJU7mP6hRqzR0d58R8+z1t/6X9w9O9/k/roc/TsfhvFoRtQQUD9yMNMP/VFOnbcyaa3/BOicvcy96YQYinlnw01XNrCJfX8sSzBtqos1I9QaLp33oPLErxNSefG0YVOYq1RukzWqKJ1/l1hswQTF/PV8s6C0WA02rRLUiiPS9O8hE97kE210/ardvaZ9ocZBDHKu/aKdofPUrwy7aqUHsgz1aiFyWM8WWMWFRTyQTlvmd73D3iX0bHpJsJyH/Xx53BZi7Dcx/S++xm48V3MvPBNWjNH8g5RisrIHgo9mzix93On9VXcvXGx/IZY24JCB7273sT4o3+1+Fgye4xk9hhxz2YGrv9eTFwmbTZozp2g1D/EG/7vXyFtVPNYF5uRNep4a9Fh1F4dd2r4zsnv33zJjc4nJFSerWQhm0S+gtyhTB4UocP4ZO1Vo/DOoY0G8lWdcSXA+wwdxKACiMqgQKcpSVLHJU2sd5i4TGXT9bQmD/PiX/4bbHsV0ILK1lsISt1k1Ymz9k/1+FP07nzdUna5EOfFF3oJix00piaJTYPAu/b3SQY4knqGKpYu6rXzGsaunc1h8dFTrpXzkhXReaQYFkKsX1Gpwq63fYBv/NYvsukDb2XTjXdjwpCwFGE6ukirs7RqNZRWBJECnWEzR2gUpdBC9yC26/t4/utfoH/nTYTPfobX/9Qv0ko9kweeofeqPURRDM6RNhp5JsW73kTZWkyYBzmwUHIN8kUO2pw+Ob1Q2823r+WTVr6oIUlwSYoJDHbqKKFy+I5u0AGH//6bPPhLv8zN/+Jn2PjmN1DsLRF2DFE99BzloQrKWY58+d/i0gYAjfEXyGrTEuiwxng8lau2cevP/ktqhw4SFmOiggHtSVpNgqhrMYvR4nOSBHxGa7qObSXoQsTYN/8nlc03EnefexW6EOKk2rFjPPKf/tNZtx2//34a4+PnDHRQ3qOMYucH3kdSrdM6MU5cDFAqv8Vs1maJO3tOjgMvysdWXJrh6g1MuUSz3mDu0IPY5jxpfVoCHYQQok1mvNepmf1PQeop9fcCkFQn81TUvTtWuGVitSr2b2Fm/8M0p49Q7NtMuV3yBB/Rqk3Tmp8l7uha2UauUjoICDu6yBo1DCFRZxHjU6z1JNWUmSOHUUFAeWQEUyqiDXROfReVbiQbvJ60UcclCY3ZCYo9Q6jF2mz5Za5SBteuXb9w0esXVkMHBkVeBzwMAkzR4XRAUq/iVZnqiUnqx5+mOTtH5aotHPzuV3jzv/ktwhCS2VFsY5aJ734K+NRp+5TOjuLSOtC9rH0phFg63llas8dJGzOE5QHirhGa03lpq+b0IVrjB+nYdjtjD/xPqocepdC3hb6b303PnrfkK8esJShEmEIEKGyW36BntSrKgA5LuKSFiX07A40D084ws7DGfeHu3eejtUqp9ritB+sAS7sOBQQxZCk6bJetcA5UPkGsdF6KICj1tjPO5EEaPTtfhzYBtfF9NCYOUOzfxtSzX6F/z9sZf/TTnHj8M3RuuZ3u7XfhXUZQ7KJ2Yh8nnvgcp+ScABS9u960ZgMWxZkKvVsYuvUDTD7z92T1aZQJqWy4gWLfNo5+8/cpD11D5457CYudzB55jOLALog60FrnK+bKZVRg8qwj7SwOCo3PsnxWQi9k7WpPRiyG5OR1tBe2tWMg8iCgU9Ppo9t1t1U7O4mDsITG4dEoDd468BpMiCmU86xLQDp9jLl936Jr191settPc/y+3yOZOYaOivTd+A4G7ngfaWP2tAwPp8qac5et34V4ObqjDzc/SaGvn2zyBLXJKZqTk5SGR4i6Fa5UJr6ImuEL2RyUUnilcGmLIDqzRJVzCSCBDkJc6SoDI7zm//2LzI0e4eBj97H1trspl7tp1msE2hMVwWUtfFzGt2qks1VmR0eJe3oJOiq0GpNsvvPNlEohttWPPvBVov6r6dp1E899/e/o3b6LUt8QKM/ON72XsFTBBPk18WlZzpQClWdlzB/24Hx+3eEckGcvC6ICSnmss+BtXuqqMohynmS+yfOf/GOSuTne9Ed/QNDdQTJ/hEJniaw+ypEv//I5+8G2ape7q8USC8IgL4MWhZQGuklma8zsH8V7T/f1N+BcRvDSlPZao8MYl86hCxFhqUhz8sBi0IsQ4pWl8/M0xsbOuX3i8cfpve66s24zAaSBxmaWsBzhU0tjqkrt2FEKff2Utm3DJU2C+CXBvh6U1qBSnAmxjTraWUxYygMdqhMUe7cs5W4KIcSaJYEO69TMkf3YuqO0fQSA+vh+dFhERZULfq18bsItTlhIHbf1KSh2EJR7mD/+LIXeTYTlElFHBdvMB/Jnjx1gcNdNK9zK1UlpQ2AbEBdJXZVWM6GjbwijNYVuTyvNSKcmQTsC1SLVZczu9+WTJ0mToNxBsTvGZSneZhBGLAxqWJuiFyYHnQWXT65orUGDazXziZUgJm3W8c6SJXOEhTKZT4kGBikMb8B7i7OWG7b9Y/COxvjzlIavoTV1+Kz7VBq5lqw2A90blrUvhRBLJ2vOM/rQJxm48V0kc6MUB3Ywf+QxXNaiemwvPVffS2vmGJ07XsXQqz6Ed46oZwSX1MjqdcJSNz5JUWGUT+ymdUxUIoxjvFLY1KJ0lq8wI1+IZkyIdyneWpQJ8D6f/NV5yof888q5/HrC6HxCVylQAc62AIdtzLdryypUEJFWJ/O0jYUulFJoE+Fdgg6LuLRJUp2kNLAD2znM2CN/Cd7SmHiR3mvfzMy++5l54R8AMFGZ3t1vodi7Dducp3b8KbzLiLtG6LnmjQTlvpV8u8QSM2GB0sDVRJ3D7ePkBLXRZxh/7NPgPdVje+m86rV4AuKuDcw+/0VMXKH/pve3gxk0SoV5MILNUEHAQkpRpfVi6Yo8IqEdiejav3zhWtm59grNvAQF3qHbZc2UzwMknPP5Kh+lcLZdj9tnKAU6awI+z3TiLKPf/hRTT3yZ8obr6L/1PVQPP0Fx6Cp2fP/H8TZD6QDnHWhD7fhT5+yb0sDV+aSKXhsl1sT60kxSQjtDNDBMNDBMKU058cTjdMURcbmC9xlwYXWHF0pWOOdOZk9Rp2dzwHu0kSAHIQTUJsYII0Nnh2H4nR/G6Yjq1AlevP9zbLnjzXRu2kagNc45qrNH2PfXn8GEIdvf+ibCIKPU34HTiuqJI5gNryEsFPFekTaabH3Vm8iSBnhHVO7IM5rhcJ729XA7yBEAl187+DwbjTKnlKzwebk47yzKW7AtVJqAC8DlWSa8B6stO3/4I5i4QHXsKIqEZOZF/PD29roJA96etR+MrARec7zLMMUSWa2GKZQojHRTGNmItxZvU4L4JUHbzmHTvDyfrhQJwwDXmiMo954SfCuEeCU6DPN7QOfOuj3uOvfCQBVVCJOEVjPF+ICgq49y7yDl7VeRNZtowBTOzGjmnSNrNPO4N1JMXKQ1/jRZMy/PGJS6L33HhBBinZBAh3WoOTdNq15DJZ7KyBAuS2lMHqbQt4n0PC5knc2wrSouqWPTZp6u9xRKa5QJ0EGMDgvooIgOIwmAWAdKfVuYO/QYrblxCl1DlIcGaExWwcDMi09IoMM51GcmibTCuBaNiReo7LiD1uwkplhGAx193agNg7g0IbWWtDpHqqBQ7iAuRKRpSpalKJthFjNW5nXZgjBqT5QoMGGeyaE9oeJ1gApcvm7aaHQUgbUYE6EbE5jmDKpnC46AVr1OffoE86NHCBvPUzv0CDs++DGmn/lann7+FCqI6Lv5e6mPvkBl49kjkoUQK8smdZxN82wHJkCbGB2cXnahMfEC3mWAYnrffQzf/lEGbvo+Zl98gOb0Iab33Ud5w/V0b38NWWMeU6jk5SsA70PSZou4sxPlM3yzgdEhrlmFQikfpPU+z+gQKpTyKEJs2syvDwLTnvxdWJGWUyicVuDyjA7KtCeJUeggxibNPHDCZflgr7MEpV7wGZAP9oJH65AsbaBRpI0ZbFKl2HcVQze/F5vUQGmCUi+Dt7wflzYwUYmsMcfs/gdI5k9QHrqG/uvfkZca0AENXyCS0l7rkg5ipp+/n+rRx87cpg1BFGCzHgpDr8KEhnRujKh7GO882gR4b/Na2e3yK04tpJrOV2aeTJPfXqnZThTi8yU4+d/tjCZocGkzD/YJwzwgSOl21hMIQpVncNBhnsrftkBplDFkWUbH9tvpvf6tmLjM/KHHsc05sNvwKmv/Rksye5Tq6NP07/ke6iee5/TMJRAUu9AmZOr5++jYeGPebm/RYYmgcOEB0UJcKK0gzVJas9OUikVUs8HwDTcwceQAqjZPXO64qKQLvp0GfiHAYXHSsM15TxRdWACFEGL9ac7Pgreoyf0EPVs5/o0/oTS0k44dd7LrrR/AW4fCYmuzWDRhucAN//hHUUEIypE2G7Sc5/k/+D/Z8YF/h3eW2sQozblpOoY2UCh0EMYdtOr1/FLY6PyaV+nTFhDl5QV0ng3NLwwC+MXHvdbgUozKcGgsCoJCXvgyK2Jck0B5fKkT5zz1mSmCMKV6+AE6N9+K99AYf5He697I1JN/e0Y/dO28By2ZzNYcU6jgGrN5gGsYYlsNVJaXf9KlzjPKVqD1YvCDsk1clvHiX/0Cg3d+KC+TJoQ4L2GlwshrX8ux++47Y5spFuneteucz00b85ggJC4pnIpxaQufeMhSgmJx8Z5yMRtmW77Yo0CgFFkS4rMmOirg0iY6KhGWz14qQwghrkRyVbMOzRzeB4CxmkJ/L/XxF/DOEXcNk9aaZ32O9/mkSVqfwrUaeT3gIMpTOGsD7ZrZeappi3cZLmuSNecXUymZqIiJy+iojDZyaK1FYbmboNhB9ehT7UCHQY596xClqyMmn3kIvucHVrqJq1KoLdQn0R4q227GN2YIoojW/Ew+CRmEYFOiKEJlTXQQkjYb1KanKFQ6MHGRpFnHpSlBqSOfPPHtmvTO5anKvMfZLF8JujCx4kGFBUCR1qvtICSDTVpM7Bul2NtDqOapTh3lO3/yWwRRgdf8X7/EC3/634i7hjHFLnZ86OMc/uJ/Jpk5DkDct4Ut3/PPmN33Lbqvec0K9qoQ4mxs2iSZG2Xqua+SzI8TxJ10bL6ZsDJAVO4lKPUsDm4l8ycASOvTmKjM1NNfpnf3W+m55vV5oILSKKVpzowSd/Qz9fR9lIevISx7TCFAB5osrRKEMUobNBYdB3it8Ti0BlUqYm2GCSNQBh3m3/+21UIHweKNurc2n3zSCo3Ga9dO76/JUz20V7L5LF8pYYqApzV/gkLXEBDg2oN44EmTebSOUCakPHgNNmkw9dxXaU4dZPi2D9OqTuBti8mnvkTWmCWsDNC78948Ra931EafoTb6DOXh3RT7d1Audi/vGymWjctaNCZePOu2tFXDJo4gNPhSCU9AmoCu1xfTRnvn0HEpX4WpAKfbdbM9C/9TnJygcIBpZ35w5AERqh304z15mRbvcNrkQREubadDCfAmzjM7ZCk4i4/KYB0aj4lLOJ/Rqp2gEEZEnQMce+gvOX7f71LefD3Dr/lhJp/5MgA9O++lNXWYwZvew8yLD5DMj4HSlAZ30rHpJib2fg6b1Jg/9DADN76b6efuwztL/w3fS9y1Qa7jxWVlKr242RMUK53UJ0fzOKGkSf/WnaSzE2S1OlGl87xfz1p7Msihfa4pxWkZS5y1Lwn5EUJcqZzNiAJF9sifEVzzJgbv+jA+beKSOpGJUFFE0qiT1uoAqCAkSVtom2dbqu67n9Fv/DEj9/wgACaMoQRxZzc2aVGbmSIqd1CqlLCZo9Wso5TGOUtYKOeXve3r8PyDyZ8ysaXw3i1mj0LFoML2+FuLrNUiLJYIijGupaiOj7dXAdeY3fc5vLd0bLqFoNhDbexpoq5BwnI3KoyY2vtlvE1ROqBn9xsYvOtDxF1DK/AOiIvlrEXZDKUjos4KZA1ac/mYrA4MoYkwhbMEryjIGlW8VYx/95P03/QOdFRaLBcohHhlpaEhbv6n/5S5/fupHjq0+LgOQ+7++MeJe3rO+dzApzhTgSwhDC1J6khqVQCMt+ggJixFZ2ZZUXk5Q9tqoANDMnuCmf0PEBQ66dvzPZKdTwghTiGjWOvQ5FPfBg+l3nyyoza2j7izHx3EwJmBDjZpklQncEkDHYQElR5MWDy/NGYevG3h0lZ+4zU7DoAOI3RcJogq6DCWbA9rhFKKYt8W5o88SWt+gsrGYZy1RGHE5P5nVrp5q5byFrKE1gO/Q/S9H0MrTdKsY1sNXJYRlTuI4g6S2jxBqPBJmj9e6SLLPF5nBEGMDyNUELZPPcUZZ02W5cXdoF3PU+Fshs+yfI2HLpA1Gnjv6bvhBprVeY7t/Q6N6XFe9aM/S7Gri/1/9tMoZdjyzp9j9uC36dp6J1d94GP4rNWehAwYf/CvqGy8DlM8d+o1IcTy897TmNjPicf/ZvGxrDnL9PP3UdlwPa24QsemmwhLPWRJnahzGIC5Qw/Tv/utjD/+GUa/88d0br6N4uDVKKVRYUyhZyMua9J3/Zvy8jkodFhi8vEnMQVNeWSIoNyB0hHzBw7jgfLGDRijUVGMoQDO5pO6AEqhoygPkPS2fYNu8pTizrfLYOm8fI/N0Aqcs3kQggkwUYxqpx8vdA7hvcc250EbTBijdEigA7B54IPLEuYOPYwJYoZu/SAoKHSPkMyN07PzXpQy2LSBjisM3/4R0tokLmthohKNyQNMPPk5hm77/jx9r5HBgvVGodBhjG3Nn7EtnTtG1LGRtJWRWY3RGWEUosKIIIgwQZgfp/g88ACH8u0YnfZrL6zKBPK62mmCaw8cK59nZPK6neEE0IUOUPlgNTh0EOW5GJImRhfIJzzAmzA/D7TCmwCftSj0bELpEJclzO57gNKGa9n45v8LU+pk7sijVDbeSGXDHuonXmD+0MOUhq6lf8/3YNM6QaGTuYMPMv7op/E2BfIMKVPPfY2urbcz+fTfMvrQJ9l49z8iqsjqIHH5+CzBVHqx1SmwCWmzQVTuxDXmsbUEus8/yOG0120HOWil4JSraO891lqKpTNTAgshrkAuyz8nsia05nGP/jl6cCd64FpozUOhA5ek2KSBTVvElW7CUiWfbKpOUN50Pdvf+4uceOjTFId2kFRPYApdJHMzFLp7cVlMa3ae5nRKaWCIIIzw5CW1XGbRYZAHSC5ke1LtYMmFzzCt85KW3qO8y4MigKhUxrSvGbJGDR2EhD29ZK05tDb03/Du/He06tgsZf7Qwwzd/H6O/8MfY8IC27/v5/OgYm1oTh7BxFK2Yq3xALUT+I4NuKQFaROftchaTQq9wzjnaBcUPPkcv5AlxOFsjcFb3sXoA/+ToTs/RNw5uFK7IsSaVN64kXt/8zeZeuopJh9/nNLwMMOvfjXFwUEKLxPoQDsDYNpS6EDhmtU8+AgIS5WT3wennLuKPBuZtxn4DJ/kWRyGbn4/3lsmnvw8I7d/9DLvsRBCrB0S6PASf/qnf8rv/u7vcuLECa699lp+/ud/nhtvvHGlm3VBJp5+EJVCx6aNtGZGyRrzlId2nPFz3nmS6gmy+izKBEQdfaigwJmzqy9DgQpiTBBjIK//ljVxaRNbnyWrTi9me9BRCROVUCaSUnCrWNTRTxBXmD/yJH27XouJY7SPmBkbbd8Y61d+kSuM1TFGG1TcgfUGXeojmz1O/eAY86OjdAwP07FtK4WRDbgsQbs5TOTwNsEEUR5kVCwRxmWUs3kt7oWTROW5VJy1eU249uMK8FkdbYo45clUgPYeExuy+Sm8iohLEVte9TqU0kw98UVGv/steq57MwO3vQcVdqBmDjH57N/Ss/011MZeYP7QI4SlXgZv/z4cEBZl8EOI1cS25pl65u/Ouq167AmGbv0gc4ceoXv7XUw9+3eUh3ejwwK2Ocf0vvsZvOk9NKeP0Jofw9kWxYGrmd//AB2b7yCMCrgsbafKNTiX0H/jdaB0uwawxTtL51Xb0DrAKw1Zi6zRzDM6RIV28FWDoFgC1R5mUwbnPXDK6jTa9Ya1Aky+cs0YgmIH3jlc0mxnsslrGDtAx2VwKd6muCxpr9jVOOvRQUTP1a/Jf3/WwiZ1svkThMUudBCjlM4Dt5Tn+IN/iksbKB0sTvbGXRtoTR8lLPZAKPXb1xsTl+naeicTT37+jG1Tz3yZ/pt+AIWj2N2bP+hBKZ8HM7QnTL21KBNCe0VmuyDFYlYH3f6uVlqho3gxqAGl8SrP6rCwaNMmLfAZKoxRZGDbzwsifFLDOdsOelSooJ3hIWngswxFHjQUFCoM3vnB9u8wpI0pwkIHNm3RmD5GZWQPHRtvZP7I44w+/ElKg9fQte1VzB85s3xHVp/GxO2SFd4xe/BB+na/BS2lXMRl4lpNTFQgmWsy8+wLNGZn6d62DUY0QX9/ng3oPC1kc3Dt4Lhz3WSaC3hNIcT6ldRqqCAiqdXRA1fjpg5gtt5J+tCfot/yS+jSAOncPFm9zsQje3FA/+7d+FQRd3fQbDhoVDn4Nz/H8Gv+D2aeewAVlnCVq+m76lpatSqFSoWoowxKYZOEsFjGhAacQ5uFkhVqsWxV/m9Ofn55384i5XFOQ5qB1mSpxdn2a1jD3KH9hEVNfeJpCj0bCSu9pE1L9cg41ueLVMYe/zTDd38U26wx9cSX8c7Re/2b6bnuDcTdwyv2PoiLY4zBBkVc0kJHBVqz86TTDbI0pdSv80BZ1y4N2JavodF455g//Bi4jJF7fggj2eyEuGBhqUTXjh0U+vsZvvtu5ufn6dy0ieAVrjO9ifATL2KDblrzlqyWMfnwk6g4pnTvcLuSYIYKTmZZWchEprTOH7c+v2fzjtEHP0lY6pGMDkIIcQq54z/F5z//eT7+8Y/zy7/8y9x000384R/+IT/2Yz/GF7/4Rfr6+la6eedtfN9z0HJ0btlEdfRpgmIHQbFrccwV8kHW1twxcBlBqSv/slyK4AOtMe2AhjzbQ4JLm3m2h7k8hbYyGhMW0WERFcTosICWyfNL4l2+otXbNE9r6G17sE+jtUbpCB3G55WKWClFsX8L80efIqlOUdkwTDo/h8Uys/9JenbcsAx7tHa4LAMTozuGiW54N8nxJ3F928l8i74772QoDMnSlPrYIbLqDGP3/3cG7vgQWSslrnSC1mhtSGpVnPMEcZEgCNuv7tuBvT5fUeo8pv0e5iucHcbMo7Qi8Bk2jUA7HvnzP6LYN8C2O95MEBdpTD1J18476L7mXppjJ3CNlPFvP8CmN97N0W/+HqPf/STFwWvovfFtuLTO+JOfZ+NdPywXzUKsMi5tYZPaObdnjVma04exm26kdvwpkrkxBm9+H5NP/y3J/Bhj3/1zin3b6dh8CzZpMPbdPwfvKA1cw/z+5+nf8wac0vmK9LRJq9YENFoH2GaDsLMTl2S0qnMExWIeCBcHqIXVaUaDj/BpCqFuT+76hXit3EJZHgXeunYmGQM+xabNxVqxC7XVlfeQNCEI0CbMAyS8xzuLswnaGLzL8v7JUkxUpNWsYkyIApqTBwhKXUQdw8wefAiX5GmIF4IclDZ0X3U3E099kcqGPZflfRMrrzhwFcWBq2mc2Hfa46WB6wijAq3GPOn8LEZ5wmIZXJ5NwWUJ4NF64dhr1071qj1JAd56rHPtzCT5Skkd5N+fztqTx377P1QYoVRM1mzg0xRt8klaE4fYVj5Zq6xDxwFkCU4pvG1hooiDn/sP2GaVDW/4cYJSDzqIcPh2Rq5tALTmx0EpJp/5O5qTB4g6hujYdBP1yQPn1VfJ7HF8lkAkt4li6Tln85XKLqOZzDHyxjegtaHVqJPNToK3GHOBAWeLgUVqcfJwITB4IQgiiiQ9txBXusbUFK5xAl3qx6qQwi3fT/NvP054w7tRpV7cV/49vPmX0KEhHhxg+3vfC0Bar/HC1z7N5ttfTxQEjD31WTa+/eeYnZihd+suJh76JF3XDnHiye9QHNiENiFBoYAyhqyRZ3lUzqDiEuj4lGBfFlfxeq/a18vtwK329bNCoQKNbdZIawk6CMiyhCyrU5sdR9cLdG26k6BY5JFf/XV8lnHdj3+YucPT+es7x/jjf01peDeb3/4zKBPI2NtaZ0JUWsPaDKdSOq+5Bh0EeOdI69WzBvxl9TlMoYOe3W/EtjLS5hioCqEkOhLiosRdXVhrOXzgAH2bN7/iz2cqIqx0E6oyab3KXGOS7e97X74tTXDNOjZzvDTOXJFfO2ulcDogq0/QnDmCtyk917wBE5cvw94JIcTaJCNYp/j93/99PvShD/H+978fgF/+5V/ma1/7Gn/5l3/Jj//4j69w685PMjdBvVbDWE1Q0rQOjNGx8brT0uraxgxJdQJtQsKOoZOp8JeaAhVEmCDKsz14j88SXNZqr7is0c7ChzIGHRRQYYQxUZ71wYRoSSF9Bu89Lk1wWQOXNrBJs51qPKc0oE72W+ZODrKrIMDEHYSFDvTLrFqNOgcIJirMH9lLx6YRjnzzMGxUjD/0RQl0eInm1BSEIVYp4t5tRHOjNGpVrIlRztKaniUoVdDFTpLqFK7rRtBFSl1FbOZwWUpQKBHoIiYwmNMGYtXifaoJQry12GYdE0Z479HlMiTzEESQaoIwwCcNXvXDPwU6wGqNT6oUeu+iPjqBao1SrEQ881efoWPLdoJiNyN3fISJJ75AY/w5GuPPEVYGGLn9+wmkbIUQq88rpENSJkJpTdacAyCtTTJ/+FF6r3l9PiGapTjbYv7wd2m0Jz2jzmF0ENC1/VaOfO13GHntj0DWRBlD3FVCtQfTfKWbrGVJ52uYchECldepUJqg0A5OwOOyk6vR/SkZaFCnpk5tpxXXCnBkaQNlU/AKHeSBEN5meOWBAB3GeO/JWjW0CUFrVFhApU2UifKUvt6jwyKjj/wVtj7NwI3vZn7sWVpTB7Fpg8Eb3kXnppuIKn1Uj+7FJnUKPRupbLyR2RcfICj1oIxMhK1XQVyhf8/3kDVmqI0+A16jVDdH/v5+DvzNQ1zzIz9EVIhRJsgvmZzHpSkmjrHWYnSQB+Qog7JZO63SQtCOwrSvV7XKy1x4277ARYFy+TW4y0tSqHZqBxMFWJeiQo22DmyKiRWKvA3Gpah2wKM3IVmzzuAdHyCs9IOC8Qf/gqDUzfCrP4JzKS6p5/VdOwZpzY0RVQbo2HgDqAATlph54f6z9o0pdODSk6Xt8u9/Sb0mlp6tViGOwecrm4uDm3GtJmmzQVjpYK7eQIfzGDRUKuf1mt6fzK4CnDXzXD5pKIS4ktk0JZ0/QfXQQxT7byUeGSZxEYW3/CuSp75A9KofJdv/Tezf/gLq7p/ClHfg6jUyl6FQ7Lj33bgsxbqUrHId9/1//xNZq8n17/oBrn7zT6JaM3RfNUKWOpwnL2WFRRmNdY4w7sToPBBLm/C0timVl7FwWYY2mjzIYaG0hcUlDfAKExjCogJiosRRvPF2nNfURo/z4qf+kl0feh+FkY0ktYP59bFNQGnKQ9fSu+sNmFCuc9e6VnWeLNUUwohGrYEzMd45WjMTBIUyJox56TWc956gWMYmTbJ6A5dMEJYGcUmyMjshxBWmceIEKorITJHQp6TOMXTNzaTVOZzLSxp7BSY8/bsB7/HOgWr/7SytuVFqx/YycON7iLtGVmaHhBBilZJAh7YkSXjyySf5iZ/4icXHtNbcfffdPPLIIyvYsgsz9q3/DUC5u4/5Y89gojJR50C+0XtMNkvSSgiKZUyhe3nHMZVChTEmbJe58IBLsTYFm+Jsgms0yaw9+RSt86jzIAITonWI0gF4e67fsu7kgQ1NXNLApnVc2sS3B8t1EGGiGExH3jcmOHMizJPXTm9n17CNWbLaNDoqEpZ7MFH5jKcopSgObWf+0F46Nm4B6yjERcae+A67vn/Zdn1NsGmKrVYJijFZpRPds5WSTykHBarTU3nmhTQhKpXJbImerTuJaJAkMdqEqDBAmwAdRTibYbMWQVg88xc5h1cKExVwuHbgUIonQhNAoLGtBp4YpVJsY4ogiFEnnofWHMWgAN1X0WzA07/3h7zzs59Fm4BCz2aG7/xoe5JDocMCgUQFC7EqmbBI1DVCMnv8jG3KROggpGPjjWTN6uLjtbGn6dx8C8cf/F/0XfdWgkInOipRGtpFqX87KM2JvZ9j4IbvZejODzG3/yFKgzsxcZHm5GHCYgem2I1NU9CesLsTHRhcluGdxStPZh1aBXit0UG79I7WeVAD7ZS8uj1ge8qkVD4hpQiCGEwILs2/62zWXhUf412GMkEeBKk13iZ5+n6l8ChqY88QVQbRJmD+yEOUB66mMrKbrFWjduRRALq23Un1+FPEXSMk8xOUBneiw5hk/gTjj/wV3nsGbvswKpCyFetZEJfz7zfnSeot5g8fZ+7AYeYPHODY33+NzW99I2l1Fu89laENmKiA9w5tApwHo/NV4g6dZxpRKs8uAnlpC6XwuFOyPah8UMo6vM6zlGij8+s0pfLvdafy0i1e4VD4JMtLtmiFKpRQyVz+OiqgMXkIvKM1c5SgMsDgqz6Icxk2bQC+HegUAr4dzDyAiTvRJqA+fYju7a9m+rmvvqRXFL0772X2wIOLj3RsvJFT0lAIsWQcKRAT9fTQHD1OsaeP5sRYfqsyk9K/7WqaJ8bJkgYR5xfoQDuA7tQsDqdmc/DOUSgULs8OCSHWjObkJC6ZprzxTuYPHQFjKA4P0VLdhLd8GO0zwpveR3jj9+VZxZSl3qzlWcqAIC7mJd7CElGlh1f92M9RGd5MZ18/2TNfwh36NniHuePHUNFA/p0fRIRRnI/d2AyrAsxLarCfWq5ioVyW0nnJLJTGWw9EqMCjjSazDttMcOkUWEfoEyrZBNd+8F0051uMffshCv39lPtfi9IeHUZUNm0nKEhJynXBOhSWxEdEXUWKZNRnp9oZxPL7r/glGYw84JIEpTRhMcCaIVqzVcrDMkkqxHJIG3V8q47RIbqvj5IyZPU50noNlCGxcwTFGPXS+y+l2mMoAd6n4B3lgR10jOxGx2WMjF0IIcRpJNChbXp6GmvtGSUq+vr6ePHFF8/7daxd2Qn4w9/8ElhP5+ZhWjMvUB65Fu/B2YTW7HG0TQjKPXlpCVj5cUwdYnQIISzmIPAuL7/gMrD53y5L8EljMQgiBBrjU3laaxOhTYAyMToIUcHCQO8a4E/+7Vz7H97mAQlpE5c28gnovAoFykSYuJKX/DDR2Vf3nu091Qat83IheI/NmtjWPK3pY+gwIqwM5NtOERZ7CUrdNCafo9DbjXeeE4cOkrXqZ0wGLRz3y3H8myXM8nEx7X3pvnprsfU6WdbMj9nEUdi4kebYcdL5Ki7LiLu6MCZkdnKMUt8ALROT3396VLuWt2vW8DogKFTgLAMgXikUPq/dDbjMkiUJYamI9w5nE7LEUjt0iLkD+xm66w5QBt99DUopJvc+STg/xZP/43fY/SM/QtTbu7gPKihiguIZ+3gxlvNYWIuutP5ZjvN1rffpBbU/KNB/3dsYfejPcGnj5ONK03/dW2lMHaJr21247JRt3jN7+BEGb3wPJ574HMWBHXRtfxXJ7Ci18X3oIGLw5vfm2ZawdGy7DeUcWdoi7tmCz1Kc9Zi4SFqdxwQKm1p81k6xr/MBWUeCKRQXB2rzQeKTKcQX/u3baXjzqjweslY+oOs83qX5d1FgUTbBJzVUVMI7j7V1wKPCEnhLUptE4Sn27yCrT+ONoXPrbaggpjVzjMmnvkRYGaBzy624pE46dZDKyB5KA1dTn3iBuYMP4pIGxYEddO94DQeOTbK94wo4hl7GUp6vC1bjeeltyuHP/VsG7v4xrvrou8maKaWhEYJiTNy+vNGBwtkU73x+/RUAjvaxnZ2WOcs7lw9CaY1auJZTkH+X+zzDSTvQxzkLWZYv0tQ6L1dRr+XPBYxR2GaLoFwG28pfyjswitLgVcw+/wAoRdy7iebUIZrTh6hs2EOhbztKaWxSZ2b/AwSFDnRYZP7QI7isweCN76E5c5yBG9/F/JHHyZqzeUmLjTcyf+QxkvmxvIzL1a/FZgmocMXeu7X+mX45ndo3S32+Lkd/+7SJiiu4VoNocIjW5AS21iRrNIg6O0nn51He4/wFtEepk9kcznJf5Fn/x5KcM5fHUvbraj5fr5Tjx6Up6dw4YVcvWbNJWq2ipgNMFJK1UhonJjFRRNTXhw41dnYS10ywrRZRRwdECm1iZg4+T1zqojI8QmTnSB/6A7jpB9Hb7kGbgEatTlabpdDV3Q5WUGjl0OQBC1gH5iylI9rXyk4Bzravn8Gj8M7SrE3jWlUKvcOYQoTSw1jryZyl1jLM/MMj7P/sZxm55x6ak5M8/olPYOKYN//xH2NKlTXz/q6G43Glztfz2fc8Ox6YKESZkPrYFGmtissshQ1FdBydkdlIAdoYskYDdEBWm0Nrg4qiVXlcrIZjYDWQfjj/PlipMeLzbZ9PU7x1JFETPRcSlEokk+Mkc3PoMCTauAGtzsxKlmcEtJxMha3BRKSNOeJC17IfG1fiMSn7vPQux5iTEAuUX6hncIUbGxvjda97HZ/85Ce55ZZbFh//j//xP/Lggw/y53/+5y/7fGstjz766GVu5cvTNmHff/kpGlNNBq8axGiL7rsG5VPCbBavNNaU8Kz1DxWH9i4f+CX/0lc41KlpSRU4FeQDtTr/+9RB6dXFolyKdhnKJyjX/jI5ZR+cNpflfdM+Q7tGXofaRFhTOa2fXNrATTxHbbpMbWIS2+O59Ud+kmTDbUvelvN1222X/ruX6nwtFots6e3FNZs8/Ud/wJb3voO4o4ugWEE7TzIzy8Sjj2IKBfpvvpmgXIIwzNNfpyk6jhdXdbrMgXOYQoGgeJaMDoB3Gd65fKDYBKBNnl7b2vzxJMM5x/TTTxN3dVIeGSGbmyFtNAhKZfb91V/Tf8cdmE2bGJubu+T9F+KVrKbzdb3YsmmESmhJqydozh4jLHZR7NuGcw4Vlnl63yGu2bGFZOxJZvc/sPi8/hveSRB3YJMq3lrCSj82bRCWevPPFpvltYTnp5h+6it0bL2J0vBucBYVRKTNBJ8mBOUyHp9nW1AejQE8WaOOc56wVM5L60QhCrU4CZWXrAA4ZaW7s3hA+zy9L86Bt9g0wbaq6KiIjiook2d+wKXtvVF4l+JsitKG5uwYrjVP3LOZIO7At39OKZ1PSgOt2eOooMDxObDO09ddxmhNrZEwOT0rqc1ZmvMVVv85u3Ggi5m//zXqx58h6h6he/cb6L/1fdgkywN4lEKFAWGxjLNJezA4RrePXWszlNKL5dWccyjywak8SDfPArGwDe9QxixOxnrr2llNHFqrPDZI55kibG0+b6RSmChG23o7qFVjXUZWm8Y7iy50okOTD4B5T/Xo4yRzo/Ttfhsua9GYeBGbNih0byQs95E155h44nOYqEzn1tspDe6kMXmQoNSVp8QGdFigevQJyttezbMvHl3eN0VcsLV2vhYKBa65ahvzc5PEJkQHMensHNPPPEVSrdG1bRul4WFUVw9aa556+ulXfM1rr72WKIoWSyKpU7I6LJRK8t6zd+/ey717QrystXa+rkeburoomio21dimx8QF6idOUNo4hFeOyRefZuL5vWy9521UBjaglQLbIJ2dxlNk8vEnUNrQf/MtxJUChAr35V8Cl8E9/zemZwM283n2UTzeZgRxTNZs4IOQQAfoIEQHASo423qzfKGDy/JyAj5LUVpjmy10FAGKtNFAx1FeOc4okvnjZNWUrJ6B9QSVDg5+4Qsc/vKX6b/1Vq7+6EeZyDJqzeZZfp84l9V6vhpjuHbbVuqjY/hYURnZQjo1QXNigizL6L5qJ8poTLF0euCf99gkIWs2IEtwFnTkefrAmRkChViLVvuY0zVDQ/g0JWnVSJIq3ZuvIZudZeqpp4gHBujeeTUmDNFR4SXBDj4PmCMfK3ZJilUpaWJ5/oDcq4m1aam+Y4U4G8no0NbT04MxhsnJydMen5ycpL+//7xf54Ybblix6KTaY/+bx5sJhaiEtlUqG29C4Uirs+gwIij1Uqs3qJTLr1jne1XznmqtRqXykv3w4H1eoiEvhZHhbYJur3pVJsBERXRUyjNarFTgg8/rLNqkgU1r+Cxrt8+gwggdxOggRqlgeUqL+G5sWsM25jDZFGG5H1Psbm/somar2OQY1QMZ9BjY/xA3v+PHTnsJay179+5d0eP/YlxMe1+6r/XRUaLubgZuuoXDn/kSV33o+xh97gEIArbe9SY6d+7Ce8/88YPM7X+C7pGNhF1DWCxpo4bSiqhYQqHIrM5r1i9Mhiyk57AWUPg0wYchOs7LjXjnUIFBhx7vPEkyg0tSeq/bTXN6imR+mrBSQHeEKArs+YkfJ6zkaSsvV6LCtXosLBfpn4t3rj5b6316Me33WRMdxKA0yuQresJiBR0WuemmHgCi4Abi7o3Ujj+BTRpk9Wmicj+gqI0+Q2NyP4XuzSgP8wcfo9C7Ebwn6h5m8PYPkMzN0pye5dCX/57ePXvovuYaglIR7y3ea7x1GANZ1spXIASGwJi8rJIxuDTBozBBuDj5tJCrxjuHdxalDcpnYAzKG9AOnyXoQgldqLQzPFl8muSZhJRGa03amM8zOKmA2ugzxJ1DhF3D1MaeZ+yFr9O14x7KQ9fSmj1GfXwfzrbovupuwsoAOwZPT+faDQxvuPKOoeWyGtsE0PN9v8ALf/6vaU4cYPyB/8nU419iy7t+nrh3y2KaUOddXh7MOXyW4cMIhc/LVXiLXwji4eQKHIXGK38yuZby7ZzBHu8daIPC0Y6MwHmLWrge9Z4gjlHaYJMW3jZxSudZv2xCVp+mOf4iUfcIOixAUMK1GijlSaonSOZPMPXcV+nZ+To6Nt+My1ooE9Oc3M/Uc19DhwXKw7uJKgNMPvN3dG65jZnn7yetTwMQlnro2/N2gnIfN988sMzvyEmr+Xheaaf2zVJbjv72rXlKBtJGhi84GvUpNrzhzSitadZr2PlpIqOIopibb775vF4zy7KzZnKAPNjBGHPer7VWyTlzeazmfl3KNq3m/VxK3lpqh/cxu++LdGx5K8ncHDjH83/ySTa/4y0EYUzv9muZePYxtNbYpEXf1TdQ6N+KB8LefprTYzSzeZSPaIyOUXn1T6GPPYza90Xste8m6Ownbdbz723AqAImamcfxeN8CjrIryu8A63B2jwYkryUldYmr8dOiE0amDjCo3DWYsKA+vExtFYU+joIS4PEnRH10XGyqeNExR52/fAPsfMjHyEsl9FRRM8K9/uFWo/H4/nuy/nse1atEpZKWOdojB9l/LnH2fqadxCEId47skbjzKFeBdpolNIQRMSNF9G913PzzUNLsHdLbz0eAxdD+mFl+uBCftf5ti+Zm8Vbx4lHHmHwnlcx9vRDOKXY+pa3tktzZmRpC+MtcGqgg0KZAJ80SFspJvAEJiIqVVbkXu1KPCZln6+MfRbrhwQ6tEVRxJ49e3jggQd485vfDOSrsB544AF+8Ad/8LxfxxizIh8E3nue/+yfAJ5i0RN3DkLWIG3WCIoVTKHr5A8rtTwT6JdNu/Ev3Q8FCoMxRaB4Mv+Bs3npi6yVT/Y08tVyOozyulZhCRMVzzlIdqm897i0hU1q2KR+shSFMaggxvqQQqWrfYO7AhSYuIwJi2SNOZL5CXRzjqhjGBPFVAa3k1aniCopFsXRZ55iT2MKXTnzwmqljv+LdSntXXhuZWSExswMg7ffRtTVxcO/+HGu/yc/Re/uXbg0AWuxNqNQ6aJV6KJVaxJUXJ5yMI4Jo4islaADQxgE6CjOJ03yXJV5HXAT5Ond4wi0ySdcIF8VTZ4+3iUJPskodJchq2Eaz0DvFnSxEx1XMMWuV9ijpbXWjoXlJv1z4V6pz9Z6n15Q+02ZIC7n3/XnoAod4D2d2+7CNufIF347wnIv/XveiveeZG6c/Z/+RTqvupOgeB21o0/ishal4WvBhPjUseMD7ycoFnBZBgp8q4WJozzYqp1WNw9yCHDOYrMM7T1KaUzYDirwHucduHb9YQ3aBHiXB3FhE8BgsxRvU3TQXg3n85XzHoW3CaDI0gRweKVBWaJKH6DQUYnKxj2UR3blk89KYaIKXdvvxMQVgkLnK37PX1HH0DJZjW0CMD0b2PnRXyeZP0E6O0ZQ6adZb/KNf/9/seudP8SWO16Da9RwSV4n23T05gVX8qgGtFYngxucyzOUaJ2Xl1L6lFXl7WtVrfPj33sIQrTKV23mpTFsXrolte2gnzy7iEKj6xP4IELpCKUMce9GdFDEhBEnvvsZxr/1v+i77b0Mv/rDebYopVE6JKmO41pVos4RyiO7KQ/vwjtHWptk8qm/JWvOAIr+Pd+TZ4hSGhMWTpa2WwVW67GzGlyOflmW/i51k2Ewuo6rp1Q2Xo1t1bFJi6jcydTkHEZHmJHyeb+kMYak1Toj3e+p268Ucs5cHquxXy9Hm1bjfi4pY4h6hhm87X00ZyYpdgzinePq972Pg1/6EtUjhylv3MiWt7+Nzq1bSZsNNBaSOtbnE8WF7j6e/8rf8PTn/pg93/vDbLrldaTmWnpv/V5QisZcLU9DXizll7takSQZXkEQhpgg/y5HKZRvZz0zsDCotVDqDZ//tzJxfm3RaJDW6pgoojw8jPcOE4com2Bf+BoFlxLuvAtV7kOZNVLC9RWsp+PxQvfl5X7edHXl2cJqNVpTc2y9++3YRg3X9OgwRgfmjCqoefo80EYRuCZ6w/Wo8OwZRFeT9XQMXArph+Xtg4v5Xa/0nGJPL7XxcYbuvJPpJ56h3DdI59XbSetz+Wd9EOTZAPWZr+FdhvMZJjYYbTDx+V8jXy5X4jEp+yzE2iCBDqf40R/9UX72Z3+W66+/nhtvvJE//MM/pNFo8L73vW+lm/aK7LHHeeGJF1CJojgQosMIm9QJK73oqH0Re6UWKdEm74OoHfzgLDZr4dImtjFLVp1GadBhnulBh0V0GF904MNCYIPLGthWHZc22gPZChUUCEpdmKAIJr8JaVWr+eD0StOaoNyNiUuktWmaU4cISl1ElX46Nu6iPvYwMxMtxlXK/EN/Rdfrf2KlW7wqKK0p9fbSrMUM3H47d191Fd45bK2J0grr8pWfKg4p9w9jTL4KuTKQB4p470E18d5hkwTnG4SFfKJhYQV0voIalFf4eg3vU5Qy6LgAXhFEBQgLRJXOdqt68F0b8kGScwz8CiHWN21CokofNmkQxBUATFQ6OTmrFHHXEDs++B/I6jPYVo3uXfe2gwg1cU8hT/ttU9K5E+TVhQ1RXMxXigcRyjt0YPLSEj7NV6ypPLhBGcWpI21KaZTJszmQOQh0HqyVpijlwBhMEOLbZSq8s2iTl/dx6VxeDiOM0WEJZQKUDvBZE9OzGROVz/5ZV+5bhp4Wa1VY6SWs9MLILgDKzvHGf/UbeO/wTuF1AIHBa5d/H+dfyORBOCoPRGwH+yz8na/KsXlgA+Bd/vOqnalJ6YUsEAqlArTJS7iABuNRxuOdQ4d5NW8q/e04iYBiRz8uy8u12OYcPbtfT8+u1xCU+whLPejgZLaSsNhx9n0udRO9aigvp7FKBsvElSWMS/ggxuqpPJPDZJ5RxDVShm+88aJeM4rj0zI7eO8JzpoaXghxJSv29pI1iuiwiDKarOWJurvY+ZGP4JK8ZERYKuCzOto5WjPzKBS6WFwsIXn1G97Nzje8B43BZ5bOjVuJOjqw1vLswaOnrYDM0oRIBYvX0yiHWvhoWhhrUhqcw2YpWuXldrJmE+8UUSUGBUG5SFAIUCbERKdOUJcx1719dYwliWVT7OkhKxcJymXS2VlcqwVaYQoZhZ6+04IcvM+vK402BJ3d5LnshBDLrTw4SLNWZfiee2iOj5PN1XBpvsBDGU2h/yULCX07G6BzmLCICeOVabgQQqwhMgJwine84x1MTU3xiU98ghMnTrB7925+53d+54JKV6wE7xzHPv/fadiUgtFEHV3oICIs9eaT6eJ02mAWyld48DbFpU1c1iStTeBdfr+pghgdFPL02DpE6SCfSFm4KW3fNHiX5lGWaYLLmnnpDEeeIi6IMHEFHRZQJloTmTRUEBF1DmGbVWxzlkZrnqjST8/OHcwfe4rMw76vfoZbbn8/urK6z43lVCjnkwVxpXJBz1NKERbaAxbFc004BLBwYRtF5/iZl76uXhPHmxDi8jp9QPRMYbmbsNx90a+/UM/y5ptvvriI7/CVP9OC+ByrzIPz+zwU4nworSn2XMx1zcnj3hjglMWU5iyTraeeM8EFnjMLwQwmKhC9TEaXlxMULuw6RYil9tjevYvfGdEFXjefiwQ2CCHOR1AsEhTza+Olnjay1p7+u8LovK5zMQYTnrx4CItn+1w8+/W8BDlcmYKokC92EUKsGYVy/tkebtmywi0RQoj1SUYEXuIHf/AHL6hUxWqQPvt3fPsLD4CD3s29RJ1DmEJFJjnPhwIVhJggxNDRDnxIcFmCswm2VSNrZK+YDUNpQOdR9kGYB5qslcCGs1JgihVMXCRtzNKaHUcFId1be5icnObZZ46x61t/RPlN//SylfwQQgghhBBCCCGEEEIIIYQQQoizkUCHNcx7R+2Zv+PR3/oYdVJKUYHOTbvyWrvi4qg8o4EJopPr8zzgbZ42yruTQQ+KvBayMu0UECvS4stLG8JyLz5OyBqzdGzpZW5sjiTNePB/f5p7Nt1AdO1bVrqVQgghhBBCCCGEEEIIIYQQQogriMyIrzHee9LaBLXRZ5h97LMc+foDvHBwBh1oNt9yO0pKVSw9BSiD4srtWxVEhB0DBFmLkZs1hx/fx6FDs0S//+/Y/fbn6bjnH610E4UQQgghhBBCCCGEEEIIIYQQVwgJdFjlbNokrU2SzI/TnDlK7cgTpOMvMH/gIIcfn2A2SVGhZtsNt6CDK3ciXiwPFcSUhjeyWRU49PST7Ht+mhNHfpft3/obypt2coI3Utm4h6ijn7DYLTUjhRBCCCGEEEIIIYQQQgghhBBLTgIdloj3eT0Da+0r/tzsC//A/JFHwDu8c+BPf05r4gj1w0+DO/3x2RebHH1kHrtFg27XSYgUEYbRJ584v3YCk+e3S6vaetkPWLv7EoUBLZUx20x59KHj8NBxzCe+yoYbO+jeUTj9h7WhtGkX8cCW0x5TSrfLf2g6t91F59bbz+t3a61R6uJrhZzv+Xo2C8+5mOdeCaR/Xt6V2D+X+3xd630q7V95a30flrL9l3q+wslzFtZun15Oa/14u9ykf87tpX2zlOfrcvW3vL9LT/r08ljqfl2t56scP0tD+nFprJZ+XInzdbXs+0qTfshJP1xYH6zEGPGV9h5dafsLss+Xy1J8xwpxNsqfOhopLlqSJOzdu/eVf9Bl9Ex9DcW5u33u6Qew9dkzHj/6D3PMTifYDfqU15O3T6wwffLLSY86uiohm+7tOvPHCmW69rz2nC/jVMhM7+tA6XP+zIKbb74ZcwllWs77fBVCXDI5X4VYOy71fAU5Z4VYLnK+CrF2yPkqxNoh56sQa4uMOQmxdizFd6wQZyOBDkvEOUeWZRKVJMQyuNTzTM5XIZaPnK9CrB1LcZ7JOSvE8pDzVYi1Q85XIdYOOV+FWFtkzEmItUPOM3G5SKCDEEIIIYQQQgghhBBCCCGEEEIIIdaMV84RL4QQQgghhBBCCCGEEEIIIYQQQgixSkiggxBCCCGEEEIIIYQQQgghhBBCCCHWDAl0EEIIIYQQQgghhBBCCCGEEEIIIcSaIYEOQgghhBBCCCGEEEIIIYQQQgghhFgzJNBBCCGEEEIIIYQQQgghhBBCCCGEEGuGBDoIIYQQQgghhBBCCCGEEEIIIYQQYs2QQAchhBBCCCGEEEIIIYQQQgghhBBCrBkS6CCEEEIIIYQQQgghhBBCCCGEEEKINUMCHYQQQgghhBBCCCGEEEIIIYQQQgixZkiggxBCCCGEEEIIIYQQQgghhBBCCCHWDAl0EEIIIYQQQgghhBBCCCGEEEIIIcSaIYEOS8R7j7UW7/1KN0UI8QrkfBVi7ZDzVYi1Rc5ZIdYOOV+FWDvkfBVi7ZDzVYi1Q85XIYRY+yTQYYk453j00Udxzq10U87JOcfjjz++qtt4PtbLfsD62Ze1th+Xcr6utX1dbtI/L0/658K90vm61vtU2r/y1vo+rLb2L5yzq6lNq8lqe79WG+mfc7scfbPc97Dy/i496dPLYzX26+U4X1fjfq5F0o9LYz3144Wer+tp3y+F9ENO+mF5++Bivl+vtPfoSttfkH0WYq2RQIcriPeeNE3XfITietkPWD/7sl7243xcSft6MaR/Xp70z9Jb630q7V95a30fVmv7syxbdW1aDVbr+7VaSP+c23rom/WwD6uN9OnlcaX065Wyn5eb9OPSuJL78Ure91NJP+SkH1Z/H6z29i21K21/QfZZiLVGAh2EEEIIIYQQQgghhBBCCCGEEEIIsWZIoIMQQgghhBBCCCGEEEIIIYQQQggh1gwJdBBCCCGEEEIIIYQQQgghhBBCCCHEmhGsdAOEWCnOWlxaBzwqiDFBvNJNEkIIIcRZuCzBZU1AocMi2sglrFgbbKuOdxloTRBXVro5Qgixrtm0ic8SUAoTlVFa1vYIsR7ZpIG3aX6uxxWUUivdpHVB+lWI9cPZLJ/38ORjKEG40k0SQojLRkaJ237jN36D3/zN3zztse3bt/PFL35xhVokLqesMcfsoYeoHnkMZ1OK/VfRe83rCUs9KG1WunlCCCGEALz3ZPVppvfdT23sOZTWVDZcT9f2uwiLXSvdPCHOyaZNWrPHmH7uayTz4wTFLrqvuodi/46VbpoQQqw7zqak1Qmmnv0qzZnD6KBA59bb6dh4I0GhY6WbJ4RYIi5LSObHmXr2K7Rmj2OiEl3b76Q8skcCSi+By1q05saZeu4rJLOjmLhM1/a7KA9fK/0qxBqU1meY2f8tasefBO8oDe6i5+rXEJR6JIBJCLEuSaDDKXbu3Mnv//7vL/7bGJnwXo+y5jyjD/8ZaW1y8bHGiX0cmzzAhlf/CFGlfwVbJ4QQQogFWWOGY9/6Q1zWAsBby/zhR2iceIHhO39Agh3EquSdoz7+PBNPfG7xsawxy8STn6dz6+0M9F21gq0TQoj1J5k/wfHv/DF4D4BLG8zsu5/G5AGGbvo+TFxe4RYKIZZCa+Yoow//2eK/bVLLA5ymj9C/53swUWkFW7d2NacPM/bdv1j8t21VmXrm72jNHKVv91sxUXEFWyeEuBBZY5bj3/lTbGt+8bHa6FM0Jl9kw10/QljqXrnGCSHEZSJ5/E5hjGFgYGDxT29v70o3SVwGrdnjpwU5LPAuY2bf/bgsWYFWCSGEEOJUzmbMHXxoMcjhVFlzjsbEiyvQKiFemW1VmXr278+6be7gw/R0ymCxEEIsFZs0mHrmbxeDHE7Vmj5MWp9egVYJIZZa1qoy8fSXz7qtPv48Wau6zC1aH7LmPJNP/+1Zt9VGn8ZKvwqxZnjvqY0/f1qQwwKXNpk7/Aje2RVomRBCXF6S0eEUBw8e5DWveQ1xHHPzzTfzMz/zM2zYsOGCXsPa1ftlsdC21dzG83Gp+1E7/tQ5t9Un9ud1PdXyZPOQ9+TCLWWmlYtp73p5zy4X6Z+Xd6X1z3Kcr2u9T6X95+aSBvUT+865vTb6DKWh3ShzabUm5T3IXY5MZmu1Ty+VTRu4tHmOrR7XnMVW+pa1TWvFWj8fL6dT+2apz9fl6m95f5ee9Gk75frs8XNub0y8SNg5ckGvuZT9uprPVzl+lob049J4pX50aYvsZQKXWtNHCEqXdn21UufrSh5DLmuRNWbPub05exxTWp6FgHIu5aQfzr8PVmqMeLW+R94m1EafOef2+vhzdG69Ax1eWOD9at3fy0n2eelJ9nxxOSnvzxL2fgW67777qNfrbN++nRMnTvBbv/VbjI2N8dnPfpZK5ZXrkVlrefTRRy9/Q8Ul6erqoqu5j+rRR8+63cQVSte+h4NHx5e3YeK83XbbbZf8Gst5vtpmnX2/+4ts+/5/Rtx/YQNsQqx1a+18FavLhqF+3KG/J5k/+3dycfAamt03MzklKzWXwlKcryDnLMDOrUNMPvwn59zed/OH2Hd0BrkNExdLzlchTtqxdYSZR/70nCsUO3fcy3jaTb1eX+aW5eR8FWJpXL11hKmH/xg4+/VT9+53cGRWkSQXn6X1Sjxfd24bYfKhPzrn9p497+LQlCVN02VslRDnR8acTtff10M0+TDNiRfOuj3qHEZtfj3Hx87MdC3E5bZU37FCnI1kdGi79957F//72muv5aabbuINb3gDX/jCF/jgBz943q9zww03rNroJGste/fuXdVtPB+Xuh9ZtXLOQIeOzbfSOTBCz8CFZfK4WPKerKyLae+F7uvoEw/y9OwEwbGnuPnN33OxTV0z1uqxsFykfy7eufpsrfeptP/l1dXtTDzx+bNu69pyGwPdm9i8Zesl/Q55Dy6f1dim5eCyBlHHEMn82BnbdBDjTIHrr7/+iuybV7Kaj+eVdmrfLLXl6m95f5ee9Cl4Z0k3XE/1yGNn3d4xfA3dxe4Les3V3K9L2abVvJ9rifTj0nilfvQ2oTGwg8bZMr4pTblvM9dt7FyGlp6/8z0mVvIY8jah1red5uT+M7YpbSj3bmDPyPL0q5xLOemHlemDC/ldq/k9alXUOQMdurbeQXFoM0Mjmy/oNVfz/l4uss9Xxj6L9UMCHc6hs7OTbdu2cejQoQt6njFm1X8QrIU2no+L3o9SF9077mHmhW+c9nDUtYGOjTdgzPKfFlf8e7JCLqW95/tc22q0/26uqb65VGvtWFhu0j8X7pX6bK33qbT/7Ip9V1Hs305j4vSBt45NtxB1DCzp75T3YOmtxjYtB2MqDNz4Lo5/509OL2GhDIM3v48D4zNc0zN0RfbN+bpSj53zcTn6Zbn7W97fpXdF96kx9Fx1N62pw6T1qdM29V33doJCB/oy3/Mtp8vRptW4n2uR9OPSOGc/miJ9176J4/Pj2ObcKRsUAze+m6BQuehz/XK50GNiRY4hU6T/urdy/Dt/im1VTz6uFAM3vgcTX/xn6EU3Sc4lQPoBlrcPLuZ3rcb3KO4cpLLxRqpHHz/t8eLA1RT6tl5Se1fj/l5uss9CrA0S6HAOtVqNw4cPMzAwsNJNEUvMhEU6t95OaWgXtWNP4rIW5eFrCcv9BIVXLlMixIVoTJ8AIKnNr3BLhBBi7QkKFfqvfydZfYrq8adQOqAysoeg2ImJSivdPCHOKSz3seHVP0pz6hDN6cNElX5KgzvRUZn6gb0r3TwhhFhXgmIXw3d8hGRujNr48wSFCuXh3XmQQxCtdPOEEEskLPWw4VU/SGvmGPWJ/QTFLsrDuwgKnWgTrnTz1qy8X3+Y5sxRGpP7CUs9lId2YQod6BVYDCaEuHgmKtN7zevp3HwL88efBOeojFxHUOohiMsr3TwhhLgs5Gql7Vd/9Vd5wxvewIYNGxgfH+c3fuM30Frzzne+c6WbJi4DExYxYZF41+BKN0Wsc/WpPNBhbvTwCrdECCHWpiAuE8RlCj0Xll5RiJWklCIsdhFuvIGOjSdLDVh79hryQgghLk1Q6CAodFAavHqlmyKEuIyCQifBcCfl4WtXuinrSlDspFLspDKye6WbIoS4RCYqYaIScdfISjdFCCGWhQQ6tI2OjvLP/tk/Y2Zmht7eXm677TY+9alP0dvbu9JNE0KsYY3pcQCq40dXuCVCCCGEEEIIIYQQQgghhBBCrA8S6ND2n//zf17pJggh1qH69AQAWaO2wi0RQgghhBBCCCGEEEIIIYQQYn3QK90AIYRYzxozkygT4GyGTdOVbo4QQgghhBBCCCGEEEIIIYQQa54EOgghxGWUtRrEHV0ApE3J6iCEEEIIIYQQQgghhBBCCCHEpZJAByGEuIxs0iQqdwJSvkIIIYQQQgghhBBCCCGEEEKIpSCBDkIIcRnZpEVc7gAglUAHIYQQQgghhBBCCCGEEEIIIS6ZBDoIIcRllLVOZnRIG/UVbo0QQgghhBBCCCGEEEIIIYQQa58EOgghxGVk09YpgQ6S0UEIIYQQQgghhBBCCCGEEEKISyWBDkIIcZk4m+GtJVooXdGUQAchhBBCCCGEEEIIIYQQQgghLpUEOgghxGVikxbAYqBD1misZHOEEEIIIYQQQgghhBBCCCGEWBck0EEIIS6TrNUEIIiL6CCUjA5CCCGEEEIIIYQQQgghhBBCLAEJdBBCiMvEJnmggw5DgrhA2pBAByGEEEIIIYQQQgghhBBCCCEuVbDSDRBipbgswSY1bFJHmxAdlQni8ko3S6wjWbt0hQkiTFwgbdRXuEVCCLF2LXxnuyzBhEV0VMKEhZVulhCLvLNkrRouyQMbF64tlTYr3DIhhLjyeO+xrSo2qeGdw8QlTFRGm3ClmyaEOIcwDHFpA1uv42yKCUuYuIwOopVu2rpmkzo2qcl9lhDrgE0a7fO5hQ4LmKiECYsr3SwhhLisJNBBXJGyVo2ZF/6B+SOPgvcAhOV+Bm9+L1Glb2UbJ9YN2y5dYcKIIJKMDkIIcbHS+jTjj/01ydzY4mPl4evo3fVGgkJlBVsmRM5lCY3J/Uw88Xlclgc66iCm//p3UOzbLgP0QgixjLyztOZGGX/009hWFQClA3p2vo7KhhswkQz4C7EaXbVpgLGHPklam2g/oqhsupmeq+8hiOWa/3JI6zOcePxvaM0eX3ysPLSL3mvfTFDoWMGWCSEuVNaY48Tez9KcPrz4WLF/B/173i7nsxBiXZPSFeKK451l/vAjzB9+ZDHIASCtTTD60CfJmnMr2DqxnmSnlK4wYYRtZ3gQQghx/rJWlbHv/vlpQQ4AtdGnmHnxGzibrlDLhDgprU8z/uinF4McAFzWYvzRT5PWp1ewZUIIceXJmnOMPvi/FoMcALzLmHr2KzRnjqxgy4QQ5+KSGlN7/+qUIAcAT/XII8wdfgTv7Iq1bb2yrSpjj/zlaUEOALWxZ5ne93VclqxQy4QQF8omdcYf/8xpQQ4AjYkXmHj6y9i0uUItE0KIy08CHcQVJ2tVmT3wnbNus6150trUMrdIrFf2lNIVOgixiVxUCiHEhcqa5/5unj/yOLYl2XLEynI2ZXb/t8+5fXb/tyUgRwghllFt7Dm8y866bWbf/dhESgoKsdqk9Wlsc/6s2+YOPEh2SuCSWBpZq0paPXHWbdVjT2ITuc8SYq2wSZ3WOYI5G+PPy7WPEGJdk0AHccXxNsPbc0clS6CDWCpZayGjQ4QJo8V/CyGEOH9ZY/bcG7192e90IZaDt+lLVh+eLq1N4CXQQQghloX3ntbssXNuT2tTeHv2IAghxMrJapPn3OZtIuftZZCdI7AEAO8ko4MQa8grBTL4TLIMCyHWLwl0EFccbQJUEJ9ze1juXcbWiPVsIYODCUN0EC6WshBCCHH+wmLXuTcqgzLR8jVGiLNQJiSsDJxze1gZQJlwGVskhBBXLqUUhe4N59welntRJljGFgkhzkdY7jvnNmUiOW8vg6DQee6NSqMDuc8SYq0wUellt+uXmQsRQoi1TgIdxBXHxBW6tt5x9m2Fjpe9uRLiQmTt0hU6iDBhjG01VrhFQgix9rzcd3PHppswcXmZWyTE6bQJ6dr2qnNu79r2KrQEOgghxLIpDV5zzgCz7qtf94qTAUKI5ReUejDnmHjv2nYnQVxZ5hatfyauEHUMnnVbZcP1mEj6XIi1wkQl4u5NZ91WGrwGLdc+Qoh1TAIdxBVHaUPH5lvo3HIbKLX4eFgZYOT2jxAUOlawdWI9sUkTpQ3aGHQYLgY+CCGEOH9BXGHo1g8SdY2c8qiisuF6unfcLRPIYlUIS90M3vw+dFhYfEyHBQZvfh9hqXvlGiaEEFegoNDF8O0fxpxyb69MSO+1b6bQvXEFWyaEOBcdlem94b2nZ8lSis7Nt9Kx+WaUNivXuHUqiMsM3vJ+4pd8LpaHr6Pn6tehA7nPEmKtMFGJgRvfTaF362mPFweupm/3WzCn3KcKIcR6I3m/xBUpiMv07LyXzq23Y5MG2oToqEQgq0LFEspaTUyYp/ozQYRtSekKIYS4GGGpm+FbP4hN6rgswYQFTFyW9Iti1dBBRGngaja++kcX66OaqIyJKygtseVCCLGclNYUujey4VU/nH8me4uOypiojJb090KsWi8eOcF1t30/Lm3gbIqJivl5KyUULpuw2MXQLe8/7T5Lx2WM3GcJseaExU4Gb/q+9vncQodxfk8qQQ5CiHVO7vDEFUsHETqICEs9K90UsU65LF2MgDdhRJZIoIMQQlwsE5Uk1bRY1ZTWBMUugmLXSjdFCCEEEBQ6JGOjEGtImqaosEhUkJIJy0nus4RYP/IAseJKN0MIIZaVLC8SQojLxGXp4oohHYZYKV0hhBBCCCGEEEIIIYQQQgghxCWTQAchhLhMXJaigryOpAkjMildIYQQQgghhBBCCCGEEEIIIcQlk0AHIYS4TOypGR2CCJtKRgchhBBCCCGEEEIIIYQQQgghLpUEOgghxGXismwx0MGEId5aXJaucKuEEEIIIYQQQgghhBBCCCGEWNsk0EEIIS4Tl6UovVC6IgYgSySrgxBCCCGEEEIIIYQQQgghhBCXQgIdhBDiMnFZig7apSvCEAArgQ5CCCGEEEIIIYQQpykUCivdBCGEEEIIscYEK90AIZabd46sOUdj6iBpdYK4eyOFrhGCYtdKN02sMzZNTsnoEAGQtRor2SQhhFgT0sYsrZljtGaPEVUGKPRuISh0orTE6Iq1zxiDS2oktUnqE/sJCmVKAzsxcQUdRCvdPCGEWNVsq0pan6Y2vg8dxJSHrsHEFUwoE6RCrEX5df9RWrPHGSn34Frz6GInSsl1/+Xmnc3HRycPktYmKfRsIu4cISh2rnTThBAXKGvOk8yP05g8QFDsotR/FabQgTbhSjdNCCEuOwl0EFcU7z2t2WOMPvRJvMvyBw8+iI5KjNzxA0SVvpVtoFhXXJaiTTujQ3viQjI6CCHEy0uqExz/zp/i0pOBYcqEDN/+EeKuEZRSK9g6IS7dVVtGGPvup0irE4uPTT37VfpveBflwZ0S7CCEEOeQNauMP/4ZWtOHFh+b2fd1enbeS8fmWyTYQYg15mzX/XP7Qobv+Ahxp1z3X07eOZozRxl7+M/wzgIwd/BBTFxh5I6PEpZ7V7iFQojzlTZmGX3ok2T16cXHppRi8Kb3UuzfLsEOQoh1T8JjxRXFNucZe+QvTwY5tLmkzonHP4NN6ivUMrEe5YEOCxkd8ovKrNVcySYJIcSqlrVqjD/2N6cNdgJ4mzL2yF9gm/Mr1DIhloZ3luax754W5LBgYu//xraqK9AqIYRY/bz31EafPC3IYcH08/eRNWZXoFVCiIuVX/f/9Vmv+8e/+5dyTXSZZa2F8VF72uO2VeXEE5/HJpKNVIi1wGUJ08/dd1qQAwDeM/7YX2NbtZVpmBBCLCMJdBBXlKw5d8ZN1IJkfkwCHcSSsmmKamd0MGGcP5ZIoIMQQpyLS+qk1RPn3JbJgKdY43zaoH78yXNtpTF5YDmbI4QQa4Zt1Zg9+PA5t88feXwZWyOEuFT5df+ZgZ8ANqnJdf9lltVn8NnZM462Zo6cc+xUCLG62KRObeyZs2/0jubMkeVtkBBCrAAJdBBXFGeTl93+0khmIS7F6aUr2hkdpHSFEEKck/cv/z3sX+F7XIjVz52RWexUNpEVN0IIcXYel547aNwmVbz3y9geIcSleKXxN7nuv7zcOYIcFrzc9aoQYhXxLv9zDk6yswghrgAS6HAW//2//3d27drFxz72sZVuilhC1SNH0Lp4zu06iNFS01MsIZclZwQ6WAl0EEKsUzZJqB45wqEvfYnnP/Uppp5+mub0yfSJtdFRjj/wAM998pOMPfggzakJXG0SNz+Oa8wAoMMiykTn+A2KoNh1+XdEiEvgkjqueiL/c7ZMYTok6hg65/OD4hCTTz5JY+LsKxyFEGKtqo+NMfnkkzzzx3/MC5/+NLP799Oaz0tSeZudcU3wUtpEFHq3nvP1y8O7UUpdjqYLIS4DHRVR56wbr9CmRNaUjJiXS1jpO+c2HRbRgYyPCrEWeGUISj3n3F7o2bSMrRFCiJURrHQDVpvHH3+cT37yk+zatWulmyKW0NyBAxz+4v9mxzvfRGXkeqrHnzjjZ3p23ksQV1agdWK9smlKWDIAmHAh0EFu1IUQ649rtRh/8EHu/+mfxqXp4uMjr30tr/7Yx2hOT/OVH/sxmhMTmEKBN/7Wr+Oe+RyNww9A1kJ1DBHd+mH04DX07HwdU8/83Rm/o3PLrZiwtJy7JcR5897h50ZJHv4ktn2daUauJ7rtw6jOYZTK48t1WKR75xsY/+4nz3iNqDLE5KNP881/+a/p3bOH137iE5SHh5d1P4QQ4nKoHTvGw7/6qxz5u5Pf7yoIuOtjH2Pz6+7Cvvg1smf/HrImqjJAdMv3o4euRcflxZ/XYUzvztdxdOJFeEkGqKDUTaF7w7LtjxDi0pmoQveO1zD93FfP2Nax5VaOffPbKK/Z9PrXE5TkHmCpmahEeWQPtbOUVOvdeS9ZyxKce62YEGIVSGo1WlOz9O58A+OP/dUZ2wu9WzGFzhVomRBCLC/J6HCKWq3Gv/gX/4Jf+ZVfoatLVgyuF/XxcZ76nd9h2927sff9JzrLXfRedTcmygdNglIPAze9J18Bos0Kt1asJ86eWroiX6EspSuEEOtRc2KCr/+Tf3JakAPA8fvvZ/bFF/n6T/4kzfYK9dt/9p9Rnv0Gfv/XoJ0y1c+P0brvv+JHn6YysoeBm95DUOwGwMQVene/le6r7kaH8XLulhDnzVcnaHzpV7DH9wIe8Njje2l86Vfwp9SfdlnG2AOP0r39bUSdeRCDMhGlwRsIC7v5zi/9CgBTTz7JY//lv5DVz5IVQggh1hDnHIe+9KXTghwAfJaRTo+TPvRHZE9+DrI8INxXT9C6/zexxx47oxRFWO5lw10/vJjZQWlDZdMtjNz+EQIZyBdiTdHGUOoYon/XGxaztpm4Qu+Oe+godTO451q+9W/+DbXR0RVu6frkraJ74830bL8LHeWBJGGpl4HdbyGsTeAbczgr5X2FWM2aJ06gWrPogw8wdP33EnUMAnnW6q4tt9F/3dsITgkaFUKI9UoyOpzi3/7bf8u9997L3XffzX/7b/9tpZsjlkgyM8OGu25B7f8SHk/2rd8jHNjJ0NX3QlSG+jRBoYKJJFRZLC2XnhLoYAxKGyldIYRYd0qlEsfuvx+fnaWOq1Kk1SrVw4cBMIUCA7u34x8/M2MDQPLd/0Xhrf8PleHdFHo2451FKY2JK5KOWqxa3lrSF74O6Vnqn6YN0he+TnTDe1HGkExN8dC/+xhRZyd7fuLHGLnn+5l94UWe/f2/4ehXv4p3J+urHvzCF7jxJ3+SiqxiFEKsYfWjR3n2T//0jMd1GDJ8y3W4x377rM9Lv/spzOC1qHLv4mNKG+LOIQZvfi8+awEKHZUW77mEEGtHOjNO9s3/H4GJGLzmjVDshlYVu+9rZBMvoO/6KTa+/vUc+NznuOmnfmqlm7vu+Po02f3/lbjcz/CO10FUwtcmcY/9FXbuGMHr/jmtqSmKAwMr3VQhxDn4tIUafRB36H7U8Sfou+aNqC23QtbC7f8mrlXF3/huWdgphFj35G6w7XOf+xxPPfUUf/EXf3FJr2NXcbTrQttWcxvPx4XuR9ZsUh7qxz93YvExf+J5shPPL/5b3fZR6Fj+VJdX6ntyKYxZuouzi2nvheyrzVLQGtuetDBhRNpqrPn3++Wsl2P6crnS+mc5zte13qfrof3GGOaPHj3rdh0EZLXa4r/LGzeiasfO+Xq+NolP61jbgQqKLIQ2uFMmf5faengPTv37Yi3l+bpgrfbpBUtquGOPn3OzO7YXt+utEJWxaUpWr5PV6zzzB39Ca3qexz/xibM+z2cZttW6cvqRtX8+Xk6n9s1Sn6/L1d/y/i69tdCn3vvFrE6nKg4Noepj535ecxafnuPeSYeoKC8N6Fn6/V/Kfl3N5+taOH7WAunHi6Ncgp8fwwPuO394xnY/tZ/ObduoHjq0bH27UufrihxDLsnvvWqTuPFnz9w8dQA2DS9rm+Rcykk/nH8frNQY8Wp4j7y1GANq5oU8n2BtAvvIp07/oVYVd+1bILy0xZ2rYX+Xm+zz0rscY05CLJBAB+D48eN87GMf4/d+7/eI40tLibx3794latXlsxbaeD7Odz929PRgW7OgzBm1PBfYoMSzTz1FkiRL2cTzdqW9J5fitttuW7LXupT2ns9zm/U6M3Nz7Nu3DwCvNEcOHiB59NGL/r1rxXo5pi+XK6V/lvN8Xet9upbbH4YhfbfeCn945gClS1MK/f2gFHifBz2ElXO/mNI0WinP7nv08jX4HNbyewCX3v6lPF8XrPU+PV9Dfd30xR3n/oG4wvGxE4xNPs9wRwcd27Yxf+AA9bExOq+66pxPK/T10bCWfVfAdcNLXSnHzsXYu3fvkp+vy93f8v4uvdXcp1v7+ui74QZOfPe7pz2e1Wp5hsVzUjSTjGdW8DNwKfp1LZyvq/n4WUukHy/Mnq1DoANwZ8kKB6hSNzPPfYUNb34zzzzzDM1m87K3aaXP1+U8hq7fNvSy46S61M3/n737DrOjKh84/p1y5/ayve+mbHovhIQQAiT0jkhvFkSqiggioIICAqKigj+VoiC9SpMWSgiQQnrvbXvf28uU3x+bbLLZuyEJyW6SPZ/nyfNkz5mZ+87cufdOeec9zaEQlZs2dVtM24nPUhuxHb5+G/T0NeKefI+cTidlPjeS3Y3V1UR2D5XVtdQ3teyX1+yN+6RY5/3nQFxzEoTtRKIDsHz5chobGzn33HPb2wzDYN68eTzzzDMsXbp0jzOORowYcdBmJxmGwdKlSw/qGPfE3q6HEYtRt3EdzsIxWJVfdZ5AVtHyBjLUldm57wDrre/JwWJf4t2bdV0nS2Rl59KvvByAWoeT3KxMRo8eva8hH/QO1X2hu4jts++62maH+jY9XOLPHjYMT0lJ+xAVO9P8fvqcfjqb3nyTaE0NKcmLXbGBkeo0rVJ6BLZALqOzirsjfODweQ8OxvgPxpgOFEs7mUTNirR9tiEnU5DXh4KStvdrxE9+whc/+hFGPE6spoaskSNpXNK5IsSoH/+Y7H79yOlFw7YczPtzT9t52+xv3bW9xfu7/x0q23TUj3/Mh1dcAdaOS/GJ5mZSpgu76gC98w1MpWgUNn92tx4TbHcwb9f9GdPBvJ6HErEd95GRhLIjMTZ+3rlPVpGz+9O0YgXjbr8dZ15e98e3H+zxdcse2IcsPYFZPBZz67zOnYoNObOMnEABOSUl3RIPiM/SdmI79Mw22JvXOljeo0RTE5QdAztVrd6ZbdCJFOX1oaj0m73OwbK+3Umsc+9YZ+HwIRIdgIkTJ/Lmm292aLvtttvo168fV1111V59sBVFOei/CA6FGPfEnq6H4vGQMWwkkt4PQpVYweodnbKCfeqNyK4MpB7cJr3tPTlYfJN492ReU0+iqCqKLAMg2zTMVPKQ2kb76lDbF7qb2D577+u22aG+TQ/1+J25uRz/+OMseOABKj/6CMs0cRcXM+622/CWlDDm5ptx5eWx5tlnWfiXfzLxZ9+Hxf/u8ASX5CtAG3MesvbNyiruq0P9PTgY4z8YYzpQrMw+qAOnoa+Z0aFdHTgNJbNPh+NMq7iYo//0Jxbcfz+L//xnJj/4IFvee4/N//tfexWUUT/+McXHHYeq9s7Ttd607+ytA7Fdunt7i/d3/zvYt6m/f3+mPvooC373O0KbN4MkUTB5MlpuCY6iHxH/+A8dEiAlTy7a+IuR7bur+HDgHYzb9UDEdDCu56FIbMe9pDhh5NmYzZuxWip2tMsKtklXs+G9T5j+r3/hKez+YWb3l73dJ7p1H1JcSKPPI95aCcGdhhaUVbSjrwO7v8f2Z/FZaiO2Q/dug315rZ5+j1w5OSRlA8omY27umDSmDjoRJbN0v97v6On17QlinQXh0NA7r5ztwuPxMHDgwA5tLpeLQCDQqV04NLnz8zGSSYzJNyBFGzAb1iF7slDyhyA5A0iK+CgI+5+p68g77VuKzYaRPPDlFgVBEHqCp6iISffeS6KpCVPXUT0eXDk5ANg8HkZcfz0DLrgAIx5H9rqxn34PRt0arGgjSs4AJF8Bsiujh9dCEPaN5PBiG3k26oBjMSrbqjMoRSPbjjPtHYdraYpEGH388WSPGoUeiSDbbIwdO5YR11+PmUyiOp1tY9f3okoOgiAc3uyBAEXHHIO/f39S4TCyqqJlZODMzMQydJzbjwnCDSg55Uj+QnFMIAi9gOLJxnH8TzFbqjBqV4MzgJI7kGRKod85g9C8uxkaTPjGFF8uzmk3YzRXYtavRXJlIOcOQvHmiOukgnCI0LLy0UedC4OmYVQvA0lCLRmN5MxA6uGEUUEQhO4ijlqEXkPRNJTMAsgsgOL9X/JVEHZl6qkOiQ6yakNPJnowIkEQhAPL5nZjc6c/mVZsNty7PJEle3O7IyxB6Bay3QN2D0pgz8qsu3I77v92n+9AhCUIgnDQ8BQVdWqTFBXJk4PsyemBiARB6GmyM4DsDCDlDmLVqlUM9uXjEk+SdhvZldGWWFY0vKdDEQRhH6neTPBmoub07elQBEEQeoRIdOjC008/3dMhCIJwCLMsC9PQkdWOiQ6GSHQQBEEQBEEQBEEQBEHoIB4XFTAFQRAEQRCEvSP3dACCIAiHI1NvG3d+53J/iiqGrhAEQRAEQRAEQRAEQRAEQRAEQRCEb0okOgiCIBwApp4CQN6p5KIYukIQBEEQBEEQBEEQBEEQBEEQBEEQvjmR6CAIgnAA7Eh02Kmig00TFR0EQRAEQRAEQRAEQRAEQRAEQRAE4RtSv34SQTi8JINBkuEwkiRh9/tRXa6eDkk4DG1PdNh56ApZ1dBDrT0VkiAIQo9KhsOkgkEANL8fm9vdwxEJwr5JtLSQikSQZBl7Rgaqw9HTIQmCIBwW9HicRHMzlmli83iw+/09HZIgCAeIkUoRb2zEMgxUlwubz9fTIfVKu74PjoyMng5JEIS9lAwGSYZCbfc6MjJQnc6eDkkQBKFbiUQH4bBjmQZ6IoylJ5AUG4rmQlbtmLpOcONGFjzwADVffIGkqpSedBIjb7gBb0lJT4ctHGaMdENX2GyiooMgCL2OZZoEN21i0e9/T+XMmUiyTPG0aYz68Y/xlZXth+V3/N2XNReKat8PkQu9iZGMYCRjYFnINgeqw9t5mkSClnXrmH/ffTQsXIisafQ96yyGX3017oKCHohaEARh75l6EiMZwTJSSKqGonk6VKHrKZGqKpb+7W9sevNNzFSK3PHjGXvrrfjLy1E0rafDEwRhH1mWhZEIY6biIMsoNheJ5iCr/v1v1r30Eno0SsaQIYz7+c/xi0TobhWpqWb1U0/veB8GD2bsbbeRNXSoeChMEA4BRipFcP165t9/P3Vz5yLbbJSeegojrr0Gd0HhQXF8JwiC0B3Et51wWNETEcKVS2nZ8AWWkQQkXLkDyBw8jVhtM+9ddBFGLAaApetsfvtt6ubO5cRnn8VdWNizwQuHlXQVHRRVw0gmeiokQRCEHhGuqOD9iy4iFQ4DYBkGW99/n7q5cznphRfwFBfv87KNZJRQ5RJa1u/43XfmlpM1eDo2p3gKVPh6lmWSDNXTsOxtkqE6AFSHn6xhJ+PIKEZWbO3Ttm7cyPsXX4yl6wCYySTrX3qJurlzmfbEE7jy83tkHQRBEPaUHg/RtOYTIjUrwLKQFBu+siPwlY5DtffcDcZITQ0ffuc7RCoq2tvqvvqK9y++mJNfeonAgAE9FpsgCPvOTCWINW2iceUHGIm2c4FA3xOZ+6sHaVyypH265pUr+fDKKznmH//oqVB7nUhNFbN+chONS5a2tzWvWsWMK69k2hNPkDdhQg9GJwjCnghv3sx7F12EmUwCYKZSbPrvG9TNncdxj/0NT0EhSg8e3wmCIHQXuacDEIT9xTINwlXLaF77ybabHQAW0bo1tG5cwIrHH29PcthZrL6eypkzuzdY4bBnGm03QWR514oOItFBEITew0ilWPvCC+1JDjtLtLSw6Z13MA1jn5ZtmSahqmU0r+n4ux+rW0vdwlfRE51fUxB2pceCVM99pj3JAUCPt1I7/0VSkcb2tmQwyKKHHmpPcthZaPNmmlas6JZ4BUEQ9pWRjFK/9C0i1cvBsgCwjBStG74guHle+/lLT2hYuLBDksN2ZirFkj//mVQk0gNRCYLwTSVCtdQteq09yUG2OYjVt3ZIcmhnWSx56CGSLS3dG2QvlIq1Ety4rkOSQzvLYv599xFvbOzcJwjCQSMVjbLk0Ufbkxx2Fq2upn7+fMI1KzHNnju+EwRB6C4i0UE4bBiJMK0bvkjbZ+kyNV9+2eW8Wz/4AD1NEoQg7Ctz240QaaehKxSbhi6GrhAEoRdJhUJUf/ZZl/2VH32EniYJYk8YiTCt6z9P25cM1aLHgvu0XKH3sCyLcPWKnRJlOvTSvG4WZqotQVGPRqmbN6/LZW394IMDFKUgCML+YSQixJs2p+0Lbv4KI9kzCYKWabJlN9+hNbNnkwqFujEiQRD2ByMZo3nNxx3abO4s6ucv6nKellWr0KPRAxyZkAw3UPfVgi77W9asISXeB0E4qKVCIWpnz+6yv/LjWSRaatoTzQRBEA5nItFBOGyYRhJT7+JpeUtH8/m6nNeRmYmsipFchP3HSlPRQbGJoSsEQehdZFVF83c9hIQ9IwPJZuuyf3d2+7sPpMIN+7RcofewDJ1485Yu+5PBGsztSRCyvNt92Zmbu7/DEwRB2K9SsdYu+yxTb0/s6m6SLOPMzu6yX/P7OySPC4JwaLDMFIlgXcc2I4U9I9DlPIrdLj7v3SDeXIkjM6PLflnTkMX7IAgHNUmWse/m/NSRlYFpJDD1dEn9giAIhxeR6CAcNiTZBlL6XToR3sTgKy7rct6Bl16KvI83WgQhHdNIAZ0rOph6qkfLwgqCIHQnzedjyJVXdtk/+IorsLlc+7RsSVa7/N0HUJ1dJzgKArRdHLK5ur7Iqzq8bfsZ4MjKYtCll3Y5bZ/TT9/v8QmCIOxPXzdGs6z03Plw/3PP7bJv8OWX49hNIoQgCAcpSUZ1ejs0JUN15I4fgySnP4bvc9ZZ2DO6PjYT9g9F1cgZN7rLpJJ+Z5+NPTOzm6MSBGFvOLKzGXT55V329z3zVOJNm3v0+E4QBKG7iEfYhcOGornxFAwjXNU2xpxsc+LIKkeS7VhmnMwB4yk+4QQqtpXFzD/qKPqfey5aIIDN6STe2IgjK6snV0E4jLQPXdGhooMdACOZQHaKr19BEHqH7NGj6fetb2Fzucg78kjMZBJZ00gGgwQGDdrn5SqaG0/hcMKVncf4lW1ObC5xcU7YPUlW8JWMIbR1Ydr+QL/JKJoTAFlR6HvWWVTPmkXdV191mG7cL36BluFHTyZQNXt7ux6LEWtoIBUKobrdODIzUfYxsUcQBOGbUu0eVKcfPU1lB2dOObK24/spGY1g6klsLg+KeuAvkLuLihhz880s/P3vO7TnTZxI2SmnIEnSPi9bj8WINzSQDIVQXS4cmZm7rfYoCML+odo9BPodRcOydwCweXNxZ4/DSMD0p/5N6/oNrH76aVrXrQPAP3Ag/S+7DFnTejLsXsGdN5CG5TM47rG/kwpFsXQdWdNoWraM6tmzGXb11agOR0+HKQjCbkiSRMkJJ6A6nWg+H2YqBbLMpjffJGPwACy5BUdWGYomzj8FQTj8iTttwmFDVm1kDDiGVKwVxZmJrjtZ+tYLRBtryRk0iqGnD+OIO+5g2Pe/T7S2lmh1NXPvuqt9vM/AwIEc9cAD+MvLv9GFFEEA2qs27FzuT7a1nbDriTg25+6fqBIEQThcOLKyGH711Sx48EFm3nADWBaSqtLn9NMIDBuMaem4MnP2ermyaiOjfAp6rLXDmOOK5iZv3PkoDu9u5haENqozQM6IM2hY/g6WaWxrlQj0m4Q9UNhhWlduLpMfeojw1q1Ufvopms9HwdGTqVo5hw/vvYas/sMYduYVePOLSbYEWfb3v7P+5ZfbLjpJEoVTp3LEHXcgd/EUoyAIwoGkOrzkjT2f2vkvoMeD7e2ar4CsISei2BzEg800bVjF0v8+QaK1icLRkxl4wnl4cosOaBlzzeul/3nnUTh1KpWffEIqFKJw6lS8JSXf6GGEWEMDyx97jHXPP9/2XQwUTJnChF/9CndBwf4KXxCELriy++MtGYuRTKEHPXxy9Y+J1bUNZ+EuLOSIO+8kUluLt7QUb9++rK2qQtRzOPAUhw9v8STWvfgyq596CiPRNnRR7hFHMOmee3Dn5/dwhIIg7IlkKMTaF16gcUnbwx+qy8XQq66ieNpkIvXzyRt1NrJq/5qlCIIgHPpEooNwWFEdXrKGnsraGa8z/6k/tLc3b17Luo/+y0l3P0Hu8FHE6uuZf999HeZtWbOGD6+4glNefhl3YeGuixaEvdJe0UHZ8TWrtCc6xHokJkEQhJ6QaGlh7q9/Tc0XX7S3WbrOxtf/i5nSCUweRt8pp+5TsoPq8JI76iz0RJhUpAlFc2Nz+VHsXpG0KOwRWdVw5Q2kKFBEKtKIZRponmwUzY1s63xRyJmdjTM7m8xhw6hcOIs3b78AyzSBtuPN9Z++xWn3PcvGF15l7XPP7ZjRsqj65BO+aG1l6K9+1V2rJwiC0IHmyaLgyMvQ463o8TA2VwDF7kW1u0mEgyx99XFWvPlU+/TNm9ey+r0XOfW+p8koHXBgY/N60bxe/P367Zfl6fE4K594gjVPP92hvfqzz5j1k58w9ZFHREVHQTjAFLubjAHH0Lp2Ax9dt+OYCSBSVcXMG2/klFdewd+/P4ZhYGzd2oPR9h6WabHxjbdY8c9/dmivmzePmddfz/GPP44rL6+HohMEYU+EKyv4+KqriFZXt7fp0ShLHn4Yze+n39nnodpFNQdBEHoH8TiRcNhJhkMs+M/DndpNPcUXj/6KcHUVi/74x/TztrZ2KkcsCPuivaJDh6ErdlR0EARB6C3iTU0dkhx2tuXdd/HnlNG0adU+L1/RXNi9uXjyB+PMLEF1+ESSg7BXZMWGzRXAldMfd95AbO7MtEkOO4s21/PpH37W4YI9gGXoxOpqWffii2nnq1+4EHXbU3OCIAg9QXV4cQSK8eQPxu7LR7W3VZqLNdd3SHLYTo9Hmfv4/STCwU59B7N4QwNrdk4420nj0qVEtz1VLgjCgaXHkyx//PFOx0wAZirFmmefxdhWcUXoHpHqKlb9619p+4IbNxIWCSeCcNBrXbe+Q5LDzpY9+ijxhuZujkgQBKHniEQH4bDTtGnNTqWHO2qt2ICZShJcv77L+esXph+nWRD2hqm3nahLSudEByMpEh0EQeg9Eo2NXfZZhoGRSLLm/ZcwUslujEoQvplwbUX7b/2ujHi8vUR6OrGamgMVliAIwj6rWjK7y76aZXNJRg6tRIdUNIqZ7PrYIlJV1Y3RCELvlQqHaF2zpsv+puXLMaLRboxI0KPR9mF802lZt64boxEEYV80Ll/WZV+8oQE9LqoJC4LQe4ihK4TDTldPcTr8mUy+9k4k2cJVUNBl1mNg4MADGZ7QS6Sr6CCLig6CIPRCmt+/237FroEkA3tXhcHUkxiJMNGGDZjJKI7svthcGah2zzeIVugNLMtCjwdJtFaTDNai+fKw+wv2WzUQWdOQZDntk4sAjuzsb/wagiAIhwtTT6InwsTq12PqcZxZbb/nyrZKE/tKdTqRFAXLSP8QhCs39xstXxCE3TNSMYx4GDPViqe4mOCGDWmn85SVIjsc3Rxd76bYNRS7HaOLKmOe4qJujkgQhL3lLS3pss/m9aJotm6MRhAEoWeJRAfhsJNRNgBJVjpUdVAdLqb94k/EqucQ3LqVod+7kq9+e1+neRW7nYKjj+7OcIXDlKm3JTqkq+igJ0RWrSAIvYcjK4vA4MG0rOo8PEXepEnUrl3EwBPOQ7Ht+Ym4qSeJ1K2mYenbOxo3fIHmLyRv9DmoDu/+CF04TCXD9dTMexYztSPxULY5yD/iYuzePbvx5ckvRrZpmGkqkTRuWUnx9Olsff/9Tn2+vn2x3N/s5p0gCMKBUDhyUpd9BSMnorl9+/01TT1BuHoljSvebW9rWf859owSckee+Y1+zx2ZmZSefDKb3367U5+npASnGH9eEA4YIxmlZcOXBDfPQ7Y5GXzFxVTNnJl22kGXXopqt2N0kZQk7H+OrAz6nXs2a597oXNfdjbestIeiEoQhL2RNXwENp+PVLBzxa2BF1+I4gTTSCErIuFBEITDnxi6QjjsOAJZjL/ipx3aBp10HqmWNejRZpLBGjJH9mHgpRcjyTs+AvZAgOP++U/cBQXdHbJwGNpe0UGSd050aBvv2xAVHQRB6EUcWVkc8/DDnSomZY0ezaCrLqelaj2ZfQft1TL1RKhjksM2ydYqglvmdzmElSDoiTB1i17rkOQAYKbi1C16FT0R3qPlOP3ZTLzq9k7tsqqSP/JIxt16K3kTJ3bo8/XrxzGPPEJ9TCQ8CoJw8HFmZDPsrCs7tducbiZ85xbsnv2f6KDHQx2SHLZLNG8lVLmky8o4e8LmdjPmpz8lf/LkDu3ePn049v/+T1R0EIQDKBmuJ7h5HgBmKoaktTLu9luRNa19GsXp5Ii7foWrsLCnwuyVTD1FcPNsys8/neJp0zr0uQsLOe4ff8dVIN4TQTjY2bOzmPq3R3Hm5HRo73PG6ZScOJnaBc9j7OG5rSAIwqFOVHQQDjs2h4v+x51Jdvlwlv33X0Tqqxlw/Bk0LX+9fZpQxSxKThpJv7NPI1pTh+bPxF1QhDM3F3mnJ/AFYV9Z2ys67JRMo4ihKwRB6KU8xcUc99hjRGtriFRXoXrdRIP1GKSYdPUvcWXkfP1CdhKt7Xqc3+DWhfhKx6I69v8NGeHQZySj6NHmtH16tAUjGd2j4U9Uu52ySSeQUTqAZf/9F6GarWQPGM6Q0y7Bm1uMomlM/v3viTc2EqutxZGZiSM7Gy0zk1RDw/5eLUEQhG/M7vEx/OzvUjTmaJb/90lirU0UjjqKgdPPxZN7YMqYR6pXdtkX3PwV3qKR36iqgysvj8kPPEC8sZFoTQ32zEyc2dmdbgoIgrD/mHqK1k3zOrRF65fhK+/Hic8+QbyxFSQFZ24ujuxsnBlZPRRp72SkooSrlwHLGfy9Mxh29ZXEauux+byoTgmbX0JRxRPggnCws3t8BAb05ZhH70eP6KRCYZz5uRjJWlq3fASWRbxpCzZXRk+HKgiCcMCJRAfhsGR3+8gdPJopfe7DSCaQJR2wOkwTrV8OLEdSbPhzTxCVHIT9yjR0ZEXtMNa3pChIsoyeFIkOgiD0Ps6sLJxZWWQOGUoyHCRLlrG79+3mhZGIdNln6QmwrC77hd7N2lZxaV/7d6a5PGQPGM7RN/wWPRHH5nS1JzUCODIycGRkECgvb28TZZkFQTiYOXwBCkZMILt8OIaexOb0oKgH7rLR7qromKn4fvk9twcC2AMB/P37f+NlCYLw9SzLwEx1rl4Vb95AvHkDmjeHnFHnobn9PRCdgGmA1VYtJ1IzHwBJ0Ug1pcCyyHAf35PRCYKwFyTJIrj1Y5BkJFkluHVhh/7dXTcRBEE4nIihK4TDms3hxOELINvsKPb0N1MsI4XmE+NzCvuXaaSQdqkOIkkSis0uKjoIgtCrSZKE3evf5yQHAGdO1zcr7P5CJEXrsl/o3RTNBVIXp0CS3Na/l1S7A4cv0CHJQRAE4VBmc7pweAMHNMkBwJVb3mWfI6MESRXfq4JwqJFVDWfO7j7bZagOdzdGJOxMUjXUXZ7wtoxke2KZI1DcE2EJgrAPJEXD5s4Cy2z7HO/CkVXaA1EJgiB0P5HoIBzWkuEwqWgUxe4hc/C0tNM4s/t9o3KYgpCOqbdVdNiVYtMwEmJsbkEQehcjlSIZDGKmUvtleZonG5s7O02PRObgaSiac7+8jnD4UTQX/r5Hpu3z9zlynxIddpWKREhFxNMzgiAcWizLIhkOo8e671zF7svH5srs3CFJZA46DsXm6LZYBEHYPyRJxpM/BNnW+XhcUjR8pePSXisRuodq95A1eHraPnugGNUpKm0IwqFCtbvJ7OLzrPkLUJ2B7g1IEAShh4gjS+GwFKmpoWHxYvREDJvHhSu/EG9RIXljzqNp9Uekok1Iqh1f6Th8JWP3y0VtQdiZaehIstKpXdY0UdFBEIRew0gkCFdUsOa552hZu5bSU04m/6gjUZ0unJk5yErn78k9oTq85I87n5aNXxKuXIpl6mi+fLIGT0fz5u7ntRAOJ7Kq4Ssdj+rw0bL+c4xEGMXuIdBvMq68QchdPD0ca2nENHQ0tw+bI30iTbSujvr581n30ksA9D/vPHLHj8eVK/ZJQRAObpGqKrbOmEHFjBnkT55E4XFTsXm8uHPy9/m3ek+oDi/54y+gef0XRKqXYZkGdn8BmYNPwOZJl9AoCMKhwOYKUHDEJTSvnUm0fi1g4czqS2DAsciap6fD6/UcGcXkjvk2zWs/JhVuQFI0PEUj8ZWMQ7WLahuCcCiINzXRsn49lpUiZ+S5tGz4jFS4Hkmx4S0ejb/PBFS7+L4VBKF3EIkOwmEnUl1N3aL5RGONrJv5OrHWJnLKRzDs9MsJlA0gf8IlWEYKSZZRNHfam9GC8E2ZeuehK6CtooMuKjoIgtALWJZF/YIFfPzDH+IuKGD83Xey6asPWXzXP5FVlfLjz2HAtHNwZ+fv0/JVp4/MQdPw950IloWsaiJxUdgjqt2Nt3g0rpxyLNNAkhUUuwdJkjpNG2tuYOv8mSx/418kQ0Hyhx/BqPN/iLegFEW1tU8Xravjsx/9iMYlS9rbaufMIWvkSKY8/LBIdhAE4aAVrqjgg8svR7XbGXf3nWyc8y4r7rsW2WZjwPHnUH782fv8W70nVKefrCHTCfSfDJYpfs8F4TCQisXYOmMW/oHlZA4bTjLcSvXyhayf8yhDT7sUf0lfUdWhB8UbW4g2hFB9w9AyFYxUiqaKGozkBnzFfXBmZfV0iIIg7EaiuZnNH7yHsyiXVR8+TzISYvjZl5E98nhsLg+aJ/OAJqoKgiAcbMRRpXBYMVIpmteuYvOSj9g898P29ooFM6lc/AUn/uqf5A8b14MRCr1F29AVnQ8qVc1BKhbtgYgEQRC6V6yuji9+/nMwTcbddQef/f0O4i2N7f2LX/wbG2f9jxN//Q/cWft2A0VWVGRRXlXYB5Ikfe3QZfFgE1/+47dsnftRe9umL95jy7yPOfXep8nqN6S9vebLLzskOWzXuGQJNV9+Sb+zztp/wQuCIOwnejzOisceI97QwNTH/sZnj/6CeLCpvX/RC4+y6Yv3mX7n33Bn5R2wOGTFhuy0ff2EgiAcEhINDRh6gnn/+T11qxd16Nv0xbucet8zZJSW90xwvZxpGMRaGvjkTz8j2lTboc+TV8S0W/4iEh0E4SAXbWhAyXTy8Z9uAssC4NM/3AbA0NMvZ8S3vo/DF+jBCAVBELqX3NMBCML+lGhuBk3pkOSwnWXozHvyAWKtTWnmFIT9q6uhKxTNQSomxu0WBOHwF29qIt7QQMExx1Cx+LMOSQ7bBas2Ub10bg9EJwhfL1xf3SHJYTszlWTekw+QCLUCkAwGWffCC10uZ+3zz5MMBg9YnIIgCPsq2drKxrfeouj449j81YwOSQ7btWxdR93KBT0QnSAIh6rWjRtRM9ydkhwA9HiMRc/9VVwX6SGJYCubZn/QKckBIFxbydb5M9GTyR6ITBCEPRVvbWThi4+0JznsbOU7/yERbO6BqARBEHqOSHQQDiuSotCwYVmX/U0bV5KKhrsxIqG3Mg09bSlGRbOLfVAQhN5h20l3zhFjqVw8q8vJ1n/yJqm4qHQjHHwqF3S939aumE9y2++5ZVmYhtHltJZpYpnmfo9PEAThG7MsLMMg54hxu/2tXvfxG+iJeDcGJgjCoczmdlO9ck6X/VvnzyQZCXVjRMJ2RjJOxaLPuuzfOv9jdJGEIggHN5m0yUrQdu7ZWrmhmwMSBEHoWWLoCuGQZlkmRiKMkYwhSTKK04nm3k0ZYklK+5S9IOxvpq4jpRu6wu4UiQ6CIPQK9owMNL8fK6Wj2OxdTqdodiTp63NvLcvEiIcxUm2/+bLmQrW792fIgtCBand22ScpKpIsYaTiKBr0O/ssmpalT7btd8452AOBAxSlIAi9jWmkMBIRTD2OJNsoyN33EuOa30/JiSdiplK7/a1W7Q4kWTwnIwhC10w9iZGMYupx3EVFuz/+t9lAkroxOmE7xe5AsWld99vsyLvpFwSh52k+3277ld2cxwqCIByORKKDcMiyjCTR+s00rHwfM9n2JKjqzqJwzPHwtJS2fFPx2CnYvWIsb+HAswwdOU1SjWp3EG2s6YGIBEEQupczJ4cj77qLFY8/Tp+zT2LR1nVppxtyykWodsdul2Wk4sTq19O46kPMVAwAmzuLnJFnoHnzkMSFUuEAKB43ha/+/fu0fWWTpmNzOKlf+hax+nXkjD0JX9++BDdu7DCdr29fio49thuiFQShN9ATEVo3ziG4ZT5YbZVkHFl9MbMCKK7AXi9PdToZee21zLv3XvocczJLXv172ukGn3Lhbm+MCYLQu+mJMK0bZxPcshAsA2fOcPpMPJHV77+Ydvryaefg8GV0c5QCgOZyMPjkC/j8kV+m7R98yoVoLpFMLggHM4cvg4yygTRvXtOpT9Ec+ArLeiAqQRCEniNS8oVDkqqq6JFG6ha/3p7kYA8UYffkYaYamfDdWzvN4/BnMv7Kn6G5PN0drtALmUYXFR00hxiLUhCEw5qp61iWhayq5B91FOPvvJPc8lFkl4/oNG3ZpOlk9h38tctMhuqoX/pme5IDQCrSSPXcZ9Fjrfs1fkHYzhnIYdxlP+7U7srMY8yF19O06j1i9W0JPMHKmUx+6LeMvulH+MvL8ZeXM/bWWznuscdw5+d3c+SCIByOTFMnuHkewc1z25McAOKNG6lb9FpblQfD2O1QOul4SkuZcOedFI+aTGbfIZ36+x59CoGS8m8cvyAIhyfT0GndOJfg5q/avpskCawIzowAQ067tNP03vwShp1xhUie6gGWaRDcuojMPmXkDRvfqb9o7BRyBo3u/sAEQdgr7twCJl93NzZnx6QkSZaZfO0vsTl2/yCJIAjC4UZUdBAOSVkZPprXtY0pZ/Pk4MoaT9XMLwhuWI67KJ8+Z57J6Q++wJoPXibaWEvxuKmUTpiKXZMxmjaBrGIqbhKtEZKtrSgOB/bMTBwZIqNc2D9MXU87TIpid5CKibHoBUE49FiWRayujkRzM1hW29AU2dnt/ZHqampmz6Zixgxcubn0//a38RQXkzVsGKlIhGN+8gAtFetYO+NVcsqHM/CYE1EkA4kYZqwV2Zm+4pKRjNG6cTZISocbO7CtulPdWvx9jjig6y70Tprbw4Dp51EwciKr33uJWHM9pUdOo2DkRGwujaZgdfu0lpHE0CNkjRqJM68QJImcEUOx202Mxk1Impt41CDRGqRQUYjV1ODMzW0r3SwIgrAHjES47UbiriQFu38gdfMXsf7V11A0jb5nnYW/Xz+cOTlfu1xJkvAUF+PMy+PYnz1E86Y1rPv4dRTNwaATz8df0g+nP3O/rINlmlixFqxEqG1YSbsXyRk4YJWZEq2tJJqa0KNRbD4fjqwsbC7XAXktQeitjESYcNVSAmVH4M4sQzJNUnGd6rkLKRk5lQHHnUOytRU9EsWRlY0jMwN3TkFPh90r6YkwrZvm4Csey7Sb7iMRjJAMRTBSKVSvFy3gxZWR/fULEgShR8Ua6rHJDk669f+QVRXV5SDaWovqdJFsXUukYj7aoGnIaR7AEwRBOByJRAfhkJEMhTASCQA8Lget4XpUpx+7ZzSb//cB/c46A83nRtYcGCkdKyQz4bs/b5tZj2NsmUts5XtI5cdjBAZT/fn7ZA0biup2g2nRsGgh/n798ZaJ8k7CN2fuZuiKVDyCZVmi1LogCD3CSESwTANkGdXescqRHg+3VUqSJFRXBrKibpsnQd38+Xx5223o0Shlp51GwaRJeMvKGFhQQKy6mnBFBa78fPqecQbrX32VWTfdxITf/hpPSTGSrGBT7WSXDSX/h8OwapaQ+uh36Hq8LY5R38bKHwbIyJoTzdN2Q0VPRjGTMZz5o/H2PRabJmNZJkYiTMuGL0g0VxBv3oqvdJwYO1w4IOweH3bPUCb+4I62zw0WZiqGZRoUHnk5lmXRuOJ97N5+rHziJfqecw6Zw4YiyTKKkiTWFAXVhZFqYclf/krFhx8CoLrdjPnpTyk7+WQ0vx/LsjASYbAsJMWGonUcVzUVbsIydSRZxebZPzccBUHoOZZlEd+WOCgpCo5A4Ovn0VNYpg60Jfs7fAOQbW4UzcPCB/+ApKoM/d4VqC4VzRdAtkMyGsTm9O7ReYdis+HNK8abV0zxuGNAov04YE+YhkG8sRHLMFBdLuz+jgmMViqOUbOSxJwnIRECQHIG0I76AUpOOal4rC0hXJJw+LPAMokH27aR5vZhc+55gkKitZZkMM6iPz5M4ZSjyB41GjOVIlxZiSsnB/sebG9BEPaQJFNw5BWYiTCmZSKlWtH1KAVTpmDqFkYygd0bINHQyOc/+SmBAQMYf/vtuPLyejryXscyUmT2m4w9UEq0OYqZTKG4PMiGTvXnX2APZFB83HFoXm9PhyoIQhdijQ3EG2uQVSeq24sei1Hx6efkTzwSb1E+1TVzsfQolpkExfn1CxQEQTgMiESHbZ599lmee+45KisrARgwYADXXnstU6dO7eHIegczGYNYM3rlYtATKIUjkT3ZSA4fRjJJMthIIthAsrUCSbHhKR6OzZODO/sIWlavYtBl3wZTJ9laiWL3EKtbjxEPIzMBJBt2oxa9YjGpMd/D5vKSqKkna/hwFj/8MLWzZ6O6XPQ75xz8/cuJ1tfj2oMnXwRhd0w9lfamm2p3YBkGZiqJotl7IDJBEHorIxUn0VJJ05pPSIXrUV0ZZA0+ASuVIFa/AUdmKdWznia0aT6K3Un22LPJGXsWmi+H0JYtfPLDH+Lr25dJ997Lupde4otbb0VSVfqcdhqDLr2UtS+9RMX776P5fJRfcAFjfn4Ln//jVzSsXYo7O5/B08/H5cqloF8G5vyn24Jy+FGn/piGJe/S8N6jGPEwntJRFB37AySHm1jDelS7H2d2GdGG9TRu/gojHkTz5pFRPgW9MIoebyURqiFauxbVFcCZWYbq8KatqiMIe8vSE1ixFozq5Vh5Q7GwaF47k1jTJmRFw1M4gpzhJxOtbWLEtdex/O9/Z+sHH2BZFqUnn0z/c89lzi9vxtJ1Blx0EflHHslX996LHokw7+67ceXnkTfpCCJVK2jdNAcjEUbzF5A58HjsvjyMZJTQxvlUf/YvEk0V2DOLKZhyJTZvNuHNC/GVT0Lz52FzBXp6UwlCr2QZKaxoM0bNcqxIM0r+YCRfIfJuPpPx5ib0eIh442aMVBibKxszVYTNFcDm7npcdEmxgSTjyR9PeFMLC+/5HZZlMeQ738GRk82Ai07FNBrQAoOwUjFCG1cSb9iMM7c/nuIR2Ly5pML1hLcsJt5Ugad4OM7cfmi+3E6vJasdLxVFqqtpWrGCpuXL8ffvT/bo0bgLCtrPd6J1dWx47TVWP/00ydZWcsaNY8zNN+PrW4aRaCW0eQH+/HJSM/8CWDu2X6yFxNI3SfQ/nfn/+TPVS+fgzS9hyo/uY90n/2X9x/9Fc3k5+e7HSAYNYg0bkW1O3HnlKDY36i7DUiaCDSSathBvqKfq8+WMvO4qYg2tzL79ThqXLsWRlcWgSy6h7LTT8BQV7cE7LAhCV1LJCFYygZmIUDfvFZqWvY+pJ8geczb+QacT2lLJyieeoPqLL1DsdvqdczZTH/0LG155hbm//jWTfve7TglRwoElqXbsWX1IBZOEt2xh6SOP0LRiBc6cHIZceSXZI0fQsnYtuWPH9nSogiDswrJMkqEGUqFGorVNLH74z7SsXo0rP59Bl12GJMnEm0LkjTmP0JavkGRROVAQhN5DJDpsk5+fz80330xZWRmWZfH6669z3XXX8dprrzFgwICeDu+wZiYj6Gs/IbXo5fa21NL/ohSNQjvyO6TiCZrWvE8ytKM8cLxlLYG+JxOrbSRr9BAsPUHVJ4+TPeoUNrzySxTNQeFxP6dh8XL8JblozV+Q6HMCdqcLy5SRZJUPLrkEM5Vqe71QiNVPPUXtnDlM+dMfu30bCIcfU08hpXkCSrW3ZdOmYhGR6CAIQrexTINo7Woalv+vvc1XPJaqTx4nUrGMPmf8nLXP3oRltP0uGvEwtV/8h+CGufQ/7x5WP/00SBJjb7mFWTffTCoYbFtIKsX6l1+metYsxt9+O1vffZdESwvL//53aubMYeR13+ejh35EpL6a+c89zMDp55FXOKo9BmXyNWx883dEq1e1t4U3L2T109cz8NKHiTVsINDvKFo2fkmkaln7NMlQLbULXyZ7+Gm4cgdR/eWTtN84kRTyx30bR0aJSHYQvhFLT2BULiHx+d+QS8Yh5w2leu5/tlV2AFNPENzyFbGmzfhLT+D9iy8h0dTUPv+mN96getYsJt17L59ccw2LHnqI/uedx4ALL2Ttc88BsPjhP3NUyd00r53RPl+ytZqaec9QOPFKmpZ9SPWnj7X3JZq2sum/v6HgmO+RDDex+smrCQyeSsmJPxKVHgShm1lGEqN6OYmZj7QPrZRa/iaSvwjHcT9Bdmd1micRCpIM1dK0+u326gwA4WovOcPPRnW5uqy+oGhuAv2OoeLD+Sz9y6MADLrsMra+/z5jfnY90caF+PseiRkPs+GVX2LEWtvndZeOpnDKFax74edYeluVxFrA5stl4CV/xJ7R9U3/1g0bmHHllcQbG9vbVLeb6U8+ScbQocSbmvjylluonTevvb9u3jxWPfUkgy45kS3v3E/OmNPxtG5k5yQHAOxe4oVTeOe2SzH1tu0x9pIb+fQPNxOurURWVU677980r/mAZKhmR0wbPyNz4Im48wZ2SHaI1axi42t3UXLSb+lzylRCW6qZecONYLW9bryhgcUPP0zD4sWMv/NO3Pn5Xa63IAhdS8VasYwUxrbvm0TjFqDtRrqr8EiiVdXMvOEGjHgcAF3XWfOfZ6ie9TlT/vQgs++4i3hDg0h06GaWJaFH4tQtWMTs225rb4/V1bHggQdoXLaMYVdfRTIYRPP5ejBSQRB2lQo3Ea1eS/OqBmb/4hft7dHqahY+8AAtZ53F0O9/DzMp4e07ca+qcgmCIBzqRI3fbY4//nimTp1Knz596Nu3Lz/5yU9wuVwsWrSop0M77Fnh+g5JDtsZlYtJtjQSrlzaIcmhbSaLljXrsGf5UTQ7Fe//hexRp7Dlnd9j6Qkyhp/Jsv97CllR8BQXoGf0B8VOKlIHpsGShx9uT3LYWcvq1bSuXXegVlXoRUxDTzsWmqI5AEjGIt0dkiAIvZiRiNC0+qP2vzVvLonGCoJrPyd71CnUzX25PclhZ7GaNcTqNxGprqb4uOPY8sEHO5IcdhKtqaFlzRqyRoxob2tctAhVcmD3Btrb1sx4hZSrEJDAW0Ay3NwhyaGdaVD18T/w9zkSmzujQ5LDzprXfIKERYcbJ5ZB7cJX0BPhr90ugrA7VqyVxOf/B5aFMuo8mtfNbE9y2Jlic7Lprbc6JDlsl2hqonbOHPInTgRgw6uvUrRTxbjW9etRbOnLA5upBDWznkrbV/PF02SPPg2AllWfEtw4L+10giAcOFaslcRnO5Ic2ttbK0kuea09oaBDnx6ned17HZIcAIxEiOZ1H5Fo7fw9sp2s2lDthSz/+47kJ9lmI3PYUJKRzfhKx6DHw2z930MdkhwAcsedxYaX7+wUUypYx+Z3fo8e6/zbDhBvauLzm2/ukOQAoEcifHr99cTq64lUVHRIcgBAkhh08bfY8vbvwDJxBAqxgruc0wNW6STmv/R4e5JDoHQA4dpKwrVtlTZHfftqIjXLOyQ5bNe05n2M5I5zqnhzJRUfPori8KK47IDGwgcebE9y2FnlJ5+Q2GWdBEHYc0YqQbypgmj1mvYkB4DAoONoWrGBdS++2J7ksLPQpk00r1zJiGu/R6KlEcs0uzPsXs3UU5ixFvRokiV//nPaaTa/8w6WbrQPGywIwsHBNFLosVbMlMbC3/8+7TQb33gDPRoDSYI013YEQRAOZyK1Kw3DMHj33XeJRqOMGTNmr+c9WG2P7eCK0UJf+0nX3TYbkfrlnZo1Xz7rX/iQkTdcg5WMEavfgKkn28Y2BuyBcozE58Tq60mG6jE9hWgOJ/HWSmQ5i5o5c7p8yYqPP6bg2GO/4XrtmYPzPdl73bkeSprkgX21L/Hu6boaqRTIMsYuJ+6STQMgEQkd8u97OofLPn2g9Lbt0x2f10N9m3ZX/EYqhrnTzQ1nVj9qZv4bAFf+QGrnvNjlvK1rZpF35AQkSWbdy50TE7ermT2brBEjaFy6tL2t6rPPKJs4nTUfbJvPsgjW1ZBld6MWj6Zpfde/x+GtS1DtHpKhhq7XKxnBMvRO7ZaRIhmqR9Y8aebaZRliHwL27+d1u0N1m25nVi8Ha9vvuKISa9ycdjpFy6ZixqtdLqfmyy8pPOYYar78Ess0idbWYvN6SYVCeEtKkJT0T2/rsVYsI5m2z9KTbUO/bVM3+wW8fSegOA/tp+8O9c/jgbTzttnfn9fu2t6H2/tr1q2FNMlPAMam2VgjzsJ0dqy0osdaMFOdb/4BJForwUrtdvskmlswkzu+F+oXLmToVd/DNGqQVQeWYRHf6aYjgKy5sAy9/Vx5V+HNC0lFW5G0zsNmxJuaaFm9Ou18sbo6UqEQ1Z9/3qkvc+hQYnXL2Z6ImAzV43FnY4VqO0xn+kqpXrYjSSJ7wHCql+44Nug7+SQal3f9/RquWYXqzW5bVjJGsqUKSdVQHRqpkEFoy5Yu562bPx//4MFp+/bnvnowf14Pt89kT+lt29HS45ipGCgKrWtmdehzZA3CapR3e81t64yZjLjue5gpEz0VQ1bbHgY5GLZjT31eu2PdjWQUU0+SbA0Sre6ceLZd08qVFJ94Uo+8DwfDPnAwENthz7dBT10j7u73yIiHMaKtWLqcNrke2PZQ6Bps7v7Ys4swdL0t6WF/vH4v3CfFOu9/B+KakyBsJxIddrJ69WouvPBCEokELpeLRx55hPLy8r1axtKdLu4frA6mGLMyAuTv8rTJziRJajuB2oVl6mh+P3ULFpE7bhCKzdHhwo2ZSmHE42h+P61bluDrfxSSIqNHmrE7JGxuN8nW9K+r+bzU19dTWVn5zVdwDx1M78k30R3rMW7cuP22rG8S79fNG2ptQbJprFvXsUJIKtQMwIpF8/G0dN63DxeHyz59oPSW7dOdn9dDfZse6PgHluV1+FtWbBixEND2dICsOTET6SvNKA4vhVMmUvHhp7sdO9zm8aDv8uSW5vGQlDveqLW5M9qeMNBjKM70T7IDyDYHWBaybffD/GwfH3xXiWgrG2pXkEymv1G8q96+D+3Pz+t2h/I2dbvdlMV2uohkWsiqlva4FExsnq6TamweT4cn42wuV/uNyiHfvRTVqaWdT5J3f6q28xBZejxEc1MDFfUbdjvPoeJQ3ncOtKVLl+73z2t3b+/D4f11Op30NbquvoBpEI2EWb16x412h8NBiW/3Ty+bpr7bqpJFto7jLTcsXIjmC4CcBElOW51JtjnQ47uvchSPhFixqfPrFnbxG7tdLBRCSfP9p7rdGMkdr9mw7EOyzvo51OzyEIORwuZwkdpW7c5IJLA5dxxryIrSZcIXgJmKUl1dTW1tLUPLsgAJS08iKRKSqrZd4E9T0QHA5vOxdu1aIpGuK+3tj331UPi8Hg6fyYNBb9mO5X2KsJlG23G6vePn3zQSWIaGze1OWwUO2q65yTY7WK3U1tZRW9/xu7Qnt2NPf14P5LoP7l+CLKvIWvrjzu00r5e4rrOuBysc95bP0tcR2+Hrt0FPXyPurveovDQPRbEhqbu/AW3zerG2VRrbunULjU3N+zWO3rhPinXefw7ENSdB2O6QT3S4/PLL+etf/4pvl7HDwuEw1157LU89lb7cazp9+/bl9ddfJxQK8d5773Hrrbfyn//8Z6+SHUaMGHHQZicZhsHSpUsPuhhNaxxG5aK0fVK8BXughERzxycx4k1bKDt5Gp/9+BZOfe0ZTCOFPVCwYz7FJLhlC+7CQrBsmNEG0NxIsg0t4KHfOeew6l//SvuaZaedRiAnh5ycnP21il06WN+TvXWorse+xLun61r9oh27x9/p+0NPxKh8A4pzMukzevS+hH1QO1T3he4its++62qbHerbtLviN1MxbJ4cUuF6AJKRBjxlo2le/iEtq2aSOfwEGua/nnbezGHHE6nZRGBQP1S3m+aVK9NOV3riiSx48MEObYVTj2HGQze2/21zebA5fFByNPqGWQSOvanL0vyZI04kHqzClVOOpNjS3ryx+wsxktG087szSxha0nl89F2JfejAORhj2htWg0RixVvb/r8Bb/FIWjd2fkIxEdzIoMsupW7X0u3blJ12Giseays1b/P5QJKwTJOh37+SjEGlGF083a06vGi+PJLB2k59mi8PWd2RBOTtM46svCKyi/rt9XoeTA7m/bmn7bxt9rfu2t6H3fvbbCe+JH2X5M3H4c1g9OjSDu16uOsqRbLNgWp3MXo35wjxhgZcBQUdnsb9/Kc/5eSXniHWtBbNnYOkaB2SA/Roa4dz5V0pTj8ufxaji7I79cVqalCcToxY5yQvSZZxZ2TgOuYYFj3wQIeEgtZ163DmnA/8FwAj1krDurlkjfoW5rI3YVt8auMKBk4/l+VvPg1A5cLPmHj1nWz64j0AwnVVaL4CkmmGvYC2ClWZeQUUFBSgR5rw9TuC4Ia5BNd9iSN3BIVTplA1c2an+WSbjZxRo3CXlqZZ6sG9r+7PmA7m9TyU9LrtaBqEq6uRNQdZo06mack77V2hTZ+hZUyjz+mns+Kf/0w7e9/TT8LmdmG5FXxZpRQUtX0OD8ftuKfr0h3rbiajmBjY3A5yJ0ygbu7cTtModjv+8nLcHs9uf4sOlMNxH9gXYjv0zDbYm9fq7vgs0yBW04KZbOhURXM71e3GW1aK5nMgSRIlpWWUlJbtl9fvjfukWOfesc7C4eOQT3SYO3cuqVTnC9+JRIL58+fv1bI0TaOsrO0HYPjw4SxdupSnnnqKu+++e4+XoSjKQf9FcLDFKOUPQXJlYkV3eSJGVlE9WWQOmEr1vP90uHBimTqoEQZedCE185ZQcMx3iVQsxz/waFrXzKJ17XsM/8F32PTmmwy67HyqZv2ZohN/jr/PkSSjjQy48EJqZ8+meVXHccFHXH8dzpzcbt8+B9t7sq8OtfX4JvF+3byWaSCrKsouT0HJDheyaiMZajmkttXeOtT2he4mts/e+7ptdqhv0wMdv6J4yB15JtXznsFMxYnWrSVn3Fm0rJ5J67rZ9D/vt0S2LiVWt77DfEXTrkHz5SJrTlpW/ZXCKZdTM3sK1Z991mG6PmeeSay+vkMZxdE33UQiGiTW2nZTR1ZtTPruHcz/ze/oc8pJlB1/M6YFhcf/kKqP/q/D8hzZfcg94jyqF7yIHg+TM/JM6ha9tmMYAdpKcWcNO5m6xf/ttL7O7P6oDs9ebVOxD+1/B2NMe8P05SFn9sFs2oT+xT/wnv0AscZNnRIP3AXDsXv7U3zCdCo++LBDX/G0aViGQaSyEtlmY/LvH0SxwbQn/0q8YQWuwj4YqWinp44VuxfZ4aH0tFvY8ModHYapkDUnpafdQtPytteSVDv5ky5GtbsO4NboXof6vnMgHYjt0t3b+3B5f013NnLOAMz6tZ36tPEXobgCndotuwdX3mCitas69QX6T8HmCnRZqQjAnZfHlD/+kRnf/S56tC3RL1Zbyxe33MFRv/8NkgS5R36b2i+e2elFDSIVywgMnkrLqk87LbPouB+gebOR5M7viTMnhxHXXMOiP/yhU1/5BRdgz8pClmWOvPtu5tx5Z3tfoqmJVEzGmVtOrK6twl3dV6+RKJ9E3hFXYnf7kVU7kjPAkKEpqpbOoXnTGpKREK2Vmxgw/Vus/fAV5j31J4776T3ULXqJ7cNgbKe6s7B5stv3JcWXQ9H064g9t5G6r16h33njGPPTm2hZu7ZDYogky0y85x6c2dlfux8ejPvqgYjpYFzPQ1Gv2Y6KgjOzFFNPYBAm98gLqJvzAgDRyuVkDT8XZ9YR1M6ZQ+OSjtlgQ7/3HdwlpcSaNxDoMz7t9jqctuPersuBXHfF6SWWiqG6HYy95RY+veYaYvX17f2SonDUgw9g8+3dOdSBcDjtA9+E2A7duw325bW6LT5FwebNRrE7mfDrX/LRVVd3uPYi22xMuvdeFLuFpGrINvthcc5wMBDrLAiHhkM20WHVTjeo161bR/1OB2emafLZZ5+Rl5eXbtY9ZprmHpc7Fvad7M7CccLPSS5+DWPzXLAM5NxBaOMuRvLkoGGRP/5imtd8RKK1GklWcOcPxd9vDP6y8URrarCsJKrDhzN/AI7MYhoWvU3GsEHYvKPY+uFn9P/WHTQueQv/0BPR3B5Mh8zRf/wDres3UDFjBprfT5/TTsWRnY0rN7enN4lwGDB1HTnNxUJJkrB7/MRaGnsgKkEQejObJ5vCSd8h3rSZeHMFliwz6PJHqJjxNza9cQ/FJ1yPpNoIbVqI6gqQOWwamjcHxeFBtrspnnY1lZ88xqBLpjHwonOo/ORLZE2jeNp07D4fwc2b6XfuuWheL8XTpuHMy6Nh01LKjz8Hf1EfcgeMoWnhUkbecAN6JEzl57PJGTaAQH45vu/+k+YVM0hFW/APOApHdh8a130Kpk60bjWu7P4UTfoOkbo16NFmHBkl2DNKUDQPmQOPpWn1R+jRZmTVjq90PN6SMSja4XPTV+gZsjOAfeoNpFa8i77uU5IfPkDO8TeTijUTrVuDrDrwFAzF0A1qFz7DqJt+xKDLLmPz228jKwqlp5wKlsX6115jzM9upvCYKcQblhKrX09gwFF4yk7F5spCU3MonnwVkdrVpKItOLP74vAXojp9WNllDLjkT4Q2fEW8cTOOrDK8/cYRb6ygbs4LeMrGUnzCddgzCnt6cwlCryM7/diPvobUqg/Q134MehzJX4Q27iKU7PTVVVSHm6xBx6N5cghumYeZiqM6/QT6H4Mrp99ukxy2yxg6lFNfe43qzz+nadkyfEOGUHLMMdh9eZh6guwxZ6L58qj5/GlSoXpUdyaqN4uiMWfizC2nbu6LGPEQWqCQouN+gLfP2LRJDgCKptHv3HNxZGez5C9/IVpdjT0zk2FXXUWf005D2zZsRelJJ5E9ejRb/vc/onV1FB17LJlDh5E7dgy1Xz5Hw+J3sPQEyVBbpUU5sy+K5gTA7Ybptz9K8+a1bJnzIaaeYtiZVzDwxG+zcdY7NG/dSt6Y82le/ynJYA2SrOLKHUyg31Fo3swO8TqzyxhwyR+JVC6nde0sskaczPGP/ZPGJUupnTsXV14epaecgjMnB5u36+GzBEHYPdWVQSrSgOLwkD32TDKGHEvT8hkYyShahg+nPZ8Jv/414S1bqPxsJprXR9kpJ+HIzED1unBmjUexdz0knnBg2J1+UnIEl2pj2pNPUrdgAQ0LFuApKaHkhOlt713mga9uKwjC3rP780i01uLMdTP9qX/TsHARdfO/wltSSvG0adi8TlSXhmxzodq7HlZREAThcHTIJjqcffbZSJKEJElcccUVnfodDgd33HHHHi/voYce4phjjqGgoIBIJMJbb73F3Llzefzxx/dn2EIXZE8O9glXYI06F7DA5kLedtIjAc7MErSx52PqCUCisqaBTIcPRVHQdhq2JBlqxF04lKzRZyBJErLdhR5JYSQS5E28lFQwhJGQsLntELCRO2EM2aMHI0kSqtMrTrSE/cY0dKQush81t494cDdj+gqCIBwAkiRhc/qxFY3EWzSyvb3ft+7CiEeQJAnF6SNz6LS08zqySulz+q3o8RCWaZIz9kgsFIKRCL6cHFyFheSOG4dlGJimiQSUTphG36NPaV9O7rDRQFvVGyseBjMJqgPD0MkecyZIEpKiIUkSuSPPAstEkhUUuwdJktC8nS+8uXMHYPcXYhkpJFlG0dxd3rARhL0luzLRxnwb25CT2vZHVUPzDsCdOwAAyzIxEmGKj7oKSVZx5+YS6F8MgOLwYKZMxt/+cyzTRFJsOHPz8ZnTkCwLh9+/43XcmQT6Ter0+nZvNjZ3Jqo7AwkJCwvF7sXmymDYtc+jONyoDnGzThB6iuzKQBt1LrZB09qqDikastO/23lUp49Av0l4i0dimQaSrKI69vyCtKwoeIqLGXDBBRjnncfq1atxFhQgKwqy4kK1u8gecwb+AUe1/TYqKjZPFpIkk3/UxWSNPAnL1JFUO5rn64d4cmRk0O+ss8ifNAkzmUS22XDm5HRIyrC53fj79WPEddd1mr9o2jXkTriIZDiGZVqoHn97ksN2rsxcXJm5FI2Z3KE9u//Q9v8rzgCYKUBGcXhQ7Y708WYW48gsJmvESe1tnpJiio6diGXoSDY7mmf375EgCLsnyzKaJ5tksA7LSKG6MiiYehV6IoEsGWDKSJJMzhFHkD/l6LaiVaaJ5hbX3HqSbLNjt9lJRprRAgbFx0+i9ORpSLKGareLcyhB2APJcCNmMk7fgkBbxeluevJdkiQcgXyMRBRJdVBywnT6nHE6SDIWJpZhoCgKsqp1SzyCIAgHk0M20WHGjBlYlsX06dN56aWXyMzckclvs9nIysraqxIrjY2N3HrrrdTV1eH1ehk0aBCPP/44kydP/vqZhf1CstmRbPYu+xXNiaI5MQyDxuZ1lOwyzJSRSGAZCqrTg+bbsRybC6J1dax47AnWPv88ejRK8fRpjLn5Gqpn/pPw5gUgyfj7T6Ro2jXYM4uRJOlArabQS1h6qsuTRM3tERUdBEE4aKgO7x7fKFXs7g5JgYZhsGXNGjJzcpAkiaYVK1hw//2ENm1CcTop//a3GXLllbh2qrKVCAa3JS340RNRopXLqfjwr8QbNiOpdrJHn0rexIvRPJnpQki/DiJRUTiAJMWG5E5/M1CSZFSHD8syiTdupeLDRwhtmAeAt894skZ9m9l3/o5oTQ2Dr7iCfueey8otW9KOe6zHYhjJJKrLhWKztbfLsozdt0vFMbsTQRAODpKidvkd0eU8srzfkpRisbahbUzDIBUOI9ts2FwuNG92mtdV0Hb9PtlD+1r5MFbXwNJHHmHT229jplJkDBnC+NtvJ2PIEFRH+mSFdOzejH16/WSogfqvXqN+/muYyWhbJYtpP8RbNkYkignCPkpFWmhZ+THVnz+NHmlCdWeQOfxMkmEPoc3VDLzoItyFRT0dppBGrGErVZ/8k9a1n4Nl4CoaRsHR30fLLMWZsXe/ZYLQm+jxEOHNi6j86P9INFcia06yx55N7hHfSnvMdaBEaupZ+PvfU/XJJ1imSe6ECYy77Tb8/fohq4fsrT5BEIRv5JD99isqajtg3nkIi2/i3nvv3S/LEbrHzkkseixGuKKCVf/+N82rVxMYOJDBl1+Ot6QE1eUiUlvD7F/cTv2CBZSdfDI548eTP2E4657/MWZq23jHlknrui8IVy5j8Hf+jj1Q0ENrJhwuTENH3l1FB5HoIAjCYUKWZYxYjPDWrYS3bsWZnd2W6KBp1M2bR7SmhiPuuAMzlaJy5kw2vv46kqoy9Pvfx1NoZ/2Lt7Yvy9IT1H/1GuHKFZR/+z5se5HsIAg9JdbaBKkwq/99LWYi0t4e2jSPSPUKJvzyDj647Acs+fOfCW7aRNF3vgNAKhIhFQ5jGQaJYJA1zz+PEY3iLSmh75ln4i4qEherBEH4Wna7nWh1NZveeIPKTz/F7vcz+MoryRg8GEfm/vkdNQ2DeGsTlmVi9/hQ9zDZKlpTw0ff/z6hzZvb21LhMLVz5mDzenFmZ2MPBPZLjOmkoq1seedBguvntLclW6rY+MovKTvzdjKHTRcPOQjCXjKTcermvkTtl8+0t+mRZurm/Jus0WeTaGpi7l13MfE3v8GesW8JSsKBkWiuZt2zPyYV3nE9Klq5nA0v30K/8x5C1RzYRNUNQejEsiyC6+ey6b+/aW8zkzHqZj9HrG49fc78BTZX4IDHEa6sZMaVV5J/1FEc/fDDKJrG1vff54NLLuHkF1/E17fvAY9BEAThYHTYXDlbt24dVVVVpFKpDu3TpnUuvywcGizLSnvRwUxG6VfgJbRlPponh+YVm5l5/Q1YpglA88qVhLdsYfxdvyIaaoBIinh9PVP/+lc2/ve/OLP8NC1/Z0eSw06MWJCmFR+RP/FCUbJN+EZMQ++6ooPHR/OWtd0ckSAIwv5lmSaWrlPscDDnl7+k5osvsHk8lJ9/Pkf95k6MliqkSDWW3Y8i62yaMYOt775Lw5Il5IwdQ6BvPpvf+W3aZceqVxNv2kqspQLMFI7MsrZqEra9e4q9q2MJQdgXlmm2l2o3TRM9HqV6yRyql86moNjTIclhOzMRIVwxh4JjplD1yadseuMNBl91FcF161jy179SN3cu+UcdxbgfXc2Yi6eTaqzEchfQunoJejxOxqBB3b2agiDsB/v6+2MkYxiJMLGmzUiyijOzFMXuRla7rnyYb7Px/gUXkGhpaW+r/vxzBlx4ISNvuCFtIsHO32dfJ9pYx9qPX2fNey+RikcpGT+Vkef9AG9+SZeJ3ds1rVzZIclh6FVX4S0pYc1zz7HiiSfw9e3LqB/9iMxhw7D7dz+chGVZWOF6zFAtZtMmJE8uSlYfJHfbMBrptnkq3NAhyWFnlTP+hrd0NJpPjEcvCF9n++fLNFIkw/XUzXkh7XSNS95k6FV/54PLfkCsoUEkOhxkWtfP7ZDksJ1lpGhc9Cq2o38gEh0EIY1UuIHKGY+m7QttmEsq1HDAEx0s06R27lxOfOoxNKeKbBkY0SZyf/Atxt54FRs/nIWroGCvqmUJgiAcLg75RIetW7dy3XXXsWbNGiRJwrIsgPYT3JUrV/ZkeMJeMg0dPR4kUr2CZLgeZ2Ypzuz+qE4/kiSRirVSO/9FUpG2A3NfyfHMvv2O9iSHnHHjGHrtVURCdVQt+5w1H77CwNFnMPbWW5l1882MuPp7ZA8pY92rT3YZQ3Ddl+SMPWuvxkkVhF2Zuo6spP+K9eYVs/Gzd4i1NuL0i9KAgiAcOgw9RaS+mk1fvE+wahODj7+Ampmz6HvGGZSddBKyzUZGn3xY/DhysAYy+2KUn8LqGa/SULWOrJOOYMRPb8Tns0OykXjjli5fK7hxHthtJFurAfCWjiWj/9Eomutr49QTYVLhBkKVS0GS8BWPQnVliiEuhL2WjISJNFSx9qPXSUZDDDnlYsJ1lWz8/D00t5ficcdQMm4ywQX/6XIZsdpljLrxx/j69KXio4/QW1r46LvfxUylyB41kjFXfRtr9h/RjSQSIAGZ/iJ0q5R4czMOcZNAEA4Jpp5EjwcJVy0jFW3Gmd0PZ1YfbM7d38DfzkhGaF4zk1Dl4g7tmQOPw1M0CkXrfOFaj0ZZ/sgjHZIctlv7/POUn39+h0SHSGMN9auXsOnL93EGshlw/Dm4cwuwu31pY4o21fHR/TfSuH5Fe9uGmW+xZe5HnP7Ac/iLOj85aCVjWKaOZHNR+emn7e0lJ5yArKrM+eUv29uali3j46uu4ohf/Yp+55zTYdieTssN1hD/9M9YoZodjQ4/TP4JzdVb2fDJmyh2BwOmnYuvoBSHL4NYTdfJ5XqkCSMRAUSigyCkY+oJ9FiQUOVS9HgrnuLRWHoCUsm2cenTzmRgpiIc++ijxBrqceTl4PAFujVuIT1TTxBc/0WX/eGKxVhGohsjEoRDh5GIpE0S2i5aswZXXvkBjSEVjVI8eTwSKSItTWya8yktVVvJHTCYomGj6XvMaJKtTaiOwgMahyAIwsHokE90uOeeeyguLuZf//oX06ZN4+WXX6a5uZn777+fW2+99esXIBw0LNMg3rSF2oUvg9WWuBCtXY2sziR/wiWoTj+NKz9oT3IAMBKQaG4GwD9oEAOvupSPH76JKT+6j3n/ehDN5SFr+Eg2/fcN9GiU8jNOJJmIo7r8JJor08ahugLIStcXWARhT+yuokOguD8ADWuWUnLEsd0YlSAIwt5LtLRgxONImo3W6o18cPfVmHqKkd+6GjOepOaLL1j6178CMOKH3yeLxZjBGiRvPuGi4/jgV9ejJ3ZUUVr+1lNMv+UBApk+JFXD0pNpX9fmCpBMNLf/HdqyAFdWP1y5u7+AoMfD1C97m3jjxva2SNUyXPmDyR58AopIdhD2UCoaZv2nbzD38d8hyTLTb3+UWX+5g5adqjKt/eBljvvZQ6iurm9kqk4/Wz/8iNZ165j84IMs+tOfMLdVoRv742uQlj4NRsfPgdVaiVo9EyvjW4BIdBCEg51ppIg2bKB+8evtbdHa1ciai4IJl6C5d5/cnAwGSYQrOiU5ADSt+Rh7ZimKVoBlmVixYNv5ss1OKhSi6uOPu1xuxccft1eGCddX8/6vv0+oZmt7/6p3nmXcZTcx8IRvobm9nV970+oOSQ7b6fEoi1/8O5Ou+SU2R1sCohUPYTZvIbnif1jxVtTyqThzdiQR9DnjDD6/+ea0cS588EEKjz4ad2H6i/NmpJHk/Gc7JjkA5vDzmfmn22hYu6y9bd2M1xh4wnmMueRG1N09XSnJyKo47xeEdEw9SaRmFQ3L/9fe5i0aScPqGeQMOmH3M0syS/72KFlDhmIoBlmDhuH0i+HoeloqGkN1d/0+qE4/il08CS4I6ciKBpLcfr9iV6rrwJ+vSYqMlWymvrqeGQ/+DG9eMZrby5Jlc1n0ypOcdNsf8BdlbhtK+ZC/5ScIgrBX9qxW4UFs4cKF3HjjjWRmZiLLMpIkMX78eG666SZ++9v05ZCFg5OeCFO3+PVOBw2mnqBx5fvokVZi9eva27MHTEWRdtxIHvy9K5jzr99hJBNYloUej1I4fDyu7CyqP/+cPmecgRmuY+Pcz/ANObHLOHInnI9s67o0qCDsCVPXkboo5eoIZGH3Blj62uPEWrrOCBYEQehJyUiEugUL+PS663jjlFOoW7yAT37/U0y97QZt6dhjmXPnndQvWNA+T9HkCZjVSwEw+h7HzEfv6ZDkAGCmksz8692YkkbW0C6GGJMVPKWjsXY5JmjZOBsjzdBTO4s3beqQ5LBdtGYViWBNmjkEIb1ocwNzH/8dAMXjj6VqyewOSQ7bzXn8fnLGndvlcnLHnIaiOfAP6ItlhBj38xuZ8Otf0OfMM3F5JdDjaeezqhehqukvpgmCcHAxEhHql7zZqd1MRmlY9i5GMv1vVzIUonbePCo+mUFw89wulx/augAz2kJq1QfE372b2Bu3kvjsb6An2qtaprWt8qGeTLD0lX92SHLYbv7TfyDaVNep3bIsNsx8u8tFb/3qE5Lh0Lb1jJBc8Q7xj36PWbMcq6WC1PznKJ0yvm1iScLSdcxk+uRGPRol3tSEmUoSb6ok3lxFoqUOI9X2dLGVjGJUL+8wj5RdzpZlizskOWy35oOXCddVYs8sQdbSD3vlL5+0+0QIQejFjESYhuXvtv9t9xdgJOPkDjkVIxnDnlmSdj57RhH161fT79vnsOQvfyG0aj2RuqruClvogqknsSyd7FGndTlNYPgpIIbwFYS0VJcf/8Cj0/bJNifOnM4Vrva7WCtJnKye8Tqn3fNPJl/5fcacMp2T7/w9x938O+b8528kQs0YXZxbCoIgHM4O+UQH0zRxbxs/LCMjg7q6thP0oqIiNm7sfJFbOHjpsVYsI/2FD4d3IJGqHRUYvEUjsTWsR5MjaH4/qtuNu7SQWEsDQPtYoUNPOgcpXIHidNL3rLNImior3noOf5/RZAyb3ul1co88H0dm8QFYO6G3sQy9yzFrJUlixLeuIli1mRn3Xt/NkQmCIOyZurlz+fCyy2hYtKjt6XNVIhFsq7Bgc3lJNDZ3GHcbQMIE2m64JCU3kfr0FzbjrU1Ew2FyJ12Ic9cKDbJC37PuILRpAd684Tiz+7V3GclI+3BV6RjJGK2bv+qyP7h5HmYXFSQEYVeVC2fhysxl/OU/ZcyF17Juxmtpp4s21SG5ssgafUanvqzRp2PPKKL0xKPxFjWz5Z3b2fDijSSa3mPIFWfA7p4mtkwkaTc3MAVBOGgkQ3VgGWn7Ei1bMdMk6VmmSc2XXzLjyiuxjBRGMtLl8l2BYhJzniC14HmsWDOYOmbNcqSKWRQecwxIEgWTJzPh9luY+pc/Mf7OOym/4AKKp7UlFCaCzaz75I0ul79l7ked2iRJQnN1PZyjanfAtiFDrVgr+sp3O05gmdiaFnDkr+9oW14X50bbuQsyaF4zj+aVq1n4wJ+Zc+dv2PzO24SrK0FPsP34AlmF/seTGvwtVn/0Vtpl9Zk0HcWMoEebKTvtFiRV69Bvzyii+IQbRJUnQehCvHkr7Z85wJ0/jND6uax87DtsfuNeik+4vlM1K8XpJ2/qdSx66XGiLbU4c3JY+fiTxBoa0JNiSISeZCSjKDYFWXOSN+mSTv3+QVNI4SERDpIIB3sgQkE4uCl2N8XTru2U5CUpGv3PvxebN/vAByFJJOMxxpx9AVte/TkV7/2Bms//zYYXb6V57pMcc8OdJBOptMecgiAIh7tDvo7NgAEDWL16NSUlJYwaNYrHHnsMm83Giy++SElJ+gxj4eBkGam07arTT3BjNZrXi2xzYqZieLP7on/0Mkpmf47725/RfBmEmmvb54kHW8joMwgl2YpSPY9BF5xHoLwferSZ8hPOoXnZ+9izSii/+A+Ety5FkhQ8JcNpWfsFejyEzSPK6gn7zrKs3Q5dAZDVdzADpn+LZa89TiIcxO5JPy6uIAhCT4jW1fHVPfeQMXQoqsNB64YNmDv9Trsyc2hes7rTfIlwDE1zQzKCabSN3esv6suAaefizikgGQ1Tv3oR1UvnonqyqP/qdXLGnY1ssxOtWYvq9OHM60/9gjfIGXsm61+6nfKLHyLRWo2ZiuHI7IOs7qbqkmV2eTwBbaXFd60SIQhdkWSFo669i/lP/wFHIItUIobm8THwxG+TN2QcRirB+k/eoHH9ClItVagOD/2/fS/hiraniz3FwwlvXUoi3ETVzCeJ1axpX3aicQsbX72dgZc+jJI/BLNmZefXd/hB1TD1JPIuN+kEQTi4mLv57QHS/vbE6uv56p57AGhcspzS00YSi4c6TScpNjSbg2TV0s4LrviSsT++jtHXfgfVChNPOljx72doXb8RX9++GPE4qXAYyzIxU10n+iWj4bTt5cefzer3XkzbN/JbP8CmKaTCjVjVnYe3AKByLnkF4zn9zTdIBkM4srKIN3auaHfUA/cS3rqaTe/MYs0zL+xYvY8+YvIfH6Jo/HDQ3CCrmEdczYKXniB3iIqe6PzUoiOQxdCTz0YP11D5/rNo/nzKL3yQeONWkq01OPPKkWUV2SZKtAtCV3ZODJZVO7Jso2bWvwFIBmup/fJZ+n7rHpLBWuINm9ECRaR0G7P+737CdZXo8Riy3U6kogJZVrHM9IlgQjexLIxElHXP/ZTM4Scx8LK/Et66FFOP4S4cRircSDhqYaRS7JzgIgjCDvZAPgMu+SPxhs1EKpYiubMJ9B2L5s054ENFWJaFYVg4vF7WP38XmWPOwZE7EEtPEFo/i9CGOdTPeY68o7/TZRUxQRCEw9khn+hwzTXXEIu1fYHfeOONXH311VxyySUEAgH++Mc/9nB0wt6wuTIBiV0PqjVfAWte+4RkayujbrqCSO0CrGgTWBYSJvZAgI9+eD1jfvEzFM2OkUyw4s2nGHf5TdicCmbDOspOvZzQ5k24S4oYcMxJVLz/J7KOuJSFrzy7rUynhL94LQOPPZnQpgU4s8t6YhMIh4ntJ/FdVXTYLlDc9pRyw7plFI0+6oDHJQiCsKf0aJQJv/wlDUuWkAqHGXjppQTKBjDk1IuoWPg58WAzjpzOSYEr/v08R15zFqx+HbtdZdQF1+L0Z7Ly7WdordqEN6+YYWd/h/7HnYXd6WDT4rex9CSK04cjsxgjESX+6WMAeEpG4MgspmbW0xSd+CNCW+YS6HPEbi8iyDYH7rxBtGz4Im2/p2Do7hMlBGEnBSOP5L1ffY94SyP1axYz7IwrKB4/hSUv/Z3lr/8L1eFiwPRzGH3BdTTPe4rWtbOom/cyztz+ANTNfQnLSBGtWYOneHiHRIc2FpWf/pOMIRdhzzsWteYLqF3c3qsMP4OGpR+gJ6PkjD0Tuz+/G9deEIS9YfflddmnOv1pb6onW1uJN7RVJNz4xlsMvPg8Yk0bOlWGsPuLsHYawrEDPYnLL5Nc/gX14SI+v+1X7V2hTZuo/PhjjnrgAfKnTCZ/+ARqlqUfHqP0iGPb/29ZFpbZlrTtySth6BmXs+LNpzpMP/Gqn5NTVsi6Z3+CJNvoM6FzRRsAOaMU2eXClhdAKuvD0X/4Ax9ddVWHISwUh4O8CaNpXb+BNc+8gCTLFJ8wndLTTsKRn0fVki/JaO2HfezFxLRcFj7/KFtmf4gkKxSOmsT6XSpVDDnlfJoXvUruhPOwDJ3McRew5M2XadywCs3lxpO7iUHTTm97wMEdSL9dBaGXc2SWtv/f128K9fNfb//bP/h47CVHMfOR3xFraSBQWk7xODeay0Ootm14nJzBo1hS/UdsXi92XwCbw9XdqyDsRFbtxBs24yoehRQYyGd/fxA9mcDpyyR3UJz8AQPI7lNGKiFhc3ZdyUcQejvNm43mzcZdOpqVK1eS48v72mu/+0MyFCKZtDAiteQd/xMWv/oUNcv+ic3povy4M+hz5l1Uvf978o++HMUuPsOCIPQ+h3yiw5QpU9r/X1ZWxrvvvktLSwt+vx9pWxlF4dCg2F34+h5JcOPsjh2Wgeb1svX996mdfSR5R01AVh0YgG3EWWx8613CW7aw8ZU3GHb6lSx59e/0OeoEAkXFKIqFqdhBlmlcuRo1K4DDoZI94VLev/cmUtEwrsxcTNOgbtVCqhbP5vifPdAj6y8cPky97Slm6Wsyel2ZudicbhpFooMgCAeRZCRC7dy5zLv7brAsAoMGkTF4MJGtFfQbdxKDp55NItFKtDHY6cnMmtlz2DLpCPqfdBOoXlRtDYte/Buy3PZ9GKrZyuz/u5uR3/oBnuNOx9r2tJgRCxKp7Pg0qB5tRdZcRKtWEG2sxZU/AgsLyzS6rJgjyQqe4pEEKxZhJqMd+lSHD1fOAHF8KOyx1oqNxFva9u+t8z7h+Nv+zDu3Xdb+VHQqGmLFG09RtehLJn33BlrXzmpLbKhe1WE5eqwVRUt/gT9auRJ3cZAZ3/kZk3/3W7JLvdC0GtvwM8A08OvNUDyK6OaFSH3GoflyD+xKC4KwTxS7G2/RKEKVizv1ZQ09CTXNRWdJ3XGuYMTjzL/vD4z9+Y+INi4iGawBwJHVl+yhJ0HFwvSvWzIGY+Ns9OyxzL39lrTTzL3rLk574w2OuPJm3v75JZh6x+oT+cOPwJtfgmUa6LFWQlXLSLZWY/Pm4C0axfBzv0vfo09mzQcvkwyHGHrGpVita9n02q+3rYgCgZ2Gf1QdyP5CbMNOwwxWY7ZUkFz+P2x9J5IxZCCnvvYaW957l6YVK8kaMYLSk04CDCpmzEJSVSbefy+1mxfy+ZN3c8xN99O0aQX9jjqJCJlEaivZMmcGAJtnf8C02/7Clrkfk1k2kEHTzkeRbGQNHcCaf72OpSfJO+4GPnn4LiL1Vdh9GSRCGnWrFrFl7kecdt/TOLt6QwWhl1MdXlx5g0hFm1G0DPRI2/B1juwytOJJzH78QaJN9ViGTqS+isr5Myk+4jhO+vWTVC3+nMjWakZcdx3JSBhXrjh26WmK3YWpJ7EXT+LD392Eandi9/pp3bqByoWzKBw9iYnf/zkOr6dbbtoKwuEgkei+IXlkmw3JNDEsB+//9nvYHC6cGdnEmhtY8daz1CxfwBEX/gBTT6BpXSffCoIgHK4O6USHVCrFqFGjeP311xk4cGB7eyAQ6LmghH0mq3YCfSZg9+bSsv5z9HgQzZODr2wC5d8eyPpXXmHxH/9M1oyRTH3ot2BzkjQ0Nr7zAQAVH3zAsPJ+nPLbfyGbTaCHqZ73NkXTbiYF5B11JMlwKw53Pms/eZc+R55I2fjjCW3eiqyquArzWfvJq9SvXUlm/1E9uzGEQ9r2cu3yboauAJBkGWdGDuH66u4ISxAEYY/EamuZd9ddAORNnEj5eeex4P77idXXA2DzeBh3681kHzGeo//6Z7646Wai1W3fY5rPR/606WxYOp+MvkPIyO/PmFN/iJlK4e1TypaFn7Dmw5dZ9t8nKD3iOOxZpSQat6SNw5U/kMbFb6O6M2jevI7coROo/PwJ8sdfgCOjpMuEBZszQOGRl9O6aQ6R6hUgyXgKh+MrG4/qFMMECXsmEQ7SuGFH8s2wM69g0bOPpC393rJlLbFwHJsvl1SwrlO/p3Q0sbr1aV9HdWdgGRaT7r8fQ9epbc7BXz4By+FGWvU6Vs1SqFiAo3AUZk5fEIkOgnBQUmxOMgYcgz2jiJYNX2Ikwth9BWQMPBbNk37cZntGBpnDhtG0fDkAtXPm8uk1P2XwlZeSNeI4fH37obq8KDYHZv5Q0lU/VPKHklz8GsnS/qSC6cdV1yMRYvX1ZAwZzOkPPs/C5x6hesmXaG4fw868gv5TTsFmU0m0VFIz/wUsy8KZPQAUH6GaTTj8OWT1G8qkH/4Ky7JIBetY+eZtO17AMmhaO5us4WeSUnJIyV68+dmk1s6A/KHEUgay5gRLpnHu86QiTfQ79VQGnn8mst2J6sog0VyFHosz8NKL2bL8UzZ98S7+or40bVzFqG99F+QkC//zCP2PPwustm1g6inq1i7l1HuepnHBItb882lGXnc14doKVJcf1ZNN9aKv8OYWM+Gyn5GsbyYVjeHtW0bNyrmsfOd5xl95M6omKj0Jwq4UzUXWkBNIhIIsff1JyoYegaknyTvqOprXrmfYlEvw9imjfuNSlr7xBJahUzHvYwZPO5/sgmFsePVV+p5+OhnDh+HKEscuBwPFncuKp//J5B/cjSrZiNXW4yosIB5tYuHLj5KIRLDcNpEAJggHoVQohB6PsmHW+xxz/f2kmoOkQmG8fcqoW7+IZW/+i0QS/DYnihiaSxCEXuiQTnSw2WwUFBRgmmKs5cOFornwFAzFkVkGloEk21A0J7LsZch3v8vKJ56gcckSPrvlV0z6+Q+QkZBkuX3+lY89wYALziZYWYWmmySC9ZiWjKQq2H0+9GScVELHX9CP6JoqPv3+te0XSiRVZdRNPyIVjZKKx7A5xOG9sG+2JzpIe5AJb/f4iDXXH+iQBEEQ9tiWd98FwJGTw7jbbiPR0szEe+4hWlvLmmeeoXnVKmbf+WuO/dvf0BMJjn3sMWRJwojFsCyTcE0liVAroRVr+eo3v8VMbXtyVJIYcPFFjLngBha+8BciddXkjL2Iig/u7xSDM28ARjKCEQ+TfcSFLHrrLZyZBeSOPY9w1TJsrgxUhxfLMjHiYUwjgSSrKDYXss2OzRUgc9A0Av3aquXINpd4OknoUiIcJNpYy+bZH6In4xSPORrTNPHmFrVPkzNoNPOf7npYvK1fzaKodATNy2d0aJftbrJHn87Kx76Xdr6cCZdg6T7m/vpWEs3NO9rHjWXib3+NEq3HCtZgVi1GLTsSM5VAttkxUwksy0LRxIUsQThYtFV1GIkzux9YJpKi7fZisyMjg4n33suHl19OsrUVgGhNDQt//yem/vWvqK4Ais0GgOT0ox15Bck5/2qfX8rqh5TRB0mSvrZakSRJKKqNjNIBHH3jPaSiIWTVhl02SC57jVTeMOq2LkRS7fj7HsfK/73Chpn3YqSSFIw4kvFX/BR/cX8UVUWPtWCm4ti8OeQeeT7O3H5tZdHjdmKtDbTWLMVlKyGYNKl89lYABl76MOtevI3S6deihasxZv+DVDKCOuQkjPJpGLpJ8fFTcPfryxs3nw+AO6cQT24RWDGQMqla8iVDz7ysbX1kmel3/JN4az2hTZuIV1cw+ZYrsbLyWfHuy5SOOZd4UyXxYJj+Y0/hyxt+hrHTk5dlZ5xG/vSjSUaCqFrO3r/ZgtALSJKCZVkMP/VCFLsDI5HNB5dciR7dUTWt6PjjOPqHd/PZo7eDZdFcsZbN/36d0T/5Cetfe43c8aN7bgWEdpZlYZgw/JQrmHf7r9uT1AH8AwYw5Rf3Ur9mKX0mndyDUQqC0BU9EkF2aOQUDGXOTbd1+B4uPvEEJl/9ayoXf0X+CFEtWBCE3umQTnQA+OEPf8gf/vAHHnjgAVHJ4RBmphKYRrLtJoXmRLW72/ssy0JxKAy64hL6f/s8FE1GUixkVUXVHPQ/81Tm/75tzOPRP76RVLSeSIuOpLRSeuJPMUhBysRSJBy+DCzDwKFlsOjfHW+sWLrOogce4rgn/iluhgjfiLV96IqvqegAoHn8REWigyAIB5FYfT0Fxx7L6BtvYN5dd9G4bBmDLruM/COPZMwttyDJMg0LF7L2pZfIGDgQm9vNmueeo+qTT7BMk4IpUxhx3bW8f+FFHRdsWax95lmO+O1deHKLkCSZze/Ood9Zd9Gw+BUiW5cgqRoZQ48nY9BUNv73NwQGH0Ng4CTGXtwHT0Epis2GO38Iph4nFTXR463IqoaptyU6mHoKxXCiOrzIioqseHtmIwqHjHioleX//RfLXnu8vW3Ney9y5FW3k9FnIDaXl1Q0hCRJ2FweEsHmtMvRXB4yR5xJKtxMePMCADxlY8kccR7VcxZTfOJNVHzwBzCN9nn8A47GXTCa9y68uP0m53b18xew7O+PMfp738L68hEAzK3zMPKGENqyiPqvXscykmSNPAVP6Sg0n7hRJwg9wUjGsEwdWdGQbW2VAdINU7GdqScxklGMZBRJVnAX53PKa68Rr6/HSCbxFOUi2doSE0w9iiS7kRUVyeZALZuAnF2OvvEL8OaRcmbQXLUMb+kENM3AnplJoqmp02tqfj+OrKwdfzvdaE43ZqSR+Hu/w4o1o5RNxIgH8fc/gY9/fxuh6rZqS7KqEq6tYMVbT3PEFT8mZSQBCVfBIIpPvIHWzfNoXP0hWYO/Tay1ji+f+C1n3PM48bq1VH72LwAKjr2WphUfUzL9OmwVczBqlgMS6sTvEkfFbG5iyxvvMeTSC2neug4sC1dmHiPP+wHu7DyMWBOYFgWjJuHKzKNs4gmMvfBGkE0qvvoIe9TJgBPGouQNJB6JkFE0CCPpxZJaKRp2FB9d8V0sw+iwTTa/+TYZQ4YgT9S+2Q4gCIchyzRJJUJtxyypFsJVy3BmjmXWT27dkcC8TeVHH+Mr70/B8AlUL52DMyMLI5Fg8zvv4O/XDyvVfaXdha6ZegpJhwW/vqdDkgNA69q1rHj0MUbedH3aymWCIBwEJAlSJnNuu6PT93DF+x/g79+PrAFDEc8CC4LQWx3yiQ7PPPMMmzdvZsqUKRQWFuJydRz/9rXXXuuhyIQ9YepJUtEmmtd9RjJYi+rwEeg/Gbu/EEVzYpkGiWANTas/xpExFkW1aNo4Ez3eird4NLLNSfG0aax/4x1a1qyheOpR6JLJ/P/8hTMfehZZVjHjOtg0ZAmslIGlW6x79oUuY9r037fIG3tEN24F4XDTPnTFnlR08AZo2rjqa6cTBEHY3/R4iFS0GT3ags2dgeoMoDq8lJxwAo6cbD767vdIhUJMfvBB1r/2Gisf33EjOHvUKEbecAM2j4cvf/ELghs2IGsaE+++G0XTWPvc812+7oYXXmbgt76Fw+tn0DmnICfqKZt4IcqpP8OUZeJNFcTqN9Lv279Fj7VQt/hlbO5sFLmQ6tnPti/HnT8Eb8kYquY83X7z2ObOInv4qVhY2BximArh6wWrNnZIcigaczSDT72INe+/zLCzr2TKj+5l9j9+S9PGVZQfeybL3/h32uUUjZjMR9+7jn5nn07B1FNBkqj7ajGfXvMznPn5HHX/fZSecg+J5o2YqRiO7HJMQyO4YVOnJIftNr/9P4Z97ztsP5qQTJ2WFTPY+sFfAJA1J4EhU0mGaom3VqI6fWjuLBSH72uf7hYE4ZsxklHiLZW0bvgCPR5C8+WTUT4FmzsTWbGlnUdPRAhu+YrWjXPAarsS7c4bQaLRzsY332TEtZdTv+JVzGTbU3qSYiNz4PG4C4ag2BxINidKoAhlzLeJNmygfv6LgIRv9NmoK99j4i9/zsyf3tbhpr4ky0y8916cOZ2TofSKRVixtuQtC1BdGTRv3UyoeguSojLi3O+RXT4cLIvs8v7ULngRIx4kY8BUSk7+CfXL38YyUmSPPIdkS5TNX81g+s//hmVB7aJ32l5EVvCWjqVp5Qe4Avkkv1qOFCiGYecQjjcjO7NZ/ubTSJU6ipRC3VZVcfSF1+JxqViJJKo9Ez2eYNxlP2H1ey8y7pKbwIwTD7Xi9GVTOGYIUk5f9HgKWVFxZ+cz86rrOPqh+2lYOLtTksN2a599nr6nnQFd56UIQq+jx4KYpomlx2lY8T+SwVo8RaOonTuv08217Ta8+DKjfnULNSvmk9lnEIVTptCwaBFlJ5+Iqslp5xG6l4VFsqWV0Jb0QwbWz5uH5vCRikTT9guC0LNUt5st777b5ffwuhde4vgnH8eMx8HfzcEJgiAcBA75RIfp06f3dAjCPrIsi3jzVmoXvNTeZiTC1C54iUD/o/H3mYCRjFIz7zl8JcdhJmKEts7E1Nsywl055dQuegVvUZwpf/ojdV/NxyYnSOoqR13za7BMjISOTdMwVQ2QkCWJRDxJrLa2y7giVVUYySSyLf0FKkH4OuZeVHSwe/zEW5swDUNUEhEEodskw43UzH8eIx5qb1NdGeSPOx//oAFUfPQRZSdOJ2/CBDa98w5Vn37aYf6GxYtZ+NBDHHn33QQ3bABgzM03s/6VV/D17Ut0N7+z0bo6ikYfjaN+DtbGTwAwAEOxoU3+IcloPboepnH1DLDabk6kwvUkmiuwB4pJtFQAEKlZiSSrePKHEK5a1jZdpJG6Ra+RN+Y8EIkOwtcwdZ1V77Ql5Xhyixhw/JkUjzmaz/9+D00bVqDaHeSNmMDoC64hUDaIwpETqF4+j6b1KzosZ8yF14JuEaurY/k/nmD5Pzq+Tt6kSaz+z7Osf+klPCUlKHY7oS1bcBcWMvDii7uOL5XCSBntiQ5y2ZHUvf9/AEiKRr/z7iFUvYTwsh3xyKqdvPEXYvfli2QHQThAzFSC1k3zaN34ZXtbrH4dsfr15I8/H2dW307zWJZFrH4trRt2zCPJKrKcx6yffJeTXniKlk3vtydAAFhGisaV72FzZ+DM6tPericiNK3+aPtU1K54n+xBp+KJmkz/979Y/8qrtK5fT2DAAAZddhme4mJkteOlHzMVw9g6v/1v2Uji8Bex7r225U6+9i42z/mQJS/9nQsef5+ar57FMtqe9E1GGjFTcSwjhWxzYdOcRGMtBMrKidc3oCgZpEJtFevKzvglsfpGAsNOIlm5GKv8BOpjTvzYidatxZYVoGrhFxz9/d9gJSLIsp1BJ19I8cgjUJrXElPsOL0ejESKUM1m8oaMwdJ1ZCsGRpJYawOe0r5YRgIjJaM6VdzZhdgDASo/mYWZ7Prp5FhtbXslPkEQIBULkghWo9q9xBs3kQzWgiTjLRrO1v891+V8iZYWbA4XU268l0RjkKJjjyXR3Iy/bwmyGCv+oGCmEqRCod1OY8RiuHaq/iMIwsFBT8Yx4nGCGzd2OU2iqQkME80tsjcFQeidDvlEh+uvv76nQxD2kZEI07Di3bR9Les/x1s8kmjdGmSbk1h9EC0gtyc5AFimgWxzIkt5fHDZ5bgKCiiddBeqBDnlg5BkBT2pY6KAJSEpEorLhxHXyRoxgkhVVdrXzh0/HsUhTsaEfWcabRm2e1bRwd9WuSTUgjMgTioFQTjw9ESYuoWvdEhyANCjzdQveZPsISdTPLIMKauKZH4eFR9+mHY5zStXosdiSLKM5vNhDwSomzcPxeUie9QoamfPTjtf1vDh2NVEe5JDOyNF8rNH8R3/U6q2JS7sLFKzCk/xyPZEB4Bw9QpyR53ZnugAbccXqUgDisPbYSgsQdiVoSdJxsIc+6O7ycxwodYtho1vcexFFxGV/Hz88C+RFJW+k0/CFchBqV3MsZdfRTCUYPPCOWguF32PmII9uBatfynH/u1vNCxezMonn8RIJHBkZdH3zDPpc+YZVH7yKZ6SEsJbt7a/fqyuDld+fpfx2QMBZHtbKXwpUIKuOEk0tc2fOfJEYs2bSQZrOsxj6glqv3qeoqO+i+oUj/MIwoFgJCMdkhx2sGhY/i4FEy5FdXQcOslIhGle93mHNkdWOWuee4m8CRPQE9Udkhx21rzuMzRvHormJBkKYRlxUuGG9n67vx/rX/8fSx/5P2RNo/i448gZOxZZ09B8PlSns2Ms8RB6qBXUHe3m6g9wjzgHh3c+eUPHEazZQtWiLznxzsdItFS0JzkAKKqDRGvbubS/7wSSwXpsHjf5mUcQr6kh0RrDXTQMkHEXDaFh0VJwu3C5c6lav4EvH/8V5//jLfSMAcSjIWItDageN5LdQ9Vb7zBk+oWokoHkL8FKSJjxIJYE0YYaCocdiZlMoShx7KqFYrehmyZyPISsZpEKRtCjcQZefDHewhz0aJRNb7+ddrtmDhsmzvsFYRvLsojWrcWV3Zd4SyWR2raqk86sPkipJDnDBtJVHUpfv374CsvQvF5CGzYCFoOvuByHFkcSxyI9ztCTgIErN7fLaWSbDWQZIxoFkewgCAeVZCRIaMsWMocN63Ia/4AB2L1uJLt4aFMQhN7pkE90EA5dZire6SbLDhZ6IkKitRrV4SFe24Lq2fFjLckqiubBlTWMr+59kHhjIzaPB91UUVJNWASQFRuSZsOwLMxEDM1hB0wUKcnQKy5k64cfdipjqbpc9Dl5uniyXvhGtg9dsUcVHbwBAGItDSLRQRCEbmEkoqSibWN4OzLLcOWUI0kKSBJ2Tw7mmvew1nyEBeiesVi7Gegx0dKM4nCQNXIkNbNnU3TccZSfdx42r5fV//kPeiTSYXpJURj6ve/CkmfTL9AysOpWY/cXkGjtOH6sZRlISJ2mx7I6LSYVbcaR2edrt4XQy0ky4y/8Abb178KSlWzf0+W6NXh9+Uy/+T7eu/cnZJUPI6dvf4y17yFHGslwBsgaWoalJzGXPAmmTgqVFY+/j+JwcNSDD1L56acUTZ3K6v/8hw2vvYarsJCh3/8+8YYGlvylbegJPRol1tBAxpAhNK9c2Sm8QVdejmRTsA07DblwFFtmPdPeFxh8DE1rP0m7WqaeIBluFIkOgnCAJMP1XfbpsVZMPQ50THSwLAMj0fHcV5adtK7bQOawoZhG10/apiJNWKZOrKGBJX/9K4VTJiLbnJip2LaqEDksfeQWAMxkki3vvdc+r2K3M+yqqzqe34ZqSNZUQ9Zo5MoFbfPVrkLJmM+AaefQtGkNi55/lIlX3kZkYyVqubYjZpsDzVOCsW14DUVzYSbipFo24cgbhqTIJMNhskadgbvoCGJNG7FnZ5IIt6Jl57LghZ/jzMhBVhQk2YUzwweShGWmSCVNco4cjyQbYEpYqh2SKcxQLYaaQbBmK8UjJyE7NaxUGFvTUoafeDY6FticSLJCcNMmzKSO5vWSN3oYydYm7JmZbU867mL0T36EPRDocrsLQm9i6nHC1ctwZJZg6on243/NmwdNGwmUZOEqKCBaXd1p3tE3/QTJMjCbKsgozSIaAXfAgZKRu0fXRIQDy9RTSIoNm9lE0dRjqPx0ZqdpBlxwHqmWRjSvN80SBEHoKUYqjhELEly/nqKpx+DMzSVWV9dputHXX4WaqMKysnsgSkEQhJ53yA+WZhgGjz/+OOeddx6TJ09mwoQJHf4JB7GvK6drmdj9hejxEPbMAIq6owS1K2cYDUtXIatZNCxchCM7m8kP/I54axTTloEkycRbapEVBcs0UWwaeiqJmYiiaDbsdbM47pE/4C0ra19mxuDBTPu/P6HF1h6oNRZ6ifahK/YgYcbmbHvaOBkOHtCYBEEQtrOMBCCROWgaVjTKptd+w7pnbmLzf+8ltGURlrbjApfqtCPJuxwuShKqywWS1DbmtyRh6jq548cz4MILmXnjjcy/7z4mP/ggGUOHts/mKS1l0n33IcsmhDufnLeLNiPbnJ2aXTnlxJp3GVd2W4LGrmyuzK8/zhB6PUW14VJ1qOucZGD9P3vnHWBXUfbhZ067/e7d3rIlyWbTeyMJpFAFESFU6UVsIKJ0y6eASlFQQEGUooJ0EAREqaEGSCO9J5tke9/b76nfHzdsCNlFSgIJOc8/yZ45Z+Y9c+e0md/7vtFmvEYbX/vto3RvWU9X3VqcVHe2LNWN1bAUu2U12NlnvmRG0XJyaHrjDba98AKD587l9YsuovXdd8l0d9O1ahXv/vzn6LEYA489tredLc89x4G/u4kBhxzSe62p4TDjL7uE/EljwLax2jagv303kSHTe48TiH69v4FdFlRdXFx2H/974W7XaRYhZOQPRXmwrSSRmsHEt9Ujyf2nW1IDeTjIbHjkETY++ijr/vEI/vzs89WbV8GW517o3dcTiTDqu99l5m23ceDNNxOpqSHT1bWjzWQ3xoqnEXqUjk0tUDEjW+CNYBSOI97WTKSiBsXrw+pJ0/Tqq2ihrBewkFXCFQfz5uU/R/FUAJDurkcN5NH69t9QAn4c2yFYVsKmp57HV1yDmWhHC3rR/EGS3V1k4j3kVdVCsjsbTcF2GH7kNwgWltP49mI8OREcx8IwbGwLHGwkWUELRKg56GtowQCyZGLjRRTWIEkOiizQLYGlZxCyQqiygjUPPICsSSibnuKQ22+iYPz43j7wl5Rw0G9/TU65uxjg4rIDgRAyQshYehJ/4WAAJE8Akl3IG57k4Fuvp2Tq1N4jvAUFTLvmZ0QGl9L67l3I4SD2plcIFEbQiqoQfbzPu3z+CEA4ILUsYOKFZzJ47td7U/XKPh8jzj2ToUcfiBb0ILve4C4uexWObaEnW6n8yhw8QZWD//AbiqZM7i33FRYy/Ve/IMfbhtO9DSH2+aU+FxcXl0/FPh/R4Q9/+AOPPvoo5557Lr///e/5zne+Q0NDAy+++CIXXHDBF22ey0cgqT7UQAFGon2Xst6IDUVD6NrwGsHiMLbpICkebDODrBXzzk9/wOw7bidUVcXEH/8YWbaRvF4c2UPHirX4i4txQoCQkGQZC4Ht2AjLQTK6CYeamX3b79CTGYQsoXoUlPoXoXT8rsa6uHwC3o/oIH0M7wXV6wcgk3CFDi4uLp8PshYgNGAsncuep2vFjsURI9bG1n//lrKDziJcPhanYSlKzxqqvnIEdf9+DjUcZtS3vkV44EAy3d34CgtxJIdpN91AbP1mAmVlvPuLX+BYFl2rV9P89tsMP+ccZI8Hx7ZJd3Sw8s47qT3pWAbkVWJ/WLSwHVFQg/Gh1BWyJ4ivcDDRRY/utD1YNpJk6/oP7RtCDRa4aStc/icCG2vTG/2WO0WjmHfzZXRtXkNOUTHh3Cqcjk197mv5KvBEmjjolluwdB0zmeSgW29lwyOP0PTGjjbW3ncfs26/nc1PPgnA5Kt+SPP8O6k8fBDDzjoe2zARskV0/fOocjmKVgklo3CCRXj9ufhKhpBqXo+VSfZ6dPfF+wuTLi4uux81UJAV2jnWLmVaqAi5j8U92RMkd/CBtK98rndbunMjQ75xAi+ecR6K5/v91plbMxO9q4c1f/87AC3vvEOm6xt4cwchJAW9J/sd4Ssu5oBrr2XFn/7EijvuyNoaDnPg729Gz8RJdrRQWFmB3bkVp3ImdnMjdSuTVMz6LiJSzLybL6dz82rmXP47amYfS/1/XqTl7beZ9H9XIGQNX8Ewlt36ZzqXLWfzv/5D1VHTiDctIlw2jpIDT6f5tT9ROPEsLN1gxe1/oubEuWjhYnq2vEq44ggsLQ1AJh7FNi0CxRUkWjsZ8dVTiW3ZRsHo0ciaTLK1/usz7QABAABJREFUE0IlmCL7rWRaKmYsgdEVwwr6of4NdO8YlIJKBBK27WCkU6x59q+MP+V7kOhg9p/vwJEcnHg7aucipl39E4yMjWOaqAEvatu7SJq2S1+7uOyvyKqXcOVE9GQ3vvyBOFaGRPNqtGA1dlrHSXYiN7/O5J9ciqmDbeioAT9qfD2WlSK+ZRHrHlzN0JN+hSz1L8R0+fyRPT6sTAYnXI1Yeg+jTj6VYWeehZFMofi8qFIa0foewaFfQd7nVwlcXL5cSIpGIK+SVGsTaVNFVWDi5ZfgOBI4NqqUQd7yHM6WTUizfgiWCarnizbbxcXF5XNnn3+Fefrpp/nlL3/J7Nmzue222zj66KOprKxk6NChLF269Is2z+UjUDwBCsccTdO7/8CxjB0FQlA84URkTwAhJEomf4POta8QKJ5OYekJdKx+FjOVJtPZSWxbPeMvv5x3/u//OPKR+4l3NmOlkiTqG+levY7CyZPxFRZg2g6K34dj6WRSFqL2JOpffZP3bjsZ28i2rQQCTLv6p0TUQtxMnS6fBcf6+BEdFG92ItSN6ODi4vJ5IWl+fHnVbH3qhj7Lm995hJy5/4fTsBS2vcmYc84FWab6q0ez7A9/oHPFDhFC/ujRjP/plRgFMTJdXcTq6nrLZI+H1ffcs0tI/lV/f4jSm3+K6Lp3l7aFPw+lqJYAMsnmlTi2hb9oCKHyMXRueBV4P02FIFg6gmDZaJoXPdR7vBospGDUkSjeTxayX95+v3YcB+FGgth/cED0sagIQKiIWHs7XZuzGalX/ecxKi+7BqkPoYPw5qD7K8ip6eStK67ASmcX82Svl7E/+AH+4mI2Pv54tknLwkwk8BYUMPys01B9ENvwFgCdy57cqd50xxZqT72ZzQufJtm0FskToOqrl5Nu30LP+rfIGXYQ3X0INbRwKYq3f+9wFxeXz4bsCVAw6ijalz+903YhaxSM+iqyx7/L80QIgb9oCJF0jJ7N83FsC0nzowQ05tx9N5YuKBh5DF3rX8DKxHvryx92CFq4mERDM0ZsR6SW139wKWMuuoDyWTMYcEiQuqefYfwll/DOz3/eG1o+WFXFrDtuZcUzf2fDb54Cx+G43/4DrbCG5rrNdLXV41EDWHKI6Ma1dG7OPq/fvfdGZl50Pa3PvgnA4utvZsKVF5Fq6aBx3qsArLvvAbScCJVHfA3LFoSqJ+EtHAKKjNERJ3fYMHAsFE8Qf+Fw0m2txOq3UjRiAh0bVoI/n3RHBx2LlzPw6KNI1DdT/+orVH3lUBSvFzSFTLwby8iG0NeEn9YFC/CXH4Wa6MBTHObNy3/K1BuuxsqkwYGNrz3FiGPPwqO34eAj3plAG3UqzSvrWfTD07Aymezv5/Mx5adXUlhuobqZA11ceu9X3twKjEQHZsbANk0Kx55Muq0TKyHwDZxNe1eYt085CzOZTV0jqSrjf/RDiqdnI6XaepKO1a9SMu3UL/BsXD6MEBKWbmD4KpFGfoPVj7/Chsf+2ZuexFtQwEG/vxlf2kAJugIwF5e9CUlWSXduQ/GX0rl6Le/+/Oe974OSqjLq/HOpnjQcKROHYBGyq1ZycXHZT9nn49m0t7dTW1sLQCAQILb9Zj9nzhzmzZv3BVrm8nHQQkWUTz+XSM1BePOryRt2OOXTziHd1UCybQN6tAWBTM7Aw0jUN/LyeRdiRUvw5BQgZJn6l14i09HBmIsvom7BaziobH7jOfLHjSPe0ECgtBTbMLANHdsyezN7d29tZfHNt2IbBt7CQrwFBZiJBG9c/hMy8cwX2icu+z69qSs+RkQHSVaQPV50N6KDi4vL54SsejGTUXaIBnbG1lNY1nZPLNtELL2HMWcfz4o//3knkQNAx/LlLL3xZjKd2RzYSjCIv7wcJIlkYyM5gwah+P2owWDvMYmGBtY88RLSxHMR/rztWwVy6Wjk6RfwxKWn8/Y9d6AVTCBn0DSMRCdNCx7Em1NG8fgTKBp7LMUTjidUOREz1UP5tHMonXIaZQecTdG44xCKD8fWcT4irP9O52ukGFSaQ+eq/9K2/GlS7Zsxty8yuXy5EYqKUjNz1wJJRp10Ds0rF/RuSna2suKFZ3HGn4UI7Ah3LoqGYY48i0RrF4tvuKFX5ABgpdMs+c1vGHDIIWjb88BrkQie/HwOvf1GqoZ7SDb3nzLNiLVh6UmKxx+NJ68CO5Ng8xM/J7rxbYIVYwiUDCN/+OE7Ur0IiUDpSIrHH4fsRjRxcdljSLJKoGgI5dPPJVQxHm9+NZEhMymffi5CCDrWvETr0idJdW5Dj3eQ7mpEj7cDgpyBUymfcT4lU87GnzeDjY88S2LbNl4880xe//5VCLuGnKojyBtyNGVTzyJYNgpZ9SJ7PHi230cAHNNk6c238Nzxp+JYNkWTJ2NlMiSbmpA9Hqb8/Occ/re7qXv3JTa8/CQ4Dv68YgxDQR56GNvee5cVT9+LnStwHJvWdVknEcXro2TEZGzLZNBxxwKg93ST6epCCA3HtimbdRCH3XcnBaPyEUCiqYWFv7oJvcdm3X0PYsTjDDvnHLrXb6Br01sEC2ux0hmW3fR7Jp78A3yRQjLJBI6tgBA42PiKixFCpn3ZGryRImzLwNZ1FI+P7m0bQZIoPeggNr35X5whR5Dp6SFWX483FKF94yrstMHsH/wSBQOldAy2YZKJJUikA7z7yxuwMhlkj4fAgAFg28z/yc/JdLvfXy77L47jYCS7iW5dTHTrItJdDZjpKAhBOhYlur6BTGc3mZ4e6t9cSDp/Kgtv/gNmakckKdswWHTDjaRaOlEC2Xf66Nal2LYb0WFvQ8gyHeu2Uv/eNtY/8ji+khK0nKwwPN3ezivf+g62YWH1833o4uLyxRHd+C6WbvLW5ZdjxGKo4TD+0lIc22bZ7XfSHfXjjD0H3ZAQbjQHFxeX/ZR9XuZVXFxMW1sbZWVlVFRU8OabbzJy5EiWL1+O5oYi3OsRQkL15xIZNB3bzJDu3ErTokcpHjeXzrUvkemux180BswC3rj4Ysxkkrcu/wkjzj+f6qOOItPTQ9fatQw58xTWPv8Y5WOm4wnm4skNUnv6aTimiSRJKB4fViqN8HsRksTqv/6VMT/4AeWzZpFobAQhCJSUsPXFF9n81FPkDR+OpOzzl4fLF0Rv6oqPEdEBQPUG0BNuLm0XF5fPD8Ub/MhySVF2THPZJmbGoX3x4j73bVu0iAlXXoni8zLzllvQe3oIVlaS6enBm5dH6UEHYZsm3rw8tjz7LHXPPsv6R5+g5hunExj99Wz+XknCskw2vPECyY4Wkh0tdNfX4fd2YiQ6AOha/9pO7ZZPP49g6XBAoMdaaF32FGYym4dcUn3kjzgCf8FAJKX/j30zk6Br3TwSTTsEHImmVXhyKyga8/X/2U8u+z5S/iCkgsHY7RsBEPmD0WuOpm1LPZ7QzpFB1r38NG0b1zD266dTNHEoejTBtnlvkVrwHKnm5p32Vfx+Rn7720RqatB7eph1++1owSDJlhb0nh68kSrs4kkoekf/xgkJYZt4trzB4CMuZMvr95GoX0GiYRWJhlWM+Nbf8BXV4s2rxDYzCFlFkj1uNAcXl88BSdHQQkXkDzsUx7FxbJtE00o6Vj8PQNG4E0i2rie2bTGOnf028OZWUDDyKNRALonGDbx4xlnMvPVWXr3wQhzLonvtWl7//iUACEliyi+vZcDs6QgBntwcRnzrWyy58cad7HBMkxV/+hOz77yTDQ9lIxxNufpqUi1N6Kkoq565r3ffA797La9/7/sc/ve7COQXAlA4uJZE/TbCZRVUTT2MmhnHsPmJpxAZnVBVLgXjxzPm++ey6dEfMuTkOyibNZPhZx+DHAqTbMvFsgVb/v0cg088gfd+9zsGHHII/tJSFL+Ppb+/ham/vAo61qL4/Iz5/vcxumIcfOUtJDpaCEZKiQyrJd22GclTQP6oUbx41lkc8/x/0HxB7GQKG4ecAQNR/X5kn4/oK1sxJC/pniZm3XkHCEEov4JAcSkRtZO0kDAyaVId7SheH6vuvptAeTkH/OpXKF4vicZGPHl5CFlm6wsvkFNbi+JxFwVc9j+MeBtNCx4gf/hhpNo307n2ZXBsiieejD+QRyzTgGUYePLyqP7qV4lt2cKUn/2MQGkp7UuXsvBXv8LZ7uCx8q57GXLSwXQseQzFn4Pk8X/BZ+fyQcxMEiMaJW/kSLrXruXIJ54gtnUris+HNy+PNfffT91TT9G+ZAkVRx7+RZvr4uLyIQIDRlH3r39RddRRDD39dFJtbeA4BMrKiG3ZwtoHHmTCVVfhL/TjODZC7PN+zS4uLi6fmH1+Jfewww5j/vz5jB07ljPOOIPLLruMxx57jMbGRs4+++wv2jyXPjDTcYxkF+mubSjeIN7cSmRPENtM07bsXxSNP4m25f/qXazQApV0LFvTGx5v6BnfoOzAEajBWWx9/jWKJk/BSCcpHzkNSRYMOXQumFH8xaU4po2w4zgSoMpgS9iGwdAzziDZ1MR/T96RukLSNCZeeSV5w4dj6bordHD51HySiA4Aqs9Pxk1d4eLi8jmiBPNQAnmYic5dyvylw5C0AE7+IBw9gVQykqTV/zMxb9QorFSKed/+NpnOHfVVHX00ZQceyPyrrgLHQSgKw88+m7EXX4y3oACBif7OzukrBkz6Fks0L7ZlUjxsLD0b/ttnm1qoCNnjR0gyRrKLpgUP7JQGyzZStC19ktLJpyFUD6n2TQhJwVcwEEULIm33dDDibTuJHN4n07WNZNsGwhXjPrIfXfZ9JH8unoMuwGpYirVtEbHi6fz3Z+eTW1XLlPOuREgyjr0jvUXXlvXMu/XnDDvqVIYfejLNi5ZSNH48bYsW9e4j+3zM+M1vWHX33Sz93e8omTaNQccdx7xrr+0NNSokiSGnnMKws85CUr3YRnoX23KGTEcOFWEA1jv3UDn7O6y+/0eAA4qG7AvRsfI5UttFGgCyN0Tx+OPxhEv2WJ+5uOyPmOkYRryddE8Tqj+CJ1KO4gkhJBmBjJHu7BU5RAbPJt3VQHTLuzvVke7aRsuSxygcfQIr7riDnCFDaF+2DMfaOYWOGgxy0C03okfX0PTa3ThIyB4flYcfR6arizV//WvvN2zusGFMvu46vAUFRGpriQwbRqqtjerDZpGxnd70eBNPu5B0fRPJpiaePnouhzz0N1Y+fT+eQIhwfjkRx0IxPLz+nQsZfv55BMsL2PDAJRzwyxtoW/gg/pJaVKKMv+RChNdLqqkTyzYRCMLV1fiLi2lbtIiJP/3JdmcDQcs77yDLHuz1LxEadw5mOoOc6+OZy09h0hmXklNcgeN48fg96KYg09VJ9THHYJsWppkhVFRId2szkZJKRHQLqY4cykfPwDINtNwIgbwg3Y1bCRSXoyoWumkh+0LomTSKx4M3Px8rnWb2HXew6PrraX7rrd4+9peWMvOWW7B1HfZjoYNtmoRCoS/aDJfPGUtP0Lb8GYLlY0h1bCHeuP1dWAg0zU8yGqNk6hSsRJptzz/Psttu673nyF4vE6+8kjl//jMvn3ceOA6J+noU72EAFE0+CcXnCi4/KY5lkZvzyVLvfVysTAzZo2JbFm3vvcdbl1/em7ZCDQaZdsMNeMJhujduZJDXjQjm4vJxsHWdkpLP53srUDqSQEUn/tJSXjjttJ3WMcZefDHjLr0UIcsoqoKVjrv3YBcXl/2SfX4l99JLL+39/1FHHUVZWRlLliyhqqqKgw8++Au0zKUvzFSUliWPocdad2wUEsUTTsKxTWRvDo5l9oocEBJ6NN67cFI4aSIVh09GeALUr3gHT00x4UGD0DNRPN4gQsjgOMgeHwIJR7KxLRUsB1mWkTUVJRRAC4d54+KLd7LN1nUWXHMNh953H/J+PNnh8tnZEdHh491iFa/fTV3h4uLyueLgMPiEX7L+ocuwM4ne7WqwgLJZ51H34u3kDT2IQOkImpdtIljV//1s1Le/zbzvfKdXkPg+W555hkBJCSUHHEDz/Pk4psmqu+5i5m230fT22xRX7Fqn2rGGktFTqD1kLrIqUTT+OFoWPoxt7kgrJWsBCsd+HVkL4DgO8abVO4kcPkjXxtfxhEvpqXund1te7RyCA8YiJIXolkV9HgcQ3bqIQNEQNwXAfoDkz0UaMhsjdyhvX38xlp6hs24tOA4HfOsnvP3nX+0kdsgbOJzq6UdQt+RV8ueMp+qgo0k2N9O9Zg0ANSecwIbHHqNt8WIQgmFnncVr3/9+76QUgGPbrHvgAXKGDGHoWX9izb3fwrH03nJPXgXF074BmSieyaeDJGNsW0qoegKxukUMOOQCuuve2UnkAGClYzQveoSyKWegBnL3cM+5uOwfGMlumhc+hJnq7t0mZJWSSafgySkFxyHZvgkASQvgKxhE86J/9F1XogM92kPrggXk1NSQ7uraZZ+p1/wE22pGyR/CprdeQk/GGTB2Com29dSefhI1J5xAprsbxetFi0RY19BALpA/ZgyVhx1G0xtvMOjwAxGmjS+3EEtPM2jqLJb8/i8AWJkMGx54lAmnXowWykMTFunOGO/deBP+sjJqTz0BK9mBlYkjezTiW5eSO2wmZtpECqsYGYvOlasYcPAcLNuiePpkJEem+uvHoPk96Mk0WjhE4eTJWKaBrKiYPa0EKsqY97tLyK2qpWz0NDpXraZg/GQyqRhGJoGnoIDBJ84l3tmCv6AAkekiGImgYKCLALZlkVdZi6z6cEJgd2xC0QqRJAnMNKa/Eq+tE8yJkLQFtm4w5vvfZ9Xdd+8kcgBINjXx6gUXcNj996PtZwv9tmmSaGxky3PP0bF8OeEhQ0h8/esEysqQ3aio+wWWnsJMxwiWjqTx7b/1bs+pmgpGEuH3Yqd1YnV1vHfzzTsfm07z7tVXc8i99zLg4IOpf+klcobUYCRayB93NIHyYZ/36ezTpNra6F63jg2PPYaQJPwnnkhOTQ2+goL/ffDHwNJT2JaB4gvRMO811t1//07lRjzO6z/4AUc89BCxLVt2S5suLl9monV1NMybR+vChfiLi/Edfzz+khK8eXn/++BPgeM4KN4Q4epqXvqQQ6+t6yy58UZm3X474SFDcNI9mLbtCh1cXFz2S/Z5ocOdd95Jfn4+J5xwAgDjxo1j3LhxPPbYY/z5z3/mW9/61hdsocv72JZB18bXdxY5ADg2tpnGNlIUjDyCZOvWncqEIpE/ZjQAo751No7m5cXrL8NIZj3iigaPw1uQh57MIMkSaBqS7MXUdSQZjEwG2SOjShJIEk7GYM3f/kZ/rL3/fnJra5GCbrhql0+HvX3B7WNHdPD6er2tXFxcXPY0lpHGSifoXDOP6qOvQo+2oPc04y2oxl8yBEn1M+DgCxCKRqK5g83P/odxP/wu5XNm0/DKvJ3qClZWkmxr20Xk8D4bHn2UiVdcQfP8+b3bVt1zD9N++QvEwlt32V9yDCaffgHdq17ELgyDp5zCMV/DTPVgpKJ4IwPwhItRfGEsI4Nt6mS6G/o9Vz3WRqB45wnXznWv4M2vQvFFsD+wsPxhHEvHcfPU7ldkEjE6N68GwDZ06he+ihoIc/BVt9K5eS2ZWDcloyYTKCgl1rKN3PKBBAqKMZ00g086gc1PP41jWRRPncra7RPJBePG0bpw4U4ihw+y5t57KZk6lWEn/4pE+1b0ZBRf0SAkb4COtS9SPHQ2xrzfI1dORh1+BN72RmJ1i8ipmUrTu/f1WaetJzGSHa7QwcVlN2AZadpX/mcnkQOAYxm0LH6UsmnnYelxrHT227R44olYqSTOBwR6H8axdTx5ecS2bWPoGWf0ppwA8JeUEKgqY9P8F1n1zK96t2979xVCJRXM/tGvyRkwhOCAAVn7LAtz++KUv6SE8kMOJt3ZSaoriqcwj9HHnkesaRNS20r8RTsWzvTObqrKh2OZoMe2kYkJrEyGg/9+D7aTTQEVGjQFhIwSyMVMxzFtD5oWIt5cx4CDD8axLBzLRvU4OLZC9bFH45gGQpXxqjqTr7qSeFsngZKJ4M/Fdkz0eJTZl92Mbdp0rlhD3pixGGkd1e9HEmHiHc34i4pJR3vwKT3YoVoQCSw5iCdHIZOMIlISnnAYseVF5MrDUbx+BALH0hGKjB6NYqZSNL32JgNmz2bLv//d5++QamsjXl/f25f7Cx0rVvDyuediZbJjtOGVV1h7773MufNOCidN+tjpF132TWxTx7EMwpUTMdMxcLKe/YovQqBkJE4mhuLxYUTjrLrnnr4rcRw2Pv44taedRv3LLzPy/HPxl+aCkFEDe2ax78tIqq2Nt664gpZ3dgiyt/7nP5TPns2UX/wCX2HhZ29ECCw9gxFrZ3U/v6djmtS/+CJDTj31s7fn4vIlpnvdOl465xwy3d2929Y/9BBTrrmGisMOwxPe/QIDMx3H0k3W/P3v/e6z8fHHGX/ppQhHAsfqdz8XFxeXLzP7fNKehx9+mEGDBu2yfciQITz0gQkDly8eKx0j3rhql+2eyABwbBRvGMUbQfHs7FGh+lUCxQUUTpyAt6SYd/96S6/IAUBSFRzdRJV1kBUkWcI0DGRFQcgqqj+A4vOC6sGxbCw9Q6Kh/0WRRH09RiLRb7mLy//CNrcLHT7mJJHiDZCJ9+xJk1xcXFx6cWwTAbS98wibHv8prQseJ9GwClnz0zL/QVbdeTrr7ruAtfeeT9PLv2TCZRdhGw4jv/1tKo44AiFlXx+FJFF15JGkmpv7bUvv6UH2+XbalmhogM6NkIntsr9cOYmtT/6MjsWPo4bySXXWAYJ48xoy3fVZr3pJItW5le6NbxBvXE5k0DQCJcP7bF/xR7D0XZ/p0a1LMNNRfAUD+7XdXzQUSfH1W+7y5SLe1kSivWWnbSufuZ/ycdMxkgmijXWUjj2ApuXv8PSlJzLvxh/yym9+yKp/P4AkK0hBLzP/cBu+oqJsKHQnK5Lx5ueTaGrqv93GxqycJpPB37mWgiFTiLevo3Pti0iqF5HsAkmBYBGO4iUw6AAiIw8BwU5RJj6MkezeDb3i4uJiZeKkO+v6LLONDI5l0Lb0KTyRMvxFtQgABELq26dECxXjzc9n+DlnUzRhHJGyCKGqqt7y/LFjsWybVc88sMuxseZtrH3+CczMDnGh4ziUh0Iktm3DjnfilzrJGz0KxxfGStmIqEXV5FnYjUupPmIOAL6iIoadfRbzzv8WZjwJnhBIEnPuugMtFEIWAjMZpWLWeWSi3URGHEG6swE5kINlWvjz89G8AiHLmLEYIEh3tKOGguCkEZKEUL2kOzrpWb+RjFaA0ALgOEz75s+ItzaCYVA192vIkoMSDIBtYxk6mVQPRjqJN5CD5S9F0lSEJ4BQVIxMkuaVC7IL9JaNEyjCyaQRioRhOtkFPRSiWxpQvX7SbW2YqVS/QjPgI+cFvowkW1t589JLe0UO72MbBm9cckk277fLlxbLSBGrfw893oEnXIIgK3AoGnsshaO+iiMJCORjpBM42CQaG/utK9HYiOL1ctAtt2BlLKyMRKJlRW9KBJf/TfPbb+8kcnifhnnz6Fi+fLe0ISQVb6QU7I/+PaObN6MG3O8eF5f+SLa2suDaa3cSObzPgmuuIdPRsUfatfUkZjJFor6+330SjY2YqRRoPmRfZI/Y4eLi4rK3s88LHdra2ijsQ+Wal5dHm/uRttfg2HZ2oaEPZWHe0EOIbl2MkezEysRQg/lImh/I5uD2FZWg9axg2pUX4AhB15Z1DD30RA655Fa+8tN78BUUkGptA8cm1dGFbTrYho5Qs6IHSdXAsrAtE0mWUfwBcof1H04vd/hw1D2gwnTZf7DN7akrPm5EB58fPbHrgp+Li4vL7sJMx8hEW8j0NOHYNnp0x4Ku3t2IUDRSbZvoWv3KTseVzvk+me40ejRFor6BslmzOPKJJzjolls46NZsRIZAeXm/7fpLS8l8KCx37vDhyNquC0BSXjVSThlWJoWQVYSs0r3hDdpXPkeofCyZ7kYkVaN1yRM0L3iA6JYFdG94jaZ378eTU0qgdMQudYYHjNuRd/gDWJk40boFqP5cFH9kV1tUH+HKCa5X435Ex8aVWIZO/uDsOJIUlVmX/JZF9/+Otc8/yshjzyHZ3szqZ+4Hx0FSVGb+8AaEEDxz+Td45vKTWfb8vUz73Y2EBg1EUlUA4tu2ERkypN92I7W1CFlmwR8fwh56CnbnFmQ1O9GcWzMHtBDSwVfQ1tFC3XO/I7HtPUqnn46QNSSl/1RrWmg3eAG6uOznWHpql0gOHyQ88EDMdBQz1Y2R7Ca3egpWJo5tWPgKhu6yvxrIJ3fIQTS+83dyhhQz4vSTEavuZ/ZN11B15FcQikLR5MlsXfgagcJSppx5BQdf/HtmX/AbDv7R7xk440g2vf4f9HQKgHR3N3X/+hfGxtUoRjt2/buYTWsIVVUjHMhEEyz+1fV0r9iMXDwcraCA6TfeyJy7bmfDI4+AEPjzIsjBQgIDKlACOsKxySSTCNWPLKtIjoFOkPJDrsIT8qF4fWj+wPtO4Hhyc0EEcEwLZIlMWscb8GIaNonmZopGDkXLHYASCiDJGv68Ekw9g6Xr9NRvRNW8yLKKmckg+3x4I7mo/gAIB1sKYFs2tpBRvRp6IsaaFx5C8fkwYgnUQdOQVA0zlcZBQgmEsGzwFRUjKSqlM2ageL0ogf5TUIX7cJr5MpPp6iLZj/gu09VFeg8t1LjsHRixNjrXvkxs22KEopHuaaZg1FF0rnsVgYyd0Vnxr/v490/OxEgnP3LeLFJbi7ewgLxRI+lYsYRM1xr8BYN6BdEuH02mu5t1/+g7xRFkI83uDgcs28ogJBmhKERqa/vdr2D8eGxHfOb2XFy+rOjRaDYtYR84pknHypV7pmFJIBSFvBG7znW8T6S2FjUQANWLrLgpqFxcXPZP9vk30NLSUhb38aBZtGgRRUVFX4BFLn1hZmLo8Y5dFhOE4kFIMo5tst01jUxPK3k1R6J4w+QMnErP5rdx9Bhi6b0AzPjONdj1Kd798S8IFhZgJ2JIHg9SQSWaz4NjO2j+rLcJtonjCCzLQlazD3vbNBh29tl9ettLqkrtqaei+lwls8unx7ayQoePHdHB48NIxvekSS4uLvspjm2T7mmi6Z37aZx/L41v/43Gd+7b5XmcN+ow2pf8q/fv0MDJDD3nfmTPANqWLGHxjTey9NZbidXVkenq4vUf/IDXLryQlXfeier34ysu7rP9YWedxcbHH9+xQQhGnH8enUmwZv8Uqg5C+CKIIV9Bm/FdzPplDD7pV+QOPxih+SgaewyRwTOQND/+4lpSbZvI9OzqjdS59mWCpaNguy8tQiIyaDpmOoaZ2jViji+/Gj3WSvuq/5I/7DBCFROQVB+S4iFYOorSqWeg+HI+cX+77Lu0b1iJpKqMO/l7TDrrUmZfehOZaCdDjziJiaf/gGjTVpb/8+7e/Ucddy4bXvonG176J7aRTYHSunox/732PDob1lFz0okAdK9dS2TIELScvsfTmAsvxIjHqH/pFV757oVYOSNQ/BGKxs7FygjSlsWae79D27uPEtu8kLZ3H2XN3eeTatlA3vDD+6xTDeSjeN3x6+LyWbH0BLaZQVK9fZYHCgbjWFnPeDMTRQgJhES8ZRn+ghF4c3eOGhQZPIP2lf/BMTNEt72GryQfUl1IS//CuLlj+Oozj+MbXILiDTHtrJ+y8a6HeP073+fN7/+INy+8hICVz/iTLkQIBce2qX/xRTTVIU9Zh0occ+2L2Fouy265JfsdIkkgBO/d/Hvsqhkkm1sJDywlsXUR3evWc+hdd6DKOm3L1yH7vHg8fqxUCqF6sNGwbVA71xEZMIqG199E0hTMTBrbsjFNByFJpNvakFQJb2kxje/NzzotOBZGUid35Ai0SD6SDWYqgaJoCEnCl5OLNz+PUHElpukQ21qHpKmATqRqGIrmw8ykiNc3IkkCR8gIM4UnJ4chh56A4vOhBALosSRK0I9tWjgZA83vR5JkPGE/LesXEaysQNI0avsJx54zZAiBsrLdOmb2dpztgvz++KjoFy77NraZoXtTNpVcpqcRSfEgqR46176EL7ccWygse+Je1r/4BIde9QfSPe2M+OY3+xQuyB4Pg447jpYFC0l3dlE8aSg4Fp5I/+Jnl51xbBszne633Eqnex1oPlM7loljO8iayqjvfa/PfdRwmNIZM7Az/dvj4rK/41gfnRLC+ojr+TO1axiYiTi1p5+OUPpwFlFVBh9/PEowiB7vRnKFDi4uLvsp+7zQ4cQTT+TXv/41jz/+OA0NDTQ0NPDYY49x3XXXcdJJJ33R5rmQzWtq6ymiWxcRGThtp7KcqgMwUyn8BYPw5pQhEEiqjZmKEhn8FSQ1QLprC6JkJPawr4Kk0Pn2e9Q9+RQDv/51FMUBx8h+kNsmii8AQgJHIDkOyAo4Foqm4dg27wfRs22Lmbfdhr+0tNeWwIABzLr9dmRf3xNZLi4fF9s0s6p58fEU8YrXj+4KHVxcXPYAZjpK84IHMNM7Fvvt7Skj1A94fMuaHzOZ3adszoWUzryIZFsni667jqW/+x0969cT37qVTU88Qc+mTTu1seTmmzngl7+kYNy43m1qMMi4Sy8Fx6Fzu3eDr7CQKb++htUvPcRLN/yQJ394Ig2pMPa0i7CLJ+MYKSR/GG/+AEoOOgu9p4nW9/5J98Y3MZOd5AycRryx7zCushbAtg1Kp51NycSTKZ18Kr6iIb0Tujvt6wmihYvRYy3YepKWJY9hpaPkDplF3tCDQZKQZPVj38NdvhzkVtZgGTqenDy2LZjHy9dfxJt/+BkvX3cRL/36QryhCKpve3o1ISgcMpqGJW/0Wdc7f/kVQ888g9pvnISkqrx3881Mv/56IkN3eHh7IhEmXHklma4uzGTWOzu2ZQvRuq1gWGx86HJUv8yWp6/fLgjegWObbHn6elRvDjkDpyFktbfMm1dF0fjjUfuIVOLi4vLxMTNJrEycWP0ycgYesEt5pObw7eJmgeKL4M0px9Fj2HoSb04Byfa1BEsmkT/sOHKHfo38YSchayGszPvv/A6J9vVIJSPB0rFzKnn11p8w/85rqZp4MG9fdhXRDzxvbV1n7V//hohaaMEwqdZW1j/8MAWDC6F1FcITwEl1Ixk9SLKErKq0LVhA2cyZ5I4cSaa7k7X/eIx023r0aAODj59LZMhArIyJP9ePbaSQ1ACOaeMLBnB0B8OUkCSBsKFo/HhsW+CYFrInGyXBTMSxMhnMZBrbMskrH5IVe8gyki9IJhXFMDIIIRCqhuLTcLDJKatC8ygE8/KxdAN/SQmKxwMSyJKErGp4c/Lx5oZxbAs9kUEWOkZPgsGzjsaIRjG6u1E0BTOpo4VDCE0lE49ipzIoXo1ti14DYN2DDzJo7nEMO/tsZO+O7/yS6dM56JZb8Pcj1Pyy4snN7TfChezx4OsjWqrLlwPHMjHT0d6/k20b8eVX4YmUkzP4IPREnK3vvMRBP7yB12+5ipdu+D5rX32cA2+5ZSdBc6iykpm33YaZTFI0YQLv3XQT6c4GQpVjXZHwJ0DLyaHqyCP7La86+mi03RBp1srEQEgYiSSBAeVMvfbabCSe7eQMGcLBd91FJpn4yOg3Li77O7LHs1OqsQ+TO7zvVJqfvWENx7Jpmj+f2XfcsfM6Rnk5M26+GX9pKbZloPqCe8YGFxcXl32AvhNH7kN885vfpLu7m6uvvhpju/rc4/HwzW9+k29/+9tfsHUukF1kyfQ04lg6mZ5GCkYdRfem+ZipKIqnDMe08OUPJNXdgD+Qh6RoCMnKhv00wTbS6I5DSs5DNRw2PfEkAIXjx0OiGcUfIdXeji/Ph+RXUDQF23GyqmUEkqohAYauo8gyjm0Tbalj66JXmPH7m8ACIcCWHJb/6y6Gf+VUwpX9v7y4uPwvHMv82NEcAFSvD0tPY5sGkqL+7wNcXFxcPibJtg041q7eeV2b3mDgcb9g02M/xkz2YMTb8eQNwJM7ACVYg5nWidfV0b5kCQC+4mIkVSXV1ob/QxGzkk1NbHjsMYadfTaSLGObJo5l0fjmm+QNG8bMP/4RLSdMtG0ba158kI6Nq4DsvXL+n67hqzc8QDg/DyfegpRbiZVOoCc60cKFFI07DoBY/XuYyW6Kxs2lZcljHzgnQd7QOUiqn0TDcmzLwF9YgxoswNETlE46hc51r2yPAiHwF9YQrp6EHmvdcQKOQ7JtA8m2DQB4IhUIeZ9/RXb5BFipKPmDR5Dq6WTdfx+hZdXCncozsW5evv77HPGLv7Du+UdwHIG5PXR8XxjpBHr3VoYfVEztSX8n0Z5d2Bx70UUgBI5lYaZSbHjkEbrWruWw++7rPbZt8WIitYLAgFHYegoz0dlnG2aiEzMVJVw1hWD5KGwjkxXoKB5UX98T45aexNKT2KaOrHqRND9yP57qLi77O2ayA9sySHdtwxMpI2/YofTUvYuVjuLNH0i6OYHiMUh1rSNv+GH0bJpPpHwUmurDUr14czW6t76Mv3AM8c2dvPe73zPrjzfs1EascSXBkUfhJDvpaO2kc9Nqhh5xEj1r1+2S9ul91tzzV6qOOBIjmWTArAORmhdgkf1mFpEBOE0LGXHOaWBl2PzMM4z70Y+wdR0rpWMbBumu9UTrFlJzwm0IRcXREwRLCnFkH0YyhvD4EOluVH8AM5FAVB2C4mSFFo6T9ULWNBndAISEr7QUZBlZVfDlFCJrCsI2sDHZ8OqTjDv5AhzLxjF1JBsUjzf7zSMrIAkcK45QvTjJTgLF1aSiPRjJKKo/iC8/BI5ACBnHk49jxZBVDUsIhCIj/GGEkUAIEJLATCSRFRUcD6WjJoMD+eNH88J132H0sd/ksGP+gZlMoni9dDVuZOlTf+GA869C9e0/i3vewkImXnUV7/z0p7uUjb34Yrz5+V+AVS6fC0JCC5dgJDrIG/EVvDmlJJrX4M2txEwlSfd0MeKYM1n4198SbdoCwIZXniDWuo1pN9+ALGlIkoRQVHo2bsQxTXwlJcQ2byY08FJSPU1oOSUI15v4YyHJMtVHH836hx4i1dq6U1mgvJwBc+bsFtG1rPmxDQM93sMbf/k/ysYeyOy7/oydziAUBSOTYPW8Rxh99FlYuo6iur+fi0tfOI7D6AsuYP6VV+LY9k5l1V/7GkZ89zuvmZkEkurDsToJDa7ivX//mSnXXY3qCSIASVPZsuQVmjYtYNTcc/qc93FxcXHZX9jnZ3GFEFx22WV873vfY+PGjXi9Xqqrq9E09+Vsb8A2deINy0l3biWnegodq18g3dVAuHIi3txK1t73MJVHHIEnrxB92xK8oaLsQ9yR2PzPZ6k9NbvAkWjfxLYVW6kef2hvOCghBE5PIyKvgsggLygysseHgwAEspYNWCJkZXsuZQUsGyRYP++fdNatwZ9fTNGwcQA0r1xAy6pFKB4fRaMmomj95z12cfkobMv8RHndZU92kcFIJfGEXC8IFxeX3Uemu6HP7Wayi666t6k963bSbXXo0VbKZp2PUCJYusK6Bx4g09FB+SFzGHzKScTb6zH1NLmVtXhDEQonTNgpR6WVStH42mtseuKJndrZDAz/1jdpalmCkCRqDz8JzR8kE+tm/UtP0LFxFWuee4gJc89ETnQgAvnIskTPlnd686ILWSN38AyMVA8IQfH4E3rFDrlDZpLubiDZsra3zXTnFhR/hPxhh9G58U0Kxx6TDQ+b7CLZtpGWxY9TNOYYJMWDbWZ26Zu82lnIqpvCan/BSHTTvm4pbXUbqZw8h02vPbtTuZAVKibPpuqAQ8GB0YcdjeyJ0NG4awqVDyIrCtS/g4bOqhdaSLa1U3vGN0h0N2GkkkQqaiicPJHOVatQfB6Oef45Vt/7NwJlZeRPmEjH4qd2ieSwC7ZF1/p5xBuWAQ4AarCA4nFzUQN5O59nspvWZU+h9+zIze4vHkr+sENRvKGP32EuLvsBpp6kp24BsuYjWDqSnk3z0cIlRAZNQ1Z9SHIOb15+FcPOOpvcEaNRvD6MRAfRlvVEBk1DlRT0eAe5NQcR29zBm5dcSrCiAl9+EV0bBe9fr7aZoX3zu+Qf8G023JkVQZSOnUbbvHf7tS3V1oal60iyTNnMmTgt/4XSsXT0WIQGH4pY9FcCZh2KdxCF48fx1uWXc/gDD6BH28kZPBgt7GfgMT/GsQzMtIOlRRCaSud7qwhVD0QLeHEyMWxHwUqnkX0+1GAQM5nESGTQggFsssIHb16YTCqBGgzhOCZaJIQiO2SVFyaxlm1ImoZkg2GkQVGRNYED2BZgWajBEKZhICkeLN3EjCVRAj7sjIFQNWwkZFmgp3V8+flIQqD4swt3lmkhBOjJBIomo4XCWJkMli0oGTUFdAc0iXhrAxtefRIkBy0QJtPWw4aXn6Rj4yrGnfTt/UroIKsqFYceSrCsjKV/+APRjRsJVVYy+sILyR89GsXrit++rNhmhmDpCHyFg5GETNuyf5E39GAUSUWoKoovQPHw8cRbGxg99zwAWte8x8Z5T/Hfa7N/H3rlHaz83R8pmTGD3GHD6F61iqqvfhVTbyfZuoJQ+Ug3bPonIFhezmH338+6Bx6g7plnEEIw8NhjGXLSSQQ+4LX9mZBUsAW2sLFNA39ePrHOemzTYMv8F9i28FUc22LEUafCbkiV4eLyZUUAzfPnM/O221j3wAN0rFiBr7CQwSecgCTLyHtiHcq20LvjSB4PpsiQ7u6gq3EDgcJSLCND3VvP07D4dSRFY9hXT0H1u3MYLi4u+y/7vNDhfQKBAGPGjPmizXD5EKaexkxH0WMtmOk4ubWz6dn8Np1rX6Fs2nnEtmwl3d6OUKJooUJMPU7nmpfJqTqCpjfeoPbrcwgWD8XUU0iSQPZ6kDQt65VimthFo1n90rMMnn0skqxiOSApCk4qDZKCZTtIQsbBQQgJx3EQEshePzN/eCOrn/0Hq//9D4SQGDDhIGZd+ls2vPIUlpFxhQ4unxrbNLNeSh8T1eMHQE/GXKGDi4vLbsWTU0qieXWfZeEB47D1NHp3E7FtyyifchyGHaZj+RIc02Tw8XNxfDIrnr6H5hULeo+rPXQu0278FUt/dxue3DxKDjgAx7YJlJeT6eqi4ZVXsjsKQdVRR1L99aMJbR5Eor2JJQ/eRrq7g0BhKSO+ejqVUw+hcel8mtatplRtxa5fjDLhZIIlw+je/DYAjqXTue4VCsd8HSuTIN60knDlJBLNq9GCBXStf3W7ZYJAyTACJcPAcRCyhr9wMMnmdfhLhtGy+NHec+hc/yqFY46ha/1r6LEWIJvSIn/44WghN2zz/oJjmaS6O7GFSueGlYRLKrDNHZ4witfPzIuvp37Ra8z/09WY6RR5A4cz6cyLCVdUEyweQNnYaZSPn4G9PW9r3Vv/JROPokTroGwCev5khpzsx5Eltix6GSMVR5ZVtjz5EoHcYmbcchMdS5/AsU1GnHc6QvLSueY52hf/i4LxxyCpPmxj1+gRkuZD9oWJr1q603Yj3k7zwoconXpGr4DBzCRoWfI4Rrxtp32TLWuRZJX84Ye7CxMuLh/ANjJYmRjJtvUUjvoqQpKJNy6nY9V/8RUOJ1A0jlRLK2v/8Q9m/PYaEs2rUQN5ePMq6Fj9PJLmJ1wxAcf28t5NWc/50d86G2fbAkJlI4k1ruhty0j3kE509kZ1M5JxwgOrdzVKCEqmHcCQE47FEwnSvX4z3txcTH0kZrCYF372bUZ97VSGTvsWFipGvIchp5yClpcH2GjhXIomTcJfkoMnrwShZ7CECh6QVA0tJ4InLwcznkTWAkiOhnd7GgPHthCyhKQoSHoPhghhO6BiYcQ68YQiSLKMo8jgSKB5UEyT8gmzsHUD2eMj0dJMfmUtdiKJrHqRHR1b1wEPiiwQgRCWaeLNz8U0MsiyhC0p6F09yF4/QlWw7SSZeAJF2Ch+H+CALGdF5qaDUGQswwYkrLSJJ+DDtNJMPvcKzEyK9x6+g1RXG/78YoZ/9TSqph2Gqe9/Oem1UIjiqVOZNXQoZjpNZzRK8eDByJ9AqO+y50g2N9OxciVNb7xBoLycikMPxV9cjOL7bAtYViaBkezGVzAII95OwcgjsS0DSfOix+N4AgGMtESyvYXXfnc5juNQPm4Gh/z4jzS+9zbrXngE2asx8PjjKRw9mlcvvJAJV1zBoLnH0rXhn3jzKpEkNzrlJyVYXs7Yiy9m6Jln0tPTQ2F1NepnWDB1HIdEYyMt775Lx7JlRGprGTh3LrJHY8KpF7H8n/fQVbcWxetn8OxjmH3Zzbx+y5VYegY3a5+LS/9okQj5Y8Yw/8c/ZuAxx1Bx2GFkurvZ+Oij+IqKKD3wwN3fqCQh+3w4ko0WCDHhtIt47+E76N62AdUfZPDsY5h1yW95/ZarcCwTSezzGepdXFxcPjVfGqGDy95Hqr2dRHM9nnAJyZa19GyejzevivzhhyFrufSs30DRpAnkjayl8Z2/UTL5VOJNq8itmUmyuYUBM6fDmqcJ185Bl71U5Y1FT8YZeOwxdCxdTuHYsaSj7XTUrafaspA0L7LqwREOSAJsB4STDfcmydhWBllVkTUPY47/Ji/+8rsYyWxoKcex2LZwHq1r3+PQn96O6vV/wb3nsi9jm8YnCnuueLOTFu+PRxcXF5fdhb9oCF3rX9vJM9xXMJDQgPFogXyElSF3wDByyodBxwbkomJ8hYWUzpjBuocexohGKZ4ykZGXncW7991ArHkb6158gpJRUxhz0UUsufE3vH7RRTi2jeL3M/T00ymeOpUlN97IlF9dQ2f7Bto3r6J93TLWPb9DaJBoa2LBX3/D6OPPp2bOsbRtWknBjFkoi/6C0FMESkeh5dUgtufqRjhYqSiyN0Rk8IFIipfggPHEti1GC5UgqV5CA8aQ6Wmie+N8zEwU20gTKBlBsHQ4jmMhJKW3H4x4G+0r/0O4cgKRmmx9ii8HxRvaLWFiXfZuHFPHjrdhJzpIxx3euv3n5JQPxJ9biCcUIRPrBmDSmT9i6aN30rFxZe+xnZtX8/w13+Hw//szh//iLhb/4/fM+80lOLaF4vEx5LATmHjaD6BzG+tf38raBy/EzmQYf9llFBQOYdNTT2EmEgw+9DDyxo+mp20rducmEtuWkWpdR/XXfkbhmOMIVc9A8gQZ9s172Pbcb0m2bEAN5mHEO7BSUcrnfAfJl0PBiCNJd9UjFBUj0Um6sw4zHcVIdvUKHaxMfBeRw/vEm1YSGTzDFTq4uGwn091NJtaNFiom09NE2/JnCZaOoHB7JCA9amEm4uSNHsX4S39ItG4B6e5t5A2Zg5AV/AWDybRvY8P9P6JszqV0rc6KDXMHVWAtv5vQ1LNRBk0j2rSK3KrJaGqQdMxg0PQj2fbuy2x+4z+MPfZbqOEw3txcak45gbzhw8mtLodMF4bII93eTceKFYQqKgiUVLLmlX/i2Bat61eRXzue1275MV/7zcPUL3qN2lOOJd0Tw5MTQY/FyBlchqwpWJaJoqmYaR0rrePNz0fxeEHPkEpkCBSEScfTYFoggeRRsAwDPAEkWUNIOpblIPtDWKaBjISQZFLxBIEcP5ZQqJl1DI6RTWflDUQQEkhath5JlgAJx3JQFBlwyGRS2X9jPfjzi8EwQPMgFBlJUzFVGTOZQvJ58XhULMtB9UhYhoVhWEgelYA3H0lR8YRyEI5O4dCxrH/pCVY9syNFULKjhUV/v5lRx56LGth/I9p4IhEUy6K1oYGyL9oYFwDi9fW8dO65JBp2RGRbdsstzPjtbymbNeszRdyQNB/+goF0171LprseHIfIkDkIScOWMiS72nn5+h/0vgMBNCx5IztHdvkfCIXLUL1BiqZO5PXvfp90ezs5gwah5fjwhEuIDJqOpLrOQp8GWVXxFhSwpr6e4s8oOOpev54XzzoLIxpFUlUKxo2j8qtHkIn38Nrvrujdz0wnWfufh+jctJqp5/8ENRBEcudBXVz6xZubS8Ho0Uy86iri9fU4to2QZaqPOYbCCRPwRCK7vU3FE0RPtmPEE5iZNK/edElvmZGMs+bfD9C9dT2TzrwE2ePHEa5g0cXFZf/FFTps58477+T5559n06ZNeL1exo8fz6WXXsqgQYO+aNP2WZrnz2fTP//J9N9e0+uNJnmCaMEi0h0xFv36RmbecTuObWTzSAkJX2QAGx68jMqv/gahKGCb2JveQB56ArF1K0hLSUac/018OQFi9W2Y6Iw75QIUVeoNEyUASXKwbZA83uwGJxvRAQcQElvmP48kK4w74TzKRo4HoH7ZQtY8/zgNS94kt6oW3PcDl0+JZRqfKHWF4skKHXRX6ODi4rKbUbxhSg84K5sGwrFRfDkkWtahd29D6arDfO9xsHTwBFEPuhjHNml87VXWPfBgbx1tixfjfTSfA357Ha/8/keYmRRW2uCNH11C18rsArCkqpTPnk2kthZ/SQmH3Pd3Gla/xapn7+OQn9zO+hcf38U2ISukOpoZ/ZW5DBw7FtMCK1yKuW0hMU8E00jhLRiOpPjBttACATLRDhKNS8kbOgc93k6ofDT+wsHbBWYS/uJaAsXDEJKE49h0rn2F6NZF5A07jJIppwHgGGnMdAwhq2jBwu1RnwRmooNk63rUQB5aMB/FG/5cfiOXPYdjW1iZOI5j49g2VjpOfNtyJEkQKBqMIYIIEefgK26lfcF7rL3nH4w5/nwW/PU3aMEwWiC0k8gBIFBQwqijv4FXA8VKUlw7itqDDkPVNJLdXSx/9hEkSSYvr4aWBYuZcPnlRIYMwUgkWHvffTS9+SY4Dm2LF+MvKWHWHX8gFXCyQoeWdWS6Gkj12IQHFBLbMB/ZH6Lqa1dipmPo8TZUfy6KLwe9p5WeVS8RrBxLqHICma5teHMryB9+KNGGlZjJLsirxExFMVM9H9FJDrap7+FfYv/FTMcwkt0Y8TYUfwQ1UOAKqvZyejZtYvVf72XK1VcQb1yRFcgpHlR/Hkgy2x59ED0aZcwPLkL2yBiJDoSkoIYKcWwLvW4JjfPuQsgePPkD8RUWkmprI/sh6mAufgjvpDMIjpuLtXUhHS1tvPrDK5j15zuonv4VamYfib+kmCMefQAz0YbkUQgG89FXPIk26Qzs7gSJpiYCpaXEtm3DNDJ0bdtE+aSZTD7rMl75zY+Y+/t/oafjDJgwEyOVIN7ZihAGjm0gqX5sU8dxZHAs7EwG2ePDchzMVAqhKKj+IELVwEljGzqe3BzQ05ixBLIniANIqoRtamiBHGQ7jaV7QZJAZO+9tmmjejUcVQXLRhYajg1COCiyjO3YOFoAKx5HjgQx00kcy0IoMlogDJKEnbFRVA0bB2EDjoSvIB/LMLCdbLpKS4+B0LAlgVfJpsWQjCSKRwUHhGGw+rkHyR88gtFfPZlAbh56OsPqF55k1b//wZBDj/8ih5uLSy96PM6S3/52J5EDgGPbvHn55XztmWcIVlR87Pocx8FKx9DjrRjJHrRgAbInQLhqAk7FWLL+QRLoCTwqJI10b2SZD2Ik42x641kyq1tpffNtas88jXRHB5N+9jMsq4O25QsIlo9B9gQ/cx+4fDZS7e28ecklmMkk4y+/hOKp45E0HVPPsPgftzDk4GMYPP0QJFmiq34Ly59+kLZ1S5lw2g8QiorsOoO7fIGkOzsxEgkkWcaTl4dQ974IMf7ycmzTZMuzz9KxfDnewkKGn3MOgdJStPDunzsw9SRmLE5sSx2Ln/wDgw46ktqZRyArMt3NDSx/+iGaVyxg7MnfwxsOk2pbD7aFJ3cAsieIrPYvjku2tmJlMkiqiq+gIJvu28XFxWUfxr2Lbefdd9/ltNNOY/To0ViWxc0338x5553Hs88+i9/vqlo/KfGmJtb87W90rV5NfGszRWO/TqqrEV/eAPRkN2YiQdfq1UgSIGSClZMwUj2kG9cQrJqEpKike+LYxRPw1EyhZcFC/HmFlI8YDIBpSghZxhPMQ/UHcCwDx7JACIQNQpJASNnFZic7qQTgCIGpZ0i0N3PUT29G2fwSzvJ7AcHQkhEM/r9bWfL0I2TiPfhz3dDVLp+OTxvRQU/G9pRJLi4u+yG2kSHdU0/nmpcwEp2UTjmdtqX/wjJSlAw5CPO123r3lcd/g3Q6hhmXdxI5vE+6o4MNDzzKwAOPYtPrz6BpgV6RgxoKMf3669n2wgu8/ZOfYGUy5NTUMOK75zN49jHoiSiObe9Un+L1c/iVN+GPrkF//hqwdES4FHXk0TiOg6aGaFu2hBW3X0Squx1vOI8RR59C9fQj8BUNp2vDa0QGHUjbimcwE52UTj0TKxOnZ/PbpNo2AQ7e3Aryhh5MT9272GaKprf/juLLIad6CrZl4A1WoMdakD0B2lc+t9NisKwFKJl8ClrQfRfYVzHTcXq2LCC2bQk51VOJrn2LjqXPAlAy50Ka5r/KymceJN3TiTcnj2GHn8Kg444hXDUAI5OidfVi2tcv36nOysmzmDT3VJSNz2Mveg1bkqmunIxSXob+1p/xSwqzvnEa9VtbCA8eRNVRR7HyzjtJNjej5eQw+PjjqT7qKN7+2c9wLItkczMbHnqEIWed0NtGvH4p3oIq1v71x6jBAgYe/wuaFz2CldnxjiB7QhSNOYa6+Q9Q/8Jt5I85kuLpp9O04D6ErFE84QSEJ0iqcyuda18hMmha/x0lJDeawx7CSHbTvOjhrOhkO5Lqo2TyN/CEir5Ay1z6w0gkWPePf9D4yjxS3zuforHHkkl24Q0V0rHuFfJqZhGvb6R16TKGnnkOZjqGGszvTafkzx9My/wHkX05DD33LlJNHdSceCLLb7+deEsnecEipPEnI8KlWLFWdDvA/F/8jNIDDyS6fhNTzv4BTqoL1Y4SS7XiySlGloIYyx5BjDuDdE8SxzQQQiAHAlR+ZQ6mbjPQOYoBYw+ip2ETh//sjmyKCUNFUmTMjE5edS1WspPiqdNAckAoCAUsM43sUVEDXhS/Bz2aAE0gkLAtE9s0kHw+zHQCWdOQCwpw9Gx6H1kR2AgM28ajeLEMgSxLKMEIjiah2iayqmCk48hCoPh82AIsw0bxKsha9hvecmxs20EoGp5ICFtPIISMLQSSz4+kaujJGEISeHODWIaB6vWjR6No4RCOLCMrGqrXu92BwgQc3p8BSEc7mXDS+VTXViNtegmnvgOf5ueAQ2fQc9ixpLs7CJd+/MVjF5c9Qbqri0RDA/UvvdRnuWOatC9d+rGFDo7joMdaaF74ELaxIz2LGsgnb/ihYNkogLXmP+j1i8GxCeYP5sgrrmP+/XfS9IGUdQDNaxYxaOThrLj1jww67lhm3nYbvqIiEs1vYqZ66N7wOsnW9RSPP743mpTL50+mq4vopk3MvO13SIFOerb8F4RE/qiTmPHNS/C0LoE1D4BtEsytoOzin7H4mcdpWjqf2sNPRrjvgy5fAGYqRefq1Sz61a/oWrMGSVWp/trXGPXd76LsZYvv3WvW8PJ55/XObWS6u3n7xz9myCmnMOaii/Dk7N5UxLZl0bV6LYGB5cz8zo/xda2EdQ+DpePPKaPke5ewYt5LdG1eS8HAobSveLb32FDlRHIHz0DWdl7TynR30/jGGyz9/e9JNjWhhsMMO+MMak46CV9BwW6138XFxeXzxNVrbufuu+9m7ty5DBkyhGHDhnH99dfT2NjIypUr//fBLjuhR6N0LF2KkUgA8PI3v0ProtUES4bR+t4TeEKFINkccN11xBsakVQv4fJRaP48Ylveo/zgC6h7+mlKp89AlI3BMQ3aV23EV16IhI2wsuGhfKUl+HLykCQZIXtACCRZzuZIljWk9xeahQAh4QiBEOBYNpNOPAd50d04rWu2W+3gtKxEXnIPE+eeiWM5X0znuXwpsC1zx/j7GLwf0cFIJvaUSS4uLvsh6a5ttCx6FCPRiScyAD3WipHsJFQyDHvdy737SUVDSaZSaN4A9S++0G99Da+8QtnIqXhz8kk2NvduH3/ppSy77TY2PfkkViYDQM+GDcy/5ArKhxyA6gvsUtf08y7Bv+1FqHsjG1ECcKJN6PP/gqT5aFi+jAX33kSquz17LtFOFj9wOyufvg/ZG0HvacaxDfSeJkIVE7AycVqXPUWqbSPvixvTXdtoXvAAkYFTsVJxggPGYaZ66Fj9ArInRKa7ATPVTdf613bxeLf0BC2LH8NMu5F29kWsTJK2Fc8SrXsHxRPESvT0ihwiIw+nfvV6Fv3jj6R7OgFI93Ty3qO3Exk4gCUP30Hr6sWMnvtNgkXlvXV6wrlMOuEMpIV3YXfWZTfaFlbd2+jv/g1t4qk4yU7EyseorMwn2dDA4htuINmcvVb0nh5W33MPDa++yrAzz+ytd/MzzyI7O0I9a+EiOlc8D0DJQWfSXff2TiKH7PnFaF/9XyqPzoYg7lj2HInGVYQqJuBYOi1LHkfCoXnhg+jRJsxMDK2fhfVg6Uhkbddr1OWzYekp2lf8eyeRA4BtpGhZ/Chm2hW37o0kGhsxYjEc2+bFM79J15otBAoG0bLkcfJq52AkuyicMIpD7vozTW++jqT4iQycjm2k8eVWYiY6MZPdVHz1p1ipDGsfeIBAeTkVhx/Osj//Dcadge3PJ9OxDbtxGXpGItPZyeDjjiN36GBSjcvRVAXbcZAVH5nOGIriIA87DFs3UYM+9FiM4IBSCkcNI93VguzzUnPQUdi2Qf6gWiQhY5km3pwIkiyhBiIIHDyREiSvCsJGEiCpCrbsQQuFcRQNM6OjhELIigehqSAkPJEIkqLiyAqggm0hFAVZVRCSiuz1oiBhOWA7NrIMtp7BNm0cOys1UDx+ULwofi9CSGihcNYRwXHABk9uCGQZxRdA0TxgGmDbyIoH2esFIVC8AWzbxLZB8QUQqsATCSMcE284H9mj4dhONmSz6gPVh6TIqP4I3lCE6sGliOWP4CQ6sj+0noQNL5ITX0UwP++LHHIuLliGwaZ//pNEQ8MuwuAPkun5iOhMH64zE6N50SM7iRwAjEQHRrQVoScx3/gD1raF4GTbdDo2Ii38C9PO+F6vI8b7eII5mIkkAPUvvoy3sBCt7W3CJUN799Gjzeixlo9to8vux0ylsiH0C2Qy3XUA5Ayajs/vwbv+Kdj2DmxP42d3bUMsvIvxXzuRQEFZr4jNxeXzpnv9el466yy61mTn523DYNMTT/DK+edTEth7vlFS7e28e/XVfd6n1z/0EOmOjt3aXjYqT4pkYyOh/Fz8W/4DW97cMXfS04hY/FdGzT6EYPEAHGnnqMKxrYtId9XvtM02TbY89xzzr7iCZFMTAEY0yvI//pHF11//iZ4zLi4uLnsbrtChH2Kx7ORTzm5W4+0PpDs62Prf/1I8ZQoAVipF05tvYyTa8UYqsI00alCl4tCDidXVIdLRrBDB1AlWjgPHoXv9et664grUnAi2kSFUXY0vJ5xNCaBqCOGAmQLHQpIVNJ8P2eMFISF7vUiygvhQ6gBZkQGBNxhEaV0KZnpX4/UkSudqVJ9v1zIXl4+JbRoI6eOnrpAUFSErGG7qChcXl92EmY7TsebF3r9DZaNJtGQnDxRPECfeumPnygMQioow09jGR0xy2TYgMFIJQhVVAGg5OSg+X+/ExIdZ9ae78ARy8OftWGRV/UHyS0uhq67PY/Qlj+Dz9/0cXvfCP7EyGTx5g7H1FADegoGku7Zi68ld9ndsk+jWRUjeIIHCmt7tQkh0b3oLNVREpqexz7bMVA+W7grQ9kXMTIx0x2YA/IU1tC16srcsNHgma//7aN/HmTZ181+k8b23WHTf7ygZNSUbJQwYfvhc5M2v9C4IfBAn3oajJxDbI4A46/6LL9x3qNDed+TtqQsc297xziAkAhVjUHzZ7w9vYTVGvL3Peox4O55Iae/fre8+SrBkRLZOM4MRb0fL2S7UsG3yhh2KJ1K+Ux3+4qGEBozttcVl92EZSdJdW/suS8cwM+47395GuquLlXfdRdH2b1gzkSDR0k4m2pwVA20PA587rBYtFKTpzfkoqoKjxxGySqqtDkn1okVK8RWUY6UTxLdu5Z3/+z9CVVWMvegibElDUVS61rwKzvtiAEAIQpXF+IsGYTUux9RTCASxLU0IIZDyBmJbFkIGWdNQ01uR7DSOnkaWLPRYHG8ojKZ5kT0yiseLkGVkjwePz4/qCyKpHgQCWQiQZGRFRvP4QFJxTBPZH0BSlWz9Xi+WCY5jI/u8aIEcJAWEkJEUBSGrSJKKbZvZnO6eAJ5gCDxBhJCQVQ1newoLyetH9mhIqookZBAg+4JIHk82zaTsQTgChIzjWEi+HCRfAMXrRZJlhCKhqAqqP4SsaoCEsMFM6wjNj2XbIMkIRUaSFCTLyEZ5lARmJo0/5ENs6EfE2bQUbe9yFnXZD0m1trLijjtItbURqq7ud7/CCRM+dp1mKtrnezGA6s9HROtxUt27Ftomcv2b1Mw+eqfNNbO+zrb/Zq8jx7JQNA27ZSWStPMFFGtYjtPHe5LL54Ps9VJ7ximkOnd8lwVLRiJizTjRpj6OcJA3vUDlpAOwTfPzM9TFZTuZ7m4W33hjn+KBWF0dqS1bvgCr+kaPRonV1fVb3rF8eb9lnwbLyICZoXjqVKRMF04/3xXShucpGlQDzq7XcM/m+Vjb50wAUm1tLL311j7r2fLcc7tdrOHi4uLyeeJ+1vWBbdv8+te/ZsKECdTW1n6iYy3L2kNWfXbet21P2xjdvJn6l19m9u23s/W//8WIxRj5rXMxM+1o4aLsxIOiYmOTN2IktqUjZI1U+xYCleMRiiBvxAgaXnkFHAtLj5FbMwjB9hcf2QNYyLKEIySEIuM4IMgqHoUQH5iwdciW7PivZKUxW1b1a7/TvApp8Cwsa8+nLPm8fpM9zed5HrL88QUE/4tPY+/HOVdL15FkOTvx9jFRvD4y8ag7Fr7k7G/983lcr/t6n+4p+20rg/mBCUwhy4jtk5FGOoqaU4YTb8uWeUPIjsBuXsWAmdNYde/f+6yz5MAD6WnazMwfXIewBN78fIKVlXSsWNGvHT3r12PE48z84Q289OsLsyKJkgpEtL7fY5xYC6GqvsMmOrZFOtqFJGm9i8OSkHfxVvgg6c6tBMvHYts7Pv6FEFkvN/uj+9020nv92NpdY2h3Xq/v80X1XaZnx2SuUDTMeGfv33o63e9krm2+H/ac7PiyMxzwrZ/y9p9/SdGQETjrH+63TattPVJkAFa8DYwUqqf//ky2tqIGgxixGJWHHYLilUFIlM65kJa1K8ipnUH3mle2i4v654Nj2ox37jRJaKZjqP5c9O4GVH8urUseJ1w9hcjAaTi2iZAUUp11NC96mLLp5yJ7dn9e2U/Dvn5Pfx/H+mjPSFtPfeJz/GDf7O7r9fPq77359zWTSbY88wyVt9xCoKyMVFsbFYfMIdO9ES1UhG2k0RPthCrGgwQlU6fgGCnseCdyXiXxLUtQg/kUTjwOx7Gx7B4itbW0LljAqr/8BSHLHP6Pu1ADPmJbllA04gd4YjpqOIwSCGCbmez3bbIbqSxIsmkzsW1NMEMBSWQFBjh48nNxNr4D+dVokoWsejFTSWzLBs2TjVZgg/AEcWwHyathp1OgeLCtNLKdTV0BAmwLR5Kx9DSKzw+2jSTJOAIwDBAOSHJWlEFWmCWpKrapgyIjORLIMlh2doJdqMgBD0JSUFQZZBnhONiOg5AlMC0EEkJIYDs4EggLkCRwLHAcJEXBNnUcx8ExrexnvWODI4FtI2QJISuoAQWhyNh6BknTEI7AciwkycnubuoIBJKZyvZJPzixFqyc8l22786xujdfr3vzNbkv8Vn6Ue/pwUwmWf/ww4z6zneYf9VV29Ov7qBs1ix8RUUfu37rI8a8kGRo6VugDOC0b6BkyGzW/CcrCh0440i83lwS9dl37YojjsA2kohkF3zoWSfJHmzbAT7deNobxuMXdb3ujnNve+89iiePo3P9B77NFA9WY/8LsE7HJhRZ4HjVveI+sDeMgb2B/aUfzGSS9iVL+i1vefNNymfO/Mg6Pq854g87U+5ih9e7238vWQEt5MduWdDvPk60EUWCvr4arUwS2zJhu116NIoRjfZbV6yujmBVVZ9l+8uY/CDuOe9+9sSck4vL+7hChz64+uqrWb9+PQ888MAnPnb5blbw7Qn2pI1CCMoCARzTZPFvfsOBN93EthdewDJieHOKSbSsJRNrRfVHMHpa8Obng9W9XaAAdiaBoypUHHEYq+6+GweJdHcLvoLhOIjshK+tYxsOQnZwHCcb3lLIWQGF2B4J0zQRirJ9YsTZIXdwHJAUhCdEf8kphDeII6ssfe+9PdZPH2ZfGDcfh8/jPCZOnLjb6vos9n7Use1traR1nQ0bNnzs+hxJpb5uI+bnOO72JF+WMb2n2F/65/O8Xvf1Pt3d9tdUlYKQer3PE20bCZaNJtW+iXjzGkLDD8VuWAY4OPFWLCWIqgXwpjqpPPxQtj7/4k71KYEA4354MZJXRkm38M4TDzP1+l+y+i/34olE+rVD9nrR4zH0VAdH/+IPtG1aRyoWQ80p6n8KVMqG7e4PxetHEhbp7vfFDQ6y2n8kJkn1kelpRA18IDy1kHr/FZKM04/gwRQaq/aR+/JnHUO783p9ny/iulQUhaqCHakgjGQ3/vIR9Kx9DQBZVfs/WFLw5uSR7ukk1rSVTFc9BQMH8ZVf/g1NshFaECfdd0hP4QlhfzAFiuj/I14NBrEyGbScHEZ+8zywdQYccy2r/v0YpaMmkxbbvWneF+/2dT0IgaTsOE9/+Qgkece5ecIl9Gx6G0n1YGbi2GaG7g2v92lPOhFj/epN/ffLF8C+fk+vqSpFyGq/ggdL9vLep7y3LF++fLdfr593f++Nv+/AvDyUQICFv/oVU6+9lujmzejxZjw5paQ66kh31xOuGE+ydT2+guGUTJ+GLZTtl6iNEshF72rEX5oN5W4m2qk54QQ2PPIItmHgWBapji5CVdX4iwYRb9lEUJWZcuUlmKkUyAXg6Ei5A0DzIXs8lEwaA7aFmUnh4GBmLLAziIIakFXUtvdwKoYjsiqE7LNMSNiWAbaJpWewNT+WYSAUCfQUtgOSkLDMNEgajqFnz8G2wLZxLBNH8WAZBopHy4o2TBPhOCAcHNPA1C0ULLKVKduj2UmQziDLJraVwrYNJElgWSbCtkHY2LaNcAzAQVI0hOVgmxZmOoXs9yCEhGPYONg4jgWWjoWErEhZuxxwTAMhZUUOVjqFkLcLNpCyAgwhkISNZTvZVILSR9zzAaH5WbZsGXY/wrLdMVb3het1b7wm90U+TT8O2B5NNLppE42vvcaBN93E6nvvpWP5cjx5eQw9/XSKDjuM1Vu24HyEN/EHqa0u6b9QkhHe/iPXCk+IQFEZo445h8KaMThJg02PPgFA+Zw5+AsLEasfQR56GF1NOzsQeYqHf+T19HH5IsfjF329ftpz9/v9mNEoqdZ2tHAZek8DALaeRvJ9RKRi1YcQAtXLp34v2RO496QsX/Z+KA+H0XJy0PtJmeArLGTjxo0kEv1HWfy85pwKQyEKJ0ygbfHiXcqEouAfNGi3XkMjaocg2RZCkhHejxCkyypIUnZ95ENoOWU0NLfS0dkNQMX/SgXi8/3Pe/iXfUz2hXvOu489Mefk4vI+rtDhQ1xzzTXMmzeP+++/n5KSj/g46IfRo0fvteoky7JYvnz5Hrexe/VqPJEIPevX8/rFFzPqO9/BSncgFZRipLrRggVIskr7hucoHn8SqBEcM40WKSXT3YwaLkBSEsz5y59peesdiiYMp23J0xQe8A0QNo6tYyZ0lLAPy7aQFW37pI7IiiGws14olomjR8Gbi5VKZtNZaBq28KDWHkqmdW2f9iu1h4DqZ9y4cXusj97n8/pN9jT76nl8Gns/zrnGXw0h4kFqarJh0pNNTTS98QaDjz8+67HUB53hMJGA73MZd3uSfXUsfF64/fPp6a/P9vU+3VP2O7aJXjqS+HYPnmTzaiIDD8BXWEOqbQM9bZsIH3A25pJHcda9iDrpHJT8Adgv/JpxZ55IxewZrHnwCfRolNIZU6k96QTaGzcQLq5AlWQmnXgOS595hIGnHUfugCEs/+MfcfpQfQ867jgCJaUke9rx2DFK08sQ4RyUcBGWJPcZUUGumkrDqqV9nlewqBwtEEZRAxiJLgCi25YQHDCmNzXHhwlXTiDetApJ0Xq3WZk43rwqEi1rCA0YR3Trol2OC5SOxBeIMG5c0S5lexN78zXwRdlkZ2J0b19kTrauo2jy8fSsfxNsCzvVTri0imjTrqFQW9ctY9wpF/D2ndeSjnaSSRp0LLgFLVxMyaxvIQ89FHPp4322KZeOwFz3MgCiYDA9W/pOieLJy0PIMkO/cRI1x8/FG7B47z//YtUz9yGExIRTL2LDfd8EoGvVPAIlw0k07xqJLFAyAr1re+QKSaZ0xulEG7LXjSenDEnzYenxbFo37aNTsnn9QcaN29Wj+Ytgbx7PnwTHtrCrp9K98Y1dyvzFQ7ffW4o/UZ0f7JvdzefV33vz75tqbWXQ17/Ougce4LULL2Ty//2MdMcGfHkzsc0MnnARlpHCSHZhtywjWD4ObAORV4kR7ySnZhr1L/6BSO1MAtVTCQ4YTbRuMbP/dAfzf/wTUi0trL77fgrHT6Bkxhms+fuFVB9xMQWjipHzKgEHJ9ONnFtJrLkDT14FquOApSPLHhxFRe9qx1eUj1CrsIUXuXJSNuqBpmAbJo5HgOLBSeo4uokWCGIZKSzTQjVNZM2DkTHA1LFNC5w0iqYia15M00CSZEwUJNNE9nmRhYktyThmJhvZQVIx0ilkVcGxbBwknGQCy3Ky6S80BUECgsVIlo5jmQjTwnIEkg0gEIoHy7TATIKs4GAhyRJYDo5jImwLoWpZnaZtYhsOjiGDJGXFFBJkOjtQgn6sjI4aCmKbOkZKR/b4sGwT07JRNBUjnkL2eJCKhmL39e2vBRD+fMaMKdylaG8eq7vTpr35PPclPks/6t3d5I0aReeKFWz5979pXbSImhNOYPg552DpOiUHHICWl0d+P162feGYaXwFg0m1b9ylzDbTyJXTYFPf4kdl0AwCoTx63lzNhlvv58Df/Y5MVxfTfnU1eWPGIcXWIxdUYQQKSDfsiBwQHDAOf04RY/IrP9H5f5Av43j8uOeyO8494fPx0jnnMOfuW3uFDqnWBsIVEzGWPwV9uHspNTOxMhnkQHivmIv6Mo6BT8P+0g+OZVF72mmsuP32XQuFoGT2bCKDBn1uffC/+jvnF7/ghTPO2EWYMfXqq8kpK2PcoEG71R5LdnCizUhFw7MiemfXuRNl4DRM4SHTtW3nAiGRO3gGBf5cKrbflo1YjKLJk2ldsGuECC0nh0h1NaVFfc997C9j8oO457x/nLPLlwdX6LAdx3G49tpreeGFF7jvvvuoqKj4VPXIsrzX3wj2tI3pri6mXH01b//0p5RMPwBPbgjFG6Fn60Lya+egx9uxjTS2niDRtJFA6UC6N75F7uADkRQNM5VAzSkC0YwaLkFoAQonzSW2dRGadyBenwNopGNp1JAPM96JFMgj3dWJFvBgJNNIloPweNEUByPahhyIYPTEUHwe0t09BCKVKIMOxNy08+SjMuRgCBSDbSNrWt8nuAfYF8bNx2FfO4/PYu9HHetYJpKsIG8XNWx46EE6VqygYNQo8kaO7PMY1ePHSMb3qf77KPa1sfB54/bPJ+d/9dm+3qe73X5ZJrfmIDLRZoztKSraVz5HwcivECofTbxpNQnTJnTI5QhTx1a8mHoa9YDzMOb/hcJgIfkXH4cjNBSRJpNOE8gpoadlK1ZBCXl5+Yw/9jQyhsBIpph+4w28dfkVO4kdcocPp/Ybp5DSo2x46UnkOUeSFyzGaVqKKSloU85Cf+dvO32wi8gAlBFHUlnSxboX/kk6uiPlgBYMM/uymxB2nJbF/yanahL5w4+ge9ObBMtGkjPwAHo2v71TNwRKhgOCnIFT6Vj1PACKLwclkEdk8AzaVzxLTvVUcgZNI7Z1MbaZQcgq4cqJhKsmoXg+eoF4b2JvvAa+KJskb4ji8SfQsvgRHEsn3rKSwSf9msaX7qRz0aNM//aVvHLzj8lEu3qP8YQiRIqr0EI5TD3/Jyx79E7m3/1bDr70emJr/sP6v32bkd+8C6l4NfZOKdAE6rgTsLYuBMdC+POQxpxCJCnwl5SQbG7u3VPx+5l12634C8KUjqrAal5G3B7Mqqf/jpBkZv3wOoxYnEFzr6Pp1T/Rvvgpqr/+E8KVk4g1LMOxdITiIVg6kmDJCDY8eBm+osEMOOxCJG+IeONyAmWjyB18IEaiC29uJemurVh6CsUfwUx279JXvqIhyJ6AO3Z2N7JMqGI8kqLRvektbCONkFVCA8aTUz0FxfPpU+TtiX75vPt7b/x9hW1TfMABdKxYgWPbKH4visdHom0DRWOOIdm+CUnR8ISL6Vz3Clp4MJ5wBDPdSaJ1HeHKieSP/gpGvAO9ux5v0UBCA0YRa1jO7D/djJV2cGwnG2DQF6b2lN+w9flb8BUNJjJiJqaeJlQ6EtOwWHLT1ZTOPJCaw6ejr/wv6qivIfvD2M1pjO52hC/ChgcfYPhpx2PF2pDD5ZjJDHoqiSRkUs3L8A0YiySCWFYaw0wh0jZKKIDs1bCSKSzH2h75KY7qCdO+bhmFg0fRsWUdjmlQWDMMx9CxJYGT6qGrvo28kcNQNBlbgBHLILDRgh7stI2sKcikwbaxlj+JPPQrmKkUasCPhIBMHCsVxZD9eL0qthJAWDqOI4MkSDa34CsuwJEkrEQSoWaQ/T6SWzehhsJ0rVtHydTJyOkuFI8XyzRQwyFs00bYCSRNRZIdlj7+V0Z97UyEbWAbBinTwT/5dDLzfo+T+EDuacWDd+b3cXy5KPvY++WesGlvPM99kU/Tj778fKbfcAMvnXMOqdZWUi0tLP/jH1GDQQ655x68BQXZ9KyfyJAABSO/Qvem+cQbluHYJpLqI6dqEral07mlg8jIY7FWPrnzYWVjELnVbPznv2l+803GX3Ix4QKNGT86BbVqPHrKxpM/ElQ/VrQJf2ENQvEQrhiPGshD1nZP+tcv03j8pOfyWc7dV1zM+EsvZfXdDzD0zONJtC7C1pM0vddC8dRz0N+9d6coYVJBDUrNHHAc5A9GvtsL+DKNgc/Cl74fZJmaE0+k9d13aV24cMd2ITjgV78iCuR/jn3wv/o7PGgQX3n0URpeeYWmt97CX1ZG7Ukn4S8vR/tf0RI+BelUAi0SwdQzaNPOQ59/905zJ1JuBcrwozAlmUT9e73btVAR+SO+guLPRfrA+ciRCFOvuYaXzj2XZNOOVI+K38/sO+4gUFycFZV+BF/6MdkH7jm7uOwbuEKH7Vx99dU888wz3H777QQCAdrasosCoVAIr9f7BVu3b5FTXc3SP/6Ro595gnjzMjLdW1EDQcyEg71tIYqsIpVPIFw9lXjjQrz55eixZhrf/Tslk05FCDAzaTx5VTiWwdbnbqJszvnEti4kUJiLIoXwyN2kjBCx1m4CoRB6exvRxjqKR49FN01sW0CsB/JzEBJYq5/DjExA8sg4ts7b193BlMsuwlt7MFbD0qy3W9kYDFNiw7+eZ+gZZ3zR3eiyD2NbZu/LZLK1hY4VK5Bkhfp58/oVOig+P3q873BtLi4uLp8GxRemZOLJGMlO0l3bUDwhhKyhhkrJC5WALOMYOpakgZHBkVXIG4T3qGuwWtbipHsQeYPRDRVJ9rHl5UdZ/cx9QDa/7+A5xzD62LPxBSL4Qjkc9c8naF24kHRHJ0WTJuIrKgJZEMmvZsLJF2I7FiI8CnnoEdhNK3GEjPeoq7Fa1+Gke5Dya3C8OaTTaYIFpRx1/X101a2js24NkYoa8gYNR9EEsqxRNu2sbIhroVIcGYBjWwQHjCVQOoJU+yYc28KbV4lAQlI96IlOgmUj0ULFyJofx3GQNB+FY4/FysRBVimedApCkpFkDdkT2mlSwGXfQkgy3txyymecT7qrHjPVjSe3nMEn34CtJxGywld/eQ+dWzbQvm4ludW1FA4dgzcUwmpYTsW4yRQNHYeRiiN5fJTO+S6lM8/FNA08U86GdDdW80qEGkAuHYGd7MbW08jTvksy6vDa6d8GIZh+443oPT10rlpFeGA1BaNHoRlNOJ1bECUjccqnsHXevzng/KsoHXMAiiKRatmAnFfCwLm/wDZ1JFlB8gQJlAzHNlJIsgeherD1NIOOvwZJ8yFUPzgG5dPPRVK94Fi0Ln2C3JqDCFdOQE90UDj6GNqW/2snsYMnMoCC4YchfyAFhsvuQ/EECFdOIlAyLBvaX1aQtUA2nL7LXoeWm0vja68x/Te/xsq0kmhZhb94Dqnmtdib38LrDSPyqkESiE1vEa9/FzFgGpbeTqJpBWaqm/zhh+NYGeIt67DTMRR/LuGqKeCYCElBVv2YiR42PnolVcf8mMFzrwFFoW35MxiJDsBB9dfQvW49zfPfZsABD6CYaayNr2EnuwiN/jr6imeI5Uwlb8xI3nv871RMOZi3bjiLQy/9A69/92IO/tOfiNcvxxElbHj4D4y74nKS7c0ke+JsfuIZJv/4CuSADzupY+kJMl2N+ANxVv3r74yeex5WJk3LyoVsfvM5xh5zPppeh6kW0rNqFcnGBiprVJxUFDN3Ci+eeSaHP/wQ3rwQJLtA1kBSsesXYbesRTnw+5gZE01xMBsXYws/G5evprZMwtFTKFO/iSQsbElC9fl4+dxvMecvtyP7NZyMgZ1KIXt9NM6bx7oHHyTvT3/A49ewjAT//vm3OfwXd/HGrVdx8JU30brg7xRPOhN/pIAF997I5LMuQ1JUFl13HSPOPYvcOZfi9DRgdWxCCpcg5Q+mfX09xcXu/c/liydcXc3hDzxA97p1dK5cSXjQIPJHjyZQWvrJRQ6Akeoh3ryWcOVEvHkVCCGjBvLBsUh11IGksOq5ZYw440pEzyaEmUYqHo7whmlbuQ4llMdX//kYmtOFEvBjF45D1wWevByE5kVWNBR/Dr6iIQjE/1wYc/l8UH0+Bhx8MPmjR9O5ciXBygMIFJew/A9XYx39FQYcdS1W0wqcTBy5eDjCn08mkaarpYHSEWGk3SRUcXH5JPiLiphx880k6utpnj8fLRKhdNo0tPx8VqztOxLzF4UQgmB5OUNPP51BJ5xA3bZthPZgxAkhSXRta0BvaaZo/Di8R/4Cq2U1TroHuXg4puOnp6GT8KBqisbNxTbT4DhIqrdf4VmospLD77+f7g0b6Fi2jFB1NQVjx+IvKXHv5S4uLvs07izLdh588EEAzvjQAvd1113H3LlzvwiT9lm8hYWMv+QCWpY+nA1zCXSsfp7SMV8j8+z/IdceglM8AtWfS7hsNnX/epac4TlowQL0WBOda17KViQExWNPIrbpXaypJ+GJVCBUmdYVqxkwYzJOwsCMpiBSQM+mNcg+T28uctnjxUo7YJsomgfdW8La++5j6LlnoAaDjDjrTJ445Cg8eXmMvuACHNtg6bdPRUgShz3wj0/1Meni8j6WYfROYicasiEDc0eMoHv9un6PUb1+kl3tn4t9Li4u+w+KN4jiDeLLy8YrNJLddG9+k0TTKhzbJlBcS27NQSjhIjpXvogaLsaTMwCpdCzOtndwArl0r/oPtqVTPHw0q5/J1uvYFvULX2Xk4afx7zNPw7EscgYPxltURLqtjdjWLQw790zS0ShBBJIj8/xJ38DWdWSvl0htLbZhkGxp4YiHH0IpCSKcJJI3ghfIRFuRJUGkqpyS0RMRQkZISm+EBdPUcfQU8cblpDs2k+nO3msRAl/+QNRgAbaRoWfT22R66vHlD6Rg9NEonqynRbqnieYFD6H6cwABOFh6kmDpSHKqJrsihy8BQlJQ/RFUf6TPck8uBEqqSW5oYdkvf0+qtZWv/P3PaGvuB8vA4wnhCxXj6HGcaDNi5qUsffYJmpa9RfnEmYw65iyMdIr/XHYmB33vl0SKD+Dl884jvnVrbxsvnnkmwcpKDrz5Zpb85je8dcWVTL/+1yil+bz1k+/gzcnjgPN/iuY16Vj+MGogD0n1EW9fia0n8RcPJbdmJl0bX8dKx1GDBeixVvREK3lD5hAoHt5nZAAzE0f2BOlc+zJC1tCCBWS66okMPABJ9eHYJmqwEMUTQNZ2v/eRyw6EJKF8VF5dl70G1e9n3I++T9uKpzHiLQB0bXyTopoDyTz3C6SqqUgFNSRaNlI8/ng6l6/nhVNPZ+btNwBZgVWmexsdq18AIEY2LLAnt4K8oQfjCRWR6ugkvnUNek8T6+/7Pt7CQQw68dpeG2RfCXXznydQXk66o4OmRSuonjgRu6cBp6cRu2MzZuEonKQFHonKiYew8L6bCBWVs+7hB5n6i//DTkfxl43HiCfZ9M9/0jBvHoc98ne6Fq9ky7/+heb3MPLUuXSs30rOiFq0UAGke8gfPBLZ0XA8kFNazYDRE3AsCxEqRZE85A4fTteyRVjedv6fvfMMt6Qq0/a9VqWd98mpc86R0ECTowQREbNiwqzjmB2zzoxhFPUzp9ExICowiCJKUjJ0N6GbzjmfnHbeldb6ftThQNvd6BgIUndffV1nV62qWlW7dtUKz/u8wZyXob2QRW97G5u/933mXP4y0g1Jwj33YrQvwD7xCur9vez81Q1MOu9cunduo9WoYDc00z5nAfTeiR7ei3dgHetuu5k9993Kuf/2PUY3b2b1J/6Dxe95J2HogxBYdoLhTZuY8eIXo6tDuEEWkglqI1Ggw9DOTey591YaWlvpXf0DuhZfzOS5swkObmLNV3/C3Fe/mlsvfx1ozexXvYrGOXM4eNevGFizhvN+/vOn+C6LiTk66c5O0p2dTDjttL9pP0GtQO/qq2hd+kKC2igD625AWkkmLr0E7+FfkF7xeiynzsMPrmXrz35J8+LF5KZNo7jnOgo7drDyC18gPWUyW+66gURjM1OOW0EqlSaTbjzsWFLG7eVnGmYySXbyZLKTJ+PXCigfFr397dzy8pejw5CZL30pDXPmMHzd1Yxs3szKL36BbPszI31ZzHOXZHMzyeZmWpYsGV8WHiEt5jMJaVkUi8V/7DGkSbqpleFH1nP/h19A+0kn0bFiBdWeHvbc+A2yU6dy/Kc/CcLAsO0/m67wMVIdHaQ6Oug6+eR/aP1jYmJinkpiocMYW59hKsFnM8IUFPc/MC5yABDSIujegGieip52EsPb70QIh93/u4re+1dx6tc/i9OUZ2D9jY9vIwyUHyLtFFa2nUQAvevX0zJpLsK0sFMOlf4+0OBkU4RBAEpjOElQGiubQ/ujhNomSLUz7dJLEFKianW2Xf1zVl55JRu/8x1Wf/zjUe6vE09k7mteg4xFDjF/IyrwEWOd/mpvH9K2yU2dytD6R/HKZexM5rBtzEQKv/KPbSTHxMQ8t/FrBXrWXEVYL40vqw/vo3RwPdkJi0h2zsMb2kv/9lVkGjPYm6/BcItkWmcysmcVmdYEc857CVtv/iUAx77q3Wz45rfGc1QOrls3vt/BtWuZdvELWPXxj1Pr6aFtxQrO+N53WXvllxh69FGG1q+n44QVnPipD2NJF1V2Cff+EXPhRey79duMbvkj7StfhXAshgo9mKlGOo9/5fj+TdPG9+vU+rfjlfoeP0mtqQ3uoja4m2TTFNzCAQBqQ7up9G0hP/kYArfC4Prforwyrlc+5BqN7ryHTOd8pBVHeD4XkIZB18qVrP3CF9BKsfPGW1h47qmE228Ht4Ryo9+KyHYQ+j7TTjqHBRe9kr5ND/PAd/4DM5HkhNe8j+Gd6wlqJU6+8koe+uxnGXj4YQBaly9n/hVXsPoTn2B440YAHvjoxzn/umuoDQ/QOGkmXrlApmkCQpr4lcdTtVjpZho75iJqo4TVAm6xB3f0wPj60R13k26dBUTtDhW6CGlgWElMJ0PjjJUMrL8RHXq4hW4g+h0gbSaufP1RBSAxMc9l/OrAuMgBABUS7H8IkeuEWWdSHz1AYee9ECRZ8+nPUBsYwCvUkVaS3KRlDGz83WH7dEcPMLj+RtqPeTnlgweAqI+QmbyEyRd+ALdYItEUpZDZu+ouysN9LHzzm3Ga0ljpLFUhcNobYWgXGBbaV2Q6J+AWR6n09TC4YwPzL3w1/q4CqeY8un8TdsMs3JHod3/MRz+Mbdv0rX6QZHs7S97yesr9JToWz6JcrON0dGBaBtNXnMvm//kJs1/7cpqPOYFgpB8/CKF4kKLv4I0WaFq4EOw+Al9jJhIgBHtvuYWFb30tqJBw+x1YE5bg92xm4KBJ+ymnURsdINc+naCcIuEkyXV0oKsTYdq57N2yjZ13/47Jx52BXyrStmIFi979dgo9u+nfvJaWmQt46Kf/j5VXfAJVC7Cki0i3EkqLbOdkVBgAsP5//4dzPv41MDaSyuZh+0MMVLrove8+AE7+4hfZ8J3vsPVHPwIh6Dz5ZM7+0Y9Id3X9Q++nmJinGq1CSgfWkZ20FL80QFAv4uS7aJl9BhowZ5+N94f/QrtlTvni53n0W99l/y23MLh2LZlJk1j2vvdx4Pbb2fWrX3Hq975BsiVPMt+K9mpwBKFDzDMXrRRaaVSoKe7Ywcorr2TDt7/Njl/8AiElnSefzNJ3v5vijq20LF8SuznExDzDCL0a2vNZ+6Uvk5k0iSXvehebf/hDDt52G0YiwdQLL2Te616HkbRB+cBTl347JiYm5plILHSI+buhvBr4VRRQG9h5yDohJQQuxpxzCLWiNriL3KQz2HfzrQTVKt13P8j0Fz4PHfoAJFumk5p4AqVdB5n0vPfjjpQQIsHE5aegtSIIQYchmbZ2pFRkZ8xEqBCkgQxraMMm9H2MZAO13gGUVDgtDRiGRVArs+u66+i97z5mvvjFzH/jGwEYfOQR7n3/+1n+/veRmTT5qb58Mf9EqNDHHFPSVnp7STQ2kmhtBaB8YD9Nc+cdto2VSOFWSoctj4mJifl7oLWm1r/jEJFDburxOLl2SgfWUendRMu851HtPci6r/yEkz71QRCCcPPNODNOpWvJJdQrw8w97wXMPudFHFx7H63TF7H69o8f9Zj7b7mFprlzSZ1yElPPO5OG6Z2c8ql/xa+HgMas7IVNPyAAEme+Dz1hCcHuVUw85+00LnthJJKs9qOBtkXPx3QOFYlZyRzN88+jd83P0Co4ZF1+2goqvVsOWVY+uJ50+zxUUMevHN1Bxy32YD3D8tTG/ONIdrSz8ktX8sBHPkrzscdQbegg0TmI7lkHQqAXvpT+4RqFBx/AME28eo2O+ctxywUOPnIP1eEBVrzq7WQ7JlDoPciJn/8cQaVKac8ehjdvZtXHPkZ96PG88Mr3qfT0ctZHvsHI3u1suukqTr70RXQuOA/PrRB6Fex0C4ZXwb/n2zgnvp7mXAtyzhnUKqMor0ylbysNM1YirAReeYDRXQ/gjh7AcDI0TDsRp6GLZMt0ctNOoLhn1Xg+ZmklaFt6KWYi+3Rd7piYZyxhrUjpCfmNIXJpiPqwZ+N6NYr7H4nK1kOqvb0APPSfX2Dllz8DQo4L/aWdIt0xDyPZhpBJwiCgVigwunUr6Y4mmpddTH7GCYRumcGHN5CdNBEr045Sg8w/7aUYCROtqqz98teZ/aZXY+QbsWacg2jowujdiWEK8EO80QJOrhG/VmHx29+OO9RDorgTs2MRdj7HrFe8jK6TTiColEg2N3P8Zz6NCjyUVyMYKrD7pgeZ8dLzyKbSBKUyua52nFQSicaXOeyEgT9U5sGrv8exL/oXcl2tKL8DXQ0IDZ9tV13FyZ//LF6tipXLYk4+Dr97PWHTMqzKQVLNTQzs7Kayt5fyju1MPv8CpGMjp53LyM6d7H/oTs7+wDco7dpHuqOLJe97F5t//3MyLR10LDyOu778QZa87G1kJ0xB+QF2TlLp7WPbDbey/BXvRAiB6SRpmTmPZDqHYR2H9qrImWez8xP/CUDvffdR3L2bWS99KQve9CYQgpEtWzCPIDyPiXm2E3o1yj0baVtyCcPb7sAvD9Gx/DIMIdD1UVTPeuyllwFQLI4iTZOTPv95EIL60BDbrrqK0W1jLpSeJp3LopTETMbuT882Qr8KAsJalQ3f/S7K95n10peSefObEULQt2YN97znPTQvWkTL0sVPd3VjYmL+hDD0Ua7P/ttvRwcBzYsWsfAtb8HO59FhyP7bbmP7L3/B4nf9K2FQwyR+TsfExDy3iYUOMX8zWoXoYi/e2msIux/FPPVfQAjQGiEN0p0LSLXOwjQkgVtBhz7STmFnWsbzP+393a1Mu/g8zGQjDTMuINQBXqWKUgHZSQvY9eubaDvxREzHxPd8tDLR9RJOQxPCr4DUCCOBDlyMZBIFEGiwk5jpNIqQoF5HWiKqG9B58slMvfACkBIhJYmmJvbfeisitquO+RtRvo9IRoNn1d5enMYmEk2NCMOgfODgkYUOyTR+tYzWOk6dEhMT83dHBx6Vvscn/lPtc5CGzcCjvwEg2Tab4u6HMFNtFHftYt8f7mX2MYvR3etQO+9C7bobq2kKatnrGdqxg+aJ8xBSIoRAH+WYdmMj8694HUGlgkwk8UIL0TCJlBHgr/pvhDAwl70EYSdBhahaAV0bprRrNcqrkp12PGZyCpnOuWgkwxv/QKV7I6mOOSTbZ2CmGpBWkrZll1Lt24Zb6MFIZMh0LsAr9lHuXn9IfYSQhwkijoiIc1M+l6gVBtlyzzWs/NqVpDo7+e0HX8aSF76OaSv/FUyH4QPdNE2ZSaZ5KioISDQ0kchYnP2eT4PSCKGpl4qUu3fj2DaGP4gf2tz9r/+KkJKOk06K7IOrVdJdXTTOnYvT0IiwTXbt+y3LX/4OjNENBJtuwLBSmE4aVR4k8CoYU44nPPAIwY47EXtXo6eewoE/fp/OU16LnWnDLw/Qs/qq8dRtQa1A3yPXkpu6gobpJ9I4/URyE5cQ1ApR6pdEDiORQcT3eEzMOMqtoPq3EgzvfbwNLgwyXQtItc3C1CGhX0dKk9At0TjrNJQ7NkkuBIm2Nvbfdg+zXnwRwrBomHk+QjlgSYb2bGZ49xYaJs6kZc4i7KY8KpA0LTgLy0nhVj22/eRqqr29nHvtL5l50jT2/O53zH7xRYxu7+PYj/8bxX37qBdryNap6NDH6pyNMG2EEOy54bfMe97LaZmxEMOxkM2taPtE/MAn0drCnNe+lqBepD5aZdI556CSAswUyRaJKnk0L5yD5aTRGgSCua94EcH2P+JPOQWBxnQcfECrADObxrBMlDARbhVhGNRHR2meP4v6SDchjcgZp2MpF390FGUotFbk2iex78HfM+HMs9l9402YuRwN06ehtGLJJW/BSqXoOPEYHNsgEDYNE6ex9/5byXVOYtnL3sGkpady8K67mHHWiejQp+eRLXSdfTojvTuZuORklr/yXUxZeiIgKBzcQ/OkSQg/qp+0bWa+6BLmvOJlYDoI20G5LmYyGfe3Yv45ESDtNCrwcPJdNE5dAYM7oX0uOtFEOPVcAgTK90m2W5QPHuSe97zniLuSysMfLeB6w+RnzH2KTyTmb0YYSMtC6mI0QfrmNyITCUAQVirsuPZa/HI5elYa8dRATMwzDSktlBZI22b+297GtBdcjA4CDMdmeMN6BtauZcq5ZyG1Rxi6f36HMTExMf/kxK2ZmL8ZXR6gdvO/w1gEi+7eQKplBrXhvbQuvphK3zbK3VsQ7bOjPMBa0broIso925jx4hfRdsLxpCd1YibzNM68AAUUu/fSPH0eluEACndoBNO0UJ6HFCZB6GGnHVSocGseTtoAS6ACiWHbSDSaACE0hu1gOzahHyCEwjDg3J9dhZXP0//QQ+z97U0gBNMvfSFn/Pf347zcMX8zYeCP30fVvj6a5s9HGAaJpmYq3QePuI2ZSKJVSFCvYsUREzExMX9vpESYj6djyHYtom/t9eOfDTuFtE2SLVM558dfw25oQTa3Ecy8lProKMr1cJoaMZVkzy+up2XRIuwVGU756lfHBsgMAtdF1esYjsPQ5s1MOOUUNv3wR0x94fOhXmfPj39MceduGufOZcZlryJlFvEf/im6NhpVsX0e9rGvJBMqtA7RgYvpJKn0bUL5dXKTl4Npsu/Xn0HaSaa/6NMEQY3QrRB6VTJdCzBTTQxuuBHl1w+7BOmOeQS1EcxkI3auHa/Yd1gZEDi5jr/31Y95hqLCkF133ciJb/wATsJEhAGX/Ps3MRu6cKsVhLDJtk6gWhpk663X4BZH6VpyIpOPPx17y3Wovs2ItjmImedzxzc/S7ZjMkte+GZE6HLWj36Ek8ux+8YbGVq/nuyUKbQuX86u669n729/S6qzk2M+9CGShkRLA7HyA7iFMkG1ijOnESttE3gFUAHmpOPRWiF9l8nnv5fygQ3URw5S2Hv/uMjhiRT3rCI7cQl2uglpOlip2G46JuZIaBUS7luDt/pHiEwrmSWXUR85EPVh+7dTPrgF2TkPaafwi320LLiQSu9mDFvRdcbpzH3j6zAzSZKZNMJM0DTvhfijRexcht5tDyNNg3RzF23zllEvDJFobaF2sJuh9euYcOxFSCuDWygw/cUvxk6aVItlpl36AkKvhJlvQpqSau8ALUuXErhV1t/4Pxz7sjeighArnaBlyRImH3c23kiBMFCoag0z38XeO29i5hkvwC+VCFWAMA0Src1ooUFrpJOG5HSac+1Y6TwqVCQ6U+AVUJNOwq3VsJwMbjXASuaZ//zLsRobCUKFkzLxXRutQ4771Cfxq1WskW3QMoVyqUS2tgepM5hOArdcRBiSjpUrcYeHmXjWWdT6e9jxi18y+zWvxkqnqYz20pqbiDbShN4IiXwTycYW/EqJaSvPo/vOu5lx7mn4PhiqjFKabXdez9QV57DuS/+PEz71UfxikaAyAgicTAO6VmDWS17MojdejtnQROCGBMMj7PjlL6n09NKydAnpri6cxsa47x/zT4Vhp2iedy468MBXmChom0d1uMTe399M7/33k2xpYeolz0ebmuP+/eMMb9rGA+9936H7SSRIT5jAtuuuZ/L5pz89JxPzN2FYCULPxc5lWfjWt3Dg9j/Qc8892Pk8M15yGcs+9AEmrDmLZGMemUw+3dWNiYk5DIGZTnHB9f9Lef8BHv7s5/BLJTpPPZkJp53GOT/7CcHwEPh1pBmnrYiJiYmJhQ4xfxM68PA2/W5c5AAQ7r6XhtP/lVT7XKp9uzBkF9uuu4Yp52VpXjwXXS9SPrCOav92Zr3q5ejQIyjsJ8w2o4OAkJBEYytKa6RporXBtBdeAobESKURho1QAVqHGKaJnckR1uqYlkIaEqQBvkfguhimRJoG0omiXoQhwDKxPcW9730fI5s2jde75557aFtxPCs+9amn4UrG/DOhwwBhmCil8IpF7FxkEW3n89QGBo64zWPiBq9SioUOMTExf3ekYZGfchy1gR0IaaKCOuhwfL2VyFHt3s7+m65k0nnvwi/34RZ87n3v+6j19wNgOA4L3/Y2lr33vdz/oQ+x7itfGd9+wumnM/2FL+S+D34QrRTn/OQnPPi5z7LwXW+lvHc/q/7to+gwOl7/mjVsu/pqTv/aV8gncjAmdFB9m3H/8EXsM95LoXcPbv9ukp0zMJ0MAZqRHXeTbJ7GlIs/zO7rPs6BW75O28qXk2qZTt/D11Dt30br4osxkw14fu8h52/nOkg0TqR/3a9Idy6gddHFdD/wP+Mpsx6jae6ZkSgz5jlB6HvMOeMijFo//h0/BbeMXvYaHrr6WxT6DnDy2/6dnffexMYbfji+Te+G1Wy68Sec98nvYhV60P1bkcUeznr/lfQ/vJ473/hWUm1tHPuxj3Hzy15G6EZt5P7Vq9l57bUc+9GP4o6M0Hvffdz9rndx1v/8kFTrsdz11n+hsGMHEKV8m/aC57Pgitew/efvxkxkmHj22xnecCvFXavJTFlG4/wzCGqFo56bO3oQO07BEhPzpOjaKN7aa6K/ywNYKqBl4QVUB/ZEfdj/vY45r5hKurMZrXpAK6r920g0uyx+77swTIk/tJ26m8VpnIZEIC2LUAdUBntwco1MWnYKrlsm2dBCra8fVavQuuI8dKIR3EFmvOhFzHjJi8EQWPkMhmWAmSHZYWPKkLblx2JnMlQGe1hyaSRyMNIOwoJpL7gYw7LIzGkmdD08wyYIAmaeenHUV7ZspLSwszbCNnBLRQxb4FbDSKRopQCNW6yCYyLsHNo3MISHlc7gFysYHQvpalWEgYfhjoKTwcwmcUdHaFwwm+pwgXT7sYRujUxzC2rz/YjZF5MsFRBCYBgWmUkTObhpE1Y2R37KJMx0msyESYwc2EbLjPnIsAaGiZ1poMFO0DJlJoadgCCkeeEiwiDAr2vMxiZali1m8I5tZPIdHP/RD+CVawSjg5jNzWQbA0JfEZCgcc403FqNMND0r17NQ//xn+Pfe//q1Wz76VWc+YMf0LJo0dNz88XE/ANQvsvojrvJTz6ezMT5+PUybu8Qt15+OX6xOF5u7003seDtb6XbWcWc817Cwne8gw1f//r4+uM+9jHCUONXq5gpE8OOJ8KfbQgh0BqqA8Pc/rrXUx98PG3f/ltuYfblr2LWy16GlUqhg6P588XExDxdhG6VsF5nyw//h+0///n48r5Vq9j6459y+ne/TbKzE41CxuMXMTExMcS+pTF/E9qroP7UGjqRhcHd2JkWCBo5eOf9TLvoYpKdKWpDe7DTTdSH99G25EV4tQqq0o+Vnwi+B4aFX6+SyTXjpLN4IwWUXyPZ0op0bNAiiroQoFSkaVCBwkgmIwtPy0YQWW8qrQlVlKkiqJSjQaeaRxhoDt5xxyEih8foX7WaoQ0bnqKrF/PPSuToYBKUy6AVVipqdDoNDdT7jyx0MBMpANzSKBBFmRYO7H5K6hsTE/PcwM60kp24BNCHpGews234xSF67/4hnae8hpFNf8DKTOWPb3zTuMgBIHRdDMfh3ve8h6FHHz1k3wfvuIO9N93EjMsuo3X5cvbffjszX3oZfrXCI5/5/LjI4TF0EHD/xz5JOOH0Q5fXRvF7N+HkWhFSENZKlA6uw8m245X6sFINCNMi0TqNau9WzESeSt9WWhZcgDAsBjf+nvyU42iefx6JxkkkGifRNPcsGmedilvsJagVKO5ZjZAGE056PflpJ+Dku0i1z6FzxeVkuhbFERHPIQzLxjYhuO+74JYQE5aybfUqdtzxG9rnHYdfrxwicniMemGYh6/+Jiy4JFoQuIRllzWf+DR+qcTS972P1Z/4xLjIYRyteeSLX2TWS186vmjtl79C74MPj4scALRS7Lr+BnZe92s6T349QXWUPTd+jtbjLgNhUN77CAdu+RrZiUuPem5CxlHKMTF/Du1WwKuOfw633IKVbka7WfoeeJhZL34xgb+f2vA+0p0LKO57iOzEZWQmrcSrlsAvUe7eCmYjWoAKqnilGoZlYSaSTF1xJpWDB0k3tUCo8QslcrPm4GRbEDJBUHeZfOH5SEOglYEwBOXBbjCzmNIELbHTKYQhsVIp7EwDoTYwlI+VyhBqMBJJ3EoNM53CbsyDNBGWhZlIYTU0gJMGrdGM9TecLNK20EGA0iCFgZlJY5gmvkiA1jjpHNKwMRMObqmMVhozmcHIN6CNBEJDsrkFlCbV0ojINiOlRVgvoKeeRXWwl2SuCSeRxA4LaM+lYfZs6sNDWAmTea9/HXY2S7qtnXphEOGkMS2L0K2x/fbrSebyWLZFEAYkmpsx01nsbBqv5mI3NbDssrcS1Gp45RrKDwjqdcxkjkQ6jecpvFqdMPApHDyA9nwe+fx/HfbdB9Uqqz/5SWpPmPyLiXm2E3oVQr9GGNQp7X4IIZI8+JnPHCJyeIyN3/w2ExaeyKbf/IQZL7yEtuOOY8qFF3L2j39M2wkr2P2b3zLzsotINHY9DWcS87cSulWUW2HdV792iMjhMbb9+Ke4IyNopYmbjDExzzxCX1MfGjpE5PAYtb4+Nv/3D/BrdUJhY1rOEfYQExMT89wiFjrE/E0IYcBj6m5pYp7wBtTSF+PnOvCLRYq7D1DZv5/aQDde6QDSSKJDn5Z55+IHEttJUNz7CH6gERIM0yLd3EHguugwJNnWBtgI00SoAMNOIKSBtBKY6SxaWhiOg7RtpJAIw4gGdk2TRL4R00kiE0lMJxHlEDcN/FKJ3Tf8+qjntPPa63CLR4+Qi4n5c6jAR0oDb+w+MtOPCR3y1IeGUOpwm2knkwegNjoEwL1f/xi/etcLGN2/8ymqdUxMzD87hpOicdbpdB7/KsxEFmFYAKTa5tD/wM+Rdgo730Holjl4592E9UPTPwgpyUycyMiWLUfc//7bbqNz5Upy06YxvHEjVmMOiYk7OnrE8vXBQTzvcHMxMbqfoDxCeuJC+ldfR7ptbjS51LWI0KtRG9pNw5yTgShveOhVSLXPZsLKK+ha8aox94ZJZCYuJTNhMVaqGa/Yx9DmW8a3UYGLlWqkceYptC27jFp+MVa2HcNK/LWXN+ZZiAo9gp33jLubBO3L2XLrdQA0T5/LgYfuOuq2Bx68kyDVCYDoXM7mH/8EdBQR5zQ0UNq794jbhbUaQa2GMWYTPLJpEw2zZh2x7Laf/5J05/LHKkthx33kph8LQGnPQyQbJpNqm32IcClC4OQ7//wFiIl5jiMey0tuWJgnvRFx7CvxCkWqPUMMPvooyq+gQxehDLRXJdk8DWQGv1ojlW+if80vSU05jkRjC6btEHoVrFQarTXp5k6UW8dMZ9BuAGGAlU6T6piADlwQEu2bqLqLkAaGZRP4Po/84ntjk06KUBtIKXALIzjpNAhNIttI4CtMCammBoRpIISJcn0M2yaRbYgCAzQEpRKG9jGTKQzLwXIMhDAI63WkbWOmMwjbAaGRKISQWLYJSqF8H2nZSNtBK4UKamg7TygT6NBDKjBMByktdBAiTRO/NITnhZhOCvwasj6ISORBmOQmdWImbAJlIg0TaQgy+WYMw0T5LioMCXwX005FaTikjV+rgGGglMaQYNgOpu0gDIv8lHbEWIhDuXcEyzJQIolp2/hulcALaZgwjdEd21G+f8Tvf3TLFtyRkafqdouJ+YcT1Iokm6cglCI9aRHeyBD9q1cfubDWjG7exuCujbiVIove+U4WXHEFO667DlWrMe3i55Hs6MTKtj61JxHzd0Fr8EtVDv7hD0ct03333WgUyNjsOSbmmYQKfXQQsP+WW49aZt/vbyasu4gwQIXBU1i7mJiYmGcmsdAh5m9CJHNYc88DwDzucoaH9jGw5XYM00QrE2ma7P71r0m1t5FuX4Lyq0hpURvqI/R8hAow0234bg1hSoRtocMQK5Ui9DysTBoVKHQYorUGETk0IATSMNFhgJQy+hsQWoMQaCEQUkR1FJG7AwIMx0ZrhT7KYAeA8n30ESaiY2L+UlTgIwwDrxBFTlhjQgc734AKgyMOqDmZHAC1kUFCz2XXXTcC0LP+KAMTMTExMX8Fhp3EyXdi57poXXghAKadwh05SKpzNuX967CyrQxv3HjYtmYqRX1o6Kj71mGI8jzc0VFS7e3Ru1Q/uRXqkd63OpHHHTmAO9qDtBwMJ41fHcFIZJGWgwo9EAZGIoOQBumOeUjDxErmsbNt2JlmVOBT6dlIpXcz/Y/ewMj2Ow+pixwTeQhpIEyHoeHRv+TyxfyToX0XXeoZ/xwoTVCvAVAvDKGCw9uL6ZYOlr3inZz6nv+KIqcXXUYw4SQKOx93YdLBkw82qSBAyKgblmxtRQhxxHJBtUroPV4Hd2j/IRMObqGXeu9uWhdciJlqHF/eMPMURDxoHRPzZxFOFtk0BfP41zDcv4ugOoxWBn61yoHbbkMmHFItC1FeGcN0MBN5asXKmK2gj/ZrFHu6CXyX0PfRmkjEJAT5rukIAxItLQAYKYf89ClIy8CrFQm8Gl61Fj1zhIzEBlIwYenxCDRBqNHSxK/XwTCQjPWDtcKru2gV9aURAsO2o/6uDqO+7tgzRvk+wrAQUqD9GlJYCCGRtoW0TQQhKI3WoDGjA0hBWI/qpZVCChCGjAIchIj636aNVmEkmJAgpECaJlammdB3o7pKQVgrAAIhwDDAztmoQIGUqHoVjcRyLHxP41brOJk8qYZWgkAxvHcbfr2C1gqlQoK6i5AgJSjPj1wuEgbSkWBZaL9CqDSh51MdGRgbO5BHFTk8Rtzvj/lnwrCTGFYGr9iHaZpo8eSh+sr3QWuU72Mlkzz4uc/h5PME1QrCSKB8E2laT1HtY/6eCMNAK32Yq94Teez7R8fPwZiYZxIqCFCBj/K9o5bRYQgaZCoz3q+MiYmJeS4TPwlj/iaqAwPoxpkYU1cSWEnqI/sAkNJCmhb7bomiJ1UIlQPdmMk8oVcDK4tlO2gMhOVgaAOkA0IgpIm0DIQWaKUwUgn8agXLSSIFeLUyhApUGLXJtcZ3XdCKwHNRYYDyogZ76PsQhqADhI4a8lYmx6Tzzj3qOU19/kUkGhqPuj4m5s+hggBpmLhjFpFmKkpL4TQ0ABzROlCaFlYqQ210kOE9W8aX9W188KmpdExMzHMKaRgkW6Yz4aTXIwwbp3ECOgwR0sIr9tO8cOFh2wTVKonm5qPuM8r3bdF9111MPvdcTGmTnTh5/Bn4p1iZDE7K/NOdoJumIcYiPK1MM6Fbwko3oQKXsF4i1TKd0q41dJx8OfXRAyTykaWuViGhV0MFPmYig18epDa4K4qcfQLJlulI+8h1inmOYScR+UnjHw3xeCqpPatuZ+LyUw4pPvGYUznudR9g36rbufOL7+XX772MB2+/GzfUNC1+PM+7kUyOuZIdjrQsEo2NBJUKALNe9jKKu4+cqspMpTDsxycYEs2T8YuPp5OR0mTokd+w65oP0zTrdNIdC2hbeimhVyaol/6PFyMm5rmHMhJYJ74J33Cojx5ACAMhJXt/+1sADDNFcddujFQepXzqgwfYdd/tOKksYGJl2xCmQVCuoFwPJ9+CnU2BUpiGhRBg2SZmOgFGAsMy0KGGUKEF5KZPI9nWHon6VYhhGEw45mS0DhFaY5iSWq2IRIJpoQGlI4G0MExwEtEElRQopaK+r9LRBJdWSNtGIdEIdKgIlUZpjSYKItBSEvh1wsBFQSSCcBycXCbaNgxRkqh/HQSEvhuJHQBMibRMhGVi2CaBp6iXa0jLQQuBNhOQaIps0QWEYYCRTlAa7MawbQJPoTRYdgKhBU46gTQtpGWigoD9q/9IMt+MCl0MoTESTpRCw5CgFaGwEdIgDFyaFy1BSBtpWaAU6aZ2hJRUh/pomjfvqBMAmUmTsPP5p+hui4n5x2M4WRKtM3GaJoGRQCTTNM6bd9TyjQvn0zBpBu7gCPtvvZVMVxfV3l7MVJqe++4n2RK7OTyVHE34+n9Ba03o1wCNkUrRccIJRy3bdfLJIMw43VlMzDMNKdGhYuLZZx+1SNepp2IkE2ghEYe5+8XExMQ894ifhDF/FaHn0f/QQ9z26ldz00teTTV/DKWhxwdpg9BC+EX8chkAd7RE9933I0wLFdSRVgIrlSAMFem2qQitCYujCDxk6GOIEDPpIGWU0kKFAUJGERd2KoNXraKVQhgyiopDR59NC+UHaBUpG7VSePUqKI3yavhuFWFbTL3oIlKdh1v65mbMoH3FiqfsOsb8c6LCYMzRoRClVRmbpHhsIK02MHDE7ZxMntroIIPbNyBNiwnLTmZk3/anrN4xMTHPLaRpY2fbcJqm0HHya6j2bCE7ZSnV7s10nbpy3Fr/MbRSlPfto3HBgiPub/K559J9zz2E9Tr7b7uN1IRO1l7/HRb9y9uPWP7Yf/sQRs89jy8wbIzjLqf3oV9j59pJNE0kP3sllb6t5CYfg9MwkdrQbuxsB63HX0aycw5Ns0+LHB8qwwxv/SO9D/2CgfW/IaiXaD/2ZRhO5pBj2tk2WuafF6eoiIlQGjn1RB5LTmz1PcK88y4DwEllcfJNTDnhnOhzrpHZ576YO698P0M7N0WbBwG777mJu77yAWa/5pVj4dZw8M47Wfb+949/fiLzXv969oxNok654AI6TjqJ3b/61RGrN/sVL6fSvQYAIU1yM0+kuPshALLTjqVycCNmKk/z0ovQgU9uyjEIw0ZKC7985LZGTExMRH1khG0/+xnbrv8d5YEdAIShiQi9x/uwhRJ9ax5GCIlbGcLMNNM2ZxGGZRD4AU2LzifX2o72AwxDYFoOOqxhJzP4xaFoAkm5SO1jmGbkZBD6mJlOJAppmpiJBIHrIgU4qTSpbDOmIZHSRADZlnZMC/xqmbDuEZTKKOUTahuhBfVCgdCtAYJQaTQBnldFBQFmKoWZShC6LkpBWPfQYYDhJFGBB2GIClV0LKEi90St8Go+WkpC5ZKwo+ejDhR4AWG1jvI1tcJI5MaIiQoFTkJSGRmJ3CXQePUK2swTohGmwK37CDMbiREsAzOXwS2VCMIoJYXv1tGhonX+UqRlUx7sBSHwKmVCbeAFYTSYH7pI26DUd5BiYYT+7espDh9AGRYjB3cThC5OpoFi7z6sdBojnWbOay8/7PsXhsGxH/0I6Y6Op+qWe0ZRL4wwsm8HfRvXMCHn4JbiFB7/DGgVRMFBPlSLRe74yvtY8I63Rr+7P2HaCy9hYOejzDvv5aQ7u9h61VWRUDmZoD4yysTTz0CasTvUP5rQdyn3dzOwdS2thk91qJfwSaK4nwy/VqC472H6HrqGgfU3YSRsFr/7Xw/r0wFMPPtsUl1dkZGPffj6mJiYI+OWixQO7qFv4xq60gb10aM7Xv5fCd0K1f7thPUKZiaD09JM+8qTDitnptMs/pd/wUqn4M84CcbExMQ8V4hbrTEopZB/EuXw2DIdWSYcFgVRPnCAVR/7GMs/+K+YyRBNcdwSunH26dQLLtmOJiaedSb9a9YQVqvsuelm5rz2cpRbxs7mgWi/9bJPtrkL01QoI4EwaiBtALxqDSudxEwkUYIomkVFqQCUAMIQaZsYY+kphDDQ2sd0HEIVIAwBoQGGSRAEaKXwq0W233U9x/3nx+m95wG6b/sjwjCY+LxzaF6+iAOP3s28iZNi66eYvxoV+EjDxCsMYSUTeBt/hzXzVKSTxkqnqQ8d7ugAYGdy1EaHcEsFsp2TSTW20vPoA2it/6y6X4UB5f5ucp2T/xGnFBMT8yznSM8RpRRBZZjC9vuwGzrpWHk5pf2P0nrMC+m55+uc+b3vce/730+1J7L2N5JJtNas/MIXWPXRjzLw8MPRjoRg4tlnM+ncc7nvAx9AWhb5WTPZ/9Cd7HvgVpJnN7Dyq19ix89+SWnvXrLTpjH3tZfTMG0aYXEy9tQT0YZBgKRnw+00Lz6f2tB+nHwr0kmSm3wMdq4THbqkO+fjVQZJtk3DTDVhJnPUR7vpXXNVJHIEvGIv1f5tNM07h64TLsevjhLUS9jpRoxEDvMJ4gf9Z1JrxPyToxUHN2+kddlrkRuvRXevZdYxr8KrlnEa2yke3MP8F7yGCcecglspsuk3Pxm/z55Iue8gQ7s2ctKXvsCDn/x3Nn7725zx3e9y5ve+x9af/pSRrVtJd3Ux/4orcBoaGFy7lqnPfz5CQCJnc9zHPsI97/8go1siRydhGMx40QuZcckFbL/6bZjpJiad+076V/0CdEh22rG0HvNCRrbcybTL/oPayD6qw3tgZC92ppVky3SEaR/hdENCt4xWIcKwMJzM3yV6MCbmmcgT+7h/2rdFCA7cfjv1gR5mvuRSyn0PYdhptE5j5XJMOON0RrZswSsU2HndDcy5/NUof5hE00QmLWslqNXQGmpVj2RjO1Lb2AkDrQQYJvVCgfykToJAoNCoukbhgW0RhB6G1kgrQRi6CCycXDaKwg0DpFYobEK/guEYoCWMpaxQKkQkEkAIhoHhOAjHxEpYBIHAEGAYAstKYCQShCoAr4IwDAwTglKN0HXH9qcBgQAECsNOgdbowCfw3KiPbVpoHRLUq5jpDF6pgg4VdlMDiCxCSGoDgxiWjd2aJ9c5CbdUwEwk0J6PF4QYmGhCfNfFTmYZ3bCVZGMLgWvhuyXsdCf1oUGcpkbc8iiBW8O0HOae/3J23PlrmqbOxTBNBAZD+7bTMW0a0pD0bXqQjoXHUTi4D69SIdvahV8rM3JgB4lcE9nOyYzu30Mil8eYkGXF5/6Dnb+4jmpvL43z5zHzZS9mzyN/oGHBPFKNLU/Xbfq0UB7o4a6vfJCBLWvHlzVNn8fp7/8S2bYJT1/FYv5qxtv5wsQtlzDsFHvuuYmRPVvZfPtVnPLtr7P72usZWvcoieZmZr3yZWRmTEVKAwLB/jtv49iPfIThzZtZ/Pa3g5Cku7qe7tP6p8erlNl7/y2s+u/PEnqRA53pJDnxrZ9g4rGnYSfTf/G+/FqR3jU/I6gVAGg//nV4lSLrf/c/nPLNr7LnV79hYM2D2A0NTLv0YmRDkmphgNzEqf+IU4uJ+aekOjzA6h98jr333zq+LNM+gbP+7es0TJpxSNl6aRS/UgIhcDJ57HT2SfcdehUGt9xKtXcLE099B369yLrrv8OUF19E58knseeGG/FLJdpWHM+Uiy9gdGA3yc5WTMf5h5xrTExMzLONWOjwHMUrDuKX+ql0byHZMQsjkcFINuAOjjC8aTNdp56EO1pidNt2gkqBpoWLsXMNSDuyvdz1q19x4uc+Ts+dV9J6/GVkp56IW2zBSOQRtGAkBXd98z84/pXvZef1vyLZ0cH8N72RYu9+Mk0TMMRYfmzpYqcaEI6NHvtnpJIESmIIgZFIRTmnhEBpCMIAcywHKIDSKrJoMi2U52IYEunYoAVBrYqdSGFII8pdpUKk5eCXRtl7/610r3uAJS99CxPOOxMAtzTCw7/8Bk4mx8wzL8FOZZ7sEsbEHBUVPp66wjRCqI8S7F2DNft07Fye+tDwEbdz0jlqIwPUiyPkOifj5BsJ3Bp+tfxnG8V3fflD7L3/Fl707ZvJtB7uVhITE/PcI/TrBLUCpYOPErpl0u1zsHOdCCnwykOR9XOlSM9dP2DaCz8JUpKdsgwr20pDvURh5wOc9YPv4hWrhK6L09iInUmx5jOfo+PEEzn2ox+heHAfZjoFUmCnM5x/7VUgJDW3Ru/GNZzxwa+gwhDDSTDj9S+lNjRAqf8Aj/zmW5zx7s9jNLbja4WVSqKG9tK86HnY+XaclslIKwkoNBZChJHjQyKPNGyUX48i1rVmdPcDh00+C2kSVEdRvoswLJx8B0JY6DAk8Koo3yV0K2OW35K5MycDj4setNYovxblPrfiKKd/RvxKhdrAALbMUCxJkkuuIJNLUKu6zDr3ZSQbWtj025+w845fc+zl76Fz4fFkWjqZ87yXsuuO37D/wTsO2V/vhjUsuPhyTvnO1/BGixipJOnOdlZ88iMEtRqG7YBhUB8u0Lp8KVYyRRgEVIfKOPk8p339q/jFEkGtitPQiJVLEdYGmfPab2Am88hEjkTbTAw7hVQ++FUyJ74UnDR2YxfKrSANC2E66DBAhz5eZRjDSUfp3sKA4oG1FPc+iA49nMbJNM0+fUzYKzHsJGbiydsaMTHPdNziAH6hB79axG6cgA4syt095KdOpjY0zOjmTTQuXoKVSKD8Co1zbEJvmEzXQhAJUAnW/PQbLLrocg7eeRepjg4WvO0tDO/dTtPU2QTVKlYujzdaxkxYKDdJMt+I9r0oVWIii/Y8pKUJlIGwk0CAECb4AWHgk8jmCVwfIWxM4YNh4lXLWIkUga+wLYlSCsNJEPghpm0QhGCOpVzSfoBh2wjDBjTpxja0V8EYe08K20bVCpErhBIEPiAFlm0SCEHg1jCSKRASoTRWMhNFDxsGoeuhhYlhK6RlE9YqkLCQZoKgXsG0bTQgDIlhGvheDSubw0rZgCD0XMxEAr9ewzZSIDR+qYbMJTATacKaR+fKlVjpDAIi8UkQYKVSaNRYgIVB4NZJ5Bpx0jmK3fvId03BTiTItE+kVlegfdrnLcNMZpi4/GQGd2ykd/1qWucto3BgJ3vu/R0Tlq5kw/XfZcLyU9hw/Q9YcPFrWPrR9xH6HtIw2Lv6D+y869csvPR1T9v9+nTglgvc981PHiJyABjetZk7r3w/Z3/46yTyTU9P5WL+TwRuFaWDKFWrkGgtECjsZJLAdTGcJGf+29cIfQ9lBLSecyKNJy3BqxbZ/tCNnLDkw/iVKonWZiaddRamE6V/sfJ5rGSc4u2poHBwF/d965OHLAvcGnd/5UNc9IVf0Dz96GlHHiMMXJRXp3Rg7bjIAcDJNlPq2UvPow+QnziN6a98EdNe/kIM22HfA7ex8b9/zMIXvp5cVxwoExPzlxB4Luuv/+9DRA4QCd5v+dSbuPDzV5Fu7kAFAaP7d/DA9z8TvWuFoGvxiRz3+g+QnzDtqCJzvzJCtfcx0btNUK8xuH0D2faJtC8+hmVL52MmUgxsW8vtV76TzkUn0L7g2Dj1TExMTMwYsdDhOUZDPotf6mdk4+3kZqzATOXpvuO7TDznXRS27aQ+PErXaSdRHxhlZMujJNrSNM1dgbAkOixQ2LcDJzWbxrnTGVj9fdpOeDm56cvRKJxsG0KnCGohyggoDxzEyKQ59Wtfw8klyM6ayoE1d5JKtyKdDH7FQweKZFPzuDVbUHHRSRvTSRHpFxx0GKKUQggwTYvIU1NEFmumAVKA1phWFLmmlUAFAVYqg1IB0rYJXA8rlcKvVBCGyaQVZ9I0dQ6rvvufVIejXMfplg6OefW7KXTvRZqHW/vFxPwlaKXG8twb+KPDGIZCJJvQpT4IQ+xsltrgke2kE/lmDjx8N0GtwsTlp5DINQJQGep7UqGDVymx9/5bANh5529Yctmb/v4nFhMT86wi9OuUD6xjeNsfx5fVBnfTuugiQq9K6eA6UIpk8zSmvuAjGIk05T1raZ53OmrvKvSuu2lun08YuhR372b71VfTtHAhQkoO3Hor9cFBWk9fwX0/+jSpxjZOe9uHsYbWIod3Ec6+ACuZozrUx/prv4Mas1PsWnoS8y54BY9c8w0aJk5Hdz+C0zKRoGcjonUWyaZpFHY/SM89/4Py6uRmnUjD7JWEQQ0r3czIjnswnTSZrgWUezZRG9xJduIymmefjtsxl4H1v4kmSQyL1sUXUz6wjoP3/Xd08kKS6ZhPesIiDMuh3L2R2tAeDDtFdtJSrJRNUBlGWQkEUOnbQrl7I0JKspOPIdk0JZ4E/iei2tfLI1+8kn2//32U+kxKJj/veSx65zuoV8rsu/HXVPYdYMJl53LyO/+DR372tfF0FWYixfznv5rmmQtY+/NvjO/TyeZ56KdfIdM2gdnnXEYmn4WdvyfYeRdChSgEsmsRzrTz2XPPGoJajS0/+hFBtQpA04IFnPjZz5AV+zFSGVTPQ+i9q0EayKkrkJ0LqHZvJtPQhvfwz9CPpaZI5DCXXka5PEy5dzOJxknkp5/IwPob0WFAfvoJpFpmMLrzXqr92wBIts4g0zGf/nXXE9ZLABiJLK0LL8RpmBCJkWNinmW4o72M7lpNbtIiygc3Y2Wm0Ld6DV2nnUz/mjVkp06gY+WpGLaiPlwlP70Nu3E6dtMErESW2lABTUDP5tUse9U7OOWr/w+7MYvdnOPAw/fQNnsJlaFRrLwRiefdKumOTqSQBKEPqXxkFhForHQaLaLUFEHdRRoGZtImqLkYloVXKaMtB8NMoNTjedkNwwArgfLqmI6DRqG1ivq+VgLp1/GCAMs2CHwPy0yA1igtMCyLUEMYKKx0hjAMEQqEYWIkU2jlY2bTCCkRGkQyAWiCwEdpkCpAC4GVcKgPFXCEBGGCkQRVj1LzJSNBgkYgDTmWOhK0X0dbOYRhIIRBprGD+uAgZkMWO22CECRsEzfQWPkcQvuESiDtBMI0MGUSJRRWKkM230RtZJBMUwfG8pXIwEAmbYK6h9OQJahVCStVcDV2QxISAV2LT2D9DT+gYeocch2TKR7YjZASv1oh2zaBU9/9eXbf8zt+/7HXPv7MP/4sTn3PF55z1vz1wjA9j95/xHVDOzZQLwzHQodnAX51NBLlBi7SsFCBh2HYCK+M1orQDTn4yN10P3IvANI0mX7a8+mYfywPXf0lmmcsYOc9v2XbrddywX/+hEf+9+vMOutFZPIOVv4vdxGI+evx61Ueve77R12/6Tc/4cS3fgLTPnq0dlAvMrj5VpJNUyj3bHzCGoEGDMvmtPf+Fxuu/yHrr/0uANKymXXWCznxzR8jqNdAxJOkMTF/CfXRQbbfdt0R19VGBij27CPd3EGp/wA3ffjV4y4taE33uvv43Ucu56L/+jnZ9olH3Ee5ewMAdsNk0AGGneSkt36Cddd8m/XXfQ+Ifr+zz34Rx7/ugwzu2IhhHe7gFxMTE/NcJfbmfw6htaYlrQlrRbLTjqHv3p+w54Z/R0gL5RvUB4dpWjQHv1yjuHs7/ugqUm0z8Ws1pKkY3Hwz6aYFGLZFbtpEvEIvjfNOQ1pJ/EIf2376HhAW0raQhuTcj34T7fqYKZvAD9FKMeO0CzDSacxECmnbWKkMkgBh2UjbQlgWZjqLsCyEaaHCEC0lQggM2yEMPaRpIrRGK40wTEBG1ptaR3akUgAawzAQ0kQIiTQkoR9gmBZmKsvUE8/l3q9/bFzkAFAZ7OXur36ESced9qSdiZiYJ0OF0YSeNA38YgHDksjmqYBClfux8znqg0fO4dY4ZSZ+tYTWimznZBK5aJCpOtT7pMcsHNwFQLKxle619/3dziUmJubZS+iWDxE5ALTMP5fR3fcztOn3eIUevFIfhT0PUDjwMMJ0mPS8d6G61xFu/A3URglzs1n9mS9x/4c+xOC6dSTb2ui+804Aplx8IdtuuZY5576YM97xEax1P4Rdd6DTLfR397Pt5mvZfuu14yIHgO6197Hul99myYvfzPzzLkXuuwf3nm9hTlyKf//3CB75BYYQVA5soNa/g757f8Kuaz6ClDaDG39Hw7TjqfRupu/h60i1zcLKtFLc9yDl7o1YqUaaZp8FQH7aCRT3rqE6lnMdAK0o92yg0r2e0sH1FPeuwS8PUB/ey8C6Gyjtfyi6bl6FnjU/Y3jrH/BKfbiFHgbX30j/uhsIxiaEY57deIUCD332c+y96Sa0UkAkUtx7002svfJLuH1DbPvxT3FHRmidvYR7v/7xcZEDQFCv8ug138FMJGmZuXB8eefiE+hZv5ptt1zDyO7NsPOPBNv/CONuIxrV/Shi63VMPutkNnzrW+MiB4DhjRv5wxuuwG9ehnff9/DXXoMa2Ysa2oX30NV4q35Mw+SFBPd+83GRA0C9SPDAD8i3TEVaCeoj+xnechtNs05Dhx6j2+/CLfQgxsQLQprkJi1nYMON4yIHgLBeovehXx4SDRgT82zBrxXwy0NkJ8xn24/fScOc0xlYu45J55yGXyyTakvi5FownUggbCZtSvvvI901D0MalPevBwTSNDj/k98jrNQxEjZeoYiQBrNOex5aQKK9HcO0sDIZzFQaw7YJwxDppBBWAkNokAaGY2NYdvSMkUY0uS4ERiLqY9rZBoRlgmmjpUAaNpg2RiIJaAwnAVIiDAlCIg0jEkNIAzOVQgkTwzB5LADA91yEk0JIiZQyykxR9yLnB9tBGAZaSAwpkdJE2jYIjSAg9Hx0qNCBwDBNtJA4+SYwzciJBkmiMRcJsE0DM5HAME2QBk4mjzBNhJNESwMn04AwDTAlRjqN0AIrlcRK2Ag7TaIphzRtTBSGaWNncgjLJAhcLMfByuQASDW0IQKXRLoBr1JBSnDyeYJ6PbqWlknohwTlMqruM7x3K7PPfBEje7YSei4dC4/HME2Oe8MHaJ9/DDvv+DV777/10Gf+A7ey84+/wnSeW65Nfq36pOvdatzWeabjVwt4lUFUUEcaFpX+7ZhWAlHuJdz/IF61yl1f+/i4yAFABQE7br+evs0PM/3Ui5hx2vPZc9/NzDn3JQTFCt3rHiDXOZnC9nsjx9SYfziBW6fUu++o64vdewi9+lHXh16VgfU3UuvfHi14Qjq+TNdClO8hdMiDP/oSvRtWj69TvsfW3/+CwsHdUXqMP+McGhMTExF47uPihSNQ6t1P4HlsvOFHRyznlYvsvud3422RP0XraHnz3HPGTCc1q//7s/RtfHC8jPI9tvzuakp9B1hw8eXIeO4iJiYmZpy4BfscQvtVwmIP5f0bUH6d0a13AdB1+lsIKlXqQ0M42Sx+pYadM7GaO6n1DWDnkhT3PUh24lK0EJT27cF0TFqXPz+ydVaKg3/4NmamESuTws6nSObyIAxkIjHWUZJYTgphWdjZFKCxMxnMRAKlJdIwkU4Sp7EhyhOodTSoY44JFUzzcftoMeboMJZzNRr0kdFgkJRIaSAtKypvmghDjokvzMg+m5DNN/3siI0LHQZsu+WaJ228xMQ8GY9N6gnDxKuUMWwLkWwAI4Eu9WHn87jDw+ON2CfSOHn2+N+5jsk42TwIQWWo70mPObpvJwhJ58LjGd23Pc45HxPzLEVrTehVCb3q3/w7rj426DWGlWoi9F28Qs9hZYPqCMKwEX4VtfU2AESygeJwSO99j4unlO9jJKMJATuXZe8DtzL1hDMx990FXjRwHrQvx0ym2XHHDUes1+CODTRNnUNzYyqarFUB4cG1GJ0LUQcfId0yCeMJzgl+eYihdb/DzrRSG95HonkqoBnZdge5yccAUNi7htCt4DR0IQwbJ9dOffjIA4flno0km6cetrx0YB3KryGEJKiNHrbeHT2Ae4RrF/Psoz40yP7bbjviugO33z7u6mVls4zs2UZt5MguTJtv/Ckzz7wEhGD5q/6VvQ/cih4TOza2txPsvOuI26nBHTgpc7wd+0RqAwOMbt2KbJ55+IaGSbDrXgj9I+433HIr2c75APiVYYRhjVnbw+iu+8hNWgZAqn12FPV3pGeMVhT2rBkXbcbEPBvQSuFXC2g03Xd8H2GYBBWXZHMLQhh4hUFCtx+loF7oxrCyBLUyzQvOBmFS2rsWp2kyZsLBSkYpFsxkEiHAsC2kaYOVQJgWpmODYSJMgZlIInSIsFIIOxWJ7oXAzGaQloVhORiJBHYyjWnbCMNAWjYaEyuZiqLwDBPTjspJw4gcEUwTw7IRpok0LAzLHp+IkpaN5SSiNDVSoEIfIQROtgEQSCsSNWCa2PkcSmtMy0QAhmkj7QTScdBaR8ey0zjpDKbjYCRshJBoFSJUiGnZWJkMGDKqu+lgWg7StAjrLmiBmc5EaSi0RNWqSGmSbmxDSEmyuQErmUSFPhgWQRAgTBuEwg8VqBA7mQEhsdM5CAIsy0aHPsr3kakMynVJNOUwDFChS9KRmE4CrTXNc2cT1OpUD/bRu2EN2daJWMk0fVseYWD7elomT6WxayqhW2X/g3ce8d7Zv+YO3OLIU3avPhOw09loPOUoJLINT11lYv7PqDBEKx8pbQhDQrdEumMO+FW81T/GmHwc9VKBwW2PHnH7nXf8mplnvADQpJra6Jp7PGG9zhkf+Ap2Mkm6cxZCPrdcTp4urESSpmlzj7q+ecaCJxVihV51vL9TG9pDqn3W+Lr87DMQfoXqwAFG920/4vbbbr32iGNSMTExR8YwLawnSXGd75qCXy0dIiz6Uw4+ci9+/ciCw0xXJKA3U3kIXCoDPYzu33nEsttuuQZpGEghxx2yY2JiYp7rxEKH5xDKr6JRJNunM7r5jvHlwkqANKh0d4OQoDTV7odonH0W9eFRhFD4lSGchk7MhMXo1q2EPuSmr8BwMgT1EpX96+k85XVIQ0TCA6+EmYxykqogwLAMpJRRVJsCaTtoEVleRgIGG0EUffJEEQMiEi8wlnNKGo8tP3rnPNrsCbe2BimMMdGEQejVGd695ajbDu3cTFAr/98vcEwMoIJoAkIaZpSTO5FACIFIZlGVYex8HhUGuIXDIybNRJI5572EE9700Ui0Y5jY6Ry1kcEnPebogV2kmlrJT5yGVykd4lQSExPzzMcwDJRXprj3QXrWXE3Pmqsp7nuIoF78q/epgkMFe4nmKeO29UdCaI0OfXQtGvAXrbPZecONh5Q5cPvtTDn/fABGt26ndc4SgvIIunf9eBk/CFFBgHqSDrdXGkbu+N3jdR09iMi0Rn/vW0Nm0qJDyo9uuYNEwwSqfdtINk8DIucFaY6lrAo9tArQyifROBHlHz36Ca2fEGF/KPXhvU86uFs6sDaasIl5VuMVCkee5AfQmrBWAyCo1Rjec/T2YmWwl4bJszjrw19nZM82dv7x1+PrDKFAPYlYoDpEorX1iKuGNmzAnHvWYctltg01vOeou9SFg1hPEAkF1VEMJ7KfDuvF8XvbSjbgl4/ervCKPegwHjCLefYQ+lWC6gimk6G4cxXpSUtAgl+tEtRczIRBqnMRhiVRQQ3DNhlav4lU+0xQAcMbbsXMNmEmHUwpkKZEWuBX65i2hWFGInppRC6CkVugiWFH7yAhZSSQEqClHTkqCAFjLgxKhWgJYKCJXN+0BmGMpZCQYqwPrhBohDTQOnKA0KGKxAeaSGxgmAgZiSGQEkNG4n5B1AeJ9iXGJkP1WJ9Yj4snhSEQWkdOEUpHxxg7B0EkpBBmJMQScqxPrjQ6DDAsC2nbUSoMx4lSV/gBKIVSUToLjY6EEYBAYDg2wnKi8zDMqE6BT+AGCMtCqxC0IvDqqDBEVavROZomWhoMb92CYTEmQBMI5SPDKt7QCBKFOzxEUKnQOmMx9cIwmdYOrGQKJ5vHLQ6DAK80cvRnPuBV/vq21rORRL6JaSufd8R1E5afPO4oGPPMRIcuXnlg7DdqENTLgICgjq4OA4LK4NHdIFXgYyaSpJraOfFNH2PT936I09hEprkd5ZfJTF6KYSeesvN5LmM6SRa98PVHFL4Kw2TuBS9/Ulv60H18zLI2sJNUywyMROSKIw0bKQXFnr1H3T6o1wjd+lEFtDExMYdiOSbzzn/JEdflJkwlkU4jTZNEvokJy05m5ds/zWnv/QILL3kdzlha4mRjy1FTZZvJPMmWGdH4sTQoHNx91Lr4tQqhVwOt4kC3mJiYmDFiocNzjGrfduxcxyFCgbBWx0xESmEhRNTYFdGgSKK5Ga0UZrIBiEQJ2clT2fKjn2M3dEWDpmP7svMdUQSIBC0M0ESRZMKIHBcMiRAGyquDUujAAyHGbsIQoqER4LGXtH78v9ZHUBvrI/89lsZi/KNSoBUQ/ZemTbbjyDmxAHKdkzASqb/sgsbE/AmPCR2EEAR1HzMZ3UvSzqJrw9i5PMBR01dMPek88hOmjX+205k/G2lU7N5DurmdTFt0Xx9NtR8TE/PMZNqkDvoe+gXDW2/HLw/glwcY3nIbvQ/+8q8WO6RajxAR/iQiQRW60fvafkJe3j8pPrJ5M+muLlqXL2fXtf/L0sveOvZ+fRzTMjEs64iDdo+RzKTHHSAAZKYFXS88SR3FEeszvlYa4+UMJzM+uXs0jipmEAKtjyyCiPnnwUw/+f1hJKIB/trAAJmmzqOWc7IN1EYHuf0z72D3PTcdsk4J40l/byKRPyRtxRPJT5uGqh3+u9e1AjLTdvSKZ1oIvNoTziMXOa8B0kqOt7IDt4yZzB91N2aqCSGPPAAXE/NMpTa8J3rviLEUhskE0jRRgT/2mxYgNKadid4lWo71U6PfqdAq6v5KY6wb+YR3mJDoMErDqDXowCMMQpTnEwYKpEBrhVbh2GCzGCsbDT5r38OQY+ntHuuXaoXyfSCa6BcA49szPvGkQ3+sbxst1o/1c5UCNKEK0SqI+soqqiNKIfRj/WhQQQioMTfD6D2nlSb0/KjfMpYSEiEigVbgI0IdCTdUSOj70UA6IFQQ9eG1jtJdhIowjASOUsoopYXWKA3qsTqEChUGKC8g8LyxcxYIIXGHhjBEJJEIa7Wx55SMssuHPpX9BxFj/7QbuVcwsod0WyPKD3DyKRpmzSLfPgUhJT2PrqJx8ixSja1oYaAC/0mjLwGs5JO/E/7ZsFMZjn3Ne5l+6kWPt5+EYPIJZ3PiWz4ROQrGPKMRhoW0EmAYGInH728x9m5PNrYcfVspMewEpZ79qHrI3Fe/GqepidrgWoxkFqex6x9e/5jHyXZM5swPf51k4+Pi11RzO+d87Ntk248+ZgkgrSeOWWoGN/6elnnnkp9+IpHADTItR2/HStPCsB0EsatDTMxfhAromDGF+Re9AvkEEVLbvOWc8tYPo2oDOJk8J77lE+QnTOXBH13JXV/+IIM7NrDy7Z+ma+lK5l/4qqOmypaGEzlWCgmhT6ZtwlGrIi0bw05E8yTx+EVMTEwMEAsdnlNIK4UOPZRyaZx7+vjyavdW7FyK/KyZ+KUCRiJB4/wzCasDOI0NaCXJTT4G5VURSKxsju677iHw6viVYcxElszkpZFjhFIIKVEqQehWEUqjAw+/VkcrD41CJhKo0EcSErq1aFApDKK6+T6gcUulscGgEB2qKDJUg1+toZVCBQFhEETRI26N0HMJfQ8VRAMo0fhPiA5DlFaEnkvg+mMWpA6LXvDao16nBc9/9XMuV2fM34/HbMN0GHUYzdRYBzSRhdDHSkQTbPWBI1th/yl2Kkv9zwgdKkN9JHJNJBuakaZF4eCev67yMTExTzlaa8LCXvzK8GHr/Mog1YFdf9V+zVQjiaYp459rQ3tIt806avkwcFHCQM44FZFtx5p5KjMvef5h5VZ9/ONMff7zOfE//4Pyrn3YDR3ICUsfP+7gRurFESYdf+YRj5PtnExSuk+IdhcYk48lPLAWADlxOeX9h9rtNs47g/roAdJtc6gNRtfDcDLjrhXpzgW4pX6klSA3+TiUUliZI0fLJ1umUR/Zf8R1iaYp+JWjP2+zk5YhjXgC+NmOnU3Rsnz5Ede1LFs2noKqvG8fyUzzUSfB5l34qsgO/QhRNCO9vRgTj3wMketAW2n80uF50M10mualS/FX/fCwdWH3o5gzTz2qgMKYfTalns3R33Y6srUfczfJTTlmLCWcQ7VvK5muRUfcB0DDtBVHjTSKiXkmYlgp7EwLwnTIzVhBZf86wlqZzMQJmOkMWpv4pYMoH+xcO8KyyU2bSm1kFGHYNC06F+XXEUrhlmsQKoJKHSFkJGQQAcqrRy4LhiT0AkxTgvYxbANUSOiOCZ3HnBFUGIkNtFJoaaAw0FqjwgC/XAU0Qa2OCkK0kPi1GkpKtA5Qbo1Q66gfKyN3BqUDtFYEbg0V1AncOuhIYK08NxJAGBK3MEoYeGitUEGICiMhhQpDgmoF7dfG0l0ohEFU9yDA9+rg11FaIEwHLRgXQwipwLBxC6MoNEgTTAORsBCWjNJ0JJOEftT39qvFSADheqBCAtfFH92P8l1QIUo6JBoyeLUafrVO6IbYqSShBiOdpXKwG79aRfseXaecQoCBv38d0jZRZjJK5ZE0UaU+ki0t7Pj5z7ETGUwnBaGm59FVJJvaMNM5TMvETmdpnbP0iPdO69ylJPJHnxT+ZyXV1MYJb/oIl3z1Bi76r59z/heu4aS3fYp0c/vTXbWYP4M0HcxELkpRpzRibIwMM4mafSH1apVkroFc19Qjbj/5hLPRGkzXwrRtGmdMpbjvXpIt0xHGY2lnY54qTCfBhKUrufDzP+P5X7yG8z5zFRd89qd0Ljr+Sd0cAAwnfUh/J3RL9D1yLe7oQZRXJ5AWmbYuUkf5Xc84/fnY6Wzk8BsTE/NnMZJZRjfcRFODz3kf/iLnfPjLnP/Jb7DwzFM4+PvPkmybQW1kkPu+9Uk23fhT3HIBrRS9G9bwx/96NwsveR35idOPun+tfFTgogKPMAzItk8g1XRkkfvMMy7GyeTHXLmMI5aJiYmJea4Rt2KfQwgrRcPc8xhYdwNWvoOGeWcAMPzoNVT6e2lbvozeBx/CzmUJPZNkphVvdBRpmtQLPUgnjVcaYevPfsYpX/taZLdJNBgy6dx3QWhQHywi6iVq/X3oIABDgIbq/u4oeMaPBlvCeg0d+JH7Q1CnXhgB34XQR/teNNBULKD8aPAGCX6lgPZ9qJcRboGgXiesVvBdFxQot443OoIIo+iUel8/tXIR7VZRWhN6dQxVw61WyLR2csIb/w3jCUpKw05w8js+HUcxxPxNhEEkdFD1KIrSGHN0EGPRFjKsYCaT1IaePB3FY1jJNPXC4ROgT6Q61IdfLIMQpJrbKPUeeRIvJibmmYcOXWp9m4+6vnxwHaFfO+r6o2E6aVoXPZ+mOWdiJHKEbgUjmcdpODwywEo3oeoVkAbG1BNwTngD7r3fIZN26Vx50iFlw3qdjd/9LvkZ05h68jE4lomce+HjThD7V9ExeQLzzn85HQuPP2TbXNdUzvyXT2Js/91jlcQ+7lUEu+8HFSAnHUN5cB9h/XErVivbStOS8/AqwyQaJ1Ef3gtC0DT7dIp7HyLZMoNU6wySTZOpDe1F+RUGN95Ey8ILDhM7OA0TaJp9JqXuDYddg+ykZUjTQZo2ZqrxsPVO42Sc/NGjomKePShhsOyD76NxwYJDljctXMji974Lu62RieecA8D6//dNTnn7Z0g0ND9eUAimn3oh2fYJTD/l/ENcmADaFxxLsrkLc+ELkG1zDlkncp04K99MKBymX/rCQ0QLiZYWzvzedzDTKYR9uOBWts5CmQmMY14F5hMGpaWBsegFVN0yoVvCTORpWXgBIzvuASDdtZBUywyGNvyWloUX0DTnLLRWNM8/7xB3EyFNWhZeiJWKbctjnl0IKcl2LWJk931MOOPNaKUo7XkUM5WgvHcXRiJLbvISSvv2Ui/2ot06u3/9G+xsmrBWIDtlOToUhG6NoFzGLQxH7hBhSLVvKEp3pEHXSwS1MmG9jvarkVjfryFCn3pxAOGW8UcH8UpDaBUQ1qoEtRK6XiGolCBUyKAepYkKfFTgUR8t4BdL4Lmoag2v6uJVKmjPRdVGozQT7kiU4DH0MaQm9BXSlIT1Etr1ECrq++q6H/WdA0VYLlEfHEAIgV+pEhSHUb6Pdosoz0PXXZTv4ZZK1AcHMVRIqBX4dfxaGSlC/HqNwKsT+j7ar2MnLbTvof06qu4x/Oh68F38wija99Gm4OCGNaB05Oao6uCWESjMdB6EJPRDCOoIv4ouj2LnMmiiVD9GwsYdHSXZ3IhXKRHUPXAM7v7yhzA65iKEYuevfovMdSINiVntxnCSLHj9Kynv283wxk1MXXkee+79Pbd84goqQ4PUKzWEUpz8jk/RPGP+IfdN0/R5nPLO/yCRP/yd/1zASqbJdU6mYeoc9g+XMGNHy2cFfr3E4PobGd39ADrwCXzNPV/7GG4ocK0m1vzkq9jZRs58z2cOa590LFrB8pe/kwO/vZmO407AShrIhIVX6CXRMBGh4xQGTwdCCNLN7eQnz+Rg2SPR8JeJr0wnTfuyS7Eyh5bXeiwNUhgi7SRnf+hLh7lDTDzmVBZfegUQpVyNiYn581ipBiZf8H6K2+/hwI2fpPfmf+fAbz7GwAM/of2El2KlGyn07GVw26OHbavDgEd+/o0nTTMRuhXcQjfUStQrFYRQnP3Rb5BpP3T8ZtKxp7H40jeMGXErDOvIDhExMTExzzXiFs1zCCEE/WXNpONeQXHfw3SdfgWN889g4MHrKW2/lYaFF9OycCluYZBseyu1nv0EVQ8Veji5NupDe0k0TCE/fTr5WZNACSo9m0g0z8SrlOm9dx1mMkni1GMwU2kMQ+IWSljpFA3TJhL4IK0QoSL7TSVM0IJAazSKUAmkY0cK84RJWA1RSkUDOnUfw3TQ2kfpEL9Wx8wko7QblgFa41crONks2veojg5ihAYy9AlCDSO7CTITMYRGe3Vu/sL7Offj36RryYmU+7ujzkVrJ16lyKabfs7xr/vA0/11xTxLeSwvfViLJurMxyJBDQcMC10bwc43UBv4y4QOdjpLeaD76McLfNzSKH17VrO/bSapxjaK3UfPxRgTE/PMQsCTWtxHPdgnWf8kmIkMuSnHke6YP2ZrqGlZeCHu6EFKB9aCVqQ7F5BsmsLI5jsp73+UiWe9FX/DteCWkFuv47i3vZTh55/Htmt/Q1CvM+X859F58ilUeroR7Y1oO8Wu1X9gwuLXYI5sxRjZgdx/L6kZ53H8Ff9GUK/iFkawUhlECOnWDjjhDVHkgTQJdt+HrhexT3475CcgeraNuUTVyM86mdyM4whDl5b55zG6814yXYsil6nAo2nOGYR+HTOZxysPMbL1DzTNPp2u41+NXyvQNPdspGGivBrScvDKwxT2PUzHMS+h0ruZ2tBuDDtFduIyzGQDbrGHZPM0Oo99OdWBHZS714MwyE0+hkTjJEznye2vY54dhKHH7Ve+k0Uvez2L2t6GXyrTMH0mZtom8AoEgWDB29/E4re/jWpfP4mmFs7/9P9QL41Q7NlLIt9M99p7uedrHyGRb2bxi64g1dxB6LvkuqbSt+kh/vj5d9G5eAUr3/AebFVHVYcRiRzCyRLsWYU6uJ7Fb7mCea95DZXug1iZLImW5shif+2PcE68AjW0h2DvAyBNzFlnQOMUdv36c+SmHUPruR9B14sQeshsO6E0sWujdLbNQdopVODSNOdMzGQDKnAZ3HQr0koQetUo5+vuVZipBloXX4xWPoadxkw2YDiZeMA75lmJmczRMucs6sU+5rzmmwxtuIVq73acxslIy8AdHCDR1ICUoIWiefFiDCdBbXAfhp2n2jdKurMZaRjReyNUWMkkdjpBqDRKe6gwmrAPVA0/kCA0EoFSIKWJCjy0NqOUGFogTBNdGsVJJKm7AcorYmWyaFXBL1WwgmGE04oSGu15iFAhbItaZQR9YDv5GSsY3L6e5klTKe5cRaptBrpawGnsQOkU226/gZlnXornulhUKPVXSDSnqe7bR7qzhdD1CStFgnIVK+tgWAahL/HqZQ7ecQ+TzjsLVS8AJl6pQqXUT0NLJ7VSGSE9/HqdUAncWoX6yAATl5/M7rtuZvrJF7D1qqtItbVRObCPiec+j0rvfpLNbWy/9ZcIIWibsxh0gN+9GWqj7NhfZvKxpxB4it33PcC8U89APHAlrHgP9XqZ4b19dMxbSL1URUuDjb/9ER3zjyfXNZGBbeu49wdf4viXv4tN3/8B5X17WfK2NyIbJuDvuw8x8URaFs1DBaAxOP19X6Znwyr2rPojXYtXsP4P/8sxr3gHZ7zvC7jlErWRAZJNbdH4Qf3/LiSNiXm68GsFlFfBK/WT6VyItBwGNq6jb/PDKD+gXiqyb82dpFvaWXzJazjnI1+jXhylXhol1dyB4SQJay5Tz78AK50AS1AvdtM8/1y6V/2YCSe89uk+xZj/I1aqkY5jX07olgm9KqaTwUhkQQvqxTL3fvNTHP/qf+G8T3ybWmEEt1wk1dyO6SRY/cMvsOIN8bhnTMz/hVTbdOZd8d8MPHwD5b1rsXKttJ/wMpItUzGcFAceuuuo2w5seYSgVoGjBVcKKO5dQ0PXQvxCH3d8/4uc9YEvcN7Hv029OIpbLpBu6cQwTUa799I8bR7OEcTxMTExMc9V4pGs5xiFYplp02fSPPcsVBiQnpQh3bUARKROVEGIOzKC8up4pQrV/hEa5k6j2r+f8p5R9OQccy5/KdXefVipBqzcJKQBUmQYWreOhe94O8JOY2UUYRCAhtpAP8mmZoRtE1TqmKkUOlSIpI2q11B+iJNOo3wfYZhot4IwbaykiPJ0SnMsR6hGmJLAjwYxpGESRCNLqCDATGXQYxnmpGGAlljJFH61QmA3QhgiLEnoa4SUXPu2i5iw9CSmnnAWbrnI3V//ONWhPk5//5ee7q/pH4rWmtAtjw3GRfldpWFjONnousX8TYR+FAkRViKhg5GOJsaEEAg7i66OYudy1Af/QqFDKhs5nhyF3gdXASC1ZN8tN9N69vEM7tz4t5xCTEzMU4gwEyQ7FuIVeo64PjtpGcbfYCkqhMB8Qv5evzJM4FbIT10RRVwiUWGImWujeeG5mALqPWOOBypAbLyKlmw7zW8+By0M7K5ZVIVC5jIMD/TzwHf/nSUvfgs3fOQKJi4/hYlLV1AbKLD96ndRHRmgYdJMFp59OXd/6O1opTBTKc778XcxEiaj+w7SMPMUAtdl3e+vYcmlbyAzeQnpSQsIveqYw4ID0gIV0Dz/eQhpMrT9bjIds7ESWQBCt4wOPcxUHqUCakN7EIaJmcijAg+lAqSRI9kyjWTrNKThkJ96wuM5MIWkv6+Pts4FmGbUNM5NXk66cx4g/qbrH/PMw6sUcYujPHjVl0AIWucu5dhp76bU00vb7EW45QLV4QES+WacjgaENHCHCpiOyfbbr6d/88Pj+4rEjSGZlmbsVAotLaatPIupK04GwA8EB+/fyISVx8Gu2wn2rYHHHFru+DRW+wJyjbOwJs5E770D2TEfFlxEOHqA8MBajK7FGFNPJNi7Cuplppz1ZmS2jbB7PbTPAympDO2msPv+yCJfB6RaZpKduARpJul98GrsdAtNs0+lPtpNYdcDBPVCdB2KPVR7N5PuXEDL/POQ5pNbJMfEPNPQWhHUS2gVokMfIU0SjROiifZjL0OHdYSVQtVd6uUSVnMXwnDxRstMOGMlfqWElevAHynglUpkuloxcw3oMEC7HvXREaxUCpFIIA1J6CssaSIdGwIXIRPIVIqwUkEYJjKRQAoFUqDDEHSIMG20EEjTBN8jDAKkbaGDEIhSWwgkWmmMpI0GEuksoepEGw65hix+ILByExFWit5962g1M6DrzDj1IqSUYKfQ/eux8lMxHRtpexiGxkqmkIaJBqxUBhV6uHUXM5lm0tlnsOm3P2Xxxa+mPDJEMp1BVAwgJAw8hnevx0qmKY8Mkcg10bfpIVpnL6J/y0NkUu2MbNhA+2tew51vexvbf/G/nP7/PoO658vMPv0CgnqZB3/0ReaeczE5x0HJVkq9m+nZtJZkvomHf/IlOqZPJ6UVsrCVvet3sv5/v0+qpYPT3v1FmqZMx8k18PDVX2H5K/8FgP2rbqdj9nKsdJptV/8SpQRLL1lEsd7IH593IZ0nnUTTwoUkW1twMjZt0+eRbulAa8Xu+25l34N3M+O0C2iZMY9Sfy+bf3c1yve45Ku/fhrv4JiYvxytQsq9W0g1TaF9+UswnDQa6FiwmJf+982EXp3GKVOZ//xXs/ue37PjzpuYdtI5NHRNodB3kJ1338RF//E/ZFImPgppQRB6FPeuwS8P4DRMQMbt3WclppPGdB5Ps6bCEK1DpO1w+ns+i5ACjSKXnki9WOCRq7/B3gduZ9Kxp2Oa8fhfTMz/BWGYJJomMuGMNxHUK/T0DZDqmo4xNpbuZBqOuq1hJyLHsKOuT2E4WVA+Vq6NUt9+eresY9Kxp2GlEmTpJPQDHvju51n+yndgJtOIJwuYiYmJiXmOEQsdnmO0Z7NUe3uxEoLi7gcYePB6Eq0zaD72ZZQ2r8eyUxy85Q4WvvrFmIkEwjAQ0qQ+6LPn97dw0ic/jCJEGg1Ix8GvuSAtVFBh1itfgZQGKtRIEaKUgVIuieZmhJBIJ4nygqihbTtoFQ3uEEaCCGFagAZpoDVjlqE6yi0KCMNAColQ3pgwwkOYklAZ6MDDTKUQholfr2FYNioI8IpDKAUKk6BSwMo2Udx3gIWXXkG57wDNM+Yzun8ndirDCW/8CDvu+A2NU2c/vV/SPxAVhnjlfvRY3q/ivofwK0OYyQby01bg5DoPmRCL+b8T+lHO+GBM6GCmH7+eIpFBlQdx8jmKe/4y1wUrlcUtFdBaH7ER273mfgC6Tj6N7lv+gGklqAz0EPo+hhXn2I6JeTYgM13YuQ68Yu8hy+18J8mmKX/XY1npJrJdCyLBQ72ElWyisOVODv7hWyTbZpK59GPAoZaKutQHpT4E4JomD956J8te+nbu/OL7CNwahpPkuNd9gGzbBEYP7CTZ2M6KN36YTb/5CdNOOp9t//2T6H0PBNUqW35+PYaTYNtVVwHQedqpdDzvZIRpMLL9TipPSOVhZ9tpnH0agxtuInTLNM9/HunmSbhDuxnY/wjoaL9mMj8WnR4yuvPesXdbntykZXjlAUZ33EPn8S/HsNNPOLNoQDcMQ3r6h2jvmnTIeRtWHCHxz8gh9p5as+L1H+LmT7wBv1rmBf/vBkb3bWf/mjvYfc/vmHPuy5h94jkkvG7Mga0sveTV3DImdHByjZz3iW9S7X2QwvabSHfOJ9E4if71d6CCqC0gTYf83BPpW7uRFjn0uMghOji6bwNicCty+nLc1jkUDqwjdCs4uXbyiy+G8hD+mp8Q9kYCRufM9+Pe9hmojmDMfR5u01RGtv3xkPOr9m8jqBVoXvA82pe+kNKBdQxuvpWWeedQ7dsC9cfLJlum0zT79FjkEPOsQ4U+Qb2EcisUDzxCfXgf0kqQnbCEZOt0uu/8Ebk5ZxH6AvdgL7kJbfjVOkIGFPbso2PFsRhOChAgLFoWLcQ0wat4KAECQaK5Ge37GKkUYb2OYVigNYZlo6URpXFUAUgTCYSYSEshLAupNcoPkYksGAY6qCCTaULfjUQRjg1GHqENwmoVM5UiCF0M04LAJdU6lVALpPIIPA+0gSkFnfOORWHiFUdJZhpxK0WcdB7lNKBFiEIgHYtAmyi/irYTKO2jFGgk1ZFhck4SFXpMWHYyQaiw0zmkbaKCAOk4GE6CpllL8CtFzHSedEsn2faJuMVRJixeyYFbbqX9+OPpvvtu5lx+OUJKZH2YsNhLy/Q8fnoi93/rU0w+ZiW56VMJQ5MJx5xG7/oHKB7cg5lIIpINyPnPp2J1EfrRO7862MvvPvIqDDvBqe/+HFt+d/UhueX3PHAzU15wERu+9k0aZs7Es7t4+Mr/BKUY3rSJJW9+DU59N2JgFYE1hTu++F4WXfJ6ppxwNp2LT8DJ5in17ifXNY2T3vIJij37ST4xLVFMzDOY0KuRap6GV+qlsGcNyq+RaJxIZsJihrc9QLZrAaWD65l+wnFMP/V8qkODbL7pZ2y77XoA5p57Gdb+uxFTjoHUZJQq0//QL0ArhGHTMv88jDgy+J8CHbooBKbhMbrzPtxiD4aTJjthCWaqgeNf/3561q9m0YuuwDTiSdKYmL8GaVgYiSyDIzuZ+IThmsnHn87DP/3yEbeZddYlJPJHTxFoOFlal16KQjC0ZwOXffsmBCHlgw9T7dsOAlJtc1j5jo8QBiJyyIyJiYmJGScWOjxH8Gs1RjdvZsPnPsf8Ky6n2n0T1e5NNCw4l9SMs/nth19Lx8LjWXLRG5h50XlIfxQr10DjrBwqCBlYu54Zr34ZgRuCA4aTQJo2ybSJX/Ppe/BBppx/DqrmgWGOOQMYJNMO0rQQArQGwzYxEklkGBIGAUYqiTRttJBoNAKBsB2UUmg3BBQaiWGbhGGIRkR2oggCr4rWAjthoiLvb4J6Ddtx8IMAKQOElSD0XAzbYfNNP2XR+a8hO2UCXr3K/tV/YN0vvzV+jaRlc+q7P0/guU/Tt/SPJ6wX0CrErwwztPmWx5e7ZfofOUDTnDOjPOVGPEH+1/JY6gpVKyOEwLAfn1ARTg5G9mHnuqgPDaHC8M+6aNjpDCrwCOpVrGT6sPXDW6LI64YZs+iRd+KPlKOIj4GD5Lum/v1OLCYm5h/G7v29LFx6Ke7ofkr71wKC7KSlUbqEMdeCP8WvFaiP7McdOYCVaSXVOh0zkXvSDq8KfbRWGE4GlEaHIftv/jK56ccC0HrcpdSKfZhNU1DDRxFjNU5nwbmTGNm5hcCtgRAYpk3PuvtZ8wSrxscmKpomTGVj/9cP2UX33fcw77WvHf/cc+ddLHzzFZS71x4icgDwSn0Mbb6V5rnnELhFzFQjfnmA4r6HDilnOFm8Uj9Dm24eXxa6ZQZGD9Iw42SSLVPROh7MiwHDsGmcMpuRvduYdPyZ7H/wTvxqJE4UUtK3+RF23fVbhGEy/9xLkTtugt51KCDrNHHq2z/O6qu+wYo3vJ9q9yq8Uj/CsEh3zKP/kesOOZYKXIr77qBp9vNR/VVE3+GOS+axr6LQs4nS/sedIqoDZaqDu+lYdim6EjlAiWkrUVYaY/krUBtuQLRMY3Tn/Uc8R6/UB0phZdtpnnceKqiDkLQf8xKUVyP0axhOGsNKxRMbMc9KgnqF0C3T9/A16HDMTc0tM7z1dpJDu+lY+Sp+97ErWPm6T9C6YDZIE+2k6V+1ms4TjkNjYjiC0Ff4lQpOYwPCcrDySXQQoFNqLK2UQoQKw7QIdRRVLaQRrRtLLSVMMLTAdBLoMEQDyncRdiJ616Iw7CQq9AEBQQ1hZwiwQIKRTGDYJm6xiDBMQi1Bq8ilJduF2zuImUkhlIfhJCGEVEszGsnQjo10LlyBaJiILo6iNVjZHMqrYCajiG8znaY6MoCdeczlSCGkQaalA69Sxkql6d+6lmRTK1oYJBvyVIaHaJg0jdrgQexsI7vuvomZZ7yAZLaFXf9zLUvf9U4e+cr/Y8Hb3kJYqYMkcmEMfZTvorWibfpcZCrBrltvZOIxpwMCK5li3oWv4uGffZ1lL30L0krQNncpm37z4/HvNvTq9G18kPkXvZreDQ8yZeV5GIbJ5BVnkWudRP+qB8lNm0ZAhsLOnQCcduV/kjjw60iYmWxk+MBelO+x9ZZfcu4nv89dX/4go/u2jx8jkW/inI99G9OJn38xzw60Dinsuo9K35bxZZXeLVT7d9C25BIGN91My4Ln0ffwtWSnrGTdNd9hznkvxkplSDd3MP+0M9Grv41YdCG65lHqfQQn10GyeSqZCYswkw1P38nF/J2RBOU+eh/8eTQIS/R+HCreQmbCYtId87j4yl9SGx0BM3bxiIn5e5JsamPFFR9m1fc/c8jy/KQZLLzk9RjW0cXlQgisTAu1oT4aJk9HSk3fw/9LUCuMlynuXU11YDvtyy4b/33HxMTExETEQofnCKObN3Pra17DWd/5Bk6LyeCDm8jPO5PmY1/OzR9/A2d/6Mukm1oZfHQ7nXPb8M1WaqOjZCdOwK9WaD3hGBqnzCCo1jGsNEbSBO1jJBLUCyNMOucM0Bo7kwAzQVgtI2wHaVtIAVoFkTuEbyKEREsQBEhpERBg2Q5KENl8GhKhxZibROTyoLVCmBZaawzHigaZDBPbTowvF1IQui4i6SAAK5dCaYHSoDyXCctOQVoOMvDpWXc/+1bdfsg1Ur7HnVe+n4v+6+qn5Tt6KqiPdmMmsozsuHt8WaJxClZyIiCoDR0g1Trr/7N33tGSHPXZfqqquyfP3Bx37+YctNKu0iqijJBAQgSBRLAxGIwNJtgGDCZ9gI0NNmCyCTZJAgmEiEI557A553BzmDzToer7o2fv7tXeVUZaSfOco6O907mnu6er6v29LzLR+MLt5Iucg9EVJZStJrow1AYsnajE6IDqyAix1tYnXJ8TD5epZEcnFTpkd22HCERSGeJtbbhDYwDke3fXhQ516rxI0FojnQTJzkXEWmcjCCvBj4RbGKL3gZ+gD6kOH92saF9+ec22e6Ilol8t4ub7ye16EO17JDoWEG3oQnsV8jsepO34y0BI7FQLo7seomPppeg7vgY6mLAeMeN0tErjDm0j3tJBorWTTPdMBjc9dlgeZeBWuP1LH+bVn/8+8654A6u+elBY6KTT+OWJudhWLEJ215pJj9cvjSKdOIXtd5PuOY7sjvsOmyc99ViGN9406fJj2++l68QrsSLxSafXeXlh3IDT3/95bvrC+5iy/HR23XMDCEHnkhNBa7beElY/ts5ZikUV3bdqfFmx607am2fyyg99BrtzJn0PrAYg0T6fwv61R9xmeWQTmY5ZmLHZBM3HgLSRhV0wuAFa55C/738n2VHN8KbbaFtxJULZ+FrT98j16GqRZMdSUumuCc+Ax1MZ20u1MEC8eQZ2vOHghEjduavOi5swqsJlbNvdmMBD2lFiTfOQVhqjq1Rz2zBBhQs+9R2Ku/YhgjzlcoJEKk20uxM3V0LFYoiojQDiXR1IS4FSUCljhIWyI6EoPxJFKCs0OvI9ZCQaCiECg8AHKREYjAnCaEYpQ7GDEEgEQeCjLAvjVdBGIwgQKoIB8n17SXVNQ0VspG2jlINyHJRyMH4R4cQxniTe2YlXLGEMSCeCOzKKtgzSjpGZOgsTaMAnmsoghEQjEITRT252FKehAV9JBGDFYtjROIHvUh4ewLIiKGUxsmMjPe3dICBwXQwG45Xxc/tQiSYaps7GLRdxoglWfPyjOGOPsujv3sXYnm3EVRIv04o+5goGh4o0pB2Ov/IfEH4Vdj1GOTvKQ//3JZa/7QMIBOWxYdZc+10Wv/avkG6B8ugQ3ctOYd9jd4cCs1ddQceSE7CjcZQTxYrG2PiHn3HHf30EIQSnvOezZLdvx1l2DNK2aZg3jyhDocgBwI5QLeYAmHXmq3nof/9jgsgBoJId4ebP/x0X/uuPSRziGlGnztGKdksTRA4HMZSH95HpOQs3VyI1dTnlgbXMv+D13PPNz/Kqf/spwkjUtl+iFl2Mrw1+pUTr4gsxRiOV84RW6nWObgLXpTo6CiJ0IZJKYbTP8Po/gTFIK0K0aR7KzmC0SzW7jUTHApStqBayYM9+oQ+hTp2XFE4swcwzLqJj8QnsuPsPlEeH6DnxLJqmzyPe1Paky4fvdBBNZagMDRBrWooOylSzW8YFD35plNLAFpLdy8CqD+vVqVOnzgHqT8SXAZXRUVZ95Stc/OtrsGIxeu/7Ie2nvoPEzNMY2rqWMz/4JWzpEhQrtCxdivD2oIMw5kBYBuk4JFs70a6HMRBUXZy0g5f1ENJBRiMoxw5FCZYCrbESCTxPh5UuRoO0Q9tqpULRAtSqTg1CKYwAicDIUOygqy7SkrVKmhBhACExRqN9H2HZSEuijUYqG+27RFIpAt8n8CpIHLAUQioq2VGaps1GKUNgJJtvunbSc2UCn/2r7qVp+rzn5bt5PvGrJbRXCS1MvTJWoomGnnPZ8Zvfsf1X30N7HlPPO4dEy7HYdaHDMybwQ0eHoFxCORMfscKOgbSx7XDwsDTQ/6RCBzseDkhUC2OkmDJhmlcsUsmNojqiCO0Ta2ujuG8/0rbJ9T61aIw6deocXagnEDgABG6RwdXXHzbAaXTAwGPX0n3yX2LF0gfnr5YY2XQLxd6DleTVsb1Y0TStx1wCUjGy7ia6zngHJvDRXoXh/etofsWHCDbfjBncioim0fMuZay/wLpPfpbctm0kp07l2CvfQ3LaVG759/dNuq/a9+ld9whdK086KHQQgkXvfjfKtjn1y1+mOjrK1muvrb0uBDipdlJTjkE58Voe8QbKg9sIqgVaj7kEE/g0zz+H8sguCvvXYYLwmSuUdeRBXxOga89mCIUfQSVHNRtauTqpdpKJugji5UKiKUl1dJAT3/yPJKdPY3TnJua/8k30r3+YwKviV8LrKN09HYY2geVgHfN6ROfC2mBnFas0jJGKtmMuoTS0HSuapjSw+Yjb1F4Bbbewe38HW/7zv/GKRbpOO5VFf/W36MLYEZfzikOYWAODD/+aylgfXWe8g8AtY/wKWgcH37MnQdkxRjbfytiWO+g88S04iSNbpdap82JCax8wVEZ2EWuZj+XMYM3Xv8nImjXE2tqY//a34OWKOOkY6Z5OAh+E0WAC0lOn4ecLCKVCAb8TwYrHQjc7HWCUhZAWSIW0BMZ3MWikEqhIBGEMxphQbKEs0LWwJ8vBL5ex4jHQPlLK0PXISPyyBybAVH2cmCBQEaRSNHZ24bo+Kh6K+K1oHCkVgecSGIugWkLa4TZU1MHDIgJhNIYyBJ5LqrWT6mgWKxW6JOrAxwQB0o6AEGEEpAbbDt0T7WgSr1RE2jbJ5g6GV60htTxDz0lnM7JzM/GGE/A9txYDWSU29VgiToS2ucdQyg5RyY/R2NOF3zvE9ntuZOErXoPxXPbceS+R6S0gFF65SKa1BxVP4hXa6VrSzO4Hbg6dcwxIFbaPHDvO2N7tdMyew5Q5M9m//GSSU+ay75G7yPftIdbQQrShhU03/HxcgGbHEqAN2vfZeu0vmXr++aS721GjGzjwJDSFIVqWXARA2/xjWXf9JEIyoDTST3Go72UrdDBaUx4cJKhW6U6nx/tq6hxdBF4FHQSUhnbgpDtITTkGK9aAtCIYHeCOVdnw/R+w7/Y7sOJxZr/+MrpOPwHbrWJ0wK57b2Tu2ZdiLbiAiu/hSEVQGUZ7bRPaC3VeWNxcDjeXY2oqhV8sotJP/t0U9u5l4//9H7tvuAFp28y67DKmv/bVWBGJVxwm3XMywrSw+uvfYPixx4i2tDD/bVfgT/VRjiDdMZXHxxXWqVPnqVEeHMQvl5mSTqN9H3XI76cTT+LEkxx7+Xuf1jrdQhYZTWA8n/yeXtb899fJbtlCYsoUlvzNe2hd3MPo1hvwK1lKA5tJdC7kQBRnnTp16tSpCx1eFvilEove+U7siGRsz36cTDtW22KUYxOJZYhnklRGRrGjMqxKaZ6NLLkkurrCHNJIJMwYtWxUVOK7VaRSyIiDtC2cVBy/WMZuiIfV7EagBEgV5lVov4p0YhghEJYCE3ZQSdtG+374bm3MQQtQaUJVg2WFsRa+D0KEFapS4pWrWJEISgiMNmgdIMKVAGEljRWNopSkWighlCTZ3Izv+fh+BamrVLIjRzxf+f69z9dX87zhFkbxioNQ67yLZLpJTz2T2/76PeR27Bifb8tPr2LPDTdy3s9+RrK7+wXc4xcvB6Ir/ErlcKGDEIhICluUEVJRHhiERU+8vnGhQ37ssGn53bvBAksE+DsfINbWxvC6tcSP7SbXu/s5OZ46deocXQRuGTc/MOk07VXwK7kJHZdeeXSCyOEAfiVHYf9aGuadTn73KjpOfRsGRaKSp7D/UfZn+0h2zCc6dQUq1U3v7ffzwL98cnz56tgYw/+0hmUf/hAdi45n9wO3TLpP+aF+OufUqsWk5Iyvf52Bhx5iy1VX4eXzJLq6mP/2txNpbCYz42SsaJLsjvvxK1mEFSHVvYT08tcjlcPQ2t9RHdsHQhBvnU3bsksYXn9DrbrhiWMpRG1gxa/kGVj1a6pjB3/rhbToXHoJxmig3sn/UidwPe77f19i4IEHWfrBDzDvgjdy+398iLE925j1ikuwonH8SolKbhQZb0Bd+Fmyux6i+MBPMdrHTrTQMOsUyrsepNC3gUT7XGItMwgq+SPem/HWY7n7Hz/C0KOPjn+249fXs+fGmzj3J/+HUM64aOcwSiM0Wh7ihMvwiyP4fpWdv/oMjQvPItE9d9IKT2mHjmcHxD8jm2+jddEFKKcu6Knz4kf7HghJomMhQamFG99+ZThIS/jbdN/HPsGcN13OvCveRKwxhVA2tgNojUCi4nFUJAJao6IRAs/DCE2gDcqJYvygJmbQyEgMglBUpJRAQ+3zKNoL28TKdtCBxnddVCSCQYRug8oCIfBLBZx4EoSHUQK0BstCWBKqAUIpvHIJK5pACIPlRDCBQQcgpQQpcEtZ7EgTJvCx4vFQcOEXMYCMWPiejxAWOvCRSuFWytiRKHYyAVIANhZgOxZGhIULMmJjxWLoSoFEU2s4aOr6CGkhCMBy0L5Gyjzag0g8hYpE8DwPk5nJgrMXIPGh0ku8u4tyNc/wtvUsuOByCiO72bduiMa2aSTbY8w99/UMbV3H2K4tLLz4reH36Ll0zJ2PWvtT9Oguuk/+W/r29JKZMpO1132ffO9uzv7Yf7PttuuBWszk3/4r2U3baF16DKu/+lVO+8pXyG5eD9I99AIh4g7Sfewp4bXyBNbOldyR+wReylRGRtj9pz+x9pvfpDI0RKSxkYXvfCfTL7qIWHPzC717dWoEbgmvWEBFo0QyHWHfWODj5QfI7XmMROtJ3Pz2d+EVwvit6sgIq/7zK+y5aQkrPvkxAMpjQ9jxJCM7HkG7JRobp5PdfTvxjql1ocNRgA4Ccjt28Mi//Rt999wTOoyddhrH/eM/kp4+faI76CEU9u7lhje9ierIwWeYjDkMbHqMKcceT+uy11LcPcot73hT6JpL+Pt4/yc+zYxLL2Hp3723Fi88uVi2Tp06k1PNZhl48EEe/Y//oLBnD1Y8ztw3vYm5V15JvO3JHRuOROC6eKUyEcth+NE13PuRjxzc5tgYt//Ne1n6/r9j9usvY2zH7RjfDYW5derUqVNnnLpH2csAaSuchgx+IUvTgjk0LrmILTf9CmMM8XQzVixKflcf0ZZ2hFJINFZEYbRGawNCIZ3QSlM6Fk4iAciwgwgF0sJOZRBGoOwI0lagbFB2OLAhQrtPKRVSyHAblgMCDBqkwCBCMYNUCGMQlh26N2gNSkKtoyisRImF8wmJMQYpJUJZSOWgjanlpiqECcUZfrUSdhgB2o4ipaRpxoIjnq+uY05+vr6a5wW3UEB7JQYe+yV2LI20Y7QsfiV99907QeRwgMrwMFt//vPxCIY6T4/AO+Do4KIc+7DpIpbGlIaIZNKU+vufdH1OLa6ims8eNi23YwdGgWUp9Ngeok1pTBDgxNNk9x7+3dapU+fFj3lcnMTj0cHEZ3dh7+ojzlvsXUfTkvOYc/kX2XfzN/GyBfxCjGjTdEzgkt+3msHNt1EeHubRL/77pOtY/dWvMfcVrzvsc+VEOeZ172HmSRdT6B/hFd/9Lhdedx17briB9d/9Ll4+H+7D/v08/PnPU+odQkUSDG+4Eb8SPu+MXyW36yFyux+lPLIrFDkAGENpYAtDa39P0/xzgNDpwoplJt1HYUWQdozAd8nuuG+CyAHCeK2R1ddh3MIRz1Wdlw7VfImBBx4EIL9zF8PbNzC2J8x5dxJJ5l9wORBW1YipxzK45rcU9q3GaB8IXRYGV/+aWOtMrFiGYt9GBldfT6pn+aTbU06Ccl92gsjhAH6pxLpvf5dY8+ROYpFMNyY/iNm3GvPgD7BtBy/bz8xL/gXtlYk2TMXJdE1YRtoxWhdfxNi2e8Y/Kw9soZrrozSwlaBafJpnrE6do4ugPIYQkkTbch76zGfHRQ6HsuVnV2E0GKmQQiOUwvVEGCunBOBjrLA9qSKhMAgDAoEQAlmLoMDU3AeDAJChiN9olBChQ6FQCKVQto2TyaCNJjCgHAeEQCmFFU1gACsWxyi7Fi9lMFYKJ5PBeB5WLE5NRoEWgLSpNZYx2uCkGkBJtFBIywIVtpmlpRBKYsfiCFlrZyuJZVkIIbCkBjSB5+O7FexYKKAWKnRWSE6fikHilXLEmzuRQlLJZ2sFDkm8ShEdaCw7Qjk7jHKiVPI5hB1HaJ9AWojcLtKzZ9O+4DhmnnoB2+/4PbH2VvJDw8hEE5tvuY7pp5xHNTeGk8qAFMw47UIsO4ptgR7dhWhfiKtS+JUS937zU+Rrgm2/VpUOMGPlBez9/U2kZk1jz+o7mXLeOdz7kY+QmbsQMe20Cd+/2HkHJ73pHcSbWrGisSNeS+mOnmd3Mb4I8SsVNv/0pzz02c9SGRoCoDo6yqNf/CLrvv1tvGL9N+JowSuOIW1FNbsfrzhCZXgn2iszsvlWnFQXG77/f+Mih0MZWbOG/I5dxJva6Fh0AtX8AF5hiMY5ZzO67TYw+sjiyjrPK8V9+/jTm94UihwAjKH3jjv405vfTHHfvkmXCTyPLVdfPUHkANB55uk09fSETruezUOf/dy4yOFQdvzqOqqjWZxYDBP4z/kx1anzUsUYQ+/dd3Pn+99PYc8eIGzLrf/e97j/4x+nMvLMxZOV4WGCcoHKyCgPf+ELk86z9hvfojzYT+OcM0hNPQ5l190c6tSpU+dQ6kKHlzhaa6yohZ1MoNIteOURAtfDqVWCWLEYUlpk5s0FJ4GdiIEVBSsS5oU6EaRjYScSoD0MEhWNHoyUMAblOAgrFCIIpRDKQkiFFGFHEVLV3BqACfl/AstykJYKO5OMCTuTrHBwWEqFkKGTgwg/wGgTrqO2fVmLphBCgqjFWxiDUBLPNwhLYUWjBMZQyecoD/Xh+5oVV0xuIRVvbqdl1pOU2L/IEEqT3xfmS2e33wdCElRddv3uj0dcZtcf/4ibPXxgvc6TE3huWL1VrU4udIg3QeDipJOU+vqedH3KiSAte1JHh9zmdQhb4qSaAMOBfjxLRQ7Loq1Tp85LA2XHkEeMtxDYjxvsf6JKHWMM8Y65jKy9kWT3QrzcILe/533YkXk0z7+EZOfJtB97GabKpB2pANp1Udh0HXsK01eeT0PPHKTtcMbf/SvDNz/EDa9/I7e/973c8o53cOf73kfPBRcQm6Tawc2PMLbt7km3UR7cQiTVHro+HUJQLeAVBnHS7RT7N9Oy+MLDKxuEoGXRBQytvwG/OEJ+76rJz4X2qY7tP+K5qvPSwSuWxv/dfebp7Ljjd+N/+5USjdPmMvsVr0FFYviV7BFdGsa230d6yrJwuXIWN9dH69LXIA/pdJJ2lNYlF7Hz93844v7sveVWYo2HCx2kFaFp/tkUClnkqe+FjsUwsoOgnGPbNf9Mevpy+u7+CbadonXJq2lecB4tiy+iecG5jGy5Ha8weMjaDCbw6H/0GoY33lQXO9R50eKV8uR2P0xpcBtePh+6mx2B4XXrEcrCmABlOyglEVYEKxYD6WA5Dpqa45oAZYfv7aJmPywjzsGVKQVSIpXCikRBKVQ0jrQUWodxFtKysJwIthMJHQ6dCEbZ2JFo6BRhNEpaqFi05rwgQR5YjxOKMmwH7boIxwnb1JaNikRQyqqZF+qwGRwEyHgCE2iseCpscyuJ5UQQUoXJkcpCSgEYUDaer3FLRex4Gt+toAOf7P4dSCdCEBgCtxLGgugwZhJjcOJJKtUAHWgiyUakZWFHYwSlCgGS/FA/pnM5frFIUK3Qt/4R+jc8iIrH6Fx0PNKx8MsFqvksdjzBjFNfye77bmbhK69EV/IIP3wW+d0noX2f1dd+d8J3qOyD38HUZaejPZed99/A2t/8gK5Xnsm5P/kfpBzEJBqR7QsRsUYiK9+Fs+wynPxOMg0pFr/mLya9PrqPPZVo5uUX6VMZHmb997436bQtV11FZXj4ed6jOpMR+FWM9gjcIna8kbGtd5LsWkx210MAWE4b+26744jL77v1DrqPO42W2YtxYgkapp9DdawfAg8QRxQH13n+CDyPzT/7GX6pdNg0L5djx/XXh/FDj8MdG2P3DTcA0HLssUy78ELaTjwRIQ2V4U2AoZodJbtt2xG3PfTYKoQdRVqH91fVqVNncsoDAzz6xS8C0DBvHtMuvJCOlSsRlkXv3XdTHpi8zfhU8EoljFRUR4aP2BevPY9S/wButp9I45RxEX6dOnXq1AmpCx1e4phKPqz2cCzsxhbcYg4hLea94lXYjkI6CoPBSWdqYgQBKoJGAhJhavEQNfGACQKEUAR+gLBthBIYI9BupVZtYRA1+2ghw+iKA8IEY0DUrCMP6B7CaWFnkjgwgVoHkzjEaTL0VXucdZshCHwCtxpuSwi0X9sHU0vE0Doc2Pd9+tY/GOYuS0lDawtn/v3nSLR2jq+/a9lKzv/Ud0i0dPw5v5LnFe17GB2Md2hXRndTzfWjvTIqdkhHvONgp9Pj59+KREI3jjpPG+25SMsmqAQ115OJiGgGhMKJ2xR7e5/SOp146ghCh7UIW2AnMmDHkV4OJ5NBuIZKbpRytt5RVafOSw0VSdA076xJp6WnLUc5iQmfJbuXHHFd8fa5BG6Z4VW/J9Yxh3L/WlqOO5atV1/D/tvv4+4PfpbSvlHEIQMNkyEtm2ZnBnKvz5xlr+L8j32Hvtvupf/e+ybMl9+1i1X/9V8sfs97DluHFY+O2+xPhlcendR2vzK6l+YF55Nom01u9yO0HftaMjNOJto8ndSUZXQsvxztu1RHduGXx56wQ8Cr5J7wOOu8NLBTyfF/p6ZPnzCQFrhV7vrax5CWzQl/8Q9UhncdcT1eYXDCQEF5ZBd2soW2Za+lbdmltC27lOYF51Ea2o4VO3LFjYpGKQ+OkJl+AfH2xcTb5pDoWE6y40y2Xn0d2V1r2PCTD5M3Digb41XBaPbd+m1all3I3hu+wtaf/SNOuoORjTcyuPr6x4kcINo0Hb8aipWKfRvwymNP97TVqXNUYIxPUC0glQUcIuQTAjudRjoH72crGjr6yWgGtK4N6PsQhKIEYVlIpWpi+wPtzwONVJA1cZ0hjJDQWmOMHo+1ONAuFVJOiEcI0xhluE5jMIQRjVIdcGLQSAQ6qDlDSIkOfITW6EDjlfIQBChL1ZZTGEQojBAaoQN0EITbURZaB2g/QHsuvucigmoodhASLRyCUgWpFDrQgECiUUqiLJtUazum0E/guWjto12XeGMryrExQRgRYqwYpb5eKgODaM/Dd6vowCe3YxfGDygWXLJbt1IpZOldfS9OMk20oQkrGmVoxzqmLD+DytgwzTMXktu3i9LoIMWBXhxLI53w2eh6Bh34lIYnut2N7tpC2/xjwz+0wUomKeeGaZt3DImMw7ar38/+277Cxp/8PdWOZUTOfD/uqmtx7/0fvPW/x7/zv5i5YBbLr/x7nEQq/F5th7nnvZ6Vf/MpounG5+zafLFQHR1Fu5NX85sgqAsdjhJM4IOQVEb3YgIP7VcPTKgJnifvaziAFYuy9HXvIp7OsP/Oh6jm92HFIlRzfaSnH1+PsjoK8PJ5eu+eXOQNsP+OO/AnE5pLSfOyZZz5zW/StmIF2vNoWbKEaCJFUMmC9msVYOFvkZPJIO2JggYrHg8jmeoV4XXqPGW8QgEVi3H6177GtAsvRPs+6enTOf2rX6XnggsYWXd4XOhTxhjirR3jcZsQ3r92Oj3h/lW2Q3lkV+hw/WwOpk6dOnVegtQDfV7iGL+KXyxiJTOAIZLuQkiBEY0wuBXZsgBpSaQOFcVSGYwgdEiwLATgeQG2bSPjaYxbIfA8lGWBMBgkIvDDzh7HQmsdWn5ixvNJJYAJPw+0RkkJgcbI2pxag1Jhx1EQIFXo4GCMBg1GylDnEAThvtcqWcJ1S/zADbNUtQ5t+LRBex7GaKRtY9wAgWF0+wZmn3Iels6jH/oxXce+gQv+5Rv41SrSsrGDHHJwFaZ96oSXixczgVtECEG0aRrloVDRHVTGsNJxZl32akq9fSx8xzsQUuIVi8Tb2+m7916SPVOJNr38KlyeCwLPRSoL36tMLnSQEpFoIuIMMDw0ROB7qCdR0tvxBJVJoivyu/ZgImBFYoiIRBeHiTa34GfDqoCx3VuJLannrNap83hKIwMUhweo5kZItnUTa2gmkmp4oXfrKSGkIt4+lzYnweiW2/AKQ1jRNJmZK4m1zMCYiZU/TqKJaPNMKsPbJ3wu7RipzkXgewRuGSveACrguA9/mJve9nYW/OXbWf21r1POF2lqaSHe2UlpEnFWpKGB0v79bPzf/wVgz5/+RLSlhZM+9zl2/fZ3uNkskYYGFr/nPcQ7O6kMD9MwZw7LP/Yx1nz964dULEyeQTu+v1YsHHR5HMqJk915P6X+TQCUh3bQeeJbQICbHyRwS4xtCSveAreEFcvglyevkog2dD/hPtR5aWDFI3SdcQb7b78d7frMesWr2f3ALUDoogSw+cZriDe3M/344464HiGtCY4pykkwsvEmKiMTxRFC2Ux/1SvZ8rOrJl3PzEsuYdcf/kjrsmU4DQ24uRyxlhR9D93Nph//mDO+9v/IbrqVfXf8gMSbv4RbCCMwgnJu3N3FjmcwvkusZQbFvo2HbT8z44RxYTFAYf/a+vVe58WJkEQaewi8CiqWpHX5cbQsO5b2FSso9fdjp1Joz2PDD39I4/x5IA4M2NciFCH8nTwQdyEMBo1AhqL8A+J8CN0KgdoEIIyRELX4CmlM2D617do6RS1aEUzgIS0rjGcMfIzvoYOwbRp4tWnaoH0PGYmGA5mBRnFgAKomgKiJHwgCtJEIy8F4ZdAGLQxSWWjfD40TlQojKiTg+xjPxa2U8EbypJIxdBDgxNJo4xOJOLhuhVg6g+fG0ZUxBDUXCgzG9yHwkMqhWshhCKgMDMDsOVhOhJEdmzEjLk3TFrH15l/T2DCD4sA+km3dzDr9VQS+izEBud6dJFu7iDa08OAPvsjpH/x3pG3jV0oIkUAPb0e2zkbZNpVKueZGETB95bnMP+8S8Ev0HP/P3P6fH8WtFKgMDtNy7BK6lh7D/j/9G6Y2+Gt8l2quH2fvfZhqEXv5m5GZLvCrYMeY19jB9JXn4nseyo4Qa2zBco48SPxSRjlPLF5V0ZfneTna0IGHlWjBKo2AVFiJZrQbIZo6CTeXRagUx3/yX7j7w/8Q3q+PY9alr8WJxNl23a9pO3ExXnkXftmmef65xFpnP4E7XJ3nC2nbRBoajjg90tQ0Qbw3/nljI7MuvZQ73vtegmp1/PNkTxexLguEQussJ33+80QyGcqDg0QaGqiOjbH2W9+iPDBAy9KlEFSBI0f71KlTZyLSsTn+4x/nno98ZEJ0zOaf/YwVH/sYqenTnvG6rXgc7XnY8TiZ2bOZduGFNM6bR3lwMGwfZrNs+vGPcTJxjHDBGKSqO7LUqVOnzqG8NEZz6xwREbi4FY0TAzc/jFvRRBNR3FKVeKqZABcjUthxC69SRiOwEjZSWbheEUQE21bj3h/CspBSYQ5UhFgKo02YbRrOEbpq+h6GMOfUWBZogxBhNQw6IHArSCeCNsEhHUMq7AgCgiAAP0DZFmgfz/VQSoJ0CCoVpB3GYwR+BWHZaB1gAg8jLSwFxkikH3ZiVUsFUskoCy+6EuUoGOjFWfkuykMjjGx+hNzuPTTOnU1mWhex9rmYShaReHEPDutqEaoFjBDowELKRqQdQ3tlir3riTXPINnTwbIPfID7P/lJmhYswGnIkN2ylfSMGcy94ooX+hBetAS+h1QK39WoyOQKeZlqx1F7MTqg3D9AsvuJBxvsWGJSR4fCwAi6x2A7UWQsQjC0g1hzK2Pbt6GaogxvW0fnkhOfi8OqU+clw+jurdz8ub+hOHQwOqZ7+emsfPe/EG86PFLhaETZMRJts4lkOjGBR+CVye64j+ENN+Ikm2mcfTqRxm6UHUNFkrQsOIfy8E7y+1aPD4bG2+bi5geJNHSTnrECtKZx/ulUs0VO++pXGXxsNef//GdYjovafw8rP/txbn3vBwmqVYSUtJ94IonuLnrOv4DVX/vahP2rDA2x4Qc/YNZrX0uht5dFf/VX3PfP/8zYpk3j8zTOn8/KL36Re/7xH3GzWXLbdxOfOoPK8I7xeaKNU7FiGbRfrQ3mVHk88bY5DK757fjfyc4FmMAlv/sRGmafSmV0N4Ebuhrl9z5Gw8yVDK07PEbASrZixV9+lZ0vR+yYw5K/eSvSkuy/43Z6Lr6AnhPPZvf9NyOVzczTL6Jj0QqEZRFtmlYbcLSINc9AWg7VXD9eYZBE50JK/ZvH15vsXEDvvsmjUZyGBma97nVsu+aaCZ+npk9n1usuo7S/lwc+9akJkVadp57K6V/7GvHONrrO+Ev6H7iWoTV/CqvPxwn/nZx+HL5bIt6xiGjjNAr71xB4ZaKNU0l2LGBky220Lr7okMXqNUB1XpyYQBBNT2dkyx9pPeY1nPiZT7PqK19j36230rxkMX65wuj69Zz0uc9hNTSgAYnAmACDrMUkOqFwHoMOQqeFA4L6UDRg0KImtEcgjQntw43B6KB2DwqwJMK2CHwP4ZYIsMO4x0BjvAqBcRDKRgqB77kYXyMtEWamC4UwHigHt5hDORGq+VHimTROPEVQroBSYTRG4GGkQPsethRUqz5CgmPH8D0P4/l4bploPIoODEYLpC2oFnMgBPH2NtxiCaUc8MpQHENHU1jKwq1WCfywMrw0OEDTlC4CFSMojuAbRdyWEI+S35+nacESKvkRYskUvavvY8EFV1AaGaSSHyMyswHiFosufgu5vj0Iy0LZEQY3r8UtFZjWPYMT/vKfWHX1Nzjmje9h3XU/pGPWlXiPXEXklL9Gj/azb8duek48m3RbB209Lez/3acx2kfFMhx/+duJdy1FVRWxqZ3g9qK9yvh1IZRD0+wT8O5bR/T8j1HZuY5qOUffA48gBHScdDyxjkaSU2a+UJfuUYOdSZKZPZvs1q2HTUt0deFkUi/AXtU5DK0R0hBtmk7glkm2nsKNV75tguPGtAtfyalf/jJ3vv/9E37XZ772tcTaWnFLJbrPOgOhyqSmvgIhLaxocrKt1XkBUFGbeW95M4MPPzzp9LlvfiPSPrzLvjI4yH0f+9gEkQPAlquu4cT/9/egLCKpqWx94IeAwSsW6bv7HqItLZz4mc9QHR3FSUQQVl3kUKfO00E6Nuu++90JIgcAjOGRL36RV/7ql+T79rDvsXtwS3m6lp5EorWL2FOIyaoMDhJpaUYHHqf+53/y4Gc/y96bbyYzZzbuWJbcrl2c8u9fxC1vpGHmSRhpPc7xuk6dOnXq1IUOL3GEE0cIl8rAIInuVkpD2wnsDHYyg3FqDg2VKlbKRkWi+NVqaLMpJY4TRdSyQwWETg+A8QOEpWpuaGGmaZibfUi8hLTGLT6FkHh+GcuJhk4PRiBr4gSpQtcIE/gIO4zRMDpAKYsg8BBSgdZYtgMEGB0gFKEFqNEYFEL7oWDCq2LFG8Isw0oJt1JB2WEuamlslHRrM9otE2mfR3bHPrb/9gZmXnQuDdM7QSiG1m+jeelSkqkX7mVBB35YmSLVM7KRM0ajR/fibr4Npp2GFhBU4O4Pf5TTv/4lcrvvoTKyC69SQNlp9t/1O86/6kdYMRvtu6HYBMnAQ2uId3QglXqyTdZ5HNpzkUrheUGYATwJItFCNB1+v8Xe/c9I6OBmR3CrHlDLCnbiYAIijWmqw8NkFi2kf8NjLL7kOTioOnVeIhSH+rjxM39NeXSirfu+h+9g1S++zfFv/4fwfnqRIJVNdu8qxrYezOh18wP0P3oNzQvOI9l9TGh5LSTSSRBvmYmQFpXsfvoeugowZOacSefpf0E1O4A7uhcZbWN0w3YaF84lkonilz1ItJEcWMMFP/o2o1t307p4LnJkHaLYh7b3ctI/f4AH/u1rDD7yyPh+VMbGWPxXVyK8EpXhIVZ86L2s/f5P6LvvfgBGN25k7be+xdL3vY8N3/sejXNnkJjazcBjI1ixBjIzTqYyuhsrmsJJtgKGjhVvojS4lfyeRzA6qM2zd9zpwUl3kJ62AmMEnSe+hcrYfgr71004N0JatB7zGkY23UpQyYGQJDoWEJtyAtI++mx8A68COkBY0Zfcb3I5O0IlO0LgVYmmGog2PD8VtgqfWMphxquXkZl7Hm6lyLLL38vM0y4kqHgsfs1fcPt//SPNM+aT6uiiY8Wb0F6F0sAWtFch2bUIJ9mGEJL+VdeRmXky8dbZaL9K5/Fvpjy0ndGtd4LRRBqmkp5yMsPr1tF95hl0nnIKe266CVEFOtoAAQAASURBVL9UYv7br6RxeifCryKbIiz5679g9Te/N57v2nvXXTTMncOCC5bRMnURzYvOJt+7Fe2WyG25J3wpVw5z3/Z1Aq9IqW89KpIg3j6PVM9xBOUc1Xw/fY/8AhVJjFekAyS7Fv/Zz3OdOs+GwK9C4CMsZ7xiLSgM4WXLPPqf/8Vx//g+As9l7823suiv30GysxVtwqpmKR2G1m7Az+WJNDWCVEghEEqN+w5KYdBIpJQYY8KoCSFCUf6Be0VrjPYxykIIg/ENEMZWhFXxBnwfoQE7hmXZoZuDCKMbDWCqVYxtYwKNkBIpFYGSQOhC6JZGcaIHqvgSHKgu0DoAadBlD2EpglpchDH+uIth4PsE2ieolEMBhbBBl5GWzcjOLTRNm4VXdDFWFa19lB1BBFWCcg4dyeDnxoilG3FLWex4Em1Vw+dPqgGFAR2gvTJy600ku05B+x77V91H+4LjWPq6dzCycwvSclj06rcysOZhWruX4VXLRNNN7L7/ZgKvip1I0rX0ZPrXPsjgplWkO3tYfc13mXPWJbhGEll0GSMDI+QGh5ly3Km0zl6C1Dn2/ObTB6+Fcpax1dcjnEayuT3YuQxO7KDDU6x9NtNf+WFE4BI55a+p7NvJhuvvZfPV1xBrb+eY97wDSYDJD+I7CpVqQbyMqyCtmOKkz3+K29/z/gmD5k4mw8r/+Dx2ot5F+Ofm4Ludc1hFrlfOo/0yJgjQgRsWC+kqybTgomt/zIafXMO6//k+GMOu3/+BVM80zvzON9ny06ux43Fmv+ENxNtaiKTjeNWAanE7ya7F2IdEbdU5SjAByamNzLzsUrZf+6sJk+a+5c1EWyIY4wMTr5HKyMj4u+KhjK5fj5sTuGN5rFic4/7x7zDaR0oLgWT//Q/x4Gc/y2lf/SrSzyFly5/z6OrUecnhl0oMPPjgpNO05zG2aSPr7/o5AxvCPpFHf/JVuo49lVPe+2nija1HXK8xhq2/+AXL/+UT2Ikk/ffdyxn/9W9oocOxEmXhl122XHUtMy95VS16qC5ar1OnTp3HU2/FvMQR8QaEXUQXSwgrihOLYafb0D5oXcWOZ/CLJQQSK2ITVEo1y02DMD7ICEYbUBIhBIGvQYElaxZqB5TjtcIWIwRCiFAggRjvlLfsCEJrjASEwCiF0AEIia6UkfE4RmuMAWlbtSobSRAEYdSFFAgjwlgAaaEDP8wOJfzRDzwf5cTxq6VwnwKNHYvhVyoEfolKNofoXUNm9klUCwGlgUEWnjsbNv9vmGEHdDTNIGABbsklmjjsVP55MQFuYZTszgeoju5FRZI0zDwZJ92Bcp6a0toYg8714266ETN9JcX+UeIdjQhlMfeKyykNbiDRvpB0z+lgKhT6+1ny7r/AK49RzQZUR/ainDh2spm2E5bi5nJEG+vVrU+XwHPHlbUqegShg1RYzV0oZy+FvXtpX3H8E67TiacoDE20jM9vfBhqY162E4XaAF0sHav9v4XBTY+F95KUz+aQ6tR5yZDr23OYyOEAW2+5jsWX/iWptqPfzj1wS/iVPABj2ybPdh3ZfBux1lmISBJ0wMiGPxF4JZLdS0l1H0N66rEYHWDFm5B2DBXL4CQaQEi6TlXktj/EyNrtRJvno5OzELOmE3FgSuM8qrf/VzgIA8AqLOVwxr9+lPyYQSqFFYsRi3m4t30JUxxCAAknzol/+zo2z53Fhv/7KRDabPeceTIzzjud0sBW3LF+WhdfTHV0H+XeTcTb51AtDtL7wI/HjyvePo+OE65ESIWQiurYfjpOuAIVSYI2FPavJbvzflJTjqFh5snETvmrUIwpJML4YQ66kHSeeCUm8JHKAStCITdGUBqhUhpBRVJY0RQqkiSo5vHL2TD2It6IFUk+L7nGQbVIZWwv2R33o/0KsZaZpHuWY8UaXhLVG2N7t3PHl/+B0V1bAFBOlKWveydzz33dc5aZboyZ8P3Z8aZwwN93YePvaV7yFjQWCofeNQ/SfdxJKOGwb809nPGBz6Okjx3PUBndw+iW28fXWxrcgpVopv3YN9B1wlsY3ngj2e33hhOFINm5mO6V7xwX4OhSnq7lxxL4LgESJ52kYdY0RO9DeDf9AAIXBXQ2TKHtG//ObR/8BO0nrWDGxRfglwepWFEiQYDY9SBCOGQ338X0S/4FO9OOcqL0PXQV2iuP719+7yqa5p1NNddHaWAz0orQNPcspBUl3jonLESvu5fUOUoJ3DJuvp+x7fcSVPJEGrrJzDgRCZh8P0I1MOOi8ykNbSKanse0C89DOYZqfhAvP4DxPSJN3TTM6YZwuB6JQdbapggBuuY7eOBZOh5NYQ62ZY3BmFB8f+BdOgiCsLpWBGF7WYBAYzx/gt2/8fya6F9hVOh0KBAoS4XOEUKgAx1GJWoBRiPtCNrzCAyYSimMaNSGwHNDdybLRms/jNjAw4mnMb7GEgKVShF4HkJ7YRSGtIlmWlASqpUKMpbEaDCWYaxvL43tXYzt30WqoweJRkiBXy1jJxKUdm0nnsqw44E7aJu/DCeThr5VJKefyHBfjtJQP0Zr9j16Dz0nnUMlO8rdX/84C1/1FoSlyO3eTayxhbE9W+jf8Chnfug/2HbH71j86rfyyE++wjkf/xZ3feWj7H/sbi745Pcp28388V/egtEB6e4ZnPVPX2bgjp+Nn0unoQsn3UrD0ku55T8/yYyTzyYzowMhWpB2lM5zPkilHKD3r0FMX47xq4zty7L56mtI9fRw5pc/i9r+a8yam9BAVTnYi1+NPft0RPRl6lwgFKWRhzjzO/9Jfud+xjZvJT1zOplZPRSHHyUtZ7zQe/iSJXBLuLl+xnbcS1ApEGmYQmbGCWFlvQiLVvzSCF6uH4HAzQ1ip1pwks2w9yH01juYf9rZNC/4And88CMAbPrJT5h24StZ8r73ERWjRFra0SKCrxW5XTeTmX4CVqTu4nA0IlQEo7PMfO3pzLrsNfTd+wBCCjpOPgHtDyKUG7ZTHsdkUSUAS9//tySmtONkklRH9uAVynj5Iex0C9KO0Xn8UhJf+BSVwUESLbPgJRLXW6fO80XobH1kvGLpsAK1/Y/exY47/8DCi648Yr+s0RqvUAC3jJKa7jNPwi0OUR3rxQQBTmMnOnCZ/9Y3UhkpolE4z6Awsk6dOnVe6tTfbGo8+OCDfO9732Pt2rUMDg7y9a9/nXPOOeeF3q1njXYrCKmINjcRVCpEW7vRnhfmCiNQlkVgHVAIC6xoHB0EGAxC2ihkmD98QOwgReiycAARujiYWgfReIeRNuMOEABCCiC03FSWg6hVuoAAJcN+JwPKssbzUbGsMJvUaIQ26Fpeatg1ZcKCF+0hrAiWE8GrVJFWmJEqnQjVcgFl23iVMsm2Tip9IxgtCKouTU0ubL1l4rka2YFc+3/I0z7w5/xKDsNxHLzCEL0P/ARq2epeaYS+h3fTMHMl6eknjLs7lAYGyG7ditY+rcuWoL0ipaHtRNI92KlG9I57EfPOwQSGkfUPE2s7ARmJ0XHKcXjlEn7VJihtQybaSM+agQ7KDD/6G4ZXHbTxlk6MaRd9hMSURc/reXipEHhuLcAFVPTIL58y0000YVPYtmnS6Qdyv4WQ2IkU1e3rJ0wvbFmPqT3BrUgUYUUBQSSuwmVkjGp+jOHt62mZXa/crFMHoDjYe8Rp2vdw86OMZrcRa5mJHW8MB0WPMvxyjoHV11Md20frMa8e/914PCZwCaoF8ntXEWueRrJ7McmupbiFIUa33o5XGMKKZsjMOBEn2cbAg9dgJ5qIt8/B+D7pWWez4/o/svUX38AvFpl+8cWs+NB7qd7xVdCP22bg4j/4A4K2V7H9trs59t1vo/qnz0PgHpzHLcH6XzDvkr9m1023ceLHPkwqlkXf/Z8ElRzO3LOpCsG2q//pEDtqQctxF9Mw+3TGtoWuFaX+TaADYm3zsKJJnHQ7pYHNaLdCpKGLWMt0kl2LKPZtJLf7YWLNM1BOHK88hpvtJdLQRWl4F5F0B066Hb+SxS9n0bl+KvEGrGiKkU23gFQ0zz2T/keuGY++AIg2Tad1yauwDhkgCdxSWJ2HQdlRlPPsrpvALTG86RaKvQfdKLziCPl9a+g68S04yRd3BVZxqI8bPvkOKmMHK0kDt8KjP/0a0Uwzc86+9BmLOfxKAa80TDXbT7Shk4HHrgu/PyFpnH0adrIV23IIFr6FvrvuZ+MPf8jSD/89008+g6BSxCvtp3VaK5FEDK84AsgJIgchLRrnnolyEvilIUa33YWbPeS5YgyF/WsAiLXMJOKXCVb/CndsHyLRhL3wVaSmTIf+dfhrrpuw72ZsL3L9jzjzG19iZMPN7LnhE3DgXcBy6DnnvSQ6plG85Ttkt9zD3Lf+N2Pb7pwgcjjAyOZbaT/2MqLN07FjGSqje/EKQ+GAcSSJdRQ+2+rU0V6V3O6HGdt2V/iBEEQa5qIDg9RlXNGAFY/TuGgWQkQxPtgJi9yOh9lzw39h/NpvjpC0Hf86WpdfgrIjmMBnYsNUYA4IHWpuDsYYxAGnQmrtTWWHMRNKgAFlqXG3QkwARoK0UREVdl7r0HFQWhZupYjlxFCRCMLzELbAGIMxGiktfK+CkGHbGwlCKAKvhJQSJSXCMvi+j1+tYMXjyEgE36uAFGAEvuchpUIHAVJKBAHSjiD9CEZAsqkxbKcLgbJsIpaFWy7jV0poO4ZfLIbLG4EdT1AeGyHa0ExyWg++Dog1tITtajuGnHEKQWEEr1Rl7rmvY+/DtxNJNXD31z/JMa97JyPbN3LX1/6ZhRe9hea5S0m0dJDqnEbv6vu54z//iSWXvRMdeJz23s+Raesm2d7N4kv+ksKuPWy+91cIKTnpnf/IjONPx6uUcLN9RJqn0XryX5Dt7yPXu5dEYLPs0rcxpdVC3P3vyGPeQNcFH+Ghn/4Piy98PWLXXZgpiwgCxcarfgnASZ/8CHL9jzCV3MGLLHDxVl2DiGWwZp7ykhAOPl28SpVIw1Syu25ExVK0nthCUOkju3sT8faFeOUKkZepBuTPycHn20GBslcexU61EGueURNAuehKgf03f5vywLbx+SJNU5h52WcRvevwN95Ay8KL6T7jDPbdfjtePk9QraIcCzmwGq9pGoGnETGXpnmvwIo1Tuy/q3PUIJVFetoK9t37A4zWNC1rA2PI996CUDbd894+6XcXaWpCxWIE5YPvf7NefxltJ80h2tCGO7af3b/7d6rDu8enR1tnMO3ij5LubGB0bx6ZSL8sn3916jwbVDRCsqeHwu7dk05vmDeX3NWHT1v/mx8x49QLJo1J1dUixqsw+/I3IrSHsA3Z7Q+z909fwwQH32vbT34Tau5Kos2tEFTBxEHUn+116tSpcyj1Mt8apVKJefPm8clPfvKF3pXnFK9YwGlsCDtzLAOBQViRsPPGcjBGY6dSGCnwKxWUExmPnwiqLkbU3BSkBK2RthNWpxwQN0DYiSLlhKqYQ6cdyDE1tUiMg4TTLMcOO4ykqvVBGYSQ451P0lB7wTcIVcuhkjY60GBFqOZyGCNQToTAq4JfBcsiqFbQ2pDumEqudx+R5pk4sTiRhAO7b2cyTHEYSsOTTvtz0d7SEOaFTzJYVR7eiXZLVLP95PfuZvV/f5X0nB5aj13MyOZbKPRuJNY8HzvZgKkWEC2zye56GGkl6D7zNIyJoJwIfrUIfpRIOkph7xoCbWNFI+R3PDxB5ACg3TI7r/ssfin7fJ2ClxTac8f7UQ+t7no8MpoimomT37tn0une2t9Svfd76HIWJ56ikh+bkMud37kNYYf3k+1Ew3vLjiH8EpHmJnTexY4l2PPg5Nd6nTovRzLd0484zY4nMbrM2PZ76H3gx/Svum7cNeFoQfsuI5tuoTq2FzC1uKEnmN+rkt1+D0I5JDoWUxrcyuCqX+EVhgDwK1nye1eR3/Uow6v+SMO80+i984dUc0Xu+cin2PD9H+Ll8xitmXbBBVQH9sIhg/6HYopDJDsamXvFFbhb754ocjiUXbdw5le+SDpYi9j2B0wlG1axtc1n+y8/NSFzGwxDj1yPnxvETh60eywNbsVJteBXcuy/5/uMbb2L3O6HGFx9PSObbyWoFog0dOHmB+h76Ge1TmWBtCL0P3IN0UxXLeYqx+CqXzO4+nqyO+9neP0NDDx2HZlpK8hMP4G+h38+LnKw4o00zFxJrGUGpcGtYWa60VRz/fQ9/HP23fUd9t31XfoeuppqthfzeDHI08Av5yaIHMbPhl9lZPNtaL86yVIvHoa3b5ggcjiUVVd/44iuK0+GX8nR/8gv6HvwZ1jRJP2P/nL8+2tZeD6VsX0MPHoNnqfY8atf8+CnP40OAlqXLaXYt46hNdcwtvUOsjvupe/Bn+IWh6mMTuysal1yEcW+jQyuuR5j9ESRwyEUetfhxFK4d3wNU7tfTXEY78H/IyIL6M1/mHQ5oRyCyiDDj107LnIAML7Lrj/+Fzrw6T7nvahYBhN4tWfBQaxomqb559C27FKEsnCSzRR615HdcS9j2++m94EfU+rbgFcae0bnuE6dPyeBWzwocgAaZ11IZsZShOWghRUOvAPat0EEOJkkbmGY3b/794MiBwCjGXjg5xR7N4SieGVhaoP+EArqx9uth3wGoLWuiR5qpsBShiIJCIX5MhQ1BDp0fDC1+Yw24bK1GUOr8JqQwrLDYgEhQ+NB3wujMAIfK+IQIMLoRsdBKQssm0BrhFSoaAShFL5XrUU+SuxEGhAYvxIKJPwAdOhcpJwIlvAJylWMFSHa3IjraqRlY8WSdM5dgPE0DV0zMcaQG+rDr1bYv+pe3HyWaDKCJQ1WJEYk1UQ5O0Y+Oo0g0Y6MO0ilWHXNd9h2+2+Ze+5lSOugpfrmm66hceqs0K3p+FcgpMSvlsn37SEST9EydRZBLsuSV7+DeKoFt5hnaMsazvj7z9KzZBne1nsYWb+VxNTjaFn5Lm750ie451ufZ8st11PNj9E9owex/dawr2H7nVRKPoObV+PEE5hqAapFggCqo6MkurqIOmU4VORwCN7qX2HKY8/qen2x4haLpLsW0zjzZEzgUx3bh/YrNEw7noae5VTzk5+zOs+O8Pk20YWtZfFFEGgEkN+7Gq8wzL5bvjVB5ABQHdnLjus+g1z2hnBdW25i3uWXABBra8OKR7BTadTCi6nmK6AkYxv+iJDqJRd79lJDKpuOZa8lku7Azfbi5vqINnTTuey1KDl5xE6spYVlH5hYnDX79ZeSnjqPoFo8TOQAUBncwd4/fRVjxWic0XXQmbdOnTpPGa1gxT//84Q4wAPMuOQS9jx2RyiufRyV/GgYO/Y4TCWPt+bXuOv/SPOShWACvHKePX/40kGRA4DR9N/zE9yx/jBGXCn8auE5PbY6derUeSlQFzrUOOOMM/jABz7Aueee+0LvynOKkRYGjZ1Kouw4wolgNCjbRtiRsPJDCCQC6dhhNqltoywbOxla3B3ILB0XMxzaOTS+oUNelA9koE7SgSQMjOdcHFj00IEaA0aEmaYHtmNk6PggLSvs4JEqFF8Q2l5b0VgYgeH7BG4Vy4mg3QrVQjZ8yQg0rTNmE0k14ZbzKEcdcaAGwOSPXPH75yBqC7zC4Z368fZ5pKYsY//9P6I8vJetv7iWY/7+PTiJFG6uj6Y5pxNr7kHZCu17ICSysZugWkDakkg6iRV1ML6HFW+hOjqG8Uuk511AoqkV7VUYeOCaSffJaJ/s5nv+3If+kiTw3PH7IczvPTKx1nYqY0X80sTB1GB4J0H/BkxpBH/7XTiJJNpz8Sul8XmKe/diJe0w77fWySjsGKaaJ9baSmHPXlrmLGHXfTc+x0dYp86Ll3hTKw09cyadtvCiK/Cy28f/ro7uIb9vzaSN0heKwC1S7D/oAmMC94juAVasAb88hlB2OBBSzZHdfvhzPd46h4H7rqJ1xSUMPfobvMIQ7ljA2MaN4/O0nXAC/Q8/PHEgaRLseIy+O25Hlo78O2qy+0l2tkD/2vHPZNt8Rrc+cER3ioEHryXR9rjvTfsMrzt8sNjN9lIc2IRUDnayhfbjXk8lu5+gkkNFM6hoGqls/FKW7I778B83CGK0z9C6P2A5iVqlvKB5wblkpq2gNLSd/J5HqIzuxS+N4Zdz9D7wY9xc38Ht5wfofeDHz2oguTSw+YjTyoPbHicGefExsmPjEaeVRgbC39GniQ58stvvw833I+0YppYtD2AnW9F+lfLgVgD8YpX1P/gBAPPf9jZMUKaw56HD1hlU8gTuwXMdbZpGNddHdWwv0oqgn+BdEqPRR7oG/MoRB9hEzwn03X/VkVbK0NobsRNN9Lzyg8jIxAgVO9FE88Lzye95hIFHr6XvwZ/R99DPUU6Cpnlnjc83uuV2Arf0+JXXqfOCUz3kWdq84DzsVAu+V0QKCXYUK57AaI1UEbxSGYFgZM2fOFJO8cB9P0dXCwgpn3KMmxBhG/NAO1SImuBfSoSyw0FDEToVChG2d8PPqIkiQFgWKhpDWGr8HcIgQAqk7aDsCNKJopwoRojQ7VDKcFDSUmAESjkYE2BFIuFAqJDYjoPlRFFWzUHCjtb0UBIVjSLtCEKEjo3YTiiGNKHIQWuBW8iCdtGeh2U7GO3j5rMYrdl59w1Y0TgCg1r7cxqmzCS7fwdDW9dw479+GOkkWPvb74OQxBqaGdz0GLd98QMgBO0LlwPgV8oE1Qql4X4233QtJ73rE1jROIsvfiOmUsByLLb84pdYKkJlbITq8Aidy07G0nksE+DHpnDfxz9Dw6JXcfe3Pk+1EIruq4UsrTNmY+09OEgsmqaz9ZbrARjcuhHRMhsAld9Jx8knEu/sRJYPz7A/gCmNjMdXvtxIZtLoe75JZPcDdMw8ia5FF9Ax+1SivasJbv9PUk31aKM/B4c+3wDsRDPCjpLonEd5eAexlhkIBMU9ayZdvjK4A61qRRReGSce/nvJu/8Kv7QHK27jVgV2KoUQRSKN3VjR9J/1mOo8e8zQNvTtX6EpnqZr8SvpWnwhjZEY/q1fwoxNXjWuIhGmX3QRZ37rWzQuWEBy6lSspIPRoCt5ygNbJ12uuHctge8SGhA9c0F2nTovVyK2TSY2xHk/+A5tJ56AFY+TmjaNEz/5cea+9XLW/Pp/Jl2uY+EK7Njh0Zd6bC/+phvx21fi5UtgOQw98psjbn/woV+C7yKkTVA93NGvTp06dV7u1KMrnmOC4Oh6YbRiCUCDCN0QdKWIsh2E5SBrTgtIEbo1SDVu3wmHShEmtzQ7VOzwRJ1HE+ZTauKaa64Nh61H61q0BQhjatmpEjAYrVGWTeBVUJYD0gp1GJZCKBvfraKMR6yhBeU46NrA8/DOTSQzSaJtXWBFwZ98oEBlOp+37zHczuHnVyibVNcS+h+9lmjzNIRIM/fy14b2q9rHSbYysOpXtCx6FYYAIRy0bxCOJNrYQ1D1sSI2Qhh0AL5fIdrYiIxY+CUfv1zBsg1u7sgdQNXRvU/5PByY7/k4b+o5rEp4Jvv7ZMfqu9Xw+gWkY6OfYJA02tENbCC37kEyy888uI2+tRBJIzPdBINbUV1TASiODpFyohhjKPQNouIOliMOOqzYMXQlR6ytnb5772HKJRew+uffYHjnZhqmznrax/pMeD6vhRcjL7fz83zcr0/vnJY5/X2f4qEff539j4WD/sqJsvCiNzNl2bHkd94xYe7c7odIdi1GPssogifi6ey/9j0OHdDJ7nyA5gXnMrjmt5hDOuyFcmhZ9EqG1v+RWNN0tF/BBN6kTgDSiRHrmEfD3NPY+rMPk+w5ht57H6ytSNB+wgnMfsMbGN20CT+wcKQ1cXBAOTDlZPyG+bjZgMyceYjIXti3atJjkMk2zOOcMkQkSXWwb9L5AbzcANKOTfxQHPm9o7B/HcmOhZSHtlPs3UDLogsY234Pyc5FZKYdT3l4B9Hm6WR33Dvp8tqv4lfyCCtCpmc5ldG9FPs2jE/3y1lK/ZtoX/4GpHIIAm/C8kYHZHc9QOO8s5/UdWNSnuDYCB3UJ1wvz9Vz5bm8Xw8w2T41TJ15xPmj6SaEsp72sWi3SH7fagCkHSWoHrzGkh3zye87OHBQHR1Bu6GYovP0Uyn2Pjb5Or0yTtuC8b8THfMZ2xpWm2vfRdqHd1gdJLTAF53H4Lcsx/cMlm1hja3FeFWIpKB6uGOMiSTxnvDdrBe/WmTnLz/JvL/4Fna8Ca80AkDj7NMZXPPbiVEWJiC360Ea55xBpKGb6tg+AIp9G7BT7U+w/y8cL7ffyafDoefmub5fn9+2zxG2V3v2Oak2hGzESdZseQUQ1ETElg1aoEQaIwzu6P4jbsvNDzxtd53DxPwH2qqHtmeFRNmh2OHQz4Sg1q6txWAcWF4IQKJ1GDNROxCECcV1UloY7dXa4SochFISJSIYz8Nzy9jxGMIroiMWBBqMxs3liCQzNaeI0E1CCo02DtIB7booJfADTeD6CKEwwsJ3c0SjETwvIHCrICSdS05g859+wTGnnIBqnIouDYfaDcvGdysIr0DHgmPYdsdvWXDhm3nof78EwPrf/JgVb/sQN3/+b6lkRxBKURoeoG/tA1TzY5zyt5/FUoLAV+jAJ793P5XhIVQyxt4/3czyT36YILuNYP8aqn4nbi5HeWSEfN8hjnfG4JXyyNqz7sBnyPD8r7/hGqZ/9Iv4O+5GNs1gzmWvpe++B9CR5iNX9UTTGKGe8Lp/Lp9FR9P9qvDwcvsxuf3ovvWHTZe6Wn/+PgOe/HqZ+GxpnHsWlpMgu+thvMIgTc0zCIqjT7yNSj4UfimbwDcc+/d/S+eKxQxvvTWMHbUV6CKlwa1kpp+IDl8Yn4Oje/44Gt4Bnrf71Svjrf89ppIleFycGYC34QZomhG2tR6HlUzSvnIlZy5ciA4CrJhEWhEqg9sOm/dQtFdGxNNI6Ry19/nRcA0cDdTPw1M/B89XH7ESAcGm64k5SU5653mY2FvAL2ENPIRveki0dFIY2DdhGSEVx135flQ0MXHdgYu38QawIlRGs9hJHycmqY49wXttbgBjwjGEZ9Jefra8HK/J+jE/9/w5+pzq1DlAXejwHLNmzeQK7BeKpUsWhXabkvHOEyMEctxtIfx8PLZU1Iw6D4yjPNe5bRPNHA5+OKEDyUycxxjMgeoaYwh8D6kk2vXDzi7ABBq/UqGSGyHZkEIqhS08vKrCitlIS1EY3E9D01y23ncHM+adg7/ut4fvXzRN2Wpg82OPPbfH/QR0d7TipDvGK0KlHaNp3lkUeteT6JhHZuYpFHbtJNI8Fa09lJOg1L8RrziCiqXxiyNI20YHBhUExFpnAgphDCqaQFcDLBlBBwF2LBlWr+oApCLWPptIuo32Yy9CilBM4pbz7L/nKlI9y9i1axejo0/c4D6U5+P6X758+XO2rmezv0dadnRoEO2HLwSj+RyicOR7yFjhI3hg1YMMZqbUPtR092+hGm2l4jo0+RVG+naF23z4AeJdQ1hegeJICd0eQSjJ0FBoQx91A6LVAiWrA+26DA0XEJbDg7+5itaVr3rGx/pMONqehUcbL5fz83zer0823XEcutM+ue23sfSSSzn28nehA40di1Md3nCYyAHCzqBiscC29Vue1b4/FZ7KNTFnRnctMzwcWHfzA+R2P0zbskupju3DK41iJ1tJtM+lPLIHvzRKJNMViiAmyXiNtc5B2fFwYNgtob0y2q/gpDpomDePZR/8IP3338+Wq68m1tJCwGnI+Reh118XrsCJoxe/nce+9SP23vIljDHMe+tbaf7Ly2HDHyd1aJDzz8N4ZVTPCqzpK0PRRCRJ1xxBZXg3lcEdh+9n2yz88kHnhWjTtCe0azR+OHBjAq/WGWBomnsWxgRIK4IxUxGE1XRecfIIBR1UkVYEJ9PJ2KFOGEKQnrqcWMt0tF+l9ZhLcHN9ZHfcNx6TAKFYcKh/P/v6nl4clhCCOT3TgbsmnR5rnUtv/zCDw4dXaz3b58pzeb8eYLJ9mto9CzuewisdPtC/4NVvY9/QGIVd+w6b9kTMntY5LvYJqgXseNP4NGE5E1wwVORgrJQVi6If724gJS2LLsRJtYE2xFpnUx7cirQcggMiAqMJqnnsRAteceiw/Ym3z8N1Y1QaT2fNf3+LvrvvpmH+fE7+l3/CSTUROeVd4Hv4O+8l2P3gwX0tjxHvmEt26+QinOTUpQRuiZblr8UEAS0LLyC7+xHsRCPSSZDuWU6hdx3GdxGWE943JiC3+2EaZ586LnQI3BLFYpEtW/78z7Znysvld/KZsGbNmuf8fn2+z/dk25s7owuEINl9TCjWlzKUCwiF0RWMCAfzhVIoEcYtJnuOwSuO0HXy5TixVOimYqDvkd+iAw9hRZ/+zh3aLjWaCU6EtYjHCY1VY8L9GhdFSDA6bF/X1mPQGM8HR4YxGia0q9eeD1JjMAhhxoUSUvsYLfEqBVQ0HhYDGI0IXAQC7VWRSqEDN2wPH2jrBwGoMHISpTDFUXCa0dVqWABgAgY2r2LWCStxSxrlRBjbs405Z1/Kwz/+L3R5HlbHIlQVvFJ+3AVLV4rMW3k6d/3oO6x4+z8w9YRXsOeBW9lx5++IpDKc98nv0r/+Yfxqhe13/Ja5576etb/6Hv3rHuKyr/0CRBUhY7Qds4j8zj34qYDGRQtR0iYIfEQsjqx1TU0WnbDrwTuY39WD7g3doMzABuaedh57HriVSnaER677Kce95g1EqRJlgJX/75MYocGOgXd41aOcfwFb9w5SKBz+zvF4not742i6Xxd2JZ9wulcpsv557At5qXGk72bujC5Akpq6jHj7PCwnjvarJDvmIe1jMYFPLNPBgsv/FYTAqxTZf+/VlPoOOrkpO4yeteacRaKplYTeTqDzpKYdG84Q5EBaOO1LWbdp+4t6YOaFfAd4vu7XKW2NpJ7IabZaoL93H71DTx4pu2ThbIz2UdEUialL6Drx9Vh2+Dvp+z69D15DYfdqVDSJTwQLzWNH+X1efw8MqZ+HJz8Hz1ef09Ke5vA9rZpHbP/T+JugBtT6azj3n7/Ko7/4H3bdeyMm8GmauYDj3vYPDFdh5+Put86WBhqrBVAOKpFAWhZaWzTOO4OO4y7GjibC8Q9t6H/0erJb7iXeMRcTBKA9EOIFu4dfjtdk/ZifO/4cfU516hygLnR4jlmyZMlRpU4K86E0mDA3FCGRysKrVrFsC7TGIBEYjDAYP0A6TriclBjXRdh2aLspBFLKsDJGiNCCU2uMDmqREmHNRDhdEgR+GImhFEaEajApVdgxY9lAWIkutE+gNdJywj4jzwPLgsDHCBFu22iEssD4WMJgtIsQEq9UQNkR8EqgBJFYDO1V8bFR++5DTzkVy7FACVJtUwiQtPZMY7RaoWHGKQQ77uGAqkMkW4mc/neQ7mJZS/fz8v0EQcDGjRuZt+gCeh/4CYn2ecTb5hK4JYSyiDbPJCgXUYkoyooSeCXQAcW+A7bPIrRoNlWUVbNEtZJUi0VUJIW0HExhGDuZxNcuwgTYyTTKUoBmxqv+AdO7Fr3qakTDFIzR2PkBZpz9TkTjNBpSrUybNu0pHceaNWuOuuv/yXgm+/tkxzryhzhZDNJStLa2TrKGx83fkMDrH2DhzBkgFSa3H2+PS6p7HqlEM8HqdXQ3RdkF9HS0MmXZMvx9q9iQrWJPT2PHI7S0tABgCqDLvUydN5uxW26hURu8WQvRfdtYtmzZ0zrOZ8qL9Vp4vqifn2fOkc7Z0zmnfnGYrF+ltP9RAKxohujMkygPTj7YF23qIZluYNmyP1/l89PZf6090j3Lye64b/yzyugeKqN7SE45hkTHAgr71xJrnk400wGAm+tH9hxHNduLnWwdj0qKNE7FthNs/uHfgBA0LjiDeOc8invWMvWCy2k/YSV3f/jDePmDg9G7fv97zvnBd0it+CvYfjNB5ync+fEvMLZxEwjBiZ/+NEOrVrHux9cw75K/x6z5GSZXq0qQFmrRqyi7ZVKdM2Ckg+pd3xh3hxCxRmae+zfsuv2HFPetm3Dc7adcQW7vI+F+N0whM+MkdHDkeINIpiuscA18WpdcxOjm23Hz/ePT4+3zSHYuonHOGWR33Ec1e3jlhB1vJJLpflxVhaB18UWUBrfS/8jB6Cc72UrLklcxtO4PBDW3ChVJ0tLaTmvH1CPu55EwfoVUz3Hkdz8y4XPpxGmaewYqmqF76sHf5qP5uTLZPhmtOf/T3+OWf/07SsPh9yKkZN75b2D2Ky4mknr6ttnaL1NItYUV3IFH4JXHr3c310+0ccq4K0eksYF4Zyel3l5KA0NYqS4Y3om0oiSnLCU9dTljO+9jaM3viLctIZJcgLKa8co5oo09VEZ2AjC67e7a9XUbbv6gC0O0eRZOfC4P/9uXGN24kcXvfjctS5cy86wVyI1XUV1bE5BKC3vB+cgll+CtuQ4Rb0JNWUZb2wKy2+6vDbAeRDoxGuafjlA2QXGEXb/5PDrwaJx/JqmuRYxsvhVMQOPs07CiaSqje7CTLXiFIUa33oU8ZMA33jaHWCLxvL0bPB2O5uv5hebQc/Nc83yd7yf6fk3g0bzwAiKZTqSdBO1hhEGgxtuWoFF2lMAzGCQNC86koXMW+rGfQ6oDoWwY20fX3NOQU45B2PFxd7UwiqKmRdA6jEcEBAfbycZopJCYIAj1CoFGE7oyKBlGJQolMQiM5yEdpyZOCDA6nM9ojRAa4QVoqTDaRwdhW9foAGFAax/fhOuwYg5CWgRumaBSJQg8pPYRlo0Q4EQcfF+jZARpArQ8EEXp4JbKOBGNk4zjVsqoSAxdrSIF+K6LcuLI7E5Ueira9/ENdCxazv71j9HaM439j91Duns6fmsXy9/yQbR0qd71FZyT/4Zc727cUoFll7+X3PAwTQO3c8pll1EpjrDsDe9m6WXvpH/9wzjxsMhg5hmvxi3lGNm5iemnnM+sM1/N9jt+S2FoCJ3dSmrqyUw95yxu/+BHWPIPf4uZohlet4lIfBg590ScvTuId3SglBN2+PsH3aM23fgrZn/8P5C96wCDKY+RSVp0L1vJvsfuYed9tzC4bSNLL34T7QuPIzWlDd8XqJYP4d75dUy59twVAmvu2VgzVzLbeeIB/6P5WfSs9qk0QkXZ8Dg3KgCExEm3sqyj+dnt4MuQJ7teTODReeKVlId2YPwKfWt+Q1AtEG2aRqZ7GVZ+P9VHf45s6EZE01jVAtNPfyt7H/o1ue0PkJl7KmJwK3LaiagZJxFsvgdn4QXsuulbdJx6BcavIkUEEygSzS0sWdLyApyFZ8/RfN89U454LDrAH1yCP0k7BEB2H0N793TapzyF4rPAI9AlpBVh+slvxF91DWS6EMpC5vroOe5VFBechRVN47sBQUQdle+A8NK8Bp4J9fPwwpyDJ9qWzg0iYo0H3ykOwZTHiEdsTvrrf+G4K96H0Ro7lsBJZibfkDEEuWPQa35FsqMZv+zjFQo0ds3G23gDQip0rg9RGqV70UXEmnvIzH8FKEklu59o49Tn/R5+OV6T9WN+eRxznZcOdaHDc4xS6qh6EFQrZZRl43kVlO0gRWiTadmhE0JYHWIIvABlKYwOQgt8AYHvoZSqZYYKAj/Aq1SQSiBtC6HDqhNdKaEjUaSSICQi8ELpQBDgBwYVjaAM4Af4wseu2fmbQKO9ClY8hakWccslohGFb8Wx/Apa2mHUhXYxQmG8ElpF0V4FgR1afSoL34DQEuN52LEogetD4CJnnY296feMthxPumMG6e7pPHr11znukiuwIlGGvR7SJ69A6Sp2qgkRy6DSbc/7d+R5HireQvcp76Q6to+Bx35JsmsJya5FlAezeJTw3X0kO6eHndRChPmobYvQrosJNIYAqRy8cgERKKQKe/GM1kSSGbTxUTEHP/DC7yfiQDVAuSWqQYRi66vYc+tdSMdm2tmvJtK/h1jT1Kd9LR9t1/+T8Wz290jLai/8TpRjH7SnfQLira0Uhvqg0IdqmIo3sguUjUq2hmKjRDO2NwaAl8+ilKK4exPaN2hhiERi49vRtbxuS7jEWprJ7dhOy6LFbPzDz9BeFTv6RDbbzy0vtmvh+aZ+fp4+T3bOntI5jSaJt86hVBM2+JUs0nIm2L+PIwRNc1+B5Tw/981T2X8hDNGmcIA7t/vhmrODIN42h0TrHAZWX0962gpUJIlXGKZxzpmMbrkNo32EFaVl8YWU+jdRGdlNqmMR267+KGCYdvFHccsjdJ72F2z7+UfRusTab39vgsjhADe/49284n/+h9xgN+nGBGMbN9Fy7LEseuc7iba00DBvHntuvJHV37uarjPOpGHRNIQ7SqS1k9HdD6Okgx7egfc4VyVTHiW473+Yfv4HWPf9dwNgJ5vpPvs9xFpnYifDSAM3P8DAqutoXnDu+CDu484SjXNOJ7v7QRpmn8rIhpsO+25L/ZuQVljV3zBr5QTRAoRCCCFtGmetpDS0ffzzRMc8KmMTYywAvMIgw+tvoHH2aQyt/X243hknYzmPi9t4qqgEjbNOJdE2j+zOB9B+hXjrHBKdC7BjR+gs4eh8rky6T0rRPHM+F37hJ1Syw3iVEvGmVqKZJpzYEw88HXk7SZrmn0Pfgz8FYHTL7bQuuZjc7ocp9m2k/djLKA1swWgfOxPn1C/9B7f81TvZf+ttTH/1uTQuuAi/GrD97j8R3H4PU1ecSmraqYggxh8ufQNNixdz/Kc/QcPMk+kb3R1WjbslBtf8loYZJ2MnmsMKzFxAqX+QLT/9OfG2Nma+5jUEvs+CN12Ce+NnMYcKdLSPt+53OKe8G/vcj+FVcgxsuRM70cSMSz7Bvpu/hZsLhSCx1pn0nP8+pB1n+y8+Snnw4HU58MDPGVl3EzNf91kG1/2WwdXXk+xeirQijD56LdGmabQd85rxSAsr3oiTaqfUv4Fo49QnvKZeSI7G6/lo4c9xXp7v832kZ0OsaRpufgAnHbZ5vHIOO94AygYTILVASIk0msAXOEJQ3r8Vd9pl7L7lLtziKFNPP5uUtrDdIkKp8bYtmHHXtdAtIvzsgDOgFXMQvk8gJNp1a21WgzGawPcQ2kXFUmgRBa+K0Rod+Bhj8HJZbMdBOA6W8dFWtBatIDDCQiiN0aFzQ+BpCLzQ2UEpAqPAraIDg7TCdp2xbCwlsKNxKqUSUtlgNNIWeIUiVjSKXyqiLBvLEqHAy62ipBWK330/jDkSMUR2NybejvENwgqjIH2j8D2PhRe+kfV/+Dmrfv4tGqfN47g3vYf0stfhP/Bdpi/7SwrFCm4hh0w2Q9ebkPd/m7gxiGQo5p7ZNAVn6XmodCcAdjTKird9iLv/+xPMO/8NnPXRr+G6Pi3zTsVUq8hUipWf+zR777qH2MxOKn6WjkXn4rtVIgmLU7/wSbb+7ibmnftGNvzhJ+OXRrWQZdXvf8mKi96FXv0LTGkEue4aTnz92xg973Vs/OPVBK4LThIr1YpKt6MAY1qJXvAJTCULXhURb0REU4jHx2E93Wv1BebZ7JOJN2Avuhhv9S8Pm2bNPxcZTdfiRus8E4703RgBuYEtRBunMPDYr0IXKiHITDsBqzKGt/Mh/CXvYP+9D5PbvY/WpQtorUqmnP42+lMtdJz4RoJ8EZnJkN29n1jP6RRH9tF1xttRkQT5/RuIty7ESSeOuuv1mXA03nfPlCMei1KIOWfhb73jcOcZJ4E942Sk9dS67AMThEVLxqc8sAt3+uvYdfOd+JUiU08/m2RFk+lZTDlXJdKQQSlx1J/fl9I18Gyon4fn9xw80bZEpg2WvQH33m8fNk12LME4CSLx8L+ngphxEt6mPyEsG+2VUDKgOFJi39YohX19tB6zjJbFPYht19G64kryxUGSmTaCcg47mnpWx/lseDlek/VjrlPnxUFd6PASRygJQmBHYjXrz/C/QzXBQoAVUWBARWuXhLKw1KGXh0BZFkIKpFSAwUiDUBLLasCYAIFEG41RESQGSxmCQIc5ogKkpfDzWaolg+UoAh2ml/atvo+mntm1wVpDZbifRFyBlgRWDOPmkbEmNt10HTOOPx273Me+vgJTl6/EL1VQURsRsZHCw3XBshRYUbzAYC+4iEQ5T2Wsn3hzG8dd/l623PprUs0ttM1ZHOajxlsRqSasyDMckHiWSCkxXhkduAxvvBGA0uBWUlOX0X/fg6RmTCM5tRkdeCAV2g9IT1uBX7LYd8fdtC6bg1/oJ9k+BzuWxq8UcSwFxkdXqmGmnxAY7WKMhYrUnDy8Em6hwoPf+iW99xy0SN74o58y942vY0HLLBKZrhfknLyYCbwq1IQOT4V4ZwejW3fh7ltPrGEqemQHMtUOB6rMEs3okZ1YsQTlbGiBnt8WOnr4/kTxwoFOO1Mtkpw6lZH165n6ynMxOmB423o6Fq14Lg+1Tp0XHcqJ07zwfJy9beR2PYT2q+R2hdEP2V0PUexdi9EBkUwXTfPPCQcvjyKktBBArGUm0YYp45EU5eEdDKy6DmlHSXUvxYrE8ctjRJum0nH8FaHNrR1lbOsdaN8j3j4PJ9NOtGU6LcddjJVsYGTTLcRbZzHrDZ/Hr9gMHcEK0WhNYc8eGo87kdE1a5jzpjeRmTmT3rvuItrSwuqvfnV83m2//CWZOXM49ctfplIWRNqOxZIa7+HvTX6AgYsZ2srCd/+E6tg+VCRJ713/R27bg6Tnn0J2x8EIiZGNN9G69DWU+jdR2L8Wo32cdAdNc19BZWwfpb5NJFrnHC5gqVHYv462Y16NWxgm1jaH8sAWpB0lPW0F0YYp7L///8AEtB/7uvFlEu3zGVwzSewV4JezCGkhlENm2gqc9LNzAVFOnFjztDB6pBa5cVh2/IucRHMbiebnTmAaSXfQcfybGdl4E25+gMG1v6Np3lk0zj2TyvAo7ce9kdGtd7L/7u/Sfcq7eOUvf4FxK8QSCQa37+Hub38BZTsoO4KKxJi6/HSMdjnjB9/CSaYREYvC0BDtx72Bsa13UM3uDzPvfYfqSOg0tvY732H3H/4wvk9bf/ELel55AW3zp8IRXEi8NdfjL7yQ4a13hn+XRvBTOaa+6oMIYWFF0yjboTK2j/KuhyeIHA7gF0cYXXczseZZlIe2Uti3mvbjXk9u90NURnaF16OQJLuWkJl5MpWR3eT3PkZpcDuNs05BWg7KiSMmibipU+f5whhNoXc9ViRBeXiYaEMzTqKZoDgMloMtLQJEGElhOwjPo9K3mx0PD7Dm218YX8/Wn19Ly9IlrPz0PxFNFxCHdAYLSx4SP2EAiVACKxoFDNKOhIKKSAxjfAQBSlkIrQmMDdUCbj6L77rE0g1s+t3PmXbSOTjxOJb0Gd60g5aZXZTHBhjdv5+O2fMw225DTD8Ds+1W9OJXI5RASIehh39B49JLQwdFBfd953OsfNdHKA0O4PseTUEvctqJSN8g0Nz3gy9y8js+ih2TeFUPocICBteFiNJEE3FK+SyOHUc4NhEdUPE8nBmnYPevx411IfwEKpqkde5itOdhaZclF76Oeee/Hr9Sxo4lEJnpRDsXEexbjWzqIZo6mfzAPobKRdpf8RHEyDbM2G5ky0xUx0LEIe9KQkqmLD+DMz/8ZR760ZfZ+IeriKYbWf7WDzHlmOOQRpPo6mTOpa8h8AK0hACNkAGyoYdMAyy88o1UimUSrZ2s+83/Uh4dJNbYSuuCFYj2BUTP/zi4xbDAIpIkFU3TuXQlRgc4iYkd/0IIRLwR4k/fKeililA29pwzEbEGvNW/wpRHEdE09uKLUdNOQNjPIO6lzpPiVwu19wYRFuxYEVoWvgpTLeLvXU0ueiy3X/EutBc6bWy79ldEmpo4+7vfoGHRaxlYtZVVX/kKZ37rG2DFwQIn04G0o5TzfSQ7FxEEJazo81+4U+eZI5ItxM7/OO6jVxPsWwMCVPexOMe+HpF46q4c2itjfJdq/x623r2b9T/8/Pi0LVdfQ+vy4zj5Ex9CpVoRlkRZzp/jcOrUeUkjpSRom49z2t/iPXYNJt8HdgxrzlmomWdgZZ7c0XfC+pKtxM77ZzwvQNg2o+s3cfv7P4ipOVptveaXRFtaOPsbX4LNt5Ba8WZKI7uJt8z4cxxenTp16rzoqQsdahSLRXbv3j3+9969e9mwYQOZTIaurhfvYK+ybIw2GARCAhzw63xcZ3kYLDrxI6MRQk6YSY7/LRAmjJRASoSpfSoEaDMuqJCWRPthRrYQksB3CTwPO9IAgYcVcVBOBL9aJB6PhVmk1RLFqkcsnkDf+w3MssvZe+NXITIfv5zD2nYrWszmp289jfM+93809cwCrdEqRiwlQxvGSAJHKIQURGr7XBodwk43suiiN+OWSxitsaIxYg1P72XkuaazrQm/PIJQDtotoSIpkl2LEUIxumEzIxu3sOS9b6Y8uJ14xzyquQFUtJGN//t15v/F27Gjivz27SQb2pCxFFJGEX4JkUzjFcewHIFBYrwAIZ0wP0xZCMuid9XmCSKHA2y++hqmnv0K4jODeqf308SvljHaYEWemtAh2dmBMYbs2oeJzDwJPbYPNe2E8eki0QJ964kmUpRHQmvs/PatGMB3KziHCHSEVKBsTLVAqmcag488glIRrEiMwU2r6kKHOnUAK5qkYeZKUt3HhL9zysaKJGhecA4Ns04BNFJFUM+0Gv/PjJNqY3jTLSQ65lPN9VLs24gxmmT3UjLTVmDHG9CBh1QOQbWAiqTI7rqfYu/68XVUx/aSj6aZ8dpP4RYHGasNsJaGdiAjSZzYbKRt07ZiBVY8zujGjRT37QOg7fjj6VyxBCsRw89Px4rHuf8Tn+D0r32N2//mbw7b3+yWLWz+yU/ovvhcbv3393P2Bz9HKtd/2HzjjO2lb8ca2o6/jPLAToJKnuLeNbSfcgWRdBuVsX0U9q1GexX6H/kFifZ5dJ74FoSQuOUxhtb+Hr+SRUVS+NXDHSnGMQEYg1sYpHn+uZg5Z4CU5Peuoe+hq8ZnKw1uJT3teHK7HgwX0/6R1oj2q3Sv/EukHUU9RwMFYdTXU/s9ebkjLYdYUw8dyy9HB1W80hj5vY9RGRrhng99Fr9cZu4VlzP3DVciKqPEVBlv669xc700zT6Tiz7zDXK71+K0zGbN9T/hhk/9Vc2SHtKd0zjhHR/hvu/+P6KZZla++1/IzEmDNmz75XXs+s3vmP/Wt04QORxg9x/+yPQLzqVl6nKCPY9wIDLtACbfH1asH4KbH2CkFofRecKV7H/wJyQ7F5PdcPsRjz+7+W66z/87ykNbw3UUBrFiGfzSGPm9q+g66W34xVF6H/gRiY4FNM8/i0LvBvoe+hkAia7FZKYei/U8OTzoICCo5qnm+tBuiUimCxVNIaz6INvLFb+co9i3nvT0ExlZvZ6OU05CGAfjVxF2HKREWRamlllsfI9KWbDm24eL54ZWr2HHn+5g/lun8niJ2LhozABGYw4UARjCGEAk2vhgAoxXxUQdtO/hex7FsV6cdGvoqBRUSbV1YYymkhvBjhikEBgh0YEBHbDtrhuY1eWAXyXYeSdKl7F6jieIZCjsWU3//VfTcepf0rjoPPxqiV9/6I0sf+uH2PfIXZywfArB6muxl1+B37qY0nA/1/zNKznlbz/PlKUrwu2gMNUSni+xbYtEMoWvQQegUcTSKfDKmOknEnNLYfs9kkBYkQnt/Mm8q1SmiwNDYc2zFh6c0Db9Cb/HSDJNz4ln0TJ3KYFbQVo2sYYW5JPFi5XzGL9CorOBpLJpXrSEGaddQOC5KNsh1th68Lt7nHDBjj1/rnUvBUQ0hTXrVFTXYkzgkS+UcFqnPOXq8TqTI4TAeBWqxQLV7D6kFSOS6URFEpjAR9kxvOII0onRvuz17LjmE7Sf8Frs5mO5661/PS5yOEB1ZIT7Pvn/WPRX78BoQ7y9Ha/UR7S5nULvQ6R7TgChajEkPtGas0qdFw9CSESmC2flu8EtUCyViGZakZGn90wzgY+SikJBsP6HPz5s+uDDj7DnjvuZeemlh/0m1qlT56ljJxsguRyR6UEQEBiQ8UYsJ/KM1ifTHZAbQZcr3PnhfxoXORygMjTEA//2FU7+u9di3DLaKyFVXahUp06dOpNRb8nUWLt2LW9961vH//7CF8KqkEsvvZR//dd/faF261ljtA4jDAKDljWxg9EIZYXTah072mgwInQXqFW5CA6KHUwt29TAuM2nNmFnDjocLDAmCH+UlUKGGw8tOJVCez5SBFhOJLT3rJYwvkYLSDS1AQYpIfBBORH2PvwAc1aehXPMZbiBS6l3E62vuAgjFCiH5p5ZYAx/+thbDjvmhqmzOe9T3yXWMLESN954UBHtpJr+HKf7GdGQTlAd3UM000G0sYd46xx6b/8+U85/P40L5hFvb2Vs+z00z3sFJvAQxqE6PIadTDKwdRXTjltBonshItqAMRKtCbNrXQ9pRREIdKDDnFfLQkobjI/rajZdde0R92vzL66j5fiVKKcudHg6+JUSBAYVeWovn9HGDMpxyO4bIXPf98Mc+8ae8emyViXlRCOURgcx1QL5/f1EMnGKuoodfdxgrB2Hap5UzzJAMLphI+muaQxtXfscHWGdOi9+hFRYsfSEz6SykbGjf0BZRRI0zTsLN9+PMdAw+zTsWCNWPIMVCW3/A69C4BYxRqP9ygSRwwH8So7cnodJdi4kqBYQyqZ5/nlkN91JfOEcLvrdVYxtuAWvNMr8t5yPm5cYz6epyYNHvo0vJOmTPoQ0Luf87/fpvfu+I+7z9l//mrlXXsnZ//wN8EqIdAcmu2/SeU2yjcqWR+m94wc0LjqXjpVXsOePX6aa7WV0y63EWmbQesxrGNl4M15xOMw7l4rALWNH07Qe8xqyO+9H+x5O8shCRiEVCEEk3YFfzuJhEXVscjsmiv/yex4lM+MkWo95DdKOIpRdiww5HCfZetiAdZ3nHxWJo4iDELi5fqyYx9TzzmbjD3/Emv/+JjPPfwV2eSfuY2FkiZx9Brlylb0/+Gsyc09jePV6dtz5+wnrzPXu4t5vfYaVf/sZIsk0o3u2se+RO7HjKaatPItp55/Pg5/6zBH3aeOPr+K4D/8FsWknY7bcjOk/GH8i0h2oSCN2shWvMBS+o9euMVETLIXv2aEw60gIZYEQNMw6FSfdjrQi2PEm8nsepTy8A4ym/9FfAIJk11IGH/slfiV38Bh33Eepdz2dJ1zxjMUORmv8So7S4Faq2f1EMl3EW2dhRTNhXF4NHfhURncz8Oi1GB2Mfx5tmkbLkoue0bbrvPgxgBXLYEczNC9ZgJQOQbWEkRZSWSAVBD5GSpQdOtbt+P2NR1zf1mt+xczLXkckVmvzCoEx+qDWqNbmNUGAEGHkn/Z0eK0KAUZhpA3aRzo2ulKmODxENNOGFhKjDU3TZmEAt5hHJNuIRAsU+4cQiThepcSW235Hz/s+gWU0MtONNe1Eqrd/Bdm1hFhLD4Xdj9F72zcZWf1bpp94IX1rH8COxigO9eJHlyGMxnvoR8imacw6+Szu27SK27/0wcOOddkV72fRq9+GspIc1nKza53vz3Ol/qFt76eCFUsBEx0Z4k316vQ/FwfcLoIgYNvmPSxrm/pC79KLnhk9nQyv/wOlwa3jnzXMPo1o49RQOCltos09ZGaeytjG22k+4U3Q0ENh/xBeoTDpOkfWrsVOZ/ByOea99U3k99xL88IL8Gvv7m62QKJtNlY0PenydV4cSCdGoBw2b9rNsuYpT2vZwKsgpAVItl5/uOD2AJt//kumvvIiZCw44jx16tR5aliZVoIgYM1jj7Fs2TMvnvSrJbR2ye/aRVAuTzrP4MOPEMT/PtTj2rHQfaxOnTp16hxGXehQ48QTT2TTpk0v9G485wgh0AgwPlJaeOUSKuJgdICuVhFSorVGCYMWFsJWBJ5PUCmDUlixGFIYtOejlKTqegi3irIUxnZQArSyw8xRXRNGeD5aKUCigwCBploqEE03IG0HpSHft4OGaXMpDA+RsH1cKw3SRpcL5Ht30zh9Hl4gcLwyYnQPiSmLMaV+yjKCM+107KENYabo76+eeLzK4uR3f+IwkcMLjdEBXnEMjEZFkygnhg48tFvG+JWwOkUokp2L2fKTD4AOGLjvarpOv5xqdhRtqvhuGTPWh9EJhFLMvOwSikN9SGVjsAmEgwk8nKhD4LtI20ZIB79cRIgwM1ZYNn61grIdAs/FKxSQjsPU88+j7aTjMUHA/lvuoPeOO3DzebTvo5y6WvTpEFQr6MBgxZ9aZ6KQkmRXB9mRPAQuqnNJmEN8ADuKiCRxbI/S8ADB8A4KwxWc1gxFBiZEV0AYX6GrBexYjER3N0OPPUZydjeju7c8l4dZp06dFxArksCKzCTaMBUwyEPsRwOvQmV4ByObbiXa0I18ghzqUv8mkl2LcNKdxFtm0n/PVXSc9lZy2++l9/aDFbKja28k0tzDrEs/hTs0Srnr/7N33mFyVHfWfm/Fzt2TozSjnLOEECCQyBlsk3H+nPPaXtvY4IB3HXYdMc42DjgANtnkKBAIUEASylmjyblzd6X7/dGjkcYaYbQOBNf7PDbqvlW3Qk93Vd17fufUgKIRyiWJqq2onsKBXPao2/FsGyuTxohEUGLleLXvQ2y6Azo3/PWBIRNjyHVsB6FQPvtsetbcQdP5n0OLVqAYIfK9eykmO6iafSFWugfpWrQ/91vkUCxAoHws5VNPJ9OxDaeYRQ9XYGf7jtinSP1Mcj27SYxbgjCjbN24kalNo4sgk3ufQ9FM6pe8m9iY+ST3PX/kZxJK/Msq4X1eGXowQd1xV2OluwhdMpf99z1IvqcHoSjYm+4tLaQauJVTaL31GgAiE07muf/5/Ih+4o3jOf6912JEoqi6wf7nH2fTnTdh50qOIdsf+COnfuaGo05SANjpNJm27ex/8TbGX/QFdKeI7CtFUOjTzsLbt5JEw8kUUjkK/d0E6ypx7R60kElmSKhU6NtH2czTSe58ZtRtVMw9n0BlMwPbH2dw90oAFM0k3nwcgYpmXCtPxbQz0EJluIUkFdPPpJjqIrn3uWFhhVNIke3aTqxp0TFHpUgpKaY66Vzzx+H+sh1bGNi5gtpFVxI4LA7NLabpWvfnkjPcYRT695Pev5Z4vOGYtu3zxkAgiY9ZwK7ff5JJb/8hnutiF/LoZrgkMsPD9SSqplNSdmsUB5MgBDXHH0/jmaehmga96zaw/777sTIZpOuCAKuQRTeD4BSxcnnMeDmubSO0kkDftR0UaeFJDaEoSM9B1VTsQh4lksC1iyiKQqxxIngWZiTOYFcbZYkQjhEi3dkCRhCjsJ/+VDmiLEQgVsbUsy9nwz23MPeit6HOfAvugRdKxQDtm6g48YP0rL8PPJdi/wEqF5cTb5xArr8bO5/BiU9AVw1wLbz+/dQvPJNYQzOptn0jzlukuoH6hcvecPFGPj6vLyTewO4RIoeyycuw0t2k9q8hMXk5scY5ICXFZDehsceR7etGuLIUVxAMHnWSS4hSZI8ZA6szS65nJ5Ha6WQ7+0iMn/A33VJ83th4Vg7XdXHzGaxkivKZM2m68Dz0aITkjl3sveMurGQSJ5MpFbX51eA+Pq8hBLgexVQSPRKh+aILKZs5DSeXo+UvD9L74osAeGoAEYgSNEJ/5bzt4+Pj43MQX+jwBkd6bmkCRFVBSvRQGNexUQBF11AUDVWAWywioJQ17BaQAqRTxLM0UJSSI4Oq4xUyqK4suQOgk+vrQA0lEMIFoVPMpQgETNrXv0TdnCW4Vg6R6cCoHE+2t5tAOIB0HTK93cQaxtO/dyva+KlIWcDL59CjFWR7OqiYMIPBzgNUKr14O5+gccl7aX3hTmKTKyE6AVFMMnVBJTWTZ7Hp/tvIDfRQPWUus97yHmK1Ta/2aR9Geh52tp/+TY8wuG0FZTNPJ9I4Az1WS6F/H1owUapQkhKQdD13C3guerQKI96MGgoQTTTjFmMoRhh7sBOUAIFYlGIxR6ymCc+DUN1k3EIBzShVOykCFCOAZ1sIVUM1A6VIESnRdBOpCPRYjOYLLqD6hEXsfuYvrLnzeyiqRvPiMzn56h9S6OxFC/r2wceKUywgHYlqvnKVbaypkQMrVkHzVagVNXi2w/7HnwYpaTptKSJUjiF66BvoxuvdTaa/iN5cDenu0qDtYSh6CHeoUjo+YQKdz61i4uIrOPDCEzjFAprpf6Y+Pm8UhKriFjMlRwZFQzXDFJPt9G4aqkYfyiAXikagohlF1SgmO3Hyg0BpYlJ6krJJp2ANtFE591y8fHqEyOEgxb4WulbfQftzA+y94y4AVNNkwWf+g9omQf1xc9n2m98esV6otpYl3/4mu1f9hX3PPghA05IzmHbOlQQnnYJseQ6Z6kBaOZR5V7DviaFtD0UGpPeuof6U94AnqZp1Pj0v/QXPymHnSscwuHvkpG+hv4Xu9XeSGLeE/u2PUT3nYvp3PIGV7Dh41gjXTSNYMR5FN9FCcTxPIqV82bgJzykipUuseRGuUyDTtnF4H41YDdVzLkYLRI+6vs+rgxaIlj6XKjjjdzez+/Y/4+VTCKcIgFo/m84tT5T+bUZQjDBO8dBEQ9XkOZz4ketpeeEJdjz8J4rpQaqnzePk//gGW+79LR0bn0coCgMHdtKwbBkDW7eOuh8Ny5ejh4JI6bHv/m8z+eLPIwdb0aefg7Ry5LRmnnrfh4cjYgDGnHE68z/32ZLNtWaihRLo0Urik08iuWPliP6D1RNJTD6J7g134RYORbZ4TpGBXU9TOfM8tGCC/m2PYqUPRccEypuomn0hPRvuHo5lyXRsJlI/65jje9xihu4Ndx7heCJdm+71d1G/+G3D35F8f8sRIoeDpA6so2LO5GPats/rH7uQAaGSObCp5GyigJPPI4SKopWeY4Wio5kqUiglxzrbYszZZzH2/LPp2rOejY/8EruQo372Epb++AbaH3sKNVQSBAvXBddGoqBoGrJYQNXUUqSEbWPbDqpwyKXShCvr8QpZZK4XLd5IfqAbMxREBIK0rH6CyvFTCVeH6Nm2jsDs41HdFOHKOpzWDejjTyCxbwNZs4L9zz3G2MWnkuvvYe0dv+b4d34KN9NTOmDpwq4nmHDRF9j/8I042X46H/8BS971Gfpa21j07s+y9Yn7mXnqu1A3/wmZ60d56Y+c/tFr2f/SBnY+cS9SekxYdiETTjmf3e09lPv6IB+fVw3PypE5sHb4tWKE0IMJNDNCuG4mmh6gf+sKyqYuQzHj7H7qPnY8dBt2IUfD/KUs/fENbPif7zKwZaQLm1lWRrCmBql0kO3cWHpTSoLlzYDuixz+zfFch3TbJqLNx+EWHKZ/8H20b3qOrStuJT/YR/Xk2Rz/na+z6+Zb0cMRtGAQVX/tOxj6+Pz74CGdAonJUzjhB99i2yO3sPO2v2BE4kw85wImv+0qNnz7e2iRCBIxFGvp4+Pj4zMavtDhDY70vEMZbEKUFLyKUrJsRoCilAbqVQ08ByldFE1DqEPtQgwNLEmcooWiaehBrZTvqap0795OzYyFqMID4YDrkR0cIFLXSKb7AEYwiLr3SWTHepTm07n701dx+rU/5pkbr2PpJ75JpKqOJ7//BWZf8j50rQfa1tKw6EPcf927WfTuzyKaG8G1cFf9nIZJpyLjcXDSUDsbU/Go8yyqpszBQ8WIlR9R3f5qUEwmyXd3Y1aVowibvXddjxmvZez5/8ng3udQIxW4+UG0cCWqomFlutFCCaTrktm/nviU5cQnXYCVziJtgRI2EWo50i6g6CG0YAiJiyI0lKABqo5QdRSzZMVd+myVUuasY6Oo5pBFt8TznJLtsfRw0mmaLz6PB7/0borpweH93/bwLbS99Cyn/uf3cS3Lnxg/Rly7iHAk6jGIROLjmziwYhU921poWFLF5t/eRv+2nSUr3EyWicumo7OB/MAA1v61ZAcKlM8wIM0RQgeMELhFcG0SkybR/tQKvKyFlB7J1j0jM3Z9fHxeN0jPLf2+qCqqZuIUs2Q7tzK4+xk8O4+imVTNuZj+7U8Mr1MYbKN6zsWEqieT69mFdCzizceh6AH6tj5CsGoirpXFCFeiBmIgJel9a466D/2bH2bsaZ+k5YGHmHT55VQvXIhn2zhV4wgHAlTMnEnfppExOQuv/yJP/egacn2HJld3PPwnWtes4Mwv/YRU3iVQu4BIw0wc16HQsw+AaPN8sm2lwd5cxzZik5cinRy1Cy4jfWA9mhmhd/Po9qxObgA1EKFm/qV4nku8aRF6qAw5dA2UrouV6SE/0EKgvAmQjG2sBRTKp5yGne0l27kNhEK4diqqEQIEqhFC1QNUTDmNxLjjca08imag6iHUY8zS9fnXE2kcw8wPfRg5eIDi0HvSCGJn91F94rsRkUYcV6AHw9j5kkPJiR+5ntW/+l/aXjwkLGhbt5KOjc9x1lduYtH/uwbp2Ox75iEaTz6JnbfcQnFgYMR2zbIyak84gc5nn6H54u8g8wdQYrXo53wFZ/1t2GVzWfn56xl34YWUz5iBZ9sIRaHlwQfZ9uvfMO1dV5FoWoT0bJKtG6g98W1UzruQ3hfvKX2np5yEakaRSJBQNukU9EhlKVoOyLRvYnDXSiqmh0hMOIFisoPk3lLUTKF/P4pmEmmcTbplHQBC0YdEUofwXBe3mMaz8yUBrREe+l4cwrVyI0QWI9oKKVwrNyx0cPPJo35O0rVQhDxqu88bDzvTj4dEUTSSO1fRcPpnEXoYQwOnaIMoPescdMDDK8VLqIZBdHwTK394Lf17D4mM9j/3CG3rn+Gc//oNTiGPHomhhyK4xTxC0RCqhmfnUbUotu2gUPqTT/f1oQeC5Ae6MHQFNtyCMnYxVM/j7k9dwVnX38TW+/5AIJbghA9fT1nTZO7+7FWc81+/pm3140ytKVDY+iDm4ncgtQTtG1eR7mxh1lveS9PiU8kmBwmVN+ENRdfIzs3oxTSTzvk4rqKDoqGXj6F86glY2TSz3jIGz7FRTvoEKjYCiRKMM33cPCac+mZAYkbLkIDT0jHqufXxORp2LomTG8QtZpg2pgw3n0KNlL3au/U6RuLZh4SS4ZqpqIEYud7dRBua8WybxORTsAsFnvzO5+jfc+g3a9/KB2hd8yTLP/MdVn7oEzi53HDbvP/8NJnOlRQHDwy/F6mfgespBKLhf82h+fxT8TwPK9mBm08xpTaEnepCLav/2ytSuvfKtG8k0jAbx7LYdP+v2b/qUKRT+8bn6Ni0mlM+/j/Ea5tRFMevBvfx+TtxilmcTB9OIcPUxnhp7CF6bHFdUHLilJ5Lrr8TtBiPf/sTeE5JMG7ns2y446fUzljECd/+ZkmkZIRK8eE+Pj4+PqPiCx3e4AjdKIkdhnJxhRClWFIpEUrpAik9D6SLopu4toVmGKXICSGwsmlUM1ByhlBVUAxcu4CuSJxChvqpM/AUFU8qmJrA1g1cq4gZiVJMJynmcyixJkT7WsT4M5l35UcpDPYiFIV9zzxA44KTGb/0PAA8NYSSH0Tddicnf+g6nvj+F4l8+mtEA3FkIYm37cGRx7bobWiTlqG/hm7UrVQKxyoQqq/A8xwKPQeomHMusXELyXTvonLmBbiFJK7nYJgRpOeS7dpG+dQz8QpZouMXUTH7SvR4lGizjpN3EcLBcwR4EsWsQDc1HKmiCqckYFA0BJSUnZ4DijIkVJEoplkqOBUAoiRyEQJQEKrGjodvHSFyOEi6o4We3S8Rrq77V56+1z3S83BtG8Xx0P5agPAy6MEAifFN7H90BbmuHno3b2f8uadRTKZoe2Y1Y5ceh2FqeI7DwI6teI6H1AVGMHJkFcdQBaYspAlUVBAoryCztwWAwQO7faGDj8/rDCklTn6Q1IH15Hv3oBpByiYtI9ezi+SeZ4eX85winlPAPlgtCkTqppPv20tyz6rh97Jd29DD5VTNvgBFNbFzA3iuRSHVRqhyEm4xx9GQjoUaMDnp299m5y23sO03vyHa1MQpN3yLtg0rmPax99O98nn23nUPdjrNpKuuYqB79wiRw0Fy/d3sf/YhJi1YgFXMsutPn2PcxV+matGb6Fl9J9WLL2PfPV8DQA3G6FrzB1wrWxIf1M1AD5fjOcUj+j1IcbANI1qDU0gTrGiid/NDIwaJAcqnno5TSIOiEdE9knufxcr0oQcTVM29GCFUknufozDQipmoxy1mEYqOohkomoEe8icEXm+ouoFjRhFD95Yy2U7lgsvY/ODd7H7yW4xZuIzJZ1zC5nt+Q+Xk2RQzyREih4N4jsOam7/Dwrd/igevexfSddi36mGWfOeb7LntDloffQyAxtNOY8Kb38wLX/4ys9//LvR8J1rvS3gdq6FhNsa8yyh09LLwmmvY9NOfsunHPy7tp2ky8dJLiY2fQObALrpf+CXNF1xDuGoC3RvvRAvEaTj9w9jZfpxCElUL0P/SwyWx07ZHsHauAECoBvHmRRjxupKzwoa7iI6dT7x58XAES657J9Xz3jwsdIg2zB52dwBwrByZtpcY3L1y2K3BiNVSNet8jMihQT3pvXzm8+HtgfKxcNjv1+Ho4XKKtkvk5T9KnzcQdj6NHinHyg6QmHYG0abZCE8iNA0tpIMYcv846FJ02CBvprdthMjhIE4hx6a7bmL+FR8rrYOC0IwhEbiKUEzcYg5NU3AcFzwXLRBENYNY6RSWVDHKmnFTnYhahXlXfISOl54nEEvQt3sLrWtWIIRgypmXkh/so5jLIvUY5HdRfPK7iFA5p37syzz23et46IvvLu2+ovKm//0NivJo6ZkNkAMtyNW/RgCBs65FTZSevYLxl7++HB7T6Lp+3rrPsVEc7KR9xS8Y2PJEyV1EKMQnn0jjaR/CTPjP//8XhKJhxGqxUp0IRSPWtBA3nyFUMwPFyYHnIbNdDLZ1jRA5HMQp5Nmx4k4mXnUF235xE4nJk5n9sY8Sm9BA39Y7h5cLVoyjf8tedv7xf5j2rncRGzeOYOWxT7D5vDawCxmyBzZy4IHvYGd6AdBj1TSd+5+EG2a8rJBaSolnWxixOhQ9hGO1jxA5DC/nuWy446ec+IGvwGtn6NTH53VJMdlFz5o76Flz53B0ZmTsHMae+2kC5WOOqS83X0RKiVnRzDM/+MKwyOFwOjevxnmLhed6eK6NFvCfkHx8fHyOhn+b8wZH8NdqP1lS8AoBB9sUZdj+SCDwpBxyA3ARqop0vZJTgHTBk7hSgnSxcjl0TWCoAiFKuaqaGUJoGp7roGoaxfQgSu0s3IUfYM1vv0tZ0yRa1z5F44KTaV37NJGqehwrT6x+LG5sLAgFureS6H+BC677DhIV7aSPIBKNhw5B1VGmX4AyZsFrTo3sFLPoQQ0r3YWqh/CcIqH66WR7dhOtnw6ehWqEMMJVFNP9WIM9lDcvRrhFUrv2U3fy+xGaghEycXI2WiiIW/SwskWUQBQjXo4rBOAhFIEWDqHqJlKAogiEpoNSmviWUiKEesi9Q5QewKH08Xuq4MALjx/1WPY+fR+eN7qtsM/ouHZp0k16oAVeeXQFQP0JC3CLFq0rn6fxxOOIN4+hcvpkVEOn/YUNhCpLqv6u9lKliKc4mKEjb3LFUIWlLKRAQHziRPrWv4QZKyPVsf/vOTwfH59XATvbR9uqX5Pa9zx2podCfwtuMUNqaJLycDwrhxaIlV4IlWB58wiRw6E++8n17AZFIF2Lvq0PY6W7QXqE6qYcdV/CDbOQns6WX/yC9qeeQg0EOOV/r8dzszx/0//w5Pc+yaB9gHlf+Rwn/PDbVC9fPOqA20H2Pf8kTt8B9AMv0Hjyu2l74qeUzTiT8W+5nvYVv8TNJ1H0IHq0oiRyAJAe2faXSO59juiYeUftWwvGEYpK/7ZH6F5/B5XTzxjRrhphtECM7o33YCfb6Vz9B7Kd27AzPeR6dtK15tZhi38700OmdQNtz96ElfKrZl+vOLkkuc6dFAoO3uzLQdGQ6W7yeZfdT94DwIE1TxKrb2LymZcy/pQLaF8/+mQ8QM+29XiOjXRLE5bpjhYe/+5/IMaGOPHH3+OM3/8eLRjkqY99jOlvvZwKcw/K1lvxenbiDR7A2Xwf+Ue+TqS6nBe/9S161h6yvHaLRbb/7ndk29rQwhVYg+3s/OOn0MwYih7EKSTpXn8HSJfBXU+R3P888YnHUxw4gJXqHO5HuhaDu59BUQ0YugdMt6zDTDQM3xOCHHZ/CJQ3YcbryHRuJdO+CcfKk+/eycCOJ0ZEUlipTjrX3DIcIQOgmqHD+hyJUEouEAfRwxXoofJRly2fcho9/aM7Q/i88bDyefRoFW6xgGmGiIyZh6qpOJZdekZVVYSiD4v2hx0HKZkS7n3mwaP2fWDNk0ilJPR3Haf0fRXKcBGAlc+BlUdRBLphYJhhFEVB0TUcy0KZsAx30rk899OvUtY8hW33/5EJyy4EYMcjtxOpbiBcWYsRjmEXizi184e3LXP9GFtu4YwPf5qzr/0+p/zHNzjvm39AL2skcOqnEYf//RthzJM+iBJ/ZRW8Pj5/D3Z2kLYnfsrA5kdLIgcA6ZHc/jQtD3wXK9376u7g6xShBYiOXwpA9bxL8awCCA1d2rj5JG7Lc7DvGfY9/+RR+2h78WnGnHUGJ33nO4x/05uIjR+DJIseKseI1VI2+QzswRhPf/Q/aF+xgsfe+U72/eUvFJNHd0nyeW1jDbSx58/XDoscAOxUN7tvu+aw2L3RSe/fz5Zf/prEhBMBSdfmo7vyDezfgWLoKLrvQOfj83/FtYv0bbif7udvHRY5AGRaNrDnT1+gOPjKxwkybW0kD7TiOC6eVaBry9qjLtux+XnMeAxZ9IWtPj4+Pi/Ha2uW2Ocfj+CwgaHSG4del2xhSzagpYlw1TBKzgGajqccFEN4qGYID4lTyJWiD1ST3EA3GGGcZDuKInCkgtAUVN3EyqYRqkaorJpMtsjA/p20PPcIVibJrifuZspZlxOtG8OLf7yRyokz2fPUA9hSRc65EoSC7NuNuvbnRHfeirvzMQInf4zAeV8lcPYXCZz333TGZoLx2lMyauEw6baNKEYU6RQx4zVogQjhmqk4hTTSU1GM8NBNkY6dasOzLexskcJgBjuTIVBehrQtkKAaOooWIFRdjWpEkEjUQBQtGEExAyUBiqqiqFpJ4KAcFjkyJGgZ3dhKIKT7srEUpRgQ3zr4WHCKBQCElKjBYxM6mLEYM95+KTPfcSlVc0quC4quUzZ5Ap1r1hOecjIAA7kgwcoKCtnU6EIHRQMtgMwPAiWhg51JY4ZiJNv2/d8PzsfH51+Oaxfo3/448q+dC6Q3avV0un3T8OR/oKyBfN/eo/adaduIa+VRzTB2podgeTMdK36Jm08RbphxxPJC0aiYeznSlfSsK1V+T7jofPTsTto2rR3aLY+2F1fyzE+vY8UN/0n3trUve53RzCBCusjenQRME2uwAyE9dt92DfnOHQjNoPmiL5Bq3XDk/ndsJlI7ddR+FT2AEatlcKhi/KCwI9IwB4BgRTM1Cy6nf/tjxBrnDEVgHHm9G9j5FNHGuYfekC69m+/HKWaPekw+r03sbD8HHrmBbTe9l0Kqn1V/uAl7wftQF76DHQ/9acSyq376VVy7SNPi09GMo1/LFU3DCI+8DrtWgV0r7ubxb32MXH8ne+68E9U0qZo2Fro2HdlJIYWz9QHKp4/+t7zz1luHBQLSsejf9AhlU5aXtlVMo+il75eTT1JItaPoo7tJJfevHhYzAOT79h6qOhIqih6kcua5hGumMLh/NXqgjJ6X/oKTH2Rg95GOFqXtZ0oCqSFUI0xi4tJRl01MOnlEVaIWiFK78HLCtdOGJ621QJzquW/GiNdTKBRG7cfnjYfQSp+/5xSxMgVUA9BDqKFw6Z5WiBEODiPWVRSM4NGt20vuah6e56Fo6pD7nY1rWTiWi2sVkdJDCBUHBVQFK5NCUQ2k5+IZCfY98xAdG5/DyqZIte9DKCpNJ5xJtqed1nUrCZZV8dIdv2DauVfSfaANxi0b3r7M9qFu+B1xq4WxC5dSMX4agXg5SvVkAmddS+CcrxA450sEz/0K6pgFiKN8f318/pE4uUEGt60YtS299wWcfOpfvEdvHAYLgtoFV6AaIex0D4qqILO9qHoId9M94DnogaN/zzUjyOD27az85CdRDIEeCWNEq4nUz6R80ums/uL3ePrjn8azDwkPN3zvexT7+/8Vh+fzD8YpZOh67pZSlcxfIT2H7tV34Nqj3w/Z2Swbvv99dv7hVtRgHC+fRNeOPrwvFAXVDPjXGR+fvwM71UP36j+P2lboa8FKdo7a9te4ts323/2OxISxSCePoorh4tPRMIIRUHXU0LGNMfv4+Pj8u+ELHd7wvFx+kyiVwgz9WyCQnoeUpco0z7HQTXPINcFDUQOgKuB6FAoWma62UhSGUIciMVTwJFJ6ID2EqtK3ezOBWII9K+4FKA0oeR5P3/B5Zr3pPUw950r6dm9m4vKLMCIJnMhYlOWfQ8y5HHXGBRgnfwxzwRUo0SrURCNqxTgIldM/+Bqt9JIOSA9VD2Bluikk20t5qpoBroOi60jHAQSqGiRaPwP0AJ4nqFmyAImNxEXoJlooBNLFUwSKpoGqICjZngohUA2zJFoZZfBPHD4oONw+cjkzYDDltAuPeihTTr0QBd/R4Vg4KHRAgmYe+02oomno4ZEDtuVTJmClM2TaezAjUZI9PUQb68ilBzBGEToACDOCN5R/Ha6vRwsEwIZk29EnPX18fF57eE6BfO+eIxsU9cj3ACvZgaKZRMfMQygqnnuk/eFBpOsgkMMD2nogRnLXKtoe/wnViy+j5vgr0MJlCEUjOm4hk976A7b8+k/kuw9NbI5ZfhIM7MEp5EfdxoHVTzLupHOOug/TTrsApWsjAKJzE7FxC0C61J5wNY1nfpyp7/wJuYF9WKn2UQ6glMsUrJo44m3VCFMz/1JS+9dRHGwbfj/TsYVY0wKq574ZPVKN9GycfBJFMw65RRxxjuySoOQw9yg72z8ig9nn9UFq71oGNpfiJDzXoX3j86z48TegfDx24a/iWqRk9xP3MNi2m7pZi47a59jFpyLto8eneEMD11Xz5qEmtx11OffAappOP2XUNjudxrMPVQxl27dihCoOW+KQQCffu3s4lu6IbRRSI5aVro0QJfeFSMMsrGwfAzufom/rw9ipThBDYmgEbuHo99yHf8cUVSfaMLv0HQtXglDQI5VUz30z0fpZKOrIATwtGKdyxjk0nvR+Gk56H3WL30q4ZjJCNY66PZ83HsKTCFUv5Q4Hw+AUkQhU7ZUlbE446cyjtk1efj6BgFn60/e80nOUUBGKwEqnhr8vQpSuiXgShIKiKrSufRq7mGPvygeAUhWfohu88Muvk2icwPLPfp9QWSV2Lsui/3cNRiRGrGk6xaq5KKd8BmXmm9Bmv4XAuddjzH0LSiB66JiFQAmVoZaPRS1vRglXDDnw+fj883EL6VEnVofbD3Pq8Tk2HLdUlCI9GyeXRNN03O4deMlWkBK3axsTliw/6vqTTn8zg5u3cfKN36Ph5JMopg9Q6G9BKBo7b719WGh8OJ5tk9y9+595WD7/JNxilkLPKM95Q+S7d+MWMqO2WakUrY89hpPLgeeguEWqJ0z+qyK3QzTOX1oS5/6NmDEfH5+j49l5vJcpeMj37HtF/RT7+9l/333geaiail7oY9wJZxx1+cYFSxFSIl7m2u3j4+PjA69sBMHnDUUp0kCMeC09D096KELgFm1EKckUgQfSxrMlqm4iJHjSxcqkqZw4E6+YRSoanlVABKIoQqAIFVU32Xz3r6ieOn/EtveufJApZ13Olnt/yzM3XksgVs6Usy/Dzmd49KsfwM5niTU0UzF+OsV0knDVJuZf9VFeRvj+LyXf00P6wAGcfB5FVel64QX0cJiG5csJNzaMXFhKQCJcFwyB0AyQEm/o4cKVoKslBw0trIFTxIhVlAQlikBoQ2MQ6tBn5ToIDtm2SiT81Wd5aNN/w4lBSgTQMHU61VPn0L1tZLXs+JPOIhYzS1EYPq8Y96DQwQP1GKMrjkaoupJAWYL2VWsIRBOk21toWDQXZ/tWgpH4qOsII4yX6Sn9W1WINo8jO9CDlcoO2/X6+Pi8frGzfRjRmuFohcNJ7n2e2kVX4TkF3GKGTNvGUfsIVo7DzidRzZK4yvNKIjzPLrD3ji8TbZ5P/cnvRtED5Dp3kuvZx6RLLsW1nUOdSPCS7dRNv5T1tx+5jXRXK2Y0QePCk2ld89SItoa5S6isLUeuL1U+SAlqMI6iB7EyfThdO4k2zaU42Hr0E6GoRKqnEhuzANdKI1QdIRRcu0Cmbf0Ri7uFdMnuHwhVTzyi3eeNiZ0bpPu5W4ZfB6IJ5l/9cfRgmGI2xZiFp9C+/pkj1uvatJoJJ5zG/Ks+zLo//HBEW7iqnlkXXE3HltFtggOxcmTxsO/KKxYej0QNBFD0QxOggfLGYQGTUPUj+vWOUvmn6MERwqdAeRMDu54mUj+LYFkjPS/dx0EhhBZM4B42iKfowaOKe/TwyPgJ1QgSrpmMmWgoDaYrKpp59Ip7RTNKYmCff1+G/oTVQHhoQkcghp5xRhNz/zUhzWLaOZez9YFbR7yfGDuJiUuWDT0xuXieGHrmLT07KZpGMZdFBgO4joN03dKWpUvnkP334b54+555iKlnXcaWv/yODbf9GNUwKRs7iXBVPdXT57PqR/9Nz/YNmLEy4vXNBBLluJbN4vfMJVr22nMh9Pn3RX2Z32QA9TBRjs+xUVWeAFVDeA6hhlmlAiA49FvmFAlaHUw/93K23D/Kb9byi1GWC9x8O06+G8UMEqweS6E/yaYf/ezoG34Fv5U+rz0UPYARr6PQO3q8qJGoQzFeyUCoLDk2tL/A8e/8JKtu+taI1lB5NQuu/gh6MIKi+qI6H5//K4puIjQD6VijtptlrzCCbNhVW0UzTLx8H7PPu5SubRvIdLeNWHTBlR8kEA6VCl38aGkfHx+fl8UXOrzBkZ6L67goQxObByc4HdtGqKI0264oJRts18WWHoqm4OSzSASe5SLMIFIoKI5dqq5RBJ4ZYvdTf2H6GReC5yIUBTubxJOS/GAfqqYx5czLUTSNbQ/cwoTlF9LywuPse/YhFr3rM8y94kNsvf+PFFL9NC44hRf/cAN2vjSommrbR+owi/3JZ7yFQKzsX37u/ppcVxdPf+ITTLn6avbcdRedq0q554lp05h4+cXku9oxKytBUXDtIloogWrG8CidX6GoSM9FqBqeB0YkALhID4RnIRUTXRWgKHiOjVMsYkQT6Eg8q1gSHUgPp1CytpKug9BNUPWSE4dXyp5V9MDQDZAEtfQVF56Lhyg92EhZGso2Y5iFHk668h2k0ha7nn0CRdOZvPR0QqQxg0E008/wOxYca2giQFJyUfgHIISgcuZU2la+QGBaNV4A9OoobIdwWdXo65hRGNgPdhF0k2jTWPqf2o5XJcgNdBOuqP2H7JuPj88/F0UPEqycQL53ZKVWat9qKmedR++mB3CL6RHLV89/C1ogQra7AyNSiZloGFF1DaUYiljTIlwrj/Q81ECMYrKDxOQTGdz+FCBJ71tLet+hrMjJb78R1CCFniyxCRNI7d5Ny+NPM+PkqQRJUz/neNo3PDdyO6pGOBriuAsuZvq5V7HryXuRnsfEE08lanooGw9NPlM3i6gwUO0cNfMuINOzFxQVI1o9wh7/IMGK8SiKzv77v03TuZ+kf+dTBCvHkRh3PJ2rf3/E8pH6GWQ7twOlSnJnyPXGcyxUM4JbPLJiSqhDufCHVU/o4YqjxgP4vDaRroOTO5RfrQVMXMdm3S++xtglZzDnkvcRq28m1b5vxHq7nribKadeSHltnLO+eCP7nnuCfCpJw6wFJOrr0U0DKz+6sGDRu/8TQ5YEj93r1uF+4AoUjhRTAKhNx9H++Oi5rOPfdCFuYcgGVShUzj2P/qEoiXjz4hFCpkjdTHJ9LaP2Ex0zl0x7KTrDiNVhxuuomHYGue6d9Gw6JHIAiDUvonvDPQAUku3Exs5ncPeR+y5UAzPROOr2Xk7c4ONzECnlkHDbxc0XSo+kehjpuqhDzzCe6yIUgRBKKYJCiCHRPniexIxVMH32JJoX/YCdKx/FzucYd9xSyioTGMnd0DgVx7JKQgZFoAXDOLksqmlABlRVIKQDZgA7kyLb20n1lPmUjZ1IqruNcSefy4u/v4G9Kx9g0bs/y5zLP8S2B/5IMTVAsn0/x737s/Tv2UrP9pJovJgaoDs1MHyM2x8az7yrPorqi8d9XiOowTiRpnlk9r94RFuodgpaMPYq7NXrHyc7gKmpCKngegZONkvXqudoPmEaIhgvuYNJD7HjQabNOpumhUO/Wbkc45aeQ9nYSQihMrjlbhQjSKBmApGySWS7d6FqtUTGjiXTcuQ1XtF14uPHvwpH7PP3oofi1Cy5ktTu50Ztrznu0qPeTxnxOGPOOIO2FStADYJuo+b7qI8ZXPDVn7Fr1eNk+3tpnLWAmnHjCcdjuJ6LqvviUh+f/ytapIKK2WfTu+6eI9r0SAVm2ejPRX+NWVZG8/nnI1FLscc109BWfJczPn4tva2t7H/xeYKxBJNOOp2AM4hmBnGtHHrAF876+Pj4vBx+We8bHCuXRVUViqkBpOvi5HNYmWRJyOA4WLkUbiEPhRRWchC3mMfOprALBZxCDtuyENLFSvbjFHMU8zlcy0IxdCYsPZf9a1YSCEfRvAKqk0cIFbeYZ+3N30UCmhnCjMRIjJlI7ezFAKz+1f/QuWkNC9/+SU695kYUTaN94+g39wCta0bPkPxX4to2239fmjjJtLYOixwq583j9F//jNT+NRQGBrEGkkQb5qIZARQjgmd7IARWKlUatBMe0i7g2TaqpiMVBVXREJqJUHWkaiIVDUUPoAfCIB08z0UKCXjDduXSlSBUpFCHcto9hFBQlKFBQa8Uk+EV89jZDE4hA56HZxWRtkVxsBcvl0JtPg51z6OUdTzC4kXNLJxbT2T3HWh921APZjf7vGIORlcIoaDo/zgdWfnUiZiJGLm9nWAIett2YQTDaIZJpmMH2Z59I1w8RLDk9HDQ1SHa1Ax2aaIu1T76JIiPj89rD1UzKZ9yKoo20iHGtbLk+/ZTM/8SauZfQtnk5dTMu4SGJe/CiFThWln6Nj9Axwu/p3LmuSQmnowaiCJUg1D1JGoXXllyGLKyeFaOqpnnUkx1UH385ajBI51iymefg5Xqp/PZ1aRbWlj63e8SmzCBPff8BadmCcrex1ly2dtY9I5PEq6qRwuEaJh/Eud9+UeEOp9F2X4v8Zoajn/npzjuxJnED9yPsuk28EoV70r1VLSKZkLlDdj7XyDdsh6zrIHezfdTNnkZemSkqMtMNFA+9TQKA200LH8fihmmctrpBBIN5AcO4Fojowj0cCWhyvFk2jeCUKiYfhbJvc8DkGrdQOWMc0athiubtIz0gUMTAUJRqZx5rj+J+zpDC0SINh9yGMt1H+ClO34BQMuqRzCCYZZ84DqmnnMlgXg5eijKhOUXcfLHv4HrQWL88TgD+6hrCNI8tQrD7cAIxkl19aIHQix+7+dJjJmIFghSNWUOJ3/0m5Q1TKF84hhO/fH3iY8fT8+2FkTdvCP2TQTiGNPOZuw5pxGuH1kF1Hjacqa+/a20PfFjFCPEuAuuKVXiujaVM85Feg65nl2lYwwlCJSPITZmDqox8u8zXD8TPVSOne0j3ryYqlnnwVAkRbZjy7CbhFA0KqafhZ3twxsSUKX2Pkekbibhuhkj+lSNMDXz3oziC2J9/g7yPT0Uk9lSJF8whDDCuPn8iJxiRVGGYhRL5g+SUoyEdB3cfBYRqULLdxHedgsLZlZx/OIJVPU/g7btHrRJy3DzeZx8FqeQp5jJ4Fk2djEPeBihCNnBNKqbQ+aToAie/fFXyA92Y0QTtDz7MM0nnEW8sTSJuPqmb9K1ZS0L3/4pTvv8jZz3zd8TSFRwYPUTRz3GvU8/QPEw4YOPz6uNEa1g7DmfJlQ/bcT7weqJNF98LUa85lXas9cvdiGPogdwHShkUuR7unDSGVZffz22NHEHD6DPvXR4ebHzwdJv1uw6TnrPJ6meMgcFHVUpUD7zbKLN84k2zAQE0foZRBsbOe7LX0bRjxRMzf30p0vFNj6vSwLlY2g882Ml99chFD3A2HM/g5E4enW4Hgox52Mfo+n88yj29tK3aTvGcW9HtK3F3PBLZo8PsGTJJBrcbQSsHlB1xN9yffXx8XlZNDNMzfFXEZ904oj3jXgtEy7/JoHyhqOsCVJ6eNl+3M4teK1rmHzFZUjXpeXp5xBGAKVpMeraX1CbX8+S4ycxd0qMwLZbCYyZiacFEdId1c3Zx8fHx+cQvqPDGxxFVZHSQ9FVPM/BymdQdR2QJStP22Kwq5VoRRX5/l7MsnIUVWHvygeonjqPWHUt/ft2ESqvxrJtisl+iopKeWWCoiaonX0CLZvWM3bGLLyOjTx730Msfvfn6N6+gUe+/B7Gn3I+U866nGyylyXv/yI92zew89HbcQo5Csl+qqfNxy0WEEPVOaMhXgP2asX+fnbecguzP/xhdvzxj9QvO4VpH3gPkfoGPDuHZ+fRQ2EGd+yicu7MISeNPIFgEM9zUVQNVIHrCoQeQBEuHh54slSdZJgogNBVPNdDqBpCEXieh3RsVDNYcuBAKTlDOA6KoaMoAul5IJRSzuyQEELVTaTnoaganu0idLP0t+CVtqloOnauwNbb72D2O/8Dp30j7r7nStWzC69GqZzA2h/8koWf/awfc3AMHMyp13TtH3oTquo6Ey88i8H9B9i/53m69myhcuwkUvvXk+0aqvT2XMI1EwAQegC0ADLTDWWNmIkERjhGgSzpjhbqZh33D9s3Hx+ffy56uJz6Je8i3baRfO9uVD1IuG4GbjFD+6pfoYXLqV1wBXowhp3tJ9u6GWEYeE4RgLZnfknV7AuHxA0exWQH/dsfx4hWEW2cNzSwJqmadT5SSia//QcMbH6M5K5VaIEoFXPOxYg3oOhhyqdVohgGa7/5TSZdfjnhujoGWvuoW/ofyLZ1jK9yGXvt90EIRP8elLYViOopqAvfSmogSSHbSWzKGSjRGtz9z4GioU1ahojVIxQNJ92LVzuDSKiMdPtLKHoAOzdI9ZyLcAppPCuHFkqUrPSLFqoZpjDYQiG5n1jTIgKRakBSMf1sMu0vgZSE66YTLG+mf+eTRBvmEm2aT6ZjG0JViY9bQrRxNughaha9nWzbi1ipLrRQGfGmhQhVp9C/HyNaQ6CskdjYBWijCEF8XtsoeoDqxZcxsPVJpGtRzKTw7EOWo/d//u2c87XfMGbxcmqmLyBUWYuq6RQyg1i5DMF4ObEJp4BXAM9DMcN4CGQqQ+WkWUSq6micOh1p5SFYQd+mHWRbWhkc7GXsshM46doP4boKWtUSlIknYu94FOwCasNc1KbF9O5uwRrcwPKf3UgxmaHQ20W4vh6zrBxZ6KH5rI+hx2vQgjGKuSSVM87BKaQoDLRixOsI10whVDkBK9ODogepmfcWHCsDEhRVxylmAEntwitAUbGz/ShCwbHy1C1+G66VBQSqESLbtZ3knmdLJ0YoVM48FzUQpWziUmJj5+PkBlE0Ey0YQzEjaL67ic/fgZ3LYZYlEKLk2IBQUBR15LPHKPfTqmGWxHpS8sI3vsdxn/046mALzvZHwbHQJi5DHbuAHXc8wJgzz6CQ6UPRTMxIFM9zEEjsfIEAaYqBGK5bxOnvoGXXHirGTeOR699Hw7yTmf+2j1NIDXDq526gdd3T7H36AVyriPQcYvXNxOrGku5uGxZijIZQFd9W3uc1R6C8gfFv+jJOPomV7kULl6OHE5hx3/XvWHAKGTzXKwmvXIlbyNG9eR2Flj5C1dVI1+XBt72Pc27+OVq8kcAZ12BvfRCZ60epnIg2cTnSCOBlHLSABLUcRZPoahVCNdD1Q0LnilmzOPtPf2L7735H/+bNhOvrmfrOdxIdOxYz6seNvF7RI+WUzTyL2LhFWMlOpBCY8Rr0cAXq3xCTRpuamPnBD+DlCjz67vdywX13ETrnSzi7VuB1b0cIFWPBVYhwBVKoCNUf/v978FwX1yqg6iaK5p/Lf1fMRC1jzv4P6k75f1jJTrRgDC1cTuBlYiuk9PD691N44jsw5CJpXvw9iqk0+26/nf4NG5j/0feg1U7H2f4oMtOFUjuD4PwrKDo6mmejhxKH9SdxCjkUTfddWnxeNaSU4BRBUYciNX18Xn38q/MbHCE9PM9DSFCEiqKqCBSQLoKSiCBW14RbyGDbeUKGgXQdDqxdwYRTzkdYKQLxstKAk+uhmQZeMYe99g/QuxNn3vt56vtfYPl//BdllXX0bt/Iprt+xYwL3s6mu25i+4O3sv3BW4nWjGH2Je+jfv5J1ExfiJQuwfIaNE0j29NBw/ylh5wbFIWlH/sv6mctwHMKKJqJnRsccWE/iGvlca0crpVFKBqqEUQP/d9jLpxiBs+xEIDnOnhOAaEFcQp5nGwWPRYjPnUyE66+BBcb3dSws4OgGiiaRs3cGXjCwVMNsB1QFIRqono2aiiMVyyiKBqqoaOoKp4QaEMuDBIQKCiqAASoOorwkKo+lF+rgJQl+1ZTRyja0GuNg5bDByfX5dD/CUVFaFrJKlGU+pdqKcLEc1z23X03W376U8743c2UL3kfEsHeR59m9Rffw4RLL/VFDseIky9VQKrGP/5mUw+HqJo+BS/o0b13G1VjxjO4/SnCtRNx8hlSrVsIVY0b/sxEMIGb7kIFEBBtHIuV3kGqY/QMSB8fn9cmQgj0UIJQ9WSQHp5rMbBzxXDUgpPtZ3DX08Sbj2P/X75Jeu8ams7/HFogjlNIEm2YjaJo2JkeVDOGEaujYnpNabBLgnQtutbeRrBmCpoRRjECRMYtpHzWGQjFxPMkAhXP8QjXB8h19ND5zDN0PvNMKQ82EMDJ56lZfBz1S46jeVwQ24H+PTlynWG67niQjqevRQsGiY4bx5iTl1A5fyHli99bch7yBEJVkNJDJBpRPRfVDJEYfyJSumTbtuBFi2ihMkQwMTRhpKKGDBTXpCyyFBQV6TlDtsAugbIxBMrHAAqKHkS6FhVTTis9hCkaiXHHI5vmI10X18ogHJtswaVs6ulIp1ASIbo2QihUTD+7NAmnGq9qrq3nObj5NK6VQ0oP1QyjGmFU3fzbK/+b4xQy9G54gPFv/jKdq/5QimE7jPxgL7ueuAdFM5h46kVkuttQ1CBdm9bQs309wbIqZlz0DoKJSjo3rWbPir/g2EXqZi2mae5ilE23oE85k3wxQMdTq+h7aTOTr76apz78YdbG45zwP18j3lhDqr2XvQ8+xpS3nE+gopx9jzzFmitPIz5pEqf86Ie4di9aMEf1gnkIp4C3ZwVa/UykMHC23IetB9FqpqDE5pHd+QLlU5aT695BrmsHAzueRKgG0rNLDg1CoWzSyaRbN+DkBtCCcWrmX0rX6ltwCkmMaDVlk06hf/vjWKku1EgFFRNPRjXDhGunYUSrCddMQQ3ES/ermoniuUPOMDpCNdAM383B5+/DiEbRQ2FKDymlZxgV56jLD0cJCQXpOeiBIEjJrUuWM/+aa5h4wf9D4DHY2sNDS04j3NhI42mnIT0PIxhCNwM4VgHpeuiKi/38b8iNOYvO7g7Kx4xj059/zkkf/zpdW9bSuvZJWtc+Sfn4aUy/4G00n3gWYxYuA0UQrTo0mK0ZQcYefzotLzw+6j5PWHYRgVj5P/K0+fj8QzDiNRjxGsyqCaxfv565cye92rv0usHzHJx8pnT/icAqFikm+0m27cUMJjDHxXByJXexfFcXd5x5IQ2nncaUqy+jbMalKMJDMYI4UgXPRQuHUAwdO9OHqofRA0cKF/RQiMSkScz/7GexUim0cNgXOLxB0APh0v8S9WzcuJHZY+tRX+Ezh1lWTi7XjqLr3HvexUQnTuT0n/0IY9KpuC48/60bqJg8mXFvvhBroJto9Suz1vc5hOc6ZHo62PPkvXRtXUukuoFp515FtKYRPeRHCfw7YkQrMaKVmBVNQ9fPl3dCkrkBCo9/Cw5znRSKRqGnBz0cZufvf8+uP/6Rk3/0Q2oWvBWQdG3czob/91FO/sH3UXQXuyDQA1GswU683CBuLo3Ug6CH0aPlmFG/GMPnX4eX6cU5sA637UWEGUWfeiYiVoti+r+JPq8uvtDhDY4ENCFAM0txBqqOnUsTSpThSVD1AJ508BwH6Xm4jo0RCNEw90QMQ2ewsx81WjEc3fvo1z7Gm7/1O4prt6GUjaFjyzoA1v3pJk791DcIlVWyZ8W9zL3iQyz5wJfY/vBtZLrbCFVUE0hUoBsmeqJixD4GEuXMvfxD9GzfQDE9yJu+/2eswT10vHDzcC62Fiqjes7FmLFDNxCelSV9YC3JfasPLReIUzXnIoxYLcoxTNJLKbEyveA4CMOkd8tDeE6RUN0iBjasQ0qomD2b8pkzSMyYgmLqBIKlKjbViBIbuwgnW8RTBCghhOUg0JBaECuVxojGSqIDo6T+lY5bqnhV9ZI4QcpDIgXXG3axKL0nD1UKCYGi6UjPG2o7WCEkwPOQSISiIF13SGShopoGnpSldiFKIhfdRNELNF9wAVt+/nMeeevbjjgnY884o7QdX+zwinEyJWta1fznTTzVjJtGzbhpDO5dh6IZBBL1uMEsxWQnxWTnsJJYiVTidmxCFjKIQIRIYyM967aQbN171L43/vCHdK9ezdxPfpLK2bP/acfg4+Nz7KQPrCPTtnHUNjs/yOC2p0jvXQNA9+rbaTjzwwghKAy20bX+dkChes5FJWeIIbv72kVXYmf6cK0smQPrjug3UD6Bnhe6aXviCU793lcQva3kug8JuaTnDQ/kdj33PF3PPU/1ggVs/cNtNC5fzvobfjy8rJPLMbB5MwObN7Pg2hpW33Ejcy77ACAJV9Vz32eu4Ozrvk/rX77EhMu+zu4/XQvSBWDi1d9BNcPYuQEGdj453GewcgJlE5fiOkVy3TsJxGvp2/YYnl1y1xGqQfnk5QjNoPelewFQjBDVsy+kmO5mYPsTHLzBMWK1yNiF9G5+kMLAoYifQMU4qmaeg2q8epXrrl2kONhKz6b78IYGSISqUz55GaGaKQjNr6p/OTy7QHLbkwxufYLKeecTrmkmXFVHtqdjeJlwZR1rfvMtmpeciaoZPHDtO7BzmeH2vU/fzzlfu5lnf/RlXKsUU9W1aTWb7/oVp//nNwmmc6z8/DcZ3L4dgMSkSZRNncrAtm08+f4Pj9iffffcw3Ff/CJrvvpfAKT27sUrZtn9x48DMOmyr6G8+Huwcri7Rk6eKopCMpOm2LcXJswn074FdyhmQrqHXCqQHnq4AreQAiA+7niEqqPoJhTASnfT89K9lE08mfIpp+LkB8n17qaY7MCM1xMdM39YROPkUyT3vUDqwLpD99vBBNVzLkaPVh/T/baPD5Seb7xiGjUQ4KDU+yCeGmD06Z3Scp7rDYvC3WKRsWedxd6772bd17/Ouq9/fcQa4y68EKGqBGIJDFNnsHU3oapGWtc9zaTjluBGq9m/9lla1q7k9Gu+j5VLs/FPP2H5Z7/LzkfvoPOlF7BzGTJdrViZFImhCIvDCSbKqRg/jfq5J9C+/tkRbdG6sUw67U2vqkjOx8fnH4tdyOLaRYQCChquVcDJZ9nyl5tBKDRMOA5dDyJUFT0axU6XrtFtjz1G22OPAVA2fTon3/A9PAUUCmihcga3rQABFdPOfNnt66EQesgXGr5R8Tzv2Ja3SgLXsWeeyb777iO9axd3nnrY35AQTL3lFlQzxDP/+ymWf+a7mBF/QvRYGNi/kweve+eweyusZtfjd3HiR75K8wlnoZmBV3X/fF77eINtI0QOKDpoKt3r1jHmzDNpffxxpOex4gMfHLHecV/5CmZFFa2Pf5tAeROV08/GXXMzXtcWAAQC6udhjT8NFIEZjv0rD8vn3xQv3UX+4a/B0DgDgNuyGn3mBWjTzkIx/JhXn1cPf2TqDY7QNDzA9VzcooWiawhVwfVkaXIdD0XROLBmBagq0vVQvSKTTz4bT9p0btvA8z//b5AS1yrSdPxpgAdDURMHq+KSrXvY+uCfmXHROwBYf8uP2HTXTYxZtJz5V3+cqilziNWOGVXxquomsfomzv7v33DaF36Em+8mfdhgKoCTG6BzzS3Y2X4AysvLyffuKmVsH75cIUnnuj/h5Adf8TmycmmsTB/5vj0ouk7/1ocJ1cwh2HAizkARu1Ck7qTjWPzf/41ZFqGYTyMBRdfwXAXPU4YGj0FoAfA8tEi49AAqVNRQCEXTEIiSAOGwwbzheIPDLE1HPNoIMSwyGfn2X1mgSgmHDTQLRSk5dgiBABRFLQ0PCqX08ORZeK5D9YIFVMyadUT/U972Npxi0Rc5HCN2dhAA7Z8odADwPJdcbwtmogahKGjBKKoZJt/fNryMCFeCUPEGSg4O0bFjEI5kYN+OUfvsfO45Nv3oR3SvXs2qz38ez7b/qcfg4+NzbAjl6BMlofJmulffPvw637UTN5fFKaRL4ggpiTbOIdOxeVjkAJAfaEd5mQl8IzyOrb/6FQNbt1JIFfG6dxKsqn6ZfVTQ4uVEGuvJtLQw/k1vOmKZmsWLKZs5jf69W9HMIC/c9E1UTRsSW5YqedP71xNunA5AdPxxuHYeKR0CZY2YiTEEypuomnMRsaZF9O96GqRLtGEmPZvuHxY5QGnit2/rQ6hGCC1cEll6Vo7OtbdhREbmGYeqJ9G7+YERIgeAQt9eejc/hGsXjnrc/2zcQoquF28fFjkASNemb+sj2OmeV22/Xi8omolZPgYn20/nyt/i5tKc+IGvoAUOTRTk+rqI1TWBgBd++fURIoeDpNr3HWFVa+ezPHD9R9i7aSOx8YcmQbf/7nfM+cQnMBOJkfui6xx33XVs+81vht+LNjWBd0ikkG7dghIf3f5UnXAyPevuxbXyFPrbiTctHHW5QEUzdqYXoeqUTV6GEanEcx0i9bOomX8JNQsup2rWBbjFDB3P30z3+jtJ7XuB4sABioOtHLz59DyPTOdWUi1rRt5v5wfpXHvLMd1v+/gcpLmpCSk0ZClfpST+Hnq2KWbTiFHXKr2rKAqOY5eeQ00Tz3WZdMUVRyxdOW8elbNnI6WH5mQRRoBtD/0Zz7EIV9YipVOKd9R0sj3ttK5/ljELl9GzYyNP/s8nMcIx5l31UaacdRnd2zagB44+sRita2Lxez7P0o9/nbrZi6meOo/F7/0CZ37xZ0Sq6v4BZ8zHx+e1gJ0dRLqlMTVVaDiOg+vYbHvwltKzs5SYiQRC09h2880c98Uvougj7ZzNsjIWX389immih8KoRoxs1xaEZlA2aRmK5tuQ+7wyHNtGShcJNF94Yel+8q+Y96lP4bkuSOjavIZCavBfvp+vZ/LJfp658brDRA6HWPWT68kP9r4Ke+XzekNm+0a81k/8IHYuT7ShgVxHB+MuuuiIdWqOP57qRQuxkqU5kEL/fnq3PIgy/ezDe4b2dagHVuKO8uzq4/OPRtp5rBf/NELkcBB7071If2zA51XGd3R4g+NZTmnS27NQjACeZSElFDMpzHAUTXFxFYNUxwH6925n5sXvgqCGZveT7OsmkKikZ/sGXMemdd3TTDnjzdhWDqV+Dl77BmoWXDC8rW0P3caSD36ZcSedy96V95PuPMCGW3+Eommc9LGvESqvOup+6oEQiYZxhBJxOp6/efh9LVRGuHoyWiCO0AN4SIoDPTRUxehc+wAAqhEmVD+XQKwW6eRxizmw8rhuN5YUaGYEFAXdODT5LKUk19uB67rouoZrDRKqnITnWSQmLGWws5tEdTmb/3wvU992KaiCQDyGGjJJNDYjVAPXTuJJiWYEURQVAiEUTcfTSrEUUtdBVdAUc1iEoOkGApAvIyD4a5u6UcUGfy10GEUwIaBky13MopqRkpsDpbxm17XRIiGcYpHxb34zk6+6iq4XXkALBqk94QS6164d9UHJ5+WxM4MgOaLKwrULZLv2oigqoepxKNrfl19VHOxEutaIHFUjXE5hsAM55A4iFBUlWo3bsxu1dgZmWTmqYpAb6MZz3SOqy7bffDPBcfXk41kG2vfR+vjjjD3rrL9rP318fP5xROpnkT7w4qhtWrh8OMriEB6p/WuGXwUrx9H94h0jltDNEKoeHIp8OLKCyLMlbr40sLP+xp+x8P+dR6A8TmLqVAa3bTti+bFnn42VTVO1eCFPf/BjTHvnO1n6/e/TuWoVrmVRu2QJkTGNPPWTazAiMbRAkGxPB4XkAFogNKzXcwsZ9FAZ1cdfQXzyCahGiP4dTxIfdxwV088g39eCk0+R730RPVyJU8iQ69k96jEAJPc+R9mEk+jZeHfpDelR6NtHoKKJQt8+AMxoDYO7nh51/Xzvblwri6r/6yt2PM8l3brhqMc2uOdZKmdXjtrmM4SiUr34MjIt6wEodPdS6Mtw1nW/oG//Fnp2bsKMlTHnsg/gORY9O0Z3Tmld9zTjTjqHHQ//6Yi2l+78JWf+549pefBBkJJ8dzfrvvlNjrv+ejItLST37iVUXU3FrFls/fWv6XvppeF1Z73//5Hau2L4tRZKoFZU4x0mSkIo6HMvBSNC3YlXM7jjWfbcdg1VCy+mYsrppFrXYWf7UTST6Jh5ROpmYGf7qZxxHkLVKfS3EqqZTP/2oWrSyaeS7dyCleo84lhiY+YP/627+STJfc+Pej48u4CV7MAI+7b8PsdGNKjh5LIIYWPl+zHKGobbhCpG03gPIwVoqoaHxE5niY4dQ+/6MEtvuKF0rSkUqFm8GDubRXoeashESRbJD+wnECtj8MAeypsn4jgpyPXTvPBcNv/l92y47Sec8ulvk+5uY2DfdnY+ejs7ATMS54wv/YxQxdFtiVVNI1Y3lnBVPXVzlyBQCMQS/7Dz5ePj8+rj2oWSQ6pmgifJpQaHIkShZ/sGcr2dLH7v50l278frzhNpaGDXn//MyTfcQO/GjWTb20lMnkx84kSCleVIx0MoRYSuESwfgxGt8ePIfI4J6Rawc2kUXaV3wwZmfehDOPk8PevXY8bj1CxeTPvKlTScdiqZIRczz7H+Rq8+h2OlkwzsH71QyHNsBlt3E63x40B8Xh6lbOzI17XTyPd2ExnfzAvXX8+kyy9n6fe/T8ezzyIdh9rjj8dIJFANk94Nvx9er9C/HyYvO6J/eWA1Ytwp/+zD8PFBFrO4raOPSQK4bRtR4w1Hbffx+Wfjl2u/0ZEu4KEIgWdbuHYR6bkIIZCeg7Ty5DMpxi5axr5nHuS5n30VT6ig6uS7d1AzfQFCUXju5/9Fw4KlBMuqyPe3oEw7GyI1aKEEc6/8MNVT53HeN37D+AXHsfDK93LpLx7jqptXcuXvnuWSnz5G9cTZZLt7yHS1M9Cyi/3PP8bme28m3bGHbMcOutfcSbanDTxnuBqzbNJyyieeQqRmKmbVBBS9jGImTzE9CEjcQopg9XQCdUvQtDCDmx8BI0KkZiIeKo7QsAsFMl1tFJMDFJI9FJJdFJJd5Po60YIhNE1BDcdADSGkB0LFKnrEGsbhZNPMfP/7EIqGogdBLVUFaoEAWiCI9DwU00QNmkhESX2vqChCQUqQQgxFThwmSlCGBu9GL1V6ZR/paJMdQ9EUByvwpOcgXYdiOonnglPIDb3vljLeHQ87nyU+aTzFwUE23HADhb4+knv2sOZrX6P+pJNw8Sv6jxUrPYDwQAsfsmry7CI9Lz1Gpn0LqQMv0bXhQazswN+1nXzvATQzgmYeElTokXI8u4CTO6SsFIlGsLMlqzQBoUQVUnpkeztG9Ffo76f96afxqhTsQgZZrrDjntv+rn308fH5x6KHEkQajoyU0QJxjFgt0XEjK7sVI4DnFA+94bn8tUWQa+XIdu+kYsppR/QrVB0jEh8W0LWteJqdT2zGy/Zy8ne/c4QbUOPyZcz+2EcpZlJsfvBmjv/mf7P79tt59nOfI93SgpVMkuvpYt+aR8h0t3HCB79C64srgZL4csYFbyO98wkAElOWUnfyO6mYey5C1enf+SR2thdFCyDtIkaojMHdK1HNSOmewXOwM0d3NrBzA6jGSAGalelFMw9lG3vey1/z5Ks0MCgdGyt79GohO9uPdI+eae8DSA/XKdBw+odR9ADSc1n12c+x7qtfp+mEswhXVLPz0dsxY2XIl7EMbnn+cSaf8RbCo1Roj1m4jEy6i4VfuhZ9KDM7tXcvz33hC4Rqaph02WWMOW0ZL3zpS3S/8AIAimEw5yMfpHL2dLrXHBQhCSJNc6FuDuYZ16DPuxxj4dUEzvw8omEO/TufY8/tX6T/pQdBuvSsvp3Wh27ADNVQPesi6hZcRqiYRg60oBsBnGKagZ1PYsRr8OxDvwdWuotg+ZGCVjPRQKD80GCclO4IJ5G/xkp3v9yZ9/EZFSeXxbVyeNLAKrqk2vaS6WrFyaTRjcBRHpMkUkqk45QE5LIUr+dIi5rjjmPt179Oet8+Cn19bPje93DzecJNjbhWETVWQ6F3LxOXX8Dqm76BoumkOreizb2UQLGLKadfjFPI8/R3P8vkMy7hlE99i/lv/QSnfeGHnP/t2ygfN/VIN71RUDWNYKzcFzn4+LyBcAoprGwS13UQik4hlSTb18tgy26kXUTRdULl1RQzSbJ9XfS37qB8wSzGXXQRWijEkx/8IB0rV2Ilk/Ru2EB0bCNWOoka0HAKg3StvRUtGPdFDj7HTClmVqNl3ZM0n38eHc88w+af/5ziwAD9mzez/jvfYdKll2IkEjz+tQ8TiJdj+Nb2x8SoY6+H4Tn+M5jP30ZEKlEShz1fCYGqaexedT/Lf/ZT9t13H89+7nNkW1vJ9/bS+9JLhBvqUUKBI8RJo4qVPAf+xliGj88/BnnUAhwA/HEpn1cZ39HhDY7neWhC4noCxU5jWRaKEUYoKnYuhx5UEUWb+JiJJMZM5LirP4RnFdEC5YQqx5PrepHTr/sx1Y0N2D0H6N+SJFxfRv+BDURP+DhKsZ9xixYzedm5qMVBCrkiWiiEgo1VkAhFQeYLZHt7CNXUkO5u5envXUN+sJcLvvlbelb9FjuXZOw5n8UrhSygRSqJNy/F0EvOCK5qIGwP17FoW7eSLQ/8gQu/8VtCVZMo2iEqx1QjrDTG3FIGqlPMIcwwuYEB9FAYPWriuRmKg0mMSDWep6IFgzjFYsnlwXNRtCBS0VGFgmqAquuolfVIx0IPxxGqhkehVPWKxLGKmLFarGIePA+hDtluFwuouoEiBK5jl45fuoghTZF0vaHBORiecBICPA8PUIQYnlQ6WJnvWkUUTR2uGJCHrStdFzFUme95Lorn4KpaaV0UVE1FCgVVV8Eq4AKqZiA8Bz0YZt/aB6g//RQaTzuVYl8/iqGjx2IMdO3F1Cr+RX+lbxyszCDSlRjhQ1bwyQMv4bkWifGLEAhSbZvp3fIkVdOXo4cTx7wNz3MpJNsJlo8Z8b4eiiOEQjHdjR4u5S4qgRhuII7bvR2lrIFoQxOpfR30790xQnne9sQTeEKSSXcxdsFptG1YSeeONTj5PFrQz3738XktoBohyiYuJVw3nfT+tXhukXDtdIKV49GDMepOegfJHSuHJ+Q9K4+iB/AORi4M2YMPXUQAyLRvJjpmLp5rUbvwStKtL+IWc+jhCgLxBjKtW6g/5RTan3wSgC2/upk99z7A8ddfx8nf/V+KySR2cgAjGsGIhZEhE80IoAdDvPTwr5nzxU8TDJej6ibCUDmw/ilsK8ep19xItLaBFd/5T8xogkCinNoJY2h/5E8Eq8YTiFfhvXgL3rRz6dnyYOn4A9GSsKGYp/ulu5CuTbhmKj0v3UugYhxGpIpC/8jYiYPooTLcv5qsNaJVIwanFPXlnXaE9uoMQAvNKB3bkPPEX6OHKxB/Y9//3VGNIKgKnuIy4fJv4DkhtHCY3vXrcdJp7EKOgX3bSR7YRfW0BSTGTGTwwK4j+pGug+s4HPeuzzLYuoeOjavQA2GaTjiD/EAvT9/wOaqnzGPRN76MrodQFA0rmWLvPfcw/YPvI1pTzZm/+QWF/n48y8KsrEDVXfbcec2QEEnQeObHQBhs+vm7SExZSvmUpYSqp9C++g561tzB1Hf/Aj1aNSKypNDXQttjP2HSVd/C3XgH3oF1AOgnfwxp5ymbeBKDu58hOmb+8DpGtIpA2Vi0YJxcd6lSLTpmHma8AS1wKGZOCBXVCONa2VHPrRE7epW7j89oWKkkUtGRwmXvqoepGD8NRdNItu9D0w0SjRPRwnFKA2kMPxe5rovieTiWhT4UdaEaATzXxgvCsp/+BDuVxnNsAhUV2G6BwfbdBMprkJEQ4cpmsgOtTDnzUjbdczOTTjyevo6tlDctYGZiLE2Ll7PtkbvZv+phmk84i/GnnE+4/OhRTT4+Pm98iuk+7JyNGY/i5HI4dpFiJkm68wBrb/4uZ33pZ0jHZcaF76Bt3dOs+933Wfj2T1IsJJGOZNZHP8Lsj3wEO5tBj0TRY1GkbaHHYuT62lBVh7rjrkYPxl/tQ/V5neFYBYRqoOgOZU0T2fzQ75j2/vcy1Xon1mASLRhEjYax7AyRUJh01wFO+vjXCJUd3WXX50iMcIxITQOZrrYj2oSiUDZ20quwVz6vN5RgHGPph7FevA2vbd3QPEOU6smz2fTgbzn5RzfiZHK4+TxGIoEwNGxZJGge6SapaAZHTDMrGlrIv474/AswQig10/C6to7arI5SmOXj86/Ed3R4g+MVHbzsIJ5jgxHCDMew+vei6hpGKITUwuimQdeKGznzK78knoiQHhigdfN64uOOx4xUUtM8DmvDnVhqBfEJ4wmUjSEx8TQUN0P3i3/BCMZQcMh5IUQggkDiSIG0i6h4SMcm2jiGwQO7WXfz95hx7ts576t/wMu0U7HwcuqXfxqnYOMU8tiOR6x5eclOWzOwPYEGuI7F3mce4qU7b2LZf3wL0t0E6xcQrW1GlQ52wUZ6Cqpw0M0Adr6IEY2B5yG9PNLT2LPqWTyhokeiSAR6KIJEwXYkim4gVZNiLo1mmGi6gaIbKLqJ9IYMExQVz3URCDTDQCoCPRjBk6CoKopuoBpmKRLA80rxAUjwDroseHiOg8ADAZ6USGSpelAI3FwWT3pIz8XJZymmk9i2jVPI4RRyuMUiIPHsHG42TWGwH9wiVj6LdG1A4NhFhOuClaWQ7EHDxs6mcG2PQi6Dnc/hFTNoqoJQVBoXnMKGP/+EZ372RfZueIQdK+/g0W9+CDwHPRR5uT8tn1EoJAfBY1gc4FoFct37CFWORTUCKIZJfOxsVCNA7/anca1jz3wvDrQjXQczPnLwVSgKajBGMTWyulJNjEFmupD5FIkJk8GTdKx+ZsQybU8+SXBcLUiPRP04EvUTcIMeXatXH/P++fj4/ONxrRz53r30brqP5N7nCNfPoHLmeYRqS1WmbjFLoKyBqe/8CdFxiwBB3/oHiDUemtjM9+4hXDMVPVyBEa0uCR6zvYDEzg2Q3LeaSMNcQhXjcXNp7EwfRryMBZ/9NGXTpg33U+jt5aWf3oRQFaKNtZRNn4JZHiGf6cG1CuiJOHMv+xCKqrHyx9fyyLc+xEP/8362PfEnxi45HaEopDr2s/3BPyFdh8Xv/QJKsQtFuEy44n8Zf8l/Qes6RMNckm2lCAHVjFAz9830vvgXiqk2pOdSNnkZ+d7dICWaGSbSMGtIjHgkifFLGDgslkIoKsHKCUj3UEVEMdk5opL9cIJVE49whPhXoSgK0YbZINRR2xMTTii5TvkcFaGoxMbMw8700rv1QbI9a5j/uU8D0LluHZNOexOKprHtgVsoJPtY/J5rULQjteBTz7kSMxLnmR9eR8vzjzLptDcz/60fZ/Pdv2Htzd9Feh5dW9ey8Z5fgKqw8pOfYv+DDzD5XW9DiwZx+9vwXActEsesqkaPlWEVUsQnLaFmydVMe99vKJ+8BF1xmXjJV8j37CbTvpUDj/2EnjV3EKyZhJLvY+JFn6d85ulDAhdBbPxxjL/kq6hC4A1ZSYpwJTIQJde7h651fyZUPZn0kABCqDqhqgl0rvkjyf0vEKqdRtXsiwjXTBkhcgBQg3Hi444f9bwqehAzVjtqm4/P0VBVD9cuYhfzTFh2IdF4FaFQgpoJs4g1TcHKZ/BcF7eQQ0qJZ1tIz8UrZECUroeF1ACuYw1d+ypJdezjsW9/lJ3P3cPeFx/hyR98hl1P3k35+Gk4uRTP/uwbGPFGnFwXVRNqmbD0LPR4E3Z+kPYNd5NJ7scMe8y95AoWXPkOJpxyri9y8PH5N8cpZsEIoQVMrP5BvFweDYVweSUD+3ew/DPfQwjI9LQRqapnzuUfAiSrf/2/rPnNt+natpp0fytKLEB04ni0RALVFKhBjYG2vQTLG4mNneeLHHz+TwhRGl/UVYVIVQORqnruv+6tbLz3F+zb+Bjr7vohO5+6i0CsHM9zOeU/vkXdzONHj8X1OSqh8ipO+OBXEMqRz2GzL3k/wbgf3+bz8kgpGWjZxUPf+BRb9mYJnPc1PNtFVSSJsRMJV9Zw7+cuY/09P2bfxsfYcO/PObDuCfRgmLanfzSir2DFOMgc6fSoNJ8AhzlV+vj8s1CMMMaCq0A1jmhTm45HCfm/iT6vLr6jwxsczyrA4GZoWEyysx1Nc+l55tfUnPA2wg3TcFzAsxiz/L1g57D0Ml6661ss/sD1OHYBzUhg9+4n23gqoUgMz5G4FggNejc+Sf2Jb0c6RYo2dO9YT9P8xSBdHFtBCAUrlydUHiczkEQPR5h3yYfZ8O0fMO77y7AKTahKlGIySai+hh2P/JkJyy6kc/M6mhYuAVVD01SK2QyO45Hr7+a4d3+WYCiAsPvBiJAb6CAarEFEqkC4YMbAszCCKsVkHi2koehxdj/8Z+pnHI9uhhCagaYZuLaFGoqhCYGbz5ZcHGKVIARSliYXMEykayOlh24GStZlnobQjaEIEKX0lCEEDK0jvZLLghACKQSopUokoSioZqkiVHCwsFYihEQCWiiE57pIIfBcF88q4Fl5ND2AXSwQiprkB/oxzFIuLXhYRQtp2whs0MK4jotVTGLqKtKxGejsJ1RRye6n7mXMwmXse+5BJpx8Pqqmg5VFCwaZ/9ZPkB/spX/PVoxwjKnnXIkRLSMyijWzz8tTTKdBgh4qTTple/ciFIGZOHQuhaoRa5zJ4N61DOxaRcXUZQjllWeZZHv2l+wtjSMntoxwnMJAx7AbCFD6bqg6Xt8eQg1zEZ5Cz9YNw+u4xSIdq1YRnNeIaSUwIwkqxk2jr2ULex+5j4aTT/6/ng4fH59/AK6VZ2Dn06QPy8Ir9O1D0QNUz30z3RvuwYzXUTbxJDw86pe/B+WMj5QWVFVink2qZS2eUyQ+bjH5/v2l+IcJJ2Flesh2bicxYWnJAjw/iBYuJxqtws4O0nLv1wnVTeGk736TbNsBcp2DVM2eiqlkcNf8lEK6ByVehz7nLcQra7E3340SacSumcvi93wBz7VJte9DC4YRQrD1gT8y4eRz6d+7jVRHC2ddfxOx6mrSe1bRs+ZOnHyKyNg51C99J1o4QSTZQXTMPIxwBZ3P3kL1ojdh55PULrgMKT1SLWupmn0hqDqp1o1UzTqP/m2PD1efC82kYsqp2Pk0Tq6/dErMCOVTT6OY7MQdisoCyPXuoXrWBfRufWiEe0KwaiKV089C1Y+sqPhXoQbi1My/hN6X/nLo2FSD8imnoocrX7X9ej1hZyyi9cuwsi1Y6RbikyZy+m9+Rd/mrSAUTr3mRp75wbVs/cvvmf/2T3Lu13/PpjtvomfnSwQTlcy44G3Ex0wg2dHCuV//HVvv/wMv/vFGZl3yXk766H+R7jxApreTeMM4ojVjcNM5jr/+eqxchmBZBS1rVzBuwam0PPgwO2/7E042S91JJzLrQx+ictFVmIaK27kJa9vDyHwSvWIcU950HY5isOeOL9N4+oeJT1yMGDyAYiaoP+U9lM86G88uIj0bQ9PxXrgJpEQpG4uy4Cq6Nj+Ea+WINS0qOT4NtqEF4lTOOJtiuhfp2pixekKVE0a9p4DSfW2oZgpuMUNy/5qhSDzQw+VUzb4IPewPZvgcG8KM4mVzBIwwLXffzdbf/o5ifz/VC+Yz+6MfJVhTTTE9iKKqGEaQYjaNqbpIqSA9h/xAF0aknD0P38m0085HqGEaj1tO9ZS59O/bhmtbjD/lfIKJCrRAmExPO5PPvISB1gNUzjiPQv9e0q0vIq0GauZdQrZrO9nOLTj5QaKNc4k2zDtC8OPj4/PvheOUBrycvj46n32WLb+8iXxPD5WzZzH7Ix9kxlmX0rFlLYVoOYm6BopWgQmnXMDYRcvo2fESUnokxk4kEC/DiMTAkxiBAJ50yHTtIRw3QVq0PfUUZVOmEKp5Ze5IVrqXYv8Bcp07MBMNBGsnYsSqh+JSff6dkELDsfM4fQMU+voYe/xpVE+bx+D+nUjpMWH5hSXXvFAMKzXApm/cwNLvfx/K/eeGY6Vq8hzO/99b2fjnn9K7axOh8hrmXPp+KifO8IvDfP4m2Z4OHrruXRQzScqbJ+MGy2Gwj/7tLRRTGSadeQljF59G3+4tCEVh/CnnY8bK0UIB5GFxFMHKcZRPPQP3uV8d6lwI1Kbj0WaejxZJ/OsPzuffEiVeR/Dcr2BveQC3czPCjKBPOwelZioi4AtufF5dfKHDG5xiLomomAGOXYpWyPYz7qrvYbW+hJASoaqluAfXwAiEKKZSHP/ua/EKaaQoEihrRGo6EcfDcwq46QJGNIJXSFI+/0IUVWK7MNiym/qZx4Nn46ohgokwdi6LFo7g2EVc20bXQuT6u1n6wx+iKDamHmHLz3/BrI98hGI2SdX4mUjPpWnJWXi5HlTNwLPzpUl/x6G8eQo10xeguBYE65G5IrXTF1AY7EOg4LkWxb5+ghVlKKpKtmMXZVMnU8ymmHL+25CWhVMsYAbCpZMjxKEM2IOVe4oYelA8LMdc0Tg4Dy2EgtSGlGtDIgdlKDriYHTrQbWvGLJVFQetwkfJdhVDAgkhBAgF4XmgqEjPKe2CoiCFQNNN7HQ/qh5CKQxSJFgK+tAMrFwaWzdRNUmmu514TS2KGYL0IOtv+wnHv+/zTDr5LJxCmilLz8KVLqQ68USCpz7xQU747veI1Y0lVFGNIlRan1xJ3YL54BcyHTPFbAbhSbSh6Ip87wGMSAWKOvKnVtFNoo3TSe7bQLp9K7HG6a+of6eYozjYSbh24qjtWjCB17Mfp5BGD5byF4WioERqcPv3oTbMxTAjpLoO2bt3rlqFm89jiyKhoImzdxWR+jmAoP3FZ/8PZ8HHx+fvoVTBWnJ7UY0gTiE1QuRwEM8ukNr3AtHG2QQS9XSu+eOhmAogUj+LYNUEPLtI3XFXU0x20r7q1yP6CFVPId50HLtv+QzjLrqWlvu/TcPpHyYQr8FMNDDp8q/hZQcwggJjQhOJKdMRbS9gb7j90H5k+8CzKa78NWrjPPTyBtB19FAUp5CnprJ2yHWiQGLMJJxcjubjz2DSqReXYp7sLPHJS4lOPAEn1YWTT9Hy0PdpPOOjmGVjwLGx8wNEx82hd9sjSKeIW8xQOet8ahdchufaKFqQSM0UhB6g9rir8ew80nNR9SCOlUc6BWoXXYXnWHh2juSeVVTNuoBwzSS8CSeAopPM5FECMapnX4Rr5/DsIopuohrhV1XkAKDqBoHyJuoWvxXXyoP0UI0QaiCKouq4rvuq7t9rDem5uE4Roaiomonnuuy+/XY2/fCH1C9dygnf+BIy24ud6iNywXkk23bT/tILnPHFnyKlJN2+jx0r7mHROz+NWyygaBq6l8fq2kE03sAD//UBLvz6H5h23tUIRUXRDCqiCconTMOzXJ795GcY2LQJANU0Gf+WtzDlrW8luXs3qb37OOGr16EFDA48/TwPXnkVF95zO/aO+3D3HnJb8rq2Unx0G+Ypn2DiW67H3Xo/zpPfwTz9c7ioKEYQI14HeGiBGMLOI098P0INII0AjutRPedCFD0EUuLkB6lZcDmqES6JcVWdxpPeh2KGUf9GLIsejBEfv4RIw2w8O4dQdBQjgB5M/BM/RZ83KoqmoaOy5mtfo+n8Czn997/BdSz0YJSHr7iKE/77v4hOmYxbyOFaBYSAoi1RC91IvR6nYBGuCKGbOk/d+CWWffTLuJlOYvVTMGIJhJSY0TiKtPFcm4lLTiWfLQnEFNUgNnYhkdrpSCSqHsSIVBIbOx+BQDFCw0JhHx+ffz9sq1Aas3FsnHwWT/GoPukE9j3wIOn9++l87nk6n3+B5Td+j8a5C1j12xuYd/kHCWkediFJuKIeY34c6bqowSC6oSMRSNvDLqbItm8g37uTrFNEj1RSNuVM9tx1F5Ouugoz+vKTA8XBDnb98dMUBw5Z6CtmmElXfYdQ7SRf7PBvhpQeTt8Ama5uEpPG4dgW8cYJBBOVCKEQiFcgrBSO56IZClPf/nYOPPoo8QkTXu1df92hmSblzZM58SNfxc5nUXUTMxJ7tXfL53VCx0vPU8wkQQimnPUWhJ2nZ8tWqubOwy5kUFSdSO1YzFg5QoAZKwcnD5pO/ZJ34jlFFC3I4PbdPHTZ25h69aXUL/kkRshACcRQQgnEUQTrPj7/DISiImK1GAuvRto5ECqKL3DweY3gCx3e6Gg6wgzhFW3ClbVo8WnIQhGjbjpCeDiDaYJxE2GGsewiZrwcL58rRTJ4ETwpsW2PQCRCMVXKPJWujRqtxh7op2gVMBJVVM0oA1ciDBWZziAND80wwcpiWzaaYSKERt3i+XhWEcdxcHOlOAbVUNHsINWzj8NJ94CiosdqwMoihIKiGSgI6hedihKMoAiBk09jmBKEghoMgedh5yzcQrHkrKBp5Ht7idrNqOEyXM8FPPTwX92QDgkQVN0sxVxIWXKHljCkQDhywOvg66OIF4a79rySNdxBx4fD8BwHoaqlPmRJ3MCQ8KSQzWEYpYF5oSgUM4MYoQiKoiE9FxsdPBehB/EKSYxIHOFZOEWPWGUtQlUpDqYwYhUc98GvoIUiyEwn0i6g6CEU6eJGqhjcvo+TbvwePds3sv2hW7HzWRrmL2XiqRch8y7FwX7MhF+pdyxYhSJ4oAeD2IUsTm6QYMPoIgY9lCBUNZZ06xbMeDVm9G+r6zMdOxCqQiA+ugpFD0YBgZXqGRY6AIhoNSRbkdkewtUN9LduJX3gANExYzjw2GME62pJD3RQVxHDGziAqqgEI+UU0r2k9+8n2tT0fzofPj4+x4aTT5Ht3kmmbSMoCmXjT6SY6jzq8rme3dRPOJGuF+8YIXIACNdOpevFPyOESrhmMv3bHjly/e7tmPFaxl38RVQzRPMFn8VKdlFMdmLGq3D7u7Esnf59ezESCRJjNeyX7h7Rhz7hZGQhjT77YgrBRvr2bmfbAz/Byqaom72EiadezPaH/0TDrIXUNI3FbXsEme2BRCOy+QT6tqzAs4uUzz6bvk2PYKe6qV1yJUgPaVvk+/cRSNQjhcDJ9g1vN9O6AStaQ6plDVWzLyTfuZtg7UR6N9+PopnExy3GiFTj5AZQjRB9Wx/BzvQgFI3KWeejBeMomgGU4bouB3asp6K6AdUIHrW6/dVEURSUUBl6qOzV3pV/CtLOIwspvHQXQjURkUpEMI5QXvmjihya0E+1biDfsxtVDxIftxi8MHvvugvpebStWIFiZXELaUS8FkWRJFv3sOWumziw6mGWX/MDMj3tzH3Te9h420/o2bGRUFkl0y94O7G6WRT6ujjnup+y9b7f07b2KbRAiGnnXIlqmqy/9SeUN0/k+G9eT//GLRx44GEmX3UVe++9l6c//nEijY1Mf9fbCYtuRMcTTDtlNjPfdjtO0R4hcjjsgLDW/gFz2ScQFeMQDXNwtj2KN2YR6T276V1/L9K1iU9cQrh+Gt2rb6f6hKvw7Cx6tBrpWvRu+j16pIpAWSPhuulku7YRGzMXo6zimD4fVQ8MCX6ObT0fn8NxHAcpJYXePuZf+3kGWnay8gfXUkgNUDtjIct+/kMUoeOlUxAw8RwbO5/DzqVpW/MYU858E5GaRjb86cfMuOgdbH/gFn7/rtMZd8IZTFl+Lpqm4qGgB6dgxA/dV0djIzPJVTM84rVm+hWZPj7/zrhOEce2UF2bYjZLPp2k5fnHaV33NJphMuXtV7Lgumt48OJL8CyLNd/8Nqf+9AcsuPT/kRnsJ9PVSjAUIGRlCVXUoZgGUng4hTz5/j0M7lpxxDbtTC+enaTnxRcZe9ZZLyt0cApp9t//rREiBwCvmGX3rZ9l6rt/hhHzq1T+nZCWhRI2kAGPZ370ZXL93VROmsX089+Kl3cZWLuOumWnoGoGfZsepfGM5Wz5+a/+dsc+R0UPhNADr06Uoc/rl64tawCIVjcQLK/D8yA2aRyb7vk17eufQQ9FmHrOFVRNmsnj73o/y278AXp5HCeXoXfNbwGomnkBm378c9L79rH6v/8XgJO++13Gnnnmq3ZcPj5CMxDakREWPj6vJr7Q4Q1OxbgpJdVpPEihrxtroAc1XAbFAq5l4dk20qzEzQyg6mGs3n70qipkMYVUguiRMDI1iEz1lqojQ+U4+SxWsh8jqOGJRCkCwghiFQaxM0U8B1QzgOu6KF5JDKCHowjTROYyaIaC65k4uMz55CeQrgO6gZ3LoStQzGbRyxI4noMWKsfr7ycQi+Bks7hODk/REbqBYgaRgGqGsAZ7UHQdTImUHlIIAjV1OIU8hpRIR0UVOhTToJUhpURVtZJjgpR4xSJqwETIYeuGkugBhgUNnmOjKOqwaEEoCkiJNyRoEJT0EZ7roqrqIZHDKIII6Tml/GchwRM4xSKKoSFtDw0XhEogGMa2LXTDQFE1VOFi2R5mrBo3NYARDuPkXNx0BjUSQkrQA2HAIVARIdvTiWYE0KWNY8QwzChCeHhSQwsmiDXbrP7V/3Bg9ZPD+zWwfwe7HruTs796E3Ym5wsdjgHpeTi2jUBB0XXyffsBBSNy9HMYrGzGygzSv2MVVTNPQzNDeK5Dpn0b+d79SCBY3kikfgpOIUuuaxfByiaEOvpPt1A1tGCUYrqXcM0htb4IJkAN4PUfoGz8ZPo7trHz9luY9Z4P0vLgg1SeMJ9Uaw+RynrUsirc3j3E65vIJ/toe/oppja97R97snx8fI7AszJ0rbkVeyhiAWBw73OY8fqXX1EouMX0iNfRxnlY6W6QkkBlM7meXUddPdP2EpXTz6Fn3d30vngvsfHHERk7Gwiz/sY/0PZkaXBWqCoX/PHHCM8Zsb5aPxtn37NY9Sey7pYfsW/lA8NtA/t3suuJuzjrKzdhZA9gP/aN4TZ3sBX2P0/loneyb+Xv6fv9Q4y7+DpaH/sRe26/jop5F1C9+AqCFePoeP7XlE85lVDNFHJd2w871tJ/sl3bqZhxFp6Vo37JuxBCRQvGEEJgxupw7SxlE5ciFA09Uo5qRI5w2vF59fAKKezN9+Nsf7h0zwSgBzGXfhi1espRr3l/jZ3to/35m5FOsfQaKAy0UDbhXKTnDS/nqkFcPYIyeABZpnJgzVMAzH/rJ1CNAGVjJ3Hf567CtUr9DLbspH3DKuZc8VHGnXA6D177TgrJQ9/Tnu3raZi/lAmnnMea33ybPU8/yBlfuJFZH/kID191FdIpfWeSO3fS9sQTLLrm09TXVeBtuQ9nz9METvsMrhYAZ6RYCUCmu8AplkQgxTTauONJde+n5f7/5aD7WL5rF0a8lvGX/DdSOmQz3ZhlBr3bHi2dh0wPgbKxaGaMsgknjpoz7OPzr8BzHRRFxaipYNNdv2b7Q7cOtw227GTXE3dz9ldvIpCoRXgOjmuj6DqqbpJPpXCLWWxbY/pp56K+8CNO++gXaNn8ErtW3M+qX9/AxFPOZczxZxCI+9bcPj4+fxvXLoBUAA/FdcgP9pEZ6GflDdeS6+8aXq5nx0bq557A8l//gseuejvplhbsVJLImAZIZihrnkL3tvWEGydjSw0VgRAaii5Jtaw+6vZz3TtoPO1U8t3dxJqbj7qck0uS2bf2KG2DWMlOX+jwb4Rr29i5JLueuIcNt/1k+P3Blp3seeovnPmln2O7gGXRv/NJ8r17KJt4Co2nnvrq7bSPz78piTFDbryqjmoGyXQe4KEvvYdiamB4me6t62g6/gxO/dXPGHxpC1VV8+l97rfD7dnubYw9+yy6nn/+UL+TJ//LjsHHx8fn9YLvb/ZGRwicdJJCdyeO6xCqaiAYiTCUmIBqGCAlWqwGNRBCj8VQ8imUYAIzEsErZLGyGQQuul5Saimqhqq4eFauNLEvNFRdx7Ot0iZNA89xUAwNYYbRg2GK6QHID+AZIZRIJVoogmrqCCOA0IOoSOzsIAgFO5cF6YDQ8fIpnGKRYmoALV6GUVaH51hY2TReIQVIpGOhBcJ4jg2GivRcpOtSNnEcAoFdyKEEwmjRKCW7hqFYCfXQv9F1YBT3hqFzKKVE0XRQlBHLeFKiqOpQ9ERpfUVVRzhBSClLggjXLYkqXBdQ8Bwbz/XwPInrOCiKVhrMEw4IDWGn8IBARR1Seoj/z959B8h1lof+/54+fWbLbFXvXXJvwt3GhWoDBgIEhxuSkEJyb8pNJYT8Qi7h3hCS3DRuCBhCNQEbjMGAae5Fsnrv0vYyfU7//TGrlda7K8nSaov2+fwj7XnnnHnfd847c8pznteMoRs6gVtFicQIw5AwGArUCAOsRBpF11E0Db84SOC5hFYMJZIgVHTwXQhCnKqHoqoUezpGBDmcVM33s+Xhf0NLTr8nWqez0M7jBwHa0DQolcEO9Hj6jDdoFEUZnraiZ9sPGTz0Mt2vPE7xxC70WAYznqHUvZ/Olx6ld/uP0CJJog1zz1gPI5rGznfX9rvT3kdNNOIPHiWZbQdgzyNfY9s//zO+bWM16ChArG0ZytBN1VTcAg0OPvHtC+kWIcQ5SMTjlDp3jQhyAHDynUTq5oy7XrRxEcHQTV2AeMtKmi+7DyOaxhsKflB1C98ujbsN1YxSOrEDv1pkyQP/CzPZQOA4nHjqRdb86gd48xPf4M3f/yr3Pfltok2vmkNY0UDT8Y5toVIqjQhyGG5DMc/mr/zfsaO9w5Bgy8O0XvN2Qt/hxE//newVbwGgb9OjhE4JHY9Ey0r69/yEZPvaU33Wthq3OtRGzcQe7ERRNY4/9f8IfXv4N1g1TIxYHfHmZcSyizCiGQlymGb8E1vxdn3vVJADgFvB/vHfEpb7xl/x9G24Vfp3/2g4yOF05f4dLHzTG4f/rg4MQu9u/Je+gFLswohEiWfbsAuDEAY895mPDwc5nK5x0Qq2fOMzI4IcTjr+8s+I1TdhJlKEvsdT//RRjHRsOMjhdC/970/jN18zVJk87o7vYmx42/iNUzT8voMores4/sK3qHTvY/ED/4vE/A3DL3FynQzs+jFGMosZTdOz5VF8uwiAmWoh3rK8duwrQQ5iCgW+D4qCXcqPCHI4yauWeeE/PknoV2tT+ilAGNKz+xWalq8nCMEwDPRjT0OhC/X5f2JhtINbf+Hd3PqeX2BhrBMrKE5+w4QQM4rvVPCqRaqFPMWeEwSeD75L565XOPTU90YEOZx0YvPTeKFNtKUFAEXXAQUrmcGMJZh/3e1Y8QxK6OEWHLqeeREnl0NVjXHroegGftVGNc/8RGQwxrHN6bxy/uyNFpeMUFFwKmW2fP1fR5UFrsOz//Ixmq+5HEVVKHftQtVq+2DyDME0QoiLY941t6HqOkvvejt2YZBXvvavI4IcTjr87BOU+rqIz1+Aqow8X1M0s5a9esiSBx4gUi8PJQohxKtJoMMl7OSczaphEQYhoaoNZygIPAfN0DEzKXxFR1VVnPwAbm4QNXRRtdquoRgmqqYRooJSu6EfujaaptUyJwBWpDZ3tZmo3dRVbBszZqJpOm45jx5UCYMANZElEovh9PfgFgbx3CrKySfsAo+QEFCwGupBNdHwUaIpdBOUaALdMAkDDz2Wqs34YGUg9Gs3T7wy6sn4AyuBqhs4lRJWpp4gVGuZGADv5AXe0y+mw1B7Ri47PeZhvPlaRywfCmg4+YTd8GtUlRBqmSuCAN+x0UwTVTcIPZeQAGXo/f1qmUDR8Qb6ARXNiqIoCrppoNj5WjCJZhCJxVEI8UolVF1F9Yfmk0RBcSuoSohmWljRWmo1367U6qKpWHVZUFQO/vzxsXcc4PCzP8Qty4XC1yIo9uGHtX4PggCn0IMZz5x1PdWwyCzYgBFNUu0/gR5NkVl8FYnWpcRbllK35FoSrctItC4jPX99LVPIGeiJDIFTwasWRixXEllwy+ihjRGJ42suOz/7WebddRfF3kNEopHaE9CagZJoIOIXUFSNvkM7sQcHL6BnhBBnk05EKZ7YOmp5GHg4hW7iraOnwFF1i9T8KwiD2m99tHERkbo5dL38dXKHnsNK1S7EqppBpGH86WcSrWsondhJrHUZe7/42/S8/CixOdcy56Yr6XzqU+z+j19h9+d+nZ2f/RV8dDgtxbeSbsXv3IGx+m4OP/eDcd/j2Is/wYs1j1kWVvOYkdo2qz0HMdMtw2W5/c+BWyHTvhZVN/GdCqpuYSSa8KsVYpl56NE0ifY19G5/jMEDzxBvWUGl9+C4dRHTS1DJ4W57dJxCH+/I2E8wjnqpV6XSe2DMMnvgEAvecDfx9lqgXyQRIdj1fQD8V77CsjvfTrK5ncFjB/DtCv0Hd465nURTG0eeHX8/P7H5aZpWXAZAqacDzy6PXVfHodjdD3rt+Nk/+iJa49hzJqvNKwg1naBrJ+5PP0121U10PfMlDnz9T8he/maiTafWG9j2BF45h5lqJr3gKlLzrya77k0k56yn6+WvDx1nCzF1nHw/iqJwYvMz476ma/uLeNUKEKCbJr17t7Lz8S+RbF1A6LtYERNOvDL8+rB3P+rub6Pu/jZh737Cji2T0BIhxEzlFHrwKkVKfT3kjuyjc+tTEPq1OdRVnSPP/2jcdff+8JvMv+dumq6+CjOdxnMczGgEZ/Agqh7BLZzAs0Oe/v3f52e//dvsfugrJNrWjLu9ROtaDj7yyFlvWGlWAvVVU+6czjrLgxDi0qKEPr17t43IVna6waP7cColwmgSwoB46xoCTyXaKNmOhJhs8cYWbvvj/8vy2+7Hr1Y4eobfmIM/f5zE3LkEr7pVl2hby54vfYn4nDlc/dGPsu7Xfx0zlRpnK0IIMXtJoMMlTlFASSRBAZ2A0mA/IaBbEUJDB6dItVio3eRXVE7mgVbsHL7nAQGRbMvQjQ2PMPBRrQhoFopmElQqeL4HYUjoFImmk0SyjSiqiWpYJ2uBEY2NqFQQ+LWpHk5OAxGJYybSEAZo+qndstrTAWpIUC7UpsLQDJxqGd0wUao5AALXJlS12lOorosS1g74dSuKFnoYpl4L0PB9/Grthn/gj37CLhwKDBn+O4Rg6AbSycCIwPdrmSOGloVBMDR9hX+qw1GGgyY81x3etu86eK6Latb6JQw8PNfDqTrg16IzNTOCZ9uggG8lsfO1NoYnIzo1FcKhABYC9EQcI1OPFq2vLR+aLiMMIZpI4g09kWjEkwRmAoxzm4N2vMAOMT4v1wmAEYniFvsIfQ8zfm5RtqphkZyzirolV5NsXzFifnhV04nUtRKpaz1rkAOAGU0DKk5u5JMotekrDIKBYyQa24gvm8f63/5tFr31zeT6uoinMqfeM9GMUh0g2diOHw858r3vnVM7hBDn50y3Hwf3P0Usu4Smy+4nUjcXI5ElveAasuvfQv/uJ6n0HSTevILU3Mvp21U7cfadEqBixOsJfRczkUUbaw5yRcWI1pFefC3HnvhHAJqufh9+JceBr/8Bdv/R4ZcGToWBA9tQ1rwb1NMyIgwdAyic+XfjXH9VRv7+KHj7fo7q2aTaVqMoKun5V5FoWsGhb/0lx77/aeoW31jLkOQUKXVsJ9a0ZNR0UWIaC3zCUu/4xYPHznFDZ/7MQ2WQ2z/3OS77vd9D8avg17KQUcmTims0Ll1LInu2aWKUM7/Pq/e7M+yHI8eLApoxetuRFObl70Q5+QXhlFD6DxGfs4bQdzj2xD/QdNVpmSAUhdBz6Hr5axQ7dmAPHqNv5/fp2/E9Qt89c9uEmASabpzbb4GioOnacNa8eF2WJz72K2iRTC1T2hmHoXz/CyHGZpcLKHaZaqmEUyqw+Wv/TDJ17vNLKwro0RhX/sH/QI9YBEaEvl3fId68jIFd30OLxDjx45/Su3kzALsfeohI3WLM1Ohg30T7Wsrdg2z4nd8h3nbm4w8j0UDb694/Zll6+esw4nXn3AYxsw0/nHWW3zoF8KoljHgD6flXYCTlpqgQU0EzTLLL1hGUBwDlzOeHQ5miT/z8/w4vS7SvQ4+kue2zn+XOL3yBJW97G5GGhkmouRBCzDwS6HAJUxUF33bwiwVire3EU3FMXcMdHERTPdxKiUA1UcsV3MFOzGQGqy5DoBiAiqbreOUqzmAPdiFPqEZxCgMEbpXQszHiDai6ieZWKXd0oOkaTrEfJ9cLmk7oeZiRGL4eI2oqhMUeqqUSZqYBzTAwIlGc/n5Cu0zolNF9F0XX8SqVWjCEbhGGAagKViKFM9CD3X8Cw7IwI3otqt2pgKKhRZI4hT58z4FqDq9SJgxCgiDErBs6sQw8NMOEMIChzA6BW8GxbfB9FK02DYTvudilItV8jtD1CAIf3/cIwxBFUYamnqA2PcXJbA3Bac/J+TaKna/d+DntRETTNDRdIfA8IAS7hKZBVPdQrTheuYAfhviug55pQHOKmKYB1RKqqhJaaVRVR/HsWnYIRccyoNrbh1fuxy0V8D2PUIugxtOEqg5DT/XroU3gumDnqPR0EFYrLHrdPePuO/OvuxMjmpzoXfKSVu09DoAZT2DnulA0Ey1yboElE0nRdPR4mspgx8jlqooaz+IPHCHZNJd89xHqVq2genwHlapDomneqdcmGgCVuoZ6iCrs/tqXX1MdqocP87Pf/E1e+NjHcEvjp8wXQtTkihWS7evGKQ1BUYg3LaXpsvtpufKdZJbciBGrI9m+Dq+cI7Xg6lpa2/BUwF7/7h9Sv+J2tGgaJ99Fdu0biTYu5uQdIjPZTOPK11PpPVwLjAp9VCOK1bCCau+e4bT3pxvc832693bgrfsgLLoDNdmC1road8djzLvmtnHbN+/qW9DKnWOWKdEMTqX2WxVtWoLdf3y4LL34GvxDzxIMHieSakEzYnT85HMc+NofEdglqr2HUTSD7k1fr/VU4KOgEG1YeKbuFtOIohmomfGnZ9Gal5/TdlQjQjQ7dlYEgEj9POKtrax43/tGTaOiPP/PLL/yMto2XI9mRWlYPDqDCkCh8yjzr7tj3Pdo23A9XTteBiDR1I5uRsZ8nWZZxJvqwKsCoM+7iqDYg3Xzb6Mvuw1t7hUYV/4CkVt/F2fTV4eDYQGUgUPEsrX92y32oUVOHavVrbwZzy0PlfVi504QuLX3iGYXoxpj10eIyWIkMoRA+4Ybxn1Ny5qrMaxILTgn9Ei3z2Xp7ffhVcr88OP/Hc/z0OZeNe76+oJrLkLNhRAzXenEcTS3TGjGcMoljr34U5bd8gb6Nz1MEPhYyTQEHvOvvX3cbSy97T4Wv/Fe4m0t+FqEwqGnyK59I0EQULf0RtySwv6HHx6xznff/guk599Cdt2biTUvJ9G2hpYr3kU0swojmqbxsstQ9TNPqaZqOvVr7mTePb+HPvQghWpGabr2Xcx9/W+jR+Um9mzhVcsEoUJ2yepxH4Kpm78UI5bAyx+nbuldVLpz6Mb4U6gIIS4uVTcodexCj0SYf4ZrJgs33kUYBqd+K656N3WLN2Im6oi3tBDNZiex1kIIMfNIoMMlLAhDOp56imqul/LRI+A7+L0HCLUQRdHRdAPfCQkcFzVRR3WwF7tcIIimTj0pE4JfyaMaGmgaAbWLyZ4f4B95FisWQ1V8rOZmQj1OpXMPpupCEKAaBorvonplQlTCWAbVLROU+lDNGBFLwUglgRDNd3AIIVQwIia+XUVxbfRIjCBQ8WwbPVWPEm8gDEI818fPD+KpFl5pEK/YSxiGqKpG1QfN0LASKaqVKoo9CKGLkxtECRSq+VNzGCphiDPQRagE+K6Lb5dR3AqaZRHYJVzfRVFUVN/BK/QQVnJ4bnU4g4NdGCQs9eKXegmGUscpTgnFd8EtUR3sw7WrOLluqn0DuLnOWgRn4FPuzVMt5MF38foPoSjgDfSi6iZusQBhQKmvE1czCRwbt9iPYUZRomkUVSPUNAhqfR04FXzXxsl3UylUUJwSmpNDP/kEb+gTlErghxiWhu+UiTe2MG+ME/lIpoG19/0S0YzM+fVaFI7tByCSymDnujHj6Sl7qsxKNODkek5lHxmiJLNgF0im0oSBT/+RPfTtehaAVPNpgQ6qjhKrI2kEKIrKQNdeul86t/Th5a4ujv5//x+De/dy4Fvf4scf+tCp4CAhxJhKpRKx5hUY8dHR+VamncjQjWDNiKBbcVRNw4hlSC+4iqYNbyaSaePVj7gGboXuTd/At4tEGuZT7t6Hik79slupX3obupHk8CMfp/el/xp+siDWupz8gaM4g4fHrufRLSTmZvnZ//wLnvnn77Hpe8fxAgN97hVE41EW3/ym0fVPZlj/jl+tBei9mqKirruPE899DUU3ab3x/fS8/C0AGq94K5puQOAQBh5qJMWJn/47la69IzbhVXLD/9djdbUgM0sC9WYKJZLE2PCOsQvNOFrL6nPajqZb1C+7FVW3RpUl512OPrRPKKpKqMdQYqcd44Qhykv/gbW7dnPimv/2R+hWdNR2Bo7sYe1bP0C0bvRFprlX3UyppwO3XEDVda7/tY8QOqCOcWH5it//HbTOWup+JZJGX3knzlP/gv2TT6Mkm9DXvZWgew/Vx/6MMNcxIoNKaCVxT5uaKhwKbrLq2knOu2zMucBV3aJ+2S1oY/SNEJNJc2qB4GY8wYp7fmFUuRFLcNX7fxeiKaqFEsXePsyIQay+ict+4bfIdxzm23/4flhyO4zxPa8tvB41Lqm5hRAj2YUCdr6A4pbwHQcFGDx+gFhdA06uk72f/w1QDVpWbGD+tXcQz7aO2kb7FTeSal+AVldHoGooqk/90ptQVAvfC/EDBcdx8KvVEetVu7t55I57eep/fAy7K0p68a2YmXYScxaSXrQIIzr6eGMseixNw/p7WPHgv7DqV7/Aql/+D9pu+iXMhDzZO5sEfkC5YxdGLM76Bz40qlwzLa79lT8lkmnkuT/533zr1rvwXrVPCiEmW0ilcw+aFWHt/b9MJD36WvuCjXcTq2+ie+duBrYWMWIridbPk0A2IYR4Dc4cOixmPN2y0M0Iim4SaiaWn8N58d9RX/chdM2q3STv78fZ9Sz6gnUcfPonLLrxXggc7EoRIxYld7yImh8gNmc5uA5ucRBFU1EalxIMHEVL1KGVe/D0FMm5a+n4+UPMufEXqbpgWhau62HE4jj9PVixKJ7tYui1lEzB5i+jbHgH9O5HTc+jb9eLpKNgZ9cRj5mYRoSK5xK4Zcr9PrH6RrRYijDwIPTwDz+HtuA6wlIvZjTO4PEd0BvSuHg1gwcOEm9tolpWiMY9zKiOXSqhp1KEQYDvOKi6jpnI4FcKlDv6UK0qsewC3MIAscZWgmoR37EBBcIAu+wSiSp4xQHUVCO5w7vJLlmJ4lep9Bwg0byYUDPBs3E8n0h9Fq80CLoFURtVNfDtEoYWJ3Bd9HhtrkVFVdn+929l3Ye+iBtaBJUqoalgxpJ89X3X8a4vPItvl7GdMgoxDKP2NGIlXwVVxcnlIBYycHgfzSsuxw1jGGEF78BzqIuuBTMNVEFTCJwqpY49pOas4sr3/XcWbryb3Y9/BbdSZM4VN7HodfeQaht/PncxtoGD+wCwEgkq3XuItyyZsrqYyUZKXfuoDnYQazwtgCHaAFoE0+knmm7k+NancDp3EYsnMCOxEdtQk1m0rt3UzVnMoH+AzZ/6FHd8/vNnDd7Y/MlPgq5z+R/+IeVjx3j5E59g90MPsfL9778YTRXikqGacVqufIByzwGKx7eAopCaezmR+nnokfFv3CtKLWbVSreMKgsDj+LxLXh2kfolN3Hksb+hcPDFEa9xCj203/IrJ1fAK5eIzG0f9/16Xn6Im//v33PiyR9y8LEneP4Tn+baP/7vRMvdrH/bLzPvmlvZ9d0vYRfztG+4gUU33svu73+d9rVX0nT7H+HvfgKK3Sh181DmX0PP9idJzFnDvNf/Nt2bHsWqn8fc138YK5JAzdWmztCaljJwfBe53T8bURc9Xjci/WP9slswM61o8uT6jKI2LMC8/oM4L30J7NpNfDUzF/OGD6KMEfwzHiNeT9t1D1I8vpVy7z40I0p64bWYyaYRU0K5votx3S/j/PhvT01hAYR9Bwh9l46tz3Pv//pPdn/vq3Tv3kysLsvKN7wHRVUp9Bznrr/4dw78/Lsce/HHGNE4K+5+F4qqsuXrn2HZ7fex8t53U+0ZpOPpp3n9V77Cni9+kf4dO0jMm8fK972HaHgctfMA2tq3oM2/Gm/nd9EaF6Mvvw00E/s7f3KqTWveMHLaifbLyD/zX7U+MqKoRpTWGx8kml1M98vfpPWG91C//DbKPfsJvAqx7BISbWvRo+nz/XiEmDiKQuh52N27WP3G9zDn8hvY8e0vUs3307L6Kpbdfj9mQyNhsZ9YKoFnO2iRKBHfYd5VG5l7xY2U+7rJ5wrU3/6HBEdfxD/2MhhRjJV3oTYsQDnD76UQYnZycoOouk5ILQBRURWSzXOpFnIYiQac3Al6d/2E7IobUQ2LW37v/3D0pZ9x7MWfoFsRVtz9LhqXrsWIWIRuiVABzy4QSTVjRNOY8TS+79M3kGfOrbey87OfHVWHvldeodo/gBmLja7gOVIUBTMlT/TOVoHnoWoauhWn0LGHJTfeS9Py9ez89hcp9XeRXbqOFXe/k2hjGzsf+gLdzz9PYt48zKT8LgoxlQLXJZJdwI5Pv4XVv/MYd/3lf3DgJ9/h+KafYUQTrLj7XTQsWo5V18RPb7kTRVW555vfnOpqCyHEjCOBDpcwRVFIzJvHzv/4LKt/9YP4ioXeuBhT1XC3Poq67FZ8TIx4jErOIP7UP9C4+C185Rc38u4vPo1aygEx4vXNHPjptzGPHWXZda/DDQ2KfV3E0g0oehTfVbAMA3VgH2W1gZYb3oNjl9EjaVzXQY+nCcv9WIkUpb4u9j/7Q9a/8RcJrTiqGcX99h9g3fYHhHt/SGLpLaiair7vp5QW30rUBCMSpZDvR9UdnIGAE5ufJto6n/o5izDqF+IdeBqjfi6FXDfJpnYURSXXcRQcj3x/nlR9iq4Du6lraSYSj1ItFDAjGo4doqs+fmigRjX0WAzNihCqFqGdA7eK74eoio9TyhFJpunf/l9EN9yFYcVxikUSTS3s+uEjLL/m2tp0FXYJHw0tmoFiifzB3SQWLsT3Kuihjxato9rXjamrqKaJmchA4KCaPlZdO4e/92naL7+XMLaIHV/4Fsvf+WbmXX0bLz/0v1n/wG9QPPg8Rx79S9b/+pfAzFDp6Se9YgXF0gC6aVK/cAWP/t7bufzdH2bJDTcRHnkSb9uX4PV/iZZKEho6ihfSt/lbnPjxP7H4wc/SdvmNNC1bR+B7mJl6vMLAFO+5M1O+owPCEE0PgAAzcXEzYgS+S+CUCcMARbPQzNjw/T7NjKBH05S7D4wMdFAV1HQLQd9BGuev5OiW2k3D+auvHLV9JdEEXXtoamml/+heuvdv4vBjj7Hg3nvHrVPuwAGOfv/71L3+9WgRi8zy5cy55Ra2/uM/suANbyDaKE/ZCXEmeiRFau4G4i3LAeU13bBXzRip+VeSP/ziqLJEyypyR16gccMbRgU6EPjk9j9Dw/p76N/2A9puvg9F11F0i9CzR22r6fI3Y4W9zFtQoe233oQSy3Bk87OUBweYd/l1pNvmsvE3/wrfqWIl0rh2hVVveA96NI5tVzA3vAtV8QnRCAKfxivvQ9FN1NCndd2d4JQIdn0Hdd6VeN270RdtJDTiHHn0r0bVpf3WX6HYuQMjXk/98tuIZOagGvLU+kyjmjGU+degNS0ndIq1rEJWAiXy2p5gURQFI5Yhs/h6UvOvRFE1VH303Nu6GaHjpW/Revsf43dug8Gj+LEsTmwOqqJS7u/m23/4Hq7/1Y+w8MZ7CWyb7j1bWXDDHSgKVHKDrHrDe1l80xtQdQNFBxWNW373E2hWBK88SHrOHNJz5qIbHpf999/EKdkYUQvCEro1HxZfg29ECSt9aEtvIdQiuEeeJ9j53VpbElmMVfeg1s3H2fINUBTU1W+ib+8zw9NRtN70AVQzQm7fc3T89LMsfuB/ceDhP4fQJ7PyVpqufhtmshFlaLo2IaZaEMkQHn6WaMtS9j70ayz9lS9zw4Jl+I5DJFnP1u/8H5qzrWSvfSe923agErL7cw/RsHYtS995H+ATb2hAM2NoZpQwdS/6sltq3xkS4CaEGE8QYA8MEMu0oflVNMNk7tU3s+mLn2bN7W+m+6l/p+P7n6LjB//Amt/8BlamgWh9liW3vAndihL4Aaoeouk6SqQBAh8r3TLqAYCu3l6Wvv3tHHz0Uaq9vSPKkvPm0bpx42S2WlxiwiBA1VTQIpT2/ZQTj/45a3/vCa6dswjfsTGTGfY98lEWv/6/s/3Tn0ZRVa74wz8kMWf8KeKEEBdfqKjE56xBNWNs/9t7iMy9ntVv+2OW3vpmVMPETNZRGehh/2OPAbDsve/FymSmttJCCDEDSaDDJUxVVaxMhmUPvIsd//RvrP61X0GxkmiNS1CsJLhlFEMhiEUI9Bj+4jcRo8D1H/pzvvqB23jnP38b13GIpuMsuumNVAf7CDQT7cQWrOQiXv7K/+WyB34Nw9CpVG0i9QtIEFIczNG1cxNzrrwJTddQK4NUnADN6yHZtoBlN95L184XyXV3sPJ1dxLaeYLjLxNqCuH3/xxvxd1Yy2/D8FzKgxXidfUkWxdQ6jnO9m9/gdZVV5LM1ONVS1j1zfhZC1dRiGdihFYMJ5/DjCfRYnW88rd/i5FOsfo3fhPVUul+5TGq/cdou/1DaIZKYDuovoNPBD0ZodLRjXvgeRrW3EY1X8JKRnDDECtiEHoO9Wtup1LMYcVCgqKLFYvRvnotxUKFWMTEV1QU14awihWL4abTPP7Wt1Lu6OCtzz+LWy0QTWfwXB8jalI4eAiztYVIMsu8e36ffV/+PcLAY86dH8aIRfFKVa5632/zzL/8JYHvEGtbRfP178NzbXS1RLythYG9u0m0tBE6ecrFArf/yT/z1D/+KQtufiPW1e+n+qO/gcf/COWtf0e1t59oXT3z7vk9Dn/7r9n96TcM7y+xttXMf+MfEmuQE6HXKvRdCn2D4CsEXg7NjKKNMzf3hfKdKm6pD9+uzcONAoS1p1PMZMvw+0br2ygc34lbymHETz3JqdbNI8gdp14rUqlPoZkxGuevGPU+imagJBqwqj00zF9FP7t54eN/SfM114wbsLD785/HTKcJrDw//D8fIt7Qwrq7/xtdzz/PK3/3d1z7sY9NeH8IcSnSjHNLYztynQiZRddjZdoZ3P80vl3ATLWSWXQdxc6dVHr2EV99D4n5Gyge3jxi3cHdP2fR/R8jMW899kAng9tyzL/3zzj2g/+NV+qvvUjVaL7iLSTq2widAsbSWwhe+hLhweM0r30nOw7spPfwAY5vegq7kGPp7ffx7D//BXaxNrWEapisefP7yS5fT8eW59jx6OcxYkk2/tof07xoCc6PPwm+C4qCvmgjSrIFPZFFzS6le8sPmXf3/6Dn5Udwcp1Em5fQdtMHMDNtpFQFRTPRrfiFdruYQoqqosTrIX7hQYKKqo3I4PBqRqKB9OKr2Ppv76d+zZ00X/+LeJUqh596nJ59W7n6wd+nmuvjZ5/6AwhDAJKt82hYtJz0nIUcfeFJvvenv4gZT3Hr7/41vU//G5Xu/cPbTy68ijl3/jbBj/8Gx6tibrgfo/8w3oGfo2bmomz8VQLNgv0/wT26Cda8kYOP/wXtN/834rf/Tyj3Q+CjpFoI7DJa+waMdffRs+NJ+rb9gHj7KrJXvR0r08reL/0PQt+l/bZfp9y5F7fQPdTGOhTdkCAHMb24LlrTMjwtweIH/oYDn/0lnFxnrUxRqVt9J/Xr7mbvd7/Pzr/5GyINDSx/73tp3bgRKzX62FNRVZST0/QJIcQ4VMPAd11cF0ytQjRZB4rKqje8B6eSp279GxjY8l0IPLb93ZswEo0suv8v0GJZfCeHGctgxDLn9F7xOXO4/XOfY/dDD3H0iSdQNI0Fb3wjS97+dpJz517chopLmmaaFDs60BMx2m78JQK7xNa/uWO4PJJdyKK3/DkBEZquvpq1H/oQqYULp7DGQggAL19AS2RY8q5PcvAbH6F69Gm2/e29oGjUr72bxivvx8w0ceDzn+f6T3yC7BVXEGmQaYmEEOK1UsJw6AqeuCC+77N582Y2bNiApk2fi4rlri5Uw8ApFHDyeYhGidQlsQwFNfQIUfG1GIHn4fQP4ud7sLKNeKhUBnrJLF6DoQaE1RJBEOKUHCLpKEq1QNkJ6Nm3k70/+iY3fvhjeLaL5/soYYgRT+JVSqAoxBubUd0yVdvFKVfwnSpGPIERjaNF4mhuHtwqBD6hXcDb/UNCu4g253L0hdeixuqG2+NUSrjlIgODOVoXLB7V19X+YxQGu0hnF+FUS4Q2DOzcyb6vfhW/WuWaj/0JilKh+6VvMv+OX8dTLYJyFSVwCQwLFR+/UsEt9pBctIHioUMkWutwq6XaU4G6ReiUUaw4WhhQGShiJk3sfA+h7xNNZ1FiKULbh0gUFMht38mTH/wgXrlMy+s2cs2f/xlqRIcAcH3cqk2ktR2cEn5lkN5Nj1Lu2EXbLb/Hs3/656x+8H3UrV2FXS4SiUYJNBO8CmYkhgLYJQc0A1QIAxff8/DsKmEQkGhpR3cKeHt/TNB/EHXDO3DdCNFMHbadJ3RKuOUcRiyDYsSJNbad1342Xff/8VxIfcdaNxg8zn/9tzdT9n3a5qQwE/XEW5ZOWH3DMMS3S7iVQQK7gqLpaJHk0I0chdB38CqDBJ6LlWpBjyYJw5CB/c9jxDI0rnjdiO0FpT78zh2gR9Db14FmUji+k1L3fjQjQnr+eqxUE0FlEP/oS4TtV7Pjqe8S5lzmLrqBG//+70c9wWIPDvLNW2+l4ZoVHO/eRl0ySqnqYiTqmbfgJvZ9+Svc+Z//SeO6dRPWLzPRTBsr08HZ+mym9+nFqL/vlAiDAEUzUHUL3ylBGKLqFl45R+n4NnpefgQCn8zKW0guuBwlcNGCgMBK4FcDSt09qIqHlYkQhh5GvA6NEFXTQTMBpZb2P3AJ3Qq+kcau2niug6JquNUKVjyJXcjhuzaRdAO6FUFRFEq9HSiKQjTTQDQWR1F8qBYIPRslmiZUdUBB0U2cShGv3I+iW+iRJCG1zBdGbOLmq5R96OLUB5g2dXo137VxBk/Q/eI3sHsP03zTr1IplnGKBWL1WaxEikpugHJ/N7G6LLoVZedj/4ldzHHVg79H4NiU+roxYgnidRkCp4RXyWPE61DNGKZbBjyUaIYwDAnLfShmHIwYtuOgvPx5lNYNGPOvxAsClDBAjaZQnBKEPii1MRCgQLGLMNaI7zuEnoOimyiagVfoIfQ99GQjpeM76Nv0CEYyS9NVb8PMtGEmZ+YFsum2P08nF+X3YhL723Vd7EKBqO7iWRn8Qjd+NY9vl2vZR/QoWqIed7APv1KbYjDRPv5USqJGxszFMR37daZ/B0ylvu3bCVwbK5Ui3pDAVyM41TKebUPgYpgafiWHakYxYhlCJYJmaWhmrHbsexav7ke3XKba1wdArKkJzZKMY+fiUtofX2tbzuX11dwAmBGUMMAvDxJ6FdzSAHo0hWYl0JIN2J3d6PE40Rl6o/RS2gcuhPTD5PbB+bzXua5TLZfxCnn0RJygmiOo5PHsEkaiAVQTPdmI092NahjEW1snqkkTbjbuk9Lm2dFmcemQjA6XuFhzM4WODlBV9EgE33EIilUqqkq8uRndNId3gmimHt+di1epEIlESLefFv079KSkauZq6fmzC4nbBWJ1DbSuvw4UhWRrK16lSOhWUCNJtPrT5g80I8TiEEmUURQF5fSnVc2RT+ho2aWEgY+iR1BUdUSZGY2jmRG6Dh1jrJ//SP0cIvVzqOa6MawIVraR5Jw5NF91FYHnDT+JHm1eQuDZmJEogabiez5qCKETYNY1YiRS+KU8WjxKx/NbMNMpMgvm4Acemh5BBYIQIk0N+MUyVnYpql8h8F1UPYYR0Qk9B9/3SC1dyuu/+lU6f/5zBnbv5tgPnqT1hhuItjaDa6MmE4SlPBgmRrqFltc9iG8X0c04Gz/5SXIHDrD1H/8VK51h3l13EW9LYyRShGGIakaJmCUCdPxKAaIZlGoJMxYHRUM3oihWHHXdW9CdMqEewYom8RwHpaKhRhqIty47z71LnOT3H6Zqu+gRC9+pYCQubIqGMITAtQm8CoFTxnfKhEGIahgYiXpUoxZEc5KimxiJJtxyP/bQk3F6NEk8u5DC8R2Ue4+MmMJCjTegLNqIoiiEYcjggRcp9xwiUteGZxfp2/lT6pdvxEo3o0TroWc78y6/hQPPfpejLz7JgW98g8X33z+iznu//GXCICBf3EckEmHBtfdSPvgie/Yfphh2kVywgGf/5E+466tfRY9IemEhLibNHJndQD/tiVczlcVM3UJiwZWEvoseSQIhgWejGhEMzaitk0hjDwwwsGcPIVC3JImaSeOHYS3jROCAniREgUgAQMyKgqpDGOC5LqGiYcZToCjge+ixJHg25pyFhChoagiaQei7KMkmQs+DoZMp3w9Q0NCiKbRIAghQjciItghxvjTDIppdyNw7fovAq6LqEdK6gZ3vIwwCTMskovskkxaqqqEk27jsF34L36mix5Mo0RRGLIaq6gSqiRVLYsXrwIwSahY4eQA8MwVulcBQUK0IvmZhKBW4+pcJoml8JUCzC6BFqZZdnK4eVEJCzUDVTGLZDGqmHe20oN+TXN2EMMBIZjFTzSQXXolmRNAjMkbE9GQYBo7vUy7aWC0KVjSDq8fRTBs9nQHPwzRNzKbpe5FXCDEzxVtbqPYP4Ps+pYEqvl8g2d6CF4kRei66ruMbKVTDQI/HUYeOh8+XEYthxGITVHshaiLpOiq5HM7AALE57XiFHIqawMjU4w4OYpoRzHnzzr4hIcSkicRilKtV3L4BrOZmAsVCizSgRRN4QYBpWVgyboUQ4oJJoMOrfPGLX+T//b//R09PDytWrOBP//RPWTfDn0BOtrbiVatU+/vxKhXMVIpI3egLpgCaYaAZ45/U6aenwLeSAERPO3/TowmIjn+BVTXPfrKn6BbKWV91ZpF004i/Xz2/Ve0icK2eqmaMOxCsDCTb5lA4eoTqYAlF19AaGjHip9poDN90GZkmWdFNdN1Et8BKJEiPkTbONyy2jBEpZ0RrfavHIJrN0nLNNaPWPdlHqhVHBfSTTwnERqfvVrX4cLAKUAtwybaM02rxWrkdu/CUgJiuo2oqRjzzmrcRhiG+U8avFmpPY/sBKKDqJpqVQDWjKGe64KKAEavHY2A42MFMZbGKzQweeAHNimElTwVgnMzIUOzYTbnnIMn2lVjpZsIwpHB0O/17nya75na05uX4R14g6XaTaV9MXj3CC3/9V2Qvv3w4FaJbLLLroYfILG+gq9xDdsl6FCNCfNFVtOVzHN38U1be+U4OfPZrPPdnf8b1f/3Xo4KYhBCT6+TvzEmqbo7420wmMZNJkqeddJd7elBQCJyAEI3ArRB4Hgoqqm6iRCKYsQTVgQEC2yfUgtrUOqoGmoFXLOEU8qiajhaNoiYS6FpISACBhx5LDX/PyQGqmAyqbqDqp35brdSpp9/UaJqTJb7r4FYKEILieUTS9UBtDPmeS6m3k9DzUA2HZPOc4SBeDXCcMkYiSej7BLaNU3UgDFGqA8RaWmBomo2IUkHJ1NYLgcRZnugxEqfqqhkWmiFPi4rpL1Jfj23buKUiWjKFYUbwdBPTioLswkKIiyRS30CkvoFKTzduqUQs24SiRdC12nUVzTC4sNAGISZHNJ1GCQMCx8VIZiAIQFOJNTWddV0hxNSI1dfjJhL4lTJGqg7CEM+uEEtOXJZKIYSY7eQ68mkee+wxPv7xj/PRj36U9evX87nPfY4PfOADPP744zTM0LRfJ+mRCNHmZnZv3syGBQumujozTnKuRFeK8XU88zQYCrrqYabaR03rMJ4wCPGdIr5dxLdLhEGIog2lyDQiKJrFa4r6UUCP1RESYuc6sWgh0bqcnGvTt+un1C25lmjdqelJKv3HyB/ZSrRxPla6ubYJRSHZvoLBQ5vo3/M02dW3obWuxT+xhbZ0jHwnhC06P/3N3+TOL34RM51my9//PV6phBPxsPw4kbpaEI1qRmladjnF8lPseephFt1/L4e+/E0UVeWaj35UUngKMcPEstlRy8ZKbTdeMCUwnFnpdAryxJuY3jTDJN44doCophukWsafd9tMZIb/rzNyzJxOj0bRoyODZoW4FO3cuXPEb8aZguyFEGIiRbNNREcfzgoxo0Qy459rCSGmJ8M0McxTD5fI8a8QQkwseaT2NJ/97Gd5xzvewf3338+SJUv46Ec/SiQS4eGHH57qqgkhpqmwmufIK3sAMCIBkcyZM2WEQYBXKVAdOEG5dx/2YCe+U0WzEpjpJsxUC1o0jaK/xiCHk4YyO2hWDDvXiVseIDV3DUYsQ//unzOw/wWquS7yx3fSv+dZrFSWWHbByE1oOsk5q/GdMv17noJoGm3u5RihS0tjCsesUMx38fg738kzf/RH7P7CF2jekGWgWKFx3mKC3DGKx3diF3pRUm3MW7yMiKmyb8t3aLrneg4//l2+e//9dD7zzHk0UAghhBBCCCGEEEIIIYQQQsx2ktFhiOM4bN++nV/5lV8ZXqaqKtdffz2bNm2awpoJIaYz98CzdHXmIQmxVAP6q9LBw9C0FHYJ3y7g2UUIQDVM9Ei6Ntf9adOWTIihzA6KquEW+/HtIrHsAoxYHZXew5R7DgIq0fp2og1z8Z0yBB5hGKIoGopmoplRUnPXkD+yld7tP6Ju0VXo86+kUd9CLlfAnaOiB3G6nnuOBRtX0Wsfrc1t2rsbRdUp5lQKx7djpbKk529g0UKbEydOcHz/s0Q21FPNlfnhB/8b2XUbWPG+99F+yy1opnnWpgkhhBBCCCGEEEIIIYQQQgghgQ5DBgYG8H1/1BQVDQ0NHDhw4Jy34/v+RFdtwpys23Su47m4VNoBl05bJrMd2gQGBZxPfU9vaxh4HPz6Q9iGj6mrxLILCIKw9sIwJHDLp01LEaBoOrqVQjVjKOpp7QgnojWjaZEUqm7hVnPYgx0oqkK0sZ3Q92vZIkKfSt/hUysop+qiqCqqGSPeupRKzxG6tz6BlW4m2jCPeUsN9u3cRlE/zKKrW+npPc5AoUx9JkKkvo1Qj2CaJr5dwc510b31h8SbF9E+dz71yS668w45dQBlhUlfZT8//ej/wPiLGG3Xvo6mq66ibvlykgsWYKYuvfnqLpUxf64mY7zO9D6V+k+9md6Giar/RI7Xk2Zqn15MM31/u9ikf8Z3et9M9HidrP6Wz3fiSZ9eHBPZr9N5vMr+MzGkHyfGdOjHqRqv06Ht04H0Q430w7n3wVRdI55tn9Fsay9Imy+Gi3HNSYiTlDAML9Ittpmlq6uLG2+8kS9/+ctcdtllw8s/8YlP8MILL/C1r33tjOt7nscrr7xysaspxKy3YcMGVFVFUc5nXoeaCRmvvov51JfZ+vAPcZsV6rNZ4k1z0UIXQhfVdwEIVZVQ0QlUk5Cp+0FX8FEDFwggDEFRAY1QUQkUldNnMlJDDyV0UUIPJQgICfGcKr5dJnSrAPhoDOSquG7t4CedilLf1Iyi1bYJoIQhYejjVYp4lRIQolsxTE2DwKNQcshXXKpVu/bGgQLVAMUNUXxQVR09nsCqz2K2ziMybymRufMxGhpRJfvDjDBtxqsQ4qwmYryCjFkhJoOMVyFmDhmvQswcMl6FmFnkmpMQM8dE/cYKMRbJ6DCkrq4OTdPo6+sbsbyvr4/Gxsazrh8EwcWqmhDiNJs3b2bDhg0XFAV4zuM1DIkXtmI5XQA4uTJb/vcjOI6Lt0AFVYHm2o/z4IkeBk/0nHedZipFBUIo9FUo9B06hzUqo7ehQKgDaggxhRCFEAgI8MhTLeShsB/2PDmxlZ9A2mEfdXTTztvC+6+m5YblE7fBCeZpCQrpKwlV44yvm9TxKoS4IBMxXkHGrBCTQcarEDOHjFchZg4Zr0LMLHLNSYiZY6J+Y4UYi2R0OM3b3/521q1bx5/+6Z8CtR+6m2++mfe85z188IMfPOO6QRDgeZ5EJQkxCS50nMl4FWLyyHgVYuaYiHEmY1aIySHjVYiZQ8arEDOHjFchZha55iTEzCHjTFwsktHhNA8++CB/8Ad/wJo1a1i3bh2f+9znqFQq3HfffWddV1VVTEmlLsSMIONViJlDxqsQM4uMWSFmDhmvQswcMl6FmDlkvAoxc8h4FUKImU8CHU5zzz330N/fz6c//Wl6enpYuXIln/nMZ85p6gohhBBCCCGEEEIIIYQQQgghhBBCXHwydYUQQgghhBBCCCGEEEIIIYQQQgghZgx1qisghBBCCCGEEEIIIYQQQgghhBBCCHGuJNBBCCGEEEIIIYQQQgghhBBCCCGEEDOGBDoIIYQQQgghhBBCCCGEEEIIIYQQYsaQQAchhBBCCCGEEEIIIYQQQgghhBBCzBgS6CCEEEIIIYQQQgghhBBCCCGEEEKIGUMCHYQQQgghhBBCCCGEEEIIIYQQQggxY0iggxBCCCGEEEIIIYQQQgghhBBCCCFmDAl0EEIIIYQQQgghhBBCCCGEEEIIIcSMIYEOQgghhBBCCCGEEEIIIYQQQgghhJgxJNBhgoRhiO/7hGE41VURQpyFjFchZg4Zr0LMLDJmhZg5ZLwKMXPIeBVi5pDxKsTMIeNVCCFmvlkR6OD7Pp/61Ke49dZbWbduHbfffjv/+I//OOIHLAxD/u7v/o6NGzeybt063v/+93Po0KFzfo8gCNi8eTNBEFyEFkyMIAjYsmXLtK7jubhU2gGXTltmWjsuZLzOtLZONumfM5P+ee3ONl5nep9K/afeTG/DdKv/yTE7neo0nUy3z2u6kf4Z38Xom8k+h5XPd+JJn14c07FfL8Z4nY7tnImkHyfGpdSPr3W8XkptvxDSDzXSD5PbB+fz+zrbPqPZ1l6QNgsx08yKQId/+7d/40tf+hJ/9md/xmOPPcbv/u7v8pnPfIaHHnpoxGseeugh/vzP/5yvfvWrRKNRPvCBD2Db9hTWfGKFYYjrujM+QvFSaQdcOm25VNpxLmZTW8+H9M+ZSf9MvJnep1L/qTfT2zBd6+953rSr03QwXT+v6UL6Z3yXQt9cCm2YbqRPL47Z0q+zpZ0Xm/TjxJjN/Tib23466Yca6Yfp3wfTvX4Tbba1F6TNQsw0syLQYdOmTdx2223cfPPNzJkzh7vuuouNGzeyZcsWoDaIP//5z/Nrv/Zr3H777axYsYJPfOITdHd384Mf/GCKay+EEEIIIYQQQgghhBBCCCGEEEKIk2ZFoMNll13Gs88+y8GDBwHYtWsXL730EjfeeCMAx44do6enh+uvv354nWQyyfr169m0adOU1FkIIYQQQgghhBBCCCGEEEIIIYQQo+lTXYHJ8MEPfpBiscjdd9+Npmn4vs/v/M7v8KY3vQmAnp4eABoaGkas19DQQG9v72t6L9/3J6bSF8HJuk3nOp6LS6UdcOm0ZTLboWnahG3rfOp7qXxmF4v0z5nNtv6ZjPE60/tU6j/1ZnobJqr+EzleT5qpfXoxzfT97WKT/hnf6X0z0eN1svpbPt+JJ316cUxkv07n8Sr7z8SQfpwY06Efp2q8Toe2TwfSDzXSD+feB1N1jXi2fUazrb0gbb4YLsY1JyFOUsJZMOnKd77zHT7xiU/w+7//+yxZsoSdO3fy8Y9/nP/5P/8nb33rW3n55Zd517vexc9+9jOampqG1/vwhz+Moih86lOfOut7+L7P5s2bL14jhBAAXHHFFRe8DRmvQkwOGa9CzBwTMV5BxqwQk0HGqxAzh4xXIWYOGa9CzCxyzUmImWOifmOFGMusyOjwiU98gg9+8IPce++9ACxfvpwTJ07wL//yL7z1rW8lm80C0NfXNyLQoa+vjxUrVrym91q7du20jU7yfZ+tW7dO6zqei0ulHTC1bfHtAqFbIQx8VDOGYsRQNeP8tjVDP5Pzqe+FtjUMA0K7gO9WAFCNGKqVRFGU17yt6Wim7guTRfrn/I3XZzO9T6X+U2+mt2E613861mmqTefPazyh7xK4JQKngqLpqHoU1UpclPeaif0zWU7vm4k2Wf090Z9v4FUJ3QqBW0XRTVQ9gmrGJ6CmM4eMmYtjOvfrRNZpOrdzJvF9nxPHj9PWlCa4RM/zJ8OluD+ea1supO1hGBLYBQK3DIBmRFGsJIoy82arvhT3gfMh/TA1ffBa3uti1i9wK7XjW6+KqkdQjCiqEZ3Q93itZuM+KW2eHW0Wl45ZEehQrVZHnVxomsbJZBZz5swhm83yzDPPsHLlSgCKxSKvvPIK73rXu17Te2maNu2/CGZCHc/FpdIOmNy2BEGAW+imZ+sjuKV+ABRVJ73oOpLta9EjqfPe9kz7TC6kvuezru9UqPYfpm/H94YvgGhmnIbVdxGpm4tmRM6rLtPRTNsXJpv0z2t3tj6b6X0q9Z96M70N07H+07FO08VM6Ru3kqdwbBP5Q88TBrUUlkaikey6N2Elm86y9vmbKf0zFS5Gv0x2f0/E+7mVHIP7n6J4YisMnddbmXaya+7FiNdPRDVnFBkzF8d07NeLUafp2M6ZJPRtGqM2Hc89dMmf50+GS2l/fK1tea2v990q9sAx+rZ/F98pAaAaURpWvZ5o/Tw0M/aa6zwdXEr7wIWQfpjcPjif95ro+rnlQfp2PkGld//wsmh2MQ0r7sCIZSbsfc7XbNwnpc1CzAwzL7zzPNxyyy388z//Mz/+8Y85duwYTzzxBJ/97Ge5/fbbAVAUhfe973380z/9Ez/84Q/ZvXs3v//7v09TU9Pwa4S4VPiVQTpf+vJwkANAGHgM7vsZld5DU1exWcCtDNDzyjeHL34A+E6J7s3fwKvkprBmQgghhBAjBUFAuXsPuQPPDAc5ALjFXjpf/DJuaWAKaydmM9+zyR16nuLxLcNBDgD24HG6Nn0Dtzw4dZUTQsw6XiUn5/liSniVHN2bHx4OcoDa0+A9r3wTtzI4dRUTQrxmXrVA347vjQhyAKj07Kdv5/fx7OIU1UwIIaa/WZHR4U/+5E/4u7/7Oz760Y8OT0/xwAMP8Ou//uvDr/nlX/5lKpUKf/Znf0Y+n+eKK67gM5/5DJZlTWHNhZh41YGjBG51zLLBA08RqZ83LaJELzW+UyF38LmxC8OQ/OEXqF95J5puTm7FhBBCCCHG4Fdz5A4+O2ZZ4JSx8x0Y8bpJrpUQ4FeLFI+9MmaZW+rFt4tyPiOEmBS+W5XzfDElfM8hf/jFEQF/p8sdfA5j1d1opmQUEWImCNwKlb6DY5ZVeg8QOBW4SNMHCiHETDcrAh0SiQR//Md/zB//8R+P+xpFUfjwhz/Mhz/84UmsmRAjhWFI6LsoqoaiXpwUQXa+a9wyr5KDMLgo7zvbBb6DW+wbt9wp9hK6NpzHBZDAdyEEVTcupIpCCHFR2YUcVjI91dUQ4pxMxjHZdBcGPv4Znhxy8l3QumoSayRmizDwCQMfRTPGnN8+9F3CwBt3fbc8QKRuzsWsohBCABB6Nm6xd9zyV5/nn+37TYhzFXo2Tmn8fc8t9hJ4tgQ6CDFD+K59lvKxH1oUQggxSwIdhJjuwjDELQ9S7NxBte8weiRFav4V6NHMhM/naCYbxy3TrCQos2JGm0mnaiZGLIM7zomoEatHeY1BDp5dxMl3kT/yMoQBiTnriWTa0SPJiaiyEEJMmM5tL/C9j3yAN/zNV2hYtHKqqyPEuMIwxKvkKHbupNp3qHZMNu8K9NjEH5NNd4qqoZoxAqc8ZrmRzE5yjcSlLnBt3Mog+SMv4VVyROrnk2hdhR5Nj7ghqGgGKBqE/pjb0aMSVCeEmCSadU7n+cPfb4dfxKvmiTTMJ9Ey+vtNiHOl6CZGrA4n1zFmuRGrQ5GHYYSYMVTjzFnFVcMi8D1UTW7nCSHEq8k3oxBTTNd1/Eo/nc9/kcA7Fb1ZPLGVhlWvJ9G6GnUC0xxG6hegaCah74wqyyy8Vi4MXiSaGSW98FrKPfvGLE8vuArtLAe1p/PsIr3bHqPSe2B4WaXvIGayhebL75dgByHEtHLilWcAqOb6p7gmQpyZW+yl4/kvjD4mW3knibY1E3pMNt1pkTTpBVczsOfHo8pU3cJKt01+pcQlK/AcSl276N3+3eFl1f7D5A4+S+vV78FKNQ0v16w4ibbVFI9vGbUdPZZBj6Qmpc5CCKGbkbOe5yuKQqljB707Hh9eXvt+e462q38BM9k05rpCnImmW6TnX0WpY8eY5akFV+NXS+hmbJJrJoQ4H5oRJVI3l+rA0VFlkfp5eNUCgVMmUj9fAuSEEOJV5NFtIaZYU2OGvu2Pj7igflLfzu/jO6UJfT89mqLligdq2RtOUlRS864k2rRUDpYuIj1WR+Pqu1G0UzdJFN0iu/aNrznAxMl1jAhyGF5e6KTcvZdwnHkahRBiKpT6OgFQVDn0FNOX71To3THOMdmuJyb8mGy6U1WVeMtKknMvg9OOD/VIiuYrH0CPZqaucuKS4zslend8b9Ty0Hfo3f4Y/mmZRTQjQmbR9cSalo14rZFopPmyt2HEMhe7ukIIMUyLZmgY5zxfi6Zr3287x/h+82x6t393xPebEK+FHk2TXftGFP3UQzOKZtCw+i7cUj+9276Nb8v+JcRMoEeSNK65ByvTPmK5lZlDw8o76N32Xbq3PIJvF6aohkIIMX1JRgchpljc0unLnRi7MAyxc50YsboJez9V1THTrbRe/W58p0zoe2hWAtWMSqT3RaZbceKtK7Hq5uLbJVBAM+PokSSqdu4pBQPfrU1XMY780U3EW5ajmfGJqLYQQlywcm8XAF61MsU1EWJ8gVvBHjw+dmEYYuc6JvSYbCYwomkyi19Hat4V+HYJRTPQzOis6wdx8Tn5bgiDcco6Cdwq2mnnKkYsQ8OqO6lb8jp8p4SqR1CNKEZMstMJISaXakTJhxnarnv/8Hm+bsbRhs7zi/1HYJwHEexcB/6rvt+EOFeaGUOP19N61bsIPAcIUfUIxY7t5A89D4DvVtAs2b+EmAmMWB2Na+4l9Ozab4MRxXfLdLzwFQKnCIDvlCV7mRBCvIoEOggxxULO/OR9OM7csxdCVVXUWJ1cpJ4CqmZixushXn/+GwnDM+8XgT/edRQhhJgSlVwfAJ4jgQ5i+jrrMVkw8cdkM4FuxcCKQaJxqqsiLmFnO+cJxwiC0K0EWAkge5FqJYQQ56aru5fWtjm1c/1XO9vxwzhBXkKcC6+So+eVbw79pQKv2p9k/xJiRgk8m45nPweqDoE3qlwy+AohxGiSP1iIKea4IUa8YdxyK906ibURM4GqmyTa141bHm9dhWZEJ7FGQghxZoFfO0GXjA5iOlP1CMYZbuZbmbZJrI0Qs4uVahm3zIjVoxmRSayNEEJMnDNd0zHiDahy7i4ugJVsOu2vkUENejSDasr+JcRMopmx2lRIYwQ5KJop2ZiFEGIMEuggxBTr6svRsPouUEYPx9T8q2T6ATGmaP28MW/GaJEkyfa1KKp8vQshpg/frgLg2RLoIKYv3YrTuGq8Y7Ir5ZhMiItINWOkFl47ukBRaFh9F5qVmPxKCSHEBFDNOKkF14wuUFQaVt2FbsnxhTh/mhkns+j60QWKQuPqu2vZj4QQM4ZuJWhYeceYZQ0r75BjYiGEGINMXSHEFLNtGyPRTPt172fwwDNUB4+hWwnSC68nUtcuTy+JMemRFC1XvINix04KxzZDGJBoXU1yznr0qMxNLISYXtyhTA7eUMCDENOVmWqh/boHGTzwNNXB42hWnMzC64jUzZFjMiEuIs2IkFlwNdHMHAYPPI1nF4mk20gvvl6m2xNCzGiaYZFZeA2RujnkDjwj329iQqmGRWr+lViZdgb3P4VnF7DSbWQW3YARl/1LiJlGUTViTUtpvfo9DOz7OW65DyPWQN2SjRiJRhRVm+oqCiHEtCOBDkJMA4qqYSabaFx9N4HnoKgamqSXE2ehR1KkF1xNom01AJoRlQNeIcS05A9lcpCpK8R0p2o6ZjJL4+p7CDxbjsmEmESaGSPWtAQr004Y+Ki6iaqbU10tIYS4YJoZI960lEhmjny/iQmnmTFi2cVY6TbZv4S4BGhGBK1uDk0b3kLoeyiaLkH3QghxBhLoIMQ0Iicj4rVSFEVSEQohpjXfdQn82vySMnWFmClU3UDVjamuhhCzkgQXCSEuVfL9Ji4m2b+EuLRoRgTklFQIIc5KJnEXQgghhBAXzenBDTJ1hRBCCCGEEEIIIYQQQoiJIIEOQgghhBDiovGq5VP/l4wOQgghhBBCCCGEEEIIISaABDoIIYQQQoiLxqvWght0Kzr8fyGEEEIIIYQQQgghhBDiQkiggxBCCCGEuGjcoYwOZjwpGR2EEEIIIYQQQgghhBBCTAgJdBBCCCGEEBfNyeAGM56SjA5CCCGEEEIIIYQQQgghJoQEOgghhBBCiIvGG8roYMTi+K49xbURQgghhBBCCCGEEEIIcSmQQAchhBBCCHHRnMziYMYS+K4zxbURQgghhBBCCCGEEEIIcSmQQAchhBBCCHHRuCczOkTjEugghBBCCCGEEEIIIYQQYkLoU12ByXDrrbdy/PjxUcvf/e5385GPfIT3vve9PP/88yPKHnjgAf7iL/5isqoohBBCCHFJcislNNNCMyx8R6auEEIIIYQQQgghhBBCCHHhZkWgw9e//nV83x/+e+/evTz44IPcddddw8ve8Y538Fu/9VvDf0ej0UmtoxBCCCHEpcitlNDNCKpuEHjuVFdHCCGEEEIIIYQQQgghxCVgVgQ61NfXj/j7X//1X5k3bx5XX3318LJIJEI2m53sqgkhhBBCXNLcSgnNiqDqOr4rGR2EEEIIIYQQQgghhBCmMxXjAAEAAElEQVRCXLhZEehwOsdxeOSRR3jwwQdRFGV4+aOPPsojjzxCNpvllltu4UMf+tB5ZXU4PXPEdHOybtO5jufiUmkHXDptmcx2aJo2Yds6n/peKp/ZxSL9c2azrX8mY7zO9D6dDfV3SgV0KwKqju+6066ts+EzOBcTOV5Pmql9ejHN9P3tYpP+Gd/pfTPR43Wy+ls+34knfXpxTGS/TufxKvvPxJB+nBjToR+narxOh7ZPB9IPNdIP594HU3WNeLZ9RrOtvSBtvhguxjUnIU5SwjAMp7oSk+mxxx7jd3/3d3nyySdpbm4G4Ctf+QptbW00NTWxe/duPvnJT7Ju3Tr+4R/+4Zy36/s+mzdvvki1FkKcdMUVV1zwNmS8CjE5ZLwKgKPf+hfsnhPEF66i77nHWf2H/w9FUae6WuJVJmK8goxZISaDjFchZg4Zr0LMHDJehZhZ5JqTEDPHRP3GCjGWWZfR4eGHH+bGG28cDnIAeOCBB4b/v3z5crLZLO9///s5cuQI8+bNe03bX7t27bSNTvJ9n61bt07rOp6LS6UdcOm0Zaa243zqO1PbOlmkf85M+uf8jddnM71PZ0P9B75nYmTqaG5rpw9Yu3oVuhmZ3IqewWz4DKbKdKzTVJvOn9d0IP0zvtP7ZqJNVn/L5zvxpE8vjuncrxNZp+nczplE+nFiXIr9eK5tuRTbfj6kH2qkH6amD17Le822z2i2tRekzbOlzeLSMasCHY4fP87TTz/N3//935/xdevXrwfg8OHDrznQQdO0af9FMBPqeC4ulXbApdOWmdaOC6nvTGvrZJP+OTPpn9fubH020/v0Uq6/VylhWBF0w6wtuAhp1yfCpfwZTJXpWKfpQvrmzKR/xncx+mWy+1s+34knfXpxTMd+vRh1mo7tnImkHyfGpdSPr7Utl1LbL4T0Q430w+T2wfm812z7jGZbe0HaLMRMMavyBn/jG9+goaGBm2+++Yyv27lzJwDZbHYSaiWEEEIIcelyKyU0K4KqGwAErjPFNRJiaqVSqamughBCCCGEEEIIIYQQM96syegQBAHf+MY3eMtb3oKun2r2kSNHePTRR7npppvIZDLs3r2bj3/841x11VWsWLFiCmssxJl5lTx27gSVvkPosTriTUvRIklUzZjqqolJ4FZy2IPHqfYfwYg3EGtagmalUCXiUggxzbjlInrbAtSh4y/ftae4RkJMPt+t4lcLFDt3knHK2AMGZqIRPZKY6qoJMa15dhG31EepczeqbhFvXYlupdCm0RRIQghxPny3glfJU+rYQRB4xJuXY8Qb0K34VFdNzEC+U8Gr5ih27ITAJ96yAj1WJ/uTEDPQ6eM5DDwSLStlPAshxBnMmkCHp59+mhMnTnD//fePWG4YBs888wyf//znKZfLtLa2cuedd/KhD31oimoqxNm55QE6nv9PfLswvGxg709ovux+IvUL5Gb3Jc4p9dH5/H/iO6XhZf17nqTlincQqZuLosrnL4SYPtxqGd2MoA1ldPAlo4OYZXy3SuHYZgb2/Hh4WfHYZsx0K80b7kOPJKeuckJMY161QPcr38IePDa8LHfwGTKLN5KafwWaEZ3C2gkhxPnznQqDB58lf+i54WWFIy8RqZ9Pdu0bJRBSvCa+U2Zg/88pHHl5eFn+yItEGxfTuOZudEv2JyFmCt8pM7j/afJHXhxeVjjyEtHGRTSuuUfGsxBCjGHWBDps3LiR3bt3j1re2trKF77whSmokRDnx3er9O743oggBwDCgO7N/0X7xl9GjaanpnLiovOdCr3bHhsR5ABAGNC16Ru03/ABDPn8hRDTyMmpKxTtZEYHCXQQs4tXzY8IcjjJyXVQOPYKmUXXo6izakZBIc4qDEOKHdtHBDmcNLj/57VsZhLoIISYodzywIggh5Oq/Ycpd+8mOfdyFEWZgpqJmcgp9o4Icjip0rufSu9Bku1rp6BWQojz4Zb6RgQ5nFTpPUCl5wDJOeumoFZCCDG9yRU1IWaYwClT7Ts0ZlkYeDiF7smtkJhUge+gmXGMeOOostB38MoDU1ArIYQYWxiG+I6NZpinMjo4MnWFmF2Kx7eNW5Y/+vLo4EUhBL5dIn/kpXHLC8demcTaCCHExAmDgErfYWDsQIbc4RfxnfLkVkrMWIHvkT9cuylam9Z0GVZmznB5/vALsj8JMUMEgUfu8EuoZoxYdinRxsUomjlcnjv8gpw7CiHEGGZNRgchLhVhGJyxPPDO/QaSZxdxi30UO7ajqAbJ9tXo0To0U56Omm4C3x2e21vRdBLtazFidfTveXJEcEPgyZPSQojpIxjK3qAZBqpMXSFmCK+Spzp4jHLPAYx4HfHmFejRFKpmnNf2fHf8i8uBK4E/QowtOONxre+UCYIA3y5Q6TtEtf8oZrKReNMytEhapvITQkw7px9faJE4zZe/jcLxLZS7RmafDTwbznLdR4hhYYCiGTRtuA+vPIBd6CKSaSez6DryRzfhFnvOeh1RCDFNhCHxlhXEm5ZQ6TuEompk19yDU+xhcP9TBJ5NGIRTXUshhJh2JNBBiBlG1S20SBK/Whiz3Eo1n9N2vGqRnq2PUu0/PLyscPQlknM2ULf0RjQzNiH1FRcuDHyq/Yfp2vQwhLUD2lLHDlQzRnbtG+jZ+m2CoQh9IzE604MQQkwVbyh7g6qbqLpMXSGmP7fUT8cL/4lvF4eXDe77OU3r30I0u+i8gh0SzSsonRg7q0O0cQGKbo5ZJsRspuoRYg0LKXXtGrM82b4Or9RHxwtfJHCrAJQ6YGDvT2m54h1E6uaiqBLsIISYHtzSAB0vfHHE8UX+4PM0rLyD0Peo9O4fXh5rXIyqR6aimmIGUnWT1Pwr6Xr5a8PXhQByh5+ncdVdBPXzUA3Zn4SYCQLXpnDkJaoDR4eXFY69QqJtDXVLbsSzCzKehRBiDDJ1hRAzjB5J0rDijjHL4i0r0czEOW2n3LNvRJDDSYVjm3GKvRdURzGxPLtI9yvfGg5yOClwygzuf4rU3MsASLavlwAVIcS04ju1m0+nZ3QIJNBBTFO+W6V35xMjbkLUhHRv+Ra+fX5pQs1U89iBiIpG3dKb0HTrvLYrxKVM1U0ySzaiqKOfzTBi9RjxBnq2Pjoc5DAsDOja/F94o8axEEJMDd+t0rdr7OOLvl0/GD6fB1A0g/Si64aPm4U4G9+p0L/rhyOCHAAIQ/p2PkE0uxh1jN9SIcT0U+7ZOyLI4aTiiW3osQzp+degajKehRDi1STQQYgZKFo/n5Yr34WZrGVv0Mw49ctvo37F7ec07YRnl8gfeXHc8vyRFwkCb8LqKy6MW+oj9N0xy+zB41ipVupX3kFm6Y1oEtkrhJhGRmR00GTqCjG9BW6Fat/BsQvDADvfeerP8NxThuqRJC1XvIPUgquH51iNNCyk7bpfxIzXX1CdhbiUGbE62q79RaLZxYCCohmk5l1J85UPEAYeTqF7zPVCz8av5ie3skIIMY7ArVDpPTB2YRjg2QUSczYQb1tH27W/iBHNTGr9xMwWuBXswWNjloWBh1cenNwKCSHOi2+XyB8e/1p9qWs3WuTcHm4UQojZRkLAhJiBVMMi2jCflisfIPA9FEVBsxIoinLG9bxqASffRRB4hGeY8zbwnFHZA8TUOdP8xACalSDSsECieoUQ087IjA5DU1cMBT8IMd2cbf7i0LPx7CJ27gSlEztQzSjJ9vXo0fRZA031SIq6JTeRmnclpVKRRLIO3Tp7cKoQs5miapjJLNl1byJ0bVAUVKM2btxizxnXDbyxg4SFEGKynf34wkXVDKJN81H1CIoqz6SJc3e2/Svw5NxLiJkgDEOCcR5yg9q5KMi1eiGEGIvcFRNiBtPMGOc686xXLdD18tdxCl3Em1cQaVhA8fiWMV+baFl1XnNQi4vDTGbHLdOsBE6xm8B3anMRnyXYRQghJpPv1AK1VN0YDsYKfMkYJKYnVbPQoxm8yuCY5Waqhc6Xvop72lPkhaObSC+8jvTCq9GMMwcuqJpGaMbZv2MvGzY0T2TVhbikaboFQ1O8hIFPpf8wgVtFNaIEbmWMNRSMWGZS6yiEEONRNQs9VodXHhiz3IjX07/3J+QPv4CZbqV5w33okeQk11LMVKpuoVlJfLswZrmZGP96khBi+lCNCLHsYgpHN41ZHmtePsk1EkKImUPChMV5CzwHtzxIufcglb5DuOWc3LyYpsIgoHB8K06hC4BS9x4SLStRx5gTWo+miTYumOQaijPRzDjJOevHLMssvoH8kZfpfuWbeOXB15RKWwghLraTGR1U3URRVRRVladsxbSlRxI0rLpjzLJ4y0q8an5EkMNJuYPP4FUkTb4Qk8G3i3S/8i0KRzeRWXzDmK9Jzb8SzYyffVtOBafYS7l7H9XB43jVsW8SCSHEhdAjCRpW3jlmWSy7tDY1VugD4OQ6KHXulPN6cc40K0H9itvGLKsdvxZkfxJiBlA1ndT8q8a9Vq+ZMXy7NAU1E0KI6U8yOogRwjDEtwv4Tu3JGM2MjTklgu9WKB7fSv+eH8NQmjRF1WlcfTexpqWoujnZVZ81PLtI4FQIQx/ViKJbCRT1zHkdfKc0MiI0DOjb/UOy699M4dgrVHr2o6gaiba1pBdchR5JXeRWiPGc/vlqRhTNSqAZEeqW3IiZbCF36Fm8agEz1Ux6/lVU+g7hDM0Z7pR6CXwHM9kkmR2EENOCNzRNhWbUsgQpqiaBDmJai2Tm0nr1e+jf8yR2rgPNSpBecDWxxsWceP7z465XPL4VzYyh6pYcBwsxgbxqgcCtEIYhmhHFq+YJPZvqwFGMZJbs2jeQO/wCTqEHPZois/A6otmlqEbtIrHvlPGdMqHvoRoRNCuBqul41QJ9O5+g3L1n+L00K0HzFe/ATGTlWFoIccF8p4RvlwkDHyNWN+r4IjlnPXokTe/274xYL3/kZeKtq9AtmYtdnIMwxLeLZNe9mfzh57HzXeiRJMk5G1CNKH27fkDr1b+Abp09AFAIMXVOBiQ1rX8L+WObh6/Vx1tWEGtaRu+2x2hY9XrJWiaEEGOQQAcxLPAcKv2H6d3+XQKnDIAWSZJd+0asdDuqdupmupPvpn/3j0asHwYePVsfpf36X8JMNk1q3WeDMAxxCl10v/Kt4ZSHim7RsPxWYs3L0YzImdf3nRF/u8Veujf/F/GWlTRtuA8j0Vi7QK/J18JUCMMQp9hDzyvfwi31AaBoJvXLbyHesgLNihOpn1sLgDBjuKV++vc8iX/ak2eh79H50pdpv/ZB9KgEqwghpp4/FOhw8savquuS/UlMa6puEqmbQ/NlbyMMXALfY3Dfz9GMCKHnjLte4FXp2/l9VDNB3dLXoZuxSay1EJeeMPCxcx30bHkEr1rLmKJF0jSc9tRq4cjLVKL7SbavI73gGnynhJWZg27Vxp9bHqB7yyM4uQ6gFmyXWnANqXlXkDv43IggB6hli+h84Uu0XfcghhxLCyEugFPso2fLt3CGMkEpmkHd0pvJrn8zBCF2oZP8weewcydGrRv6bi0wePRDvUKM4tlFKr0HcYrdJNvXk5p/Fb5ToXhiK06+E81KDF0PlEAHIaarwPewc8cJXJuerY+SaF1F4+q7CMOQcs8+ujY9DGFA4NlTXVUhhJiW5I6mGOaW++ne9PCIZX61QOeLX6b9hg9gxhtqy9wqgweeGnc7ucMv0rDq9ahnyTIgRgt8n8AtAyGqZg0/iQTgVXJ0PP+fIwIWQs+md/t3aY4kiTUuGne7qh4hml1CqWP7iOWh71I8voVY01K5mDfFvGqezue/OOKgNfQd+nZ8D81KEsm0oygqA3t/OipoBQBFQ9UMAqeCU+w+50AH36ngVfOUe/ejKCqxxsVokcRZ5xkXQohz4bsjMzqomi4ZHcSMEfo+nc9/Ed8poRoRog0LKffsG/O1sewSAt9FM6LkD7+EounEs0tqmZlM+U0V4rXw7CKBW6XjhS8Np3MH8Ku5oUx2ClB76s2r5BjY9zMAVDNGfGj+Yq9aoPOFL+NVc8Prh4FP7sDTtfmPj20e870Dt4Jb6pVzIyHEefMqeTpf+E9851SK8dB36d/1BKpuYNXNJ/S9MYMcAKKNCwlP++57Nd8p4VXylHsPoGoG0exidDMx4vqRmB28apG+Hd8j2riASu9+Bvf/fNRrog0L8V0bpVpAjySnoJZCiLPxKoN0vvgVGlbegWbGKBx7hcKxV0a9zojXY+e70Ky4ZP0RQojTSKCDAGrZHAb3PzN2YRhQOPIy9ctvraWcdip4ldzYrwXcUj9h4MEFBjoEvkfgVVFUbVbcdPUqeXKHX6BwfAuh7xJtXEz9spswYvUoqkq5Z//YN7iBgT0/wUq1oI3z9KCqG9QtvoFy995R2zASWaxUy4S3R4wvDMNa1hQFVCOGoihU+g6OG5k7sPcnpOZdQblrN5nFNzCw58lRr0kvuIriUCCLWx48p3p4domBvT+heHzLqffa82NSC64hs/CacfcnIYQ4V749MqODour4EuggprHAc7ALXeQPPkc0u3j4JkXxxDaaNryFSv9hQn/kPmymWtBjGTy7RPcr3xo+1hrc+xOScy+nbslG+U0VYgyB79fO9xQVzYziO2UqvQcp9x9CVY0RQQ4nlbp2k5p3BfkjL44qa1hxO9rQRV+31D8iyGGEMKydr47DO8djaSHE7OV7NqHvomoWKOqIMrvQOSLI4XQD+35G3eIQRTMx4g3D2RxPUnWLROtqvPIgVqJx1PqeXaRv++MjAy93/4j6ZbeQmLP+rJk+xaXFq+ao9O4n0bYGI16PW+ofUV7bn1ZhDx6j/8QOsuvfiBGrm6LaCiHGEgY++aObIAzIH3mZzOLX0bvt26NeF29djVvqo9y9D88u0LzhPgleEkKIIRLoIAAIfAen2D1uuZ3vJPBdlDCgMnAUM9k0brCDlWlHVc9/1woDH6+SI3f4BSp9h9DMGOkF12Jl2mbsnHLB0IU0VR1K2a0oIzJeBE6Jrpe+POKkpNKzlxN9B2m77kHMRAP24NFxt++Wes94sQ5Aj2Vov+79DOx/inL3XlTNIDn3MpJz1smB0STyKnmKnTspHt8KikKyfR2JtjXYg8fHXcct9qLqFpW+gxiJxqG5iF/ELfVhxOpIzr0c3y5S6twJcM5Tx9iDx0cEOZyUP/QcsexiovXzzq+RQggxxHOqKKo6PP2VqmsEnkxdIaav6sBRul7+GlZmzoibD6HvMLjvZzRteCuFo5up9B1C1U2SczYQqZtDz7bHMKIZmta9icLxLcMp8QtHXybWtOSMmbeEmG3CMMQtD5A/8jLlnn2oukX9itup9O4nd+AZknMvxy31jrlu8fgW6lfeSXbdmxjc/zReNYeZyFK37GbMZBPK0A1Hp9gz5vpGvKF2LmZECNzqmK8xk9mJaagQ4pLjuxWcQjeD+5/Bq+awUi2kF15HOn3qmoqT6xx//WoBVbfo3fE9smvupdJ3iGLnDsLAJ9a4iGT7Ovp2/4jsujeOuX65e++Y2aX69zxJpGGBBDrMImEQ4BZrx6p9O79Pdu29VHoPUuzcWdufsovJLLyWYucurFQLdqGL3m3fpemy+2Q/EWKaCFwbt5rHydd+N9xiD5Xe/TRtuI/84Rewh6afSS+4BlW38Ko53PIAbrGH3KEXqFt604ipxoUQYraSQAcBgKoZGLE6vPLAmOVGvAFF0/HtEv27n6Rp7b2Uu/dxMmXoSYqqkZyzfiil6Plxir10PPfQ8I17rzxA9+aHSc7ZQN3Sm0Azz3vbk82zizi5DoodO0i0rSVwKxQ7dqCoOql5l2HEG7EsCzt3YlTkNUAYeAzuf4rG1XdjJlsode4a9RrViBLLLgbVOGNdFEXFiNfTuOougqU3gwKaGUdR1TOuJyaOV8nT8eKXRoyz/t0/pDp4gkimrbZAUbBSLSiqgVPsJnCr6LE0vlMEIH/4BfRImkT7WmKr765dED703PA29VgdRqz+rHXx3Qq5Q8+NW5479DxWqhVVP/N+NZZEQtKnCSFqfMdGNU79bisydYWYxjy7SN/O7wPg20X0aGZEuZ3roHvzf5GYs57sujehR1P4dpnq4HHcQjduoZty914a19yLV8nhFLoAyB18jkimHVWXlNJCqKpKUM3R8dzna9nMFI3sujei6Ra5g7Vj01Pj78jQWgpmugVVNXCKPZQ7d9F02f1E6udD6KOoxqgpYsY7Ho63rKBwfCupeVeOmeLbiNWPGvtCCAG1rE/F41vp3/2j4WVeeYBS5y6a1t83vEwfmvZV0UysVDNhGGDnOiAMUM0Yge8QuBW6Nj1MtHEhjStfj6pbFDu207XpYcxU85gP+Xh2kdyh58etX+HYZsyVd6IoygS2WkxXbqkPRatd1g/cCn07fkCsZQX1y2+DwKc6eAy3NEC0cSFOvgtCn+rAEQKnLIEOQkwDYeBT6tlHpWcfejSDPXgc1Yji2yXyxzZhZdpJtK9DUVR8t4KiJTASWdyhYN7CsU2k51+JKtOtCSGEBDqIGlW3yCy6nkrvgTHL0/OvRFV1/CAg9Cq45UGaLruPvh3fx7cLQO0Ga8PKOzGi6fOuh+9U6Nv5xJjZCQrHNpOadwXaOdzEPRdetYBb7KXcdwg9kiTWuAgtkkTVXvuN3fG2373lEeyBozRtuI+BvT/GKZzKmlHu3k28ZSVz511P6fDoi2wnVXr3E3hV4i3La/PPDqVwVXSLhqHpROxCF6UTW4kNzQV9MkX4WFTdOK+b1+LChGFIqWv3mMFE5a6d1C2+nkT7OuLNy6kOHCXwHZJz1xO4NiEhxdPmZvOqOQb3/xwj0Uju8MsEQ0EQkbp5NKy+Cz1yDoEGQUDgVsYvditD84Ke274S+B6+XaDce4D6YAC7X8dMNp0xW4hXLdb2Z1WTueWEuET5ro122m+SqmkS6CCmrcC1hzOWeZVB9GgaRbcIh6aWUlSd+mU3oxpRqv2HUTWjlsnMiJFZfAOD+58CQgb2/YS6xRvp3f7doe1WCYPx59o+kzAM8ap57IHj2IVOrFQLVqYdPZKSGxliRmqoSzOw76fDU7Zl170BRdVqGRjCAIByz36aL7uP4vGtxFtXkWhdRXXwGIFrk5yzHiPZhGZYwPjBQ0aisXZD0SmPWK5qJtXebdSvuI3M4o3kDj03PB1NpH4+mSUbLygoKQx8fKcMYYCimaMCMMTkGf7+HDyOne/CSjZh1c2R709x3nynTP+eH49REpLb/QTR9HsJQh/NiFC3/DaMSJLqwFFQNTILr6PSfxhVNyme2Da8XqX3AJW+w2TX3kPxxFaiTUtpWH4bmjlGNtMwPOM5vF8t1r5HFa2WKbVaoNJ/GLfUTyTTjpVuQY+MvCHm2SUIPFBUNCshY2OG8N0qfTufIL3wGsxMO5n5V+E7ZZxiD75dwIw3okXTlLp3E29ejpFooGH1Xai6VZtK1XPluqAQU8yzi/Tt+B6qEaF5w/1E6uaiagbVweOohkUkM4dix3biTcsY3P8UTevfQuBWqV9xO4Xj20i2ryEMPDy7KNdUhRCzngQ6iGFGopGGVXfRv+sHw4EGimaSXXPv8FMtim6QXnQ9gVdhcN9W6pZsRDUigEIYeOixzAVlc/DdMvbgsXHLK30HSUxAoINXydP50ldGpCTuR6Fpw1uINi6akGCHSt8h7IGjROrmYuc7RgQ5nFTq3El87pVoxvgXwBTdAhT0SIqWKx+ge/N/EXg2TWvfyMC+nw0/LQjQv/tHNK59A/GmZWcMdhCTz3crFE9sHbNM0QyCIMBMNtH18teGlxeOvIyVbqNh5Z3073xi9HqqTuPKO4AQVA0714FXHkSPpFC1M3+9K7pFtGHhmJlEAKLZxee8DwW+R7X/MF2bHh6+QF088iJ6LEPLle8aFfzkO2XK3fsY3P9zvGoePZahbsmNRBsWysVgIS4xvmOjnZ7R4eQUTkJMQ6/OcjW472c0rX0jvTsex7eLZNe9kdyh50dNN5VZ8jqiDQvIHXqe0HdraalPO7aLNi487xunTqGHzhe+OHxTGGoByi1X/QJW6tymqhJiOkklIgzsqU3tokfS6JE03a98k4YVt596UehTOL6F5svfjlPsGXl8fPRlzHTrWeclNqIpWq98F10vfx2vetqUi6pOeuG1uOV+nEI32TX3Di3X8CqDqKqJcp7ngl61QOHoZvJHXiTwbKx0K/XLb8NMNsm52RRwij10vvCfI6YoqX1/vhsr1TyFNRMzlVvqHz7ffTWvmicMXAYPPE2idTXVgSMMdO8dLs8fep7U/KuI1M0bCow8RdVNjFgDTZfdT7X/MN2vfIvmDW9Ff9VTuqpuEamfT7lr95h1iDUvRVE1wiDAzp2g88WvDF/bywOalaD1qndjxOvx3SrVgWMM7HkSt9SHZsZJL7qOeMvKGTtl7GwSuFWqA0eoX3kHjateT9eLX8F3SsPlimbQfNnb6O/aQ9gU0P3S16lb+jrswRP0bHmUeMtK6pZsxIjVTWErhJjdfKdE6Dukl96IomoUjr2Ck+8YLs8B9SvuwHerBG6FwHfofuW/iNTNI7v69XRveYT+XT9Ai6SoW3wD0exSdCs2dQ0SQogpJIEOYphmREi0rSHasBDfzlO7uZ6sRXUPBS/oVoJYdgkdz30eYPhJtZPqlt6MsfCa1xQFXnsSvFRL3/eqJ25GUc5/moXAd4fexyN/6NkRQQ41Id2vfIs5G38Z9QIP9n2nQv7oywBEs0soHNs07muLR18kPf9qCsc2j1memnc5mhVHURQidXNov+5BfM+mcGzziCCHk3q3fpvIxg+i6qcCQny3SuCU8d0qqm6imXG5oTzJFJRx999I3TwIXPp3/WBUmZ07QbFzB9GGBVT6Dg0vjzYuRo8khp48VQh9l2r/YXIHnxvahzNnrI+q6aTmXUHh+FZC3xlZZkRItKwanuP4bHy7SPfmb4y66OOVBxnY/SMa19w7fHHXcyrkD79A7sAzI17Xs+UR6pbdQmreFWcN0hBCzByeU0U1Tt0wkowOYjpTjSjRxkXDGc6cQjf9e35E3dIb0aMZqv1HRgU5QC0gInLVu2m95r0Erk3gltHMGNl1b6ZwfMt5T+vm2UW6Nz88IsgBIPBsujd/g9ar33NuWZyEmHZUwCeaXUTgVvGreULfGZGBody9h9TcyxnY8+SINRXdIta4GK+Sw6sW0AwL1YyPmYbbTGZpveY9+E6JwLPRrSSqGcOr5jnx9L8Pv8/p0guvw0w2gnL2MTviHMuM0rvtMeyBo8Pldq6Djue/QMtV7yZaP++1dtIlKQx8fLuI55RRFAXNjKFZyQl/ityzi/Rs/uaIIAcY+v7c9A1ar3nPGQNlhBjLWffTMMQt9OBlBqmcFuRwUv7wC1iZNlTdIvBsIg0LSM3ZgKJbtRtenkN14BhOvpPBg89Qv/y2EefGqm5St3hjbRrZcGSmKC2SJFo/HwDPLtD18tdHZUr17SI92x6jcc3dBE6VvqFATqjdcOvf9QPcYg91y26RqQ2mO+XUPz3bHsN3SsSal5NoWwOBD4qKVy2QWXojoVeF0Gdgz49pveZ9RBsWkD/8Aieee4i2a3/xgrLyCiHOnzI0kCP188kf2zQc5JBoW0u8eXntO1zV0CMpYk3LcXK18urAESp9h2lYdRehV6VwbDO9279LakE/dYtvkOBaIcSsNCvuJt16660cPz76ouS73/1uPvKRj2DbNn/913/NY489huM4bNy4kY985CM0NjZOQW2nlqrpqLE0Rmz8A91S585xy/JHXiTRtho9kiQMQ3y7SOBWUVQN1YyNOlnynQrFjm1U+o5Qt/gGyr37iTQsoHraDd3TRRsWnle7fKdC4fgWBvf9jMa191LsGKcNYUB14OgFRzWHYVg7uaD2dOCZ0hWHno0WSZJeeB25g8+MKLMy7SRaVw+fUCuKWovqr+QpHt8y7jbLPftIx68Gak8W9e74PpWeUyfaVmYuTevegC4nNJNGM6Mk526gb/vjo8rMZJbSqy6ynq54fCv1y24eDnRItK0lWj+fzhe+NHzzQzUi1C+7Fc1KYOc6MM4S6ACgxzK0XvMe+nf9iGr/IUAhml1E/dJbxt03hse1Z6MoKqoRw853jLuPl7r3UOfcQuBVqfQdRo+khudffrXBfT8j3rICVfZLIS4ZvuOMONFWNV0CHcS0pRkRGlbeQcfz/zk8NZtb6qd323dpveY9w0GsY3HL/aiqQd/O74/4bW5YdRfqWOmnz4HvlIen0ng1rzKI75Yl0EHMOIOFConWlRRPbENRtOFA2dyh52lceSc9W79NGHhY6XbKvftHrKvqFk3r38rggacY3H9q6r9odgmNq14/5o1rPZIctTx/+MVx61fu2UtyzoahG4QhqhEZMx2wZxfp3/VD7HwnDSvvIHCrI4IcTte/6we0XPnA2KnoZ5HAtSn17KFvxxPDgdaqGaNp7Rux6uZOaLBz4JRxy2NnrvOqOXynLIEO4jXT43VDGRNGn/vqsTpQFOLNy8gfGf94ody1u5Y9UTMwEo30bHvs1HgwojSsvJNS1y6Kx7eSXnjdqLnX9Vg9bde+l76dT9SCLxWVWNMy0vOvxHOrKLqFVxkcFSR5kj14DLfUz8Den9K45h76tj+OV80PlxeOvUJ6wTUS6DDNqUaUaHYxYejj5DvJLL4BwpCeV741HOCiRZJk172JQuepa02lju141QLJuZdT7tpDqWMn6df4sJoQYmJoZhzViKAoCsXjtQzADSvvwCn20XXaw2R6rI6m9W+hd+f3h9fNH32ZtHY1A3t/St3iG9BjdeQPP09q7gYJdBBCzEqzItDh61//Or5/6kRk7969PPjgg9x1110A/NVf/RU/+clP+NSnPkUymeRjH/sYv/Ebv8GXv/zlqarytBV4bi3iW1FJztlAom117UTP9yie2I5T6gcUfLdKuWc/A7t/NJw+LdKwgMZVrx8OIgg8h+rAUYontpNZeB3VwWMUj28hu+5NOPnOUU9fpBdej3aeKfSqA0eGnwZSUEZFv5/Ot0vjlp0rzYwSb1mJU+im2n+UWOPicTM2RJpWohpR0guvJt6ygmLHdkLPId6yAiPROOaFtZBweC7ZV1ONKGaqhXLP/trn0LV7RJADgD14tJYO8bK3oUlaq0kTa1xMIdmCU+gcsVxRdfxKfpy1IPCqGIksifZ1mMkWrHQzHc89NPI1bpXe7d+l+fL7cc+wrdP5don+XT/CSjUNndyqVPoO0r/3xzSuvmvUvhd4NpX+I/Tt/D5+tXYDKNG+ofbU23jCkNB36Hzpv/DKg2TXvWncdJ9h4NWe4pNAByEuGYFro+mnDjcVVSXwZOoKMX0ZsTrarnkv1cFjVHoPoVlRInXzCDyHwB37poGiGRjRDJ0vjjx3CNwqPa98k7Zr34+WbhlermkagVPCLvZS7tmPHkkQa15We9r8tAtT4VmmeTlbuRDTUf9AjvYVN1DpPUh14EgtyFW3cArd5A6/SNOGt2LnOlA1A6cyMLyeZiVo2vBW+nf/aFRmlUrPPvp2qjSuueecbs6dfILZTLeSbF+HZkQJ/Nocx1YyS/fmh4enHdRjdTSuvhsr3YqqGQS+R+BWGNj/cyq9B8iufzO5Q89jJcefSsYpdBN4zqwPdHCKPfRu/c6IZYFTpvPlr9F+/QcwEw0T9l6vfpL9tZYLMRbNjNOw+m56t357xHJF1cgsvxPViKLH6kZdyzqd71ZJztmAqhkjpuUBCNwKPVsfoe2a9xHJzBnzvFnVNKxUC41r7sUt9qJoBk6hm65NDxO4FZouu//s+3fg4xZ76N3+OPVLb6TnVe1xSv0Y8QufMlZcPJpu0bD8Nny3ihFvQLMS9O343ojX+NUCXS99leYN91E68QpQOzYlDOnd/hjNl72NwQPPkJy7/ozT6QohLg7NSpBd+wbCwCf0HSJ1c2sPar4quN4rD9D54pdpXHMP3ZseBmpjWdVMQt+hf8+TZNe9iXLnbrxqQaakEULMSrMi0KG+fuQB+r/+678yb948rr76agqFAg8//DCf/OQnue6664Ba4MM999zD5s2b2bBhwxTUeHJ5dhGvksct9qBHUrWD5EgtfWQYhvhOGcIA1YjiOyUi9fNIzruCwCnTu/1xQs+hfuWdJOdehlvqpTpwFEVV6d366Ij3qfYdovOFL9FyzXsJfQc710n+0HOkF1xN/94fk1l0HYFbpX/XD8muexPVvsNUcx3EskuI1M1BNSJoRmRE0Mq5ta/EwN6fnvq7WsCIN4wxdUVNZCjd34VQFIV46yoKRzdR7tlLy+XvoNS9Z9TUHGayiTBSu6CjGVE0I3rW+UK9aoHAtTFTLTj5V98w18iufQN9Ox7HLfXTdNn9o9KxnmTnTuA7JQl0mESalaBp/Zuo9B8eyoyiEG9dSbRhAU6hh+KJsbN0ROrmoRoRsmvuIfCcURciTgkpde4mvfBaoHYRJfRdFE0f88S13LMfI9FAvH3t0AlvLVuE75RwCr2jAh3sQvfwQfVJqmGd8SKIHk3XLhyXaxeqz5a6+3xSewshpi/fdVD1U1NXKJLRQUxzXrWIXeiiOniM1PwrKXZsp+vlr5NacBWR+rljZh2LNy+ncOyVcbeZO/Q86UXXoekWihln8bxWul76yohj0YG9P6Fxzb1EG+aj6pGhqcZitfT5YwXoKlqtXIgZJgxDFM2i+YoHKHfvIVQUMktupH/XE9iDx+h6+WuYqRbMRCOxpmUUj25G0S0a19xD4NpjTh8DtSkoAufm2vmiU8azizi5TlQjgplqQjOThKFH4FaxMu3osToUoNi9h/rFG9EAM9FIxwtfHBFQfvLicvv1v4SqmQwceIZY40KKx7eSmns5+cMv4tsl1Dpr/EYrWi2w2S4RhsHQGDfGf/0lyPdsBvY/NXZhGFA4tpn6ZTdP2LmAasbGffIeRZ31QSfi/KiaQbRhEa3XvJf8kZfwKjnMZBOJtrW4mCiaiZlqIVI/l1LHjjG3Ea2fT6RuLr3bxjmnD0MKxzbXskEpSm26F7cCIWhmDEVV8d0K9uAJrHQrgedgJrM0XXZfLQAyDFC08Z/mVY0o4dBxhT+UyUE1IiOCM+Rp4JlBtRKEQHLOBvKHXxrzNaHv4hR7sTJttX2mbi65A09DGFLq2k20YUEtu5IQYtIpqoqRaCLwnFpG57a19O/98ZivDdwKoe9hxBtxS71E6ueOmM66cHQzibbVqNrsOr4UQoiTZkWgw+kcx+GRRx7hwQcfRFEUtm3bhuu6XH/99cOvWbx4MW1tbZdkoMO8tia8Uh+u7wxdPFXp3vyN4SdWoHbi03LlO9HMGKWu3eSPvETouyTnbkA1YkTr5uIUuunZ+iialSS7/s341Twdz38TPZKicfXd9G57bNR7W+lWrEw7oWfT8dxDNKy8A7fUh6KZeOUBVN1C0QzcUh9dL32VRPt66pfdRP7IJvKHn0fVTVLzryKaXfLa0qqF/oi0lYWjm8gsvoGeVwViAFiZORM2P50RTdNy9S9QOLqZgf1P0bTuzZS6dlPu3ouiaiTnbiDesortuw+wtv7MwQ0nuaV+Ol/6CmEY0rDiNro3fxMIh8vjLSspduzALQ219wxTZgD4bvmM5WJieZVBTjz7OTQrQbRhASEhuYPPMbDnJ7Rd+76xA3AUlbplNw3vl75Txi31jvsebqkXRdWpDhxlYO/PcEt96LEMdUteh5lqHg548J0yiqqTaF1dC8jp3oeCQqx5OfHWlSiagu/aaIY19PoKA7ufHPV+RjSNVxkkUj+fav/hUeWZxRuxh+aRg1p2Cs1KDD9Jdzo9VocqN22EuKT4jj1ybmFNw5dABzGNVQeO0LPlEcxUC4nW1ZjxeuqX3Uypew+ZRTdQ7T8y6glLM9FEsWPbuNt0S70EToWuF79My9W/QOX4S2MG3PZu+w7NV7yD/NHN1C3eiB5NkVl4LYMHRt8czCy89rwznQkxldLpJMWObQzs/lHt3DD0iTevoPnyt5M79BxusQ9F1UnOuayWLSXRWJtP/MjLJFpWnnHbvlMmDEMG9v5kRLB3vGUVyXmXkTvwDMm5l6FZSZxiL9W+QzSuvZfBvT9Di9Qyqrw6a56VaR+6mejSvekbuOV+Yg3zIQyI1M8lf6Q2DYaZuvn/Z++/guS67zRt8Dk+vTflHQpAAaiCB0iQFK1IUXSiREktte+ZiYn4vt2Yu72Zm96LufhiIzb2Yi535/uiZ7qlVovyLUdSlqIDCEN4jzIok5WVld4cvxenkKhCFWhEkATJfCIYQWSezDznX8f8zft7X7y0dHfN5xFEsnu+TrNwjfLkYRyjiS8xSGzTfSiB+OdG5Ota5m0LDQCMag7Xse9Ye0hqiOjIfZQuv7ruvejQwY7QocOfjVnLkzv+IoHMZrRoD2ajyPzh/4Ua6cG3+3kUf5TY8CEai5fW3U8kLUQwOwaui1nbOFoFvHkfVZRpFSZxLIPy1BEEBEK9E4R7d+K6DoIkkT/1M+xWFTWSJdy/B8c2qS+cQw0mCHZt2zB2Njp87xpxptksI6nBttBBlDVkf+zONFaHjxSzukjpymvERr/A8sXf3nY7vTJPuH/vSgW40o4qMevLhPv2dIQtHTp8QlitKrmj38O1TVLjT+OYzXUFkqsxqguE+3ezfOF3RPr3snjyp+33zMYywe5tSBu4Qnfo0KHD54HPndDhlVdeoVqt8tWvfhWApaUlFEUhElmbe5dMJsnn8x/4+z+o28DHid0so199iWUtSLh3J4gSpSuvrxE5gKcSNKqLVK+/g1663n69vnCBUPcOHNukuJKJGh2+F9cxyZ/6OWo4TWzT/dhmc42wQNJCJLd/ybPsNHUqM8dxLB2rVUEJJlflsh4htf1J8qd/jiApBLu2svD2v7YHh7YOhbO/xpe4QH///e+7rV1ElECiPbFiNpZpLF0hvfM5ytfewqjmECSVSP9ewgN7Qf7grhG3Q1yZYAlb3qAxvvlhosOHQABB9uM4DrZtb/h7rmvjGg0cy0CQFARRYvGdH2M1ywiihF5ZILPnBUpXX8MozyNICqHenSy8/b1VO/DuE0WiErgjx3rjOz6O81+S7txk4J+zv3/2sboOlZkTOJaOY+nrJvrquYtk932T8tU3qc2d8rKJY70ktj6GHEjhuODqdXBdlEDyppjlFpRAEtexmD/8Lzf32aiz8Pa/khh7nGDPOIIo4zguaiRD7uj32znkAJWpwzTyl8js/iqO2QTRe0w4toleya37PQSJRv4ykf49qOEMtdmTOJaOEkoRG74Xx7HQKzeFDuVrb5Hc/iXyJ3/WziKFG5nLzyPI/rv6Pvph+TivlbuBj+N6/bS36Wd9/02jhSDL2M7KwrAoYZvmXXW8n/W/wfvlTl6vN/i0tamtV1i++HsABEHErC7hOAa1+TMEu8ZwbIOufd+kePlP6KXrCKJMsGsbvsQAemV+XZ/6BkowiSCrRAb24tomjYUzt90HvTSH3Swx9+b/Rdf+bxMa2Ivki1C68idsvYrkCxPb9AD+9Cgu4qeujd+LT/v1+FGyum3u9PX6cbW3bdukY2GKJzzBuV6aRS/NUr76BoHMVqJD9yIHooiyV108f/hfSE88jSApLBz5DpG+3e/6/YIoU8+dXyNyUMNZ/KlhFlb6xuG+XeBYVKffJrP3mzRyF3Bdh1DXGMVVi+KyL0py2+PetV1bwqzlb45xBdH7bxXV2ZMkxh5j+fwra15Pjn2R6uwJGrkL7dfqC2dpLF6g++DfIIfSH7gdV/OpuWZECSWYbFeQ34oazuIi3MHjEAj17Ub2hSle/hN2q4KkhYhtup9AZjOu8O73zzvZrnfz9fqpOX/uEhyzSeH8y7i2uc6xwSjPYjXLiEoA0R+n++DfsHzxd7QK10AQCXZtIz76AKIWwbUNlGACq1Xe8He89yo0l714nxvXTenKn3AFcC2DyuTh9vbNpas0l66R2f1VXMugPHmY7J5voASTVKaP4phN5ECc6NBBrEbRE23e+C1/tB03K4gSmT0vINyheaIPyt1wPn5S1+sHPXbXalE4/wpGZYHo8KGVOaKNC2KUQAIt2kNi62Nr3EGVYBJJ/WT+1rfjbjgH7gY67fD+2+CTmiO+E38jvZJrzw1Xrp8gNnIIUQ3cVuwg+6KokS6yu79KefItXOtmrOKN65yPaE7183hOdo75zvNRzDl16HCDz53Q4Qc/+AEPPvgg2ez7q6D/oJw6deoj+d4Py1BfF42LPyPUtR1Bkqlcf4fk1kdo5i+t2/aG+m+1yAHArBfwxftwnZs29GoojV6eBdcmvukBFk/+lOS2x29a3wleVmrhzK+wWhVim+6nnrsGQHX2FLHhewAQZA29dJ2qKJHd8wKuY1OZPrZOAY8gIMoq4YBGq7qEbtgsLldotW6fgejz+egbuo/lMzcdHOrzZ9FLs4T795KaeJZGS6dQanDt7Pr2+Di49bwZ7OuC4gVqM8e8fEVBoGvftzCqi0QG9uFPDtMoXKW1PEliy6OIkowrKliWtcbeuLU8RSCzmcbi+uPyJYepNi2uXzl1xx5gH8f5v2/fvjv2XR9mfz/oZ3uySeylK7d9Xy/PoSWGEBTPmlcQRIxGEb1eYrHUJF8oMbapDxGHyOABmsXpNZ1aD4Fg7w5sfeNOcfHi7xBCPVyanGNkqB9n6ewakcMNrEaR5tIkWmKAS5enMU2TgZ4Msi+E1Vw7GePaLaJDB1g48l38qWESY48jSjJms0zx6uukx5/BKN8USJj1AqUrr5HZ+RxGLY/VqiAFs0ihLJdnlmi1rt+6O59J7tZnxZ3m47xeP+1t+lnd/3LBG7hfvnwZgEajCY0GJ06c+Lh27X3zWf0bvF/u5PV6g09bm+4Y7W0vJhjVRUTVT3Nhkvjmh2gVZ9CLM57j2NhjbbGeIMgY9SLh3p0bVk6KskZkYB+ipFDPX0YJJje2Ul/BsXQESQHXpXD212ibnmSpppLe9hUUScS0HWaXqzRy5z+aRrhL+LSdOx8np06duuPX68fZ3psHUuvHeEBj8QKNxQt03fP3NItzOK0SaigF3Iw2M2qLaLHeNfEVki+CKKko4TSIIpWpt9d8b2Rg75oYQ8dsISp+BFlDlGSq10+SGv8ylesn2uNgQZRI7vgSS6d/ga3XCGS20FzlXNbIXybUvR2jenN/GrkLCAhk936DVnEGx2ziT40iqgEK515ad7yuY1M4/wr0PsB87qYAOhaNkIgGEQUwzPce697gbr9mZFlmZOCgt+h7K4KIltnGiXc2jvH7MAQCAdJjz6FIIpbtMLdcpb544b0/uMKdaNdPw/V6t58/dwujg12Ytdu7K9bz17i+1KQ7FaZ67U9o4TSRvl1eBAUSS8UKcwtXCYVCDIwcwmwUEUQJs1G86RYlCAQyW8gd/wGyFlpnQx5IDDF/+J83+HWX5Qu/8fosy1MsnvgBXQf/Gi3ShSBrGNUclemja/Zf8kVQI10kt38J22whhXqYzhWpXbt9HNfHwSd5Pn7S1+v73X50sLsdZeviEB051I4Plv2x9nkliBJatBvX0smf/qVXzAIgCIR7d6IbOhfOXf5A+/hx0LkneXTa4b3b4JOeI/5z/0bRaJRI0xPmSlqYcO8EejlHdOgeihd/h+yPIogKVrOI69iIit+LLxIE8md+sU4MER05hI3E6Xc+2vv35/Gc7BzzneOjmHPq0OEGnyuhw+zsLK+//jr//b//9/ZrqVQK0zSpVCprXB0KhQLp9AevrpiYmLgr1UlmZYGW7ENUAyyff4Xsvm9iNUobbqvFemluNAHhOuiVBbRot1fB4rq4ONh6HSWUxqjlcW2D+vwZwr27KE++5S2y5y60rdEcy0RS/JgIhLq2oYQymI1l4qNfYPn8K7SWp2gtT3n2nrcsCguiTHrnszQLkywc/mdc20AOxBna+ihabORdcwgdq4W75RFKl1/1hAN4+bC+eD+SP0YkIBBJ/Hlt+2GwbZtTp06tOW9c16Zy9XXKUzcV+rgujtkkMrAPQZLJHX8Rf2qEQHqTV13ULBPu24kWCKGGM+2KwurMcdI7v4LrOjTzXnvKgRjJsS8CAlZzjq39qZXIgD/fvnOj4/g08Ofs7597rK5tkJ/zczvD9kj/XhaPfW9D5W52/7fo6duFo1cwa0tYzRKZnV/BNmosX/hte8I2seURbL3hOaVstA+OhSra7N69G0evksvffkDbWLyILzHAjh072q/VrUMUzv5qzXa20cJslElNPM3yuZdpLl0FvAic1I4v4yIQ6h2nnjvfHlQblQVyx18k2D1OYuxRBMmLxxiLZW67P58VPq3Xyt3A7drs096mn/X9X3hRQQmEGB0dBUA/HcNqNe+qaLDP+t/gk+Ru3Kd3w24WuWE97zqW17d1bHLHXkSLeZVwS6d/viYPFSA6ch+CkCa5/UmKl37vPZfVAImtjyKpAfTyPLI/SmzkPqxWFTWcXfcdN9CiPdRmvcU+s14gEw6QyPSs2Sae6v4oDv+u4G4+nz9pVrfNnebjam/bttErGzufgBcjaFbnaS5eRIv2Eh7Yw9Lpn5OaeAbZH6V07S0yO5+jfO1NQCAydAC7VcGxDHzxfgRBXCeiEBXfWvey6WMktz2OJPsAUMMZGouXaCxeIr3zOeoL57w4wLkz7ag1xzZQfWEAfPEBApnNyFrIq74bPsTiOz/GdSzqufPUcxfQot0EMlvR4v1UZ47d9nj10nX6JqJku/u93zEbVKbepvzO8fc91v00XTOuZZAaf5rCuZfbYjFRDZCeeBY1nGL37o+mGGU1sfd5/7yb2/VO7tPdfJx3I45epShKtxUsqv4wQ6ksC2//q+eccMt4OzXxrDcWNxq4Vovo8L3YRgM1nMaoLFC5foLE5keoTB8D18GfHF4TAylpIU8UcRusZhnZ581ruo5NI3fBc0uxWhirKocBlFCaxNZHyB39NyRfmMTWx1CCcUYjqQ/TRB+Kz+L5+H6P5YMeu2PUKEoKgcxmmvkrhHomSI0/jaQGMOsFHNtEi3QhKn4qU28T7t2JKMs4xo25midBEPAFo+zevfH80SfBZ/Ec+HPotMMn0wYf5LfuxP6Vr3n398TWRyic+RW+9CaigwfwxXrRK/M4loEazniO2P4YpWtvkdr+xJrvECSVxNZHwAVF9X9k8yyfx3Oyc8yfj2Pu8NnhcyV0+OEPf0gymeThhx9uvzY+Po6iKLzxxht86UtfAuDq1avMzc39WQ8HSZLuyhtBs1Uh3LeL0tXX8SeHaC5dQ4v2IEhqe5LBlxhEi3QT6p2gPPnWht+zfOG39N7/n9oCBlzP/t5sFNoDrmZhklDPBIH0KKGeHSyd/kX7843ceWKb7iPYvY1WYYrS1f9JILOZ6NA9dO3/FqVrb2HVCyAICIKE61rtz8ZHv0Bl6m1axZmbO+S6tApTSEoALdaDIAgb7rckBYkM7CWYHcM26giihKQGkFcmrD5pVp83ZqO6rhIJQBAVfMkhlk7/whOCLE9RuvoGrusQSG3CsQw0f4zE2OMsHPGsWV3HpjZ3mtim+4lv+gKuayOIMrmj/9a2J0SQCPVOEBu6B8m3vmLgzz2OTwMfZn8/8GclP5Ghg2vP3xWUYBKzUVwnclCj3UQHDwBgVRfIn/wpvuQQkuqnVbyO2SjSfeCvMJslXNugOnua5NgXbxtrAYDo7bcjSu+agSuIEqKsrTnGQGYzRmV+TaZnY+kq6fExli/+ntTEs4iiBILgZYlOHyO59VGWzr5MeuezNBYv0Vy6iiAqhAf2EsxsRlYD77cFP1N82q6Vu4H3arNPe5t+VvffMQ1kWUUSPYtvUZJxbeuuPNbP6t/gk+Ru3Kd3RfHjT4+0xaGlK38iue0J/OlNCJJKI395Q4FC+errdO3/NpWZYyS3PYEgKSj+GLkTP2y7oIE3sZzd8wLy6IMsHn8RcFe95yMyeBBR8eGL99NYugKuiyAIn642fJ+4rout17D1Go5tIGthJDWIJHnD00/dufMx8lG0y8fZ3k3TXSPMXk1kJXdYEGVim75A6dobpMafppG/TGzkfpbO/ILi5VdJbX8S26izeOJHnpA30oVtNpG0MNn9f8HCke8gCCKBzJZ1WfNGNYdtGSsRfwJarAe9OINrmzTzl4lveRg1nGXx+A/an2ktTxMd2I9RWyLcO0H+nZ/guo4nQpdVuu/5GypTR2gtzyCqPiJDB/DHB5BUH6L0LlMuggCCiCRJ2EaDpVP/TmuVc4TVKLJ4/Adkdn2VYNdWABzL8Cr7ZHVNX/5Tcc1IfkLd2/EnBrCNBggCkhpA0sK3Hcd/0tyN7fpR7NPdeJx3I4IWJNg9Tm12g4pZQcCXHMKxWsQ33Y8gybi2SXnycPt+V7z0B3zx/pXYHi8Cq1WapXT5jwS7ttG15+ssnf01RmUBQVIJ9+9h7q3/1f4J17G9+8a77aMkk9rxZZbO/JLy5GG69n8bu1Uh3LebyOB+XNtsR2kWr/yJQHYLgiCyfP43pHY8iRr+cHE6d4LP0vn4QY/l/W4vqEHCfbvxxfupTB9DkBRcx2b54u/xJ4dAEChe+iNyIE5s0/0gCCS3PYkgeAUwpSuvERk8iKSFkP3ahzjCj4bP0jnwYei0w8fbBn/Ob32Y/Qt1baN2/R1wHSJD9+CL92NUclSm3sYX78V1HZYv/AYlkETu20mkfzdWq0Zy7HEk1Y/ruoBLZfIIkcH9CLgfeVt9Hs/JzjF36PDp4HMjdHAchx/+8Ic8//zzyPLNww6Hw7zwwgv8H//H/0E0GiUUCvHf/tt/Y8+ePXdVteGHRQnEsJpl7FYVOT2KUV3EbCwTHdxPbeEcybEvopeuE+wex2pVCPWMt6vJbiKQHn+a+uJlYiP3YdbyNJeu4E9twnVd1FVV5PnTPye26T7Pnte9OYlrtSogyrhmi/qK5e6NChpR8RMbuY/AticQFB+hnnGq1094vyzKyIH4zUViQSK57XFwHeoL59HLswS7thPMbkX233TmWI0oKYiBKEog+r7bzXVsLL2GY7YQRNmbiFH9a7ax9Qa22cB1bCTFj6SFEETxNt+48hmjjm3q4LpsH+3Fqi/hKn4kXwjH0tuuE6sxG8uYzTLJ7U+wfOG3CLJKcuyLCLIKrlclLyl+tEiW7nv+huXzv0GNdiH7oiwc/g6uY5Hc9gTlqSNtkYM/OURk6CD1+XMsnvwJsj9ObPgelEAcUbn7BjufdtRwlu57/hZBEHAdG8fSsVoVREmjuey5qAiijC8xiBrtQg0mKZx7ieS2J2hWFkmMPUZt7rRnkxvJEu7fTXX2FLgOttkgOfYY9cWL+JPDG/6+qPiQV5w7RFEm3L9nnUPDDSL9exFumZiVtSDxLQ8TGTzoWXrLKkooTWX6bSJ9uzBreS8mRRAJdm0l0jtOI38ZUZLJHfs+gfQo8S2PeBZsCLi26VlkKr472ModOnS4m7ANHVG+KaATJQnbup23TYcOnyySFiSx9TFytQKCKKOEkoiSCoInAKzOHMcX7yfct9tbYBREzEaRytTb3vNO1iice4nUjqconH9ljcgBvGzvxXd+TGbX82R2P0958jB6aZboyH34oj1Urp+gsXgRLdpNdu83qC1cQFT8t9nbTy+u6664O/2gXTEPAuH+3cRG7v9E963DR89CvsjYzueYP/IdJMVPbNMDKIE4riAhCt44yXMPtAn3TLB86Q9EBw+gBJN0HfxLXMvENhrkjv8QUVZJ73wWs1agkb+8ItRV6DrgbSdpYVzHRAmlMWt5wBMSC0Bi66OYjWV8sX4co0GzMEn1+jsEeyYIZDbj3rCRB3AdGvlLxDc/xPzhf2lHBVamjlCZOrLiPPgVYpsfQlwR1Du2idko40sO3bYtgpmtSCvXuNWqrBE5rGb5gjeus5olytcOYxt1AqkRQr0TCOrdIdx/vwiihOyPIvvf/5i8Q4e7BccyiAzsJdy3C0EQsPU6rutQz10g3L+P6sxxKlOHYWUOTFQDpMeforl8ncbiBaxWtS00MGpLOLZBIDlMbPhels69hFqYBMCf2Ux89Avo1aU10aSO2fTcaARpzes3UCNZ9NIcki9M34P/O7ZeQRBkTEtn/vD/QgmlCfWMU7r8R5LbniDcPU594RyuY+FPbcI2m1hG43NbjPBpQpRkokMHsY0G4d6dWM0ioiR7UWq5C4BLsGsMJRBHL8/hTwxRnHwT22zhTwwQG/0C5atvoEY+eiedDh06bIzsi9B18K9xjAal0z9HDSURJBl/apjm0hUEUSE6eBBBFDFqywR7tmMUr+PYBtXrJ9rPkMjAPsqTb5Ha8dQnfUgdOnTo8InxuRE6vP7668zNzfHCCy+se++//tf/iiiK/Jf/8l8wDIMHHniAf/zHf/wE9vKjQ/KFsVoVBFnDNhrIvjC1udP4EkNkdj7HwtF/o2vfX6CX53DMFpIa8MQOc6cBL+4gkN5MqzxHdfooZs8EmV1fxawXECSFxOaHcSwdUdZwLN3LFxRk9NIcwfQotfkz7X2x9do6EYUvOUR08ACt4jRGPY+kBgl2jdEsXPPs9/xRjJXJKfAmphq5CzQL17yquUCCyswxKlNv033wL+/IxIltNKnNn6F4+VVcSwc8O+HUxDOoQS/nwqgtkT/5s3Z1n6j4SGx9lEB6C5K6fvHWdV3M+hLLF/9IpH83xUt/aKv7RcVPYuwxLxpkA1rL0yihNHarij+9CS3WS+H8K9h6DSWYIDJ0j9f2gBrKkN71VaxmkYUj32l/h+QLtyfdlWCKUN8ucsdebOdBGpUFGrlzpMafJtg19qHcHTrcxPu7F6hMH8cX76F48Q/tOBfZHyWz+6tYeoXI0D0EUiPUcxe87M23v4sgKYiKH1FWWDzxo/Z3GpUFanOnSe/8CnIgTm3uFLbeoLU8RTCzGeFWS01BJL3zK0i+UPvfvlgvWrQHvTyH7I8iyj6sZgk12o0SSiIpfqxWDaO2SG3uNKKsEe6dQPbHCXVvA8DS6/gTQyxf+C1m/Wbep166jhbtITpyCMds0FqexpcYxCjPs3T6521bYV9ikNT4l1Fuqbbr0KHDZwPbNNYIHQRJxukIHTrchdiWjmM0EUSZ7L5v0irO0Cpcw6jm8CUGQJAJdm9HCcQpnH+lHcekhjOkdjxJozBDYsvDWM0ygqTcdsHS1mu4rkPh/G8I904Q3/IIenGG3PEX29vceMZ37f8WleljBLJbvD6Z63jCW18IQfBEtWazTGt5mubSFeRAglD3DmRfGFG+faTbJ43VqjB/5LttVzkPl+rMceRAnFCoswD6WcY0TSR/nN5D/4DVqmK3KtQWzhHq3o6l1xFWxh8uAs2id10VL71KID1CMDtG/txvCXaPgWuTHn+a5Yu/XeNm1irOoMX7iW9+CNe1cG2TxOaHWDz5U1zbIL7pARbf+RGyP0pi6yOIWoBQ704qMyfAtfHH+2gVpm86GLa/9zpKML1ucVEJJIhvfQSzVqC+cAYlmCTUM05l+iiSGsJ1baLD91C+ttYxUdJCxDc/2L5WV9vT30ogs4XK9DEqq1wXjcoC5emj9Bz8607FVYcOHzGu62BUF1k68yviow9QmTlBcyWWQhAlYpsfwqwtrrlGARyjweKJH9O1/y9Qwyl8sV6WL/yOxuLF9jZGeR5JC5Ma/zKF87/xiovmz5A7+n2iw/fSffCvyB3/YbvfYRoNktufoHDmlwCeG5IvhGMaxEcfXKkA/i2p7U9SvX4cX3wAX2qE3vv+I3otT2P+HImtj1GbP7umr6KX55HnomT3fB3Ltm5bQNTh7sA2m1itKoIoUVs4Q3TwIJXpo2ueJXppFiWU9p6HjkVzRUhjVBaozp4ivfNZuE0MS4cOHT5aHNv2ClLNFktnfoGkBhFkleUzv8RqltvbtYrT+JNDBLrGwDZpFCapz51qv2+U55F8YS86eLVIt0OHDh0+Z3xuhA4PPPAAFy5c2PA9TdP4x3/8x8+cuGE1shbCjXQT7t1JdeY4Xfu/RW3uDGo4Q+naW6iR7MrgLY8v1svSmV8QHbqH7L5vIogyRi2PFs6ycPR7RAb2408NUc9dQPbHUNQArdIsjtEiu+8vyJ/6GVajiD/ez9KZX5Ece5TG0tX2wExSfNh6vb1vWrSHcM8EueM/wJ8cRol0IxhNls7+iuS2x7EaJfTqYtt2VFKDiLJGqzhDYutjyL4wejWHKPtQg0kaS9cI9068qy3/+6GxdJXl86+seU0vz7Fw5Lv03Ps3uK7L/OF/aR8XgGO2vGiJvUG0WC+2UadVmMJ1HfyJQQRJZv7wv5Aaf5r8qZ/hmK1Vn22ydOrf6b737/FnNtNcvLT2tysLRIb2U507Tbh3JwuHvXiKYPcOAqlhSlffwKwX8KdHifTvQZQ1ylffAECUNUK9OxHEm5d8ZHAfxYu/b4scVlM4+2t8iX7EzuLzHcFqVVh4+3ukdjzpLWSsdjlplpl783/Se/9/ojZ3moW3v4svPkA9fwlcB1FSERUfpSuvrfte17EpXvojqfGnqUwepjJ1lOzeF3Adm55D/0Bt/ixGZR41lCHUu9NzUlhZGHEsg+LlV4kOH/Kuoco8tl5Di/V6587UMWKbDrF44ocYqwbL1ZnjRAb2E9t0H5IaAFFCr8yvETncQC/PYet1BFHBnxzCMZvrYnFay1Pkjv4bXfu//b6jZBzLxLG8a0dSg+/poNKhQ4dPDtvUEVc5aYmSjGOvdy3q0OGTxKwvU7jwG/TSLNm932Dx+A9vRnwB5cnDpHd+BX9ikMUTP1zzWaO6SP7Uz+i+529ZvvhbmouXyex6/l1/z16JqipdeY3u9CaKl/6wbhvXNimce9kT9y6cozJzHMdsIioBktufQIt04boOlam3qc2ebLuBla++TnrXVwikR+9awapemr1F5HCT8tU3SI9//WPeow4fN56rVxPHarF07hW693+D/KlfIAdinqvfzHGvMrV7B4XzrxDfdD9ms4xezSFIErbewJcYoFW6vmFkm16cwTHqSEoQo7pIbf4M2b1fR5QUbzHPFyG+6QGsZg1R8WM1ymT3vsDS6V+ihrPkjr9IevxpWoXJtpBcVHxYrfKa3xHVAIltXyR/8mftMWF0+BDlySNUZ46R3fN1csdfJDJ4kMzur1LPXcQxm/hifSjhNK4g4Jg6ltloCzzWIYj4U0OeOP3WdrR0Chd+Qzpz74f8i3To0OHdsJoV5g9/h9im+yldeR29PNd+z3VsRFGmfPX1DT/rOhat5WkahWuIsrZG5HADW69SXziPFunCrC9RmT4KwPL5l0nteJKufX9B6errhPt3I/tjlK6+Sde+b4EgYOs1zEYRNZzGdV1cx8a1DByrRX3hPPWF84iyRvc9f4PsjyEHYgiSvKEg02qWqc6dxnUd4iOHkNSAFzVl1L04LUnpuDHeJZi1JfRqHqu+vBKFuryhYM6s5TGqOZRgElEJ4JheH9Qxm1RnTpDY8sjHvesdOnQALKNGI38JJZjEahQJdm2nPn9ujcjhBs3CJMHucRzH3rBIzG5VaeQuEB2+72PY8w4dOnS4O/ncCB0+77iODa5LuG8nju2AANm930DApbF4kczO53HMBkY1hz81hCDKNJenkPwRlk7/ElybzK7niQ7fi63X2hMtvsQgtl5tT9DK/ijRoYNIWhhR9SOIAkvnXiK981ma+Ss0C9ewjSZarJfm0lW0aA/J7U+wcOS74DrENz+I2Sxh1Bax9RqLJ37UViCLsrZi6z9AM3+Z9M5nqUy9fTPOAkAQSW57Akuvo3wIBbrVqlLaYNIZvEGo2ShitaprRA6rMeoF9PI8pSt/ar+mhNKE+3Yh+yKYtaU1IofVLJ9/mfTEs+T1Bnp59uahCQKyP0a4e4LyFW8QLfujBNKbyJ/8KeC5QkT6drN88fckxx7DbJbwJ4eJDO6jMn3Uy+pbQVIDG3agwBuMW41yp8r+DtFansafHPQcUlaJHG7gz2zGtfT25IjkC2E1SgC4uFjN0oaCFACzvoQgCKjhLEY1R33hArGR+5h9/X8QSG8mMrAfNdq9zn7SdW0QRFzXYv7wP6+JS1FCaZLbHsc26mtEDgBKMIESTGIbTRAEBNelvnD+tsdeXziHPzVMuH8vS2d+cZtjWPacW95D6OC6DmajSOnyayuRGArh/t3t66pDhw53H7ZhICk3K8tFUeo4OnS4qzCbZeYO/zOO0SCx9TGKl15dI3K4gdUoUl9cL5oWFR/h/j3YRgNR8vqqCIKXlWxvfK4r/iiO0fCioCqLt903o7IAQGmlf3DDAruRv0rh7K9xXYdAehPZPS9QOP8KZr0AQP7kz+h74D8jBmIftDk+FszaenHkDRyziSS+e/54h083iqLgmk1axesY5TnSE894DmLVHEZtkfTO57wxiqhQmTxMfNP9LF/8HcntX6a+cA5fYggt2o2k+qnNnrrt71SvnyAyeA+CpOAYDS+TfPooSiBBYuuj5E/9O+H+3TTzl72J5lCa+OgDnuDAdb3K6l1fobF4iVZhCkFU8CUGqEwdAUEkOnQPwexWCudeWhkTCiS3P4EaznrxFgg4K/eAytRhqtdVAqkRJC1EffEixuU/0nv/f6Q8c4zSpT+Q2fMCgiivizBUQyn0d7lPtAqTJIYevBN/mg4dOtyG+sJ5XMdCCSbWiBxuIKmBtmPjRpjNMv7E0BqXmFtp5C6QGn8aBPCnN9HMXwVcStfeIrn1MfzpTTimjqtZtApXCXVvY+nUv6+KgPL6Cdk9L5A98G1cy0BUA958QDiNWS+gxvoI9+2ieOmP73KsZ4kO3dOO5WjkLlKefAvbaKDFeklsedhbNL9LxZSfByzdi8I1q3msZglfop/6/Lnbbt/IXcAXH8CfHqU+d9Ndt5G/RHT4XmhKH2r+tEOHDh8M17GxG0Wqc2eIj3jiBMUfoXj51dt+ppG/RFDW8CUH4cr67eq5C4T79mAb6rrI7Q4dOnT4PNAROnwOcCwDs77M8oXf0CrP0ffAf6Zw9tdEh+/FMRqAi6j4cKwWxoozQqhvJ75YL7njP1yzwKr4Y5RWPXjDvTspnH+5/W+rWaZw7mUEWSO79xuEeneyfP4Vcke/jz81Qqh7HFGLENv0ALguob5dOKaOY+mE+3aBIFK68hqx4VVVKY6N3SpTWTjvWQPnr6GEk56l8CqRQzA7RrB7G7gujtnClpQ/++HuOvbtB6qCCIKEvjyz4dui4kPWwuQv/GTN61423jyyP7YmhuNW9PI8giiS2fM1bL2G1SwhaSFkXwTZF8a1jPbnw327KV97s/3ZcO8E5akjBDKjtEqz+GL9BDKjKxm2XqxIsGec+kokyXu0wvvYpsP7oVWcQQ7Ebzv4DPfsoDZ/FgBRDeJLDKEEEziW/q6LATdwHYtQzziSdi/V68dxAdc2qC+cob5wBn96lPT4U54DA55gQBBlIv17yB1/cd2EqlnLU5k5RqR/f/s1QZRIjT+LEoxRmz9H9eRxBEklsfVhcF3USBeRgf1ti3rHbFKeehtwCfXswDFatxX3ABi1PL5437sep9UoMffGP7WrQG3boHTlNeq5i3Tt++b7doTo0KHDx8f66IqO0KHD3YPrujQWL+EYDUTFhz+9Cb08h+SLYN/SD5QDMYxqvv3/WrQHLdaPrAWpzp6ksXgZNZwms/ur6OV5Lyt1VR/tBv70KILi9+Ixlmfa1eK3Y7WoNrXtCQrnf9OOIQOoz5+lmb9CZtfzLBz7vtdvdx30ygLKXSp0UCNdt31P8oWx7I7t6meZ7mwSs1UG18GxDERZRS+tiLtdl/zJfyc2cggBkFQ/1bnThHoncIw6vng/Zn0Jx2wgyhruu41XXDAbBfzxARi+l8I5b8waHTyw4sDQwhfrbTvgmbU8hfO/oevAtwn1jlO+9ha5Y98nkBol1DuOqARRAnGUYIrYpvswankEUWwvekaHDq4UFzjteIvVzz/XNqjnboqDRVnDMVttcX1l8jCpHU+SXykyuIHsjyJKH3zaxnVdbL3aFidLir/TV+7Q4c/AcSxapRlEWVsjKliN1aqgBBKYjdUOMwK+xABqpJtAZhNmbckrYHgX5ECM8rXDyP4o2X3fYPnC7zBr+bZrRGX6KPHNDxIdOcTyhd+u2x/HaJA/9TOS255AlDS6D/4NzfwVr6BCkolJGrIWJNy3i1DPOPXceeor8xBtXG/frWaZ2rU3qa+KoW0VJpl785/oPvBX7zl27/AR4ljgWJjNMlq0C9to8V7zd2ZjmejgfoKZUWyjTmXqCGajiK3XsPUqoiS354s6dOjw0eLYhrfu0Cgir0Rj3xDavhutwhThvp1kdn8NXAfXtanOnPDWRlwXS6+hVxYIdo113Hc6dOjwuaMjdPgcYDbLWHqVVmmW+OaHcR1rJQuqgl6eJZAexWoWQVSIDOyjVZojmNlCs3i9LXIQ1QByIEHx4u/WfLcgSu3FS1HWUIJJHMvANhuY1UV8iQG0WC96aZbm0hX86VEUX4jS1TeIb3kIXKFteR/smQDXxawu4tomciDu2Td1b6M6e8qrahNEYsP3Iqp+zwVihdTEM5j1AvmTP2sv2mrRHtI7n0UJxNe1ievY2Hodx7ERVwQRq6MuBFH0xB+3LswKEpkVdwrJF9qwvQOZLdQXzq573dZr+JKDtJan8cX7N/yspIXQYr0gyMhaAFkLokWy7fcd28IVQPZFsPUaSiCOUb1Z4aOEMlSmj+FLDGC1qkSGDlA4+0uS2x5Hi/ZgNkrEhg8ha2FA3HAi/8Zxyh03hzuGGkohyj5kf9Q730WVYHYz4FLPXfQsBC2dzO6vISo+arOnaOYvE+oZR41kvdxEQdiw06sEE9hGA0n14zoW0eH72vEUgFdVKkrYRqNdlVHPXUCL9+Na+m2rTRu5i0QHD7T/ndj6RSQtSO7o99dUuhYv/sGrAsClePmPaLFegpktiGqQ9MQzuI6LIGoIsrNhldoN3ut8cyyT4pXXNrS6Nmt59MpCZ/K2Q4e7DNd1cW4ROoiSjGN1ois63B24tkUzf4X45oeQ/VFKV1737Jo33QeIFM6/clNcZ9RRwxmiQwdwzBbN5WmMyhxyahNqOE0zfxmzlqe+cN57/tkWsU0PUJk+imM2ESSFcO8uAtktFC/9nlD3OIH0CAgixdvsnxrOthcplWASq1VZI3K4gWPp1BbOEcxsaS+kutbG0RB3A1qkC0kNbuicER99kOvLVWKp7k9gzzp8HIT8Ks2Fy0hakEB2C3olh7S6D+fa1BfOEkhvRg1lqC+cI5jZjGObqOE0patvkBp/EkFWsfRqW6iw7nd6d3pjVcdBDWduXjuCgNUqe5EVzZvjINkXQQkmMSo5Qj3jNPJXMWt5GktXCGS3oAQTLBz9NzK7n6c2f55I3wRm/eZ3BrJjGNUF7FXiJL00hy85RGslF301sdEvUJ4+1v53qzgDgkh291cx6kvYRgN/chg1lL6tiyDgRd41DUJxr7/sXVcuRjVP4eyv29eZ7IuQmngWLdqDKH24iMe7AddxsPWaN7YQJWQt9KGjKzt02AhBkFCCSZpLk8i+6Jr3RMWHGspgtqpEh+9h6cwvAfCnNhEdOoAgyuiVBSqTR5ADMYLdOzyXxw0Idm3DrC2jRbuRfSGWz/+GxNhjFM69jGO1EGQfia2PAS6+aC8CAtXrJ9bMB4FXHOA6NpZRonzhNxjlOc8RauIZSldfR41kCaSGAJdw3y5iw/djNpZoLl2jNn+GQHYzzcI1tJFD1Bc2KNRwXQrnXqJr/18gqcE70MIdPjCCiCCrtJYnSW59mGZ5ATWcXut2u4pgzzhapAdBlBAlFUc0SG57gsbSJEZtCVwH2R/tCB06dPiYEEQFQZK9a1LxocX60aI9BLu3UZl6e8PPhHsmEBSft14heY6ZllEnPHAAJZhY6RfVqefO40v0d4QOHTp0+NzRETp8xrFtk1ZxBrtVIbPreW/x3rbxJwcQZZXa3Bkyu5+nePlVUtu+hBpKIYgiyxd/f3OBXZBIjz9Ns3C1nSncRhBXqrofQZQ19MoCkuJHDWcQJIXc298js/frng2tGsDWGxTOvYSkBjAqORBEZF8YLT6AKCneRLAoU7z0R1ITT1O68pqnnF/53dbyFAvLU/Qc+vt2BVxi+5PYem3dJJdeniN3/Ad07fsW8ipRgqXXqS+cQwmmwLFoleeQfRF8iQEUfwTbbGEbLSL9+yhdfW3Nd0YG9lBbOEcjd4Hs3m+AIK2puAFP8HHDOvjW/YlteoDytbeIjdxHefJwW0gi+6LEtzyMa+uYzQqt4vTKADeCINy077VbVVzbIdy/B708h+tYCJKKaxsEslu9BXU1gF6aW3HsqBPqHkcNpWgWJpHVEHp5Fi3ShWPppLY9Qe7ED9YtoCe3eYvaHe4MgcwWjOoi4d4Jwn27kLQgzaVrIAj0HPwrXAQigweozZ707HBXaCxeRAkmyOz5OvHRB9dneAsiibHHuSEykH1RYpvuB4T2++mdz9FanmLuzX/CtU1ENUB0YB+yEqD1bm4RruO5lwCSGkQOxKldP7FuUUKv5IhvSXhxMhPPopdmPPvEeD/13EWsRpHo0D0Iso9Q7y6qM0dv7r6seaIMQUANJt+1DR2rRTN/+bbv1+ZOE0hvWivy6NChwyeKa1u4rrNe6GB3hA4d7g4EUSLcv5v6wrk1z9hG7gJqtJv0+FMsvvNjAGqzp0mNP0X+5E/X9PNqs6cI9+8hOnyv5+DgOhQv/p7oyH20ijMktj6GEkziOiaV6aMsvP1dwr07cYw6i+df9hZDhg9RvvbGLfsmk9j6KEZlgeyer2PpNRq520dFNQvXiA4ebAsdtFjPHWypO4vsj9B14C/Jn/xJe4FGkBRim+7Hnxqh8S6RWB0+/biuSz13ntT4MwiiROHcy6TGvojkC6MEEkQHD2DUCyCKyME4ohoAUcSsFZB8YdLjT+E6FnppjlD3jTzj0prf0KI9qOE0juNgVheRVG+yN7bpgfa40nUsRMWHEkwS3/wgtl7HbJTQIllyx14ks/urWM0qSiCKUSuwfP432K1KO96vPHUUf7wPSQuT2PoICFC8+HvCA/sIZDbTWLxEeeoI6Z3PIYoyjXY/ViDYtY1AZss6G/vW8hSt5SmUYBIllPLcT1wbQVaJDHhRhKsRJIXEti9yaWqRdKpG6fKr1POXyYw/w+KJH67Z1mpVWHj7X+m9/z+8Z7/7bsfW61TnTlO+9gaO2UKQVCJD9xDu24mACwiISgDXMbBbNRpLVwHa0SEdS+cOHwRBEAj37qQ2expJDSD7Yzhmk8TWR5HUIK3yHJIaQI31kBj7IvXFywS7d+C6LvmTP8FuVdvfJfsi+FMjNFfOyRtIapBw325so059YRK9kiO140mqM8dJbHmEVmmOcO8Epct/8mK0VhamYyOH0MsLVK+fWLvTroNtNjFWHGcSmx9CL+dIbHmY5rL3/f7EIEatQKs1vSKsbHhVwoJA4exLuI572/hMo7qIY+odocMnhKSFkE2dQGYLiCr+WA9mo9iOM12NEkigBuJUZt72CtsqC/jjfSCIhHsn0MuzlK68jiCpaO/iuNWhQ4c7hyjJyL4I4b7d4Aqkx59i+eLviQzspZ67sOa5AZ6o1dKr1K69QXLscYxmCcds4I8P4Dg24f69XrSRY9JansKo5D71fb0OHTp0+KB0hA6fcRyjiRyIowRilK+9SaR/H5KkoEW6cF0XUdHaSnHXdXGMqlfd0igS6t4GQDC7hfrCeRyziRbrWdNxFgSR7N6vs3zht+0cYe8Nka693yTYNcbi8R+SnngWq1VD0oJeNmA4jeSPUbn2BrHND5HY8giO2cJsFAn1jNMqTuOYOomtjyJIKkYlR23FMi/YtQ3XcVHDWQRJRgulyB3/wZrj1mJ9RIcO4Nomeuk6bjiDqAYRBJHq9ZMEs5tZPPFDzPpNa0FBUui59+/In/4FRnmO1PjTBLvGqK+abPUnh8kd+z4A5cm3SE88TeHsr9fYDkv+CH5Zu2nBeuN1NYggq2R2PU9l5jjp8adZOv8ywfRmwv17WDzxw7X5irJG14Fve8cpCFh6HatZxrZayP4oqR1fRvbHvAGxXkGLD1A4/zLhvl2ULv+J6PA9uLaFHIjTWJ5BFAQEWaaxeA1JC+JPDFJfuEh2z9epzZ3GqOaR/VGiw/eghtKdzMU7iChrVKaPktjyCJWZY9Rmb+Yili6/SmQl43e1yOEGZn0Zs76EKGmkd32F2vVTWK0KWiRLsGcH5WtvYlRzpCeeoXD+N5i1JUQ1iBrOktz2OKVrb9HMX2p/n2M0KF5+FReBQHr0tvssaSFE2YcgqfgSA1513eKldduFundgt6pYrSoLR/5lzXvRoXvwpzeRP/VTosOHCPVsw2qWcB2LyMA+HEvHdRx8sR4EWX3PdhQkFW5j8S3KGm2BR4cOHe4KbNOrKJc60RUd7lIEUUSQlDV9vRsY5XmM2hJatAfbqBPf/CBWs4ISSiEH4mjRblzHopG7SHXmOJndX0OQFFzbxGpVkFQ/reUprGaZ9M7nWDjyHQCUYBIt1sfS6Z+v/DuOIMikJ56hOncaW6+hRXsIdW2jePlV9NJ1AGIj9xHIjnlCyQ0QJQU5EEPSwvgSA3f94oMaStK17y+wzSaubSGqfiQ1iNt5ln/mqdYN1GgPkqyhl+dR/BFMvUJ2z9cx68vkTvwIXBt/ctgTwIwcQlJDyD4TSfHjGA1cXERRxmpVSYx9EaM85wkJBJFg93aC6VFsx0YQBATRO6cEWfNE/SuiWNc2kX0RElsfI3/qp20nP9ex8CdHWDzxI9ITz6BX8qjhVDuiQhAEtGgXpSuvEsiMkp54hkb+clsk7ov344v3Y5s6geQgAiKRgf3ENj2A69pIir89LvSnRjaswDXrBRJbHqG5eJHS1dexWhWS258ks+cFKlNHVtwehoj070PQwnRnTHLHXsSs5Qn37V6/6HmDFYvjxJaHN3Q/cB0bS69hNYqeg0YwiaQGERXtw/7Z7xiObVKeOrImGkgJxPHFulk+9zLNpSsIokxq4hlay1NrKiOLF39HeGAv8U333/X3yA53F7I/SnbvC5QmD5Pc8WVEWaVw5pdr3RQEke4Df4U/MUjl+gnsVnXdYtXyhd+R2v4Ewe7tVKeP4dgm/tQw/uQQi+/8CKtZIbntcUCgOnsKUfGjBGIoweTK/NVNoaXVLLN05lekdjxFqziz6j0BSQ1SWXGMESQVJZRGr5xm/q3/2f58CS8KNdy3m3ruPJIWpHDuJTK7v7riLLM6huNWhHZRRIePH0EQsFoV4qNfANdm+eLviI08QGrHkzQLk9RzF8B1CWQ2o8X6cB2L2vV3MGsFgtktzB/+Z0K9u4gOHUQKJLGaJcT3MR/ToUOHO4fVqhLu30M9fwnVH6GRO09884Nkdj1PY/ESjfwVREkm2LUdJZTGqOXQS7PMH/kOmd3Pkzv7a0q4hPv3Eu7dieQPUzz/G3DdzvXcoUOHzyUdocNnHNexkRU/ruvSWp4m3LsLx9SxjTpatJfU9ifJn/oZuaPfp+vAXyL5IpQn38Kf2oRjmajhDIHMZpZO/wLXtcnu/Sa1uTOAS2zT/Ti2SWvp6lqRAyBrIVzXxp/ZQiC7lfr8WXyJAVzLO+UkLexFXYSzGJVFzPoSgcwWz8K0axuB7FaWz79CqGcHSihDZPge6rnzyP4Ygcxm8id/3I7hsI3GGjtPf2qEUM84+VM/X2Nzn9z+JL54H4HUEMWLf1gjcrjxucrU223V+9KZXxAZPEB27zew9SpyIIkg3hzMtZancWyT5PYnARfXNlGj3YhaFNesUZk6skYAkdz+BEun/h1JDRAZPIAUSNBz8K8x60UK5369Pl/R0skde5Gee/8O2Rf2LAcVP9Vrxwl27wBRWekY7ca1Tebe/CcvoiKSRS9dx7F0HKOJ5Auh+qMsX/ojic1fIJjZQmt5msr0MZr5y9TnTxPsGiPYNYZt1Mmf+hndB/8aiU6ly53CdSy0xABWq7xG5HADQRDaQp5bUSNdiLLG4vkfktz2BFq8F83twWwss3j8B14WMFA4+xKxTfdRmz+DlhggvvVRHEtfI3JYTfnamwTSI2jxPvTi9XXvx0a867v30D/QyF/Z+MAEiWD3duxWhdrcqfW/MfkW2X3fRJR9iIqP5Uuvktz6mBczc+pnq2IzBKLD93gD7dvYJUpakHD/HkqX/7jh++G+3WvcT27gODYCwppr907hug6u4/xZuckdOnwesA3vGbja0UEQpY6jQ4e7BsexqM68c9v36/NnSY0/haVXKV19HVFWiW16gEbuIvX5s14cRf8eREmlWbiGL96/qkpTJNQzQXT4XiozN+3pw3272wt0guhV8yye+JFXzTmwD1+0h+rsCRaOvbjGNax09XW6Dny77eR1K8HucRqLV0huexw10vWpqFiWtOA6BzHbtm+zdYfPCnO5PONb7sdslimcf4nug3/tLdC5ricAcm3PxUHw3FWCXdvIn/53MuPP4roOjuvgOibgkj/17zhGAy3WRyA96rlFzJ2msXCexLbHEUQZQdZo5K8QH33QmzSWNYLd272xoChTOPezm3GFgoQW6UIOxgn27KCxdAUllG67QMiBOHIg4QkWtDB2q4YcyVKZfptgdot3fU++hV5eoGv/X1C89AdK194kMrAXX6zfczmSVFxcHKOOPzVCefKt9u/Lvii+RD9afIDG0hWqM8fb7VY480vP0WLnV1ACca9/LUnYto3iNKnU8iv7GKO5QVTGDfTyPI5jIQoirmMjiBKCIHjj+uUpFt/5yZpou8jggRWxyZ2xNLeNBrbR8JzmFB+SGlrTT3jPz+t1ypM3xeGCKJHY8jC5Ez9q3xtF2Ydj6hvaP1enjxFIjXrRQR06vE+8uNMASiDmFc9MH10XGYHrsHD0e2T3voA/3s/iyZ+u/yLXpnj5T2R2f5XI8D2Y1UX00iyVycPtTQrnXia79+vkjv+AzM6vYJlNsO0NXUMBStfeIDKwj+XzrwAQ7t2JICqE+3ZjNUtIvjC2XqO6qi9yg+r1E2jxPtRwFjWUor5wHqM8T3X2JMntX/Luc3p13ef8mc1Iys1+xo05ifeKj3EcCwHxIxmbf96wjLpXABPtRi8tIEgSc6//n6iRLP7UCAICzaWrlK78icjgQfzJYc/9a+gggihTm30Hf2IALd5HuH8v/lTnntihw8eJ6zhUpo8SSI1QnTmOLzGI1SiSO/Z9fIlBgtktuI5N9fo7mPUlUjueat+TG4uX8adHaOavUJ05hj85hKJkkXwxgt3jKOHse+9Ahw4dOnzG6KzOfMYRRAlBC9Fa8hYqXTzbSiWYxKzlKV75E6kdX8Y2ml4MAlCfO01mzwuUr71FfPOD3oSqYyGI8opK/S+xjQaCpGDrtTULt4Ioo0a6SGx9tO1Q4AkF6ivxCVMEMlu8WAzHIZDehGPpVGemCXXvoD5/Gl9ymNLlP5EYe4zi5VcJijJ6eY7Mnq8jqQEW3/kxVrNMqzhDqGccq1lqT/oqoRTxzQ8x9+Y/tW32RFkjtfM5jNKct9+CsMo69CbBzBaWzv7q5guuS2XyMJXJw4iyRnzLQ/gSg2s+Y5TnyZ/8iTeJJkp03/t3uEaV/OlfkN75HOWpI7iWgZYY9KpjmiVExYeoBhAFmHvrf5GeeAajkkOQVMK9O/El+sF1sc0WtbmzOI6F2ShRuvYWia2PeG28kjPrOhZWo4xemSO++UGa+SsUzr1MfPODyL4I9dIcajiDaxm4tu6p7l0HX2KAygnP+lSQZHBdLL1Gc+kqdquKWcuj+NfmT3b483ERCKY3s3z+5Q3fF0QZ95ZICEkLk9z2+ErGfQtBUpD9MQrnXlqznRJKIyk+zEYRUQ3iOhaupYPrYLUq3A7XNnAsk9T2JylPHaE+dwbXsZB9EaLD92A2PAFOZtfzhHp3YrbKBLvG2td7sHsHoa5tiIqP4sXf3fZ3qtPHiW16gObSVeIj9+G6NvmTP8W7G91sofK1N9Gi3QSzW7H0+sr9SECQFCTVj7BirdjIXVhnxxgZ3I8SiK95zWpV0SsL1K6fBFEk0r8HJZRGvgORLI6lYzXLVGZOYDVL+FMjBNKjyP7ohmKLDh0+r9xwdBDlm91NUZJwbRvXdTvXS4dPFMe2PTcBZ71ooL2NY2IbDfLveH297N6vkzv24hqB7XJlgVDfLkLd49TmTiOIMv70JtRwBkkL0CrNes/lFWRfuL1YIfnCmDXv/71oKJfChd9grixY3kr1+knimx9sL2bcQIv2oATilC7/kdrsCWIj9xEZOtjJZu1wV+I4DggCrm0g++MIokyzNLciILUIZLYQGTwAjksgswXX0okN3Uvhwisktn4Rq1lGCcRw7AbOigDBsQyvf9aqYlTzgIsgSriORXXqKIHsFmR/DL04Q6u2RGriaQQXrGYJq1lu71tq/Cnq82doLl0lu/cbuJaBGkzQWLyEFu8nNnKI4uVXiQ4dJNy70xszBePguji2iS/eR3nyLUI941Snj6KXZsns/AqVmaOUr73V/p2u/d+mdO0t7FaZ9MSzVKaPEcxuxXUdmvkrKIEYhTO/WNd2dqtK/sSP6Dn0d4jSzQVFs3qz6MDWa8j+6Lo4jxsEs2PYrSql6ycx60to8X5CXWO4ruO5JN4SaViZOoIW7SbUvf09/7ZeAUILF3fFuWKtOMJsFMmf/Cl6ed57QfD66NGR+953H90xm2tEYMGubVTnTq0RgHmFFhuLyAHKk2+ixXuR5LvHqaLD3Y/jOoiyimPUqc2fu81WLo658sy/JfZBECUSY48jaSFwXQpnfo1jNlZv4EUHCCJ6ZQE1nEFU/RiVBazWerHBDaxGEVkLIcoa4f7dKIEEc2/+XyiBBMltj2O1amsEl7dSmz1FbNP92Ead7N6vU5s7gyDKlK++Rdf+b3nXtOtQmz9Lfe4kohIgufURREXD0msYlcW2i0y4bzdqJIOshdb8htWq0CpepzZ/BlHWiPTvRQkm7piA6vOIFu0mf+LHpCeeJpjdTGPxIgC20cSoLCAqARAEECRqcydJbH2UZuEaZt2LgbIaRU/oEu3GsVoUzv2aUNd2fIl+ZF/kEz66Dh0++8j+MLXZkwTSozi2SbB7m1ckGh/AalWoz59D0kJt8Wlt/gzBrq1Upt5GL8/hTw7RXClKq84cI7H9SwS7vFi0wplf4osPEOwaQ/ZHOhG/HTp0+FzQETp8xhFEyVvclzVSE896sRGRLiQ1iFlbxKwtsXjiR/jTm4iPPgiCt7C4dOrfSWx7AkHSkLUQvuQwWrQHo7yA65jo5XmiwwcRBAHXsQCB2Kb7UcMZZH+M2uw7bYcC1zYx6wVcx6YyfdSzWDrxI+KjD+OL9+CYTSQtQCN/BcexcS2D6NBBCudewjZaaJFucse+jz8xgNUsYzWKCKJMIDOKa5vUF84T7tvlVd3t+DL1+bPtQaXsi5La+SxGNUd56jCBrq0rk1nuhm21unplNY6lY+tNRFnDlxiktTwFeNakwe4d3kSyKOO6LuXLr+GYDQTZR3LrY7grk+SV6aPIgbhnFSopFC/9wZv4dmwkNUhq4mkq00epnDiKLzVKfNN9pHb0UZk8guwL45gNWqV5YqNfwLVNr7Jp11eRAxEa+Uv4k0MUL/4e8PJhm8kposP3guDFELiOgxJMeovfjo0gyaTGn0YJJrGNOoIoEenfjeuC1Sze8XPxc41tYus1bKO54dv13AUSmx+iNuu5IgiiTGbP13DMFnphEgSR9MQzSL6gN1h1XfypTcRG7wfHaTsLSKqPUM84y5dfJbHpfhzr3as5JcVH7vgPSO94yrMHBmyzSfX6CYyKJyZYOvsreg/9ByRRJti1jebSVdRIF1q0m9zxF8nu/za2ufFxeYfeQJRVJDVA4cJvSW1/4rbbNvJXUQIJrFaZZmEKQRDxJQeRfBFkXxTZFya79+sY1Ry1OW+SJNy3C9kfW1O5arWq5E78qO3OAl5FYCCzhdT2L62rHr0V13W9+5frIkjymgkYxzKoL1xgadXk841Kie6Df40aSr3rd3fo8HnCMrwKVfGW6AoA17YQPkAFZ4cOdxJLr1FfuICo+Al2bb9tHEQgvWVNdNoN96Lo0EHUaDeCICGpQfTSdZr5y/gTA17+cWGS2txJ1EgXrm0QyG6lNncaANe1ESQVUfYErvIqoZ6o+NaIKG7FMerI/hjpXc/TXLqCa1v4UyO4jr3muVS6+jqhnvGO0KHDXYtr2zRyF0lufwKrVSE6sIf6/DlS409h1JYRJBUHB1GQcREwaos081cQtn3JE43LXtSiEs6Q3vEU7oq7niCIxDc/RG3+LDg2CBLNwjUEWSU6fD/B7u2IstYeTzorY79g1xjh/r3gOm1XFtc2MerLuLZFdeYEmT1fozJz3BtnOg6BzCh6ZaEtDChdeZ3ElocBCKRHWTz5M2IjhyhPHaa1PN0+9kB2K65j0Sp4v5M/9TMye16geOH36OVZRDWAvzZ827azjbrnAOGLrAjpK8ja2r5qdPje9nh1Nb7EIJIvxOxr/4Mb4+Hm0lX04nXUSGadyOEGpSuv4UsM3laM4LoORjXP0tlfYZTnQRBIjj2OGsl691dRJJjdSu7Yi1iNVeNM16tmFLUQkb7d2Ead5tI1L5ojNYwSTKxbMBVuiVfUoj0Ur/xpzWuirGKvXkBe14ZNXNvuzIZ1+EAIrkvx0qtkdj63RmyzGtc2kbQgzcKkV2lfnkcQJUQ1QHriuZVr/xqIMqkdT2JUc5SuvE5kcB/+xBBGo4AaTCH7IgTSo0hqgOWLvyOY3Xr7/ZIUlGCK5LbHqc2fbYuqzMYyhbMvk933jTXuMLfimE3sVhUt0kV14SyB7FbsleIovTSLUc0haSHCPduJDh9EFERPTNWqkj/1c1rLk+3vaixexJcYIj3xDLLPu3atpleAACBrYWrzZ6jPn12JkXmgI3b4MxEEEdts4NgGki+Caxukd37FE945NmooiSiruK5DfeE8ouRZ2UtqoO08a5tNbLNJuH8vVn2Z6twpilf+RNf+b3UKnzp0+KhxHNwVN61QzwRatMuLnagVCPfvQQ2nPeGc4LkEl669teo6Dt50I4N2FKAgymjxftRIlvr8OUpXX6f74F96IroOHTp0+IzTGdp9xnEdk9LVN4iPHMJ1bJYv/YHu7h3opTnUULq9nT857E11ODah7u0Y1UUkxYcgitRzF4mNfgFRlLD12oo15zYEUfbcIUIpwn170Mtz+OL9OGbDy4S7gSiBKHjfL3iDv2BqE8358yApqP4woe4dlK69SWzoEKZRRfGFsRolopvup7F4iVDvOOWptwn3TgDeZFQjf4VQzw60eB/+eD/+1AiNxUtrqtgTY48iiBLlq2/Qtf/bXifBdZC00LqoCLNZQg1n1lsQAlqsl0B6hMLZl4kOHcS1LcL9nhVg6fKruK5DeuIZBNdGr8yR2fMCreXrSIpK/vQvCHaNIWlh4psfojx1lEjfrvakuiApJMYeo3D214hqkJ5Df4/r2OiVeVpL12jkLxHIbiXYM46s+pAUP+XZdzwXCUHANpoEs2NtBfcNWoVrJLc+RnXuFOG+XUT692LU8iiBBHarSnbPN0AQsBpFz2K1NIuo+Aj17CTSv+dDnXefd2yjiW3UMaqLK5OxPvTqIr7UEGZ9ad32Zi2P7I94YqLaEl37v0V9/iyVqSNrtgtmx0hu+xKt5WmiwwcpXXl9xZ1E8Oxy+3fjSwzRWLyEqPhQRBlJDa5Uia7FlxjAdRysRhHbbJB/58cbHotjtrCNOq7rUjjzK1I7nkRU/Mwf/hcAWoVJ/IlBqo2NxTG+eB+u66BGMpiX/0h94Tz+1NC6RSVBlIkM7qd45U80Vt0/ypNvEe7bTWToIKLoiR1kXxh/atNtq8Ebi5fWiBxuvn4RvX83Ae32toyWXqM+d4bS5Fs4RgM1nCWx9VG0qBchYht1ls7+csN2Kpz9NZndX/tU2IV36PBx4LQdHdZGVwA4tvWBrKo7dLhTOJZBqzQHuJSu/JH46EOe09kqS2hBUgj1jBPp301t/iyyL0qwa4zy1NukJ56mPHmE8uRhBEkl1L2dQGaU0qk3cMwWkhYiNf5U21I/1LsTf3IINdqDUZ6jvnCh7bxVnnyL6NBBlHAXseEDSFoIX3yA+sLZDffdlxyifPU1jPoywcwWQn27WTr1s3V9WoBWeQ4lmPiomrFDhz+bYDCIbTZolReIjvhADeKYTfzpEaozJ4kOHcBxTCTZ7y28ixKNnBfF5lg6WjiN1aqhhrNkdj2/Ysl+nMbiRVzXJZAeJTZyCEH249oGvsQQgdQwggBqKI3VqtAsTBLu3QmuTbBrG1piENkXpbRqwVwQZRyj4TmvuTauY9NaniY2dAirXsSxDdRQGr08v7IgeB3HNhBv2Lm7Nlq0a813gieUWr3oeMNpQi/Peh9z7HWL+esQZcxmmcUTP8aozJPd83UEUSKQ2ey5+dkmibEvUrz4u5uW8pJKYuujzB/+Z24V/Yuyui7WcTVWq3LbhV0Aq1lm/vA/e0UDgkhm91epzZ1tO9EJkorij68VOQBqtA9/ZgJ/opt67jyFs79uv1e+9gZqpIvsnheQfeH265IaQI1k26Js17FWquxvChuM6iK+WH97m1vxp4aRlI6bQ4e1WHoNx2xh1JYQRRkllELSgogr16PVLCOpAeRADDmw/ny+gWvb4LpENz2A1Sgh+0KIio/6/Fmq19cKDoJd28ju+ybN/GVapVlkf4TlC7/BrC8j+6JEN91HpH8vajhLUfjjOpcI8KIqyjNHqW0gZgh2jVGdPYMvObjOFfEGWqwP29LRa3m0UBpZCyHJGovv/GiN4w2CRHrns2iRHgBaxZk1IocbtJYnPffV7m2YjSLFy3+ikTvfvj9nd3+NwvnfUJ0+RrhnoiN0+DNwV0RpvsQgpcuvkdj2OLgO+VM/J7HlIZq5Cyyff8kTxKZHiA0fwnWdFaGt1r5f+mJ9uK7L4rHvgyAS7t1JuG8XleljxEcfXOMc1KFDhzuHbTa9fmQ4Qz13gcyubcwf/hccs0kgswWfOMDSmV+umadPjj1G+aoXcxTq2U7h3E2HP1+sD0GQKFz41ZrPhPt2kT/zK7r2fuOOuNt26NChw91Mx7vmM46AhN0sIcoa9dwFsru/iuuCIAq0ijP405vJ7P4aaqQbXAdbrxPIbie+5WHK08ex9Zpnx+lY2EYDvbJAZGAfyBqCKFPPeZO1kupvW88Z9QJwcwHSsVoEMmNIskp89AuASCA1ii/Zj1WZw3UszFYFf2IQ0RdEC2WwGt6AyhfvRxAl/AnPkqlVvI4/NYw/tQkt0kXhzK/wJ4ZxcRFl1as2D2cAUIIJHMcC1yHcv4/G4iWKl/4Agkxs5NC6tqrOHCe26f71bSipxLc8zPzhf6GxeIH8yZ8S23Q/zaUrlK68hm3UCfVOeFmhokRq4jnsZgXZH2bpzK+8CIF6kejgAaxWzYvtEKR2EwnyiiJTC5Mc+yK1hfM085dR/FEaeW9Sr7F4iWB6lNr8ORzbxKwt4Vo6ouxbEW4EcG8Z9Ca3f8mrGhQlWqVZApnNuLaNXp5DiXQhyDKOUWfxxI/QS97EmmO2qEwdJn/655jN28cedLg9ll6jPHWEytTbNBYvsXzpj4BnIxvumUBYUeCuRpQ1XERSO5+j596/x9ar60QOAPXceQRBIDZyiIW3/9UTt7gOuDb1hXPk3/kptl4jvuVR6rmLFC/9gdT4U4i3VHTKgTjJbV/CsVpk934D2R/znCJui+CJYlpllk7/EqO21J5kKU++RWRw/4YTsqLiw5/aBIJIZcqLSjFqeWTf+uqAyMA+9PLcGpHDDarXT2DWC1j6zQnM24kcbKP+rtaclam3cayNnVtso0nh3CssX/xde/BvVHMsvP1dWsszgJdrfLtqt1Zx5l0rcTt0+LxhbyB0EG8IHSzrE9mnDh0so4FRnmP5/CtYjRKFcy+R3PY40eF7kbQQ/vRmsnu/iWPp5I6/SKs4TWzTISR/jOjQAXLHf9SulHZtg+r1Eyxf/D3JsS8C3vO+dPlVr78M1GZPopfmiG+6n+jwIayVOLcb/a/qwjlS279I4fxvyB39PqHe8Q0zriU1SCA14lWYWzq1uVO4lr6hyAFu/5zs0OGTJh7xY1sGmV3Pg6SunO8uoqQQ7t9Dq3id6swJBEHAsVaq1QQBEBAkmVZ53nOjU/04Vov8Oz+hvnDOW9B3HRqLF1k4+j1wLRxbJ7H1YRzbxNar2GYLcAmkRhEkBb2ySHToILIWxNIra/rDjmsTyG5dcYO4F1HWCPVMIAClmSNYzSLN4jRmbYnE2GNIWgi9nCM++gVc10ZU/DjW2mgcQdYQRNWLEwT86U0rVdg3bfC9MZ664ZgBIL7lEVzLoDx5GKPiRUCUp46Q2vEUoZVFw+rsO7SWp0nvep70zmdJ73qenvv+AcdsbuhgaDaK7TH0RqjhDIK4sfjiRn607IuQ3vU8vff9R2yjQSN385gkLbguSkOLD2G5KeqFPK7dWCNyuIFRWaA8dQTHvimykNQAmZ1faVur13MXCHXvWPO55tI1/OkRxA2iKQRJJdK/Z8P7bIfPJ5bRwGgUqUwfZ/a1/x/5d35M7viLXP/T/5dG7iKOZWAZDVzXJb3zGZpL11bmtdajRrow63kkXxQlEKM2e5LC2ZewmpV1IgeA+sI5HKuFbRqIkkzh7K/boiOrVaZw5peYtSUcW/cKa245b7V4H5HB/YT79pDZ/TUyu79GaseTbaGjFuuhMvkmgcxmhI2uB1kjkBlFi3SxfOG3LJ35JbgOxct/WCtyAHBtlk7/HNfWsUydyvTR27ZpZfooZqPE/Fv/TH3+zJr78+LJn5AYexQEgeqKo2WH94/rOujleVwXooMH0MuzCKJM4dzLxDYdonD+ZWqzJ1fu9S7N/BUWjn4PUVLJ7v8WpWtvAt69MJjdiiBKOJaOYzYpT75FdebEiqPs+mKZDh06fHjMRhGjuoQg+7y4wYF95N/5CY7ZRPZHCXVv33Cefun0Lwn1bCc6ch9mrdCeexRljUB2C5ZeWfeZyvRRwj07OvOUHTp0+FzQETp8xpH9YaKbHsBxLa/aQVIQcCldfR2zWSGx9WFapTkk1e+9p/hQAmGqMyeIDe7D0huYjWUauQueg4AkYzaK+CJZqnOniQ4dRBAVKjPHCaQ34Vg6zfyVtrVesGs7uBDq3oFjGbi2hWObCLJKefoIarSb0uVXwQUllMK1TK9iOxADQFL8+FMjyP4o4FKbPUlk8ACCKKMEk54a2WziGE0cy8CoLqKEUoiKDy3Wh6xFsJoVApnNVK8fRy9dx7WauAgktz/pLfDidfL96VHUcBdd+7+NsmI/Hx7YR8+hv6cy9fZKRAeexemK/dsNtGj3Sv6d7AkuCpO4po7rWGixfhLbHkev5MC1UQIJRFklkN6MEulGlFT00iyJLQ/jGA0UX4jawvk1VfiSGkAvz3vZrbaBEvT2r1Wc9uxXm1X8ycH29mqkayVuo06weweubVBbOIcv3odtGThGE1zvPNgoxkMvXcdqlde93uHdcRwbq1VFwOu8Ighkd3/Nm7jt201l6iiZXV/Bl7j5t/Inh8ns/lo7OqW5dJna3O0zZfVqntrc6TU2ZTfw7F6v4tgGxYu/o5m/jNWqkd3zAqkdTxLbdD/piWeJjz6I1apQOPcyhfOvYLWq9N73H+k68FfEtz6KtCqTUVQDSFoASQ16k4WitCYDV410YRtNuvZ/C19i4OZxpUbI7PwKohpAED3bYAA1mMKf2bJuMtWXGGhne25EbfYkjq3f9v0buK7brlzb8H3HZqNzHrzFqUbu/IbvFc69jNWqvut33/j9Dh06eNwQOkgbRFc473Etdehwp7FaVWrz53BtY42YUI12I8gqvsQgqR1PER3cz8Lb36U+fxarWUYvzbJ05leY1UUqU29vWNVs1pZwHav9/NTL82uec7X5MzSXrqGXZknt+DLLF3/HjWdRaMXO3TEani3pldfJ7PoqWqxv5dMCgfRm0jufpXr9HQKpVa5EtxUzCO2Kyw4d7jai4SBWvQDYK2IGA0nxe2NEUcA2aggIuI5Da3kaUZQIZrcSSG9CEERay1PIviiu49DIXdrQucwxW97iuxYBQUQOJBAkBcdsIkgagqJh1pfxJ4doleZQAgkauUvt6yvcv9dzZOkawzHqiLKGWSt4413HwKoXUIJJls+9gj89QuHcK2T2vIBj1r2xgCgT6d/bthi+gSDKgIM/NUJk6CC+WC+t4owXs7GK8uQRL+7tlkzlYPcOBFHCrC9Rmz2FGs6S2vFlIgN7kYMJbMtAL8/TzF/xFhSP/4BWaQ5BEClffeO2wiijsoAWzq4TBsi+KPEtj5Dc9ji20cDSvba2jSZmfRmjtoSl17H1BvEtDyMpPuoL59b16R2jsS7zXUuO8c6L/4P4wNCaaI9bqc6cWLfgpgQTdN/zN3Tt/xbBrm0Es2Or7pkALssXfkd27zfwr7pn+pJD9Nz7NytzCx0+71itGvXcBZZO/TvL515B8YdJbn9y5ToFJRhHry7imDqupSP7ouileZRAjGZhaiUG1BMUCKJMqHcn6YlnaBSm0cIpls+9jFHNEchuua1TE+A5G/TvpLQSOXEr5anDuJZO9fo7dO3/NqkdTxHbdD+Z3V8lmN3KwtvfW4maSCDKGkooTWriOXzJoZVvcFk+9zLdB7696jXPDSCz8znMepFm/jJ2q7Iyh1SjVZzdcF+8SJ8lXNtoz49thBxI0MhduO39ubF4iUBqFMc2Nvh0h3fDalVplecRRJHy5GG67/k7b07UbGLrdaxGad1nXNukfO0tBEEk1DPu/e13fQXbttYVgXjP2PC67+jQocOHx1tjKXn9ENugvngRLdaL2fAEbuH+Pe86T48g4E9twlkpPPMnh0jveh4XccOCrFZxBlkL37ZYq0OHDh0+S3SiKz4HKIEojqET6pnwrDAFEUkNEh3YS7MwTah7G465UjkiCDi2TbMwSXT4XmTLwHVUanNnCPftRov24To2rmVgVhcxynOkdnx5ZYAngCjRXLpGZO8+RMVHILMFq1nGdUwsvYZRK6DJPkRNxmqWkbUQzcIkga5tKIE4C0e+g+SL0LXvm0haGEGQwHXQy3PtjMOlM78iu+cb2HqF8MABBEmhWZwmkBpGDsQoXvw9md0vICoagiBSWziHEky2F4bzp39BYsvDyMEUibHHECUVUfF5Fn1aECUQbcdcOLaOXpqlVZhst6eshdudEIBQzwSyFkLxx3DNJq7r4AoCtm149sU7voRZL9LIXSA6cqitmA4P7POs8Fs11Eg3RqOIazRQgklso4ak3RxcCJKCbTSQ/TFay1MEu7dTnT2JUV8ikB1DkHT08iLB7h3U588QGTxAdfooWqQbAQFffAAcB8dsEuraitmoICnqhjEdN2gVpvDH++/4+fhZxqovkzv6b2vUsqGeCUTZh6PX0CtzNJcnSWx5hMSWR0AAo1agPPU2iS0PYzVLWM3yu6ptFX+E6vWTt32/tTxFIL0J8AQ4jtVi/vC/eEIFNYCtV3HMFqLiI73reURJwzZqVOdOIYoKWrSHzO7nWT73CnplnvTEM9656DqkJp5m8fiPUAI3rbC1aB+t0hxmY4nElkdwbGvFZcLBcR3yR/+N9MRz3saCgD81TOHcS54rSmGS+vwZJC2E5Au/63HbRhPs964AlxQ/wewY5WtvbPh+qGccUd64Qk4vz9/2e61W2bNLjnbfdhslmFznntGhw+cZ21hxdJBudjdvVKK5HUeHDh8jVqvKwtF/w6zl6Trw7ZuiNUEgsfkhipf/SDN/hcTWR73qwg2soXEdmoX1mfc3aC7PoEWyNG5EqK1auHTMFoKi0SpOY+sVjEoOyRchMrDP6xeuEi/qpessnfkl4f7dRAcPIAfiNPJXcF17JfLFe4YJkoISiCNIyroK7cSWh5E69qQd7kLsVpnc299BlLw+p6i4IEg4to2oBHD0Go7RQNKC2HoNX6IfxzKQ/TGUUBoQiQzsBwQE1267q2xEc+kqkYF9mPVllEASsKkunCc6dA+OY2HW8litCuJKhIGoaJiNItGRQwSzY158m9nCsQwauQv406NIThi9kkPSwl6fz7UpXXmN1MQzNPNXPDEUoEayJMcex7HN9hgWQJR9uI6FYzbRIt3kT/4Ef2oEf3oEc+rm+FIvXacmK2T3vIBeWcCsF/EnB9Bifcy9/j9ITzxLMLsVX7yP4pXXsFsVAl3biPTvpjB7c5wQ7N6BpAZYPPFD79/ZrZ5AaoMJ79K1t+g68Jcsnf4FRjWHFuslNnwvxcuvUrz4OwB86VESow9QOPsS+kpMXGToHkK9E9Rz57FbVW/8cUuf3suDd5F8YW+bWB+5c6d45P/x/8Kq57DfZQzg2saGQuJ2nN3Kwm1m9/OYtSVq8+cQZIVw9ziyP0p653Pte6yo+JA6ffUOeP2CxXd+hF66GXfYXLqCLzFAaseXkYNxHKNFY+kKlZljhPp2oy9fp7U8iRLYTW3uJIIokxp/BkEQPGeTudPkT/2C9PiTmM0yzZU5JFFWV9xkNsY2m+DYa4oJ1uC6OKaO2ShitSqUrrzmFQ5NHm4//xdP/IieQ39HqziNa5uo0R6SY4+jVxZQQmmM6iJ6Xcef2eON2W/EUwJWo0hl+u2b+2O1ECUF+zb745g6IBDq3s7ybeJhQl1jlK6+dttjbi1PEeregRbrve02HTbGbtUQXAcBL67WGdyPYzTQIl3v/kxcniTUtxNJ8RMdOQSuS+36UUIr8cCrMap5/Mnbx3126NDhz8OxmhTO/JKug3+NY5vU588S6d/bfl/xx95znr5ZmCS5/XECyRFcx8R1HYpnf0189IENP6OX59E6c/sdOnT4HNBxdPiMY+kNT8QgKSBJ3iSBIJLY+gh6rYCkBajOnmzbSru2hWubKzl5LqIaRI12Exm616u2Uf2euleS8CcG8SztRUJd273qkloef3LIq6rGxaguIMgK7soEkaj4vPx6QSAyfAhBlJGDKfzx/vbEkGM0aJVzZPd+A0QR13UoXXmd+JZHQJCwWxWs5rJnvSeIuI6NL9rN8vlXiI9+AbNeBNfGsXRcx/YmMwQR340Hu+uwfOG35E/9lOr1dyhPHcZsltsTwo7jYDWKVGffoXT5jziWscbmz3HM9iSz5IvgT3lVPJ6lp4Rr6YR7d6IEEqTGn6ZZmETyhTwhiexNoImyitWqeJNAAqihDGZtCUENIGpBfLFeJDV40+JfkPAlhzCqi1h6HUkL0nPo79GivThGHUkNUrr6Bmo4Q9fBv0WLduFLDuE4Fq5rIQgCpatvIPmiOEYDozzrRQ0It7fsFFX/nT0ZP+PYZovC+d+smdiT/bEVJxQFUQsR7N5BaseTGLUlWsVpWoUpzPoyybHHaC5PgmNjNEprKi1uRVSDt12oh5UYjJXqilDvzvZ1ZRt1zFq+PdHnmC1svU5j6Qo4NmowiSDJuI6F3aqR3PFleu79By8+ZsU6WA130ffAf8YyGoT7dgMQSI/gi/VQnz3F3Jv/k9LlV6lMH6Vw7mUWj30fAQEECVHxkdrxFJWZ41jNEkunf064d4KuA9+m596/RfLF8Cduf9z+9AjcxsJ3NYIoEe7fhaTessAjCIT79+KL92HptQ0nTMX3yOoVRAlJCxLu27PBmwLJ7V/q5N516LCKG5bda6Irbjg6vA/hUocOHxbbaKDXClRnT2HW8iuv3hz+BLNefnQzfwUA2R9dtd1aXMd61+eEKGvtBQdR1tY8Z3yJAUTJ+6xj6QS6xkhufRS9NItZXdpgv+uUrrzG4js/wnVttEia6txZooP7kYNJJDVIbNP9uEDvff+B6PC9aNEeAtmtdN/zt4T6dr1rX6FDh08C29JZvvBbz73EtrwYP1FGkhVPoO46IAi4goAW71sRyQkIskLx0h9Rgom2SElYibLYKJrgBl6f2EUQRBBcBNlPILsVy2wgSpIn3BUEtEiXd51Fu9GrS/hTI57LgrsyLi3OIMgaaqSLZuGaJxbe+SyCpCCIMrFND4BtrrFxt/U69flzuK5LauKZtlA2Nf40CCK2Xqc86VVvN5euEuregaSF1uy/WS+ilxcIZraS3PY44d6d2HoN17GxjDqBzChLZ36JvSKu0qKeU6BreQ5oWqyP6PA9lC7/qf2d9YXzRAYObNhe0aED3lhy31/Q+4X/jdSOL7P4zk/WTLhH+3ezcOS7bZGDHIihhlLopVl8sV4a+csY1Ry+2PoJ9XruEtndL6AEvLjL7on9NBZO4DgmWvT2i51qpMuby3gPZC3kVTaOf5nU2BfRol1Iqh9J8aEEYiiBWEfk0KGN57I0t+711vI0iCLla4fJHfs3qtNHKV97A7tRpHzpTwiSimU06dr7TSQtQGt5mlZplsbSVQKpEfypIS+KZpWg0kV893FuYvA9XQEFSSbUvZ3K9DGsVhmzll8rcnRtarOn8SWHkf0x7GYZq1VGi/aQ3PYEiAq2oVOauYJjG1RnT1KbPUn+xA/XiBwAFH98nZvMatRIBklWCGbH1kVSirJGdOQ+lFDyPe/PguxrO6l2eP+4rkM9dx4QCXRtQ1KDuI6FC+/Z5o5Rp3jlT9h6jdzR79EsTCJuEEsk+8Jrxm8dOnT48Di2RWXyCNZKv01S/KR3fgVR8a2NJXq3eXrFh2MbVKbeRq/Ms3zx9ywe+z62XsW9jXOt7IusrPF06NChw2ebjqPDZxzPvqyGGEqhF6e9QZRjI0gKaigBrkDdvOA5JwgikuqneOV1YiMPeBZmgmd/5I/10CrPIjRLKCsL+r74IFp8EFynnSPaKs4S3/oodqtCZfIwqe1fQlR8uJaBK8gE0qOAg9msEu6dwGyUyOx6jlbxOma9gKj4yOx+AbtRplW+jj8xjGubBLJb0MvzZPe+gN2qexmhroNZW0DJjmG3TPTyPPWFC3Qf/EuMegEcBzkQx58exXVdoiOHaB27jiAqxDc/5NlYOha22UCUNM8+yhfGblZYfOfHJLc9TmXyLVzbItSzg/JVr0LcMRqISgBBlAn37qQ8dRijmvMm6wSRev4K0YG9mGYTJZRcqVgPEuzZ4bWV5Cn6fZEstqnTWLzkDRLVEL5oD6WrrxPf/Ah66TrJ7U+wfOG3ZPZ8DbOWx2yViQ0dxLUtWqVZsC1yx39I175vEBnYh+QLI6l+zFoeX7wfSQsiKgFahWtEh+8FUcRslrEaJQRBJti1lfr8RjaKAoHk8Md5qn7qccwWreXJ9r8TWx9DjXZRvvI6Ri2P7IuRmngKq1nCtXUqc6dBgEB2K0gyenkepWs7gfgAsj+GqAZwjMaa3xAkBS2SRRjcR/7k+okZWLE6mzyMpAZRQ2mC2S20ynMYG7gVGJUFAtmtLB77/kqllYcW6yM1/mUEwXMfqS+cpzx5GMds4k8OER0+hD8xhC8xiKRFEAQXX2LAm+gprrWejW95CEkN0LX/2xTO/ro9MQpQvPwqsdEvIPsimI0S4f7dWK0a4d7xth2369hUZ08TSI4gq+9vclLxx+g+9Hc4RtMb9NuWVxloNJg/8j0EUSDSv4dg17Y1toxqpMsTK21gqe9PjSAq3mRpbPQBfIkBytfewNJraNEe4qNfaFuXfpQ4toVt1LH1OoIgIKlBJF/Im8Tv0OEuwza8+4oor3d0cDqODh0+YqxWlcWTPyOQHqE2dzMD2mqWkH1RrFYZX2KQ+vzquKj1URCyP0Z0+B7kYIJw3652f/BW/Klh8u+8A0B06CC1Oa+qWpQ1AulRRMUPWx5GrywS6h5n8fiLCJJCqHv7bY9BVPwIgkDu+A+Jb34IvZrHdRyy+/8C1zZxzRb4QkRH7iM6fC+CKL2vBcEOHT4JHKPZFhXZRt2byHVsXATAwbFMRNlHqGccs76M7Ish4ODaNsntXwJBRJQU9GoJWQtiVHOEB/a149FuJTJ4AHBXxrPea7Iv7LkTup5Qwp8cwbVaCKJMPX+F+Mi95N75CZHB/YiqhmOB6zjEhg/hujZ6eZ7k1kdBlDDK86R2PoetV7w+84rYOdy3G0kJIooyZmWB2uw7JHd8GUGQcfFcz5RgEnPyMHIgRnLbl9ArOVLjT9FYvERj8RKR/n04Rovcq/8Ts7pEoHuM7gf/AUHVCGS24Iv1snTmV2uOVw1ncF0X2R/zIhp9kZV++c2J79rcKWKjXyC140kqMyewWhXUcIb46BdQQ+kVd0cDx2hQmzu1xppei/agl+dxLJ1gdozo8L2YjWX0Sg67WUb2hxEEkXruIl17v0E9d6Fdoe5LDBLMbmHx5E+JDu5DjQ/QKkyD4C0AW40iajizYRVjcuyLG07Q20YT22jgWC1E2YekBryCCjyhiW02sS0DSVY9e3zX9frNWrBzn/ycYxsNKjNHb/t+deYE6i0L8FazzPLplxn+2v8TSQt4xTCiTG3uFI7ZwpcYwB/vJ5gdo3jpd2jRbpRgktjI/SyfepnE+Be9BapbnB0EWSPct5tW6bp3X6gX1u2PqAZwbdNbrNJCRAb2Yxt1GvnLa8QOXqRNi9oqV5dQ704ig/vpvfdv0RstIj294Lqo4UzbqWU1wa5ttEqzxDc/SG3uNJH+PavG5Q6tyjyi7EOUNURZo/vgX9Kq5FD8URxLRxAEBFmjOneGUPcOmktXN2zjcN8e/OkR5FsEXgCKouCYDaxGs12EJSmB9yxK+LzQXLqC2ShimzrRQc/hqLU8gxbrRdaC1OZOb/i5cP8er+ikUUQNZ+m9/z+tRAvr9Nz3H8C2sI0mrmN6LrNmqyMO69DhDuKYDWor406rVUdacRJTI12EBw9QufYmjfyVd52nVyNZzAt5r8CrbzdKKIXii3rOf2aLnnv/HstsYNbyqMEkrm2hBBM4ZqvdR+rQoUOHzyodocNnHNuoY9smQrOMEkh4E0k3FLuuhSjLhLp34DoWguIHx8TFRQklsY0msj/o2UXiTW7Yes2bxJEUBFFAVoPYtoEoyrRKc4R6xzEbRRq588i+MGq0B9d1QLSJ9u/yFvV7dqCF/YCDXrqOnN2CXp5FCSSIjz6E3axQX54iMfoAjunleYb7djH3+v9JdPg+qpffwtYb9D76n1fUy0574aSxeJHI4AFcy/Cq6G9MbOAgSBqZPS8gyn5k1U/p6mvU5s4ALr7kELHheylPHyGUHVuTX9oqzhAZ2IcW60UveVmFenme9M7ncB0b44pnyVc4+zLd9/0HgplRXEHAalWQfGHkQAJRUnEsfSWb1EWQVBzbc1poLc/gjw8gKX5cx0aNdGO1yriOTeH8K2T2fB3HqFOeOkZqx5doFKaQtTBaKMn8ke+Q2PooS2d/TXTkEGowhdWq4LoOij/SntdyXZdAdjO4Lq7pOU5YjWVim+7HKC+sieIASI0/hbjBoLPDu+C6KIEEoZ5xZC2CIKu0CtOYzSK2XkONdOGYTQpnfo3VKiP7oyihlBfJ4HqVHI35C8z84v9N+p5vktn5POWpIzSXLoPr4ksOExu+h/ypfyfctxt/ZgvNxYtrdiHUM4ESTOJPDBLq2kbp2hu4lkEgPUps5D4KZ1/C1qvt7dVwhuVzL68ROYBnl1u+8gaxzQ+yfOkPSKJGtH9fu/qucO4lEmOP4UsO4toWVrNMpH8vaihDde4UrqWjBJNEh+9Fr+baE5erRQ4ARiXXrgJxrBuin83kT/+iPTF6wwkCWf1AKmTHbJF/5yerzm2BUO8E2d1fYe7Nf2L5wm+pzZ0hu/frbbGDpAbJ7PoquRM/WGPpK/nCJLc93h7oy1qQUPc2/MkBXMdZib/56CdebLNFY+EChQuv3KwaVvykdz6HL96/Jh6gQ4e7AftdHR3MDT/TocOdwLEtSldeRy9OE8yMtisrRcVHqzhDetdXyB17Ecc21ojbjOriymKe97xSQikSWx6mcO4VZF+Y2OgDNJeuYVQW1vxedPgQzcI1JC1EdPgQdqtCc2kSf2oTkcF91BcvrdynVQLpzeRP/gTwMpNto3HbBb7I4H7PItp1KF78Hd33/A2iJLFw5LvtRVVBUkhsfRR/chhhxQlNepeKvg4dPlm8/pUSSuG0qphGC0EQELXgiiDBRkBE9kdxHcNbeDcbyMGE51QgychaCEEAxZ9AVDRCPRNrxEwAgcwWtGgPjtlYiRUTwLU910Hb8H5HUsF1ECQZx7YIZbdiVBdxzaYX3ycIYJn4U8O0SrP4UiMkxx4DUQLXpZ674PWVz71MuHcCUfGhRbqxa2UsZxlBU3Fcl+TYYyyfe4lQ7y5E1Y/VLOOL9uBLDRHt24ukedESrmMR7t1FZudXWDr+cxbf+tf28ZQvvUb58huM/9++RzC7FbNexLjFMl6UVCqz75De9TyCALZZ3zAWrnT5VWR/lFDPOMGu7V6E3Eo/1mpVaS5dxWpV1kW6KcEkemWB2KYHUIJJqtdPUL1+Al9iEF9ykEb+KsHsVmrzZ1i+9Hsyu75CZeqIF4k5dIDc8R8h+yOec041h1GZI9S1jfrCeWQtQHz0QeqLF6nPn8V1LNRIF4mtj6KGM+uOwWpVyJ/+Oa1VcUK+eD+piWcBl+LlV7EaJaKD+8mfe9kT1uCJLWOjDxLu3dmZ8P+co4a7CPfsgpUiIL26QG3+jCcivDE3tgrHbCFKKs3FSWJb7vMir5aues6hsT4cU2fp3Eukdz2PEspQz10gseVRrnz/v+KL91F451ek9j5DdfbkyuK/iz81QnzLwzQK02iRDMntT7B44kdrxBCCKJPa/iS13AWiA3sx6gX0ygKyP0J653M0chfb9z8lkMCsr3WJqs2exBfrRYv1oQZDiIJB8dIf8MX6SG7/EuXJt7AaJUTFR7hvF6HucRaOfo/Y5ocI9YyvHZfLGskdT611ThRlXEtn/vC/rN1u2xOIvhDB7u3rFuwCmS34UxuLHABG+lLk3v7XVaIPgVDvTuKbv3Dbz3yecB0bX6wfQRRplWfxJwYJdI3Ryl1FDaWJDOxb4zAEoMUHCKRHsRrL2EYdQRDJn/wpRjWHqAZITzxD8dIf1/RvA9ktJMceX1MY0qFDhw+JIBHu2wG2gSNKyFoQQYBQdgxRkKnNnya57XH08jxWo7jmo6kdX8Z1XUTFhxJMUstdJNK3k8LZX3tOZHj338yeF2jkLlJcWb8A8CWHSY8/1bmeO3To8JmmsyryGUfSQkhaaEUJHfbcHRQNx7EQRBlbr6MGEjiuA5aB61gkNj+E06oBrreIJ/uwmhUkUUGUVOqLFwn1jOPaFrbV8iad1CClS78nu/ebNAtTuI5DYuyL2C3v92zL9B7kjuUttuMAIlqkC8dsUVs4T9feb7bt9OMj99LIX0aNZJEUP2ajiBJK4Yv2MHni58S2P4ZjW1jNKv6UhoODIMre5K4WBiGHPzGIYxtIoh/H0smf+hmZ3V9DlBQqM8epzZ1GDsSJDR9C8oVYOPpvIIgEUpva7XYjU7V09Q0S276IaxkgCLQKU1RnTxHf/IWVrNEKwe7t2PUCttFAkDUCqREsvUogsxkAc3kSxx9fqc4D2zFxDYPoyD3U8xc9G1HBJZAcZOHY98ns/iri3CmsRhFBEImP3o/VrOBP9OHoTcrTR/GlhvElBilefg01nMExml51vG2AK2DUl9AiXfhiPd66raXjSw3TKkzTLE4RzG4hvecFXFvHtU0EQUJQfIiyitSxPP5ACKJMuGcX11/+7+jL1wHwJQfoffz/TrM0Q6hnnMbSJK5rt7NizfoygexWWsUZFH+MWv0M2//37+DYJgIO8dEHSIx9EWyDZmGKxXd+jGO2KJx7ifjmB4n0TnjZn4JIID3quRaYTYzq4poK1VZxBskXITX+ZXLHXlxxYdFQQ2msVpnI0EF80Z72ttW509QWzhHqnSDcPc7Mr/4/1KZOACAHonQ98Hc089cI9+3CFSSMao7l878hkN1Cds8LiLLqVXwUpqhdf4dQ1w4q08fWtZmkhRBlpe0y44sPsPD2d9ds45itdubo+8WsF8m9/f9n773jLDnKc/9vVaeTz5zJOWyazXklrVY55wCIaMAJ+9rXBgz8bDDGAWN8Mb7YvjbGNgbb2GQECAQKSEI5rbTanNPs7OzkeHKn+v1RZ2d3tLuSAGklpHk+n/1Ic7q7urpOd59633re5/nmdFJTQ5Hr24phx0nP3cDkgcdws4OUJ/unJ/vSMInUdNC64X3kh/bhFyeI1nRip5o0cej5/X++PcYrDDc7xMjOu2Z8FnpFBjd9m5bzfwM7UfOS2wp9F7+cJT+wm6A4RbR+Hk6qcTbwmcXLisCtJDyN0yg6zFpXzOIVRODmpxUVSmO9ROvnY8UyGHaM4uhhcse207DqTQgzgmnHpisOs73PUbv0Woa2/hDllysLb/uoWXQFxbEj5Pt3UbPoKkK3QH5kP1JaxBsX6sVTt0S0ukv/tlW1EG9eil+YJChrFTMhDaaO9GDYsWlSg5Am2b5tVHdfxlTPMxSGDwAKaTqkOtZiWCf21YvAIUNb7gAVTl+rCjxGd95D3bKbyB3ZSrJ9BXa6ESueOatjPotZvBik6eBUtSANByfZyKHv/jkgEFIizQjt130YK91I9sizpNpWIUwbLztE4JcxIkltyxCGCDMCYRnllxk98CjVCy4l3bmOwCsDCsOM4PsllBBgR5FuGQhAOkjDJAx9AreAFctomV8FY7sfoGrOekATvo8v2KECQq9IeWqQaE2Htp0o5jEiccxYFcorVmLZPaQ6z8NJ1rP3vz/AvLf/DYXhvdTMOZ+xPfdTHD1Msm2Vrsp2EhRGe8jM2YCXGyGsxGHJttVE0m2owGfoqW/OGDszXk3b1R9AoRjf/zDpznMxIgmC0gkCc+gWiFa1I00LvzDOyI57qF1y9Wm/C784SWn8KInm5Xj5EdwwQJoRVOgxvv9h4g3dmE4SlxOLXoFXxEk2YtgxpGmTPboZYdjEGxdhJ2qZPPgU9Stvpjh+BHdqkNHd91O94GKqF15JaawHIQ1qFl3J8LY7ycy7CCum4+Js77MkW1diJxtwqlpINC/DsKP6vRpCYWwYBdixJE4iReAVGd5+1wySA4CbGyH0y+T6tpE/tp2G1bcxtPl7M1QpVBgwvvenWPFq4pUYfRZvPIReGX9ylL67/1ErKApJet55NJz/Lorjh0m2rkQIg1htF6M778UrTKBMi+bLfpvxHfeT7FqpLWdalhOvX0BxrIfQKxFvWEBQypJsXsr4/kcoj/bSdsXvkTu2i+rFlyMjcTLzLqR6wSUIw8QvFyhN9DO+5ycIwyLVsY7Gte+gPNlPebIfO1lHpLodNzdKoqGbgY1fn76fyxOQ799J9cLLiXpzKY4cIlY/DzeXIdm6EhX65Pp3Uhw5yOThp6lb3ghCYjpxyhN9lCf6sFNNVC+8CtOJgVKUpwbJHttB/YpbCNwCQ5u/O3Pc/DLDW75H8/pfx7A0Aem4JeUp+237IU3nvgcrUU/9ym5K40cBpRUVo1VntHsM3TxjW783ozhDx/FbMJw4VXM2IA0DvzhFeaqf4vBBjFiVfmdFkm8ItZZ44yLKo0cY334PqXnnAhJ8D2nHMOwYybZVJFtX4pdzlCePTecJvfwYZixDdX0343sf1Kq0QGbuBsb2/PQU67bC4F6kYVHdfcUsMWwWs3gZIM0I9Utv4NhDX2Lwka8y561/Re7YTpyqNoaf+xG1a24m3rQIVEjDqjcTemVy/TsxrAiR6naQktEd91C75LqKLZsxg+QAkO46j/G9D55SZFYaPcTIznuoWXQ1VnQ25zeLWczi9YlZosPrHUJUFDstwtCtVB0rhFJIy8YruhhWFClNgnIOYcdQfhlhRSge26bVEQJPHycEXmGMeONChGFpOXjDIT96iFj9AsxYGqV8TDtGpGU52d7NZBZcQuiXMC0HZVrY0UyFJR8CIXayAb84QSTTDtJAKRCWQ+gV8UtZzEgSo0IMqF1yI9kDWi646cL3UhjejxFJowKPwsghMgsuQSmFlx/R1fOhR35oL/H6bi2tZ9gIdJI4e3QLieZllYSVwciOu3TSuEKUqF16HaO77qNq7vkURw4TyTQzuuMu7HQLhhVlqudp7HQzKEWqbSXj+x4h3bGGoJynNHkUM5oiCAKsVJ2Wg/PL2OlmpGHil3OYhgVBiLAs7GgDxZEDSNPGL44DgtpF11AeO0aybTVubgg72YgK9NgKaSLtCEiTmrkbCLwSdUuvqzhnmEBIcbQHK1ZDfmCX9oQVYtr31suNYjhxEo2LwLB1MLnnftypQYQ0STQvJd15zqt3z/6SwsuPcfDbH5+RTJNOAiENEk2LCMpZnHQD8bq3MLTle/jFSaq7L2Ns7wPULrsZVZyieunllCeOMnHgcYJyFmnHqOo6D6eqBSENapdez1TPM5TGehjf+yDCdIg3dJPqWIuXG6nISornyXBrBKUp8gO7iVdsYOqW3YhbnKJu2Y1M9mxk6vDTgCBaN5f6FTcztvs+Qq+oJ9c9myvPvIdfmOTovf+P9hv+iDB0UQoMK4YVy2hJ78NPUxw5BCogUtNJ3TLtYRx6hVP6lO46HxRMHHycMPDO6IsOimzvZqyFV7wk1QI3P/w8ksMJTPVuomnt25msKLFk+7YSrZuDlLpdaVjIeDVVXee+6HnOJgKvNMNjeQYq77TqBZcg5ItbWIS+S35oLyPb7pz+LNu3BTNWRePad2BF0y9w9Cxm8dIReC7CMGfcl8KYta6YxVlAGEwrNRRG9tO8/tcZ230fpbETC2PZ3k3ULr0eM5aeVlQI3Dzj+x6mfsXNulpaGtixak0SPH7c0c046RaqF12JEJLS0EE9BwaMSAJQlMZ7MWMZAjfHxP7H8EuTSCtKsm0lZiyDNKOk55yHFctoa7L8GOmu80h2rEMI/Z7O9m4m2bKMsX0PAdoaI9e/awbJ4WRM9W5ClUvs+a/fo/Omj5Gcs+5VeZ/7pSxefgyvMIoVq8GKZyqKZrN4o8Owo9QsvAp3sp/RrffScePHtKWbCrHjNUzse5zqpVcSSTUipFWJeWIYkRRCGNrDXppagTAIUCgyc89HCBjf/xiF4b1aBa26g+oFl+hKbWkSAqFbxjQcLR0vpCbGV1QeQJBsXU7gaXWVXP92kk3LCPwiwoxgILATtTo2jWcQhsQv5Ug0LUaFPpHqdqxYFU5VG+WRHiKZFgI3R6JpKSoMKA4fwE42YEZSlKcGKI33kWpbRXlqECklIHCqWonXL8SIJpg68BQn200k2lfSetXvMbn/SYxIHL84Sa5/B8nWlUzsfwSEJN7QrdUi3BxKhQTlQmWhUFdCnyxlLwybRNNiUp3n4BXGmDz8FKXRw6TnrMdJtxB6JcoT/VQvupzC8D4QBvHGbiJVbboyffd9xOrmYsYy1C67AWlYZHu3ULfsOsb3PTxNBjMiKSYPPg5CYsVrSDQvJXtkU8X73SZSvWTapi97dDPZvq0kW1dhRdOM73sEKz2Xbd/7Cj1PPYAKfJpWnMfa93yYRG0tpefblQiDumU3VObEz+FUtVAaPzojLjsZ4/seJpJuwXBmPavfaFBhwPiO++h/6N9P/pDJfY/jTg7Rdt2HpwkFdqqR2qXXgwoojR3Brm6m9erfx80OkWhZjhlNM/jciflBYXgfqY5zsRJ1pDvOYfCJrzO+8wEW/uaXCLwCI9vuxMuPIAy7op6wBKuiHDi272EmDz7O5MHHSbSsIFrbhRlNkx/YTSTTxtjun5z2fh7f+yD1K99Eqm0Voe8ydeQZ/MI40nRItKwg0byUkV0/QamQXO9zJNtWIQwbaUXIzL+Q7NEtFIb2ARCpaqFq3oUgrTPaHwBMHn6KzIJLENJi8tBTZ9xvqucZnKoWhrfdScOatxHNtL7o9+MVxp5HcpjZXrJ1BYFSDGz82rTPPcDEvoepX3GLjutf52SH0C1x4Nsfp27NrRjRNAiBUopoQxe5Y9v1fNAva8XcBZdgxaoZ2PkN0l3nkj26lYZVb9bvdtD2xU7yjHmYXP9OUh3rtFrurHrkLGbxCyEoZTn8g09TGj5IrLEbw45Ts+gKVOBTt+ZmVFBmZM+DlCd6p+d2VXMvIHQLDG7+HlVztY2amxtBhT7x+vkzSA4AdqKO8Urs+HwUh/fjd6zT6tyz6jizmMUsXoeYnam8ziEQKBUiTAdCH0WIEAYYJkqBFa9GKUXolQhViG1FCVGEnouTbEYaFl5pSrMFVYiVqCcoZ8kN7CZe303ouxiWZoDXLLmO8lgvdrIeYVg6qakU0oxQHD6ECj2iNV0gJQJFcWIQK1aNFUnoCpowxIgkMGVKkxUStRiRFCr0kFYMaVoIwyTdfTEAxaH91K28GRDY8RpKk/3akqE0VbGB8LHitQjLgcCneuG1eOUCpm1jRpJEqjsY3nYn9SvfRFDKIk1H+xsbFlM9z+JO9VMaP0ok0zotMZyZfzHD2+7EqWollumkNHwYw0lQNfcC/FIWVEisfj6h72GnGkBI/NIUpbEj5Pp30rj6LbpvKF2pgsIrDJNqW0vol0BIhLRwJ4/S84O/outNf447OUC8fgEoxcjun1C7+BqkYVPVeQ6BV0ZIEzvVqCUWpQRkhRAhidfP13YDYYgCilNZItGYXnhWAQQeAxu/zvFkmgp9skc3U5o4SuOat2NGZic/LwWhX2bo6W/NSD7EW5bQfNlvMbrn/umqsGTbaoJSVls9dKzDqWplbM8DmHYUXwUUBnYxceDEYnboFhjb8wDJttWgQnJ77qNm8TUIKSmOHKKq8xykHWdk+4/wi1PYyTrSneeSaF562uREfmA3Tee8C6VCpJPAMR2OPfXfJ6rWUBSH91Oe6KNu+U0E5RyGk2DBe/6RMNB2MIX+fQw88h8MPPrfJDtWIe0oVjxDzeJrcAs54s3riDWuQZo2haGdDG39Ac3nvpvM/IvxciNMHHwcgETLMqK1HYzuvJvC8H4t25kfO6XPx+HmRiokndiLqg54uVO9TY9DPc+mQ0gTcRpP9tcaVOCdYjFzMtzsYOUd8OJKLEE5z8i2H53yuV+YYHzfw/odY76+E0SzODsIPBdpzpxqyllFh1mcBQjDwnAS2joqWU9x+MAMkoMwHaq6zsOMJAl8RWrOZRRH9uOOHyT0ymT7dpGeez74BYZO42FdnuxjqmcjVXPPB0My0fPk9O9wqn0NYeDiTh5jfP8j08eEXpHJg08QlLI0rnsHY7vvY3z8yIk+SZPaJddgRDPk+p4l1b56esECwHSSp/XuPg6/OEE03QEqoOfOz7DoN7901okOXn6M/me+QXDS4oMRSdG09u1Y8eqz2pdZvDYhnTjl8WOk5p9TUak6saAfb1qCnx8nf2wPdqoRYVQICaG2l1BeCYkirNhOSDuKNB0Gnv7qDIJraayH/o1fo/m89yKEiRFNIaUm6asw0LExoJShFSKEgZNuIvRLFXl6B6TEsKL4bpHC4G6SLau0IqESqMBFCInvlTCtGLFabVtYGN6HFBbNl/9vzFiS7NHNpNpWgpBUL7iE4mgPRjRNumsdKggIChOEhqHtZxZcghAm+YHdM6zapB2l+bLfIijl6H/w35n3rv8LQHmij2TLCpJta4jXz6MwcghhOJiRKqQw8IsT+h3o5rGTddQsuorAKxGp1hY67tQAoZvXigfH44AwRFYU/aq7L6U4doTqhVdgx2vI9e9g/MAj1K+4Ba8wjpAGdUtvoDzeR2FkP06qifH9j5LuXIcwHOx0mv4n/wsVBhhOkkTTIqQZYWjLHdQsvgrDjhGWcwhpYsWr8fJjCGkSq5/LwLPfJj33Su7/6w9RGB9mwZVvoW3txbiFHLmhY0STJyqLpRUlWjuXSKaN/MAukm2rK6oZyRnzZqeqDSNWA2FAeewgfmH8jCSIWby+4WZH6X/0K6fdVhzaT1CcAilJta0l2bKC8QOPUhjcc2InIaldci2J5iWVPIpGrH4ByZblFEYPEnoFvOwIo1t+xNy3fxa/PMnwljum91WBy1TPRsqT/cQbF5I7to365TcysvNeahdfRXH0MGN77ocwJNawANNJoIKA0+E4qTMMQoa3nFBgCP0yUz1PE62dq4lfKtTe8IZFsnUFkUwbUz3PEm9ZTaxxNYHnIU2DXP8+0u3LX3C+4RXGKI8f1V7xLxC/e4UxquasZ6JSMPFS4L9AeypwUYHL2N6HZ5AcKlsZ2noHrRf8FjJW9ZLO9cuI0NN5JyEk1UsupzTWQ6x+PlaymtFd980ggXmFMYY2f5eaxddQu+xGgnJ2WlUs3rySwtAuhBBnLBABQCltbWJGXtfjOotZnA2UJwYoDR/EjFfTes0HKAztxUm3IM0YqID+p79WIeACKiQ/sIvSRB91S6+jbum1mnDrJMkd20bN4msJAm1jMW13JCRhUD5zB9DxaGnsCImmxa/w1c5iFrOYxdnHi5d+vk4wODjIRz7yEc4991yWL1/OjTfeyLZtJ7w8P/rRj9Ld3T3j32/8xm+8ij1+eaCUAtPSnqQoXQ0TBEhhoFSgiQiWQ+iXsI6TCswIoHR1mqAiE+qDYQNKKyyg5UeFYWCnGkEpXdU2cVSTKoSuDBfS1Iv/DfOwohmEFQHfAwTRTCuWE2Py0JNIK0JxZD/SjBCUC5iRtJYxlQZCWiAMVOgTa15Ew/p3ML7zAWINCyAMKz/mLrHauXjZQcxISlfOGRZ2vBopTVQYUi7ksSIJpGGT7lrPxMHHjo8SwnSoW34TfjkPgTctYZxoWsTYSQluaUW1tGjLcg5975OUx/uYPPy0rvIpTCJMGyua0QoYoY/yXYQwKE/0Ubv4qkorhpbuFhKBQEhLJ9ykpRnZYYjyXb3ouOsh4g3dCNPBL+dwUk26x2GIMGzKU/26ss8wCVWIMLRih5NpRYUBdroFLekhUEpSGD6GtOPamsKwGN/7U05OMB6Hlxs5rVf0LE4Pv5gl3zfTe7Lp4l9jdM99J5EIIFrTQWF4P7GGRThVLTMSbALF5KEnT9t+tvc54o2LUGHAyI67SLWvJdG8jMArMbrzbtypwekJ6+Cmb+NUtWolj+dDhXiFce3XGwRM9T43o3/HEXpFyhN9eiFSSsb2P0Rx7DD5wd2EYYk5t31aL2KEFa9jJJ4Hg7u28+g//imPf+GTDGx/kkhmHrVL38TUkWdAWkgrSsPqt9J83ntJd55H6JUoDO+vjOEUVvzM1gt2sh5FyNDWO/FKWbzCBOWpIX09zyMvWInaM7YjTaeifKKRal81LaX/WoYwrBccHyfViHiJVRbFsR5O99wD5Ad2EZxGfWMWs/h5EHouxvNIM8cVHdQs0WEWryAMJ0Fm/kUA2jP+JPKfMB3ql99EYXg/g8/dTmFkkHs/+TsUp1ySbedRNe9yUu2rKI0crEgtA9Ik1XUumfmX4GTadTtCkju2g7G9D8z4HR7a/D0i1e1MHH76tH3LHduOClxKJ5EcQJNNh7ffhWE5mPEMQ1vu0ApJFQRuASfVeMZrNmPVuBP9uq3AozB04GcfuF8AfjnP4ObvziA5gFaUGtz8PT3HnsUbHkF+gkhtO5OHn+T5c5F8/w6U8hGGgRFJ4Jd0XIZAx0qGQahCQh3CIu0YhaF9p12kUYHHZM9GhJAIpXTcZdr4xRxS2pXYywBNedAHCYk0TKLVHYAg9F2sWAanqg2kAShU4OOX8xh2HNOKMrz9RyAl0jDID+4hUt1GpK4dw45RGu9FWlFidfPID+4h2/scVqyK0C1RHj+KdGKYsSqmjm4BDJQKiWRasZK103PV6mXX4GaHmDqwEbuqGTvZgJ3UkvEju+4h0bKEsb0/JdG8mKCc1QpsCKxELbH6+eQHdjG2+36kFSEoZ1GBR//TX8VK1JLt2zYjDgjcgpY97zwXrzCGCnyi1R0Mbfk+uWPbMZxkxXbOwUo2oFTA2N4HKI0dIVLdjl+aqtjvBEwceAxh2FTN3UDN4quwU01ajQOFFa8le2w7KggojByguvtypBUh0bSYbO9zROu6GNq/m8LYEOe97+OoMOSB//N+Hvn7j/L0lz+DV9Lz/lT7WtJta8nufhxCvSAghEQYNn5pCjtegxnLkF5wHUOHxnnmq//D1h/eiYgvJNl54UueN8/i9YWgnJ1h+fJ8uJMDNK66DStRR35o70ySA0wr6ZXGdBWtMB2SbatIdaxl6ugWnbtSMLzpDqQTJ1Lbccbq2vLEUW07mh8nd2wHdctuYHT3/Uz1PENQyhK4ebK9zzHw7DepXXrtGfusVMj4vgdPu604cgCn8s5AhWSPPEOqfTUIk1jjKob3bOfxL/wlj3/hL+jb9BhYdfiBeuG4PFGHfm/KF9zPStTiFiepXXz1S7bTeqH2dJ5RUqzkD06BCk+Ra3+9IXALFPp2kll6JfmR/diJOqS0Cb3SqUo3FUwceIygOI7yXcxIGreQZf+jTxFpOI9I9fwXtuMUEoSctrmYxSxm8fOjOKjfXY0b3s3k4SexEvUoFSBMQxe8qVMJbUFpCndqkLF9D2M4cYRhgQoZ3reLJ7/4GazMKuLNq/XOFYviF4KQJpOHnyZwiy/79c1iFrOYxauNNwTRYXJykne84x1YlsUXv/hFfvSjH/FHf/RHpNMzq5wuvPBCHn300el/n/vc516lHr+MkIaOQYSoSOGWEFKgCEBpEgMIjAo5QQhNKpCWg+HEUZ5ONolKdQdKV9Qkm5dSnuonDDydJJISv5Ql0dCNkGZlEp3UvqdIVBhgJmpAhQReSUufmQ5ecYLcMU04idYtQBpaOcKc9hxV+MUp7eEnBIXRg5jRJGa0injTIoThoNCqEVY0RTk7rEkX0kSpsGIb4VUqdHwKk5MgDMxYzXSFnApDqrrWM3noSWK1cyqLplr2NPTd6YTtcfsLM5ahNHwYFbgUBvaR7jqX0HcZ23I3wrAJyjmCwMMv55BmBMOK6qqkioeWqEiUCtPSYy4lyncJvZJOtQUeTqYFu6qF2tU3EgaqUoEUkmxZipsdxi9Nggqwomk90QlDDMOCis+sOzWAzgqG+r/SYuTALtLNHQRuXi9Oq5DyZP8Zb53CyNlNkP8yQ6kQO1k3/beVqicMfaxYBjNadfKOVM29gERDt372hCRS3QlAUM69QGWRQpOPMjqAnxog0bxEEwhOg4n9j2gViOchVr8AK17L+N6HEChKY4eRdox013rqV95K/cpbSXWco4lHo4eIZDRRJjP/YoShlVBSnWsJQ4/mS96HMGyENPCKLj/9Px/kiX/9FEO7n2Nw57M89vm/4NF//lNC38dOtWLF0hhOHDOW5tjT/8Pgpm9VFtw18gM7SbauBCGJNXRTt/wm6lfcQs2iK7GS9SSaFiGEQVjO4k4eY2Dj1zj2xJc5+si/MbztxzOqOgwnXZEkPhWp9rX4nrZxiTcuwoqfmRTxSkIphVecZOroFoa2/oDxg4/j5cfOWOVuWBEy8y48fWNCkmhdod8xLwGhX3qBjoVnlEWfxSx+VgRe+RT52OPEolnrilm8khBCEKubT+3ia5FmZEZ1S7pjHZOHnqQ80Uekpov+7c9x0e9+jPz2b3LkB59E4DL47NcpDO4k9EtUL76GpnPeBWGAmxsi2bqc5vW/Rrx5CZOHnjjt+YNS9hQFoZPh5UdPn4hSAaXxo8Tq5s2QFHXSzSRbVxCtnaOTzqdBsmkxo1t+PP23X5igMHLwNFWPrwxCt6BttE4DLzc8LVE/izcu/HKBUIXkT1qkMmMZrETd9G9Drn8HVYsuRimFYTuamF9JWYReWasVlMtIw9QKgS8Qr5RGDhMGHir0MZyItsIwDR3PmjFNuNPef5p8bkZQSiGtmJ6TC4kKfOxELcIwUF4ZQrdCvhVabSw7yPj+RxDSom7ZDZp4jiD0SkTr5lbk45dRGu/VVk7CYKrnGRQKJ9lQiccthGlpZS4hKU4cpe3aDwEQb10CpkXgFum8+eOM7L6XzLyLEIZNvL6bXN82HYt6Ll5uBGmY5Pq2YacaMJ0Uoe8SqenEzWpZ8mzvczjpJqRhUz5O5KogWjeXwCuTaltJ6JdxUg1MHHqC0C8TqemkfvlNZI88S7pjHWYkRb7/BMl7fN9D1C+/iWTbSvz8GF5hnLrlN1IcPczw1h8wuueBaUVFISWlsV6kHSE/uJvxA4/RsOotJFqWUc4OUdV1Eb1PP0TD4jUUJ8fYd9/t2PEUl//x33PJH/wp0gipmn8xpYGDHPz2x5nc/zjKd1FhQGF4P6n21ZSnBonWziXevJ57P/n7bPn2vzGybyvHnnuMBz7zYfb99Cd45VPJ3rN4/UMF/gzS+/NhOAl67vwspp2kOHr4tPsIwyTwCqQ7z6Oq4zzCYgkURKvbCdwiwrAISjmqFlxA4OXxCxNnPJ+XH8WKVeEVJnBzw9M5qpMRlHMUR3toXPcuzOcrNQmJFavGryiYSDtGes7Jsf063NwoIInWzQelNNlqYpSnvvxZHvl/n2Bg+9MM79nC01/+Gx75+49SHBslXbFxPF17qfY1TB7ZRDk3/gKWp4JU22ryQ4cJynkM+8xKoUopvMIEU0c2oVR4RrurdMc6hNCEqTPhBePc1wOEwEo1kFl0CfmB3VqpFa3ycyYEZa1eO7bvQeIN84nVdrDvvtu5589+m4nBHBgR7GTDaY9NNC2mOHLglMKSWcxiFj8blFJYSU3kijbMwc0OYdhRpnqercR/vWc8tjTei5OsZ2z3A8Tq5xNvXMz++39A79M/5Sef+n36dx8k03010nRwpwZxqk5vExSrn09xrIfQL6Nmc36zmMUsXod4QxAdvvjFL9LY2Mhf//Vfs3z5ctra2rjgggtob2+fsZ9t29TV1U3/ez4R4pcRYbk4zQpUYYgwoyghQVhAOL3gjWnrH7vQA3SCRgUuKJ8w8JHSQlRUBIQZIfQ93OyAXhCTBiiF6SSQsQwq8FAILQ0aBgjDxC8XdRJHCB24CJ3MCsp57HQToe8jbd03I1aFm5/QyaYwRBomSgiEMIhk2pB2jOScNXiFcRDgTQ1iRasI/DJWogZp2tPnl1aEMAgQpoW0HWzHopwdozA2DMLArmrFilcRqemoVN04hIGLGcsQybRqiT2hZe0j1e14hXEyCy7Hz0/QcdMfk5y3Fr80hZWsJyjnQIFXnMSOVeugwy0gLIdky3IdYCqFkNpjVvnaCmDiwFMYkYQet8BHRuIIO0LrVb9HUMphRZO4U8NYiWrc3ChWvFaTOMKwsrApCP2ili1UCgyDwHc1QcWwEYZN6JXxi3lM28KwooCarng5E/R+s3gxBG6R0HOpXn4NAMK0abnkfTipBmJ180i1r6Fh9VuI1s5BGDb53h0YkSRh4FIaOUSiZWmlSuyFIQyLmkVXTkuTBeW8/r5P26c8hpPQxJrKIqO0IiRblyOE0DYHgJ1uoW7p9ZQnjjK0+XsMbf4eXm6IuuU3YSXqkGaEwuA+VOASrdbvy+Ftd+LlhknNPx/DiaGQ9D7zIBO9p1ZWDO/ewvCezVgxrXiiQp+xvQ9Ru/habXtz0iKPVnc4QPN578GwIozsuIuhLd9nsmcjVV3rKUxO0fPUQyS6LscrFqar2UBRGNrD0NYfElQWUQI/oGGNrsQ5MYCSZPtqonXzcfOTNK17F9ULr9AkqrMMy7IIi+Mce+I/Gd1xF/n+nUzse5ijj/07pbEj0xKkz4edqKN22Y0zFscMJ0HjmrdhRl7671Uk037GbXayflq2eBaz+EUReB7Smkl0kMasdcUsXlmEXhm/lEWpgHjLUqK1c4nWzJne7qQap5NJ0k7Svuoc+u76NKWRHurOfStTRzdru6DcCPGGbgg8+p/8L6Z6niHfv5ORbXcyvO1HEPhn/B0+ExlherNpn5Hc6JemKI32kGxfQ+Pad9C49u1Ea+cwsv3HTBx8nLplNxBvWkLNoqu0fHbLCjLzL2J850MzFlOitZ0MbvoO/Ru/hlec/NkG8edA+CKy1C+2fRavfwSlSQwnRugWiDV007D6NpKtK4g3LKBuxS1UzbtQV5iFgY6LhNQECMOoKDpEQMpKclYriskXiFekHakQ/qUmPKCVHTBtpIDi+BFUqEAplBDISvyIYVTUHWxQAdK0EQodN0kTITVxPShncapaycy/BKRB4BYxI0nC0CMo5cl0rWf84FPY8RrdT2kCAunEsaMZJg88jZWoo27ZDUjrxLXF6+YSipCFv/WfJFqXEEk3U73sSgojBzQxWkha1r+XqrkXUBw7gjQdAjevSR8qZPLQ45TGB4g1LSJa20WiaQnZo88RqWqlOHqYdNe5evSsyIzxEmilmtAr4WTaCH1XqxwKg5qFl+MXximMHMDJtGk583Ju+lg3O0R+cC/5/l2Evktm3gWM7LyXeP0C6pbfTLp9LUhDqzcYNoblIAwLO9VIZu4Gxvc/gpsdorr7Gopjh4ikqph7yY3sueebSNPk8o/9HbaVJ9nQhZ2oJZJoYPCJr02fvzh0EDvdxMSBR4k1LKTpnHdSzk2w9bv/RXnq1IXjPfd8i8LobIXyGw3liX4mdj1IZtGlp91uxjPEmhfRfv2H8QqjxGrn0LD6NuLPk/h2s0PE67qZ2PUwhf49pOado+1g/BLx+nmo0COz6GLMWBpC9YJzAsNJYESSRKpayPfvOuN+haE9uJP91Cy+evrZFYZNuvNcECDMCE66mbql11Ea6z0ptteWsH5piqo555HqOIfQd5kaGuDY5lPJmtnBo/Q8fg9KOdStuEXnCsZPzhWM6kIi2YoKDYLQp275TTPeJ9KOUb/yFvp3boWgTH5gF5whvj0+nn1P/Aeju+5lZMePqVlyzUmxPiAkqfY1JNtWIQxDF3+cAU665YzbXg8I3BI1y68FIUi1r0EaFkGlwOrMEJq455eRFYtbO66LQp7+8mdw8znqlt3wvMVRQbxhIdHauWT7tk0ry85iFrP4+eAXJ5GmgxFNgWFRv+IWlFIE5WxFafsF5rNWlDDw8EuTmNE0ieYluKUTBPLN3/wCobKpW3EzucE9ZOZfPF1QdxyxunkkmpeR7d1ErH4+hvVC74xZzGIWs/jlxBtCr++BBx7gggsu4P3vfz8bN26koaGBd77znbz1rW+dsd/TTz/N+vXrSaVSnHfeeXzwgx8kk3lpEmvHEZzBO+9VQcVOQhrak1QaFqHvgmEjDYNQmaA8lDIr9hQlbXGhJIHvVYgO2tpCGDaBryWohZAoKUm2rAAkoV/GMHXli2HYBMIFFaIUCBUgZATD1JXfYRiCoTR3QAisRB01i67GsKOoUPumChTStDBj1Ug7zvjOB6hecjlKGgSlLCLVgJcfJVLTBaGnq2pUiJAmTqpRs8DtmFZLQBL6U1ixDFIWEcpFhQZ77v0uCy65hFTrEo49/VUaV71Zj5mQEAZUzdmAlx/BzQ4Sq51HabKPmkVXkx/eR6SqhtTcc8kP7aEwsI/6FW9CGiYN69+h2wgCQl9XsZbGe4nWzsHNDWsWdBjoJFelYgfQi88Vf1YV+kgzwmTvkySal+FNDWJEEpWkn49hRxGiQkJQIdJJIi1doRSGWvWBMCDZvFQn26LpCtHDpHbeQk168EtISwc4iZalZI9sIlLdgR2vRamA4ugh/OIk0dqul3w/H9/vbNz/hvHy2Qz8PP19/rWGgUfoFij076Fxw7tJdK5BhUXKo4dxC2MVCVeoXXodXnaUujW3MLLjx7hTA9jJetLxc7TSimFjJerwcsOnnNOIJHVyNfCo6b4Cw0mB0KoE0Zq5WgY3cCkM75+umDTsKPUrbtY+tdEqpB3V1VxCUrfsBjBs0u1r6N/4Vax4Dcm2NYCiNN7L8JY7aDrnXYRBGWnZTBx8EhXoirCGlW9ibN9DxL0iQ3vuJz3nUvbd//0zjtf+h+6icek5TPVsxIgksKIphGFSu+z6CtnmhGennaxjdNd9lCdOVJj5hQmGt95BqutiJo4eojg+SH33KqLVc6dtLwDK47064Wo4BIVBJvY8R83CK056rhzKE8coTQ5ixzNYlWD9bL+zgyCgvibN8PYfaQuRk6FChrZ8n5bzfx15OkUKaRKrX0CkqpXAKyCE0M+yFUPx0q/FjKSIVHdSGjt8yrbqhVeCEXnZxuVsPK9n8/3zSuD13H+/XEIaJkF4omJAVX77fLf8mrnm1/N38LPg5Xxej+NsjqkKA4LSBOP7HqY0dgTDipLqXFfxzV5GfmCX9nc+iWDgpBrI7nuKWPNCmi78Ncx4NSr0EIZFtvdZhJDaJ/t58IvjL1gJ42aHcNLNp5VQllYUUVE7Ox0i6WaGd/yYqnmXIA2bbN9WSuNHtCJXNsSwY9jJerzCpJ4TRlLY8Xpyh5+dbiO94AK84jioEL8wwcT+R8gsvPIFq1h/UehFjpNsAE6GEEgr+pLuh1/25/GVxMlj83I/r2djvMMwROKTaF1B6BYY2XkP8bq5GIZF9sgmhGFSs/hKvFIWx4ohKtZ+KvSR0kChLdOsWAzllxGmTaJpCYXBPVjxaiKZToQQlKYGcCf7dKxqGATFLMI0EWZEVwNLgQohmmnT8WKFFI4UGJEkBCFUiPvCqFgoKk8T5ysKegqBnWrBqWrHiMQRCrATBF5B2wemtByxHa8i27+DRMsyIlWtKASp1pUce/DfUSokPX89w9vuoXHNbRi2jqeHdtxFsnUF+YGduLlhMnMvwE7WMrr7XhrXvA0vP0pucJh4/TxMJ45fzles2TSx0IxlGN3xQxrXvpNIVSth4BN6JZQKidUvoDC4l3jTElIdaxjeeuIddTw+VKGnSVMqwIrXULPwSkoTxzAjSdKd56ICD98tEq3umCEhL02L8uSA9pCOVlGz4BJKk8dw0s0oFTC++34SzSswIglS7esI/TLpjnX0b/za9AJcsqWOyUNPMP+yGynl8pQmRllw1VswbY9owxq8chlvpAd3tGfGvTX8zHfpvPUTjEwN4GWHmOzZSLRhJUeefuCM9+ORpx4g3TbvjNtfznfRa/l5fSO9c1XgM7zpDjpv/GPc7BC5I1uINXVTu+xqnEwzTuMCJg48Rr5/x4zjMvMvQrauJHt0M6AJQe7kANGaDpJz19L/1H9PK+IJaVK96EoSHavJD+zHiKSINywkP7Dz+d0BIbGTDViJBpRXwMuPTLcRq5uP4cQJvCKFoX0IaREGZSYPPUXd8lu0WmvgYthxVBBQt+x6zGia7NGtGHaMVPtaQr9MYXgfA89+g4aVb2Ki51lsK0lppJdDj5/52Tjw8I+Yf9WbsSIpBp75+nSsDlAcPYhXGCU970oOP3onzSsvwHSgcc3bK0VTuv+lfBYnnqA89px+H3L6eyz0CgxvuWNaBSsoZRnZ9iNSnedQNf8iDDOKtGOVBXo9h6lZdBWDz37zlLb0mCVec/PhlzOnpvwyxcF91K6+kdzgHrypQexMGyRqZ+RVhGFXFjP1+B0n+App4k4NUt21iIHtTxP6PtmBYxT6N1K37Eb8/JhWF5ImxdFDDG/7IbGGBQg7dtbeEW+kd9ILYXYcXvoYvFo54p/lOwrKBQY33k7XLX+BFctQGNiBHa8h2boSYdqk2tcwtvu+6f2teC3R6nYUgljDAoY2fRsAw4lTHD1MQ/dKhnZWYj+lGN67nWQmpH75zXiFUaoXXKJjx8DTz/P4EYa3/gAhTVJtqwj1S/mlD8zPeL2vF8xe88uPVyLnNItZHMcbgujQ29vL17/+dX7t136N//W//hfbtm3jU5/6FJZlceuttwLatuLKK6+ktbWV3t5ePve5z/G+972Pb37zmz/TQ7ht27ZX6jJ+ZiQSCbpaGwncok6cKKUrvAUEXqlShSb04rsQCCvKcbavkAbSiGplhEpiRKIl+hUKpRRCKUKvBAZAWLGlKGJYlSAk1AuxKB8hhba5CAOUlKjQRRg2hq2rW4RpoVxPJ1eCCkHDtEBAtK5Ty5aGnpYJ9F3sdBOgUMeJHG4RISSFkQNEqjswLIfAKwMhVrQaFSrsWJSwNInC4MjGB1n3nvczefhp0p3nIkynUp1jEvoubm6YROMiylODpLrOIWNFUaFHrLqDwtB+ItXtFIb20rjmHSgVEvou5dwgdqaFiV0PUbPyBnAiqBDciX6EHSHRtAgVBJqgcDxJVrE8KI704lS3aB9aFeJmh3Q1YTmHoxRWvFp/L4aDkBIvP1bxLxTTqg74ZTAjEFa+XyEIK0GK8gNMx5mWnFNoRmmieSmx2gUExSmCcg5hmETmtmM4caTpsGXLFn3fvEScjft/zZo1L1tbv0h/jx/b2txIyrIZfvZ7LP7N/8QUPqo4CXaMRLKW6vbVDO97lJHtP6L5vF9lsudp3KkBnHQz6a5zKYwcwoykkZEENQuvYGjrHdNkhUhNF4mGhQhp4efGEdJg4NGv4hfG6bzlE9QtuYGx7fcx3ns3ZjxD7eobUcqnMHKQwC1qae7JYyAEydZVWLEqhrd8D2nHaFj5JkqT/dR0X0G+bxcjT90OQlK99AoibavIDx3AL02S799BtLoTpIE71c/g5u/SsPo2cse2E6mZr6vjXmCxR6kQYVr45Syl8SM0rL6NyUNP4lS14FS1Ur/8Zoa2fA+ExIykZpAcjsNKNhBJVNHUGiPXs5nczsNE191Gumv9DNnw4tQo5WwJv3cTbnaIgWe+fkpb0bp52NWXsXnz5p/7u/9FMb+jkdGpgdNuU4FLYXKYgwOHNDHsFYAQgjlzLsFK7yN/dBOhV8SuaiE15yKOjRWZOLT5ZTvX2XxeX0u/vz8PXo/9Hxo4husH7N9/YiEkqFQfHNi/j2F5eouZVwuvx+/gZ8HL+bwex9kaU8uy6GquYmTTN6Z/k/zAZWz3fRSGDpBZdAX1K28h2/vczMX+wMVworRe+X7yfTsYe/CLKN8jvfBCqhZcQHH81N8koJJIVjOSyqBVcRJNS5GGTbrjXAI3R7ZvC252CNDqTPWr3qTng6e7jlg1ZqKGhhW3MrH3Mfp3/hRhmFQvv5p013qMSAq/MI43McjY1ntQgU964YXY0TQdN32cg7d/gtpVNxJvXczoSQSNXP8uoq3r2HPw9NfzcqCuJkO8ZTn5vi2nbIs3r2BgeIzh0YMvub1f9ufxlcS2bdte9uf1bIz3ku55KC+PnajBHS/QvPgq8EsQeCQyLYRmBLeUJfA9RLqZMAhQoaftFCskJYFAShMCV8endoyG1W8lLBcIynlUGJBuWYWcdxHCtDAMm1Bo5QcVaBKTUiEELiA1NweBMAQqFBVCRRlhRirvklAT8StzMqUCrQKBwozEtQ2GUghhIAjxynnsSJpQBUhhEK2dw+jOu6lZfB1BOYsZSeN7eqFq7ts/y9CW75FqX6fj61ATEggDDCvKeN/WSlyuLRmrF17JVN9WnEQNsdouQOFk2jAjSaQZIdawAL9cIDP3AkZ23k1QyuMVR4k3LsKw45Qm+ki1rWZ0908qthoRku1rMcwIZqye/MQEybomlKfJYIWhA1R3X05xrEcXGXSeo62A/JImQGdadZVhhbjrFyexEzV4hQlC3yMoZ4lWdxJ4BYa2fB8hLVLt6/Dzo8hIgsALKY3tnl7gFEaikgsoI1QWJ1FFzZzFrHrbb6FCF784iVsKKI8dRKgTFfLSjlG99EoMO07jOb9CUJzEyw2TaEvwQhL3QeCzf/9+crncGfeBl+fZeK0+r7W1tUQiDnV1da/7d65lWcxvTuNUNXPojr+k/dqPMPemPwY3jypNgWGhpvpJ1HRSGNKKhscxvu9h6le9mdyx7ajQJ9awkOLgATJLLqN/49eYvs+EQd3ymwjcAn45S9OGX2Fo6/epXnApbnZomsggrQiJ5uVEM+34uVGUguzhZ4i3LgZhEK+bz8hzd1IaPoxT3ULt6psQdoSpw0/hZodId53HwDMnFvqteC3VCy9j8JlvEWtcQKSqg2P3fwErVUfd6pvxyhMURw+TqO+m777PU7/utheWLVcKLzuMTCRnzHEAki0rsKIZhh/7D6zJQaZ2TtJ43lsZ3XM/5ZOk1yOZNtJzLmBo8HGiTSvYsWsPnneqstOCjnq8iu3GcQRunvG9PwWgdvXb2Xtw5tyhuipF7aq3MnXwUdzJYxh2nHjbamTVHLbu2PMz5a9Oh1fjeY1EIlRXV9Pc3MyePXtw3dNb6yzprCfbs5n61TeRrmkHt4goTaLsOLVLrmX8wGNUdZ6HlCZ+Uduo5fv2kupcSbx5KSr0capaCU8m2wpJum0dpfFezEiKiQOP4k4NYDgJMvMvJky0sXX77pdrOF4yXu/vpJeK2XF48TF4NXLEVVVVJBJxGhsbX9IxS+e3Iw2TSHUT0i+SSjfq/H8kgVIKM5IiVt+NGU0TrWrTc9rAI3tkC0F2jJpFV5Eb2Kktyao7CMOHTjlHqnkZ5Yk+sn1bCUpT1Cy5hsLQPvKDezTZtWEB8fbz2Huwj1L5pcdkz8cb8Z6cveaXD69EzmkWsziONwTRQSnF0qVL+dCHtNfl4sWL2bdvH9/4xjemiQ7XX3/99P7d3d10d3dzxRVXTKs8vFQsW7bsNcVOCopTSNMmDAOkEGDalVqrCrlBmprwoHyEISuKCkLbRagQKSShaeEVp7BiKZ3MEWYlqVFAOJGKrGeFwR642pLBtEAEOmAMfJAmpfGjxNONhEJqKVJhgNQVeMr3UQiC4hRWNK2l960ohCFOdQvK9+G47UVQsbkIfaTUlhvCtAhDT8uthUJzOAIPZToQ+gSeixlN4AculrTZ8Lt/DoGHX8qS7jwHtzBOZuFVWvnCjhOv76bv/i9QvfxaRNLEzY5gxTOanT41gJWsp37VW3TCzbIRYUi0povSxDGEaWPaUYRpY0VTGJEEhhUlDPU4BOUchhMnDLyK2kaAaccojx0hUpGLi9XOQ0oTO9VYIaQohLQJ/TyGFcHNDiOtOIZpEwY+QoQIw0IgwZSEQQnDSYICgQ5ihGFB4GtCh2kRCgOCkFzPc/Q/8p8EFVnjSE07rVd9AOnEWLFixUu7z4KAbdu2vebu/xfDz9Pf012rO9HHkvf9BzI3QHnj/6CKWiJVxKqxV72VugUXMXLoSVToT0tSVs05H7+UpdCznbFNd9F27QcY3fUTapdcq31mg4DCsT0c+ObHpokP0Yb5tF31fvoe+BfciQEOfudPZqgCZA9tpP7ct1Gz8lqKFS9gAJQi27uJ6oWXYyfrNQng2W/SdM6vcOAbf0hp5ERVVOHYTmJN3bRe9ftY0TR2tJrxnQ8SunnS89ZjpevIHt1MomkZIRZWJMaci29k0//8/WnHa+7F12GYBqGvExuBWyRUASAY3vZDms97L/UrbsV389qO5nmQdox06yr2fe1DhO7J1/oM9efcRrJlBdnKokokXkU8kmBg/4nEQKSmE8NJUh4/gl+cRPkulh1h5cqVP8O3/vIhCAJKky8slWtKxfLly1/5zlTVkm5bgTaINpFmhM7qV/60Py/O9Lz+sr5/juP13P/i498niMeZN+9ExaRXKtALdLS30fEqPYfPx+v5O3i1cbb6FPolhjd/97TEu9LYIfDLSDNOomUFZryGaN1cisMHcPPDZBZdzJEf/y25IycW6AsDexjd/CPm3PZXpz2fMCwKwwepW3oDQ1u+DygiNV1Eks0cufOzeFmtzmQl62i/7iPQvIzQK2MnapHSxsCnee3bGT3wmF4YEIJY3TySbasIS3n2f+OPcCdOVFrn+3aQaF9J+7UfpvfBL5Hv3Tqzr1XNzHnLXzLvnf+X8X0PMbr7JzM7rAJsy3zFf/tCrx7TiTPV8wwq0KTmVOc6kq2rkFaUlrYXb+O1fD+/2jh5bF5unJXxLk0RRpL42QGi0Sq8Z75KeFxdyoxgLbqGSNtqAkPbFwoESAkKFFIT0w0TvBJIbWchpU05e4zee/+R8pheZDNjaZou+g1SXWsBgeHEtS0jEgxLx6sIVOBhmDGEYRIqH2FKvUCmFMIw9HkVuFP9ROLVKNPRcbQqI+0IoVtESFFZVNPvHsOK4BXGMGO1SMumNNZLsmUlBK4mWyiFIqD+nLdp8kbgYccyBKWcVj8MXOLNS8kd244wLBpW3QZCTpMIDDtKaawHNXaYSKadaE0nwoggpcRJN5M99Ayx5kXULLpKK6mlarQN3PyLIdR2FZGaTkw7QeAWiCQaOHL356hd/xtkJ6ZINbQyvOkOGs5/BwhBYXA3vlsg2bYGLzeGGc9QnhzATtYysvMeGla9mdzgHpx4PXYsjbAc3MIEZiRByS/il7NkjzyLEAZNa95Krnc7VrqB3NEtmOn5lCrKDJHqdqLVnfhemVjtPAr9z5Hs3MBFv/enCCkJ/YByoUBxYgo/N0z94us4BhiRBJ03fwK/mCV78Bny/XtJL1wPwsBJVtGy6gKOPvvwaW/HjnMuI9P1wooOr9V30S/aJxX6eJODTOx+iPzgPiK1nSxefBlmsh5pOS/ewC8pioP7abnst5GExOo6cZ/7NsHRTfpBFxKjfR121/m0rH0bvufilXMUhvcSlLIURw9Rv+JW3Nww0Zou/PQ4uYHdnEymSbYs1fap0mbqyLPEG7vxciMMb/shDavfijs1hFcYJVrdSe89/zD9Wy5Mh7rVN2M4KZx4Pfu++qHp+UxxaD8Tux+i86aPT9sTHCcHHYeXH2Fs9/1UzV3P6K6fUNV1PsIwmNr/BFP7n6D5kvchqh2kYeHnx4nUtjPv0pvoffqnpx2nzvOvpDy+Hye5CmHY06SPWN08/NwkR37wmRNjOrSfyd0PMOe2vyIs57EqygJBKUd55DD1y2/GrmpmSUPstOfyT6NmeTJMQ55x7hJNN1RUugTS1naUKzL1p9331cSLPa9+dpjSyGHGnvouCEnHsqtw2tswT7bhPL5vbpQ5b/oksjSq806TfRjLbiVnRojWziXTeT49P/w05fE+AMxYFU0X/zqjW+6mqvsC3Pw4jjSYd8n1DO18FmGYJBsaGd1yN+m55+AGPrH6+VR1nUfglXAy7ZjRNCurG16x8Xk+Xsvv3rOJ2XF4dcbgpZzLm+xn6uDT5DZvxkrVs2j5NZiJWq0Kdgb4xSnarno/RnkKd+NXCI/bKLatQS28Bi83Rqp1JUfv+zzZQ88AFfviFdfhpBs58sO/Ye7b/pryZD9Ouon67mWcrD1U172Cwz/4Cxo3vJtY/QLG9z7A0HO3E29YSO3SazGjGcx4NUJaLEyd+m55KXgj3pOz1/zGuOZZvH7whiA61NXVMXfu3BmfzZkzh3vuueeMx7S1tZHJZOjp6fmZiA6GYbymXgSBUDpu84t60V+ois2DAQiQhlYCENaM5LA6HrBJE8MwK1KYQlsjEFSONwgKkxip+srnoa5+Oa74gED5lYo3KbATdYQIQFdgKIGWD1UBhD5SCJQ09ZlDfX7NNJf4hTHMRLVezJcmIAnLOWQ8QlgsIqTEiCTx3AKmo6tthGFpJnO5gJASwhAjkkQpn/qFy1FBiVTHOpSC8tQAicZF2t/OiuJN9BNrWkSsaSHuWC+l3ABmrArle0QzbZoMYkY0010lMA2JFctg2DGazn0rgVvCL2S1FYhfRtmxipUIKGkQekVt16gEfjmHk2lG5MY0EcUtEq3twvDLGOlmQjenfWpDbT+ihCDWuADDSeNN9IMAK1FD6LsooXRwXVF+QIUot4QwHS3JqgKkldBfrWFRHNzH0Xv/AdCJIhUElEaPcPD2T9D93n/GSP5sE6DX2v3/YvhF+nvysYZpYQQupUc+rzdWtWEsvQXi1XgIDDNO7fxLCVWoZWATtYSBz/j2+xndfCdz3/5Z8gO78QvjlMZ6KfTuIlLbTt/9n58+nzAd3KlBDn73z5j/zs9x5Md/c6r1ATD01DepWngRdryG7JFnZ2ybOrKJVNtqxvbcjwo8SmO9p/UXL/TvoTRyBCvZwNSBp0h1riLwioztuA8vO0r79R9GSEl5Ko8TT9F5/pXsu+92sgO9M9qpnrOI6o5OcoN7iTcvJ3v4caRpE6uZQ7RmHnayCXdygMmep4k1rsRyEqf0JdG4hGMPfYnQd6nqvoj0vPUgJbmezYztepB5y6+t2NcozGgSaUaJ1c0jDHwSDd3kjm7HGx8k1boWK1GN7xawnNMnWs4WAiSGHSdw86fdbidqz9pzZERTZ+U8Lwde7Hn9ZXv/PB+vx/6Hgaffj/JE5aUyrcrG8DV3va/H7+DVxtnqU1j2KE/0nXF7OTuIaUQ5cvfn6Lzyd6iZewFjQoISFAcPzCA5HIc70c/EzgeJVHdQGutBSBNhOqQ6zyGWbtazWcOief2vkuvfiZNoYO9Xfl/PayvwssMc+M6fsPBX/4We+/8PxcF9xFuW0L76WlTPE9StfjvBnA0EQZni6GGmjjxLMDU5g+RwHLkjmykOHcA7DVnOnTjG+M77qVp82WmVkZx0E0K+8t+FYSTIzN1AsnUFKvARhonpJCpxw8/a1mvvfn6t4JUYl7Mx3p7voWwT245RfuBvkd1XY6z7VU2+90p4m7+FHUkim1eCCnTMJ4SOXYXUMaJXrqjc2aA8/NIYB2//M0KviLSjCGngFybpvftzzH3bZ4jHMroi2TAqKnfeNAlfCAnCJFQBKgyR4vhg2NpaRgUgDEw7BXYU5Zb1cYYDYYg0LV1MIE1Cr4QwJPiCMAhRShD6LmHgg+8hLEeflxAzkiLZuZrAy1O/4lbyR3eQaFuGCgKsSBqjJkJhYDeNq9+GCkOGnv4WNatv0AUJwiBa00Vh5ADFiT4taxyEuiI6VOR6d+BODWGk2rCSkkgqhWE4WE6KwuB+pBUhVjsPpSB0S+z/1kcxoynGe3toWLaOwC0Sb12Olx1BhIr88AHquy9DmDbF3BBmLI1hORh2HDOa1sqRyiQaTeD1PI3sWk+2dzfV3euxomkQAjc7RNOqt8DQXrz8OEa8Cjc/ipnuxrBjZOZdjPJ8vOwxzGQTyfZVlMaPkO15nNY1byc7MkQkFUMgOLblSeZfeCGlsSPUrLyBaP0cxnb9lFT7Kvoe+ALxtmUYdpxE81KC4igr3vqbDO7aRCxTx4q3vo9MWxeEAbnREWLVNS/pnn8tvot+0T7lju1g/zf+UCuIAOx5mMEnv87ct/41iY6VWjXldQjDjhGNxQnG+3Cf+RrBsa1gx3VVbeASHH0O0bgEotUgDaxYhkzXBsIwwMsO4U4OMrH3MSIbOsn1bkVGj3uqC6TlEG9awuimO0nNOxc7Xk1hcK8+r5Nkav9TDDz6X7Rf+2EO3f6n0wvRoPMyI5vvxIxnyPfvPi1p88jdf8ect/4VfmmKwC2cst3Lj2JEUiAEuf7t1K65hSN3akLCsYe/zMJf/yIAHTf+MYQhmba5NCxew+DOmfmCWHUDcy+5lsm9d2En67ETtdM2XLH6Bez72keoWngx6bnngZQURw5ru1SvTO2S68j1bsObHCLZtRZQDD/7Q9qu/N0z3q+hHUWYzinkDT2sWvHxjPe6ET/9568xvNDzWp4YoOfHf0Pu8Kbpz8Z3/ITUvPW0XfUBnKrGGfuHUiJDl9LD/wiBj7n+t6F2DoXnbidet4DdX/uQtnYyLKQdwy9m6b3rc3S96S/o++m/Mectn8LNDdOwcDmXf+zvybR1IgTUrLiGw3d8mjlv/iSDz31L99uO07z+V1+1999r8d37amB2HM7uGLzYuYpDB9n3tQ9pi68KhjfeTscNf0RqwQVYkVNzmgAhCqkCSg/9P3BzGKvfgaqdjxFJMtmzkXh9N4fv+BTFoQMgDQwnQVjOM7LpDurWvUXPd7bfR2bZlRRHD1HV0kHT8vOYc/7lZDrmYTuCZNc6jt77j3T/6j8Duqg017+DXP8Omtf/GqYVOStj9HrE7DXPYha/HHh9RjDPw+rVqzl06NCMzw4fPkxLS8sZjxkYGGBiYoK6up+P6fZagTAqjHxpal9UU2pyQ0CFrR/i+y7CVAgcTXAIfITSPtoCoeU5lYIwICyXkREJoagoCCiE0ISJ0PVAhhwnNiANwnIJ07II3LJuSxq68sVzkYauxBGAMm1C30VKqavZQ39aGUIJibQTKN/HjFbhTg5hpSIYkRTKK+G7PnZcyz2FXgkRiUCoCHwfYdhIKRGWrf8Oyvr6Q60QIYWBUj7x2rm63VgaaVhMjfaSWXy5ZqWnm8CJglIEpRxWLKMTY4ZeuDGTNaj8BIZfpmLwAVJiCIGvBNJJoAIPaUcJS3mMSILQzSPDAMwIZjRF4BYxoyktWap0ok05SZRXInQLCEtXIunvIUTICHgljEi8QiaRiDBAWBZhoMAwCT1PVyNJExF4WJaDVyxrRr5powKPwSe+Rs3KG6hacAFedgRpOQjTZviZ7zKx91GidZ2vyn37ywbDdPB2/hhr+a3QsBjP9zj60JfI9mzGiCSoXXkDNcuvRmGQ7jyHRN08fLfE2Na7AXAyLXjlCex0E9FMO0FugsEntO1CrLGbhvPehlKKwM1jpxrwi1N4J02sn4/8sV3EWxadSF5V4BcnMJwTCQEvP4yZqIbRI6e0MbbtXtqu+QNCr0RxpAcjEqeq+2KseBUTex8nPe88oskqUCF2LMIlH/40fZuf4tCj9yKkwbxLr6dh4VKmDj9EdfcVuIUshpPEjGUw7QSl0UOanJBuY2rM4MmvfIzLPvp/dRL6JP90K1ZNeayPubd9mok9j3D0/s+jgoCG9e9kzq1/Tt/9nyd3ZBtmNEX9OW8hs/gyYo2LcEePsPvLvz1DdjRaN4euN/+lThT/HIsuLxcGR6ZoXXgFw1vvOGVbqn0N0n51iRizmMXLhcAtI42ZU01Zefb0gs8sZvHyQAhtvXa6xQFhWJhWjOFnvk/zRb9OuVjAKx2kqm0VMlZNz52fOU2LGmPb76Xj1k8Qr+8mdEtY0TROLIG39Xb8gZ16HjfvUtLzLuLog/8+g+Qg7RhNF7wHp7qN4tB+Wi79LdzJQfof/S/CRD1M9eM++HdYF3+Qob0PEbh5quZsoO+J28/Yn9Ft95DsXM3o1rtO2Ta+86dUL7v6dINDes4GvTB8FiCkoRc4ZzGL5yFUIYYwCSf6kJd+hIldDzL8wEfwCxPEW5fSfPFvEno5zNBFWUnNxQ19kJYmxIchSggIFcpQqCBgYvfDxJq7qV/7JgK3pJW7krVM7HmYwSe+RscNHSAlwtIqg4YVwfcKqDDAsBxNngiUjj9NR79HpES5ZW1n4ZcQpkGoKpY1YQDSQNhRlO8RBkBQIdUrgWE6yFgaaUiU8nASdQxv+TGRmjbCch4zlsEvTKBCHyOW1up7ZgRhOgS5cYRMEJTz1Cy5nsArI6XAmxzAsGIYToxC/34idR1EqrRtxOiWH1Oz7Bp9bU6CujU3cfA7f0LdpR/BMEyt0uj7jO28n/S883XcWZzCcOJkezYRlvMkl1yJStXqxdNYnFjjXPzCOO7UCLXzL0IUJwiMCLHauZTHjiEth6CUJ91xLlOHnqV67lr8yQGKkRoivsfUSJZi6Wmal64EwEk3Y6iAIFZLPFpLUMqSbl+DEasiVrWBked+QKp9FUYkiXTiZPueoWH1bUjDRrg5Dj/5AEtufCdCjON7PtHqDvZ99YOVxP88Em3LOfidPyHRvoKGDe8hUtuGVdC2jKWBZ7jpb78KQZlcz3McvfMv8XKjxBq7SdfXEMRTGK8yAfpsozxxjMM/+PQpcaIKPA7f8SkWvOfzRKrPnCf7ZYZpWbjP/Df2qreiEnU4l/4BKj+mF9rtOIEVpzByhIHv/QWlkcPY6UYaL3g3kdo5KK+Mlaih4ZzbCAoT5I7uoHb19WQiCaKpBshrC4rhTXeQWrBeK84YlrYF6FjHsQe+OG1Pc5zkkFl8GdVLrsTLj2kyYjRNtH4uk7tPlSQP3QLKK1M19wImDz912uvTKjMWfmlKW59ObwgoDuylMHSQRMsS7KpGTNPh/P/1cQZ2PMPe++4g8Fw6zr2U9nMuInfkUUBh2FFN+gJdDJSfYO6b/5KJPQ9z9P7P62ewtpPBJ79BebQXp6aNurW3olTA3q/8b1Lz1tN80a/j58Yxqk//nJlOguoFlzK68+5TtlXNWY/xOo+Ls4c3zSA5HMfU/icoLLv6FKKDsKIEh5/DXHAlqm0tgxtvJzo5RKJpCWM77sOKZ2jc8G6MSAK/MImdrKU4fJjRrXeRnnseYSlHUMoSralBje1g/8N/hwo80vPPp/PGj6JUSLRhIcXB3VQvuhLjNIUos5jFGxVudpTee/9hBslBQ3Hkx3/LopbFZyQ6CGkSDu7AnHsRdJ7P6LZ7GP3JvxJrXkzNupvwc6O4k4O0XP67OJlmvNwYVrwKLz/B4JPfoOXS3+LYg18ks/hSvMI4kao2LvmdPyR7dDtH7/xzovVzaVj/ToLCOF5+nETrKnJHnwMgVj8f8wXUJmYxi1nM4vWCNwTR4b3vfS/veMc7+Jd/+ReuvfZatm7dyre+9S0++clPApDP5/mnf/onrr76ampra+nt7eWzn/0sHR0dXHjhha9y738xCBUSBB4CBaGvyQyBlndThJUFewuCUKsBBD4IhTAcVFDW/qLy+KJ5BCMar1gguCgU0opVbCcqKhGV4M2IJBFCIk0LfBdhGMiKRyqhX/Ea1coPYQDSz+sAMwj0vlYMFbhIESN0CxjRBGEpT+iWdLCjlFZ0sOPT8vxCSAhKurLEjmm50OwEtmMTFvNIK06oFEIprTBoRiEsQygIvTJOpoXQK6LCkKoFF6AlSC2UADuSRgntp6itMArYsWrMRDXKLYFpEfgemAYKNLnBd3FSDUgC/FABEgwTBAhpEQQhMigjrQih56JUGcOOEfoeUkKAlpWU0fQJixEh8IpFDNMiJECaUbAcwmkGvCAMAqSsVOmHIaHnIk0DkIhIQhMmggCUomrhJbgT/Rz49h9PLw5IO0rbVR/AnRrSsrEnVeLO4vRQfhmz81y8Q08QZrrY+98fmF6s9/NjDDz2FbKHn6X1it8jmukkePZrqCU3UbXwIoQwKI/3EW9agmlEcCcHsVP1uBPHiLcto37tmzly1/8lKGWnz1e97BpaL/sdDt7+idP2RxrWaRMgdqIOvzgx/bcVq8GdGDj9RUmJlxslWjeH7JEtRKpbMaMZnZRsXKhtXoQgDFzcqSGC4gDz1l9I9/kXAYJA+RQm+onXzyeSaSYaL5Fs6OLw9z5J44Zf4cC3PkbturdzZM+POfDTHwDw9H/9Axf+zh+R69uKkAbliqd5+zV/QO89f4870a/7nawjWtfJ3v9+//Sikpcboe+Bf2Hq4Ebarv4gB7/7ZzNIDgDF4YP0P/xlbcsRq3rR7/WVQr5QIDJnMY3r3snY3p/iTg1iRlNUzTmfWO1cjJeJaT2LWbzaCDxXzwNOwvHflNCfJTrM4mWEMIjXLyA/eKqHcKx+gVYpilVx4Nsfn/7dEKbDot/6ygs2G6mbgwhCDn73LxCmzeJ3/A3lez8Nx39fAg9/xw8I7RjFgX3Tx0krQtctn2Dgsf8h33dCWNTJtNBx/f+HX8phWlFwC/g7f0yy/RwmjzyLaf8CCWWlEMIi3bWe3LFtBG6RSKaVqjnnYzhxDHv2t2UWry5UGIBhEKRa6L3n78ke3Di9LdfzHHv/+/3Mf8ffYkqrYgehFRcE6EV/wwJhokRFlUEphDSoXnIlh3/w1yeUzoSkbu2bSM/foG0GjSjK81HavxEjkiT0ShWJeRNFCEJUbB21fYUwDE3GF4a2zKjEgaFXREoHhIGQEr+Qx7ZNDGngBwFCWghDWyqCQtpR6lZcR+CWCQMXhSQIfK0eoSAsF4g3dxO4JaQTq5AgFNK0MJwY7kQ/defcptUknARmrAqBrKhKBAw9+U1qll2jx0pKRKCo6r6IsFzALveg4udSGjmClx1ChR5CSMxIAmE6lIYOku6+mMbz3kZ+dIhoph6hAl1kYEVJtCzBxCOI1RLmxzCjmhQgfFdbMdox0vPOxc+NMHp4CzXLrqacz7LlO19myU3vRloRArdA1dwLCEpZXBwMy6A0cohIpJMwP4KRyFAc2Ee8sRu7uhWvMEqm4xxUGJA/totU80JaVm4gKBWIpGpZduM78ItTICRObSeBW5guGmi64L1YqXrGt/2E9IIL8b0ydrIef/IY47sewLRjdF37B0gVoKSliR5+mfScc872o/Cqwi9M4U6ePv7zCxN6Aed1SnQQKiAc2AXShMCl/NO/57iFn3HZ/8fk4U303XdCUbE81kvPDz5Nw3lvxy9MMrbjPlov/11iLUuoX/cmopkmvE1fx9+4Wbdx1Z+QWXQpfm4MrzBBumMN0do5lEZ0UYGVrMOtWFs1nPd2hOlw4PY/0QQqQJg2bVd9gOpl1zC27dSFf2nFKI4exDuD3YNh6xyaFa+hPH5CGSqz6FKcTAuT+x5DdK6mNNqLGU1SHD5M+8o1dK5YpfNrQjDe8wyGHSWaaSNWv4Dy1DBuVitJRaqaOfT9vyRa207ThvcSeEV6fvjX0+cpDR+i967P0bjh3VR1X8TEnodJdqwm3X3Bmb8TaRBv7NbKMnsfws0NY8WqqJp7IdGaDqR5dkiarwbc7Agjm394xu0jz/2ARMcqrNgJ8qiQEhFJEdZ1c+BbH6U8dpR4yxJar/sQU3seo/3aD3Hkrs/NeMYTbctpOP9duJMDhIGHnWxASJPMnNW4E/1M7n+c8Z0PMHngKbrf/Y+kW1aQbl+Nk2zQROJZzGIWAASlqdOqAAIVm+I9RGraT7tdSAMiKVSqjSN3/h9yFeui7KGNtFz+vyj07aTzlk/Q//B/UOg/Ec86Ne20X/MHWiEMCH0XO1GHVD7e/Z8hWjuX7rf9H/Z862Mc+NZH6bz5T1C+R6J+AcWR/aQ7zyXeuPB1TxqbxSxmMQv4JSA6TE1NsXXrVkZHRysJjxO45ZZbXlIby5cv55/+6Z/43Oc+x+c//3laW1v54z/+Y2666SZAy7Hs3buX73//+2SzWerr69mwYQMf+MAHsO1f3om1UiEKVZHrtJBWFE5O5EDF5sBGmFLbKiiJNAy93a9UXgqJMKNIyyEMfIQ0UKHUqg2mrStrMFChBwiEEyP0y5gRG2lECEugQhdMAYEPhlmRH1WIMNB2DaFmOOIk8Et5DDuCEBFCFSBM84QCQ0TLN1FRNxCmjWVKlO8jHKkTMLEqbddAiBVNIA0JMgDTQAoHpAWhljCVMobyPU2YEBIVBigJhjQBAwwbEXjaCkOYGE4CNz+GYccrhAUDYZgIz0dVSAQq9DCFIIxrqw1t2aqTccr3EHYMJU3MqFNZ6BGYdgSvXNBkBsPS8qpIELoyyHfzoCSGFQNLIQIfYThIU5MkdGeEJorIk4IRgVbWQGjiSKW/YRAirQjSijD87PeQdpRo3RxU4FMY3E/Pjz7Lgnf/v1mSw0tEqCA88AiidS19P/23GYoEx5Hv24FfyjL44Bdpv/oDBFNDKBUS+q4OWAOf8tAh0vPOI1RgxqtpXP9OvWDvn1iwd2raKY/34U4NEW9bRr532ynnijUtJLf1+6d8nupYx8SBxwBdaWon63AnBxCmTaxhHkopigP7UKFP8wW/yuDTt1O35GKSiy9EDO2CqUOQTOE0zsH3PN13I4qfm6QqUYP72BcIy5qQIaIZ0ut+hWDsMGJgF6JmDoZXovP6P0SpgOqV1xFrX0v2oSeJ1zWTHz7Gue/8HezAJV0aQ5WypJuXIasaGT+wcZrkAFC76kYGHv+fGZWzx5E9/CxedliTqXBP2T6x+yGaLnzvq0J0CEtTUM6zsK0GoXyi1e00rn6rfncKiTlbMTGL1xk00WHmVFNICUJOB+uzmMXLARX6JFqXU57sxy9NztiWaFxMcXA/g09+feYxfhk/P0rtiuuY2v/Eadtt2vAr7Pvahwm9Il23fAJv+x0nSA4nQZQmcTLNFIf2A1C78gZGNv1gBskBoDzRz/Czd9B61fsJDQO1517UyH5iK99MLNUAE8eoXnwZA0987bT9qVl2NX33f+G026qXXlVR8pJUzd2AtCKYkRRefoypnme07Ub7qmmrtVnM4mxDVGJAvzA+g+QwDRVw9L7PM+ctf6n91kNtKSEsG2lp5UEdwQqkYRIaFsmuNZr4iiDW1I2QJsXhgwxv/A7t1/8h0okjrCgqcHVsZRgQKE2wVyGCEIWhY9ow0DaBoYuQho7ThNQKhpgIU6ICVx8XhghhYpoVBQhp6rg5FCAdlF9E+T5hGKKkgWUYBHaUwC1iJ+tQXlGrFxqmnucrEJaDYUe1FaSQSGkyuf9JquafjxFLVggYupAgmMxj2hGc6hYQEsOJI40IyiuRmr+eSLIOFXYQlAs0rr2Zyb49WpVQGhUbSHCqW8ksvZKgnCcsDiFlE15hCtNJYNhxFOB7HkpopcXQLWp/56BM4LkgTaRSTPbvoXb51SgUgR+iwpCOdRvwChOUR48Sb1uKm59k9NhhMnUZCv17iTXMx4il8XNjtF35+xiGQXj8+xWC8thRYpXFAtN2CDyPoDCElBZOdTPtV/8B0olNKyLWrX0zdjSJCn0Gn/oWyXnnkz+2m8zCi/DyY1TPPx97/CDhk18krMQPqfpusFbjZsewk9Wn3o+vU5wuTp2xPfDOUk/OPoQKMVe8iXB4H/6BR6Y/l62rcYs5Bh79r9MeN/jUt5n39s8wuvUueu/9B+a/6+8oDPVgDW4jPLoZ2X0VqmkFw8/cQVCcxMuNUT3/QkAwseNBcke3U7Psao499O9Eazsx49VEG+Zx+I5PzeyfMBjd8mOaL/ktJvY+Usl7Vfpox7AS1ZSmTrWnAnCqWnErBIhk6yrGNt+NU9OOGUmS7FzDvq99mI6rf5+44+AfexaRbCDetQL38X8jyI/oRuw4tWvejrJihAceJiyNUzP3IqrbV1Cc7CcsTjHnqt+FY1sQLd3s+tr/d4bx+iZdN/8pE3seZmTT97X15AvAsKJEa7qwV2RQKiAIAqxY+nVP/lcqOEVZ5WQEbumU51GFHiJeS7ZnM+UxfS/k+3ZgGFFqll5Fz48/q/M7hkW0YR4gyB/bzejmH5NZeiVmrErbGfc+i9hxJy3dV5FoXkDfw/9JWM4ztPF2alfeQKxhDsJ0XsGrn8UsfvnwYoqUYflUW6HpbSqEwMfNDk+THABCr4RfyhGpm0Pf/f+sSQ7CINY4T89phw5y9L7P03Hjx6hedhWBX8RJNcL4YQh91NAeiKZZ9M6/ZWT7Txh49Ct03PhRCgP7aD733RhOcpawNItZzOINg9c00eGBBx7gIx/5CIVCgUQiMePlLIR4yUQHgEsvvZRLL730tNsikQhf+tKXftHuvuYghERgaHWFMNR2Bq6L4ejEThgEmtRgGAhhaL9sy9EWF4aFoqClOYXEsCI6qVNRYtBr956uHJESpXRSwnQSum1KKBWCkoShVzleYVgOgVfS0uwV0oQQCoyo/n6VwjDtiqy8ArS6RFDOI+wYQimkk4DQRUYSCGFg2FEwbX1sNK0VGywbguC4kcSJxX1D+/8JO6r3M0xUhfShK4UckELzDaQglJLQCys2HRpOogYMS193ECCFqwkRhj6nMGw9BirE9IvgJBFC23KEZlTbWFgRlO9i2DYIQVAuYkWShCpEmLZWnkCgAh9l2AhhoZRPGPrIMEAZXr1U/gABAABJREFUJoaokBdMTdBAmDpZ5rk64WVF9HYrUvE8VJXKJwtCF0KPked+SOf1f0iifXlFllAgpMHgxtuZ3Pc4idYlr8at+0uF0Hd1wu/IsxgLriJ3ZAtmLE3NiuuJNc4ndEuM736QqQNPM3XwaWKN8ylPDnLw2388nWiq6r4IqRQpM0QMbMeacwHd7/5/KBRz3vIp+h/5CkIIWi98DzI3CMVxSNeQvvoD7P3GH+HlRqf703D+uzCiKaxEDV5OJy2k6VA153zc7BB+cQI72UDdsusJ3TId1/wBiYY5qJH9+hms/T1yAwcJvBINq65F7rqTcPIk3/MjT6M612Mvv5Vg9BCejJCorsf9yV+jnzYNVRyn/Og/41z8AcoP/QMiVo1zyQcxQ59gop+2De/GG9rPhTdcjorVITId2BN7KT/1/ek2gr7NiHgNyXN+HWHa04SPSG0H/Q9/+YzfydThTUTruk5ZYAKd3Dvbkvkq8AjHj1B+6j9RFe90t34B9rr3INPNCBF9kRZmMYtfToReGfM0ktDSMAiDU4lKs5jFzwshJKO7fkJ196X45Syl8aMYVoRonU7yjmz6wSnHROq6sJwoptNGon0luSObZ2xPdKyiNNZL6JVIdq0j1jCfMJZCZrqQhBhVLboqNJJEjfVSv/YWJvY8PH3s0MbbSXaupvmC92hynQr1/LBvMxx6FLNhIWz4Hfz9D2EgKD/wt4Cg+sLfY2zXT2cQ/ADibcuwUw1Y6QbcqcEZ2+yqJhLty3GzQwSlLE6iDjtZz+Cm7+AVxqb3y/dvJ9WxTqs82LO/PbM4u9BFCyHZns0AJDvXkFl8GYYTozh0kJHNP6I4tJ/QK2EiUMIE6WnitpCIUB3nuiMNE1nOMbHnEerW3kLD2rdUSPeaiJ47up3BZ75HqnMtMpKsxLEWqIqioQq1XYWTQIgAQ9kgAkAipKVtMwh1XCdUJTbW/xVWlNArI0wLw45p9QfD0n3zfYRhIglQ0tSWEqYFXhGQOh4NfaQVJfCLFaK9QhWnwLKRTgphGIRuURct+C5Wsg4hBCL0NBFChdjJWgg8um75cwKvpAlYpo1pOohUDGlYeG4ZI1aF7xZJd65CeUVdtS0NVGmKmpU3EJS0MkOsYT5h4On4vBKLizDARyAVKN+lXJgi3jAHr1wgDAKceDUq8PDLBcLAw7SjSCnZ8Ht/gZ3MkOvfienEkdLC93323fd9LvrdjxFZfhW+X8aQJsqJ6zGW2prEjqcJSjmiNa06LvFLjPfspmbuEsaeu5PG9e9Ehh5mIkP+2G5SnaspjvZQvfAijLCM63tI08bN56iad57+vhVYUz2Ehx+fcT+GQ3sQbgGx4X+dvYfgNQAzVqUtNd3iKduEYWMlal6FXr3yCPNjhNLCbFlO+eF/mrFNVXehAp+glMOpbqV2xfXYVU14+TFGt95NcWAvgVuoqLqUGHzqW9Sfcxvhkccxlr2JvDLo+a/fnW5vcv8TTOx5hI4b/ojh537I/Fs/gSElybnnEa2fp+N8FdL1pk9y5O7PEZSytF36PhL1XTByADF+kEXv+BuGt9/H0DPfA6Dt6g8iQ59U22oAcse2TytyRmvnkmpbxcjOu6nuvpxIJEljSxdy4Xpkw0KmBo8w701/htHzKO6O7wKCyNV/Qum+z8wkb7p53Ce+hHPJH+DnRlB9Wwj2/RRrzbuINS7CP/QEwc4f6TGrX1LJMZ0K5buo46qLhQl4kTW2sJwn7N+Gu+lbqOI4CAM6zkGsfDMy/vq8HwGseDXp+edTGj502u1V3RdgxmeSsJRbJCzltDqHNKnqvpD0/PO1wq5hEm1YwIJ3/K3OyoQeZIcJkUwe3Y5T1aitKFSAt/2HELgEO35IevW7GK3rojR8iMn9T1Cz4jrKO36MPe9iZPyNQwKbxSxeDNKK4mRapu2Hno94y+IzHiu8AmFxgmzfAYRhUbXwYtJzz0XaMZTnIiIWsaaFtF/9QZACPBc10YOyYuSGDhO6RTKLLgMpkNLE23zC6jA48gzm3AvJVNURtK/AL0zhZUcIdt6L6DoHmW6dLWKcxSxm8YbAa5ro8JnPfIY3v/nNfOhDHyIanU3G/TwQponyS9qqQBqVRXEFSnvUh0ohKwoPSKltFwyhq0qkrdctjysE+J6uMFEKw4oQIpDS0PKWAu1VGvoIw8BwotOWCdKJ6GocdBWnQlSCMm3FgGFDRSYzrNhaCCSYhq7kUT7CsJBCEgISQFggfIRQhIapk0sKpApByor0qKGraHwfaUcISjmEcECaCMWJSh7DQqhAexAGPsK0CIpTUKmuFnZUV+2YFsoraa9TPUBIO4pQAUEYYkgDVEAYhAgrggx9PR7qOHEEDCeCCAM9BoYN6IoglK/7FfpgGCivrCuOcLRlhmEQhJ6WQxVCJ6e9ovaRDbU6Qxh4WhlAGoBR+U5tCANkpZJJWhEgxDAM/DCk8/qPgDQ5ev+/MrH/caRhUb3kchrOezvFkR5UGFTam8WZoPwyklCrC0iT5Lz11K+6kcGnv8Xgk9/AcOJUL7uaOStvpDR2hPLkIN7UEIaTIN6+AqduPomuc2CqD6P7CrxilqN3/z2TB59CGjbVy66i47oPY/pF3If+gfCkZISK19D9tr/m0D3/hLQcGlZei5Oqp//h/6B6+TVYiZrKM2VgRpKEfolEuhkiacAAv0y8NIz/4PdnXFN84VWEkbmI/i0zSQ4VhIefgHkXaVKS4+A/9z1OJjmc2DEg6NuMsfpdBNu+h7vrHsyuDRipRkr3fgrcgs5dCwPnkg9QPo0KhcqPog4+Qs3iyxjZWpHwVEqTrs5QkWRGUyfZucyEnW486xKYKjtI6Sd/PS1LChAO7aX0k08TvfbPEYm6s9qfWczibCHwPOz4qVNNYRizig6zAKCcnSQMPKxYEtP++SvHpB0nVj+foS3fx4rXaLnyco7hLXeQmXcx7uRMYkDrJb9JKlNP8Pi/ogoTtG/4VfLLr2HkuR8SBh6ZZVeRWXAxo1t/xNy3fYZ833Z2f+X3CUpZ4q1Lab3kNwkOPIQa2oU5/xLM9rVY+Qnar/4Avfd/ARV4zLn1T4nHknjbbseb6EPEqzHnX4YZz+Bu/CrsuBNRtwDnvF/D3fStSs8U4cavMO+6DzF5dCdjex9DGhaZRZdiRJPs++Yf0Xbl/yaz8GLGdz5AGHhUL7mCZMcqhjfdQd26N+MVxhGmg5sf1cSIZC1OqklLqg7uZapnI4nmJbNEh1mcdUg7DgjMaIquW/+MQv9ejj34b/iFKeKtS2i/5g8Y236fVg9EgAiQ0kKFSi96C6kV8lSo1f6UItmymEj9XIY2foeRrXcTemVSc9bQfPFv0nnNhzX5ITweH+pjhTB13GVF9PqbNAmDoNK8tteQCILA1KR539fKhCrU/UEihEKFPoZpVFj1QKgJtcK0IdTEJirWFyr0IQwxbRtpaEtCYejY0rTjKJnUBAuBVq4QoHyPmmVXY1iOJiiEHsKMQVBGCkVoWBD4mHaE8HgsrmyMcp4g8HWYLQUY+lkXQujYXxqEpoNhx3Anh7CdGMqykYaNlcgQCKEJ816FwBAxMCIJ7EwTmCahVyZS04qSFiL0iDTMQwUeQjlYjkVNx1ykGSGSaUMaNjL0sJK1xGsbtP3i5FHs1tUowEpUUx7vw3ASCMPEdGKUJnMQWtqeMggwIwkCr4SVrMFwJxGpWnK9T2HFq1FK4U32Y7YuQg0egnQXGBZOuhbH1JaOZqIK98nTq/aoiV6Ef+qC/+sZZixD88W/ydGf/OMp2xo3/ArG69DHW4UB/oGHMTrPQ+VGUMcVDCoQhoUZS1N/7tuI1LQztPE7lIYPY6cbqFtzK2LZVZjR9DRZ3p0cIHdkK5nO8yFaRc+X3jfdlrQipLsvwapqIyjliDcvQo7uR1a307D2Vo7c/bdMHXwWaTnULL+Ghe/5J7zJfuThRwkfv+dEp3ZAzaJriN34UZx4BitRg7/xvwjmXgauT/2ym1GEWNEqMCxUOUfT2rcTbPku/mF9v4cAhk10/e9iuFn8ir2XsfhavN5Np1WoAvB2/hh7w+/gDe2HA/fjPfdNItd8YprkALxojkgIvT3RugwpBWF+9IykhXBgB+XH/vWkLywgOPwEpYmjRC77EDJa9YLn+mWFNCxqll/L6Ja78PNjM7ZZqXpdDPO8xUkBoAKsZD1zbvs0E7t+ytH7/pmFv/oFjGQdzRveRe/9/8zkAZ1Lqll2FXUrryNtS0w7AoZJ8ehOjJPyKOG++2hYfRM99/wDhh3FcGIEO++mfGwrziUfREbTzGIWswBpObRe8b+1FeLz8p/VS67UBPgzQKAIvRJWqp65t/0VY9vvo+fHf0usYR5zb/kzQhUSb1rAge/+qf79SdXTeP47SWSixPN9mIn1KEMrfSUzjeCeUPxBaWJuuPsuai/4PcqlPPGWxfjP/Af+vvuIXvdJRLL+FRqVWcxiFrN47eA1TXQYHBzkPe95zyzJ4ReFAioSmMIwCH1tV4EUiEBp0kHFFkRQ+VvIShLmpGaUqniVhghlaAUDIbQ6gLQQ0tLWFlSqZJRu0ZAWIUFlkq6mvU8JQ4QdQU/XjYqag0noC4LQw5CyolAQYBiGXvBHaJcGw0R5Wk5Umo4+33HCBlSqY3ykMMDQF2GatiZRGFIns44TLVRFCFWalWuvtGPq5JFBUPF01VYZoVdCGjYKQeiXMaJJpF+GUCGEgTSFljg1ba2srwKd4Ao8hLD0uOsIRf8deAijIsdqmNqCwrAAhWFFdZJMCgyhM2gq1JYamqUdgGHrxJestGU6OrAUIESo/2taJxZZA1+TIuwYIvQ5+sC/0rDyOppWXw9C4hYm6f3JP9F25e/PkhxeAlTo6/E2HaQTp2HdW9j/zT+cHu+glGV443fIH91Gx00fZ+jp27HS9TRf8zH2PXwP/Q98nauXXo1jx/HLeUqjh2ledwvNa28kUDD03I848O2PM++6PzglGaHyowTbvs+caz+Af/Ax1M478IHGDb/PkQcf58B3foCfz9N8yYXMf9s7CbwyfqFMEB5lrG8/85fOxz302CnXFOy+l0jXBsq9z5zxuv39DyNbVyOFwp88vYQmQDh2hHLNCkpdN5PwB7AiCco//Ry4J2TdZE0X4Wl81afb6N1IZs17pokOUweeomrhRYzvfOC0+6fmnMP4rodOu635kt+Evk2E8QzSiZ/xnNPnDnwK48OUJ8cRUuKkMsSq61+y/Jvyyrjb75xBcpiGW8Dv2Yi1+BpdXTiLWbzOEHiunks8D1Iar2tp5Fm8OIoTowzt2sT2O/6TcnaCJTe9mznnXIQMy3oB0kkifwaLIWkYpDvWUZ7spzzei5evKB0JAyfdSLRxPt5+vbCRWXQJyYhDsOmElUXw+L8STTXTduF7yXsmphNn87f/nSXXvZm+Bz5P/iQ/1nzvVvb8zwdZ8K6/w55zPlIauM99B5UfIdG1gcW//m8o00EO7sJ99J+RDd3QcQHSNBBOHJGoJ3Llx8By8Hufwz/0NH7HdZCch3HkflRhjOCxfyZZO5fUiiswus6jNDFI34NfhNBjaOPtNJ3/burPfRuFgT1M7HkELzdK/blvxc2NkO5Yi1+cZPLwk0SrO0m0LGPi4JMEpSmSLcuQVpTsse1a9nQWsziLEF4enCjJzlUcuev/kqsoOwDkj27n4NEdzHnLX+oYpWJzhO9WCO1qWtnBMDWRG9Mm0jCP3nv/kZpFF1Mz/zy9QBYqBh77b5oueC/SSegYUQsF6kphobTyodDEVxUGeiEu0EoRSgGGxHIiECqUITRBQgWV2DGskO6PX5gAJMhQnybwCEKFtByMilWTlBaYpo6lAxchTaQwCU9SjtCkC6NCqDBRUiLiVRCUUVggbQwp9eqlYWGECt/XbVlOomL8ICoFDRbC0eQxYWpyfRj4KKWQKtDjAloNURoYQttYCtCqh34ZwgAnUYsQYEWTIG2kYWGnGyvqGgFBOUe8YT5+MYuwYgjtygiBp9UlpAGhj2VHWPW230aEnlYzC30CK66tBCqLn0JKTSIxnQppAzA8qjvno4SkbskVqL0/IaydC9Ik0bKQMAio7t6AQBCWi4z29tJx7YcQKkRhahKDkJoYcwaowvgvfnP/EkF6BVK1rcy57dMMPPpflEaP4FS10LjhV4jGqzCC05PFf5mhSln8A49gNC8nzA4hq9oIx48AIOsXIDLtSCuCFc9w5MefnT7OnRyg74EvULvqJlLz1iOdGEFxinjjAoSUlIs5wvGB6Tgvs+IGkvMvZ+ePvs7Ivoe58PfmUbfsSqQ3RRBvJN+ziZZzb6Nl3a0oaTK25zEOfOdPmPumP8c/tvWUfoe77iZ12UcoP/5FgmgVZvsazGQtB+/8DM2XfoShZ3dx+Id3o4KAzhtuoPPy85GDu2Y2ErgY4/sJh/ZMfySalqN2/fiM4xVOHkOELsTrGIisoH7RLQR9M33ppV/AStXjTQ2dcryVrMMvTYE0aLrgvQSbvgUtyzBbV6PsOMXxEUpT40jTJplJ4z33rVPaAE1EUtkheJ0SHVTgIQa3s+Bdf8fgxu8wsfshhBBULbqM+jW3IIZ2o6qaZuTkhJCIaJr6dbdy4Nsfn1b/MgwTNzvI6Lb7aFp7C81rbgRpkhs6yKG7/o6uy96HyA0hTAczXqtzjMf7kR3ETurCi9rVN+sCs9AlHDusSUGzRIdZzALQ0xuvlGP+r/w9/Y/8B4X+PViJGurXvYVoY7dWzD4Njttvy5o5pOw4+772Ybysthry8uMIQ5I78CzKK9J15e9C6BMiGdlxP8WRw9TWNMPYQYzGxVipVsj2zjyBYes1H0CMH8GXMSKpOoLSlD7HgYexl986m9+fxSxm8brHa5rocMEFF7Bt2zba2tpe7a78UiIMg2nFBL1OrwADIfTnKlBAoJNHoa8TPyqsqDygEy2hD0rbSAhTKy/oJIzQlhMKXRVznBxRITOoCnEiDFykYSFNC3yfUOm/CSsWCschhVadCLUSA4E3XbUjK8kZnbAQCL+MMiuJJ6XJBbryxYCgDNKqnL9SWiOk7rcIwS+BHUVKTWZQodJkiArjXEhDt2k6oCrkDD+sjF+oyQ+hXVFb4IRfqtRJM82mLyAqlhTaHkMn0bSSg4kKSpow4fsYjiZw6MVyvdB5/P+F7lBF/SLQ5A4lkcZxUoq22NB9DiqqGKKS+DOnA269HUTFykIYDhKB8kvkju2kdeklBJu/TujpahYrWkXr2tsoDh/CzrTM+nm9CIThgJ3AXPFmQr9M/6P/CWGAGasiWj+HwC1S6N9DoX8P7kQ/NcuuRBlRNn7pkxi2Tby2EdOJokpFZODiHPwpYcVfUxg2TQuvYqphLvmJAaLpZtTksRnnDwd3Idwc4f6fnvisVOaZv/zM9N97vvJVDt1xJxs++1kefv/7EVJy5f98GX/PD8CwMeecj9G4VN9roYd34BHC/PALL0T6ZShNIQwbmawnyA6edjeZasROVjM1MkKxagmWsFH50eftZKDOUFGiLyjAPCnBMbbzAea8+S/JH9t1irR32zUfQuYG6Lr5jxl88puMbrsH5ZdxMi00X/wbRCwD/+nvYXWcQ6FQwM1nkYaJk0zjJGYG8V4hx9FNj/Dkv32KREMrdjxFOTvBul/9/6jvXqmtZ14Eyi8SDu874/agfzvWgsvgde5BOos3JrSy0+kUHUztfT6LNyRK2Qme/e+/48CD2k5i9dt+m5ZaG/eev5gm9Il4Lc6Fv4vMdLxkqU0zkqR+xS34xUnKE30YThwn3YzhJGi68FeZ2v8koKhfeR3hk1+ccayIpAmbV2tXNivCwK5NTA30QlCaQXKYhgo5et8/03X9Ryjf9+npj4Nt34ftd+Bc/1eUjzyDv/J36LnvYcq5Yyx71014m//7RCWpYWMtuxlZ1crElm1s+cKX2fDpP8M5fDtqagA1cgA1cgCrYT7mtm/Tef5bEXULmPz/2TvvODuq+v2/z5mZ27ZvtmSz6b2RQCqBhITemygKiIAFQVBQUaSIgNIRKQIWBKQpSBVBOkkgkEZ67z3ZbLaXW2bmnN8fZ+7d3ewu+vNrodzn9YLNnXLOmXPn3jufz3k+z7NhLsnGPYQLehLrORQnp5jqj14kp9dIfJ2ids0b5PUZR7THQJq2L6J590rKxp5G9fK/Ubv2HSLF/cjvN+H/+33LIov/OwQgcJtrA5KDINZzKFYkh3j1FryWWnbPepgBZ9wIMQwxwXLMeTLwrBDCxK7YoDxS9bvoPfkM1JKnUcHzpbDDVAw/nnjVevJiBQgdCQgOQWzWXkddBAQKaWwcNRrlphAijNAaYUnwNBk+qpQmTrNs47fsJUx8KnyEZSFtG4nA04HdhZ9E+34QOxsiglYK4TjgJwyxXwgI4mKhPaP0J6RRY9TaqEJogVIyUHwwBQdCxbFyCsFLoe2QsZf0FFY4FxkQMbT2Eb6HFgSKEDnGutE3saWT2wP8JEL5AdGAIA72AI3SCssKmVA5iI+FkEYhw0+BHUFoP1Dk8XEk+EplSP9q90pE2VCsaD4i2Yq2wkg7amJXYaGEwA7b4CXRbhylFE6syBQk+HEIxXBUAssJI1MKNfZslJYUjzoK6cUNtUMrlBao0lHkxVNEexQHcb6HsMIIKYI8R9eWWTL2+ZJm16kWvLhm8+sf0uuwrxEtLiRZ38SWV95nyInTcaJNQPn/epj/ZmhEUV/wXbSfwhl9Mt6G2agRp5BsbSHi5OA17WXPnCeAwNoqx6iNpBr2sG/J3yideAbhwl60JlsoHXscyYa9RmnFjWPnFNP7yB/jCofFT/+WeEMNueWV7Nu2hQHjJiEjOdBSQ27dWtSGQKFQSHr0m0ze1HNprd5MOLcUHeQA2sPb9D5W+TD8rfNxRp2I8nz6n3onc664ivp16zLHLbvvPjY+/zxH3P0L5OIHkT0GYg+ZYZRrIoX4ThRVt918Z/kuOta9JYTMLUX5LjpcQKxiAE2tisJIcaZICECve4sBx3+fDc/fgHITbec6Efoc811qVr7N0LN/idy9DLV7Gc6oE2huaGDrvBdZ8dKjFPUZBMCks79NeP/cQDv4NZuwyob+82/1pwluHK++hpqtS0k19aL/KTeBhj3zl1KzdBXFuXVoN4FoV5yhrQgiatO8/n1S9bsRVohY75HGKjMVp0deLurD32WsQ3KL+pF75EXEm2qINmzGyetJ695mYjk9MjkZESvGa60np/coCodNQ1Ytz/SnardilQz6785LFll8QiGVS07ZQLa+fi/lk75IKK8U5SWoXvw3rEgeocKPUU0QAp1XTv2KN3GbqrHCuUR7DiZU2BsvlSBWXIFa+ixq7ctBZzZlgw6j1SmAnkPxFj5OqKCSujW7KasQHRyB7MEzwHKQxf2ReaXkl4/An/dIZr/asxo94vgO3yVZZJFFFp9FfOKIDm+//Xbm39OnT+eOO+5g48aNDB06FHu/ZPmRRx753x7epwpCSJQKiAlCZBbShQiUDKRG6CBrI6wM2UEECg8Ztp/WJukhZJA08I3FQkAwAJO4wdcghZH0k5ZJ5ggbIylgEiJSxgK7CFM9I9I2Flqgg36kJcxCPcIQGNIJKRlCoPF9sEISEYqglM5U5ZgMVKAWoVXQrzDVMEobFQPbQWhQGmTGtiNoXyl8JJKg8kWJwC/USFRppZDpeZHSXLcyZAMpbIypRjr5hhmLcEyCXmsQNhrf+J5qYdoMklfpazPvj2X+pc3cC2EF76M0iRoVyKpqjZbSeKliIaSx0zDnBgztoCJJ+AosiRY2Qgi0FcJPNBDLL8Gf82CH+0bH6/HnP0x0+vfxky3Ykdx/4135GYTWoFz84mFIpYjv3cTAk39COBKD2s3gROHwb1K19O80bpxH+aHnU7d1PZUHTSXRVEfp0LGkWhqIOZB4/wFDxknDT6FW/o388eewd/MyYsUDOhEd0sdlICxkOEqooIBUQ0Nmc6qhgU0vvEC/449n0wsvoFNJtPIIT7sEb+N7JN9/wNw34TycEceaSrOKMagtc8AOI8J56GRzZnxWr9GkavZQ17SOkhHH4+9avv+oAAEDplGzdROLn7qPeN0+xnzp2/Qd9QXEyuczR6m6bThDj8Bb+1aXUyxLh9Fc1UzvY6+jdecCEArhJxn8hRtp3bOGhi1LcGIFGbsOd81MZNKlrM9wSsedYqTclIfe8A5q+0cAuK1NvHbjZTRVGTWK8lETmPLtn1JQOSDTb/2OTWya9QqHfecWapYsJ1FdQ/H044lX76WldA+xglKS9fUAhPLzcXK6CBykjYgWoFtrO+8DRE4xdFHxnkUWnwX4XkBu3A8ya13xuUbrvj0ZkkN+RT/6jxyGWPpkh2N0yz4Sb91G9MSf/3/Z+9jhHOxwDpHCXh22S6eQPsf+hD0fPITjhHHbVfeKgkoSg07mwz/ex771pqKyYuzBHPzt62hc8zrdoXXP2q5Mm8xzgZcgXjiFt8+7GD8e5/in/oA/78FOv/Hukr8QPvRicnr3oXHTJt65+HKOefjXyI/uB+Uh8nuiRATdXI3+6EnsqZcQLR3ArtmP0LprFQDhHn3pddgFNO9YTuGIGTQBTdsXUT7uSzRtX4z2XRq2zCevcgwNW+aRqN1K4cApeMlm7HD2GS+L/yIcozDQvHUJhUOnUjHxdPOsnGyGCaeQ8jy2vH6fIdpmPlxBKlfpwE4xkGYIYttQJBdv1t0dn4W9JGrFi8Qmnm/UFEhzJILYMFApJFB6EOm/gS2a0H5b/OlrEA7KV0jLRiltVB9cF2FLtBNYHwqBUgqhJVr52JEcozCoLaxIzJD4pTDXYYVMHOxrYx2pPKNk4EQQOOZaMtW2At/1sUIOVtCHFsKQ8YVEInARSC9lrlErsCL4yTgIBykU2rLxFSAdo5KIRHspkJYhJFqCZEuKcH4O2okhvBTaMvGp8nw818UJW+CljMWikGhp4yV8o6woBdhhE68KsCzLWGdIGwr64mNheS5oTbKxHiuSg3SiJupWnikkwLwHyvdwIjbxxkaiYRP3ChFGKhdtxwALS4LyfHxfY0kLLaP4jVV4diE5xTHc1hZC0Qie52FJG6E9rH4T8bfM7XRLirxyxOfse9BTIRb95gl2vP0uqx96uMO+2pUrOPTWX/BZq/kUoRysniPADmHlV6BzymiqPIIP77iSuq3rOe3uv4CbIFI2gD5Tv4Zo2g2ttVBwHJ4dZesbvybVUIUVyWfwaT+FDe8SHnw4IlpIKK+E3sf9FC3D1K5fQn6vfvQ/9DgKKgdQv2MzdjhscgULHkM37WkblFaoLR8SssM0EiVa3B+/C6IDyWZErBjCuWg/SXOtD+F8Wnbv7nRoy86dbH33Q4YecTbCkrhLn0fH6wGBVXkA4WmX4i59Fu0lEZUHwsbZXRKArJEnsPbDD2itqaJ85Hgad21lR3MDwyeeh1j8mFFTbdyNXP8Ww868icadq2nduxk7txclY45ESEHvw85HLXwCVbPJXEZrK7vWLkEnPQ49/zr2zluAkBLlRVGTf4iO1yPjVcgdc9DxNpWVzzIRSUuHRGQw73/rGxkCSRrCsjjuqUeJ7JcnECh8rWhY9z4VU86mcMBBiMY9KOUi961DbX6/w/Gqbiti0ZM4Y74EqUK0ECy5534OvuR0xLoXAbBHnoAoG00xpWx9bRY9J47D7j0ZvWMeIlb0H52DLLL4NEFph9Z9CYqGn0G8aid1q2diR4rJ738ELXtaCOfn0VUplEhbT/seTZsW0O/Yy4gVlsO+DYj+h2IJTWr+o+hEQ7vOPNT6d4iNOhnfdc2zqeWw6fnnKbr8IkLSAiGxB0/H6jseF5stO8toXT6HiimK/L7HIOp3QqIeES0y6tFZZJFFFp9xfOK+6S655JJO2+6///5O24QQrF69utP2LNqQrsQ39qA6eHbWpmJEKVO1oVRbokfYJscgpJHmJE0eUAgdqCNgZTgECB1wBIIElBVYViiNtC1wQoE3nzZqDTKopBFW4EsaVI1IC618NCKgGdBWdYNEi7SCQWCfEQoHrySBQ4MJDLQ2FS5pD1eBSUoJgdLG4sH4s4K0ZEYxAoJ50L5Rd9AqkCklY2uBEMb+QWtzHWlp0LTMaKA2QVAdo7RAkk5eYaT/nKhJHCkRDE+jdGBjoXWbMgQmSWU8ZIM0g6/QtoMQAjfVghOOoZSpXrGsoBIpIJQItPGy1YFCqxZoQUAqabPrsKSNu2GWubaeo/EKhyBQWNUr0fvWo3cuRmTZ2/8YdgjlSjbNfpXBR5zEkC/8DLHqb6j69nJigvKxZ5CMlbN37VLeve2yTDXzap7g6Ot+RzjS3G4BRCDKR+IVDzV3es0WigZNQtR0oQwQzjPJ0wCyzwSSLS4Tr7+eD370I+MrHGDHO+8w6YYb2PTCCySbE+QdcBru0udRdVvb2ks24S55Fmf82dijTiaRO4h4i6Z5x05yKiuI5UmcmkUQzqMxnqJm1VyK8kbiHHQm7rIX2xLNdgQ96gssfPphti16n2mX3cLc393Egkduh/OvoH/FGPTuQKLTjaOTLcieo1B7Vna8Pmnj9zmS2Rf+AD+ZpHziRMb+4PvYDcvxFzxMJLeMWHEfkBZN26rI7Z+PlzMQfBdracfkXduc5VK7fUuG5ABQtXIhr117ASfe/hS5pb1ItTazff5M+o6cwewLLzXVeAB/fpq8fv047P5fs/CBW9jy17+ifZ/KGTMY+/3vk9+/f4fqYxnOxR55Iqn3ft3lUOxBh5tEcBZZfAahXBfRlaKDtLKKDp9j7FjUloQddfwXsbbO6pow4CXxdy5FDjvq/9SfVootf/s7W155hZFfPwcR6rio5Q07jdduvAy3tQmAwUeeTsXoSWx850V6DTAVj5GS/uQNnYG0oyRrNtKwdmbwTNW12kQqIfnw+lvx43GKR43CSezsSHJof+zKl4keeB4Aybo66rbsJW/UhTipKnROMYkWN7PopJ0om5+9Ej/ZnDk/WbONzS/dxKAzbw5U0IJ2m6uxowV48XoStVvJ7zsus69510qEZRPtMZBIcW8sJ2sTmMV/HjIguMV6DqaotBJ/zv1tizsbZ+Hk92TIF64zhAPaYlm0RguR4aanlSEQFrp6HfgpZPEAvLIxaGljN2xG71qK3vAOdvkw8zlVQRWy1kG7wWswtosAQgTWFWFD2tcaTylsy8SzSquAoO8bBUQC9UHpGCtHYYMdQiRbAlI84ITRSqORSGViNB3EwqAQMoyWZiE08L0ALfC1ZWyeVAo/5SKdQE3BDoFvgxZ4CoTnIa1woIwmEVIFSg4CKxzGa2nBzrHwE63YlkQpc/1KS0RrM0pZqFgEbBulNZ6rCUXC+J6L19yKkxtDKwWeixIOQvh4rsJGBXMJShk1DGlZKDuCwMd3PVTSw44WmTSDEzGxqxVCCoHWHp7rE4oaZUklbHQoD51KoZKtaE9BfqEpRIi3YIUkrm/hRKII4vjJFDIUAVugPY2V2wONQ6q+Fis/PygW0LQ2NpKTl4scdjwq0YzesyJzP4qCXjhTvt31789nGMmWJDvemdnlvqr5C0g2JYh81gQdLAeKR6C0h8zpQUtritd+9k2Ua+JW34dIbjH9Dj0Hf97vO6gaWtFCBp18JcoK03viaVC/Da9iApaMEYrlk5BRUrXbefeOS0m1NGXOc2J5HH3db9G1WxGx4o4kB8h8Z/lWiPyK4bBvHWxf1Il4IMuG4m//CGfIEaRCvWjavYZk/Sam3X03NcuWsfzBB1GpNqLXltfeYsAJR8IHv+xw/V7uIFr2NNCYPIDwlnqKR40kfMiFJBc81ub1Lm3kiBNZO3cui57+LQCrX3mSfgcfTc/RE1j2zluMOWgaYrOxiNQ1m9Af/Ibcg7/P5r+vpWH9m0y8bjK57nr8qtUZkgN22KizWBH2zvuQFW/ckxna2kcfY8Cpp5I/cCA73nqLgy6/mJzmJVC1xOTaivr9K+/4pwLKh1WP/bkTyQFA+z7rnnmBCdeO7kg8smyEtCgdcxyh+i2oOQ+gx51PRFq4G98DQOT1xO81Hm1FsFp2o3csxLEkoqgvWoQoGj4cz+mBIyT0n0YyUoFuqmf9X15iy4svIWybab/6FUXDyhAFvf87k5FFFp8CJJrjfHTzLexbsoSCQYPIHziQZMNmqhf+FoTg+Gef7fI8ISR+UPzZ69BzEOteR635K7r/dNyUJjdVbUgO0obK8fh5vRF+EmvPYtSGmYQPH49fMggdyqF84kT2LlvLoKMuBy+B11xH0hO4rTVsfWsWtcuXs/aPj5E/cCDT77sHa/GDppDNDv93JyuLLLLI4n+AT9zqypo13fu0Z/H/B+V7gXKDNA/EWhuFBIzPqLGPMAoMbQklaZQBdDshpExSyTI8CSut5GAOE+mEU5DwlU5QvakDP1MwyalMGiEwAE1X0ChlkiPSCip1zD6tVLC/rYJHCGGqn4OKHJRviBkZsoXVtpifPh4yxwspwVdtyaf0JaZlQaVEuR5CWmbxUSukbZuxZPy2dFvCLbgOjWlbB33LTL9WoLwQCuZfBMVDhkwipYNGI0PhDFmDNFEDYyMitEI4oYzUqRWOoYKqI+PT6huCRKDEYQgiKlDXUKYiSStAGs8w5aN9ZebBS+JP/A7r57zNlmcfQFoOQ6YfT7+J30bumhcsoGcl9T8OGkGyuZVlLz3G0OO+AtVr8TuQHMxRaumzWEf8jJnXfAnleVSMncLoU89HCEFB3yHoVS8AIKKFeAeczcZ577H5+d+AlAyeeiwDB/VFe509U0OjTsDdMNucW9iXeO5Y3jzzLHoddhgH/+IXfPiTn2SOFZZlkpXAhudepPRH3+pIcgBDluk5GjfegmqIM/PqO2nasiWzO6eyksMfvB+rfguLf/07hp5xMt7aN41FxVE/IVm7G6U0iYTHkmcfZ/fy+QAseOQORp18LvMfvo2lz/6OPj//HXLPSuh3GH7PSVTvqiaUP4VIwWDkrrnoVAuydBh+3yNprK5jwk0/RUgLvzlOsrUBVTwKNb4PIa8Re9c8GHwic797FYfceiv16zdSOLAfTu9xqB2LOs2ZGHYCS//yp07bE4217F46lyFHfQEvEafnsPHM/tYlbSSHAE1bt7Ls3vsI5eejXJMI2/HOO+yZN4/jn32WvL59O777OZXo3ocgdnzQbhACBp/IjnnL6H1UL+xodpEpi88efDeF7KJ6QFgWyvsYa5wsPtNob2eSV94Lvf69bo/1923CGfZ/6y9RW8uGp5+mads25lxxDV945++IQLJXlA5h65KFGZJD8YDhlA4dy3v3XEW0uIxhP3+QiqNiNNU2s+RvL5Fsqqd85DiGn3QjqZq1pFIaMfarWJvfRje2VVemmlszv52xigqsVDWqq8EBumE3djsrpNpVq9gxcy8tO3Yw9rLvEc4PJO1Lh1K3YX4HkkNbIz77Fr9Mr+nfyGySdphQXhleUM3ZIZEuBEKG0Noj1bgXYYewQkYNozv/Vq11pgq8q891Fln8IyhDYSe3tD+JV6/rtLijG/cgty/EGvvFQGVBt8VwQUCqA7J+mihAUxVq/NfZvn4Dax//I26ilT7jDmX4ERdjr/1rwGcQRhWP9oUAJg5ub9En0v1ZTmDVaMgJZAjjQRyKwHJkMLb0ySFDxNAabVvogMwugiICP5E08Z6UqFTSdGOHUUohQzZ+ylyj1u3sJ2UI3xXYObHAUsLBqBf6KM/Ez57vYlsOWltBeOsYNTEnjE4lUErhuz5OOAetXDNnaBPvOmFkOLBwTKsVWsIoPfgJcMIoJZGOUSX0Ux52KIq0PJQCK+wgLY2XNKRGrRTKD4gWSiOkjR02caSvQGtFNK/AWINYIbQwRQoozyzENsXx/BTKcwjl56HtCDrZgrBsUr6PENooRTgOrtuKTDZjFeXh+h6OHcayQ3g+ONLGTyWQ4TDSESQSCd646XsMnXEifSZejPDiYEfZt30La355DdO/93Ny8v4DN/wnFG5zS5cLq2mkGhv/i6P57yC+dy+Nm3eSU1FKpEcxq5//dYbkAICnCEUKSL53T4cCAjBql6x+BWfyN6hvcnHtvniNcba9+Ucqho+ldNTBfPDgz0i1NBEpKGboMV+ifOR4fDeFVh6qqQqp2sWSVgg19hy2b9jY9p01YQZDjjwd+5DLsZY9CQEpQkQLkQW98as3oCsm8OopX8JtaiNT9JwyhUNuu405V1yRiVeFZaHrtrXJmksLfeA3mXvbA+ydPz9z7qG33khZ7nbCE881n3+t8aOlzH/yATa931HNauvcN6kYM5k9qxcz6sSzcfatRadaYMTJeAUDadq1k8rjj6B4zChEOIRbMgmxYVZbA4OOJBF38Rvi7HjjzU7vz+aXXuLgm2+mZfdu3vrmJRz5m3vIy69CDTqRln3N5Od/1pg3Bl5rKw0bN3a7v37derx4vINdptKCVEMjscIyUoseQ+T1ZO+effQpG2DUjEafyb6aZlY8/RcSDbWUjziIA074BpZS2OXDSDYnKRw6FGLFpMZdyLrZr7P2V/dw8p1/pt9Jx7PlxZfQnsecK67g2KefRiY10c/R92MWWXwcvNY4+5YsAaBh48ZOn9+alSvN52s/JOrq8FLN2KFc7OY9eHvXgrRJFg4lHM1B7V4NxQNwB53AytefZ/eK5wnlFjDymNMpH1COEBJnxPEkWjwKhgwhvm8viXgcz9NsnL+IVa9dxYm3PM6wC77Ghz/4EQCNmzax7IHfMPbSi/Ht3M+cUlMWWWSRRVf4RGepXnzxRU444QRC+/mgp1IpXn31VU477bT/zcA+JTDymm4msQNBkgZMkkWDTC/SpxfZwRAPLJl5rRDIQP1AY2wiMu2ooJpDphkPbb6nQoqM7GiGDKFUQFpoI0Eg24gKpjJEmgBNK3N6e1JC4K2aTnIZew6VIRkImbbXCPa3I05Iy7Tj+T52+hjLQmcsLIIxSjtQQEi/djKiFUjZgSSSPkS0Gx9CZkgamRkR7WwtlB/Yd9iZsQlhPFczDQXqDkKb6iGBE5AeMFKlUhgVibTiRPs5EG2UkjQpJa2iYS5EIi2BpzTusFN5/ebv01q7NzPFH/3pQTZ9MITDv3c9juwsOZ5FZ6QScdzWZqSfwN08p8tjRKSAus1rsEJhjrnhDyg3yexf/YR4XTVHXvsgZUV9YfMcvAPO4o1f/pSW6jaLisV/+T0b57zJET+5F6e4n6kMyS3FGXsGRIuRWuL2nErd5t3Mv+hy/GSS7W++Sf6AAZRNmpRJavQ99liatm2j17RpDDjuKFT9jo6DLBmKO+Ao1r//FkU+bLztJx1IDmAkMd/7wRUcds9d1K9ZQ9OO8YiJ5fg7l9JcMpFXb/yu+a5QHckBjbu2kFNqpMRTzY1oK4I87EfsWrialsVvseJBY6FSPHo0Q884GSc3h9w+o2navZU1bz7DnhUL0MonUlDMlG9fhxaKN274FpGCHkz//m1s/P2faNqyhbq1a8kfNIh1z/yF/kdPJ39gD9gxB1KtiNxS7AO+wLpFi6laubDL92nn4jkMPuI07EiUpo1bMkSG/bHjnXc49M472diOte21tLD2iSc46IorOiQkdsyZT/PmRvodeTGyZSdIGxUpY83TL7D5b69x0rhJ5FZWdtlPFll8mqE8F2lnrSuy6Ije46bx0WN3AdBcvYeC3HJ0Yxe2TIAs7v9/71Br/Hbf5SlfYI05CxY8hM6rZM/cNhLa0GO+xLJnTRVjvHYvng6x7r332PLBG5ljNs1+la1z3+H4mx6lqaaaui3bKB98MrFtb0GtqV5sr1gSr6rCd6Z28FJtD5FX3pH80b8/0rLY8tJLbHrhRcZc/A3zLJnfk+ZNK7ppBVp3rUFnFCYE4cJKQjkl5PefSPOuFXjtCBK5FaPxUs2oVNw8o3oJUg27sGNFRAp7d1CGAHDjDbRWraV17wZkKEZBvwk4OT2wQlmSXhb/PLQwqnh+9YZ21gwdobYvQIw+xbwQnT81Im09IQRaS7zKKcx56E6qVi/OHLPm9WfZNOcNTrjufhxfm+RuO295oJ21YFsfWqctGcGQKrSJuxCZfWlyQ5viRBshI92UUT4QQd2ARiiNlIElo5QI2zaWE6kEdjiK1sKQCQJShiHKB/GibRuVCaXQvkZYGpSPp8GO5CK0RopAGdAOodyksTQUPoSiOE4IL5FCOoY4obWP9n3snJiJXZwYwraxQ2G09rHssCE0RKKopG/atUArG+kohBJYjoNKuYAEaWGFHdx4Em0JhFJIy8FyAG3je14mRrVDOaB9pOXgK2X69DyUtpHSQalm7GgMv6kZYpHg/TIFD1YohgCUUrgpH8dxzHvhu2hfox2JFGDl5aO8FH5KIVNNWDJKa3MLTbu38dGfHuSjP4G0nQ5ky2RrK58n12on9+OtOpz8/P/SSP57UL7P9rfexIrlMPy8s6havSSzL6+8N9GCHpDYB6nWLs/X+zYifJd9m1ay+Ml7kbbNhK/9gB2L51DQfwTN1buYeMGPKRs+DjfezHv3XEW8rpoDz7yIwgNHQLSobSyjzmDOkw9TtbqNjL/m739i03uvMP2Hd5Iz8ovYC3+HrDiA0JjT8FJJ5Jiv8NcTT+9AcgDY8+GH5PXvT+WMGewILIAHf/EMZNXCII9moyd9h1WPv9SB5ADQuHkrZcNTJOf8xnyWBkzng7ceYdeSrnMZG2f9jeHHn0UqnqJeTqRo8kFsXzKHVX+7g9Z9hphR0Hsgh4wZQfWy5ZQdeD7h9S9D34PZumE7+bKJLS/+rdv3aOurr9L7iCPY8MwzLLr7QQ65+efM//nNFAwezMTrrutASvuswIpGye/fn8ZuyA75gwZhRzoWHXmJBOFYBH/xuwCoigPZ+NZM+hw4BTXsBJbNns2Gma9kjt/8/mtsnfs2x934B/JcxZ7588gfOJAtC2ex9Lk2C9uq1YspGXIAuX370rxtG34yyb6lSykeNYpoSdl/4OqzyOJTiH/wPbR/gVRr3T5SLY3YVgQ3lSASjZBa/w4AVs8RbFowh7FnjkHn9SLZv4y/X38JXjIOQMu+Pcz53a30nTSDyRf8GC0Ei26/g2HnnINdmMu8vzxOqqmB6nXL0MqnZuNqegwbTdHo0dStMPHi9jfeYNi55+IlfULF2c9xFllk8dlH13qrnxBcddVVNO33MA/Q0tLCVVdd9T8Y0acLyvfNYru0ggVxk4RJkwlksNhvlBRkx8qZdvoLUrYlhoRoq6DRWgfn0S5xJNp+/NO2FkIEYgVttgmkZUODMaSTRqKdBLBAZMgCbYGN7ihlGniUKq0y19YVhGVlrktIIxmlRYbKYM4NCAPSsgyxg7bxG6+JjkmurvpKjysjXS/IXCfBrBoih0lmpa/FuIoElUrt3iukzEinCmhHKGkTgJBSmGtp10+abEHgX0u6vbbJRYQibHj/rQ4khzTqtq6nets2LOcTzYX6xMAORcjr2ce86EJ1AQAngpto5ZjrH0J7Hm/94jskm+qYfP5PiIYLsCpGIcpHsXXx/A4khzQad21h+8KZMPFCWkefT3P/k6B8DK6dg1cymp2LNvDRXffjNrctZGz4y18Ycf75CMsiVlHB8PPPRyWTxCoqsMMRRLTI3CMVB6AmXkhq2OnsWreWHYs/JBIrpGb58i4vpWHDBtx4inBxMZte/jv2iBNACFO54nudSA5pKN+j56hJHPWj+9n19nss+/1TCCEoGj6c3EAFoXbFChbf8yBKRGjatIVdr82iNH8YR/7gHgYcegKJhlpm3XUFdjQH6YSJ11Xzxs8vot+pZgyxnj1xcnLY8vLLrH3+ZerpQ/KgS3An/4i6nMOp2tbK+pmvdvtexopKcZubCcVyUYlUt8dpz+uyGmrX7NmdKqGSdXWs+N3DvHr2N5l540O8e90DvPKVr7PxhZdRrpuV8M/iMwvf61rRQVpOVtHhc4xocSmjv2CUB1b+/VlUv8O6PtAKYfc+8F/uR/kubkstbqqaPsccndnuJVv46K/PYh9xJfaAQ4gWt1UKhvMKaak2ygyh3AISDXUdSA5p+KkECx69k6oVC9g2711SrkYNDxZnpU0oP49ISQkANcuX48X6Ggu1LuCMOhGlzXNjqKCAwiFD8JJJxnznQgafcjRONIw96DBkbjmhgp7dXq+T2wPtJeg58WxKRp9Aw+a5VC19gVTDbvL7TcIKfOhzex2AsB2ktGjc9hF7l7zA3iUv0LhtEdp38RIdf8Pcllp2zf0jtWvfIVG3jdaqNeye/wSNWxfgu13bcWSRRZcInpF1onN8n4HyuyFBtMV+6XhLeS4NtQ0dSA5ppJobWfHqM2g71C4+2j9e2o/kkGm7Tf0hLXKoM+R+Y3+ofZUZZ8YEo40Dj0YhlEZoYcjqQgS2g9okYGyJE46ZPqVRi0gTAqS0kIHlhfJ9Y8EojZIDGpQQEFg7GstFZUj6lvFr1oElImi052KFw0jLRkiJtEN4ySTa83CiOYHCkmcIFVIibWnaVkaRUQeFC1JKhLTbFA6lJNFUTyqRxPcV0rYQaKxYDhqBm0yilcKLJ0y+AIHyPFPhrqVRfoRMnkJKC8uxcEIhZDQKWqB8D42xwbKdMAgTo/straA1dk4OyvWNxUcmXpf4KY2fcnGVhbZt/KByv3ToGKZcdB3TLr+VKRddR+nQMea2dLt/3v8sQoZDVEyd2uW+koMO6rSw+lmAcl02vfAidiSClIKc4jJySiuYfsUvGXnyudjRELobkkMa2k2SFy7n5F88zsSvfo+5v/sFgw8/Fa0U4796OWXDD8R3E7x103eI11UDUDF8NDK32OS+cksRkXwaW/wOJIc0Us2NbHj7BfZs3kxqwndYsy1Fc0KhI/l4nsfkG6+jcMSITudtfukl+h53HACFw4dTOWN6m03GpAtJyRg9ZxzK+J9dS+Hw4Znz1j/3El6vQ4OL02jpkGrpXs0j1dJIXn4vNj/zIiKcR6K6jviqHRx04kVMvejnhHLzadixiVl3/pAeA0bw9p1X4Y79Gi1OBa6naK3d+7FqIanGRuxYDIC61atp2LKd6kWLSOzb12nx8LMCOxJh+Pnnd71TCIaedRZWuE1uXvk+luMgbcsoagDaijDunO+hhIVbMLgDySFznucy7w+3kYo3Y4UdtOexd33H381EfS0gGPOD72a2JWtr/8/X+FlBS/VuNs95nQ9/9wtW/e0JGvdsx099vn47sgAnL5f8gQO73V8ydiwAvptkz8qFvPbT83npstNwm5uNep/WaNf81mgrzIDDTiKxdwsqt4KFzzyUITm0x7b5M2mpr6Vl3172fPghXmsrMmITyS+idNiBHHHVvQyYdgLxhloSjXUccFmbHbxyXdzGxo9Vccoii38FqrUOb+cykvMfJ7XiZVTDbnQ2L5DFJwCfaKJDm4dmR1RVVZGXl9XP+kcwRSHp7IzOkAjakwREYPWQTu6kK00y29pXr6QRqAKIdovqHTsOqi/aVc6IwMOzbVzBf128xyY5k05wtVugD6pr0sSE9kkwGdhXpMkabZKmaYJGWx8ySNBkVCTScyHazdd+hIy03H/mPNGxzfb/zhAgukqqCZkhN7SXSxVBckwrL+B8pLUgAvJHhjjRprQhpDQqFUJkHD/SNiBpgkv6WN2uvXQ7qdZmNn/YOXmfxsaZf8VNZn+o/iG0Jpybw9Tv3YyvQPTo+sFXt9RQMnw8a/7+J3Yseo9IfhEn3PA4e159jyV33kWqqQE96gtsnvtut11tm/c2qXicd+7+GZvmzSbZtBOR2Ifdup2Bkyo4+akHOPyBXxEuLATMAruTk8OxTz/NtHvu4d0LL2T1I4+w4ZlneOeiS2iu99ATLmTNDsXLP7+Cv/7wTNa/9RwHfOGbOHkfX83jtjQz4oLzyamspGbvPuRB5xDJyW1TKtkPVihMKJrDsEO/wHsXfZdFt93OxmefZe7VV7PgxhuZcM01RHr0QDoOU265heX338/7l13OpueeZ/VDDzPrW9+htGwE/acci/I8trz/d8pHGL9x5abYs2YhFdOmUTBwIPuWLOHQe+8iekAlsx64kpev/Aqzfn0tSelTu3Ilo087v+uLEoJeow6hZZchmpSOn9Dt9ef160e8urrT9lB+PsLuOAdl48w4te/TtGULzdu2ZfblDxiAk/N5qiPL4vMC5ZuqUWl3RXSwOlTYZ/H5Qjgnn1GnnMdxv3iUgj6D2FefwBp1ivElDSCihUSO/BEip/hf6kP5HomareyY83tqVr7MwNOOzxAPtFIMmHocz33/LNbMmcXAqcdlzpOBMhhA30lHsGNR97YaVSsXUjxwBNVrl/D+PVeT9CTW2DNxjrqGRFMzE3/600xbC26/Dz3mfES0sK0BaeOMPgURLUD6LRz/1MNMf+DX2LEow08/moFDE0TXP0rqtevQXgK7cjRlE0/vdjwlE0+ndv277Fn4J6Qdxk/FUalWate+Q6p+J05OCaVjT6NgwBS08ti79K+4LTWZ892WGqqX/RXlJlCBdLfyUtSsm4nqYgGoftMHXdtoZJFFN1AB2UcUd58kFvm98HX72FJ3VkMJ4hvLstn0XudFnTS2znuHVLylLa5Mx2jdkNVFN/sI7BBlOxtDacm23zGt0cow2DWg0gSHNOlcSoQl07x+pOOYWE+CzMhDGJK65dhgWWjlI9A4oRAohfI9lOcHcZ/Eto2igbRDKIV59tTa2Guk434pwXKwwiEIiPZCeTjRWFDsINGeUY6QUiDsiLGmcUL4vod0HCzbwvfMb7khOkg0hoTgRKP4Xgp8P7CpBOErhG2IDdrz2lQjlYnPldJo5Zr+hbGt1NrYXYhwOIiFNUr5CO3hJVNY4QhaK/xUEo2xj7Tzcs2cOBGEZaw4vUQc6djYORE8L4WvPKywTTi3iIkX/Jg+kw5n6TO/YdadP2TpM7+hz8QZTPr6lYRzC7u9hz6LcFuaGXrWWZRPntxhe8lBBzH629/GbW35H43sPwitUZ5HvxNPxAnHGH3GN5hy0XXsWDiLnNJeCBQit3siIaEcmutqidfu451vXUzpgDFMvfhavFQKJyefyvHTWPvGs+xc9D7KTZHXsw9H/fh+cop64a57FyEEoWnfw+p/MJvmzeq2m+0LZ1HQqz/VWzayZf5MBD607sVu2UZZb8nRv/4Fxz7xhwwhAIz9QbSkhMk//zljLr2UJXffizX4cPSEb7JxyRLeuPFC3r3vh6yc+TgDL/gSIy++EIDEvn1sfG0O1tivgBXCatxO77GTuh1bzxET2PTMc2x45hnev/xy5l1zDb0OncpHN9zE6l8/zLSLb0ZYNq21e4nX1+DGW6jZuIo3bvgWWz54k9yelVQcemi37ZdPmkTtqlUAyFAoQ27oe9xxXcYSnwUk6uuoWb6c8Vdfjd0uH+Dk5THpZz+jevFiEk0Nme3KdbFCIbQdQZSPNsdGY6SaG5HKp2pd96pfNRtX4icTWJEozVW7GDTjFEaceE5mf9nQAwmFc9GOINKjBwAFQ4Z0UKn8vKJh11Ze+ck5zL7rR6x7/RkWPHI7L112KlWrP8LPFqx8rqA9n/E/+Uk7W+s2DD377IxiZePu7bxxw4U07TZ5P+W5hGM5+FoiS40no040YtkOWmlSySS7l83rtt9tC2YSK63Aa24mXlvD7HuvYsPbL7DypUd4++ZL6TFoJL3HTSOcU0jtjrUZUlvBoEF4iQShID+cRRb/DqiWGhJv30Fy5q/w1r+Du/R54n+7Bm/bwizZIYv/OT6RRIfTTjuN008/HSEE5513Hqeffnrmv1NOOYWzzz6bKVOm/K+H+YmHFfz4ZpQU0kgv3KcTOYGaQ5vFAkFlhaRDqkfQdt7+SSARJCkyqg0EVhf79Z8mFKTzTOn/a0WmeoZgob9dRc3+fWUIGOnX+6kVpPtOj6O7hFY6cZU5sR05o/OxbaNJK1voDJGgY/edXmXabP9etI1fZ5gfsl33bdVEpAkoweY2NYk0eSJoS4qMx2JHJYn9LktrY13ShaR4GtJ2OihsZNE1tFIoT6E8l2TCxR5zRsf7MYAoGUSyqY688t4kGms57NLbqJ7/Ebtmz6Z60SKSymbXmhX/8D2RToi8ij4MmnEqIe2jPnwIb85v8Bb9mdS7d1DQOIsjf/MrnNxcCgYPZt+yZSz8xS+oWbaMeFVVh/ZqNm3nw2ceZflLj2X8yeu3b2TOr6+ltXEvxaNHdz0QIQjl59Pv2KOpnDGD+l07aKQQHYox8qSvdnnKiBPPwbJCzP/p9Z3sIBI1NSy//36GfPnL9D32WLa8+iqNmzfvN9GaxbfeweBpp4AQ1G1bT05JW0Kqce82xl95JbGePSkcMZRVbz/Jmtf/hNvaHFzXBt67/2pyhvSm56jJDDj0hE5zO/mCq9jy3EvE9xqVk9xevSg/+OAur2fUt7/N+qef7rR9+HnnEdkvkMiprKR84sQu2xl/1VVEg8W3LLL4LEF5psqlq+80YdlZRYfPOSJ5hZSPGMe0y26h14QjCY06nujJNxM55hoix19P5LjrkCWDEPJfS277yWb2Ln0h8wzYvOcDDv/9fQz72jnY0Rjz/3ArbryF6jWLSMVbGP+1HyAsmz0rP6LyIJOIV76HHeq+slVIi/yefZj63ZuIFpVQs2k18fBAqldtxW9uJVxczFGPPkrFoYfSvGMHy/74ImLypYSPuZbIkT8ictxPIRTF370Cd9nzhFY/TEGxJFYQRi94AL13jelI+/hb55N891c4oSh9jvsByI4JtpLxpxEtHYjXWg9aU73sJYqHHUGkuB9gSAlCCGpXv0mquZrmHctBd66Q1MqnaeeyzOfTd+PE967vdg5aq7v3ls4ii/2hg8r5uKcRpUO6PMYe+yUSHRS1BJ0iszRZXalONivtIW2nzQ6iXTzapqSXedWh3bbjzAI9iAzpXPs+WumABN9GbjdxWjt7RSlQyg+CMIUQtlEvSHclJQKJrwwp0Pe9gLAPKA8VDM3Y0chA2U8G1+ygtVF1EMKQHJTvmX0BCV5pH2nZWDJtOKkDQoYyaoFSmsUxCXYoTCYuVT5CWEaxQhklCWFZ+L4y4/d90Bpp21jSRkobpTWWbaMJVAZ9D2mHjG1FNGyIj7axLUHYeMlkcLwK6hI0fjKOJe22AoNMOkEjbQsvHscJR9AKnGjIEPqVQrmusaL0fHw3iXBCSEsS6VEcWDtaWE6U1tq9LHrinoySYWvtXhY9eS/NNXuwnc+egsHHwWtu4f0rrqB03DimP/AAU++6i+n330+vadOYc8UVJBsa/nEjnzLY0Shjv/c9o8jnpcgr7Un1+hX0GDSSd2//Pql4C75wsAYc0vX5o09j27KPKBo9nNbdu1l0x68oHTSWgj4DsUIhUi0tDDv2y9Tv2EhuWSWTz70K1ZRk7o234sf64K5+jT1bNqP7z8D6mOcKywkRzsmndNAYRpxwDmHbwX/vfrwPH8Jf/DSpt28jWvUWxzz6W2SwAB2rqCBSUoKXTDL70kvZ/vrrpHocxJI3XmXxU/eRbKwDoKlqB/MeuRlZFqP8EHOdqx55nIZUIfaRV+P2mUb/aScSzi/qNC4nlkff8Uewa9bszLambdvY9MIL9Dv+eBo3bGDHq2/Sd+LhADTs3Ey0sITm6l1ECoqp3byaN268kIGnn4bTRcFauKiIsvHjM/Ya/Y47jp3vvktOZSWl48f/M2/xpxJ+KsXGZ59lx9tvc/DPf87Uu+9m2t13M+lnP2Pzyy+z9ZVXUMm230MrHG6rJysdjogU4OcPQLseSVfhex+jfCEEwrYpO2A4hQOHMOfXPyWvvDelw8ZSOmQMjes2k6prIJyTT7S0lIpDD8VPpQgVdb4fPk9INjXwwYM/I16/r8N25Xm8e/vlxLtQx83iswu3tZm1Tz7JkQ8/TO8jjyRaWkrRyJFMufVWCgYNonrJErxUkuXP/wHdzqYzXFyMUopkMok18iSQNmLocSSbG9F+GDfe0m3BGJjnNCccYcxll5LXty/Jprq2nVqz8I+/RHseyV17sSMRYuVGrXDUt79NuKgoW1iVxb8N2kvhrngZ3bh7/z2k5j6Mjn/2niGz+HThE0mNPeqoowBYvXo1U6dOJac9u9VxqKys5JhjjvlfDe9Tg7QKgQgsJtojzTVoc4RoVy2TXiRvvzKeJg4E6/G6TZ2TTPkKot26fnv5TzoSE9p6NwSHdtYN7RfnM+2Kdh23G0+GlNBeTSFILpmhpKtrdCb51GHU7dQkuvy3CGw+aDdR+xFG9tOiaLu8rtBOOWP/cafJDAhhqoA6+cbuR59oP6/t5jljLSLS4+lCdSL4azkhBh9+GoueuLvL4Q4+4jSTRMriYyEsC9d1WfnXPzL5W9ewffk6yiZciLXpTXTNJrDD0HsSbu9DaNq6ibLhB9Kj30jqlq1i80svAYadH6+tpaBXP4YceTo1G1d12dfAQ04gUVPD2DO/QyiSh/fBryHZUf5XN+4ivGcWI752NrkDh7L83ntp2raNYeeei5OXl/H2tMJhcgf0YdfjH3TVFR898SumXH4ts755Uad9fY45GiyBJT36Hn0kvqVo3ruT1669gIkX/JhxX72MNa/+mdbaKnJKezHmjG9RUDkAvy6O19J1lVDNsmWM+ta3yB80iA+7sybSmprFyyjuP4z8Xv1p3LU1s6vHgGHkVlaYz05IdCkJCrDspYc4auQ48qxyjrzi1zTs3IgdiZJT1JP1Tz7N7lmzGfXNbwEQ6dGDKbfcwvqnn2bdk0/iNjVROHw44370I1p27uzkp9n7qKMon9S5EiZSXMwht9/Ouj//mXVPPYXb1ETR8OGMu/JKikeN6vpas8jiU450pWvX1hVZokMWBnYoDKFAlteJQG7pv6XdVFMVCIv8fuOJFPcB5aPRDDj9MNzWFpr37gQglJNPtLCEbfPf4fAf/wrPTTFo+knUb9/Elg/f5MSbH2fxn+7rso/eEw5j3ZvPsXXeW0z+5tVo36dh3QbmX389XmsrCMGws7/CpOuuRnkedthG7l1EcvVr4PuAQvYYiDPqBLzVrwMad879RI78Efid5XB1vB5vxxKSdbsY8pU7cJtrcFvqiPToS+Om+cT3bsSOFeG11qGVj9uyj0iP/hT0n0Tt2rfR2sdPtYDySaVlrbuau8Y9QPsK+O7lTruzqsoii65gBRJ0Pg7JntPIyesN2+eCG0cW9cMfdDTb1m2gfEzXi437QwvNgKnHs+GdF7rcP2jGKUgn+H7pRokvHZeakEp0iPlEOpQKYre0dYXWGpWOObVGYF5Ly0bgI2RgD2nZJpz1fYTd1q7yfaMOEcRwKrBOVJ5nEt1CYAmjUqC9tFKEQvsKLXyEnSYEaJAmFpQ6aDdo08RwGt9zjfqD0vhamWvyjYqDFcvFa2nBznPQysdPpbAcJ6OAod1WhMhBShvQePFWhJAopbAcCX4S39M4YZOrkdJCuSlAYUVi4Ju58ZNJ7LDAj8cR4RDKd/GVh3aNKptpU2Nb4GmJcML4voff5BqyQgSUn0TrkLH5kCF810PaFr7v4cVbCeUVkGquN+qGlo1lK4RtISwbL9HM6lee7PIeWfPKkwyZ0b1SzmcRTl4efiLBigcfNBv2y/uECwr+RyP7zyFaVkbZhAn4ra1APl5jLSWDRvL2zZeC1ix76QnGfuFbxEvGEwoVIra+D4lGRF45auBRrFu+hvJRkzI5td1z5uDGU8i8GNr3sRyb5c//gYJe/ekzZhqLb76d0RddRNWHH9J87pcpLOrL1g9ep27regbPOIX1bz3f5Tj7Tz6aZXfdh0omGfeTn9C8bTuR/X5ndc1GIvkfMfDkE9nw3AuM+e532fy3v6GSgX2mlHi+x8aZL3fZx8q/PcqUc6+l6oMPKBg6hObaKuqqtzDv9zeT37Mv0y67mXVvPMv2BTMBTe/x0xl+5Jksvun2ThYSO95+m0Nuv51NL7zA1ldeZdKdP2fr3DfJ79WfeF01uaW9SDQY+wPteyx+6bcc+cdHWP7rB9g1cyYIQeXhhzPkzDNZ+ItfAJA/aBD9TjiB7e+8w5GPPEJOz49R2viUI5JfQP7Agex46y2q5nWu5h5w+mmE89s+j+Z730djk0gp5JhzEdIhll9Kw5atlI8c123hVq+xU3AiMfTGd4j1O4pYj3KWPf8Q0753K359Mx/88EpGnH8+fY47ln4nnUh+/wEUDB5MtPhfU1b7rCDZVM/eVV3nlbxEnMbdW8kt6/VfHlUW/yvY0Rh7FyzAjsUYccEFmeexPR9+yMrf/Y7D7v81bmsz+9Yv63CesB08N4nthNk4dxa9J16IipaSG7XY9srfyRk9gH6Tj2TLB6932W/vCdNRe9cy9PTjScalef5rD63ZsWA2PYdMoGTAAdRGl3DonXfip1LkVlZmiQ5Z/Nugk014m+Z0txd/93Jkfnk3+7PI4j+PTyTR4dJLLwWgsrKSE044gXA7X7Is/nkIKU0iNb1gn5FSEB2VFQSBZGSbEoOAjNJDpj324yukk0Kkz5fBa40QmvY2C13akLS3eAjsFjLHBcSKdJ9CpMkUwcY0cSOt1rC/5US7hJVuv30/4Yf0BLTvW7RruzvOQqbvDGdB7Mcc2f/NCIgI7YkOnQ8CjCjD/kSIjn22EUE6Uhm6Oy/9JgWqGe0IHX0nHcHmOa9Rt3lNhzN6jz+Mor5DsooO/yT8VJKdi95DeSkWPPpLeh4wiTFf/BZCWgghaarawY43XmDIkafywf0/45CvX0dDMkmqqY2kECkqISQTxAYNpHToAVSvW96hj56jJ1EyaBSpmgby+vRmy4svMWR4Obq1Zv/hoPauYvDp17B70RqaApuE2pUrye/fn5rlpt2cPn2o29V9JWZL9W6conyGnHM2m557Hj+RwAqH6XfKyfQ+4Sjq167FGT0Sr7GWUEUl4bxCQjl5LHjkdkqGjGHMly4knFdIoqGWze+/yrDjz8LbXf+x86g8z8jafozfodvUjBPLpfe4abz92p8BY4vRb+x4/KZ9+JEi9m3oXraxac92FIrE3n289+1LifXsiUqlMjYURSNHEi1tW2iLlZVxwMUXM+RLX0IphR2JECkuJllfT/GoUWx7/XWU69L32GPJqawk0k0yIFpWxsgLL2TAaacZr+FolNxe2aA4i88ulJtWdOjOuiLra5rFfw7KdykbeyqN2xbSuNVUCAorRH7fcZl7E8AOR9k0+28MnHo8S55+kKmX3cyHD1zP+HMvByDRUMvIk89l1cuPd2g/UtiDYceeyaw7r8CNt/D+vVdz4i1P8faPz2PwmWdSMnYsub0rCVMP8+9BxutRQkCfCYSPvBJv63zskgFoN0Hyg9+TechVHv6+TYj8XujGXZ0vrGo1ypWsf+oHFA6fTm7vA9j4l6tBK2I9h1F6yJcz1+snW0k27qFxy3xKx5yCCIT8Eg07scJ50NR1FZoVyUfaJvaSToRIUV8Sddu6PDZWOuifeTuyyAJoU/ip27KWD3/3C6Ze+gsKD7kiWDzTrHz5cbZ+8AYn3fnMP9eesMgt68Xgw09lw7svddiX17MPQ48+I2MX0SFG2p8on3lpIivt+whLorQPSGSgAJhW1BNCIKXMKDSItOmg77ezhSQgMXhoaQXWjDqwoHCxLQcRCptYS2qE1mghDVFfBElsaZsKdNuClIewHZTykcqQ25XroiMxVCppRCdsC6ENAUlIaRb93RTKiZhiAAFuPIEdiSCkhbQEPgLtuaRamkkrNDq2hQ6S9ypQcADwvCShWD4kEobsgCAcy8NPJfElaO0jhMQKRdG+hwjZyFAI5foo18MOh/CUwonmolJJZNjCdz3scBivtRUrP9+cFyhL+slWrGgMYYeRshWl/EBJz0VoDxmxsSMxUolahGURyS/CS6YwYhse4bxC/NY4yab6bsmVyvNINtf/U/fbZwVWLErljBnsfPdds6FdXqJ04kSsdrYInxUIIUg1N2NHImgU0nHYuei9zLWv/fufGHn82fz9+ovpdeAhHPjFC5HhGMr3cFtbaG1qpqWmiuK+Rg4crYnX1ZBfVIgQkm1z32Lr3Dc58ur70c0mrkyT+2de/mOm330HAw45mh6FIdzGXQyefiIbZnW03ckr783AqSfR0nsHVihE0+YtCCmI9RqD2r6ww7H+1nkMOuV8CkeOpmTMGFY8+CDDzj0XgL4nHE/9ju5j/FRLEyJk0fvIIxj2jfOZ/eufcMglN4DWNO7eysw7fsDAaSdy2Pdvw4nm4NW2MOfSH+A2d7aqUq6bmUM/kUBaNrEe5UjbxsnJxU8lceNtRQ7b577F0KmnkVNRwZGPPpqpOt7+zjtUTJ/O+KlTyevXD18pRl94IWiNF49jR6P/P2/3pwZ2LMbIb36THW+/3Sk/KKRk+FfP7WQdoYXJ8e5YOJuVL/2Rk+74M56XMt+xjs34s7/LR0/e2+GccF4h48/9AV5LHNlSi237FPcfyvYFM9FJj/cvvRytFMn6eqS0GHDKSbgtcfL69PmPz8EnHf4/IOanWps+dn8Wny3YuTGm3n03e+fP590LL8wQ2ysOPZTD7ruPWM+eWI5DrEc5TXu2Z86T0iIVT6E8j8VP/Zq946cz4bzv4zW2Eq+upk/vGRR+6ZtUrfqok3rI6NO/jtQ2KlyC3rUYq3IakfyiTselWpvQShHNL2TEt76JZTtES0s/k+TFLP6H0ApU95Y9OmtrmcX/GJ9IokMap59u2PXLly9nY1A5O3jwYEZ3J6eeRQcoz2tbYMeQEURaTWE/VQFBuiokWAQXQcVH4BeabsMkgAJ1BNVW2dJxQTw4ph1ZQSmFlSEjAOlKGKuNoKDRps/gddrT0zQtO67op0kLweWkJS4zhANzRW3WEu2IFp2qePYjD3RkQ4iO27ogEoh0Uixzae1UINoRG3T7vvdPtAV/tdZdKnC0V5nInNeuPbOfLhCMTWs66U/4Ckcnmf7dm9izagnbFr6NtGwGHHI8JQOG4Ugf5ftYTvdWCllg7mXPeM1qXzH6C1+nqO9Q3r/3Wuq2rkM6IQYcehxjvnQRfipB3Za1JGprqF2xgvLJk9n0vKnoyMmL4L57L0Irpn3zh9TsqWLDuy+DEAw54nREQvPml89BuS69ZsxgxAUXIP3VqD1dqz/YIcmmF1/MvI717MmB37uYfUuXsfbp5+hz7DGEYp2lI9MQUhJv2EeLU8fhjz6E19qKm2yhfs9mhKcRSDa+8FciPXrQs6SccG4Rk795DV6z8ULesXAWOxe/b/yGQ2FGH3c+obIyAPIHDmTAyScT6dGDxq1b2fzii2itcfLyiFdVUTRyJHWrur6uknEHUZIznpV/fRStFLHicg77zjU4m98k0TKJun26g+Sm5YSRjpOxsBCWjeU4jL3sMlQyydbXXst8nkrGjeOQW2/N+FKmIW2b2H7VJOHCQsKFhRQF/nf/CK1VVax6+GE2PvccfjxO/oABjLvySkoOPJBQFxKeWWTxaUeayNCVokPWuiKL/zTCBRXsXfIibnN1Zpv2UzRsnkvRiDORTgjlpqjZuJL+hx7Lh7+5kaHHfAlpO+SWVzL7rh8z9NgzieQVIu0Q0394J1vnvUWysY6y4ePoMWgk8353E268hfxe/Rk042Q8N8mM3/6GZffcy5o//hGAikOmcNCl3yK07WV0ww7UtgWk4o3Y484lOfO2TqpMYJQbRDinax2FcC6hmElY1a+ZRY8DjguIrOA21yDtEOGCCnJ6jiRa3BchJYmaLTRu+4iiwdMBaNm9itIxpxDf1/VCSOGAyUjLPPtZToTiEUexe+5j6P2SGjkVo7Aj2d+vLP5/YKqB4w11nHjLk6z5+594/95r8FMJCioHMO6rl1E6bOw//fugtcYmxZhTvkbvg6az8b2X8ZJxeh84jV5jD8ZRCZQX7hS7aUAE8W065lK+j5QWCN0WNylAKFASpEBrH4SdIdILIRBKoZQC7SMsJyA5+Eay2LJASCwp8F0X4dhY0snEt24yjmWHUMpDCmMRIaQwMbZSgJEid2wHbTko38UKRdrsMQJShbRt8H1jcGFJdMpFWhKVcrGiOSgUQgqk7eApc7zvpxA4+FohlcrEe9IJGfeMVAorEkN7yeC6IRTNRSkPK+TguSmkEzXX6yu8VDOgEZYdWGxoUs2NREShmU8rUCD0FdI2qhD4LiCR0kZIG991Ub4yUbUGJ5ZjrDC0wgmF8ISFZVlordCeItmcIJznoJIu2vMQjoUVCuGlklh2BD8eR/sKO2oW7sP5RQyedjIFlQNJNNWzac4r1G9b/7FWAp9FJFsbGPaNr6GVYtesWZnt5QcfzAGXXUKytRb47C1whgsLadm1Cy0GYIejtNbtJ0WvPEqGjGbEiefQUl/L0mduYd/6ZQhp0ffgIynqMxg/Ybync3r1Qgd5M6U8tnz4BmjNypcfY9ThZ+M2NppFfCFQqRRzb7iZk564j9S7dyLsMGOOO48B005k7ZvP4cZb6H/IMZQOPZCdr7/N6ocfwW1qIlZRwQGXXII/7CDEfkQHlE9+vz7UbN7J3OuuY8Q3vkFen94c9subifTpS3NDNR+HnMrejLz027x1y6UMO+pL5Jb2IlZcRqKpnr4Tj6RH35Ek9tWwccVfGX7YmfjJJH2PO47yyZPNfTN7Nrvfe4/8QYNo2WVImT3GjqW1oZojf3Ifi/50H9N/eAfv3no50raRoQh+0hAhvOYWvESCvH79MvaNI772NcCQJerWrmXhzTdTu2IFwrbpd/zxjPnud8mtrPw/3wOfRBQMHMihv/wlC264gVRgGxMuLGTyTb8gr3//TsdLaeF5CRKNdRz784fN86xXT7ioiFCimv79iim76THW/P3PxBtqKBs0hopRkxFJhbZ9rJKBCK0oG3oQfcYeRiS3kNIJE9g7fz4lY8dihcMot5mGbVuJ762meORInM8g+emfRSgnj0hhDxL1nYuLAIr6DP4vjyiL/yWU61K3ejWrHnqobaPW7H7/feLV1Uy96y5COfmMOeNbvLlyoSGV2o55ZgwszSac/yNySyvQvk+ioZbygw/GSdWjVjzHcTc8xLYFs9i17ANCsXwGTDmeaH4PUnX1OL16opurkVLipRKdxlY6ZCxgyIxbFr5NUfkg/EQCOxrtRJjKIot/FcKOIIv7oWq3drnfqsiu12bxv8UnmuhQVVXF97//fRYtWkR+fj4AjY2NHHTQQfzqV7+i52dYxuzfAple9If0PzJL8sH29AJ6WvVACPBTLtKxAzsJ1bFNDSgVaAkEeaOMiEKaTLDfirsQRp4zcwIg0nYSbUQMowCh2i3qp8cr28gD6SvRus2moa2BjKpCWqFCBGoR5rWF8lxTTdSFT2u7kXQkHqTJDrptHjOHthOUSI8vU/GjTFKp/dgzfablTjts388mo9PEtxtfh13pQci2AQUzl5ZGzYxJt1Uk2bYgWZvk9XPOJ6dXL0onTkC7PktvNP5eRz/yW6z87pl6WQQQAieagxPLw45E6TFgJG/ceGHm3lRuio0z/0o4r5DBh59q3l9bsPPddzns/vvZ/sYbxMrL0TUbEOFc3OFnsPLvz1G7dSMVYw5m8LSTmX3J92jasiXT5c533mHfkiUc89C9SN7qPCYrBFaEqrlzzRAti7JJE0g0bKfPsYfR77RT2DL3HQoqB2CFwvipZKcmeo87jOa9uxh02ElIxyaVaDYetvtclvz5bg6+8QY++NGPGXzmmRSOGIl2PWpmL2Lba68hLIs+xx7D8CvuZd5jtzHuy99j5QO/o+SAA5h2993Eq6tZ/8wztO7ZQ9GwYUy49lqsSMRINgrBAZdcwnvf/W6GZJVG6biDyOvXDyc3yoGnfZVxZ5xHiCT25jdN5WvFIXx49Y847vlnGH7sVxgy/XS85hZSTc3EepZTtWEJVas+IlXbQOGgIUz82c844NJLSTU24uTkECkuJvwf8KGM79vH+z/4AfuWLMlsa9y8mZkXXcT0+++ncsaMf3ufWWTxv4bvpRUdOpPlpGVnFR2y+I9CpeIdSA7toZMuo085n2XP/Y7azWsY+6VvIyyLJX++n0HTT2LIEafTUr2b1n1V9D3oEN669XKcWB7H3/RH1rz2NDsXz2HpM0bye9w53yOUk8/aN56ltN9o3r/k8g5Vj7vnfMC+pcs49pH7sZY8YBYFq9ci/RZIdV3xYJUNw9/yYZf7nKGH41RtQdhhtJdEtbO4iPUeTaSoNwhB4/aPqN/4PuGiPpSNOYWGLfPQyiweKzeOFcmjeNgR1K57t92ztKB46BE4+9mHhHJKqDzk69RvnkeidgvSiVIwYDKRor5Yoc9v8juLfwHCxIN9xh/Ge/dcRc3GlZldDTs38+5tl3P4j39FKDe/+zb2U/Lz4x7vfPu7eIkEvQ47DBkuYssfX2Dpxjs55rE/kNOncD9lweB+z9gapptrI5R3tHA0ZHxjN2O2K983rwOlBuV5Jt5Kh2KqLRyzbAu0sabwE0nsSARpWXiua+Jjz8WybdLKikYVwsFPphCWxHIstAAtMESKYOwq1YpGoqWP8FNoYeMrjUAFpCQbX5kx+p6H7YRBgNIa3/eRMoTyPUIhGy0EViSKl4wbxQSt0b6HclNYUqLSwb7vo90ULiAtY3eBBCc3hm7VWJaDsG1TzKAVTiQCUmI7Et/1ICeGTsQBJ3hPzHh95aL8FEIJlBtHSAfLkshYlFR9A1bIwU/5CNvHD1QjsEAlkyjlY0UiKDeB9m0zR8KQlFU8iRKKUDSPYcd8mcrhB7P2j0+yedWzRMvKGPrlL+Icn0esqOT/cFN/+hDOyef1n32TEcd8meHfOB+VTCLDYfas+4g3b7+Ek2//8/96iP8RhHsU07R1KzIUwZFQMXoS2+aaONqJ5WGHHMZ88dt4qQTv3naZKRrCKKRs/eANqtcu5ejrfgfAAZdeSqywBC+VwA5FsByziLRn2VzGnHgBALvef5+Bp57KphdfZPhZX8Rd/iKiqC+pwSez7JVn2LdxFb3HT6fnyAPp0X8ki267k+2vv5EZb+vu3cy79lrGX3kFfSpGove2FQGISD6+r0nW1bNv0SIO+sEPyM1PkupRiSdDyGabcF4hyab6TvNQMmQMTjSHxm2bOfSCn7L9tbfRk12O+umDJKpr2PSX51n2zF1YkQj9TzmJ/AEDOeKhh9j04ossu/dehGXR95hjOOzXvzbVyXfeibAsDrrih7Ts3YMdinLw6V9k385NHHbprTjhHOJ7q7HCYez8HKI9Sqk85LAupdQbNm/mzXPPzVhkaM9jy8svU71oEUc99thn0sbCycmhz5FHUjJmDPGaffi+IresjGhZWVsOtR1830NYFkOO+gILHrmDKd/+Kb6fIr+iDLXsbdz+JzPv0ssoGjmSovw+VL8xn9W3/gbpOBzzpz+Z+1pDw7zV7H7vfexYjP4nnsjIb3yDUH4+wrKwQjG2vvQq2/7+d45+/HFKDzrofzAznwzEikqZ9PUrmX3XjzvtGzTjFCKFn6/fj887/JYEq/7why731a9dS2tVFfn9+1PYbyjH/eJREg21ONEcLEeivBC2tMgr782bN17Iaff8lVRLI+VjRuItfw5v9HksuvlOErW1FI8cgVvTyvwrrsVtamLiz35Gbq8KRPlIWmr3Zoq40igbfhDRghLCuQUgwAlH2fjnZ9nz/vsc95e/UDhkyH9jerL4HEBE8ghN+CqJN2/upEQkS4ci/k02pFlk8a/iE010uPrqq/E8j1dffZWBAwcCsGnTJq6++mquueYa/tDND0wWBobt62WSNUbjwCz4a22sIjJKD4GiAgSL9ulFeGW2mqoUO/DslAgUQtqmit0LZDrbKSx0FI5os6PIWFkoHVhjBINt/7fdl2VmcztFBMNdUAEBwgchjUynwFyfSiepgkuAjJpBRtWg/XjaS5d6HtK2g+qR9ioJgeJEoFyRVsfQtLs20Y7UoHVAZrANeUO06zsjf6pABYSPjPVFMH/pecocL9tULLpQh0i/j+jgvQum0EslCUXbktAiOF8IkEKy+ok/4yeTNG7eTOPmzR3un53vz2PwV/qTxT+HUaeeh/JcPnri7k4/+AD1OzahlaLigIPZsWQ2fY4/jsV33snUu+6idtUqdM0m3OFn8OrPv0eqxVR4FlQOYMVvf9eB5JBGsraWHe/Np1+fQej9qjLtEcdTtWR1UDEmmXD9T1n0zH3sWDQb6YQ46MvfobWuGmlZTLnoOj544GeZZA4Yud8Dz7oEJ5ZHqqaBZXffw545c5ChEANPPZVD77yDVF090++/n8Jhw0jW1zPzootI7GurjFn/5FPsmjWbw++7l3nX/Yza5cspHDKEvYsWsfaxxzLH7V24kL0LFzL1rrtorapiy1//SuXhhzP1V79i9aOPsm/xYpz8fIZ8+cv0mHwgC5+4kylnf5OcFY9m2tAAdphkQuK3tuI1xxk46XhmX/JdWnfvzhzX78QTOeg7l/DG2edw3NNPk9enz39FTaFl584OJIf2WHTbbRSPGtXBLiOLLD4LUB+j6CAtGy/Z+t8eUhafI7gtXVdeAVi2Q0TnM/mCq1j19yeY99AtTP3ezWx+7xV8NwkI+h96HHk9+5BfUkrJkDH0PnAaXkMzvUccQsWw8WzI+SvR4hLi9bUsevJeeo+bxo433+lS2tltbmbT395k6PjR6D2BLVWiAZwopDp+DkReOSKvDNl3MlbZEESsEIFA1e9AJ5rQdhgPlyFn38nehS9iRwtwcnvgttZTOeMb1G+aQ7xmS6a9ePUG4vs2UXbg6eiAfFQ0eBqphj3k9T6QWNkQUoGFRSivDCuUg7Q7Vv0IKXFyiukx4miUlwik6bMEhyz+BQTE7ta66g4kh/b46PG7OfKa+//pJmtWrc9UFG9up2QGsOyB3zPlF9ejfA8rTbpT2qgm0FFYLxN1pePWwFbRBFeWifkgIOsLNBZKKaSUSNtCWrZpL4gBLAsUgdqD8k1VnxP8HmqBZTumRWFsJpXnmXhOCKTUgIlxTZyr0UiUm0Box8SqnouWIbTnQiiEn0gadQcnjLAdhLSwbAkpt+3afCPZrz0XJTzQAttx8HwfDViWAwT2ltJGo9BaZLal41GtfMBCOhH8VAocC+37aCHxmhMIRxIKR/H9BNKyUEqC5aMUSMfBdiy8uMTXZp79VBIhwJK2qXy0wtiOCHIQPsrzUcrHsSVeSwo7HML3PKxY2BQxaA+30UNGQtgxifA90CGEbYGrSLY20GfENGZ95zuZGM1tamLxzbcx6Mwz6TP5iH/6fvssIFrUgyFHnMLyl/7A8pc65tPMwl2Pbs78dCOUl0/RiOHgu8SbWqgYezCRgmISDbUIKXAci4ZdW9m5aHaHuDiN1poqqtcu4dgnHiGcF6W5ppZNb73B2LMuZdgxZ1K9dikAu1bOo/LII1j31FNM/OlPyevXj+KRg9C7XyI15mu8esMleIk4AKv/9jhrXn2So3/8YAeSQ3sse/B3VPz2Nqx2RAdr1Kk07qvHazW2EPHqanatXcvS5x6mdOgY+k87jikXXcf7916Dl4xnzosWlTL5git559wLSNbWUnnEEYy+6CJWP/wIQ886y5A109aaDQ2s+cMj9DpkKu//8Icka2sz7ax76il2vf8+k6+/nmhpKZOuv56d785k9cMPc9LfXiIUDlFYOZKtr7zK6ocfNhYXgJOXxyG3307PSZM6XWeqqYmlv/pVhuTQHi07d7Jv6dLPJNEBDDErp6KCSFkZS5Ys4cBuSA5pCARuvIVdS+bgJ1NG7ceSpAYdy46Z79G0ZUun/JFyXVb+9rdMvOJiknHN1r8Z65RUQwOrHnqIPXPnMuXmm1ly552M/eEP2BnYaSy67TZmPPjgf6QY5NMAISWVBx3KUT/9DR89dhd1W9cRLSpl9OlfZ8ChxxH+OGJmFp85+MkkbmMjAIVDh5I/cCDJ+nr2LliA9n0aNm4kVFpAa101cx64jmRjvbE0chNo38f3fZY8/UBgJ2bh+y6WLYj3Opjm3VUZlaXa5R1tjJfdey89J4yBvD4kd+2hdNhYqtcuJZSTx+Dpp9Jr+MFEC3uw6uGH6X34DEoGjWXJrFvQSrHs3nuZcuutXZLLssjiX4Es6kPkmGtJLXoaVb0OQjGcoUdhD5mBjGatUrL43+ITTXRYsGABf/7znzMkB4CBAwdy7bXXcs455/wPR/bpQdor1FhMCPA1WAHpQbezipACoc0DsHBCKN8kZNIWEyg/WPSX7UQiFFoItPKxkO2SRALhK1MpowIygRXIgipT0aI8FyscCfqRmQV45auM4oDAJGSELTNEgUzyyVdgmfGYChxDLJBpKVEUWgnTdpDF8t0U0jYBQ9rWQ4igDynNeIUwVeQZtQUREEFkhqagPM9IcmqFFkbCP5MlUwotpbmGDClBZ5QmRIYQoTLZNeX7gYSob/xe02oWaZUMIP1GpeelrSgpUA0IvEx1oOhgCCkCOxwO+jLqFtoPiCGWhZtwqZo3v9t7Z+es2Qz64pcg/C/ceJ8zeIlWZCDF3l3idtfSD5j8jZ8w7qzv8s6t32P82ZcRKsjnw2uu4ZA77kCUwKq/v5QhOQAU9xnG+r890W2/O+fMpd8V50HtVuOTFYphDT0W2X8KrWvf5dinn8ZNtbLqtSfYsWg2YBYfP3ribqb/8E5C0sdxbA7/8d3UbllLvG4fxQOGY0eiWJbN2of/yOaX/srAU09l4Kmnon2fqoULie+tZtZFF6Fcl+EXXIB0nA4khzRaduxg18xZxiMY6D1jBjO/850ur+WjW29l2r33suWvf2Xnu+9Su2IFE669Fvvii4lXV5M/aBDrZj/P6NO+jr35TTpoPQiBM+F81j47k0hJCVJazLz0uyTr6jr0sfWVV4j17En5pEnsXbjwv+Y7Wb1oUbf7mrZtw21t5bPpPJrF5xl+kNSUdhdEB9vGb85aV2Txn4Md6T7x6MRscntWsvK3v+WQq66HkKR+2zrCeUVoz2XWXVcw4bwrSDTWU9p/EFO/eR1zr72OlT83nsd2Tg7Dv3E+FYdP5e/XnAdAcd/h7H5xZrd97p63kMHTzkRgEleeDqOHnorc+Bo6XgdCYPUaiz30CPz6XYh+k2ndt5naxa8hbYfi4YcRrhiNv2MJQmmqV75CybiT8FMJKo+4iGi5qdRpT3LIQCsaNs+lePjRlI/7Ei17VuO21pNXORpph3Bi/1zyWlo20sr9p47NIosu4ZtK0qqVC7o9pHH31k5KYxmLPtXOEjCIu3a8O7PbtvZ+9BFe0iMiLTKL/UIEMaVCpNsLSP4mbg5I7QFFXSljK6iDeC29CCe0RgdMexHYXfi+hyUto5DoKoRtoX0PrRS2tFABSd5PJrFjEdymJqxoFLSfiSGlbaF9F6U0dqDOp2yB0AqVcrFDEZTy0VhYljDFBsiAQBjHCoVQqSRWLAehJF7KxQoFJA+tjDqC62JFI2Y+LY3f2ooVMjYUXmsr4aIClB+oDUoHlUySSrUSycvFjsWQnkZYFjJkkWpKYtkCJ5ZjyBbKQxA2oa+2UJ6P72qEdkk1NhDKz8dNJXG9JI5toT2FcMJAoIghDGkClURZAjsWNYUVQqKVWZRzykoDMncIIQRWxMJtchFK48VbsBwLpXxkJIKfTBIK5fLhzT/qkoi+8ZlnGHbOOZ8rD2s7HOWAL3yLUE4+q15+HDfegh2OMuy4LzPq5K8Rin1Gv+d9n1RrHG0ZEozX0MS0y29l+XMPsWfFfFxPYYdCVK3qPm7bvnAmfU48Bn/BixROv5K9Ty3CFprSYWMpHzWRqpULWPXqY0z7zs1ESnqw6PbbKRw6lCFnnIQbqWPpS09mSA5phHILaNratQQ0gNvYiJfSJvUVyUcMPo5Wv5imfbtJ7DOkznBRIcsfeQytfPauWczIk89l27x3OewHt9OwczMt1bso7DOY/F79sUJhpj9wP02bNrNn7lzWPPoo5QcfzPqnn24jOQToddhhbH/zzQ4khzSat22jcds2+h13HNK2ie/da+JwP0GCIurWrGHlb3/b8Vqampj93e9y4osvkj9gQMd9LS1ULej+t2HHW2/R79hju93/uUGQS6zZaIgvu5Z/SI/ew9HSZu/G9VTP/6jbU6vmz8fV38cKdyZR1K5YQePmzexdtIh1jz9B3xNOYPMLL1CzfDlePP65JToAhGJ5VB54CD0GDMdLJZGWRbSodD9L5Cw+D7CjUfIHDuTA73+fxi1bqF2xgsLBgxlx3nlseuklcnv3Jt5Qw6y7rsBLxCkfNYHaLasp6d0LN5FE2g571ywGoH73ZmLF5Sgt2DTvPSJ0/xlL1tXhpTQ6KVhwzQ30Pf5YDr7gauo3bGDri39j1q8e48DLL6dl1y7eu+xyjnnqqWA9RlG1cCFuc3OW6JDFvw3CDmOVDCQ8/bvgJc0aUyTfrCFmkcX/GJ9ookNFRQVeF2xqpRRlgdd7Ft1DB5X/puLfVPkrz8cKvnwMqUAjtHlAU1ojpIVWfkaVQAXVLMJ2TIWJkIEcpkx3EhATCCpdZMZ+QQXJIq18o7KgfWT75JTWSEAFVS4QKDhow27UWhuygOsaGw7LQvsKTUBKaGdxkZFCCAgbaBks9ut0oyahpe0gmRUoKGQqVNqNSwhQfmaf9j2QdqY6XqMCcoNRRTCnBAQJIfBTSexQyMy3VqZ6xg6UHdr1p4LrT5MqLMv4maIVWDYZSQxlSAs6reiAMMcJHfxbGZcSrdDtFCKMooSFn2jFCkeDy5X48Th2rklghAsKOlS8t0e4uLiD2kUW3cMOR1n9ypP0nXwkTjQHN97S+SClSDbXI5Rk2iU3s3fdEiLDe3HUFx9E+C5etJBtH73X4ZRUooVwUVG371GkuJg962rpc+z1NG/ZhO9DuLgfieoGFtxwA9Hycibf+nP2rOqcNFj35nOUnvEFiv2dJCMj0Z6LHY6gk8306NubUPVHuA0NuI2NrH38cdY+/njbpbgufY4+mq2vvkqsvJwNTz/d7dzseu89Bpx2Gi27dtGye3eXSUaA+N69HSo4hG1jx2K8e+GF5FRWMupb32LYEV8kXl1NqvJY7PwNWInd+KEinEGHseqp56mYOg07L5/6tWs7kRzSWP+nPzHtnnvYt3Rpt2P+d+Pj1Bqk43S5EJxFFp92qLR1hdXZukIExLAssvhPwcnpgXSiKDfeaZ+tmijqV8a4H/+Y1t1VRPtXMO8Pt4LWDJpxEsmmet6/92pKho6huNcgZl54MfGqqsz5XksLax/+IwUHDA0qmyGVaCZcWNjteEKFhQhlFm9FbhmeK3j/5j9wwNfPoWDsACKFBfibZpOc9yjO9MvZ8vKttOxsI07WLHuNHqOPpuLQryJ3m+11G2ZR0HcyO95+gD7HX4GWqsu+AZL1O5GWRf3WBcRrtlA+/sz/r/nMIot/B9IKdNGij3suCnV6LmpTVhAZooOfSmE5DuGS7qvPw4WFJr5NK+a1V8nTgJT4nmvUFfwUQjom1lSqrVDABINoP4UCQ1B3bJPUQ6M8F61B2gqdSkE0ivKC51mlAkvIUKCC6BoCgTSxsx2NmetJuRmFPoE01bm2gxASP9lKKBRBqxRWOIzvJo0tAxJco6xgSROHW6EIGlNEgOeCMMQMrR2k0KTiCSxLIiyJ39SIiOWgXY20wyY2FhIciU4l0CmjkGA5Dm5zA44TRaUSuK0eobxc0AIv4WbiZ2HZ2BGJiDhoz8NNtKJSPpaOgxBIGUJKP4hrJVJLbMtCxSya9+3GCcUIx0rxVRzlS3QkjHRsPN/DciSpulYsK2QsQNwUdm4uyk0Sr68nlhvCjkVQrofyfOxQHtp1DTklHCGxdy/N27d3e5+kFyo+T4gW9uCAM77F4CNOw0smSHo+xRV9cMKR//XQ/mNwcnPxm5tNjsj3adi9leXP/p7eEw5jxAlnIaREeR6R/ELc1qYu24gVlUJztSkwqFlL/ynHojfPRvecyMHfvJp9a5ez7aN32Tz3dYae8EVGnPtV/LpdRkml/AB2LLq9U5t+MkEo/+OrwkVuKfbhV+OlFE37mvCTrcSKS9j+xpvk9OqFHcuhx4AR7F27BIA591/H5G9cRWtNFU1VO4gWFFNYXk7M34v2bbbOns/ye+4DwIpGOeCiC1l0662d+i056CA2Pfdct+Pa+uqr9D/xRJq2bsWKRhny5S+jrBjbXn+DHe+80+U52vPY9OKLjL388g4LxUJKwkVFHZ632iP2GVVz+P+FlBIvmSRaUAzAgkdu57S7XiKVTFG1ZgmhosJuzw0XFZnfV2GbvOZ+NqHbXn+dkrFj2fCXvzD9wQfZ/MILOLm5AaEui0gw51l8fhHr2ZPJN97Ie5ddRqKmTT1w7ZNPMvGnPyXSs5Tdq+ZmCG2hnDxaaqqQoRxkwlhvhXMLSDbVM/uen3DqrX8hlUyxdf5MDjjm/O47FgIZCmGFbQoGDWLTcy+Q17svc6++OnPItjffpOfBB1P14Ydsfvlleh91FNtfe41wYWH2M5zFfwQynAvhzyg5NotPLeQ/PuR/hx/96Ef8/Oc/Z3k72Z7ly5dz0003ceWVV/5/tVVVVcUVV1zB5MmTGTNmDCeffHKHdrXW3HPPPUydOpUxY8Zw/vnns6ULufhPEzKL98EDrPJdpBUsyGuNlAIpLTTKeI1qc5zWyiRg0EhLmkqUtPqDDhbX0cGiZPBXa1TKNUkc7QdVHIGfqZBmUV4TyF9CuqpGqaCCJegbaQgAyvfQyjekCkuivVSwuG8MI0grFyhl1B3SNhTavJcmkUWGJCCENJKlQTCllZ+RTzX9qA5zZrpQwVwJIwsaJHJk2r5CeaSJBua4gBRi2SjfD+YnrTCBkUoNiAtGecE3ybeMVGpAmBAC5Xtmg++hpVFiyFhi6GCO06QI7RtSSbqfYC5U0iTUpWUHxwXXGA6Z9kI2A888o9v7p/9pJxvJzyw+Ftrz0Npn7JkXEcnPZ8hR3cypENjhGOGiAiKFPcjLq4B9Lo5Xh717NtpLYO+XXNoy73UGnHFat30PPvNMtJBsn/MRdbvqILeItX96Cq8lkLGsqmLdH59i0LSTO53bXLUdpUBsm0Nk+aMM7ekxYmAefeQWrPkPoKvXkVPRNaFs+5tvUjF1KgD5/fpiRbpPitnRKEVDh1I+adLHHgemyrtg0CBGfOMbzHjwQeZffz05FRVM/OlPWfGb31C7bAWLbr6VV758Ph/+5jWWzaxjwZMLePXci8gbMJgd77xDz8mTMxLGXcFrbUXaNqXjxn3sWP6dKDnwQKTTebEXoP9JJxHp8dmUiM3i8w0/bV3RlaKDZeFniQ5Z/AdhRfLoOeEsrFDH6pVIcX9kJA/x0f3kuOsoGzOCeEMtB3/rWqxQmO0LZtJn4uEAxApLqF+/vsuku/J9tNtGxt42/236n975tzaN4V85HVG1GJFTQmjiuWjtUTZxItHKAbgJj0STi5s7GGfCV6lf934HkkMaNSveJFm/G+EYDSDlJgjllzLgjBvwUg0ZyfwuISRuSx1OXhnl488klJsljGfxP0BAbO85ckK3JM8Bhx5POCewFWt3T6u0+gImTLNCIUDT95ijuu1u4BmnY0fDbXGcamtPKx+tFTIYk9aGxK5Jq+6Rif207xuJ4WTCkPaVQqa1xQKVPuV7SMcObBBlRplQuy5SSqPC4Lt4ySRC+uClAIUldCBOaOJR5bumAMBP4SUS5vnRdxFCBioWpjBBWiJDjnBbW8BXaN9DJV2jfuC5KC+FDBniiFIar7WZVEuLiTOlZa5DChPvCYkXb8V2QmYBzLIDdQUXJxZBRiMoT+DFWxGWDdrDTcSRtk2qOY5IteB7Lm5zi8kUeD6WZSGERrkeqcZm8D3cpmZkxtJRg7SwLYdQbgylhZk7IfCSphDCa2rEa2rGCTuG/y8V9Xu24SVaEL6L8Dy0DKF8DzsnhvYxi9BSoD0fr6Wp22fwNOzY59OKx7Idckt7kVfRjx01jUj74+fp0w4hJZEePRDxBhCC1S8/zvATzmLFCw/z7u3fx21uIJJXwOAjTuu2jcFHnIa/5QPzonEnvQ+cjL/+bazGnQjbpnTIWPqNOoJCpzfrH36ScMgntPoR1OY5YIWwQ52lMr1kHO3QLVmydMIE3NYEM394HXuXrcUpyCWRqCe+q5pQfj4Tf/YzPrz6akYe99XMOW5rM+/fdw0rX3qU4n5DGT6qP7kbnkOufI5wLMbGp/+SOTa3d2/wE9jRzvqCynU/Ps6PRMiprCS+bx+RkhJi5eXUr99ApKSE5h07uj2vYcOGjJ1FGtGSEoafd1635ww49dRu932eIKSgZe8uCvsOxonmoJWPDIfQWlO7aRW9j+neimf4eecRyo3htbYSq6jotN+KRFCpVCZfAjD07LNNAVQWWWSBSqVYet99HUgOAGjNR7fcgp+I07x3Z2Zzw/ZNFFT0A2mRaKghnJPDkKO+AEB+eSXCCdYHfA8rN4LTja1uxaGHEsqNIZQgr3cvJt9wAysefLDDMVY4nPlebdq8OaNeO+K884iWlPy7piCLLLLI4hONTzTR4aqrrmL16tWceeaZjB49mtGjR3PmmWeycuVKrr76aiZNmpT57+PQ0NDAWWedheM4/P73v+eVV17hyiuvpKCdROHvf/97Hn/8ca6//nqeeeYZotEo3/jGN0gmkx/T8icf0hJmwV5rhLTBstHKx/ddtOcZNQWCBYmAOCClZTJIvg9KmzYw0pjK89oRA4xVhPK9YBHXMcSCQOIzzRo0tg8ik6vyE60B+SEYpKYd0SIgXygVJEAMVUDYIZSbwmttMscGUp6GyxAoJWT8VlWGq6B8ZcabbkmrgDQQWHBoU9mTVmNAYJJMnpvxSzV/fUMu0ArfTRlCA2llDN8kwbSP0grLMvMnbBuUhyVlmpph2krPLcb2w9eG6JFWwtC+B+jMdQpEwLj2QBhZVeWaYxASlB/4Lrcpc2htgnmhVIZAkWZcSGkhhMCxJEUjh9L7mKM73TfDv34+0dIikyjK4mOhEibpWbtlHZbbyvDjvkzp0DEdjhFScuglNxISHjTtxRcpyiZPovcRh5Oyy3B7H41Tt5ahh5/S4bzGnVsQeTZ9jjumU7/DzzsPOxKhbuVKVj7wIMWjRrPyN79l8/MvYoXbkii7Z8+m54iJnc4v7DsEmf4M+i5qx2L0ljmomk1mW14lyYZmxl91FdPuvZepv/oVh/7yl/ScMqXNUgXATzLkzO4rQ/seeywfXnUVo779bQoGDTISvV2gaPhwnLw8Bn7hCyjfJ9XQwEFXXMHoiy5i/vXX07p7N25LSybJvXfhQjY8+zy7Zs2iddcuQvn51K9bR26fPhSPGgWADIWonDGD/iefTNHw4YBJIlnRaCe5zP8komVlHHbffZ0SrQVDh3LApZdi/wMCSBZZfBqRITpYXREdnKyiQxb/UQghCOWV0mvKeVRM+iqlY06lx4jTse2BqMa92P0mwaY30bN+TnFpEbuXzeWw799GrKQnB511KfmV/dECGtau77J9Px5H+BI7YhbIWmv30hqvYeAXv9Dp2KHnnEXRkAGExp+NM/pkUvMeIRzyGfKlLxJROwhveR5ry8vg5NIaz0Fbfelz3A0UDD+yU1vVS/6OEy1AOhFi5cOwo4XUbXyf5l3LCRf26nY+YmVDaK3eQOOW+dStm41ROtN4iSaSjVUkG6vwEk0BWTiLLP4zMHGnxpEpDvv+7Z3IDkX9hjLmS9/CEam22CxNZs8gHdUBShEqiDHmB5d1UqErn3IwPadOwbYMCV1r38SsysSCyvczfWgdKDgQLMBbgUKgEIaAkI6lEGgpA4VBUKmksVeUAj8Rz0SuCAutPaxQCCdq7BVUygWMSoTyFEpptK/wPB8jMmE+kyqRREiBdEIIx8GyReCO6GGHIyjPM7G6l0JphZ+Mo7yksXCwA7K9Bi0slK9QbspYOiZTSCGwIhEcaSFsx8SatoXl2EhhYmkrZOOnFJZQIMD3zHlCa5q27yRaUoq0wEsmsKRAS4UI2QhpoZJxlBCkEi6+66GSSdzmFizbQjgOdtg2NpJ+CuV6COlgWRbhvPzgucCDUBRtCfyUUWRwciMIwI7ESCVayOlRTCS/iFRLE8K2scJRlKfQKR9p2diRCJ7vm2S/9nGiUexYjJIDD+zynpSOQ+HQof/nezuLTz68eBw/mcTkmyRuvIWaDSs57Pu30WPQKHYsmkNxWRE9Bo6k8qCpnc6fcN4VxEIafPP86kbLCMVyTFy89HFkSxWhghilE8bT/9STGXDOGTQ1teId+B0S0cHYdesYfMQpndoFWP7yH5h2372dSDexigoOuuIKaletombZMtY99RTa8wmpKD2Gj+SAiy9mwQ030LhhAyruYoU6xpRNVTsQfgK19UNINoG0cFOCg370I6b+6ldMu/deJl73U0J+NYO6IGvuePtt+h1/fLdzOuTLX+ajW26h7zFH47e2Mv/660FrWvfupaCdSkpO7970P/FE+hxzDE5eHsWjRgVktTYIKel/wgmZYoq2HYKJP/sZOVlFBwPPNbk8v4UZV9yFFYrgJ+KEHJvB045l16q5jLrk4k6nVR5xOL2mTSXV1Err7t2UTeycHxpwyilUL1pEqKAAJyeHknHjGPKVr2D9A7JYFll8XpCsr2fvvHld7lOuS/269fQYPCqzrXH3VqLFZcSbmwjFcrHdBoYcdQZlI8YhhCBeU0MoHGLo4Sex4pVHmHTTjZ3IZbl9+jDhmmtINbegBZRNnsLCm27qpFQ18PTT2TlrFgA9DjiAuvXrqTziCHof2TmezCKLLLL4rOITrZd9dTsZnv8Lfv/739OzZ09uueWWzLY+7bzZtdY89thjXHzxxRx1lKkKuf322znkkEN46623OPHEE/8t4/hvQ2tjJeErz9giQKaSRSuNtAMLCAVCB5Uu0iysq2QCaVkglBFjEGlZSoHvmkoTYdkQSJ4p30OiUa6LdMLGaiKQGNXKBynNYn1AZrAcJ1ORopRCe0kUoYD/YKE9H+MyIdAYKwmtyVhnSMvB8z1Q0hAqVGBTgTLHAMJX+FpjIQMHCKOeoFIuMuSAZ9QSUok4TjiaIWmkk2naV21WGlJCoEYhnZBpX6RtI8wofc9HWhJsibSkSS55KWQoikxXBCkfPNdUyRCoZPieKQbCJMqU62KHw7ipBMIJZywrVCqJHbXR0gKVtv9QCGGDBSgX31NIaSp+pGXje56RYfQ9pBRoLVFuyih1KEUsJig/5hAGfOEU9n20BGnblIw/kJb6PYStJMLuXHWQxX6wLCI5OTjhMC11+wjvWci07/6cltp97Fo6l0hBEb3GTsFp3U1Yt5BqrSKvcixu7V5WPPhHtr3xBj0OOIDpV3+V/mMPZMv8EdRuWp1pft6jt3DYpbcw8uvfYM97sxGhCAWDBrHrvfdI1NWx/umniRQXQyrBqHO+yKBTTzGEgABpBZcOEIIhR30BFcvL2Ml0gLSwBh9BL3cLi++4g8bNmwFw8vIYdeGF9DvxRHZ/YKpZEvWNFI0cTtnEiezdz1ezcsYM/GSSll272DlrFsnaWsZfdRULrr++g1Sik5fHpBtuYNl99xEuKKDnlCl88JOfkKytDRJSZsyFgwd3Kz2rfZ/8AQOIFBURKS5mxAUXUDZhAjtmziSxbx99jzuOAy65hOYdO4j06EHsv2h/ZIVClE+ezEkvv0zVwoU07dxJxeTJ5Pfv/7G2Fllk8WlGuqJAdEl0sFABESKLLP5TEEJgR/KxI0YSOlFXh9+q0REHe9jRiGgh7tq3sFc/x9hTvsKCP/+OfRtWES3qwYSv/ZBQTj4tG7qXO9/07AtMu+wWZt7xA7TyWfTnexh10vlMf+hB6lesAT9Fr4PH48S3oj/6HUk3nlkgSTa7vH7h2Yy99NtUDhmLm9Ofudffyr7FxrdVOg5DzvoSlTMuZ9fMuzN9KjeOHS2ioM9E6la9Q8vGxRQMm4adU0Br9UYKBx5C/aYPOozTiuST13ssexc/D0CqaQ9uvBG3eR/VK17BTzab48K5lI4+kXBR7y4tZ7LI4v8KjUQnmwlHIpTkCU755bPsXj6f1tpqeo6eQF5ZBfamN2DMaW2S5u3iLQCUUU8QGDK9IxKE+xQz/aEHqVmyDK81TslBY0mkGonmWBk7Qu15SMtGYwjwtu1krBAz7HsNvh/EUgHpXAizKKqFwInZuIk4lu3guy7K9XDsaKA2YSGkxPNSOEq2EentEEp5eK2thPNzjNiANNaHvp/CFhoRyUPg4ydTgb2iIb5rT0PIwo+3kEzFiRUUY0fC+G4KLW3zOVUK2w4jhMBNJNGeRoYFXiqJZdn4CLxECu37hKM2Kc9D5MQQKR+JRKfjV1KZwgPf8xAqhSN93KTACmu0kOT07m3cHJXCS3mEIxa+dkD7eK6PFYkZbkoqhXJ9ZNhBK4UtPWQkjJYK7Sl0QGpQvrF4tCIx3JYW7EgU7ZsYVpFACIWfSBKK5RrihushJYRjebjxZsAoQOx4+116TT+MZFMDuJpwcQEqlUSGJDolaN27i/E/+QnvfvvbpBoa2m5IIZh0443I/RZcs/hsIlFbi5ASNx7HoZVxZ1/Ku3f8kF1LP2DIUV+gsP9wwsIlXzYw4bwfMOrU89mzcgGhnDx6jZ1CWDUj1r1qqFZOFKt8BNJrRfSdiLdxNvKj36MO+yFRoXHXPUOP4V9m1WN/ZuPzL1A8YgSHfv+LDDtkBjsWzaFhx6YOY6sYOQ47N8Kxf36K2qULad5VTeHwkfipFA0bNrDuiScAQ9awJZSNGED9lh1sf+edjJKhn0ggbQc/lci0G8rJo+fgYegF75oNY89jx6y5LH/gAdxm89ufP3Agh952MwNOO53t775H/Zo1mfPrVq/moCuuoOSggzLPJ2n0PuIIciormXr7Leye8wFr/vhH7FiMSGkpqUWLGHHBBdSvW8eEq6/Ga21l94cfYkciTLr+evIGDKBlz55O5IVoaSkH33QT9du2UbNgAaG8PHoeeijRkpKsv3wGmnBuLiG3gUKnhZPvfBoZiqB9TeWosWz68B0Keg1k+h8epGbxMrx4gp6HTCGvopRQfi4tVfto3rGjE3lh0Be/SKS4mCm33kqqsREvmWTa3XcTzSpPZpFFBqoLa/X2cJubKRw0nHB+EclGY6W74JHbOfXuF/BsiZYa+6PHOPQ719NaW01+RRnac+k7Zixb5s9k5VuPcch9d9K8aRute6ooGTOG4mHDCBUXU79qFQVFRax59NFOOdGKQw+leMQIxl95JRtfeonKww+n34knEi4sNLniLLLIIovPCT7RRIfTTz/939LOO++8w9SpU/ne977HggULKC8v5+yzz+bMoAp5x44dVFdXc8ghh2TOycvLY+zYsSxevPj/i+jgt/OY/yRAo03Rv/JNpYrrmVyO8lGuBukjpYUVdoxUpjLkBaQ0FgxaQdrLFGObgJYd7COM3L5AC7Ogp4xEgyEKWMY2QmO4D8pXhiQhjAciVtpew3ic2uEwWivskG3aVKYfpXSGAKB8DxwL2xH4nmea8I0/quXYJnHkuljSJKbQpmIG5YMVqEUIUIAXb8UJRxFuEi0jAXnARwuBdl2EJcDzkE4Y3/OxBBAoVeh2XrHpRA1CBbYTEBi2IrRGeR5eKokTyzHHu0mk5RgChWhLaCklENJCB1U5wrZM1ZD2EHaonUWGNjKogdKEqVQy29LED2FZ6NYUOE7mPRBSghWQS+wIIUfSq08PGhrjqB4SLIEVcqnoGSFcWAZC/FP3dPqY/8b9b/0b/cX+lfHuf61CSqTyGT5xAjvXr2Lw+CPw3/0ledECRo05GJ1sxp/9C6y+E9C9xhIeMJFUUyOL7vkdO96dCUDNsmXI0pHI9+5ixvkXUVfbxMa5M7FDYYZOO5qcohJkpIiB/fdhjb+AV8+6ADsSoXDwYLTvUzljGqHdM3F2fURO5UHI3icTLi4mWVtL4dChxJtrM+OPFPZg0tevxA5H2LF6Jf0nfhO97Bl0wiT+RKwYNeJ0Wur/H3vnHWZHVf//1znTbtlespveK2nUUBIghCoiClgAG00R6SCIHZAviqJIEQtFBQVBBOm91ySEFNJ72Wzvt0055/z+mGUhZIP6EyXAvp6H5yF32pm5M3fnnPP+vN95Xr7oot5BEICwu5uFV1/N/tddR+vS2FZ7/UOPMvWs0ez+3e/Q9uZStj7/PNKyGHzggRRaW3n9pz8FIOjqom3ZMrL19Rxwww1sfeEFcg0NVO26K0Nmz0bYgl3PO4sg7/PECV/sjd94i12+9jXa16zZXpRBbNMmbZtxJ56IkZJcayvpwYN57pvf7F2n7plnSFRVccANN6DC8H//W21ZJAcNYuiRR7Ju3TrKR43Csqyd7m/G+83/4nn9X/7+/Df4qLY/fGug1bJQ78qApSe6Ymc554/qd/Dv8n4+r2+xM11Tp6QEp6QE3bqRwiM/who7G++gb5HtaMVJlrL3176HjiKyrY14xWUIy6Z6yiTsVGzz+27Kx4+jefUSjrjiD2ya+wyddeuxHBeEoGjwIGoGdKOW37KdO5YorqF9Yz1BZyfzrriKqrv/yosXXkT3xo296+gwZOWf/oKTOpWSUXvTte7V+JiTDqJ1yeM0v3pH77odK58nNXACgw8+nSDTzIBdjyXXtBodFkiUD8VOltDy5iM9kWvEDm9G0bDgrm3+pio/Q8OCuxi8z8lYqQ9uUOzD/jz+N3nntXm/n9f/6Tu8ncTON8DC2xkxZjZy6EjCTY/Digbcgy/ucf57R3b7Wy52Jha2W1KihURHAYmyWmrLN5B3FKrUYNIWxs5TW1OFa3IYtwgdhagowrHduC8qiMX6b8UdItAmFlPIHmG+CWO3A2HJWLuvFcZIpGX3uuYhRU+chI4F5n6BKAiwLRsdhAgn7gdLnccpLsIEOSzHi09Dxv02y4r7qkLGlshGa6y4c4vtJYjCAsjYkQ8RC+vRAVg2hAHSsZFSEAVR7IDgStAROordGoUlCPMZpOMhTezWaFQckWF7HhqBiPyeeAxBFMZOF0LaPU4SGoRNvqUVHQS4bgVhGGE7TtznlwLHcgn8AtLEQi4j42g/FWawS6oxRER+AUWILRKxM6FSWMkEOggptLRip5PkulooqR4EUkE6iVEhGEGuuQ2nuCi+9j0iF6M1hDmkkyDo7ERISZDrgrwmUVlK++Z1VA4ZhPaStC5ZTK6unoP/8Ae2vvQSLQsWkBo4kJFHH82mxx6jYtKkPu//9/O3aGd+Xj8uv7mGODLBmT4d2/gMGDuZGadczII7bmDhnb8G4As3/gN75ePI5f/AGziJiknD0e11mIW34O72efzGFYiSQXgzvoKOIoKXf03ioAtQdYswhU4cxyV85feYspEsv+1O1twVR0S0LlkCld9FLrqZOaefT0tDMxvmvYibTDF21iGkikvJtGYpTjZSYy2kdlwp1rTx3PeJY9j3pz/tndQaetABOJsfIZy/lKLqsex98Zk8vXUrnWvWUD5uwjbnWzZ0NDO/fjH2yvsxwkKOO4TWxpAFV121zXpd69ax6bHHGHH0YUw65+vQHbD5iSexPI/Bs2fT+uabjPr0pxl9zDFsfeEFpOMw7LDDSFZWEuXzeKVFtC9bBsDu3/kO3Rs3MmTOHFoXLmTOrbfy6ne+Q8eqVb3H2/Dgg4w65hjGfuELuGVl2zkeWiUlNAjB5JNPjsfyevhf3p8f1PP6rzyLGpuEA8atRK55Bnvhn3E/cQUNC5YxYGwVs078Kh2deVa/eD8lA4cx/MD9cYMWkqnBRLkubNehfPx4vLIyCu3tOEVFDDnoINqXLyfMZHjum99kxmWXEWWzuGVlH8jvwsflN+mf0X8d/vVr8L8aI3aKiigaOnSHxVeVU6bw6q3/x8yzrmDB7dfQvnEVudZGhO3g2YLISJxxB2KeuYzSQVMJisvp3LCF8qJW9v/SqXR05Fj70oOkq2sZ9cnZeFE7XrGH8btJVFRQaG1n0qmnMuZzn2PzE0+AEAydMwfl+zQvXMjrV1zBvj/7Gd1btjD0kEP+6fn8/16bj9M92X/O7z//jTGnfvp5C2F2co/STZs2cc8997B582a++93vUllZyXPPPcegQYMYO3bsv7SPKVOmAHDSSSdx+OGHs2TJEq644gouvfRSPvOZz7BgwQKOP/54XnjhBQa8o8r3nHPOQQjBNddc80+PoZRi4cKF/z+n+F9j9OjRFCUcdKSRrouJVDzB7npxZIIfgGVhOxbS8TBRgNaxY0GUz2MnvB53UIWJLQN60hIkpmewKdZMRLErhGWBpDemIsrlwJK46XQ8CKQUKgoRgOUlUX4BHAeVzeKk0ygVQVBA2AksL87ajHcYx2OYSGEnE+gojDMke6I2TOwdirA8hBSx4ACQMo6JEEIgrHgwy4RhT4xHHAGhogjLdtD5bmRxOapQwPFsDAJjRFxxGoZIz0W6CbQKkbaLCgN06OOkSwiz3ViWDdKKxQVG9whKBJYbd9yigg8SbC8ZuzNEETqMsJy40sWybbTu+WMShti2jbBtDPE5oolFD1EUf5c6ikeReqrxheipbuqpwItFLSGRUthO3N63OopGGISR+G2ttL4xj6oqH9GwAFE5EoxGt67DjDqC1i15Bhx0MMt6Oq47C7vvvvt/vI/363ktLS1l2MCBWH4LhUcuRUz7AoGsobimlGjjXFT9EoSbxhk3B1E8ALVxLiZRSoEBPHTcidvs65A/307KycKyOxBOElE5BoxCO6U01duUTd4Vd8HVyEmf4c37X2fI7Nm8+t3vEhUKHHrLDdiLftM7mSKKa+gsPpAVd97L1LPPxjiCoNBFmMsQFfKsePROuuo3MnDKDCZ/5hSE340tFYmyKjoatrLiqQepKBnDkmuu6/O8yydMYOihh7L42mtxios5/O9307hsARv+8g+SlZUYpWicOxe/vb13m/2vu47XfvhD/LY2hGUx+rjjGPPZz7LxkUdY+ac/IV2XEUceybCjPwHGsOHeB2hb8iaJ6mpGfepTdG/ezOADDuDxE07YLtNz8hlnUL3H7uRKStG2TZUxPHrssdu4RrzFwJkz2f3732d1H5nr/bz/7EzPaz//W9oXv0jdgzcz/PgL47zxd9C57DU6l73GpAt+/QG1rp++eD+eV9j5n9lJQ2swr/0a01WPvdvxrF21mXl/+hVuUQnHXHsfzWuW8tSVZ3PQd26gOpEjk03z3Pmxy9BbjPz00dQeMpPnr/s2QloM2WN/ph7zNfKbGnjpwgsRUnLw768j2fwspuXt+AtRXEs05lie+ua3yDc1YafT7P3jH/Pieef12VanqIj9r7uMuievxKsYwpjP/5SlN57Y57qDDjwNJRVhdxPJypEUD9+DznUvU2jbuM166YGxpWq2fmmf+0kPnEymaCLt7R3/zmXt53/Mh+15lVIyZdxwhFeC6myCjnVIJ0G46mmM341VMxF7+J4oPw/pgcji8h6BQ080oVaxy+BbOxQCE4RsfeE5KoekEav+gawcBdLGtK/HVE6iPVNJ6aRpeBVlCNvudSrRSiGFiEXrBrAkqpDH9hJxHzYIEEJjOV4srlAKrTTStjFohHSICgW0UTiJFH5nJ15CEmmJCgPcojTaj131QGC5AoxERz6W41HoyuIUJQky3TiJFLZro5RBBwEq0rgJGy1sbM8hzBcodLfjJEvwLE3eVyRKitF+hHTjAgVV8DFhhO3aCKmJovgcnHQarSKi7gzSdvDSNlEUCzci7ZNIpIi0wMZHRXHb7ZRHVNCE2W4SlZUEnd1IV4CSNC9aRM1u09FKg5RooeO+bMHHci10FEclKhQog5cwhJGLCUOUiEikk7EbYyJBdks9RUMHYzR0rl5NavAgEIpEMokWFoW2NhKV5eS2NmOnk9iJBEEhT8IVhMrBz7RRVFFGpGyC9g6shE2kFYSGRGmKjq1bqRo2mEhZtC5fxnNfOwNhWYz53OcoHT2azKZNrPzLX0hWV3PgLTextrm1r9v2fePD9rx+FBlVXk6hsRGTlNSMHgnCImpYjh8JAj9C2jZeURlecSm68U3UxnmgFdbwvbAGTcFkWgCDybYQrngca+AU0ArVth5v5jdQm+YjayfhP34FauppPPylM7bpsx70+99RXCZg6Z8RbhGichToEG0V09ycJFE7jHR1EXLlPdC+AXuf02mtC1h07bW0L1tGoqqKQ35zNXLBr+n9JXSSRJNOonHJGip2nYrREUGQRYcBXnEp6aIkxs/iFFeQz0a8dN636Fy9fSTXEbf/nkiGPPaTC5l97jVsuOcf6DCk4ZVXCLu7AUjW1DDogAOYdMoprPzjH1l3333oKGLIwQcz/oQTwBIUWlp54ayzmX7hhXhlZXStW8fyW27p8/s46NZbcQYMYMO7s+53AnbW59WyLHaZNAnRvo5CJiJZWYluXYPvDGbzU8/hphxqR3iIhrmIilEIo1EtazGjDqe726V02IB43NFOs/beB1BBQNe6ddS//DLCsjj0L7fz6Gc/j4kijvjb39ji+xQKhX/esH76+YD5X405JRIJSltbef6MM7YrwBpx9NFMOP1rtG1czqaXH2PI7vtTMmg40nEpGzIaK7uVbEMzidphyKAdnW2leVMe7CRC5SgTa6FjPaJqbFx82bEFPfYzaK+KZIlFlMkQkWTpLX/Achy8igq616+nce5chh56CEXDhvPGT3+KlUxy6O230whk31U81k8/OwPv19/Yfvrpi53a0WHu3Lmcdtpp7LbbbsybN4/zzjuPyspKVq5cyT333MO11177L+3HGMPkyZM5//zzAZg0aRKrV6/mzjvvfN9cI95iypQpO486SetY2OB5CBUR5TPY6XTcLeqpZEEbTBRi3nIXMBp0hHScOF/bCCzX7ZlPlz3xDiFCuj1VHgphFDguAok2Cmlb6CDATqcRqqeaREgMURz3oHSP5ZNAqBDLteMKkmwWJ12M6bGDEkKitUYgkAi0JRGGHpFDnP8tbRcRBe+o8okn/2VPVAdvTXQKAVEs7rA8J7bS7hE+KK2xk2mM1jgJG0TcHqEUwrUwthMPcEUB0rJQYYBQEdJxQevYwrSkLHZeELGgQ1gWYTYXO2BogwoC3OKi2DXDcuLBOkv2VhSFoQ/axHEhALaN0RFG0ePYYL2dI6tN7P6gBNK243M1GoQFSvXEg8RW/pYTn4u0bESPaEKK2H5VhxGv/+waBs/ah3HHHYNNDqSFn5jC4uv+gJA2Aw88iOk7yDR9J0oplixZsnPd//8C/z/tffe5+p0d2JYDloMySR794kl88q4/YXc1YA/ZDRP5BG/8FZONO/HW0N0JkkXb7Tff2MSCW29l17NOI1niYiIfY5ew9qHHWXHbHcy85hoqpp6CpJvaffdl3hVXULP3Xuzypc/hrLu3t1ITwHQ3UjltAAP22otXvv1tLM9j2CePIDmslld+f3mvpWXL6iW4iST5QoHHrjgPjGHKsaexy9EnsfJ3f9zhNehcu5a9DzyQ6ulT8SrKcVMembZ6Rn/uGF654OLt1i8dPRqnpLh3kkhIydA5c3jqq1/tdYzQYciau+6i/uWX2eOy7zH4yDlM+trXqH/ueRZcdRWF1lbyTU3s/5tfs+hnV9O1YQPFw4ezy9e/TnroIPLZNkaMG0eUzbL58cf7FDkA1L/0EiYI/qX7+r/Bh/VZ2RnY0TX7sF/Tj2r7VzWtpk4Ixowd97YFeQ+bWjfStVR/YM/hu/mofgc7Aztjm5Tvo6d/GT33RoQKGbLrviy57zYKXW0ov0BJ7VAOv+wW8l0dmOI0qcZHOPT6yymoYoK2Ropqq7D9elQiyeHfu5Ywl6Fo4AjqX36dptfmMfPqqxGWRXd9O+7EY3EmaXSmBaVs2jds5fUekQPENs3dmzbtsK1hJgPCY8CMz1E18QDM1kWkh0wmu+XN7dZtXfwoAw86laBzK7mWtZSPnYXfUbfdek6ylFzzmvc4ZhNDx89m+PAR//7FfR/Yme/nD5p3Xpv3m//F9fbbGkgkStDdjahXb0Yky7CG7YlwU+j2TRSe+AkiXYkz81xiJ0GgR4xglO511RM93oIIwabHnmBVczPTzjiZZJENKkSV7cqafzzCun9cz+F33w3IOPbAckCAQRNFsdAcHTv5SdsFITFRiON5mCCP6YkvNEohbAfQaA0i8jFKYSe82NntLaG7irBcD7AQjkIHcXyc5SXjAXEB2hik52KhMUahlcGokCivEBbYnovWQeysGBl0pEmWVSN0BEbhptIIo9HCYIIAy44jM6QbpyxK0RODaNsIDboQYCcSCEsQBArbiogCieW5hPkucEsATeTHfUgpJUbqWIDfE9tY6O4ikSzFSaUIMjmkYxNmsiRrB/T0j514/MBNoIIQgYWwA7SJ3RMtL4EUBh3E6xAFOEVFqKCACXTcP9UR0ulJkRQCaTsYpXFKSrAdEI6DrQ2EHSAsEiWl+B1ZsD28Ig8rbEXrMtxSh0hrEqlidKYFmRqASHpUTptG66JFrL7jjm3uycnfPJ1UdRXTBw/l3ezMv0XvZ5t25vN8P8ls2oRbWcbKJ++iZuTXMbaLlSzGevYakj3rqCmn8tBp5zHjB9+mbMrnsVNpwrl/IFx493b7i9a+gLf/majuhtjFc+geCBVHLoaFcDthfpDJ8uK1N7PrmaeRLPV6+/rrHn6c5X+6g6lnn83Cp59m+hmnUixdhOWw4s+3ktm8mdHHHcvEz38Ka9VdsUDrLcI8CVWHsCSvXngxdirF8KM+gVNbzrNXX4gOA2adcyWrnrieyUeeRNfatX1eGyk1biIuKOqoW02usZHm+fO3WSff2EjV5Mks+OlPqXv66d7PNz38MPUvvshht/0Bk4h/Mxb98pd84h//YPF7jNeu+/vfmXbuudv1BT6K9+O/ei7/yrmHuRyOV0TXsqWIzFbEhidRk04mWVPDK5dcwogjDmPCF47BJg/SIkhOZfENf8SrrGKPc09Bd2zBGTCWhldeoekd3/HUc88m39HBrhdeyPzLL6dz7Vom9MQ6/6/5KN4D/z/0X4cP5hr8s2O1LV7MrGuuYeVtt9H65pskBwxg9LHHUjZuHKniUkr3PZQh0/dFa4WbKkJIC1UogJXAz4WI+g3IZbfj7nMq7auWUDJqLC9962Imn3YSw2Z/Hhl2gZ0ko0ax4OIfs9cPf0iqpAKx4SkSk48haG9nyzt+g+1UitHHHUfYncFKJFD5PPmmJsbut9/7fm0+jvdk/zl/PM65n48OO7XQ4eqrr+bcc8/lpJNOYtddd+39fO+99+b2npy6f4Xq6mpGjx69zWejRo3iscce610O0Nrauo2jQ2trKxMmbGsB98+wLGvn+SGwLLSOeuw4BbYbT5JLE6AtNx4EcV2k66GjeFIc3WPTKSDy81hGQ8LDRD2T7ZZGGIMRsY2odGzCbIjjWnF0Aj25nNpgCf3WMBRG69hqUymE68aDSlohEAjL7XFpcBHCIFwnzhW1bYSkt9LGlk5swykFAit2qFA+0nXfXk9rkFYsBhBgorcHioQQWCJEaxsRBGgVYafT6CiILTRdC2EExooFA1qr2CrUtuOoB90z3qMCJIBlx+22rFhEYEzcLmkQQsVVP1ojetpltEEVCthpC2nH0RwIAaEfJ2D0xGxI20EgUEFAmM3jFBf3qEVjBw0TRZjQR1guKvAxttWTdx4ibRsVRNjSRjhW7IQhTWxxaxTCScQuFUJieR5FQ4aw9t4HWHvvA7EIRqn4JQwY/6UvYScSb4sv/qVbbie6//8F/pP2vrWtQWAQ2GMPxEegfZ8o04GoewNV98Z226mmVThT52y/P8+jdckSnvza2UjXxXLdbWIjLMdh6Z33s+u5Z1KWzDD7xhuxNj6GWfK72Nr1XURbltDw0kt0rYszQNuXL6dq1+nM+PJFvHLLFQzb6yB2Pf4MpILXf3AFM8++nHy2jWzLVgrtbZSOGbPDcy8aMgRsydM3fIsg28Vnr/0bI3bbm6WP3sveV/0fS3/9O7o3bEA6DkMPPZQp3/wGL5x7fu/2Qw89lA0PPrjN+b1FdssW8psa6Fi9mvWN9zLq05/mgBtvJLNpE43z59PdtoXBnz2McVW15DtaWPTY72nfuIphM+YwePeZGGOICttbjPdiDLnGRlI1NR9o1ueH7VnZGfhn1+zDfk0/au3XUYjluNh9nJNtx/ncO9v5ftS+g52Bna1NYaYN7WcwiRRiv/Mxxift2hz2nauZf9fNqHwXCEkilaCkdhL4OQhyyDf/SHLql0gNKYfXbwTAAoqkDZaDzA7FSYyh7umnqXv6aUZ/9rNI1+Xliy6iavp0Bs6axZs33tgr5n0Lv72dsvdwqLMSCZJVgynJLkQ9ezVWzSRS1SP7FDroyCdZPgwVZPFKawnznSRrxpKrX77NenaqAjtZRtDd1Ocx7VQFluX+W+9//w12tntnZ+K/cV3+F9dbSAsT+pi29QCYfAfRyie2WcdkmgEFKo7hi/taNtqANMRigZ6YQK0VZWPGsOTxx3nytLOwPA9h273xZ2XjxiE9F4OOCwB6ROvSiFjQb1lg2xBFcX9RKZRfQNhFYFmx1F5plDYIC4RtI8IIaQHSxXJsolweJ5HASLCkJvILgEBKg+U5PTp8C+UXsFwPFcTxEagQJ5FGFQJCywUTCwGc8iKCrjyuzBEFHgKwHQuVyWK8BFIKMGFcCOA6PVbkSQSaIOcjXIPlemi/gBaxm5+TiCMqjXBQfjtRwUEYycZXn2L0fp9EWCE6isUEkW+QRiETLsr3UbkcTlGaXGMjRcOHx8INWxJKgQ4ivJRLpCTaz6OyGhVGuKkkyu/CThVhIgV2iFEKbdvxD6cyqCjCs1JEJsItLsJJWEShJswVcNIe0vPINbbiFKWwpEXoB4SZLFYqQdSdQXgeXes2UjJuLJbwEU4CW+VxbJe1zzzK2JmH4dc34iSqcVNF7HL219ny8JNsfOhhVKFAevBgJn39VMon74LjpXrcN/pmZ/wt+m+0aWc8z/cT2/NQUYHqsdPASWLq30SW1CDSVZhsCwBGG7J1dTz99bMQts0n/3IjsmUHwkCjQIfYE4+IhT5hDtwUomQgdsKNRVLvEN4brelYs5Ynv35On339VE0N2S1bePbcizji9t9iJyrY/VsXYgy4ra9hFv12m8KGt9BNy8luknStj39X25YuZcCMGexz8vewE5Kq4oiKUy7B7+omPWQImT7ElQYLp20Fo2Yezht3/5r9v3klJaNGsuH+B1CFAqmBA5l61lm4paXbiBzeIuzqYtXdf2f8iccz65pr4rZojfL9HX4fyvdZdccdTPzKV/rMkP8o3Y//7rm81/pKSlASK5lGdi1DZ5qRIqLQ1kbR4MGsf+Ah1j/wEHYqhTEGlc8DMPXss5GpctTqJwmdEmpnzqRp/nySAwYw4eSvUDphLEt++as4UqS0lDCT+cCv/0fpHvhP+Dhdh1xTE2Emg3QcvLIyrFQK+N9eg/c6Vr6piZcvvhjl+72RPn5nJ+sfeIBFv/wlR9z7dxLl5VjFpdtsZywBmNi5N7MOogLRsocpHbUHdlERRimW/OYmlvz25tjt2vd7xXJ2URrhFaGaVkCug5p99+0VOlTvvju7nPE18i2NbLjvQYYffjjr7ruPyPf/6fXSSpFvaiLK57E8j0RVFbbn/cfX6KNK/zn308+Hgx336HYCVq1axcF9qEgrKipof4cl+j9jt912Y33Pi/9bbNiwgcGDBwMwZMgQqqureeWVV3qXZzIZFi1atI3A4sOG0RodhHGFiVYYEVezaARGGWzXA6EgzCFsiVZxJidSEvkFLGmBbcVOCPk8aIW0HCK/gBCxG4HROo5n0BE6CuMKEyOQQsSuEU6yd786ihCWhYCe7FWDETJ2LjA9WZu2G1uLircjKIyKQEXx/oQARE98hoiFEVIihCTM9NgyKY1WKjatsCwQsqe9cVWO1nHMA0rHDg+OB7ZAEBFFBYxSRGEBoyKiXKYnm1THogFjMFpgnATaEMdP2C7Skj2jbxop4kojIcBy4vMRUmKiABWGcZuF7KkaUghhgTYE3RmMkAgURhDn4qVdLM9F9Qz2RfkCqlDASBshBbbn9LhWCEykYicO5aP8XPyZFrGoQYo4gxWDDgpxNZMxjDv++N77Jcpme0UOwrIYduihH/gg94cBN5UCIZHlw7FdSe3eM2J3jR3hd5MoLaZ6t922+bj5jTeo3XdfIM7ofefAR/mkSXSuW8f6+x/C78pjt8zHLU5gGhZCHyIHAG0XEXR2bvNZyxsLSThlHHTeNezxxfNY99e/IwlxS4p58YyzWf6L39L4wIu8dt4lVEyYgHTdPvc99vjjybY3EmS7ANi8+HW8fANj9pvN2tcfZtwZX2bO7X/k0LvuZMo5Z2C5DpO/dipezyBG1ZQpNLz66g4v0eYnn0T5PluefJLnzzyTxddeS5jJ4KRSDJoyg1XP3cuLN36P1++Ic+8A0gMGIaWFZUPlLuN3uO+ycePoWLmSwjssyPvpp5/3HxUUsJy+f0NiIaBCf4yyDvv5YNFRQGbzYlb/5TyW/fbLLP/9l9n02M9QwkKHAUVJl5lfOQthFSFFEidZhiUMCkk07YuIylHITc/gFwRM+ix4RW/tGJmuQo88gtoZe1PeI5Bed889VO6yC6M/+1nali6lctKkPifShBCkampI9oiu383Io45Cah9dtygWvSbLCAvdfa5bOmYfura8gVERblE1RiuKB09n0D5fpWjQFIqH7MrAvb4EQlI0aPIOr1XpiL1i97R++nmfsR0rjqko6ft+B8Bye0QHsSugdOxYYC8FRhL3n0zsgqB9n9r99uvNeFe+3ytyABh34olIx0FaDqanb6ajWMiO1fM8Kg2yJx4j8LGTibjfrGN3vPhYCu378bpGxRLnnklOrTXClli2Q1TIIywbKQVSWHF/QGtQUdyvDBRBV0csTFcCoeM+tsrmsVw7FlcIQRSGmChCRX7sQGg0WtiEmXxsDKEidD5PlMsT+Tq+Jk4qdkhw4whIAGnFMY4m10rkK2zHAekSdHZgtKZk0Aika4EUWI6NnUgQ5fNgFMmScjAGrzSFJR3csjKC9nYsx8FNOSSrqolyWZQfoCOFUQE66CkAsBSW4yDdJFE+T5TP47e1x9+FEwtRhDA9fekCXlk5Jt8GWFi2JMrFbZC2jcTEro0mIsrlyGcjhOMhHIv6V19FCglBhtCAV1kNlk2urYkoyJHvDglzAStvvQ1tNJX778bBf7mNw+7+K3v99HISQ2rY/MjjfQqv+/nokaiuxk6kKR8yBhUEyIrhYDl4M76CrI4Fh1bYQvnEiUBPcYl57+FSkaqgs3E9prsJY8fOLe4eJ2B3rWHooduOY2567DFGfupTwPZ9/URVFdJx8Ds60EFA48IVFLqyuFaBfFM9omN9b0TluzFOMYV3RU01vfYaRSU1DB45jETlIGwsVt70R8Z/8Yt97qPulflIv4Pphx/FqJmH8twNl5BPZdjn2qs47O47OeiWmygeN4rG9+i/1z37LEEmx0sXXcTmJ5/EGMPgA/bf4foD992XTQ8/TGEnjK7YmRG2DVKQHjwUbcfvonbjXNziYiaeckrvelEu1ytykK5LxS67UOjKId0kYT5k8P6zOOzuvzLzhl+RHDOU9jdX0Pz667S88QZl48aRHjyYwr8x5t5PP/8JYSbDlmee4YkTT+Sho47igSOO4KWLLiJXV4fj7Dx9kkJHO9m6OgotLSy76SZe+c53WPDTn9LeE/fcumRJn9sJxwVpk6iqwrglAOjWdZSPG4VwHKqmTYtXNIYwk+kVOQzYYw9yjY0YJw1hHr8ry4A99+Cwe+7m0LvuZMwpxyM9l7nfv5SGV16hcupUhJSkBw167/Noa2PlbbfxyLHH8tBRR/HgJz/Jgp/8hFxT3yL4fvrpp58PCzu10KG4uJjm5ubtPl++fDk1NTX/8n6+8pWvsGjRIn7zm9+wceNGHnjgAe666y5OOOEEIB5k/PKXv8yNN97IU089xcqVK7nooosYMGBAn0KLDwuxlab9tpLaaFTBJ+jsjvOy7dj5AMtF+QHCcWIrPG0QRiNtCcLBoLGSSXSPJafBQUchWoMxGuXn4kgGDAgbo8LYtrJnIAoDJgrj3FBh0KHf05YQy3GwhMFEEZbrxINGUWwPGvkBUlixQEIItJ9DFwpxPqsxEEU9bgqA1kih0dr0RD6oODLDtkFIokKOyPfRTiJ2igDshN0z4Q/5jhZMoNBBAR2G6FAhpcR17LiTq4jX1brHPjUf56Eagw5DolwOaTvoMOxxqXDQgY8QBmMUMulhACeVQmgVV+ArhSAeXFN+GNufijjbVKBx0um48k8IpA7igS8VoZSKv9eCj9A6jqGIFJYdf8duIoE2cY6t0Brz1nUSAo3BsiTaD9BhSNeGDUz+xjd6BwghzoPe60c/ouG113oiRvp5L4QQsV2l5SDbV7HrBedTP38xompc3+sny8BE7HPlFVS+w3p41V/+wuRvfGM7AUT5xIlMO+cclt10U3yvdTZhhEu+tQOG7LODRllEqSG0r1ix3aL1DzyAKUSoKGTQgbPJd4dM/vrpSMchV19P+7Jl+O3tLLv1Vva//nq8srK3d2vb7HLaaSjfJ1Ve2Zub/Madv0YMmESxv5l9vvBVKsdNYtH9v+OB73yeBy76PG8+dBsV0yZyyB9v4aCbb6Zmn33e003BSad7RTcA9S++CEKw8ZFHWPmnPzHngqu222bcQXEMkTERUWErw444oo/LYjH59NNZfeedvR3/fvrp57+DCoIdTpYKKzYU01HfQq1++nm/KbRtZtWfz6PQsrH3s2zdm6z+8znoRDkFXcSi3/6ZB486mgc+8UnmXX4F+dYMTq6BwI+oM6OwdvsyTkk59WszZGo+RbjLKYSTT6PBn0RXU5bW5UuY+Yur2fOHP6By6lTW3H03Qw8+mMP/9jdkIsEBN9yw7d9Uy2LSaSfTuWYVMy6/nPSQIdu0ecicOdTstRdh59vCPHvcbPy2Ldudn5UspWLKoeSa15BtWEbriqdwkmU0zr+D5iUPUTxkKlHQTcP8O9BhFhUVqBg/B2G9/YwKy6Fiwpw+K0b7+f8n8rP4nfVk6pdRaN9MtAOhyscBKQTYHlbVGJB9G0taI/dDuCmklKgwBK0RUU8/04g4TgKQlsTyHLY++yx7X3EFbunb1XPCtpnw1a8SdndjwrgvZbkuINCRD7onClEYsGTcLqOQrksURBile4XqKtcV91GhR6AHIFFKQRQiXRcdFlBhGPcTVYTQBUyc+4h0XUwY9FbWJkuSYBShEnG/27IwxK/UQgh0kMMrKsHvLmBLiSrkMJEis2ULQgpUEBJFAhVGRJkc2g+ICj6Fjm4cVyN0QJQvYKfi41jCIOw4TkMHIWFBkaiqxlJ5bOMS5roxdgLbidsTZjLgJCD00VEO2xaYnuu/+IYbYuFCYOJrqxSFzgzCaIQdV11Kz8UoH9srxuChCjmiQoBXUUHHug0Q5mOBuOsSFXIYaWM5IWHgE3a1YogLFIKmrSTKijFGk23NoPwOnGQcMCCTDvWLXsOrKI8LJ1I1ZJvWgw4gLDB4t1lgJcm3dmB6Jg0cN0XzqkU88qOv8NAPv8jSh/+E7SYIuroR/cL+jwWW41BoaSXqzJBr6QAnCVoRrn8Vq2Yi3v5nkxg0kj2+c3E8hgS0r92EKKntc3+ybCj5rnaa5t2DwZCpbyXfmUO5lSQmHsD0b55K7b5v99W3PPkkA2fO3K6Pmh48mL1//GOWXH9972ddGzbjhi0Iy6bu+Zcww3YsGFBVu7L5ye1dFtbf/wDdHRDYNbStXE3VtGnoIGDcCSdsc8975eVU7bEPcpdjkJtfYtq0EXzqh79i2me+jJXyeOnmy7j3vE/x9M/Owh5Rxt4/u7L3+rwTp6iIzKZNjPrMZ2hbupQnv/IVJp58Mk7R9pGdZRMmYLku2a1biXLv4cTYz3YYpeJCpqAFOXA6CIHe+CID99mTRGUl47/4xW2/37Iy9rnySpbddFNcSGYn6Fi/hfpXX+b533yHZ64+l64t6/AqyxFSYqfT1MyYQeNrr6GD4IM70X4+VrQtW8bzZ55JduvW+ANjqH/+eZ466SRqe1wddgbey/0JwEom+l7QE8VmBy1YVSPB6hGkLr+DZHU1k884g4rJ24rQK6dOZdIpp7Dx0cfA70JWjKBp4TK6Nqzl4R9+iWevuxA/20nX6rXkm5qwi4pQvs+Yz3++19W3L1QYsvZvf+ONn/2stzBOBwFr7rqL177/ffx+gVM//fTzIWanjq448sgj+fnPf86vfvWruOOvNa+//jo//elP+fSnP/0v72fq1Klcf/31/OIXv+CGG25gyJAhfOc73+FTPYpqgNNOO418Ps8PfvADurq62H333bnpppvw/kXrnp0VpUKklOgwQFoC6dqoXFwdInSEUjquRBEGYQz0VK9ISyIdl7CzG6skhQ5CsARhIQJt0H4Qixa0RtoeupDDWF58rCDETqVR+RxWwokjKkScX6ryObA8ED3uAioegDEmRIgkIsyjpYfKh8geeyejFCpUWCKK8618H8t1kK4HyNidAYNwPaQtMaGKnSt0gEzGsQ8ShdEidlKQFkQCoQPQAhP1xHsohZ2ILd4MJh5wsh1UIY74EFGAdGyUAhP6SMtD+VGPAAKUH8RuEpbBssHyZI81qUI6NsJxe4QYCrRAYXBsUEpjeTZC2nH8hGVhlCEMNZabiuNENOgwwPE8hIntV+OSHoEOAuxkAiHi+BC0QkiLsBBfJ20MUkikkBilCaP4EggMTfPn45WXM/OXv+wRa9gYY1j15z8z+KCDeiI2+nkvgu5uXDcEy8EePIVk11YGzZyJcQXC/xOmu/Htlb0ixK4n88a1v2X68bPZ/5c/w+/sptDejltWgfZ9dr3oIvy2NoKODtzSUro3buSViy8m6OzELS3Flgp76K50rW/CGbI3IrMV0/wOQYO0YcqJLLrxD322V1gWnV2bKfKrcYuKefKrX6V83Dj2v/561vz1rzS9/jpuSUk8yGM57H/99fgdHUT5POmBA3GK0jjpFLiSMQcexZpn7kdrRUdTM5gROFYJj3zny70TmFEhz4pH7qD+zbnMOPEinjnlVMYefzxjPvc5Fvz0p322ccjBBzP/xz/e5rPNTzzBoFmzWHP3PYz93LGUDB5BV90GhLTY94wfkaoeCIDlpsg3vcnkr59GxaRJrPv738m3tlI1dSrjTjiB1XfeSaG1FfsDjK3op5+PAyooIHfk6PBOoYO3gwGBfvp5n1BBnoYX/kjPDOW2y/wMYVeeJ08+jVx9fe/ndc88R+Nr8zj8zj+Tqn8Ad9wRZNp88k3NlI4Zh7Qscl2dqHwOkSih+Y030GFI94ZNjDh0DjV77037ipWs/fvf2dwTlVc+aRK7X3IJ0vNwitJIy6J9+Qq88grm/uhSJp12GonKSqJsFq+sjMb585l/5ZUccv3lIATO9M8i7ASDZ3+drnVzaV/2DEaHlIzdj6rpR9K+7sX4hRQIuhqI/G6E5RBmmuneshgpHYyOaFvxFANnfJmOtS9SPeUohLQQ0kI6CbrrlpJtWIm723FYTv+z+Z8S5TtpfOOebWJCrEQxtbt/Hreo6gNs2QeDERLhJDCFdrz9z8Z/4XpQb0+kiKqxOBMOAVXAUIRRAUgPrTTCcRD0RAka0KHCRD52KsXK225jj+99L44bDAKcoiI2PvII7cuXM+KoTyKMwhjiWArHjeMGpUAX4ghEpSKk5YIuIIRN0N2NV1IcO0Aogy0FwnVASqRjYQRoVcBYsYg/8gPsRBxNaARIKQnzhVjkIK24nxjmcFwXYVlIIdHZPHbaQ5s8juOBtGic+wpD9t0djCTI+XhiC8ZU0rhgIcnycmTCw4QRURi7IcZ9eEGUz2KwEcWlEGRAFuF3deGUlGF5kjAsADZ+ZwY7mQIDKhvw8gUXc9RD9+Pnsji2Q5TNxH0NofG7OkGGGMvDTRiyGZ9ERVlcbVjII2wH/AIN8+ZTu99+WI6FlfDwUh5GuxSaG3GrEnilSZb94Q6mn30GK269lRk/+j7StnASFoVMHi+VBp1HJqoRhS6aFy4kPWAA6eoKhDC0r1iFU1xK8ZBytLFpePZZhh52MJnmrQydOQuhIzSSoqFT4/gPaVNSXkaYjyibOJnmtYuZeu6ZPPPL88k01vXea3ULXqBx6XyOuPyPH2iUXT//O4JMhjV33UXFpEmECxcy6YvHYfwMVs0ETKGTaP3LmFQ5xaUjOPyOP7P4hht589a/cMDPLkUu+QMm39G7L5GqwNrjRFbfeQlRtg3jlWDZGdY9+DhN8+cz7YyTKa2AfS//AX53ntzWTXhlZWjhMvXMM5n8ta/RsWYNlufht7Ux7/LLyda9fX9W7TodGl+HiuMYOmcOOlmGNepA9Lpn33FGAsYcwfqnXu3TlUTYFsmaQSz42c/Y+PDDjP/yl6mYOJEon+eQ2/5EmMvHz3M2y8o//YnyCRMYcdinSJYlsfNZ6jdu5rlffKt3f4XONhbe/WuG7jGbSV8/jaU33LjN8UYceSTLb72VGZdeCsaw5q672PLs0xzy59tY9rubqH/pJaxkkuFHHEHV9Om8+t3vghC47xCA9vPP0VGA9LPYtkZ5Kew9Tyaa9wdMwxJUwRBkMux/3XUEXV1YiQTa91l2882xk44lCIrH88a1FzH2i8djtCbf0cIbd17HiH0OY8LJX2XIQQfR+uab1D37LBN3ognmfj66FNraWHDV9oVMALmGBjKrVlE5cuT/uFV9Iz2Hmr337tPdRjoOpaNH9bmd0QrhZ5B+K6Qqkft9k/ClGzDtGxFSsOKPf2TYYYcx5Rvf6B337Vy7lpcuuohpZ58NUYFw+JEsufJ8dvv+JYAh21zPazf/HxMOO56Rx3yaooGDSQ0cGMeDvsc8VqG5maW//32fy+pffJF8Swteefn/1/Xpp59++vmg2alnMc877zwuu+wyDjzwQJRSHHnkkURRxFFHHcU3vvGNf2tfs2fPZvbs2TtcLoTgnHPO4ZxzzvlPm71TIa04a1A6Dkb5SNvCKi9F6AAjJNJyMZEGO46fwBh0FGDZVuyAEPgIijBobBOB4xHlQoJcBq/IBeFhtCGKYjGBKvhYnou0BWEmRDpgQoWQgIjtmoSIJ1ttL3Y90BIsS1LIZrCKE0S5LAgQjg1GoUMFUmOEjVABWou4ukRplAKkRJgIjMRoBykMYeRDBNJTsWWnsLAcF2MEoZ/DCvP4yiAT6biDlUzEcRcidnnQBR/SKcLuTuxUCUL5CEJEaKEKBRLlFRDl0MJgS43CQRXyWI6HyhewsAGNUDnAiQejgviaaz+HMhLLtlFGoqLYhcJK2QitkJ6N0LHQQ4rYNlFpgQzjPFqjc0Q5cIpTaBNbpUoVEAYRTo9Aw8g4VxXhYYI8WsbRHVK6sXOE1BR8n/Ff+hIvnH02Da++SvW0aagwpHnBAizPY4/vffeDvXk/JKhCAeFIgpVPwriDaW/eRLbxKcrGz6F0v7MQhVZMdwMiPQCTquaJ086ic+VKxnzqcNJbbyNZMoDiKZ+hbfVGlt10M1POOotF11xD96ZNKN+nbPx4KiZPJrNpE2M+91ncIpdFv/0Dq/96D6Vjx3Lgr36GGdaO6dgIdhpn8AS2vrqAumef77O9w444lGR1knRZJW/e8mfCri6a5s+nbdkyRhx1FNPPOy/OdHMTvPbDH9E0b148KGvH7jBuaSkH/f73pIfVMOGwT1FcM4Q1zz1Ed+NGhLTZcOdfKRs6mkRpJd0Nm+hu2AxA5+a1dLfUkRo4kNV33MEn/vEPqnffnebXX9+mfaM+8xkymzZtF7uhfJ8Be+7JmrvuIuzOMv24M8i1NFI5ahKlw0fjJuNBSstNUrv3CXSsnE/H6lWMOuYY3JISOlev5uVvf5uwq4vJZ5xBcsCA/8Ld0E8//bxFFPhYO3B0eEvooKL+SqF+/vsoP0u2blmfy8omzabhlVe2ETm8RZTLsf6hRxl20BxePOtCujfGbhDScRh7wgkMmjWLF88/P66ueweLf3Udh9x+Oy+ddx4AxcOGUTRsGPmWFl6++GKEZXHAr64iXQbWxJEYO4ldVMS8Sy+N3dhct9fVaLdvXUCivATriEsxRhMWullz50UUj9yD0Z//CUGmBb+rnualD/WKHN4i7G7G8oqIcu1kG5ZTNflIsg3LAcg2rsBOlqPDPMYYWpc/gbQdKsbNjquVjPmPrnk/oMICLcse3UbkAKAK3TQuuJuBe30RO1H8AbXug0EQC7IJ8kRdDXiHfQ/dthnTU6mGkyRYeA/ursdhELH4W8bRCkJKdODHfUQhEY6D391J5dSpLLv5Zl79zneo2nVXbM+jZfFigq4uDrjhhnhCXkVxfxCJhQYngdAa7eeRbgIVRgjbQ0Sx22CoFAhDlA9ica8OMdKJ3QRtG21MnHwh4uhAHWmkyqMyOayi4ljQ78bvzU46QeD7CAFRPoedqgalMWEIIonteWQbGiiuraVi/AS0iuMUi4YNQW2ai0lX0r5yJeVHHIY0IbIoTdTSHtsa6wDhpnBcQ66lFctzEZFBJPJxHz/MYrlpwq5u7JJiovY2XLqJnAqwUwQdHeQbW7BLXKLAxnIcjBEIvyN2S/RcjBZYloAwx8STv4hwYpGJnUzQvDKOjwu6unDSaeyiFCbbRkQSYbuIKI/ftY7dLjwLE4SUjh1L0xuLGbDbFIRwsKSLUQHScbFUgSiZpmzsWKJsJ5G2sKMAx5UUDR+OCbtR+TxVE0ZAy0oGTZ5Btq2e7nVrqd1nBsKxAB2LWLLtKBP3HcJcNy0bl/eKHCpGTtimj7L0wT+xz+nfx/aSH9BT0c//DKUotLTglZay9De/YdKJxxAufRCTa0Pu8SW6Mlk6V72KlVhJ9dTD2Ov73yLyDQ1z51M54QTSpQ66qwFRXIMoGUDb8meJsrHj0vpHf8Woo77DwH335c1f/5oF+Rz7ff9sxNzLcdJVVI6ehTV8FOseepRE5QA2PvY4ww89lBfPPTd2ggGc4mIqdtkFp7iYyonjiAoDyKzbwjOnnQbA3pd+jyEHfx9/wyIQAm/4NOpfX8Kbv7ulz9MddfTRBJluNj78MAAr//QnUgMHMvqYY0iUl/HyJd8hu2VL7zvMlqeeYtOjj7LXlT8mVDnm/fHnACRKKqgYOZ4o8GletZjN859h3IXHIOzY+RSgZsYMkpWVtC1dSvfGjZSNHUvtvvuy5YmnqdlrIpXTplK9xx7oMGTLU0+x/Ja4zcOOOIJET7RlP/8aIiwgLJtg+eOIyUdRiBSpQ76LKgTYHY00vPIK6++7D6eoiPKJE2PXzq1bmX7BBdgJj9evvYNsfT0VUyZTvGkeUT5HvqOFDa88xieuuJ3Njz7N8ptu4tA77sAt/ni9o/TzwaB8n/bly3e4vHnePIYfdtj/sEU7RjgOu5x5Ol3r1pF/R8yDkJI9fvi9HRdTKR+Ta0cVuokyW8m11VF+0MWQbSbI5Rl93HG8dP75SNelevfdEULQvmwZQkoG7LkngfJ46syLiPJ53LJSaibtTsvqNwnzWVY+eTeHfvtGbCfFq5dcQpjJcOgdd+zwHILu7vd00unetImysWP/v69RP/30088HyU4tdHBdlx//+Md885vfZNWqVWSzWSZNmsSIESM+6KZ9aBAIpBUPwmDZsTuBpeKJSyfZYwFqkAJUpOJBAhOhw57PPS/O3YwiIhMiXAc7ncJo3WPFGXfMjDLYRS7Z+ka8kpI4Z9ToeKCnZ4DJGI2wBCoI4gGrQht4lQgRZ6aafB6TcDAavKRNJCyM1tipJAJDWAhwPDuuekFhokIcS5EN8ErTiJ4MVaICdsIh8g06KMQDLZaMBREIhDEIy0IVfLTfjpUuwtF5Iq8aIQWoAKunIigqBDgJhWhdhTVgIiqIIycQBt1Rh5WqRuoQZWyMiuLsLQFC+1iWRZDxEa6FwELaDkFXF17KwnaShPksWjlIyxD6IbY2QATEFTV2USxIUWE8aGNM1FMFZKNQSNtD6Z7cVuAt39PIGGxHIrQEHWfCSkugCxE4sY2qCRWW69L0+usccc8dRLkWslvfQEiX6eedinSKsfsV3P8SdioFJoseuT+r77wEHcaRCN1rX2MzMPyI8ykZPJFldz3G8MMOo3PlSgCeOetCZv70MqoG1mKEhVtaSvPixay+48/s+/OrWH/f/Qw+cAZBx1rCXBPpgUdRMmIa+dZuVv/1HgA6V6/m0S+ezF4/+AFLb76HYYceyuDy8QzYfTeKhg0js2nTNm0dfOABVIyoRb7xO3z/YLY+/7YYIsrlWPPXvwKw549+ROfadTTNmwfELi+qZxAk6Oxk+R/+wK4Xnk/XuqepGT+ZUbN+TVjIk21tYuKcz9G2eCnZrQ0MnTWT5OABzL/jF2Qa62hYOZ+KSZPI1dez9fnnmfDlLzP5619j0+NPYHkeQw46iMa5c1n8DuvOtxi0//4UDx2KkHE1YGbZBtb/4x8s2rSJTz70EMnytwdJvIohFA3rYvyJw1n6u9upe+Y5jI4jeHY5/XTGfeELWDtR1l8//XwU0aH/HtEVsaVqf3RFP/8LhOXgFFUSZlq2W1Y8dE/e/O19O9y2cupUnv76N/E7OkhUVWGnUuTq61l///1UT5u2ncjhLaTjUDltGlPPPBUTteB3bMBJ74tbei6Lb7iZogEViIU3krRc3Flnsu+VP2TRr37D1hdeRBUK2Ok0u5x6KoPnzIHuFRReuA6khbX/OSAk3evnEeY+S/va57cTOLyF5aVjm37A6DgG7i2Un6V0xJ60Ln+S0hF7YSdLYmcxFVE8aHIcA2fMNtv08++hgxz5lvV9LovynSg/87ETOqAVJsyh/BztjRuov/cKnOJqrEQRQUcD0nEZe8yPwOg4dk9asWuBMagwHzsmaB1HAFoOwvHoXL+OOX+4CaOyZDbNx6gCk049FqeklkJTJ3bSI8oXELaD5VoYo0ErdBBipdLoKIyLAiyJthwMAsuW6NDHAKqQR3oJDGFspqc0CI1oWUVYOg7h2dipNMLkQEryTU1YA6vBBOggxCQltuOAY5NvbcPK+Ugn/hvYtX4TdkmaZHlFLG6Sknx7N8W1FaggwBowAdMVMfbTn8SmgEFCvhMpTeyUqDTSsZA2eO1vIKurwE1iVIHIjxCBwqlKYyVLkNLgFaeQfiOWNGjXZdCsmURBQMIrxm/PkSxL4ecicAxsfgVr8uFEfg7pSLyyUjJtq5GJYUjjocOAkpEjaZo3j0R5KUt/fzNFgwcz/PBDsTyw00XoTS9SNGQ6+aa1OKkhjDrqE3Ss20j7qvVUTYsj/oTQaOOh6pagyoahQknLojsoGfUZiocNIj14MEFHB9ICadskKxOEm5eQGHYAluWSbV8JRsZuh46DKRTQXhUiEjz39a9z8B238frtv6Bm4m5MPvJkOt5cTqZuK0Nn7UdycA1vPvgHgkx3v9DhY4BTUsKQgw4CoGLaNIQx6LaNyH1PZ/XfL9/mHaFjxXMM2Os4ikcfzNwf/QiAktGjmXXdr5j/56vZ5+TzKR9/AC0LHyLo2Ep282LWPXAl1bt/DYDWJW8y9xc3sdu5p+MGW9EddVCbp3LyZBb/5iaGHXooiepy9vrRD1l03fVMOf0USkcPJN+0BCuZRjgRdS8tJTng7Zz1V3/4Y2r23pthhx+ODkMG1VqUTRhPauDA7cSaQw8/jHSZS8uSbQsKcvX1KN9nw4MPktm4kXfTuXYt2Y1bSAyvIch2s++pP8AyDs3z38CpKGLKeSezcf6T5DMtTDzpJArNzQw77DCyDQ289qMfMWjWTIqHDmTRtdcy/bzzWHfffVheEeXja1j/wHOs/8eDsYOp4zDy6KOZeuaZ/ZPp/ybS9TB+Fj12DmvuuAgdxsLYcSf/kVxDA3tffjmda1dSOXUcufqFGFWg5PyTsFNV6Egx8tOfpmzsWPL1TZToGkZ9+lCMJ5h728/obt5C/Ysvsv+111I6qu/K9H76eb8RloVXUYHf1tbn8ndH+32QpCqqCXLd7H7598hu2kr7kqUkB1QzYJ89CYIs1g7cLIWQRKFPW2sDjY/eAEAdN1Ix9UgqpnyO5gULOPhPtyKdiGzdAkxUIH3G8SQqhiKcJN2b6pC2zV4/+hFdq9ZRZg1j/MnH0d1Wx4K7rsc4gqdPPZWysWOZdd21pAcO3OE52IlEnJe2A1F7v/isn376+TCz0wkdrrzyyvdcvmjRot7/v+SSS/7bzfnQI2wHlSvE7gjCoAt5KPIwCBASYRM7OmiFjgwIhZCSKJ/HTiXQQJDLYbkuOgQRBqhMbM8pHCeuwrAETjqB1AFSxk4QVpTG9qyejG6PKAgRxsJyNDqKiHIFEqkkQVc3iapyVCFCegmCXAHpeHFeaSGHSaTjyh/biRXjjkQHAZaMkIk0liqghAAZ24xaKQeNC9Jgu4CwUfkswrIwRsUKS6NAgLQc/K5OikqKEDKNLuQItMCRGsvxEEIhhCDMdpNIVyOiPFI6OOkEJgwRyRIkCp1pJNCVJEuTGAuM6XGf0CFKGxx0LLRQGislUUpgWQZpO9heAtPdgJWsRNgOUoTxd2NbmCgPssfxwWiE5SGNj8l1YCcq4uMoE2fYFjIYJEoFCOHE0Ru2RdDVkwNsFEoZbFciCAlDhdKGCV/6HFufvZ7u9fN775nWhfdQs8/xVEz79Adxy37oMEqhhMWmp3/XK3J4J5sev46JJ/+OzU88wcijPtkrQIhyOZ4960IGzpzJrGuuwS4q4vC/3EKueRVusc3oYw9i7V0XY3oqntuXPISdKmPkMVeSqKqi0BIPxvhtbegoYvLpp7P2b39jyzPPsN9VVzD75z+kYeEKNjz6FFYiwbgTTqB8xAB49ZdxvIkO+szMBCgbN65X9NAXW555hqlnnomdLCXs3EqUGEu+sR7bTfDsN76xTZ5joqqKva+6ghd/+z3cZBH5QtyBsRIJpOuSbaxn0pePx2mZR1jqsu7vf9/upbtk5EiKhgyhbfkyhsyZQ9P8+ZSOHNkr5Ijy2153y/EoGbErQXcLe3zvYqadey46CHGKS0hWV/fkNPfTTz//TaJgx0KHtz5XYb/QoZ//Pk6qlNr9vsi6e76/3TITFXBKSvrcLj1oEEF7O8WjRrLfGadgdBc6yFA0dBLSTRHmdnz/bnziCfb76Q9Yd8+3iXIdvZ8L22X3iy/D7t6IcVLIaccT2cW45RHTzj2ZXU47MZ7gTHh4FWXUPf8sQ8amERD/7W5YSsnI3elaN5fOFS+QHjyBbP32bhXS9uJouSCu2HGLBxC+w3Y7WTWSrg3z8Du20L4qR+XEw4hybXRunEvbiieQboqykfuQHjgJ2+u3df//Qav3/n1TwfbvjB91jGVj/Bw6UUL9y38GYueRsLsZAB3mqXv5DoYfcQFSCFAhxkiEjB3rdBBgjMCyNAaBiUKGHHQAXauepP6FW3uP07bkQdJDpzL8yG/HYnGtsKQTOwBKh6hQiGMQhSQqhNi2hVYR+fZO7FQRXjpFpEMs20UVQkxksDwbKW2ibA4VhXgVwyh0deNaKex0eRzzKEJSpR5h1sctL0H4iijfjQ4spBNhuQlUEGKERkhJ8ZBB+NkMtiMxxiLX2oSbTPZo6iOEnQDTHafu2AJjJCbMYEyaXFM96doaMBCGErtmDJYNyrLJtwZgNF5lJVH9CkzpcFQuR1Rowyutxc/B0ptuZurZZ8ftxkZHCkEsoIiMh5N00VEOYaVpX/8yxcNmYCeLkNpj+R9uZcrpp8VRmJbEb19Ltq6ODQ8+SO3ee5OudTHaQkQ+lmUTdTeQrByDbFuE7RYx77LL+MQ9d6DCDlzXRUsbK5Ekkjada9ai8h0gYrG+wWA5PbEa5ZWopkZUzQzW/f3vjD3uOFLTJmHa12MqhhIZTZj1McJBWIawu5vOFaspHz6eygFjePGMc7bto1RWss8vrtomz76fjy5CCAbPns0rF1/Mnt//PgaDHLkvDa/f36cQsmnu3ygZfQDScdBhSNfatbQtXcpeJ34dJ99IKEcy8jOX073uFTrXvYa0XaRL74Rdw6tzefgLc6mcOpWRRx9NzaAQr7yCKV//Kn7rItqXPUPllCM44u7bqHvqBrY8cfPbx371L1ROP5ri4btv06bGV19l+nnnseT66/FKi6maNpLZv72ehpdfZdPjT2GnUow78UTKBpXAG7/HKT98u/OqmDiRxb/+9Q6v05q77mKPy7/P/t/8P9785Y20L3v7HWPFzbcy5ewzSZfX0rjlFaJcjjCf542f/QxhWUw7/SS8dXex/1WXkusKGXHkkeTqOygdPYSpZ5/JpFO/RpQv4CSTJKqr4wm3fv497AQ6dNj01I29IgeAsLOLmr33xugc4LL54e/1Lmtb/CDpIVMYcsgFFFpaGPmZT/GPOYdiooi1d91N6bhx7P/tK8GWzPzFL7CSyf5In37+ZySrqph08sm88fOfb7dMWBY1s2Z9AK3qG8t1SaRKkUMsOps24k6qAcvBSicpqx5Ioryyz+2MAZWsoHHePe/aXwK7uIhJp5xA55oX2fLY25ESbUseJDV4F4YdfhEbH36YA3/zG5oWLGDB/8VzZmvuuJOBB+zPPid9B8txOeS2P2Gn0v/02fUqKhg4axb1z2/vAJysriY9aFAfW/XTTz/9fDiQH3QD3s2yZcu2+e9vf/sbf/3rX5k7dy5z587lrrvu4m9/+xvL38PaqJ+3McoQFnyEtMCY2B3BTqCNAaUwJq5EC/M+QXc3wo5FEMJ1UPkcILATFrZnIxwHpIVTUhRXQxuD9kNMEGIijQkDpJdAuh6F5iYQFmATFgIQYJSPDg226xD5PsZJxkIIXUCFIW7SxrIllueiojDOGtQmtuE0sS2ecFyMitDCQmJACKxUGr+jGx0qVLYbLBuBiypkCfP5OO4hXhWMRkgbQZzNihSEmTzNS1dRaG6ka818hFuM8kNUth23tBTHcyFR1vN2EiCFBhVgEqUYvxtRXIOTcjBhFkyE1AFKWxgRx3NIvxUdRECEznXG1TiWFQ/gRT6R8FB+HpWP7YO10gjXjUUaYT6O6MhmMVqjjYXwinlrPEZI1ROdkIjdMvIRKooHhlSQRwiDCkJUIQClQUWxy0MYYSeTZOve2Ebk8BaNr9yByjZt93k/2xN0dqLCAvmmNX0uNyqk0LYFtEZnOtj92xdvs7z+xRdpX7sWlWtHR10Q5Qk6trL+7z/oFTm8RZTroO7Ja5h08pe2+bz1zTdZ+tvfUvfMM7QsWEDQncEbUMWwQ/dnv1/+nN2/eyaVE2pg/q97M8pl8yLGf+GYPtvcvnIllrdjMYC040ziAeMPwisfSa5+M8W1lbxw9rYDiACFlhaWXHMD4w/5PIOn7EdjTxRG1ZQplIwcQdPcedjNc1FrnsZa8RcOvvHnTPjSCSRrakgPGsSUM85g1wsvZN5llyEdl/Ff/CLLbo4HgoRlIV13h5UgbnEViYoBpAfVUjZuHEWDB/eLHPrp53+Eei+hQ7+jQz//Y9JDp1C957HbfigssCTjvvC5PrdJ1daiVciu536Vhhevov65X9L4yu9Ze9d5NLz4O5yUYeSnj+pz2+Fz9mfzE7/YRuQAYKKATQ9fgRi2O8w8h/qlT7Hmrxew8f4rCNrXI2QXW5/9PzY//D3W3H4mA6YPxZS/bR+qOzZTvsscRhz9PUpG702qfATVUz5Fsurtyjtpe1RNPpKOda/0flY+7kC6Ny8EwElV4BZXk2lYARCLFrMttC5/vLe9OsjRtvIpOta8gHrHQHo//zrS9hByxzUFdrJvgc1HmbAQIVPldG9+c4frdK2bh4p8olwm7pP2FJ0pP8QQO5AJISAK0NqA6t5G5PAW2c2L6Vj5bBzxICwiP8AIAcRuEVJIEIAwKD9Ahjm8sjII8ihtUAWF1hqjDTrIx/byRiGkIOjuAjtJvqkFrQVoTVQwSNvGMvk46gF6JkgLCCExkU/3+nXYtiDK+3G7VIiTLCLMZrFcD7eoCDudJszmkJYkyBXIt7Rg2RZBNiTK51GimKaFi/DKynCLkugwiB0rKsfEwvqWZQhpY3kJpONiooAoU0AajZAiPielkZaIRRRBQK65FR0EdNe3YLSi0JnDHncIQa6NzKaNOEXVNC1YhOXUYLkOHWvWkdmyGddRDD14Fu3LH6Nq2i7oIECFIbmWjrgAYdiMWEhhNELnsMJusnUbmXn15ai29bjpOOJC57ohUY5bXE3bslWUTzqK4mEjWPO3+1GRjwry2Kkk2bo6KBtF88JFjP3cp3F1O7aXRBQ60EoTZHJxYYRl4yQshh12GLn6zYza+3Dmfv/S7fsora0s+tkvEWanGxLr579EuraWfX7yEwptbWgNYsgetK/sO+4RoHvjPCqnTOn9d75uK/bKB4lWPknU0UauoZGOVS9RPGw6g2efSufKR5l61hnb7KN18WLmX345QUsDQkS0L7+XZPUIiodOpWPFs3StfZmuddvnvbcu/AeWF8W/S+8gs2ULW198kTV330PrkmfJN77O8KOOYJ8fX8Le3z6d2qljYf6N4GcoGlC2nUtnoaMDae/4b1PJyBEkUkmaXpq3jcjhLZZcez1eooTNTzxB8+uvI22boXNmc9gfbsStexTTWYez9RmKBw2gbdkyVt72Z7o2NOMUl5GsrqBszGiKhg7tFzn8fxJ2d6PCgELLto4cTlEJYaYN2xPUP3fTdttltyyha+0LBJ0dqHw3Qw56O9a5c9Uqtjz6FKWDRuC0LcQi+q+fRz/9vIWQkhFHHcXQQw/d5nPpusy69lrad+Ce90EQdHcz99LLeOzo41BbMlTXTKTIGcAr51zM45/9PPnm5j6305Gmc8Pr232eGjwZv7UeowrUP/v77Zbn6pbSufo58o2NGBVRMnLwNsvrn3se3enjFZfhiQ6klNjJ93aocouL2fP736f0XfEUXnk5B/72t6Rqav7ZZeinn3762WnZ6Xp1t912W+9/Bx10EHvuuSfPPfcc9957L/feey/PPvssM2bM4MADD/ygm/qhQEcqzo6KAojyCMsiyGbJNGxBK4OwnNgaVMTOANISBO0dCBNgeoQERoVxNYwySMeGMIzjD7QCExDmsiA0Ggsr6SGlReeaNRhhYUmFtASWDYIQTAiWwCsppn31XNziYnQYDzoYHWB5DlrrnkFVhzCXjyMksrlYWKFBEBFkChgVogUIrZGWxEqlkbaFtC20UkSFHEZHIOIqHRWpON4hDDDCglwbUsaxEE7CQkiQdgXtq18BKcFOEHVuIcpHdG1dgcKhc8MWMBFCB5ggRFsOueYNSBu0AdFVh7EcTFiAIAOOgyyqRvmFODJDWnGFDhGWCdEqwgiJ7QoKra2gNcr3kSoAHSGUQroSY+L4EFXwMZaDlrH1qgAQOq6oQaOCACEMfnc3QoBTVIywBfVz52GMiV09EFiei+0Zmuf/fYf3TssbD8TfcT/viRAiHqx8D4yKCLNZhPYpG1XL7N/9rvfF0ikqomTYMKRtaHjpduqe/R068lGF7j73lWtYSeXUCdt8Vjx06DYZcUYpMg0bCAsKlE/bqscQOoLg7Sw2091A1Ygyhs6ZzbvpWrOakUd9aofnM/Koo7DyG1Gv3kK6cjwVQ8vI1m2NxUl90LZ4MYMmzqDhuZfRYcjeP/4xTnExW576CXt862z0xngyxmRbkW/cyIS90hx81YUcdOU5jN5/PEtvvpmgs5PKKZN56cIL8dvb0Sp2nxn/xS+SqKra7phRvpvMlqVseOAnrL3rEhpe/jN+R338HPTTTz//dVTgY+1Q6BAPsPYLHfr5X+Gkyhg466tM+vqfGPaJbzHk4DMZ/dkfk926lPTAasZ/6cTtthmwx+7UzpjOliev2s6xqXvD63SsfJYJX/o0U88+A6/H5rNo6FBmXP593DKHfMOqPtuiCt0E2TZW33E+HSueIcy0UmheT93TN9K56kUGzTqpd926Z36DXVLa+28xeFcsN8Xmx69j3d++y6rbzmbNn8/HwmXAtM8wYNdjGbDrseRa1mEliklWjWLAtE8T5btwiqopGjSZqqlHkdm6PHY4A4oGT6VjzQt9trV7y8JeV4h+/j0sr4iSYbv3uSxZNQrL/fhVS1omRId5jHqvSRQTiwuMQeswFhcIEEiklCANGI0R4JWU0Lr40R3uqXn+vZgwh51MIEX8Po4Bow1RGKGjEB0VEI4V90fDkDCTw2iFUT6oEOlohBVHIxoVAhFu0qKrYSVeZQW2CFF+niifQ/kFMBF2yuk5R43lFSETAitdQeubS8ls3YrO+wjLomvDZoSATGMrlijglZWh/C6EZcDxMErjlZaCDvAzGVA+ftbHdl2ElARdzT3H91FhQFDohqiADgKyWzdhlELWjo+jDVs34KbK6G5YC7bNqKOPQPkBq+66Cycl0FHE6rvuiaM+/AK59izCTuB3doMsRUhQ+RBh2ZSNGcVrP/o/7IQNOk/3unkMPnBf7FSqpz9iUIUs2fY8W557jSiSmM5NyNop1O69By2v/wGlItjwEmrLAlqXrUAU1RDlsgzcbx/S1SMhLFD3zDNopchseg2iAKcoTaQMqUEDsFyJbnqTQqYAMi6AyLe1xu/5WmN1rWf6WadSNq4Cv6WVsKurz3uk7c038dvb/5Pb+kOLViFhroMo28rYEQPjcZOPAemBA7E8j6YFixBeURx7sgNMtK0DYumwWkx3I2hF14b1KF+RrBlNw0u3se5vP6Bo6C4M2G0iM6/5JcXDhwPglpYy5awzKR83ChVmKRszg6Z5f6P+hT+QGjSB1iU7/g1rWfAPJp9x+jaf2YlEPC4WhlheEVuf/T1RphmnuBQj06AKoOLxNXvLM8y66sfId0Q2rr/vPkYf85kdHnPq175CWL+WdX+/b4frbHz0MWr23JOZv/g55bUe0z4xBufN30P7hvi6NS3HTTksv+UWBh0wk9JRVWx+5OesvesStj5/K3573cfmfvtXiQoZolwbY4fXoMMdv3cJ20b3MfFroojiwYNoXfjQDrdtWXAfA3afghAOZWNHbrNs4wMPofNZAieJtHf8TPTTz3+DZFUVe/3wh3zivvuYcfnlzLr2Wj75wAMMmDGD7tzO0w/x29upf+EFBu4/i9q9ppOuraBs3EhGfupIhGXR0RNT/G5UEGL6GPdwi2tJVVfTuujhHR6z+fX7GPuFT2OUwi3Z3pF3/d//QdS+BeNYWAnxL4nIigYN4qDf/55D//IX9rrsMmbfdBOH3303ZePG/dNt++mnn352ZnY6ocM7ueWWW7jgggsoLX17gK+0tJRzzz2XW2655QNs2YeHKNOFW1wElqTQVo8KA3Sk8Eqr0ZFC5QvoqICVSOKWlwAGKQTSS2Ank0T5HMJNYkIfITXa95GeTRSEqCCPTCQQjsFEcUwDKoOUAqVU7D6vIyQCpYI465cIo0KEJQkzjT3OEBodBGgtELaLkBqBxpICacWWooWuDNI2cQUNsQ4hymfAGJQOsGwLYQzSEZioACrESiQRJkMUZLEcG2F8VOCjoxChQmTDq1iug5VwcNMp3OI00kuRHrJLfABixwvLtck3riXI5mldtgojJCbfgcp0ooXNmnt+CNIi27ga46YJCyFGiFhEIiRGOugwQOgQ6SaxPRsT+hg0kZ/DSRahw1isEQYh6AiEhLCAdJNovwu3tARhKaxkz+SQVkTZdoS0UAUf0TOZJG2FlGDZHsLy0NogZEjVLmOxPRcVFCDKI20Rx1n4fU9MQ5wf3C90+Oe4ZWX4XXncsh3koAmJWz6Mmj33wLVytC57lPKJw5hx6XkcfvefOOKeu7BTSaJcG5lNbyAtF+2/98u8nXr75dUrL8crLyfX0ABA6Zgx6LCD9OBJPPqFr1Job4nzu4XscVl5R9OW3cWuXzqEQ266nvFf/hITTvoqh91+KxNOPAZEB6P6GARJDx7MuC+egGhfh8k0YVkKveklwmz2vS+UMjiJFAfdfDPFw4cjpI+TKMKEGYjeUS1qNKZ+EXLl3ciV92A6NmEnEky74Dzqnn2OfHMz0nVxUikmnnIKE77yle1e5iM/S8sb97PqT9+kY/kzZLcsof75W1hx82nbVT/0008//x2ioIDcQU5lv9Chnw8CO1FMonIYqdpxNM29m7V3XYKJApoX3MmII2dy+F/vYNIpJzH+xBM4+A83M+ZznybfvAqjgj7317r4UUzUjZNaxX5XXczhf7udva+4kKDtSaJs3zmzbxFlWmOx6rvoXPMKiarhSCf+uxZ2NWFMz3NiuZjykay790eofGfvNjossPmxa9CFLIWOrUjLpWjgLpSO2JOy0fshLIeO9a9SPnZ/ioftDsaQb3pLhCGQloOO/B22Ncx9PCcB/1OkZVMyYi9Ke74DAISkaPBUqnY5Ast974qrjyLScTBakRo0eYfrpAfvgjE2TiqNlBYq74MQyISHjgyW64DlxcJxRxK9x/0Z93M0JlII28HoWCRuogiVz6GDPMKSaFVAKYGwRE8fzkY68TCJUQUwAmFU3IeVgNG0L34UJ52KBfCmgCrkY8ezdBUSTZTzETpC2g6bHvoplrQoqqliwdW/Qjo2RkVxtKOtsWybKLLQYYhWWYQVCz2EZWN5klxTC66/lU1PPIMOA4zWRPkMbUsfReoOLM8DKWlZ/Rz2oKkI2yZREbs9GAzCEoh8G6JtLU5xTRxrUV5ElPMpHTUUy3Nxi5NYibgfHvrr6dqyEWkXka6p5eULv0vJyDEEXd0E2Szjjj+ezJYtPHfhjxCWB0DHygc56ObfIj0bt9Rj3b33gXRYdedfEbKKyE4CCqfII9ewktblzyGKqyHTTNDeymuXX4V0LKSTRWofy3Wpnj6d7JYltL15P2FQwKsoIlO/lZIRQxBSIt00whJYteMIWttwilIsvO5GZMKDMIMUBUqG70LY+d6/x9r/+LnWRH6G9lXPUvfS79n6yi20vn477SufItqB0P6jRqKqirlX/hxhuxSP2nOH6xUN35Ou9et7tykZNhBT6EQO2wuNjVeWYsBen6V6r+MIcx1sfPAnbHzwUlK1goNu/j2ffOgBZv/2agYfGI8vBe2bEZZDti52SpC2h/J33IdWhW4Gzty7998D9tyTth5n2+GHzyFRFVfetrzxIKqzlcdO/kaPbiN+wzBtaykJF3LEn3/HbheczZjPHcuEL3+JgfvtS/kuk7Y73uA5c7CiTjCCaAcFDBC7Csy49IeUZF5ELLwZs/kV2CauyeC3NjP8E4dRPr6YVX86g/alT5LdsoTGl29n+U2nkG9at8P9f5zQKiLftpn6ebez9eWbaX39dhrn30Gho67PsTi3pIQwG+CUDNjmc5nwyLes32GxDMRiikRlJQgfYW3bR1P5PALB2n9cQd3ztxJmO96X8+unn38Vr6yMsrFjGX3MMQydM4eiIUN2OjdWHYbs+YPvMOm0T1PIzKe7/mkyDU9Rs98QDrrltzscE9UqpKgP8bPlevgdde/53Co/Q9m4cVgpD9OHyCno7kblM6z8y7fI1S9FR333W99NsrqaqmnTGHPssQzcZx/SAwfGjmn99NNPPx9idmqhQyaToa1t+45pW1sb2X82qdYPAEIYHAeiXBdeWS2WY+EUpbCTHjry46iE0MeYECElRmssL16Wb23F9gTCEEdc6LDHZlMTZLpBWuTrVyBQIAVCxMpfyxWUjRkNUSYeLLIlRkX4nfXvsAmNKBq+G8YolNYIx0JYDibyiTIZolw3ki6EHU+EJMpLsDwXJ2WT79yK9GIrUKNBCo10bYQl0FphVIAKo3gwLFGMDgoIKZCuDfg4CReNhCCL7NqCsAxudQ1YAZ2r7ifoqIuFESrARCHCsUgNnAA6ZODMvUDaiGQJ+sWfg5AkqkciLIegqxlT6EKgsG3RU12iMFEWOynRlkNU6EIjCEMfZQw6yPZeV0M32bo3EbaFRqCliwkLGOVjVBCLI6IALA8M+F1NYAwd6zaAVkgngeV6IAXSEbEbhwmRtoedSoOJUIUMlpeKHSCkTfHwXXd475SM3htp71wvljsjsZ2kS+2+p20nJACo3vNz5Bo7mHb2mdi1o6ma/knqnr+FRGUFob+R5mV/JehsoHPNy0D8IusUV0GfUyBgJYqRPYOKxcOHs8+VV7L4uuuAWOG/28XnoYNm/K5u9r/mF9jJ2K4y07YJ690v10YhVt1HqvERpn/laCZONyRW3ozVvpz2ZQ8w8qh9mX3T7xk8Zw41M2aw5w9/yP7XX40O6skmJxNMPDm+n7oaKB62rY3au69RmM3SvHAhtueRrCpn40OXUTH5EDrXv46oGrPDbUX1BHY5/WuUT5zEomuuAWDX88+nbPx4Jp9+Osm+3BwybWx9dnvLRuVn2PzYNR+bQbx++vkgiR0d+rbGFT1CBxX+ax3xfvp5P7ESRYTZeHLUTpYQZlrZ+MAP2PT4d6icmqR2nwE0zf0l9c/9mqCzfof70X42nrDYvIitz/yczpUP0r3+WfJNazBaYSW2r7qJEdip0h2KTTNb3iQ5YHTPqjKOn0uUYM86O6783IEItfG1uygeOImuzQtofP2vNMy7g5alj6JVwIApR6H8DPWv3UbjgrspHz+b4iHTqdntOOQ/mXCXtveey/vZMbaXpmzkvgze71QG73sKQ2Z+jcoJh2An+o7c+qgjvRSZLUsx2qV84sHbLReWy4AZX0UIC6MDMPTE+cl41EIapOPFUQi2gzCKkpE7nqQsHr4rQkikBUFnB8Lx0CLuI1mehbR7+lpRAFIi0NipNPqtOELXQStF0NWIMCrOQxcgbJfK3Y4CFWEsj6718/DKy5FSo4VDGPj4HR3gxeKF7JYlhK3rqRw3PBZt2Aod5klUVlJo2oqVAIjQKkRaMp4Q7W4l19pG0LUOmUrilFYwbMYYLM/BSiSwbItc40oCP4fjQb6lA7eoivrFD+IWu7Qte5SgaxMAUb4Fe/AuRK//BS9ow3YNoJCOTXrQIATQsvguxp/wWfzOOoKujSDWYdkWdipJvqWFXGMjLYsXI4Qi39LMrGuuJltfz6o77mXggadRMelAslueoXRkBe3LH2H4EfvQuXYNbnExL57/Hbq2dhPJNEbHk6Gtbz5JaBchy4dTPmoYdc89h5TQtvR+bDtCWprRnzkSlW8jyrbRuvhOclvfpGTkaIyJ8Nu3IofsipWQtK15FSMtPE8z+thj8DtaoHw02kD3urkUDxnYk2G5PW5pKW7Jx+t51FFA++oX6Nr0+tsTqUaTqVtM64onPxZxRcnqaqZ8/WuEOc2g/U9BOtv/HSweOQNhpcnW1VEyciSzrvkJMmUhBk7BGro7YS4Td/2NoWLKYYw94ReMPOZSRh5zKana0VieoXPNIzilHrnWVTSvegavYihd74gNzTWsonjY9B22s2TMPr0jAgP22ouJJ53E8ltvpXjECCp2GYnlxv38oKsRp6yKYYfMIdICOejtuA2aV2AvvJHhAxuYeshQBu8znXX3ncfuF5/OPj+5gtp992XgzJnMuvZadr/4IkyuFZnZzIA99thhu2r33RfL5KGlb+cqkaog8hXjv/R5tj77m+2W67DAxgev6p9MB6J8Bw3z79gm6izMttEw7y9E7xC1voVl2yhfMHDW6fHfxh4KbWtoXfQIRcOm7fBYJSP3QDge6ICWRUu2WVY1bRqWFY/nti99Er+97j88s376+ejhVZRTvstAMvXztxHCF9rWU+h8g9p9+34n9UpKyLfmKR07c5vPsw0r/ulzWzxi91iYpDN0b9i+aGvwzH1RYQdg2PTwzwkz7y3u7Keffvr5KLNTCx0OOeQQLrnkEh5//HEaGhpoaGjgscce47vf/S6Hviu/qZ++sZMu0rNBmDgnNIqjDWKVn8GyBVG2FaPCOKtPK2RCYnlFBG1rsRMeAoMQEmEJpGOhoohEWSk69OMsUAw66MYQImyPyM/gFhUh7LhCTAWx80KibCBax5ah6IhEeS3S0hijyTcuBeMjhCDK5RFSYIIcJvIxOkSIEGPAhFlsrwhMiHQ8tjx1PTrKo1UIpoBAxgIINEblMZGPkBIVZJDSwkQBGkVYCLHHzkY2LSBXv4Js01qEnaBj+bPosICKMhD6WI6L0RFOSTX5tjUEmQ1xLIaKcHb9HLmGFVROOYywu4lU7VikkyDy2wgL3ShjI7JNSMtG5TrRYYGW1/+BsGwKzRswRqNVALYLAnSYiauGlI8K80jbAmkjnSRtix9EuKm4Mkfl0WEey0kQdLVQPnYoKsiidYh0kgisWByB6KkksmPRgzDYqVK0itBhDmM0ldM+0Vs1+E7c0lpSNTuefO7nbaRlkSgvY8uzCxl25GWUjN0Pp7ia9OBJDJ7zLUpGzUY6eaLcZoJCFqMVVVMOo33ti+SaVoHR5Ns3bvM9dK2bS8WUw/o8Xu3MryATxRx251/Y5yf/x+q77iIqFBh62CHMueXXhJllSCfB5ief5eXvfh+jBXailEz9MhhzIKJy1LY79Irx9jgBf/7t6MbloAJEtoXa/b5E3dNX0zz3ZwybM4jRx0wm6n6ChuevQRUyZBvqeeRLp6MijawaidO9hlE7yCqffuEFtC1bxm7fupBsYz2FtnUE7XUIy6Fh7j3IiUcgR89CTjgMOXh6b6ddlA/Drh1F5+rVvPbd7zFgjz2Yc+utjPjUp2LbUadvW/zM5sXEPzR9LNu0kCjft31tP/308/6hAn+HYrl+R4d+PkicdAW1+30RgELLRlK1sU2nLmRonns3ja/8maCzkVzjGtKDtq94fAuvfDBhprX336mB4/Fb44nF7s2LGXTAaX1uVzn9k3Stm7fD/UrL6bV0Lhm1F8LxUBOPJlDqPSsgK6YeTvOSB8nULe7dPsw007zoH6ggi+UVUT35SOxECULaSNujccHdFFo34pbU9t0WJ4mdKNnhMfv550jLwkmW4hZX46TKkDuI9Pk4EPoZsvUrwUQ4pXsw8ICzSdaOwykZQNmEgxj2icsIcwbp9AjxVYT2u0ArTBTEzgQSoiCPQWAAt6wWr2LIdscSlkv1HsfE61kWOuqMXQT9DBDF0XOqJ7oCBZZG6RCnyItjG3WEifIgBG5pNUorhONhtEFFeVLVo3DSSQzQtfENECEyYZOtX4ERAilDutZuQkf5WAgtJNbmJ9jt7G+AiLA8i81PP41TXE5m/bMINIXGlTjFlXFcjFEY1YGdrGL9PecRWEnsoZNwUg6JijI6N2wmVTOB9Q9djc434paWUzpiH6J8O0YX6Fz5PEJF6MjCTtgYpwg5aBomUQImIrt5MUKG2Ml0HKXodxNm6+hY/hxFg6eilU9282I61zzK2M9/nvqXXiBVU410bLzyJF2btnD43/7KpFNOIlUzmg33X0GqZhRtSx5BCIstT/4UJ9nM+C+eSNDZybNfP4env/EtogCQFhjFqrsuQRXV4Jg2xn/5i/idzaRqxqAQ6KBAwgspGhpP2BZa1qPDLH77GoQlsRIldG5ZilE+AkP3xheICpryGhs3LTGWg7A9Ote8gi0LjP7M0X3ek9PPOZNEVeV/7Z7fGVFBlszWxX0uyzWujAsxPuJYrsvQQw7BTtm0r9rK8KOuoGLy4TglA0gOGE3tfl+ndNzRqLzPYXfczowfX0jDS79k7X0/xpr+WTo3L6N0ZCXr7r6AoLOBjfdfSaFlA0FnA4XOzbQsfZigo4HSsfvQuvxxwkwLhZZ1eGW1SOvtvwEdK56jYvIhfQoOneJqiodNRSYSHHL7bQw+8EAW/epXTPjyCezzf5dQ//w1vW5BxcOmEeQjSkaOJMgGyF2ORJQP3WZ/Jt+BPWIG0bqXqZp6BFseu5xc3T2M+tR4ppxxHFHmFaLsBkTpYKh7helnnoboQ7BcOm4cJcOHE6kCYtA0ROlg5LiDkeMORpTFv8Vyl6MgWYTlFHYozsw3rdnGnerjiFYhnetfi90334XRiq5NC/p0dUhUlLLlmTcYfuTllIzeB6e4mqirCVXowkoU41UM3W4bYTkMnPVVGl68FekmaV+27B3LLHY953TQbxeDtC7esZV+P/18XLETNtnGRX0uC7PNCNF3JI/luCQqq7BLZlC7/zdJDhiDUzIAgYiLEd0UXuWw7bYTlsOg/U8i17QOITT1L7y6zXKnqIixnz+OjhXPALGILOhs+A/Psp9++unnw8tOLXS49NJL2X///bnggguYPXs2s2fP5oILLmDWrFn88Ic//KCb96FAyNiustC2mUJnC9JNIpxELGiwNUh6cod1bBlvNELG4gUr6aGjEGM0BgHSQch4QEgbMCrAKa5CqXidjvVzEZZDvmkdVtJCGA0qAgRGK1TgEykV768nb9XPNCOE3TMxKdE6omvdMxhtI1JlUPcGlicwWsZuCXaCINMST2FaHmVj9yPKdbDx0asBgTax2CJoXYmdLkargOzmRZgoiis5RCyEsOnCJCqRo2bStuQxLNdDFTKAQdouhaZ1iEQxZtWTcYyGmyI9eBeC7nqCTDO55g2ImomE3a2Ujd4rFhXYLsYtxkmVYICwYzMiXQlGYKfK0CrAKaqga/08nKIyILaPU0EBVWgjVT2SZPVIhOWSb9+In2lCG0GhrQ63pDpOs8h3goF80zqyW5ZgScg3rkQ6LjqKEFKgghxCyHiQTAiiXAdC0JuxLBwPgkxchVi/kpHHXErJqL0AgbBcKiYfytDDz+9TANFP31gJwdCD96Xu2bl0bSwhMeBTyORMkGU0z7+d5tduI8p3I6RDlOtEG0VUeLtjH2aaqdjl7cq25vn3kh4yiYEHnIJTFA++eZXDGHbkxRQP35VC8xI2PnAODS9exaijprLn905lyIGD2Pr0j0lWDiJVO54hcw7FhCHPn3EuxYP2Q0iLhjcfQY07GPvA87H3/DLe7PPxZp9PsPAeTOfW3uML2yXfsIpRx1xGomIo7UsfpWP5E6QHTWTQAaey9ZnfUjpuLIfc/juMBHvCYbDpWSZ//hB2u+AcEj0uCyWjRrH/db+idp+9qNljN5x0Eq80x8YHfgSAjnwqp34C3y+wtW49Gxc/Q2tBI2eehTX1OJx9TsMtq2XEJz/FYXfcwf7XXkvNXnvFecXvwXtnP0Ocq9NPP/38N4mFDn1P6Em7X+jQzweHdDyqdjua4Ud9l6CriaKhU7G87d0XolwnbnktXnnfjkU1ex9Py8IHAbDTFXhltRRaN2GnK6ieeADFVYMZ+ekf9A5cOUWVDDnkLKp2O5agu2WH7UsP2YVcwxrcsoEM2v9ktApx0qW4XpJkzdg+t7GSJTjFFQTdjX0ub1/zAkaFtK54ktJR+4CQdG54DekkCHPtVO1yOE5q28k+YTnU7HrsezhT9NPPv4fRGrd0AJlNL5OoSNK2sgXkniSqjyLXVEnQnadrzQOYKIhFDjrCdj1UkI0ny4xGh4U4akWAMRFCWAw55Cwqpx6BsD1AUDxid0YdexlBVwvSS4KKkI6NEAIhbYSIYrdCaSN7RD/tq58DFZGre7PHVE3E7odREPfVIhVHNRbimEaDIdexCYRFsnoU2brFYEA6LpaXprNh5x8AAQAASURBVGv9M2BCdGhTNm4mMl2BkJJEw6NIJ4kxOYYcsBfLbrmd9NBdiLKtOAkwSmAnigi6m2hbdCdOuozEgJE0zrsHo3VPcUKG4uHDqdr1U2gVsuquS9j67C8JM90M3PNEVJAhUTmMzY//iiizBa98CIoIOe2z1L16N377ZlrffIJE9QBKx46i0LyeAXt9luZ5fyM9aCKpqjEkK0eRq19B87y7GXLwPgw79EDStS6r//p37KIEQw/Zl0LnKnItK6l78gYA7FQ5HStfpHj4dNCKxlf+gFuSZ9jhcYFKZssWGl5ZQMUuPWJurVh19/eQlQOZ8Nmj6d60kKppn6Bz0xJM61qsskpSFQNwywYRdjXhlQ/GBAXqnvoNdroMv70eIyyCzkaC9g00vvFXTLISKWHFHef0RAQsRXgWu3zuYHa/8ByS1dUAcYX+z/+PIQfOit3pPkbosPCefSEV7Dx56P9NvNIyLK+Iiglj6NpYR8cam0T1J7FS+5NrAhO1seH+88g3vUL3hucJu5qIsm0EmTaiXAftyx4C4utZaF5HqnYsiQGjyGxdgp0sQ9g2XZsXbHPMKCxsU8xgVEjds79n5GcupWT03rGLk+VQvsvBjPnCVQjLZeP9P6L9/7H33tF1Xeed9nPq7b2gV4IACTawi+pUF9Wre4tb4kkyHqfYSRw7mZnY8XyZVNuZJHaK4y45ttV7l0hR7L2B6PXi4vZ+yvfHgUCCACXZ6uJ91uJaxD393LPv2fvd7/v7Hf4B3maZVb9zKzZfP4P3fxlHtANDKyPaXPiXXkohnmRyx06e/4MvUciUMJbdgHzJ51E2/gbq5i+gbvgo5Zd+gH7sYYLdl9Gw+bMYWonp/fcR23k34Z7rrZgdAoIrhD3+PFf967eJrreUHWSnk66PfIhLvvn32EI+pg49Ct3XUWg8j8Ej2xg8vJV8TQ/SlV8mV8zjbWmbTbo8G+ZZChPOFUy9TOm0GMyZFFMjVmHUGUg2aLx0PcNPbiMzHMAevRElsJzQ6hsYfvTvabzytwmt2jLzTgRP6xoWf/CvkZw+jHIWSXVhCwYBCK9ezZXf+SYud5nJPaeSGxaSyK9S5VzH0MvWO/QsVPLxBT8XJJn8+E5ctRHGnu/FFNdjj96A4u8kvOYGhh79Jo2Xf25Ou3W3rGbxB/8vojPA+NPfRvFEcNTUISoKgijSeNmlXPndbyOrZQrjR2ePZS6QOFWlSpUq5woLawq/Q3A4HPzZn/0Zf/iHf8jgoFUh1dzcjNN5bg1GXw96qQgIqN4a9FIOSVYwTINSYgRHuJVKegJRUsiNHcPdtBKjnEOyOTF1DUfEGpyYpmlNkosCkmJnfMe/Urf+Q2T6dyG7ArgbutFLecxKAdMwUDxhSlOD2ELNmKZpqSpICpXsFJJiQ5RkBFHCNAxExUbiyBN4W3qsgBUiWmGK5LFn8S1ag+Ktm1WalFQbpiBa56WVyQ7sQZQURNlOYOkllDMxRFFGdvpRXAHQy+jFLM7aJrRSHmQFSZRBUonve5BQ+zokXzOqt4b+e79Gx/u+AViSwYau4apfgtR9HaXpQcrlLI5wm2WFUSkw/Ni3aLr6C/hbe9Ce+mtsV3/FCi7bHIjFHDomsiRS2vZvCKvuRHR40NPTBJZdbuWUmBpmOY/NV4tRymEPNlLJxsiNHia4ohnF5iUfO4ZiD2EPtaC4gxQnTiL7opiY1kA61IRkc6BnJxEVG4IgzlQ3CQiICIKBaZgIst0aqAgSiAKZ0X147F7SYwcJdF3MyV/8Od7mHkKrtliZ4ye2ke7dTnTT+9625/bdhijJJA79EmdEx9u+GUFSKacGmdz2t1QyMXxLLiY7chB7pA3ZHSQ7Nlcq0NQ1JIeX8JqbmNr1S8Bk6MG/xtWwjPrNn8VZ10UlG0eQZMae/XfqL/0kroZl5EYOEtvxg9n9eFrX4GzopjDZS7pvJ5d959skj51g5JlttFx7M4aeppgeQwcctcso5lOI5RLSmg9gTB6FUhoCLZi+Rhy5BP33fp3wqi1WRZxeIXHkaXrv/jLBZZeT6X+OYuwk3rbPo5kyykW/i7b7JzQ3OGj42y+DPYDo8oJNRJJNsv33MfzIM3OuWxAVJJuD3rv+ePaz/NhRYvseYtEdX0MFhGIa1e0F92ufaHE1LD3rMmdd1zkrGV2lyluJVi6dVXVFnLWuqCY6VHl7UJw+QiuuxNO2BgyTxR/+O4Ye+mtyIwcBK7mw7qKPM/HCj2i86r8T2/lz0r1W1Z3iDlN7wYcpxE5SjPXhbl1Lw6WfJnniBVpv+lOcngDG7h+jZ2M4Oy9n0W3/C8PQMColivEhbA4H9efdSW54P1purrxozQUfQcunad7ye9hDLQiqHVFW0Z77JoYoE7r8j4jt+BmmPrft2EMtVPJnlyqtZGMIooRRKTC1/15q1r6PYNdlSDY3hamTpAd2EFx6OYIokxs/is0bxR5ssdQfhHd0XnyVdxGCbMPmr0dT7Aw++Od42tbjbbvU6jcnK0zt/LYVQBYlTAxESbJ0G/QKhl5BkGzWP9O02kCliKDaiG+/D8E0aLnuDxFEifzYEcZf+CHN1/0BgmmCYCm5mLpleYFukhrYid1bj1kpoQZqZ5MgtELGqrCrFJFUJ6JipzDZi+oJY2h26zfAW4NRKSCrDoYf/msaLvtNBh/+O2zBJmRnEKNSQrZ7ie34Z2rO+zT1l/4miaNPEFh6LfqL/wrTvcjeRmS7QftNVwISpVwKZ6CB8Z0/pu7i30Cr5Ki75FOk+p6n+drfQ8unMDWN/PgRyqkJbIFGDH0RHR/4a4Yf+VuyA7s4/p+fxd2ylpYb/4iaje+j/56/4MRPvsjiD/0N/b/4nzRe8dukTmzD0MoEll7K4P3foPn6LyLa3Iiqk8i6W7GHWzj+gy/QetOXMcKtgMnQA1+l/Y6vceLHf03Nxk9glCUEqUhm8CXCS6+hOKNkY2hlREUlO7Sf8Jobmdp1D2PPfIvWLR9lxX/7DKIqU0z24gitR3EHiO38L7TcNMfu/gpNV/93Qss2U85M4mhYjhysQ89NgyTTcfv/Yvip7xDf9xCB7suxBWo5+h//jcUf+P8op6fQywXCq2/g5M/+lKMnnqPttv+FKEpoxSyOmg76H/kWbVf/Ds1LFer/5k8wZSeiUcBe34IUqHkbW8TbgyC9sjWlKJ87xQ5CJYso6xTGHiCy5iIUdw1GJUfq+KOMPG6N122BBlInts5uU8lO42lZycjjlnXky+pllVyCfPwEAEYlj+z0U8nNTWosJQaxh9oI9VxPfCZRsjB+jP5f/E+iG++gfvOnKacnUVxBQKAQHyC06hpGHvsW2f6ds/uRHD7qLvkkhVgfbTd9Gb1cYvrA91j+uU9QiqeY2Lab+osvoGhkQLKh2vxUpvpQlt+EMHUCMEgef57a8z9knWdmiuTR5wituJKhp75L65W/jXbwXuwDP2PTb27B+IPfBLsXxeejUkhw9N9+n66P/yOD93+D/NipCbbc8AEc0Q7abvkqejmH7PRhZY7NT2iwBZvO+TG5IMjIDh+V3MKTo7LdjyAuELIXREae+htctUvwtF+MIKqoLgFD8+Go7eTkXX+Cr+tCWq77AwRRppyNI3vCJI89T+0FH6GcmeSSv/xjjFIRoRhDsiXIlyFx+MnZQwRXXPlmXXaVKu9aBFG24urmwolAsmPhgiyzUkRxeBh+5M8JdV+Os24RICA5wJRcuBuX03v3n+DvPK3dZmLI7giFWB9N1/wPDL1M1+VLaN/8TQAkPYXglTj5wP936vwkBZu/7g2/7ipVqlR5t/COTnR4GafTyZIlS97u03hXYug6lewU9nAzkqKSnxpA8URQvREMo8LUnvsILL3MspXQyphaGU0QkZ3qjH9wHrNSQpAVREnGNA1c9cvRcgkESUL1RS1VgmIWd9MatGwMye7BNEUMrWwlGIgikupCtrnQywWQFCqpCRR3EMGE8ed/wJKP/6MlUSqUiK69lcShJ4jvexDZGSDccx2mqWGYIqJeQnT4qGTyqJ4QJ3/2FRZ/+O9w1XZRjJ3E0MoovhpUdwgQKCVGqGSn8XWej6yX0Y8/CZ1X4F20iZOP/gM1a24k1LOFqT33kR3ah6Omg8ntd9P5kb8n2bcVb9MaSpkpipkRbN46nKFFZMb2E159IwP3/SXdt38Vcem1aKUMuYkj+Ow+hPgJyoIduTiF0LSO3p99mbZb/5z85DF8rZsQJBktG0fXy5gIqA4vhlbANA1kVwCtmEF2BbCbOqmjL6B6IvT+9Es4aztovv6PMPUKlXwcERPT1HC3b0AvZJAcbnKTx3EGm9Fn7rtRziOpbgTZhiSAYeqY5SJCqA2pkGJy/z203vAl8qPHiO99ANHmJrz6OnStiKRUPZlfK0IlT82GOzj+wy+Q6ds+b3l45RYGH/k7ajbciV7Jz/e7FkAQRdxtPXg7zmN6/yMYpRz+JZfgql+KrhVRvVGGHvobai/8CPGjT1B78cfQckmSh54EQSK08mokp5+Be75Gy/VfxBFdROLI05jaBI2XXIpkkxm5718QZIVKepKmqz/PyBP/ROM1n0cHhEiX5RssqVSKGUwEHNFFjL/w/TmnKjm81Gz6gJUApV0ImBh6hUI2iWPDx6FSQDR0NK2CrmeRDDeKJNBw2WfwLlpP8thziLINf9dF2AJ19N/zv+fdL1MrMfL4P1J32SfJHNhH3br3n3XQcCZaMUt2+CChVVuI750ruShIKvWXfgbxHKvcqlLl7UAvF8+q6CBIElBVdKjy9qPOqCap3jDtd3zN6p+VC2iFFCNP/hOlqQFSJ16g9vwPU3/pp8HQ0Et5FG8UV+NyvO0byA7uZfjRf0CQVbJ9uwguuRDPmg8hyCrF5BhCNo4o2zCMMoZZRBclxPQQi2/6IzKjx0gP7kV2+givvhHJ7kGvFBCw3llThx8m2nmpdbKGhhA7StstX2Xoob+lkrUmUCSbm8iG215RiUsQZUxDp2bNHWSG9wImhfgAhane2XWyowdwRBbhbVqLzV+PVFX2qvJGY+jYw80YvhoESSFz8kUyJ1+cs0rthR9DVCylPcHhwyznEQQVQTVnkrlNJElFK+eRZJXYwQcIr74OU9eI774PQysRXH4l3s4LqRRTmFoZ2R1CVB0YWgmjbCKI4Ip2UpwewhlpR8un8XdcTHFqCFu4BUG2oeeHMXUN2eFBdngxTRMtn8Lur50ZB4uIkkq6dxvBlddSd8GHEEQZSXVQnOrH13kB4y/8gMH7v8yST/0riQOPkDj4GO03/jGaXkaYkSN3hEMIkoygNCKLULd6C4XhvXgbe8iMHSa47ArGX/oBkeU3YOhFytlpxp79d9wtPYRWbkHxRmi98U/QKwX0QhpbqAWjmKEw2Uv9JZ9icsfds1LGpqkDJpn+nfi7LsS3aCO9P/p9Wm74EhPbHyW69ib0ch4tFwdTw1m/BEFSMCoFy87A0JnY+h2ar/8S2Yk+BFFCdvgQJJXQqmtx1Cwisu5Wxp/7HrUXfIS2W75K8uiz2AIBdG2C6eOW5HJ2ZA+OSAeL3v8N5JkkC8UVpJKNM3j//0frtZ+n/PTfIYYXIS+6BEOSaLryt2esNwXs4RbSvS9y5LufxrdkM/UXfZT0yR00Xf15Rp/+LrGX7qb+0s9gaCXqL/0MJ+/+E47/4n9Ts/Ym3BE3YGKKfkxnFOEsFlvvZSTVic3fQCk5Mm+Z4o4gqufGOMk0Tcs6oe8FfB3nMfbMP89bR5BVVF8dxSnLF10QZVRvBFFWrcId3aAQ68NZt4TiVJ+lPgNUctOIin3m3XtK1aBSSGJO9RJZdwuB7s1M7b4Xo5THv/RS3I3LMXQN1ROllJlAcQYwywXskVY6PvBXTB94lEp2GnfzSjwtPeh6EXu4lcH7vkH7bf+Txss/R+LgYxRi/YR7LkMQSyiql8zQLmzBVtRoB3oxi9kYQBBkAt2XM/TQ38y5Xq2YJrTiKgYe/zb1F38SqaOCqZUQRQlsLgwM0ie3E1pxNfnRQ3OSHF6mMHmCzMBuXI3LSBx6guiG25ncftfclUSJ5mu/MKtcea4iKjb8bedRmFrYlszXumGO1cnLyJJIzfpbGX36u6RPWkk4rTd9mUJ6lMiGWwmvvoHpfY8wffBxQiuvxdO6hszoXgJdF1LOxFA8YZCT2IJBCgkY2XUf6d5TkvjultUornP7u6lSZSEkmwt3w3Kyw/PtK0TFgeIMLridXsriblyOaepM77+P6f1WolvXJ79DLtFPaM11hFZdS3zfQ0wfeIzQymvwtK0n2b+NQPv55Kd6URUbZqAJ1dQRbU6mDh0j9tQ/o+VPKQXXXfQJxAVUCqtUqVLlXOFdkehQ5dfDNHS0QhLZE8YwNLLjR/HULkE0AdUBCJiVIqJio5QcRy7lUVx+Jrb9mLoLPwKibPn+GTrl1DiZgT34Oy/AU2spOBiVEqLqpJQcQsumCSy9lIltPyGw5GIUdwBDKyI53JiaRiF2EtnmopJLIMgquZGD+JdcglZIE1x2OePP/yee1nVIDjeCpBBedwuTL/6EwPIrmD70OOPP/juO2k4i62/HEW07NVFsGjODzAqSzY0glZEdXrRSBsUZRnb68S7aSH7yOJJWxOh9ErFpDSNP/TONl/8W04eeoJAYofHq/87ECz+k5bo/YPjJf0KQVZyhNorxQbRCGkGyYZRyJI8/j7djIzZvHcWpQQzFyfTEAF5vPfnYCUSbB59qwxFehDkwhaG6KSfHMHUNZ7SLQqwXZ20XmcH9eNvXWvfdGQQTBExUXw350UO4W9aguqM4wi1o+SR6IUWmbyeV9CSKO0QpM4ksSkhj+1HWvA9d15mRxEAQJNLDewgsvphyJgaiDUExMIwKJlYFQGJwF76WdSR6X2Bi990o7gi+7osxTZ1E7zO4G1chqa637+F9l6GXi8iFOA2X/xYjT/7zrBelIMrUXfJJ0r0vUnf+h6nkk6RH9xDq3Ex25DRvVMMAUSI/dRK9lMHd3oMgSBQz42R27Eeye6hZfTuRjbeT7NuKVkwxfewJ3PUrCK68Fgyd2O57yZzcjm/xBeilPKkTT2Dz1aIX0ow8+c+E19yEp3WNlbhgGlRyCRw1HQw//LfUXvAxRJvLSoaaPolgGtgCjTRs/gz5pZcS2/VLjHIe76KNBLovY+rII2j5BACNl/w3tNw0DneAYnKC3OhhME1ExYavpQf2/4yy3UO5djWT2+/C1bgcU68wse3HhFZtWdCTEqwgiSjZ0PIJEidfILTkytkq8FfC0EpMvvgTImtvpvna3ye+/yG0XAJXfTfBFVeSPPoMrvolsEDQoEqVKm8ceqWEpCw8gfByW64mOlR5J6E4fZhameM/+n18HZtouPQzlky8YkdUbJZCmWxHkBViO/8L/9LNSHYXicNPzvFDNY0KzpbVFCb7GLzvLxFEmY4P/zXxww8D4KrrRvDUIfQ+gyc/jadlCYJWRN/9feRNn6GYmyIf76ecmpmE0k5JpJrjByioUeou+Q3soWbLrkxWyI4fwt92nmXTtoAkuauum3T/dnKTRwl2XY6p63OSHF6mEOvFVbt0wcB6lSqvl/zoIVy1ixEUO223fJWBe76GXsrOLvd1XUxw2RUIsh29HEOqFKCQAFcYRJlKcgzZ6UOSVARRpJgYwV27hPiRRxBVJ+6OdQiCSH76JJWRXTRs+gRaIQ2mjqGbYBhomZhl5SirmJUiSNY4UjB09HIOV7gZvZRFcYcwDI3YnvuJrrmJ3NgRpJlkiezgXnwd51FOx5AcPjA0hh75e2ou+BCuaCeCKFHJTNF2858y/vz3MbQSgmyjkp4E1YmRznDih3+AKCt4F21EsrvRizmcdV2EVl6F11ePbur4WtaSGz+MaeiUMxPYg63YZ7zXswN7yA7smXN/VV8tnR/7NsXEMBPbfoy3YxMtN/6pdVxmFOTsbvRilqGH/47g8qtou+XPMA2Dugs/TG74ADZ/A7ZgE7pWIjt5jLZbvkL/PV+nFB/CEe2gMHkCxeUnM5bCVbuUzMBeWq7/IqZoMLH7LkJLrsIX62f8+f9EsrnxLt6Eq3EZE7vvnnOuhdgJCrETeFs3EOi4GHNGidE0DWRTw8jG0LMx9P65ftSCI4D92q/S9bFvM7XnAZJHnmLgvm/QcNlvonijdLb0YJSsavr4/ofJDu6l/Y6/YPrAo0ztf5Rk305CK65By6dQgk3Aa0ukfi8hqQ4iK29gYtfPqGRjs5/LzgA1q29Ftp0bMQAtnyQ30Yst3kdw3YcpxAZIHn5idrlkc9N83R8y9ty/z34WPe/9IMmkh3fjX7qZxIFHmHjxp7Td/BXSfS+hhupn1ZWyk0dx13WTOW3Mb2plKrkpMkO7qV33PtztaxAEkWJ6lMyOU+u56pfjjHYgObxM7r4b09BwNHbhkm2Uc3Gmjz9FYNFF6Lk40fW3UcklSJ98CcUdRNVKZAf2oDj9VLJTCLKdSmaCqV334O+6GEGUsEc78C46j8UfamN86w8pJ0awh1uJrr0ZyelHdgUZfe7fkW0eHNFFeFpXIxYTmPt+TshbC4s3MPDCj896b+N77sfVsIz43geovfBjtFz/JeL7HqKSieGoXUxo5bUo7vAb+G2+e1E8EYKdm5k+/tSp/psgElp6paVSuwBGpUhg8fnkJ/tmn9nC1BCe9h7ihx5GsnnwdG1EALITB0kOvEDt+g9imgKqO4yWTzP63H/iqFmEt20DNn8dtmAjouoktOJqHNF2itODOCKtb8k9qFLl3YIoKQQWXYiWT1Gc7p/9XFJd1Ky9E+ksKjW6biDEjtLxvm9w8u4/ne37CoKAO7qEyb0/R1JdeDo3ICCQnTpCcnAb4RU3YBo6jmALplah776/xNWwDHu4BWd9N65JS11Q9dVSc/4HyY8chlexDKpSpUqV9zLVRIf3OJn+3QS6NyPKKq5oO/EjjxDovBxRkimnJ/F1bEIvZpFUB5n+HQRXXE1gySUgiBiGhiipMzKUNiqZGIKsUslNozj9ZPt34WlfRyk9gb9lPaXEGI5oO4WJXtwtqxl7+jvUX/abCIKEI9RM3z1/Qcf7/48VfHB4ie97CHfjcgJLN9P70z/CBETFjrd1DaZhEFh2BaIoMbntJ8hOP/WXfhrR5sQ0NATRheKJoHiiiLKKaejkRo/gblyGKNuIHbif2jV34Ii0UkwMIqkOzBkpQUpZ8qOH6b3rj/F3XYTsbEQUFZq3/D6VQoaOO7+OoZdJHNyOIEqUkuMEV12DKKlM7fg57qZV9P3if+Jr34CpOJnc8XPs0XZkh4/s8G686z5AcXoET8t69OkhgBk1DInpA4+h+urxd26iEOtHkO1kh3bjblyF7A4jiBKYJlohQ2HsCM66JVSyp6TstEIa2elDVj1kxw/ibOjBOPwQwtItFCZ7cYRbMA0dWXURP/IYwcWXENt/P9FVtyAICrnxw9h89ZSmB8lMHCG8fAtTBx6gko3NBjpUby2+lnXWuVR5TRTzKdTQIhw2P0t+458pTg1glIsorgDpvp24W1ajlwvIDi/ehlXkYycIdF5K4thT1vaJIQRBIth1GbH995IbPzy7b1G2Ee6+xpLijfeiFVNW4LBlPUYhR9/P/5yaTe8H06R+82dxt/agusNMbP0RsR3/hWRzEFx5LZ7mVUzteYBFd3yNcnoCR20XjpoOKrk4JgbZ8X0IgoA92IaIyIkf/wFGpciS3/gXai/2Yeoa5WyM2IH7OF1+0jR0FHcAfdt3UQtJbE3rQHFCegzj+W+CXgFPDUrbRRTjg7Pytoo3+or+sKeTGz1AoP0CRIf3VdeVFAeO6CJGnvh/qL5aAks3I9k9FGN99N71ZSLrbjmnJFmrVHm70MvlWTnfMzllXTHfd7ZKlbcTxROi/tJPMXj//yG+9/45yyLnvQ90HQQILLkMxR0ktv8+mrZ8AVPX0XLTqL4adK1Ism8bwc7NtN/xNcae/i7T+x/F33EByZPPg2kwcehh/C3rcPpqEYsZDEFEbL+QyePPWFZoM9j9jZixE7N/i6E28r37SD37b7Tf8RckB7djaiUAMrKd0NKriB9+ZM77VfXU4Ip2MrHnv8A0mT7yGLXr3n/WpIjs8F6ckQ6kaj+wyhuMaRoMPfnPNFzyaWyBBhbd+TVKqQn0YhZ7uAXZ6QdRxijnELCUCQ1DRzZNBNFSF8Q0MWdsJoqpUTz1KyilJywLwPFD1oEEkcjy69BLOQRJxTRNBMFKKhYVm/XcmwYIkmX4p9oxTRN7sBG9mGXypbup2fQBZBN87esZ2/pDGi79JFo+TWl6mPEXvo+7dQ3F6WGiG+4gefQZSvFBBu/5Op0f/SZDj/w9zdd8nkJqgrbb/pxCvJ/wmhtw1S1BK2aYeP4HVvJFRSd1fCst138R0WYnHz/J5N578LVvAtMgPbgTe6AZgOz4IVR/I7LDgyPSTiE2vwK4fvNnAGNGpUAgfWIrxVg/Ldf9IQDJ4y9Qe8FHGHn8HwGYPvAI0wceAcDTupbWW/4Mo5TF1dCNVkhQSg5hmhrtd34No1yg+brfp/enf0wpMYbiCmH3NzFwz9fp+MD/YXznTwCIH30Mf/fFRDfcRml6xJowSwwt+DxIdg+OYAvpgR3kxg/jbehB9dVAeuzsz1AhAVoRm7+Ouos+RnT9LSCIKE7/vHUFQSA7uIfc6CECSy4htOo69GKG8ee+Rzk9aVlKnqMoDj+1696HXsxQKaQwJDsOTwjlHLMSmDr0JE2XfYbM6FFqNt5BdMPtlKaHZ61Qx174Prnhg9gCDdSc/2HczatID75EId5H3QUfpjBxnGKsj/77vs6i2/4CyeEmP3nUsgPte5HatXdSSo9TzljJRpVCEmdkMbnxIyRObsVV00ls371zEv8Vd9hK4Dr8CK6aLiIrbyA7so/85HFAwBnpwNe4hv5f/m/abv1zFE8U09AoxgeY3PYjnHVd1Gx8H5nBfYSWXwGxPnStSHjVdRjlPIKskh8/RCExgCjbqLvoYwiihCjZSI3sxte8DjVQR82m9yPKduRCAu2Zv51Vq9CTQ4iOwCuO403TmFVQHH/uP1DcYQLLLkdu30BxepD+e/6Cro/948xvs/DmfcHvAiTFgadpNc6aTsrZKTRNw+GvQ7a5zpp0Wi7mke0e6i7+BDUb7yQ/fgxboAHFGcQZ7SQ/eYzc2MHZ9X1tG9EKKex+D0alTCUbI31iK+kTW5l44Yf4Fm0ktPJaDK1EfvwY5cwUwaWXvkV3oEqVdxey3UN01Y1opSyV3DSGoOLwhpHtnrP+npl6GbGhB6mYpfNj36I4NUAlG7csBBMDeJvXkR7cQW7s0Ow2zpolKE4/kmKnEB8CXaM4NTCrMCSqTgLdlxFadR2VXALZFaIQ60NUq7HOKlWqnLtUEx3ewwiihKd5JdmBPfi6LiBx/BnsoVZMvYSJieqNko714fLXkRs5hFEpML71R9Se/yEriKSVQZQBA0wIrbqW9Mge3FFLkSC85iZEUcFV00mllCOx7xGi629DK6Qw0fG0ruHov/0WHXd+Ha2QxlW/hFT/iyiOAKqvhtGnv4u7aSWyO4BpaIiSgm/x+fT915+x7HM/sKwzChmMSoH2O/43qeFdhJdciWlqTOy+m9q17yO4/AoMvYxezOFp7UF2+DANDdnmQZBV0oM7UexeJFcI0VuHAZAZx1m3hPzYERKHniBx6FTmfs35H0arpHDXLGVq972Iso2Gyz6LIEho+TTultWIkkJxshfZ4cHbcR6mXmb8+e/TfP0fED/8CJpWRlBUioUMkt2L6q3BNHQEScHdsIzCxHFc9UutKviaTiS5kcSRJ/EvvYRSfBjBEJDtbkvyUFaRnQFcTSuov+SToNgpJ8dxhFsxjTIV1Y2QGkPUK4w9+++03vgnGJUiNm8dmZG95CePE1h8iSX2YJgUpgdwRjtxN65kcvfPcEY7qVl7B6XUmLWdrw7VE0W2v/qEcpVT2Pz1TLzwA+L7HgTA3bqGQPdlGHqJcM91FJNjyC4/o8/8K3UXfxzDqFDJJahd/yFKyWEMvQyCSH7yOOGlV6FXClRy08gOH7LdS3b8CM5wO56mtXib1mJoRUTFybEffREAf9dFuFtWYQoiYIIo03jlb2OaOqKkkjz+Aoe/a0lux166C9npZ9EH/gpJtZMZ2TPHF7KUGkPx1NB2658hCCKS00dyz10LXLWVFFNKDGFzRxHcUYypXswjD89bT3CFEc+QP6ykY9hCTZzNt9MeaUOv5AErmcJcYJ2FkGxOai/8KKnjL1BOjTOx7UenzkNSCK3aMiubX6VKlTcHQ6tgGjqSchbrClFEEMWqokOVdxyCIOLvvACBLzLy1L+g5aYRJIXg8iupWXc7pl7hxE++yNTOe+j4wF/haeph+ujjCIKEKNvITBxCECUiK29k+ujjKO4QrTd9GUFSEERxph9ewR5sIdm/naQg4K5bjuqtYfrAXLslUXEQbF2H9uy3Zz6QkVrOoyayFL2QJr7nfvzLN5MetHy787HjANSsvp1yZgJDq6B6whhahcl998yZSMlPncQeaKI4PTjvHhha+TUnIlap8qvgrO1Cdvjo/ekXKSVG8bavJ7DsChRPhEKsH++iDQiySjk9hmL3ga4hucKYlSKmAKZWIT2xG3/beWiFFO66bib3/pxg52YEUaaUHkdSHaieGkTVRSU1QfLos0TW344giSBZyXe6VkTQKzgjbSDK6JUiIIJpItld+Dov4Nh//Dbtt/8vhh/7Fq03/Snxw48iqm5sjgChFddw4gefZ9H7/wpRlMkNnarEFiQF2eGh756v0XLDn1jdXAHczT1kRvbginSRHd4/u37Ttf+DYm6C0rDVFiWbB9nuYezF/wRBwt+2iRSgFVLkRg/gaVpN8w1fYnLrj0gcfQYMHcUToX7zZ/C0rsPQCog2J74lF5E68gzl1BiSw4M9uojI2pvQShkaLv8cE1t/iJZPIkgqwRVXUXfBRxBEgdTQbsI911POWdY45dQY8dQYgmxDdQZpu+UraMUsjtp2TMPA07aW9NDuU1+yaZAe3AGCgKQ4ER0ua5xzJoJAeNm1TB18EL2YsTY1dUzTBMfC0s8AKA4Qrb6FKMmIrrOv61t8AWPP/jumVmb6wKNzl3Wcj2w/t+WdZZvb+ueOsnfvXlatanq7T+ktRXb6CC6/ilysH72Y5ei//xYIIrLTj1EponpraLnxj6m/+DesDUQZ0zDwtZ2HzdfI1J4HiK6/A1FWkOxuxp//HnopR9M1n2f6+JOU0xNM7vk5oWXXIsl2CtP9iJKKs6aLVP+L5McPY2olalbfRjkziV7O4wi1YmglYvvuxdBK+No2Mrn7v3DVdRNevgXZEWD8uf9k5OFv46jpoJyfppKL42vdQNOVv4Nx6acwDYOhB/8vudFD+Bdvou+/voqzfiktN/wxolxL7MB9s9ZXAMV4P6onSqBzM4XJY/ia15MbPUB6cCey3UekfinMJDnMMnmE4JKLyY0cZCECyy5DUp04IosoxHqpZKeYfPEns8sj624lM7oP06xg8zec8ypSoqxa/2xe9u/fz4oaD+IrxCsUd5ByapyTP/tTFE+Y6Po7UQONCJKA6q3FXb+cUnIYBAm7v4FCvA9RUqgU06BrCOJp0wCmQerEVlInLAuMluu/ROrENmRP5M2+7CpV3rVIqhNJdSI7Q+zbt4+V4ZZXTNqS7B7KyVFO/uwraPkUwRVXEtlwJ6LiQlJd6IUUNWtup5gYAdPA5m+gkotjaGXKmRiiqCCKc/dvlPPE91gWGP6lmymnxqnZ9AEkxfGmXnuVKlWqvJMR3+4TqPLm4oi2W/8xTez+RjAhfvQJRMVJYXoAW6De8t7UK7gaV5DY/xCpE1sxTd2q6JdVBEkhceRZkCRsniiS6mLk8W8h2V0gisg2LzZPBEEUQbAGjYkTz1r2C94IWiFNJRMjtPJacuNHSPVvQ7R7aLvlq4w/+28YlRLOui6rsswwWPKp71BIDluZ5YoDd3MPlfw0Nm89+akTZMcO4W3qYeyl7xNadR2KO4TkcKN4o2Qnj4FhEOi8BKNSpJKLo3prEASQapeCpGD2Pk3TJZ9AeNn+4jQC3ZvJTxzD0IroM+edGz5IMT6AaHNSs+FO6zqByJqb0UvWRGxpeojRx/+Z8NKrke0ejHKW1NAuSsUUzdd+Ab1SRhBFS8pKFNGLaRR3iPihJxBtLjyta8DQkVQ3Qw//HcgqnqaVFKYHMQWT5i2/T/z4kySOPYGo2EieeBHFEeLYT76E0XUNeilDOTmGXsyQnx4k1bud0NKryE/1ItlcpPq2YuoaruhitEKS3NghwsuupZgcZmLnT8lPHkevFEAQKaXH592XKq+MXkjPJjkAZPt3ke59EdkVpJgeBdFAUh00XPZZJvf8nNzoAWyeCEY5hyPSgadxNaZRwRFuIzd+hOTJrZRSY6QHXiIzvBd3TRf5yWOUkiPE9v2S6SOPYxSsoGBo1RYKiSGmjz1B4uhjlkKDYWLoZXLDBymlJ/F3XkjTNf8D3+LzCa68lvbb/7elcpAcnpPk8DKVzASiakcNNiHb3fjaNs1bRxBl/IsuINH7AkgSYvuFZ70/yrItGKJMzaYPnvapSfLwU0Q33jl/35JCw+W/RXbUCgTb/I2I0mv30FW8UVpu/GNkp2/OZ223/jlaJYd5FruMKlWqvDFoZavCXDyLdQWAIMnVRIcq70hkh4/gymtY8ol/ovuz36P7s9+j6ar/juqNYAvU0/G+b9By/Rcpp8aZ2vFLIt1bcNUvQ/XV4V90PtGeW0j2Pks5M0ExPmAl5JbzTB983JKRVhz4285DkFQwTbKj+ymnx6lZfbtV1RfpINh5KbXdV6Fv/w8oZRBcIZSLf5eKoRM/9gShtdcT2XgHrtpuvM3rQLAC4vnYcZK9z+OqXUo5O0X88KPEDz2EecZEo17KnVXdyFW7BFGpVgNVeeORXQFywwcoJUYAk/TJ7Qzc+zX6fvZlRh79e4oTJzC1IuVsDMO0lAnyY8cwBYFychwT8DatRtcsxaDMyD5CS64gcfwZ4kceo5yLU5weRi8XKMROIqoOpnb+AlOvoFVKCIJoJRbHjiOYBhPbfoSpV7B5a8kNH8A0DTKj+7AHG3HUdKCXcpTigxiVAsXpAfLjBzFF8C0+n0D3ZQzc+zUMrYR/6ebZa6xkp6m/9NMsuuNr2AI1jG3/ATZvLaZeJj9xbCaJ3Q+A4g6heMKUEjMJR4JAtOdW0oO7rL9NnWJyGHf9cgByE4eJH3kUBIm6Sz/N0k9+lyWf/C6dH/0mk1KjZUOnuiglh4iuvw3/kktBEJnacx9tN3+VYmqEZO+z6EKFlpv+hI4P/l8WfeAbOOo70I0y5cwkudF9pEf24KpfOkfdz9RKlNJjTB1+CNnlxxHttBQZooswKoX5X7ZpopdzFOJ9OKOd8xY7I4vJTxybTXIAyIweoGbjnRh2H5zl90lZciWC47XZTajeqGXxdwaizUX9ZZ9FOkcsGl4L5jmY3CYIIq6Gpcg2F6PPfNf60DTQctMY5TzFqT5O3vXHYJrkY8fJTx5BVG0Y5QKmXsJRvxh7uIlSahxDq5A6/jyKO0hhuh9XTRfRnlsIL99CJRsjfvQJ3PXLsQWaMAyD2jV3IDsDFKZOMrHrLvKTx1G9tRSTI8T23YMxo9SEoWMaGvnJ40wdepRKaoLpfQ+CIFB/6afIDO0kN3aAzNBuRMVmJXEpNpq2/B6NV/0uICBICvlRS868MN0/J8nhZcqZSStu5okiqQ60kpXYoBVT4I7Ma49GYhB3pBlHpH3evuyhZjyta5FUO+13/AXultWn7rkoE1p9Pd7O88mO7GN850/QCsk35Pt8r2BZ0r4ypmEwse0n6MUsrobluFtWUs6MouVTqO4QieNPU0wMU5juJ37sSRR3mPzUSTAqiIoNe6gJW3B+YpMj2oG7aQXR8+6sqrtWqfIaMYxXjy0aepmpPfdRycSwBxsJrdqCXkqhazlMo4JkczG57z4K0/0zceDtqJ4IiRPPIts9yK4gklbE33XRvH1Ldg91F34UQZKRz2J3U6VKlSrnClVFh/c4ijuEr+sCjEoBR6iVid13U7P2AwiSSHZ4N5Ldi98dwtOymtzIYVyNKxh9/Nv4uy4iP3UCZ6QDBBFfxwZku4dKNkY5n8BZs4gTP/5Dmq7+H7ibllPOTBJcfhWmrmNU8mDoiIpKy41/hFmpEN/3IJ5FG8DUMU2YOnAv3ua1NF37e2AYNF7x3xh69NsEV21BECHdtw37ypswjDKhni0UpvsJdm0mPbiLwtRJfK0bCC+7lmT/Nnyt60kNvIQz3I5RKZCbPIKzpotiYgR7oBG9nKeUHieTSxC+9POUnv02wrFHWPL+vyS2/1GyI4eQXUFqN30QyeYETCr5BM66LvJjR4nt/Dme1jW4Lv0Mo1t/RN2FH7GyoAWB0lT/rF9pbuQAx3/4B3R/9t/Ry3lESWb6xLM4Ih34W8+jUkwhSBKmbiBIKuPbfkLTFZ/DKBcxzDKiaUN9uerdNDBMHb2SRyxlSPY+h6mV0LUSkt1Nfmgf5ekhTK2MYepkBnYQWXMTY8/8G4GeLQSXXkr/vV+j5cY/Ri9lsfsbSA/twteyjmJ6jFJ6HK2QIrz0KmSnH1OroJUyiJKCdEblfZVXJ923Y87fviUXE+rZwtThB+dURdp89URWXM/knp9TSp1KjPC0rMfTsILs6EEkm5Pw0qtmLFpkyvlpDEPDXbcMvZzDueYOTL1C8sjzVpWozU6y97lT5zKwA3uwhenjTxJeeg1aIYVWSuJuWoaneRWZvl2IqhO9mCY7unAVBkB2dD++NjeSrwZfy3ps3hrSQ7vRSzlsvjrcdd0kep+3lK8Ng0ysF8+6D6Ht/qllVwEgSsjLb0KT7IiClZThbu5hYtuPrSpZWSHccz2etnVMvvhTKpkYzvolhHuuIz2yD62Qsjwql1yOpL72zGS9mKaYHaP1lq+AYQACpqmTGTuAPpTF4W9Efg02GFWqVPn10GcSHaSzWFdYy5SqdUWVdyyCIKB6F65mswXqsQXqKUwNMHDv10gdewFv21pkd5Di2Em87esJLbkSrZCinI4xvf8R9FKO6X0PIdpc1F3wUZRQPTU9t5CbOEoxMYxWSGFoZWzeBtIT26iITpy+eqTzPoVhaBiqE90w0ApJwt1Xo5cyJE48g1Ep4K5bRnTVTYBVYVSYHqAQH8DUihiV4oLX4Ay3U84nEeJ9mPqphCPJ5sZVu2ReVZJeKaKXc1Ry00iKHdnuQ7K7rYnjKlVeI2alyPTBR8+6fGrP/TRf9weWd7GpUUqPMb3/IWrO/5AVHA63IogShlZCtnkwtSKpgZeIrLwBUXFQyScQRBlBsCb3irEBIutvI3XsOXydmzC1MoIkIYoySDLJY88TWX8bomLH3bQSUVHRimkEWaHhit8C08QWaLCS+2dI9j6HM7KY0OobCa++CaOcx920AluggVJiBEm1gyhTSAxAwrLIEAQJE9NKuChliay9hdEn/wl3cw/F5PDsvp2RxVTycav/O0NqxgYnvOxasqMH0MsFiok+vE1rkf21CIKIruvk89Z+TEMjPbgb09Dxdm4ksv4WjEoJUbFRmLHBKSWGKJ1hJ6H6G2Y/K6VGmD7yBJGVNzJ14IFTk66Ap2kNznAbkupACrchCjL52PGz2lOoniiqO4Tqq6OcOmVJ4Qi1kjht/AJQzowj2VzY/HUoF/wWlW3fgdKpRAipZSPy4s2veQJOdvpo2PwZ/F0XMbHtR+iFDL5F5xFecyOqv/Y17aPKextBkNCLWUvJdAEqmRiV3BTpwR0El1xJ6uQLcywmAbzNa2eVB4MrryHR+wzmAh7pIy/8G/XnfRxBtmEKlvqSqZdn1FBNMsN7Kcb7T52bpCDaPdSsuQOtmEZSXQgI1F36aTwtq0gN7Zz1ec+M7MVVu4RyZpx834sEOy7G13k+erlIcNnlxPc9hKDayY0fOeu9yI0fJrj0KkqZSZzhdvIT1rrxky8SufBzVLb+y5z2yPhBWm/+Mqnj20gcfhIwCXRvxtO2HtVbiyjbsPlrabvlq5STY2jFNKJip5AYZPro44AJJqT6thPqvnrW1q7Kq2MaFdIntxPZcDuupmWMbf8+sitIZMUNTO2/D2/LOlRPFEGQqBQSCIg4w+1IDj/xgw/jDLXQceOXSJ7cwfSRZ0EUCa/agqd9A6VsnMSxxwgsvgSlec3bfalVqrwnMMtFUseewxZsomnLF4gfeQRDK1G74SOYhk4xMUx01U1IqhO9lMXQygiChLt2KbIjYM3jLL2Cuu6LCSzayOS+h9BLOXyLNhJceS2S00/2xNMYRgnFdf45bwlUpUqVc5dqb/IcoBDvxxlZTGZ4F7LDh6EVME3LM6+UHGZy388JL9uC4goQ3XA7+aYVlFNj5MYOoriCKK4w2dhRQsEGUgM7EGWV+ks+zfEffoHJbT/GFv59tGIGAYnC+H78refhbV7DxO6f4a7txtO0mprz3o8gSpZPql7GNDRS/S+S6n8RAHuwhdYbvoSo2tGKKTwNKzFNg/iRR6ldcyeF5ACCpKK6IxSmTpLq346oOvE0rqKSTwCmNaCcqdRO9W3DEWrDEWojPfASssNPIX6SiXKO0EX/DUnXMCtFaje9n3I+iepvRHUHqeSTCKJEdvwwdRd9nN6f/jFgkunfxbHv/y6tN/wR5dQkoZ7rAZjYfhct13+Jwfv/D5XsFJ7mlRSn+tHyCVy1SynE+ynETlBOTxJaegW2UBNGpYQgK3haVjF95CkCSzYjmgKS3UMhdpLwmhsxykUyYwfwNa1BkGQq2Rhg2ZEwL6gsUE4OE1pyFbmxI7hrO4kfeZymq/87omxDK+cQRJns6D70Sp7QkisQZZX44UcRZBuFqT5Ud8QKVpsmhdgJRFlFeY3VMlU4I+AmEN1wO1MHH+RMS4ZSapTCdD/OyCLyp3luW1VSE3gaVpDq347hb5z5rgXsgSamDz9C6bTgoLt+BcHllxE7+CB6MT3nGIZWwjR0gl2Xkeh91pItnEG2+4iuvhVBUtGLKV4ZYbbSSVTsFKYGUD0RxEATldwU47vuAtNAdlrWM5mxg2jhNvyX/HeEUhZMA9PhIzV2BEcpQ/LIo2j5BDZfPc3X/b5lj2MaVnC5cRnuhj9DL+Uo5+JMH38Ko5TDEW63Btm/YvJNORujnBolnhpdcPlCwacqVaq8cehla3JVPIt1BVQVHaq8+1FcAQJLN5M4/CTpk9tnP5/e+wCdn/gnjGKe0cf/H45I22wFt1HKMfLUP9Pxvm8wffxpSxZ61Y3kJ09gmiaiJOPt2IikOsjEeslPnSSy4noKU73Y3FFE2WZNbGolIitvJLbvl2THDpIdO4js8OFtXkvyxLNIqovIqpsYf+lHnNkXke1eq3+Yj1Oz5g4riTjehyvaiatuKXoph+I8VRGklbJMH31ijm+sqNipWXMHNm/drNJZlSqvFyswK6C4woiKHTOfQHGHKE73Yw+2WOp/kkJp8jjJxBDBzkspTg9SykzOeCOLVkV2KY/s8OJuWolRKWAL1JMdO4SnaTXF5AjuhuWk+rdTe8GHqeQSIIDiDKIVy3jqVzB95DFkZwB/+wU03/AlJNXJ6VZr+djxWasYgIYLPsXiD/41xekhkCRMQ0NSbBQTw9iDLRSm+7CH2gCYOvggtWvfR3Zw37zrd9V0kps8geoOz+m/Tx97EsnuxVWzBJs3iiOyGEmZr0wIVh/3ZQWXzMheMiN7AQjJV73yvT9D6LOYGMQwKoS6r4GZJA2bvwHJ5pk9tiBK2AL1SHYn2fGD8xKrBFHG17YR2e6lpudWMiP7yAzuwtBKiDZr0vZMClO9FBODhLquxHn1n2AW0lDJI7qjYPci/ooqDIorgH/x+bibVmDqOpL97L73Vc49BFmBV02cEZCdAQSBeUkOAOnBnURW3mQl/4ni2ceZpk45PU4udoJg16WkTjyHI9JhKWuWMniaevA2rQYEjEoBxR0mO3qQzNCuU2ciqYSXbyE7vHdO4hCmgVEpYA80o7hC5MatfoEgSkQ33El+4gTCa0gkKKcnEAQR2eFFsnvRi2nK2Ukm+7YRPO83kEwDCQFdcVAp5ynHB7DXtFEbbsTQKxSTw+Qmj+CILprdpyirJPu3Uc5MLHzMzASGXq4mOvwKCIKIINvwd13M1CHL9ky2eyyFWJsb2RHANHT0cgZRVCilx8mO7CO84nrApJSN4Qy1Emhfi7/rIkxBIjWyB0EUiR+6H4BiYhhvNdGhSpU3BlEEBOou/jjTx5+eTSAVJQnF7kPz1CIq9hmFGwFTrxA/+QKOYDNaMYmWn0ZHQAw04dKKtF37PzBFmXxikMzIXgRJpTxj32YaGkK1n1OlSpVzlGpv8hxAUt1oxRSmruOMdFCI92HzRHHWdJIe2IFp6MT234urtht3bTeIMqoniqFXSPdvJ7jkKuyBxpl9lNH1Mrnpk7Tf8Rdk+naQnzpJJTtFaMnlJHqfouBvxBlswSjnyYzsxeavJzO6D4+yHm9TD6n+7fPOUS/nkBweSslhFHcY1Sda5+mrI3HyBVx1y6zBW6iF9NAuTL2CUc6THthBeNkWyulJgh0XkxneS2jpFWT3HcDffj7xo08SXHyx5Rc68BLlzARje39pVftIMqauEey6HEEUKGfjiLKKp2k16YEdFDNjtN3254w99R2K8UEESUFy+pHdQRzRdvRyHkMrMfTQX9NwxecAAXukhcSBx/C0r8U0NEuWM3YcvZy1LECOP4OvdSOCKGPz12OaJoo7iGlUwDBI9r1ATc/taNkE3oaV84LH9mALpfQY9rAlFRh76e6ZynSB+NHHqL/0U2iFFMV4H6XkCHUbPoikuihMWZPqNm8tieNPI8o2anpuwzQqFBNDJI4/PXsMZ7QTm7cWUVJ/pSr6cxnvoo2MPvUvADjrOilnYpw5sfAy2ZEDhLuvmpvooFcoTQ9guiO465YRP/TwbOdXtvsILrmMVP9Ls0HP7Oh+ZIcPeSYAcTqCKCPbXCR6n58TJAVLfnJy98+o3fAhDETc9ctJHHtywfN01XbN2rsIooirrovxHT+et56WTyJKCqq3lsJUH4WpPgRJRRCE2Wvwtp2Hlk8AVrLH2Ivfo2btnTjDc+UuJZsLxRPGHmgETARJRfo15LNPn6A5E0FSX0NAq0qVKq8H7TUoOoiSVE10qPKuRnZ4abzyt1H99cR2/hdGuYDsClCz6YMoDh9TR5+j/pJPIioOBFk5ZXFl6Jy8+09pvOp3sNcsojg9RPLEMwAzScEKRqUEmAQ6N6OX85SToySPPzN7bGekA5u3Dl/beSSOPWV9Fu2iMHUSsPrVejFDdNVNJHqfs6SqBQFnuANP82qmDjyIXsqQGz9MTc9tuOuWkRs/xMSun2EPNlHTcyuirFqKTcN75yQ5ABiVIuM7fkzD+Z9EmUniqFLl1ZCdPoIrrmbs6e8uuDzUcz2V/DSSpIJp9edcDcuQ7G70SnGm4vgKSslhPHXdFOID2Hx1VNLjTB18CPPlvrPDR7DrcgypjD3ahmz3UUwNk+p9AX/HheRjvdaEvduJzVfL1OGHCHVfw9S+X1K34SOUUmPolaI16R4fRFQduGqXLDjJ6Qi1IYgSijtMpZgiO7IfQVYRJcuiwhFsYfr40wiChCPcRmGqj/GdPyay8TZk1Y2JQX7yqLUzQSQfO0HN6lvJju7HNE5JmOvFNOmBl6jf9PGzJjlYu5ARRGnOts7oYlRvDa7aJaQHdy64neqLorgD5CePzX5WTo0R2/dLBEnB13oebmdgnpqCKKso7gh16z9E/MjjFKf7AUvFLtR9FYrDb30ndg/+tk14Glbych/fVbeM9MD8uICpV5CdXiRPDXhqznqtvwqy3fOG7KfKewvVHcIebEKQ1QVVHRRvFNPQcNcuJTN64Kz7yY0fwdd1sfXHTMLVQshOH8UZ+4hiapTs+GFq196JVkgTP/zobLKQZPcS7r5mnsWkqZeJ7buHmtW3UYj3nbZEAFHCxBqbZ8cs1UbT0En2b6Pl+i8iIFiqD2exKXU3rCQ9sINg56VMHXqI8LItZAZ3kY+doJKLMz2wk0DHRQieWjJ9W8kM715wP8GuSxFP+50QRAXZGThrooPsCCCK1Um5XwXR7qH2/A9RTAyc+kyykR7eY6ne9m0lO7J/9jm0+RsJLbuG2L57CXdfTSExSPz4M5Szk5h6BdPQkZ0BKvnp2f2pnoVVzapUqfKro7jDBLqvQPGE0YdOKeMYWgXTNLB5Ikzs/OmsFZhk8xDsuozMyF5kVwDVU4Ohlxnf+wtE2YZpGrOKfJEVNxA/+rh1HFfEUp+uUqVKlXOUc6IE5x/+4R/o6uqa8++aa66ZXf6Rj3xk3vKvfOUrb+MZv7HYvBHSw3twRhfjql2KJNspJkdx1SxBPq1qPzd+iIk9d1MpTiM5fDgjHZQzk6T6t+GqXTrHy7cQO05mfD/+7s0oDp+lOCCICKJEqvc5K2NcEBBEGaNSpJybwqzkkR1+vM1r57x87cEWwsu2kJs8hiCrgIAgSKQHXsLTsNKSD/ZEwDRJ9b9EZMUNyDMTmaZeQZAV7IEmBEnBGV2MXsrjCC8iceJZgosuIHniGUzTwFW3bPaYlvqDSXT1rRQTQww/9y+MPP8vjG77Hu665Xia15KP9ZKLHaHu8s/S+bFv0f3Z/yA7fpCJHT9ifNePKaaGab7mC5RTE0wfeBTFGyJ5ciuO2sWkT2zHKJewh1qIrLyJ2nXvpxDvJ7jkcjLDu0mceAZX43LsoWYKySFK6QlM08AZasc0NBRPiMkXfoxpmCjOAKJqKXCIso1SahRP21pKyTEar/gda7toB5LqRCul0cv5mXtTRi8XECUZ2eFHmElgyY0fJjO8B0SJ5Mmts0Hxl8lPHrMsCs4id1xlPqo3SmTdbYA1WW9oZ793pl6e1/nUS1kUdxjJ4WXq4FyJWK2YIrbvXvztm+Zskx7ahadhxbz9u+tXWIHSiWPzlln7S6OXstg8IZyRjgXVElRv7Uzl2alkDcUdwRGe78Mp2T0IkkKwa/Ns5rCpl2evwdd+/oKB4WTv8+gLePoKgmj50Nm9v1aSg3WuYURl4SQdb/MaZJv719pvlSpVXhuvRdFBlGT0SjXRocq7G8Udou7ij9P96X9n6Wf+g7Zbvopulhh98XuEe7aQHT5AORtDdvrwdZ7yVTUqBQbv/z9MvPCTmWpxC9PQZyY6rPevI9hMeuClOcmRAPnYCdIDL+EItgAgO/w4Qs0UTpO9No0Kyf4X8TSspH7Tx4muuhnJ7mZyzy/QX5afNk3ihx/B0MvWu9rULf/xmUlSvZQlPfDSgtdu6hVKyZHXewurnEMIokSw+3JsgYZ5y1wNy3DULsbQSugzz6BpGij+GhzRRdj8deiVPJgmijsMgCgpGOUc08eenE1yANAKKWL770UQRLJjB5g+8RTO2qXkY8cp5+LYAw0o7hA2Xw2CrKCX8wiCiFEpUslPI6pORFm1koyyk+jFFM6aTmssOausJ+CMduJpXgOCiF7Okzz5PIZWsiTmZRvu+uUIkopRLpDq327ZPtR0gWkyffQxYocfQLS5sIes/nUpOYIj2Eyqb5s13j1tnC7Z3ER7bnnFZF6w1JJcdctn/7YHmnBGFzP20g9wRBYh2edbtznC7SjOIKonij3YOm+5pDjxNCw/q2XEy2P1aM/NNF70mzRe9NkZxZfaOdsI4tw+vrdl7dnPx12dZKvy1qB4ozRe8dvzF4gSjVf+DtnxgwiyijETY1kIo5LHVb+U5OGncdUsWXAd2eFDUp04gq2UUmNIqhNRtmFoJWv8f1rsRS+mmdj9M3xtG+FM5RPToJgYxuY/9TvqjHRQjA8gqy7SQ3MTEEqJQRAF9HIeZ3jRgm1L9dTMxtNyE0dx13UzuefnSHYP0Z6bia662YrLySrjO36Ip6kHyTY/ecgRakd2zP2NEmUFf9vGs947X9t5iHI10eFXQXUFCC67Av20956hlXDVdpMe3El2eO+cZJtScpjpo0/ib99EORfHGVlsqfZUilZ/T5Bm7JH2WxsIEq6arrf6sqpUec8iKTYi626ek4QKlkWRpDqI7fvlbJIDgF7KENt/L77WDWQGd+NfdAGFaauIzdBKs0kOjvAi9ErBej8JAp7GlVXbiipVqpzTnDOpXosXL+bf/u3fZv+WpLkD9TvvvJPf/d3fnf3b4XhvVLKbhg6SHZs7gqGXKWcmsAebmdj9c+o2fpjw8i0UpwfJx3oRRBlX3VKc4Xb0Ygp37VLyE0dx1XQyuftn+NrOwx5spjg9CICWTzB16AFqVt9Oqm8bmeG9uGq7yY7uJzOyD2ekk/zkMWSHF6OcR1TsxA48gDPcTmTlDWCaIEqUkiOUUmNUsjEUuwe9lLUCO6LM5N578DStAkFCdodw13UzfewJvM3rrcoM00SyeQkuuYyJnXfhbV6DqDjwNKxE1wpkxw7iaV6DKNvxt2+yKlkGdmBoRYJdlzN95DHKmcnZ+6WXMoxu+w9q138AX8t6DK2IKKmIqovcxJE5FfKZoV04o110fPhvkO1uJvb8F5gGrkgH2cF95MePE91wG5I7Sqr/RQqxXrIj+/A2r0X11mDoJVRflMm9v8DXdh6YBp6mNZimTvzIY0Q3vY/+n/85wZXXElpyBbF991DOTOJpXEX82BOEl12H4vAy+uL3iK68CdVTQ37yxEyljEV+8jiu2i5kuwfVW3fKB1aw5FeL06eywE8nP3mMQMeFb/wD+R5FdniJbnwf3kUbie97EJuv/tRA8QxUTw2VfHL2b0FScNZ04Qi1ET/00ILbmIZGIT6APdgy+50Z5fxsAszLOCOL8TSvQSumOZuiBFgTF3Z/A+VKhciKGyjET5KfPA6CiKumC8nmYurA/URW3HjqGm0uwsu3UEqOWG1Ir+Cu68ZV200+dgLTNKjb8GEyw3spJUeQbC68LesRZZXY3l/OOwetkMbUdXgT4hqy3Uvt+g8wsesu9OKpjGlXXTfelnWv2du3SpUqvx76a1F0kKvWFVXeG4iSguqzqo61YhBEEZu/gdzkUex17bjqujEqJUJrtuDvupD43gfRy3n8XRfhW7QJyeWbtXabhyDMS0h9mcLUSQKLL8a/6EJUbw1TBx48tZmkIioOyqkxErkEUVeQyT0/X3A/WjGNctpkoyPchjjTdk3TmCdHfzqnV/9VqfJqmIaBVk7Tdtv/InViK6mjzyJIMuGe63E1Lrfajq+OQqVAdmg/ntbVVPIJMmOHcUUWYfc3opeLuGq7SfVtxduygcSxJxY+ll6hMHUSZ7QLxeHFNA0c4XYEIH7wYbwt60CUEWUVd/0KypkJFHeE9MAOPA2rSA/twtdaQ6pvG5LdS2zfvbjrlhLtuQUMHUSJYryffOwkjlArRqWIVkhjaEV8bRspZ2MUpvpwhBdh8zdQSg4T2/sLPI09RFffOrsPUVKILN9CKTlMZmQfvtYNTOy6m0Qph69146yNHAjY/A2zbXPhay6TOPY0zsgi9HKWQqwXb/NaYgceAMNg6sCDhLuvppQaJT91ElFS8DSvwe5vQp45TmTl9RQTwzOqjxruumW4arpmFARfGUmx/0pJyorDR/2GD5ObOEJ27BCipOBtWYfN3zB7PlWqvNkoTh/+JZfiiLYzuf0uSokRHDWdRNbcQHp0L+XMJIo7jD3QRLawsPWjPdSKM7QY2eXHVbcEQytQmDqluCA7A4SWXkmy/yX8bRuJ7b8P/+JLKCWH5iUmzGLq5GMnZpRg5vYDtGJqNknSHmi24kNHHsddv2zOZNnLpPpeJNB5KYahE+i4iEoubo39AWeNFSvSShmiq26mlBhErxSJrrqZ9OBOkr0vYPPV4qzpInniWfRCkok9P6d27Z1kxw9RmOpDlJSZwijbgnZWijNIePl1xA89PGvtIYgyoe6rUF3BV/+SqsxDtDlwhtspzCTCFhNDhJZeSewsz1MlG0OyuagkR5FUB87IYrRiGtVXi7dpNemhPTijnZRSY0RX3YJkr9rYVqnyRiLanNik+rmfSTLTJ55deAPTID9xDMUVQnGFkWxuRFmh8HL/rbEHxR1i7KUfI8g2omckyFapUqXKucg5k+ggSRKRyNkrA+x2+ysuf7eilbJoubhlUzG4C1MrU0qPE1pyGeMv/RD/ovNxRBZbspuSgqjYESWV2L57MfQy0Z5bMSoFS67uyGNEVt2EVszMytBjmuTGjxJefh1Thx6mZtXNlHNTZEcPEF11M5X8NMXECM5oJ8mTW4ks30Js//1zKrwVd4Tate9DkGRrnZU3kjj+DP72TSSOPUVmcBeZQcub0LfoQkJLryLZ+4I16d+8Bn3yGK7aJeilDInjTyPZ3NZkrd2L3d9IJRvH5q1HdYdQ3WHswWYwDCq5qTlJDqcwie2/j/qNH8HmrQVAL+fJLCD1mZ88imR3U5jqnc2aTpx8joYrfpNM3y6GHv572m75CoVYL2BV8CV7n5vdPtpzK1ohiSjbyIwesCrmdY1Kbopk3ws0Xvt5K+A3PUhk1U2kB3YiO/woziCCAIV4H6ZeYXLfLwkvv45KbsryWa7rJjd2iOzofjyNq5g++gT+9vNmk1SAOZVPC2Ho1Qmo14phaGRG9iA5vITWXI/iCqK4QvPkJgH8HRciCBKRFTfMqp5khnfjCLVRzk6d9RiV3NScjqviDCIpDquNaiUk1Wn58ho6pmapRpzNI1SekZEVBBjffTeSzY0j1AqmQWZkv6XQgiV9rThPHVO2uZFruiyfZNNEVOzolQKZoV2UM5OINhf+9vNxhFvRClYWss0TxRFZROaMQbfqrXnFYO3rQRAEbJ4o9Rs/il7KYlRKSA4vkur8tVUiqlSp8trRSjOJDsrZ27ggyejVRIcq7zFkuwdP40oq+QQjL/wrpl4hN36Y+k2fYLLXCmQFV1+DIMqUMpNkJ4/ibVlLZOUNxPbdM1uhA6B6onP+XghTr1DJJ2b7lrLdi7ftPGzeWky9Qu36DyCICkbl7JWowIx3LAiyDU/jqtmEQEGUkO0+tOLCkzs2X/2Cn1epshB6KcvUwYew+xvwtKxGtrkpZ2KWGt7QTpyRDmSHj8SxJwkvv55SagRnuJ3RF/8Tu8caw5XTo4iqCxDANChn5/e1X6aciRHoWolRyjC+6y5q172f+MGHqOSniR9+xFpJEIn23EJmaA/Brs1MHXgQT+MqbL46jEoB1VtLqu9FwsuuZerA/WSG987uX/XWUrP6VkRJwTR0VG8NxXg/2dH9uOtXkEmOkh3eS2DxxYy/9CNMQyc9uHPWPkJ2+qlb/0Fkuxu5dgn2UCumYVC/6eMke58ncfxpBNmGt3kt7rruV538NyoFsqP7yY4dwt+2EW/TWsCcTaLSSxkmdt+Nzd+IY+ZYqrsG2X5K6Uy2uXHXLpkZF1h9/TezOlB2ePG2rJ9RpBOq/fQqbw+CSfz4E3g61uFTLsLmq0dyeCinxgDITxylZvXt5MaPzBtfi4oDR6iN1NBOfG0bZuxX6/E2r0Uv5xFlO3o5x9TBB9GLWfyt6wl1X2XZWokiufGjZz2tSjaOskAigD3QhKS68DSuopyeYOrww4S7r6acnUJ2+tFOK6oAaxI81b8dZ2QRUwceQPXU4Ai3ggm5sYOUM5PYA81EV9+Ku345eqWAXsojO7yo3iiVbJyJXXfPxrv0QpJicphSZnLmt0QnNbAdm7cOZ7Rz3vmKig1X7VLswWa0mWQR2e5DsrkQpXMmJP2GYVRK5CaOYffVIdnc6KUszEjZny3+A1Ziq93fQDE5irtxJZgmpdQoo9v+E0wdz4YPU7fhIyjOwIIJK1WqVPn10Mv5GRvr9bjrlpMdOzDzeYFK7pViwHEc4XYq+Wm0fALZGcTXFqWSmyLR+yyOUDu1696PrDqQbO5qQVeVKlXOec6ZXuXAwAAXXnghNpuNnp4efu/3fo/6+lPBuXvvvZd77rmHSCTC5s2b+dznPveeUHUwtDJ6KUP8yKNEV91EfvKEFQw1dKKrbqSSm6YQO47qrUXPTOKs6cI0KpRSY4BJsvc5bP7GmX2VmNp/P4HOSxEEgUpuGsnuxRFsRrS5aQw0UkyNEuq6HNM0qWRjRJZfh6GXcUYXk588TmpgJ5EV16OXcxiVEjZ/PYoriDwz0Zo49iSFqZMIkoypawS7Lic1sB29mEGUbaBXUFwRqL+QhnAQTJPxHT/CFV08e816KTvPf9R52nJJtnxNs6NjZ71vejE9N7hsmmcdNCjOIPnxI6dW1StMHXoQW6CJlhu+iCCfvZlpxRSKKzSbRKIX0xgzx9EKKRLHnyK6+jZSJ59HsrlxN6zANHTCy64hceyp2QCzqVeIH36EUNdlxPbfT3j5FmS7l8zwHrJjh5BUF6mBlwh0XESq/0UwLW/UV+J0q5Iqr4yplSkmBqkMx6lZfTvF5AjBJZeTHT1IbvwImDqKO4J/0QXkxg6RGz88Y19hzsqXmZ0GijNAKTW/CgMsn+LTKyf9iy8GQaScjSEIkiWHafNSzk1h89biaVlHum/bvP3YfA1IM9YNpqmjl7LopeyCfp3l9Dh2//xJjNODkMJpbcMo5Zg+/Ojce2PoCMKZHW6BQMeFb1qiw8tY8rhVT94qVd5qXpN1hShjLOCHXKXKewFDK8/pR8b230fNmttJnniBzMg+MA1UTw2u2sWWDZskU7PmTirZGHopi+qJWtZQ896fZyJgDzTOVHDnsfnqmTpwH9O5mf6CIOFtXoOnseesCZCyww+CiD3USmjJFbPJkGC9RwOLLya2/95520l2b9XDucqvhKGXMCpF8rFeisnRmYT6IiYGxelBXPXLMU2rXywqNhLHn8Lub8TUSgiyjeljTxFaeiWmVsZVt9RSYXgF73fVE8GsFCmlxjC1EnohNX9d0yC27x4Ciy9BEGWiPbdYiittmxBEmfCya8gM7SE9tJvIyhutBFq9gt3fgOz0z9qhSYqdQMfFjMX7rb4/Ar628xh78T8xTY3oqptIntxqHV8QcdUuJbD4YuTT1FRm+9c2J+Fl187YwAlINtdrSjbQS7mZa9JJnnwBQVIJLb1y3nql5PCsSqG7fvm85XPO5S1AEAQk9d0fd6ny7sWoFDHKebJjBwEryc/TsoGade8ncfwZivE+Eieetd7jvc9TTAwBls2Kt2Ud6cGdeFvWUU6PY1RKJHuft/YjKZi6xulKi6ZhMLH7Z/jbz8dZ04Xi9J+ykzoDxelHL2bnfCYqDmy+eiq5OOVsAtUdIbrqZvRSDru/gUDHJcT2zVdTFGX7rDJEOTMx77ewlBq1kqIUO5LiQC/l5hUqnI5p6FTSkxRnCnoQBKI9t57VhkKUZESHD6Vacfy6MfQyqb6tODd8hJrVt5E8uZV87PiMDYU4x7bidGSbF0FSiO/5r4X3qxVRXMFqkkOVKm8wpqGRnziCv30T3pZ1yK4A6YGXKMT7kR2B2QSwM5EdfuzBFib3/gK9mJ6/X3/ZinlWVbCqVKlSBThHEh1WrlzJ17/+ddra2ojFYnzrW9/iQx/6EPfeey9ut5vrr7+e+vp6otEoR48e5a/+6q/o6+vjm9/85q98LF3XX32ltxBBECkmhtDyCcZf+hE1a+4g1beVfOwE+dgJZKcfQVSsSpUV1yHIdoxyHsnmmpkAzc0JdOjlHFMH7kdU7Mh2L4ZWxhFqA0FCtHlxRk8Fa9Qzqrx87gieSt6qeJHqEJVTsvu6riMoLurWf4jYgQfwt20kP3mccj6Bv/0CJMVuHdMVxhRVxibjhGvqEU1tVtLzbLK/gigjqa55381CnqCnb4MgntpGUnHVLCV50hq0iooDUVbRihkMrWhlUpdzc/ZRSgzha934igOF9OBOwsuuY2LnT5jYeRc1a+9E1MtYXowzA+LTfJJTJ7cCEO25hfzUSTxNPbP7Msp59EoRR7iNqQP34wi1Eey6AlGSkeu6yQztJj9xDHfDKvKTx0AQsPnqKaVG552XI9SGqDhe8/P88npvxfN/pu3M6+HXOd+FrtVERFLduGqXWtWPDj9GuYCnsQdvy7rZ70YrpmfVTM6cbChlJvAvOt+qljgTQcQRbie9exeiYiew+BLK2Rjl9AT2YBOYzASNh8EwiPbcjK95HQLMSs9aXsKLCS65HEG2W21OkECQwFz4Pkg2z6vfI8mq0Hg5oHMmrtpuCvFT0p2S3UO4+xokR+Ad93v5VvBWtpV3Am9Fe32339P34vlXijMJW5KMbiwcbBMkEb1cfkdc93vxO/h1eCPb68u8W+/p60U4o0Kxko0xtv2HBDovwde+EUEQ0SsltGIGUYFyaoJSchR3/XIrsbGQJNm/nfDSK7EHmmYnVU7HHmiiEO8n2fscomyjZs2dTOy6a65stamTHnjJks1etoWp/feceaIEuzYjyg4iK29CkFSMM9qsLdRKaOlVJI4/PTPxCjZ/I+HlWxCU+f3r18u7vT2+mZx+b97o9vqW3G9B5uUxjlEpYOpl9HIWxRlEL+fQCmns/npkuw8MHdUTpVJIYfPVkRnei6dhBZO7f0Zw6VUozgBGpYSv7bwFJ/UQJJzRTsZ33U2oazNgJSCJimOetLupV5g+8hjBJZfjblwzz1XN33UZZjmPaRqovnpE5dSk/On3TXYGia6+jfihh8mNH8bUNSKrbiRx9EmmM5N4mlbj77gQxeFHtLkRJPXs912QEGbGyme2yTN5eR9nJhCbetlKIDjLxJeoOi11tmpbW5A38rfondxeq7+5M7GfGXxt52HzN1CcHiQ3cYTAogsRl1yBVkhRTAxjD7XibV4LQDE5TGzvL3GE2shPHJuxbzjVDs9UZVJ9dSCYmHqFxPGnUf1N+No3Udw5/x2PIOBuWGXZo768vbeG0NKrrKQm0SoMShx/GkGUMCpFAkuuwB5sIdR9DYnjT81aT9n8DfgXXfCKiQuSzYWJMPscCJIN2eE76wSc6grPJmjIdi+hZdci2X2v+zl6JzyPb1d7fa3XbiIg2TxgaiROPE+wazPuumWYgoi7YQXZ05SHXkZ2+FHcIXKTJxbcp6jYkZ0hkGxv+2/BO+EZeCdQvQ+v/R68XTHi19xmTQHZGQAgtv9eIqtuspRTJAVHqJnx6f4FthKseL8kL5jkAJY178ux3beCc/GZrF7zG8+bEXOqUuVlBNM0z27k/h4lnU6zefNmvvSlL3HHHXfMW75161Y+/vGP8+ijj9Lc3Pya9qnrOnv27HmDz/T1IQgCy7vayAzumFU4sAea8DavZerwIxjlGRlbQcTTuhHN1cbIeAyXy0VESZI+8RQANatvZ3Lvz2crz0/H3bSOtNpCMrXwi/dXRVEUasJ+HKqELCuIIlTKJUxBIpEuMDWdnLO+qqo0h2QKo/twhNuYPjrfp9W3+DKmDT+p1NxM+cWt9Uzv/uGCssCuhh6yzsUkEqeO19nWQK7vWTyNKzEqRfSKlfFsVEogCEydUe1mD7bgblyJbPMS2/dLS1LuDGzBVpTmi3CoEoWx/di9NZiCQCU9PvudRVfdTOzAA3OSOKKrbmZy3z34WjegFTPkZqoPEERCS64AQbQCbIaGPdKF7GsmlS3gc9tQZBkBg+TJ5/E2ribR++ysLCNYz0ig81JGpvJv2Pf6RrJ27drXvY83ur3Kskxnaw3pvq2WtOWaO5jY/bN5QcWaNbczdehh9OLcZ1F2+AguuQJBUimnJ0ieeHq2vYmKnfCya63AbDmPICnI7hCjL/zbgvYjrrpuyoFVTExOEfD7CPmcCKYGokwqV2IqnpwNmIYCfpzZI+TG9s/bjyCpBFZ/gBP98xNhzqSzvZHE3rvmPeOyM4Bv2U2UShVsigCmScUUmIilKBTP7vld5b3DO7G9VnnzSex7jpH7vkvLB37/rBKK44//GFuwlqabf/MtPrsqZ+ONaK9QbbMAnYuayB5/nOL0wLxlks1DzZrbGN367wD4Oy7GGV2MXsqSGd6NXsxi89XhiCwieXIr/rbzSJ58gVJyZHYfNn8D/vbzmdz7S0y9jOKtwd+ykdiZiQyzx3QTXX0beilLbuwgWiGF6olaSm66jq76OH5ygYmWGTweN9GgB9HUQJTIFipMTiXPqaDPO413Y3uNhAOo03spTFpS7c5IB/5FF4AoM7nnZ2iFNPXnfWzW+i07dhCbtxbVW8vknp/jrl+OM7qY3OhBBMWOr2UtufGjmKZBqu/F2cRdUXEQ6r4KSXWRGd6Lt20T49v/E5u3FpuvjtQCimcIAuF1H+VY36v3e18Jp8NBTdiHLBggCFRMCRETCR0EKFVgIp6iVHplC8Ffh5aGGgrH7z9lMQm465Yh2dyWot8ZBJddz1hGIpd/FWubKq+bd2N7PZeoi4Zg/AUcwRb0YnqORQ2Au7EHZ7idybNUwkd7biG2/378i85HVJwUYieswpLTEUSiq25GsrkY2/4DMA1ExU7NmjsppUZJHHtqthBClG0El1xOORvH5okgiDKCbEcQRQqx3gXbsyBKhNd9lKMnh/G4XUSDXkSsd3auqDE5laS9KcLUS99b8Bp8nVcwUXSRn/k9cDgcNAZk4vt+zumKFADuprXYaleBUQITKobARDxNobCwMuW7jXd6e7Xb7SxqDFKMD8woc5ionhqyYweJLL+eZO9z5GOnEhoUV4jw8utInHiOQMeFjL04/xkILruOiZxKJjs/Zlmlyjudd3rMyePx0FzjpZQYIj95DNM08DStYfrIY0R7bqGUHCHZ+/ycd0Co+xrK2Rjuum5Gt31vXlGnzdeAvf0y+obmK/NWqfJO5o16x1apshDnZKIDwG233cb555/P7/3e781bls/nWb16Nd/5zne46KKLXtP+Xn4prlix4h2VnWTqZbT8NGMv/ufsZ6qnBl/regRJtarPnUFE1Tknk92o5Jk+8jj5iSPYA814mnqYOvDAnCp0e7CZ8IrrEZW3ViZJ13X2798/e6/NSnHGjkHH5m8gPbiLSi6O4gzg77gI1VODMGNXcTqmaVBJjzOx66dzkh1s/kYiK2+c8X89fX2dSmqUid0/m7O+I7KI0JKrSPVtIzN8Kks+supmRFklfvhRQksuJ7b//jkVRIorRM2aOzh4rJ/u7m4kUaCcHCE7tB9303K0Yor04G5kVxDVHSZ54tnZbd0NK2d9n0NLr8Q0TTLDe9FLWWy+egKLL7EqhRBAUubJnRqVPGMvfg9TK+Nr34TqCmPoJUTZRik9QSk5QnjFjQjS2WXHX+k7eTN5I/b/etrr2a61ONU7G/xwhNtw1XYTP/TQnAQhZ203gUXnk+5/ifxULwgCrhrLB3fqwAMIskp4xQ2gl9HLBQRRtPx8B3bMKm/IDh/hFTdi6mUm9/5iTrKD6q0luuomRNvZ1UrOxCjniO37BaXkqcCuIKnUrr0T2VP7mn15jVKG9NAucmOHrAqU+pV4Glciqu5X3/gc4q1sK+8E3or2+m6/p+/F8z/2yE956V+/weV/+k9n3W73D/4OZzDKJb//f9+qUz0r78Xv4Nfhjbr20wNF79Z7+kqYho5ZyaGX8wiCZPWhFeec96WeT6CV0kwfeYxK7pTtlKg6iSy/DtPQie2/F0eoFWe0k8SJZ/G3X4DiiSApjpl3/3YKsV5ExUGw81JLPaxSQJRt6KUsiePPYFQKOCKL8Db2kB07RHpwx1nPu37TJyhnJqic5t1t89ZYthXBVqvq+x3Au709vpmcfm9U9Y2x/3qrx7BGKcvEnp9RyUwiKg7qNn7EspWoFCyLxEUXI0gysitIMTGE6gqSGngJX+sGMsN7KGUmrb5zsBlRcTD24vdw1S7BVbfMsoERJUxdIzXwEv62TajeWgTViZadZHznTwl3X0V29OCshDsAgkS052ZsgeY54+F3C6c/F5TTjO/48Zzk42DXZcgOP8mTL8wmOQU6LkJ2hV7VyvBc5o38LXqj369vZHut/uZaGKUspfQosb0LKMQAtes/SG78CJmhXad9KhDsvBRBdRI/cD+KM0hk1U2UMxOYuk56cAd6pYDNW4e3eR2GXqaSm8Io5+dYrXqa1+FtWj2T5GViGgbpwR1zEhxlZ8CyzylmSA+8NEfpSRBloqtvQ/U3vKLllalXKMZPEtt/35yCDFddN8HOyxCUuRYypqGh56dJnHiWUmoM2e7B134+Nn/jHGWbN5J3wvP4drXXX+XacyN7mT76ONFVt5DofY7QkitBgOzoAUTZhj3QhKEVESUblUKSVN829FKWug0fppJPkBnaRSWfRHWH8XdcjOIOv2PeB++EZ+CdQPU+vPZ78HbFiF/r+ZmGTuLY4+QnjhJZeSPJk1vxNa1HcropxE5SSo/jaViJaeoIgjjzDthJKTlM7dr3AyaZ0f0U4v2Ikoq3eS3O2iVzVLLfCs7FZ7J6zW/8NZ8r97HK28O7byT/BpDL5RgaGiISWdhX9vBhS1r+bMtfCUmS3lmNVnJgam4Ciy8mcfwZwPLki+2/D9VTS82a2xb0sJckD+Huq9EXXUApNYqoOKnf9AkqufiMB3Atst2LpM59sRpaBb2cm/EbVpBsbkTpzXnMZu+15MK/6Hz0co5yaoJA5yVIihNRsc36pp5lD0j+ehou+BTlzCR6KYfNW4t0Fo+rSj7DxK675ilbFGK9ZD37CHRchLdlHaXkMIIkWzKrgzvR8gmmjz5pJSQYGloxg+IMzHrozcrP6hXGn/8+iYOPYQs1E914J/62TZbPs6ER6r6a1MmtaMU0hXg/NT23UkqPEz/8KIorjLu+G1G2o7jDKE7/PPnSORgKijNEcbqfxLGnrM9OkzX1Nq9DkpWzVuK+6nfyLuH1nO/p2+qVIqn+7bPLClN9mIZBZNXN6MU0hl7B5q3DFAQSB58kO7gH3+LzrckFfxP5WC+GXsEs5zC1CrmJw2RH9oNpcmYFheIMICl2cslR6tZ/iEoujmkYqN4IGAamYcDLUrWv5TocXqI9t6EX05TSE8g2N4ongmzz/Er+jJLTT6DjErzN60gmU/gidUjyOfmKeU2829rKO4FXu2fv9nv6Xjp/o1JBVFSkBX5DxrdvpxSPI0qW5O476ZrfS9/BO4V34jm9HvRygezIXpInnp3tD0o2N9GeW7B562bfm5ppENt/H8HFlyBICpV8AtnuQRBlpo8+TmDxJUR7bqWUHGbq4ANgmsQPPUhk1c0YpSyTe3+BK9pJdM3tlJLDpAZewtCKyJKbkce+had1DYFlV+JpW0N6aDeT++/F27zurOctqS5E2YZpGIiSYiVLzCTf2v2NSGfx1H47ea89O28kb1bQ6S253zY39varCNsFTNMgP3kCU6+QHdtPaNk1FCd6Gbj3L3E399B0zedBsNTmJvf+EnddN/7WjRhaiezIAfwdF4IgkBs/Qm78yDyLBsnmQra7EUQJyVdHw/m/QSUbw9d2HoGOiyilx5EUJ6q3BmlmzKiXMqfGsarrrH7z70QkSUJyh6k/76NUctNU8gkUVwjFGUC2e7AHmjANzbq206wpq7wy78TfojfjnN6J1/lWIthc5MYOn3X59NHHCS29Ck/jKgrxfgRAcYfJjR1GkGRCS68k1bcdUXFgD7WROfkSqi2A5G0iP3aUY09+Dkl1Euq5nuCKq5CdAVInt6KXc+QnjuKuX0Y+1kt2ZB9njv/BigGIsh1DLODvuBgwKGemkG0uFHcYAKOQQlTsSDb3wsUKkoQzupjGCz9DKT2GqZWx+eqRbO6FYweShOyrI7LqJkytbP2Wqm/NxNp76Xn8Va/l1dbXStkZe1KdyX33EOq+muzgXrR8GldTN1MHH7CUi858J9q9IEqAQHj59QiihKjYkN6kpJXXy3vpGXg9VO/DW3sPfp1jvdo2lXKW3OiBmUT3+4gsv46Be/4S1VdL3SUfI9n7HIXYCRCEmZ9/6x0gyDZEm5NSYgRf6wYCHRfN9k9fa0Ham8G5+ExWr7lKlXcH58Qs1De+8Q02b95MfX09k5OT/MM//AOiKHL99dczODjIvffeyyWXXILf7+fo0aN8/etfZ/369SxZsuTtPvU3BMXpw9O4Gkd4EbnxIxhaEVe0E8UdQbafPRFAUh1IqgPVcyrhQ3WHzrq+VsyQ6H1uZoLWQBBlPE1r8LVteJWEg9ePpNiRFDuq6+zntxCCKKE4fCgO36uuW0wMLmjfAZAe3IGnaRWqOzR7jwrTw+gzvoiVXJzYvnsQFeueasUspl6h8eJTkt16KUOm7yUASvFBhh74qznHiKy/jdoLPzZzbyUkm4u69R+knJ4gHzuBaYI91IJs87xykgPW/Qp0XMDY9v5TH748CBJEPE09v3KSwzmNacz6Vr9McXqA4vQAks2DzVeHoZXQizlSx58nO7iH1PHnrRUFCd/iTYRWXoNocyI7PPia1501yOFrvwDZ7sFd22lVeQgSggQTO++a9cm0+eoIL78OdSbo8WrINheyzYXNV/e6boMoSZiqi8HR4wSj9a9rX1WqVHn3opeLSAu8h3JjYxz4x28D4LuwG12dr7ZUpco7mcL04KkE0Rn0Upbxl35EwwWfQnH6AZBUO4IgMnXwQQRJRba70csFS9lLEDFVP6rdAaaOp2EVkt2Dq2YJomxjYvfdYBrkJo7gql3C9JHHAXDXLyd5wDp2pn8Xmf5dKJ4IrTf+ETZvHYorgKjYZz25T8fXfj6yw4encSV6KYtpWP30VxoHVKnyZjEwMkFPTw96IYFp6hhaCS2fJDd2iMxxayyUHdzD4X/+OI5oBw1X/Ta1a+8kHztOORvDFe3EXb8cUbbhru0m+7KF32kTOoo7guzwzY5nBEGcN+Y7vd+rlbKk+reTGdxlKRgKIu765ZbywQJFAe9kZLsX2e7FEWqd8/lrTYKuUuWcxNDnqG/OW1wpIggi4zt+jKjYwTTQCqnZ5f5FF+Ju2YCoOBBMnfjeB8j0zVVZMsoFxp/7D+J77qfrk9/BVdOFaegzsR03QsvamRjAfPzt5yMqKqonQiU3RTExiuzyo7hCTB18cFb9QbK5CS25AkeoDVGZ388WJQXR6Z/tr7wWJNkGCyikVnmbME10zerrmXqZwlQvmaNbSZ3YSudHv4kgqZbM/Rk2qt7mtVSy0zgj7W9ZwkqVKlUA05ydSzDKebR8isLEcQoTxwn3XGep9pWyM4Vup/A09qCXi7jqupEW+D2vUqVKlSpzeWdolL7JjI+P84UvfIFrrrmGz3/+8/j9fn76058SDAZRFIWtW7fyyU9+kmuvvZZvfOMbXHXVVfy///f/3u7TfkORVAeyK0zMrCXQdQWOcNsbGtzUK0Xihx8lO7x3tkNtGhrpge0ke1/A0Cqvsod3PtppUr9nYmglq5L+9PVLGeyB5rnrVQpUctOYehl7cK48qiBIs9VEC6GX8lbGvtNvVQUKIrLdgzPaQXjZNQQWnY/qCs1JctArRbRiBr08f9CuuCOEl2+ZY08hKg5q1tyO/BoSP6qcQpRtOCOLFlymlzIoTj+l5CimoSGd2e5MndSx5zh595cZeewfEQQJ2emnpuc2K4gygyCpVvKCJ4IoqygOH+66bmSbk9jeX84mOQCUUmOMbf8BldOCL1WqVKnyVqGVS0jK/ESHvnvuQXF7kFQb5XQGQ9cW2LpKlXcmWilH8sQzCy4zDW2OH7Jk8xDuvsZappep5KZnJ1ACHRcRm04jqi6ckZf7cBfMJMqacyTnESWYkaE2DR3J7gEEPK1rabr2C9Rd/Aliu+5l8P6/InHoSWrXvn9uH04Q8bZuxF23BEEQZvqO3pm+ZDXJocrbi6lXEAQBe9AaLxl6xao4PY3C5AlOfP/zHP6nj5M69Cz+tk3YQy0gCBhaiUDnJThrOudso3prqVm9sGrhQhhahdTJraT7t5+yaTQNsiP7iB9+ZMFxVJUqVd5bCLKKs6brrMvtwRb0Uh6jUkDLJ+YkOQCkh3bhCLVYVfSi/IrxFMnhQcBEtntOi+0IKM4ANasXiAGsuAHVHUFWXch2D45QG4GOC7D7Gxnb8aM5Fhf6jCpUKV31bX+vIsp2HKG22b9NXUNyWO/OoYf/lvDSq5BPf5cKIr7WjQiCwNSBe0kP7sLQFy7gqlKlyhuPKKmonuicz4SZuP3QI39PsPNyFFfw9KW461egukNM7Pgh5fQoVapUqVLl1TknFB3+5m/+5qzL6urq+P73v/8Wns3bh2lo1IW9lNNjVqDT5rYyx38FefqzoZdz5CePzf4tSAquaCeSzUUln0QvZxHlwOs+ztuJLdB41mWyM4BwhkWHYveglTIorjCV3NTcDQQRX9t5s8FrANkVILrhDoYe/tsFjxFZc9NrVlnQK0XKmUkSx5+hkoujOAP4Oy7C5qudlaaTFDuu2mUzg/YcgiAiqU4kuxvhHeLT/G5BECU8jT1khnbPU3YQFQf2YAupfkvKMrTyGlLHnltwPzUb348gyeTGDpGf6iPUfQ2ipCLKqiUpafMgzkhHacUMhlZi+ozK0pcxKgUK8T6Uxh7LFsPQECW1qtRRpUqVNx29VEQ6wz8+OzzM+LZtNF1xBakTJygUMu+JJMgq5xCmTiWfOOviUmps9v8vT97Wn/cxEr3PUU5PIDt8+BddgOKpoffAEZoBc0YRShBlREmx+oeLLqAweYLC1Ely44fxNq8lPbCdwtRJQqu2EF59PZV83FLzMnTci9YQXX8bpeQYsjNI7boPoJfzVnKl6kJUndVK7irvSETFjl7KoXpqUD01FKcHCC7bzPS+B+ataxoa7ubVACRPbiU7vBfT0Ge95QMdl2BU8giiMpMgJM5WSr8aejlLemj37N+yM4Az3A6CSHF6AL2Sr7ahKlXe4wiCgDO6mFTftrkJh1jJBu76FeQnj591e6Ocp1yuoDhBlGQi624lcejxBdeNbrgTxTU/NmaUC2ilLOFl1wICgiQjO/wop6nTvIxWzlOcHsQo5xc8xvSxJ6hd+z4k1Ymh65hGGUFU3jRb2SpvHaKs4G/fRH7iKKahUYj3E1h2OdP7H6Y4NYBeyhNevgVT1zAMDUl1Iso28lN9eFs2UEwM427IIlaLm6pUeUuQbE6CS65g/KUfAlBIDBBYdgXTex/AFmxEEEX8HRdbcwqGgWz3WvZuE0dw1y0jcfw5VE9NVYmlSpUqVV6Fai/3HEGvFMiNHiDVvx2bpxbT1ClnY4SXXYs90GQFV1/P/ku52f+7G1bijC4mN3aQYmIY1ROZmWh9bcGmdyqqO4Ls8KMVkvOWBTsvm2fPIdk9JPu3E+zaTG7iKLnxw5h6BXugCW/rBir5aWz+ptn1BUHA33URyWPPz1pYvEzthR/FFnhtVgCmoZOfPM7UgftnPyulCkzs/AnBpVfiaVg1O8AVJQnxNVp3VHllZIeP+vM+xvSxp8nHrKQfZ2QxnqYepg8/BljJB6YoEFl/O7GX7p6zvb/rYjxta4gffoT8xFEA8hNHrIWCRP15H0Fx+jFNk3Jmgond/0Wg42LK6YlXOCuBYnKEVP929GIGe7AZT+MqS8q3msxSpUqVNwmtXJxnodR3/33YfD7CPasoxuNkYzH0Shl97CBitGtesmCVKu84BAnFFaSSnVpwsd03t58myio2Xx3RlTdiaGUESUZSHOi6jt1mwyhlSI8dohA7gWumaic9uBO9mMHmq8O79g4Sx59B9dQQ7LqM9MAOVH8N8UOPzEmgzY0dpDB1kroNH0IrJJnYfRd68WWVJwFv8xr87ecj2Vxv1p2pUuXXQlJdiLINvZQl0HER+aleyoUkNed/iIkXfjBnXU/rWnxdFzC+8ydUcvHZz9MDL5EdO0jtuvczue/e2Yq5cnqCYNdlOCOLXtXSz6iUZm0XQ91XYeoVchNHMQ0DV133PCnhKlWqvDdRHD7qNnyIRO/z5MYOgWniiCzC27yWxMkXcEcXn3VbSXVhcsoz3RZspOa8DzCx7Udz1vN2bMK3aMO87bVimvEdP/7/2fvzOLnOu877/pyt9qqu3hftiy1Zi7V5t7I7IdhOCDEhC0kIS5gb7oEAMzzD9gowT9gyCZCH4QGG3MNMNiAJMBCSQBYcx44d77JkWZZkWbt636trP+fcf1R3S63uanVL3bV0f98v+yXpXLX8rqvqVJ1z1e/8LgrpoVmP23nXB3DCSQB836cwMcTY+Wfxi/my8eTH+vBcFzc1yPi5Z8mN9eBEm0hsuB0n0njNz0WpbU6kkc47P8DwiYfJDJ6hkB2l/e73EUh2MDFwkqGT/z7j9oZp077/XYyc/j7Bhk58VdUTqahAvJ2O297L0MnvkO57hda9D1AY76fj3h+j7/A/zVpqJtpxC6HkWorZMRo231Wqelal2EVE6oVmlVeJ3GgPhmnTuPV1ZIfOTF6BvofcyEXsUMNkudzrZ02W1wu3bCEQa6Xv+b+/4rkvMX7xRTpvfw+hxnXlHqLm2aE4Hbe9h8Fj3yQzcAoonXg2bnsjoabZ/XLCDTRsuJ2eZ/6GSNtNtOx8K4ZhkR/vY/Clb9Bx27vBMGbeJ9bMxrf/GrnhbkZOPIrlhElufy1OvGXB5VfdXIrBl781Z9vw8YeJtGzFjCixYakZhoETbaJ19wMUc6+lMD5AZvA0fYf+Ed+9fNWyFYzQcc/7ab71Bxk5/gh+sUBy+2sJNHTiudnpJIcZfJfBY9+kfd+P4BYy9Dz9Nxh2ACfahBWKU5zjCtNY127cXIruo1+f3pYbvcTYuWfpvOP9BBPtyzIOIiLFXGbG0hVuLkv/M8/See+9GJZFoKEB93wONzNG9t8/gbPnnQR2va2KEYtcmx2M0rj1tfQd+odZbYblEC6zhJVpBzGvWtt6Q1czl77/v/AKWWJdu/By4/Qc+7fp9tKx82Habv0hBl76V8LNG2k/8KPkxnpmVwmjlEg5fuEF3NzEFUkOAD5j557FDidJbLgN46rjTpFqMu0A8XV7cfMZep7+PKHG9UTbbybSupXkzQcZOfG90vIU215HsHkduZELM5Icpnj5NKmLh2nd9QCpSy+CYdC07Q0Us2MU0sPXPOY17FLCf/Mtb2b8wmFyIxem23IjF0hdfJGO2350ZilwEVmRnEgjLbf8AI1bXwv4WE6IYmYM3ELpyngnPL0U1ZUS6/djG94Vj9NA+93vpWnXmxk5/l3cQpbGba8lkOycs5pDZvDMrCQHKFVOTV04THLLvfheqbLU4LFvkNz6GnLDF2fdfkqoeSPF9CA9z35x+ge03OglUpdepPXWtxNp2zZdKVLqj2FaWOEEsTV7ia/di+97OLFWnEgDvc/+3azb+16R0dNPEIi3MXr6CVIXD9N55/txIvVddVekXlhOEDvSQKxjB/bGO/F9j3U/8IsMHvu3WUkOABM9x4h17mTi+LeZ6HmZlp33Y3XuUFUeEZF56BNyFShkRkvrjF46OmPiZvzCC8S6dlNID+FEm25o8tMMRHCizcTX7aX/hX+afQPfpf/IV+m88/2zKh/UEyeSpPXWt+HlM/i+O7mkQHzOsfM9FzeXomnbGxl+5dHpH7CtQJSm7W/EK+bmzMg0nTCh5vV0vuZD0wkki+Hm0/hXLZ9wOaYibj6Fo0SHZWPaAQw3hGE7ZIbOTCc5GKZFYv2BUql2AyLtWwi3bcIrZPE9F9MOkzr7UtnHzY1cxCtkyQ6dxwdad/4gw688SmLdPoaO//us20c7ttP73JdmbffdAoMv/Svt+9+l0mcisizcXBbzikSHoePH8YoFGm4qXQnnxGL4xSJuplQa2O0+Ckp0kDoQalxH0/Y3MXziEXyvdDWcHWqgbe87sMML+xHUdwuMn34Mr5AFSlfs9D735TlvN/zq92jb+xCZwVcZv3CYwkR/2ced6D1Ow4bbmeiZfSwxcvoJoh3bZyXNem5x+gcb04noRw+pODsYw81laN39IIMvf4t03wnMQIT4mr207HsAw3KwQw1gQOrSkbKPk+47iR1KTN8mdfEwkdatONEmnGjTvNULLSdCtGMHvufOOFeeUpgYYKLnuJKFRFYJ03Yw7cufGYF4K217fgivWKDjtvfQf/ifKExMJiUYFol1ezHsIENHv0LH7e/DskrftXY4gR1OEG7bPP1Yvu9TzKYAfzIRMoBXzJeStMpI9Rwjvn4/bjZFMTtKcsu9DL74dZp3vAUMc84fyRq3HqTvhf8zZ9vA0a+zJrlGSxfUOdOwMJ0gE91HSXUfJdS4HmeeC9gyg2eIr93LGKUEmpFTj9N8y1tmvNdFZPn4nkcg1sLQiYfJj/fRtved5Mf7yt6+VImnmUKqn8Fj3yDUvB5zsrqPiIjMpkSHVcAt5smN9cw5cZO6dIRI2034XhHjBpavsIMx2vc9RG60e3ri92rFzAhePgN1nOgApeoVC0lAcAsZhk48XLoqYOdbJ5cKMPCKOUZPP4UdbqBl99tm3D432sPwyUcoTAzhRBtp3Ppagg1di1sX9hpLEmjJguXn59MMvvRvNGy8AyuUAM8F02Ki+yUmzjxFsKEDw7QYv3iE8fPP47t54utvw5qvhKRhAD6FiQHiXbsZO/ss2cHTRNu2EuvaPWPy14k2U7xqbdEr5Ua78QpZJTqIyLIo5rIzKjqMvHwcJxYn1NQEgBONgg9uvpSU542WvyJNpJZYgTDxtfuItN1cWhfbtLCcCHZo4ce2fjFLduBVoLTsVekK9blL4+dHu3FzY4ycepz2fe+cc/m0KYZp4fvunG1ePo3vzWwrZEYYO/sMqUtHAYh17SyVtNYPH1JhE90vlhJ1Nt6BE28Dz2Xk1GOMnXsGO5SgYfPdhJs3Ypjlpy4M0571Hk/3v1I6z3VdmC/RIRCm8ebXM3j0a2VvM37hBWKdO7QEjMgqNZUomB06R3zdfuxww+Vz/J6XGZusqOkXslCmEmcxO06q+yhj557DL+YIt2wmueUgdjB+7c8332P07NPEOncyfv4QxewoY+eepWXnDzJ47BszKkjG1tyKYVhXVXi6zHcLuNkxfd/XOa+Qoff5LxFfs4f2vQ9hR5tIXSyfEFg6Tryc+JLqfonGm16jRAeRCsn0v8Lo6Sdp2HgHge1vmXFhyFwMyy59z1C6aLGYHplexkhERGZTosNq4BaYmJzEnMtE9zHCrZvLti+UE22ikB6Z9zZ+mYncFcn3wffJDp0lO3R2VvNU+dNgMAiex0TPywy+dLlscX6sl97nvkTT9vuIr90z75VIV7ICEaxgHDc3+8TWDEQ0QVcBPj7FzCiDx74Jhkm4aQOmEyKfKl2JaTkhep/7Mvnx3un7jJ5+nPZ9P1L2MaNt2/B9v7RcRSDC2LlnARg89k0S62+jff+7KKRHMC2HQEMn+bGea8YoIrIcrl66YuTECWJr1jC1dLEdLSVZuUUXo6ELf/QSfjGHcVV5f5FaZFp26SrIG/qBoPQdbIeTWOFGwi2byQ6dnfVDLYAVjNG29x2kuo8S7biFdN+JOR8xvnYP6b6Tc7ZZwTiGeblaQyEzSveTn59xrDh29hkmeo/Tecf79eOHVFTpuHmE8YsvkFh3gIErEg4KEwMMHPkKDZvvIb7+AOn+V+Z8jNK+Mfv9n7r0IuG2m68Zg+WE8P35jo09HTmLCJ5XZOiKZUKtUJxQwxoibTeRGTxb9hy7mEvR98L/ITdyObl3oucY6b6TdN3zkyTWHyAzmQR5tcT6/RiGRXb4PA0b7yDdX/qsywy8iu8WaN39IF4xh1fME2zowok2UcyMztuP+T/vpG54PuPnn8cKxhnvPkqsc0fZm0bat5PpP3XFFr9cnq2ILAPf93HzE4xdeIGmSCPpvhOEmjeSHTwzx60NArHWmUsa6XNbRGReurR7VfDx3HzZVs/NLdkBrhNtKltRwAolsJxFVCaoc1YgQnSeE434hv14hTRrGzzyYxfnXH4AYPjEd3Dz6Xmfy/dcCplRChND+Bi07Xn7jAltAAyTtlvfjlXnFTXqgeWEsUJxYl27aN/7TuxII77vEe/aTfv+H6WQHp2R5ACA75PuP0Vy62tmP14wRuPNr5t+7NKvhZd32rFzz9D73JcYPf0EQyf+ndzweYLJNWXjC8TbsezVsy+KSGUVshksp5S04ObzjJ85Q2zd2ul2OxwBHzzPw2zcAIA/MXtdYpGVyLCDRNq307bnHUTatjLR/SJ2KEHrnncQX7t3xm0D8TZyo930Pf/3THS/BPhEO26Z9ZiBRAfR9m0U0sNzPmfj1oPTx3++7zPRfWzOhFg3O85Ez8v6AUQqKtq+HYDkprsZfuXROW+T7j2BHU4Sad82qy2Q6CAQayE3emlWm+fmWchiE6YdmLX/zYixa/fiKuyJyIrkRErzXYYVoGXX/TRuuRcMMO0QrbsfwLDmTtotpAZnJDlM8b0iYxcO40SbibTdNKs9mOwi0roVwzCxg7FS9dQrvqOzw+fpO/SPDB3/d0ZPf5/s8PlSBdJABCsw9wUuhmlPX3Qj9ctwQoRbt5Dcci/h5g2ke46RHTpLYsPts25rhxqIde1kovfl6W3R9m2Y17FUrohcn3DLJqKdO2jb83aGX/kuqUuHSW6+G3OOSruNW19DqvuKC1YNCzvSWMFoRUTqjyo6rAJWME64eVPZdU1jnTswraV5K1jBKE3b3sTQy9+c2WAYtO78wVlrA69khmmRWL+fie6XZk0mB5s24oST9Dz9BYqZUdr2vGNGucEr+V4RN5cqe3VdMZdi7OwzpRKIbh4rEKVpx1vouucnmeh+idxoD4F4G7E1u7FDCS1dUQF2KE7bnneQG7lI7/OX191O9x4ntmYPfjE36z5WMEakbSuF9Ahte99Juu8EbiFDpGUL4ZbNOJEkbj7DSO9xGjbdVVqrbWJwxmO4k8tVBBvXYgUiNGy6m9HTT8y4jWFatOx8K1ZQy1aIyPJwr6joMHz8OJ5bJLZ+/XS7HQ6VLiLyfcyGLlzAz45BQ2eVIhapHMMKkNx6kL5nv0Qxe/mKy/ELh0hufc30clSGaZHccpChl799xZ1NGre+hmj7NlI9x8DziLRtJZhcgxVM0Hn7++h74Z8oTFaQMkybhs33EGm7CcMo/dzrFbJM9BwrG99Ez0vE19yqH3WlYpxIkviG27BCc1eki3XtItS0kb7nv0x87R6ibTcx0XcSPI/Ymt2Yk5XS5hJp24bpLKxaUKhxLYF4B/nxmVXR7HAD8c6dOocSEaxAhKZtb8AONTDy6vfIj12+eCF16Qjx9ftp3HJw1hKRV/7AfKXGm14HhkH3U5+nYdMdRNu3TX++xdfuIZBon55DS265h9xoN06sdfp7fopXyAIQbi4lEFvBGC277p/8bJyZvNi8/T5V+VwBLDtI07Y3MtF9lMzA6cmtBuGWLYQa1zHRexyvmCXcvJlwy0Z6n/vydOUw0wnRuPU1mPMtnSoiS8oKRAk1rqeYGaWQGiC+di9uPk3r7gfJjXaTG7mEFYwSX7uXzOCZyST3kqZtb9DntojINSjRYRWwg1EaNt7BRN+JWT+w2pEkoab1Ze65eKblEOvaSTDRxsirT1DMjBBIdJLcdOeqzD50wg103vl+Ut1Hmeh+CcO0SazfT7h5M8MnH7lcUvAaE2ezqjNMcvMZBo99k3Tv8Su2TdB/6B9pvPkNNGy6B/AxTGt6glsqw3LCDB1/eNZ2r5DGtGdnzjdtfxODL/0bxcwohuUQbtmM5UQYv/ACgUQHTiQ5vYbw8Knv0XjzG+h7fvakbqR9G3YwhuWEaNh4O+Gm9YycfgI3N0GwcS0NG+7AiagktYgsn2I+i+UE8H2PC//+74Samgi3tE63G5aFYVp4no+Z6ADAz41VK1yRivK9IiOnHp+R5DBl5JVH6TjwHsAn2rmD0VefmL6dHU4SjLdx6cnPAqWrggzLYeTVxylmU6y55ycIxFrouO09ePk0vlfEdMJYwdjMhGbDwJhnOTTDdEDHjFJBViBCw/rbKEwMzGqzw0nCLZvpP/zPAAwd/3fMQIRw80ascAPBZBd+MY9pObhXVTC0AlFiXQtPULBDcdr3P0S6/xXGzx/C9z1iXbuIddyCHdbVzyJSqv4S67qV8XPPzEhymDJ+7jlinTtnJTqY1uwflMMtWyaPCb4HwNDL357+fAsk1xBMrsUKXJ43CDasoZAepXHLvfS98E9cncAQbtmCHSwlRRiGQahpPV13/wSjp58gP96LHWkkuelunFjrgpdFldrmFbOkul8ivnbv9JxR77N/i2EFCLdsmpxPOsRE91Eatxxk5NXHCbduIbFuP7aWKROpKN8tMHjsG7TteQdOrIVgQyf9L/wTMFWdrBWvkGXw5W/SuPW1ONEm7FADDZvvJhBv0+e2iMg1KNFhFTBMCzvaRNed72f4lcfJ9J/EMC1ia26lYcPtS162znJCWI3raLu1Dd8rYlgBTHv1fiE74QaSm+4isXYPYGAFIhQyo6SuyM70Clms4NxXMVmBaNmyg24+PSPJ4Uojp75HtGO71lmukuzIReZaEyYzeJbWXffPqLBih5N4+fR04ovvFma8rkPH/532fQ9hBcI44Qaabnodbj5Dx+3vY/jko+RGL2IFozRsvJNox/bpiRUrECHcsolAQyd4LoYdXLLqLSIi5RRzWUwnwKl/+EcGDh1i8zt+iKtrh5uWSREXAlEwTPzs7O8/kZXIL2RJl7myEyCf6iO59XUMn3yE3Gg3ph0k1rWbxMY7SPcexytkAGZc5QMwcupxWnb+IHYwCvNc8WM5IRIbbqN/5MKc7Q0bb8dSKWOpMN/Nkx/rI5DoID92uaJCfN1eRk9/f8ZtvXx6+v0fbt5EpGUTnXf8GCOnvz9ZrcQg2nlL6Qe9RZ4H2aE4iXX7iLRvwwBMJ6xkcRGZwfcKjF94oWz72PnnCTZ0zkiyinbuYPTMkzNuF1uzi4EXvz5j29Tn20T3S0RaNs9IdLACYeJrduPm03Tc8T5GTj5KduRCKVls4+1EO3bOuOLXtByCiTZadt6P7+YxLEdX8K8gvu8zfv4FiulhArEWrHV7GZ5MmvHd/Kx5Qiv4Wtr2/DBWOI5lL6zSkYgsndxoN/ge2eHzJDffy/Ar351uy4/1zDj+9b0ijdveRCDWiqNkWxGRBdEvXquEaVpY4SbyjbeyZtsbMAwD04lgWnNXCliS53SCgA6gAQzDvCpZwQffnf7X6JmnaL7lPvoPf6W07uLU/UyL1j3vmF5X+Wrl1mKG0smNV8iBKg9XhX/VVWVXbs+n+kms28/Y+ecASusKj8xeV3hKbuQivldg6sW0g9HSDxlAYN87J9tMrGB0zslY/WAhIpXk5rMYpsnZb/wbHXfdRXLb7DXVTcsEXHzfByeEn5+ofKAiVeGB75VvLRZwwnFadvwA3s2vBUrH7OCRHjhV9n7Z4XN4xeyCkotDybWEWzaTGXh1xvZwyxaCyTUL7YjIkvE9j7Hzz9Gy8wfpP/zPeJNVCJ1wkvx4X9n7ZYbOEmnZhBNtovmWN9O49SClfSZ8Q8m99hzrJYuIAOD7eGWWHQXwi/nS9Q5XnJbb4cSsZSUNjLJzBlCa6wnEWmZsM+0Aph3AiSRL8wBuHjCwgrGySVmm7cAqvvBoJfOKpSVLxi8epmHDbbjzJI4XJgYJN2+sUGQicrWpz/vUxcPEunZSnGc+P5/qJ7nxzrLVnUVEZDYlOqwyfQNDdK1dj7WMCQ5ybaYVJJhcQ27kIgCFiQFGzzxN294fJjt8nsLEEIFEB7GO7djhhrInrdf6AdvQ1ftVE2xcV7ZtovcE7fvfRbRrF+MXDpVNZJlSqtBQ5j0QCKNsFhGpFb7v4+Zy5AaH8fJ5mnfvmvN2plm6ys13ixhOGD+nRAdZHQwrSKChi/zo3AmO4ZZNQOmHiSuTFnzPmC5JPRcrEF3wZJgditG6637yqUHGL5auSo2v2YMTa8a+xjGJyHKwAmG8Yp6hEw/Tuvtt5MZ7yY/1lioqWIGyPwY6ocv7hGk5KusrIsvOdEJEWm8idenwnO2xrp0Y5swlcywnTMOmO4i2b2P8wiHcQuaaSwdYzvzn+JYTAl3QsGoZhkGsaxfp3uOke4+TWLe/tCRumWTaa805icjyCjZ0AeAVcxQzYximPeNCxyvZoYSSHEREFmlhC1aKyJKyAmGat7+5dCIyKTdygd7nvoTnujTv/EEat9yDE22a9+DGDifKLmsRalw/+SO4VIMdjBHtuGWOFoPmW96CE04QSnbRsvMHadx6kFjnzrKPldh4h05MRaQueMUCvu+RHRjEiUYJNjbNeTvTKC3t4xaLYIdAFR1klTDsIIktr59xDDgl3LKp7A8fhmmSWH+g7OM2bLpz1prg87GCMcLNG2jd/TZad7+NcPMGJTlI1VjBGE3b3kghNUDv818m3XcSw7LJDJ4hvm7v3HcyDMLNmysap4iIaTkkN9+FMUf5fyfaMv1j1tUsJ0ywoYOWnW+lbc8PYUeShBrXz/0cgQi2ypXLNQQTHTixVgBS3UeJts+uogdgWA6BREclQxORq1jBGNHJed+JnmNEO3fMfUPDIpRcW8HIRERWBiU6iCwx3/cpZsfIjfWQG+2hmBnDnyOr2om10nX3hwi1bMGwAtihBE3b3kRy053YC0xQsIJx2ve/C/Oqk2w7nKRl1/3XvApAlofnFvCKeZJbD9J8y1uww0kMyyHUvJGuu36cYMPlk0zDMDAMEzsUp3X32+Cq6h3hli2lq0K0PrCI1IFiNgNAdmCAcEfH3MVofLAmt3tuEcMO4BcylQtSpMq6h9N03fXjhFtnHgO27HpgemmqudiRJE3b3jhre2zNrYSbNgBQzE2QH+8nN9pNIT2C5859pdCU0nGIjjGkunzPJdy8gfb9P0Ig0UFhYpBCaoBgsovE+gMEr/4x0DBLa42HlJwjIpVRzI6TG+strbNuOnTd9eNEu3Zh2EGsQJT4hjtpP/Au7FD56ktTDMPEcsK07LofO5Kc0WbaQTr2vwtrnipOIgB2KE77vodo2HwP2cEzxLp2EYi3z7iNYdq073+XkllFqsx0QjTe9Fqab/kBcuO9RNpuJtDQOeM2hmnRvv8hXegmInIdVNdeaorvuRRzKXy3gGHZWIHYDa2vWmmeWyA7fJ7+I/+Cl08DpYOZlp33E27eiGkHpm9rWhZ2pJliywHW7PiB0sluMLqoyWbDMAgk2um65yfJj/dRSA8TjLfjRJsWdIItS8/Npxm/8AIjp76H7xUJJDpo2Hw3oeQarGC0bPKJaQeItN/M2uTPkB2+gFfIEmpahx1MYAWXfp1gzy3i5lOlsvGWgx2MqTSaiNywQrb03ZcdGKL1pt1z38jNT1/M7hWLmHYQf/I7U2QlcwtZ3Hya9qYYphOh9da34xdzYJilpSeucQxoOSHia/cQad1KZugcvlck3LQBKxjDCoTJpwboO/SPFCYGgdJkWcOmu0ms37+oag8ilVTMpRg59T3GLxzCDiaIrdlNYPPdBOJtOJFGANr2/BBudozM8HmsQIRQci1WMFpzS1W4+QxeIYPv+5h2EFuJGCJ1z/dccmM99L3wT7jZMQAMK0Dz9vtouvmNNG19HT4+Z8730BhY3D7vRJJ03v5jFCaGyI334kQaCcTbSmXLlykJ0SvmcfNpfK+IaQWwQnElPNYh3/fJj/fSd+j/4EQaadh8N24hS8uu+/GLebJj3djBOMGGTgzTopAewTAMzEDkmkvgisjS8twiuZEL9B/+ClYoRmLtPnw3T8vO+/GLObKjl7CDMYINXZhOBDc/QdEtYFhO6XjXrJ/fRUREqkWflFIz3NwEYxcOMXr6SXw3j2HaxNfuoWHT3XUzSVRMj9D73JfA96e3eYUsfYf+ga67P0RwjnJxfQPDdK3dgGVd34/MhmHghBtwrrHGo1RGeuBVhk8+Mv3v/FgPg0e/jumE6Lr7J+atsmFaDmakcXpSd7kUsylGTz/B+IUX8L0ihhWgYeMdxNftm/dKUhGRaylkUgAUx1OEWlvmvI2fT2FapUwHr1jEsIP4mZFKhShSFYWJIQaO/RvZwbMAjIUbaL7lLYQa181IhL0W0w5i2kGc6MxlYYqZUbqf+jzeFdVRfM9l5NRjWMEY8bV79EOG1BzPKzJ25mnGzz8PQDE7ysipxwBwIk103P4+7FAMOxjFDkYJXnXlWy3JpwYZOPqv5EbOA2BHGmnZ8QOlSetF7OMiUluK2TF6nv6bGWup+26egaNfo+O29xBu3ojruoyNj1/X49uhOHYoTrh5w1KFXFYxM8bQie8w0XsMfB8zEKFp62uJtG/Tsqd1pnTc9wV8N08xM0Jm8PR0W9u+h0huvAOvmCc7fJ7BY9+gmBkFINS8geZbfoBAdO7lBUVk6RUzo/Q8+0XwPdz8BENjvdNtXXd9iOTGO0q3y6UYPfN9xs4+XboA1LSJr9tPw6Y7VJVFROQatHSF1ATPLTB65ilGXnkU380D4HtFxs49y+DL38Stg5LWnldk9NyzM5IcrjT66vfxioUKRyWVVMymGDn56JxtXiFLbvhChSOazS1kGXr5W4yde3Z6ssZ384yceozRM0/iuXqPisj1K6QnSn/xINzSOudt/GwKa3LtCtctghXAL2QrFaJIxRUmkxCmkhygNOHV+9yXyI/3Lclz5MZ6ZiQ5XGnk1GO4udSSPI/IUnJzE4yde3bOtkJ6iGJ2tMIRXZ/SPv656SQHgGJ6mJ5n/m66woqI1KeJnpdnJDlcafjkI7j52p+rgtIPaL3Pf5mJnpem56y8fJqBl/6VdN9J/DLzWFKbMoNnpudOrzZ84juTS5n10fvcl6aTHACyg2fpeerzFDL18f0qUu98z2X8/HMwx5LWAMOnHsMr5vGKeUZPPc7oq4/jT87L+l6RsbNPMXTiO7iaLxERmZcSHaQmlCa5npmzLd17HLcOSlr7boHCeG/Z9nyqv+yJiKwMvu/OOyGbG+upYDRzc/NpJnpfnrNt/NyzuLmJCkckIitJPl26ms3AJNQ095VCfnYc0y4VFStVdAiATtxlBcsNn8fNz/39OnTi4SX5kSQ/Vv4Y1M2l8D33hp9DZKn5xXzZHxABCumRygVzAzL9r5ZJNPIZOvmIJqdF6pTveeRGL5VtL0wMzfsZVkuKmdGyyZXDJx9RQmSdmf99OYjvFhg68fCc7W5+gtzw+TnbRGRpeV6R3DznaYVUP56bx82XqlzPZeLSi9PLY4uIyNyU6CA1wStm552AdbPXVwawkgzLwYnNXaYbwI42YdTYOrKytAzDxArFy7YH4m0VjGZuU+uKzsX3XDxNxIrIDShkSj/mBhNJDHvuJZn87AhWIAiAm8+VKjoU9dkjK1d64EzZttxoN75349WUnNjcFVQAzEAEw7y+JdJElpNhORjzrDtcD0vz+Z5HZvDVsu350e7pK/NEpL4YpklgjuVHp9iRZN18v86bEJmfwCvqopx6Eky0l22zI42AT260u+xt0gOny7aJyNIxTZvAPOdpTrQJ03JKc7Flqj4AdXEBqIhINa2KRIc//dM/Zdu2bTP+f+tb3zrdnsvl+J3f+R3uvPNO9u3bx8///M8zMDBQxYhXn2slAJh2qEKRXD/TtGnYcHvZ9sbN92h91hXOCsZo3HJwzjbDChBqXFfhiGYznfn3JSXjiMiNKEyUrgYLNTeXvY03MYQVKq0DnE+nwQ5AMYc/z4m9SD1zoo1l20rrrd74KVkw2YVpB+dsS26+B0vrukoNsoIx4mv3zNlmhxuw6yDRwTBN7HCybLsVjIGxKqZdRFakWMctYMydzNC49bVYgUiFI7o+812QgWFhWPWRsCEl4ZYtZeduGre+BsMKTh5jzs2Jzl15T0SWlmFaJDbsB4w525ObD2LawWvOxRr6PUFEZF6r5oz7pptu4rHHHpv+/wtf+MJ02+/93u/x8MMP8yd/8id89rOfpa+vj//4H/9jFaNdfSwnQjC5ds42O9yAFYxWOKLrY4eTtO1954yJZsMK0LL7bTqRWAUMwyDcupWGTXfNmNC0QnE6b39vTUzWWoEodiQ5Z1swubZuJmpEpDblMynwINxS5qqFQg7yKaxQaeKtkE5jWJMn7cVchaIUqaxoxy2Um9xq2HTXkhzn2qEEHbe/Dzt0xbGGYZDYcDuxjlswjLmfX6SaTMumYfPdRDt3ztjuxFroOPBu7Pl+mKsh8TW3lm1Lbr4bu07OZUVkNjvcQMdt78a84jzZMG2atr2JYENXFSNbnEC87fIx91Via3ZhBfQ5VU/sUIKO2947M5HVsEhufQ3h5o1YgXBpXmpOBtH27RWJU0RKvxW073toxoVnhuXQsut+nFjpAhErEClbQciJNmuuVkTkGsrXiVxhLMuitXX2pPv4+Dh///d/zyc+8QnuvvtuoJT4cP/993Po0CH27t1b4UhXJysQpnX3g/Q++0UK6aHL24Mx2ve/q24muUw7QKR1C133/FRpLWbfxwpGsYOxuilpKDfGDkZJbr6H+Nq9uLkUhuVgBSI18x62Q3Ha9/0IPc/87Yx1OJ1IE627H8QKhKsYnYjUu+zwIHg+4Za5l3Lyxktlc+1oEoBiJgtW6fjML+YxHH0Gycpjh+K07X0HfS/8M/iXl2qLdu4k0r5tSZIQDMMgmGin88734+bT+G4BKxjFCkRVUUxqmh2M0XzLm2ncci9uPo1pBzEDkbpKDrDDDbTsfhsDL351Rtnh+No9hJs3VTEyEblRhmkRalzHmrs/hJtL4/vu5e/XOqqGaIfidNz2bnqe/SL+FcnFweRaGrccrKu+SKmaULChk667fhw3N4HvTb0vI9PHfZH2bWRHLjLRffSKO1q07Xk7djhRpchFVh/Tcgi3bGbN3T9J8YrfCqxADHOymo4ViNC254foefbvKKZHpu9rhRK073to3gotIiKyihIdzp49y8GDBwkGg+zdu5f/9J/+E11dXbz44osUCgXuueee6dtu2bKFrq6u60p0cF332jeqkqnYajVGMxin/fb34mZGyU8M4oST2JFGzEB0Rsy13g8AMxDFvCIj3vOBOeKth74sRCX7YS1hScXriXdBfTUszGAcM3g5uaGWXmMr3EjnnR+kmB6mkBkhEG3GCjdgOpEbjnOlvKeXy2obn0rsr/U+pist/vGL58GDUGsLvufPur03egkCUUyrlNCQS6XwJssBu7kJ/EDlT+BX2mtwvZZyf51Sr2O69EyCTZtYe/CnyY31kc9OEG1ehxWIYtjBJR0nw4lgO5ev+CkdgtbP61Dv++NyunJslnp/rdR4l319TQcz1IB5RUWSunoPGBbh1q2sOfgzFMZ68NwCwYZOTCcCS7yPX037zPJYynGt5f1V75+FM5wotnN5jufK79d6GUc71saau3+SwsQgxVyKQLytdFGOE66J2GthHKu1v15v3+c77jPsEE3b3kRy013kxnow7UCpsocTxcesidf8arXwHqgFGoeFj0G15oiv5zUyAlGcwNzfIwBmMEHHbT9GMTtCYWIIJ9KIHU7O+l2kGlbje1J9XnrLMeckMsXwfX/2LPQK88gjj5BOp9m0aRP9/f382Z/9Gb29vXzlK1/h4Ycf5td+7dd48cUXZ9znR37kR7jzzjv5lV/5lQU9h+u6HDp0aBmiX31M08RxHIrF4qr6MpGFOXDgwA0/hvbXEsuysG2bQqGA53nXvoPIIml/XX1e/cv/SvrSaTre8KMY5lUrpPk+LQNPkg80MJoN0XPySdbufyMb79xLR+8jnN74bnKhMkteyLJbiv0VtM9ei+M4mKZJLqelWuT6aX+tXY7jYBgG+Xy+2qFIjdD+KrXGtm0syyKfz7MKpoQXZaXur8FgEM/zKBQK1Q5FZEmtxDkn/S4iK9VSfceKzGVVVHR43eteN/337du3s2fPHt7whjfw9a9/nVAoNM89F2/37t01m53kui5Hjhyp6RgXYqX0A1ZOX+q1H9cTb732tVI0PvPT+Fy/cmNW72O60uI/k89iOQ5r162bdVsvPYTbXyDSshazYNFzEuKRCGs3bKbY+wjbtmzEbL2p6n2oN7Ucfy3GVG21/HrVAo1PeVeOzVKr1Hjr9V16GtPlUcvjupQx1XI/64nGcWmsxHFcaF9WYt+vh8ahRONQnTFYzHOtttdotfUX1OfV0mdZOVZFosPVEokEGzdu5Ny5c9xzzz0UCgXGxsZIJC6vUTY4OEhr6+KvKrQsq+Y/COohxoVYKf2AldOXeuvHjcRbb32tNI3P/DQ+i3etMav3MV0p8edTo9iBMIZpzL7R2CUwbcxwIwGzdDW7l8thBUIUAcMrVHUMVsprUEtqMaZaobGZn8anvOUYl0qPt17fpacxXR61OK7LEVMt9rMeaRyXxkoax8X2ZSX1/UZoHEo0DpUdg+t5rtX2Gq22/oL6LFIvzGvfZOWZmJjg/PnztLa2smvXLhzH4Yknnphuf/XVV7l06RJ79+6tXpAiIiIidcT3PArZDE44Ome7N3IJI9KEYZpYwSD4PoVcDiyndIOiSvmLiIiIiIiIiIiIyMKsiooOf/iHf8gb3vAGurq66Ovr40//9E8xTZMHH3yQeDzOQw89xB/8wR/Q0NBALBbjYx/7GPv27VOig4iIiMgCpS5cwDc8ArH47MZ8Fj8zhNV+C1BadxIf3PzlRAdfiQ4iIiIiIiIiIiIiskCrItGhp6eHX/7lX2ZkZISmpiYOHDjAF7/4RZqamgD49V//dUzT5Bd+4RfI5/McPHiQ3/qt36py1CIiIiL1Y+TkSTAh2JCc1eaOdwMGRrTliq0GxVwODAsMUxUdRERERERERERERGTBVkWiwx//8R/P2x4MBvmt3/otJTeIiIiIXKfhl18GyyAQTcxq80cuQTCOYQeu2AhuPo9hGKWqDkp0EBEREREREREREZEFMqsdgIiIiIjUv8GXjoIBViA4s8H38ca7MaPNMzYbGLiFfOkflqOlK0RERERERERERERkwZToICIiIiI3xPd9Bl86AsxOdPAnBsAtYMSuSnQwLic6GFYAivnKBCsiIiIiIiIiIiIidU+JDiIiIiJyQ9Ld3eRGhgCwnJmJDt5oD1gORvDqJS0M3EKh9FfLVkUHEREREREREREREVkwJTqIiIiIyA3pe/ppfMsAwA5cnehwESPchGEYM7YbhonnFkv/MAPgKtFBRERERERERERERBZGiQ4iIiIickN6nniCcFc7MLOig5/P4GeGMWMts+5jGMZ0ooOhig4iIiIiIiIiIiIisghKdBARERGR6+Z7Hr1PPEFkTQcAdjA83eaNXgQMjGjzrPsZholbnKzoYDn4BSU6iIiIiIiIiIiIiMjCKNFBRERERK5b/uJFcsPDhFqaMO0ApmVPt3lD5zDCjRiWM+t+hmnie27pH5YDquggIiIiIiIiIiIiIgukRAcRERERuW7p48cxbBsrGsK5opqDn5vAT/VhJtrnvJ9hmHiTiQ6FQp5Lr75AbvhiRWIWERERERERERERkfqmRAcRERERuW6ZkyeJr19PIZ+ZuWzFwCtgmBjxuRMdTNPC8zwAes68yOhQDxe+9WcViVlERERERERERERE6psSHURERETkumVfeYXE5s0UMqnLiQ5uAbf/JGbDGgzTmvN+hmni+y5uIUtquAfbdhh79Sm8QraC0YuIiIiIiIiIiIhIPVKig4iIiIhcl+zQEIX+fhKbN5NPj2MFQgC4vS+D62I2rS97X9Oy8H2fdN+r4Ps0xJP4bpGJS8cqFb6IiIiIiIiIiIiI1CklOoiIiIjIdRl84QUAElu2kJ+q6OAWcPuOYybXYNjBsvc1TQsfn/TAOQzLJuzYGFaAdO8rlQpfREREREREREREROqUEh1ERERE5Lr0P/ccVjxOsKmJ7PgwgXAMd+BVcIuYjeWrOQAYlg1GKdEhEGnAMHwCyQ4yfacqFL2IiIiIiIiIiIiI1CslOoiIiIjIdel98kmC69dTzKVx81mCsQbcgVMYsVYMJzTvfS3LAgMy/RcJRBoACMSayQ6crUToIiIiIiIiIiIiIlLHlOggIiIiIouWGRhg5OWXCW3aRGZ0AICAbUF2FLOh85r3L1V0gOxwH060EQAn1kxu8Dy+7y9r7CIiIiIiIiIiIiJS35ToICIiIiKLdvE73wHTJLRlC5mRUqKDkxsGy8EIN13z/qZTSnTwCkUC0WTp/pEG3FwKNzO2jJGLiIiIiIiIiIiISL1TooOIiIiILNr5b36T5E03YUUiZEYHsJwgRqobM9aKYV77ENOyHDAN3IJ3uaJDOAZAbuTSssYuIiIiIiIiIiIiIvVtVSY6/I//8T/Ytm0bv/u7vzu97QMf+ADbtm2b8f9HP/rRKkYpIiIiUpsKqRS9Tz5Jy759AGRGBwlGopCfwIh1LOgxLNsGwHNNrHASADsQASA3rEQHERERERERERERESnPrnYAlXb48GH+9m//lm3bts1q+9Ef/VF+4Rd+Yfrf4XC4kqGJiIiI1IVLjz2GVyjQum8fF0ZGyIwO4Jg+OBGMSHJBj2E6TulPK4JpO7iAaRiYgQj50Z7lC15ERERERERERERE6t6qqugwMTHBr/zKr/Cxj32MhoaGWe2hUIjW1tbp/2OxWBWiFBEREaltF7/zHWLr1xNqaQHPIzNwDsfPYzVvwjCMBT2G5QQA8M0QmKWkB9w8TqyZ3Ej3coUuIiIiIiIiIiIiIivAqkp0+K//9b/yute9jnvuuWfO9q985SvceeedPPjgg3zyk58kk8lUOEIRERGR2ub7Pt3f+x7Nu3bh+z7NA0+SnUgRSnZgxNsX/DhTFR0wAmBagIlfzGNHG8kr0UFERERERERERERE5rFqlq746le/yksvvcSXv/zlOdsffPBBurq6aGtr4/jx43ziE5/g9OnT/Pf//t8X9Tyu6y5FuMtiKrZajnEhVko/YOX0pZL9sCxryR7reuJdKa/ZctH4zG+1jU8l9td6H9N6jH/01ClyQ0Mkt2/HHTyNM34Bz/cJNK3B931831/Q45hW6TDU9yw8zwPLwS9ksaONZHpOVmxM6vE1uNJSxb+U++uUeh3T5VTv77flpvEp78qxWer9VZ+39UtjujyWclxreX/V+2dpaByXRi2MY7X211roey3QOJRoHBY+BtWaI15tr9Fq6y+oz8thOeacRKYY/kJno+tYd3c3Dz30EP/zf/5Ptm/fDsAHPvABtm/fzm/8xm/MeZ8nnniCD33oQ3zzm99k/fr113wO13U5dOjQUoZdc8LhMIZhkMlkFvwjhshSO3DgwA0/xkrZXw3DIBQKAagCjdQk7a8r08jDD9P7v/4Xa375l2kfeZrs6AAvvHic9h13EYwlF/w4udE+eo8/R0fXVta8+Y00Dz3DRGQ9o3kPzj8Bb/4DMFZV8bGqWor9Fep7n9WxrtQL7a83Rvu6VJL2V7ke4XAYgGw2q8+pClop+6vjODiOQ6FQoFAoVC0OkeW2UuecLMsiGAziui65XK7a4YgsiaX6jhWZy6qo6HD06FEGBwd55zvfOb3NdV2efvppPv/5z3PkyJFZGUV79uwB4OzZswtKdJiye/fums1Ocl2XI0eOLDpGv5jDK2TIDJ7G94qE12zCCsYw7NAyRlve9fajFq2UvtRrP64n3lrpq1/M4uYnyAycwTAMwus3YTpRDDtQtZigdsanVml8rl+5Mav3Ma3H+J/6x38ktm4dN21eS+Hxr9FvxAFobe8kEI4u+HHGCqP0AqFQlK41a3BTR2lMRIjE1tBz7jFu2bKOQKJ1mXpxWT2+Bleq5fhrMaa5+MU8XiFNZvAMvldY1mPdWn69aoHGp7wrx2apVWq8q/36+m4eLz8xua+7hNdswgxGMat0XrsUqj2mK1Utj+tSxlTL/awnSzmOpWOSCTIDp/F9n/C6TViBSNXm3yppJb4fF9qXpey7l0+RH+8jP95PoKmVQGIDZiB2Q49ZKSvxPXA9NA7VGYPFPNdyxufl0xQzw2SHL2CHE4SSWzACEQyjeu+F1fieVJ9XR59l5VgViQ533XUXX/nKV2Zs+7Vf+zU2b97Mhz/84Tl33GPHjgHQ2rq4CXbLsmr+g2AxMbqFDKmLLzB88pHpbcN8h2jnTpq2vRE7uPAfNJZaPYz1Qq2UvtRbP24k3mr21c2nGTn1PcbPP3d543Fo2HQ3DRvvwAqEqxLXlertvVBpGp/Fu9aY1fuY1lP8w0ePkti4Ea/nKJgWGa+UYBUIRzHNhVdg8N186U8fLMvEtQLg5gnEmwFwU31YjR1L34Ey6uk1mEstxl+LMV3NLWQnj3W/M72tEse69TA21aTxKW85xqXS412N19fNZxg//xwjrzw6vW2Yh4mt2U3TTa/HquJ57VLQPrM8anFclyOmWuxnPbrRcXTzGcbOPsno6e9Pbxs+AfF1+2ncehArEFmKMGveSno/LrYvN9r3fGqA7qe/gJdPT28znTCdt7+PQHz5E8iXykp6D9wIjUNlx+B6nmup4ytmRul99ksUJgamtxmmTfv+dxFqXIthVvf9sBrfk+qzSH1YFfWAY7EYN99884z/I5EIyWSSm2++mXPnzvFnf/ZnvPjii1y4cIFvf/vb/Jf/8l+4/fbbp5e6WK0K6ZEZSQ5TJrqPkh06W4WIRCQ3cmlmksOk0dNPkE/1VyEiEVktitkso6dOEd+wAffSEUiuo5DL4ATDi0pyAHBz6ck/S+VUDcvBz2dxYk0A5EZ6ljZ4kTkU08MzkhymTHQfJTt4puLxiMjyKKSHZiQ5TEldPEJ2+HwVIhIRmSmf6p+R5DBl/Pxz5Ea7qxCR1JNiboK+Q/84I8kBwCtk6D30DxSzqSpFJiIL4RXzDJ14ZEaSA4DvFel97kvah0VE5rEqKjpci+M4PPHEE3zmM58hnU7T2dnJW97yFn7u536u2qFVle+5jJ97pmz76OknCTdvXDVZ5SK1wC1kGT3zZNn20TNPEUx0YtpOBaMSkdVi+OWX8V2XWEsE+kYx1+2n+PIZnODiK8m4+QkAivlSZQfDCuAXs5h2ECsUJz+iCV1ZXr7nMXbu2bLto2eeJNyySce6InXO84qMnn26bPvI6e8TatpQE1XRRGR18twCo6fnOc8//X2CyTVYzspfwkKuj5dPU5gYnLOtmB7GLaSxQ/WxhIXIauTm00z0HpuzzfeK5Md7cSINFY5KRKQ+rNpEh89+9rPTf+/s7ORzn/tcFaOpTb7vzZst6BbS+J5XwYhEBM/FvSpDf0ZzPo3vFwElOojI0hs8cgTTcQgbA/jBKEa0lUImhRNefMlvP1dKdHALpYoO2AH8zDAATqyZ3MilJYtbZC6+5+Lm5jnWzafxPbeCEYnIsnBdvNw8x8+FDL6vfV1Eqsf3iriF8p9Tbj4N+pySeXhuYd52/xrtIlJdvueW1vUsY+pCERERmW3VJjrI/LxiDs8tEmndWnaJilDTBkw7OGt7bnwUzy0QiCawnMByhyqyqhh2kHDzxlmZ+k60mUByE8FEF763KlYlEpEq6H/uOeIbN+IPvoLZuhUMg0ImRaS1a1GP43kuxalEh6mKDnYQChlgMtFh+MLSBi9yFdN2CLduJXPVEhWGaRNquYlAcj1uoYh9AxdPesU8npvHMG1dhSlSJb5hEm7dTHb43JztU+e1+XQKN5/FDkVwQqrkIiKVY1pBIi2byV+1RIVhOYSbbyLYtIlCvoilKTYpwwpEwDDB9zDtIKGWmzGcKH4xQ3bwpCqUidQ40w5gBeN4hQyhlpswAwnwCuSGXqGYHSOY6Kx2iCIiNUuJDjKDV8iRnxhg5NT3KEwM0rLrAcxAZNYab4Zpkdx014zy+JmRQXpfepaj//S/yKVG6dpzDzsefD+x9rWYllXproisSKZlk1h/gPGLh0sZ+YZJfONrGLlwkUOf+TT5iXHWHHgNt9z/PuJtazFMJT2IyNLwXJfeJ5+kY/8OKA5jNm3C830KmQmCi6zo4GbGMAzAh+J0RYcgFHP4nocTb2Hs1FNL3wmRq0TabmLk1cenj3WDDesINO/g2Nf+jv7jf0m4sZXd7/wpWm7aTSjRuODH9dwChYkhRl99nNxYL3a4geTme3DircvVFRG5iucWKWaGGTn9JPHOXZhOGG8yoW6KYdpEuw7Qf+IIh7/0l4z3nKdxw83c+q7/QEPXBmwlPIhIBRimSaxrN2Nnn8Er5gAINm4gkNzG0a/+DYMn/4JIczu7H/owLVt2EIwnqxuw1BwrEKFhw+3kUsMYwS5e/MrnGT1/injnenb/8E/guobqforUMDMQoemWHyA7Ns6xr32R/uMvEEq2sOPB99Cwtg0rFK92iCIiNUuJDjLN91wm+k8ycORfprcNHP06rbsfZOzcs2T6XwV8gsk1NN/yZpzI5cne7Ngwz/zvT/Dqd786ve14z99x6pF/5v7f/zyN67dWsisiK5phObTtfSejrz6BHeviyD/+Leeeeni6/eWvfoFTD/8zD/zB52lYs6mKkYrISjJ4+DD50VGSTUWItWKG4mRTY/ieSyC8uPVe8+lRAAzDuGLpihDgQyGDE28trSWbm8AKLn5ZDJGFcsINdN3xfgaPP0wh1Y8Z2cTXf/On8IpFAMZ7L/Dt3/uP7HrHT7D7oZ8mELn2BJPv+2SHz9P77JeAUvnRYmaEnqGzNG57E03J5DL2SESm5Md66H76C+B75Ecu0Xrr2xg7+wyZgVcBCCbX0rT9LZz9/nf4/v/42PT9xnsvcO7ph3njf/kUaw+8VonDIlIZVoC2fQ8x+urjFLNj+M4avvabP43vXj4m6X3pWfa8++fY+eD7cSKLO/6Wlc20A0TX7Gb00NN89/d+Znr7eO8FLh16nHt+9rfZ/LoHVXlXpEYVM6Okh0b5t9/+GbxiaY5kvPcCjxw/xI63fYBb33UzcxTWFhERQGfsMq2YSzH40jdmbksP0//CP+FEW1hz8MOsfc1/oH3fjxBMdGCYl6s0TAz0zEhymL5/NsMz//uT5CbGlz1+kdXA931S3S/Rf+QrBJvW4ZuJGUkOUwrpFM997lPkM1rDTUSWxrl/+zcCiTixwBhWSymBMTM2DEBgkROthYkRrEAYA3P6JN6YLOvv5ycIJEpXvWeHzi9V+CJlOdEm2nY/SPPOd/DU//rkdJLDlV78P39NZmRwjnvP5uZSDLz4daaSHK40fOJhmht1NY7IcivmJhg4+q/gewAU0kOT57VNtO39Ydbc+9O073uIQq7AU3/98dkP4Ps8/ue/TXq4v8KRi8hq5aaH6Dv0DzjxNhq2vpmn/p//Np3kcKXDX/oLMqNDVYhQalkxO85E73me/Kvfm7P9qf/5h2SGByoclYgshFvIkuo9zfc//QfT8yNXeukrnyU7os99EZFylOgg09z8BL6bn7XdK+YYO/MkfjGHE2nECoRn3ebCM4+UfdxLLzxOQYkOIkvCK2RIXXoRL58mN3yBs9//Vtnbnn/mOxQmxioYnYisVF6hwNmvfpWWLW0YwShm43oARvsuYJgW4VjDoh6vkBrCDsUxTBN3cgLXmDy+8HMpAol2ALIDZ5ewFyLlmU6QQi7L8NmTZW/Tf+Lwgh7LLWRwc2WOfX0PPzd6PSGKyCJ4xSyFiYGrtuUYO/sMfYf+kfxYL1YgTHqgF68w+xwYIDs6RHYyoU9EZLmleo7hFbKMnXmK7Eg/Y91zHwf7nsfQmeMVjk5qnVfMUsjmyKXmPs4s5jJK3hOpUV4xh1vwGJ7ns73v5ecrGJGISH1RooNMMzCueYuyLVb5VVAMw6S0ELeILAXDmPzo9n1Myyp/O9Nkvv1WRGShzn7962SHhmjr9LA6dkyX8R7pOU8wllxUWW/Pcymkh7HDCSzTmk50KC1dYeDnxjGdIHa0iWz/maXvjEgZxjWOV815jndnPM61vnsNnYKJLL9r7IeT31uGOf/trvW5ICKyVAzDuvIf8952vnkAWa2Ma75vtBSTSO265rmorRXoRUTK0RGOTLMCUczJstFXMwMRrGCk7H3X3f76sm3r73wjwVjiRsMTEcAKRIiv2wtAbvQSaw8cLHvbTfe+lWB8cVdZi4hcbaK7m+f+23+jeUs70Y4WzJYtAHiuy3D3GYLxxkU9XiE1iO+5OJEGTNPG81183y9NvAUi+JnSVUjBZCfp3leWvD8i5QRiDbTcfOucbYZp0nLTrgU9jumEsSPJMo9jYzhaU1tkuVlOiECiY+5GwyA42RZpbscOzX2eG23tJJRY3HeciMj1inXecvkf7gSNG26e83aGZdO4fu42Wb1MJ4wTdAg3ts7Z7kTihJMtFY5KRBbCcsJYtknrtj1z38AwaL25TJuIiCjRQS6zgjFad79tdgawYdK2+21YwfLrCUea2tj5Qx+atT2UaGL/j30EJxxd4mhFVq9I61YC8Q58r4jhjnHzW35k1m3CyRb2vPvnsIOzl5oREVko3/N47Jd/GQOPzXvjWGv2Tl8JNHTpNG4hT7ixbVGPmR3uxrQDWKEYpm3jm+DmJsuGB2L4mREAgk1ryPScwPf9peySSFmheJJ7/q+PznncetuP/2fCDQubHLZDpWNqw5x9tWXLzh+kd1DLSoksNysQoWXnD2JYgVltTdvuwwqU9vNwYysHf/7/O+sc2LQdXvMLv0ekaXHfcSIi18sOJ4mv3QtAtv8l7vzpX8EOzT6fv+vDv04o2Vzh6KTW2cEo0ba13PN//casqruGafKaX/gYkTJJECJSXaYdINaxmds/9Es4kdlJ8bd98D/pc19EZB6qeSPTDNMk1LSeNff8FGPnniU/3k8w0U583T7scHLeEkrBWIJdP/yTrLvtdbz0L58jNz7C2ttex8a730ysbU0FeyGy8tmhOO37HyI7fJ7xCy+w7b772XD3m3n5639HPjXK+jvfxPo730istavaoYpInTv3jW8wePgwu9++m0BLI2by8nf6mcNPEI434oTLJ0JezfM80gPnCCRaMQwD23HAgkIqgx0KYobieJNrqoeaNzB05BvkRy4RSJY+z1RCXJZbct1W3vaJL3LqkX+h+8iTRFs62PHg+4l3rscJl69udrVgoqN0TH3hBXIjF3GiTSTW34YVSjDWfXQZeyAiUwLxVtbc8xOkLr5IZugsdjhBYsPtOJEmTLuUAGHZDmv23svbP/kljn3tC4xePEPLlp3c/JZ3EWvTsbSIVI4VCNO49bVEO25h9OzTGN4QD/zB53j10X+l96VnibV1lY5JOtbjzJEAIRKINtO6bS8PfvzznPjmPzB89iTJdVvY/tb3EOtYq9L3IjXMiSRJrtvKA7//v3n10X+l5+izRJrb2PHg+0l0bSSgi0hFRMrSEY7MYFoOgVgLzdvvw/OKmKY959VocwnFk4R2HKB56y68YgEnFNH6byLLxA7FiXXuINK6FShl/7Zt24fnFnHCUf0YKCI3pDAxTPrSMY5/5q9p2LiGRLyAvXbv9GfL+FAvQxdPs3HvQbxFfN5M9JzEK2QINZYSJiwnACbkU2nCLUmMcBIGXsX33MnkBoNz3/r/YTc0Y5gWgXg70fZtxNbsxiqz3JbIjTBMk3jHOm79kZ9hx9s+gGk72IHgdTyOhRNtoumm1+J5RQzTxjQtXNddhqhFZC6GYeJEGkluuZfEpjswTAvTnD0FYociNG64mbs+/BsU8zmsQAhLPwaJSBVYwQjh4AaCyS7wPQwrwN53/xzFXAbLCZSOnUXKMEyLYLyJQDTJgR//ZbxCHjsYwbKdaocmIgvghBMk1sTZ/SMfZsfbP4jlhK7rXFREZLXR2bvMyTAtrAUmOFzNDgRBX8IiFTF1NRqAHdSPfiJyY3zfp+/Jv+PSI/8PhVSOgRcGadkVY8JsJ24FMXwfwzA4d+Qp7GCIWEMDo4N9ZIfyWMEQdjCG6ZSOAXy3gFvM4RfzeIUcubF+Ut0nCDetww6Wrox3QiGwIDeaAsCINAEe6XPPMD50HjMUJT/aR9PuN+O7RfKpAYZOPMzwK4+S2HCAhg13YAV0RZssPdOyCMxRNnSxbuSYWkSWhmGaWOa1z09N2yGgH4NEpAaY1uXPImOJjklk9TBMEycQBp0nidSdUuXLELYu7BARWTAlOoiIiIgIvlvk7Nc+wdCRfyV5y+tJXXDA+AKx9hCD3a8y2H0KwzDJFXwu9owTj9gMHv02AMMLeHzDcoi0biDcsmF6mxMOgWmQGRwpxRCI4GOSP/88gfbtmBv3M3bicQKJTuxQjCjgFjKke44zduZpxs4+S8OG20hsuA0rsPBlBURERERERERERESkvinRQURERGSVy4/1ceafPkbq4lHa73k/iU0HePUfPkasOUjr9jsg2kR+fJDcxBhnn3+WUCRC+5abMJ0w6UyeeEMDeEXcfAbfzQNGqUS4HcCwbEzTwXACs5bVcYKlq4xGL10iN9bLRM/LBO0AQd/D7NiO15hm7MTjDL3wNdru/FEALCdMfN1eIh3bmOh+mdEzTzFy5kliHbcQ69pNqGkdhqGls0RERERERERERERWMiU6iIiIiKxSxfQIfc/8I31P/h2mE2Ltm36OcNtm8kOD9L9wnDV7OzEbujAMcGItnHzxCD6wcfcdOMEQnudjFEYx7QCmGcQORRf1/JFEEnzoOXOMrgsxnEgjdqId4+LzMHwOq3EDiZvuZvDQ17DDSZI7Xj+9ZI/lhEms30esawfp/lNk+k+RuvQiphMm3LyRUONaAolOArFmTFtLaomIiIiIiIiIiIisJEp0WCK+7wPgum6VIylvKrZajnEhVko/YOX0pdL9ME1z1lXBi3Ej++tKec2Wi8ZnfqtxfJZ7f71yTH3fw3eL8z3a5fvlc+QzKQzDwnIcmDfG649/fj6u6+Jlx0mP9GNZ1uRW/4pwp/7uX27xvcl/g1csQDGPj4/vu+B6+H4R33Pxink8N4/v5vEKWdz8BG42RTE9TGG0j9zgefLDPQAEGloJJVsZe/nbjB3+OhcfPonn+zhrGug+9gRjIyMM9Q/guS4d69aRH+sjPzU6xSKZ4tgiu+7he0X8Yp6g4ZD207zwnSMkOzuJNTVhpwuEB76K0boZL9CAF17L2W//b849/DmiHRsJNa8n0NCBE2/FDMbAsol0HQA3S368l8zgOVIXj0wGaGIGwtihBFYwjhWIYAbCmHYQ0w7iGzZOrpeJ3pNYTgBMC8OwMEyrVBnCMEt/miZglN7PhsHl94Ux+d/kv2e8lxb73vGv+Ktf/mZXcD0PwytQyKXxrNmH9oZhYsyxfS43ur/C5X0WVtdn3UKtxu+BxdD4lHf12Czl/lqp8dbru/Q0pstjqce1VvdXvX+WhsZxadTKOFZjf62VvlebxqFE47C4MajGHPFqe41WW39BfV4uS/EdKzIXw/cXOIsq88rn8xw5cqTaYYisCnv37p3+QfB6aH8VqZxK7q/xkadxiiPXvF1mdIyn/+5frjsmqV1btieIRGf/qJ/c92YM8/rfh/VutOEOXKfhmre70f0V9B0rUinaX0Xqh/ZXkfqh/VWkvmiOWKR+LMV3rMhclOiwRDzPo1gsKitJpAJudD/T/ipSOdpfRerHUuxn2mdFKkP7q0j90P4qUj+0v4rUF805idQP7WeyXJToICIiIiIiIiIiIiIiIiIiInXDrHYAIiIiIiIiIiIiIiIiIiIiIgulRAcRERERERERERERERERERGpG0p0EBERERERERERERERERERkbqhRAcRERERERERERERERERERGpG0p0EBERERERERERERERERERkbqhRAcRERERERERERERERERERGpG0p0EBERERERERERERERERERkbqhRAcRERERERERERERERERERGpG0p0EBERERERERERERERERERkbqhRAcRERERERERERERERERERGpG0p0EBERERERERERERERERERkbqhRIcl4vs+ruvi+361QxGRa9D+KlI/tL+K1BftsyL1Q/urSP3Q/ipSP7S/itQP7a8iIvVPiQ5LxPM8Dh06hOd51Q6lLM/zOHz4cE3HuBArpR+wcvpSb/24kf213vpaaRqf+Wl8Fu9a+2u9j6nir75670OtxT+1z9ZSTLWk1l6vWqPxKW85xqbS57B6fZeexnR51OK4Lsf+Wov9rEcax6WxksZxsfvrSur7jdA4lGgcKjsG1/P9utpeo9XWX1CfReqNEh1WEd/3KRQKdZ+huFL6ASunLyulHwuxmvp6PTQ+89P4LL16H1PFX3313odajb9YLNZcTLWgVl+vWqHxKW8ljM1K6EOt0Zguj9Uyrquln8tN47g0VvM4rua+X0njUKJxqP0xqPX4ltpq6y+ozyL1RokOIiIiIiIiIiIiIiIiIiIiUjeU6CAiIiIiIiIiIiIiIiIiIiJ1Q4kOIiIiIiIiIiIiIiIiIiIiUjeU6CAiIksqFotVOwQRERERERERERERERFZwexqByCynNx8mkJ6hMzAKQzLIdK6FSsYw3JC1Q5NZEXx3CJubpzM4FmavCFyww6BWCt2KF7t0ETkBhSz4+TH+8gOX8CJJAk1bcAOxTFMq9qhiYiISAW5hSxuLkW6/xS+myfcsgU73IAdjFY7NBFZQm4+QzE7Rrr/FcAg0rYVOxjHCoSrHZrcgNKcTYrM4BmKmVFCTesJxFo0ZyNS47xivrTvDpymmEsRbtmEE23CDuoiMxGRKUp0kBWrmEsxcPRfyfS/Mr1t+MR3SN70WhLr9ivZQWSJeK5Ldvgcvc99GXwPgNS5p7AjjXTc9h6ccEOVIxSR61FID9Pz9N9SzI5ObzNMi/YD7yaUXKNkBxERkVXCLWQZv/ACwycent42cup7hFs207Lrfk22i6wQxdwEI688yviFQ9PbRl75LvG1+2i86SBWQIlN9WiuOZvR009ozkakxnnFPOn+V+g//BXAB0r7biDRQfu+h5SoJCIySUtXyIqV7js5I8lhysjJ71JMj1Q+IJEVys2N0/f830+fME8ppocZPv4wXjFfpchE5Hq5hSwDL31jRpIDgO+59D73ZYq5VJUiExERkUorZkZmJDlMyQy8Srr3OL7vVyEqEVlq+bGeGUkOU8YvPE9+rK/yAcmSKM3Z/MOcczZDx/9dczYiNcrNpWYkOUzJj/UweuYpPNetTmAiIjVGiQ6yIhVzE4ydebps+9j55/GvOsAXkeuTH+vF9+Y+uJ7oO46bT1c4IhG5UV4hQ3bw9JxtvpunMDFU4YhERESkGnzfZ/zCC2XbR88+jZubqGBEIrIc3GKO0TNPlm0fOfOkfhCvU/nxXnyvOGdbuu+E5mxEalR64BRXJzlMGb9wCC+v4y8REVCig6xUvodbyJRtdvMTSnQQWSJuYZ6TYt/H95VhLFJvfHfuibAp3jzfsSKrQTGX5dxTs69uFhFZcXx/3kQGL5+h3CS8iNQRz8UrZMs35zNlL3CQ2jZvIoPv63UVqVHzHX/5bgEf/bYhIgJKdJAVyrSDhJs3lm2Ptt2MadqVC0hkBQs2dJZts0MNmFaggtGIyFIwneC8a/AGYq0VjEak9jz3+U/x8B9+hInB3mqHIiKyrAzTJNp+c9n2UPNGTDtYwYhEZDmYdpBwy+ay7ZG2rZi2zu3r0TXnbPS6itSkcPOmsm2BRIfmW0VEJinRQVYk0w6Q3HIvhmnNarNC8XmTIERkcexQglDTxjnbmra/CTsUr2xAInLDrGCcxm1vnLMt0nYzVjBW4YhEaktmeAC4dvUTEZGVINS4HjuUmN1gWDRuOagfyURWAMO0iK/dO2fikumEiHXtnnOOTWqfHYoTKvODadP2N2rORqRGObFmAvH2Oduat78JKxCpcEQiIrVJiQ6yYjmRRjrv/CChxvWlDYZJtHMnnbf/GHZ4jkkaEbkuViBC6+4Hadh0N8bkpIgTbab9wLsINa2vcnQicj0MwyDSsoW2ve/EjjQCpau8kltfQ/OOt2AFwlWOUKRWGNUOQERk2dnhBB23v49Y1y4wStNIweQ6uu76AE60qcrRichSscMNdN75QcKtWye3GIRbb6Lzzg9ghxuqGptcPysQpXXXAzRsvmrOZv+7CDVtqHJ0IlKOHYzRvv8hEusPYExWpg7E2+m848dwyiRAiIisRqrdLyuWYVoEE+207fthvGIOMLCcCKbtVDs0kRXHDsVo3HqQ+Lp9pCdSRGMJ7JCu+BapZ1YgRLT9ZoLJLny3iGGaWIEYhqk8WRHf13r0IrK6OJEkzbf8AMmtrwF8TCuoxEeRFcYwDAKxZlpvfRteIQuA5YS0PM0KYIdiNG45SGLdPnzPw7Ac7GD5pQpFpDbYoQSN295Aw8Y78X0P0w6okoOIyFWU6CArnuWEsRxNwIgsN8O0MANRXnnpJHv3KrNYZKWwtUyFyBwmEx0MVXQQkdXDtB1MW1d1i6x0lh3EUnLDimOY1tzLEIlITTNNG1PVqUVEytIleSIiIiIiIosxWdHBUKKDiIiIiIiIiIhIVSjRQUREREREZBGmlq7QEhYiIiIiIiIiIiLVoUQHERERERGR6+B7brVDEBERERERERERWZWU6CAiIiIiIrIIquggIiIiIiIiIiJSXUp0EBERERERWYypBAfPq24cIiIiIiIiIiIiq5QSHURERERERBZlqqKDEh1ERERERERERESqQYkOIiIiIiIi10FLV4iIiIiIiIiIiFSHEh1EREREREQWYSrBwffcKkciIiIiIiIiIiKyOinRQUREREREZDGmEx1U0UFERERERERERKQalOggIiIiIiKyCNNLVvhedQMRERERERERERFZpVZNokMqleJ3f/d3ecMb3sCtt97Ke97zHg4fPjzd7vs+n/rUpzh48CC33norH/rQhzhz5kz1AhYRERERkdo0VdFBiQ4iIiIiIiIiIiJVsWoSHX7zN3+Txx9/nI9//ON85Stf4d577+UnfuIn6O3tBeCv/uqv+OxnP8tv//Zv88UvfpFwOMxP/dRPkcvlqhy5iIiIiIjUIi1dISIiIiIiIiIiUh2rItEhm83yjW98g1/5lV/h9ttvZ8OGDfz8z/88GzZs4Atf+AK+7/OZz3yGn/3Zn+W+++5j+/btfPzjH6evr49vfetb1Q5fRERERERqiio6iIiIiIiIiIiIVJNd7QAqoVgs4rouwWBwxvZgMMhzzz3HhQsX6O/v55577plui8fj7Nmzh+eff54HHnhgwc/luu6Sxb3UpmKr5RgXYqX0A1ZOXyrZD8uyluyxrifelfKaLReNz/xW2/hUYn+t9zFV/NVX731YqviXcn+dUq9juhDeZCUHt1hYVD/r/f223DQ+5V05Nku9v1ZqvPX6Lj2N6fJYynGt5f1V75+loXFcGrUwjtXaX2uh77VA41CicVj4GFRrjni1vUarrb+gPi+H5ZhzEpli+L6/Kuqtvuc978FxHD7xiU/Q0tLCv/zLv/Crv/qrrF+/nt///d/nve99L48++ihtbW3T9/nIRz6CYRj8yZ/8yTUf33VdDh06tHwdEBEADhw4cMOPof1VpDK0v4rUj6XYX2H17LNn/uYTpE4fZdMHfp3oupuqHY6sMtpfReqH9leR+qH9VaS+aM5JpH4s1XesyFxWRUUHgI9//OP8+q//Oq997WuxLIsdO3bwwAMPcPTo0SV9nt27d9dsdpLruhw5cqSmY1yIldIPWDl9qdd+XE+89drXStH4zE/jc/3KjVm9j6nir75670Mtx1+LMS2VwX+JkwJu2rqFtlv2Lvh+tfx61QKNT3lXjs1Sq9R46/VdehrT5VHL47qUMdVyP+uJxnFprMRxXGhfVmLfr4fGoUTjUJ0xWMxzrbbXaLX1F9Tn1dJnWTlWTaLD+vXr+dznPkc6nSaVStHW1sYv/uIvsm7dOlpbWwEYHBycUdFhcHCQ7du3L+p5LMuq+Q+CeohxIVZKP2Dl9KXe+nEj8dZbXytN4zM/jc/iXWvM6n1MFX/11XsfajH+WoxpqRmGcV19XA1jcyM0PuUtx7hUerz1+i49jenyqMVxXY6YarGf9UjjuDRW0jguti8rqe83QuNQonGo7Bhcz3OtttdotfUX1GeRemFWO4BKi0QitLW1MTo6ymOPPcab3vQm1q5dS2trK0888cT07VKpFC+88AL79u2rYrQiIiIiIlJzJlf/8z2vyoGIiIiIiIiIiIisTqumosOjjz6K7/ts2rSJc+fO8fGPf5zNmzfzzne+E8Mw+OAHP8if//mfs2HDBtauXcunPvUp2trauO+++6oduoiIiIiI1BAfJTqIiIiIiIiIiIhU06pJdBgfH+eP/uiP6OnpIZlM8pa3vIVf+qVfwnEcAD784Q+TyWT46Ec/ytjYGAcOHODTn/40wWCwypGLiIiIiEhNmaro4CvRQUREREREREREpBpWTaLD/fffz/3331+23TAMPvKRj/CRj3ykglGJiIiIiEjdUqKDiIiIiIiIiIhIVZjVDkBERERERKSu+JN/eH514xAREREREREREVmllOggIiIiIiKyCD5aukJERERERERERKSalOggIiIiIiKyGP5kooNXSnQYPvcKhcxENSMSERERERERERFZVZToICIiIiIisghTlRym/vznX3on3/79n69mSCIiIiIiIiIiIquKEh1ERERERESuh3d56Yr+44eqF4eIiIiIiIiIiMgqo0QHERERERGRxfAn/5hcwgLAKxarFIyIiIiIiIiIiMjqo0QHERERERGRxTAM4PLSFSIiIiIiIiIiIlJZSnQQERERERG5Dr7nVjsEERERERERERGRVUmJDiIiIiIiIotgTFV08Pxr3FJERERERERERESWgxIdREREREREFmMy0QEtXSEiIiIiIiIiIlIVSnQQERERERG5DqroICIiIiIiIiIiUh1KdBAREREREVmUyaUrVNFBRERERERERESkKpToICIiIiIich18z612CCIiIiIiIiIiIquSEh1EREREREQWpbRkhe9r6QoREREREREREZFqUKKDiIiIiIjIIvieN/2nkh1EREREREREREQqT4kOIiIiIiIiizKZ3OD7pf9FRERERERERESkopToICIiIiIishj+1NIVHr7vVTkYERERERERERGR1UeJDiIiIiIiIoswtVyF73mq6CAiIiIiIiIiIlIFSnQQERERERFZjCsSHXwlOoiIiIiIiIiIiFScEh1EREREREQW4XJyg1+q6iAiIiIiIiIiIiIVpUQHERERERGRxZiq6OD7+L4SHURERERERERERCpNiQ4iIiIiIiKLMF3Rwfenkx5ERERERERERESkcpToICIiIiIisghaukJERERERERERKS6lOggIiIiIiKyKJNLV3j+9N9FRERERERERESkcpToICIiIiIishgzKjoo0UFERERERERERKTSlOggIiIiIiKyCL7vTf7pT/9dREREREREREREKkeJDiIiIiIiIosxXdBBiQ4iIiIiIiIiIiLVoEQHERERERGRRfAnl67wfR+0dIWIiIiIiIiIiEjFrYpEB9d1+ZM/+RPe+MY3cuutt3LffffxZ3/2Z9MTlFCapPzUpz7FwYMHufXWW/nQhz7EmTNnqhe0iIiIiIjUpqnzCFV0EBERERERERERqYpVkejwV3/1V/zN3/wNH/3oR/na177Gf/7P/5lPf/rTfPazn51xm89+9rP89m//Nl/84hcJh8P81E/9FLlcroqRi4iIiIhIrZlKbvDxZyRPi4iIiIiIiIiISGWsikSH559/nje96U28/vWvZ+3atbz1rW/l4MGDHD58GChVc/jMZz7Dz/7sz3Lfffexfft2Pv7xj9PX18e3vvWtKkcvIiIiIiI15YqKDijRQUREREREREREpOLsagdQCfv27eOLX/wip0+fZtOmTbz88ss8++yz/Oqv/ioAFy5coL+/n3vuuWf6PvF4nD179vD888/zwAMPLPi5XNdd8viXylRstRzjQqyUfsDK6Usl+2FZ1pI91vXEu1Jes+Wi8ZnfahufSuyv9T6mir/66r0PSxX/Uu6vU+p1TBdiqoqD57oUi4Xp7dfqc72/35abxqe8K8dmqffXSo23Xt+lpzFdHks5rrW8v+r9szQ0jkujFsaxWvtrLfS9FmgcSjQOCx+Das0RL99r5APGEj/mjVuN70n1eektx5yTyBTDXwW1Vj3P44/+6I/49Kc/jWVZuK7LL/3SL/Ef/sN/AOC5557jve99L48++ihtbW3T9/vIRz6CYRj8yZ/8yTWfw3VdDh06tEw9ELk+hmGwfk0bjpcm2/cyhmEQat9J1nM4f6mv2uFdlwMHDtzwY9TL/trV3kI06JPteQnfzRNs3YYXaODcxb5VdaAl9Ws17a9SmyzLYsOaVoz8GLn+4xhWgHDHTsZzPt29g9UOr6Ysxf4Kq2efPfEXv0p+qJfWe99G457XcOL///8BYNev/3WVI5PVYDXvr63NSRpjAbK9L+EV0gSaNmNG2zh7sZ9CoXDtBxCpsNW8v64mtm2zoasVckPkBk5i2mFCHTsYS7v09A9VOzxZoHrcX9d0tBBxPLK9L+F7BUKt2ynacc5d7MPzvIrEIFItK2HOqSERo6M5TrbvBG52GCfRhZ3cwPnuQbLZbNXiEllqS/UdKzKXVVHR4etf/zpf+cpX+OQnP8nWrVs5duwYv//7v09bWxs//MM/vKTPtXv37prNTnJdlyNHjtR0jAuxUvoBy98Xv5Cm/8i/MD50dnrbRPdRoh23cOvON2E64SV5nnp9Ta4n3kr11StmGTv9BINHn5nelu59mUC8nZ37HsIMRJftuW9Evb4XKkXjc/3KjVm9j6niX15efoK+579Mfvxyct/EpcMkNtzGrbvuxrRDNd+Ha6nl+GsxpqVyNhAkD7S3t7Nl+3ZOTG7fu3fvvPer5derFmh8yrtybJZapcb7Rl9f380z0f0iA89+e3pbuvc4driBW257L2YwvpTh1gXtM8ujlsd1KWOq5X7WE9d1yaWGGT36TxTSl5MaUhcPkdz6Gvbs2odhB6sYYX1Yie/HhfblevvuFTKMvPJdBi8ent6W7nmZYLKLXbe+o2bnjcpZie+B66FxqM4YLOa5liw+3yU7dI6+Zz57eTnE3uOYdpCtd/wYdqT5+h97Ca3G96T6vDr6LCvHqkh0+PjHP87P/MzPTC9BsW3bNi5dusRf/uVf8sM//MO0trYCMDg4OKOiw+DgINu3b1/Uc1mWVfMfBPUQ40KslH7A8vVlvOcM2SuSHKZM9BwjtmY3kZbNS/p89faa3Ei8y93XwvgoY2efmbU9P95L6tIRkpvuxjDNZXv+G1Vv74VK0/gs3rXGrN7HVPEvPd/zGLt4eEaSw5Sxs88Q69yJ03B58q8W+7AYtRh/Lca0dEoTUQZgGpfLiy60vyt7bG6cxqe85RiXSo/39T5fPptm6OVvz9pezIwycuoxmm/5AUzbWYoQ6472meVRi+O6HDHVYj/rie+7ZLoPzUhymDLyyqNE224mEIxUIbL6tJLej4vty2Jvnx8dInVFksOU3Mgl0n0nSKw/gGHUXhn8a1lJ74EboXGo7Bhcz3PdaHyFTIr+w/90OclhklfMMXDkq3QceDdWDX1/rMb3pPosUh9q91eyJZTNZmcd2FmWNb227tq1a2ltbeWJJ56Ybk+lUrzwwgvs27evorGKLBU3n57zh/IpY2efxnNV3rUW+b5P6sILZdvHzz+Pm5+oYEQiIvXHzU8wfuFQ2fbxeT5nRa5p8jzC9318VvxKgCI1IdN/qmxbqru0lIWISKX5hSzp7hfLtk/0HKtgNLJaeJ7L2PnnyraPn3tO80YiNa6YHsYvMzefH+/F1bGtiMiCrIqKDm94wxv4i7/4C7q6uqaXrvjrv/5rHnroIQAMw+CDH/wgf/7nf86GDRtYu3Ytn/rUp2hra+O+++6rcvQi18n38b3yiQxesYDva72+WuUWy6/DVjoI1o8qIiLz8+dN6PMK2emkV5HFmn7v+D54eh+JVIJXzJdv9D19potIlfhlf6gCcIu5CsYiq4bv4c/zvei5hVlXiYtIbfHc4vw30Ly9iMiCrIpEh9/8zd/kU5/6FL/zO78zvTzFu9/9bv7v//v/nr7Nhz/8YTKZDB/96EcZGxvjwIEDfPrTnyYY1Dp6Up9MJ0SkbRujp5+Ysz3WuRNL60TWJMMwiHXtIt17fM72cOtWTDtc4ahEROqLaYeJtGxhouelOdtjXbvqspSr1IbLP6j6MxJHfd/X+0pkmYRbNjNy6rE524LJNZg6txGRKjCsAKHmTWQHT8/ZHm3fVuGIZDUwLYdY504yA6/O2R5puwkzoHkjkVoWiDaVbbMCUUxH+7CIyEKsikSHWCzGb/zGb/Abv/EbZW9jGAYf+chH+MhHPlLByESWj2FaxNftYfziC3j5maWu7HAD4dYtVYpMFiKY6CAQb5u1trxhBWjccu+qXX9YRGShTNshufUg6f5X8N2ZVzsF4m0EEu1VikxWhiuWrrjyShvfByU6iCwLO9xAuGUTmYGrfkw0TJq334elH3REpAoMK0B800Fyw+fxvZlX5waTa3Hm+SFL5EaEmtbhRJsoTAzN2G46IRo23o5proppf5G6ZQWiJDbcwdjZp2a1Ne94C1YwVoWoRETqj454RFYwJ5yk684PMnrmycl1IQ1ia3bTsP4AdjhR7fBkHnYoTvv+dzF+4QXGLxzCcwtEWrfSuOVe7Eiy2uGJiNQFJ5Kk6+4PMXLqe6T7X8G0HOLr9hFfcyt2KF7t8KSe+VOJDh7+FUtX+L6P0hxElocdjNKy6wEmel5m7MzTuIUMoab1NN30WuyIfkgUkeq50D/G5rs/xMgrj5IeOI3pBEmsP0Cscye2fqiSZWKHEnQceA9j559n/OIL4LlE2reR3HQ3djhZ7fBE5BpMJ0hy810EGzoYOfU9itkxAvE2mm5+PYF4myoFiogskBIdRFY4J5KkadubSG6+BwArEMEwrSpHJQthh+IkN99DfO0ewMe0w6rkICKyCIZhEog20bLjrXjFDGBgBaIYplnt0KTOTS9d4TNz7VTfA3ScJbJc7GCMxPoDRDu2g+djOgEtWSEiVTcxkcYKN9Ky6wG8Yg4wsIJR/Ugly84OJ2jcepDE+v1AqZqDaWneSKReWIEIsc4dhJo2gO9imI6qlImILJISHURWAdOyMS1duVqPDNPUVcciIjfItB0lisnSmk508C8nPVyxWUSWj2EYukJaRGqSaQcw7UC1w5BVxjAtzRuJ1Dk7GK12CCIidUuXs4mIiIiIiCzCVHKDjz8zu+HK6g4iIiIiIiIiIiKybFTRQWQVcQtZfLeoqwzqiFvI4LuuXjMRWbV8z8MtpAFKy06oBLDUhMnkBs/DvyK5wVdJB5GK8NwiXiGLYZpYgUi1wxERmZPv+7j5NOBjOWEtIyrLwnNdvGIGY3LJFBGpH77vTX5PTC43bei6ZBGRxVKig8gq4OYz5Ma6GTn1PYrZcYKJDpJb7sWJNmntvhrl5jPkxnsZeeUxitkxAvE2GrcexIk0KeFBRFaNQmaU1MUjpLpfBAzia/YQ69qBHUpUOzRZ5XxvqqJDKRlnersqOogsK9/zKGZGGDn9JNnBM5hOiIaNdxBq3qDlLESkphSzY0z0vMz4hUP4nkescwextXtwwg3VDk1WCN/3KWZGGDv3HOm+ExiWQ2L9ASKtW7WUhUgdKGbGGO9+kdTFIwDE1uwm3rkLO6z5DhGRxVCig8gK5xXzjJ1/npFXvju9LZ0dI913ko4DP0q4ZVMVo5O5eMU84xcPM3zi4eltmewYmf5XaN//LsItm3VFs4iseMXMGD1Pf4FiZnR62/DJ75C6dISO296tZAepssnKDb4/s4qDCjqILKtCepBL3/8MvlsobciO0n/kK0Tat9Gy4wdU3UFEakIxO07vc18mP943vW3k1ccZv3iEzjvfr2QHWRLFzAiXvv+/8QrZ6W2DL/0bqcaXaNvzQ0oAFKlhxcwY3c/8DcX08PS2kZPfJXXxMB23vQ9HyQ4iIgumWjgiK5ybn2DklUfnaPEZOPqvFLPjFY9J5ufm0wyffGTOtoGjX8fNpSockYhIZfm+T6r7pRlJDlMKE4NkBs5UPihZ9dLD/dN/n0pu8H0frkh0UEUHkeXjFrIMvvzvl5McrpDuPT7nd4aISDVkh8/PSHKY4ubGSV14Ad9zqxCVrCSeW2Dk1e/PSHKYkhs+T2G8f457iUgt8H2fib6TM5IcphTTI6T7TmhJRBGRRVCig8gKl08NUO7ywmJ2dM6TIqmuQnoYyvxQ4uZSuIVMhSMSEaksr5Ah1X20bPv4xcO4+v6SCpoY7OFLP/0mTn77H0sbpiaefG9mcoMSHUSWjVfMkR08XbY93XeygtGIiMzNcwukLh4u257qfknn9HLDvEKGdO/LZdvHLx7RD6UiNcorZEldOlK2PXXpRc3Xi4gsghIdRFY4w7SucQMtgVBrDGP+j2YtWyEiq8F8n4WGaeqzUCrKLZSuIL/4XKlK1pUVHXzvcnKD5pNFlo+BAfMdJ5tamVNEaoRRfh6mNEej41i5UQbMM99nmLbOl0RqlWHMO19vGKa+JkREFkGJDiIrnBNpKnvw5MRaMJ1whSOSa7EjSQzLmbPNiTTpNRORFc8KRIiv31e2PbH+AKYdrGBEstpNTRSnhybLUF+Z0aClK0QqwnRCRNu3lW2Ptt1UwWhEROZmWg6J9fvLtsfX7sUKRCoYkaxEViBCrGt32fb4ulsrGI2ILIblhEisK/89kVi/H0tzvyIiC6ZEB5EVzgpGad55/6zthuXQuusB7GC0ClHJfKxAlJZdc7xmpk3L7gexg7EqRCUiUlmRli0EEp2ztoeaNhBMrqlCRLKaTVVtSA9NrXc8tXSFf9XSFSrpILJcTDtA402vxQrMPn9JbLoLK6RjZBGpDYFEO+HWrbO3x9uIdmzTlfZywwzTomH9AexIclZbtHMXTqSp8kGJyIKFmjYQbFw3a3swuZZQ04YqRCQiUr9U21FkhTMth2jbTQTv+UlGzz1LMT1MKLmO2Jpd2KGGaocnczAtm0jLFtbc85OMnXueQnqQUHItsTW7sUOJaocnIlIRdihO+753khu9xPj5Q2AYJNbtJ5DoUMKXVNxUMoNbzE/+25/e7nuq6CBSKU6kkc67Pki67xXSfScwA2Ea1t+GE23WlW8iUjPsYIyWnW8lP9bL2LnnwHeJrdlDqHEtdihe7fBkhbDDCTpvex+ZwTOkuo9iWgESGw7gxFpVNUSkxtmhGG23vp3caDfjFw4BPvG1+wg2dOp7QkRkkZToILIKmHaAQLyNllvegu+5GJY979rnUn1Tr1nzLffpNRORVcsOxbFD2wi3bAZKyXsiVeFdVanB96/488plLCoWkciq5YQbSKzfT3zNbjBNTFPTGiJSe+xgDLs1RqhpPaDjWFkedjhBfO2tRDu2g2FiWvpOFKkXpfmOOOGWTeCDaet7QkTkeujoR2QVMUwLw7SqHYYsgl4zERFNDEv1XV2p4XJFh8vLWsx1OxFZHoZhYNiBaochInJNOo6VSjD1nShSt/Q9ISJyY3R5sIiIiIiIyDx8z716y/SfM5IbfJV0EBERERERERERqQRVdBBZgXzPxc1NTC95YAVjgI+bS+G7RQzTxrAd3HwGfA/DcnDCDdUOe9UoZsfxJtf4Np3gjLXm3WIBLzeO73sYpoUdasAwlZMmIjfGK+ZxC2nwfUwriBWs3JqtbiGLV8gCYNpBrIDWUL8ebm4Ct5gtvYZ2UOt2VthUBQcDo/TvyaUsfM+bkdygig4iy8f3fdzc+HQVFcO08dw8eC6GaWOFYroiTkSqIhQK4eXTuO7c5/lesTB5LO5hWAHsYLS0vZDDLWQAf/I4uXLH6LJyFHOp6fMtTLt0vmBaWMGoKoSK1Dg3ny7NzwOG5WAGQnjZVGlO37Swwg2Y2o9FROalRAeRFaaYSzF+4QXGzjyFV8xhBaK07XsnuZFLjLz6OKYTon3fQ4yc/A4TPS+D7+FEW2ja9kYCDR3YOrFeNp5XpJAaYOjlb5MdPg9AqGkDTdvfhBNtwc2OMdH7MqNnnsLLpzGdEIkNtxNfc6t+0BKR61ZIjzB88hEmel8G3ycQb6f5ljcTSLQv6w9Cvu9TmBhi6Pi3yQy8CkAwuZbmHW8hEG1REtci5FMDDB3/dzIDpwGfYEMXTdvfRCDeCmjSoxKmflj1r6jkMPXnjKUrPFV0EFkOxVyaiZ6XyI32EGnbgmmHcLNjDJ96DDc7jmEFiK/dQ2L9bTgRJXCLSOX4vseWtc0MHPnnOc/zvdw4Q688ykT3S6X5l1grLTvfiuWEGTz+MJn+VwCfQEMnLbe8BSfWhmnp+E6uzfO80hzT8W+THToLQKhxHU3b3sjg+UM4wSiJ9ftnJN2ISG3w3CL58T4Gj32D/FgPYNB194eYuPQio2efxitkMJ0wDRvvINa5EzucqHbIIiI1SzPMIiuIW8gyfOIRRl55FK+YAyDcsolU91GGjn8br5Ch7dYfou/QP0yfZAMUJgbofe6LFMb7qhn+ildMj9D91OenJz8AskNn6Xnq8xTTw4yde47hE9/By6cB8ApZRl55lOFTj+EVctUKW0TqWDE7Rs/Tf8NEz7Hpq87z4710P/15CqnBZX7uUbqf+ux0kgNAbuQC3d//DMXMyLI+90qSnxii++kvTI5j6TXMjV6i+6kvUEiPVDW21eTKZIbShsmKDr5/RfIDaOkKkaXnuQXGzj3N6KtPEG2/mezwJQoTgwwc/TpudhwA380zdvZpBo99g+LkNhGRSvCyo/Q8/YWy5/ndz3yRiUsvXp5/SfXj5tN0P/V5Mv0nmTq+y492c+nJz1JMD1WjG1KHiplhep7+/HSSA0B2+DzdT3+Bxg0HGD3zFEMvfxt3qtqDiNSMYnqI7qc+N5nkAM07foDxCy8w/Mp38QqlCg9eIcPwyUcYPfPUdNUHERGZTYkOIiuIl0+TunRkxrZI+zbGzx8CIBBvp5gdozAx94nz0InvUMyMLXeYq5JbKDB27ll8tzCrzSvmSF08jGHNXWQndeEwxXxquUMUkRUoO3KRYnZ0doPvM3TyO8s26eX7Hqnuly6XUL2yzSuWrlBwi8vy3CtNuu/kdALcDL7LyKnH8YtKhKuEqSUpppeumEpo8AFPS1eILCc3N8Ho6aeIr93D6JmniHftYOTUY3PeNjNwCjc/UeEIRWS1unyen5/V5hVzjF98gWj7zTO2BxLtFMb75/6s8j1GTj02vdSlSDme65K6eHj6Iqcr+W6BsXPPk9x6kImeY/peFKkxXiHH0MlHpxPgAIINXYxfODTn7cfOP4c715yAiIgASnQQWVHmTFLw3OkDp1DzRjKDZ8rePz/Wg+/ph6fl4BXTZIfOl23PDJ8jmGgv0+rj5pToICKLl+47WbYtN3x+zknZpeAV82T6T5VtzwyemXNSTmZyC1myg6fLtudGLmgcK+XqBIbpig7eVRUdKhiTyCrhFTLguzjxVnIjF/E9b85Euin58f4KRiciq5lfTM+o5HC17NA5gg0dM7YFYm1kRy6WvU9m+LyO7+SavEKazNC5su3Z4fMEY60AFCeGKxWWiCyA5+bJjcz87vCKmdnnnFN8T4kOIiLzqPlEh3PnzvHHf/zH/PIv/zKDg6USy4888ggnT5afuBdZrQwnOHujeXltRy+fxg5Gy97ftINgGMsR2qpnmBZWIFK23XLC805mmFZgOcISkRXODpVfx9EMRIDl+cwvfeaV/76xAhEMU2sPX4th2pjXGkej5g/nVwTfm5nBMJ3c4PtwxbIWquggsvQMs1T1zC/mMAPha35/zHfMLSKypEwLy5nnPD8QmXWe77l5rEC4/H2csI7v5JoMy7nGey+MVyxVFDWdUKXCEpGFMExMJ3zVprmr/E4xy1QBFhGRGk90eOqpp3jb297G4cOH+cY3vkE6XcpcO378OH/6p39a5ehEao8djGEFYzO2FTOjONFmAFKXjhBu3Uq5H7Zia/fMur8sDTsYI7HhtrLtifW3lb3y2g4lsOZJUBERKSfWtatsW8OGO5btM9+0HBo23l7+uTfehaUJt2syLZvEun1l2xPrD2Dqe7sifM+9asPkH75/VUUHlXQQWWpmIIITayXVfYz4mlspZEYIN2+c+7Z2EDvSWNkARWTVuvZ5/gFGTj85Y1tm4FUibTeXuQc0bLpT5/9yTZYTIrHhQNn2xPrbGD37FGYggh0un/wuIpVnB6M0bLxz5kbfK3sM60SbZiVGiIjIZTWd6PDJT36SX/zFX+Sv//qvcRxnevtdd93FoUOHqheYSI2ygjHa97+rVJlh0uiZJ2neft/0lbXp/lO07HpgVuWGYHINifX7MS0HWR6BRAextXtmbU+svw0n1kxy8z2zfnQ0nRBt+94571XZIiLl2KE4LTt/cNb2cMsWoh23YCxjFR8n2kJyy72ztsfX7iGY7Fq2511p7HCS5NbXzNoead9OqMwPfbL0/KkEBmPq31dUbrii2oMqOogsPTsYpW3POyikBgjE25noOUbTtjfNmgw2LIe2fQ/pBx0RqahAop3YmnLn+S00br6HKy828d0CxcwIjdveMOs+kY7thFu2LGe4soIEYq0kNsxOLo+tuRXTCVFIDdCx/11YwXgVohOR+UTats5Iehs6/jBtt759svLmZWYgQuutP4QTSVY4QhGR+lHTNW9OnDjBJz7xiVnbm5qaGB7W+mKyurj5DG4+je8VMZ0QdjA2q2yrYRgE4m103fOT5Md6KEwMEUi048Rb6Lrrx8mn+siP9+PEmllzz0+RGTqLl88QatqAHU7ghBuq1LvVwQknaNxykMS6/WQGToFhEm7ehBWIYodiuGaAjtvfS2F8gPx4H4F4K4F4O7YOZkXkOpl2kGjHLYQa15EZOodXzBJu2ogdjpddWsL3XIq5FF4hi2HaWIHIvOV1y7ECYRIbbifasYPM4Gl83yPSvAkrGLuux1ut7FCM+Nq9RNtuJjNwGs8rEmkpjaMdiuO67rUfRG6Y712VwDCZ+OB73lUVHSoYlMgK5xULuPkJvGIO0wnRedcHKaQGSazbj+sWaN/3EMXMCLmRbuxIkmByDXYwgXmN0r8iIkvJDMRwOvfRtX4/mYFXwTAIN2/GCkSwQzGsQIS1yZ8hO3QOt5Ah1Li+tKyA5xJp3kx2+ByeWyTcvBE7FNfyO7JgdihOw6Y7iXXtLr338Ai3bMb3PIrZUdbc+1PYocSyJreLyPWxgzFadr6V4ua7yQyeAdPCsAJ03vF+8uN9FMb7CcRbceLtBKKqViYiMp+angGIx+P09/ezbt26GduPHTtGe3t7laISqbxCepj+I18lN3IBAMMO0rjlILGunbNOgg3DwAk3zJm0YIcTRFq3Tv87EGtZ3sBlFjsUxw7FCSZmfoYVs+MMHX+YiZ5jBBvXYYcb8IFgcq1OSkXkhph2ANNuwok2XfO2bj5Dqvsow688ij+5nnAwuYbWXQ8s6P5Xs5wQlhMiEGte9H3lMjsYhWCUQLy12qGsWrMSHS63zFiuQhUdRJZGMZti+NRjpC4eBt8DwyDasYOmm9+AHbpcAS0Qa5lxfiMiUg2nzlxk7969JBOz5ypNy8GMNOJEGinmJhg5+Qjjl46Ujh8Mk4bN95BYtx87qAQHWTw7GMMwTJxYK7nRCwy98hh+MY/lhAkmOjSfJFKjPLdIPjXA4Ev/hhWIYgajZPpPkdxyL5HWrZgd26sdoohI3ajpRIcHHniAT3ziE3zqU5/CMAw8z+PZZ5/lD//wD3nHO95R7fBEKqKYHaf76b/BzY5Nb/OLOYaOfxvTCRHr2qUTlzrn5jMMHP36ZAY+5IbPkZssWuPmxmnefh+mHahihCKyGvi+T3rgFYZe/taM7bmRi3Q/87d03fl+LaMjq9aVCQy+f2UFB/+qNiU6iNwor5Bj+OQjpC4dubzR95noPopXzNG6+wEsrVMsInXGLWQZeOnfyPSduLzR9xg99RjFzAgt29+M6QTLP4DIHHzfJ91/ioEXvzqrLT/WTeedH8AOaekKkVpTzIzQ88zfgu9RmBic3t4zfJ419/ykLk4UEVkEs9oBzOeXfumX2Lx5M69//etJp9M88MADvP/972ffvn387M/+bLXDE6mIfKp/RpLDlYZPfhc3l6pwRLLU3EJ6OsnhaqlLR3DzExWOSERWIzeXYvjkd+duy46RHx+ocEQiNeTKZAbvqqSHK5er8LV2hciNcgtpUpdenLMt0/8Kbj5d4YhERG6cl0/PTHK4wsSlo/psk+sy3zlcMTtGPtVf4YhE5Fo8r8jo2adnnGNO8z1GzzyN5xYrH5iISJ2q6YoOgUCAj33sY/zcz/0cJ0+eZGJigh07drBx48ZFPc4b3/hGLl68OGv7+973Pn7rt36LXC7HH/zBH/C1r32NfD7PwYMH+a3f+i1aWlZO5pzvuXj5NDtvWkdhvJcCYAWjpRJnplXt8JZMMZcqnRx6LqYTwQpGMa2afpvP4BayePk0XjGL6UQwLJvcyKWytw8mOvDcArnRbjAtLCcyo5TrFK+Qwy2k8Yp5DDsInotXzALG5LqRCQyzpvOeVqRidhy3kMHLlRIZTDtA8877cSKN+G7ptTIMC98tkB25iOmEsAJRLCe0pHG4+QncfAbfLUw+RwzTdpb0OURkaRSz47j5DPguZiBSKnG4wO+50n3T4HuYgQiG5eAVMniFHKYdKFXPmmeCNTd6ETuSBEoleL1iHq+Y4+aNnfhuHqzZV9e6xRxuLoWXz2BYDqYVwAyEdCWu1J2ZS1f4Zdt8JTqI3BCvmJ/8sa+0L9mhBhIb78AOJ8BzwbLBh3xmFNzi5DkNWE4Yzyviu8XS+U04gWHo/MYt5vBypfNLww5gORGsgL6DRSrNLWTxvCLt+x7CDifxAb+Yn6wE5TN6+vulCxwMA99z8d18afm5QOSGj5vdfBo3n77ifD+qipEriO8V8d08bft/FCeSxPeK4Lml95Hn4hbSFNLDeIUsphOefP013yNSTV4+S360G4CmW95CuHkDXiE3OVcTppAex81NUPh/2fvvKDnO/LwX/1TsnLsn5xkMciQCCWYuc1ySyw3alSzJlq7DHmcdHeva1k9eXa1sywqWLF37Ou5Kq00My2WOyxxAgMgZGGAweTrnrvj7oxqNacyAOYBkf84hD6YrdFV1pfd9n+/zmDVnjEP1fu7GcFq0aNHio+QzMQLc1dVFV1fXB17+pz/9KaZpNv4+duwYv/Zrv8bNN98MwB/8wR/wwgsv8Kd/+qcEAgG+853v8O1vf5sf/vCHH3rbLwZMvUo1O4ltaKQPP9OoDhdlF7GVN+JtG0GUP9v2eLZtoxXmmNvzIEY5C4AgyoRHriTQve4z0ZljVAuOjeH8cdRgB+Hhy8mdegNf+9KZXKGhyxBEmanX/he2qQMge0K0rf8yarC90bFnVItkjv2CamaSxNrb0YtJUkeebQxmiYqb2Kqb8MaHW43dTwjbsqjlZ5jf8xBGNU/HJV9DlFU6t/4ymWMvUp4/hiAptK27i/yZnVSSY41lPYkR4qtu/Mjs4/VSmrk9P0MrzDofCCLB3o2EhrY7mfAtWrS4KLBtCy0/y9yehzAqOQAESSGy7Gr8navf8TlnWya1/Axzex7CrBYQJJW29XeRO7WDavpUYz5v2yht67/M3J6HsC1z0Xok1YeplbBNg9zJV6lmzjSm+TpWEV1+XZPYzqgWSB95ltLM4cZn7kgf4ZErULzhVgxGi88UTUKHBWIG53N7yWktWrR4fxi1IpXUOIrHeT4ovhjR5deRPvwsejntvB+v/7IjoivMkjr8THObZuVNVFInKc8dI776FjyxwS90+8Z5Dj9HaeZQ4zN3pI/E2tuQPaFPcctatPhiYVQLJA89hZafJbHuTvRKjtShpxrOnYKkEll2NaLqJX34GcrzxxvLumMDJFbf6oi9PgB6OcPc3ocbA2oIAv7udURGrkR2LS6SafHZQxBlOrf+MpXMOAKQPvJswwZfECWC/Vux9Cqpg086/T39mwkPbENq9fe0aPGpYNZKVNKnkd0hosuvx7Z0Znb8bcOxWZBdxJZfh+0JMP36/8G2TARJJbr8WnwdKz/y4rcWLVq0+Dxw0Qkdvvvd777nef/Vv/pX72m+aDTa9Pd/+2//jb6+PrZu3UqhUOD+++/nj/7oj7jssssAR/hw6623snv3bjZs2PCet+diRSvMIQgCc/t+3mSJZBk15vf9nM5tv4I7/MGFJBcDRiXH9I4fYBu1xme2ZZA5+jyyJ4i/Y+WnuHXvjm3WGiIHgMjIlc5Ak6kT6t+KIKlOtWwdxRtF8YRJHni8aT3Ocfhburf/Ooo3jGXoZE+8THFqP4l1X8YyNeb3P9LUCW/pVeb3/IyuS/8OrlDnJ7PDX3CMap6ZHT9wlPYIiKqX+No7yRx/ifL8MQCC/ZvJj79FJXWqadnK/HGSB2wS6+740C+3RrXAzM4fNQZNAbAt8uM7ERUP4aHLWmrhFi0uEoxK3nnO1YVtALapkz78DLInjK9t5MLLVvPM7Pjb+j0HQoPbyI293iRUACjXrXQDvZvIn97RNE2QVCR3AL2YpDCxBy0/0zS9NHMQQZSIrbwBUVaxDI300V80iRwAqplxMkefJ9C7CW9i5DMhRGzRAhY6NQjnuTbY2NYC4cNS9qMtWrR4VyxTp3BmD7LbTyU1hjvSS7B/C/P7fo6lO64NoYFtaMUkrlAn83t/zkKRkaVXmd/7Mzq2fpPSzBHmdj/4hW7fWIZG5tiLTSIHcJ7Ds3seomPTfUiq91PauhYtvjiYepXUoaepzB0jsfZ2MHXm9zzUeC8HsE0No5Ilc/QXTSIHgGrqFPP7H6Ft/Zff9zVrVIvM7vwJejl97kPbpjixB1F2EVl2FaJ40XULt3if2LZNLT+N7PLVn5mVc9Msk9zYa0SWXY0r3E0tO0n+1JtIqo9Q/5aWs2uLFp8wtmVSmNxLJXWK8OjViIhMvfEjsM8VmthGjeSBx+nY/HWCA9vInXwV29RIHXwS2RPGGx/8FPegRYsWLS5OLro3moMHD76n/w4dOvTuK1sCTdN4+OGHuffeexEEgf3796PrOtu3b2/MMzw8TFdXF7t37/6I9urTw9QrlOdPUJ471iRyEBY0ZrInXsJcIBD4LFJNjzeJHBaSOfYSRj0a4GLEsQqvNEQOarCDWm66MZiVPfkKiXV3IC5o1Pp71pE7/daS67NNjUryBACmVqQwubdhTViaPrhA5CA0DWJnT76GZWhLrLHFR01p9kijY8Md66c0ewTFE2oMMgK4Q91UUqeartWzVJInGs4sHwa9nGkWOSwgd3oHRl1N3KJFi0+f8vyJJpHDQjLHXsB8h+dccfoQYDfu+a5g+yKRQ+N75o7ibVvW9Jmoekmsu4PsiVeRXP5FIodz37O/cW8yayXnmbMEtdw0kuJp5RC3+EzRJGBY6Ohg29hNjg6f4Ea1aPE5wqyVEESR/PhOcqffIjxypRN9VBc5ALhCHbjD3RQm9tC42AQBFkRU5E/vxNfhOOJlx97AMpZ+dn7eMbUSxen9S07TctPv+N7QokWL948gCEt+bmplynNHERU3ouqlkh5vEjmcxRPtpzx3dMn2fzU9/oHem41qrlnksIDC+K5G9XCLzza2qVOY3ItZK50TOQhi87NxfCeB7rXOH6JM7vSbmFrr92/R4pPGrJXIjb2Or2MlouSiOH2gLnIQFhWaZU+80ly4KUhkTrziRJm2aNGiRYsmLjrp7ve///2Pdf3PPPMMhUKBu+++G4BkMomiKASDzTZwsViM+fn5973+hREZFwNnO3b0UgpR9RIe2o7sCWEbNUTFQy0/Q3HqAJaugXBxnQ62qWHpFcdmW1aRVB+C4sWyLPq729GL82hGDdkboZabWrS8O9JLsO8SbGz0YhLb1BEUD7apY2llLL2C5PIhKl6ETyG6w9LLmLUSw12BJsW17Ak1bOYAtPwsmWMvElt+HQgSllHDHeklc+zFC667mp3C173BES7YFpI7gG1q6KUUii9GaPBSRNnl5D4qHsrzx6mkTmEaGrbw/iv4z573n8T5L0kfncPAB9neD7uvtm02na+yO4iWn8GMDTR9Jrl8tG28t3GtVjPj5E7taAiWLL36oY63bRpoxeSFpxs1bFN/T99h2zZ2/Xy2TY3RwW5MrYRpapi1EqLqQVK8CB8yW/TzwCd5rVwMfBLX62f9mL7X7a/lJi84TS+lsCwDzluHbWrYpo43MYw3PoSplRAkFUFSkN0hjOrSQifbMmnfdB+mVkb2BBElF6ZRwxXqxH4nQZxtY+k1TNPEMmq804ivqVcQdPdF8bt9Uc6hd+OjvF7P8lk9pkthNgZLbQxzQRWmZWEt2E/DMN5xvz/r59vHTev4XJiFx+ajvl4/qeP9Tr+vZWjI7iB6KeVUoJ56E8UbOW8eHVF2o5dSuMLdBPs2IwgCtm06ncVT+9GKSRJrbwOglp3ENGrYwqdX32HpZSythKXXkFx+RMXzntqetlGttxfL7/gufaFj6uQ8X/g5bNQKSN7oBafD2Xf8EmatiG2ZSK6A03aWPv5+A9vUsY0KRqWAIMlILh+C4rvgYPJHzUd5L7qYr9fWPffDYxsall5muCuAXpzHUr2I6rlIAEt3CnIklx/L0JYUHgiSgqh6ad/0FSy9iiC7MCpZpxilLnAwayUM1Ysgvfe+K70e67rkdlsGlrF0e9/SythmvT9Ar9b7zXyIH7Nd+sVwPn5a1+uH23cbbBu9lMabGMHfvc4R0wgCAgL5M7uopseRfTG6Lvt1LL2CbZtYho6hVREk5QN858fDxXAOXAy0jsN7PwafVh/xB/2NLFPHMmqOQ6/tuG3H19yKKLvrffRuyvMnKZzZhVZKYQP+nvUEezYAAqZWQq9ksUyjqSDy4+aLeE629vmj5+Poc2rR4iwX18j2OzA97eTJdXZ+OOvJ+++/n6uuuor29vaPYrMWsW/fvo9lvR+Uns42ZEANtBMavJT0kefRi+cEHO5oP/HVNzObTDG7oJr802agpwNzfi+lyT2NzySXn9i6e0AQqR5/jELJaSCqgTZ8naublve2L8cbH2J+/2ONyAfZHSSx4W6S+x9rOgau6AD+4Ws4fmrqPCvijwdVVRnsjpM58DBGOQNA+8avNKbbpokr0tlkM6oX55nf9wiCKKH42xEDXSjeSJMgYiGSL8HRo0fpbguBIGLWigiSijvajyvcRergkwvU+wL+rjVER69lemaO+VTmA+/bJ3H+X3LJJR/Zuj7M9n6QZeOxMFG3ieINNz5TvFGnuqOeHyx7wsRW3cjcnp9hVLKN+bxtoyTW3sH8voedTktB5NTYSbK5/Pvejt6uNsT8SdyB2AXnESQV3bDY9y7ONh6Ph942P5n9D9fPM4W2dXeR2vcc1cx4Yz410EZo5a2cGJ/FMBZXsHzRuNieFR8Xn+T1+lk/pu+0/V6vlzZv4oLTFW+UdCbHxPQ5q9uB3g48kjMwWzjzNuXZI41psidEbNWNpA4/jbFUB6hlMvv2TwkNbqc4fZBqagwEgdjqW98l01ugZljs372bZQOdgMCFxA6S4kEQRM6cHiOVWVpw8UnzeT6H3gsf5fV6ls/6MV1I7uQYALpusHfPuffTXC6HPX668ffRo0eYKL57Bfnn6diatpziAAEAAElEQVR8HLSOz4XZt2/fR369ftLH+/zv8/t99HdGMGolZG8EvZhEL6XwRPub5hMlBVsQ8LYtR3YHSB18oi6sAwSJ8OA2PIkhChN7EESZ8MiVTM3MkfwQ7ZsPitPmi5E58PNGmw/AkxjF3b+dE6eWFjCKoshwfxfF489QW+C+pAbaCa28leOnp5fsfDz/mL7bc9hEfUcHy4DfR2dYIX3gkaYK4cDANgz/IJPT778o5L3S29WGkD1G8cyOhlhDVL1EV9/BZLpKqfTJOUJ9FNfGZ+F6bd1zPxhD/V1oE29Snj3XdyN7QkTW3MmpqQy1Wo3lQ92AI1QQJaWpLwAct9W2dXeROfYC1fS59wk10EZi7e3M73ukLjzQSR18CrVnGydPLy70OR+Xy8VwZ/CC0wVRwrLtpvuAqqoM9sSRrBrpYy+g5abPrS/cQ2DZDRw/PYVlfbwxXZ/m+fhpX6/vZ35FURjubUdRZBDAEx9CK8wyv/fhhmuIIKlEl1+L7IkgSgozb/3gnFOSIBIevhwrMMipM9Pv8E2fPK17kkPrOLz7Mfi0+4jf7zJDfZ0IsgtBkrGx8XeuZn7fzxf10cdW3URx6gCCIOHvXEP25KuOW3cd2RsmuuYuTk4k0bRPzp35i3hOtvb5o+Pj6HNq0eIsF7XQwTAM/uIv/oLvf//7lMtOY9br9fKtb32Lb3/72yjK+1OdTk5O8uqrr/Lnf/7njc/i8Ti6rpPP55tcHVKpFInEhQcVLsTatWsvKnWSpZWp0Y7ijzG/9+fopeYK7mr6NHnZRcfqW+ns6v2UtvJ8bArjO8kvEDkAjnVpJU32xEtNdvtaYY7IyFUIkuLYegsSge51zO76KQs7dkKD20jue3TRMailTyEpr7Nuzc2fiJLZ0krMvPnXGNVzA9S13BTu2ADV1Cl87cuQ3UEEUV5kaWhbJuHBbc4A9ciVzO95aNH6BVEm2LGcsDuIbenUOldTnNqHber4Olcy/cZfN8Qf9bVSnNqHGkjQ1bOJ7t7+Ret8N0zTZN++fRfd+f9ufJDt/TD7qhdmmX7je7Rvuo/86bdAEFH8MVQhgVHO4okP4+9cRXL/Y4tsJMtzR5FUL7725ZhahcrcMXo6VjIwOPS+tgGgPH2A5KnXcK+9A8kVwKwVFs0T6F6HLMGGDRvecV1WrcDkq/+zcU4FejeSn3i7SeQAznWaO/QYqzd99Qvt7PBZvVYuBi50zD7rx/S9br9VzVMYe2VJq9vIyJW4E93E27vrn9hU5o9h1HS0wnSTyAHAqORI7n+M6Irr6hnn5/DEh51YC0HCHekmN/YqAKKkIskqtfwMaqANrTC3aDt8HSvxBqJs2NCObepU2pdTnj28aD410I6pV9GKc3TGh+nt/3QzJr8o59CnwcW4TR+UU6UZzuB0Kq9du5azwSzBQIDenl7ODjksGxkhMbruguu5mH+vi4HW8bkwC4/NR80ndbwv9Pua1Ry5k6/jiQ0QGthGcv+jGOUMsieEKLsaYgatMIctyngTQ0y9/n+aohmxTbInX6Vt471Us5PoxXnUQBs9vcvo+QDtmw+LpZWYfvOvMavNouTK/FFkt5/1665ZZFEMYJs1kvsfbRI5AGiFWXKHH2P1xvsQF7xLX+iY2qZGpWMF5ZnFkZ9qoA2PP8yGDRcuIjGrOSZf+R9NmdHYFoWx10isb3/XNsKHoTx7kOT4m02fWVqZ1J77Gd7+dxHdFx68/ai4mO9FH+U2Xcz7edFjWeTGXmkSOYDznp3acz/LL/07iKof26zhiQ9TSZ7A0qu4owPkT7+FbTnXVqB3I4WJ3U0iB3Dud+kjzxMe2k5p5hBacZ7y7GFkT5D1665Y8v7RtHlamVpmHNkTWjKu0t+1BrRy07VsaSXKs0fIzx5uEjkA1LITCCeeY826OxHlj8fZ4fN4Pr7Xffkg+27pZWZ2/ID2TV8l0LMBBJHMsRea5rFNjdTBJ+nc+i3SR37RFAeFbZE9/hJtGxIf6z39/fB5PAc+CK3j8Okcg/fzXR94+2wLe2AbguRCsE1mdj9wXhS300cve4JERq/FMjVK0/ubRA4ARjlLas8DrNj2y00uQh8XX8RzsrXPX4x9bvH54aIWOnznO9/h6aef5rd+67caL127d+/mL/7iL8hms/ze7/3e+1rfAw88QCwW45prrml8tmbNGhRF4bXXXuOmm24C4OTJk0xNTX2gFz1Jki6qG4FWSVPLzyB7gosG+M9SSZ/GNirI6sdrQ/deMap5cmOvL/pckBQESV6ykZY58TKJtXeQOvQ0rlAnpdkjNFWvCAKSK3DBY1CePUJ02dWfyDHQq/kmkQNA7vQO2tbdBYiIssvZn3V3kDr4VCPvXBAlgv1bUINtSJKEJ9pHZNnVZI6/3OiAklx+2jbcg+wJOg1fSSKy7Coss0bhzNv4ulY3ixwEAUn1YRka2XpGmOQOfOB9u9jO/3fjw2zv+13WOcavAZAbe4PE+rupZs5QmjqAZdTwd68jOnotWmkes1ZEUn2OneCChmhxaj9tG+4BAeb2PIypV4mt+NK7dnIsxKgWyZ54BYBqbpK29XeRPPD4AncQAV/nStRgB5mjv6Bt/V2I72CvW8lONp1T7kgv+VNvLjmvVpjD0suobv973t7PK5+1a+Vi4N2O2Wf9mL7b9oueIB2bv87c7gebngvh4StwR/ualjWqebBBVBwb76Vw1iGi+OIYlSy2ZeCODRDs3Ujy0FMk1t5GbsG17O9ZTyV1mvL8ceKrbyZz7EW0/Exjuic+TGT0mnPPUUkituJL2JZOZf5EYz411El09Fps2yI79ip6KUNs1U2In4AN9rvxeT+HPg0uxm36oAgL/iGJzTb4C53URUF4T/v8eTo2Hwet43NhPo7j8kkf7/O/rzB3lOL0foL9myjPHSc0eCn50zvINtp4TzltxPG3aN90Xz3P+JzIYeF7c+7kq/jallHQyuTHd+JNjCB/Cu+eWiW3SORwluLkHkIDW5HPq+wG0KrVpudm07T8LLZeQVpifxb9hpKH2PLrHOHhvOP4JIgyrmg/8VU3vOsxKcwebRY5LCB7/CXckV5k10ffsW7UimSPv7LkNNsyKCdPEOrf/JF/74W4GO9FH8c2XYz7ebGja0Xy4zsB5x4kSAq2bdaj3KpOjIAnBJKX+KqbmD/wGJnjLxJfeweJtXeSOuT09bijfcxP7EZy+Z3c9QXXnV6cR/FFCQ9fTubYy8juEOXZowT7LnkXlzXQa3kK0wdJrL+L5P7Hm1xNve3LcUf7SR58gs5t30J2OfcDrZxB8UaoZZd2nKmmT2MbTpTFx8nn6Xx8v/vyfubXi0WMcga9nMIV7iF18AmgHoUiuzC1cuNZWZjci3SB/s7siVfoiPQgfYI2+O/G5+kc+DC0jsMneww+yHe9/2UkAl1ryJ/egeKPN0QOouJGEKRGX0/+zNv4OlejF9MUpw4suSazVsCoZPB4Pn4BaGPrv4DnZGufW7T4bPDp9yq/A4888gh//Md/zNVXX934bMWKFXR2dvLP//k/f19CB8uyeOCBB/jyl7+MLJ/b7UAgwL333ssf/uEfEgqF8Pv9/P7v/z4bN268aBStHwajnKM4uQdXeHG1hhpsJzRwKdgmtdwUtmUgqX4k1akQMfUqllZGK84jSAqKN+bkikoSplZxcqHKGWR3CNvUMap5ZE8YyeV1GnblDLLLj+wJIS8YPLdME1MrOvmrpo7iTyCpXiefinrW8Vl7zDqyN0J02TVY5tJ2TGcHWju2fB1sSB16smm6KKmL1nneGi647veKZZqYtSJ62dkv1Z9AXLBfZ1lSTd+zAckdJDp6DXopRS07Seb4y0RGr3bU8rYFokRp+gC2baGX0mjFJO5oH92XOxl7guRCECXMaoHS3DHUQBsCAnolR2TkahBFihN1lwxBJDy0HVewA72SdbZRkLDtj9eC8IuMbemY1SLtW76JrLjRSkl87aOkDj2Nlp/B1CtEV9yIKLto33QfRiWLIMqIqpfCmV1UkmP1a9RLNTdF59ZfQRAsSrNO5IwaSCBIKpLqwayVGvnGqj+OpPoQFdfZDcGoOuegIEhkT71BoHcjsieEbRmIkkIlOUZy/6PI3hCWqV9Q6GDqNbTieVXd1jvneJnaJ2c126LF5wlBlHCFu+m67FcxtZKTla36nMzc89yIbMusZ1jbjtPReUiqj/DIFUiqh/DQZUjuIJLqcXIeRYm2TV/B0ip4YgOIspvQ0GVg6ejlLL72URBE/N1rUZdfB7Z9rmPXMjBqJefdoZxB8YaJLLuWyMhVWEYNUVJBELAsA6taJti7yYlhKmcwtSKKN4rs8r8v8VaLFp8U9lmbZpvmqDPbblirN2Zo0aLFe8a2bbT8LNgWpl4le+JlfO0rSKz/MoIgIXuCtG36CgKC85yS3ehFR7we6N2ENzFcf29WEBU3han9eNtGEVUfoqxgmZqTh6xXMCo5jFoJxRtBUr3YloGpVQELUysje8JYRhWzVnTmcQUag/l2/Rmnl9LYpoZSf8c+v613lrPv20vus2XWv7vUWKfs8jnv401VfYsx9Xd/lzZqJcxqwWkHLruK6PJrwXKOr1krYGkVDFE5t2+2jVkroJdzWEYNNdCOVpi58Por2QuKID40ltUU33c+SzlKtWjxSWPUSlh6FX/3WnztKxoRjoonhF4tIEDT+7nsCZJYdydmtQCihKR66dj8dSzLQBRl4qtvxdRKyO4gRjVP9vhL52J5bNuJt1x5PQhOFa9eSjfePbTC7IL+Ol+TeDg6cjnF6YMEuteheCPYloEgyVRSp5nf94jTz1R/v9GrRfRyGvEC97SzvNs9qsUnh1ktoIZ7kd1BKnPHwbZJrL3dia/VysieEHopTfbEy+ilNK5Qx5LrMSpZbLMVL9qixSeGbWKbOnphvl5ssglLr2JbOrInTHn+BIUzu5x7tG0s6ep5FqOcg+gnuO0tWrRocZFyUQsdVFWlp6dn0ec9PT3vO7bi1VdfZWpqinvvvXfRtN/5nd9BFEX+8T/+x2iaxhVXXMHv/u7vfuDtvphQfFF8XasbCu2zuEJdTpTD/sfONaAAb9sosVU3AiK5k680FOrgVIAk1t+JK9hJ+shzVFKnSKy7g/m9P0MvpZxswfVfJn34aWq5c5mBkitAx+avofrjWKZONXWaub0/axp8CfRuIjJyuaOEF6UmO33FGyW64kskDz1FbPl1S+xjjOjya7EMnczRFwj0b0YNdlBNn7POtwwN6Z2snAQRUVbf83E9H8vUqSTHmrLwAIJ9lxAa2t5U7SJ7I03LRpZdgzvczezOHxEeuQq5rsTUi/Mk9z923rxXU5w8QG7sNRod6YJE28Z7EC2bubd/imXU8HWswNLKZI6/VM91fBhLqxIa3AYIJNbeQXFqP9kTLzfWLSpu2jd+BdkVQDivUrHFh8cyTRJrb6c0c4jZk6+AbePrWInqj6PlZ1D8MSTVQ2HicJMjgiDKRJdfhyi7KSdPopfTuEOdlOcPkz3+0rnBFUEksuxqvO2jTL36P5uur9DgZYQGtjgKfVFC8UXRS2nUQALbMkgffmbJbVb9bc7A5BIY1SKZEy/iCpzXWBYlp7TVXnqgR3K13BxatPigCIKA7A40iQeXnE+UHeGaIDZZfgOIiof42ttIH352gZOL874QXXE9c/sfIzR4GVpuCskbITxyOckDjzfZ10ruAB2XfI386bcoTOxu+t746lsozZ8g0LV60XKucDexFTcwv/uhpsgcV6iL8PB2pl77P7StvxNXuBexpR5vcZHRJAZd8Iyzbatpmv0x51a3aPF5wrZt9FIGxR8n2L8VWfUhiDKl2cPo5QzhkSuY3XU/sVU3kD+9k+DAFhBA8SfwxAbRS0lmd/2ksT5BlImtvBGtMEv68NMAKP424mtuZm7X/Y0qufDwFVimgTvcRf70WxiVLLHVNzO36ydNzntqsJ22Dfc4QuP0OHN7Hmpuw/ZsIDJy5ZLVzcp5bb6FiIobQZSZ3f0zagvi3iTV5wj3ccSKS/GObVocUf3s2w+gFWad+V1+EmtvJ3ngiSYBgRpoo23jvcjuIFphjtmdPwYgsfZ20oefRg20XfA7FH8cQfyYupJECcUXv6ATozu8uH+oRYtPkrPXWHzVTWDbzOz4QWOacw+6nvL8SfRSivZN96HUnVtEScUSRFIHn6SaOYPkDhBffQvzB55sEkapgXYS6+5kbs/PsE0NUXGj5WcozR6hPHf03HfJLuKrb6Ywvotq5ozTX7fuTjzxQSyjRnbsDYxyBn/XatJHnl1yXxRfHEQZvZQmP74TV7h7kYD6fISPKbaixftH9kaILb8GvZjE07YMNZBgfu/DjWcdgCvcQ9u6uyinTi1ZdAX1e/onEOPbokWLOoKEqLhxRfpR/PFFYwmBnvXEVt2EZRogigiSel4E9TkUf0vl0KJFixYAF/Vo5je/+U3+8i//Ek07dzPXNI2/+qu/4lvf+tb7WtcVV1zBkSNHGBxcnAPtcrn43d/9Xd58881GNEYikfjQ238xIHtCeGKDVLOTuEJdjc9DQ5cxv++RpsEPgPLcUUozh6mmxppEDuBUsRTGd1GY3Etp5hChgS1kj7/UGCjx96yjMLm3SeQAjpXSzFs/wqgWMKoFZnffv6jCtHBmF+X5McDpjImMXNGYFh6+nOT+xzArOae6xt/824SHLyc/uQ+tMINlVBEAb3zovIpQG62UajoGCwl0r0NSP/gArFHNM7f7wUUqy/z4TqqpU02fyZ6g06AERNWLJz7A7J4HkT0hLL1UH4BuX/QdsieE7AnV89IXVhKaCLbN7M4fOb+nIOLvWkPq0FMEuteSH38LLT+LUc0hqV68nauoZSeoJJstUS29ysxO53dq8dFiahWqqVPopZQjLqkPkJTnjuLrWFl32LiCWmZ8UeyDbRmkDj2Fv2s1wb4tVHOzmEaN7LEXm8UEtkXm6PNOZ0bPpqZ15MZeo1q3n5RdPsIjVzmiIkHG27YMhKUfBeHh7UsKgCzTJH96B8WJvUjuAOICi8NK8qSzT0vgjvZeVHaILVp8XpFc/npj2CDQu7FpWmhwG5ljLzaJHAD0UprMsRcJ9m8mffhpfB0r8SaGyR57cVFGryipVNKnm0QO4Nyv5vc9QqhvE/kzby9aLtCzgdnd9zeJHABquSkKE3vxda5gZuePMWtLW323aPFpYjeJG5x/C6JYd3RYer4WLVq8M2atwPSOv8YVaCfQvQbL1PD3rAOc99D5fY8Q6F5L9vhL+DtXYZQzJPc/irdtBASRwlm3ujq2ZZA88LgTxVd/vw0PbWN2108bAz+SO+i0u7Qi5bmjVDPjhIe3kzr45KJ4QS0/S+rgUxiVPLNvL9GGndhNuR4LcT6yJ4Tiiy05LbbyJrInXmkSOYATK1WY3I+vc9WSy7mj/e/4Lm3qVZIHn2yIHJz9v4zUoacXuSRohTmS+x7FqOSYeeuHmFqJ0OClpI48R3nuKK5QB8IFBM+RZdd8bO/0sstHZPTqJaeJsgt3rP9j+d4WLd4Lpl4hefAJbNuiVpilcObtpunOPehJAj3r0ctp5vb+rOFoaNZK5MZep5o5A0B4aLtzbZ7n/qIVZsmd3kGwbyOucDd6KYNWnG8SOYDjrJDc9yihgW2N757b/SBmrUR+fBeVuaP16IvYBR0anWvNppI6RX58J7apoxVTeOKL+03BibxotecvDmzbQhBFZnb+GL1awtJK9fOt1DRfLTtBcfoAob5LqKTHl1xXZOTKhrNvixYtPl4sQ6M0c6gereYjdfDJRWMJhYk9ThGo6kMUVQI9G5Zcl+KNIrvfOcaoRYsWLb4oXHRCh29/+9uN/w4fPszzzz/PVVddxa/+6q/yq7/6q1x11VU8//zzHD58+NPe1M8Eoux2KvdPvkZ4+HI8sUFkbxijml/SzhqcDtrsyVebPhMkFW/HKkKDl5E/vQNwqr1rCwYxPLFBynPHzltOQfHHQXAG0kvTBxuDs6LsqsdWOFUphYndGFoZQRDwti0jsuwaxPq0sy/rmeMvE11+Le5IX2MdtmXhS4xQmNiDv3Mtll4le/I1EmvvQHafy6nKj+8ituomPLEFjTZBwN+9jvDIFYjyB1cwO3lZzR3bijeKJz5IcfoQRu1cY0N2+Wm/5Cu4I70EutailzNYWhl/1xoKZ3aTPfESkdGrcUf7FmynSGTZNeRPv9X8Hb44wcHt6NV848XIEx+kPOd0uLkivVSSY4115Cf2EBncRmFyX9O63dF+PPEhsO1FQpUWHx5TK6OGOilMnO0IEVB8Uef3yU7SsfWXwLbIj+8CnCovxZ9AVDzI3giKL0Z5fgx/52oC3esoTuwGQUTxxRY5hBQm9hDq24CvazWSO1i/zuLkx3c1OlkESSa2+mYKk3vIn3qTxNo7cMeH8bQtc2x+VS+Jtbcju8NL7o+llcjXO3W0wjxt6+9qVH0VJvbgbRvF17m6KbTckxgmsfaOVsdIixafAIIg4A53ofijeOIjBPsuaYj/VJ/jIrMUZq2IK9SN4m+jNHcMQXY1OsQWPrPPPq+WQnIHqGYmEUQZxR/HFe5GDXbiaV+B6Aohyh5ExYOk+lD88UbHa3nuGJ7oANgW5Qtkk7do8WliL4xmargpCdjYi6MsWrRo8Z7QS2ksrUw1N4VeyVOY2IMr2EFoYBumVsY2aqiBNrSiI86TXQH0YhK9lFnwXu0I/DxtoyiBNsCmMn8CT7TfecbYNtaC6DR/1xrnfTUxQnH6kON+pHjOq3QVULxRFF/U6ZCePdzIORck1Xke1l3KsidfbWrrnUV2+WnfdB+uhQ4EgkSwfwtqsJ3i9NJ5y/nTOwgPXYa/czWOs4ODJzFCYu1t7/gubWllKsmTTZ9J7uAiceNZtOIcejndiHhUvBH04jwAmWMv0bbuzqa2hii7iK++BVdwcSzmR4k70kNs5Y1NQgvFF6Nj6zeb2vctPhoWRru2eGdMvYZRyRPoWX+ub0aQ6u3yMOCInLT8HO7YIFpuGlNzri9LL1PJnEHxJxAUN5LqwyhnkNyBRRX1ZiXvuK2uuAFR9aIV5lC8i6t2bctAK87jSYzgivSi+ON1ocO5oqXMsRdJrLsDxRdDDbTjSQwje6PEVt6IO9KDuaBtnzn2ImqgjdDANryJZQu+ScDbsYLY8i9dMK6nxYfH5VpakLIUZq2MXpjHNmp4YwMYlazzrKv3E7kjfQ33ndLsEWzbon3jPY3zFJx+p9jqW5Bc7+wW2KJFi6V5v27jQD2myI9eK1Gc2s/ZsQRXuAdPYgSh3j+SO7UDSyuhldL42kacAhbhXEGnK9xDYt2d7+r22aJFixZfFC66Fk0g0HyDvummm5r+7uz8eBvVnzdsy8Co5JBdPkTZTXTljQii2DzQfR6uQBvZelW/KLtIbLgb2R10hBG2haVXG+s+izcxgqR4OfuAFiSFyLKrkV1+tGLSUQeLMnoxiah6iS67GkFS6u4FbcieELXcNKXpg7ijfYiyC0/7KJ7EMFr+nJjC0ivM7/kZwb5LCA5sQRBEzFrRsebWq4iKC1MrUU2fxqyVCA1tr3cG2dimQfrIc8RW3uh0TBsaouJyFJLvMbbCyTUtUc2cQfFFEWWX08BY0HkU6FmPv3sdIFDLTSMIAqZWdtSY9Uah4gnTtuEeTKNGpa7MF1VPo4pobs/PCPZtIti/BSwTJBXZHWhM9yaWEVl2NYgSgiRRGF/Q0ad4z7ky1DvlQ4PbcId70QqzWJbRsLyKrrgRT7SHWm4GU68QHtp+wer+Fu8ds1bGqOWpZScRXSFUn9NBaFQKBPo24WtfiaVXkTxBBEQQbCyjhm1bxNfcjiCAUS3Us3+9aLlZFH8MMKmmT+FtGyU0uJ1qbsrpAPbHKE7tpzRzGLOax9I1XMEugn1bsI0qtewUkstXv0Y8lKYP4YkNYFYLKOEuVH+MQNcajGqeUL8TcZE/swdPYmTJ/bMXnEOC4HSI+DpXEx650jnnBAFXqAtfxwqAesaxv9Up0qLFu7DwGSOIIu5wj5O1u0QVlmXUnHmzE9iWhTvS07jOTK2MUS1Qy00jym4CvZsI9G50XH/sxbb6aqCd8PB2TK2Clp8huvwaZFcAU6uQWHcnkuLGqOadDHF3ADXQRmm2WdjojvYR7N/i3IMMjVD/ZmzbwtIqKL4ItfwMmBXa1t8JSGjFWfRSyskLNnXSR3/R2Da9lEIv59CK8xjltDPYFGhD8bQGN1p8ilhnBQw29tn3XUFwXn0XRle0hA4tWrxnjGoB0eXD372OWnYSs1oguf9xQkOXYRk1BFFGVDyI9WcbgoCoeFD9MYxqAckdpG39XdiWQS03jdS+HNUfp5waQ9SriLIbs+5gKEgKbRu/guz2U5ra72yAbSKpvqbrNtCzAW/bMrTCHGDjiQ2RO/0mouwiMnoNouxGL6WQXH5kbwQBm2pqDMvUcIV7kF1+RFnFqBYxtRKxVTdhmxq2ZSKpXiTVh6kVl3weO9tkUcvNEFt1kxOxYdQQZRVR9b7ru7RlNNsaC6KEfZ6D40JExb1A4CFgLSiE0AqzpA4/Q7B/i9OJblso/jiKN3Kec+JHj6R4CPSsx5sYxtQrCIKEqHqb4iBbfDiMagG9lEYrJhloC2BpRSRPqyr0QliGhqmV0PKzxFffiiBKZI6/RHj4ctRgB1phDkl244r0oJczGOUs4cHLYPhKbNuinB5HVr2Eh7Y3XEoFSXX6hGoFTK2C6o87/TuChFacQ8vP4or0ILsDeOJDCIKI4otSmjnU5GZj6RX8XWuwjCpqoB1RlJuue704TzU7RduGu53fvTBHoGstarAdUXJhW1nMej+TqZWY3/szgv1bCQ1dRnj4cqffTxSpJE/BxxVZ8wXG1Kv1PswzdPlNzGoWQfUjKu8serCx0Cs5XOEeRFnF1MoEB7bijQ+jF5MgCKjBDmzLpJabdBx6J/aSWHsnYINlgSiRP/P2ko6yLVq0WBqjVsSo5KjlZ+iLurFqBUR38F0joM/235haCUGQQJQxShlCQ9vxtS+nlp3EtkzCw5dj6VWS+x9FkGQEUSA79gahwUsJ9KzHMnQEUaSWmSR3+i0Sa25txU+3aNGiBReh0OG73/3up70JnysEScWbGMHbNkotP4NLksmfOYAn2rvk/NEVN2DUSk7lTGGW9s3fAGxqmQmSB5+kbf1djiNEOVt3WxDwdSzHFe7FrBUQJAXbMkmsu5Pcydea3AFcwU78Pevx96wjffgZ9FIad6QXxRdh+o3vY1sGkjuI6o9j1UrM738MSy+TWHdn0zZaRq3hOCGqPto33EOtMOtsVyXbiIXQS0lSB59oPh6ijCBKjZzE94OplcmefI386R3EVt5A4czblGYOoQbb8baNUp49QmjwUlzBDspzx8iNvd60fLB/C+GhyxpVOJZRJT/+Nt7YAABGKYMaaEcrzGIbNXInX3P2UXaRWH+X812Bdgh1ER65CsvUEEUPRinTtD9mrYgr2udEUwgi0RXXo+WmmX37p0guP96OFUjuANHR6wCbydf+D9jnqhTdsX4Sq29Dbg0ofSCMapHkgceoJE+i+ONEll3N9Bvfo33zNwgPb6eWnaI4sdvJv1TdmLUS8/sfJdi/hdjKGxwL2QX2lZLqI77mVpL7H8MdH0DxRpnf+zCCpJJYexvZM2+TKcwRWXYVgqQiiCLZsdcIdK8lue/nTSIcUXHTsfnreBPLqCSP4+/bhMsfZ+qNv27Ke1MD7STW33nBfE5BUpBcAcxaAb2UQXL5yRx9fsl5g32b8cQG3jXrs0WLLzqWXiV/6vWGa9JZIsuuIdC7Hkk5Zydq6lWKk3tJH3muad5A3yWEB7aSOvQM5fkFQgRBJL76FgRBXCSaUANthIcvZ37/o02dooo/QWLt7QiCl+T+R9BL6cY0UXGTWHdX/Vmewh3tJ9C9lvk9DzVVvbvCPYQGtjD15t+QWHMr2ZOvYVTztK3/MpZeIXv8Jee7fDES6+7ANo36ct0k9z/SsPYFJ+qpY/PXcb1DZniLFh8ndn1Q0rbqncOAIIjYtnWeo4MzLX3oEJEVKxwxRIsWLZZE8cbo3Px1SjMHcAW7UYNtVFJjFKf2E199C13bfwNsHUsro/rj2Ngk1t2BUSviDvcSXX4Nyf2PNbU5BVGmbeM9WHoVf886VF8cBJGOrd9EFJzBOjXY4Tg5qF5iq25qiN5DQ5dhmyazu37SWF9x+iCBvkvwd64mffQXDccDX/sK3LZJ6vCzTaKF0NB23JFetMIcRjm9KF4jMnoNvvbljlD/AiIE1R9zxA3vUYwPYOsVLFNzxA31Z7FtmYvc3xbiDK6ejYW0FzkcGpUs6cNPO38IAj1X/ObHLnI4iyBKjejGFh8tWinN7Fs/bIpqyak+OrZ8wxlsb9GEZdQozRwhe+p1YsuvY/btnxLoWU9iza0Upw+SPfHKuZkFgejotRjVHCpdoJfJjh8k2LOB6Te+37jm3ZFeQoOXLcpld4W6CQ1dSubYi437SqBnA7InRPrYCwCEBi8lNHhpo79J9kZIH3kWs1qkbf1dGIDsDjX6FEJD2/EmRpjf+/OmWBtBUmnfdB+S6kUNtFOtR+lYepXs8RfJHn8RgOjotZRmD6ME2t7XPanFu2NqZbJjb5A/9Ubjs9wRCI9cRbB347vESTiieDXYhm3beGL95E7tYOatv22aKzx8BaLsQpBkXMF2pt/4XtN0V7gHoVXs1KLFe8KJMvtpXQzrkJVUOjZ/DVeo84LXkqlXKU7sIX30eTq2fAMbG9UXQxzYgpabYuq1/9U0v797He2XfJVafhZR8eDrWMHMjr9ZtN7o8i+1RA4tWrRoUad1N/y8Y1v4OldRzYzjDneh5WewjSqCKC/qNHAyRG30UprQ4KX4u9ciiCKWXiF58HGczg83oYFtdcGAiK9zFf6uNaQPP+10AvVuxNe+nPLcsUURCLX8NK5gO7mxNxoDJqGBbST3P9Zo3IUHt2FUcqQOP4NZK2BbJka14HRGLUF0+XXYtgm2TXhwu5NjJauNaIvzCfZvbtiMvl9q2Snyp3eg+OPYtkVp5hDgZLe6Au3InrCjmMZeJHIAx4a0lnPswk2twvy+Ryie2YXk8qMG2ilM7iE0sHXRcoHeTeTGXqcwvpNg70bCg5dimdW6arvI3J4HESSlkculBjtwh7sRZBfV7ASCpDSsUWMrrqc8d4zIyJUo3gjz+x5pEjkAVFOnyU+83WzR3OI9YVsmhYndDcvY8NBlJPc/Vu8cOYwgq+TP7MLXuRKzVgTLZH7fI9imjqi4SR95blFGp6mVSB16mtDgNooTexBlF7InhG1qJPc/RnjoMsAmc+wFvG3L8LYtR/aEyJ/escim1tKrzOz8MWowQSV1Gm9sgNm3H2gSOYBTwZU9/gqWsXS8jeTyE1l2FQCl2cMEutct6QQiiDKB3g0tkUOLFu+Cqqpo+elFIgeAzLFfNIkMAPRyepHIAUAvzFOYOtAscgCwLZL7H0NU3FRSpxpuKwChwctIHnhsUcWnXpwne/wlBFFCL2ebpll6leS+R+r3Hwj1b2F+/2OLnhu17ASV1Ck80T7m9z3qPL+0MvP7HnHcnOr203opRf70W5haGUn1ISneJpEDOHbcc7t+es6xqEWLTxi7Lm6wbavh6IAggN0cXWHbkNq3jye+8hVOP/74p7GpLVp8JjBqJUTFRWFiL7LqQ3J58UQHECQVf8cKRNWLIEItN423YyWi6gHbaVMp3iiR0avJnd6xqM1pWwZzb9+Pv2MFiieEqLgJDmxDlFQKk3uxbYtA70YEWSG6/HoqyRNUs5N420ZR/Qnyp99sWp9eTOIKtFGY2N0QOTjxh2tIHXp6kTODO9RF+tBTSIprkcgBIHP0F1imQaj+DD0fNdjxvuMZPB4PleQJJ8qxe13jc9kTwrYMJ6JwCfydq5A9oUYEXTU9jrdt2dLzdq1rRE62+Oxi1krM7/lZk8gBnDbn7Nv3Y1SLn9KWXbwYlTzJA48RHryU5IEnsPQKtdwMRq1EefZI88y2TfrIc/i712EbGvP7HyU8sIW53fc3CZuCA1uZ2/3Aolz2Wm6S8twxfO3LG58VJnY7bjD1+0Ju7HXUQBui4m5EVZrVAp74ENXsBLmx1wgNOv1KouLBExskf/rNJpEDgG1qzO76CYIoN+Y/H1F2oYa6qOXnCPVvRZQuulq5zzS1/GyTyOEs2eMvopeS77ywpSOqbmq5WbBNtPwcxcm9i9d14mVkT5DC1EHcsUGE81w5IsuubBLUt2jRYmksQyN99BdNIgdw7qUzO3/8jv0UeilN+ujzTkSRIKF4o1hGFVEQyRz9xaL5i5N70fKzaKUUll7BMjRcoa6meUTFjSex9PtdixYtWnwRueiFDk888QT/5J/8E7761a9y9913N/3X4t0xtRK2UUMvpTH1CoXJvXgTwyT3P0Zs1U24o/0AyN4o0RXXU5zciyvUTnn2MMHeS7B0x/Ye28YT7ac0exi9nCGx7k4KZ/YQ6F5DNe0MRpTnjqL64gT6NlGaPniB7alQTZ8GQPHH0CvZpoER2RNGVL2NAVrJFaCSPEl09Bq8bcsQFS+uSC/+rnXE19yGO9zN/IHHcEd60EspAj3rqSTHiK64Dl/7CmR/nMiya4ivvZO2jfcRHLz0AzXOTL1Cti5e8HeuojDR3IBIH/0FbRvuxqwUKE0fapomu4O4I73I3jClmUOYRg1TK9dtqQyyJ14isfZ2VH+CauYMsZU31juRBNzRfrxtI1TT41hGjUrmDIIkY9aK2LaNUclh6VXSR54jvuYW3NE+PIlh0oefoW3dHSieEIXxXc6GCCKyL0r2xKvInjDl1MkLWqYWxnctmTXb4p0xtXJjoFKQVMcRsJ556wq2kT+1A0+sn3LyFO7YIHopVXcyCaD6E2j5mSXXa1SySPXcteLkXoL9WxBEGcuoYRkaYr1hWpk/QSV1Gnekh0rq1KL1yJ4wqi+GWS0SX3cXWjHZEDko/jiucE+jA7M0exhTW/ocEAQBb2LEyc4VJfLjO0msvQPZGybQdwmR5dfi61xDx+avNwQ4LVq0uDDRUGBJgdxZcqfexKq7HViWQf7UW0vO5+9aRWFBJm8zNtXMOHq1gL9rLYGeDYiKF9syGpFU51OeP4FlargjvSCIqKFOXOFuBElBkBVkbwx/93rnmX2B50lx6gChocvwti/HMnVE1YtZzWNbJqHByxriw0ryJLInRPslXyV16MlF6xEkBckdWGTL3aLFJ8VZRwdsm4bOQRQdkUOT0MEiPzYGQC2T+aQ3s0WLzwyWoWHbJoXJfYiKl/ShZxDdAdo33I07OoAoqdimTurw0wS61lKY2Ivk8mLUSvW4BZvS1IEl121bJlphHq2co5w8QbBnI5ZWpji5D8UbpjixFywLxRukOH2Q3MnXCA1eSvEC67P0KuW54/W/BPzd66ikxpvmkVx+fJ2r0MsZvO2jjahIQZRxhbqcDup6tnL25Cv4O9cQWXYNgqQie8K4I734ezbQtuEepPcZ0RCPBMiOvU5p+gCuYAfBvs0IooyvYyWZ4y8T6FmPr3N1Q5jsiJE3Ou1r1UP7xq/gaVtG7vRO/J2r8XetQVQ8uMI9+DtXE197G5HRq1vV3J8DTL28aMD7LEY540TEtGgiP7kHBAlRUjFrRQRJwd+1pkmgLHtCTp+PJwzguJTZJqIoY+o1VH/Cac8LEt62UcxqYZHI4Syl6YN420ebPitM7sO/QKhcnD5IaGAb8dU3k647K/o7V1Kc3OcIMwWJxLq7iK+7E1FWKSfHlvwu29TQSvMogTbaL/karkgPCBK+rjWER66kffPXyY29SeeWbzT2rcVHg2nUyI29dsHp2VNvXLDwBJwKcS0/i7dtGaZWIje+dPsQoDRzGKtWwKwVia66mcjotcTW3EbX5b+B5I0iewIXXLZFixYOplamNHtoyWm2UUMvppacZpkGufrzwhMfoji1F2zHRSt/tr9+CQpnduGLDzsiXVMn2L8Ff/d6Orb+Cm2bv0HH5m+geKMffsdatGjR4nPCRS3H/d73vsef/MmfcM899/Dss89yzz33cObMGfbt28c3v/nNT3vzPhPYloltW46FpWli1kpILj+WXkGv5AiPXocoSli1EpZewayVwDKppE4TGtqOZWqNwU4nG7VEJTmGt205plbEssCoFZA9IWKrb0WSXU5y8QUabWcHVUODl+GJD1Kpix7UYAfh4cudyjjTRHIHiY5e4zS8CvOYpk5k9FosveaolUspFF8MS69iVnJYhkbu1Bu4I72Ehy4HSSW87GpsbATbwtQqSKoXs5xFqxYpnt6NXs4QGNiEOz6A6o9d8BiezVc9exzUYAfm6XONCG/7cryxYWqZKcByKvVxLASjy66udxbYuEJdjsL+5Ot420Yay5fnjmFUckRGr0H2REAQaY/0YZsatdQZzNq5zga9MAfWSmzTEYdYWhlBlGjbeB+Sy09s1c1YehWtMEfm2EvE195G9uRr9Xz2DQiN38DGfIdqDSfHveXo8H7Qy3lss9ao1BBlFbMuclADbaiBBGatRGRgC6rswgJs0ySx/q76IOM7Z3rbpgaCiKmVkD1hEuvvQstNY+plRMWFpVcwagUiPesXDQQq/jiRkaswqnmMcgajVsAV7KRWSeOO9hMa2IJWmMOslQj0rEMQRFJHnnOEOKd24Ap1IqkequkzGJUcnmgfij/uZBgnhp3vk1y0b/wKldQpjGoeX8dyRNVLYXIfkuJq5IvapolRK1BNn0YvZ3CFunEF21C8ESf7tFakkhrDrJVwxwZQfFHkD+jC0qLFZwVZEtAuICwCp/rOtgyQZDBNzNrS1QKC7LqgQAnA0qoEe9dTmT+Jt22UQN8lFxRYOdjYpoG3fTmhgS1UMxPYtuU8n20bSy8T7N1IafbwhddgamBZyC4/ii9KfM1tCLaNXkqhV7JERq5AkFTSR59HUtwYlfyCvHBAEAj1b0NWfRROvU16z+MEh7ch+yKogXP2ykY1j1aYp5qZQPFFcEf6kFQ/plakmp1AL6ZwhbvqDkytaKYW75+Go0P93Rqo25Pa50QQALaNVnCuUTXQ6jhu0eJ8lg/3oWUnqSbH8XYuA8sEQaCaGWd+989o23QfllasOwvq2IaO7I1iVLIYlTyKN4allcHlv2CbE8CoFhAlGaOcxrYN57ll1MAyqeYm8cSdylbbMomMXAGAqS3dPrJNHbDxd63B17HSET4kTwCOwCG6/DpsU8fSq1h6BVF2Y2plwsOXowY7qGbOICAQGrqMWnaCamYSBBFfxyq8bSPU8jPopQy+thGMSpbixG5E1Ys3PoSoeLCMKpXkGEa1gCc+gOKLNd6PLaNK0OdiRivXq7w9uGP9eNtHEWU3pZlDzO35Gf6uNbSt/3JDmFieP45l1NCyU1TS4wR7NxJddjW2ZRMe7iDQd0kjnqeWmyJ/6k1c4R5cwXYQRCy9jFHJU02PI7p8eOPDyO7AIjGEI87PYxkVKskxLEPDEx9E9kbB0qmkTjvti1g/ii+O7G6993+cnI0Ju/D0z7+g1NQq6OUMRjFN/uQOBFEiNHIpsj+OIIBeySGIMtXMOIovhlnJIUpOkUFk5CoUfwxR9WPWSii+KLGh7QilFOSmEDpGESL9GLaAbdvE196OXkqjBtrw92xADbQhCBLluSMX3D7bMhBojr0ytRKi4m78bWklFF+M+b0PNwTLkuonse5ODK2MO9TlFMokT1KzTdo33otWmCd9pDlqR/aEkFQfWm6aWm6GyMhViJJKef54XaxhEV1x7SI7dr2Sw9QqYJv1ohwNT2II1Rt930KtLyyW4fS/XmhyrYRtG8Bid0y9nAPbctxvAx3Ylon1DusytTKKzxkQdYe7KE7tx7ZNJ/JIK6OZOoo33IqwaNHiHbAto0ncfj5nxwIWLWebmHW3B0lxYxlaPYpavuAy4Fy3giRh1Zx+fzXYhlHNU5k7gjvahyDKGJXcB4rmbtGiRYvPIxe10OEHP/gB3/nOd7j99tt54IEH+I3f+A16e3v5sz/7M3K53LuvoIXT0SAIWKaJ5PIRX3s7gqSSWHcnpZnDuAIdlMb3cerh77LsV/4zrnA3oitAfO1tCIKI7ArgiQ1SOPM2RiWHv3sdga61lGYOEBq6HNvScUd6CfRuwiilmD34BPHVtyB7Qs0DFXVsbCLLr0MvzDO3+wFiK29A8SecfPC9P6dt/Z1I7iDx1TeTPPA4ZrWAr3MlijtAZe64M0CaOUN48FJmdvyA9k33kVh7B2AjqT5kTwitnMLjCaAVk0iySiVzxrHxy5xBz85y+pH/0BjEn331b/Akhhn+2ndRg4tzv41KntndD5FYdzuuUBeBrjWYtRKuUBeV+eP4OlZi1zSOff+fEBzeRnzrPbjC3RjVArGVNzC/7xFcoS68iRGm3vge2DaJ9Xc51bCi3Oic0wpzlGaOEOy/hOLkAbyxAU797P+hMneckV/6TwiSgm3qaKUUtm0juZyOc8UXo3PbryEoKrZZQyvMoXjCTrTA6NXYlkl45EpUX5zy3HF87csJ9G1CVP24w90UziytHlX8CceRoMV7Qi/nKZzeiV50OjG0wpzTmPSEUbxRoqPXYtsCsWVXwvEX0E69hnzdb+GO9TG766eYtSLtm+5zqrwuIDARZRfYFq5QF+XZwxSn9uPrXEWwfyvZ4y8D4Ap1kTz4FMG+jXg7V1OePoDsCRMdvYb5fY80VW2LiofOLb+EIMjMvv1g0/fK3ght6+5EECXckV6MUpqZHT9odIrkxl5D8UZp3/w1FE8Is1ahmptgbveDjXnyp95E8UZp2/QVZnb+CEur0Hnpr2BpJWZ3/bTeYewguQN0bP4GWn6G+b0/pyH6OPkqarCD9o33Irtbg0UtPr+Uazr+SC/F8tLV356YU9kKIMgK7vjgomgHwBnMD3UtsvE+ixpsJ3XwSYxKjvz4W8TX3PaOQiJRcSOpPiqpMdKHnmp8nj/1Jp62UQLda5jZ+SOiy790wXUovii1/DS5sdfIjb2Gt30UX8cqUgfPuTY4z/1bmypNzz4foyPXkNz9KLnDLzbmn3rhv9O27asktnwFV7ANvZxhZscPm6J/BFGmfdNXSB9/GS07ce67XH46t/xSo7OvRYv3ytl4ioUODoIoOgKI8xwdRElqWqZFixYOVq0I5STH7/+36IV5VvzG/yK+7g6UeqVw28a7sWoF9GIKywZZcdF9+W8iCBae+DCKL0pk5AosU3OchS7Q5gRwhTqp5WfwdqxGEGREWUXxJxBVL+Ghy1FDXQgCJNbcRmnmMNXsFO5IH1p+cbW7bRkEejchu/3M7voJijdKoG8jlfkTxNfcSurAkxjVHKLiJrbieoxqnujyaynNHCZ74pVzKzr1Bv7udUSXX0cldRJJdjO/7+dYhkbbhrtJHnoKLTfdmL2SGMbfuZr5fT9v3GdyY6+h+BN0bLoPQZLJHn8JUVLwtY3ia19eX18NEOjY+k2nbTp9kOLk3gW25gJtG+4mN/YatQXfBwJdl/0ahcm9KN4IgiiT3P9ok6CkbeO9iJJC5vhL1LKTjc8zR54jtupm/J0rnXZLHa2YppI8TqZedQ6g5afxda0huf+x5vaFL0bHJV9dFLHZ4qNDVNzO+9aSTlzC5z6exNTKVJJjJHc+THrfuXfR6Rf/J/FNdxG/5E7Kc8coTOwGnIIFX8dKynPHUIOdZE+8RC03hTcxiicxRKR9OfrLfwULRciqF+nyf4jgDjC76ycL2r07CfZvRfaG3vEclz2hRc4a7kgvWjG54O8+qtnJRvveExvANCpkT75OYs1tFCZ2NzlO5E6+hqdtlMSaW534UkBUvcRW3cTc2/dj1opEll1FcWp/U/xBbuw1fB2rCA9dhl5OofqiGNUixemDCGKz5Xpu7DVckV7a1t3Zaru/BwTZhTvatyhu9CzuaH+j/beQWn6O1NsPE1t/G65QJyKgeMPOvX4mv3hFOM9Do1ZCEETSR56jMu84FGWB8PDlWKZJoHsNii+GIAhLrqNFiy86oqwiql5HbLsEZ2PAFi0nKXhiA9SyE2jFJN72lYiqH0EQccf6qWbGl1zOFeoE2xHJmlqZWm6m8S6VO/UGrnAP0dFrAFpihxYtWrTgIo+umJ6eZuPGjQC43W5KJUehetddd/Hoo49+mpv2mUFUfVh6lUDXKkTZhSir6NUCWmEWd2wAW69x6uHvovijKL4ogd6NiJKCWSk4ThCSiuwJIXvDuCJOBUd5/jiyK4CkuJnb9RPUYAdYBsmDTzgdMILUyO0+Hy0/h+IJUZzah6VXsU2DyMiVJA88jm1qVFKnEWQX2ROv1hWPAsG+LRTO7EH2BMmf3lHPRnwcyR3ANKr1KjqB0OCl+DpWIkguzGoRxRNmbs9D+NqXY2llREHi9KP/YdFAcmX+BNMvf68pMxHAMnQyx1/E37mS8uwR/N1rkT0hUoefIdi7EUQZT2SAyWf+C2CTP/kmsuLFEx8iNLiN9JHnsTSn2jV16EnHmkr1obhDmJU8gd6NTd8XGthCcv8T+NpGmNtxP5W6PaqpVQj2b3b+Xc1j6pV6hp6I5IkgSiKCbVGc2INZLWDpFWIrb6CSPoNRLaD44mCb2GaNauYMwd6N1DLjKIEEsjey5O8UHb0WuaXEf8+YlSynHvp95nf8lEDPBudD20IrzBEZvQa9nKUwtQ9FK2GdqtsTakWSB59sKHhtyyLQu2HJ9fs6VjpRFIKEv3stpRmnero0fRCjkkFSvY69bKAdLT9Ncv9jhPo2ARAa3Ebq0NOLrOktvYJRLZA88Niia8IoZ8iP78JGQBCE+jzNnWF6OU3myHOOC4NRZn7Pz5ae5+gvSKy+tV7VbTK3+8EmkQOAWS1g1grM732Y850ttPxM3ba/5TDS4vNLJpsnNLAVQZQWTRNkF/6uNQhiXQQgiPg7VjUNIpylMLmPSL2xez6yO4ioehoDQmqgDUsrUyvMOtEUSxAa2IZt2+RPvbloWmXuKEY5W4+esFF8SzsjhQYvpXBmd+Pv8uxRbKOG4k80PjOreXInX8WoFrCMWuP5qPhiaLnZJpHDWebe+DHVenVr8sATTSIHcAalZnc/SLj+/Gx8V63I/L5HnCq0Fi3eB2ej1mzLOufgIIj1x9aCZ9eCf1q15nfLFi2+yFiGTjV1ismn/wK9MA9Aes9jKJ4wgigRXXkjtmkw9+ZP0PLz6KV5UFwIkoRRqziRi4LqVMHJbiytRnj4yiW/S/EnkN1BvPFBp00j2AiSSnjwUkTZjSBKCKJIfvxtLEunPH8MS6vg61zl5CefR2H6EP6u1WSOOc8jvZxGdgUIDmwlN/ZG4xlk6VVsy8IV7sO2rCXjHItTBxwXQ8sgdegpLKOGNzFMJX2qSeQAEOzd1CRyOItenCc3vpNabprixG6KU/sI9m8mWV8fgCcx7LRhu9Y0IjPO4kkMU02fPk/kULdUntyHO9yNKKtOG32ByMEd7ceslSjPn2gSOZwldfAJjAWugUa1iFnLNYkcAIJ9m0nuf3xx26GUIn38pXe0a2/x4ZBUf6Nv4Xz83WuRXN5PeIs+WbTCPFpmuknkcJbkrp+h55OU548vmH+uEfFYy01RnjuGr205J3/6b4j0bsLY8f1mkQOAVkawjMXtXkHCE+0jfehpLENrehdeSGjwUgoTe84tJkoEetZj1dclSCq+rtW4Iz1Qd34I9m9mfu8jRJdfg1HJNIkczlKZO4pl6I3vDfZdQvb4S5i1olM05A42iRzOUpo5WC/kqGBoVadgKti2ZK58LXOGwtn4jBbviCjKhOqRpOcjSCqBnvWL2oa2bVOZOcbMK3+NbdvIrgDG6Tcop04TGtjaEI03fY/swh3pxdc+iuSNUFsgAAfInngFd6Sb5MGnMKpLCyVatGjhRGtHl1295DRXuKcRN3w+giDibRtFlF3UspN4Y/3ItuMU5qt/vnghieDANlJHnkH1x1H9bYv6W2rZCcrzxzD1cives0WLFi24yB0d4vE4uVyO7u5uOjs72b17NytWrGBiYqJVIfUeMWslMideIjJyFQBGKYNtGRTO7Kb9kq+RPfIS2CbRdTdjVDLolRzuUBeKP4ZtaghIFM68TWzljQiChFHNU5w+QMeWb1DLTTv2vabudJLUfxNRVqmmp4mtvJHs2BsoniCuUBeyN4Ir1E36yDON7Usfe4G29Xc1FJFGJYullRov3+74ENgWlqlRmj2CILucPHGjRqB3E1a1SCV9Gne4G0F2Uc2ccQaCpw/hCnWiBjsxa2W0/AxaesaxRgXim+/B37seLTtF4dQujEoevZzHFVww8KKXKE4fpKvvEub2PEQAgWr2DLZRIz++k45Lvkp69+ON+d3xfjKHXyS+8XZc4W7Sh59B8cWdDMz6sQkObEUvZ8iPv4WvczXh4cvJj+90MmgtA0l1Y9bKpPc7lbNKuAN3rBetMEt45Eryp98ideBx2jfeS/LAYyQ23I2tV0CUEFUPpl4mN/4W4aHL8SV8jaiD8swRvO2jZE++iuxxGrCV5CnaN9xD5vhLuEKdKJ4IteI8rmCbI15p8Z4pnNrlRKpkpylNHKRj09cozR/Htm3UYBt6IYkr1IH+5v92FhAE8ESaOzMFUH0xQkPb0YvzddcPBVewA1FxkRt7k7YNd1NNj+OO9lPLTmAZNQrjbxMc2Irii5I69HRjddX0OPHVtyK6vEtWukmuAEYlW++8FHBHehBlN1opiVHOUJ47Rnj4cqrZKRR/bMnqttLcUSLG9fV7gYHsiRFfdyuipFKY2E1hfCfl+WNEll2JqPowa8VFggtw4mCq6aVVzACFid2E+rcgtuzmW3xOsW0b0R2ic+u3SB58shEn4Qr3El9146KqL9kTonPbL5M6+CSWUUP2hBAklVD/JcjeKG0b7iF99HmMcgYQ8CRGCPZtdAYVcDrPgv1byJ16E6OcIbH+LmRPmNLMQWzLRFJ9hIa240kMkT3+0pLbLCpu9HKW8NClpI++QHzVTRQm91KeOwa2hewOERq6DEuvInsjmHVrVFHxoBXmiK28kWp2EtuoUZk/gah4nAo2USEQ7cPfuRqjkmfy2f93wbcK+LpXIXvD1DITpHY/hqdtGdV6DNb5CIKAoHjwti+nkhxr2DHXclOYWhlJ9Xy4H67FF4uzA3K23RAzOFVvNrbV7OhgGc7AoNESOrRo0cDUy2DblCYPoPjjhFdeTWTNDYiKh2pqzKlIrhZJ732CyIqrkTxhBMuutzergIogq1haCQHIHH+B0MAW4mtupZI67cSpmQbV7DThgUuwsZ0Bc8FAxIOen8aoFhBkF0Yli+qPIbm8FOr5yL6O5WRPvELb+rvInngVy9TwxoeR3EHckT5K0wea9id15DnaN9676DmZP7OT6PIvkV8QdSh7owS61yG5/ZjVIsWp/XhiA41BJV/HCpIHzzknSa4A3vZR9FKmSeQgSIojThREBFEid+oNwBFYmFoZc8Eglb++Ti0/W9+nV5x2KRDq38zs7gcX/Ua+jpWUZg4iZhVkb2RRjIGvYwWipFCc2nfB37maOdOIhbRMnUpyrGm67Amjl9MNobWoegl0b0DxRZyB5ORJJ5pPbrk6fByIskJ4YBuS4iE39jqWUau/F24m2HfJ0gMunxMso0YtN03y7Ucan7lifbhjfc69QRApTR7C37MRLT/txDJkJurt6pvIn95FoH8rhfG9mJUcdjmLna+35wUBMT6C4PJjFeaxRAmrHmMpSCruSI/TH1DJ4W1bRmFiD/FVN1HNTlJJjiFIEqLiwRsfrsexOdfq2YjXzPGX8XeuxtLKhIe2U06ewjaqJNbfRWFiN3opDdhIipfcxGKxAuBEVBTnncKhg0/hDvc07l/+nvUgSLRvug+jWqRWnMcspahmzmBbBvkzbxNdfi22UUMrzF4w5gcgP/4Wge61LVeH94DTpqu3/+p9Q65wN7FVNy3p+qGXMsy/9YDz70oeyTYRYgPo6TNYWpG2DV+hmj6N7AliWxpmrYInPlh/FoJVzdGx+ZcQRAmtOO8UmtiW0xaTlUXFXy1atDiHIAh420aJC46bjamVEEQJX9caIsNXXLBY0DQ1krsfJbbiRvKTe7GxsCs58MZIHn6Wjs1fJ33kOYxaEX/HKiRPAFeoB9syEGWVwuQ+ZG8EoZKm+/LfxNSKZI4+Ry03Q3FyP65QD5Y7vCg6rEWLFi2+aFzUQodLL72U5557jlWrVnHvvffy3e9+lyeffJL9+/dzww03fNqb9xnBxNLKVJKn8HWuAgFEUXLU4JKEWc4CIPuiWFoFUVScTEBJxjZNbAyMSha9nMMd6sDSK87DVnKfywG3rUYjLrL8WiTFTf70WwT6LiGx+hasWpn8yR2oQx2A3TTQKYgKln6uA8WTWIZtGgiiTGLdl5HdASyz5uSrVvJ1KygBEHCHuzGqeWzbwjRq2LVCXcUogA2mXkVSvdiWjmWZWLUysY130r71PkqTB5xYjO5VmJUcejlLNXnKcZWYOUruxJu0bb3X6dQWBCy9iqi4G9teSZ5EDXZgVHK4Yn10X/ub6MU0nvYRR7Vfd3sL9KzHMs7tryS7sbEx9Srpw8/gjg0QW3E9ii+BbepOh5JtIcouhr/5p0iKC0EQSB95Dne0n9iKLyHURRFafhpbrzXEG6LscrK+9Oo5O0rbdsQOegVRcSO7A9iWialXcYV6sWwI9W8hf3IH2elf4EkM4o32OwPxLd4zeimDK9bHwB2/QzV1Gr2YRrQl8odfpjS+n+iq68AGu1ZC7N6AsPJWrPNtCC0TvZTC2z7qiHm0iiPgEURs0ya24kvoxTTFE7uwbYvQsu3YmJTmjyG7g035nACmXsHbNnruOj0PUVaw9Aq+xAihrtXY0/uhkkZoX4blbyN57EWnY9moER66gtShJxfnx9k2ti1gaVU6tvwyGFXSux9HL8wR6N9E55Zvkj31JrZlNl0/i7dFxdQvXF1tmzo2768qRC+lqaYmyBx4GkSZ2NqbcIU7kb2tTtMWFyeCIOIKddJxyVfr93EBUXYjqR6MaoFabpry3HEktx9/5yokV4D46luppMao5qZwBdoRRIVaegKjWiDUvxnJFUD2BAGB6Tf/BtvU63FGMah3wNr1ijNfxwraN92HICqYlTy5sbewynm88WVU0+Pnrn9BIjJ0OVgW2WOvUh4/SGjZZVQzE0iKm7b1dyFIKpLqRS8kSR/8BZZeI7TsMlzhTrT8HNmjr1AeP0hw5FIsSyA0cCmSy0fpzH7UQILZ3Y9iVQuERrfTe8O3Kc+fIHvoRdouvQ8tP4epl4h6b0bxRpe2XhZEoqPXOuucPoikuEmsuRW9lCZz/CWcgel3zqhu0eJ8zooZbNtqVCoKolgXXy90dLCxdKfq0qwu/dxr0eILiWVi2zYDX/63uEIdmFqF9N4nsfQqodHLsfxVsG2UYAIl1EYtM1mPGapHxTQi3kRHUKRX623ULqxaldSuRxAUF7E1N2LWKoiqCqKIYINgWxiVHKZlotTdAJ027dl3UAFXqJvsiVfI6lUiy67B0irkT+4gNDqEABjnVW3L3siiquVA93pCfZega464V1S9xFfegig5z+fUwUfx96zBEsym55Agytimhii7iK64HlHxICBSy52rvA32bUF2BcgdfQVEhfDQ9ob9uNNePfcuLftiKL64I1QQBETZRWTZ1YiyC9s0Gu/45yNKTveQZZuL3tsVfwI12OkUJizxTq8E2gn1XUJ56ijp3Y/j7VxOaPkVi+YVZbXRXk2svg1JcWNUC+QOvYhZLRJath2rVgZPCC07jV7KYGplckdfwTJqRFZei6dtCMW/tJNUi3dHcvkIDWzF37kKyzQoV2sEwgkkebGbyeeJs1FTZiWPGu6k50v/gFpulsrsMTztywgObcY2TafwZnoMQXERX30LoqxgalUUfwzVlyB5xnFqsertbLF7AwxeQfbkTmr5JMHBq3CJzrEMD1+BGkhQSY5hVEt4fQl8ieUIkkru2Ou4wp14IwNkj76MKKm4A13IriCdW78FOMKh1KGnMat5Ysuvw4gNktz/GJ74ML7OlRTGduLvWoOpFQn2XYJtmU33AnCEFonRq5FNHXt6P0IlTc+Gu7AkpX6PuglsHBe1E68jKW4iK69FjA3h71hFNTdVt1aviztt+4LtenCcI/ViGrNaRA21IyzhMtDCQRAlXMEOOjbdh6lXqVarePwhlAsMmNqWjlEt0HHlryK7vNSKKZBdIIiogQ4EScET7qE4sY/y9BE8iSGE+AjYNSythCXK1OZPkzvyIv7+TXRu/gZ6rUJ59oBTfGW22kctWrwTkurB37UGT2wAy9CoVGv4QnFk5cIiA9s0qc4ewx3pJjJ0BVatSvbkTiKrr6eWOc38vsdIrLsTy6g4brfVMjMvfw9BEAmvuBJEkVp2EsnlJbX3cYxCkuiaG5BGg8wfeNR5B7R0Jp77r0TXXI8abEd2XzietEWLFi0+r1zUQoe///f/Pu3t7QB885vfJBwO8/bbb3Pddddx5ZVL21S2aEYQZNyRftSgcxwFSQUE4qtuwdKr+PvWwyvfx9e1AsUTAkkFrLp9mo1l6gQHL8fWyti2U1ETX3UrAO5wNwCi7EENdhIZvRbVE0UQZTzxESTRTXXuJKd+/l367/q/kd0+Zl7+Hr7+1Y5CXRBJrLoVUXWqBrxto7iDXVi27jgV1Kqc+NnvM3jv72EaGp74EGqgHUGSCQ9fjpZPISgKii+GNz4EgFErIggiksuH6o9TTp5CdgXwJUZxBbuRZJXjP/wtgkNbkH0Rzjz+R84+qF6iq67j2N/8M/T8HAD+3jW4wt0gyAT6NmOUC7gCHdSyk4iqF3+oC3HZdsIrruHMk39K/63/EkurcPKn/5qBO/8VwYFt2IAr1N34PURJQXIH8cQGKJQzVFOn8MZHsI1ZXNFuAl3rMLUyI9/6U2rJ04iWgSfRjyCpVNOnG1WrnVt/2TkWsgKW0GjYiIoXxRd34kdMHVFSkN1BAn1bkFQvgb7NCNiE+rfhCrRhFJMc+9t/iVU7Nxg+9eL/ZOTr/xF/79pWo/Q9EhzaSmjZZZz86b+h75Z/wcTT/5lq8lyF8dzrf0v3l/4h4fVfwRAk5l//MeHVddFKvVJKdAUQJIWZHX/bWK44tQ/FnyC67FqmfvHfyR5+oTEttfsRgssup/OKX6Y4uXdxZ6Q7xOH//ncZvOd3l8xhNSp53JE+PLaJ8dx/PFctNvYqgidC+5X/AFtSESWV8Uf+A703/1OSh55ost+U3SFEwcYV6aU0vofTj/xh43vS+55CCSRY9o3/hCC6MEqZC3ZIasUk/u51FNi15HQ12IFtvPdGt15McfqRf0/+5Dm7/eTOB4ltuJ2uq/8eii/8ntfVosUnjaR6kdRztsFGJcf0Wz+suzM4lKYPkFh7BzO7ftIYqCixH0GUia28CcUXY273/bRtuJu5tx8kMnoVgigSHr4GrTBL9vhL+LvW4o70Upo5VBcs1iiO7+XM43/CwkFbNdTBwJf/DclDT2KbGtHRa5l77YcUxs5VqiZ3PUR0zY2EVl7B3O4HiQxfhRpo58QPf7shkAj0b2Dy2f+XwqmdjeXmdz5IZPX1eNqGUENdVOaOc+qh32tMT+19HG/Hcnpv+Wf03PCPmHrje033MlH10rH5G8jeGEb5XL5tfNVNlGYPN1WRFib24GtfQXT5dWRPvOxkVLdo8T44F11xTtggCKITZWE5wlhHAHhO6GC9j2dXixafdwRRdmIQZ45SmtjfqEoFSO15FG/XSga//G8Zvu8PsXWNam4ST9syQEBUvE77VFCQPCEEBEKDl6F4w5x6+A8onTlXwZx860Hil9xN+6XfQFQ8deG3E7tAfSDHHfUhKi6Mah53pB9XpBdsC2/bcrzxISqzxzn98++y7O/8F2y9womf/Ts6r/17nG0xyb44kcHtgN3Ia/a2ryDYuYrCmT34etbgjvbhjY9g1cqMP/2fKZ1xXBBKZ/bSfeM/QhSVxn1DKyZxhboJD11GJXMGLTmBqLjx9awG6lb2x3aQ2vMogqwydO/vM/vqD/D2rUIrzDkRibIKgoDkChDu20L2yIt4O9fgSwwxs/PHuIIdeMK9jD30Hbqu+nXUUBdabqrpN9IKc6jBdlRfvKmyX3aHCPVsIr33ScIrr8Qd6aWaOXNuujdCsGsdJ37421j1aKj0vifxdq3AHelucoDQy1ncsX7a/Amq6Sm09BmmX/rf586FvY/j6VjO0D3/P7JHXqaWnSS586EF58pjeLtXM3TP76EG4h/gTGwBzgCr7AlhmiYnjuxmQ6T9096kjx1RVpG9EULLr8Tfs5pTP/9DjFK6Md0T72dux/2UJs6dr8m3HiCx+R6Cyy9HS05w+sHfp/tL/wAACwGhYy3V6ChjP/itBe3gpxn91b8gsuxq9FKK7ImXG+srTu7BHe3HHexB9gSYf+t+xx2yzvzOBxrvxvmTO+i44luY1TyucDel2cNkT7xS39YhTvz4d9Cz04iqh2W//OcUjr+FJ9KPOzrgxF7WaV99M/bun2Ckz31mHH4SefUdtK29i1p6gtnX/5bSxP5z2/HWA8Q33U1s/c1oqSlCQ5ciyCqmXmvkzRenzs2/EHekl8yBZ5l7635Gv/VneNtHPsCv9cVCUr0guTh2eIwNGy58LUruAJ1X/B1E1cPUc/+V3LFXWP53/zv+jhXkx3fiCfdx8qf/pqlAZeqF/8Hw176L7IuCKDD3+g8pTex3+muCbYx87d8THNhG+tBTn2tHlxYtPioEQUB2BzBNk+NHdr/jNQsgKS7aL/sWtdw01fkTnPr5H+AKdxFZcyPuSB/R0esoTryN7Akxv+Mh8sdfayyb3PUQkVVfov2KX8a2DCYe/zOMco75nQ/StvU+Epu+DJKEUcyQO/Iic6//LV3X/ibxjXe2xA4tWrT4wnFRj2LeeOONFArnKiduu+02/vW//tfcfvvt3HLLLZ/iln12qGUmnaxF1QOWgeyNILn8lCb2Y1VLqOEOomtvxq5XVTiduAKWVsG2TARBRBQEimf2oRVSyJ4wijeGXs4gKh7HPs/QEFUvarCD1L6nsPQawZ712KbO+BN/guTy4mtfzsxrPyC15zHcoV5E2YW/czVmrUDh1C587SuIDF6Glp9BFBVEBCae+S9Uk6eopafwtS/HHenF0mtouTkwLQRsJNmNLzGCbZoYpQyCDcUz+3FHe8Gy8CdGnBxuy0BxeZl6/r+hF5KElm1n5uXvNY5TbN1NzL31YEPkADD35k8JD1zKzMvfxxPp49QDv4saaEdUPIR7NmDsfRBPrI/pF/4H4eVXUs1MMvPy/8EopUntfRJvfBABgcrcmLOc6sXWHXcKX9sogqQgu0NIioeJZ/4CBJFaZgpBdiEKIrOv/RAXBtahJwj3XdL0u1bmTxBd8SUwDSdjFhEtP4+tVVH9Cax67AiCBKaF7PYhIFCa2o9RLSF7QtjAqYf/oEnkAGAbGmMP/C5abnFUQYulUfwxJp76c/w9a8geebFJ5HCWyWf/Essbo5adIX3gaZI7HyTYuwlwOpqwdHJjry9azjZq1FLjTSKHs+SPvUItM4VWSjV9rvgTGMUMRjlLet/T+DvXLF6vZaBIMsaO7y3K/bUrGcz9jyDYJkYxRWX2GHOv/xhf+/Km+aIrrnNcQvQq44/+h8U5u4V5Jp79S2xTR/FFsE0D73nrALC0MoonXHdsWUywZwPTL/1vzNrS7hSLjsvJt5pEDmdJ7X6EyvzYEku0aHFxYpk6meOvNIkcAEIDW5nf/+iiakzbMkgfex5REAkNbqdw5m2Mao7CxF7CI1ciqb5GXnhp5hCB3o2NXFh/+wrOPPFnNFWmA1puhtnXfoivfTmKP0EteaZJ5HCW9P6nwMIR4YkSU8//V2LrbgbA0zaMUco0iRzOkjnwDEqgHVFRmX31bxZNL88cIXv0ZWqFWVyhzubjo5VJHXicxJqbG58pvtiSVtkApdnDiIqLyIovIbtaDf8W749GbJ5tnYuqEJ2mlA3nxKG2jVkXOrwfkV6LFp93bNsmte9J3OGuJpHDWcpTh0gfeJbS1CEEo4I7kEAQRATFjWU6bVRs03E6KEyjBNvJHn6hSeRwluTOB9FyM057yNDAshFdfvT8HKIoIcoKCDKuUA/+zpUo7iBGtYS/ey16KcOZx/8Yd/sIsuLh9KP/nsrcCadN5Y0AEBm+nMrscVK7HyNUf5+P9G5EL8wje6OYWgV/91psQ6NwemdD5ABO+xzLppI9Q6B7PeCI8SKjV1NOjqF6Isy/9QCKN0w1eRp3pA8RmdSeR53vWXUd6X1PkNrzGJ5wX2Ngqjx3jED3OgLd6zjz5J8x9/qPCfdfQurgk2CbBLrXcfrn/x4sk/m3HiTYvZ6GDWGdwsQePJEB9HwKrZzBkxgGHKeK8Sf+hNSex7FrNfxd65ocAANd6xl/7I8aIoezpHY/6vQf+KKNz2RPCFF2Y5smssvXJHI4S2zN9aR2P4oaamsSOTTOlckDZA48jb2Uq1OLFhdAECUUT4jomhuYefVvmkQOvp41VObHmkQOZ5l/6wFEQWbyhf+BUc5iWyaexBBze59CXHUrpx7/k/PawTaFsV0ovuiSYoBq+nQ9XjLfJHI4S+bAMyj+ONX5MSqzJ1EDHYQGtlGY2AOA4osiu/0YhWRjGataZH7HT0kfeBZPfAip/p7rjvYjzBzAXiByaCxTTpM5/EJDfHY+yV0PohfmEWUVQZDQCylyp98k0LcZyeV3nNUWHWSB8OBl5Md2YNVKjD34e+jF9OL5WnwgJMWDGmynlj5D7tgruKK9GOU8tcIsii/OmSf/dJELp21qjD347xBsG1GUm35rPT/H1PP/DREBX/sKzFoJvZg6/2tbtGjxIbC0GpLLg2BbnHnyT7ANjfZLv4FlGERGr8Os5qmkTqHnk00ih7NkDj6Llp5Acgcxyudiiefe/AlGKY1ZKzH+6H+gbdtXAZxxjwVjGy1atGjxReGiFjrY5w2+naVcLuNytZSm74ZtmczvfIjC2M5GfEUtNYFVK5E79irF029TnjlBx+XfwjI0BFFGqmc6abkZ8sffcLI+KwVcoQ5EUXQag6JALTvJxNN/SXDwUkoT+9Ey01i1cv2le5LyzDEEwKwWCK+8DsuskTn4HNgWE8/8FW0b7sHXuRpLrzL++J8gq0FsQwNBopocx6gUKE85gzGnf/4HSIoPQVYwCikKp3ZSGt9HcXwPE0/+GZZew6gW0QpJjGIGARstO0Ph9B5KE/vRi2n0UgbL0Mgdfw1f9yoKp3c3jpMguwiNXkH+xBuNz0TF7SgjESid2UN+7C2wLcYf+yNiy6/HE+xAdAcwy1nKM0fw96xB8UYonu1os21Ks0cQbJszj/8Rga51hIeuwDJ1LK3C6cf+iPjKmwn2b8aslanMHMWs5J1BK8ugMnuc6OhlcOZNrMnduLUCsdFriK64kY6tv4IrPozkCmDqJTKHX8QyalRmjpN6+xEwDUTZ7URm2Ca2ALauYZs6pZmDVJLHMbUKZiVHLX2uEmchRjnrZMK2eE9YtSKlyQOERi+ncHoP0TU3EF19Q5ODgeKPYxRTZA49D0D+xBvUUhNEl38Jb9tySnNHG/PKnjD+rjX4OlfhbRtlftfPLvjd82892BAyCKKMr3M1bWvvoHBqF9G1N1E4/TYYpmMNrzoWiJLLT3z9lzGTJxrRJ4v2aWofoqkz+fz/51hXql68cacaQ/HFaN90H+5oP7VCitLkAWzLQI100339t+m95V8QGNra2E9LKxNf92Vkd4j4qpsJDV3eqKaWPSESa29H8oaIrbwJX+fqxsCrGmgnvupmkjsfJrXnMYxKbsltXYhRzjL35k8AcEV66L7+2/Tc9M8IDG1xjteO+7H0VvZki88GplameF4mODjZ3eeLH85iaWX0ShZvYohy3dK6lp+puwCpTgWsL4ptGeilNPE1t+HtXEV55mgjL/t8csdexRsfwhsbagy0LEV675PEVt3C3JsPUJo6RHjVdUTX3kx0/S2k9z99weW07BT544uFXo317nkc29AXia0AarkpRMVDx5ZvEBzYRnBg25LH7CylmUN448OOwGwJLMu44Ptniy82ZwfUbNvGbjg6CM75YlkIZ0UPtnXO0cFc+ppq0eKLiFUtUMtMkTv+GkogseT7cnLnQ8huP/bYq7iK8yAI6Nkpx1LfMhFEEcHWqaZOY2sVkrsevuD3Jd9+2IlisG2MUgarVkaU6hnkgkDuyIuIkkL+2OuY1QKCIKDn5rFqZcxakbZLvoyplajWRbKTz/1XEqtvwde1BlFSERU3s6/9LaWJQ8RW3IAoyRSmDmPWisy++gOwHZex859/vu7VVObG8LevwJMYITxypSOgMnWMSob8iTcJDV9K5tDzTDz1nwn2b2laR2jkMrKHX3Tapo//J2IrbsQdHaAwsQc10I7qjVGdH8Oo5NFLaSyjhii7nPZw3dJeDXdQmT1B+8Z7UYMdgNOOCA1vpzJ3nPHH/whJVAn1byE4sBVR8VBLjePtGGH+7Z8x+9oPia+8GbUuQBRlFS07veg3SO1+lPLUURLr7sTfvQ5v2yiR4SvR8/MUJw867ZTzESQCA5dQy8+SO3auw9/buZzoupsJjV6BIKtOkcJ57VXbtrEMbdFz3Lad6EjrAu2eFl8cLEPH1ioUxx3RgK97FW1bv0rXtf8XZq3sVL0vQXL3owQHLwFBojC2k/47fgc12kslO9NwaFxILTtzQccDcAaf03ufuOD07OEXCC3bTuH028TX3IpeToNt4etcTWLdXRRO7yGx9T6i624mvuluUvV1FU7tIn/8daLLrsGbGCGQWAaVLNLQlYiJZSDKiN0bEAcvR+jbiqR43vEdPXP4BcKjV2KUc8jeIP6O1ZjVAlPP/3+EBrbha1/ZeKdWg53EV91Cas+TBPrWOy4+kW5MvYpp6FiGfsHvafHeMKsFKslTZA48iyApdF37m86zZ3wnkuJZsuAGwKzk6n0pIrF1t5DY9lVi624lOLSVanYGbPDEh8kdfcUpFGvRosVHhm1p5I6/gSCrGOUcvt61eLtWYNsGkihTmjuGt305qd0X7meZf+tBsCx6b/4X9Nz0z2jf/i3atn2dSuoMkjtEYGAjiu/c+3T64LOfxK61aNGixUXFRRld8d3vfhdwOg//7M/+DI/H05hmmiZ79+5lxYoVn9bmfWawbRuzWkByB7DrMQZmNe90Htk22DbpvY/j+dI/ANtGEIWGLS+27XQCWU5FqSDJCLILs6EetNHzs5jVCpZWopSbITi0GSWQwDI0jHIWwR/HFemmbevXsPUytqHRd9tv4+9dhyDLYFrotgWWzsRTf8Hyb/0xWAZgN+zxfT1r6Lvtt8/GATr/s21s28Q2LMozR6hlp1F8ESyt4lSXa06mqG3W0AtJPB2j2HoV2zKQvSE6r/kNR3QBxDffTWTltc7Aar0Du+eWf0GwfwNaMe1kt8oujLqq2R3rw6yVEeRQU+yAILucjiNRouf6f0Ro+dXkTr6K7bYRBAmjUsTbuQwtM+V0thXSyJ4wsjdyrjFi24iKG0GQMKslFH8MO3PEmVRMoXZtRC/OY5YyyD6nmsg2LcxKwfndbANTqzgd8aaObZp1O9T6ccOJHhFkN6IoL5nL2nT+vMv0FuewTR1v5wo8HaN0bP8lcsdfQxBEuq7+e1hGjYln/gui4sIyNUyt3Fhu+hf/ncGv/D6Bng0Up/chyi5iK29wst6SYwiihKdtGdaCZc7HqpXwxIdwBdsRJRWtmGxk2dqGTvulX0eUVVJvP0bH5d/CpbqwyykEfxt2ZumGcH2vwDLoue7vkz36MmYlSzU5TufmX0JQ3Egun9MpbAuYWoWRb/4Jii9CcfoAplYmsfUeem74NvM7HsS2TJJv/JBaehJv5yiRVV8i0L0W2zKwLYvMgefIHHwRV7id0sQBIqu/hCDKVFPjnH74D9FyM/Xj/O6dk7ZlYlsmI9/4IwRZJb33CfRimuDgVrqu/nvM7bj/3H2uRYuLHdteWnzwLhWMtmlQTZ0B2yY0dBnuSB+FM7uxjCqe+CDxtXdgVvMYlQKnH/1PJLZ8BfudOh9tE9uycUf7FlVrLsSslaimT9O27R5c4X/M/FsPYVZyeBPDzL/Dfcy2DMxq8YLTTa2MIAggLP3aaps6tewUejGJK9TlCCcvgCPsbBY52LbF6GAX+VOvU8tOoQYS+LvXOvE80kX5qtzi08A6K3SwGv92XBzqwoez1c223XByaDk6tGjRjCBIhEavwNe9eon35b907veiBEa1nhVuY9uCYz5mmwh2XWxUb8u+04CMWS06bVrbql+3pvNctSywLcxaEbNWwjKNxjVt6WUso4Y7MUigfxNa3nG4G/jyv8XTPoIgKgR7N2PX3Q+xTWZf/RtE2YU32I5t6NimgVnJN9qPZs15/rkTg/R86R8ieUOIigejlMfSK7gCHXg33YdQj54wtTKC4sLMlbHqYo6zrmZdX/qHuOMD2JZzb6nOj3HiR79NbP1tREeuxdZ1bMkpCBEVtxNfhyNisLQKnrZhuq75DfRSGl/XKoqTB/CE+4kMX4kouyhNHUYvJDEreY7/7b8kvPJa4pvuQqyvR5RdWLUS+WOvUJk5SmLzPURHrkW4wPMZQJBVLE3DGxuuuzv2OdtWLwBYSHBoK4kt9zrCMdv5PVyRbnqu/0eUZ49TmjyI4osw+OXfdVyi6u9DlqmhZWdJ7XuKyuxRvJ0riK65ASXYhp6fJ3fsFQqndqEE24hvvB1XuKtl6fwFxbZtMJ1rvPu6v48ou9Dys8y98SMEUaL72t/ErJWYfPavGtcZOEKt9it+hfZtX8esFakV5oitu4niEo4MAJKsYr3D+yjQ1C+weFqJjst/Gb2SJnP8RUTZRWL9lzFrZSae/HO8HcsIL7uczKFf4OtY1iimEGWFWmqcyWf/iu7r/xFKpIdicR69VsQ1OIJ326+R3vcUpTOHCEgB/P0byR5+AS07teR2uEKdWHqVwqmdJHf9DF/XSsIrr0ZyBzj+g98isupawiuvQRBEKnMnOfXgd5DdAdou/QZDX/l9tPwcWm6auTd+hJabJdC/kfDyK1HDnc67fYv3h+3EpXm7V9F+6TfInXyD4NBWR+BlvvM7p2UaCJKEUcnj8oSIrb8VQZSopseZePo/I7p8xDfcxvlOPy1atPiwCJhaCdHlY/hr/57imb1MPvtX9Nz4bcDC17G8Ps87vNNqZadPRrLwxIYI9G8ge/gX5I68SC11mujq6xEkBVHxYOkVzHL+E9u7Fi1atLhYuCh7bw8edCr5bdvm6NGjKIrSmKaqKitWrODXf/3XP63N+8wgSjLxrV/BFepCEAXMmjPwKSpuEpfcjTvWixLqQFTcuGL9WJbTSWtbFkqoo97BoCP7ogjeMKLLi6i4EEQZNdRDz03/zIml6FnnCCEkBSXYjpGbwxXpRlRcDH7lO9hmDUFx03/n/40ciCApCrpWQ5LdSC4/7sQgXdf8hrNurYZZLaL6o/h61tJ7678AU2f2zR/Tec3fQ/KGESSF4NClCJLI/Fv3g2mgBBLO9okKll6jNH0UNdSF7A0jqn5Elw9BcTN417/FtkzCy7ZjaRX8/etJHnyM8PCVuGJ9RFZeS6B7NTNv/JTEhluoZabQy1mCw9soTR4kNHIZJ3702wzf+TuoxTlkTxD/wCWooXYqM8fovemf4utciW2Z+LpWIyLSf/tvo0a6KI7vRwkmQFIY+cYfYepVRElFDbWx8v/6HqLiRrJMbMvA17saSfViaVlwh2HZdWQOPIMr3ocr3IVl1BAEEdkbIji01clJbF9GeORSBMWDqZWQ3QEQBOd3tCQEScEV6iTYuxEtO4fijyCqnqUHrUQJJZD4pE/ZzyySJ0jfbb/Fmcf/mOL47sbn2SMvEhi4hN6b/injT/wxaqiTyPKrKdYdRSKrr8cspqkaOr625XgTy8ieeNnJ2q1jaCVCy7ZTnj6y5HcHRy8nufsxvPE+5nbcD6JI743/hOyhXwCQO/YKnvYROq/4FSae+nOGr/oljDe/h3ztbyO1LedCzWHB34ZpW4w99O8an+WOv4Yr2kPP9d/G1CrUilMEB7cTWnY51dRJZnY+2Zi3kjzhVFlf9jUO/69/gFmvPs+feJ25N37MyNf/I6kDz5Cqu1UIksrg3f+WiYN/3hAiLcQV60Nyed/tp0DyBOm/83cojL3F1PP/tfF5/sTryN4wI9/4T+9pPS1aXAyIsooa7EDLzyyatlBs1zxBRBAkaulxIsuuwdSKzO78UWNyZf44sif8/2fvvcPsOMq0719Vh5NnzuSsGWmUgyVZsmTLCs7G2AbnCBgwcVlgCQsLy7KktYm7S1yiwfZigsFgjHHOUZaDgpWzRpPzzIkdqr4/+syMxjM2+77fvgbsc1+X7Dnd1dXV1X361FN1P/dN5aJzCJXGiNTNpf2B7zHzzZ952XaEq2aSPvoi6aPbSLQcH8huT4OS2SeS7tqJM9qFtKNULDyN/b/8J4RhkWhZSf/mO6Y9ziqpJlwxg8GdU7/7AImWlWitp+0Hw46hlcfg3oK9jxCEK5px09PLrkYqZ6HVZKKIl+qh/7lfjE9oZ/v2M3zoGWqOv4RIect4pn4Rr29MWFfocXWHgCSsAsKwkOPlxqwrVJHoUEQR4xCGTflxZ9H1+E0vM17+MCMHNuFmhonMPg0Vq0JrMKOlSMMOiO66oGBWswBphShtXU3/1rumPV/ZwlNR2kcIA2GFEaEohjQRUiAQlM5bjwDKF58drOsoL4iXyhqZecHn8J0sZqSEGed/ChmOIJSHRga/s5aNGQ7iWGmFKJ17MlpIIpUzEJFSSuetwx3tw4iUUtKygpFDz9Fw6nvRaKQZIj/QRtfjN5Hp3AXArEv+DTNRQbx2IX5JE52P/ZTSuWtJHd6Mdh2S89YTa1hIyawV5AaPEK2dR6YriA38XIqejb+iZ2PwW7/gPTdihOM0nPbegmVEMMEeq52Hdcq7OPrQD5j5ps+w95aP4qUHMMJxZl7wWQ794Tr8fJqZF34OCEiEgy/ei52oDOJNO0qmcxdVJ1zC0O7HcEd7x8fasy7+AtIKo9zcpHvQfN6n0J7DyN4naC+U9Z0sVSsvJFTehF1STd8LgSpHtH4B5YvPZP+tn2buVd8gWjsHu7SGyuXncegP1+Flhsbr7d96Fw2nvS8YC2lFum07+375j+O/4yP7N5I6so2ms/6ePT//CP4xqnD9L/yBpjd8lLLFZ2LaEwk1Rbw+YJg2GEkaT/87/HyarsdvJN2+Y3z/0K5HKJm1isYz/562e/5zfHti5gp6N/2OyuPPY3j/RmIzFpEfOIqdrJvmLJBq307tzOXkBl4msUAISmad8LKqNKVz1qINweC+R8e3pTu3E69fQrR2Dp2P/ZTup39By5s+gxGJk5y3PrDQ7D1E9QkXk+07jJ2souPpGxmzpcv27Wf48LNULjiLvs13MrL/aYxICbMu/iIHb/vsJEl0CNQuIrVz2HXj+8dVIEf2P03XU7fQeum/kW7fzsC2exjYds+k42pOugqtXHqfv52SmSvZd8vHx9swsv9pup64mblv/TaR6pnT900RLw8zQrxhASiP/bd+GtD4+Qzx1uVIK4wMxaZY0wIgDKx4BW56mOrVl7H35x8h0byMow98j3z/kfFig9vvp2rFBdSefA1WvOzVu64iingNQ2som38K2nfYe8tHx+fgh/euoGzRGQzufwJphgKFlZex2k3OXQuGSX6kk3BJA7t/8d7xMdfI/qfpeeY3NJ//SWZe/AX2//IfSc7f8KpdXxFFFFHEXwv+Kmdub775Zm6++WYuvPBCfvzjH49/vvnmm/nJT37CF77wBVpaWv7SzfybQKS0Hu2k0V4elU9jRktBSOKNCxHSQAgDhECaAedlTPlBhiKYsXKUm0eYNtqwUL6D9oJsadOOYMWTKCeLEYoiDBtp2QjAKq0OskeUQho2gzsfQUiT+Iyl5Ea68PMZpDRRfh4zUkL9qe/BipfjeR5GOEY4WYcRitNw+vsRwiDX34YRSqBdB8OOUjZ/PeHqFrSAaP1CMG3QCjNcQn6kh5FDzxOtnY0ZK0VrjZQCI1KCNG3SnbsxQjGMSAlVKy9g+FAglZ3u2k79Ke+ifPGZtN33bWpWXsCRP32Dvud+T8Mp70ZaYWpPfgtH7/sOaEXnptsQLScj7ShNZ3yAdPt2jGgpocoWhB1COWmkMBB2GKUg272fUHkdoZIqZDiBk+pFAG6qN+hjAGGglYdhhpHhBMP7N0HdEozll+Gl+ul9/nbClTNBK5xUL06qH5XPYIRLQEpClc1IK4TWGmGYaCEACb4PhonvupTNOwOVz6CcFDIUpXbt26d9bqpXXYosTvz8jyHNMKnDmydN2o5h9NBzaN+ldM7JmHaYRO1s7JIaQFC++EyO3P0fiGgZZqyc/HDnJJIDQH6wjUTLimllNM1oKRWLz6TnyZ/Tdt+3qV51CZn2HaQOv0C0dkLiPdu9j0zXXiqWnYcuaUTEq5Aqj5MdRdQvneaKBNbxl9G77f4pe/IDRxne9xSDOx8mXreIdMcOUC6D+x6bUla5WQb2PETtiZe/ZHuOw3d+hfJFZ4xv075DrvcgJa0nTtueprM+PEna+OUgjUDauOPhH03Z52WGaH/oB3ivkDleRBF/TTDsKBULzpzkgw0w2r6V5Kw10x6TaDiOgW130/vc7wmVNTBy+NkpZbzsEKnO7TijfdSuuRohBLn+NhIzV05To6B2zVvoe/52hvY8SXLeeoxpsiCtkmpiDQtwRgMygnIyjHZup2LZGxna+wRl81/huPr5oBXhypapZzdDVK++jFBpHemunVP2J1tPxvc9RMGjPNu7n1jNfKQ19TfMCMUJJWpwR7sn+iI3Su/WP0zK2gNAK3q33I6XH52mT4p4PeJYKfRxS4oxRQelJwgxWqMLRIf/iRJREUW8XiCsMO5o7yuMlz3q1l1DrGERKloBopBXOqbmpzVCgFIKw4qANKk64aJpY5ZQWQOxhkUIQFgRBIHKnRGKgqagThYfV1FA+yAthGGDtNDKCywJpUVixlJSHTuCzO/0ANp3UMrHSlRSd/JbqT/lPfRs+i2ekyNc1gBKEa5sxoiWYoYTVCw7l6oTLmbk8PNorRnev5Fs995xkkO0dh5KeyAkXmY0IJtriFTNxC6pIbnwFMJVMylbdDoDex4m1bGNug3vBDHVginRsgLDjlB/6nsDyfhcinjdIsxwCRroePSn1K19Gx0P/TCwpAQqjnsj3Rt/jZcZQvsu2Z59lM4JxhjCDBGrX0jXkz+nds3V5AfbMSMlhCpmTDpv/9Z7qF49ebwvDJtwVQtmJEH7wz8e3z64/QGkaROuaAIhidYFSp3VJ1xC233fBuXjO1lK55xMKFlP99O/mkRyGEP7Qz/Ez6VwR/s4+PvPT/kdrz/lHbTd961JJIcxtN3zTbzRvinbi3jtw4yXI6RJ/4v3kx9sn0RyGMPIgWcKSTzVQPA+seIVDG6/l0znbsoXnUa6aydeepDU4c0k562bUke2aw/RmrmY4dIp+6QZwgwlKFt4+suOjaN1c9GeM249OYZUxzbiLcvGiUXtD/5XYDFZN6+gPprCTQ9St/7thfj8JTYuvsPw4WeoOfEKAPzsCJ2P/pTKFRdOaUfNiVdy5M6vTLG61F6eI3d9g5oTr5xyjBktJT7jONru+SZVy8+n/cHvT2mDn09x+M6vTPu9LuKVYdohtO/Sds9/MNavqbZtlDafANKgfv30CYFVKy9EGAZWtAQ31UfligsY3v/0JJLDGHqf+z354ekVPoooooj/c0jLRpo2h+/86qREw1B5M9m+AzjDHeT6D5Gcvz5Ys3kJrHgFyfkbcIY6SNQF79eXEkvRPm13/ydGKErZ4jOJVLX8P76qIoooooi/PvxVKjqMYczCooj/e2jt44z0YMbLQRgM7XqEskVnIAwTZ6iLWMN8tNIgJdpJ46YGsMsa0W6GI3d9g6Y3fATtZjCjgTVEtmcv4YpmzEgC7eYRUuBlR7Di5SgnhzDMgkwoYJh46UHMWBKtPJxUNyVVs1FaI4UAzyXdtScoq3xyfc9ROmcNznA3XU/+nOZzPwEIhnY/QuXKi9C+z2jnVkpbVqPcLIP7HqHhjPdhRitwU/0Y4Th+Zoiep28hWj2TnmduZcZ5n2L0wEaU65BoWYaQEsOO0vPcbZTOOWmio4QkVD4D7btB5ozvk+3eC0DthncyfOQ54lVzUG4WYYZIzjkJko20PXwDtSe/hd5nb6Ni2flEKpsDVQnfw031I6TEipYw8OJTJGwLM5KE3ChCGCg3i1VaQ67vCO5oL9H6BQjTJj/UjgzFGXjxHvryaWZdej2ptq2UL33juKWHlBbSMPBzo9glteRHOghXzkJl8wjh42VHMSMloH2Uk+bogz+k7uSrMRPVpLteJD/YTqi8AbOkjJY3/zNmvBorUgJocoMdIBXKL1pX/E/hORkGtgekACMUJzlvLVY0Sab3ICMHNjG482Gaz/8nhJ9HPfMzZl92Pf07HybbvY9E62oStbPJj/aQ7tqBXVJH+dwNSGHi+w4Dux5g8MBjzL78y/Q8+zuGdj6E1prk/PXUnnQ1SvnMedt3wMlgROKYsXIGtt1L3SnvItu9HzuexHfyOCPdhCubcXJpjOVX4serOXzb56lbfQmRylb8vQ+hc8OIipnIuWfSf2QHkaoWrEQVpXNOQho26Y6dpNu3M7jjQRpO/zvc9BCJpqXkBo/w0gmMMeQGDlO99KIp2/MDR5GGRc3qSxk9vJVM1246H7uR5vM+SaxhIX3P/wE3PUjFsjdSe8LFmNFSfCeL8WcIOM5oH6m2LS8r7T96YBNeZqgoV1vE3wzsRDX1q9/GwJ6HyQ0eQVoRQmWNxOoWYMXKGdz3KG6qHzOaJDnzJLz0MAPb7qOkdTWZ7j0vW2+6ayeRipkIIZl/7Y/JtG2l7uS3EqtfSP+WO3HTQ8QaF1G/7u2gFSWtqxjYdh/tD/+EOVf+B6mjW/HT/eSHezBiZVQefwF+dpCqJefhpvvwc2nSfQepWX4hoZJqRg+/wMyLvkD/5jsZ2v0YwjAoW3g6lcvPZ2jHQ/Q+fzstb/4Mmc7deLkxcoGgbMEpWIlynPQgydaTGW3bjJcbwS6pJtm6ruCfvo/yeaeRH2rHGe1GK5/aFVeQ7trByJHnQAhiNfOI1S2kf/vdWIlqQmVNSMNEudmCZ+1UKC+Pn09hRaZOOBTxOsQxvyt63LpCUNDUHyc6aK3GiRCqSHQooohx+PkUvc/9fvyzGU1SNm8dRihKqmM3gzsfDAhpFY0BMd2OozwXIxQDESgB+NmRYEFba7RpMnT4WWZf8VWckV4iVUF2cG64GysSJ9W9g8SMVQgp6Hry5zSc+p5A3lsHGbBCCLTvB1YZVgSVS6GcNEa0DHdkCCtegZ9P4WUHSDQtQ3kO4WQdzmgfysuS7z/K6MFN1K1/JyqfpnvjrVQteyOhZC2H7vwaNasuoe/526lbfy2lravJdO3BiibJ6UMM7ghk5o1ICXUbriU3chQpbZyhDvIj7TSc9fekDm8J1BUMwWj7NkqajsdN9QLg+Tnmvu3bDB94hqrjzsEQAi0kGCbOSC+GHUFaIQa3P4CdrKVszil4qQGyXXsIlzUycuAZAKINCylfcha7fvJuACqWn0/54rMoX/IG4s3LyXTuYeTQ84we3ESkehYzzv0Efc/dTuMZHwhinO33E5+xnLKFpxGtm0OkppXOR24g13+Eug3Xkj764rjFBwQLuMk5axg98CzJeeuI1s6j8cwPMrTrEaQZws+OENBbBMrJ4Iz0MFqwBjDCcZLzNxCvD9QT3fQgbmYIKY1JC6axhkXEGxdhhOLjKnpToH3SHTsCskURrysYVoh8Pk24rG78ezgGM1pKcu46zHCMXH8bNSdeiR0txa5oYnDHgwF5X2vyoz2Ey1sY2HoPo4e3MPPCzxJvWkr3xl/hpgaI1s2jbu1bUU6W6uUXMdq2mVTXLqIVM4jVLMCMV6DzGXzPYc7V/0n3U7cwtPvxwtj4NCqWnkt24CB2opqSmScytPeRSUSe/GgXM877Jwa338/wvqfQvkc+18mM8z5Jru8wKpdG2uGpJN4CnNEeEvOXjX9OHdlM09kfRrkupTOXYydrEVYMrVxaL/sKI/ufZmjXI+SOWRR3hjqJVLVQvvhMhnY/htaasoWnUnvyW8j2HMQIxXBG+8bnr16KTOcuvOwIZjT5f38zX4fQyifTs3+8XyO1c2nY8C5818GOV5CPJVjw3pvAyaERpLt2YycqUfh42SF8J0Pq6HaqV1zI7ps+8LLn6d96D/GGRa/WZRVRxGsays3i51OBWoOQlMw6gWjVTGJ1s+nefFtQSAikHWH+O76Pn01x9LGfEU7WE61pJT5jaUCe1xOqYNOex8ngjvRSv+6dWInKV/EKiyiiiCL+OvBXTXQo4n8HYz+IQuvAm9owCz72LkKaaOUgCouUWutxSzZhWkGmmlaBFyqgVSDXqwr1wdgEL+MTwNKwUV4+KI8OLBTQaN9DhkOoQllN4KsaLp+Blwv8o3L9R5GmhTPUGRxTaLNdUoVycgVvbYHWPvGGZUTKmvCcLNovZPkYFqHa+RjhOKOHNyPNwMpijCkvQ9GgXjePlx1GGDY1S87DCJcizBBuqg+ERGsfO1lH01kfgkJfaeVRvepSao8/H+/QUwgvi58bDvZ7TtAPQkx0iVZoLRFSogteeqJgDSIK/RoMVGy83CjKzSGkWejHoG9bL/5C4Pzs+1QseQN+PnXMRLsIglcpA29ZrUAXjjzGU1xrjZcdRisfYQT9Ea5sQWtFONmEGY4ztPMRhvc/jWFHqVxxAeGKlnGv2iL+B9AK7TnUrLqU8tYVcORZyPVRNnMxDSddQffWexCZQUQ4jmhcjpcdJVo7l0TNTCqbFuDvuR9du4iaxefju1l6N/6GbO8BwuUzxn1qRzq2Urb4dMoXnwEC3NwIwjAY3HYvo4eew4yVU738POZdfj2pzt0oJ4sdKyVWVo8e6UQ0noKSFpg2lhD4TgojHCXeuAg90oVccQXCDIMZQkTLoPMg4YoW6te/k4EdD6LcLCWzTqB2zdW03f894vXzyQ11IoT8s36QL2fzqLVP7fLzKa+eiR9JcuDOr3PoD/9G1erLmHv1NzCtEH77Fvznf45jhBEtJ+ImajCiZS+v7qA1yn0lko4OJlyLKOJvBLJgO1S97MKCVYVAKY+RQ5vw8qOUzzsDM5xAeTn6dz2AHa+k9cqvYoRjZPtfRi4Xgt8PITDDcXTnNiLdm6FvO1ULz6Vs0ekIIREodNtz6O4dVEbKqLv6a4hoBbhppDeIzvcglp6NZ4TofOgHuKk+4o1LqFhyFkaJR1nDYryDjxIf2I+IVYEUNJ32XurXvQ2dGYS+fchUN25mCD+fIT/Qjp2sI7VtG8rNkZy/HgBntJ++F++gbO6pVC+/EN/N4WUGcUa6CJc3Y4ZLgkzd6iiRihaGDz4NWhGtnkfd6rfiZgbI9Oyl+/nfgvYLCjlj455X/q0rvi+KGINW+pi/g989IWUwNh4b2xGMu8aUHHTRuqKIIiZQGC8DNJ7ybhLVzdC2CZwByhachKhdSC6XDrKHxxVUxuJNhUCg0eP2MYIg5rFi5TgjvRy97zso36Fs/qlEyldDqi8QRNIK5btAEL/qsToBUIBEEGRZKydTOLcICBBolO8RigeZ3eMqLgQTytGmZYBAhuJoN8uRe77JzIv+NYjJfA8vM4TwggUnYViBraAQKM+hfu3bSM5dizZtsiNtQbyIRvkOUgqqF5+O1/kiqnI2VrQMrRVmrILqhWdjWhEQBpGl56B696FMG/w8qnMnuvkk0u07sJP1KM+h7a5/Z9Yl/zYeH2qtMKMlzLnia9jhGE56kEjNbOZc+iW0YYGXR/o5ktUtVC44haOP3wRAz8ZfESproPGsjxCvaiIcK6Vi6TlILw8DB1AbbyCSqKH1gn8BO4phR+nfenewICcNWs7+MJFoDHH0BfTIftTRCKJ2KVZJDVUnXIwz3Im0IzS/8RMYoVhhvsIDNHUnXUXZ7BMxQ2H8jm3oqtnoxiUgRIEcAVaiilnn/SNyqA2hHJSenoQ9hleOF4p4LUOrgOCkjrGAazjlXZRUN0Pbc+AMQNUc7JkrcV68A9G3g5o5a1GpXlS6H6OyhdTAUZTnUHX8mxCGhZsZovGMDxCuasHLjOAOd2BXNeMfepKSaAVlKy7BzacZObKVwZ2PBHayS88hWj2LxhXnU7fizYhICa6bRXs+mbadDPTeSah8BhVL30Cmfz+ZniARR/suiYpGouvfRs2aqzCESbi0Fq0UtvQwFm4gN9r7ZzrhJUoPyqdyyWlghFBOnt6nfkWmZz+Riiaqlp5DxazjyaUGOXjn18Yzkr3sKNWrLqV8ydlIKbFDEdS+hyFchZDG+Pv+5e9Dcb7p/xRa+Wg3jxkrY9a5/4iR7oW2jeiSSrQdJVG3iEz3PoxwnIFt95IfaCNSMztIdjMtdC6FEDIg/b3C/ZmSLV5EEUX8X0Mj0MonWjeP5tPfB10vwuBhdHYYrTzKZm8gXFpH3wt3kOnaS81JV1K5+Az6XriDbNdutPJINB+PGS0L1ixe6Vy+i7RCr9KVFVFEEUX8daFIdHiNQwChyhlIK4SfTVOz8qJgOiccJ2LNQ6ADsgMgDAs7WYc0bRSa1gs/j+fkoCClqX2fkhnHEUwr6UDq088H6g5IpBUOfDING+nbaOVjlFQTqWzBy44SLm/GMEPofBYKBIjEzFWYoQh+PkWksgVpB0SEOVd8FSFtBIq69e9EShOkRfmcdQgNVqSM5IwKhJ9FCIkZTWKEotj184k3LsZ30ix4908hnyLevAyZGQDDIjlnLcrLE6luJVLRTLS8cYwZgHTSyFCUWZd8ASMUo/mN/8jB27/EjLM+SNXcU9FCEi2pIn//lzFnrsHJZ2k49b0YkRIqlr+J8nkn43kuWgukHcbwE0grghWOEa2bT7x+MSgfEYogpAX4KKWwSmqx4+VBf0WTWIC0Qsx606cB0NKkfMlZyEgJhmUFSzOeg7AiKC8PQhAqm4HyfbS0AIVhR9AE03ZmNEnrxV8Mngehic84DitSipIGaNj784/iHhMIjxx4hrJFZ1C/4dpX6zH9m4dhR6k9+a2E8wOoJ38wsaNvPxx8goYNH0YNHkHVLmLEVbT/4uMsff9NeDvuwjvwGIQShGaeTLpzN/tv+9dxech0+w76t93DzAv/lbLmVXS/eAdeZghpR6mYcxq7fvq+SR6Mw3sep27N1ZTVz8GomMW2H76DSE0rMzdcg9p4A2LlWzENA+eh/8BoXUfruZ/Aefx7qKHJjGBZNZvyE95B+6M/ZXD7fePb00dfxEpUMfOCz6IPPUV85omkRrqJVM9m6OCT0/aNFa8KZIBfAjOaxDRtnGf/G/v4K8g/8X1a3/xpdv/iE0TLGzHcDPlHv4XODEwc1PUiomkluYp5RJuPx45PtfMwIiXEZ0xnxxEgUj0bs5idXcTfIAwrDFaY3GA7Xc/+Aq08wmVN+LlhRo48S7J1Dc5wB85wBym2YkbLqFh4NqNtz09bX6RyFsrN4+9/FP/FO8a3O4NtyJPeC34e76kfgTcx0eVFkphVreSf+CGgEbPWMtyxZ5JVTLp9B70v3MHcy7+MOXAIb9e9wY6+/XD4aYwT3obu2ILfvgUAP5SgbNGFhMsbGT38PMN7Hp+o6+g27JIaZl32b8TqFqGVR8dTP5t0HeLQRqqPezNIg5FDz07yQs4NtmHFKiibewrpzglp4njdosDmBjCs6LS+4kHlRkCiKKIIJpNixpQaRGHR81hFB44hOqgC0WH4wAFyfX3UrFr1aja5iCL+qiBDccoWnkaydTVxkUdt/MnEzr59cPAJEmf+E0pYqAINX0iJ8p0C6UAg7RjadwJykRmmbNYajtz9TUYPPjNeVbptG6HnGmm9/CtjZ2bGmR9ESwOEj0Aj7SjadwKSuRCBPSNghGMIaWCXVCPDMfzsMJGq2VhWCC+fQWuFNCzskkrseDWWFHgIao9/M/nsMJFEBb7v03rBP6OUj52oROBj2HGiVS1oaaKUR+Mp7yIcjdPz7O+oWXMldryacHkTdrwCKxTBMEzyD34d+8R3IsIlJGpawYpTPf8MDGkG8bxycJ6+AbNpBX7bTvyuHYQ3fAiVy5DtO0yZ1iSal+GO9IAQWLEy7NJa/HyauVd9A0sKcvd8Cbn4fOZe8kW0NFCZQQw/T/65X2AvvQh3qINE83L6XwjGCVayjlhVI84Lv8apWoQZSaC2/RY9ZgnVuxejrAXKmhBArH4+fj5D8xkfIDy0H7Vj68Q9792LOPA4odM+jlFSA77HjHM+jh1NILWHEjbKzQWEkLJqTHzyD/07xknvIT3cS6hE42aGiJQ3Ie0YrW/6FDz/c3S4BKd5LVbBEivXd2ja5zHWuPh/5bku4m8LbmYIYZhkB9pJzltP95P/Te2Jl1MiPdTGGyYK9u0jd+AxQmveQ/7x/8Jvew5r4TkIN4tz35eJnfJhak66imzPfg7cGszbzLzo8xz6/ZcIldfTvOEd5O67Hhktw1r4RtzRPvbdfh3OyIR92ujBTSTnrqVh9SWIo5vwB9vw576B/b/5zKT5gIFt99B8/j8RSjaSHzpKrKwR96kfQkktYt7ZEE3iPPVj7OMuxGheRe6Rb2KufAsU5u1eCiOUmKSCEq6YgZQS18misj3sv/Uz4yosmY4d9L94HzPP+wThVDuzzv0E+373eYxICYYdYdcN72HWxV8iJH3cx78DaMJr/x43NUCovPFl74OdrCskRBXxfwJp2kTr59P6pk8jtv0WNdqNrJqNFS1H5VMcfehHlLau4uDvPj+eIJVu30HfC3fSeum/EalsJlRaz8jB5yhpXc3QrkemPU/5otNfzcsqoojXNKRhYsTKaDn9ffhP/QC8gGhpak3pzDVILdh5w3vQnkPTOR+le+OvJilSpdq2Eq5spvWyL0O8AjOanN76RxrYZQ3F+c4iiijidQv5l25AEf9vYVghzHAimJCJJcAwMUIxpFaYMshUMUwbaYaQoQjCMJG+gzRCBAvmIYxIEomPFY0j7TCmHQp+qE0LaUWxwjFMw8K0QhjKQ0qBDMewrAimFQIvj5AWhmkjnDSmHcIwTaQ0MEwT4ftB2XAMw45gSANpRzEtGywbOxRDKoWMJJC+VyAmSKQKBgcy2x+0XxpgmEgUhrQwDAOlfSzLRnVuQ5qhYLCvfBItxyPNCEIppB3BEAo/M4Az0ku4ohnDjtK39S78fJpYVQtSuUhp4G7+NbhZaFlD233fwbJsTO1RMe9ktJvFNExMw8Ay7aDfQxGE71LavAzTMKD9BUwpMEI2lmVjRZOYoQjCioLyMJWLaVoYXq7QDxGkaSNMG+FmEGYEQ5qBv6zyMMMl+E4OwzRAeUGfhuOIQv9JK4SUEiFNDBQMtmHGKlCuA26e7qdumURyGMPg9vtxi76l/2MYUlBSOxu1449Td3p5vBd+jfAdfNeh/dGfUb/hWnR2MCA5AAgDP5/hyN3/McUDEzSH//Q1lFJoL5AojNctpv2hH04iOYyh88lb0KEEwk2TnHsy2a49jPYdRYRiiPYXUJ3bwUlDvBq/c+sUkgOAGmrHGe6aRHIYgzvaG9h05EdxnvsFkWQ9Qkii1fOmXrsQJGeeiBmK8VJZh4bT/w598ElU717UaDciWo7s2Unl8vNJ1MzGP/jUZJLDWG+0PUsoEg9k36aBYYWwEpWULTht6k5p0HTWh7BiyWmPLaKIv3Z4+TR92+8czyZPzDiegd0PkmhcSqpjO4nGZeNlYzXzUG6gmvRSCMOiZMYKwokK/J33TNonZ55Mrv8IavsfJ5EcAKzWteSfuYmxDFvRfBIdx/huj0E5Gdoe/D5UtMJLiE7Oc7dgtm6Y2JAfxZJgJ+snkRzGy4900/fCnSSaljO0f+p+7buMtD2PcrOTSA5jcNP95Ic6CJcF8tRWrAJphfFyKSCwG6qYf+aU4wDK5qwPJNOLKILJRIdx6wopAwUHpScUHdSEdcUY4eHO88/ngXe841VucRFF/HVBSIPk3LWUzVqJHhsDH4v8KO6W3waxi2EiRBATSikR2kdYNsIKYVgRjEgCIU1yPQcmkRzGqxo4ysCWu8EIIYVEGAagEFJihiIgDaQZQkgTKSWmZSAtGyMUxzQtLMtCeHkMK4Jl2ZAbQYaimEJgxCsAgWFaaDcLvoeh84QTVWghMOwIyvcCNUMURrgUw3ewrTCGFSE5dz2J2jl4XqBWYGpFvLoVwzAJl1QiDQtn5z2IUAIRikNuBMMIge8ifB8hBFJIVM8e1EgXIlyC374Fs3kV7v7HYf8j1J14GZZpYsWrqFp5IXY4hh0tofHUdzO89wksK4Tz3C/ByyENC22YeLlRpJPG3X4n1syT8do307/nCfzcKLHGJQA0nf5+/ENPQf1S+nc/juzbM0FyADBsdPnMwBqqezumlLjZEeKVTeiOrVPuk0714u17JHhXGgZCGsjho3DgMbxUP6HyJioWnophmjhbb0PUzKdv56PE6+fR9sD3iVfPQu++l5nnfRLR/hw6M4CYfRqH7/02PZtuo/HMvwdhTDlvxdI3vrw6XBGvaeQHO8h27aHquDdQsWADdkkNZbNOQO2fZsE3n8LbfT/mzDUAuDvuxpixIojvN/+WcFkDnY/+DIBo3XxyfYfJ9uyjYc3VuNtuh3wKc96ZuB3b6d3x8CSSwxiG9jxOPjOM0XISYvZpHPnT16edDzh677eJ1y0iVFqPkR9F50bQPXswnTSDB57CmHsGfnYEr+159HAH+vAzlDYtm7YPSltW0/30r4IPwqDpzL9ntG0bVijO4Tu/Ok5ymDi94sh934Xq+Vh+lnDVTBo3XIspJcK0MQ2J9/wvGVdL69hCzcoLGTmwkYpl501tgJDMOOdjWInid/D/FL6TxYomMQYPjr97rcVvQuDR++xtlC/YQPuD/zXVxlP7wb3NZ7CtEL0bf0XlsvOQ08Q50YZFRCpbXoWrKaKI1wfMUBzbstHb/zBOchCJWqTQhOOVHP7T19Ceg11Sg0BMa7uV6zvM4I6HMKKl1J/2vmnPU7P6Mgw7HCREFlFEEUW8DlFUdHitQyu0BokKsqqFDH70pEQKA2GEUMoHN1vImzHAjiB8B3w3kOeUJlp5SDOM7+YxQlH8zBCGHUN7KVAuAglSorMDEE6CKlg4KIVQLkgTnDRaGAjtoVN96HglUrloI4SQIpi4US6+7yINE5QLSiGEAYaBVB7ayyNjicDOAQ1OBjJDiEhZIE1qhdFOJmi/FEgrgh7uwGg5EZkfhUgJ+eFO0r1HiFU1Iw0DaWvwHbQdo/uB79N09ofxM4MM7XyYWOMiZCiO174VWTUb3bsXjCCjJ9awCJ0dQZsmIpQAaSCsMH5uBEMaGJl+/EgpKL+gKGHg7b4P0XJi4OmcH0VEjEA6rvtFzOoF4DvB53wa7BjSCgfZRqIgjey7GFKgPQdhWGjlIwUIpREIpBT4noMhBHgO2stDKBH0Zy4PvoMUGmVa+PlUgcEtqF51OeHq40D7jOy/n6FdjzCw/X7iTUv+ss/v3wh0ug893AFaY8w5DXPWGoQwUH4epIXQChEuIdOxF7SifMF6/H0TkynW7HW46QHcVD+R2rlUnXAF0koggEz3fvL9+/Ayw8TqF2FFy7EjSQ63TZ0sLLSGVM9BSuMJala/hUzXHoYOPEvJmsvRmX5keTPssDFrF+E+9p1pazCq59K9434ASmafRPnCcxHSJNOzg+6nb2Fg+/1UX/x5jNF2sEKM7HoUwwiRbF1HunsXfj6FXVJLom4xXU/8nMZT3k3p3DWkj75IuHImdWuvwVRZRM7AWHYZystjLL8Cv2sndfPPws+6+E3roPkUdC6HUBmM7ufxDz0NaETvHlRyJn5qAN/XYISw4/Hx9ofLGqg75VriM5bS+/zv8dIDxBoWU7fuGsJ/4aDdTaWojsVQrothTJ14LaKIV4JyMrjpgAAkDAsjlKB01klI0ybduYPkrJOoWHAmo0e3ECptoHfr7VQuOZdo1WxG2l4IFI3KmymZsQJphfE33Qy+A+ESjJYTIV6NTjYTQSGqWwO/b9/H6zmIHNgTjBVK6vCT8xGRJK4L1avfgZvqZHjPwyg3O97WdPsOfDeHrJqN6tpxzEV4gYT3mg+hhvswTR8jUsLwlntf9roHdzxA5fLzJsnsmuFSYrXzsUtqMEIJhg8+9bLHZwcOUzZ7HSXKw4wk6X7+N9SuvAI/nwZpEK6YRcWyy0gffhon1Rv4xreuJVRaP678UEQRHGtd4U9YV6jCYiVyjNA3VdGhiCKKAOmkkLEyvI4XADCXX4HZuBy0jxaC/H1fxT+6GXvZJchIOUK5gUWFYQZkIt8JLNZUHmFE8J00/dsCsl5y7jpK5pwFGGT7ttG78VcMvHgvFUvPgUgpUimEFUHns2ghwMsi7AgoB+H74LtIKwKGiXbzCGkivBxKg867CMMKyEx+LqjLtEF5iHgF+c7diHg5fnYAzAghO4ovBX5mGAMdkAYNCzXciRcqBSeNUg6D+58hOfvEwM5iuBMVToBRBspDHdmENe9MlOegcimMypmo9EBA7Fc+SA/v0NMYtQvw2jcDYDSuIP/490B5RI6/jPxD/4mx9v04IyNEqltgqB27byc1y94I2kf17QuOq2xFaPCyw5hSorp2IuachtaagU0/xcsMM+viL+CO9mPaEdyDT6MWvZnSGUvQRyYTEI3Zp6B0kHTgHHoaNXSUkjd8DrXt9sJDYGKseBuUtyAjiWCcb9n42TTZ3sPo3Ah0voAaPIJdUocon4Ee2IuMV6GHjiJbTyG16XbK8xnsRBXkR1FHniE25xTyW34BgLKieJkhhnY/QtmCU5l3zXfpfPxG/NwoiZnriNbOJ1o3AytazHh8PWLgxfupXHgKlvZRAweZc+XX0UefRVbOxjruIoQdQbsZnC2/Q0TLUCX1WLPWEJ5zajC3JgzME9+JdjJkew+A9gmVN1G79m24Iz0k52/AsGzyBWKPsKNQMZOBjf8ZfDZsypacQ7xxJdI0cLO95NMeVsxCR5K4qf5p2+3nUwgNla3ryB/aitGwAt25GX14I6GaRehoGZYdJf9kQED29z1MdPll2PPPYLh9G15uBDtRTenMExncdh/uSDeVx7+ZmhMuRvsCLUtRnnpZywI/N4qvBUb7C7Re/GW8nIOfH6HlouuQpdWI9R9FDuzF23wr+sBjlC+5kJw28JFEa+bQ98IduKleIrXzqV//DsIVzVPOoXyf/OAgVcfE9UVMhu/kMPBxD28EOx6o/iRq8fJZBnY8SGzGUkrnrifeuAakJN2xif4X/gDax0sP4KX6MbRH3Ya/Iz86Sutl3yTbtZOeTbcAgqrj30xyzsnYpTV/6UstoojXDPzsMHh51MAhREkd1rLLkMkGUB5+Lk2+/wiR+gU0nvFR3NEUTed8lv4tvyHTsWNSPf1b/0Ry4SmEKhqZ+/bvkzq8Ez+fRTmDJJqPI1zVQq73KMqzsEs0VqyYsFFEEUW8vlAkOrzm8VKpurHPEzJ2wV8Fr9LxpGsxZlAx6TCBLhygJ9c+dpyQIHTwb7qmCEBLAj/UYyrQMNkn8Ji/hQo+j8sDH1tEgXHsYxz4nuqxy9M68HSNVoCTKhynkXYsKHDMObUoeKcWKjdL6phx/ucAZ/x6jNZTEfPPwxttJ968koBdQSFTZKIuAehosrBJIwqZf0bj8qCNevKloBUaFbTHKEioCgISCoE0stYTk+Va68Idemm/HZM1P9YJY/fr2HKFYpG6+dSu+XsO3fknjn77K0jbpvWiC2m9/EpGDjxAEf8zaGlDqITQedcj3CzevoehrBGzcjbujrtQQ23IWCXxBeew5O9uKXjCHsOyFxI0zLz4y/g5m5033MTw3n3EZ8xg9iWXoHyJl7OIVMxh+ODjiNpFr9gez/Fwoq0cuvMB6k79JOGKOINtz+PlhrGdHKVn/wvazRa+99OgQHCafeV/0b9tF5u+9B3cTIbGU9Yz54of0PPMDYhQDJUyEG4+yPK486uEK1uoWPpGIokGMt372P/IJ/HzKfSGd1F1wqXUrL4CI1qGchWYmqHBdkLhEoSCnnu+hZvqI3ZwC5UrLyE3nGX/b26j99nnCCWTzHvLlVSs/zTG0ccwW1YR2vMQ+T1/gkgFNK0nZ5YSqqghlEwCYMXKKJm7lnjLMlAaLcCKlBakj1995AYH6d+2jR0//jH5gQG6Vq9m3lvfSryxEWkWf4qL+J9h7DsbrZ5LovE4Ro48izvaQ27gCBULziI/1E627wCx+kUFf2uP0SPPk5xzCjVVraA1vpcn3bOXSLwKhtsxFr4RVTWPwa4diPQAyZpFqNwovc//gVTbFsxIKVUnXAL1p6CdMG2dNfhtQ5TMLGPf975Jur2d5Lw5zL3inxk+cBej+584psETWe7Hwk2NknFLCZU2o7o3Qrb/lX16lSqMAQKUzz0VI5rEsCKkOrYHKkcv8z4rnXkidqKa4YMb8fMj2CV11Cy7gEzvflJHn0daUUpnnohDhKplFwQWU9LEsCP/N7eoiNcwplN0QEhQKhiXyTFFhwmigy4SHYooYjKkBN8l/KavoAeO4Dz9Y3R+FKN6HuHTP4ab7i2EL2J8fBzELRNx60RcCtIM03r59+l9fhvPXvcd/GyW+lM20HrFD+l74abJhQEmkUxFYfd44IjQoAI6XqDWMn7gsb8xciIGhMLfYjzuC4oHn4VhTTmH77pgKBAG4erZgAeRgOAw3i4pkbPWonPDx9Q5QagSY+cyI+Dlsdd9EB2vRcSrMdd/BLQL+WHUxp/BnLMRSLT2wfdAhkEH3uyi6QSEGQmmAcbC2mQjRCsgM4wQBrMuvB6t4qQ6ByidWbgOaQTE/bH40rCQJ30Y34wjtDt+HfYJb8NXFmiFMXMNet65SKFAm6jRIcxoFC3Bc70gZjft4F1bvRAaT8SwQ8H7NZSAqoVQ3hpIkmoVjOnHzp8dRETLYNW7UG6W0rmnEp9xKunOEazEKDUnvou+LdvZ9t1bcDMZmk4/ndZLLiHe0DDtY1rEaxNePk/J7DdgREsQ3ih66AiWFYIZJ0D9cbi77kUNHUFGK7GPu5BMephwSRVq78O47VsQVhhz1lqsmnlk00Oo/nZmnPMxlO/S9cR/o5w0iVknBIk6x85zBRlAxBqWUL3qPez55a958XtfIVxVxdwrriDb380LX/8J895yNfWn/AMdj3x7qqoCoH3NIx/7V/IDA9SsWsHci9+HHN1+jDrJZKsK/4VfI+PVVLSuQ1S3BmNcILngNCoXnoqfTjO85yA7bryF1NF2kvPnMefyTzN64B5GplNR0wrVuJ7eTS+w66abcUZGqDv5JGaefzaDO28nUjuPsjd8EbXpRtS23xGKVyOaV2PMWk1i1glo3yE/3MnI0efw3BSxmrnjFnGp9nYO3n47R+6+GyMcxrv6aurWrCFSVfW/+Qj8zWNsDtCYfzZm/RLQCtWxFarmYpc1YIRnMLh7Ey/+8KtY0SitF19M6+Xfp/2hr5LrDpK20Boj2siWb3yDVNtRSufOZeG1nyZaU073s9vY9rHPsPBd76J80SLCZWV/4SsuoojXAApjFXvt3yGTDcF4LNOPu/NumH8urZf9B04Knv/yNxk5eJCSWbOYf807qD5BcfiP/4L2gzGbVgrtu9jxajqfeIo9/30rzugo9evXUzKnEbTNzp/dTv+2F4k3N7P43e+mpLUVO1G0CSqiiCJeHyiurrzmIZGGDajxrDJph8FzClkpXjCxYYUBCZ4bqAkYIbQRCiZ3hIEwLJRSAcPdczDCpYGagB0NlAMKE0M6Uh5M6EgDvGzwf+xgojdcgvDzaCQq0YA05MSksTDBLFhPKI2WIhjEGwKtfIS0UQhEpBzlOggrFChNRCrQ4crgB19YhcUQGyU1Qvgow0aUt4Jh4ksLoT3MZCNhqwozHkb4TtAfCKQIMeOsj6KViwiXMvfKb+LnXXREIirnI+wIqvUMbAOIVxIvrUOiAAOFAu2B76GFhZYW2owXAlSFwkbacVTrOZiGFUzcRZKBvKfWmHXHoUw7CFQwEImaAg9DIaSJlhZCFkgdBaUNrRTSMlEYqALBRKGR0g7aI41g8kupQmaNjSibgdYmqpC1VHfyh3jwXe8m09U1/sQ8u2MHFccdx5qvXP9qPqh/s0h3dmKGolgVCdRwJ7nHvovRsBQzVknuni+Nywb6I134nS9iLb+MnFVCrP44vN2BaoJ74EnMDavpe/pZnvjHT40PhEcOHqTjkUdY/o//yOb/+CYL3vEWvOwQbnaAaN08Mp27p22TFWvi7quuYcN3voPWI/RsnpCmd9MDpLt3UbP4PKy5Z+A887Mpx/u9e6lc83E2ffE6Oh6dmOTYsX8/+2/7PWfefCN6+CD5cBkDT99I7fJLAMj1HaL9ge9NqitSOxdhRth3y7tIzj2Z2IylhMobGNz3CLHaRWSObKf7qVvGy3uZIaL163j4ff+Al8mMb+99/nlmvvl8lv3du8g/cP2EHONIF3Rvx5hzHl179lK3dgNG2GLowFOMHN40qS1CmtStfguhktpXvKf/28gPD/Pif/0Xe37+8/FtIwcPcuD3v+esn/+csvnzX9X2FPG3C8OOEq6cRaxmLt3P/5axyUw3PUC27wBls9djxSsZ2vcYaE20ag7xhiX4uVG0l6f7hVvH3y+xE96CWHIBWd9jcPufkGaIquMuwB3uYv+vPzWuzpAH0ke3MfOif+fhD/4DieZmKhYt4rEPf3i8XSMHD9J27/2c/I3rcWu6yXXvI1IzB8MO4/btn3wRwiCfN7n36is5+fovUBU6ip/qonzB+dPa5QBBdlw4yO4qnbkaNzeCFa+g+/lb0b6LGS2jtHkl2b7JljbxuoAU1rv1D+Pb3PQA6a6dVC05P7i+oaP0vPAbYg3LILm+6BdcxMtCH0MYHbOmEFIGGmNaTVhXFBUdiihiWigrinSzmLM34G3/I97+CfsKb6QL7+BThM/8J7RZgvLdgLwO4OsgxjOtgPdg2EG8ZEepXH41Gz/3BXqembCvGN6/n4O/v53Tf/ZTZLQClIsmyISVhgxiTDuC0gotbSQuiHAh3lTjqgnCCiN80FYIvAxogTbC6FAU5eUDfr+wsMqbEdLAtOIgBdqKoIVCRisQgAiFA9JESROmlBhWBcJSlB/XBEYYdB4ipehsGm2Y4BlYZ/4LriewwqVIM4JWGhlKIGSwYKpNG6NlDTpagRGOk0v5qKEUoZM/hPIdRtvaiVQvRi6/mrCfRxsWorQBv/XN9D63jcYTFmPMPJlsvB7bDiOQWKV1+HkXf8m1pPuGCdUsoOX8fyHdOcyum29gzhVXoKSFMWsdMlFL74v3E2lYit73MOaJ76N392HKqiVyxhKQYC29CEdF8VMDWA3L0CWNSC+NElEY2IlVOw/lebiOi5fPY8aqkSUzEELihJuIWwInncGqmIXCxGk4k5jvEK6ahRFOEK1bCuFSMEP4o72w6t34uQxaWxjhJfRv24Fd0kFULebF795C5xMTyk/b9+9n3623ctYvfkGiqenV+goU8RfG6OHDSMtA9+4iv/12Qqf+A2q0C+HlyT/x/clxe+8eYmd9mtyDX4d8kDCjAaf/AEbdYkLHXYjRtIij936bkX0Tz1au7zA1x52DrF0QKJr5DgwepmLZedglS7nnqrehnGDRauTgQXqeeYa5V11F2cKFPPGPn6DpjNOY9ea30/30Tya1XVoRMl1D9D733PixB/5wJ2fdeAPR8joYOIgKJzGaV+G9eMf4cTrVg7/ltwDYK9+C++QPCG34MM6eRzi6O8Oz139jvOzIwYO03XMvJ3/tOiI13WS7906c344i7Uo2/+jHHL7zroljDhzgwO9u55Tv/wcdD17H4It3M+vS61B3fxad6kHvexi7dS09W27HTU+oVeQG2xhte4HaFZeT6x/h3quvJtc3YZ369Kc/Tc3q1az5yleKZIdj4Hsa7DBm7XxwMzjP3oLqP0Do3OuoW/sR7nvLW8kPDo6X79+2jbqTT2b5Jz5O272fw3MMrJIKHrri8vH+Hjl4kKP33cfJX7+e2tUree5LX+Lh976XBe98J4ve/W7skpK/1OUWUcRrAr4MIy0/UAka6YbcUMEOFIyllzPwzE6e+tSnxsuPHjpE+0MPsfoLn6fx7H+i7U9fAKBs4enkR/oZbX+OcPl8+rZsAYL38P7bbuO0H/+YpR/6O35/xjnBXPLDD7P6C1+g5bzzMEKhV//CiyiiiCJeZUxNsyviNQVPSTQS7bt4PijDRrsOSkuUMFAIlJdHKYmvZWFRPSAVKBFksgSZHxbKF2hh4vsKYYbwfYXvgedrtLDxMVHaQHkeytf4MornG2grhrRi+J6Ph4HSMpD19wgW+gnhuA5aaXxf40sLkPi+xM84+DKE0gLfcdBSoqXEdxxcDzwHvGwOoRVezkEjcfMevpJ4ykT4QeaL9nzQGs8VaAVSa4TnY5hmIBhhhUAa5IZGQdh4PkEmjVR4jiafDdplhkIoBUrbeJk82rDJp/I4WUVmZADP1/iuRBsm0pRox8PN5SAUCXKDpIlG4GVT+ErgpnIBocGOIIQR9KHvBfYVCgwhQRtoz8dXJlr5KCuONG2EtPByLkoJfE+BEEHblALlo7XAy3r4HqAFyrBQZgyl3EK/W+y79TeTSA5j6N+6lYGd0y+iFzEZbiaDEbJRo92BF6fvYC04G2fTf08sxh9bfsttxCoa0XYco/H4YGNJPfnhNM/+21deotARYOt3vkPrhRfy3PVfJ1y2gFTndupPfU8gm/sSlC0+j6MPPoEzNMTOn/0M301PbbTW9O99BGrmI+LVU3aLilZSbR2TSA5jyA8OsuPHP0FULWDw4JOEyhrw8w4VS988tR7Dpur4t+CMOlSdcDmVy99EpLKFoYNPAhCpaKH7qV9Mbv+CN7Dtv26YRHIYw8Hb7yDb21sgUL0E+++ipK6CXH8/fj41heQAoJVH/4578J3s1OP/HyLX1zeJ5DAGP5dj07/9G/mhoVe1PUX87cIMxSmfewoDex5hOgWDwf1PEG8ILIdGj24m2XoyI20vYEZK6N95z/j7JVQ2Ay87ApWtDB4KFodidYvQvkfn4z+bZEEBEKmZQ/czzzO8dy+zLriAbd+bTGiCIMPguS//O+ULL0AYNk2nvReGj8JL6tKz38CuX/4OgGeu/zpe3VrIjWALRaJ5+dRrjpVRs/pyRo9upXTmSYSTTUjTZvjgRrQfZI16mUGkGcJ+CYkpVreA4UMbp3akVgzue5SSGSvGN6XbN6Ocad6XRRRRwLGqI3pMcUsawXbNuKIDSo0TIcYID2NQrksRRbxeobXEG+wENzOJ5DAO38F57hegMgGpW5jg+SgIYkBfBbGOtACF73mMHG6bRHIYQ66/n1033oTKO4W41kBIG4wQPga+p1GeQmgdxEjY+AJ8V6NkCE+HwIqjEWil8Hzwcll8YYGXC8gS2kc5OdyUi9ICzxE4KRftE0jAK4vDDzyCm1f4rg9WCGGGcTOjZEddlAdeNosnY4HyoILcYApfg2GFwNf4SiFkCDebQwnIDQdWkPlRB9eqI5t2cTN53KyDECBMSbanh8c++k/4s87GNBReOoPv+/hIsj39RKtrcTIeYu4ZjHbsAW2Q7R/GUIq8I8l0daOwUW4OrULkh0bwczn87Ch+Lo1sWIaXzhGpWoKuPQ5Z1oyj4kTKS2DX7xC+QqV6wYrgK8nAljtRsQayXXtBSISXRVbNxR3uA8NEeR79WzZjhOIM7dmHY88gkkzg9LThZYfRnku6PxUkKOg8NcvPQzhprNhM+ncfxFx+OaLxeJzMMNozGT3cyeZ//w5Vy+eTProF5ScmkRzGkB8cZPsPf4iXL3pZvx6Q7uoi09FBtCSMv/XXWMsvxtv9ADKcwHnhV1PidrN5Fe7Oe8ZJDsfC73wRUr0YWk0iOYyh45lbsZdfBmYYt30LVt0iyuacyXNf/sY4yeFY7LnlFurXrUNISdv9DyJD9ciXKItVn3gNu/77V5Pbkc3y7Ne+QbrzAAgDKSVGzXxErIKXQpa3IOwoItmIGmrHizTz/De+PaWcVornvvLvlC2cHNs3nvVhcgMjk0gOY3BTKXb86GaS888kP9DG0O7HMZZcAAhCJ76DXHpwEslh/Lh0P7mhLnbddNMkksMYujduZGjv3inbX8/QSiGVi3fgSVSqF9V/AAC39wA7fvyTSSSHMXQ+8QSjh9toPvczbP7WD8mP5qYQcbVSPHvd18j19bHiEx8HYOcNN5Drn95KpYgiivifwxvpR3gO5FPIeCXO878OdthRnOEsm770pakHac0LX/8GZrgWM5rELqmhbOFpaC+El+7HiHmTEqbckRG2/+AHKF9SMnPm+PZnr7uO7DTv1yKKKKKI1yKKig6vcUjTQpoGaAvTNtGeC5aJNO1Azl1rjFAcpRQSgZ91wbYxLKvgo62RZqA6gM6BCAWL7IZEODmEHUwaaSGQpo2fUyA1hm2jNEjPAyHwnTxWOIzyHIRlIQ0T5eQCwoPvBsc6LsKWeKNp7EQUaZkBIYFAYs9LZ4E4VsjGUy4oDzMcIj+cQwuJl8sgQyEMO5j80nkHGQqBBtfLIqWFFbLJ9g4SqaxEpQdBRhFC4qYyyJCB74zVGw0mqpVAqGzQX24GicJxLaShsZMViPwQXiaDGbUw7UigYOzkIRHGGUkhTYnnKszSOEJ5CEehfA/MECrvghA4qWGseAmiIHGK9sFOYBo+FCwOhAQ/62CHEgUFjhD4PjqvEdLHtGMI/IDs4LlIqRDhOH46gxASaVqozBDSDuO7GiMkyfT1c+Tel/dEP3j77TRs2IAZDr86D+vfKIxQCLx88LwUAk20RmcGpj9Aeeh0PylHE1t6Ccw/GzNazsCefdMGphBMYijfZ3jvXgRR/Nwoo13bmXPVv9O/+U5SR1/EipVRsfQCBnZ1suMn1wHQ/uCDLH7fW6et08uN4GeHsFdciYrX42UctPIxIxFMC7Z+9Vsve81H7r2PJe9/L1r5hEvryfb2kR1MMv/d/x0QdaSJYRoo18F3fHKDQ1SvvBRneABp2VQvOS/wNR04yksXa8NVC+h+euoi6hg6nthI65wZqJdmiSsfkwwjR46A8fIZ2fnhTpSbfVVl6bs3TrPQCoSSSapXLEdrB995ddtUxN8mvHwaISSRypmku3aOL/SPQ/to38OKV2HHq0BIDCuM8vJ42eHxYuFkA26qD99Jj0/shsubUW6WdPtOKo47h2jdXHwny9DOR4jWLWXXzQ9iRCK4o6Mvu1ib7e5GhiqZ//bvYoXiCKER6z4AbhaVHkDHm/DMUha9byXz33Et2Z4elBHHANTmW2k84S2k562lb+u9gfT0vHWULTwd18mQaDwOIQ3yo91EylsYPjB5Yrlvx71ULjoHLztIumsXwgjhu7lpyWMQkCPMSJKyuaciDZP8UAfZgUOB53cRRUyLY+zOxq3FAun2QNFBFEodo+jwEksW5bqIYkZNEa9TGF4Kahfg777nZcuo3r3gO0jDRPsKjcQwAosCpUXgfJHPIw0LKSWH/vjHl62r7b77WPDOdxKpqUaOWQNqD8OyQSl8z0H5LqYdxXPSCN/ACFngMx7TCWEEf3s5zGgJYCJME+3kIDOIssoQUmKGwnheBmc0hx0LI4TATWfo2vQCdWs3gPIIxy18IwoopGkipMAdHkJKiYhY+K5DfnAQrWMYlo2wTVS6ByOSQJgWhhkmnx9EOwbOSI6e55+mZuVKvHQaL6OJlFWj3Az5wSEyXV2MtPURSYTxcw4imkFbcY4++CAt55/PPde8izN/9k3K568jn8ni5R206yOURc+mTTScdhrad8kPjtC1cSO1J52EnYyjvRxuOs3Ivk4OP/Qk86+5gsSGDzP4zCZKauLBvdMe/oHHMOeegZ/1GT30FJUr3owdieIThs5nsWcej7YiqILS4NGHH6d23ToO/uEOms95I9HKOejSetIHniZU10xuUBBPStTQUWS4BO/IJjq2m2z/8U94wy9uJCTDeOk+MkcyCCtCrKGBbPd24o2LOXr/NKSaAo7cfTfHfeADmLWvrtpbEa8+3FQKYZqozDC4WWRpE7p3HzqfQo8vwgvkjBVYrRsQ0SS5u7/4svX5nS8iExMJA6GKGZQvOgMzUoJSPq60MU7/JMLN4Q8cwA8nGdy582XrG9q7l3hTE6OHD9P55HPUrrqEwZ0PESpvombV5eQHs5S2NNP73Gbc1AT5onfTs2jfgOQM9GgHfs8eQie9G79vP0STGIk6sGPkMj6ZXA57yeWo7beR9looaWlh0fuuJdrQgLQs7EgEKQX5kSGseJzkglOJ1i0hWrsEM17K3lt+8bLt73jscRZceyls+R1DOx8k+abPEK4/DuKVDG++7WWPc4ZHOHzXXYQrK5l92cWUzGwm3dHF3l/eSqazk32/+Q01J56IlMUcPQApNPgOIlqGf3AiFvKtKo7cN70yHsDRBx+i4rgPga8YOXiI5nPPZe9LEjFyfX3kh4aoOXkVoWSS/NAQPc89N2nRtIgiigiQHx7ETaWYWVX+Z8vKUAhUOhjDGAFhFsCobCU9MIiXnj7ZwhkeJtc/QONZH8IurSbVvQNULdKO4qbbaDhtPYO7do2Xb3/4YY77+79n5Wf/mVxvN/nhEfb9+jYyXV1Fq64iiijidYEi0eG1jjFLz5f6k8L45L8u+IVCYCcqdLBLvHRt4JjPY+5/4qU70JPLaT3plBPFC0drHSzc68JxWkwcPmbCqgNbBoRGCD1RR2G/FoWGU/gndKEZL7kAUSg2qQmFgGncW1VPf21iohKtg0m3sQ7TIvhnJ8rRnveS9hf8WSc6BO27CDOMFprA43XCa2/sEo49tdbBRLowTZTvIGWEsTsgxvp73I5RT13UGbvPolBITHjcilcIGIV8if9sEdNDF3x8CyoDxqy1IF/51SqkiXaHOfC7z+MMd1G18mLM6Nw/c4wMCEeFZ9YZ7sCvnEndivPwZ6+E7BAM7yK0+HhaL3oz+2+7PfBBfqU6DQtHxel57Cl23PAzsn19VC07jhM++69I4888G8dcv11aQcPpTez4488JlZRS0zqLwS23kx9sJ1Q+g+pVV+LnUjzywY+ifZ95V11B06nrkLpjauVaB1LFL7M4iRlGNyyClxIdAKRZaNufeW5f7ed6mvvQ8ubzWfD2K8gN7aB78y8xwwmSs9YSLmvAsKOvbvuK+KuHl0uR6d3HyOFN+G6WcFkT1csuZGj/E+SH2ieVNewItSsvByRedgjQ4wuwk6DFJHKNacfwEbRe8kX6tvyJzsdvwggnqFh8FpGaxSCfDL6ff+a9YkVKke2boXoOfv8BvENPg+cgG5djNK4g2z3K7l/8gs5HH0XaNq0XX0zzqR9Cbv4RatPPiJY20HLatTjSwhntQdohsgOHGNzzAAhBvG4RofpFSDuKciaUX7Tv0Lv1duySWpKz1+M7mWlVdY6FMCxGj25Gew7himbCyaZJFgRFFHEsjlV0UOOKDoXf5mCwFvxTejxTTr8kY065blE6tIjXMcbinVd6x4rJ4zRZiMjGg7eCRYwWAZnuz8Qy4tgY6SVBltSgCmQllEaYQSCmhSqUVaDGAjJ5TMw1FkMLQKK1X3gPiGC/FONlKpcvHz9jEDEUrk8XKhMcc73BPjMaK5Rh4t94kYm+MSPR8c8T41+BMExW/ss/U7XieESuF2GHJ2JMKZGWRSiZRAuJtGNMxOSFvhYCaZrj12KGw9StXYsz0hOMJ4RAmDbli5cSqazHy2uQBuHyCvJLryrEQWJiTuCYY4QQBcvFsTgz6ANZKGNGApLCWKcJIZCGHRD7wxGEFwcEMpwEmWH2pZcSqa5CFe6FMCSh8jJq15yEGYsh7UaENVW98NhnpBjvvk4w9hstQJTNACuCtfhNqJFCPGrHCG34MHg53B13Ys4+5ZWfDSHH56Aaz/gASIP+zXeSnLeOUEUTh2//IvnBDkrnnULd2qvRPcMvXxfHjCcAaZjIUJyWN/0zplL4O24nMtLFvBUtzDn/Ozz/vZ9y9MFHJq6roDzjWiXIxuPxendhNS7H3X0fua6DpHQD2350I8P79jH7skuZd3yExKxZrPmPf+PwMw/z7O+/S+XshSy96K30brqNVNtWzFgZVSsvxctGuO+ad1G/bt0rW0hMvGwRUpIbSuFHk0RKC++DV0DrJRfS/IZTyA7twM0cpmxxkvXfvo6Ox55leO9BnOFhwmVlr1jH6wZj86FWeMrzOW28N7ZPStCa5JzZSMOAlyiOHVuH7wxz2k+/y86f/RJhTKOkWUQRr2M46RSjhw6x7bvfpX/bi0Sqqlj4zrdTvWoV0eqXI00W1jVkYAs+sfll5mmOhZAkyutwfQ/te8ixMWbBznpy0cKYxu5BRI8QS8ZY/aWPvkK7iiiiiCJeWygSHV7jUMoHZSC0wPddpB0CP4tyKCxkCnQ+jzZCwSSDZQcZM547Fgei/CCbBcMCrdC+h49AWoHSg6YwIHa9gm+owPcCtQKkRANmOIqnPKQVQXsungomhAzDAnyUFhhhG6SBXZpAGBLf02ilwTLREqxECVKKIJNUKJAhvLyLGYkiDImVTCIMAz/vIAwDEY7gez7SNJBWCLTCcxzssnKEkGgzGly/FpjxMMrJEq6sQFs2vu9iCgNpSLQZB8dFhmJo7WPaEu34eLkcphUlVGYhbRvtemiMwMNOg5WI4+U9zJiB7+SCyTbDBGkj8JEhCzfvY8eTgAbDQrsOwgyhXRfl+RgChDDROiivlI9QGuVlENIE00BriZvLYhkSjYGwbbSQ6IJcuNYK38kgQ3F8pZA2KOVhl5fTcu65bP/hD6d9dlovugizOBn/Z+HnclBZilY+YsZqrLmnoQYOIeJV6FTv1AMMCxEt59CNHxrflOneR/WqYPIg2zv1GDMWA60pX7SIcGk5o+0Qr1tIaLQLd+MNk8qKI8+y+NKrGdp7gHhTE15u+sk9M1oGZoIXv/0t9v1mIsvi6IMPM7hnHydd9yX2/ea30x7bcu4bsWIhhGGRHTpKScts7v6Xd1I5eyG1s2o5+qfrxst6mSEOHt1K/akfZP1/foM/nn8Bz173ZY4+9DAnXfeZwiTRxAA9272NunVr6Xjk0WnPXTZ/Poc27qZ51groeG5Sv1pVM0gkDULlsWmPBQiXNSHNV1elpOaEEyZ9LluwgPnXXMTQwbvHtzlOhp7NvyU5aw2lM1cjzeJ3r4gAXj5N/467yfTuG9+W6d5Ntnc/1csupHfbH8etJoQ0MSOlCCHp3/UAJc0rUa6DMCysaDluQWkmO3CY8tkbgskrYZBsWg6DhyFayf7f/AvaC2ScvfQgHY/8mIql59J60QVs/JcXMCIRjHA4ePe9BLGGBqxYGBmfjbv1d6jBI+P7/H0P4x/ZhLHkWg794Q/jqhBbv/Utjtwzj3Wf+zBy28/Qw+0IK8TAzvupXnoBPVt+j58bHa9n+OBTpLt3Un3cm+h69pdT2uCMdCEE9O+4i5plF095x4zBilXijHThZQIlnXTnDjI9+6g/8Rrs+FTJ3yKKOJZIOjaxJArPlx5btERMUnR46QSU8jyKU8ZFvF7h23GMVB9G/RLczbdOW0bWLgxIrVqN89g9x0UaRoFMANIKxnG+7zLzTW/i0B13TFtX8znnYJeVoVH4ng7WhKQRxLlKA6qgLqgQdigghbsOmBYggm25LEqbGNEESnkYUgUEJmkiSpuQykN5ucAGIxwmlEwiLBvyHmYixqzz34DydBBTGhKtFUYojPI0GCZ2ogQjFkd7WaxEHEwzUHgokBKMkmq06+K7HkgHK14Clo2VMKlbtwHluBhmBaTSgSy9oYjNaKWkuQXl55B2CeEKENpBS4P511yDcvKs+fKXsaIRlAhj2XagNmPZmErTct65mNEIQnhEauLMfctbgntjCmS4BDNaSsKqoXJFhNzgKGbMpnzJYjAEqiKOFgaq+XR0pAxTuVSsuAxpRTFjCXylMVpWoywTZBQjZGG5CZZ95INIw2LBO6/FsE20aaP7D1DaugoRCpMIC2TEQrhJlGHgqDIaToFYXTX5/v2E6+cRa1hCtMpDeR6zLjwXdJ5cOktLIsv+W38z7TPScv75hIoLqK8L2IkEud5eZLQMf8nFCHxyj3yP0Oq3IxI12Ce8BT3cgfPMzwDwI0nMppV4B5+Ytj6jfgnaMKk+4WKyPfvp33oXyfkbAM2h3wd+6sKwqD3pMnIDA4wcOkrF0qX0FzzVJ0EIkrNnk2prA6DptHXYpQbG4afwDkwokuiubYju7Rz/vmsZ2neQ1JEj1K05CWl6+G6eI88/RWVTDRVNy8ne/xVEoo6e1Eye+pcPjNex/9bfMOfN3yefHeCJH36dwUO7iVXWsvDsN3PwVx9Hq4Cg6WWGaLvrq5TMXsf8t1zOtu/9iLXf+MbL9m/j6aeS6XgBgLJFZ7Pjhz9j4MUXOe2GG0g0LSc/PE2CAxCuqqHlTacwuGdCaTTvZMgPd1Bz4glUH7+Spz/zGVZ/7nOvTLR4nUArA0ICo2oeQhr47cHzZMZKaDnvXPb9evrf1qYzzkDiMPuN69GJOg5+7GNTykTr6rCTSUaOPEd+6Cjzr7kIM1JcIC2iiGMxsG0bD73nveOxXn5ggCc/+SlmX3Ypx33w7wmXV045RjkuvmVC9fwgXLSj4GTwe/cRnnMJdmkpzvBUMlyovJxIVSXeoadg5CilS68mO5JCuVns6AyO3vfrSeWbzjoTMxome2Bn4bwZ3FQvSg0TSpYXFWSLKKKI1zyKKWuvB2iB53sYhgQvj7DCwWQRRjBna1pj07IggkwIaRpIaYApEdJCK4VhhwOSthEQEgIpTwPtB4oEQYaHiRZWkLGhBUIKtBssmBhSovI50H5gjaFBuQ4YJoZlogvnUb5G+Rp8hWHLIN3G9xGGiRYmvtJIK4I0JEYohBQEdg3Kw0unMSwT0GhFITNcIAwDadqYtgVC4PseIlYCZhglTITnIKwYMmQDCuF4aN9HSxPTFhi2CcLAz3mYUiFMiWFbKASGFcicakRg6SFBOQ7KU+B5wQR43gMMUA7a95GGhcLEioYRGAgZCvpLGCBttDQLfrAapTVSGkgBhh1GaYUW9vg9MUNRTMtCCYmwDFAK7eURRggzFgn6KBQNEmekBCRaSPAdZr35TSSam6c8MjUnnURy9qxX7xn9G4ZZWgpoBvc9hb3kfJzNv8HddS/2skunVXawV15Nz7b7J21LzDwBdIqVn/kEwnzJMUKw/GMfY99tt3HCJz5MKGKANCmpnoO/826mQiP23sHSv3snc668AhmaZvJOGFTOP4P84OgkksMY0kePIg2D5nPeMGVfpKaG+W97K9IZpmL2OmL1S9j/4O/JDPQw/+yL6N348ynHAHQ9eQPSFpTODZQrup56mvxQhoYN75xUbnDXvSx+z9uwS0un1DH7ssvofuYZtn77v/CrJ5MH9Nw307/nEOGqKkw7TnL2uqmXbYaoWHDWqz/AF4J5b52wEFn8vmtJdW6atujQgaeCTPQiiijAyw5PIjmMQSuP4UPPkGhcOr6tbO4pgMTLjZDu3E5uoI3k7LW46UHK5p2GKCjPOMMdSDvM8MGNlM3ZQLSsHj3SScdDPxwnORyL/i13UrViGRXHHce+X/+aZR/5yJQy0rI48bOfRGY6cCmZRHIYh5PG7NlE8zlnT9o8tHs3A21DiEQNcuYacpkhQqX15AYOTyI5jPdJZggn1Ue4bMaUfSUzVpDtOwhaM9qxjbLp3gXSpGzOekaOPDdpu/YdhvY/jvKm+icXUYQ+hjCjp1F0ECIYC2ulJhQdXpIx93K2L0UU8XqAQONLGxCY886YWsCOYi16IygFKlDX0QULPq0LWc6GDJSypMAwLBKNdTSedtqUqqJ1dcy9+ioMUyKkREojiH8I4laldUBAt+xgm2kG6gFWEJMhBYIgJpUCUAIprYDg7weKD8rJIxAY0ShohZ/LB0kAro/veUjTRAsDoRVKS3IDI6AFZjSKFbNBKsxYQLwXZjgg/MdiSGngpByE5+A7Hk4mi2WZCB+MSAjXVdjxKFJIzJARxNEIlPbxcj5SaoxIBD+bxXE0yvNxHIF2NWbEwg4JfNdB+yZoyI2kEIaJ4wkMUxCKRbBMcFN5rHAIrRS+m0WEQvh5P4idTQMnlQ3iZT+HMDT5nB/MDeSH0XYMJ5sD7ZBsXRGQ8FFox0cFvYZhCdzhEZx0FmnbeDkHDAPTVox2dWBVNmLaEZysRkiB8hSOK/Hyedoee4poVRnaz2CXVkMuizucRkiNabm4oylQguxAN8rtZMbZZ059Rmprmf+2t2DY9v/aM17EXy+i1dWUtNSjpcDNpfEPPIkePIzvuZgnvBVhhnG2TJD8/SPPYrSciIhMjaWNppWIWAW59CCl89bTv/UuAMoXn0XXk7eMl6s+4RKyA0fQnsGzX/wiyz7yEczoVOW+he96F4fvuQe0pvXCNxHKHSJSWo1/YBrbFa2QB//E4ne+BaukhOM+/HdEa2fS8eB/4Y4OkWxagrv7fsiN4Neu4bmvf3PS4c7oKL6QDB49zOCh3cH533g5fc/89zjJ4ViM7HuM6pWLAejbsoVZF1wwpUyorIwFb7+CoV0PEK6eTaLleLK9vYweOULH448TqZyFXVI35Ti7pBYrHGf44PQJDqmu54nWV9Px8MMM7d07bZnXG4xYBKUlqn8/+C6yZgGicjaagMgWqamZckzTWWeRaKzDJI88+iB22MDLTJ5vkJbFCZ/9NKGyknGlpFTXJpSTxhmdGosVUcTrEZmuDjZ98UtT4juAfb++lfzA9FbEVkkFTmoAaVg4L/wGe/llgEDEK/EyR1n9xS9MUSgThsGKT38Ky+vBnLkW3bsPwx0hP7ofu7SO/IDD8P4JldtwRQWL3/d+8qmDU86f7tyOn09N2V5EEUUU8VrD60bRobu7m6997Ws89thjZLNZmpubue6661iyZAkAWmu+9a1vceuttzIyMsLxxx/P5z73OVpaWv6yDf//Ad/3kaaFNAyUkGgNWglULo8RCgWKmMICN48WIvArHYMG7bmBvKbvIu1wIJNkWgW1hyDLBaXQmSwibCMNAoVPpQJLhYL/qbAEucERwuWl+I4f+BXnswFxAgnaC0gTWuPlXWQohFA+TjpFpLIS5ftIywTDROXSGCqPMKKgChlzQgXECQzMaAiUH0xYaI3v5DHtMNrzCvKlRmAzoLygbYbEz2cxSmJIDKTvQCSKLyQ6lyWQVLAxbQOUi7RsfDfoB2FIBODnPPAL51QewpT4XpDtY0Sj+HkHafkozwmu2bBRvocZCgUKDQSqF0iQ0kYIBcIIJsaEj7BtvLyDYQpQPt5ohnBFGX4muCatVECc8PIILRGGAmWj3DzSjjBm+aF8MW5HYCgAF2PHjZzyve+Q7enBMPyAfGJGCCcimB0Pw4y3v6rP7N8iwuXleKM99G+5m/LZq1FdOyFeBXaU8LlfAM/F69mN7j+AOXsDOpyk89f/CkJStfxNlM45HSNSQbZ3L35uJ+ffeQfuQDfKdUn39BOqrCXddoQVH3o3ocHnEW45jSsuQ/gefiSJLmRoHwudG6Z87kyObtxB5XFLqFhwOW62nfzgQexEDSVNS9HKoueZl/dIvv8d13L+H//A/Le9FY1E2jagCSWTyK0/QSy/CsNKIO0Eh55+ACMUIV5Zw/y3fQfl2YEKsHLJjRwl274FK1KPVpK1//7vAaHIC1Rdok0bWHDtajqf/DnuSA+xpuOINc3grFt+zuG77qbzscewy8qYdcEFmJEQys1QNn8mrm9hVc5BxCpwy5ay+7d3MXTwCNUrVyGtCCVNxxOtXYR2c3ipPFqDGQ5jxacyrP9fo/PJJzGjUdZ87Wsc/tOfiM+oZ+jgNNk8AGicVB9WtJhd9nqE8t1xdYaA0GeRnYbkMIbcwGFKW1bhZYeJ1S0k070HO1ZBfrQHgME9D1F/8ruwokk0ULfqrYy2b8FN9eNlBsn07sVKVCJG0lDSwOih5172XKOHHuHE675E/+atZHp6OPWHP+TAH/5A6sgRKhYvYvYF52C134/stPFmnTdVpNawMJtXYTQsZ9WnL+SET34Y7Xnk03mG9+5lYO9Bai/9IIap8Yc6iNcuZPjI9IQggHTXTsrnn0G6cyf5oaNIO0qicRlGKM5o2/OESusR0iBc3kzN8Zcx2rENPztMqLSeWO18BvY8jJedmjmR6dmDmnca0vyfL3wo30O5wYShNCNI0/ozRxTxtwg9JmHPBIEhUHTQBWupMcn9CUUH9VLrCm/qIkIRRbxeIJ0UxKvxdzyJsCKE3vB5BCpQAPQ90D7OxhsJrX0/wkgG6gemFZDETTNQVSlYAgpp4udTmIfvZvmH38/Cd70TnHRBFRAi1XWYe3+NTr4VopVQqAvfQxsmpmEWjDA0WNb4d1hIGRDVMdC+g8o7yFgE5SukYeK5HpZl4Hsu2tcgg++/QGDF40FGnpAI7YFvgJNFhiMIyyabzRKprMB38ghDYmgP4eXwtUSEwqAUMhQmPzRA79YXqVy8CKU1D7337zjj5p9hCgWYGCh830PnsxghA2lH6d+2hbo1q/FdF2lJ/FwaMxTBcxS+m0c5LmZJFAnkU8OESuNoH8yQRbarByseAzRC2hjRKN5oCi81ih+xUfk84Yo4uZHRQFEQA7w8yvcRRmCDJZWL0gKpJQy34VmNSEuz/9aPMefqb2KGkwipwB/FCCdx0ynsRATfU7ijo0gRw06G0b7GGR1E50fx+tL4dhVmLIE2JL7j4Y4OIwyBUC6moclnRrDilWhf4gwPY0dLQQhU3sGXDqZl0vHAd5h92UdY9P4PYJhGIPesFRg+XvYw0PIX+078pZEf7kb7HnObXv346C8BYWq0comUVuHt+RMAKjeKLw2k8iA/iqyYhbX4vIDgoHzsU/4Bv+NFVPsLYIWxWtcjEjUoIZFWmGxXME43IqXBs+U7WCXVVB//JsoXnoqTccmP5jntxz8gWlPJBXf9nvzgAAO79tL13FaazjiDkQMHGNy5k1O/9y2SMxsx3V50PgWRZGBP+RLo4XZqT7qCs35+I6GKctIdvSTnnU1logbQ+B3bAHByTMoSlrbN/Guuwc9DJFHHrHXncejpe6mYOQdVqmhYcxW+k6F3231oL0/N6sswS2ehPM15d/4RXZh/m3PVVbz4/e+T7++nfsN66tedwPDeu2g6+8PEGhejPIcVn/ooD73vwxz6wx+YceaZlLW+AT+XQ/l5fHeEUDJJqKQG30mj3KkqccGF+jjDfUjL4uAdd1C3Zs3/5uPwVwUvl8LLDDN/RiXKzWEY0ytUBoRaD//IJvzOndinfwIRKSE3ksYO5TnzphvJ93WB8vBzObQZI1pdibHjZ/j1yxDKwzQFb773HrxcHmdkhOF9eyhfMJdwdQODO+4nXNNIbuAIfm4ULzOKm0phJxKvco8UUcRfH5zRUUYPHaJs0SKO/8cPEa2txs9m2P3z29j/m9/St+UFSmfPmXKc1C4j+58msmA9qnsHqno24fO+hELS/qdv0HjK+zj717+i68mnKJ/bTKSyAjtZiUZhtD0C5dUA+G3PUjL3dMxQnPxQmrN/9Us6n3wKtMOMs99IuLKCTG/ftG3PDhzBThRVcYoooojXNl4XRIfh4WGuvPJKVq9ezY9+9CPKyso4fPgwpcdkDP/oRz/i5ptv5stf/jKNjY1885vf5Nprr+VPf/oTob91+X4BQmu0IFBtMGTBU1QUyA4AarL/JxCwHZjkt6e1DuygCl6eAsbtKYKK/MA3btxnSqN1YGEReIwW6jQkQgu00EyCLEwQA3Lcp/DYRolJf2khAkVqrQNyxTFFtNKIMdESISZsVTn2nBotBEJrlBgXHKaQuBNkEulgO0IGZRETnowiuB6tVDCpNV6/Lnh860Ayu+AxGtStJ86jFFq+dDlITnR9oa6xIuPKGQVPronzMHH/xibix7aL4D9j1q3BLSg8AQveSDQZwmp7Hr99MwgDc+ZJWNVn4/gzKeLPQxeyOGec/l6ENDAWnoPVdDzOlttQPbvBimLO3oC58HyOPvU8lUuXYERKaL34awxs38OjH/lnRg8donbtWtZ/5XN4ex9GHHgM3Cyx2kVYrceRrPCRfgpd1oCz8cfozBCybAb28svwu7bj7Z+a7SGkwdGHHuSZz30OIxSi5fzzmHPl5cRKLdwnfwxNJ72iT3i4oiJQUVGw/cc/pPOJJzBCIVovuog5V15D2+aNKN+ncdmJlDa2cu7nvouX82l/5Am233Ajmc5OkvPmsewfPoRILgUZ4p6rr2HFJz+Jm0qx84YbyHR1kZw3j6Uf/CA1J74bI30Qz6rmha/+J233P0j1qlXMufxyqlYejyDF0Qe/R7p9B1a0jHDFRcjmN6J8gwfe/k68TIa6devGs2vd9CC53h66N77Arpt/Qaari7L581n2sY9SvnDRqxqsm6EQz//gB9ilpTSdcQZG+JUVJcQ0SiBFvLYRCoVQuRGGDj5FuiuQGozVLqRs9lowXuF5EBJh2CAkvVv/gPZd4g1LEIaJMCyqlpyHM9xFbqiNkqYVZDr3UNq8umBhEfxWpDt3EK2ZS7DAYU6bzQUgpYnOZwklQlQvOYnMQIbknDlEqqrQvk+6q4fSaB3aH5n4XRprZqKG0AlvwR1sRySqcF/4VSC1alhYLSdSt/J0yqo0pm2R33kPsv15jHlnUNF6Ml1b75jWekJIk3THizipPkLJRux4JamOF8n07CFaPZeyeacy2vYCXc/+AhDUrLgM0GjPI9WxnfzQ0Zfp0v+z75+bGWLo4EbSnS+C1sRqF5BsXVMkK70GMVnRoWBdIQsLZjrI8A4moCdbV4x5bkNR0aGI1zsKMWUojFFzAv6RZ/D2PIjOp5BVs7GWXowx/42FuG0iBhTHxpUUXGTGYqGKmcRqKrH3PIB36Anw8hh1i7FKLsSbexZB9HRMXHZM2BVUKwtxpBi3xiicKgjzCrGooBC3CoWmYP8IaCkQhTC6EDROtJFjyE+MeScXrktNRHpj8ZlkIq6I1tQGiQVaY8ZimKFoYEsoBGPhsRAFL2YBRihcqCtoW7BPIoRCjL+DVEDmKIwrgusJ2mWETLR2C309sV0UrCgNKQqxrhy/xvFOLNQvxq/RCM5jGkQaFgVqUnrsoOD/Yqw+IQs2WkHMbRgmnhBYsVJENIrwC/MMYzFw4XkoaZ3N2LgFaYCvAlUO00T7QXKCkD5WvJSade8m0Xw8IwcOsPXb32Fg504iVVXMf/vbaTx1w//do/w3Dme0l/TR7XQ+fiO5viOEyhuoXXM1iebjsUtemwshbjaL9hTYEiMcx5cmRus6DNPCUC5IG/vEa5FljXi7H8Q7silQIm1cgZxzFm2be3CGRwj1HaB2VQXhsjiheJy82Ua0fjEVx12Fyiuqlp1H1bw1+IO99G7eweH7H2HlR96HcEdRR57G2/sQMjNEdfkMGt59Ef7QUUoXlzHrrE+iDj6M/8QvcQwLc+bJhE68FuepH6FzI1Ouxy4r4/AdD1A6axZ7f/UrOh97DDMaZfYllzD7vKsQW36MMCbG47HGRlZ99rMcvOMO7r3yrWitaTzjNN74+Z9SUhbG634S9fxGzFCM5iWnIRpWMNo1xK7v/4Tms89m/29+Q/vDDyMMg5bzzuP4j3+c0SNPof0MZixE9aqrkd1bYbidvh2P4GaGOfuWH3D4rkcYOXCAof372XPzzYwcOkSiuZnjPvhBalZVTmrjtCj40E+nhPFaQa7vCJ1P3szw7scAQdmCU6hZcxXh8qaphbUOVGDDJYTP+SzewSfRpg0VK5DhJOH8AEb3vaj+g4hIKeb8MzHKmmD5ZfijvaAVSimeve56Oh9/HDMapfXii6lZfSK7bryRdHs7i9//Hqx4FW6qN5jHLaKIIoBAZeGEf/00NSvn0/nYT2h/YDdWvIKWN1zEgrdfycDO/S9zoMBKVAfKXSe/D4D8Y99F1h1HxdJL6dm6l8aTlhNfVY2354/othRUzSa07BK88plIO4IsmwFmCCtaRra3m7suuhIhBM3nnMOCd1wDlubAbb+n4ZT11K64kq4XboVj5nXkK80pFVFEEUW8RvC6eNP96Ec/ora2luuvv358W1PTxKBRa81NN93E+9//fs44I5DR/OpXv8qaNWu4//77Offcc1/1Nv9vwDAMlBD4noeWZiCfqRWGlGhpoJQPjgMIhDRQrhsQDAyNVoHdA1qjscCfyLYRY/MUvheUD4VQbh6kWZicMVBKBJksgFAediKOVhoZshFCB96dvhfYSxgGY6v0RigUzBFZQaaN7+bAtAvqDXmkFUIZQdaNKFhSCMNAey5IFbRbBBYdygNpmSjPC86pROD3qhVa+0jTRmsfKxZFezm08FHSRmWzQfZ3NI5WPkJIfM9HGoFkhTRNtPJRUk5MqkgT5booQyKRSEuhdeD5aoQsfNcPiBuej+9lg+wkz0OYJsrLgw7uicRDaR8hLIQAJQyEq9CmUSBKCMxkKX4+jzAEvgLDNPB9L7ATAbQw0V4OYRS8ZlVhEk6KQF5UE9wrM4pd3kjuni9BIYMYXLy9D+F3bCN82sdf7Uf2bxL53l7CcRujczO6ehZW43Jy910PBVlr8qN42/+I6tpB1fyL2fXfv2TB2/6dQ3fcx+Zvfme8nnVf+mecx7472dO+Yyt+1w7CZ/8z7qFN+Dv/NL5PDRwk/8T3sVddgxw8ihqYkCgTJfW0P/ksR+8LLDKU47D3ll/Q9cSTnPKVTyH79yFVnoql1wTfn2mk1079wX8xeqSNRz7wgXFpQ+U47LrxRtofeYT13/0Ou+7/JZnBHta+66P42Rwv/uRm9v5qwgN3cMcOHnrP+zjpy9dz6OD9rP3Pf+fQbb/nwO9/P6nMw+9/Pydedx21q1dw90WXjWeedD76KKlDhzjp+k9w5K4vji92uqk+Oh/5IYmWVZTOvWC8fXOvuhIzEiHb387w3mc4dOcmDtx2+/i5BrZv58F3Xsva//gPms4885iJ8/+3qF61CoTAGR5m/29/S/mSBUTqC5MHL4GQJlas/FVpVxF/PWiur6TjmZtRx9iWpNq3kO07QM2KSxnaO72ka6xmHqmObaQ7twMgDBszUooRiiHmnsLwoWdw0/3UnnA1A7vuo3TGKg7e/kWqVl2IHa9EGDZedhhRWo8+8ARlCzYwsP2Bac9VOmMJ/sgQIx19dL+wjV0/u2nS/t03werPfoq6E9YHY4WxHUJgr7ya3MabCG/4ILl7rwOvkLmlvOA3p3M7ofUfIP/od7DWvhe3Zxfe5t8gG5ZRPuskBvZP9UeO1c5n+ODTeNlhcgOHqV52Edm+/YGkrzQYbdtMunMHANIMYVhh+nfeT364naol5zF69IVprzPecBzS+p9NprrZYTqf+e9JUpCpjm1kevdRf+I1WNHk/6ieIv5GcAzRQfmFMa6UAbGhsDhZKIgaIzr4/qTf2KKiQxGvZ6hwGbn2diI1x+E8ezOqa/vEvp7d5O+/ntCpH4dwCdrzgwUwpQJ6uPKD76C0AAVohGkH4+5Hv40+hrzmt28eHz/raAVaqCB2LZDgtdaBqp7QgIH28oE9hgrit4Asr9FmiFDSQGmNlhKhBNKw0UKjLRPD1EgUvgjI714mgxkOIQ0R2AZaEinDaN9FuR6R+vrAbjFko10HbZhQiPGk7+BLC+F7mKXlJOKJIHZUcMZNN0E+HcTz0kCbFtKwEfEw2s+hfKhcsQJpWhgW+G4OI1KCl80jbRsjZGEi0J6HEgKrvC5QPfBcfM8nXFEB0kea0XEbSRlPEJI2RtTGwgLlYUVKwDLRWmJGo+NxMlKBFcEyJfg+umohEdtGeS4tb/gEGAa+7wa2IOEEWnuYsRhCKWQohB2PY8UjKE9hhUOY0Wb8vIMIR7H9LPmswjTBCIcJGxUIE+zSSjzTwiotQWiFtiHR1BQkTfh5QtWlCBQWmljlDLqefIYnP/GJ8Wck09nJ89dfz8C2bRz/qU8RTiZfpW/BXx6+m2Nw+4O0P/hf49vy/Uc4fMf11Jz81iCLP/zay94ePXyYXF8nVcuXk+roIrLgDQg3i7v9DszZ6xEltQjDJv/od9Dp/vHj/MNP43duo/7E93LHRVejfZ/GM85g+cc+irTyROtmU3HcVTz4rr/n1B99l6rW41H7HqY7NYtN//Z5Lrz7d+j/j73zjpOkKN/4t6q7J2zO6fZ2L+d8HMcRjqyAZH8gmDChKIqICoqgmBMKKklFRERUVJSc4yXC5ZzDXtjbHCd2d9Xvj+qZ3b3bA0xI2IfPsbvT3dVVNd0z/b71vM/TvB6/bTv+rpey7aq2HaSeu4HQER8jXFFF6tnr+3IyysPb/BT+vtWEDvsgqYW3DBiLrJxIOqkomzaNZz7+cfykea5Od3Wx/je/Ye8LLzD/m5/HUQlya2qI7dvHnK99jSVXX02yta/at2XpcmZ85L2kn7ox+4yjk914m54kxTCe+uinmP/zn7PoS18aoAyx9d572bdgASfc/mu23vNRmhbfRc1xnydSPBJn2R1UTDuXHS/8ni13X8a4i37Ntr89xJqb+vIe3du3s/ALX2D6F77A2Av+DztaOKjKmrTDpDp60b7P6HPO+dff/Dcxku272Xz35/DifeNvW/0o3dtfYewHbyRSUjtgf61ASkFo4qmkFv8K1b4Ta9xJxtGpdy+pF24mW6QWb8dd/mdUyzasscdjVY7H27uahqcXUjJ5MnuffZZ0Vxcb7riDfQsXMv8XP+fBd59C48KFnHTX7SSslXixFOGxQ7mJIQwBIFJWTtn0Orb+6YvZ19zuZvY+extFE46j+tiLBz3O8wUlo2ahnSi6aSPuyr8AoGZ8jLU/vIEjv/010q/chdq/PnuMat5E8snvETnhy6SW/IbwzPNx0xovmTbkVs/Dd122/e1v7H3+eU7+/V1s+O2d7HrsMQ7/xlWUT34PLWv6cqGR4kGIU0MYwhCG8DbDO4Ke+cwzzzBlyhQuu+wy5s2bx9lnn829996b3b5nzx5aWlo4sp8UWn5+PtOnT2fFisET4W8lCJmxpTDVKL6XBuWiPb+vqsMIPIDyUNpCS4nyfFP3r/tVz1h2ULmmjc+pxshH2hGEkMig2sIUyFgopVGWY37PyIEKO0iKWEjHMQkJEVTrSIG0rKBIx0JYIWSQkDLaBiC0b4gPAsgqLVhoK2yqSiwJThRhW2AZP3IdVLtoKRF2GLCDBX8H7SuUHUVrk/CRQRIJaaG1QkmJsG3wFZYFyvfRwjakAsMMMcoSwQyjQGnLsJ+VUbSwQiEzRieCsENmDoOqGIGF8hS4aZQmqM4VYNtIJwJCIH0f5SmU5yOVIZ0YggXgedlKJa21kVaWDloo/FTC9CtIwmvlm321RgqNt/GJfiSHPuhYK36/5OMQDg0/HEbHWrGK6xBKkV75lz6SQz+otu2EQh6dmzfjJxRrbvt1dlvV0UdDrGlwT3vl4a76O/bwGYOe311zP/a44/tesCOIKe9j1a2/OWjfnl27aNu6D1FQherYjSU95lzztYP2qzrqKNyeXrbee+9B/o0APTt30rFhI/tWv0goJx/VvJFULMWWe/920L4AK358PaPmnoKTk8P2++8fdJ+VP/0pXsIdkEQBmHDR+2l+5a5BK7p7dr6MdHysSITaE0+gZOIkfNfFT3ZjhSoGkBz6Y9n3vkeiuXnQbf8NRMrKmP2Vr2T/XvfL35BbMcfc6wegfOrpWKHBpSqH8DaF1qRaNw8gOWTgp3rwEl0UjT76oG1WJJ+8YVOzi/kIQfm0M7DDedihPOxoEanOvYTyK3F7mlFemt5dK+nduQw8j3jrTkonngRC0NW4HllST+XM03EKKg46V+W8D8D+dcg9z1J1+Bw23XX3oENZ8bNb8GU+LatWQ/Vs08/qqfj71uBMeBfehsf7SA79p6C3GdW6HZFXiu7ah5x8BgBq70qieWUHqSxES0cAIpsUzRs2jXT3frTvYkcKya2ZTLxpY3ZeSiacRLxtp1Gp8V3S3U3kDZt2UD/snGIK6g8LiI2vDq018aZNg/pdKjdB797VZmFuCG8bDLCuCBQdyKp3BTXHgaWY7kd06E9uGFJ0GMI7Gn6aJCBS3QNIDllojbviT+hkzJDZpYUKdOiEsAxBHhMjmnhHoDp2DSA59D+Xu/p+hBvDkBmC+FWZn0JapioWEE7YqDRYTlYhAWlUCbRlGWK/bZmeSIkSlvme0IAVwrIdhFI40RAyHEVpsKNhhLBwEwkUhoyOmwxiYWOtIFEoTyG0wNe2iRtdFxUUJgjLwYsn0Okk6XgKAbixOMKSaOUZVUBhk+6JYUeiCKmRIQcrmotWCisaRVgWXiJNurMb6Vi4vUmU74LyEZYdWDmAsMKgNCrtIZ0QErBzwqQ6ewGFL3NwolG06yFtaeJ/oUknYihX4Sc9pFCodCJQjJO4KRc3nkKlPfC1iXe1xpEK7SkSPUnsiE2oqAAv5WFFbBCmQEBhoVIpfNco5AjLwkslkTqJsCIo18dSabxUEs9TuIk4SqdR6R60skB5RkPRF6S7ell5ww2DXpI7H3qI5BsYE7wZ4Ha30LjgzkG3Nb/4J7zY4B7jb2Uk29pItbcT399Guqub5z9/BVZxHe6a+3HGHo9HFISF37xpAMkhi3QMu2M1w088AYA9Tz1Fsq3dkIfam1n/mz+YQhQvjVr3IH7Vkay44SbGvu//kMlWZEHlAJJDf7ir/2HyMYPlZHqb0fF2ROGwvhfDeViT30uqJ8HGO+/Mkhz6o2vLFroae7HbVjDvW1+j6qijaFq6dADJAWDShy9E7njs4Dh72DxW3fQrqo86it1PPXVQfA6GLNS4cBGF4+cD0PzK70l2daFrj0Stf5iqOeei3CTJ1mbW3377oGNfc/PNpLtilE8782BFNSHJrz2atTf/irEXXkjusGGDtvFWhnJd2lY+MoDkkIHb20rHhudQByrtaQ8lbFRvM6p9JwB+xVzCEUl6+Z/pp7eThb97KTKci7djCdaU97LsR9dTMnFiYE1q0LV5M52bNjPynHPw4nE23f1n8ocdQ379aOy3usLxEIbwn4IfY+/Ttwy6qXPjc2j34HwOgPDTeFufR3gp3IB8IEpHEW/tonzWTESyawDJIQutSS//I860s/F2LCHR4+J2dZPq3sPwd52c3S3Z2krDY49z+De/Sduq1aQ64iAk0o4AUDLhZKxw3r85+CEMYQhDePPjHaHosHv3bv74xz/y0Y9+lEsuuYQ1a9bwne98B8dxOOecc2hpMVW1paWlA44rLS2ltXVwf6NDwR+kMvp/CWnZJikjApsKbYG20MoLHlg1yg/kdgHhhAISgiBr1SBAex4g8NNp7FAokDDTA6XMdCDPaVkYSU5lHp4DSUvla5O0yuyfUYzIJIulQBr2AhJpEkHZtvvsGZQWSMcGpYwaqAj+lgG5IKios5xQIE+qDBlB+chATls4oWwlu7QshGWjEFgZy4hgkcNywkZu0w6SM2iELYPZAjsUMglsrZG2ZcarNLhpQ0YIhRDSqEz4KR+tNZZlgxYoT6EtkE4YpA++a6p0tDaym66ZL4VGCBsLUK4Htg0pBVpgWQ6+chHCQgqBAiynb96kZSqGCIWQCLQw1UNSSkgl8RvXHvLa8XYvQ9bNBSfymtdZ5rp/I65/63UsQL1e/Cv9PXCsuYWFuKuewymvRygf1bwZkVOCGnY0KlIBKOyO1eh9K1CNqxl11lmk2tvwUykAwkVFzLj8cvw9iw99zsZ1OLMuQBbXHUSG0IlORG4pVs00VG4NVv1cFl37XWJ7Bpdl3/X0AiovmIbu3g9LfkrlUV/jrMcexolKhNak4ylw8ujcsoX9S5ZQOnUqo849l3BREenubnbcfz8ty5fT8MgjvOvqW7EcDc1r6d3bwIQPf5iyGTMAaHrpJXY88ABePE6yrY1wNI+urVuyi0EHItnaitvby/G//jX7lyxh+333kersJL++hn3P7hj0GIB05w5O+M1viJSVYefn4yWTJPZvorshxbDjj6f+lFOQoRCxffvYeu+99OzaRaKlhVRXF+Gy1+dHqzyPdHs7yjekinDxPydJb0UijDjjDMpnzWLLvfeS2L+f7m17qT7ywyRat5LsaMDOLSF/2HSscD4a8cZ8lyiF8uLZCknpvLqlxr+CN+J+/Zc+f7RCuZmx26+7gv+/Ad9NkmrdesjtndsWUTHjXKJlo+jevQKVjpNbOY5w8XDiLduIlNTh5JaRXzsNGc4P1LDNAknF9LNx8srp2PI8ofxKOlY+DsDOB77PiDO+gh0tpvrwD9G7bw3JUB65eSWMOf962jcsQto+uTUTsaOFSD8Jm57ErT6CRHNz3/d2gJyqKiZ+6EJKJ47BCZnvKjHmZELTz0AISXr5HwkNn01q/cOHnoc9K7CHz8bfuxJr+nvRh38U9iyDzj1UzvkAKt2LtBxDAETQsW0huVWTyK+djp+O0btvHSUTTiZSMpx482YiJfXY0SJyykebefNSlE08GT36aLRW+Ok40dJRxJs3ofw0OZUTiBTXIUN5r+ta0l6K2P6Nh9wea9pM3vBZ/5X76kD8p76D/5P3awZvtufifweqH3HF9wLCghCmAlqp7POn6kd0UL6Pl05nj/NSqTf0memtiKH5OTT6z81/+n59I+bb7e6iuGYY/vqHzfdU9XT80ulobGS6Dbl3EapjN0K5AWFcmZglIN5boWCxRZsYVKBwdy879Jj2r8PxUshwPjiOeVEI890vAssKKQJFln4HWrZRMtQKoYL9hETbFsoLYmjlm/gqQ4xQFtiO6a8OBTEqWKGQWfhXHqRds2hvh4MEdMjEs5ZEKM/YTgkbtKF3SMsyaoeejxWJImwHC4kVCuEl4liWZRQBHcfYNVggLAcpFAgPBYZQYUvcmItlW+ioEygxKhAWMhRBhsCPJww5wrHRXhopNMJyTKzsZPorsSMRhLQR+Ag7hJBJlK8QSmOFHbS0cGMJ7JwcpG0HtpRGVTDjHOKnEriuxIpEUUpl7TKM+qEyY06ksCIRki3NWOEwXspFo/G6m3BySrBzcnB7OrDzC/r6btlGGdEycb9l2XgWpLt7iDc2HvI6aV+3jvzRow++fv6Dn0VvpvvVS3ShBllUB9C+i9vThlP09lpUdhMJurZuJae6Gi8Wp3fXLnr37iHnqE8jo4WItEDH2/Eb1xmVzOqZ+CXT0Ehkshm5bxFq3yqqD59JwxNPAtCyciWjTzuJdGeCxsUmjrcdiU504rqSVEcHtcceg9++E/kqC0w63m4+68a/G0rqTTKqeSOq4SXwUvj712GPfxdqzzK8nOG44Vq6tjWSO6yGxkUHK55lsOvpF6j+xlcodRPM/+E32fL3R5l55ZXkVlej0ml2PfYYJRPGoLYs7DsoUoAediR+2QxGnVuKsCxW/vSnhzzH7qeeYuYXP0rXphfwYu0I6aFzhqNjjxPKLcbOLQYRZt73v49WisZFi9i3YAH1p55K+cyZAHiJBJHKemqO/BixxvWkuvZhR0sI5Q5n73OLmXHFFeTV1+MUFBx03Ss3Aco1n09ODlnr1n8Tb9T96sXb6dr24iGP69qymNKpp2DlmtyD9jxI9iIi+fi7VwTX6gzSaU3ET6MHUYvMQLVuQ3XvR9RovFiMjo0byRs+nO5tfVL7DY89xswrryTV1sa+hYuY+pnPECkrfcOfx4aeAw2G5uH1z8EblSP203HSnY1ESusomvAe7NxytJ+ie8dz9Ox4hd696wiXjzroOImH27kb0r3gpxH5lVhTz6PpkRcYfsJ8/KYNhzyn6tiNjBbhNq7BrphLz57d5NblUXXEHHY93Kf4u/upp6g77TSO+fnP8VJpvN5OisYdS7S4DiElfjqO8s2z2787N++ka3JozP95/DdyTkMYQgbvCKKD1popU6ZwxRVXADBp0iS2bNnCn/70J875D0ugrVmz5j/a3r+DUaNGUZCXa4IlmfELDarOdD8/TRF4khoWAdoSgaxnZiEjI/dAxlmVjJiCNv/rk+vNepvqzA7ZxK8A4xEqMsoM9GvTWFEgBNpXQVKEvkXR/j+MYWo/VYT+6O+tqhmYteq/m87+NDYY/dqUfWQM0a9Kr699QcZfVQfjEYGXrPkzUJnQOqv6YBRNFWCR8f4Qsl+iLSBtaHR2O9K8R5l56//+DZDcV4G0q9CZN9moXWT9azPdDd453W/i7UOTGIQTxReSNStXHnKfA/FGXP+zZ8/+j7X17/R3zZo1DB8+nOLiYkQkH1FUh0ZBzWx6w5NZfv2ttK9bhxWJMOrM9zDh/E+Bv590rBdhVwNQMmUK0y69lHhTE7n5r7LQ6oSJt+wgXTWLnKopqH4WFgAIC1E0HLtqCvGOXnp2DaIMESCUl2sSAoAsqiVSGMLb8izutgXgJhAFNTgz3kv+8Cqmfu5zePE4a2+7jURTE5GyMsa9//3UnXIKbWvWsOL6nzD+wv+jsDBKtKqEzi33sfGuuxBSUjN/PsfceCNLv/tdenbtQkiJnfMaSgVC8OzFF1M5bx7zvv991txyS+BDbIEe/CHLiuQTa2zk2YsvZuQ55zDx4osRoRxKJ0+gY/1WXv7Wt/BiMQpHj2bKJZfQ9MorbL/vPlzfZ+VrXNtCCIYXF9Pw17+yLVC3KBwzhmlXXEG6ooLOQdQuXqu90g98AEsI4q7L2i27yMstIlxSgef5NGzZPcDL/b8FKSWj6qpJN60htm812ndx8sopGH0s7XFNW8fBPrD/Kt7I+/X13M9CCEbVVeO1bSK2xyx+Ozkl5I8+hm43THPrG1/FVlleghxE3SMDaYXY39JGa1snBQXjsfIk7d1JEk07yMsrIFxyGD2ez85NuwaML75/PWUT34Ub7wgWU3xkyCy6ay/Frod/zOgLf4wQJumtlY+VU4ZOhwgXj6a34QX2L/o92ksRrRpHzTGfYMtfHqd85mED+jf8xOOZeckHsHY9idq9Cnv4xdTWxvEWXU9KeYjSUYSmnomWFtivUhHkRCC3FKwQ6Z5WWjYuxskpoLxmOum2HXTufAmVjmNFCigadSR51ZOJN21C2lF6dq8gt3oyqc4G2jc+GZAcCvESnTSt+CvR0pEUjTyC1nWPkerah5AWudWTya+dgbBCWNIhUlhDw94muroPTTrpj/KyYkKvkiiQdoiWllYamwepDPwv4d/9Dv5P3q8ZvJmei/9ddLS3B4ujioZduwDo7unFc13aWltIpVIoDXv37CERfD8k43FW91OH27RhAzkBUejtNDf/DQzNz6GxZs2a//j9+kbM96S6GvOcE85Dz7iYTfc/xdb7voQXj1M0bhwzP/9pCgp3ZBerTCwls/FMJrbKxG8IiXgVFSzR7zsne2yGgdB/vyBY0/3iwwMjSBPZ6j5lwyDmzSr6ZWLGgOCPliamzZ5bZGM0MwYVxGTB0UJk404zXBMP6gyxXykTS+psJE4milbKx5ahbJuCjJ2ONHGgwpDplQ7aM4UMfUUFOihyMDYdUliAb9qyLFAKpO4LiYM+KN8P2uqz7RHaqCtmVCEFGCuQjLoiphBD6CDmt0xsbGLmzDz2nUcEyhlCCoQvApKIsaOUgYJOILmYDaGNZaVGW0bV0MqQXA4BJy+PtWvX4h3CWug/cW+8me7X8dWvHo8Jy3nNGOmthrqioiz5Rlg2xZMmkTe8Ht22neRLdyDmfsbkgKKFqBmfZOO9D7P9gcvxk0lKJk9m1uWfJk/uxdsQy7YZysszBEjt4+TkkEqnsSImtyJsCyElucOGITo7XrtwJLeU3ZteonfXbSAtisYeRfW8T6GX3wNWlPY2h9zRZ7Pmll+y88FvcMzPfoZyk9g5OYOqLwKECwvxNj6Gt+kpdN18CkbWsfKGn9O1bRt2bi6jzjqLUGkN7IyAm4TScSTL57P8Z7fRsuxbSMdh7re/jZNz6ByFnZtLtHIikbKRJFt3GFWGDCk0lEvlvCtY9oMf07J0KdJxqD3xRE749a9Z/+tfs/CKKxBCUHP88Uy69FKaXJeQU06opAYhJD2uR/ioY9jb24u/c+eA85aVFFIU8enZ9gJurA1hh8mtmY5TMYntu/b92/H0G3W/jqotxwodmhBthaL0xBPs3GKeOasqK6nIC5SHcgpRMz7Fxr88xNj3A9KmL1s7CJwcRGFN1lrNzs09SA0kVFhIb0MDdaeeypjzzyfZuZNkz1bssvFsb2h8Q/IU/TH0HGgwNA+vPQdvVM5pwvBiSqaeibBGsfzHt9O9YwdOfj5jzjuH2nddjRURbNq0iUSij0wYjUYZV1eJqJ4BwkLXHkWnW0PPUy8Sys83z0KRgkN3KEPgcqIgLZzcPLRSeImBhEU7J4fmpUvJKS9nw+9+x8SLPkTRxFG0b36eRKspOIuUjiR/1NE07O8a0Mf/5By9XTE05v8c/hs5pyEMIYN3BNGhvLyc0Qew9EeNGsXjjz+e3Q7Q1tZGRUWfZHNbWxsTJkz4p841derUNxU7SSkflI/CEAKEEMaTFIHvphG2Q8BUQIsgkYEA5WetIVTaNZUiWiMcU2WivEA7FJFN6BjigQgSDcLkQLRv2hQgUKgggSEQaOWZfolMAkT1JYiUH1gtqIAQAFkp0UClAssik4byfSMK2iclbH6XvkJbDgSJCy2ChFOgwiCkQCNQ6aSRK5VWUAVikkC+F5AuAtsNpbSZT2EhLYn2PLM/oLREBF7MwpIDkjS+6yLCEcMl8TykEEipTRWLnwTt9CXYMuNXCixh7CxML41yBYJMzk/75vx4aZQdRmoXpSwzxwGPAstBe2kzD8Lc8r7nIiKF2GNPwF36+0GvHWvM8Ug7xIygQv/V4Ps+a9asedNd/6+Ff6W/B4412dyMPeZoVMPLiNrZxHJn8fTHP5W9Fv1kki33/o3mFas57uafs+HOizn59tvIq6tj+mWXseDyy5GRCOfcf7exEhkMw45Ay0J2PXY1tcdfTH7VFNR+o8YhSkfjejZq05Ow/mFyj7qEaZ+9lCVf+eqgTY0+892oPX8FYRGa+xHSL9+F6scg1t37SL/wCyLHXkmipYV1t92W3ZZsbWX1z3/OmPe9jzHnn89zl1xCz549HPW9b/PURz6QTbRo32fvs8/SunIl8773PVbfdBNaQOHIUYdMyJRMmZKV9G5asoTWlSuZ/7Of0bjoBQpGzaV72yCKF8JCOhW0Ln+O4SefzJY//IGOTZs48vvf5sWvfYPml1/O7tq1bRtLvvpV5n772/jpNPmVlcwoLHyVdxrSHR0s+tKXaH7llb52tm5lwWc+w7G33sqMo4561eMHw5vhXlFugpZV95Hq3Jd9ze1toW3VX6mc/T6G18/4n/TrtXCoOftn5lR7SdrWPUa8ZUv2NTfeTvua+ymfdibV06cPJJK9AfB9n7icQWow6W2goH4OkbI6aobVvWZbyk3Suu5hkq3bKZt8Kh1bX8BLxamYfgYtqx6gZNq76d66xOybjqNSMZyCMpLtDWjlES2ux86JsPvx20i2bM+2m9i/mW1/uYr6U64l1SUIFRaS7uoiUlbGzEs+iFj5K5TWhI/8JOllfzSKMQF023ZSz/8c66TrEMOPRK//+6B9t+vnontbEPVHsPmuz1F/+lUk2xro2vUKvfv6giw/2U3b+scoGn0UMpSL8lP46Rgdm5+heMx8elhJsn1Xdn/pRCkYPoumFX/NEv208undu5pkx25Kxp9A7761dO96mdph0xg56uCqzkMhmaNJtO0cdFtB/RyiFcOprPnv+2G+GT5XDoU3Y5/+VfQ8V0iPZezGhtVU0wgUFRWRbpSUlJSg2vbi90pqaqpJOQ4uELJtJk+cSIY+M3rkSMqmTn3Tvl9vBryZr+f/NfrPzX8ab8R8K+VjxVtJFoxn8ZeupHXlquy2zs2befbSL3DczT8jHMo1CgBmlRyhFCpDfsgeYRbbrRFH4W15dtDzWWOOQ0eLssQELYCMrUyWzKCNKqDvGxWJDOnBTRsVhywvQqB9D2k7xpZISGOPoMAHBLZR4vM8EwPYRuFB+x7adY3NhBVB2EZRUOTkmrhPSjzPQ0oT3yrlm+dbCcpNIywLaVso38yBsE0cJ0MRlBQI5WNHIsamUUu0lwpichutNXZ+Pn4qRSgcNoRD3zfxpGWjtQgKGyRWTo5RMfTdrNKhsEI4RRb4HsK2Ub5vFOlkyFgsCoktc83oQ06QY1DIaI5x/7BDaM/HiYZQ2pAupG0hCJtrTUqk1HjxFHZOLr6bwnIieGkXYQVKkrl5ICSWI/HSHrZTiXY9/FQqIFBbWDlhpI7iuS7CDqF8DVYIL23UHZyCAirmzBnwPJ+BDIUoGj+emkFk8d/Mn0X/Tp/c7iZCRTWk+8UBGdi5Jdi5RcyYUf3vdvFNBS8eR9XV4eTnEy7I4+Q7bkPtX0P65d8BINs3Q80U/LqTWfD5L9O5eXP22PZ163jqk5/jpDt/w95FxnpSOg6l06airQhORDLm3LNYf9cfCBeXospG47itzLjiCrY/9BgTzz3ZFJxYDvgH21eJsrEo3yLZEigYKp/OTS/Qu2ctY8/6KtKKsvB9n0T7PvNvuolkWxvJ9nZCeb2MOvt01t9+56BjHvnuY/G23o0sGk5rrJQFX/x833zEYmy+5x46t2xh3lcugVW/I11zIk9++JPZeFy5LhvuuIOxF17IK9/85qDnGPu+97H6F79g4ke+wr4XjA2l1bMRUT2dZMzm2U9dhgpUrZTr0vDYY7SuWsXsq65i58MPo7Vm79NP07psGe/+85+JVle/rvsu2bqN5pV98YT2UvQ2vEykt5mpU09/Q9TU/hm82ljUzLOI7R1Esh4om3UWBeU1zCivyb7mu2mkcvFKZ7Hgc1+gc9MmRp51DlQVI6smZ3NEAyBNUYwKF6KUjbBt8uvqiO3dO2C3UWedxVMf+Qizv/pV9i1YwJj3nULXzoVEYy1Mm3Ia4lWKpP6TeDN/9r6RGJqH/80cvNq5vEQPWo9g8Zf77H/dnh423HEXnZu2cvg3v874ipqDjlOpGM6IIwCfjmQlC674MqHCQk6+63fGBa10Am6GKHsAZO1s/N527LHHYxUVo6ww6ATb//7ggP3G/N//0bJyJauffpo5117Ls5+8hPk3/wzs1my7ybYdpDr3MmbeR7Air54LHQzvxGtyaMzvjDEP4e2DdwTRYdasWezYMVD6fOfOnQwLAtra2lrKy8tZsmQJEydOBKC3t5dVq1Zx4YUX/lPnsizrTfVBoJWPllafkoLWgdwkgdewDqoo9IACEa361BCEbWWVC8yqu8yqDQB9i/OIgEjRT9JayqDAJai6EcJUWATWGIHGdh/BIbCe0DqoELECZYQM2UFDRmqUgACghQjmXAcyo6ZqxHinBkkxpRC2HRynESEH7XlorOA8Jnlj7DQUfjyGnZ+PsMwtYqpQBEJrlLSRZuCmTchaYBBIF4tg3EqpwC7Dz2bmNBolJShjaaGUDZZEeT7CDuZLCLN7wNS0w2EjoxqMBWmZxJmnkE4IZdkIrdAyFFTEmMkStpkPbQe+rwE1REgLneghli4gVDoW2voW/QAYNpfe9hTFNf/ctfxmu/5fC/9OfzPHejk5RJLdJFfdB7ljWPHTnx8k6w6BV+a2nRz1wx/g5EWYf+NP2XDnXXjxOMPmzTOXzvjT0JsGqjWIwloS4dF0LFtHtGIMjYv/SP7ZV8P+tRDOx6s7hU2/+T2TjzsMvXsx7op7qT32S5TNmEHrAdU44z/8IXJCPeAmsOoPR6d6BpAc+iPZ1cuGO+4YdNu2v/2NseefjxeLMebcc9j0x3sHJS+kOjpoXr6c2Vdfjdvdi2WFmXPttbx47bWBHY5BuKiIaZddRqqzM/uan0iw44EHkKEQZbMuINmyjXR3U/+ZoeqYS9h091/Y88xzHHPjjey4/35GnXE6iZb2ASSH/lj3q19x7K23EI4EnxGvgnhj46BJUYDl3/8+J911F9GAKPfP4n95r7g9XQNIDv3RvvEpquZciP0m9PB7rTl7PXOaiscGkBz6o33TM9QUD8eK5P9b/fxX4DlF5FSMJ968acDrOVUTiBTVvO5rxYv1kmzdjgzlgLBI9xjfaeWlya2agLAsSqa+i/Y1hlS1f9HvGXHmNZROOIn2Lc+hPBcvvmcAyaEPmrZVfyZUcjJH/uhHvPDZzzLhA+cjG54237s5JWg/PYDk0HeoItXWSiKWS0HpaHTbtoHbhx+JL/Pw1/we59gvoL0UTYvvof7Mq2la8ZdBx9q182WqD/8QLWsepGjkXFrWPITyUuRUjife1DeP+cOm0bXr5UETB168A+17FNTNpmn5X0j3tlI58/9etbqqP8IFVeRWTybWONBrPqd8DJGS4W/4Pf5m/A5+M/bpX4buq4AOntKQlpV97hRSIgKlscxzgFZqQGW40Do7H2+rufkvYGh+Do3/xry8EfOt0nFcK0Lvvu0DSA79sfz6GznutluJVOYgpFENyCr0aWVip4xSABBr7cEZcTzsHEh2EEV1JEMjifR2I/OL+trIkCekNHFkEL9iySD+xXxfWFYQngbagzqIo3wfHVgjiMCyUWhzn2cUHABwXbAdLGGKCgzZQaLSaSOyZ0kTZwaWFcrzkNIypAsNXjKF1BphW0jbQYg0SoNKe9hhG60V2tVB7OqBZ0j1yc4ewgX5+OmUqRxMeMhwOBujS0uasXmemRPfR3m+sZmwAzUJrcBVKNVjCiH8NNISuCkPJxzGd32kpdCuGxQiSNxYwsxPYHeBZZlNIRvf14Zr7/so30M7YSQuGolyFU7UQUuB25FGWT4y5ODGEoTz841qhFRoLbPFA1bERguBl3JNnYKXRgsb7SuEsLAtjRYWbiKGlGH8ZJJJn/gE3Tt2kOxnSyosi8OuucYsMvybz5dvNP6dPiVTkvrTv8q2e69EpfsqOoUdZsRZ1+KmLCJvsvH+u/D9NLlVZXQ17KWgrgrhxkmv/kd2u1VaTyrh0bFt9wCSQxZas+L6G6g96SSaXnqJw6+7Duk4eF4K1w8z+oyT8bXA27mE8Izz0a/cTfWR7+eRc99L/YlHEymrRE7/EGrFnUElSoBIAV7du2lbvophJ3yKXQ/9MLvJi7XTs38bwhlJuqsLgD1PP82ML3wBYUkaX/gxtcdfROOSl+lYN3ChfPInPkrY3Q1+Gq/6KJZ/dXD7ieZXXiHpfoHomJNZc/tdWZJDBrF9+yidOpXKuXNpeumlAdvqTzuNeFMTRWPH0ru3iWHHfwHppmDtozDvctb+8KdZkkN/xBsb6dm9m8KxY+naYmKyVGcnOx95/i96HgABAABJREFUhEkf//hrPiN5yR7aNz496HiS7TtR6V6cyJsrjj3UWNxkknDZGApGH0H3ARYWRROOw8mrAaUGqNIo30J5cbp2NNC5ycQ7nVu2kjesCjXi3YiuPehEZ19DQsCk99GxfQ/K301+3REc+aMf0rl1oILd+A99CITAyctj3S9/yaSLL8aPa4S0SLRuw0/HCIdfQ53zP4w342fv/wJD8/DGzsGrnSvW3s3KG28adFvjosWkOrrJrT64yEFpDSpFoivN8p+a49NdXSTa2yiqqybZHUNPOBex4W8DjhO5ZaTL5mLJEiI1NahEN6H8HFAROjb05XGHHX886d5equbNY8sf/0jX1q0UT5rEyp/8jCO+fyVurM/mSPtpenYtpXj8CUjrX1sSfCdek0NjHsIQ3hp4RxAdLrroIi688EJuu+02Tj31VFavXs29997Lt771LcAkMD784Q9z6623Ul9fT21tLT/72c+oqKjgpJNO+h/3/t+DCCR2hW0SIiJjqWDyOYBGeR5YVkAMUH1EhiwBgX6KCjIrL5khDWT3DWBlZDAPtI7ILr4Hl50WRrHA9/oe3jMsRun0HSMPbIN+FTcZwc/g8MHmANC23SfPqUzFjpZGUtAQJyRCqICs4CNsxySb+rMqBeA4RjlC64DMEMxPQNAgIHBo30dIaSp/Ap/XvrZspAClFdK20cIxFUDKeLH2zYFp3w6HsUKh7Pwoz0VajhmDZfaTyL5knMDIvGbGn7ULMRKmIiCKpGIxXvjyNcy+4rMUzj0LlUqZ68AJsf+ll9l9z20c9ZMfEc4vevWL7B2O3Nxc6GqHVA9+2qPtVeSd9i1axLTLPke6owkZjdK8zPgKjzjtNFKtzex6ZT/Dj/kUdtcmhEri5Y+mpzXFim//iEkf/zglkz6Ll+jAD5VhzboQq2w8z3z4Etx4nAmnXYUE4/PpJ5nz9WuINzWz+4kncfLyGHH6aUTKSrAjDt6wmUgbVNOh+5rujQ2anACjiJLq6EBISfmsmWz83V2HbKd56VLsSASkJLe6mp0PP8yxv/gFzcuWEW9spGjCBApGjGDZ977HnK9/nXBRUZbw0LxsGcf/8pe48Tj1Z30X5fUipSFH2dEi/LTPjMunMvFjFxIqKGLsBedRMXcOe554GhkKUX/aaQw79ljQmnRPD9v++lfa1qxBux6kYqhwAYmWFvxEAiscJlJW1nevYbxXD4WehgbceJx/pl5EJ3sgHWP88DJwE2D9a0kYPxVHeUkQAulEsV5LDvUAJNsPbW3ixtrQg1QbvV0wkCwzEH6qF+WlgDee6LBrTxPTJp9M4cg59O4zi+Z5NVNwcoqwXkWW+0CkA5JBKK+MVFcfmaV5xd+omHEOViiP8NxhFI2fT9eWJYBG+y7Nr/yDqqM/hNfbRs+OpYdsP964iaKJF5DuSTD/5z+noKYU/dJPAJDFw1FtO6B+Pn7BOJSvsHQMq3EROtZG7+49LPzqdcy77mqKpxyN3b0ZLWy8wgnsfXEFFZFGIolO8I2MaqJ5a5ZkOBhJQfsu2k9TPu0MhLCoOuxClJckLzKJ/NoZxJu3gFbk1Uyha9fghCWAROs2isbMp3ruh0zVbyC566fjKPfV7zM7nEvp+BMpqJtN7761wfkmY+eUYL/BycAhvAEIFkeBrPRv5plqIMFRm4U+DNGhP7Ev8/oQhvBOhEjHsfPKaHr5pUPu071jB14imb3XMklYQy4yv1vZGFOz9o67KR4zkrqTr0S5abTvYYUjxBr3s+iSz3PKH35PpNA6IC7tFydBsE0iLLKxneHWB6qFWEgpkIESoAgsEzIKUDoTjUpjVyHD4YDkpLNEey0EQlqoVAo/ncaJRACN75tib2k7oBWWHaj3+WmEsNHKC5QPHITrIXOiphAg5RplQdvCCoVxe7sJ5VhYjoPWYDshtGWTTiSMbZ00c+CnkkghcD0PJxzCVwI3mSRaVIjQKXxfoJUwJBMVxP7SxNGWZeGl01iOY4gilodSEuGEEZYi1d2OsBwsO9eM23WxQhG8WDdSRrAsgatAp9Moacj6wnEAFyEcozyRl4vw0witsKIRhJsm3dNLuNDBB/BcvKTEDueglEbYjlG+kBI/mULm5SKcEH4sjp9MY4WjdO/cyfIf/Yg511xDbN8+2tevJ1pRQeWcOWy5916KxoyButdWzXq7IN7YyOZ7/sCMK26id9cy4k1biJaPIH/UEaz71d3UvfsU8qvfXooO+Cmc/QtoXd5J1bSx4KXQyS5AYNXOQIZy0O0d7Fuw4JBNtK1Zw9xvf5vhJ52EZVvI3gbiupjHv3s5J151PWM/cD5evAOVCqEmfJDeBqPU9uj7P8bp/7iPVXf8nckXfQqrZxuW140XrSGlilh8xTWUTJrI3G9ey4izb0DYYbxYJyrVSap3J7F9fWSUxsWLGXH66ex48AFGv/fjCDvMUT/+Pj07drH7qWexIxFGnXM2oc6ViB1PmqHLHGJ7BleNA2hduYLa+UfT9MqPD9pWMHIkDU88Qe0JJzD6ve+lcfFipGVRffTRdG/fztJvfYtT/vZXhHRxoiEICdITPozf0ZstOsirq2PcBReQU12NEIKWFSvo2LCBkokTs0QHgL3PPsuY956FYyvGDy9De0nctBvYtIawwnmGsOW7eMmuQ44n1bmPcEHVIbe/mZBub2fB5V9l7jeuovyw99Kx4VmElBRPPIF0t8uSr1zHUT/9KTn9VIcNWc1h34KF2dfyamvxk2me+dyVHPGNq4iEUuZ7wSpG4dDTsJuWlc8z5r3HolWa4gkjKZk0me6tW7GiUaqPOoqWZcvY+dBDjP/AB1hzyy2ECwvp2LSN6LACvHgH6a79hPMrBhvGEIbwjoHX20ui6dD5pNaVqyiZNPmg14UdQaTiePH4gM/j3U88RdmlH6Nl2TL2LXmFCRd+BodePKsIpSy0tFl9861M/cyn8b12osJFRgvQQnHm3+/GTXmk4or2detY9v3vM/8Xv0BYFs3LllE8YQLb77sPJ1pJ+dTT6W1cR6LVFADH23ZQ6KX+ZaLDEIYwhCG8WfGO+FSbNm0aN910Ez/96U+5+eabqa2t5eqrr+bMM8/M7nPxxReTSCT4+te/Tnd3N7Nnz+b2228nHH4VP+m3ADKkhowCQrZKhX4+pP3ZATr7v0zmxxAS+nuOZuwzg+NF/3aFGJhIGszH7cDt/bpmkknB4jwMJEoc2MaATh9ASMhszvqk6gGHCo0hfmhJpkpHZPcThvyRUazoNxV9p9JZP1fTpuqz6+DA8YvsdgCUQluSbBYtOK/5tc8TNvPead/vm/dsjzAKDdkkW385Dga+H/2nS2mQgaqFlFTOmYO2oiz8yjeyjNCKww9n0sc/TtG4ZiznrX39vxEwpBcHZ9o5KCFe2yszkaC3qRXbiRIqLCS2dy/Jjg7EyDJ2PPw4a351BxWHHYYVDtO+/s/k19cz7XOfY+2ttw54j2Zc/mmc3gQjzjyThkcfBRWQEoQAy8bOBSU2MvHis3FyS2nf+DTde1tBCKIloygYfgROTvEhxyVfw882QyTQShN6FQuIcFERsX37KB4/hmhpIY0LF9K4aBFlM2YQKSlhx/330xVUFGilmPfDH7L8Bz+ge8cOwoWF7H76aXY99BBHfO9rtK38I70NKwGoOuajRMvq2PvML0l37QdpUTLhaOywJHdYDcfccAO7HnmExVdeiXJdcqqqmPTxj1M+e7aRAEaw7U9/Yu0tt5Dq7MSKRhl3wQVMuOiirEpDpPjQ8yNs21S/vQ5o30N1NBibkI5dCCBdOZHwnA8iCqpft1WC8n3SPU20rX+cdI8JsCIl9ZROPBknt/R1t2O92gKssMj6AL4N8VqV+kL+7xjL0oniRPKIFNX+W22AUXA4cGG+eeXfKZ10CirWQ+uqBwFJ1dEfBK2J71nLrvu/y7CTLsXOLTp0+6EofjKNtBye+/SnOfmOW8kJRSEdRwuJWzaXlb+4jT3P3ID2ffLq6pj9hUsprNqP4+TjJ5Ms/MrXiZSWUjptGsp1aV52C34iwal/+DUgskRHYYdx452UTTqVto1PDErA0WjSHbvp3P4ifqoHhEVu1QQKRxxOuKiWSHEtbrwd6URQ6cE/l2Uol/ZNTxFv2oyQNnnDplNQP5uW1Q+R7jZkkVe7z6xwDlY4h0jRwTKVQ3h7wXzfm8+IDLFByIz0uyGTIkxVeFbRIbA0y0AdwgN+CEN4R0AaBZRISemhd3Ec83zVPw4Toi9GHRBrCgpHjaRk6gyW/uhGGhctAq0pGD2aqZdcwrD58wcS5gP0j7dedVu/2EsHsaYWJk4V/V8PaBgCyFgRmjhO98V5QcxntqlAoU8EnH5hCPCafqoSAi36xmv+M8+CliAoQBDGDjLTHw0oZQgZSmVVF7Mxb1BJniHHBzUIiKBfIA25I0sydAmCfnOcCooCMm+HUmgtEFoZO0Yhs2+RyMTNaISwBsbPTghUCqQwpEgpBoTOQlrIkPkc1X4fwcxYiUjzHK80KIXy/b7iBCn76jMcO5gzRSg/n9iePSy4/HIKRo2iYORIWleuZOOdd6KVYtpnP3vI6/HtCCscZtcjj7LrkUepP+00isaPp+nl9Wz/x/cAGHX2Of/jHv4XIAQ6ncDJzweEsZEQFqEjPorqaDDXv9aEXyWmtXNy6Nq+Hbenh6q5cxBdW5DVRzHuXefTvnsX2xc+S9XIGay75etMveQS7JwcwKgUIqB5xWp2PvoE5TNnEi4upnvnw3RvMwpntccfS7K9m61/eYAdDz6In0gQLilh8sUfo/yww5l22WWs/vnPCRcW0vDYY1jhMF6qi55tRhknp3ICs75yBanOGJFci/SaPsKGtAJr1kMQLcNFRej27YQLC3G7uwdsc2MxQnl5LPv+9wkXFVE2YwZaKV685hq8WMzY2/oJGh68Bj/ViwznUjL5PZROfw+hYP+RZ57JmltuMfG+EFTNm8fUz3yGHQ8OlF0PFxehtj1HcsdzhOZfSsemNfTu3wDaxwrnUzzuOHLKRwXPWoOToAGjavcWgQyFsMNhHjv/w+TW1jL67LPRWrP8+i+RaGqi+uijsQ7KR5tPuUhJyQEva9xYjCXX/YDDr7uO9bfczv4lS0BrCseOZeYXvwgiBAikbdG6Zh3pnh5UWxuLv/xl/FSKGV+4nLy6Oo766U8RWhMpLaGgfgLtG55Avk61uyEM4e0MGQplya6DIXzgfZmFQmOecft/HkdKS9FK4xQUsvORx6k57kT2LVzIzgcewE+liJSVMeGii7Bzcs0zJYJ0dzNOfhly2/2E4h2ERpxAt63RnocVDnPUj3/M3ueew4vHjfJQqpvOXQvJHz6TnPKxtG14AsuJms/SIQxhCEN4m+Ed88l2/PHH8+CDD7JmzRoeffRRzj///AHbhRB8/vOfZ9GiRaxZs4Y777yTkSNH/o96+5+D1gqlNEqZhIryTYJVaZVNzCJtk4NRPkp5KO2Dn0Yp30hkBovwSvn4ql97GGsGpc3fynNRvm/291zQZpvW2uyjlWlP+dn9VGD1gNb4mWP7H5fpt+eZcwQJjex2X6F8he95JnHkJvB9FZxL9+0byHVqL40WAj+ojsnso5VCS4FSHr5SOPn5+Frjex7Kdc18+R4K41ekCebF87LHK88zZAUvM8cabMf0ITuGQE1CA7Zt9hGg3SSW0JCZQ+Vlk2IyEjHj8RXK9QCJ8tIoCPxYNcrIOJi5Vcq8l5nzKtP3TJWqeV81TmklY88/j0Vf/OIA2avml19m8ZVXMvqcc7EjQwHNayG5vxFCeSAlodJiRp977uA7CkHJ5Mn0NuxmzxPPsOe55xgVkK1W3ngjkaphjL/gvah0mv2LF7P32WdJd3Ux+ROfGPQ9eu7Tl5NqjyGEYMbnP4vduhwAOWwGCknXDpPgsJwITcv+jBsLpFq1JtG2jbbNj0D5WJPoGQShqKTgEJ+BOdXVeIkEw447joWXf4EJF110yPmpP+UU9j73HJXTxpObJ3AKCkBrWlesYM/TT2dJDuWzZtH8yissueoqZn75ywCMPOssdj30EIdfdxV7nvhOluQQKasnXFDBjr9/05AcAJRP15bn2fH3aymfPZXVN9/MzocfzkpwxvfvZ+l3v0vByJGEooKOLbtY9r3vZdUj/ESCDb/9LUu//31SgTxo2YwZhyR81J966sEJhkNA9zSRfPJ7qI5d2ddU0wYST3wPHWt7XW0AeIkOGl++O0tyAEi276Lx5bvxkt2vcuRARIqHH5LMkFczBestlCD6Z+HklSMOcc1Hy0e/pZJjgyGUX4GQNunu/YSLBvGbTvXSsvwfFI07ht7dqxBWiET3fsoOO5tky3ai+aUUjZnH4PpIUDT+JHY/tYD8+nqcggK2PvAY1qhjAfCKZ/DsZ69g95NPZYP33oYGnv/CVfTqOnKqKrPBf7Ktjb3PPkvjwoX4iQSlU6fipPcjqycTbzWKIyWTTqBt+QPse+ZXFI6Ye1BfnDxDSGrb8KQhOQBon1jjOlrXPUq4oJK2DU/QteNF8mumHHLOosXDiTdnyFYePbuX0bbhSXIrxmT3yd5niUNXkA3h7Q+t+hbcdPA8TbCwZ+zgMvxSo+iQSWSpIUWHIQwBAB0pRPTso2LOnD6FvwNQf9pphEtLg/gzWGD3M3Feqi+uDGLCulNO5cVrrqFx4cLswlf3tm0svuoqRp5xOuHyChOnHRAf9W8LDAlJ+T7a9/DTCRPreX425s3aMCJMPAwm/gwIBaY/5nUd2G1oZBCLBoR4zwPbws7NQwsTK0opDHlCWqggNtW+Z5QKPIVwwvieh5f2gmd2gZYSbAsrJ4qQJia2cnKNwoFjmfjaNkqNTkEBvqeCNlxjSQlY0QhKCmQoRLSywthZWBGUbSOcMFpIrGguMhxBhsMoXyGkMAubGGKCiOQhQ6EMGwW7oNjE0EoF53JQ6RQyJxdtOShshB0y82hHQVhIy6gbKtck9K1IBG2HcCKOmXvt4+TlG5UJ20LkFiHDOaB8ZDiMZUuEE0U4IZzcHJAWyk2DdAiXFiPtENGKiuzzR/f27ex5+mlali9HK0XJlCkmNnkHIVRYSMGoUQDseuQRVt1wA9v/8Q/AxHjhVyF6v1Uhc4rRucOoP/U0CEVB2jizLsBvXIu38Qn85k2EisuoPuaYQxbajDzzTHY99BAvf+MbNC5+ETHyOEK5+eRX1bL273cwbMJclnzpKwybP5+GJ5/EjccJFxUBkGhuYvyF7wOtaVm+nD1PP50lOQCM+b/zWfaDH7L13nsNMQJItbez/IfXs/fpZ8itqaH66KMZ/6EPGYWFE+fTs7dPmTHetJHGl39Pqr2ZeFsv9sgjs9uszo0MP+mEwefFcSieOAnZ9BLjLzg4h9G9fTuFY8YgbJtUZyd7n3uOfS+8gBeLAVD/ntPo3PgwfqoXMD70rcvvpWX5X5hz3bWMOe88Fn35y9l4H63Zv3gxCy6/nJpjjhlwrvHnnYnevRh75nm07lxGb+Na0IHKWqqH1jUPEm/ZhgzlkFsxftDxCGm9ZdQcAKJlZYz7wAcAiO3Zw+qbbmLNzTdnK8bHfeADB5FvlO+D71F7wglkLHOjFRXYOVHGXXA+s668ksVf/jL7Fy/Ofid2bdnC85deihe3EZE87Jwwe595xsRiixbhp1IgBOWzJlI8vpYtf/4zwrLIG16Bn+whp2I8obwhNYchDMHJz6dm/jGDbrMiEYonThj8wFQv2BFChQXUBqrh0nGomT+fZNwjt6aKaZ//PJvvuYdtf/mLuSeBZGsrK3/yExoXLMDOLYFoIW68g/1L/4Q160JI9cDGfzBsQhFjzjuP7p072XbffYx9//vZt2AB9aefhpvcg3KTdG1fQjrWSl71ZApHHP66rTqHMIQhDOGthHcM0eGdCiFl4Bnc5x0clJuYqggYUDFjEjgSLR0jwqm18S/VRpRTSmGsH4L4T2bsINDGZ7TfwntW/CGj/CCMekKWOaj7J4VNW+ZXETSTqTrRCCuw4MjYRASNCyGy/7TWYEeQQpjqDzKSoxl/ZOPXqTOVH5mkdKZyRZtCF5mRI8VIw2WriALJTyEEMqP+kD1WZeVNkX3zKoIxZOS3jXdzMDFKQZDwVtJBW06fxYZiwHuT/SmNlCjSBozVRdZCQ+usN7SpipVo7WcrXDK2IwRetOnOdjb+/u6DvBjB+IXtffbZPtWPIRwSobJy8JO46x/F7+lhzPveR8mUAxbVhGDWVVfRvm4de597jup589hw++3IcJjaE07A7+2lc3sDNcccybB+D871p5zCtvvuO+R7tO+FF2hdvZr8+jpUx25EXgX2tLPBDuHG2ymonUHnjhcPOhaMN32qt43w0Z8213b/7uZXEqkZzdzvfCeboMnAyc/n6J/8BBkKseG3v6WnoYFQQQH173nPQecYfd559O7Zw6wvfQG7+SWs3U9z7E++hxUZWGmeU1XFlEsuYeuf/0yqs5O2NWuY9IlP4OTlES4uJtmyFj/Zk92/bMYZ7H/xj4OOK9W2i3TnXuL79w+6fe1tt+G6Fgu/eu2g23c//jip9nYAouXlHH3jjQcl4wtGjWL6ZZdhR187ONBeivS6h8zn5oFIx/AaXnld95nyXDq3LcpW4w3Y5iaJN2183ferFc6jYvpZByXynLwyisccZaxx3qaww3lUzvw/o1zR//VoIaUTTsay39oqNnYkj8qZ7wUh6dm7mpIJA+23evauonr+R9FaUXvipfTsW03XthcoGj+fwrFHonv2Q8tG6k79IgeSHaIVY4lUzKH8sMPYet99zP3mN8kfMZJEaBSiehpdjZ30Ngxui7L857/E9yXzvvvdbIVbtt3yco645kvItrU4M89n15M3Ea0YTdGE+XRuWkBszxqkFUHIvvtQhnIom3wKvY0bDjwVYCw8/HSMZHsDybadhIuGDUr8KB57LLHmzQfdV8m2HYTyKwYQgpSbJNa0aeh78R0MrdVBig5SWn3E4cDiTQckXWFZZpGzH7lhiOgwhHc0vCRepAw3FmPOtdciDvB9LRw9mpFnnEG6syN4xagR6MxnsRMG+tsHCtpWrybR3HzQqbRSrL3tl6Ra27OLQTqIgQQYVQHRJwSYiZmxbKQTyarfIYRRIchU7wmjwIDyEdLKxn/Zb0zP66fsFxD6VUCsx8TDKp1GKw+dToNlo10X7aZMG+kkWmmEBXY0gh9PZG0jtJ9CotGub0gTvofGRgoJwjLEiVAYIS1jbaFNH6QlsiINfjKJCJ5JhW8UKrTy8BNJVDKBUArtJk3soTVed7eJnzGELh3YayjXQ6WTJl51AgUO5aNdFysUxraUkXUQEj/Wg04lSff24iaTSJUg1d5uCGNC4HsevquRUiOkBtfMi3FkNMUKUsVRnrG79N2UySe4SZTn4iWS6HgMtItKp/ASKYTUpLt6cGNxrKjkmBtuOOj5I1JWxhHf+Q5OQYh3EvKGDePIH/940BjvmBtuIH/4wf7ib3XYkQjOyLmEcyW45v6zqibi7zQ2Oqp5E26vqX6dffXVB8VIJZMnU3PMMex9/nkA1tx8M6k4qJ4WVv/ll4w97hw2/Pq3oDWVhx/O7ieeYMNvfsPh112HFY2y8Mtfpf60U6mae/hBfZv15S/ip9PsC9o+EBt//3usSISJH/0oucOGMenjH8NL7Tno2VW5CTRdNDz5FGLcu5HFwfu49yWmX/xB8keMGLC/sG0Ov+46Gp58El01h2GHTaT6qCM5EInWVo749rcP/rweO5ZxF5xB1+aD+92++lEK6qrYfM89gz73JFtb6dq2jaIJZlFw3AXnkZ+XMvd0Xjmp7sZB56Jj83NoL0Xx+OOxD1SmFJKKGedihd94C8J/B2XTp1N/+ukHvT76/PMpGjfuoNeFFOAYW9DDrrmG6qOOIt3VhZ/2Gf1/59G9YwfJtoMLKbTvs+bW29Cuon3TM0z6eL9CFSGYc+1X6N72FM0v/5HSyRMIFRWR6NxAd8MyiscchR0ZsuQbwhCk5TLl0x8h74DvSek4HPnDbyOdwZX7rNxiSMfB95h+2WXkjxjB8JNOIt3djdsbJ1JeQcXMmTS9NLi125pbbsGLu/jCIVxUhfbT9LbtRNZMMzvsfJrpn/4oyZYWGhcuRKXT5NUOY+JFF5Js67MI6tm9irza6abwaQhDGMIQ3oZ4R1hXvFPh+34/YgNBsiUj/WheGhDCKWWqOfpVrGW2Z4gCYBbM+0s3929jMP77gO3B4tKrCaxnz2nJQPYz09mAsCEgy9EJKucEfYQLEFiZbE5mrBkSRaDuIIRE2CIrh5q1yggSWlY/MgWBF2s24RW0k+mX0BpsO8NxOKBSOhMQ6qxMqPK1SUjZMpAnFWavTOIt02dEX3It8M7KzIcICAuBDijSstC+ayqVswQSEbzlArTISrdm5sGLJWhZvvyQ70Pj4sWMPv98wu+wKpd/FpbjQDwB6TjKdXn6ox/llL/9Fd+N4yZiWI6DHYqy+Z6/4MfjdG7eTMWsWWjfZ+l3vsPUSy9l3Ic+RMOzCxlzzunM/dZ1JHt7SHZ3Es4p5PlPf+aQ525dvZox7z2XUEkB4rRvIewwHTtfIT944LWjhbi9rYc8Pta8nZhdSukp16GaN6Fj7cjysaRlDrtXLiW2oYETf/tb2tavp2vzZorGjaNwzBiWfu97zP3Wt2hftw6A5z71KU644w5mX/FZVKIbhEBG8kmlfaRlEbI16cQYXM8nklPMu//8ZxoXLiS2dy9F48bh5OXx0je+kVVXaFu9mtlf+xrPfupT1B57FInWgYuZTkE5qbbBF1QBehtWkV9fnyUs9Ee8sREvmSRxCCIEQO+ePRSMHIkVDlN9xBG85/772b9kCfGm/VQefjiFY8YO8Mp8NWg3gWrefMjt/r41OGOPNwmLV4HykiQ7Du2vGm/dQf7wWYdUK+gPaTlEy0ZRe/QnSbTuwEv2EC2tx8ktxY68tZJD/yyEtIgU11J79MUk2nfhxTuJFA8nlF/+thi7kDbh4jozvrZdCGlRM+9jJNt34afjpspJWOSPPAyA5lV/x84pIt3dxLCTLoWGl1FrHyBv7seZePEddG9/BS/eScGoOVjRclpWrqd4/HhW3XADbatWMefaa3nygx/k2J/9hKaXFx2yX50bN9K1o4GNv/89p9x7L62rV9K9fSelkydQPGo4oahGDPsYLRsXUHv8J1Femp33f9d4kwNu537Kpp5BqmsfodxSpB2ia+fL2NFCoqUjyRs21TzvSItkewM9e1aR7m6iYuY5aC+Nl4qRXzudgrrDSHXuRdohcqom0L3zZXr3rR20z76XonLmufQ2rifWuAHQJFq3UzB8pqlIHcI7Dv2fj7PkBdlnVZFZQNWYhLJ0HEN66KfoMGRdMYR3MoQbx84to/GFF0i0tXHmk4/gpZP4bhonmoPXm+bpiz7CSXf9LkumFwcQEzMEB2FZaNdl3wsvHPJ8ratW4adTfTGb6BcLZTuV+dlvnyDe0lobcrtlD7AszJDts8dYoq8NS2YbzhArtJTG7iLj6aAsIwbjSGNbYVkgJVJapF0XJxwxdhJohOMYuwgtEVjG6sG2UWljWWcKGQClsYUwKhgao8jgOIZMEFhISEuCh4kJlQbtYdkhEBZCpNC+hxWNmLhRp8znnZTmfCkX30tjhQy5S1gCYYUQQuJ7PtI26hVuIkFIWohQCJFKgWVhRaKAwg6HTX9VHO15hvyvXayQY9Qz3BR2JBfXjwMO0nbwEgmscBRUCOEqUD7KSyGtKJI0yguhUi52bgiNMNYeYRtpO/heGq2gd/sitPQ4/cH7EW4MnU4gI7koO0rjgtuozr8I8sr+iSv5rY+SCRN41z330LpmDR0bNlA4ZgzlM2eSV/uv26e92WEXVeAnukEpvPWPYI87ETXlPLxIBTlV9bj79/HC5y7j1L/8iWEnHE060YuQNpYdpn31ehZ9+cvZRftkWxt+KgmRMPH2Zopqx7C76xFmX3cNKiAgdGzcyPo77uDo668n0dpKw9PPccT3vk2yo9u0bUtCBQXYtsP+JUsP2W8vFkNaFk5+PrHGfZRMq6G7YfGg+/puG5GSYuIdPeTM+zR2vBXVtBFkNyf86lbaNm6ibeUqcmuGUTJ5Mmtuvpn4/v1Uz/kyRTU1HPO9a0inFDsefxaUonrePLp37CC3pobT/vF39jzzLInmZkonT6Z48nh2PfBltJ8+uCPax+1po3XVqkOOq231aqZ86pPk19XhtK9EbL4fUVBNOnZw/J4dX6oX5aUJ5ZVSPef9uL2tJNobgnigHiucbz4v30LIra5mxhVXMOGDH2T3008jLIvaE04gWl4+aL5BBOpCsd27Sff0cNg3rqFzw2bCJUUo5b9qfq91xQr8ZBI31k7JhHLO+Psf6di5j5zKYro2P0rXluewc4spm/FpurZtJlzejfbTgXXb0NLBEP670EoRb27G7elBOg7h4mLsvLz/dbcGwE/F2Pv0Dzji218g0Zqgbc16cqoqKJ02gfY1fyOUnyRUWEWisxXle4RyC8gpMSqUOtmN7+bQ09DAUT/9KXZOmO4t26GwkLbNu141P5nu6sLt7cWNpwgXmmKrZFcjuUV1sHcVuAlSbU1Eg8+MRHMzR/zgGrp2P51Vdjad8M33WjgX33VJNDfjxeNYkQiR0lKcnLe2uukQhjCEIQw9rbyNIUTGNxiT8EAMWAQ3rytMIqaf5ykcwrs0UFHISjVkT3TAbrrPp3Rgh7LJqYM89bLbyMpfZqpjNEGySWX6JLJ9yfRBk1E0EGQ9QIN+6UCVIkvXCBLVA6oysx6mfYktEbyc8VMVMPBnv/EopQKPVALFhn5zCX1erkIEKg8SlElgyez5+trLTm1mTpTqE3cIyA+ZeQne3H5D6UcO0dokq/qNMXsN2BaRkhLijYMz5qMVFQdV3g/hYCilsKwQ8pTv4Cd8Tvzd7TSuXczSu24g2WUC9crJhzHvk1+j6cUVlB02E6fIkEe077P65z9n/EUXUThyJNseeJj8qWNZce9NxFr2Me3si4mWlR3yPcqpqKBgfDmNS+82qiKWQ37tzKz1gFYewg6jvdSgx1uhXHxCPH/rD4i17SeUk0+8o41Rx5zK8NnH8vIXv86am2+m5rjjyK2qYtMf/kDH+vXkVFdjhUKEi4pIdXZSd8q7KK6O4r10M7rXVNWpwmHI8Wew4YVnGHvS/7Hgpm/RsWMTAPMu/jotK1aQ7uxkzzPPHKS+ECktpXXlSqZ++tPsX7KYoujAig3te8hQFJVODDquUH7FQR6jGUjHOaQdRfb4QCLSS6Vo2bKaJbdehx3JIZSbT9Pj6zis6otESktfXyJFWIhIATo+eNJG5JZkiUyv2oy0sUI5fRL9B8AO5/9TPnvScpA5xTh1xa+989sMQlo4OUU4OUX/6678VyAty7y3/SqdwgUVKN+jdcOTxPatoWrW+3B7WrAjhRSNPore/Ruwc4qxnChywin0tO9j34PXEyqsoOLwD9Lw5FLW/fJXFE2YwJHf/y6RsjJaV6ygfe1arHCY9b/7A1Xz5h2yT05BAX48bgJ47TFslMOwYZVo2YvoXo8qPIwdf/8OlhOipW0XXrxr4JhCEbp2voi0QwghCOWXY7yUhyHtMG3rH0cFn3PRslFUzDgbP9VL69pH8JM9OLmlFI81Mr/aS6F8l5yq8YckOYD56m1Z8zC5leMpn/oeWtY+jBXOQykPyRDR4Z2KPkWHoCI6eA7LPlMKaZ7ZlELatrE1G1J0GMIQABCWjdaa4ilTGDFuBIt/9R32rTIe4uG8Qma87xJOvOs3SNvui1sOgA4W7QWmIjmn+tAy5ZHS0gHk/AGN9I85OSC2C/bJxG7m/g5iNTD3eGZMwb6ZSFMF8WpW6Q8Ca5ugYEDTF/f5Gm1lYlyjXCEtJ7DJ6CO0oxSZwFSgUcpHC5Ul+mesc3RGcVAYOwzTL4EQhqyvfGVI8AiEJVG+DGLIIF9gZax4/CCuJmDxA8IQMYSwgljUKCgiA5UM7SOEwHIcY49hZBIBie+5SEtmLUQs2wr4+oYson2FFgLbsVFaGTsMFcT2llFKFCpQKbScQEUSNLZRXXN9cz4dqHL4RqZRCGkWiAvKCeeEENsfQe16CZSHbznI+nmUTT4O6by11bz+VeTX15NfX0/dqaeybds2cocPf8stEv/T0BpQyPojaW/pZNHtt1I35xjGzj8ZEYpw2l//QOv2tbx4x4+JtZj4u2TURI769HWUTJ1C80svAyAsi3SiFyeUj7RtikaNZ/rVV7Ds3l8w+9zPZU/Xtno1z196Kcf96lcU1Nex7f4HyZ8yklfuvJ54u4mZKycdxvT3fPJVu51bW4MMSfLrc7BzCg+5nxXOperoMSS6uuncsJ01f/8tTiSKm4ij0cz+4OWkCtLUTBxP66pVODkRjv3uF5HbHiC1qQUAWTycEcefy6rHH8Bdv5Ax809nw6N/YtxJ78Xt6aFz0yYaHnuMY278zgDFxYMgHSKlpbi9vYNujpaXkz9mFNrtRDQ8a150E69uoShk9jnMjuRjR/KJlo181bl7KyC3spLcykqKJk1iz549FNXWYh3qXgwKovLqhpM3Zjg7ljxBRd00lOtj54SIVlYe8jyRsrJAucgBL41c9UsqJrybrp4tdG15DgAnp5hURxeRkiJ8bx/A21rtcQhvDqR7emhcuJBlP/gByVZTqFVx2GEc/s1vEgq9eeJuaYfx4l3sefL7OHml5NXU4iW2sPuRuwEon30Oi3/5LXYtegyAnJIK5l58NTWzjkGEchBKUjB2JDsWPoKXSFI75Rj8dJpkcxOhwkMXGAopscJhnPx8tE4CJpdLOvP5KtBa4PaYz+RIWQndDc+h/YOVgaUdItnWxuY//YmNd96JF48jLIu6U05h5he/SM6rfIYMYQhDGMKbHUPWFW9jyGxCI/AfDf6prE+pCnIn5qdWKpuoIWDuKq1RWgV+oUYmU2OO8dyU2abUAW1qtO+itMZPx83fwXkzP710MmjTzfqsmm19+/qBhyraJI0QAgVZz1atze9kfFuDbVkv1UyfhEB5Pr7vZxNHKvN7tr2+nxnJ4Uyf+r+WGQvBHGT+CYTZ3q8PKpg/rRS+1mjlmjmWVnZOIYi33VTfMRlSQzpmzp1OGJeNTCIu6AfBe6f84G9hBX3QwXvgBckwNaBtgjmPVlYx8aMfOeT1M/bCC7DfRA+Vb1Yk2/bjO3m0r3mMUFk53c0NLPzFtVmSA0DTuqU88c1LGHb8MSR1D2271lM4enR2+5Y//IHKw2ZTOmcGC2/5GrEWE1TuePExRp53ziHPPeb899K9azEZ6Urtu3TvepmefavJrZpIomMv+bUzBj9YSPJrJ/HSr7/DnmUv0LFzM03rl9HTuJNV995K86aVlE6bhlaKvc88w+Z77qFj/XoARp93LlZEMv5DH8KKRjnsC5fgvnBjluQAoLv2Ipfdwfj5J/P0Dy5jylkfzW5b/8jvqTzqCJqXLh3UYqL2pJN45dvfpm31amQoTMGIYwds79z4HCVTTj7EsGzyRsykd9++QbfXv+c9+K5HxZw5g26PVlRkH+67G3fx5Lc+RU/THjp2mfnZv/ZlHrv2I/S2DN7+gZCRfJzJB9t6ZOCMO/F1VUhYoShFow69kFxQNzub+BnCEAaDtGwKaqeTXzOV/Yv/wO4nfk7xmKPp3L6YcG4pDQ98D100nLiMsPupW/ATnYTyq2l4fAmrbrgRLx6ndflyvN4uJnzogwDsfPhhxrzvfYw45wwKJ487SNY2g9HvfS87H3mECRddhNO0AG/13/A2PYm/4RG8DY+itz1PpLia3t2rDyY5hHNx8stIdzWSbNtF144Xibdso2jMfPxkN51bF2RJDgCJ1u20b3yaUH5lNgHrxtpoXvUABXWzSHbuQ1ohvEQ30bJRg8+VE8XOKUK5CXr2rCTRuoP82hnkVo6nd+/qgZURQ3jHQCuVrTLPWFcY4mxG0j4g26KzRAet1ADrCjVEdBjCOxgqVADNGyiaMIonv/MZ9q3s8xBP9Xbx0m9+SHvDRkIVldl4MxMXZmPNTGO+h1KKkWeeOSghAmD8hz9MtGbYgBgu+7vSeG7axEZBq9pL98Vyntt3TLC/1grleygypAKFUn42plMZwrwQ+Ok0SpnYNqP+oLRCa2XUXqSNlgKlfIRtQWCDY0WjIIzNhuHbm1hWE5DdLcvw/Z2Iif2CeNmMI4jZtcayjXWOCCwMM/wNmZsTKNGAsBx8z0N5LiLkYIUjZi6EwAqF8D0flDKELSnRoZChRGiMKoS0DOVEGtaIsGxkNAdsxyxI2jY6ELnIxPJWyMa3ozhFxWhpobXMfp5qK4oG7EgUJRx8N4nS4CWTaBlCRqKgFVYoF2mH0HYObtrFikZQOMhQGDvqoLTGS/uECwqxolEKRkzC2b8StWMRBEpR+C5q+wuEOrbj5AypF/b0vMqC9dsEva2NeOkUGkHcD/H4Nz+JkJJhEyew/a9fJVpeTk/Tbp7+0RezJAeA9u0beOwbn+Cwb1ydfW34u9/Fjhcfp2XLauZ89Eq0SvP8z6+ke892UskucqqrB5w72daKrbsomj6B5396ZZbkANC0fimpZCeRssFVRSqPnIeb2E2oIErXrhfx071ESkcMum9OxVja1j9ATkkey+/5Be3b19O0fhntOzbQsWMjz/34CkbNP52Nv72TghEjmPGpDyJW34nubcm2oTp2w8u/ZNIJp7Lqz7ew9bkHKBszmTX/+A2Vc+fSvHQpybY2OrfuIlI+OMkgUlpH19YGxn/4Q4d8P4affDJbnv076x//O2K4sfTQiU4cO4ywBs9B5VVPMot7b2O0th5ajRNAaUG8sx0rx+GJb13CjiVPEC0vo23dOlLJXmpOOOaQx078yEeIlBdRUDsDme6BdBx/9d8pyC8it3YqAGWHnceWP99HTlUpyk0SKalHvhr5ZAhD+A+gbfVqFn3pS1mSA0Dz0qU8ddFFVL4Ou9g3CjJSQOG4owFwe9vobVhFsmWH2RbOJVRYnSU5AMTbm3n2h5fTvXcnnghhFeSxY9GjrPjTzXS37CFUVkSqu5toXRWuH88WXB2ImvnzEY5HqmtXNu9ROHwmfoNRA7JqpuBrh50PP0yktJRwScGgJIdQQSXCDrP5nntYe8stePE4YIj4ux5+mMVf+QrJjo7/3IQNYQhDGMIbjCGiw9scA6Q6g38mSZupLDEVJyK7D+Z1YWcX9IUIJDEtk4QBo7ppOeGsjYJgoAKEsBwEGulEs+ftc2MQWHbACg7YwZmKmcyCrSkgkdnElcyqg/YjB2SSSdIiU9mTrT7pV41jxiiDQhgVSHyK7HhFRuYTc6xGmTnJjE1KU5VDJomV6eNAj1hhyYyZRL95N92QUoIVGqBkIeinvBDI1mfzdFpBKNe8B040kEoOztPvPRWm8WzSL1MhpIMKHi2tfu9RUGkkbQTgx9rReTYjzj7rwIuGKZ/7DIl4WzbxNIRDwyooxYt30rL0r7jdbSy7++eD7ud7adKxHlb95TbWPvQ7Znztyqy0WNWRR2KHfDY+/ecB10jP/t14VpqR5549sDEhmH755chIclC5yJ6GZeRWTyKUV0qkeDiR4roDjrcom3wKfqqXVO/gyger/vpLpn/p8wctXNYcdyw5o2vZsfBhRp7xHmZ9+Qr09qdBD7J446exW9ZRPHwUfjpJTokZb9feHegojDp3IIlDSMnUz36W/YsX4ycSbLvvPobNn8+eZ16k/PAPkVFl6dy8mIKRc8gdPvWAYYUYdd738P0083/xC5Ms7oeSqVOY8qlPkWht5LCvXUl+3cB5CRcVcdyttxKtqMBNxln9118OuqDpJRNsf/7B171gJSvGYY894YBXBc6sCxH5r58xHS4ePihxpWTCidhvU3WCIfxn4eSWkFM+lo51T5Hq2AtCku5pRitNomU7ya4WGhf/Mbt//shj2fzHvwxoY/ezC6mYPZuRZ51F00svUX3UUeiwYMMTf2DOt75xkGJK5dy5jDjtNOzcCLXHH4vavuCgfqmdL1I9+0yiFWMGvC5DUUae/XW696wY8HqscQNoReeOJYOO04214SW6kHa/Kk3tE2vcQH7tDEonnkzbhqcoqD8MJ7d04DntMGVTTkP5Lhkrqt7968mrmUKyfRed2xbjpQavThvC2xuZZ0jor+gQKHQFpFchhKn29n0jre/7xus+08aQdcUQ3sEQ6TiUjqO7cRc9+3cPus/yP92C120S3QfGPEL0qaioIMaJdTcz66tXHfS8OuyE48kZVYPbFSTNM6T/ABqwbMfEh4Higs4QT7UyqgH99872RfYRjHXwtwg+HzIRmfLRmb76HhqF9nyEMuSIDIFeSIlKp7KfJ8pzUahAUUEhAMsx6hZePIYOiBla+Sg3ja9ckMIUDrhpfGU+m5Sf2c/DT8Xx00kzZ56Hn0yglIfSvhlzQIL3U0lD3FI+fjphVAdtOzguaWJzAQhtYgch8NNJlJdCex6e0ijto/0UXjKOl0qS7OkC5SMjUaRtY+fYCKFBe/heCpV2cXs7AvKCbQohPBffNf310mlcN4WWkIp14yXiaK1IJ3txE70oL4nl2KR6OlBCgVK4iSTKV0g/juelcVMxpHJRBzxHZKB2LkEnh77T3wlo3byavWteQXke6x+6G+V5TDr1/2hb/heUm8ZLxln5tzsGfE5k4MZ72LtyEdXz51M0YQKTP/FhPDfOK3deT+3s+Wx45I8oz3zXr7n/duZ86+uES0qyx9fMmojbtpPV9/9m0L6tvO9Wjr7hJwctcuWPGMHsq75IonUtPbuXkVs5ga4dL1JYf/gBLQiKx84n0bINrTy6ti9i0nsuOOg8XjLOvlWLcXtjxHbvwNq/ZNDx4iWxOzZTNeVw1j3wO4rrx7HtuQdwCvOZcsklIARrb72DirmfwskvH3Cok1dGxbxP07mjgcIJY6l918DiBCEls668Ejs/hy3P/I0dix4jXjgJUWqKQPw191M56V0H2TGG8qsoHjMfab+z1QVUshcnmkP79nXE25o4+rPfYscrT1A7/whW//XX7Fr+DNO/dEWf5W6A+tNOo2reXLTycXJL0RnLJUBvfpLKWWdQPOVdePEI07/wWeLtK7FziimbfArWa1hsDmEI/w6S7e2suP76wbe1ttK9YcOg2/4XiBSWUHPsxUQGyVmMOvc7rPjbbwc9zsnLJ968lVRPN2v/YfaZ+b5L2bH4McqmjGPtg3ey+oFfM/cH38HJH2inWjh6NLOuugohjXWnlA4F9XOQ0QJwE4iCauzJpxMuLyO+fz/H3nIz0Yryg0hhdqSAimlnke7oZcPvfjdoP5tffplkS8ug24YwhCEM4a2AIeuKtzGU7x/0gJuBENZASVDRfxt9hIE+49ID9ssERDL704gO9HtgRgTJIJ0lOwQaoWgpkSLjvdp3jJBWn72CEP27lU1wZc+f0QgVsq+XGWJD4I+a+ZuAjJFtqb+1gwj62W+sfaSPzD4SLQn6nKEMmA6ILCGj7xitdZ+3rOw3z0ESziTVVDD2fmQU+vgeWTJGdgIOrpQVA+ZIZyVMxcCdBh4T/PRSKV75/fWMnHcK8399Kx3r1hvpxUnj2b7kUfY/sZLqmUfiRN48DNo3I8LhMMnOBCqdQPk+XXt3UDt7PqOPNwQSadn07G+gdet63ESMZGcbAGse+g3H3PoL3NZ2nLxcvEQH7ds3HtT+K3dfz+T3fJgT7rqD7i3bEUKQW11D186d+O7gdghaeVihXOxwPl6yi+Jxx6KVT7J9F9KJ4kSL6GpYipNTSkF1HfG2JgCEZTP2hLOpnT0f33OxomHe9dc/0rxsBcJTVMyejXA0z/3iaxRW1zNm3nHUv+tEvAU3IEtHYo87EWFHTMI3FcPd9CSiZw8lw0fRsWsr+VXDsxUsL/3uB8z/3A8Z9/4PsPe557BCIYonTkS7SXKLZzDuzONxkz6h6noi1eVgC+pHzcMSPn5sP05BFXWnfBk/2U1s3wYUNk5RLeHy0bSs/DN5tXM57e/30bFhA4nmZkqmTCGnspJ0vBvEbrr3rObIn1xHujNF9/YG8urqKBo7lpyqKoQQuIkYrVvXHfJ9721pJNHcTLq7G7QmXFREtKJi0M9cGSnAmX4u9vgTUU2b8JQmXDMZESlAhF7//WWHcykedywF9YeR7GhASJtIUS1WOA9pD6mvvNPhu0lUOo7y00g7nK147A/LiRgrG62wo0WkOvdiR/JIte3K7qO8NDXHfZJIWR1+Kg8/MdAiJlRQwMvf/R5zrr2GCRd9GLswn72bFrNn+QKU53H0rT+jZ0cDblcXRZMm0t3agMyPMP1LXyTtJbCOuQq5fwVi+7OQqTTw0/gv/ppRZ3+NdFcz8ZYdhAorsfNK6N6znHRP0wGj1Sg3gZAWJeNPwM4phmChqGfvGhKt2/ASXZTPOBc/2UN3w1LS3ftJ9zRRPv1s/HScyhlno7WmdPKpaN8l3dOMEy3CySsxOV8hKBx1JN07liDtCMIKkVczhWj5aLTvoXwP+TpsZ4bw9oFZmDTPYipDdJBWliybeRbMqKRlFB2GrCuGMIQAfgIRyaNt61oihSVMfM8HKa4bY6wNpGT7C4+w68Un8b30wZYTYmBUKARoP83WFx5Aux7zf3UTXVu24cUTlEyeRNvujSy4+Wuc9ZM/E8o8m/WLfQfTgMiGxVY/6wytTNxsGjBxY8YWsH9bWgX2F4C0kFohBWjbwagdGMUGadmGWKF8Y29j2whpG8sAEUIiIBvyabSQxmbCSyMsGztko4WH8BW+rxAOgUWDkeQXtm1UGIOOWbaN0gIhLSxbobVECoESNvhu1nLRCofMeZRRjdBKo4TGCofxk71moUsrpOVgOSG0EEgBvudhhyy0Z4gTyvexQjapnl4zbu0Hn5su0grjpmOANlLowsTmMlCfsB0H5aWQoQjK87HDUQRJLGmhLBtsCyEFthPBSySCug2Nm4wTKSpF+Z5RxXBCaN13DfmxDhACe9TRWMNmgvZAOqjWrbibnkanY//UZfx2gZuIkehsw433MrwkDzcRw8p7+6pb7F+7lJHHnIKXTtGydT0IQemoiexafjt2TiFeMk5bEItXTj6M8e86D2k7CCmJtzXTtmMjs7/6FfxUD50bHqCwahh+KoHvurRu7WeFJgQpr5vj7/g1iX2N9GzdhBMNkw7l07598AW7rr07aFj7Aif+9rf0NDTQu3s3udXVWOEw6cQelJci1d1E/rCpqH1JrFAONfM+ipfswY13EMotobdxHbFGo76Y7mmmsMZUHRcNH8PE93yASEGRyVHZDvXXnASxTmh8itCcDyGiheYzT3m4W55FNW/G6tlL8fCR7F/zEl4qAVoTa99P2fQpnPb3v9G6YiVuAka/7yekO/eS6tiNk19NtGIEMpJLXXE1jWsWM/qD5zH54otpWb4Cy7YpnTGdeFczT/3oUpxILhNP/SDJrjS66jSiE4uxdTva9xl2xEdIx1rxkr2EC6uwo4XY4bz/6jXyVoBKp3BycmnatJpQbj52KErjqiWMOeYU2ravJ9bSyIgj3sX8X99M1+ateIkkJVMmE+9uRoYMua9j6wuUjj+B8DGX4m1bgL9vNblVY7FLJqBcBVYPdug4hJM7wApxCEP4b8BPpejcvPmQ29uWL2fkaae9gT16dUTLahl59jdxu5uJ7dtAqKCSnOqx7Fq6iO3PPwRATkklk07/IPnVdSjfI1pQyv6V/yBnVBluIkbNjKNAClo2r2Lc8e+hbdt6Eh0trHzgNg7/8bdJt3QQb2qmcMwoZG6EUNjFU2G0n8aK5KN9F7enhcjxXwQvRfrlu7DnfZoTf3cnwnKRToTKGefjpbtwE52E8ytxckuwI/n07tl0UH6nP3p276Zo3Lg3ajqHMIQhDOE/iqEM7dsY0rLwg8qxDCeg/0K8yPh+BsgQFbRSJnGj9IFr5FmyglYZgoAeoK6Q9QUNrBUI0r+iP6lCa4TObOmn5pDtF33H9EOg5WAUC7JqCOacGV/Vvp/GlzNjVSH6WU4IKfoSUaKvcZ1RhVAKHag+DGC4K40WGXnizI++c2fGltmc7Utm98AGI9NPQ3SQfXOq+3MrAsHSfnyOgXMRkCwGvLfBuIP5QdOnOEHGo1Vk51jaNjkl5ax76E7WP3o3BdV1aKXofngXaM24k9+L5byzGfOvB77vG29XYZJvMz9wGcrzWHTTtXhJIwVWXD+WOR/7KnY4ghWKUDR8FJPPvIgFN32V+Z/5Gnn+Pny7lpzSCpLdB5AXtGbdQ7/DdROUj59B1YRZPPeJTzH85JNR7qHfH+UmaVp+LwDCDlM0ah5C2nTvfAUv2QVAtGQ0yS4jTSYsm2Mu+y57lr3Asz/6Qra6bNjMo5l0+geJ5uYQWvYzRLSYU770bXasXIawQ2hpYdXPReaV4a64F500ChEip4TQrPfhdu4jvvllCuvGsW/logHjine3UFQzioZHHyVaUUHtvGk4Ox5D7TFVftaIY2jd1cOLv/kRqZ5OAPIqh3HUpd9m2e3X07hyCUX1YznqM99k7V9+STivkLkXf5VoxQRyK+poXfswhHvJHRkh3v4CVnQ6ebXT6W5oR6XjdO9+loIRcxk37/0B2akPlhMmp6QiayPSH1WTD2fEtBN58kMfIt5opE0jpaUcft11VB1xBHbOwfKOMpwL4VzIq2Tbhg1MzC37l3xwLSeK5UQJ5Q0ubzqEdya8ZDet6x8n0bLNvCAEeTVTKR47/6CkYEZ+1E/HkU4U302SU2yqqIS0qD/jq+x79lckmrZQ++5v9pEPA7i9vUz+xCcI2R5WahvrHllL8cjxAOxbvYR9q5eQVzEMOxyl54W7kLZDbkUl8Y4Welsa6dnfwNRzPk7OYWORS38NGVUaL4ktLUTvPsLRCLpmAvteHLzaAIy/ZNmkU2nf/CxuILkrrBCFI+cSLqhEBqpTXduXUDhqLvGWbWjfo3fvasKFNXTsfAnlpSkdb9RWfDdBd8PSrN1FtGw0hSPnEikaBkDr2odJd+8PzuNQOHIeBcNnvLqX8BDeXtC6T9HBzxAdgufQ4NnZPGMau4rBiA5D1hVDeEdDhlBKUVQ3lqM/911W/PEmVtxjlNCsUIQJp17InI9eOcAP/MAYL3g1IKRZFNaMYPVff0XDK8+QXzUcywmx6tk7UG6agur6PruZfqp/WUfAjAAgDIipNDqzBk821iQTjw2MO7N7aWX2ENIQ77SJWjMxstJBTK5V9kzGatAPCPXSWETadjZWE1IaQoEGIW2ERaC2Z7QUMyqFxm5SYQlDptCZqFYTWE0Ye0qlFfjKqPtpHy0kZg+j9mDZYURgJSktEZwfhG2baUCgffrsPzD5Bi0AKRHSQkgfrTRWKIxyU4ElRxC/B0UYJg5Og3BMnwJ1Cz9QxjGV8dLYavg+0lEo5SF8C+3Y+G46iONN8YIdCqOVH7zXAuV7WI4FvmlPhvOwjvg4qmkTqQU3k1Ghk5UTCR/zaQi986qV4+3NLP39jexc+Ej2+6vu8BM4/ONfIbf07enPXTCsnnh7K0XVteSWVTHxtPfjex5WtBA/lUDaIXJKK6mfdzJFtaN48dffJR0oH+ZX1zHvk9fg4fH0jy5n7ieuoigoMJG2TW5ZFR07N1E6ejLT/u+TLL3rJ/Q0NnDc579F/ehUUA+jyC2tpKdpz6D9k5bFxhf+StXkOeSNqOOlr11L3cknU3/2DADsSD5+OgHCItnRjXJjJDs3UjRqHs0r/z7Axs0K55Hs6aRq6lzGv+v/WHrXT7N2HJHCEg676EsUVFThTDqV9NI/9FlXhHIJTTsHlV+J73nEOzYF3vDmHsmrriZn872ol/dQNfPDbF62mKdv/CN2JIdoURm5pZUcdtEVxDY/RfHY+UjHJtHdSseK9Qx/97tY/fdf8cp3f4Eb7yGvchhHXPQ1Vv/4RtYEFdtWNMqUSy6h+LjjqIwWkZs3UHVtCBjrIwTFw0cx/ws/AgEFNSOwbDvIXTSy88Un2PniE+RX12HZDqueuZ1R80+nft4J2Zyh9F1SS+7AmXQKsmQkyVgMT0aJ5BcTb4qx6/nHqTvtNKJDPIch/JchLItIWdkA24r+yD1AhfV/jd7WRtY/+Ad2v/wcxSPHE2/dT/nYqYQLzM1SUF3PnI9dxfK7b6Bj1xaK68dRPXUu4eJhWKEIU875GE40L1vYKW2HnJIKEh0ttO/YyHM3fpFocTnh/CJii//IyKNPoXLcaLSvskWa2nexwrmkFtyCUz8HZ8K7iHV1oKQkFM0j3ryFUG4VidY0ubVjiRb23ch2NHpQfqc/DmWjNIQhDGEIbwUMWVe8zZHx6cz8y3iFam2q0XSwZK4COU+t+7xQDX9B9fmjZl5Xxp80HesJ2jJkAqU1rusG+ysQQbtuou9YrdHZs5JNkmTOCaC9tKnOcFPZ8+ps/zDeitr4tqYTMbO9X1vGJ1XgpZIgIJ2I9Z2HgXNhmg16k+lb8KWvPLdvfoLKmOy/YK7cZLzvWKVQ2nijKm0qWjKJIKVUn3+rUtlkuQqq/lQgmZqZd5O0CubF8wb0PzM+su+b6jdHmZydUZdQSuH7Ptr3gj762fHLnGKmnP1RM+e+R9ee7XTv25l94Bl38nlD1aqvA+n2VmQ4n8JxRxMuqSCnqJxVf74lS3IA6Ni1hed/8kVCufmMOvZ0ZlxwKS/c+BW6G3ex7N7bca18ZGENE057/+AnEYKxJ5zNklu+zpp/3MHh3/sW9aedcpCXfQbRslEk2nZm/9Zeio7Nz2GF8wLdWbOgGSqsId5hFBbGnHAWe5YvZPsLDw+wa9i7YiGr/vorbMcC30X3NqMW38y4o0+iedsGYl1d2DXTSL/42yzJAUDH20kt/hVO7Qz2rHqRwmEj6dq7I7td2jaFw0YgQyF812XqxR/CWv97VGcgZRzOJ5Y7mudvvDpLcgDobdrLU9/5NLMu+CwIQeeuLTz+jU8w8bT3M/E9H8CJ5FJQO52m5X8h1dWIn+zB7W1BuQm6dr5IrGkjlbPPz7aXXzPlIJIDQDivgOnnfergt8KymfKej7DwssuzJAeAZFsbL1x2Gd07dx50zIFIpVKvuc8QhvB64afjNK9+sI/kAKA1vXtX07FlAcobaG9j5xQTrRqH9tJ4sQ6EtLDzS7Ai+UgnQsNDPyDRtAWARNNqao6dP+D4UEEBfk8b/rI78ZwCNj7+Z/Kr6rD6LRT0Nu+lc/dW/HSSsSeezbYXHmLp735C2ZgpdO7ezvJ7fkHTnn3o0Sdlj7FqZ6F69iNrpuGufQBathDKrxh0zKHCaoTl0LLmwSzJAUx1b+fWBVjhPKxwPu0bn6Kgfhatax8lv2YqebXT6NmzkpbVD1A0+ijc3hbirTuINa6je8eLWZIDQKJ1G53bFmI50QEkB3Mel86tLxBr2jRgoWsIbz9opfAD64kMida83s+6ItgvU9utVbBw5zhZf/tse0PWFUN4JyOch2jbSuHwMSy+9TratvUpZ/npJOvu/y1aKUKFZVlSuFLKxIaY+8xNpUyMFcRXI458d1ZppWf/bjp3b0O5Zv/JZ12EXVhm7slM7AfZODAVxHGZ2AiyIgFoYRbmTQxoCAnZGM9L98WHmTgbaYgFSgXkAAfcJOl0gkRPN0LaIG1DFhAWSImbTmOFwiZ2832EZQefFyIbOwut8L00dk4eyJAhHCiNsG2EHUJpgeeZdgjUJLCMnYawHYRlI50Q2veRwkaGQkgrFMSZCiFtFBIhJOl4DOGEscLRfiQMsCL5KAVYFkpoEDqw4QhUGqWFCEXRSEP+s2zsSAQ7mgfSwvd9lA4sNXwfy7GxQxGkbSOQ+FqjggIJpB0QJoz1o7HlcJGhPKQTQiiFFQpj5+YjLBvfdYmUlJmYWErCuXnY4Rw835BPnJxciBSgWrfhbV+QJTkAqKYNuKvuQzjvLPXCdLyXpb/7CTteeKjPplJrGl56miW3fZNUz+Dx5Vsdw2cfSyQSgca1zLzgUrr2bmfFvbdTPPU0rGgBobw8Zr73Y1RNmcPLd/wwS3IA6Gls4Jkffh7lJom3N/Pc9VeSW1FD9fSjSHS2MfmMDwMw44JLWfCzr9DT2ADAK/fchjfsSPyWrYjiOiaf9ZFB+yakxYgj3832Zx/khZ98Caskh7yaGkadewbJtu0AFNQdRqxxPTllY9n427tpXLgCtKB983MUjTl6QHv5tbPZ+PjfmHLWR1jws6uzJAeAZFc7C2+6hsLyClILbukjOQCkY6SX3o1VPRW/ejZ7lr3A8MOOA62pnj6PcGIvqmM3onISO9dvYM0/7sRPp0h1d9DZsIW9KxbyzPcvI1I+haYVf2PE4fMprhvFsPlzeemaaykZMR43bp61Z7/v87x05dfo6CdL7ycSrLrhBnpXrBh6vj4ERCiXVE8XFZMOZ+nvrmfjY39i4ns+QCrtHXR99TQ2mO9Ez2P8u8/HTafRvqJ0/EmI3hbwErir/47IK0PmlPDMDy7DTfWiXJc1v7iZlpeXDr0PQ/ivI1pWxuSLLx50m3QcKo866g3u0aHhplNseeo+Njx0N73Ne9j90tO0bVvHpifupWLiTIS0mPXBz7PwF1+jY5fJp8x8/+f4x+XnkFc/g3BBEUXDR7Pinp+z+5VnmHHhZ/E9n6nnfnzAeRIdLXQ2bMGN9zDmhHNIe5JE5xZyKsahfJfcqglINwmxFtz1j6B9l+0vPcsT3/okAJ1bnqe7YQludwduZ+eAtsMlJdQef/yg48upqiK3quo/P3FDGMIQhvAGYYjo8DZHnypB/0qUwPJAWlmlgT61B5H1PzX2DXKAWkFGn0BISSg3PzBxMO0LwHacfnYKRu5TW+G+13TQHSGzx5jKmIxSggDLSKpZlpN9sFZB9YsQAisUQkqjZ2AHFZuif+PBMZbjgIZQJKdf//skRrNzk3l4DyQezLi1SRRl5ksGVTP0zY0QIpDUNMcGmgnZscqMfYYQ/eYkOG/wLzv/mXNnFBiy8y+QtpUtOzrQzkIc8LOvNKlvXELKwHM20645IN3TgRvvNYvr/dqUtsOcj15J594d+EOVh68JO5JDKtZL3rh3kWhtZvVffznofk5OHvH2Vqac/VHatq3PEiEa17zM+iWLSfb2kuruYPy7zx/4fjgh5n78K9jhKMrz2PrMfVg5YfzUbkonvwsrMtDDLVRQSfG4E+jZs/KgPnTveoX8YdMQVoiSSaez4k+3cfTnvku4oJjaWfPZsfDRQfvevGE5bjJB9krz0/h7V7Jt0bM4jk16w6Nkr73+UD7uluc5+eqb2PLUfQPm7KjPfod1D9zF3jWLOPKn1xMNpyDVt8jI8Lms/Mfdg/bHT6doeOU5qqcaf1IvGad9+wYKaurN34kOvMTgSbrunS8jpY10opRPOxM7WjjofgClYyYz/fxPD7CjGD57Po3PLBjguZ6F1qy97Tbc2DtTAncI/xv4qRipjsG9znv3rcE/QJLZyS1i1DnXES4Zzr5nb6dk7PH07t/IqPO+S7q7Gbe3Lbtvx7qHmfLJD1AydQpgvk9ya2rIKy9Ad+wiU5W67Pc3cPyVN+DkDPw8qp09n9LRk9m7wqi5bHj4bsaccDbNG5YTzivELTD3rCgdjT31XNKv/AHcBKDxVv2N8smnGluKAf0vpXT8iaS6GlHu4LKLXbtewU/1ku5pxgrnI6SkZ99qtOei3CRaeSTbdhIpriNSMpzexsFtatzeNrxkF35qcP/uzq0LD7ltCG8PLPj51dx9wWyAgdYVmecj2Ud86KuuNs+0xt+eAd8XQ4oOQ3hHIx1Hl4yma+/OrG3agVh7/29JdrZkifRSSoTlZCv47VAoiCONPVxHwxbmXXLtALIdwOjjzzTP6J1BhaAgGy+KIAYNBfZ8AxQMlR+Qwz2wZEAmVwQ+DSgvjXRCmJV/bRQItQpi1X4xmVZoO0woHCWcm4efToMyVhEqHUdrhSUlaIUUEt9zEShAmWM9D99zyahECEC7KZTrGsUD7YPyUOkkTjgHlMJ3U/jJOH4qiUqlkNKCdNycWwqwLLxEHOUmUaleEyMq3ySELAvLMoRBrTy066LdFFLaaN9DK3NOP5lEKR83ETeWFck4KpXCT8UDYoKHSvSikin8eMKQJdw0lrRIdHZgC590PIFWIKWFm+gB38dPGSsK7bt4ySRurBPhpwjbCt/18FNxQ1DxfdM/5dK1ZzsqnUZ7HgJQKReljUJTOp7AwQPtod0E3rYFg15vqn3XAKL2OwHJrnZ2LHps0G17ly8k2TW4NeJbHTmllZSNGIVQSexIlM1P/pX9a15CR4cx6r3fJRXrpWTMFDY8fM+gx3vJBI2rllA+fgZa+Wx4+A/M+9TV5JZWgSU5+vPfp2XjCrxk37NprGUfz976QxJOBd3NzeSUVjLq2DMGtGuFIsy75OvsW7WEurlm8Wn1X37J3B99F9/bi1Y+hSPnYkXysSJFoCrZcf8DrP/17USKJpHu3o8dKcx+LkbKxoJdxKijT6PhpacDhZSBqJo0G2/ni32qagfA3fw0XS3NFNePY8yJ57DgZ1/hiI9/BbH5ETMX1Yex5sE/DHpsT9Mekr1JpB2ie/cyQlGLdKyBSGEhBUW1jDn+LHJKK3Hbug9Zwb3u1ltJtbUNuu2dDkv4OPmFJLra6Ny9jeGHH48b70UISHS0Mun0Dw7IXUjb4bCPfIl4Ryu+lzIKQn4Uf90j2X3cdQ+R7mqhbNQkuht3UTjaxGdrbr6ZRHPzGz7GIbyzIKSk7pRTGHnWWQNet3NyOPaWW2h/E5HE46372fDwwZ99Wik2PPwHTrz6JuLtLaS6jWpu8YjxdOzaQvWM+XhpcOMx1tz3GwDKx043CpitTVlVs4Py8h+7in0rF5Ps7iRcUE1+zVS8eDu9+zei2/qKXLx1D1E+fATp3m72r32ZvOGHEW/eTPGE0TQ89tiAwpdQXh6zr76a0qlTB4whWlnJcb/8JTmVb09VpyEMYQjvDAyVa7+NoZQyi+KWNcD6YKANghiY3AETJGWdJjI2ETIgNGSOCi6dfnYVmYOMnKfMyirRb2E/e/6MKkGmunxAB80fMuvbIII11EwbmYr0fqSBQGg0IyEcGKT2a08jMOSKfpkuDh68gfEv7b99sP1F32RqbZJJB4yBQcY1AAdKsWodzElmXvqf/8C50lnCSF//rAPGPPj4wPiwL7v7RuZf8SMmnnoBya42kBaRgiJaNq1h+/MPMWzm0Vj5h14IHgI4OTnE2vby1A++yOk/+uMh5SirJs6ibfs6Yq376dk/cFGyt2U/qd5uVt17GyddfRPTz/0I6WSSVG83CInyFalYj/GsTSdJx3sh2Ux8/WaKx8xHSBs/3YsdKUT5abxEmtKJJyFt46eLtPh/9t47zK6qbP//rF1Pn95SJpPeK4QSQhISCB0BqYqKWLCADRFREARRQbArNuy+goqIgPQeOqGk955Mb6efXdb6/bHPnMmQGd/X788XXpO5rytX5uy19tpr77PPOft51v3cd6Z5LZnWjVRXn4rSyljxw5to37SKdFsLy770Q0Cw6DPfwLDD7H19BRsf/lN/lQ+QSedgwZWYMoe26veozm0YoRB2yMbrGfycAejdgzFqAfPe/1lGzDiaSG09Snqs/ftvad/4BtHqepqOWY6+fQ37hzB+qJKe3VuGHLZz61riDWNoXvUSAO2bVzOtWE3jpIYOyKWbQ0mf+iPej5PJ0LltA5phECqrIlJRMyAxEIqXM/309zFu0al079qMZhhUjJzIC1deNeT43Rs34uVymNHo0NdkGMP4N8L7ZwvtSh6g6ABgV4xg0nu/S75zJ26yg6rJxyGlT2rbSqzyBuqOuhAzVonyXTRT54jrPo3TU6DQmwddh0IPAEbnJpqOPh4lBbpmcvKNvybT2UI+2U24ooq2DW+w4gfXUDd1HlNOvgCh6dixMiqv+i6J+pHowkMd+xn0cBmFVBacTJHoAOSTyF0rqZt3LtLJ4OWTGKEEmhFC6Bbp5sF9jgG8bHdJ+tzLJ9HMMG6qAz/eX6HgpDsColNxUWswGOEETqp90DYA38kEi2HDOGix/dn+RDBK9ltXFH8ftRLxwet7MO23tSjaE+1PdBhWdBjGoQzhFxCh+AAlh7ci39MZVPBrB9Zj9IdvwR++77Lrxcepm3EYZ3z7zxRSPUjPJVxWRSGT5JEbLuW0W+4c8GwXDHDAyBRNHlCajiYESgXEJV0LVA+gGE32xW0a6OilCHP/OE8QqCVopdhXgqEHRKlifKlpemBLITQUCk0vWi5qZkAYwAusHkwToYLvFU03EKaB8vwgxtYEQugIXQ9+rw0b6RXQ0MHUA4K88tHtaEDAFzqaEZDmpVQYmo4iUGHUlCoSLXQ0XeCoAprSApl0IcB10ISG1BU6ZlHNAgzbRgkDIb0gXyC9QEJft1C+RNMFCg1fesECcFkZKBehawhdC84FiZIKTTOQvgu6QDkSzTBx27dCfHR/eYQIVHN0w6R3zxbsWBm2nsAt5DCsULCIpxQIkLkesCL42ST8k99qme6A6nFDth9scDKpIZ97APLpHg7G6F83LaSXR4vV4OfSJULC09+9lnN/cj9OJkWqYw89u7cOOUb7plXE60bSvvENunZsItfZQqyhiU0P/YmRc48ddN/unZtYedfPaVp4Ml3b1zLj9AuYc/ZFSEycbDawWrFC7HzhEWK1gV1az+4t6CGbSG0jiTEzybSsR7o5rMhUnvzIJ5Cui9PbixA2dXPPQbPC1Mw+E8OO09u8l85tG6mbNg/dshl1+GJ8J49hh2ldt5J19/+eRP0otNRehqJeyt59VM26gPkf+DxS+tjxCtxML3qRFOSjD1C8eCt69+4gURHDSbUTH304eqSdSRdfhFvIMe309zPznI+y7a67h9w/19qKdAYnYQwDDN2ge8cmIMhXtKx5hZFzjuHlX97M0qu/z5STz8dJJ/EKBUJllfTu28mO5x5m5tkfQggZ/Mbu9+6rVCtuppfGo5bRs2szdVNnAZBrawuIcsOgkElR6O0in+rBDEcJl1USKqt8p6d10CBcXc1hX/wi0z78YXq3bMGMxUg0NWFVVbFvzZp3enoleIUcbnbw3MueV59m+hkXk27rz43Ga0fSs3sLI+YsJJ/qxo6X0bsnUOmxonFSrbuxomWsf+APNM5fwrt//A98J08+2Y1uhdB0nVd/+11GzluIZsZpW/Vn4qPnIv0Cft3h5GaXY6sM+rbHiFYGlhPtm1bTMGM2EOT8O1evxXcKaIZVmle0oYHFP/oR2dZWUjt3EqmrIzpy5DDJYRjDGMZ/PIaJDgcxNC3wtizJjfXLNvRbMpVIAdC3MK5KChD9igOKoFpFlOgO++3XN36fnyj94/Yd+60+pn3WDcGfb1EfKI3XJ6XYR7YIhBb6lvUVQaJZG2ycvtf7HS+Yc9++/SSAPi7F/gXpQqkBx+Gtf/ddvz6Fi2LSpU+J4a0Sb33HLBFL+k6xOM++d0AWq3roO36xb5/Vx1t5JQrZz93oG0uIkp3G/kSM0gDF+Wi6wbKrf0DX9vU88Y3LS8G+HS9n4WU3MPOsSzDDw4u1/x38QgEjFEF6DkJohCtqyHUfuDDWsW09YxacyM4XHqV6wowBbbnuDsxojJNvuAOZ72LP68/xym++i5sLKrGtaJwFn/gqow9fxK4XH8OMRMn3pvFyvXSseQChm2hGCOlmidROomxcHZ071lLo3gmA0HQSY+ZTOXkZvft28+CXLwEgWjOCGWddzHM/vLb0wC00jbHHnsIxn7yRFT+8ZsDn+/4vXEjN5Dkc8/GvYHSto+mYI3AdDy1ag0oNXpmnIlXsfOkpxixYTtROkOvq5IWffxUIKmsmLz+XF35yI0ecdMIAiSHNSRKvG0W+Z/BqjrKR40i17Cq9rmicUKqeNaNDB51CtxCazuYn7+f1//o+vhPYSITLq1n8+duonjgT3ej/aTQjMcxIjERD4A0oXZfE+PG0v/baoOPHGxvRQ4ee1+8w3jnoVuSftu/vdb4/zHgVhd5mmp/9NY2nfJ7u9U8RGz2L0SOnsvuR7+P07OsbgOrZpxIZMQX0OEaknMCQG9SeV5h91pVsuftvPPWBjyJdFzMeJz5mDNM/+TH2vvYsTUefQP2M+Tx/+w0luVozEuPID14BvevpXf8YIKiccQL1Cz8J+1GetEgF+Z59dK17iFBVE5UTF9P6+l/Q7QTR+ilDXxM7jl8kTBihONIrYMVr8Jz+xIQRKcfLdpcWsAaDX8hgvkVRYsC1NUOlCv9hHPxQcr9n175Fs+JzlfT9Evm2RIIo/pb0JYk10xxWdBjGoQ3dQkpJYuTYIbtY0TiaYQ4kgr8FfXGWphlMOul8NE3w0LWXlJ6/dctm9rkf5eSv/Roh9P74qBSf7a9zuH+M12cFKEBKVFHRQZOyyIXwi4UEZik+7o+7xMDBlAo2iSBe7bMRFJoetCkfJRVKBMR1JWVgd+F5KGEEYZwmQBaPowl810fzinPTgn2UlMW6AYH0iooR+AipUFgooRdjVIrEhyCu1ErzpmTJqHwfoekoWSTTC5Be0QJRgAy8OQJ7R6GhAZ4EhCzFpUrTgxhb10BXSD9o13UjUN0o2vz0WZMIXQM0NE0G36uahnLdwOLR99AiFcg+UgcCRUDyUFIRrW5A14PvVd0qEitMhVbU7NDMEL4CzY7iC60/t/AWiH/yO38w4r+L7+23qHMdTBBGCJXrQQ8n0AwzuJelT7qzDTsSws3niNeNpGv7hkH3L2+cSPumVQAkGhrxi7/3iRFNbHnyb1SOnTzoftnuNipGj8FWbbQ9dwexKafz3E++XvrO0kyLOed9nHgx3ozVjQLl0bP1uZIyW2zkLJRo4ZjbbuaZT3yqGG+6tL5+D3ZZA9XjjiHdsptnvv0ldDvEwsu+xoYH/ziAWDb68CUs+uzNbHnyb8jIxCGvkxarYduKh3n1v36EGY4y/5KrQDOKBVESXRMYofAA9Yr9Ea8bgZ9eS7hiDJ3bt6BbMZ69/Ytku4J8Qdmoccw87v1DHt+uqEAzB49fDnUoAgviWN0oIKgQj1bVo5TkpOt/hm7ZPHbT5YElLUEeaOIJ72bmWZegGQZKieD//YjyIlKJZtoIkSfRMKb0W2mXlwcquYc4st3tvPrr29j+3IOl3FhF02SWXHkbifrGd3h2Bw+sRAIrkaBsXD/x8P+awrBhhdAtu5RDfCuEBhVjJpVeZ7s7GDHrSLq2rqVq3BRAI1Y7knTbXtxCDjMUpW3Da0xa+m4qxoxn/QN/YP2DdwbPXUCsdiSLr/gWmmXh5btQvoMdrwWhsXXFw7z+Xz8iVjeSJZd/Fd0OcpDljRNwcz0AaLpF2fhxaJZ9wFxDVVWEqqqonDbt33uRhnFIQCmFyvUERUqagQjFDzkruGH838SwdcVBjn7f0KJnaPG1lGpgHxlUUkhVWlJHKShkU8VcjQzGANx8ppgYkcVETUAwkL6HVIGXqu86SClLff2ih2mfSIJXyIJSuE4hOPZ+c6Q0Z1GapyjOxy/27duPYpLGLQZZUvnBOMXxFOC7Dk42XZIS9lwX+sYqnr8snnvpX3FfqRTCLQR9+ualVJCYUgql9ruuA665xHMK+EXZUVnsG1y2/uP0QfbZVSCQvo+UfrCfL5G+g1u0OZCej5NLBfMNMkcoFIVcpv/4KITnBDKFxbkVL2JJ8lMqRbiyDjef5YWffm1AkFpI9fDELZ/DjpcNWPAdxuBw0imsSIymhSdjV9Uz/V0fGLRfunU38frRJJt3UT/jiNICCEDHljVYdgyV68Z1Jc//5KYSyQGCypunb/s84xefTtPCk7EiMdxMPwFA+S5+IYWSPtGGabS+eidlTYf3t0uf3u0vopthouXVpYW5uRdexvM/vr5Ecgj6SrY9fT+d29bReMRSIEjqpNv2oqSkbf1rPHf7Dbi1s3EyvXieizH91CGujsCrn8ebf/k5L//yZiqnjKVlwyul1rkXXsYz37mKPa8+hWNVgdFPEND2vMysM94z+KiaztiFJ7H3jeeDvoZB0zEnldrNaDXaEA9Z8VFzyPYmefXX3xoQoOR6Onj0ho+Sad83xLkU52WaTH7PQLuX/THj0kuxYrF/OsYwhvHvhG5HMWM1g7aFayai2UMntM1YJcor4OdTWPFqwtVj2HHf1/tJDgDSp+P1v+Nletj79POkd+4k251FxGrREnV0rHydDXf8qlS17qZSdK1ZwwtXfIG5Z3+Ssceewgs/vbFEcgBws2lW/PgGImMXoVkRQNG15hE6Nj6HnwmkHrEiaFVNpHatREmPXPsW2tc8QPX0Uyj07MYMlyGGIHEkGueS3rsKI1yGbsdRvkt85GwyfSoQQhCpHk+ucwf5nr2Ea8YPOo5mhjEiFWjGgckBgMSYI9Ct4c/7oQNV+v3sIzOI/awr+p7jlAySciXriv2IDvsrJQ1jGIcalBWDzu1UjZuKFUsM2mfySRcQqajBdwsUslk8z8X3PKSUyGJMJqSPV/xcRSureexrnxhAMvadAq/94QekmncSrq5Hem4Qr0m/FL/1BWYDY7xgu5IS1w+OKTStSK4vWmkUSRi+k8ZzCqV9g9hOBkoHvodCBf+rII4WhlUir2tmCC+XBVGMd/3AcgGhBdaSSqKZRhAzBiPhSxl8pwhVXKySCBEskPqeW1SKUAgrghB6kG33HDDDCEFxQddD6CEUGlooBkrh5DMI6aB8hRJ6oMSAhtACokAh3YtXCM7Tc9ygwtC00C0TT/pIEag1aLaNRKCUQNhhdKGhGUZAVtBNpJSYkRg+ehCTSw/lecTKy/G9wBbISSfRinYlRrQMhQ6RCjTDLFYieoiSyoQiVjsK3QojdB0NH2Fq4Hto4QhWJIQfKg/oLGYUMepwBoOI1YJ18C7sD4ZQWQUNs44etK164kxC5QdvlbLUbbzuPYRsjfFLzihtX/HD6zHMMOUjxzL5xPMH3VfoBiNmH03r2iCWnXbaRYTKazCzrTQetYz2TatomHX0gBi/D042DYVOWlf8isq55/HkbV8c8J0lXYfX/vC9gFDfMIYZp78HQ1cl0q4Vr8NJd5BpXoNd6dF40nImXngB+VRQ1V/obaZ9y7NEKiqw4+VMO/W9vPDTGw9Qz9n96lPsfOFRIlX16GOPps/u4q3wRh/D+kcD20k3l+H5H30lyNOFAq0Po/V1Jh9/1qD7hsoqiVRWIJ0siTGHIYTg8Zs+USI5APTu2YZZU4Y5RMw86QMfwK6qGrTtUIfvC3LdHcTrRxGtrmfl779HtLqBbGc7dryMx77xqRLJAYLn000P/4ldLz+BGYqgpMCuTIDXnwdRYxdjldfjFXKUj5lEcntQTDL1kksI1QweYx4q8Ap5Vv35Z2xf8Y8BSjjdOzby+Nc+SXaQAqdhHLwIV9Qw4bh3DdoWqawlXF5D/fTDMYrWaB2bV1EzZS5bnvo7ZiSGVVbOzLM+BMDKX99KKFFOrquDsoYx7Hn9Gdbd//sSyQEg3baXR2+4FMMwSe54Hs2wMWPVxBqmsuHBPwV9WvfyyDc/B3Y8UPGZt5DebSsIVTSS2rWXsWecjr6fmsMwhvH/F9LJ4u96hfxDN5K7/8vk7vsihed/ESikDWMY7zCGiQ4HMfpkG0EhfRdN04tEg0BVQEk/WBRXsmj5IBHSD5bOi8kTMxQOhigmbYRSWKFoYAKhFMrNFckGKpDNLCaENMNEqCChEShBBIoQJRUGw0YV7R40TQuIFJ6HKFVaBP6kWlG6ICBJKDQteG2YVlHVQCJdJ3iQEAJN6CXfVSU9pOug6QaGHSr6kCr0UnKo3x5CqKCypbStWKEjUCjT3k8pIuhH8RpqRRcM0ZcskxLpeQgEhmmhGwa6buyndNEndSwGHL/vepYUFzQdXQ+CZE23MEORYAxNwwrH+yuCACE0bDtcfM8l+BJlWEEiLtgaHLtYQaNpAuW5FHo7WHX3Lwa/d3yPTY/8GW8Ipuow+mFWVtG5ezNzzvs4hc4Wxhy5lEknnjfQAqGskuOvuR2h6xz/5R+xfcWDHHPZ10pJ3spxU1FujnzPDjY88tdBj6OkZMdzDzPvPZ9i98pnKJ9w3IBKZKGbVE09gWzrRnwng5ftwYwMTFT1bHse09JY8pkbidY0AGpIj+TNj99D04LlVIyZyOEf+Byr7v55qa1t/WsUMmnKqoMEozTDmPPfB/svOhoh1OwLWP3QPfhOnr2vrcD1JKNnBl7nkao6wpW1pNv2AvDCb76PnHcxophAUdkuyrUkh130KTSjf1wzEmPxFd8qMZ2tWIIln7+Nzq3rAJBODrlrJfWHnY8RGphEj9ZPJTF6Ls9+70uDnrPvFNj5wqODtu2P2KhRHPud72BE+ivpNcvi8GuvpXzSpH+y5zCG8e+HYceom3v2AWSHUOUYqqedgD7EIj2AXT6CcefeROeqhymbuIBsyyb83OBStG2v/JmamVN44zvfIdo0ETntPXijlrDmZ3cM2t/LZvGzebY988CAxFAJSrHx0Xsom7y4tKn99fuQ0RpEuAJ78WdwpMJJNpfanWRLidzQs+15auecVSRK9EEQHzU7kO92C1RPPxnpZKmYvJRc9y6km0MzbKqnn0Jy9+toZphw9TgqJy0lVDF6wPSseC0VkxbTufEJamaejm4PXAiJjZxFYtTsAyXRh3FQIvCF77eu6FNmKL32vAMUHcQgig591hWZNWvw8vm39RyGMYx3Gl6mByqb0CNxjr/mdiJV+0nkCsG4Racx8fizyXa3o5s2diSCoRtoRRuYYLFboTQdwwp+C3a++NiQlXVv/vlnFLpaEFpQ469kEN+VLCWUAr/42ZUy+FcMxyyrmBRWCuW7wedayiAmdvJoho2ma4jidqEkwvcDOxvlg+8Gc/WKn3PfQ3p5pOuiPBfDtPBSPSAdNC2wTPSyaVAS35corygzLFVgXSG9IMaTEqUkspBDugX8Qh4/l0b6ResNJ4Om6yjPwXUcvHwuIHo4Lvlkd1CM4Lp42TRuJh2cmzBASLxCDj+fKcb9OfLdXQgtiHnzvT14+TR4edxsGuX7KAlOqgcvn6fQ24XKZ/CcHMrzyPZ24+Qz6MIj17UXzXdB0xBCQzfNoAhCSjQkbjaDlD6ek0dKD5ntxs1l6d23G80v4BYygMLLpsh1dODmsuD7+NLD0F0EAfnf0AVSgZtJg/RRSoPUHrLJXtJl0xF1A6sWRaIBd9p5ZNLZ//83938Q7FgZCz5xPbVT5iI0HSuWQOgGleOnsfhz3yKUOHiJDhgm1vTTUHqYmWe+n9HzjwMg096M0m0My6CicQIzitXvfbCicZZ+8fusueeX6KbNMZ/8KppuELJN3DfuwrLDLLny22x+/B6OuezGAUQuzTBYcOnVtDz7G6Ijp7Nv7WtDfmet+dsdHPGhLxKvraXzjfsIV4/DitdSNe1EerY8C0C6eRXTPnwx4846hVz75tK+TqoVlM/iT1xNrHYkPbs2D3qMHc8/woQlZ7DzzddRc94H+xcHaDpq0knsXL+RTHvzgP3W/O2X6Md+BhEqQ+17nSlHH8PYBcsH9InWjGDZl35ArvUNqqefQteunXRsXjOo8sObf/0JC75zK+H9F9KFYMJ551GzdOkh+3w9mG3T/hC6IJyowrBsll79A3Ldbei2TfnIRrp3bRpSDXPdfb/Fdwo4yX24uSQiMQKEQJ94PK2dedo3raJuxhEIXWfngw8z9qwzaTrj9NLv76GKXE8nmx8fPD+XbN55wOdkGAc3rEiUGWdeQuORy4LcfCxQB4rXjWLZl39EoqGRSFU9y6//BaHygKy15m+/5LgvfBfPyeOmemmYfRRTT72I9k2rMMJRpp9yEWiSNff+dtBjOpkUHZtXExs5i5pZZ+DlUhS6dtMw66j+PukknVvWctLXfo0RCmHFqqmYtAwv7xJpqB903GEM4/8Vsm0ThRW3o3LFAiWl8Pe8Rv6JW5HZ7nd2csM45DFcrn0QI5DWFEFlyH6L+AHLoS85KwK5SUSxikQrLqIX+/bJT2oyWKMvymRSrLaQRR/TwKYikNgUEHh5FhnigX9xn+eEADSEkCWiAsIIHuiLbAAhBCitn2AutMBKQvXZV/SxC4LtvvT7xUc1rUioKHqfUpT9RA+8TIVfJHXoA+VQ9eBaiP0sNYJjF8kEmrafbwRF2wtRJGsE1yzgYAiUoGjBIUtJ75LfRGmxRxxQEC6K7YF/qyjKimrFCsH9+hRtPAYM0De/IvtifxIFShbfN/oTe5rAdwsD2N5vRc+e7Xi5NMYgMlfD6IdhGLSvWcmav/6SBR+9hruvOJ+zb7uHqSdfSLp9H2YoSqi8EjMSx+lpo33zWmaf+1GcbIbl1/8CL5fBjMSDBKbQ6d27c8hjJfftwHNy7Hz+UaRbYPLxF+NkOuizgknufp185w4A3GwXeiiOm+0q7e9mu0AzqE6/yUlXfp3dGzYOeSwvnyVWN4oJS89ixfe+TD7ZNaC9kOolHClHt0x6Nq7ArhxNaOnVOJ17QAjyBZ837/49+1a9VNrHKTjUzjyKpV/8AeGKalrXrSy1dW5dxxM/+iaHX/BR4hXl4BUIN4xnXJPGyHmLyXS2oJsWdqwMt1Bg5JwFNB19AtHqOl782U1EKmsZu+gU8AvITY+g9eyibt55SL+AdPPooQSagnzLNpJ7tg953p1b1w1YzBoMRiTCiCVLOPXee8m2tKCkJNLQQKiqCmPYtuI/AtmuNjKdbRRS3cRqRhIur8SOl7/T0/p/hhmpoP7wC5BOBt/JotsxdCvy39paAISrmxi57ONkmzeQ79gxZD8v042ZiAb2FE4LXi4DZeNI79495D7S9f7p70zvvl3oh/Vb+SivgLJi6Md8jO2P/4y6BQequvhOBs0MU+jdR3rfempnnYHQdKTvFW0qHJTyKRt7FO2rH6By0hIiNRPxst1E66agW1G8fIr4yJlUTlxMz45XiNZOIFw1lrKxRyI9ByOUCKrjVt2HdHN0bXyCignHopkhlO9ilzWgpE8h2YJmhTHsOEbo31sRqpTEL6TxckmkV8CMVKBZEXRz+DvmnYBfrCTvS/j2qTYI0a/oIEyzSCQeaF3Rp3aiGQbK93GSSfbccguhXbs44tpr3+5TGcYw3jF4hTxmvJItD93J6KOO58Trf0E+2Y2TTRGtbsAIRXjoSxdz/LU/GhC3liKeompKH5Qv6do+9LNssnl3MR4uxqSGvl+8VYx59aAQgFJcLIoxnIaQHsIw+owfA8UEpVCGESwQaVpgLaEVY0VNC6wstKBdSBmQkoUWhICaUbQ79NF1DaRXivs0TUdqEoSG9Apowi/Gkz5CF+AF9g2arpfIGqooIy80A+m76JoRFBdoAeFK0wP1A6EbeK4DUqGZOtIPFCKklw++r6Jlxf10hKajGTrKC2J85ftI6eDnM4hi4YCUPkL5/eqKykfXDPBdNM1E+h5eLo3QDWQsgu/kUHo1ejEuVZ4LBPkB6br4hTzoAjeTxo5FwXPwVR4vn0F5UaQX+ExDUPmuZDi4BpqBdLIYVgjH9dGtUDHHoKF8B00HkevGcVwe++YVzD33w4ya/3GEmwEzQuee3bxy8xdY/Llb/o13+X8GYjUNHPvZm8n3dJLpaClWolYRqx3xTk/tfxVC+bjCoqdtF7tfeIQjP/wFDnvfZ0h3tOBkM7xx14858kNfYOLx72bcsaeS7WrDsEOEy2soZFPMPPsSjvzQVfiez8u//CaLP3kNvtDo3r6G8vGzmPeey3FzfTF+Ft8tEKmsJRQN0dy1m7IJR9O8fceQ80s278JOlIOTIt+5i7qj34tbSNH62p+RRXUH5buEqstoWflH+kx3+uA7GYxNf8evPHbIYyjpU0j38sJPbqB2yhzmvfti4uUJdMMg70hW338nW5996ID9evdsp6e9HX/EcuKVFeA5zDn3w0w59b04mTR2opxQvAzDEsRrTyPb08OGf/wCMzr483HXjo28cuetHP+73+L0JnEzGaL19VgVFazZvJlDSUfAK+TJ9XaSatlNpfTIdrQQrqjCsA585g++AxXP3/5VDrv4Cyz70o/QNQVC/dMch5NJ4XsOmnQCIt7sC3FyWaRm8+zN72Pm2R8iVF5FrHYkTe86heZVL6GHh/OAXj4bKOUOgXR7MzWTZr2NMxrGO41Y7Qjmf/ALzD7vY6Ra9hAqqyBcXl2yutV0nerx0zn1m38g29WGk0kTqxtJpm0v4coa/nH1+zjt1j8xafk5WH4aR4ZRUg5qf9yHrh2bGHX4R2h77Y/ERszEd3OUjxo3oE/Pri1UNk0ANKqmn0q+O4lVF+ShhzGMfxdkrhfntTsHbVOpVlTvPjjELOGG8X8Lw0SHgxi6ruN5LsqXSOWhC21gVWXRuiFI7gRGD8p3Aya3L0sKDUF1WtG4ovgaUbSZKHqVBlDFJLARJDFkkDwKKkyK1gwqkP5Uvo8sEjAC64igQkXXNRRBgkn1kTGkHyS1lEQpHYUMKnCUKNlRDPBcLZIRpO+D7wfJJd9H9Z2HIHhdTEb1XYuAqRAknwLf0iJJQPSTOwJ1hP0IC8XrIPoOTfC6SI9A7TefQJM0kCgVJbWN4vFVkWxSPL4oEhyC89tvwbVImFCqWIXUR6CQElW6vhJ0SvKroni+QgW+qaBAgm7alI0aN2RFf8WYCRiRYUnu/w6e51E1bhrVE2eCpnHq9Xew6k8/ZstTfydcVoWTzWBYFos/fxt2oozqcdN45PqPkOloAQIZzHnv/RRjDlsESlI2aiy9ewcPUssbJ+A7DpNPPBeh6XRteZpc+zYoKqbsDzNaRa5Ieihti1SBk0F1bEGkfkPZxAuGPC8zHCXduodXfjV48s+OJVCeh5fLEqpuovWF31N+2Ad4+PrPAArpeQN3EIJCOsmqv/ycKSdfSKazlUjlwBRGz+6tPPatq4Lqokick772K96488fsfPFRzGgCr5ArJkcDqd6xx5yIkpKOzauZd9FnAnKTYaOVjcTf/hz+9udA1yFciVckhGhHfYzEyCa6tq0f9LyqJ838H1WQ6KZJdMQIoiMO7oTgwYjuXVt4/OufHFCBMfKwRSz42FeIVNa+gzP7/wfDjsI/sakYCl62l+61jxGqGU+oZtyQ/YxoJU5vGqe3FxEuQ7z0U9Tkc4g3NpLatWvQfTTbpGzk2CG9jstGNuGn+4N6zQzhZrrYcNdVmLEqlO8csI9ux0rJXk3XSe56jdiI6bSvuo9o/WRClU10rHlgv/5R9j1/B33PKHbZCMrHHU3H2gepnfUutGKFafeWZ9CtKNUzT8d3snRtfLw0hpvtomPtP0Do1M4+k84Nj5Hr6Lf8MUIJ6g47F2sIC5F/FUpKCr37aH397tK5AsRHzaZ8wqLgvR7G2wrfKQSLn0U1rbcqOgTWFdoARYehrCvynUG1XWrn0MTGYQzjYIRuh/F9n4Y5C/ByWR678WO4mRRWvJxcVxtjjl7Osmt+OEDJKyC6i5IFoiqSFKQM/q8eP3VINa6ykU1FhYUgjpOe3z+2DOJT5XtgWEF8SqDooGnFeEzXAwVEP4jTNFHUyVOBgoDfp+Agi6p60gfDBN9DCQXoASlA04NHdd9D6Sa6biClC5qJ8n3QNaTvUQzkgu8QI9gmhAiOL1RRXcIHoQfnLzzAQEkPw4j2K0/4RfKDKio3ekF8L3QN6XgoDTTTQGgaXiGLQpbmr6SH9PqsOHw0YRRD1IDI4XtecM6aUVIbVDKI5THt4HyLFh8QRMOBjYaHLxW6YQVqDsX3SDN0dMtGNy0ERUKIbmDY4cAbXrfQdIVmmEivUCL094U9mhVGFkNi+qxJZFCIINERUmJF4/hOgVf/8CNeBXQrhO8WSvG8FR3cRuVgRrp9H0/degWdW/qtDcpHT2Dp1d8nXjfqHZzZ/zKEjq5pWJEYva17aV69kpfv+AZuLsOZP7iPTFszue4unrrtCvI9nWhWCDebpm7qXI766LV0d7bwyA0fY+6FlxGvH42TzWGPXUCibAqp5l0898OvlCwahG7QOP84Ji0/h1CsiVBVI06yjcrGGex8fvDpJUY0ke/pQimPijlnkeveR/emR95yCha+kxlULU23wvi9+4hOGPp5VOhGaeG2bcMbPHTTZ2g8YimTTj6fbU/dx7ZBSA4AiZFjsaMJHrr507jZDJphlJQpTvnmH3jomg8G9jROjmhVPROXnU26o5mmf7IIrFAY8Sjx0Y2lbX7x+epQQSGTZPuzD/LKr24pvS+6ZXPUR69lzJHLMCMDn/k106LQ28PYhafipnt49JbPceKNd6CbUDZ66DjOjpWhGRZCWqAbPPbd60k272Lh5V8DoGr8dJLNO4nXjWLTE39FSR/DHvZbN8IRNNNCugfGpADx2pFv84yG8U4j29XGS3d8gz2vPFXaFqmq4/hrbqeicQIQ2BXteukJXvvD9wBY/LlvE6utQ9NNjr/mx2x98l5W/eVnnPW9e4o1nBqRyroBFj/7o2rcFLx8HjfThRmtQuR76X6Lak9F02RSLXtQ9UHO/77PncOptwy+ID2MYfw/w3dQqcHvUwC/bRN6w/S3cULDGMZAHJp6YIcQlFL4roPQgkQNfR6k0g+qQISgkEmhfBnIW7puKUGrpMTNpEuJJKFE4D1aTCIICHw8lSz5SAkhisngIHBRKliAV6IvKREklYRpUiI/eHn8Qj6YY1HJAAGacvEdN0g8SQ/pF71VpSr6nSqE0JCuF5wTQdVcIMnpBHO27JLShFISz8kFsjqug5vLBoSH4r59pIk+boKby+AVq/AQAplPIdwCbiYV9EfiuS5+IYPnOAGPAYGu60gFTj6Q2Qy2iqLDanAAReBR7rkuKIWTzRTfrz7CQ/FvoaGUopAJpMSVXyiSF/ZTl/Cd4ntbJDvoWkkeUHqBN6xbyKFE4DHrOy6e52KXVTH73R8e9L7RDINJx78bwxxmcf93ELleKsdNYfuKB/E9l+bVL7PlyXtBKXI9HfhOjkK6l8e/fhm6afPY1z9ZIjlAkPRc+dtvI4wQ4compiw/e6BaR99xNJ1JJ5zD2r//mud+dB3lo8ZjWDVBsvUtJAfNDGGEEnhvkY0qH7cAf+19wXi104nVjCJaM/hC/ZRT30uyefDFy/oZ89GEQaq7GX33M5jxWpzuFqxwmJrJsw8kOQCjDltE67qV7H19Bdufe4jyUeOQvk+8fvQBfZX0GX/cGUgpGX/cGSAEbiZZIjn0XbemBSey88XH0a0QY44+ITgvM4w5cz/fPN+HdHvx86ITrhnLvPdcPuh56VaIMUcuG7RtGAcHMh0tPHrDpQfITO5d+Qxv/vmneIVDT0o+vXsV+578KVasAqEbGJHyQftVzTyTTf91N+GaGjxlIMpHobe+yMyPD/47YsZi6GGLcYtOHZw8JARTlp9J78anS5tqDnsXnaseBKD2yPNJtw2s1LXLRqD6PGWFRqRuEroVIdu6CSU90vvW4ma6CFWOCeYQrcLLp1HSK/1OFnr2kNr9BpVTTyDVvJ5I3STyPXsIV4+jbNwCujY8hu9kMKMHegPHGqaSbds0gOQA4OWTtLx6F15+cNuPfxXBeHcOIDkApPa8SaZ53X7kzmG8XfDdwgC1n5Kiw1utKxjaukLoOtLzSkSHQS1dhjGMgxhmtIyuzasIxSt4/OufJN/Tie865LraANj5wiNsX/EP7IpqnEyqGLNK8qkeAPL5XECO9328Qh6lFKOPWDbkYszscy/FKq8pxpcCoes46WTR/qFI9xc60nMCZQdNK5EoVJGcDwKhB4v9UqmiSp4oKhLqKC1QNFBK4kuJX8ijgiqCIjldBQUEmo5m2sHivQa+p9AjCSQaQgXno5s2EtB0gVQB0d538viFIH6VUqEkSM9FM22kL9EMA82w8Jx8EGcKHem5+G4eXSl03UQh0TQdK1KGZmgot4CmmeihcLDI7+RBaBghG6EZReICWPE4QjfQ7QjxykoMO4KSEjsSQtOCa2JFE2iGgRUOI6wIhmEjNI1QeTVmKIrnepjRykC5TgYKDtKXSOnhOQ4+Bppp4hUrwt1cHswoQjew4hVIzcQIh/FdBzMSJ1RRgVFcYA08pwVuoYCXy+IVCuDkEIYOpo0SAr1mAmY4yog5x5TuC9/Jl75/R8xeMMBm4FBAPtXLcz+8dgDJAaBn9xae+tYV5Hq7htjzPx+an0dIDyMUYca7Lub526/HzQV5mK7t6zn641/hyW99jnTrXrxCHifVg/I9Wta8wht3/ohYdQPSdVj5228zcs4C1j91P4WKqaSad/Lsd68esEilfI+dLz7KrpceZ/uLT9Kw6INk962jYdqcIb+z5pz/cXzP46Vf3Ewu45NpW3dAn8TouWRaDiTsW/F66NkL0sPWHCrHThn0GGMXnsyelc8O2DbmyEWEYxHGHXtqidA5AEIwcdlZvPKrW5h+xgdQ0i+RHCrHTSXT3oL0HArJLrx8jhlnXcLmJ+6he8dGKsZMxAwPTtCde+GnCJcf+Lx9KKF39zZe+vlNA1QDfKfAcz+8ht7mAwmxuu8j3QI1k2bw+E2fpG7G4ex74wXWPXgX5aMnDknan37mxWiGFVibKp3unZuYcNy72PniY4TKKjFDUSrHTcOKJ9j5wmNMPfUidNP6Xzvv/xSEy6uZtPzcQdvKRo4lWj1sC3AowXPyrLr75wNIDgDZzlYe+Wp/MVv3jo288qtb8J0CvlNg+3MPYMXKyWd6yXW38+ZdPybeMJpMZxvrHrkTIXVmnnXxoMe0Y2VUjZ+Ok+nCCCUwwuXYZaPZ/uw/+vskKqgYM5GyxolkezrY+uTfKW+cSLTqP7eIZxj/RyF0MIZWGBWx6rdxMsMYxoEYJjoc5PBzWZT0giIQpxAkYjwn2O7kwXXQi5JopmUHig5FSUm/kMUI2SC9QC5SSATBIrvwA0JBsKCuSsQHL5dF+m4guQk4vZ3IfAY/1Y1byAWen54bSPnlMsECvKajGwZCuuBLpBMQFaQSRYlRArIFAfnCL+TAdwN/TikDhQYni/ALCBXICAsh8Au5gJTgFvDzeZQfyGoq6aPpBoZpFStb8gH1wA+SVH1CC0Jo6H1VOb6LHo4jrHBgM+B7yEIBTUl0MxzYO3guQkp810XXBKYVCsaUEt9zA7KD54LvIAArEkdTQaLcME3yyV40BEgPv5Drc/JAeR5WKBLMUwXJNOm5KM/DL+SRRdsRlEL4biCvVvR/1fRAlUIo8HLpIEmvB96omfZmIpV1HHPZDQPkrMLl1Sy9+gdFH9xh/HcwDB03m2Hni4+hEfgfDobEyDGkmncN6Zv4xl9/il3dhGUKFn7iKwOSbqFEJcd94TsoJdn+7IMo32P7iofwUjplYxcMSEgYkQrqDzuf5M5+Wwihm1RMXIyJj2xegxh5OGrMErJ7Wljwoa8MSIQI3WDisrNJNDTSeOQyRh2+eMA8G2YdxVEfvRahC6riOipUQeeuHdQv+yw9a/7BUR/50gC/OAhIDhOXnc2GB/8IwI7nHiKf7KJy3BQWfPx6qsb3e+YKTWfi8e9mwtIz2fToX5Cex4KPX4cdKyv1sRMVHHP5TWx+4m+EEuUsv/7nxKobSu1aWQP2MR+D/WT7RSiBfdxnEdEKqifO5KiPfhkj1J9kilbXc+JXf0F0v3GGcfAh2bJ7SFnALU/8jVzv4J/PgxVupofmZ3+DGasm27KRfU/+lKZ3XUOoqr+ySugmVbPPJtep42WzLPneLSjfwZ9+PugW1XUw+9OfQt/PtiU2ejTH/fynrH3ov9jyxL0s+Pj12Il+CTs7Xs6iT91IZvPjwWK+0KmacyrRUbPo3fwC9ce8j+joGTjJfkJKqKKR6ukn077mH+hWlJqZp1JIthCqHE26pT8RnNrzBrERMwjXjKd65hl0bXrigPPOtm/BitUQrR1Pat9arHgticbDMKOVuJkOurc8S+WUZVhl+38fCGIjZ5JuPjDpDOAX0rj/Jk/CfNeuYFFoEPRsfwG/kP63HGcY/3P4hUJRIr5oXeEPtK6QRTUuUZR6h4HWFULXg+pw38fLBQSWQ9V/ehiHLvK9XZSPmUTn1rW42cG/xzY+/CcK3R0YVqhkwWdHEwjAtkOgZGCBYVp42YCQf8JXbida0/99bYTCzL/481Q0TcJJdeNlelFuAaTEisYIvBAkvucULStAOXmcdBI8F5RPoacdL9uL09uBm00hHQddFnBTvcEc8tmS0pguXZxsKhDwkz4KjVxXexCfKoX0HNxsOiBv+D5IiWaaaF4Wt6eHQjaNEOAkk0GM7vuBbYPvkOvpQOk6FDKBHYQQZDpbcXMZCqkkbjYX2Gg4aQQSz3NQ0sN3HBSQ6WzBz2Xw8jncTC/Zlo0oN4ObasfPZXHzWdycg5dN42SCfkr6GKZJobsVTdPQCkl0P0uhpxMDD3IZCukeks278Ao5nFQPFFLkmneRT3VRSPXi5TK0rHsVz/XI9Xbx8u9/iJtLU8j0kk924aR6SXc0k0mlkbl2Nv/+TqQncdI99DTvopDsRDNMmte+Tr6nG7+QDxaee1tRb/4RtyeJk+llz9o3yHW14xVypDo7aNu+EU3T8LJJZKqNjc88Rq67nfkXf56RcxcOuNdGzDmGwy/+PNI7xCrIk120rHll0Lau7evJH8REB3/fakDRsWUN+1a9UCrWAVh772/w8lky7fsG3Xfni4+BgEhlHQBbn7qfKcvPx8lmyfd2HWDz2IctT95LuKwKu2oso064nK7X/sRxV9584HfWB79AqKyK9g2vkWnfx6q7f0GoYnz/QEIQGzmbUPWkA4oiQhWjqRl3FP7qvwGgb/oHiz93C7VT5vbvrmmMXXgKY446PijKAAw7zLwLP4Hhd9Ly+PeIVNaw5MpvE0pUlvazY2Ucfem1bF/xIM2rX6JizKRSW+3UeRz7qa/z4k9vCI5rhZh9/icoGz2e3j0BKXj9/X/g+Gt+TGy/ynfdCnH4+6+gYcbhg16zQwVuLsuqu38xZPvav/8Gr0go6YMnPTzXoX3TatxchhlnfpA1f/sVa+65AyuSYNnV36O8cWKpv2YYTDv9fTQdfSIrf3MrGDbP3f41xi0+nZrJs+jetYWFl9/Ei7+4CSscpZBKsvRLPzi4lV3+BRiWzcyzPsSEZWcNeG6vnjiTZV/+EeGK4UW9Qwm5nk42P34PECivxOtGlfKU+Z5Oks07cbIpVt39swH7Zbvb8fIZdE1n3X2/A+CIi69k9T2/ZP0DfwAtIF7OPPtDaPsRjBIjmlj+1Z+zdcXDuLksVdNPItOynu3PP9nfZ2QTx1/zY1b+7jso3ydR30i2q42lV3+fcPnw/TmMfy9EqAxj8hDFgZqBXjc4yXIYw3i7MGxdcRBDSlmU6gzkMil6WXrSAV2jz29BN21EoMWJruv9XqF+4H2qmSbIQK1BaAagUMXEk2boaEJHFddZha6haXpRplIPqkJ8D+n7GIjgOL4oJoolmgqOEdg+BHMtulUgdA2hCXzXK6kXBMcykNIPKmJEIGUZ+IQCGkF1jZKgiscTIvAn1TSg6NOqE1hiFFUO9D47CPbbx9CL/q0gZJDM7lN90HQDXwYyn1qfBQfFa6wH1690jkJHKRFUCQlRqhYKrpdRss/QNT3wdpU6SrrFuQVqGr6TxwiFA6UKBMIwUH5QNaSZicDGQtcQPkGFjS6KJhnFY/kewjLRdA3lymKlkeKvl5/BabfdxWk3/4F8shtN17FjZXRs38Squ3/Gwstvepvu1v9gCHAyySBRIrQhiQxVTVNIte0dcpitj9/DlJPOJ1I3iXDdeE65aQ5OJhXYOMQStKxdyZO3fKZUgZRq3UVk8XIK6V00HHUxvpNFaGZQuQyUT1yCEIEaim5FEVKh0h2Yy64lk0yz9el/kLDqWXP7T5jyoQ9w+HuvQJg6oUQFmmmS625HKckRH7qaee/5FE4miRmJY4YiSM/FUHnEG7+Hoz5BcvtaXrj3N8w6+2K8XC9HX3othXQv6bZ96JZN2/rXeOY7XyhVfkjPRQjBU7d8lplnf5hjLrsR6bp4Th47Xo6hC/Kde0nu3kJy73ZmnPlBTrzxlzjpJJphYsfL8V2HitETCJVVHFC5IMwweuPhhGsmoPJJEBoiFEeEyxFCw46VMWHp2Yycdyz53i403Rx0nKGglMLLJ3EzXfiFNFasBj0UH5aT/w/AW5Uc9of0XNxMktS+buxEPboVRbcObslOJV2cZAtWWQNOTwuFrj20r7yHpjOvRXoBMVEPxXHTLl6+wOHXTkdEEhghA6UJxOEfxFQuE8dpjF6+nHxXF8LQscrKsOMhjvzgZ3ELDr7ncdKNvypW0vpY0QRW2IYJk6g9/CyMaDluoYDw80y55Gd42R4KHbuom3MummkjdBOEhu9lqZ11Bpph4zs58j176dny7IDKeOnmsMsaQGgUenZRM+NUsm2bSO15c/8zxy9k6N78LGVN89HMCLoZxneDqj7pZGlfdR9lTfOpGHdMQBjVDDQjVJQsHxxe7t+j6OBkhibcSCeL+idzGMb/DjynEFiyFZ/ZSpZmfa99r/T6rdYVvtNfLS59Hz9/6CnHDGMYANJzMEJVJAepUu2Dm00Hz4lGH4lXlOJUKBLaTR00ge8VWPmbWxm35HROvO7nFDK9SM8jlKjAdx3+cfX7OOlrv0E34miGgQgCRZQfjCmkQNM0FAZoEs3RUKLPfLBIFteMgEhvaEECz+qbV1ERQgmU0DGsEJqmFy0RAhVCIT0wQyjPw0n3YoSjSN/DMK1AZXG/7xOlFNL1MLQwmq5BUHsQkC+AaCKOdIPvFieTJlRWiVfIoVkhdDOMk81ihuOBkpmho1l2oCboeUhDRxHYbDjJVoSu4UsDUzdRKoi3pVTBdQcwDJA+biaJ50tisRB4OdxcBiXj+PkcygyT7+0ilAhs+mzhIh2F0hS+6yI9l55dm6kaO5XWta/QtW09bjaNputkOloJV9QE6nfZNJF4nO5161jxycuY8aVPsee1Z5l++vvp3rERdIHvZFAqhGFZ4HvIrh34FVk8Q7Ll8XtoPGIplWMno6Ri14uPk2zew+gZc8FNs+4ff2RWJM7rd/6QBR+7nrnvuRw3m8aMxMh0tPDQVy7hpBvu+Lff6/+X4eay/7Tdyabeppm8/VC9e2HMEeR7u+ndu2NAW7xu5ADVxQP2lT5uNkOorJJsVyvp9r1omobvFsgMYQUKQXU+QqOQyZKTZYw55fP4bo7lX7kdJ5tFuh52ogw3n+eNO3/I3tcCtYV0+z7MWAP1h10ESIRp42Tz+K5PbNR8ypqOws2lcHN5rEg5WDrWsZ/GSWXo3LKTdZ//EjMu/TCRD16F5xawonF0y0b5Piff9Buk52JFYthhG5naR/nEo2nZ8DqV42Zw+MWfx7ADArP0XDY8dBdt618DKNpL/hozHMWKROnZu4vjr70d33Xx3QIbH7yTxvlLOPWbv0cIgR1LEC6r4KSv/Yp8bze+kyOUKMdOVGCGD22bVM/Jk27bM2R7umV3kAe0+lVWAzs0RXLfDiCwo+0j8W98/B5qp81j2VXfoZBN4xfy2IkKPNflr5efRtXYQP5+/gc+j5NOkU91M+mEd/P87deT7WylkOoFAdXjppbe/2FApKKa+R+8kplnfYhCuhczFCFUVkloPxL/MA4N+E4BTTc47IJPEytvILVjJ6HqKvRYiFV//znptn1UjJlIunVg3jfRMCawPRSCdJFMZ0YTpNv3glLce+U5nPrNO5l0/DmMX3IGhWQ3uh3CisZZ87ffsumRu6if/FM6176AEamg8aglVI2bgtB0fNfhxZ9+jc6ta5l1zkfp2vEK8z94BX6+k3yPwAgnMOxD+7t2GP8+CF3HnHQ8smsXsnl1f4NuYS/5NCI8/L04jHcWw0SHgxiapgXEAUHRJ1Thew4CifQ9pDADpYdcLiAzGHpRItRDukHCVug6yvOKdg4CpBsQEBSg6fgFB6EFktCaYaAUeK4TECZkQHAw7TBCKKQfeJ0G1qYeCIlSOppUiKLnqSqSByBI+kilELqGm8sGhAzPRXoOuhkKFCJEKHj410AYNkhVWgAIUlRB0tnNFzBDAuk6GGED5RXtN3S/qBShAulRKYt5ag03l8OKBL6uUioQfpH4IIvKDwpJ4EkqStYcfvAaUfIo9ZWLrmv4vlf0PhUIvIBwoWRASNGC/tJzkL4sJsNdNN1EKh/dspG+W5JwlX5g16GZZmBNIjREsUJI+h6e52FZkWCGvipVEUrPDdJyRduPisaJ3P+58wa9f4762Ffelvv0Px1CCKxoHMMOB1YMDY2kBrF8aFn/GuOXnDHkOGYkjhAar//px2x5/B5mnXsp+954gY7NqwbtXzNpNk62ncy+NSRGzab11TspG3cMhhXGiJSz+u93MX7xGTz97SsPeNAGmPnuj1A2YQL5jg7euPm2AW3lU6Yw+oJTeO3O7w167Krx01jynosABT07KBs5llxPBy/98lYgqNJY+KmbePq2zw9+ruEomY4Wkvt28twPry1tP+7K24hvuhOVbiesWyy44P28ePedPHrDpZx4wy9pWbeSCYtPG1ARMhSEpiOiVTCI/DyAbprEakYQG8K6YygopXCSLbSsvAvp9i9W2eUjqZ19JkYo/k/2HsY7jbKRTUO2mZEYysvQsekxAKIN06mcvPSgJrBoZohw7QRy7duxq0YTHT2TymnL2PTbTyHdHCOOu4xcu8FLX7ke6fZLqk4471xmfuwjdLfsYsUPr+Xoj12Pl0/z9Le/AMCSK7+N1mbw5Lc+x7hFp+AV8ux8/pFB5zB5+XlMPvkCHrjqIk775m/ZcseHA3WpIipnLKf+2IvpWPsAbpEAMOKoi2l59b8GHc8IlZHv2kXn+v7jJcbMp3z8Qnq2rgg2iICg6GY66Fj7YKlf3bxzSn9LN0f35mf6BxYaI4/5EEK3UP7gPq2D2V38vyBUPoKhKBNGuLxIOh3G2wnfLQTPfn2KDtIHRD/xwff7nwXVQOsK6Tglkqvy/UAdYhjDOASh2yHyPZ0DlLzeinBFDZppIl0XzbRQvofSAis/rfgZEgKk76GbIaonzuTZ71w16FgNs47GDEcQ+EEcJFSRxCADgpyUSM8LYi6KMaiin+QgzCD+0nTwPNAkXt7DsO2+KBMA5bt4rocwVfD8KTR008IXOspxCQoLzKBIQAg8N4dARwu8GIO4EYnyHLBDSM9Fej66DpHKWrLdbYRjMShaMdqxBJ7nYISiFHq7MewQUuggizaGMhhToCF0HU03kH7wvWRXNyGzPQi7AulmUVoIKQQCHem7GJaN9D3cfBYrlqC7eS+hUCO6bmNFNUDDiMbwvKCownNyaKYBpoVMZTASMYSmk8mkqJs6D0RQNV45bkog1y8gUlVLvGYEqfZ9mFYcjBBlkycRriwjXjuCI993GanuHqI19XRt24gxYhyaZSGdAr6UWHYMMxZD+QWcXGAV6TkF7FgZo+cvJRyuxHMlpnSwY2WEyyop9Hbz5M2fPuAeMUJhzNDB+5w3GKxYPPg9knLQ9lC8/O2d0NsIrXYSys0RqaikonEiu158rNTWtXMTU09735D76lYIOxon0xmQIarGT6d14xtUNk4k0dA45H5WLBHka3Qd3bBZ99BfWfO3X1I7ZS41k2ax5m+/GnS/ijGTcHJZ3AIUult49KbPAHDKN37P3jee4827bi/1Peqj17D6njs46cZfsv3xx1n9gx8C8Own+u0aK6ZOZfSFp7Dyv74LQrD0i9/noWsuZs45lzCp1iNXfQQv/PQmll79A1b84MuD22sJgZtL8/jXL+OUr/4UsfUBEuOX89Lvf0Tv7q0c/fHr6N27HSuWGBBje4UMmX2vktm3BoAMgNCpnX0G4epxaLo55PU7mGGGIlSNn1ZSv3grqibOwLAjA7bpoRCqR1I1IfgddbJpEiObSO7dQbx+NFsev4ftzzww6HjV46ejWzZ/u/yMwMJnPwhNx4rGkL5Pcs9KEqPnHdQx8L8KKxzDOsSJOcMInmeWfOpbrP7uj+la1Z+ntcrKOOrmmwiPbEC3QlSOm0qqtZ/E1LF5NZph4uYyVDROJNPeTLajmcqmKST37sAIRRC64K+Xnz5AaWh/hMur6W5OEm2YDl4W3YD7r7qo1B4qq8SwQyQamuhY9Rf8fEBatOK11M19N0a4bNBxhzGMfxVapJzQgo8gc93Izh2IUAKtfFRQWKgP56mG8c5iWDP1IIfQBZ7nIgsFhGnjZjMB+cG00YQOCKR08X0X4XsI3QoIDkIVVQcEoKGZBoLgQVp5brBN19BDoUCi0y0gvcASQvk+6CZuJg0ofN9DWBF0y8JzHQQKTdfRzBCGriGK9hSB+ISO5xTQTB1fegHxwSsmXdwCiKD6RSKxIsWqGMNCGeGi/2pAcChKUKDbIXTdABXYPGiGie/6KASek8f3fYRhBhYciuI8JAqFZhoBaUE3ApUJ6eM7DlJ6oOkIoYMEKT2EFihCIESQkPM9vFwmIDsgkDIgdwihg2YEi6WZZPC39BFCDxQbPC9ISJlWcBZFe5CAzBBULymh8D0PgcD3fLxcBiV9vEIOiu+JYVp4+QJ+PiC29CXbNengOzmUAitewaxzLx30vrFjZdRPO7SlBP+nEFYUO17GpOXnsvnRu5lz/icG7eflMkSq6ygfPX7Q9rnvuZzePdvYUpRC2/LE35h22nsH7WtG4lSMmYQvbRKN88l2bAcUvdtWYEQr8X2NQjpF86qXmH76BwYdo2LMRMyyOImxYw9o69mwgfoZR2BFB1+0n3fhJzH7rCS2PE68fjSJEU2ldt/JU0h2UzFm4qD7T1p+HtuffXDAtkhlLeXlEVS6vW8QxOu/4/BzP0jN5Nl0bFlD5ZiJQQXYOwg/n6Tl1TsHkBwACj176d7yzAB/zWH830OsZgTlQ9yX0057L05vf6Ip07yWTOuGoo/3wQkjFGfE4g/h53oBqD/mfey4/5tIN4dmhAhVTuOFL10zgOQAsOVPf6blpVcoGzUOIxTBsG1i9aMJlQVStztffAwnm2L8olPZ+fyjTFx29qCev5phMPqI48j1djL9XR+gc+VdA0gOAF1rHiG59UUqJy8FIFw9HqUk+hCVCYmm+W9Rb4DkzlcwwuWlfeKj55Deu/qAfd1sN6GqpkHHjY2chW7FKRt71KDtZqwGI/zv8fm2Ew3o1uDJxYpJS4arMt4B+E4hIMj2ydwXSa59ig59VTowhKLD/kSHoqJDn8XFMIZxqEAgyPd2UjZy3ADZ9v0x890fJlIzEk0XRZK8QSHVjfQcfDeP7IvVfIluhRhz9AkDrMj2x6xzPoIZCmOEY0iKMZuSQTxcjHGl5wSxmzDQ7RBoOl4hRyiRQLPCmLE4ph0BJZBomLZeJK/LgJ4gJZ7roouiMp/vBNYP0QRuLothBvG2pmtowsT1XNxMBum7eFJDi4QQQqLpBlrIRiofdAvTthGahm6HCJVVFcfQA1WMcBRNaJjhSFHFwsGIJRC6hSYC2kQQC2axIjF8x0VJiRUOY5fVY1WOxoxV4qW70DQjiOktPfjb1PGdQmAVkiinff1rCDOCtKMYuo3rKdANrFicSGUt6bZ9hMuryKfThGJRDMPEdz0s26Zq5Eha1r5K9aRZjFt0GlKpYrytYRoCKxwjVl1LtqeT0aeexNhlRxOtrsXf8gS2KXBSSSpHT0C3bDQBricxE7XIccuwoiFkzmHMkcsIV9Tw/I+vxwxHKasbw7OXXU7HqnXo0Qpmn/V+Mh0tVI6dOug9Mu209x1y0uOhSIyxC08atG3UYYuwowfvM4ZeOxl/0xNUjZtK9cSZmJH+c03u3REsPE+YPui+k044Bzefo5DsRjMMppxyIbGaBjTDxAhFSAxBpp5++vvJdrYUi1QsVv/1FygpaV23krrp84f8/ppy0vm88JPrMUybrc8G5N1Rhy9m18tPUDNxVkkuPVxRgx0vB6Xw3Tz1xx6DEYkcMF73+vWMmLcwsCxViu6dm6ibdhgbHvkb3qhjCIkslWOn0Lr2VRrnHzfonBrnH0fLmleoaJpMSPZCy2qsznUYpk2mo4WX77iZIz/y5QPi9WzbphLJoQTl0/bG3/Dy/x41tP9EGHaIGae/b8gYacrycwKS3H4wNYEZClM+agKRqjpW/u47zL3gMuxEBbphMO7YU4Ye7+QLKCR7Blia9GHCce/CNA0iiTJ6tz5HpnXjQR0DD2MY/y+wwjF23nP/AJIDgNPby4tXfRnLCGOGIsw656MDrE66d2zEiiXIJ7uYceYlIAQv/eIbzDjzgwhNZ/KJ59H85ouMXXjyoMcdMXsBZshGM0LEGqaR69zJrpefGdBn1jkfxRYeVaNGl0gOAE6qjY71j+C7w4qCw/j3QYTi6BWNmBMWYYyagxarHiY5DOP/BIaJDgc5Us27AnlMN4uTSqIZgbR+obcTN9OG7+YpdLcidAOZ7cXJ9JLv7kL6PtLNIwtplJfFz3aR627Fz2coZDPseWMFKt2Jk+7B7e7Cc/K42V505YCXxcv0kuvtworE0HHRvAKp5l1o0iOfTuGlu0ju3U5y5y6c3g7yyRTptj3IfA7pFcB38PJ5vGQn2e4O/EKBrp2bcJKdaNIj07InkJwHcDN4mSROqod0+15S+3bipjJoXpbk7s14TgErHMVNphB+geS2rfhODiscQXoOhWQXXj6Nl8/iJDuRuSSFzhZMPBAKP58KvPEKaaRXwEknybbvw3VyIF38fJZ8TydepisgTAjw0x14hRxuNoOfz5DvaqXQ00kh1UnX7s34uRRoBqmWnWTa9+Hns3i5NNnOFmQuQ763AzedIt/ThnRdnEySQk8bysmR7+7Cz2dx8mmU8rEsAzfZg5Q+bjbN3pXPgXQxbQvp58mnkvjZHqTn4WQzCAleuo18TzudW9dx+MWfLwXKABVNk1n46a/TvvnARaBhHAhhhsink0w+6TyEJojXjWL+JVcNIAlUjZ/GCV/5GZ3bN7DkC9+lYdaRpTbdCjHjrEsYMfNI1tzzy9L2bGcrzWte5sgPXz3A2768cSLLrrqVfE8bmx+/j2jDNHo2P11qT+15g3R7C+MWnsIbd/2IbHc78y76TJDUKKJ6wgxqJ88m1bmLY75zG7VHHEFs9Ggqp08nXFfH1A9fghkOc+I1Pxjgw2nHyznmY18i4TVT0MoQU08HQFMaS678NvUzjij1XfWXn7PgE19lxJxjBpzrzLM/xKjDjqVl3av985k4ixOu/AbGhnsGXlzlY+WamXfRZ3jzTz9h/YN/xHcHr6R+u+CkO4PvqEGQ3rcW38m8zTMaxr+CcEU1y774A0bMWVDaFnwGP8ioOXPJdw6sqOnd/hJ+4eB+T0O14xl71vV0b3gaN9kWVJQCNUeez9a/3jN4RRew7o5fofJ5ln7xe0jfY939f2D5dT+javw0tq94EKUU4497F00LTyLT1caiz36TaHV9af9Y3UiO/fQ3WHPvr9n6xN8Yf+xyejc8Neix2l+5G4FGtH4asbqpZNu3UD3jFOyy/moxYdhUTFyMdHM4qQMlhNP7VhGtn0a8cR6JxsPRw+WBJUbfdahoJFI9npoZpxKtmwJ9tbpCIz56HhUTFqKbFolRsykbt2CAqkKoaix18875txEQjHCC+iPeg5Xov16aYVM19UTClWP+LccYxr8G6QU2aloxeSylVyI2QKDw0GdRRpHAoA2i6CD3U3QYVnYYxqEG6Xu4uQxWeSXHX3P7gMUWMxxl7oWXMWresWTb9yF9ApI7EuX7FHq7kb5EFXJF+wkPL9PDjuce4thPf2PAImO4vJqjP3YdLWtewSsU8PMphPQopJJ4uW68XJZMWzPK6QUlKSS7cdOdyGwnXrINpcB3XJzObchMmp5dm1C+Sy6TRhay5Lrb6di6lt2vP48uFG2b1pBv6yDf20P3vr14+Qwin0Tb8TRIFze1G2HYKC+Pvu3pIondI9vdzmt3/hjNCFNI9rD75WcQCFQhhZvqZNfLj6MZJqZp4rdv5aVffJNU6z50w8LNZujasYFY7Qi6d2wOLOByKbY//zCm8KFnB5muVgqpFEYkStvG12nftgE3n6F9yyY2P3EvduUolJ/Hl4F6oRmKBqqDysUIR/Fdnxnvej9653pyHa3s+MdD7LjvITp270A4acLRaKAu4Tro8Sq0qI1yXOx4goqGEeir/0jj7MNp37SK7h0bWH33z0AIXvn1tyjkMsHCrywQipfRs3c9huxClw7+lmcQq+8kHKti9Xd/RL6nB023iCbimB2r0WsnIfauIFZdzai5x5LuaObYT3+dts2ryezdS76jgzdv/Q65tKR6zHhMy2TeRZ8KYpI+y0jLZsZZH2LKyRei7+eHfSjAUHnmnHgaE487vZSUFppO04LlHHHORZjq4F0M0WLVmBOOxYpEiFXXsfiKb1E+ekKp/aU7bmbRZ25m5LxjS/eKZlpMOeVCJp94Lk9/+0pitSNZ9LlvkWzZi5fPkelqpXz0OI755A0DYmHDDjPr3EupaJpM4/xjaVn9Cuvv//2A+bx5149Z9JmbKRvZX3gQKq9i8eduYdfLT9C1bQOFTJqdLz5B04ITmXDcu1h3/+/Z8NCdjDn6BKonzGDpF7/P6nvuYMJxZ+Bl2ln/6B9Z8rOfkhg3DoBIQwMNCxdy9LduQTo5Trzm+5Q3TmT1X3/B3Asvp3bKXNY++RDCDLHk41fTu3c7YxedytiF/QvmQtMZu/Bkxi46ld6921ny8avQNt4HgL/lSaYsPRWA5L4dgUWG0f987RXS9G5/CSteixWvA7F/ClqRaV7/b3hn/zOhnBx21xqWXXnzATHSCV+4FbtzNeoteQcpVUCMM21OuPYnIH2MUJhjP/MNtjxxLxsevJOFn7ppAJkwVjeSxVfcimFbuNkkcy74eGkRVjMMJi0/h5lnfwh91R8QXhYjUkHv9hfxC+m350IMYxj/ISh0drLroYcHbXN6e0nt3AFAvKGRZV/6EZHKulK7kj5lI5owIlEWf+5baLpB+6ZVLL36+9RNO4yVv/8uI+csYMLSM0sxpNA0Go9cxhGXXEXvluepP+IilPJRejlr7v0tAEYowtz3XE6iYQz6nhVoskCkbjJGpD+HnGvfinT+uW3VMIYxjGEcDBim2xzkyHa1k2gYXUzAGuC6CE3Ddxy8TDdW3MDNJnn55k9x7CeuDawnCi66baMZgdymZttI16PQ24weqeXlO77J6COPD5QcpACpkE4eTTdACLzkPszEKNxMEmhA1zSkUjjpJKFIBOkrPDdPvrcTLa8RqkrguwVyPZ1Eq+rRhFmSE9WEDzLQaci07iNRVYMoKjb4roOSIZSTR6Hjez657k4EklC0At8pkG7dSaRmBOgC5btIpfDz+cA2AoWu6UghKGTT6HYI5bso3UAqGdT5KHBdD2GYCBFU0vjFRR+/kEeYBrpu4TgFhJJoAjQkvu+hVPE8lI/vOmi6ge+7vPmH77HwshvJdLZQSHeTaBgDykfoQQWMkm7gpyoVyvfQLAjKl/xAKlkEEsqmGQvkToXCzWawTBM0jd69W6meMA09FAnUN5SG46SwEmFkLo8wNZRXQEmdNffcQd30wzniw1ejGSaabtC7dzsv3H4DY44+Hpac/o7du/9JcFK9vPGHHzH/ks8jPZfGI5Yycs4xOJkkumlhhKMIoVHo7SLX1cGRH7kmUOso5DAjMYxwhExbM7nujgHjbn70bmqnzGX+xVdiJ8qxwzZOxxY6nvsJ0WnvJtPRTLZjoE2Gn09SPvFofMfl1JsDYkAoUcmYI5fhZFNouolmGOimQaKugZV//CHzrr6K3o2byTY3UzV7FtGRIzG7ViK3Pstx73s/rl2N9D0sXWHseQ61ZTv2uAWknUnEjzuMdHeO9lVvcvSlX0F6BXyngBWJgKcYOeZI5rz7UnLpbuJ1o3CyaUBywld+Sr63i1hNA2b7asSq36EKB3rCinwP6x56HC+fJdfZFngf879XaaSkj5dPUejdh5dPYpeNwIxUYoSCY/qDzHG/nVFycKm5YfzfQax2BIs+ewuFZDdeIYfQJIXO9aR2PHNAX7+QCuSGDmIYdoTyKYuINc6m/dW/lbZb0UrSe1cOuV+uvR0UmNEIkcpavGyaTY/fw+xzP0asbkTgC1tWxcyzP4z0XF799a3MOudS7HhArMv3dvHGXbfTu2cbddMPJ9e8npIJ+1vgpgPLCq+ng10v/ZX6xRfTvvp+EqPnUTbuaJA+mhUl07qB1K7B5+zn08SmzCC1dzWd6x6mZva7iI2YhnQLCN0k70i0UBm6rlM9/eSANOE7aIaFbsXQiklb3Y5SPn4B8ZGzkF4h+E61Iujmv9fL1opWUX/YefhONrAHM8MYdnTQKq1h/O8jsA+TByg69FlX9NmVIURgSQaBLRxFRQddL9mIDRMdhnGownfyxKrrWXXn7Uw/5yMc86mv4+Uy+E4eKxrHLqvink+eyinf+D2aEPjSR2g2XjaDMAILBtctYAgNz/PwPY/WdSvZ9uwDTD31ImLV9SilcHNZNj58F/lkFxOWnokwddB08FyEbeOku8mnegknpgY2gk4ezAjSd1BSY9XdP2LuBZ/AL6TRQ1VkOlowwzGELuho3YNh2eQ6W9m+4kEa5y2ka/sGLC1GYdd2dq5+ksM/8LlgjbRlFWraiWT2riJUlcaKjEZ1bkaLjsDVNKTnsvWxvzDmqGWEExVseeJuCpkepi09FT/dxQs/uYH6mUeiSwcFdG9bT++ebbz+xx9w2PuuINPWzJt/+ilzLvgEvuuC0tn40F00Tp2G9sZvyTeczENfuYTl199BPhmQ3mNVNbj5LJsf+TNtG99gwUe/hBmykUoLlA2dDB1r/kJi3DFEaqYhNAGZNnwrhNPTE3z37QhRNaIBbcWtxI78OJ5uoFshpFIYMQFKQxcObrIZc9dTZNpygEa2o4Wu7evp3rER3/Xx8hmIWUg3T7isHOX5oHzw8qjO7egToWXFc2R27WbWFZ+l4bBZqM2PY+gGsmcvauvNhOZ9gDHzl4KmkW7dS7Y1IDq6ySSvffM2Dv/Klxh12LG4hQLzP3hlYDPpulixMsIV1RiW/U5+JN4RKK+A9tqvmT3nKKYf/yNcx8WwTMyujbDyDlj2hXd6iv+7MML07NqGXVZDWUMjS668Da+QQymFHY1jhKMcfem1ONmgEMYMRzHCUfK93Sz94vdJ7tvBG3/8IQ2zj6aicSLbVzzIxBPOwYxEOepj1+IX8oFdaigSeFnbFqm9a1G+R7ZrIBG3Y8saXv7VzUw95b0kRjRhhW1ktoNo7Rie+/ETABRSPSz+/G3sXfk0z3znKqTnku1s47D3fS6gWgrBos/ejGEZpHY8R8OMuTz782tY+I0bCUXK6dm4idTu3djxGLafw9j5MEvf/wFcuxotHKJh5DziE5pwrGqi5XGOvuQKHMej/JyPMOPMD+Llswhdx47Gkak2jly2ALHyDvCKhBgvj2n3k4W8/MDFNCV9qqaeQKG3GZSkYsKx5Ht207v9JQDcbNf/2lv9fx7ShX1vUKFpnHjZlTgijBBg+BmMnY+DaaOmnRRY9Pbt4vt079xERdMUDDvCsZ/5Jm4ugxmJk+1qo3vnJrKdLcx690ew4+UIIcj1dLL16ftJnPchdMPECEU5/dY/4zt5zEiMthdexelNEsp0gFsgXDWW1J7XGSouG8YwDlXIQuEApcv9kWsJrI1MO8yIOQs45Zt/wEn3gNBQns/Wp+9j4rKzCU2tZPlX78DJJIlW1QeqP9JnxQ+uYfzi01h8xa1IP1DMbl71Asl921GpjoBIi8SKVnDqzX8MFL1CEdbe/zs6t6zlqGOmglfAjFYSKhuBGa2id9er5Dt3BCT9YQxjGMM4yDFMdDjIEa8fjZQKKYqL9wpAYVg2PnGUdLHjFfTs2Y4ZCuPnHXRToAmB9AJbB5nPouk6yslAWKGKPqOaYaN5CiwLhYHQCH54DQulPPRQGE0FC/NKgZ2oIJvsIVRWRe++FmI1DVCQ6LqOV/CwInFA4nsOCgPpuZhCohkW0vMwI5HA0kHoRf9TESSthI7yfAw7hKYbhBIJhC4wzHBQDeT5YFromkJTPlZZWVBR5wXJZolAt0L4hQKaYSPw0QwTqRRKBUYYAorVPYWgKk/Xyad7SFQ34LkFvHwOOxoFRZBoEhqaVvTjwMSwbDzXwbRDxGpGoJsWvXu3Utk0OUic6ybCczHsEOgWmqUADaSD9PyAsGCZgZesrwKLj3wW3Q7hKw3dNIuS+YKaSbPQLQvpOQghkEqhG1bwQGbZQZLd99CMEOWjJ9C69lVa1756wL1TN+2wt/FO/c+GGYkRrqqm5fWnGT0ihls7l5a1r7J9xT/w8jlGzj2GpoUn07l1Hevv/wMzz/kIlWOnsOXJv7PliXsYt/h0xi85jarx09j7+ooBY7dteJ22Da8z76JPYyVXktm7jtiYuaQ7WqmdMgc/PzA5YJWNZNPjf+XNu34y6Fxnn/dx9r6+guOu+i7gMm3J+Tx64XtLUtoAZRMmsPj730YUHkRbdw/7pwAVIKonsOvhx3nlpluY9uFLGHfeObQ3r+bFy28acKxpJ1+EmbfJtrTy3K9v5KQb7mDbM/fTsXkN8frRTH/XB4hXVeOseWNQkgOAG6mna8cmAGqmzMX8X/RGVNKn0LOPlpV3DSAsmMUFRyNchhkb2jpDsyJo+qFVFfafCjuWwI4FNgPp5nX0tG8evF+ifkDV/8EKITTMaAWxxpnwXLAt07ye+iMPZ++TTw66T9WM6XTu3MgLv/wGy6//BW4hS9mIMTzxzU9RN/1w6qYdxqo//5RlX/ohu15+AsMO88JPvjroWPVTZhWfAQZHpH4SSklaX/wjFVOPw8v3Ip0sPVv7vy/D1eMxIuVDjmGV1ZPc/hLp5rWUT1iEboYwrEAu2Pd9tmx6gzlzAvlqzbTRzKEXPzTNQPsnx/p3Qbci6NaB8sPDePuhfD9Y4OtTdOiznSgSHZTngQgUHZQM2oQe9PULhYDoULSukE6gmvLPEmXDGMbBCN2ySLXuY/zi09j22F/Z9dITCE0wduHJRCpree6q91A2alxg0eAHnynPKaAZJrpt43t5NKHje26wGGRbVE+YQeu6lbzyy5sPOF7TMSdh2DZuJoWpmygUAtBNE6+QD6TepSwS1TR0M4RACywWdQ0jWolmaMTrR9NTjNs0M4RdXkU4l2PMUSfgOw6VY8Zjl5WR62jHzWeRRYUELRRHaBaxusmEdB0HgYyNxmx5jWTlfOx4GWUjx9Ly5guMXXQqVROms/XJvzF52RkYhk6kqj7g/gsDEa4k3jCGcHkVyb07MSyLWO0IOreswbDDSOlj2WFqJs4gl0wS9T3iFeWgFC//4iZmnPUhIFDOkJ5L1fhp7Fn5DH/95EBS++m3/A6UIrl1BcmtK7DLGqhM1GOGI+i2iV1RRbSyDiUMRLgM9dx3MENlaJVjUL6DyvVizTsfWUgjwhWojm3Ujl/CpqcfDrzo9+6gavx0unZuQmgG0fIydNMiWj8Gze9AoiNiNah0O1q2hXhTE6kdO3ju059lykUXMuXIRvy9r6HXTMRvWYt86fZgsXfS6ViRKkIVwbNdxbRpTPrwRfzj2vcFiotFJBrGcPxXfkK8duT/zk3+HwDRZ4218zmMnc+9JSEoEKGhn8cOCmg6oXCE3a8+zbZn7qd752bKR49n6WVXoz3zI6SSyJkX0tXaxcZH70FJSeMRS0iMaOKF279KIR3YvU064RyiNQ00r3oRL59l2unvp3vHJhL1jbxx14/Z+8bzoBSnfP1XSLcX3bKoGjeNru0bBkwn3bqXV351C5OXn0NNtU9y83NMec+tnHj1t3nwxsuIVFRz/1XvGaCwVjt1Lmv//mu2PH4PZjjKidf/AKezFc20qWysZ+S8hbjdSZ758CdxU/0xdnTkSI777tfR1/4a28mg1U5BFsoRmsYTt3yaTEdLqa8VjbPks7fRvO5VqidOI9L5Gvq2p3krRKyGdEd76XWovN8KxndypPa8Se+25wfsExsxg8rJS+na+AThqgNtNA8ZmGH0mgl4W59B6/kv9qdMK0CfehLCGEik1iyLSHU9uqGz6+WnqZ0ym50vPc6k48+ieuIMunduonvnZl74yQ0D9pt84vkYoSi9zfvI797Giu9/CQAjFGbxp2/BiscCC2MrTLhydJHce/DHwMMYxr8CIxrBrqig0N09aHv55Mmlv4UQRKtqiVbVApDt6SBWPQIlPVpXv0a0poGtT97LnAsuQ7fsYE3CybPlyXvZ8uS9A8adsOR0VGgSTnIv6An+fsV7Sm3x+tEc+ZEvkWnZCanNYIbp3fZCcRIa1dNPRggdzTj0iJ3DGMYwDj0MW1cc5IhUVJHr2AHCQDkuCIERjoFQ6FaEQnIPdizB1FMuQHpBAtcIhXHzaRRBxZpu2WiaQWzkRIQumLj0LAw7hOdKdNNAWCaariN0I0j+VIwmFIlhh6P4no8UOgiFGY7SvnkNumlSN2ESdiyOGY2R2tuK0nzC8Wpcp4BlWyilI/w8wopihCO4hSyVTZPRTRupBMIIqtK9bA6pGSjPQzMtIpU1KKBr1wZ8pdEwdSaGoQOKUFUlXt7BjEfxClmk52LoYJghzEiMbFcrmmEFJAUjRMFxQXoo30cIkL7AzWbQdAM7UQluoP6gpMQMR1FSIZCBDYhmI5w00g/mhdDQLRvlw9STz0f6HvXT52NF47i9HXiOg26amOEIvuMSiiXw81mMUBTDNPDdAgotqOr0FboZQvkSIRVCM7EjUXyngBkOE6msZe+bL+A5LppuBfMyQggt8F4Vmo5px7EjEWaf97FB75toTcOQXqbDOBCheIIpJ51P/fjxyLV/x9j2GG4uTWXTFBpmHkHrupX844vvZeppF5Fu38dzP7iGFd//Mo1HHMeiz97MyLnHEK2qZ8rJFw7wcuuDFY3TMGUGmb3rAMGIoy4gUTuCcceeQmpXP0lF6CaRmsnUTz9i8HFiCarGT6Nj82oevfHjGEYVz37qMwNIDgC9W7bwxg9/gmhaPOj5GtNPxaoKZNj2PPk0PXu2svXpvx/Qb92Dv6diznQcN8OYI5fSuu415p5/KSdc91MWXv41aibOxIhVYs07f9DjiEglWc8k074PzTCZfsb7/1crr7xCmpbX/nyAKoOb6aRr45NIz8EMlw2Qk98fFROORQ8dvL62BytC5SPR+5K+b0HFpKXo1uDeuQcjQtVjsCuC5H/X6odoWLgQq6zsgH5C05h1+WVse+Fh8j2doBSTl51JqKyKcEUNXdvWM+boEzAjMfa+/hzSl0xYdtagvn1GKMLY+QsJhWNDEBUE9QvfT2bfelCK6sPOxsl0HtAr17GN+IiZgxNThE5sxAwyrRsRhk2sYVqpEn8Yw/ifQPqBdYXQBrGqYH9FBw1VVHTo81Xus65ACJTn4ReJDn3/D2MYhwpCZTVYkThGKELzqpeomzaP2slz2PTo3Tz1rc/h5jLMvfAy7HAsWEyUEhSEEmUBuV1SVLOToGtoZogJx70LI3QgIUzoBjPP+hC6JgJSvJTohokwbIxQiGhVPa6rUK6DGY2jmSH0UBTNMpmw6GT8Qg4jnMAt5LEicVrXvoouAjnicCxKeeNYRkw7khevuY6qcdPJZ3tINI5lwsLTA0KTsNCmvwsv2020shH3+Z8jklvRxxyBallDLCIww1FmvvsjrLv/d5jhCJNPPI9cTydu3sWubGDBR65m9wMPIXSLTDrD1FMuoGPrOsobx+N7LpphUj/jCJ79zlXomo6SgulnvJ/1j98HTcdi5VpomHkkqdY9VI2bjBmO4BbyVE+YyqQTzxtUIWjfmpWEa/tt6wq9zVDZiBmyGLX0WBJjx+K099DT3oaYehoAKt+Lv28VsnUD5tSTcF7+Ld6mJzCnnYTKdVNRFRRVjDp8MdtXPMi00y5i5e+/R7iihmRHB1ainLV//x2ybDTS8zFmngmAvuMR5nz6E6W5bLnn7/gjFiLbt6DVTAKz+Hxmhsm45bgdPWDp1Bw2j2mXfojnf3bdAJIDQLJ5Jy/9/Bs42X+i0HaQQ4TKMCYuGbRNbzoSQom3d0JvM7RwOXaiklxXG7PO+SgA89/zMfQ3/wBuDrwC2uu/ZoS3iaM+cjV10w5j54uP8dS3PlciOYTLq4lW19Ozaws1k2fTvmkVT9/2eZ774TU8ectnqBg7ldO/9ScWf/42QMcIxakaN5GmBcvRB4lldctm/LHLSW5+jqrZJ8OeVwn3rGXuhZ+kbeObA0gOumUzefm5VDYFC2puLkOyuQUn3U5s5CySO1cw5bizefnL1w0gOQBk9u7lpZu/jxq9CADZtpFRJyzl9b/+eADJAcDJpFjx42uoGj+FslHjEJ1bBr2ecvwJrLr/j0BALguX9culu5mOA0gOAOl9a9AMCytRT6iy8Z++XwczhG5iTj0JtEHqD3ULc+KSEmm2tNmOEiqrRE/vpXbKbJ770XWMnL0Aw7IDK54h7q/JJ56DZVnYiQpe/8P3S21ePsczP/gSyndg/FIct0D76vspazzskIqBhzGM/wlCdQ3M/MTgOfTKGTOI1NUN2gYgM22Mmj0ffdPfsePlvPDTG5l2+vsppLoxo3Emn3jeoPuNnLsQL7mb+KhpOMlWdr8ysDAu1bKbtff+mobph0G8nlyqrb9RSTrWPkj5+GPQreE85TCGMYyDH8NEh4MdssCOP38BqXw2/Pq3SMdDuQ6IwKYgUj0Bx80z9siTePKyzxGKxXC6NqGUCBQJELi+wpdg2HEMDSrHTgEg1dGGTkCG8H2fQscelJNCKZ+Ozc9gR6N4Pmy772F0FIZtMvqwRWS62jBMCz/XQXbvLrJ7mwlFYvSsX8/ufzyErzQ0r4Cx5k+4noehHHTDQrPD5Nq76V61ijfvup1CshelfIRuEyorp/O1ezDDYYTQqRgzGeHmMA0d+eovkb5DPpcCYZLr7uCJmz4ZKB0IH7q3ke/pxHdd3FSabfc+gK55gUdqugsjEie9/SWcnl66Vq0n2bwLP5siVF5NvrsD3bYJmxJj49+RnovvK4RpokfK0VEIL4+x+1mEJpAiYLnrXZsRvmL9z39NRW0NYufzaPgU2jeS3rGTTFs7mh3C80F6Lrpp8eQtnwXdIrV9B7v/8XBgtYFGbtcWaF2JaYXwXQ8jFKF6wgx8J0eus5uu198g37kBIfO4hTzJ1t3sXrUSvWcH1eMnc8xlX+v3DhOCEXMWcMI1PyYaGw5s/qcotG8kXF6J2fYmAGrnc4yZNQc7XsbGR/5M67qVSM+la+dmll/3c8obJzL6sEW8/scf8tS3PsfTt17Byt9/j8SIMSy+4tbAzqSImslzOP7L36f12duxykcw7l1fRtv7Kg2TpuKktpf6WfE6auecgxQm4coallz5beINjfuNM5tjP/1NVv7uOxh2mDFHHU/Ppi34uYEJwD7sfvhh3JrD0Wr3YyVHqzEWXIoMVeEaDkd+7UbGnHoya+791ZDXZtvzD6BHw4w79lQa5x+LXVZNKF4eqJcUoVWNxz72MkSksu9IiPppuDMu5Nnbv0H56AmceMMvideN+pfel38Vbro9CPIHQaZtI76TRbej1M05m2j9tP28W8NUTV1OtG5y0RZnGP9JMMJlNBzxXkJV/Z87I5Sgbu452Inad3Bmbz+seA1jz7qOxPijQGi0vvRzjv/VHdTMm1fqE2tsZMlPfkysrpzDz7uEcceejNezj2o7DSgWffZmpp9xMdueeYBFn72Zzm3raJh5BMl9O1j02YE+xFXjp3PSl7+Dufk+1Oq7mXDWV4g1zu6fT3kDY999A1ooRsfr9zHq1C+z/rH7qZ5+KpHaSQR6S4GaSuWUZaBp1M4+EyvRn2QwY9XUzj6D3u0vYcZraDjivRjhA8kbwxjGW6H2W1gIFB2KNnDF10C/ooOUiLcqOuxvXVFUA5O+X1JyGFZ0GMahBsM0iVZVE/I6mP/BK+ncuo61f/8NPbs2E61pYPEVtxKvrEDlk2i6htPTTedrb7D3+ZfAdVBK4qVT5Fo2ku1qp9C2E8tpZ/l1P6Nq/PTSccpGjWP5dT8loucRGuS71wcE93AYt+ATipURLq8g29WGYWh4bgGZ7aaQbKd39xvEa+sppNLsfGwFZjiEFbKZdtr76NqzE9sSCKHA6SG1fQstz66ge8MWEqPG0PbSS+x7+Cm6Nq9HaSBDNWj5JLJnD/gOvPlHfF9gHPMp9M0PIzKt1EyezdEfu4619/4WMxLlhGtuJ9PSzLaHniBR18T6n/+C5PbtrP7bb9j27D9I1Dcy9ZT3sPWpe4nWjuCw93+W+hnzeeZ7V+Pm84TKq5h88gV0ujEEkqMv+iiHvedyUpueJFpejpvLES6vJpSoYNHnbhkQc1RPmsXIuYuonnoC8dHzSkSIdMcO9Fw3sZoEVlmUxOgmKEhUeRPaYe9HhMuLI2iISAUq24Xs3IbKJ7Hmno++9WFOuOJG9qx8liMuuYr2zWuYc/4n2fXy49ixMgrdW5l9zgfY8vIK/FwSVTEW88gPgpOhItLJgq9dR7imBi+T4fUf/xox/1KcTU9gH/MxtKpxiPrZbPrLfbz+jVvxcwWOuOlrqJCGkxmczLD39WfJ9w5ejXkoQJg25ozTMaafCn0VnrqFMXk51rzz0Q5yJSmhaRiRKNNOvQDfKXDsZ24mXp5A5ZMD+sm2DVi7n6F2ymzyyZ7S9voZ8znm8htZ9ddfYIQiHPnhLzFu0WkI3cDL53CyKSqbJrP2vt/y9K1X8I8vf4BMj4+mOVjxOEuu/DYVY/rJRBVjJnH81d+l+42/UDv/bGrGzUNufx72vMrkxSez9an+YoKKpsmc+NU7EJpOzZS5HH7x5wklKnnx59/ArppFrmsPtTPPIN/RQb7zQFIwQPurK/HCo4Linsb5+EDH5tWD9s12tRGuqKF1wxsYR30E0TCr9NwjQmWoWeex5c3VJJt3MeXU9zL/g1diRQOijPRdene8POT7kNq7htrZ78I8xJ/JRayG0AlfRJT35zm0ijGEll+NiFYPuo9lmcjNTxDqWsP8iz9PIZtix4tPEo7HOf6a2w+4v5Zf93PCNoh8N/veeJ5M50BSi5tNkWrfhzZqHj1bHkNJH2f/xdJhDGMYAOiGQePy5Rx+9VWlYhBhGIw55SSO/c5thOsaBt3PL2RofvoODCGRO16mPOwx5/xPsPeN5+nZs40VP7iWKSdfwKx3fwQzEhASNMNkwvFnc/j7P0WiegSakwZ7BG/+5WcHjN+86iWk56FNOZHOTU8MbFQSN92Bpg/bXw5jGMM4+DFsXXGQQ/keynNwetvItbTy4OlncsJdfyRcU4MwAyUEAx3puyS3bCG9Yye+ytC99S4qppxAqGJM0R5CQ0ifUHkNSnrUTp2L9HykJjBNnVw+G6gf5JN4mk62YytOuoPqaaex9/En2P63e1n84+8TSlSgWzZSykAmvrebF754NZPe9z4STWN445bbaHn+JRbdcgOyeyc8fTPenPdgVU8E08JxOnCyWVItu3j4ug8y69xPMH7xqShNJ7v7TXrWPsa487+FaQicx28LFmVb1iHSrbSvuo+KSadR6Okm2byTBz5/Lmff/Cvkcz/An/NxHv3qR1j+5Z+x7qe/oPmZ51hwy81I14Fnv40bHwvU0Pnaa3StNZlw3nlYlZWEDAu3kAMnjezagXrqG+gLP41WVhf4jGommnBxdzyP3rYR84gPoXQTUehFpTey8/77mXbOcsT6e6FxJirbTaHH5omLP8hRt9zCyKVLUK6LMF3KGsaw7oE/UlMzhd5Nm1j3i1+w7Ne/CqoDV9+NPmIz+uwLcDEJJSI46V5SzbvpWbeeUPVIOlrWE2s6nkK6l43/+C9GXfRexOY7GHX4B6m9/me4+Ry6aWG63fDCt+HEa9/p2/c/Bk7PPoQShPO9pW3a899j0tRTaPrG7/EdB800EbqBbtkcd9V3ka7D1mceKPXf+fzDpFv3sOiz32Tpl36AX8ghUFiaj8ClaelH0dwMautTqN69iCnLidZOI1Y/vVRF2rttNzv/fj9j3nU6VWOnsexLP8TL59AMEyMUwctnOeaTN4AQNK96kZ5tg8v1Q7CII32JOOxibDxQHhg2vrBxsxnGLFiGYYdJtexh89cfGHKcXE8ntZNmYtsWZtngi8aaFUaMnkeoehy4WaQSeFKgMhmOv/Z2QokKwuVV/w/vzL8Gv5AZulGpktKDEU5QPf0kKiYuQkkPTbfQQ7FhksN/MMxoJbWzz0Q6OZSSaIaNcbBL9w6B7g3PYFeOZNycr6Kkj1IdHP3165COCoh3IRMjaiF0kxA2R7z/U2hInAd/RcO0U8lGxtJ09HJe+uXX2fb0/Uw+8VzMUJhY7QjMSJzjvnAbvpNH8x305E70DX9C5XqCg7/ya5pO+QK+9FC+i2ZGgsRxNsXoU4JFnKb5h9O7dQUVk5dSMWEh0vcQmk6uaxfNL/8BzbBIjJ5L9bSTg8Vlw0ZJSdW0E9HN0LAVxDD+x+hTZgCQ0gvIDMUkkZJ+idgARcUHIRCaVrK16Eso+Y4z0LpimOgwjEMYQnrIHS9iOVkWfOzLeK4XWBSGwoR6NuI+/z06q08jn5VUz55FtrmZLX/6E/vGj+eIr16H091FIbkXPREjn+okuvY3xMcvYtFnbsJzXFAK09TQN/4dUjWoqtFkW9ZT6N5N+cTlmNFyPKeAnajACkVQmkB6OTQlkW4OP59k36v/RfXkd7Hhjl/S/ORTzL/uauxYjKqxU0BKlPJBCPKdgVz7s5+8nHlf/jLZtjZ2/O3v9GzYxORL3k/dkQvQKptQe14JTt534dmvI2eci5j7Pizhg6Ezat4i6qbOQ3k+iRFNFDq7eeob36Js/GTcdJrWF14g39tJ52tr6d29jSmnvIcxRy3HLxQIxSuZc8En8Qr5om1hnLLRE/BrRyJ9H9vSGL94LLsf/g5dqx6gcu6ZmOZRRKvriFTVsPTq7+MX7UHC5VXY8XIAKicvpazpCJT00JVP/sGvglIkppyIVz8T3xd4eQ+jdgZG7STwCwjdgkL/YrG79gG02kmY007GMgWzTzkbV9gkRjQhhKBm8mwMO0J231bSzS9QO3YSLgrdKyBqpmId/0XwCoyaHabmqIV4mSyaZWFUVWGMmgxuDvuYj+I5kvwdz1Po6uKZSz/BtEs/QnjiiKFvQqXw3UNbUUcLl2HNPBNzwhKUVyBX8DAq6/+pbdfBBCNSju/kGDl9Fh4mVq6VwX6Rxe4XqanYx0lf/QVONh3E8qaJ77osvOzrWNE4TibJrHM+yqxzPho835oWeijC5sfuDgZRiqe/czWNRy1j7vkfo6JxPEs+fyueU0AIsEwN4SQpO/Js2PMq8tXfEfihOqAUx37mZvxCDjQNMxQh29xKqnUX0cZRNB6xlJFzFyJdB82ysWOj0XQdL7vnn56/NOLYJ9+IMm385r3/tK+bSVH//7F33+FxlFfDh3/Ttq9WvbrKRe4NF1wwzfTeExLSIC8hb/qb8BFSICShhAQSSCAJISSB9ITQQgmEjrGNcQf3Jlm970rbZ+b7Y6W1ZEnG2LIkW+e+Li6880x5ZjSzO+XMOePKUHx56HOvQUlGwUqiODzEkwpjMicy7oyrcGfmdsu8aFvmQa+trURYSj6Syj6k5Y7Dddo3sONtRKMxHBnZaAcLAIlHIRrE3vwMgeKZMOtq3t+8hmjNLjLrV3PqV28nkbRAUXA4Heg1azDXPo+64DNsfe7Pvc4yGmqlYfPzWPEwAMn4Qe6LCDGMuXLzGXfVRyg59VQS7e0ohgNXTjbOjMw+p7GSCZLtzdiJVCZdZe0fKBq7mOTCs9m78hVqN63CbKmkbOYkSpf8nmQige504jAU2PcO1q7Xsed+gtd/+h2sZLLXZSRMk6Z3/0qq8E13ZqytP1ZdCCGGPAl0OM5pDjfOrBLseBu5c+cw9sJziDSupmVnebfxciZfTt6cOVS+tYKx5y0mWLGW5i0v9Jifw19AwezL8fi8RFv2UbPyj9iWSdaUi4hHY3gz/cTbm3BljiDaXE7Tjv9SuGgB6+/5GU+cfHp6Phc++wSaw41v5Chsy2LHX//KojvvBKDmzTfZ8thfKJ04HrtuC/aqh+j8KTfmfAmH10f+hFk07drMmkd/wppHf0LhtHlMPmkebRV/YcuvP86kq26HaBDibaC7UBIRNKePSMP7OLzjMNxeoi2N1G5/j2xXAIduoeoG5e+8TO7sWVS9+hpPLjuDC5/8GyTjeHNHEo8nyZk5E1dWFq9e9z+0V6YuCjWXiwsefyxVX2/3csyXvo/ZZZuZE05Fy5+IWfEu5gvfAcONseBTqPu2kDdnNomoiUPVsGq24MjIx+9JXdSsuPHG/X9Hl4tTHv4VvuJc2suryZkxg13/+hfBHVvxZAdQs0ZiVW3AqtqQWiagjj8D1Dzaq2vRnLOINldgxZrAtomHQ5jufLRkHHPFr9CArvGdijcXDqgHKPrmGzmT5vf/i7dkKlbd1vRwa/Oz6JufRQfUMSeSHLGMp844F4Bljz1KftksdtdXpcdv3Pke//pCqlbuFT/7G/brPwHbTJ+qph+5KBqhqgae+9jFPfoSGD+ekcuW8eQpp3cbXnzyybhnjmDLf/4CgOZwsfT62/tcJ3dBAY6MTFzZ3cs06JAq3dI5XoafoqlzCVWX05uSWQvRtjyJdsJH+lwWpGrYKZ4sIAu1Yzmu7INO0u+6vgV+IM3h7VbXTtUdqVI34rihGW40QzLZ+EfNYMdfbqT+ndQN2sLF1xCKrKZhTfdakRnjTmTEgssx3/ohjsWfQ8koxNz3LpY+kXU//zkFp82lesNK1v3lgfQ0qm5w4W2/wLn6V+lh3S7FFYVIzRZayzfiGzuzzzfB/CNnE2ncjZWI0LLjjW5tZjJGe+02VIcXb/5ESbsqDptt7r+RZCWTWKaJ2vGGs2WaHQlFOjI6mOb+8hQdGR3UztIVsZhkdBCig6KqKHkTYc2fUGtvo+uZVAJQi6bTvH0P6+97gAteeB4jM5OChSey5ZHfUb9mDac+/GsU1Ydm6LS1tuDPKcXc+Trazte7XcvYgLro8yRD7bgySwjXbad+zWPd+pI3/QJCVRtw58/AtMBwurAySwjX76C94T3y553ArsefoPK0/XXpJ3/yY0z57CdJRloJjJ+QHr75oYeY8YUvANCyZQsrb0zVP9fcbs555L79fbNMrA2pc3GTVJk211nfxpM9Zn/HkjaeoiKaNm0ia/JkWjZvI3/eLBp3vkdLxQ5W/Kp77fXJ532M7CWXMHbcOLQ+3tgLTFhE6/a3qF/+e+qX/75728QljLngZjTn/kBAVdNRO8pJmU17Uyn9AXPTkyg8mb6JZAPaspvQClIZ4KxQLanvxdSvu1W3jXjdttTImoH3/B+i+vK6Ld+Oj6GtagORui1E6rZ0a3NmjqBg9mV4/b38lnc8CDQsi6KlS6lbvZpkOMymnz/Akgd/2ut2AHD6M3F4JIWzoukovlxM02TrznXMyj26mfOGGkXV2PLYlzAjIaZf93Cf41mhOuzW3ZhN+8gqnYu551XsSCvmvrUkF34ZRyCH+nX/wErGAMgcczarbv0hxectoXrDitRMbJvyt1+i/O2XABi98AzcWXlMXrgI1j6SKhl7YP/8hUQbm/n3xT1LPHqKipjxhS+w4lvfSg8z/H7m3nELr//iJpb93/19ro/u9eLIyiEaaqDy1YcoWvo5dKebZKz3LI/e3Hz09Y+gL7sJJaN7hgEd8GTn9Tqdqjtw55YSa63qtd2VPRplmATWHArVnYHp8LJlxzpmzTp4OQ9Lc6Z+R1sqsKrWQ2slRdMuIRppx1G/A7XyDrpu2c57k7Ynh0hrU6/zzCgooq18//evK7PkCNdIiOOXZjjwlozENE3WrVvHrFGjDz6+y4u/dC62oqYyKSVjmLvfQqlYTV7ZRwGItoUwdj2BHg+nz7GsrjPx5hFpru91/g5fBqpi0luQA4Aza+SHW0EhhDhGyeunxznDl8OIM75A45p/ULRkMZ4iH7GW7g8kFc3ATtiUXXMNG3/xAIYvD8Pb+xPG7LJT0d1+krEQdWv/mb6ZG656F2dOMaapoKk6GWPmAQrx1iqKlyzAmZXVbT47/vYPHN4snAE/o885CzMapa2yMp0ee+tf/oE14hQ44A1prfl9VE1n9NzT0imdAGo2vYOraAaaO6NzpQBI7noLY/JZ2IkoGaPmEW3ejSszg6nnfQKADU//BWv8mei1a5l63kfZ+eYzTPjYR1B0HSsep2bt+zDmVAw7SbT+PQKlpWz705/SQQ4AZjRKzep16OOWQi9R6cnKDRjTL0xlxgBIRLBjbajhamZc9wm2P/k8jFpCcttLOAIFKGqckWef3W0eZjQKZoJ4czlmvBZ3Xh45M2bgzFRRvW6sMWf1WK5S8TYZxQUULD4RTc9DNVzEmrZhuFyUnXUVjdVVkD22x3QAjjkfSd/cEh/MmV1Ce+X7qMWzwNnLjTPNQBmzGNXlJn/+fAC2/uFRJp9zda91FJ3+TGIJG0Yv6nV5etmy1L7Ziwkf/SieolwCEyd2G179xhuMnH0yhtsLgBmPEmquIrdLSvquZv/f/x20xlx61XSdKeddje7seQPS4ctg5JyFaKVLuqS1Hbp0Vwau7N4vUrLKTkPr7W8rxHHGlVeKMyd1g01z+XDnl/YIcgAI7lxBW1MVavZozMp1OGZcih2sweWBggUnkjNyMq6M7ucSVjJB7a7tqIVTe8wPQC07i9p3n6Jh7dO4s8em3g49gKI58OZPpGnLixjebFSjZ1BeYOwCHBmFEuQgjkhnZgboWrpCBUXtVqoCOjM8KCiKim2mbkspeuo2VdeMDlYisT/QIT683ygWw5NiuNEKJ3UpV9a1UcUx8xKcuQWohoHutMmdNokx5y5D93oJV1cTaWjAnTMeO96MM7sIs3QZnQFH3WblL8D2FrLhV78lc+zC9LVhJ0egiGSklWjjXtor3wGHF1V34fAXoDl9RJt2MPHqK9Fc3X9jdvzzSax4AocvG1dONkVLFgMQqatDdTjwjxnTbXwzEqFxezlK7gR645hzFaqn+3WyJz+fOTfeyI6//50p115LzfLljJixBMPTM9OU7nIz6ZyP0hrqvUxDp4yxczF8vWRHUzWKl366W5BDb+MclGbs/7fTjzZuaa+jGVPO63E9kGhrxIqG+ygppZA98ZQP/C1XVJXRZ52VTiNtJRK0bNpK8YyFvY4/52Nfwp3V+8NZMXwYvhyKT/ksYBOs3oI6Yl6v46kTT6dhyxv4iiZgVa7FTsTQJ5wCqobTodL4/rPpIAcAw++iaPGJ5Iyc1OM8GFJBvxOWXcqO//6L5oYmlMzeH0Bp0y/E1FQ8hYU92iJ1deRMn4Zv1P4H4olQiERTkOwxk6jZtoYRZyzrdb7T//d/cefl4cwuwUrGMJwG0y/9TK/jjl1yFsRbUTNHpB7QfQiKouIrntbtRYF0m2YQGD0PVZX37g6H4fFiTDh1/4tJ7Q1k5Oay+53l2OPP6HUatWQW4VCkWxBvp+LZi8EMgZ06f3UEiqTMnxD9SNUMcudcRP37L6FPOW9/QzKGWwmTVzaTjf/+G/a4Po7fEbNpLa+heGbv5zUzLv0MrkDvz3Ac/gIMb1avbUIIcbyRQIdhwDtiOgXzr0B3JIi0bOvR7soeQ7SxmW2PPcaiH/2I93//VwpmXYqvcHI60MDw5lAw53IMfyr1fDLS2u2CLtayDytaRxIHLn8hmHHyZl6Ew59PW90KTn3o5xQvXZqu6Ve7bhN2MhV5PvOrX2bKZz/D5t/+lkmf+hTjLr+cZDjMul89BnM+i9oZfaioaGaQwPhSnP5sTvv6zyicuv+CdOvL/2b81ffiL51Pe8Ne1KyRmFUbQNWwXFm0711P1viTCdetYfTCZcz75Ddoq6ti53vbsLPHMfGE2cy69FNsf+tJFv/sJ2RPnco73/secS0fVDe5E09AdWhUvf56j234zu0/JtjQjuuUr6Lmje8YqqAVTcd16ldR/IW4zrgZtSOwIL7uHzhmXIzHaGHsWafRGi/CLlmEvesNPNlZzPryF5h83WcwfKkHq+7CQvyjR9C47llql/8ad76Hhbf/gNDu16h5835MZybK3P9ByeioCaZqaEUz8OYUkjtrBu21DQRGn4miOdHVEPmTZxFP2MTGnAWjFqZvUCm+PJxLv4haOPkw97bhyeHLYdwVP6Rp5yqcp34DtWganTddlZxxGCd9MZWtwGzhhG9+mbJrPk7VG28Q3LqLM7/7EHllHTXpFYWS2Us4+f9+zKs/vYn6ZBbKlAv2B084fRgzL0UZdzIjzzyLCVdfnb4B6y0uZsEPfkDRkkU4HAkW3XkrpZdcnH6j1DdqFJplcfb3HqZwWirYYu3ffs70r32BiV3nU1LCkp/8mKIlS9IPcA5Gdfmxo42cftOPyZ80O70eRTNO5PQbf0T1yz/D8uSk6/wOZZrDQ97088kYNRel45jQXQHyZlyEJ6/0kLaHEMc6hz+XCR+5m+zpZ5ExfhHNW17rc9y6d/+FMvvj2MFq8GTjOPEzqDufYeQpi0k2hzj5K3dTMmf/b3/uhBm480YTHXU66oTT0rWhFU822glX09JQSVvFBrAt9v77RxTNuxpX9v6buK6sUeTPvIimba+CbdNevYXMcSd1OVfJJW/mRejuLBx9BGwKcaisrhkdzFTpChQFRVHSpSro+rvQUbrCtlMBElrH768Zj6OoKmpH6QqzI8Chr9SjQhzPVIebcFLDcfJXUEtmp7+/1azROE+/EUv3U7RwPqf88pdE6rZjm63ULP8Fpzx4D/nz57P8q1/HSoLTW4gnO4cYHpj/WZRAx9unqoY2+kQcJ32Zt2+5nZGnn057VQNFc6/CEeisnawQGDWPUFWqLn08WEM8uBfT1tCdHvJnXowrZyzh5vWc9vCD5M7Zf36bO3s2VlLD4ctDdSrM/dZNlF1zNbrHw5q77mLut7/N6PPOS59/B8aNwzOiFOfi69Ennp4Oild8eThP+gJqUe+Bf4UnnsicG2+kfu1aFt5xB9se+wsnf+FOCqfOT49TMHUu597+KJ683mtCd+UIFDDxmvsITNz/m+kpLKPsmvtxZh/8TT/F6UPx9xH87PSjeHOx7dRbhKrDg2PmJRgzLoXOUlGuDBxzP44x8bT0+XWnRLiVPU/dTubYJXjyxu//PfflkTv5rG4lhA7GW1LCGX/8I0UnnQSKwqZfPMjUsz7BlAs+ge5KBUp4cgpY8qXbGXXiMqlVLVBUjaxJJzP6gpupevMPMOE0tEnnQkd2N8WdiTrjMmLOLPLnXYnhycJs2IlePB0rWIdzyf9iGy6S4eYuM1Uwo61kjNSIVldz2o0/634ePHEGZ932MJXvvkkyFuGth35EYvJlaKVLoeOhv+IvwFh0PaG2RoIVr3Lqrx9g5BlnpEtnZU2ezNL77sPwOTn1Fz9l9LlnpwMrd//9X5z0xduJtrUw8uKzmfjJa/bfT8rLY/73vsfYCy9EMwwMXw7jLv8BkZZKCieOY94nvoyro1Sk4fEz7eJPUnbyaVS/8TDK+NNRD6Okn+4OULTgGlw5Y9LDnJkjKZr/cfRj4CWIoUpzuInjwXHaN1DzJwGgrPol0y/9DC1xN/a0K1DcHQ82dRf6pLNQppxPe3UD8z5xI56cgo4mN1Mu+ARzP34DbZXvoqg6/pGzKZh1Cbq84CFEv3IGCsmesgwrbzLGCR9HcaVe0lR3/oelN3wLf9EYKioasKdd3v34nXwOTLyQlT+8m/ELLmDSWR9Bd6XOrzzZBSy49kYy/Dbt5espmH05ekfwrKJq+EbMpGDOZXI8CyGGDcXuvCo9jt1///38/Oc/7zZs7NixPP/88wDEYjHuvPNOnn32WeLxOEuWLOGWW24hNze3t9n1Kp2yaNasPlNGDrZ4WyM17/4VM7q/dqaiOSg44SqaN+3i1c99Dm9xMeOvuorMKVPInTQO1VCwLRtQcQTySEaDxIK1WIkoDZv+3WMZruzReIvn4/T6UXSVztSVimpgJWwSoTZs28bh9+PMzMS2TJKRIJZpEm9pw0om0b0+MK3Uvz0eXD5HqpaVoqI4fViqwe6dOykKBLCScUwzgaKpuAJZOH0BktF2zFgbuhkltu7vaFPOI5FMsu0PX8RdMIH8eZdhZOSjOrJIJhKpurD+DDxeD9gW0XAEy1ZQLAU7YaJoGs7MTIiFCDcF+fdFl/S6fRVd5/SHfk3OlHEoZjx1o8aVgdqlHrgdDWEnIqmb4Q4fFgqR1gY0S8G2FAyngqpr2IpK0rSIt4axEgk0txvdbVP+zF2079uEohmMPOtrNG54lvZ9G9HcAfLmfoSs0hPQdA3LjNO8axW5sy/A8GYTa2sl1hpEd+hoDg3V4SQZS5AIt6MZOg5DRVUVFN11WJkcjoX9v6sj6e/BprUSMRKRVlRU7Fg7tpkkEU0QjyTIKM4jHKyhcfN/yJ18AZGafdhoeAqLCdfvAs2Noig4fAGMQAHJaAxFUdAdTgwdgtu3p+q/FRbRtOM/GBnFZI5dRKyxFSuZRHMYaB4VNdmO4QpgGx1/4/YodjKJ7nLi8LmJhZPYtollJ1Nvn6oGuq6RbGvHMi10jxtPwQffMO2q/t0nqH7zD2RNPxdHzjgUIFK7mZb3nseMBJly/R9w5Rw8BeNQYplJzHg7WCaKZqAfxo2dvhxrx8pQ8EHb7FjfpkO1/1YiSiISovzfdxHavbrXcQxfLhM/+QB20oRYBDW0F9WfB64MTBzE2mIomoLV8eBX1Q0sKwm2gsPhQlPiWLEg0aZ91LzzOOGard3mP/n6PxBrrUxnmYq1VhOq3JCuH+vKHoWveDq6OwNVc2DbHQ9ZPB/uLaSh+jc4VEOt/539AYZMnw5HtLWJv37mFADmX/tN1v75fsYuOYcd//0XzowszHiMWVfdwKrf3gVA6dLzCNVUQNKm5dl1zPvOd3jn+9/HnZeHkZGBt6iIRCiEKz+ffS++CMBHN22SILoDDLX9eSg5GttmoLd3enkzZ5AMNkI8DNgkokmMjACaoWMmbXSPh6b3XkL3ZLL78VvQPQEyJ5+DK7cslfkhIwNHRh6a20MiGkNXLTRMbNskVLcdzVnKy5+5lkRbG6PPPZfxV15JxuhCwE5lZQFqVv8p/XsCqdS+vpGLcXl8oKupt1sVFStmkWxPXb85AgEc/tR5oRUPk4xHsJMm8WC449rVizOQSbSpCds0MbxeXDmph4e2mcCOBsFKguY8pGuucF1dKijKTJWyUwwtdQ6vqji8fpy+wIf6G5qxMMlIK1gWqsuHcYi/l2bTXqIv3gnJaHqYOuZEtGkX0la7lUS4GXfuWNw5YzHcAWzLxI60dKyrgeLOROnljfD26i1sfeRzqIaL7OlnEpi4BIBYUyX17/yD0effhG/k9EPqI0A8FCLe2gq2jeH3o3u9RFoasJIJdKcLT3b+Ic9rKH4XHQ/fAUNRPNSAlYiiOr2o8WiqdKSqYtoqZszk2YsupWTpUmZ87lM4fG7QHZiRKIrbQfXqP6Xno6g6gZHz2P34LXiKJpM55QJc+aWg6aCAGW7Ak1uChUEyGsU2TbCSRKtWkzVuPqrmAMPAUh1gJVBUHdtWMGNxku0xrKSJ5nCguw1QEmhON4oJsVAY2zTRfRkomoYZi5BMxtF0HSuWBMtC83jx5Of3OOdIhIPsfvy72JZJxuSzUA0PtpUgtP1lQjtX4cgsZMLH7sUZ6JlZ4lCZiShWIgrYqLrroFlajqf98cOuy4cZP9bayqrvf5/53/wKipnatq0VmzCyxqD7CzBUC1WxQdGoXfc0od3vUnLql0hGotiqjRkPY5txYnWb8RSOxz9mDqrDnSrXqQ1upo3jaR84ErIdBnYbHM6yDmuaeJidjz9J3tTxZIwsIRFpZd+bj6E6/eTMuQJVd+B0aKiKhW3bmKgkEwpKMkm4dg+a14dlJzFj7VixEC3vPUukegu+0bMZd+Ud2FYSO5kAVUVzeFAPCDA9EsNxn5R1Hh7rLI4fwyZX2IQJE3jkkUfSn7serLfffjuvvfYaP/3pT/H7/Xz/+9/nC1/4An/5y18Go6tHjer048weQ7hqQ3pY9sRTCO5ZiSt7IrrXS3tVFevvvbfbdIqqct7TT6M6HFSv/gvJcDMFc67odRnRpr3EQ7WULPwMemcZiS6cgcwD5q2l0yg5M/oOLOmMdgTANGkNhfqsQ6q7vOguL7Zto86+iurVfyW77HRUh5tI7Xb2PnPnATNXmfq5x9A6HqR4+wp29HoxTA3viBG079vXo9lOdtyg8x1sPfwoXR+amiZby2t7/QHRAVfm/s+JcAsZY+fRvm8TtpmgccOz+EfPon3fRsxIKzVv/IqaLqXK8+ZfgdaxLKcvgNPX/UaW4QZ35qEH84gPphpOnEbqBlrT+3U8f8UVXdoMzvzzIx0pARNUvvwjbDOBO6+U7GlnUPnKj3qdZ/b0syhYch0rb7+Xlm3bGHH6aZR9+mzC1RsJV2/sMX7muCUYOWPRDSe6F1wHvNSs9/XMvo/6mofCWzKFZHsT9Sse69HmyCxGc3oPe96DQdV0VEnXKIY51XDhNFxkTTq5z0CHjHEL0Fx+3tuyjYJoFDNq4qaB1o3PdBvP8ObgLz6Vp8++ADria42MDJb+7HtUvnR7r/N2F04kWrsT04rSvL33rBKu7NGEKtYQa63uWE4uhfM+erirLEQ3PTM6mKkHdaqKZSY7yljsf2CgKJ1lLVKlKbBTmRvMeByHqqZKV5hmunQFpFKsa46eJVqEOO4pKqap8eInb+j1uso7YgTLfncfkZrtGBn5JIJ1NLzb89p88nUP48sfR7hhN9Xv/hWAnClngwUF8+ax97nn2PX44+x6/HEAdI+HZX94CEtpwp01ivba/TXJY80VxJpTy8iddh7+ko4H7F6glyRBqsODoyOg3ZnZvc1X0rO+uaIZKN5eykcchCf/0B/MHwrN6Tl4mYo+qFkjcZ93G2blOsy67agj5hB3ZVCz4vfpccK1W1EdHormfwyHN+eQ1lV3Z6LoztRLFGueomHNU10WqvVebuMgHH5/OhClk+8QMl6I4c3h73JPpMtlq0HqgXLWpEnsefZZ9jz7bLfplj36cCoYwUqdL9hWEt2XDYpKuHoz4erN6XFHnv01at/+E/HWml774B05gz3/fomCE0tpr13b6zj+kXOIBYOE63eAopA/61LcOaX4Mg+8jj/0NOW6209m2Unse/F+2vf1vLfgH3sCtm1j2/ZhB2Zqhgutl1Jz4vAZPh9ZEyYQqqrFmalT+9YfceaMouKFn/U6fsHia6hd8XtCu9/p0ebIKCBj7DwMuf8hxFGnOTxkjBnLcx/5FIvvuZucKSMJbn8LgJZNz3cb15lVwphLvkv9+icomv8xwtUraFz/bG+zJWvSyfu/Z3tWDBJCiGFh2JSu0DSNvLy89H/Z2am7FaFQiH/+85/cdNNNLFy4kGnTpnH77bezdu3a9NtoxwtF1fCOmJOuea3qTlTDRbhuG5pXY8p11/U63YSPfhR3fi4tu1ekU/NFGvfg7SPVZvbE09Bcg58ayYy1UbfhaWwrSXvdNgoXX9PreHnzLkM/xCwGnrw85t58c69txSefjLugj7Se/UAz3AQmLkbvCMho37cRb8mU9OeuVKeX/BMu7tfoTfHheAoLKVy8OP3ZSiSoXbUGZ+YYwg07yV9wJQCR+l04s0twZPTcd1TDReGij+POyuOEb94EikLlq6/hLZjSa71L1eHBGSjCSoR7tB1VmoG/dH6vTSOW/e+HvkkphBg6MkrnY/h7BkKphpuChR9B0R0kk0kyxo7FO6KQ1j0reoybaG/EJsj4Ky/fPywYpL2yGXfhpF6WqlC48Gpadq3CP3JW+rylK83pw+HPTwc5AORMPgP9GAusEkOXZZrpf9sdpStSJSg0rEQcRVG73/TvKF3ROV1y/d9S8+koXaFoGnYvgQ5CDFeevDzmfutbvbYFSkvRPVlEGvZS1Mc1XGDiSRgdAeYOXx6GLw/VcKFqBu117zDp059Cc3d/c3jcpRcTb99BW8UafCNmoPRSI153BXBnjz7CtTu+KIqK6svDKDsD55IbUAomUb+xZ3ZHKx6mYdPzmPHIIc3X8GVTtPTTvbYVLPgIutSVFoPMGQgw+xvfSJeO6KrylTcJlC7uNizaVE7u7At6jNuw5klKTr2+12VkjD+RZLSF4pNORDPyu2UE7aTqTrz5EwjX70wNsG3q1z+JGW87jLXaT1EUMicu6fV6XXV4yJlxDrXr/okZCx3RckT/UjWNMeefT/kL/8UyLTSXn8C4+Wi9vGymuQNkT13Wo3RQp6JTrkU5SJYNIUT/CpSWkjV5Mpt+8Us0dyb+MSf0Ol7J6Z8nVLEWd14p7bVbyJl1Lmovx6rhyyVj/MKj3W0hhBjyhk1Gh71797JkyRKcTiezZs3i//7v/yguLmbTpk0kEgkWLVqUHnfcuHEUFxenU7V8GGaXm6JDjWmaVFQ3UbrgGpq3v4YVjxAPpiLKW3e/xKgzz8GTl8d7Dz1EaO9e3Pn5TP3sZxlx5pmgmLRV7o/wDu5dTe7UszE8WYQq1mLG2zG82WRNPAVnYASWZQNHZ1t0buNet7VtYVsmqDpmvD1dpiPauJuM0fMYdd6N1C7/I7HmSgx/HoWLr0mlyNSdh/y3y509m9N++1vW/uhHNG/ZgiMQYNInP0npJZdgZGR8qH3goOtyIFXHyCxiwkd/TM3yP9Ky5TUqXvw5pZd+j/q1T9Hy/ivYtkVgwmKKT/ksmj9/wPbHD7UeR6g/UycdTn8PdV2NQIATf/B9dv7zcbY++ijx1lb2PvciS8+9h3hwL46MAkac9RXqVvyFihfuY/SF36Rp00s0v/dfbDNBxrgFlJx2PXqgENM0CUwcx2m/eZD1P/0F0eZW8mZeRKh8LeGGHYCCJ38CGSNm0bD5P2SWLkZ19rzIPRqsZJTmHa9TuOhqPEUTaVjzFGYkiLtgPEUnfSqVGjERS9cdHe4G8lgZCgbieD3Wt+lQ77/my2Xix++jZvmjNG16EdtMEhh/IsWnXo+eUZjut5GVRaRpU5/zadn1KpOv/SQZY0az+be/J1Jfz5bH/sbS++6mddtL1K95EivWjqd4CgULP4oZj1Ky9DMohoPCE66kZfcKIvU7QVHxFU3CP/IEGt5LvdHgyCgku+xUDF/BUf1eH6r6q/9HIzXhsbpNAZLxWPrfZjKBbVnYigKqipmIozndWF0qANoooCip81BAVVPx5GYikc7+YCWTmPE4qCpYFsl4HNUlbzl2dawfj0dT123T38frYF0z5M6ezWkPP8zau+/ef131iU9Qeuml6L4cChZcQXvVZsZc+G1qV/yZSN1OdE+AvHlXkDPjHBSnD9M0UQw3BXOuIFy3jViwhmjTXgzfSJb97hE23P9zqt96C9UwGHflpTTvfApsm5Ydb5I/6xKCe1cTadydeimgaAqZpYtRHN5jZh8cjGMmHqoDu/flxVoqMBMR6CVIsQdFI2f62Tj8eVS99jDxliqMjHyKlnySjAmLQHMM2t+hP7frUD5e5Tu3J9u2wUqiqBooKhmlpZz5pz+x9u67qVu9Gt3jYfyVVzLxYx/HmeVHd2fQsuN1kpFWos17yZt7Ce78UmreeoxEqB5nVgmFi6/BM2I646++h8qXHiBStwPNHSB//uVklM6jbuPTOHz5uLPnkDX2bNobNhJt2gnYeHLH4x81m8at/wW6nHdYSRJtjaiOI3vJSPPlMuFjP6X6zd/TsvlVbNsiY/yCVNDxnhVYsTaSsXYU4+gHEw+F/XGwjtcPu+7uwkLGX3EV4Zp95J/4Udor32PsxbfQsOYJWrYtBwUyJ55EwYlXoRpO8k+8HE/BeOrXPIkZacWdP47CJZ8gEQ+SjLSgGkMj2GEo7ANDgWyHQ98Gg3WP+HD/Ro6cHJb+/OdsffRRNv/uz0z5zNdo3PAcDWuexIyGcBdMoOS068FwENm9l9yp59C07RUirnLGXXUXtW//meDOlSiqRuakkyk48SPovtyjvq8Mx31S1rn/STkMcTQptt3lDt1x6rXXXiMcDjN27Fjq6+v5xS9+QW1tLU8//TSvvPIK3/zmN9m0qfvN+csvv5wFCxbwjW9845CW0bUe8VCnaRo52QEy/V6sUCVNm19INSga/pLZGO5RgIptxXAVFBFvb0I3dGpX90wX6swcgb9kGronh6ilU1XbRDQa7THe0VaYl43frRCpWo8VD+PIGoMneyQ173RPpW/48vAWTEJzeNG92ZTXtdMe/vBvvzscDrKcThyqimXbBE2TUHt7f63OQfm8XorzMtFIYts2wahJPJ7E71JRgFDMpLGlDcuyBqQ/A+2EE3qPdv0wjubx6nA4GF2SR7KlnFjjThyZIzFcIzAtaI/FaY7FcDoc5Gb5MAwHJKOYZpJ4wiJha7h1CwVoi1k0tralTy7GjiwkvP15nP6x+EaUUbvmr/iKp+LOHo2NTbRxD23V76eCJCacRk3EOyDHYklhLsndL5Bob8KVPQpP7gQUzcCMttJW8z6a049ZtJi6+qaj3hcx9Az141UcGkVRyAr4CLj1ju8nk8bW9m4XPxkZGWTGdtBWub6vmZA3/UJa976DKzAZzZNHOBanOZHA53GTH3CmbyrbQKRhJ/FgNc78STgCI9DsBGa0Fdu2iTTswkxE8RaUoWo6ifZGtOzxbNvVM/25OHT9cbzC8XPMxhqr2f6rVBav/JMupu7NJ8mZdybNG97AiobR/VnkLTqf6hceBSBz5lLizXWYoRDW2+XMu3Q87zy+AwDX2LHoubnEKyvRvF5iFRVY0Sjj7r8fPSCpgsWHd6wfr6qqMmZEAUq0gURzObqrCM2Zha3q1IYjhNr2v6VcWJBPlldHsU1syyaWMKkPRgm19bz2ys/LJcNuoGnLiwA4AsV48+agKC50jwvd66Bq+W/398Nw4SuegSuzGNu2sFCoalVoH6DrumORw+FgRIZJy5bn+xwn54SPs31v7SHP0+12k+t3YmgKScumIRQnfBjX6EPVsX68DhdOp5PRxbnEm3cTb9qD6vDgLp5JKGLT0Bwky+3GpSjYikLINGnt+J5yu93kZ/sxdJ2EaVLfFEIBcvwOdFUhblo0BGNEo1EcDgd5ATdOXcW0bRI4UevfJVybKnOhGi7cudPw5I5LlWFRIFj+Lm1V72Gb8R59zppyPnubTJLJZI+2D2PCqDyi1etwZY5EAWLBGtpqt2AnU0GfObOuZPu+5iNaxrHiWDheU7+h+SjxFqy2FgxPIY5AJphxbAXsRDRVXk1RiLc3orv81K39J86sUXjzOu/XBGmreZ9kpIXsGZeyq6b9uL2HKI5vx9o9p9zsTLL9DhItlai2B9XpxZWTgxVrA9vGSsZoLX8Hhz8PV+YIdHcm1asew7aSqew+hZNx+guwgWhzBagaIc8kWlpaBqT/QhyJ/vqNFaI3w+IV25NPPjn970mTJjFz5kxOPfVUnnvuOVz9/BbV9OnTh2x0kmmabNy4kSlTpqT7aDkMmhQVbAtsk9C+1UCqFnf+zIsJla+ibd86AmMW4MoeTbRpb7d5xlr2EWvZR+G8j5GRlU9GVv/WET3YenRua9uME6pYS+Pm19PjRJv24sq4DEUzsM39aYETbfW0tNWjqDoli69jwsSe9VMPR8+k3ofmwHU5HAfuwRlAyajD7NBh6o/1GAyH098PWlcrFqR61R8xY6kbH53HTMaYBRSOWUBRLyUnepMBFHcdYNsohZNo2fEG/lGT0F0ZhCrWEqroWcPTlzeGSZ4BKhdhW7S2l9G6+22iTeVEm8q7NWeMWYCvZBTFA71TDlHH6rEyFPS1zY71bXos9r/r91Nn/0ePHk0yaPQZ6ODOGUustZJ4axWuQDG+4pn4VY0CwIw0U73qMTJLFxFtriBctz09XaRxD4Y3h4I5l1Oz+k/dftMj9anx3HnjyR0550Nn4ep0LP4NuhrK/R+KfTpULRV+OvfE/Lxc6myb/IICQrpBHHA4nIwcNYrO4im5ubmEzCiRWJQIoGr7y1p4/H682dk019ZiOBzEHQ6IRplSVoansHCA12xoG8r782Drum3620Bt7851mDaplLq1/yIe6qxXn3rpwJVbytip56AaPVO3d3ICGQe55DSj/tQDHtsm3lpFvLUKT/4EXOpIEu1JHBmF6ayGViJKcO8qgh2XuEUnfpIJ+Uf/erY/DcYxY0aaaemjTXcHcHsDzJpVdNjzzz78SfvNUP4u6s8+DeX1HGhmtJXqVY9hxfcH2YRrNpM5filTJ8/uVkot98Bpu2zHrNyeO3BucY9BaQnP3HSgg5WI0l69Gk9uIQ3vv4m/ZCbhuu29BjkAeLKLmVZ85AGTVixEU90O2qvf79moaLj92cyadfRL+hyP++OhrsuHWXcr3k7dun8RD1Z3G+7KGUPO5DOoXPn7bsPzZlyAariINZcTa+5+vwZFxRPIY0b+uENboaPseNwHDodsh8HZBh9mWYfTP9tKEq7dQsO7z3UbrmgOiuZ/DNuyqF39RyB1Lzm4dzX+kbNx54wlXL8dKxkjtG8dXYsJFcy5kpwBKLk2HPdJWefhsc7i+DEsAh0OlJGRwZgxYygvL2fRokUkEgmCwSAZGftTvTc2NpKX9+EfX2uaNuS/CLr2UXH5yJ95MXXr/wVdkns4M0vQXH7a9q0DIFS5gbzp5xNr2ZdOyZseN2skhjdrwNe7cz3i0TAtO17v0R7at47M0sU0b3+1R1vWhKVoTi/qEPlbHQv7zaE41tbjSPrb27RWMkHLzrfSQQ5dBfesxFc8Faez7xu3H8RfMoNkpJV4sJbMcYup3/AUXdNXAngLJqE7/QP4d9Dwj5hJqHJ9t5tCkLrR6ckbf0ztEwPlWDtWhoIP2mbH+jY9Hvqv+nNxZhYTa6nq1qaoOhmj51K//klUw0XG6BPQjdTNYjMRpXHLi6CoaA5PtyCHTon2Rtqq36dw/seoWflot/MQ3ZNJzqRl6P1QW/Z4+BsMtf4PxT4dKsXu8lZbxz6naRqq2nEOrarp8hSQertO7ShJAd0DHVRVRdU0bNPETiRQjFSdZMWyjtntc7Qdy/vO0XY0tstAbm+vx0O4bkeXIIf9og27SIRq8eSNP+z5Ky4/+TMupm7DE+nrW3/JTGrXPY7m9JEz6XTq1j/R7doXUkFzhitwzO53A3rMOL34S1Ln/wfKmXIWhts/MP0YAEPxu+ho9GkorudAMpMxmra+3ON6FqBlx+t4C8twHMK55mFtR282meMW07LzLSCVhdSMh4m1VGJbJlnjl9DwXs8MKhmjTkBzePrl76a6/GSXnUbj+z2XkzXhpAG/d3Y87Y8fdl0OZfz2jsx3B4o27iEeqiMwdiGtu99ODw9VrCNz3BKatrzUY5rMsQvRHEPn3min42kfOBKyHQZ2GxzOsj7MNIlYiMb3X+gx3DbjNLz3HPkzL+7xkmlb1Xvkz7qYSNOebi99ADj8hTj8eQO6jwzHfVLWWYhjw7AMdGhvb6eiooK8vDymTZuGYRi8/fbbnHXWWQDs2rWLqqqqw34z8Fiiagbu3LGMWPI/RBr3YsbacGWPwuHLo3nHG+nxrESE1t0ryJ99GaHyNUSa9qYeVoyai69oCrrzyOoCHolo455eh0fqd+Lw5pI/+3JadrxBItyE4ckic/xSXJklqJoxsB0Vxz0rEaGtt7cgOoRrt+H0H/5bYrrLT+a4JdSt+ye6K4P82ZcS3LuaWGsVmsOLf8QMDF9uqhb4ADI8mRQvuIbWPatSb4EoKr7i6QRGn4DuzvjgGQghjgu600f+zEsIVW0iVP4uVjKOO2cM/pGzadm9Ak9BGZljF6K7M9PTWIkI0ca9eIumEK7b0ee8Q/vW4y+ZQcnizxJtriAZacGZOQKHLxfddfw8UBFDh9WlNIsZT6VuRlHTv7GKqqIo+4MZ7Hg72BZ2R4CEou5vU3QdpSPQwUom04EOZqL7zSohhoPMDA+hPW/12R4sfxdX9ujDvlZTNQN3XmnH9e0erGQc20qCbWFGg4T2radg9mUE975LtGUfmuEhY/RcvEWT0Y4gIHk40Qw3WROW4swaQcuu5ZixNpwZRWRNPAWH78B33YUY+qx4hEh93+eh0cY9OLxHJ2Oi5nCTMXoe3sLJhOt3YXizad21HIB4sIZo8z7yZ15M697VxEO16C4/gdKFuHNK0Yz+yVCrqBrewkno7gDN218j0d7Yce/sJFyZI+Te2RCSjId7zerZKVSxjsCY+WjOZYQq1pKMBrFtC0dGAfmzL6N113LibQ3o7gCZ45bgzh6Fqjv6nJ8Qov/EQ7WpjNq9tQVrsM04/hEzcWWNoK1yI2YigitrBIqqUzDnCoLla4k07ETVHfhHzsFfMl3uhQghRIdhEehw1113ceqpp1JcXExdXR33338/qqpy/vnn4/f7ueyyy7jzzjsJBAL4fD5+8IMfMHv27GER6ACpm0GqJwvDk9VtuG11r/MXba4gtr4OX/FUciafiSsrVSuq603ewWCZfdcjbN2zkhGj5lA49ypsK4mi6mgOuYEljha7z5NWoEf07eFQNR3bsgjXbSfavA9/yXR8xdOwklHaqt5Dqd+JK2vgy0QYniyyy04nMHYhwWCQzOwCNENuiAgx3OguP5ljF+AvngaQLiGVP/08VMPd80Zpxxu1CgqWbR44u/063qg3PJkYnsyj0XUhuul6fmkmU7/finpAoIO6/y0Hs2I1VjiJbblBAcXhpbM6nKppKKqKZZpYiQSqI3VD2ZJABzEMKQo9MgR2ZVtWj2wLH9aB17dtNVvSbZGGXcRaq/AVT8dbNDkVlJc7blAD949FmtOLv2Q67tyxYFsomqPfHroKMdQc7J5Tf9AMF5rhwuHLxYxHaOnyHdlWtYlI4x58JdPxj5iJjY0nb0K/H2+a4cKTOxZnRkHq3pmiS/DXEKTY9kF/Q7EtIg27iTSl9hnN4SUZbqZ+/ZM4/PnkzbwERQFF0dCc3oHruBDi4McuYNsW9RuewplZQsaYBai6QTxUR93af2LbFkXzP07OpNOA1HmYogzsS25CCDGUDYtAh5qaGr72ta/R0tJCdnY2J5xwAn/729/Izs4G4Oabb0ZVVb70pS8Rj8dZsmQJt9xyyyD3evD5iqfSVrmh2zA7GSNUvgaraCregkmDHuQA4M4dS/O2V3ptc2aWoGoOtH5IaS3EB1EMF+7ccUQadvba7ikoO+JlqIYbX9FUmre/msq0smdVt/acKWcP2k1GVdOxHV727NvOrF5qkwohhgdFUbu/WXCQ7yTVcOHIKCDavI9A6Ym9lq4A8BZOQpXfcjGA7I6HGqpupDM6KIoCnYEOXbI7ACiAgoltmSiKguLyoSgKNjaKpqUyOiSTWIkEijd1Y9lOHt0HJ0IMRcG2KLlFU9Jp2g/kL5ne72+XHphRzUpECe59B0iVQPIWTOrX5Q0nEiAijgeq7sSZWUKspcvG+aEAAQAASURBVLLXdnfu2IHri+HCVzyNpq216WFmrI3WXalSBDmTz0DVnUdt+fJi0NCmOtx4i6fSsr1n+V4Ab+FkQvvWkWhroHnbq93a3GMWoLv8Q+I+rhDDkTOjsM823ZOFqrtQHR5iLZU9fo8UVUM1nJLBQQgh+jAsQr/uvfde3nzzTTZt2sTrr7/Ovffey6hR+994djqd3HLLLaxatYp169bx85//nLy8vEHs8dBgeHNwZY/uMVzVnWSNW4yqD423tXWnD2/Hm6NdKapGzuQzJMhBDBhNd5JddipKL6kdPXkT0N2BI16GoiipcjGunvMyvNl48kqPeBlCCDFQNIeHnClnkYy1oagajl4u/lWHh4zR81DVYRGfK4aIzrc3NcOBmYgDHTeYugU6dK9bqaBgm8nUm3IOX7p8haJpqJqGlUymSld0ZHSQ0hViOAqG2vAVT0dz9rxRa/hye73+PFKaw0tg7MKeDYpC7pRz0F3ysF6I4UxzuMmZfEaP33UAb/G0AQ3oURQFb0FZt1JvnXRPFp68CfKgehhTFBVf0VR0V88SoYY3B3fuWKxeMonq7ky8BWWy7wgxiFSHh8DYE3s2KAq5U89Bd2eQO+WsXqfNmngqmkOysAghRF/kjrHok+70kTf9AsINOwjuXY2djOPJn0DG6Lm9XnQNFs3hIWfiqXhyx9G6ewVmIoI7exSBsQslvbUYcIY3m5KFn6ZlzztEGnaiGS4yRs/DnTsWvZ9SA+ruDArnX01b5UbaqjaBouAvmYGvuPcLXiGEGMocvgJKFn2a1t0ryRy3mHionvbq97DNJJ7CSWSMnC2/52LAWWYqtaiqG10CHVRQOktXKN0zOigKKKkyVYqqoDj3BzqQaMdq3psKctA0jI7STlY8PoBrJMTQoTr9FC34OG371tNW/R4oKv4Rs/AVTT4qb6qphpPAmHm4skpo2bmcZKwNZ6CIzHGLe5RvFEIMTw5fHsULP0Pr7hVEmvaiGW4CY0/EnT1qwLMc6O4MiuZdTahqE21VGwAlVbqiaBq6W673hzvDHaBw/scOuB80M/VCjDuDorkfJVS9ibbKjYCNr3gG/mLZd4QYbJrhIjBmPq7MEbTsSp2PugJFBDrORxVFxZ0zluITP0HzjreIt9VhuDPJHLcER0Z+zzKgQggh0iTQQRyU7vKRMWIW3rwJ2LaNarhQtaG322hOL76iybhzxmBbJqruHDIZJ8TwoigqhjebnEmnYyUWo6jqUbkxYrgDZJYuwj9yNmCjObwSnS+EOCapmobDl0vO5DOxkjGcmSPJ6KhBrBnuXt+uE+Jos5Kpt+E0hxMr0Vm6Yn+5CkXVuv/uKqlgh1Rda6BroEPTLkg6U6UrFCWd0cGS0hViGDPcATLHLcY/ag7AUT+X1RwePHnjcQZKOq4XHf1eIkMIcexSVA2HL4ecKWdiJWIoqjao2UF1dwaZpSfiHzETSGWdkHrsotP++0GzgO6/obo7g8yxJ+IvkX1HiKFGc3jw5I/Hmdn7+aiqO3AGismfeSFWMoGi6YNWnlgIIY4lQ++JtRiStH56E/1okzIVYqhQNR1VO7opLhVV7bcsEUIIMdhU3ZAgRTFkdCtdEe/M6KDsv1GcjBJb/qv0+IrmQFES2GYSVVVQnH46n9mmsj90BDYoCmpnoIOUrhDDnKJqA5oSHuR6UQhxcKpmDJm3ZhVFrvdF31L3g3r/DZV9R4ih7YPOR1MvcDoHqDdCiOPN448/zu23387q1asHuysDRkI6hRBCCCGEEKKLdEYHw0kyHk0N7JLRwY610fXdc0V3gKpjW2YqsMHlT2d0SAU6KGDbWPH4/owOUrpCCCGEEEIIIYQQQojDJoEOQgghhBBCCNFFZ1kJzeHEjHeUrlC7lK7A6pZmX9F0FE3Htu3UOKqO2hnooCj7y1hAOtDBlIwOQgghhBBCCCGEEKILy7J46KGHOOOMM5g2bRqnnHIKDz74ICtXrqSsrIxgMJged/PmzZSVlbFv3z5WrlzJN7/5TUKhEGVlZZSVlXH//fcP4poMDCldIYQQQgghhBBdpDM6OJzEwyEglWa/s3SFYh8Q6KA7UqmubRtV0zqCGzrG1bRUxocOUrpCCCGEEEIIIYQQQvTmJz/5CX//+9/55je/yQknnEBdXR27d+/+wOlmz57NzTffzH333cfzzz8PgMfjOdrdHXQS6CCEEEIIIYQQXVhmEkVVUTV9f0aHLsEL2CZd4hxQNANFM7ABResMcOj4v+FANfbXWFUk0EEIIYQQQgghhBBCHKCtrY0//OEPfPe73+WSSy4BYNSoUcydO5eVK1cedFqHw4Hf70dRFPLy8gaiu0OClK4QQgghhBBCiC6sZAJF1boHOqjq/owOCqiezPT4iuYAw9kR6JCKJVc1DUhlhVAMo8u4GoqupwMdbNsegDUSQgghhBBCCCGEEEPZrl27iMfjnHjiiYPdlWOGBDoIIYQQQgghRBdWMomq6yiaRjIeBUBR1P3lKFDQfLnp8RXdQHV4OkpXdGZy6Ah4cLpQHV0yOmgaqq5jxeNs/t3v+MvMmVimOVCrJoQQQgghhBBCCCGGIKfT2Web2nFPqusLMwnJFiqBDkIIIYQQQgjRVSqjg46qaVjxONCR0UHdn9FB6RLogO5AcfqwFQXV5QNA1VMlKjS3D9Vw7R+3I9DBjMd5/+GHsU2T0J49A7JeQgghhBBCCCGEEGJoGjNmDC6XixUrVvRoy87OBqC+vj49bMuWLd3GMQwDc5i9TCOBDkIIIYQQQgjRhWUmUTUdRdOxbQvontEBRUH1ZKfH15zeVJuiYmsqK/71G0w9VbpC9eeiOvcHOii6jmoYWIkEiqIAEOlykSqEEEIIIYQQQgghhh+n08lnP/tZ7r77bp544gnKy8tZt24df//73xk1ahRFRUXcf//97Nmzh1dffZXf/va33aYvKSkhHA7z9ttv09TURCQSGaQ1GTgS6CCEEEIIIYQQXVjJBKqmoWr6/oEdgQzQkd3BlbG/yelLBS3YNgktRrC+ipgWAzoyOjg96XHzmt9BURXMeDwdOBFpaBiAtRJCCCGEEEIIIYQQQ9nnP/95Pv3pT3Pfffdx7rnn8tWvfpWmpiYMw+AnP/kJu3bt4sILL+Shhx7iK1/5Srdp58yZw0c+8hG+8pWvsHDhQn7zm98MzkoMIP2DRxFCHCo7GsROREFRUZw+lK5pisWwYVsmdqQVrCRoBoo7M/3GphBCDHd2rA07HgZF6fitdA92l4TowUomUTQNVdPSw1RVRVVTnxVVB3V/W9Pm7cQTEWzbxu5M+kDqt181dNQu+7mTKKodx4zFSMZSwRDx1tajvUpCDBm2bWOFm8GMg6qjuAIomtyaEEIMHts0saMtYJlyDS+OCVasDTquqXD4UB1yTSXEscCKtEIylnp24MpA6Sh3KIQQXamqyg033MANN9zQo+2EE07g6aef7jZs69at3T5/73vf43vf+95R7eNQIncThOgHdjKO1byX+DuPYTWXg6KhjZqHY9ZlqF3rN4vjnhVpJbn9VRJbXoBEBMWdiTHjEvQRs1Fc/sHunhBCDBrbTGK17Ev9VjbuBEVBK5mNY86VqP6Cwe6eEN10ZnRQugQzoKiprA6A0iUAAmDfmyuxHQpk6diKCTbY2ACouobm8qbHVTUFRbExYzESbW0AxIPBo7xGQgwNJflZ2OUria5/HDvcBLoLvWwZRtnpqO7Mwe6eEGIYsiItHdfw/9l/DT/zUvSSWXINL4Yc20xitVamrqkadgAKWskMHHM+gppRONjdE0L0wY5HMBt3El/9J+xgNag6+thFGNMvRPXmDHb3hBDimCalK4ToB1ZrFdEX70gFOQDYJubeFURfugurvWlwOycGjBVvJ772byQ2PgGJVO0jO9JCfOUjJHa9iW0mB7eDQggxiOxQLdH//DAV5ABg25j71hD9z+1Y7ZK2XwwtlplE0fRupSsUVUVNBzoY3SewSQc3dGZ0sOzU777hdqN595e5QNdRFYtYUxNYFiCBDmKYsE0CoR3E3/5NKsgBIBkl+d4zxN/5Y+rtVCGEGEBWrJ34mr+R2Phk92v4Fb8lsWu5XMOLIcduq09dUzXs6ByCWbmeyH9ux2qTayohhiqzcRexl3+SCnIAsJIkd75O9NWfYUVaBrVvQghxrJNAByGOUOfDbWy7R5vd3rD/gY44/kVDmLuX99qU2PgUtpy4CiGGKTsRJb7p6VRJnwPbokHMyg2D0Csh+mYlE6iq1i3QwareiB0LAfRMs995Gmjb2Erqg6WkghgMnxfNuT+dcNxTgKIqROqq08M6MzsIcVyLBrHee7LXJrNiNXZUAn6EEAMsGsTc83avTYmNT8g1vBhS7GSc+Pv/BjPRszEWIlnxLnYv9yaFEIPLirQSf/fPvbbZLRXYwZoB7pEQQhxfpHSFOCps2ybcVEci0o6mGzgD2Tjc3g+e8FiUiGHVb+uzOblvHfqoeQPYITFYrLa6vhuTUex4O9C/pUyS8RjRlgaS8Ri6040nO6/bQxkhhBgK7EQEq3Zzn+1m5Tr00iVSn1IMGamMDlq3gAa7YhV2SyPQR0aHTh2BDobfS4wQhs+D3ZG5ASDmK0LVFKL1qbfudI+HRCh0dFZEiKEkEUnVE++DHayGQPEAdqinRDRMtKUJMxnHcHnwZOejqPJ+iBDHqw+8hk/0/Z11tCWiEaItjfJ9JNLsRBir5mDXVOsxxp9MLBolFmrFti0c3gzcmZIWX4hBZcaxWyv7bq7ZjFYwCYBYe4hYqAUrmcDh8eHJzh+oXgohxDFLnoaJfhdrC1K55g1W/+EeIs31KKrKyHmnMu9T38CXP7g3ro4KRUFx+vuM9Fc8WQPbHzFoFMfBg3kUrX8f4IWb6tjwj1+z/eUnsBJxDI+f6Zddx/hTL8IdyO7XZQkhxJFQFA2cfujjbV3FFQBVG+BeCdE3K5lAUTVUbf9+qaoKSkcQQywU452fPAidzR2lK1DAIhXU4Ah4mffDm9AMo1ugg2n4UHWFaH0zAK6cHOIS6CCGgwMDhA7wQefSR1t7Qw3vPnove95+EdtM4srIZvbVX2DUictw+TMHtW9CiKPjg6/hD/69dbS0N9Tw7mM/Zc/y/8j3kdhP0VBc/v3lnw5sdgUINzfw6r030bAtlTEvMKKUhZ/7LrnjpqI5nAPZWyFEJ0UFzQFmvPfmjmcHoZoKVvzmDqrWvQW2jTevmAXX3kTh1LkYHt9A9lgIIY4pEgos+l3NplW88bNvEmmuB8C2LMpX/pcXv/85wk0HiZY/RinuAPqks/ps18csHMDeiMGkuLNSD+t6oeaOR3H5+21ZsVALy395G1tf+BtWInWinAiHWPPovWx74W+Yid5PnoUQYjAo7gyMyWf32W6PXIDV5UGwEIMh3FTHk1+9lIp3XsWMx1B1A1XfHxeuZeSjaanLp/b6Ftoqq7vPoCOrg2mnSrQkE3EMd6pkRbc3MBUFzeEgGY0B4MrOTmd02PXkkzRv3Xo0Vk+IwefwoRZM7qPNi+LLG9j+dBFpaeCVu77M7jefwzZTx3A02MTbv7yNilWvdAtWEkIcPxRPNrgyem1T8yakAnUHWKSlgVd+9BV2v/Fsz++jlS/L99Ewprr8GFPO7bNdn3Aqz3770+kgB4DWfbt44ZbrCNaUD0QXhRC9UFwZ6ONP6aNRRSucQntDDc9/5zNUrX0zXR67vb6Kl+/8Eo27+s7kIoQQQgIdRD8LN9fz7h/u6bUtWLWH1srdA9yjo09RVPQxJ6IWTTuwBceCT6N6JUXccKF4snCe+hUw3AcMz8a56DoUZ/9F30ZaGql89/Ve2zY98QiR5oZ+W5YQQvQHK6sUimb1GG5PPJutb/w3HSApxGCp3riKlvIdVK57i0Q0jO5wdnvzTfNkYuSVAmAnu9c/NtwelI4bUqaVqpucTMT6XJbaZb4GrcRDQaLNzay4+Wb++5nP9Ns6CTGkGG7sWR/tGdCgu3Cd+lUU9+Blwmurq+rzJvKaP91HuPn4C9gXQqSu4V2nfKXnNbw3B+fCa1H78Rr+ULXVVdG48/1e29b8+X75Phrm1IIytLGLeww3Zl5KY2094cbaHm22mWTDPx4iER28UixCDGeKZmBMOQs1d9yBDThP+l8Udyb12zcSbup5/AK88/sfEw02D0BPhRDi2CSlK0S/SsaihGr39dlet2UdRdMXDGCPBobqycS16LNY7Y2YNZtRHB60wskorgCK4Rrs7okBoigKatYo3OfehtW0BytYg5o9GjWzBNXTv6Uk2ur6ru2WjEWIhyUFthBiaKneuplIyEfJ3OtRWvaAqmMFRrH11efY/MI/GbXonMHuohjmIi2pIMF4W5BEJIzh9qA5upzHOTPQ/R3ZGsLRbtMabjdmJIGFhWWlxjHjqexK4WATiqJSvHgehtcDgObqyPSgKRh2G4nWGK3bt6eW39Jy1NZRiMG2vbKJactugmA1ZuNuVH8+ak4piid7UGvPN+3e0mdbtKWRZDQygL0RQgwURVFQs0d3v4bPGYMaKEEdpDKkH/h9FJHvo+FMdQVwzLkKe/JZmNWbQDPQC6diGR7W3fV/fU5Xv3UdiUg7hsszgL0VQnRSPdk4l34Ru60es3YrijuAlj8RxZOFohlUb1jR57RNuzZjxvsOohdCiOFOAh1Ev1J1Hd3lIdlHlLCvoGSAezRwFFcGmisDLWfsYHdFDCJFUVF8uai+3KO6HOcH1OXUHRJgI4QYWtyZWbz246+iOZxkjhyHlUzSUrEjlX5XUbo/UBZiEHQGOoSb6kjGwrgystCd+9/wVNx+VC0IgBmNd0uNpxoqakIDUumkdYcrXUbqrb89iG2ZnPHZ72DZNlWVlWju1E1mw6Ghu5wk2ptpq6hIzy/R3o7hPXjdcCGORclkElwBNG82WtHUwe5OmienoM82VTdQDccA9kYIMZAG6hr+UH3g95FDvo+GO9XlB5cfLWvk/oHJJN68oj6ncWfloemy7wgxmFR3ANwBtLzxPdr8hSP6nM6VmTOoAcFCCDHUyTek6FfuQC5lZ1/Va5vmcJJfNmtgOyTEccqTU9DnDZDimYtwBfo3g4QQQhwpX34J7sxczHiMxp3v07x3W7rG8Mi5J8v3lhh00ZZGoCPQIRJGczjRnfsDcFRXAOgoWWGD6jDSbclIE7YZT39WrDjJRAwzmcC2TADikfZ0u56RepiiuxwYWflYSZPg7v0l3sLV1f2+fkKIvmWNnoDh6T1FfenJF+AOSDlCIcTAOPj30fnyfSR6peo6k8+9us/26Zd9Fqc/MIA9EkJ8GKPmn4aiar22Tbvo07gzh0YwnhBiYF1zzTX88Ic/HPLzHGwS6CD6lWYYTDnvYxTPXNRtuO5ys+zbD+LJKRyknglxfPHmFLDs2w/gyux+kyNz5HgWfu67OLz+QeqZEEL0zpOdz7LvPIgzo3sa4KwxZcy/9ps4+rihK8RAiTSnMjpEW5tIRCPoDlf3DEmGB9u20x81p9WZwAFXZh66c38q4M60wHte/V16WLQ9mP637vd3/D8TzZcBQPOWzRgdw8O1vddnFUIcHZ7sAs74zi8xPN3PofMmzWbWVTd0C3oSQoijyZNdwBnf/VUf30efl+8j0Sd/4UhO/J9v93hYOvXCT5BfNnOQeiWEOBSenAJO/X8/7ZFFbMyiMyldeq5kdBDiOHXTTTfx+c9/frC7ccyT0hWi33my8znpK3cQbqyjcfdm3IFsMkeNx5OVj6rLLidEf8kaNYHz7/ozwepy2uoqCYwoxZdfjCcrb7C7JoQQPSiKQtboiVxw919prdpDe301maPG480rwiNvJ4ghIBpsRnO6SETaScaiqIaBSiLdbsYTxNua0p99hYUkamowA+DIzCDWvr90myeQS7itjbi5f/4N21aijpuO2VyN2ZTK2BAL1dJQ3gpA85b3yRgzmsaNmwjX1mK1VpHc+SbGtPNRHFJPWYijSdU0csZN5cJ7/kHrvl2Em+vJHj0RT24hbsk4JIQYQKqmkVM6pfv30ZiJeHLk+0gcnMPjY9zJ51M8cyENO9/HSibIHT8Nd2aOvAwjxBCnO1wUz1jIxfc9SfOebcTbg+SMm4o7MxdXRuZgd0+IYSHW1kq0tYl4ewiH148rkI3TJ9mQjgXy1FkcFa6MLFwZWWSPLRvsrghxXPPmFuLNlUwpQohjg6Io8r0lhqxosAl//ghaKnakyk3UbCTZvg4ATdd587t34C5KvSGnxMCTn0/z9kq0EGhFDvJnT2b35tUAONxuAPSMEUAqqKG1aid2625s28aMOQEwfFlkjh1P3TsriDUHycjZi+FxEK6uIvrafdihWuxkDOf8awZ2YwgxDKmahi+vCN9BapwLIcRAkO8jcbh0lwd/oQd/4cjB7ooQ4kPSHA78+SX480sGuytCDDvtDTUsf+BWqtYvTw8rnrWIRTfcOmD3MMPhMLfeeisvvvgiXq+Xz3zmMz3Gicfj3HvvvTzzzDOEQiEmTJjA17/+dRYsWABAc3Mz3//+93nnnXcIBoOMGjWK66+/nvPPP39A1mGwSM4bIYQQQgghxLBm2zaxYAv+ghHpYWq8FT1nNJNmTybL48VKmIQrEowcOR2H04nD16VUhceFK5Cx/3NH6YpwsBkA3eHEmVdK5qTTqKg3cYyeQt7MiYw771Qyx0xKT5dQE6iGRcuqZ7FDtajZY0juXo5t7s8sIYQQQgghhBBCCCGOXKyttUeQA0DVuuUsf/BWYm2tA9KPH/3oR7zzzjs88MADPPzww6xatYr33nuv2zi33XYba9eu5d577+Wpp57i7LPP5rrrrmPPnj1AKhBi6tSp/PrXv+aZZ57hyiuv5MYbb2TDhg0Dsg6DRQIdhBBCCCGEEMNavC2IZSbJHDUuPcwTyCLuLyGZaCLekCpLYds2LdvLMbxuDP/+QAfN7cC299epcLhSGR3aW5vRdAOn20M8Eqa5roZkPErV9vcYd/5S3DkBVGN/kr2scVPRXCqN+6potZ2opUsgGSVZ/R7JSBDbTB7tTSGEEEIIIYQQQggxLERbm3oEOXSqWrecaGtTr239qb29nX/84x/ceOONLFy4kLKyMu68805Mc/99pqqqKh5//HF+9rOfMXfuXEaNGsW1117LCSecwOOPPw5AQUEB1157LZMnT2bkyJFcc801nHTSSTz33HNHfR0Gk5SuEEIIIYQQQgxrwZpyAHx5+9OEtkUj1L/+DzwFhcSDTWRNHEPL9r2E65rwj8wlEa5Nj2vG67CalPTnZGsVKNDW0ojT7UZVIRJswkrGAYi0tWJZJqqaKoVheN0k2iNkTZhItClKw6Zt1JRvoabih2iqivXo17BtC0XT8Y85gezpZ5E5YTGq4RyIzSOEEEIIIYQQQghx3Im3hw7eHm476n2oqKggkUgwc+bM9LDMzEzGjh2b/rxt2zZM0+Tss8/u3r94nMzMTABM0+SXv/wlzz//PLW1tSQSCeLxOC6X66ivw2CSQAchhBBCCCHEsBbqCHRQ69YxrqyY5oZG9r64m2TUpGhBIYlwFIcvgSPgJNYSxeE3QFEomDsO27RwZuSiKCqwCwCHPwens5pYNILD4cDQNVoam4i2t+Fyu4hGotRuW4VlK7QH2xh97iwSrXEUPYk7L5NEe4KCWVdiJhtJNOxGCTfhmnouyXiYtr3r2PPEbagON1lTTidv7qW4c0djWyYoCoqqoyjKQdZWCCGEEEIIIYQQQji8/oO3e3wD1JODC4fDaJrGP//5TzRN69bm8aQyjj788MP84Q9/4Oabb6asrAy3283tt99OInF8l0OVQId+Yts2QLdUIkNNZ9+Gch8PxfGyHnD8rMtAr4eqqkd0A/9Ijtfj5W92tMj2ObjhuH2O9vF6rG9T6f/gO9bXoT/7f6THK+w/ZuHgfQrV7uO9f/2WRKgRO1SLosL+JffdB9tMYJkHu0DruvwkiWgYsLGSNpHGKGbSAiu1CNuyiXeWm3Cklvn2r/+FoinYpp3qhhuqNmwDN7SHgigZGnZcIZaI0LCzPL2syJYWAHxODzZQu2UrsWgEgFh7GDOiY1kWlmVhkLog3fHelvT0tfsqcGoGO8rXpbZAscrbf3gEV44LVYGRJV6095/FVA2cgJ6RRTTcRuO6Z2hc9wwAhsOJbjhQFBVb0zE1J6rTg6tgDKrDjao5UHRHKhBC1VFUFRQt9TdXtFSghqKkgiWUzgqHB9kflB7/6H20PvaprvtKehjgDTVTv6kS9TgI1uhtHaHvbaK7M/GPmouqO3q0HXis9+fxOlDff8f69+1QJNv06Ojv7TpUj1fZf/qHbMf+MVS242Acr0Nl3QebbIcU2Q4fbhsMxj3i4fY3Gm7rC7LOR0t//MYeDa5ANsWzFlG1rmf5iuJZi3AFso96H0aOHIlhGKxfv57i4mIAWltb2bNnD/PmzQNg8uTJmKZJU1MTc+fO7XU+a9as4fTTT+eiiy4CwLIs9uzZw7hx43od/3ih2H3dfREfSjweZ+PGjYPdDSGGhVmzZvWIWvsw5HgVYuDI8SrEseNIj1c49GO24qlf07rp7SNa1nDicmtMmBI4rGm9Y2fiyC7q5x6JoyXkn0HCWfCB4w3k8SqEODJyvApx7JDjVYhji9xzEuLY0R+/sUdLe0MNyx+8tVuwQ/GsRSy64Va8uYVHbbk33XQTwWCQBx54gFtuuYU33niDH/7wh+Tk5HDvvfeyYsUKLr/8cr71rW8B8PWvf501a9Zw0003MXnyZJqbm3n77bcpKyvjlFNO4Y477uCFF17gnnvuIRAI8Mgjj/Dcc8+xYMECHnjgAQCuueYaJk2alJ7n8UAyOvQTXdeZPn36kI1KEuJ4oqrqB490EHK8CjFw5HgV4thxpMcrHPoxO2vWA0e8LCGGs4E8XoUQR0aOVyGOHXK8CnFskXtOQhw7+uM39mjx5hay9Kt3EW1tIh5uw+Hx4Qpk4/Qd3gsnh+PGG28kHA5zww034PV6+fSnP01bW1u3ce644w4efPBB7rzzTurq6sjMzGTWrFmccsopANxwww1UVFRw7bXX4na7ufLKK1m2bBmhUGjA1mMwSEYHIYQQQgghhBBCCCGEEEIIIYQQQhwzhm4IjRBCCCGEEEIIIYQQQgghhBBCCCHEASTQQQghhBBCCCGEEEIIIYQQQgghhBDHDAl0EEIIIYQQQgghhBBCCCGEEEIIIcQxQwIdhBBCCCGEEEIIIYQQQgghhBBCCHHMkEAHIYQQQgghhBBCCCGEEEIIIYQQQhwzJNBBCCGEEEIIIYQQQgghhBBCCCGEEMcMCXQQQgghhBBCCCGEEEIIIYQQQgghxDFDAh2EEEIIIYQQQgghhBBCCCGEEEIIccyQQAchhBBCCCGEEEIIIYQQQgghhBBCHDMk0EEIIYQQQgghhBBCCCGEEEIIIYQYRvbt20dZWRmbN28e7K4cFsW2bXuwOyGEEEIIIYQQQgghhBBCCCGEEEIc72666Sb+9a9/AWAYBkVFRVx00UV87nOfQ9f1AeuHaZo0NTWRlZU1oMvtL8dej4co27axLAtVVVEUZbC7I4Q4CDlehTh2yPEqxLFFjlkhjh1yvApx7JDjVYhjhxyvQhw75HgVQnSKtbYSa2oiHgrh8PtxZmfjDASO+nJPOukk7rjjDuLxOK+99hq33XYbhmFw/fXXdxsvHo/jcDiOSh80TSMvL++ozHsgSOmKfmJZFuvWrcOyrMHuSp8sy2LDhg1Duo+H4nhZDzh+1uVYW48jOV6PtXUdaLJ9Dk62z4f3Qcfrsb5Npf+D71hfh6HW/85jdij1aSgZan+voUa2T9+OxrYZ6GtY+fv2P9mmR8dQ3K5H43gdiut5LJLt2D+Op+34YY/X42ndj4RshxTZDgO7DQ7n93W4/Y2G2/qCrPNw1F5Tw1tf/zrPnH8+//noR3nm/PN56xvfoL2m5qgv2+FwkJeXR0lJCVdffTWLFi3i5Zdf5qabbuLzn/88Dz74IEuWLOHss88GoLq6mi9/+cvMnTuX+fPnc8MNN7Bv3770/Dqn++Uvf8miRYuYO3cuP//5z0kmk9x1113Mnz+fpUuX8s9//jM9zYGlKx5//HHmzp3brZ8vvfQSZWVl6c/3338/F110Ef/4xz845ZRTmD17NrfeeiumafLQQw+xePFiFi5cyIMPPng0Nx8gGR2GFdu2SSQSHOvVSo6X9YDjZ12Ol/U4FMNpXQ+HbJ+Dk+3T/471bSr9H3zH+joM1f4nk8kh16ehYKj+vYYK2T59Ox62zfGwDkONbNOjY7hs1+GynkebbMf+MZy343Be965kO6TIdhj622Co96+/Dbf1BVnn4SbW2srK73yHmuXLuw2veestVn73uyy+++4ByezQyel00tLSAsDbb7+Nz+fjkUceASCRSHDttdcya9Ys/vjHP6LrOg888ADXXXcdTz31VDrjw4oVKygsLOSxxx5jzZo1fOtb32Lt2rXMmzePv/3tbzz77LPccsstLF68mMLCwsPua3l5Oa+//jq/+c1vKC8v50tf+hIVFRWMHTuWRx99lLVr13LzzTezaNEiZs6cecTbpi+S0UEIIYQQQgghhBBCCCGEEEIIIcSwEWtq6hHk0KnmrbeINTUNSD9s22b58uW8+eabLFiwAACPx8MPfvADJkyYwIQJE3j22WexLIsf/vCHlJWVMW7cOO644w6qq6tZtWpVel6ZmZl8+9vfprS0lMsvv5yxY8cSjUb53Oc+x5gxY7j++usxDIN33333iPt8++23M378eE477TQWLFjA7t27ufnmmyktLeWyyy5j7NixrFy58oiW80Eko4MQQgghhBBCCCGEEEIIIYQQQohhIx4KHVH7kXr11VeZPXt2OqPG+eefzxe/+EVuu+02Jk6cmM7SALBlyxbKy8uZM2dOt3nEYjHKy8vTn8ePH4+q7s9zkJuby4QJE9KfNU0jMzOTxsbGI+p7SUkJPp+v23I0Teux7CNdzgeRQAchhBBCCCGEEEIIIYQQQgghhBDDhsPvP6L2I7VgwQJuvfVWDMMgPz8fXd//2N7tdncbNxwOM3XqVH784x/3mE92dnb6313nAaAoSq/DLMvqtU+qqvYoY5JIJHqMd6TL6S8S6CCGNduyiDbUgaLgyslDUaWaixi+bMs68mMgHmbC2BEfPFoohBmLYXg86B7PkS1TCDGoukbpxlpasJJJHH4/mtMJgGVZ3cY5kJ2IYlsJFN2DomlHvb9CHK7O30nbsrATYVA0VIf7gyfsIt7ayoisLKxkEk32dyGEEEIcRR90jW/Fw2BbKA4viqL0Po5pEmtpQVEUnFlZfY4nhjbbsiAZw0wmSYSjKJqOKytrsLslxDHrwAd5R1PnPRUrHiHW0gqajisrW55jCNFPnNnZFC5eTM1bb/VoK1y8GGeXAIKjwe12M3r06EMad+rUqTz33HPk5OR0y6TQ37KysmhvbyccDuPpeHazZcuWo7a8IyWBDmLYattXwd5nn2X308+gKAqlF1/IqLPOwlsycrC7JsSASUTCtNVXsvOVpwjVVVIyezEFk+cQaWnC6c9AV5y0lVfQsmM7GWNLCYwbh6+kpNs8ktEoSrwVs3oj5u7lGIpGfPRCImqAup3bKZgyh6a9O/DlFeHLLiK4cxfvPfQQ4epqsqdMYcpnP4srJwdnIJB+MGomEkTq64kHg6iGjuZyohgqDm8GDm8qijIRbiERaiBcsw3dk4k7vxTDl4uqyU+bEEciEWol2thEzYqVxJqbyJ+/AHdBHiZJHF4/KjpmNIridJBsC1GUiBPcuZPgzp1s+f3vibW2UrhgAWXXXEPDvq2Ur3qJjMLRlC49l5aKnVS88wr5E6YwdsGpaIlWklv+gx0NouZPQitdjGm4cHiyUeRYFoMk0txAqG4fDTveo2DKXGwryY6XnwAbZl10NUrdRqx9a0B3oZctQ3H6Se58HTV3PGp+GaGaXagON4qWS/P779O0eTOjzjyTlu3b2fbHP5Jsb6f41FOZcNWV+EeNRlEUYq2txJqbSUajOPx+3Lm56d9EIYQQQohDlQiHCDfVseuN52jZt4uCyXMomn4iTevfR3c6yCybiCfLC817SG77L5gJtJFzUEfMpam6hh2vPIlt24w75ULcnizKn3uevc8+i6JplF56KSNOPRUrkcDIcJBsbyDWVIErZxTO7BIc/rzBXn3RRaI9SFtDLWa4Ga9TJZl0sOOJZ9n3ymvoHg8TP/YxChbMx5UTQHcd3bdVhTgeJNqbiQdridTupMSVSbKtHjUjH0Xp/4CDZDRMqK6Sna89Q/HU2WTkjKT8hRfY9czzAIy75GJGLDsDZ24ODre8QCbEkXAGAiy47TZWfve73YIdChcvZsFtt+EMBAaxd91dcMEFPPzww9xwww18+ctfpqCggKqqKl588UWuu+46CgsL+2U5M2fOxO12c8899/CJT3yC9evX8/jjj/fLvI8GuYMshqW2fRW88tn/IdSlbs3an9zLziee4pQHf4FPgh3EcSIRbiPS0kjtlrXYySQFU+bgCuSQjEdJRqM07NjAm/d/GzpSEZWveAlXZg4nffkOog1NrPzGzYRratLzc+XmcupDvyZrYhmWadK2bx+eTCex1+/DDlbvX3DDDpzZY/Fnz+fZm69h6VfuomHLBurrVrHhvvvSo7VVVFDx0kuc/Itf0LJ9OyNPPw1dt9n70mts+MUDJNvbAciePp0ZX/siO5Y/zfRLPoMn4Kf8+XsJ7VqVnpdquBh3xe14R04n0RYmUldHxX//S7imhsITTyR76lT8Iz/csW0mEkTq6mjatIlwbS25M2fiLSnBnZt7OH8OIYa8eHMdVW+8xdvf+m7qrR8AfkH29OlM/dL1vPPHnzD7yv/Fl1uCFYvx1le/zqyvfpVd/3ycPc88k57PjvJydj/zDEvuv4fa99+lfMVLvPfU71j0+VsJN9URac4juf1lkrtfS09jNZeT3Pk62sL/ob2lDk/xJAlcEgOuvaGG/97xRZr3bGXBZ2+mev1y3n30XlTd4IIf/BrrzZ9hR1vT48frtqKVzELNn0jinT+Aw4tn4fVEEz7++8lPEqmv54Sbb2bdvfdSu2JFerqtv/89u594gjMeewxIsPqHP0q3ay4Xkz/zGSZ+5CO4cnIGehMIIYQQ4hgSDTYTbqqjbss6Rs1eQNPeHbz84xuxzSSQusY3PH6W/u8drP72bZzwtS/gcO7AqnkvPQ+raQ/KjtfQy65gxytPYNs2o084nVe/chPtVVXp8db+6EfsfuopTrrnJ+z+583EmirSbY5AIeM/+mNc2SOINDQQa2khVF5OzVtvYfj9jDrrLHS3O3W+o6oUzJuHKzf3qKeDHq7iwUaqNq4m2ljJyMw4idx5vPg/nyfW3JweZ+V3vkPBwoWccNNXcPgzsW0dd24u6gC+qS7EsSIerGPX47cSrno/PUxz+Rj/kbvxFJX1a7BDuLme2vfe5fWf/j9mXfpp/Bm5vHLDFwnt3ZseZ+2Pf8LOfz7O0l/8gphDJ97Ugm2aeIuL5Z6lEIfBW1jI4rvvJtbURDwUwuH348zOHlJBDpDK/vDYY4/x4x//mC984Qu0t7dTUFDAwoUL+zXDQ2ZmJnfffTc/+tGP+Pvf/87ChQv54he/yHe+851+W0Z/kjMXMezYtk3Fi//pFuTQKbhzJ9VvvsGEq64ehJ4JcXhsKwnJBOgOFHV/GuxYW5DtLz3Ou4/dmw5kAJh07tVkFI+meMYC3vrFLd3aAKItjWz6128ZMXZRtyAHgGhDA29++Suc8tBDWPE4e//9DJNOG989yKFT024yiufhySlg1W/v4vSv389zl1zas/+myTvf/z4Lvv991vzobkYuO501P7q7+6w2bmTlTd9h1ne+waYnf8fYqaO6BTkAWIkoO/56E5Ove4TqFetYcdNN6Qe1O//+d7wjRnDqr35Fxpgxh7RdzUSChrVrefWGGzCj0fTwnGnTOOlnP8PTTxGSQgw2y0xim3FIRIhU7zsgyCGlaeNGal55i8wRpbx+/01ceOffeeWGL5Boa8M/ZgwrvvWtHvM1IxE2P/Q7Jpx8MZuefgTbMln5mztY8qUfkpnlh3ce7NmZZBR76wu0uQrQPAHaGpsJ1VXiyyvGl1eMJ/vovCXm9/mw4m1YlomiamhOX7fvUzE8JKJh3n30Xpr3bEXVdfImzuSZb1wFQOmSszBqVncLcuhkVq5DH7sQHB6It2Ot/ztBbS6R+nqcmZk4A4FuQQ6d4q2tvPerX1F8yind2s1olE0PPIDudjPpE5/AjLeTbG/CjLahufzo3iwMz9C62BZCCCHE0dFZcgDN6JHxLNzcwIpf/4CKVS9TMG0eJVNm8Pp930kHOXRKhEOs+dvPmPK5z5I9Ohtr3XscyG5vxNmylZLZizETCereWtktyKFTy5Yt1KxYScb4JdSv+nN6eLy1hl3//A6ll95Oy9ZdbHzwQRrWrk23v//QQ0y59lpsy2LzI48AMP1//5eJV1+NMzPzSDaROECsLUQs2Mrbv/4B5918F9Rs4P0//qNbkEOn2rffJlz7aaxEE/FWB/GWFgLjx0uwgxBdmPEola/+pluQA4AZbWPHX77B5GsfxhEo6JdlhWorsZNx3rz/W6iaRuniM6j875vdghw6BXfvpmb5cgoWLUTze6hfvpI1d93FknvuwVPQP/0RYjhxBgIDHthw5513fui2vLw87rrrrg813aOPPtpj2Msvv5z+94gRI9i6dWu39mXLlrFs2bJuw6688sr0v7/4xS/yxS9+8bCW3d+kkI8YdsI1lex55tk+23c/+Qzhupo+24UYKuxEFLO5gviqPxB97afE1z+OFaxNBT4Awao9vPvoPT0CGbY8+yc8WQU07ny/xw2QTtUbVuAb03v2g1B5OfHWFtbdcw8Tr7iI5O7lffZRr9/IyDmLSUTaCe7eg22avY7XXlmJ7nJRvHQpG37xQK/jRGprSba0UbroNBrWPtXrOLYZJ1S+jvcfeqjHg9r2fftYe889RBob++xvt+XV1fHq5z7XLcgBoHHTJjY++CDJWOyQ5tOfkrF2Ik3lNLz3PI1bXiLWWo0ZDw94P8TxwYxHiNTtZt+L99Oy/W2sYC1Vb63ocex02v3kU4yZfyaG20dwz26ijY2MWLaM6jff7HMZdStXkls6Lf05GQ2jajpasKLPaay6rfiKymiv2Mgb993MG/f+P567+Rqe//YnaSnfRuOWlwhVbSIR6f7A2UrGSYSbaa/ZSlv1+yTamzAT0T6Wsp+diJCjN1H19u/Y9+av2ffWwzTvfItkrO0DpxXHl2hrE3vefhGA0SeeSeXa/SkLx8xfClXr+pzWrNqEljcBAKulAn9R6i2a3NmzqX777T6nq3jpJbImTui1LVXmqZLdT9zG5oc+zbZHv8jmhz7F7iduI9Yi56pCCCHE8cy2LKxQHYmNTxJ97afEVj6C2bQXu+P6z7Ysdr3+bypWpW5Sn3DFdbTVVZKItPc6v+a928mZNgW1YUOfy1Rq1lN64ikUTZ5P5cuv9jle+Qsv4Bt1Yo/h0frdJNqbqXv33W5BDp3ef/hhcmfNQnO7Adj4i18Q3LUr3Z4Z8GNGWmjeuZz6Tf+mrWYLyUiwz36InsxEhGRbA837dpE9dhJa0zaswAQqXnq5z2n2PP00iVA9bZV7SEYihGuqsQ+4jyTEcJZsb6L5/f/22mZG24g09gxCOBzR5jo2PfkIzeU7sJIJskZPhEgbu597qc9pdj/5JJgWsZZm8ubOpXXnTt576Ne07FpFsGIdiXCLHM9CiOOeBDqIYUdRFJSDRCYrmoaCnACIoc0245iV64k+ewvJnW9g1W0j+f6zRJ79DlbTXpLxGO8//Yc+p2/dt5Nk5OAP8Wyr96AEgEQ4TM1bb6E5PijK30YBbNtC1T7g7WhFwZmVRbi6l+wQHVq378Th9mId5OF+rLkKo49UTVWvvkq85dBO8hs3bsTsI5hh91NPETvEgIn+koy2Ub/haWre+ROhfesI7l1N1Yrf07zzTQl2EB+aZcYJ7nqHzb/5DO37NqFqGlZrFZGGpj6nSba3o+oGDq+f9o7jVHO5UNS+TydTbd2PNzMR/8D+KUCstYbMktL0sFDtPl6795tYtpOGjc9QteL3xNtSx6GViNFes5l9bz5E3fp/Ub/hKfa9+Wtadq846PFhmUmCFWsI7ngNKxEBUt+vrbuW07zttUMKlBDHHss0CdVWsvU/f+etX9zC1hf+Rqh2H8l4NB0AqLvcJKIH7jsH++04oM22Ov5nHfwY0TTooz0RDBKp30fbnne7DW/b8y7lz95Nor3lIP0R4tizd8VLbPjnQ4PdDSGEGBKslgoiz36XxKansOq2Ye5eTvS5W0mWv4OdjBFpaeC9p36XHt+TlU0yFjnoPG3b4qDnMx3XyR90/a7qOthK7/1ORNn9VO8vJgBUvvYaRQsXpj9v/t3vSEaj2FaSXFeCyrd+Q8uO12mr3Ej9+ieoWvUoiXDPTASiJ9u2iQWbMKPhLvuCAtipc84+qLqObcbwjywhUl9Py86tJMJ9XxcKMdxYZhwOdo80WH/kywi3EG2owOHx9bgOPdj3saLr2JaFbZrEQyFGLlvGrn89gRVTaXz/eSrffoR4qO6I+yeEEEOZBDqIYUcPZDH+skv6bB9/xWXomdkD2CMhPjw7EiS24rf0uElhJogtfwgzEiLc1PeJdsOu98idOKPP9oySMUTren+Qr6gqrqwsbCAeNtFHz+9zPsm8GZSveQsrmcA/ZjSqYfS+vHHjQFFIRiI4DpIiyltSTHtTPc6skj7H8eRPpK2X0jSQKpNhJRJE6j/4IiRS1/eFgBWPYyYSHziP/hSu30G0aU+P4aHyNemHvUIcqkRbE3ufvgOwyZl5Dg1rn8GybQrnz+5zmqwpUwjW7CXa2kjGmNEAVL7yCkVLlvQ5TdHSpdRsXp3+rKgqutONmdF7xhgAJW8iwcrNeAonYCa7B0W0lG8HJfUGmBUP07Dp35jxCIlICw3vPZd+uNwpuHsFsZaeKXc7mbE2gntW9trWVrXxoEFV4tjVtHsLT33tMlb86vvsePlfrPj1D3jqa5ejqjquzBwA9r37OiUz99+E3/vOG1A0q895akXTMOu3pz44fcTbU/tu/bvvUnyQY2T0Oedgtvf+5qXmdGJbvQfbhPa8S1Ju+ovjiGWarP79T9jw91+RjEmQmRBieLOjQeIrHk6VrDhA/J1HsSOt2JZFLLj/XCAZi5ORX9xngKUrkE17dS12ft/n+3bRTHatfJ19615n5Dln9jneqLPOIt7SyzW3oqI5fCTa+n6pIh4MpjM6AETq67FiMaxEmKb3/02PIOloiMYtL2H2si1Ed2akhUhjBW311WSPLqNh+0bMrAlozZsZc95ZfU435oILiDVXEyqvJB4KkQiFad76qrxQIUQHzeFBP0jpQHfBuCNehlW7mWS0nbaafeSUTgZSmXhweRh/8bl9Tjf+yitQVAXbMkkEg+heL2Y0im12BK4lY9Stf0IyVgohjmsS6CCGH1WjaMkSsqdN7dGUN3s2+SecgOFwDkLHhDh0dlsdmL2/FW2HatFIUDxrUZ/TGy4fLl8GpSed3aNNUVVO+NhXiDX2/gBl9IXno7qcjD7nHF667n/QRs9HySjsOZ/sMYRiKsHKPcy47H8I1lcw+8Ybe4ynuVzMvflmtj32GHuefppJn/hEr8vVPR58Y0aw/p+/o+jk63odx5k9Amf2KKJ9ZFvwjxmD6jCIt/assX6gnBl9B4J4i4vRu9ycOdrMWDvBve/02R6seBfL6r0MiRC9ibfWpTMYGL4cQrtXY7ky8ed6CYzr5SJdUZjyuevY9so/MeMxjMwA2VOnEmtqIhkOM/FjH+sxiTMri4mfvJqdbz6THjbxjMupWPUyu1e9AWNO6rkc3YVadibBPWswvLm0lO/oMUoiFiH1ZhLEWqsw42GC5e/2GK9Ty67lmPHe326zEtGDZq9JxkJ9toljU7ipjld//DWSB7wlk/psMe2iTwEQaa4HRaGoI9hh55svkCyah+LK6DFPrWQmdrgZOm4GGzMvIxJMPahNtLUR3LOH0eec02M6T1ERkz75Sdbd//Ne+1p66SW0lfddHsqM9R4gIcSxqGrdW7TVVWIm4tS+3/d3uhBCDAd2rB2ruY9Sb5ZJvGY7tmWTO2F6evCWl59GN1SmnvfRXiebddkNbHn49zTuaUAtmNyjXfHmEMuaTOWaN6jftoHA9ElkTpzYY7z8+fPJmjqFhrV/7dGWPf1s2muaKJjf98sQhQsX0rRp0/7Pixahe73EW2t6BC13itTvlADkQ2CbSRJt1dTt2YnTbTB2yTlUbd+KrSiUXXoe3pKeL4yMOvdc3HlZ5M48j3X33Edg3Dj8I0cRadwtgQ5CdDB8ORQtvbbXNk/xFBwZ+Uc0fyseJrH9ZRyGRu3WtThcLsaffilWMsHuFa+QP2cmOdOn95gud9YssqdMob26Gs3hxJmVRd3q1fhGjcJmf3BYMtws36FCiOPaB+UcF+K4oygKeiCTk+75CfVr17Dz8SdBURh/+SXkzpyJnpU72F0U4gPZVu83ADqZoVZKl5zDe0/9gUS4+4M61XAwbum5WPEosz/yBQrKZrLp338m0txA7oTpTD7vana++jTFU09k2udvYOtjfyQRDGL4fIy/6kpKL7kEbBh/xRXUrlpFLGrjXPplzH1rMMvfAUXFKppDMOli7T9+y9Kv/oimPVtZ8ZsfsOz/PcDpv/sdO/7+d8LV1WRNnkzpRRdRv349e555hokfuYIxZywhtHcXu5/6d7rPzuxs5v/gVjY89RvGnXw2ViLOyLO+TM1bfyTR1gCKSmDiEkac/nkSbTEKFy2iZnnPh0Ozv/514qEmHBkffJz7Rowge9q0bjdh0vP5xjfw5B/ZhcyHYdt2KlVeX+2JaDrNqBCHwu4SGBMPNeDMKqHyzUcZteTjLP3RLbz/x3+y+5nnsOJxMsvKmHLDZ9mz5kXa66sZf+olOHw+Znzjy2z/w59586tf5dSHHqJw4UJ2Pf44sZYWChcvZuQZy1j/xK+xLZPMkeOYetGnsMwkKx+6ncCIUsaddCuuUbNJbnsJoiHIKYWSWTRsXU7R0k8TrK8l3HRAZhVFwen1EevyppdtmSQjfQcvJWNtfQYzKNrBT4VVTQIfjzfR1mba63svkaQqColohHmfvpH3nvw9/73ji5zzg99TufZNtr7wN1594HZO+/L3MFp3YFeuAd2FPuFUAOIrHkHNGo1adib1u1aTOfFMTvzhD9n4wANs/PnPmfPNbzLq7LPZ+fjjJNraKD7pJEacdhrOrAymX/8pgjt3divdVHLyUiZ/+pNse/TTfa6L5vT278YRYhBVb1yFOzsP27SoXPcWJbMXD3aXhBBiEB382i4RbGXb439g1kf+lxdvux5smy3P/5UpZ19B2dIzyB4zkQ1P/IG2+iqyRk9k6rmfoPqlN2h+7z2q3i4l73+vw1FaSXL7K2Am0Epmoo6az+Zn/oHu8mBbFtVbVrHkp/dSu3IVe597DlXTGH3uuWSWlZFoC+IbNY9EqAErEUE13OTOuZCM0vlYVgYTrrqK6jff7FEK0j9qFM5AgNDeVD17w+dj3MUXo+o61gdkbLD7CIIQXdnEQ9WMOuEkmst3Mf3iT1G9aTVNjnyylDCn3X8X1e+sp/zFV9A9HiZc/VEyRo/Gsppp2FhJwYIFtFdWkjWtDLsmedCAcCGGE0XVyBi3iBHLktQs/z3JcCuKqpM56RSKll6L4T3CzNC2DZaFXr2aSWddSdV77zLzsuvIL5vJpid/hye3kEV33Ebjxk3sfOKZ1HOMKy4na8oUYsFWjMwM6t9dQ/6MWbRs2cLie35EtHVr90V8wH1kIYQ4lkmggxiWbNNCz86l6JRTKViwABTQXF7sD3jgIcRQofrzQdHA7nnhqXiyady2m8D4iZz9/d+y6uE702/G5YybwtxPfYP3nvw9mqow9+obGDlnEUXT52PbNqrDhWVaTL/kM6i6A8fcDEadfRbJSATN6UTRDcKtjfiyM1h5663M/da3qHztDYpPWoQx4kSMkjmgqsTjNu5YlJO/9mNsM4nbm0VW1hi2PfYnxpx7LtM+dz2KbmAlk+x78UWiTU2c+ec/4baqYeU9zLjgdKZ87AraGkLoPj+qx0Gobi/zP/EFgltfovLlZxh59v8x/qN3g6Kiaga6JxPN6cE2K5h78/9jz7+fZ/uf/0yspYXsadOY+ZUv4wjo7H7yRaZ97oYP3Mbu3FyW/uxnbHzgAXY/9RRWIoGnqIg5N95I4Ykn9vvf9GBUw4UnbzyhirW9tnsLp6BqvZcF6Ytt25ixNlL1Oh1ohqsfeiqOFc7MIhTNwDYTNK5/loKFH6X82R+z9/XfU7L448y49kqmfPJjWIoD1emkYc975E+dw4wrrida20D5v/9DyRmnMOUL16MkbSzLJDBhPHNuugkrHsfWVCwzyZyPf4VZV30eBdBdPpKJCBf99HF0XcPhNMAycZzwMSxszFgYGxUjsxBLcfL2Q9/p0e/RJy7DjOwPftAcXlTdgSt7NNGmvb2uqytQjKo7em3THB4cGYXEgzU92nRXQB4kH4cOLIfSlW4YuL1udrzxHDOvuoGcsWXoSpLxJ5/PqAWngWWjOJwkfSdC7jQU3SDh9KElI2in3wyqgWmBZ4QTKxlmxOmnkDt7NnYyiaJpOLMzyZ4yCTtporldKIZGxYv3kGip4aSf/hAzrhFracEZcBFr2gq04R89m9Du1T366i+dh+buO32qEMea9oZq3Jm5uPyZ1G9dP9jdEeK4ZiYSROvrSUYijMjIwEok0A5S/1sMAocHxV+AHart2aYoWM5cat5+m9ylczn1xp/y7qP3Eqzaw3O3Xs8Z336AwsmzyZ0wHQsNRVWxEzYZHxtN2cc/TjwSIhKOo2jFeOdfi6op2IpCImox4bRLmXDaRaCqKGiYkSjFJy+lcNFCQAHbpr26mkSojewZF5M981zsZATV4aRl8ytE9m0kMGUZkMcpv/wl7z/8MDXLl6M6nZRefDGjzzmHN7/6VSCVGWLuzTensww4A8V9bg7dk9UtANlMRLHNeEepDC+KovTn1h9Q0aYm4q2tjPB6ibe24s4+/AemChoZRVNoq12DM3cOzft2MXbh6URaW7ENHYdDZ+yFIxlx5lmAhmKo2Mko9SvKidTWMeXaa3Fk+GireRvVcKMZA5fFUoihzLZtat5ezfa/Pk3Z1Z/F8LuwLYWKl16n/L+3s+C223BlZR32/FWnF3XUApJr/0zptCuoqGyhuXIXI2YvpmDqXLBsNIeT4lNPoWDRImwUbFvBTMRRNY3Qnj0UL1zMyltuYdGP78SVaxFu2F+yV9EcqA45noUQxy95qiuGH0UBxUZVFWwMjEA2igLJpIltWajqsXuBJIYPxR1An3EJyfX/OKBBwRp/AetvvZ95N30VX0kupSdfwOTzUmnlWyv3sOmJ3zJ28TlkFI4kEo3jNZwoSqo2cjLaTqi+jvV//xVLPn8b21/5F4GC0XgCubTU7KK5YhuTll1C7ZvLCe7Ywetf+ALnP/s0qsOJrSgo7ixs28ZwWqiaBTapk+m8QtxZ+eROnwVAy9ZtVL32GtnTpjHmwgsJ7dlDItSGkT8S92nfRlEh2RSkeetW/GNsknuqyJq6DFW1yJ5yMllli2lc/yyjzvkazkBBt00QbapAc3jIm5PDqDN/DaqGGW0h1ryDtr1+xl16ySFfgHgKCznh5puZev31WIkEusczoJkcOqmaTmD0fNqq38c+4E0X3R3AnTPmQ80vGWujvXozrXtXYcUjOLNGkD3xFAxvzocOmBDHJsObRcmp17PvpZ8Trd9Nor2FoqXXUrP8Ubb97Zvo3ixc2aMoWPgRwnWtZI8uI1i5l70r/suoE05hwlVXoWoKmAkUw5m6gWqZJNra0TxuzFgcw+UCVUV3OFENA83pQk06SIaC2EmVlmAjPr8PXVdR7CSq7iBpmjgCedi2xci5S9n24uOY8Riq4WD8KRdQdsb5tO78b3o9MsctxrZtfEVTaN29InXDsytFITBu0UEDHfJmXEjt6r+QjAbTw1XDTf6cy9Bd/qOy/cXgcQWy0RxOzHjPtwYby3dTMmkq2LD2j/cRDTZx/g8fxvX/2bvvODvqev/jr+936ql7trfsbnbTSSEJIaGFDoIgXb2gKCLWn1zF3sV6Fa96r9dyvfaOBRugIiK9B0hIIb1ns72dOu37/f1xYiAmoIgQIPN8PHiQndkzOzO755w533l/Px8jwN54K/hlWHAphm0h3DqEVgSRIDITKM9DagMMk0RTJ1CdmOPW5aiOvQuUMKohRdtEawFhQN38iygN97Nj9TImzVvExAPfxxvZiZAGyfbZdJxxFTtu+i/ymx9vX5TpOZLOM96JnX6GM4diseeR4uBu3GwdiZo6RrdvONi7E4u9aJWHhtj485/z2Pe+R1gsYiQSTL/kEma+5jUkGuLqls8XwkxgL3gF3p1f239yw+ST2PCb31PYsQPTsFn9hx9xynv/kyg/hEjmsFIZpCGQWiO0ZsfDd5FqbGVkyzrSDe3kJk3BTiSY2HYv/nCKROtcEnWNWJbCigKQkjCIUEGI0ILIDyCKQICbckhMawfDJdSaiY2P0n/P9wnyg9i5Vqae/R7wfXbd/Em6zvkEC97zduAqoso4he33ghjlhP/9GtKwSLa04NQ8Hto0nBSJxumUB9fvdz7qZ52O6aZRUYBfGGR03W14470Ydoqa7iWkmme84ALKURAwtm4dD3zsY4yuXQtA3Zw5LPn4x6mZOhVpPv0h+/JonkRdD5WJPip991I77QxKY8OYbhIhLKSTQkiB5QgIQ8JymbAYUj93LvqwIkKAVmUqo9uon30GyPi2QSwGUB4Y4OFrrqHc38/AAw/sv/5tb3tGQQetFJ5sxsy2wKpfMPnwiwjqJxOUS0jLRhgGVjKFMC0MJ0Xo+URhgPAD7FSaxiMWUdy1i6M/8wnyvXdSGto3JJfrefLWxrFYLPZiEF+xxA45WimEaaFVVO3wLQRaP17GWxPPZIg9/wnTIcodhpp3GWbfvejiMGTbUa3HsuLbP2F07VoEGjMqUd/Vw40fuhwdPV6qftdDd1LbNZ0zr/5fyiP96KCMlBKRrEMFPpOOWMrw9vVMXXo2YVAhLBdpmHYY7fMWMvjIozz4mf9EWhaTz34pQlqYjkUYRATlCYQQGJaDYaVRYYBXKKMi6F15L4/++v9Y+rb/INvTTaq9FSudJb91C/lt28lNm4bCohIaKD/g1je/g8rwMMf91zVotZutv7567/5b6XqmvPJzB+yDVxnayuCDv6L91LdhJiVBYRxh2GjdQqrVxalPPq1zbbou6QP0snyumckc7Ue9ltGNd1LsX4+QBpm2OWS7l2Am9u8Z/2Qiv8jQqj9QHtq0d1lleCu9932f1sWvxs0d/GONPfuk5VI39yUkmqaw+67vM/zI9TQuuoCZl3+LsDiMVgqtFYaVYeefbmHDte/nlG9/i0kzj2Tzz36JNz5Gz8teSu2smUhVQGsTFQmkk0BaJsIwUJ6HCBXCsfG9MpW+XQgNyboGzISJE0REUQUhHaRhYegQ38tjujV447uYduIpzHjJK4h8H2mZSBkxvvE20Bo720zN5MVURnbg1LRipBpoPfJihtbctLc6g5Wso372S7CSTz3gYLg1pA87F0cGBPlBrFQdVroR62k8r2IvHImaBg5/+Zt5+Mf/vd+6iV3bqGk6ks7JzbS+++NEwkKm6/GdJMbcV4IK0IZFWC4ht92BrptCmGrHKxdBa0w3hSFMvEoJDSRqagkKRVQQIE0Tu64OO5NACEEYRvilCkIpMi1dZFva6b/n++jQp2baUmpmnMHa71/H9IvPpu341yNOfAORV8JIZDDdLHa28Tk/d7HYs6k41EdNezduTT3lsWGiIMCw4vBlLPavFJbLrP7Wt1j/wx/uXRaVyzz27W9TGRriiA9+EDudPoh7GPsrHVYIdy7HOfV9+GtugvHt4OZQLUex65FNrP/pLwAIRvNoFXLX1z7BsZe/A7PvIWShF9V5DCrbRRRUaDt8EVaqhpr2brz8ONIyicKI7JSl6MhDqQAvP4RtmWC6CCERUqOjCC3AMAwipdBKURiqPl4bJZQ3zOCD1yJNm5bjXkfd5MMRfpH8SIg3soOtv/kgPRd9DuWV0JEg23M8hV1D1PSkSE2atN9rvDBd7I6jcOs6mNh6P5FXxKlppW7GydiZ6ud+b6yXvmU/3fuYsDLO8GN/ojy6nYZZL8F4Ac1YLu7cyc2XXoryHw9qj6xaxc2XXsqZ111HprPzaW8zqng8+r0fM++tb0CrCl5xN2a6pRpWESGW64AwkKZJEESEXgVph/jjIxhuBh35FAcfoWHu2fjjuxkZ2Un9zFNeUOc1Fns2BIUC5f4DVNjZY3jlSmpnzHhGP2PtL37LtHPOIyEGUFvuxg7KqM6lBJUShuOiowpCGmghkIYgKAWYrkF5YIho2CPV2oqQIZlJhzO+7UHC0hhWqp6ayYsISuP03vs92o56LVYy94z2MxaLxZ6P4qBD7NCjq7PMxZ50tBAGSDC0QKkQXsAl72KHFqUFt3/oC3SdeiLJ5nmM3beVTb/5f4TFIk5dHXZCosujJIa2cebH/48Hf/hlBtctR5oWPce/lJ7jX0ZhfAy/7DO2dR113TPZeduNbL7zBuqnzKFn6cvYcvfv2bX8Huo6p5Jp66Jp5kJq58zj7N/9CqIAO51CJdL4fohjCYSVQgtJ5PsYaKQpMRImIlB0HXU8k+YvREgTO1lD4NlESpOdOY2amdNgT//HjT/+KX33L+OID38YlKLY20/DwgtoPuZVFPs3k6htQUuHnatW0jzTIFHbiJ18fEAu2TKdoDDE1t9cDcIg0zUfI5HDH93JcH6Q6Zd++SD9xp4ZIQRWqo6G2WdSN/0kEAJpJ5BPc5ZFWM7vE3LYS2uG1/yJlkWvxLCfXhgk9sJkJjJkJi8g0TINf7yf4eU3sOV3n2ba+R9D9a5AD6wltOuYcuErSDa3s+vOu5h8xmnMe+sVCH8M7RcJgyKVgkeqpg7LsVHSRkUKw7GwHEkUhgjTQgiF1dKKEBalnTuwWxtI1raCAIREKYXvazSCqFLErenAytST711JfsfDADTNv4BczzEIwyQsjTK6/g6ioEx28mL8sV0Mrr6R7KT5e2YraMJKgbCcx8k+dY9jgM3b+5g/fz7Jp1kdJfYCpBS1TVNZ8roP8thNP2Fi9zayrV3MesklBLvHWPm17zLt0ldgmQoZeaRSDr7S+JUyOoowbLDTtcg554HWGDrCMGS1tzQmhuNip/e8hho2suIh95QDNw0N0gCtkEKRSLgUBxVRfoRQC9pPfCt+ocCGa3/Fss/9O4s+8C6GH7mWHbsfw23oZMoFn2T7zV8Breg6+30HDPvFYi9EURBQHh/GranDzdWB1pRG+sk0TzrYuxaLvaiUh4bY8NOfHnDdlt/9jtlvelMcdHieEKYDXh5/5W8Zk/MoV2oo7xxh4zWfptT3eMs1U0Qce+mbWXf3rfz+E2+nccY82uYcQaNK4yBYdf2PaD5sEQ1TZyMlpBqaUEEFaUocx0CQJCgrMCyUNFGBj66UcVJZZDqJUoqgXETaDtIwMKMkyvdA+QirkcnnfqLaSrJ/BdLPU/QyaJ0HwM42M7Z+I7e96UoaFy4k2dpKtqeH1mOWPmmQbcv23Rx++ALSLTMBjZDW3pvsoVdk+LGbDvi4Ut9aop5jXzA35CPfZ+0PfrBPyOGvwlKJjb/8JfOuvPJpB/7sbJq++5ax7Y9/5oxf/QzTbUQIi0QuRXXg0wYpUJEGrTDTDoZdi2HVYCQMtAoxUzlGN95EWBoBINdz1AvmvMZizxop91SxVAdcbdc885aCXaedyh8uuZzZb3kTUy94PUPbN+KMDACSmtpGhGWD1mhAaY3h2ggpSDY1opUmQrD5l++n+2UfpHnBRfj5AcLKOONbHyAoVp/P+Z3LqZ26FCHjSZ6xWOzFJQ46xA4pURShNXsuDARCVy9QtNIgBSiQ8Zt97AXCTZkseMfbuePt79jnYlsYBkd99P24WZdw1c0I0yabqef4C84hSr2pWunBFKy49U+kG1rJdU6lODpCbrKgc8nJdB11Cl5+nMivMPWE8+k6+nTQGmla2I6FRKEtRTS0jaA3T8lqIds1A7/iowON5SYQQqIQ6CjEdDNoJySq+Git0KHGK5QJi0VMWxCGHpvvvZmWKTPJNjUz45JX0LTkaLyxcTLTJjM6vpmHf/m/JOuamHXmv1Eulrnp6ov3Hu+iy97NtJPPx05VS8zbuVbchi4qQ9tAR+S3PrT3ezte8o5qKbgXMGnaT1qG/x9RHtn6pOv8fD8q9OKgwyHGdNMEhRFSk+aQ3/YIG351NR2nvguzZiqWaaALFZqOPhonkyGsVCiNF1h14485/PzLEVgIy6JU8jBtgTQFUeQjpUQZJsJwEdJAmA6qVCb0JkhNaicIPTQmWmsIQ6Rp4U2MI20XO5djZNNtBOO9e/cx03kEQXGY0Q2377PvNT3HIE2XvtXXElXyjG68c9+DExK3dtIzes7EXlwqw8Pc9ba3k+nsZPEH30uypYW+u+5m0zd/yvjGjQAMPPAgPa+4kO5zz6FUUZjJBE42gY4UwjAJikWCcgEhJG5dA9qwUaLaviXy9pR3BpAVpG1jWBYqilBaQKj3VBMzUJEiiEoIEzIt7Yxt2Mptb/530h0dLP7Yh5ByB+Pr1pLpPpJJx1wM6/+MU9PM0PIb2HbjNXSf99GnVdEnFnu+Ko8OgNa4NXUkauqBaoWHOOgQi/1r+ePj6DA88Eqt8UZGoKvrud2p2AEJy8WadQaVP3+WzILjePhLX2Fi075h9ZajjybX5CIe+DqzOucy7bM/wi8XKY+NMLprC9ZQP1NPOhfLTe6pPJUhrJQBidQGQVidoCBtCxV4GIbEdFPV4HEUoaJqFQfTTBAWCiijWgFA6wjTSVLJj2IlHGwLjEmLGFy1kYktD+PW9AOC1uMu4463fwyAwYcfRpgmZ/7yl5iJp75pLoTAOED7OB16e2/WHUhlbAd25oVR8SooFBh46KEnXT/wwANE5fLTDjok6mo46pNXc8sVb+KWSy/n5B9/H+UFKFUEIbDSWUzDBkMiDZugUESGCm1IKiN5DEdQHtqyN+QA4I33YqfjtjaxQ5s0DFqXLqX39tv3W2ckEs+4CqwOK2QmNdNx6ims/vo3yG/fwbyr/h2tIgzbxsuPASaJunqkEGDZoKA8MYRpyGqbmcjDMEwMN403vpuhVTfs93NK/evJdh2J+QJr9ROLxZ49M2bM4Ktf/Sqnnnrqwd6VZyQOOsQOOSoKkYaJDgOEYaKiCNCoSCGkjCs6xF4whCGpzY5x5i9+xrqf/ITxjZvJTe1h2kXnkLRLSDeNGt2GfeSlBI/9EVEYfPxFP9fOzNNfy58+8UZOet+XaJ61gL5VD2KnMjTNXABSUB4dBA1SmmilCSoFII1V2olONBDVdKFqHcKBXrY9cCtdR56CMA2EEEQqIqqUkIZF6JWIKhUM00YTIV0HFXrItE0U+Cg/YsqxL8MMRiDdijc+hplwcetqsRIJppxwLt1Hn4mVTOJt30BhtLDPeVj2vf+kde4S6lLVMnFubTs9F32anTd/lYlN9wEaw83QcuxryE45CvOf6HX5YiIN58lXChG/Bh6i8lseYPCh3zDlov8gCjxKA0Ok2yYz8Ohqaqb0YBkRemI3thkQmLW0zlnEwPpHqWmfium4mEkXFZTRfhGZzkGoqwOphsS0E9XewobEqa0hjEJMJ40KfYKJPFYyQd+9P2Tokd8BUDf/LFqOvpiwMoEKPMxkDjNRw+iGO6p/n1ojDJts1yIykw5H+QWiysSBD0wrgtJoXJ4xtldlZAQVBIxv2sSKz3+JJZ/9FJXB4b0hB4BSXx8jK1cz5dxzwbGIfA9pO9Wwngqx0hkMx0FIgYoUUiu8kSGc2kbQHmHFAzRmMoUwQXsTCMMmrCiUitAKhATLkmTrMwiqs3Kyk6dy4je+QXlgAMNxaDj8ZTQtORe23IV64NvQOofILwGQ37KMsDQWBx1iLwqFwd0A1YoO2Wq7oeKeZbFY7F/n791gNpNx2Pn5RCTrsI+8FP+xX3HCZ97HwMpNbP7Dn5GmybRXXkh9dys89PXqRJ7hLSREib7N67DTafrXPEzP0jOrrSqkpJIfJagUkYZJ5Pu4mVoSyRSGIQGJkiZaK6LAIyyVkaaJkMaeigMamXYxpMBMOYSFIkGhCEoQlgIiLSgPbULrkNzUGoaW/5HuCz/O8Jpte6+vMp2dLP7EJ8h0dDyDE/LUn1Of8nPu84y0bRKNjfuFV/4q0dyMtP+JoLbhUtNRz5k/+zEbr/sVa776DWa+8XLCwMNJ5hCa6hioVugowEilibwKUaWClbQJSiWK/fsGMF5I5zUWe7YIw2DGq17FxJYtFLZv37tcWhZLPv5xQs97Zj+gNIrjCo54zzvoOfsM1v/iN2z99fX0vPw8lB9hJ5NI20apCIFABRXQEU4yAwJUxaP/vh/Tc+GnEE6SoUd+duDjMC1EPOYXiz3vDA4O8o1vfIPbb7+dvr4+MpkMnZ2dnHPOOZx//vkk/s41fCwOOsQOMVqp6izT0MO0HJASKQSRUhiWJAwj4noOsReCKAxQfgW7ZQqsuo4FV1yEkkkMQyEiD5x6vHu+gTFpAaDRhcF9N+AViYo+J73rCzx2w4+ZctK5WKk0+f6dTOzeweRjX0IYlalMjJJpbEWHPpbQ6NIAY+Me0cQA5ZE+mqbPpq57JrmOaQhDVCtLSAPDtLAyacLAwzJsDMOmMjgIhsB0EqBNSkMDICWWayKHlqOQbFuxnNa5x2KlswjDIKxEoHxMRyL8MQp9g4jE/uVU1//5Vxx1xQf2fu3WTaLjpe9CVfKo0Mewk1iZJgw7/pCeqH/yWVqp5pkYVjzAeSgS0sIb2Yk/MYapKoxv2smma3/NnDdchg7LYDpYDS1Iy8SSksk1i0BFBKGBV6jgD4xh53JI20RXfKRjVwfTpEEYeuhQYCVT6CjEEBZRsUhUyuMkbbSEzMzTaVh4bnXAzUkgtEaHESr06H/oZ0jTpW7GyeR6jkJHIUKaCMPEStTg5wef+tjiD/KxJzCcx98HxtaupbhrF01Lj6Tz9NPZedttKN+j/cQTMTNJ7vjKh1nyuveQrqtFRQFSCISURCrAdBxAI7XGDwRmthalNJadhET1atJwkxAFaMdCSFHteV0ZQQuFkBZYWXSiHi1NVASjy5czvGYNTQsOJztlCn5hECffi1r/5+oOty1g/L5P7N3/qFJ8Lk9dLPasKQ1Xex672ToM28FOZSgMxUGHWOxfzamro272bEZWr95vXba7G7e+/iDsVezJKCsJqUac+ReBkHSduIj24xahxndhN3bi3fpFUCEYNs7iSwlW/JLGKRcyNrCLKcefxdZ7bwataZwxn9bZi6ohB6+M4SRAlyn2jWClmpCGiUzYSC2RpoOR3TMxwZRgS6JAERbLlAYHMZJJzIRLUChgpVIYroswDZy6WqQdobwi6a657LrtfjpOP52zrr8etMbOZkk0PrNqC9JOkmiYcuA2jELg5Nqe0fafS3Y6zewrrqD/vvsOuH7WZZdhuu7T3q7WGhmWcCtbmHfFqwlDjeHYKOGAIUCK6sQvrRAavIFBzHQSqyZFVK4wsv536Ch4fINCYmeb/9nDjMVeNJzaWh777neZ+9a3ooKA0bVrSTQ2kps+nQ0//zlHfvjDz2j7WivUyBbMwKOxy6Hh4+9FY2DaBiqZRgUhIJBSVivoKpOw7KE8DzNhIg2f9lPeiBYWUWUUnqTFRrbryLiCayz2FMJynrA0SlQpYLhpzGQtZmL/KlP/Sjt27ODiiy8mk8lw1VVXMWPGDGzbZt26dfz85z+nubmZU0455VndhxeDOOgQO6RoquWCq5UbZDXFrAVohVIKtEKIp1caLhY7GAoDvfhDO0n33oE952z0RB+iOAS1nYhsK+HuVThHX0E0tBl/2U/2e7xI1OKkkpRGK8w++zLCcpGm7nk0Tp6LYdvsWnkPHQuPwUmmsIIxdCpDQB2V0WGEo0jbkvpJR9L/6K9omv9ydCSRhkMUhqABCWGoQdj4o0MYqSRObQ4VRUSBjzRNMq2NiEIvMhpDdi7A8xT+2hvYdOdv6DnmdCxtYlRGkLkmhJsi7N/Mht/8gUnn7l9KqTw6iNoTZPorJ9MAmbjE4t8ynDQNs89gaPUf91luullqp50Ql/g/RCVbpwOCkVV/pHHuy2heNJvs1B76H11LuqWRXHcnpikgKkNItY+vnaZSHKM40Y8QAktWgw1aSiI/BDxAEZbKmMkEXnEC200ipMDMZjFSSULfR6BIUEKvuRmrazFaZygVJxh+9I/UzT0dt66DysgOhlb/fu/+ptvmUjv9BACklcBM5ghLY/sdl5AmZlzNIfYEbl0dmc5O8ntm4jz08U+z+LOfZMNdv8XKZXCzTZC0KI4PMvWU8/DLBYTVAqFGRwqEifADKoURhGFgpbNI00ApgRAGSkoQe1qj6YggX9pbicTOZdGRhQpCrGwC5Xus/va1uLkcnWecQfPRi8lNr6c0uI3SyHrSTVNQD3wTADnjdMa2PYraU9EBwHDjkqOxF4fS6CCmm8B0qjd13Jr6uKJDLPYscGtrOfY//5O/vOENFHfu3Ls80dzM8f/zPyQa4s9OzycTfbtwDQPbdFFDG9GVPEbjFKz2GaihzZiTj0Kk6pF1nQSrb0SNbMVsH2bbtb9j7tv/H7NeeglSGgTjBYJiHlNG2MEIyq0jMDNYdgqhPAw3AbI6DqbRaB0BAm+igBAaabloKUi0NKP9MqYrKMgK2otIpBMsv+7rbLnr98x+2WXIUc1j//ctjv7850g1/2tvkBumQ/2sU9n9QD+Rt2+Vx4Y5Z2M4+0+IeD6rnTWL2W9+M6u/8Q2qPXYBIZh/1VXUTJnyT22zPDaMHh0gMWk+OqxgjGzET01CZJrRClw3gVYKHYaowMdMJpCGIKyUqQxvREdPnJUuaJx3DkZc4j4Ww0ommX3FFdz5jndQ3L2bTFcX/fffT6m/n5O/+U0STU3PaPvCSROsuhHryEuRyVrCnQ8j/BK65ziUsAn8MpZtISKFRiGRIAVufQ5/fBjHMYmUpjTaT7atg1TrbIq79w01uvXdJOomP6P9jMVezPyJAbbdeA35Lcv2Lst0H0nXWe/Bzj6z5/hTufrqqzEMg+uuu47kE6qrdXR0cOqpp1Zb/gK9vb188pOf5L777kMIwdKlS/nIRz5CwxOu33/yk5/wne98h76+Ptrb23nLW97Ceeedt3f91q1b+dCHPsSjjz5KR0cHH/rQh56143quxUGH2CGmGmoAgVYBhuVWB5+DCCEMhJSHfFn72POfikI2/Pk6xrat46hzzkXd/mVEthWRrCUa3Ih00sgZp7FrxU00Tz96b6hnLzeLPPwSdCVEVXxU5LP1oVtIN7RRN2UmwViBuskzwLAp5ytEyVqkNlGVPKniRqLQgOQUhGGTm3Yyoxv+TG7aKSgVEZaKGFm7GiiyTPArJOpqQAJ+EW1JFAkMQxBGFqJhOl6hiChoSsMDdC4+hWRdPWFhrFoGv25S9Ybq+BCrfnw9U155IQ//5qv7nZOuo07dJ+TwQhAFZSK/ROQVMSwXaaeekz550rRJtczCqWmn0LuKsJIn2TQVt3YSphuXQD9URYFH6/Gvo+/uH5GZcgKqHJBqa8bOzqJSKlLyfZJuLYadABWhhcTv3YB0mkk4tdi5HFYqiTANTGkQeWWUBh1GGIkkwjBIONUQjRYGke8hhMJxTURYgXQd+rAzUYZLUCkysupmxtffhZWso+noV+DnB6mMbgdpkG6ZhZ8fJL9jOdmOBZhumsY5Z9O37KdoFe1zXHUzTgYR12qKPS7R2MjS//5v/nzZZfjj45QHBrjzTW9j8nnnMvX1L6M0NljtPe0mKG1+jJHNazEcl1xbJ8ISqNAj0GA6LkoDUYRBhCGi6mWm7yPNatUI5fs4GQdhOugoRHke2nIxHEFQ8nCyCea+5U17KyL5hRG0lSU9eQnSdpG7HkTPOhNd28XwursYWPbrvceR6VmMmaw9SGcxFvvX8gvjWE+o2OVkaiiNDBzEPYrFXrwynZ2c9sMfUtixg/HNm3FbW6mbOpVUS8vB3rXYE4RemZW/+hb1HZOZ3ARGaQjsBNGuFejyKKJ2Ms4JV+KvuI7g0cevD4ztf2b2617LX179Oo7+z89h1mWqbd+UhaxpwPNTEAUIgmoVxkQ9oRei/QrCtqqTgrRAOg6uaaBURBQGWCkXlKZSLGGnbeq6puJVfIY2rqRl5hH0LD6Dbdf/ga2//R3Nxx5D/Zw5//CxRn6ZyC8S+SWmT25BBWUM48ChBStZS9uSS6mM7qA0uBkzWUO6dTamm0UaL6xJS04ux6zLLqP7nHMYWr6cMIpoOeIIEvX1WOl/LrTRu+IeahoaMNb+CbpOIqiZvae9qMR2U2itEYZE2BamIcAUeJUKlu1gts7EzuSojGzFStaRaj0M08284M5rLPZsSba0cPxXvkJp925G1q7Frq+nfuZMks3NSOOZjTmIRA5jwcX4d38NZ+m/Q6oZv6mTfP8AtS0p3GxttVKlqLbc1lGEk3DQYYCTSBBFip3LbqNp3rEExWFyPceQ6ZhPcdcqtI5It8/FSjU8J2OOsdgLUVjO7xdyAMhveZBtN36e7vM++qxUdhgdHeXuu+/mne985z4hhycSQqCU4q1vfSvJZJIf/vCHRFHExz/+ca666ip++MMfAnDzzTfzmc98hg984AMcc8wx3HbbbXzwgx+kpaWFo446CqUUV155JfX19fziF78gn8/zmc985l9+TAdLfEc3dkgRANKA0EMYe148tAYEyq8gnKdfGi4We66FXoXB9Y8y8NjDrGmZxKzj34ix8x50oR/SzYRdSwnyeYYevA6ikMbj3k3UuwoZjBG5rXgqzdAt9zLp2CMZWrmS9qVLmXLMWQR+CW98lHRzG6PbN7LrkbuYfsrLKe3azer/+yZOLkems4OGBQvIGi5r//ATNtxxE2f/50+RRAg0lpsGIRFaQeATeCEYBt7QCCiwMikQEVpbjKxdT/2sGUjDJPDzyISJ7drIyMcxNSLbQbl/N30rH6TQP8iMy17H/T/4LOM7N+9zPlKNbTTPWniQfhtPnxACFRQZXnMz5cENe5db6QaaF1yI9RzcuJKmg51ppG7GSc/6z4q9MNiZRsaKo3Sf/zEmttxNsuUICruGqYyMkZ0yBXfP32VQ8SjsfBS3to1EXSNEHlEmS6QlQWEcK5UkDKutJQgjDMcFXW0dhTDROqy+3yJBGISjfRiJNJFVU31ePPRbhlfdjJ2uo/Ol78VM1uAN72DbjdeQnjQHrRSJ2smMbrht777XdB+NlW6gZdHFFHpX4ecHMBM1pFoPo9S/nuLABprmnVMNacRiQM20aZz5y18yvGoVo4+tIdfdTm1PO9o0UGHAnV/+IEe8+u3Udc+ktnMq0jQpjg4jDRPLTWJaFmEYIIVGhz5hCH6phO2mMY0QYTggBBKFNpIgDLQQCNtClkugBabrIIIiwiuAMDCcDCJbh5AG0ca/EG24HWpakbPPYcft3yW/+YG9+5/pWUzXS9/zrJdQjMWeK15hAivx+MCOncxQGR85iHsUi724JZuaSDY1UT9/PitXrqTtGbYUiP3rBeUSI5sfY+s9N5F48wdpap+K2Xs/GBZ0HoXuPJahNbeTm3YmYWYGxvhGhJPGmjQbOd7H6df+lP4HH8DK58lOn0K+fzteYYR0UxvoImGxgA4bEFYG0zYIygGGVujQB2mh/BABKCVQXoiZSiMkJOpzRDrCMCRSTZCrr6cyUmTTz38NQnDU5/8DI5PAztX8Q8cZViYYXHkjlZFte5fZ2Raa5p+Hlcgd8DFmooZ0ooZ02z8epni+sjMZ7EyG1KRJrFmzhtSkSRjP4IZp/5qHWLd9E6e88z8w/CGw6vG9kPLIILnu6QhAINAAQqIBEYb4JY/R/i3UNDVhZZrJTpoXl7ePxQ5ABQGFXbsobN+Onc+T6+5G+T4y8czGGrRWbFyxkhmnvJ9ww18w2g7HUWPoTI6J3TvIdXZVn5OyOpFNSIHGQquQwAsQOsTzA8JyP0PLbwbASjfSvPAirMQ/9nocix3KwtLofiGHv8pveZCwNPqsjL9s374drTXd3d37LF+yZAm+7wNwySWXcMwxx7B+/XpuueUWWltbAbjmmms466yzePTRR5k3bx7f/va3Of/883nVq14FQHd3N8uXL+c73/kORx11FPfccw+bN2/mW9/6Fs17qm5dddVVvOENb/iXH9fBEAcdYocUrTWoqFqWTymQ1ct8ACUkIgjBdp56I7HYQWbaDjXtkxl47GEe++Mv2HzXn5h20tlkm+cysaOX8Qd/zJQF0wAYeuR6kq3H8ODnf4pbX09hxw7y27aRamuj86RjaZ47g+FVqyjt3s3E1q1MOu1kLCdFTdtkSsP99K68h/b5x7Doox9GByHSNLBTLutuvZHl130XgN+9/UJe9qVfYUiBNAWCCC0EkV/GMEArjVtbS1ipEJXKGKkUUX6cdFsrlYlRKsVx0vXNWKkkke9VZ4sbNtvu/j271z6KNEwKQ7vx7/VY+Oq3s+z7X2Rw3XKkaTL5mDOY/4o3kqh54Vy419flGNtw5z4hB4CgMET/Q7+g5chLMN0XVtnN2AtfUBgm272IrTd8lkzn4USZXeS65qLydyJ2b0KqWdAwB9NJkOtejB7fiiqMImra6L3nYXbdfjs9F51HumMStm1hSEWgNUGxgNjTzkYQoRWEFR9hS2zXwaxpREc+qjjA8No7qZl5AnWHvxRp2gyv+ANmOUtp9zrC4ihj6+4EoH7B2VTfuzXjW+8n3T4XtGL3smtJ1nfj5NqJ/BKDjz7eYzbyi3HQIbaXEIJUWxvJpgaaG0aJtj+AXjFEdPLH2XL3H1ny+vdTGOylMLgbK5Ei3dJJoqYOUISeB1KiIh8hBKaTJCoVAU0UBRhOlqBSLftrptOIqPzXThZoM4m0TTQCHUbgJDDMBJFfYnzzA1g1zSQau9GDm6AyjqqMo4a3MGn6ybD0tURKYSQyWKn6OOQQe1HxCxOY7hOCDqkMY38TbI3FYs+OKIr+/jfFnnOG7ZJunsTE7m3c9fVPk2npYNoJL8XNdNH/yFr0I9to70xgp7vYdsvDjK5Zg3QcjnhLB+KRH2HMegWJxgbq5xxGFFSo7ZyCUiHScjGcVixXgAoh9AkDH2E5KMNEEO2ZGGQQVHxUFKLDACO0EUIRVTyEIYmUYmKsiNAw2LcB67BGIt9jfHQ7U+adjTc0imE6WE8yOxEgCioMrbl5n5ADgD/Rx8DyX9O88BWH1Ozjv97QeCZyndPYdNv1jPX2U9vVjSEVyYxFsrmVyPNReJhOAo1AKIVGIhNJhrYvp7ZjGjosMrbhNsLSMPUzT0eacTWHWOyv8tu28efXvpby4ODeZY9+6Usc96Uv0bZ0KYbzz99PkNLAKxUZ7dtNZupZaBnhl0Kk7ZCZVEsUACJCIqohtNAHw0BEAcWxUSZ6tzB58QkElcfb+gSFQXrv+z5tR12GlYirt8ZiTyWqFP7O+uJztCdVv/zlL1FK8e53vxvf99m0aRMtLS17Qw4AU6dOJZvNsnnzZubNm8fmzZt55Stfuc92Fi5cyA9+8AOAvdtofkJrsQULFjw3B/QciIMOsUOLqN50BV2t7KCp/ltopNJgvbBK38cOTdK0mHnmJWy45degNV5hnFXX/3jv+pPfew2j9/1f9Qut8Mc3MuXlF7Hsk5/a2/ux2NvL4OoNNM6ZiplMonyfxoUL8ScmCEYLJJqaqJ8ym/quqVgSwnIZz4tAWUQJm8aeORx75acpDffROncJYSmPthzMdBYQaL+C4aZQoUYToSIf07UxXBNJiCr0Eyz7ESJVi915HFrl8IoBft9uLLkdJST1k6dTGhsk9Hymn3YBiVwjd/z3B2ibfwyzz3kNhuWQSwvE7Z8lWvJa6DgCadoH4Tfy9NRmXIbXrz7guqA0Qujl46BD7DnlF4bZcdN/0fnSdzPtlZ/DH92JXxjFD8GadQG6NAaGgKBI6En8Soi0m1ChjxrK07z4SOrnzQWl0Z7CVxFWygbLxE6aCGGgUUShj2VLbNMAywEFGoHSitCvUDtzKYaVIPLLjKy+hczkBYytu5Oxtbfvs7+G5bLnDRwdBejQq1aMUCGlvwkQ/VXkFSAd952O/Q0h0flBdHEIAFPDzDMv5vb/fBeGZdM4ayGzXtIDXp6gfwtahcjaqQSFIioKqlUbpIOTTBFFDsIwqlUeVIimOuEm9A0M20aFISIKEaaBlJIwCgg9GN/4F6xEllTH4YDDtptvp2PpyzFmnobatQKkhdE+D2W4lHY9Rm7OqRhxCeHYi4xXGMdy963o4OVHD+IexWKx2MFl6gpzz301vcvvBiDft4OHf/aNvetf8tGv0Pen/yDdcSIN8+bRf//9DN99N5nWRmac+XLEpj9QO/Midt/yF3KHzSTT3kakwCsWiYSJYURISxKVQpS2sDIGhgAMG2FKdKQwbIGhLSw7TTS2G6wkwraojI+x6Y7rSebq6DjqJfhDE+QaulEVj5GVj+GPTXDHW9/G8f/zP6QnTcKtrz/gMSq/tF/4/6/8iX6UX4JDKOjwr9C55BQe+cn/sOaPP2TeWVeQmdRMUPCwXYnWPmayBgwToTWhqlbai7wyTdPnUhkcAysEoNC7mlzPMUgzbpMWiwH4ExM8+KlP7RNygGrlyrvf/W7OvuEG0pMmPaOf0XP8S3n0F//HwrMuRLh1oDRRGaJSBTubRAUgHQchQEcGOgypFEo4mQydhy8kVAYY+4YtlF8iKAzGQYdY7O8w/s44vOE+O9cjnZ2dCCHYsmXLPss7OjoAcN24+vw/Kg46xA4pWmu0BsOolnoCA41GCkFkmdV+V7HYC0Aqk2TpWz7Mvd/+T0KvDIA0Tea//I2o8U2ExcfL/ZqpVkbW3M4ZP/8ZfffchTcyQuuSI0hlQQdlkq2tdDQ0oIIQaXchXJeNd9xAw9Q5KKWIAGkqkrUJyiPjrP/x72k54RhW/PzrmLbL5ONeiukkkYZASgOBJjIsIq9IGAQIaWAnUgTFMsXxCQzLQiY7ME98DyqKUFowumkHG3/wY9pPOonM8ccjwxESYcDME19C4FfQMktYqjC0YSVDG1YC0LXkFBYfOxsdefj3f49EfTdkq71lg3KxekFfGqvOuE3kMN10tYz+wabCPa8/BxZVJqCm9UnXx2L/ciqiMlidObvzL1+n56z3onetIFr/e1TrEej0JHbdvwwvX6Zu9myKfX0MPPAAs177ajJtTRD4WDUuSANpuvj5ImGxjJXOIJB4Y6NopbCyGUI/RJg2hrDQQQmhI6Rhkcg2EAYVxtbdQbLtMJKd89h83UfRobfPriaaphL6T0xaC4RhgdRPeYjSikuvxg5AGphTjiXa+VD1y/5lhGEbx1/1OcZ2bGJ402rW/PEXTD/5fIzGHrRS6CiknB/HSaSwnCQIjdLVEKJGY8oIY0/xEBGV0REo30NrjfIilO+BISFSOLk0dXNeUr3+rBR59Ds/ZO13v8uq1laO+vTHyc04nbA4RP/Dvye/9SGmvfJz1cpkcdAh9iLjFSZI1j4eRrPTGcJKmdCrYD4frt1isVjsOaTyA5T/9GnSbYtY/Lp3s+yH/40Kq1XKDNtl8WVXUdpyF6mOuey+6wHW/ehajv38NZiOxe5772dot6L1pPchgiKdp02mUgipFDzMhIXlCKQhGe/bTaK2kWRDMzqKEIa9p++7IgqKCMPAdBxE6FeX2bUgwFQeDj5zz/w3tOFw74c+yu47q1XXag87jKP/4zMMPrqcyvAwO2+9lWxPD81LluDU1GD+zWC9Cp+6gkHkl56dE/wilqpt4JQPfoXbv/BuNtbfwJyzL8OyJVoHREpgysfbYliGiU4kiBCUBkYwU0m8iV3VlVrtrYwXi8XAGxuj7557DrhOBQGja9c+46BDqqaOycecyvjYGLlsiMx1YAmIQoUSBnYyWa1rqasFqqUEI+WiAp9ICXSgQYf7bdcvDpNsnPKM9i0We7Ezk7Vkuo8kv+XB/dZluo/EfJbaTNfW1nLsscfyox/9iFe/+tUkn6QS1pQpU+jr62P37t17qzps3LiRiYkJpkypPr97enp4+OGHOf/88/c+7uGHH2bq1Kn7bGNgYICmpiYAli9f/qwc18EQBx1ihxYNQoA0DKJIVZtWaAg9D7FngDoWe77TXgH14PdoNhxe9rH/ojiRRwuTZEMLww//kuFlfwFAGDYtSy9HiyTbbriBrb/5DfOv+nemXXguTtpGSojGdhIuvwF5+CsRqWpri8HlK2g/7lhCv0wUhhiJLFFkEo4VEU6WKS+/AK80zrzzL2PDrddz15c/wInv/CK+76ErRZxUDariE3lh9TlnKKL8MFE5IBgfIzRMvHweaZngSka2rSXd0Mbh73sXTqam2t7CrkUZPlFkEEUphDC546vv3ec8HPbSV6LXVMsvEfmowiAy24JfGKO4ew1jW+4GHe05FxZ1008j2dCDmTy41RK0NBHSQKsDl4k14/55seeYMEzc+k523foNus58D/2P3ECuZxHuEXPBKyAsk8kvfQlr/vQbdq2/l8lHnEpN92Q0BoXBMYxEgrGt66hpbkeIEkIaGJYNSqEEmOkUKgqJQg+JgYjAH6+GFVS5iJlJIhAE5QJObTtaR1huBre2nfLg46XLnfpOOs58B8Pr/7J3WbJ5BoadQmuFW99NZXjLfsdnpRownDjoEDuAyEcHFYzORUTblxGtuYHsce9h94OrsHNZupecgdvQiNYR5bECkV/BTteQrq+nPDaI0h62zIKwIIwQhsQLwLCr7zM6VER+gWhPNSU7m0XIPdXDHAFKw+hGvEpIKDJ0nHwSk196JlYqwcTWO1jz9Y8gpEndYScx9eWfwRvvRyaye6qaxGIvHn5hnJq2rr1fW8lqa5bKxCjpxjj8GYvFDh069PFX3wCVCcTmv9DZdSztX/gZYzs2Ago3nWRs5Y34fpGOM97LHf/+XsJSidv/39s4+lMfZ/arzkWXBpHeKNpOgZ0i0WRTKUxQKU4ghIGTSpOu7yAqlykPjGCmXBQeUgu00kjbQgUKv5QnCnzsTAIpQyIV4VVCtFVDfngY20oy501vYtorXoGQEuk65Id3senaXwAw8MADIARCCLzRUXrOOw87+/isYmk5/LUd3YEYcTWHp00EBbItkzjz09+lNDJIfqSXximzQJhIAToMUVojpCSqVBA6JAoUVk0GVfEo7l5R3Y40quGXWCwGgAr3DxA8kV946rL3f4+OQrzdm6nvnkl5tA/fckgZEdLNII0EUeCjw4hIh9XPk2FEGProMEALCyohldIoUXn7ftt20o3PaN9isUOBmcjQddZ72Hbj5/cJO2S6j6TrrPc8q61DP/axj3HxxRdz4YUXcuWVVzJjxgyEEKxcuZLNmzcze/ZsjjnmGKZPn8673/1uPvjBDxJFEVdffTWLFy9m7ty5AFxxxRW84x3vYNasWRxzzDHceuut3HzzzXz3u9XW48cccwyTJ0/m/e9/P+9973spFAp86UtfetaO67kWBx1ih4woiqo3FqVgT8ShWuFBKaTtVmdYi7h1Rez5T/tF1PAmAIyBNWQNG4RE5GfQeuyl5GaeSFAugJlm7U3X4Rdv4egvX4MuRYSFIhO7hhjbuJHpF5yBqJ2MSLUSBoLS7q2YmSSNiw4nKBbIdnShyx6jq1dR6u+jfs5c/OIwy679H2af+WqapsynY+GxaBViSEVU0djpFAKBtA2EcPDzBcKyj5VIgNQkGhswXZdE1ETke0jLJNfVg9Yawx+Htddh1nbhJadTGS+iwgi3oZ6Hf/IlxrZVy1pK02Lhq99OShYgKD9+YqLqB4+gMMTY5jv2PWdRwPBjv8c+8jUHPegwMl4mM2kB+e3L9ltnZ5ownbjveuy5ZaXqaD3h9Wz51cfw8wPUzT4NPz9AfnAHUXmcsOKRbJ3PpPnHURzsY2DTCmomdZPNNVY7WgQBufYedBSBIZHCoNi7C7ehAcN1QEikITEMG2HZCAGhV0aHEdJNAILRNbdiJmtItkxn8KHfUti5kkmnvhUzWYs3tgsn10YUVhhZf2u1jC3g5Nqpn3ny3pY1DbPPYGDFb/HHe/c5tuaFF2I6cTuY2AFIE9W/DlnfjdmxiHDXcth2C53Hn4lXFvjFIqLiIwwDoU0M4SCFhWFZJHIN1UF9J0Xke9VgHxJpW0RBAGik7VRbumiNAISW+GNjaMCwbUTSYe2v72Rg2TK6zzqT1sO7Eau+jbHgYhrnv4SG2SdVE7pC0nfftTQtOIv+u39EumMubsNkVOhhJrJYmQZEfA0bewHzixOYT2xdkapeC3lx0CEWix1itFcg2nr/4wu23Y05sJrG2S8jSjZSHNxB7bxzGNq6iT9+4q3Mee1rSSTfgCr7pNpayY+NYdkJTO2gKgJvZBDhCmw3ie2kQQtKvb3Y2QRubQIlXVQEpmUhDAN0hA48Il+hgwghJUEpqPaeFxpteegwIJGuodw/zJbrr6e4axfdF5wLFKEYMrK62qbRzmbxR0cxbJuHP/c5cjNm0LJkyd5DM6wkqdbDKO7ev62jW9eBYcdB5adLF4dRYxUK+XFqJ3VWb56OjlTHQITAcKtlx3QUIqUgDDRW0sUbHydS+b2fszKTFsRBk1jsCex0mtSkSRR37jzg+oY5c57R9rVXQBcG2L16K7LOoK6zm9LEIJYykKZCK42wDKRhQqSIlAJpopWFZUsKlWGcmjoGN/9hn+0abhYrfeD2QbFYbF92tonu8z5KWBolqhQx3BRmsvZZDTlAtX3Fr3/9a77xjW/whS98gf7+fizLYurUqVx++eVccsklCCH42te+xic/+Ule/epXI4Rg6dKlfOQjH9m7nVNPPZUPfvCDfOc73+Ezn/kM7e3tfOYzn2HJnmsvKSVf+cpX+NCHPsRFF11Ee3s7H/7wh7niiiue1eN7rsRBh9ihRevqDWGqZf6Roto7XCuUAinj1hWxF6CoWvJR965A1R3OwKM7MBqSrL7x60zs3ka6qZ38wC5yjV2MPLqS+z/yEdCatsXzSdc7iO0PYkxaRLarncDzMRwH03ExggLCCGmcN4Mg6CEMQlyVYOaxL2fnb28m+W+1mLaJ40hCqbFSLlJK0CClRWQqrHQKb8RHuA5mOokKAoIwZP3NvyDT2EbjtHkMbV7Do9d9g1RDK0de9m5S9fUYY+O4lonSEbsfe5A5F1zO1FPOpTIxhltTVy1v/NBXHz8HwkBkWwiKE4xvu/9JThRM7HgYO9uw98bowTAyOkbH7CVoFVLYtaL6ugS4tZ00zD0rHlCIHRTJ1pm0nfgGdtz033SecRVCuhhOCm8kpPfuNdR0hzQtWURdVyfptklIJLoSoN0EpmUgTJNIBGilQEC6azJaK6RpEHhlTMMm8ioEo6MI08DJZjB0BEREGDTMPRVCH2G6tB53KaFfojiwnrHtDyIMg0gH5HqOxs40EgUlrGQdhpPGfMLzxUrU0LzgQiK/SFiewHTSGG46DjnEnpSQBub0k6j84WqwU5hHXkaUbEZvvhWx6TYcNObRbyQ0e5CuRisDYcpq+MCwqi0ntCIsl0BW2zwZGAijGrwTOsLJpFF+GWnZaCISba0IBCr0ibwik886me5zTsOuyWIZEuquxA98Nl37PoLCMKgIM5mj6/QrkbuWI6Vk83UfoeW411Ae2Exx1xo6z3wnmclHYNiJg3tCY7F/glYKv1TASjz+em7vregw8mQPi8VisRenAwxJ6fIYetkPEVaC5NFXsu62P7L+T78kKOXZcu8fmH3WZQw/tBzpuLQeMZuwMEhkmpTGxkjUNlbbXiGwkzZKKRKtjUhDIaSD8irVFlxCoSoKYdqYySxGSqLDkMCroEIPYUqkFogoRNmw7YHbaeiZzdR/uwhNddKQiOBPb7t47353nXkmq7/9bRrmzwdg1de/Tt2sWXurOkjLoW76iQAUd6/hr5UdEg1TaJj9kjjo8E/QgCz04vdHjMmdICzqp0wlCkMEEqE1hlm9hlVRiPA9/EoZLTzG1v8ehCDdPo+anqOQcau0WGyvRFMTR374w9z25jfvt67rrLNwGxoO8KinxyxsobI7pGvJ+ex48M9EkWbK8ZPRhkAT7JlAYoLU1YrUgY+ZSVLOT2Bn6/HHNu9TPdbONtM071xMN/t3fnIsFvsrM5F51oMNB9LU1MRHPvKRfYILf6utrY2vf/3rT7mdSy65hEsuueRJ13d3d/OTn/xkn2Xr1q17ejv7PBUHHWKHDKUUSAOhQrQwEGhQgK5eIAgVgRk/JWLPf8JOIRumooY27rfO2HU72a4TWfFfX2bmRa8g2dxEZWiYzT/5Nda/vYKWk4+j/8EHGVm5klve/O+c8ZPv4vQcB94EqrAbw20CYaCiCA8TaSXQQYDWBoZjo8oVmmdNpXVyBjvhIUQBr2Bh1qSRpkCYZjVVHAUIBEKEaDTja9djuA52TQ2Fkd3UtHdR2zkVf2KC4todLHrlu0i3tdF35/30338/s9/2FrzSKH4xT7K2EYRg+bVfpzC4i2mnXMDM+TP3qeZgzXkZwk6hfJ/Im3jScxd544Seh30Qgw4AwkpSP+Nkct1LUEEFYdgYdjK+SRU7aJyaZpKtM3HqJqG0xkzm0EpRM7WHXFcbeuud6If/D3PmGRi1M6qTzMuDUOxHNvVUBzfdJFoIJnb0Ydg2ZiqJUgrLNKtBCKWRyQRSRKgwIApDMGxE5CNNk9Afp9K/lcD3sWsnYWa6SCdaEMLAdNMoFVHOj5OoacPJHnggwXRSmE4KJ9P0HJ/B2AtVJFKI2Rei1/yK8N5voJa+h7zdSfLIt2BoH5FuREYVKiMTEPo4HV1owLJttNZgWFjJdLUomKZ6jSmc6r8R1WDE6DAilUWiibauQAdlqJ+CUdMJUmJlMsiwQrDsF6jRbRg9xzH1gqsJK0UQBrLQi177e0TnEcg9wZ3++35G97kfYXz9XWz+5UeYcdnXSbXNPJinMhb7p/ilAmi9b9BhT0WHyvjowdqtWCwWOyiEncacfBThpjv2XxmU0YVhvPwEZ3z8OxS2b2dk1RoefP/HqAwNkW5rp/eBgLYjD8cKSxg1aYLAB8NE2ikC3yf0KtXKDdJCK4FhJ7GMPe0jbAulgbCCsPcEOoMIgST0KgSlEhPrNiAsk6Zp85CmSTBeYODBh2lfupRb3/zGvSH+7nPPpTw0RNdLXsKW3/0OgMLOnUSet88hmW6GhlmnUzvlOKKwQhBqEpkcZhxy+KfIVANy94/ItLwMt7EN6chqq15hgiExZPWCVUeK0KughMIwLEw7S8sRl1RbXEg3DorHYgfQuHAhp/3whzzyhS8wvGoVicZGZl1+OZ2nn46Tyz2jbQsng0w1MPnEyWy57jd0n38ewgIVlTGMFGgDgQClQGhUFBFUisjAAgVjvZupbe+k7agZqNBHWs6eMcb4tTQWix0a4ru6sUPLnooOUgjQGiEFKlLVmXWGSVz0N/ZCIJw09uLXUPnTpyHcd6BA1U6hON7Hgg+8l23X/57tv7uRdGcnc9/xNjbdewMP/uoLHPvWj5NI1jGyciUDKx6jcdEiDNdFa41XKiAth6hSRpoWAk15Vy9BPk9mcjduLoOyJEZDI0G5wsiK5WRnHY40LAwTyqOjWKlMtSS3IamMTmAkXbLTpuzpASnI1LWSTNejvAgpTKacfz4qihh6+GHcujqm/dsrq31Bx0NS9S0Yls32+2+hbf6xTD7mNJKZFGLNr1GpekSqHmvm6Yi6ychEFqkLWMkGwvL4Ac+dmWzEcJ4fYQJp2ge1skQs9rek5VLsXUP/fdeS7VlKuvM4hldtINfTRa7nRFTb8Wy97yGalnSBUhh2LW7TZLSEoFIi9PKgFE59DqkliGrbKKU1MggxbQMjkQTDRFcKKAPCMCDKj2D034ectIhi72oSk45gbOc2Bh57hGxbB00z5yHxUF4RIsXOR+5i6knnVgdfY7FnaGj1Wrb//k5mXvwmUskQVeqltms6XqlEuTBBUIxw0ilwTaJQE4YBrmsjpAAUWu4pIyolas/fuxDVv38FVIbHETKHX9LYNTlU8xFoFSKsBFExRIcW3mgFJ5fDWvJ6GN2MLg4T9G+j4jkkh+9ADa4DK4HROhvvwerNAh16aB3tOQpN753fpee8jz5lVaAoqBD5JXTkI00Hw04jzXi2Xuzg8gvVgKqVeHwg1rBsDNuhMhEHHWKx2KFFmDbWnLOJdq1AV/7mM23r4fRv2cLGW65jZPMajnjl29F+RKq1lYZ586id0kWy1qWS91CGiWEKDKM6ocfLjyKAcDyPDgLS7W2Ytt5TzcFGYxCUipjpLMJy8UtFVBCiVQiRQkcKy05Se9gsjEQCIoU/MYFTU0v3OWdT2b2LKeedh4oiGo84gtG1ayn19ZHt7qb//mrFxdqZMzGT+990k5ZT/S+KWL18OfPnNz8HZ/rFSSRqMGeeTmrL7QT1FwIWuBZSaCxTgI4gAmEamLaD0ILQr0AQYto2q7/7fea97W0H+zBiseclK5WiceFCTvjqVwnLZcbzeZp6ejD/BZMmhWFgTDsB466v033yGZR295FoasJKu0jtIV0HIh+tLaRpYbouEkFQKeGX89S0tOEkk4zteJiayYuxkrlnfsCxWCz2AhIHHWKHDq1B6OoMO6WRhgFCoIUGpdBaYVruwd7LWOwf4uNgnPhe2HE/enAdOFmCliPY8dha1t92I0e9+aNEzZL6nsWURge47SvvIfIrADz2p5/SvnAps847E+WV0Y6JMC2EkAgrRVQpg+kgbINIRaSnTkVKAxVGePkCViZN2LsclZ2Kkgke+uznmPf2K0m1d2AmEkShD1QTxjoMMO0UIEnk0gg/D8ImEhkCL0KGE+iVP0FMO4vamTMIfR8rnQJDkWlpR5UDgrEi3YtfgpGw8MZ3Enpp7DkXYRsCYdrIZC3CqL6dWck0Nd1HUx7etN85E9Ig23E4Rly5JRYDQHkFdGmUaPcqRLKOie1rKPU+RtdL342VbkKaNlaqhq1/+DPCSZNsbqbtuOMQtk0wPk5YLOJZ1ZukkechTQvpmBi2i0Zh2QksIYh8H60jFBCWK9i2BaYNVgqjPIpVkyZfaGf8od+S7phHqrEN0xVkG5YghIGTSSFNh/yuVQxtHWDL3TfTNHM+NW2TD+r5i73wRZ7HhmuvZdett7L5tzdwzh1/QWgY3bYBFQVEvk+6yUIIRSqTQusIw4QwjKrVjpRCOhIhJJEWaGHu6WqxJzwQhJiuS+T7GJaFMCSREqhIYCccjKSNlUpVW2EIDVGJ/KiiPAxhUKC+fgQ1uA7ZMAVrzjn4+WHy2x7Zu/9CGHv/XenfROSXnzToEJQnGF7zR8pDm/c8WJJpn0du6nHxrL3YQeUVqjfynljRAcBOZeOgQywWOyTJdCP2qR8g3HovuncFWC5q0lEM9A5y7/c+A8DE7m143jhRg6D+jMX4xQmy06ZgihDtF9BWEmUkUdGedhC1TagoQDgutpNEIPDKBbQO0VEZM5MDaeHlC9ipVPW6RQNSooVACkVUCTCkhYhAhRGW62IlbAwRYnVNouflZ6ECCPJl6mbPZsdNN7Hs05+uHpQQzH3rW6vXPbFnjTAsotppGMkG5I67ENNORymJmcwiLHPPeGg1uKK1QgiFk0oSFMsUBwfoPvtsrAOEUWKx2OOcXA4zk2Ftby/N/8LJF8rKYB39RtTm+6gJx1BiKYZdi7AshGGitUaHAVEUIQClFU7KxXGbUNIk8PMgLaIgJI6yx2KxQ018tyd2CNGgBUKwT99DoRVIidzzATAWe74rDvVx09VXUOjfxZQTzmbm6ReANBjesoH6GQtYOms2g1vXsfEvvzrg4zsWncDmO39Psr6J9mnTYddDGB0L0VGAYVjgmEQ6RIUhbiqFZWgQEdpUyLSNiCpE9TMpbu/lkS98gVmvfz1uLgc6xHIdtNZEQQRo7LpawmKp2svTcohUAiEiJD6ODNGmAXMvoJSvsHPV3dRPnoEtLKyRDehELUZzD7qplkL/OlTJQkuXO772QSYtXMphZ78aM7H/QIkWNg2zX8boxluJvAIAZiJH3YzT2P7gXUw+7kwsN/7wHju0qfIE/vJfEG2+CwBZ20Vyyqn03fV9JjY/QLprEZnul5FqbmbqBecSlsoIFWImDMJgCCebRmsTK5Ug8MoI7GqlhjDA98YxEwm0KCIME9MAhSQMI0wngdIapTRGWKjOfDeTmE2zcUQtZiaD0gKntouwOIwwTIQwKA1tQRsNPPLTj5Ntn8yOZbdjn5AhUVN/kM9k7IVMAzqK9n7tD49iJCxq2joI/YCgXEAaJirSyGQWFXhIO0lQzFcDs0i00tWWSToEaeGkMojyMADSziKSLlbaBS3QUuIkk9X+ySaEpYAwCJBCIkxJYbRAuRDhNLbTOKkJQ/jo9imokW34624maDkcf6wXACvTuE/1IjvXsqcH9/4iv8Tgit/gjfc+4eAV+Z3LQUjqpp8UV3aIHTR+cU9FB/dvgg7JDN7EyMHYpVgsFjuoymPD3P3VTxD5Hm2z5xP6PnZ5GzXt3Rz7/z6OnUyjlWbVb77D4PpH9z5udNdmTnz7Z/EnyqTr0xiEIAyCIEBrhWFKEgmH0CuihcR1JREmCHdvmzkz4SAMUKHa0+YVwkL1ekhaBlIqpD+ItrL0PbyGusNmkO9fhje8CcPNUj/rJXiFIg9/9rMUduwAwG1oYPHVV5OdPPngnNBDiFeYYHDLevpXPsDsl72KqFzAralHRx4YeyrbIsAwAI2wXYjKRCrAG52gbs7sg30IsdghKQp8tt93M1op0k0dpFvmEVbKmCJC+REYBtK0EcaeFhZoTNusVhSMAghKlIa2EIYuj/zsfznysvdg2s7BPqxYLBZ7zsRBh9ghQwiJoJpcFlI+HnYQsjorLy6BHXsB0Fqz9d6bye/eDsDGW3/Lxlt/i+kkcDI1zD3/tagdt9BwzOWkm9sp9O/a5/G5jimkm9oY3bqOu7/8IRa9/v10H3k8QXECIS0irRles45sRydmJkkYRigtiaIIQ1poZTC+aStDDzxAzysuYulX/oeJjRsZeHg5rUcfVf0h0sRwTKgotKI6aFIqgwbp2ES6esNTaAsVSsJSkdLEEO3zj0WaFhFQpAVdCBCFHdiJDIGXYtUN3yMoTjD77EvJNHWivAAO0IWib/Uydj18J4dfdAWGZQCCoFzh3m99kd7l99Ayd8m/LOjg56ul+u2amn/J9mKx54oaXL835ACA6eLWT8JKNxAUhihsW4YKShjOhYQljV3bgpNME0YKYdQiTYHh2kQVj8rQKMn6WkKvjApC7No6VBQSRgIpDNAKjUYCKgxQYYg0LSolDx0ppCNY+8drGdu+EWnadB19KtmWDtxsFtOwMSwTrwh/ueZtRH6FzsUnse2em2mff0wcdIg9I6bjMOWC8+m9o9oHe90Pf0TPqy7CSdcwvmMDlmNjN7aBaVIZG0aFAaFTwUqm8At7wg7SxEhkqq0rlCJSEmHXAtX37GBiDIQEFeHU5Qg9j8irYLgppNSYqeoAVBhEJKJdOIlRDGMCqdL4G29Dj25HTFpEOGkxW35XncUpLZeO06+k9/Zv7z2WhgXnPOlxhl5h35DDE+R3rqBm8mKkmfsXnNFY7On7a+sKM7HvtZmZSOLtWReLxWKHkvFdW9j18J0A9K16YO9yYZjMPOMVdMycTLEk9wk5AAytW87Irs3UNE9ieEcv5bEhmqbNJJHOoBQEISipQdgQaUqVAClAiRAnFSHMahsuQ9gYpoGQJkGphJlKVXu+Ow7SNPFDqAyPkJs5A2mZ5CYvgclHoULof2wVK375dRZ+6F1kmztBaZzaWhJNTQdsOxeUSqggwErH1aX+FcpjQzzwrc9w/FXXcP17L+HMT3yP0FeYFugwRBgWQgiq07wEke8ReT4igtoZM4iCykE+gljs0FQeHeL+b36GTEsHS674IA/+6Csses17EEEFaZpguGiqkze11ugoBMMEpar3O8wENW2zufZNZ4FWzDv/9ZiNrQf7sGKxWOw5EwcdYocMrTUqDKqD0lqjlQb0nh7KOp7JFntB8PJjbLr1t/stD70yoVdm851/4rDjj2T3n7/IiW//BDuWP8iWu/+IlAZTTjqPtsOPYvsDt+Jkcnj5MTbc9HPcRA3p2nYS9bUo36N2xkzW/emnNB+2EGnarP/TL2g+7AhqJ03HNGzSLU1kX3EBOx++gzW//zFnf+HnyDAgjDQ6itACpGVWZ2xbNpYFImkQlkZBRASVkFL/EG5NDnvgAcyOhZSV4qEffJHGqbOYduLZGEmBabh7SmaG+K7Lgn/7f2y+80aW/ei/WHT+lYw8tIIpL3/5nlm1+56jzXfcyOY7bjzgOVRR+Ix/D6WBAQaWLWPDT3+KjiJ6zj+f1qVLSbW0PONtx2LPNuUVCNb8YZ9lwkkhVMjUl3+abX/8EqXdayn1rqEytIWW415HqmEaK776VQ677FJUpNCuCzpCSkg3N1EaHMTKZLBSabSK0FGIVgZROY8KAoxksjpDLIqQloUUEiedqLa3MQULzn8t3vgAUgWIZB1hcRzGdyGkpn9wgtu+/FG0UmTbJlPbNZ3l134NFQQH6QzGXkzqZvRQP3cuwytXsu2GG+k4/RTW3fRz5pxzGabjYDgJTBlhlrYjhSZSScxkF3L0MXT9NCoVcI1MtR2aVmg/xB+vVlqwczmspI3WAoFJ5IfVoguGg9KaMF8iGB9EWhZOJo3KNFCcGKS8YysJX1Az62yiygRR6FPY8iA1U48m0TSVRPMU+u76PpWhbQhp0nzUvwFgOAcO8UWV/JOfAB2hQu9ffVpjsX+YX6r+fZr2vi0ErURqb1uLWCwWO5Rsuu36Ay7XUciGW35D5+EfRQ4s57QP/Tdr/vALxndtIdvaxZzzXkffqge54wvvZsGr3k7rzIUobaG8EoGvCcoBlfFRDNetjoNVAnKTOzEci0gpwEDKamXGoOwhhMBKVD+PR0ISlceJpEFQzhOEZSyZYWD5o3iDw2S7JlMeHWH9A79moncrq274Lqd+5Os46QNPCKiMjjK2bh1rv/c9KqOjtC1dSve55+I48QzkZ6J/9TKKg7vJtE3m9I99kxW/+iaZ5klMPeFchKWwUhItzT1joiEIMB0TJQxCzyOMSuidIan29gMGU2Kx2LOjNNJP6JUZ3baeTEMb81/xFtb+4cfUdcygZfaRCHMCM5lA2na1UrVhEPkeKvQwpQIvj49N5JUBCP34810sFju0xEGH2CEhiiI0IAyBME1U4CMNhdYaYZhIy66mIbEP9q7GYn+XkPKp12lNWBxh23XvoeOC/0SaNqBpmjWfe752NVYixdFv/hi1ndOqfcQj8MfGUKUSdiaNcCymnXY+fjGPm2vkyMvfi44ihJTYSZdKocKq63/Alrt+z/FXXUNUyEM6jQ49iHykNNAVgWVLtPIpjxeQloO06gnLZXQlwE6nsJMSe8YJaGmRs2o58tJ3IS0bAh/pexCMEQ5vQHQsxlMJ7v/OZxlY+8jeUNKjX/kKLcceTaaja59z0DRzwZOen2xrF3bimc0WKQ0McPe7383gQw/tXTa0YgXZ7m5O/ta3SP6dsINtx68zsYNMRWhv3xufujyGEAaiPMCkk6+iPDxQbWfjprFr6tBaMe+Nr8Ufz6O1xsqlEdLA9zRBcRQjkUJYDlGxhBIC6Zho38dMJNGmJorKUNGo0MeyLNARWkikYaFUgFRhtTqDYUEUYtkNqFwjWx68i7W//wnZtsl0LjmFxmlzuedrV2O6Sex0hrAygTfRR3loK2YiS6ppOoabQRpxeDH296mggrH1Jo75yNvZ/ehmNv78lzz6X1/h8PdcRVgp0r9mGZm2yWSamjFzU9CWjWFZRGGAaJuLQJByavBKE/hhiGHZ2G4KK5UANNKUeBMlCMPqzYJsGtsK0WFQDTvUZBE6QFg2uC7aF9iNM0l2LAJM1MQAOpkjKo4SeSUMN4u0Xax0Pa3Hv56gMITpZhl57FZqDzsZw80c8DgN+6n6YYs91wmx2MERlEsYjrvf9a2VSJHv23GQ9ioWi8Wee1prKsPD7NNr9W8IWZ24M7bmTxib72XqglPIvvKNbHvwLvxyiemnXcCU48+uVjJVAqE1Pg7SCkgmHaxMijAMEFLiJh2kjgg9ReD72LZJpCIwFaZjgO8T5CO0BjOdwnbSVMbHMG2X2spOoiBBw2Fz2HX7HSz/r/9i7ruvZGDtIwB0HHkSYaWMCkMSuX0rsHnj46z+xjdY98Mf7l02smoV6378Y0787neflXN7qCn07SDd2MKi172HID8OhkQFFaKSxkgmUVqgwwhChUwk0EGB8tggbq6WP1z0ck7/8Y+p6ek52IcRix06nhAsMkxJIlvPnPNeR+iVq3fvtEb7ZTCq7wNh2UNrheUk0YNrEbkO7vrvjwBQP2U2wytWYjtpEg0NB+mAYrFY7LkVBx1ihw4VoRVoBNIwQYDc8wEyCsP9ZoXHYs9HbraWqSedxwNbPnvA9T3HnUZh6x8BMBI1FAd7eeQnXwagftocjnjNVdz8iTfTt+oBXvrJH5FsbMVISDLpRhA2URCClDgJTd+qZaz/82dQgU/P0jPoPuoUyv0DTAz20bXkZFrnLmH1b77HCe/8HFGljHRTKE9Xn1WGTRB4RJUySIFGEQZlMBXaBkMmUcKhVA6JgonqjJIwwrYslLSxcs1Iow3VMhvfV/z5Y5dTGu4HoPPIk+i761680dHqh/a/kapvpm3BsfQ+cvd+6xa//v0kap/6Qj/yy0R+CR0FSMvFcFL73DQdWrFin5DDX01s2cK2m25i5qWX7jdYr7wiVCZQgxuZ6mgoDqETNQjL3W87sdizTdhJjObDCAu3712mRrdjhRWiZD1mfhDLSbLuZ79iYNkjpCdNYv67/h0nl8NtTqK1SXligrBSwa3L4tQmMEyLsOKDaSKiECKFYZuIKMAQFsJxUX4J07bQhl1tZaFDpFAgDRBUK0GEPir0KY/1YTf0EPkVuo87E4DeFfey8rpvAnDEpW/Hch12P/BjwvLjrwOj62+naf55JBp64rBD7ClFoYcKfLQKkcv/j46mmbR+/moiM43v5fFLRaxUhpr2borDu4m8MioISDVPIpmrQ2sNQiINAyEkpuOilUJYBtXcgEBIjZvLovwAaVloIfErJbQysdwEUkpkOIxtJoh270KVy0jhIChjNHQhcl2o8jiV0d3UHnYKQoB0UpT7N7Lj5q+i/RLJ1ulMOvnNOLknL01quGmsVB1BcWS/damWGRjWv6adUyz2zwgqRUx7/15kViKFH1d0iMVih5CJLVu47S1vYfE1n2DjX351wO/pPuY0itseBKoVm0aW/wZ/eAsNM8/nL597O4te+06mLH0pJgHCsEAYRJgExRJDW7ew9b6bcTI1TDnhbEZ7h7CSKdxMDU4yiTBMdKgRQhEFiqDoIQwDZUAwPoSTqcFxJULbKGc2Yd7joU99mvrD5zL3Pf/OPd+8GgA3W0ddzyx++abTyXVM5cjXvYfazm6sRBLDyVDu798n5PBXwcQEq7/8ZY7+1NXIXB1CxkPWT1f95FkA3HT1FZz3xV9jWQonlcK07Wp7NVEd/9RagJRI6RMFEYEXUC4MkaxvIZiY4OHPf57jPv/5uKVILPYccbO1WIkUQbnI6pt+zmGnvZygEpLI1VSDa6ZVrawZKaJIIQwTQyrwC0SZLvK7e9m94j6ElMx92eU88vHPkfxUQxx0iMVih4z4qjF2SNBKEfkB0jL39qMTCJSgOsgs1VPOko/Fnk+aps2ntms6o9vW77O8cfo8so219D60HYDauWfy2C2Pl70c2bwWFYac+anv8eh13+KO/3kvJ77jS1gJF+WmENJHhSHStZkY6qd9wXG0zz+WoFLGTiSxbQHpDPnRCW77z3fh5uo5+k0frd7oIUKiCSKFYZmgIkyh0Ht6liOhNDxIqr4Z0zEpDvbiFcbJtk3GMByMPd87sX0NlYlR6rpnYjoZwkrEit9+Y2/IwcnWMu2EC7jzzVciDANxgKet1prDzno1tZ3T2fiXX+Plx6ifchhzznsdprv/QPoTBaUxBldejze2q7pAGGS7jqBm8hJMJ0VQKrHxZz970sdvuu46us8+G7f+8VkrupInWHU94bqb9y6rCIF9xKswuo9G2vENpthzSxgWxvSTCLfeC5FfXahC1MBadORD00ySuQwLrnwDYSAQhsHgo2sY37iN5oWzkcIj2ZgjCkH5PirQ1RkFYQSGgeVY2Ik9g6oVb0/YSSCsPTN297wmRJGgUq7g1qTQlTFE6CNStRT7N5JqncnoxjtpmtrN0JZtrPrN9ykO9ZFt7WLBxW8lWWOh/MI+IYcqzcCK3zLpuDcik7nn+tTGnsdCr0RYHKUyvI1EUw9jm+8h2TwTt+c4/F3LUQNrkQNrkS1zkVPPwrBdnFQGrzBGtnUyYbkagLOSaVToE5ZLCCHBdDCdJFqravuKMESYNgiB0ArlV/DGy0RBQKKpCWkl0EAYhFgWGNkmSsUibudi7KgCe/qtVvJl9EA/5qZfk53xEryRbVQmhnEbu0k2T2HGxZ8HKTHsJFa26SmP3XTSNC98Of0PX0dQHNq73K2fTN2MU5BWXCY6dvAE5SKms3/ws9q6YuIg7FEsFos99/yJCZZ96lMUd+7EspJ0Lj6F7Q/css/3pBpamHbiGez47Yf3We62zCDXMYkzP/V9Hvnp/7Dhz7/h9I/+H1JV2xEobwK7toa6rsnk2l+HMEwCL8BN5zAtE9My0ZFAS4GKKiBkNbwpDQTVCULCTeDl8whTMrxuOam6ehKZBhZ96H1suvcmbv3SOxECupeexfRTL+Ce//04AGM7NnLzJ97EKR/4L0S4g7rpJ9F7xx1Peh5677gDr3cTZjCKbJiCMOJh639UZXSUkRWrOfyVb2HFz75OcbiXVF0rZjJN4CkwNEiQe36vKggJvAhp+uRHdlHffRiqUv1suPvOO/HGxuKgQyz2HLHMBEe/6cPc8d8fZOUv/49JC06gpnUSQbEE0kIqjZYSadmIUIFpEEU+XqFCUCnyx49cRuPMBSx6zVU89rVvU9q9m42/+CWN8w/HcOMxx1gs9sJw6aWXMnPmTD70oQ897cfGV4yxQ4KGat/Bio8QEiEFQhigFSqMqjNLD/ZOxmL/AOWXCYZHmHfG5RSLQ+x4+FaElPQcdxqZ+hr6bqlWb8j0LIFUF30rv7b3sQ1T5zC6bQNWIsni170HtKYyOoZT24Y/PoFWCiubQRiCRG0dQbmIwEQoSWV0jGLko4TCSqU5/qprmOjdyro//YKjrngfKoiI/DxGIokQ1bCBX/KojA8hDQsnU0u6oQWExnFThJUa+lY+QP+ah+icfwJ2JoeTMqmfPB2ESaVQIowUpYlBKuMj1HZNp/PIE5i04ETufef7iCoVOl5yGkZi/2ducWg3f/70W2mdu4RFr30XpptkYtcWlv3giwghOfPTPyBZ17jf48JKnr6HfkZYGn18oY6Y2PoA0rDJ9RxdXaT1k/+CtOZv10aDG/YJOfz1+/xlP8JtnAJ1k5/qVx6LPStCLTGOfiNq3Z/Qg+tBCKLR7ZhzzyMa2kT02B/QoY+s7UC3L8B0+zEbZqAiiDSo0XGk61ZnsieS1dCRNIkqHkG5SBAGCMPAtO3qTLAwrAYelCLyQ6KKh5NJkcg46LCCTtQRegVUYZRU22FIaVAZ24ke2Uom18KJV30MaSaw0nWU+h6hPLiBZN2TzGDXCm+8FysOOsT2CEvjDCz7FX13/5DmY15FZXwn5eHNWMkcbsthyLa5qN6V1W/uW4kxvBFj6mnoSUeCBl0cwiqPICSIpEskDKxkphps0BopgUgjTRMdVNDCRIXVGwRSCJK1SbTWaNsiKoWgNdI28YOA0sAghmWhx/OMrlpLeXCIdEsDubYc5sZfoUsj6Pu/g7Pw37B7FrH1hmuoDG4CYMrL/4OhR66n7eQ34tZ1VMtZPwkrWUvrkf9G6JVQQQnDSWPYKYwDzKSPxZ5L4Z7WFX/LSqSI/ApR4GNYcXuVWCz24uaNj9N///3Vfw+O0NqxkI75x7Pl/j8SVMp0LTmF9gVHs+v3n0CrcO/j0l1HIGunY1gJEsk8x73140RRQOSXwE0hHQshBVEQUhwaxk1lkFb1ZrcSVKuuaVBRhGEaSMethpKDMqRsNAIdyWoBNg3bl92OZRokc/U4yRS+F9K1+FS6jz0THUWYlsOtX7iK/O7t+xzfQz/+Kse84d8ZXX9rNRz6VLSicusXSZz9aUQ6no38jwryExS2bmfKq15By2FHsOaGHzHt9JfT0D0TFSkEBqabAqXRKsRwHUK/iI4U2ZbJSA3j27bt3d4T/85isdizSwU+CbeWl37q26z903Us+/7nmHPBG2noOQwdRRiWC6YFKgLLgDBCSgMnkwEB533p51huEh0G7PrzX4DqpE9dHoE46BCLPS+9+c1vJggCvv3tb++3btmyZbzqVa/it7/9LTNnznzO9sn3fX7wgx9w4403smXLFgzDoL29nZNOOolLLrmE5ubm52xfnq446BA7NGiNihTSthHoah9yQCm95/9gunGJ69gLgApJN9dxz/s/hJPL0XzMUaQnTaK2qZsgv4u2k9+CTDbSt3Yl9/3XE9JvQjD7nNeAECy/9mt0LTmZ0tAQ6aYm/OFh/HwRp6Ee5QVIEx678adM7NrE3POvoHfFPQxvXktt5zQmLTqex37/E0a3rmPqKRdw+AVvAA3CsTEEGEQgDcIgwnJTOJkcOopQgY9fKiAMA1+NYxiSttmLKW7fjS4F3PG+t9F85JFMe9XFOHU5DNPCH9xNNuWw9FWvR6Rq8Qohf7joYtCa3MyZHHb5xdjZuv1O0cC6FaA1ux+9j92P3rff+qBSBA4QdCiP7xtyeILxbQ+Sbp+Llaxh6kUX0X/f/tsF6DnvPNza2sd/XV6BYPUNT/rrDNbdglzy2rgsZ+w5o7Um8vIIw2T7PdeSbptJZsnxoKHilyk/dhsjj95E+/FXgM7Qv3wVdXYRSKD9AaKwHpDYSRthaEKlCSoF7EQCiQTbRJgZokqB0sQwqdoWgkoRgcCwneoMdNfeU9EhrM4k1wG6PIY0TKxsIwiD0sg2mhZcSGV4C0FxBCkD3NouSv3rKPWvo/Hw85jYU7b3QCK//Jyd09jzX7F3DX13fR+AbM8ihtb8AQCtwRsfwTr8lRjdx6E231ltZdF5JKJhOjdf8z4mHbGU7uNOJ3QbUEphBhHSMPDy40hpYudyKA0IgVIKHQmEKiMArR2UYaPDEGkaGEJhJAyEFCgtsARYjXUIaaGkQ/28w+m9807y23eQm9yKOfd8oqCMTuQY712PmBjdG3JIts2iPLCJ8Y33kN/2CDNf/3+4dR1PeR4MJ43hxDPzYs8vQbl4wCCDlUgB4Bcm/m7bsVgs9vSElQqVoSGCYpGOTIbI8zCS8Y2Qg0mrx2/+j61fz86//IVSfz/tJ52IUecyes9qsk2TqDvqCvDGiCp5nPrJDG5ez8M/+V/mXfRGGqbOQAdj2HaOoFCm0DdEor4RYRjge5TG+oCQDX/5DXVd05i29FREWEEpEy0i0AamlUSFPsLNocIQIRQ6LEJk4DgmU489Bb/3MeToRnwxkzASqKJHabiXTGcnpcE+Rrdv2O/4xrZvQFgp/PwAzUed+qTnofWYYzDyWyHyUcObkYdA0KE8OIg3Ps4k18UbHSX5T5aaD/J5Wo4+muGHV1BmgkWveTtSSrTvI6VZHRcNfUzTRmuDsFLGcBLoSoBlCryCx+qvfx2AlqOWYBnBv/IwY7EXhSgIqAwO4hcKdKTThKUSRibzjLfrZhPs+OMqGo87hnnnX4b2S1jpJsKJPBgS5SYwpIcwHbTSRCoirFQwbBtrYhtOUxeF8X523/3o3m1OOftUwrV/wjjyVQgzruAXiz3fXHTRRVx55ZX09fXR0tKyz7rrrruOOXPm/FMhB9/3se2nP1HA930uv/xy1q1bx5VXXsnChQupq6tj586d3HDDDfzoRz/iXe9619Pe7nMlvrMSO3RogGov8GqbCoFQETr6O2nyWOx5RCmFm7E56X8+zx3v/jDrf/Cjvet6Ljifuf/vLYwP7qRvzXJUFAGQbe3i8Fe8GcN2mOjdytj2DSjfw3RdgmIZI5kkWVuDVgoVRUQKpp92EUKAkCYzzrgYvziOXy7ipnPMv/j/IZAM3Psgf774NUw69VQWvOtKAl9D0kUKC8N1IKiWrAeJlAkwTIY3rkZaFol0HXamlsT8ZvzxcY774hcZ37iRws5dSGkytm4t7YvnIS0DYTl4pYDxzctY8K4rqZnajeEqEk1NuLVt+52jRO7JBwakaSLNA4eaguLwkz5Ohx46qn7Qb1y4kPp58xh+9NF9vifd2UnXS1+6bxscFaL3K63/hO0Wh6tlyuOgQ+w5oKIQb2wng49ej1YhrcdfRu9fvsHuu//aI1fQccY7mXzuhxl+5HqsTBtNRx7J4LLlaK1oWjQbb3QcJ5vBL2vsVBI7kQCtqjMLRFCtlqQ0YJKsbQYJdjYHe95vtYrAUxhuAm9iBDvpIO0kUiuiyKfYvwU704BMtlAY2o006onMBE6igULvalQwQfPCVyBNuzpT7Um4uf1fG2KHprA8we67Hu8D/cRZhKFXQhplGN1CVNuDmHEOQgiEYRHlCxz1xg8jpEFhYAA7lUFaFoabwBQakUkhhcCwLUI/QBoGURggLQfTdPdsPyQqlasBIz+CpIFGIjHRQRmhFV7FJqx4mK6k1L8bb2SQhvnzEak6BjctJyyOkJm8EGFY7LrlfwFwG7tpXfo6tv7uUwCooEz/vdfStOQizGQtppt5yuoOsdjzSVAuYtoHrugA4BXG46BDLPYvVB4cZM13vsOGa69F+T7Ssug+7zzmvfWtJJqeuhVS7NljZzLUHnYYo2vW8Nh3v8sx11zDiv/+bzZe+3jbxNqZ00lMaWX19T8lKBUojQzSvvA4jnjNOxnbvpHaSVNY+61rWfDuf8e2TEQmAypCGBZhJSA3qQchDeZe9AYEUKlEKC2xEg6mZaM1hBUPwzKQlok0DZRS+BUf5fkEApykSaJ1GhoojxUZfGgFuSlTSDY3M7x6Nbu3PFBNkv4N00kg0NXPAjLP1Fe8go0///m+35NKMf//vR7WV6/bVGnk2TzlB13k+wyvXMn9H/kI+T2VFLJTpnDUpz5F7axZGNbTm4zl5GpY/a1v033uudS0TWPL3X/CTuboPv4lqDBCmCYSA6RECIlUNkZUxjctvHIFL59naMUKzFSKBVe+EaPcB0x7Fo48FnthqoyMsOW3v2XV//4vQaGAkJL2k07iiA98gFTrk1Sb/EcZJh1Hz2Htr29k8gUvo3fVcjoWn4RZk8I0bSIdQSgxLQNhCkwhEYGPiYdqncXI9hWkWqbz8Gc/D0DLksVk6yx0/y50FMZBh1jsH6S8IlQm0EEJYSXBzSKd1LPys0488UTq6ur41a9+xVvf+ta9y4vFIn/84x9573vfC1SrO3zxi19k1apV1NbWctppp/HOd76T5J6Q8sknn8yFF17Itm3b+POf/8zpp59Ob28vU6dO5aMf/eje7Y6MjHD88cfzzW9+k6OPPnq//fne977HQw89xHXXXcdhhx22d3lbWxuLFy/ep8K17/tcc8013HjjjRQKBebMmcMHPvAB5s2bt/d7HnjgAa655hrWrl1LLpfjvPPO4x3veAemWb0HUiqVuPrqq7n55ptJpVJcfvnlz+h8xndWYocGIfbcfFRUaziIPcslWuhqye1Y7AVAA0JaJEurOflz78ELXPz8BMmmBszCFoxogsrYELVd05l7/hUYtg0IgkoJFYU8+N3qRe/uxx6hY/5RlEZHkX6JqKwQKMxUklCYWG4SISWGIVGRwrJTJJLp6puamSAseNROm8rR//EfpNraCL0Iw03sfU6hIpRWqFIFKSKkitCFCeraJ6NCTVAqIkyJVhFOrhZtCBpq0oyt30Bhx3YaFx5BxQsZfXQN639yLXPedDnNSxah/BJIielmcHIH/iDRMHUO0rJRgb/fuu5jzyBRs38VCID/z955h9tRlfv/s9aasts5+/SWk15JI5XQQuhIF8GCIoIKXi5iRURBRFBQQcSC9/oTwV5QgStYKAqCdAghDUJ6cpKcnF52m7bW748dAoEEqSlkPs/DQ/bMnNlrvVP2zFrf9/tayaodxl1Ia6vrQqqxkbnXX8+mhx9m+e9+hwlDRp58MkOPOuoVLzfCSiLrxxKtfWy7+1XNk8CK7Zhjdg5hsY/2p24pCxOA7ufupnb2u2me91GEtFGJDGG+n/4VD1M3+1SkcohKPsOOPYIw34M3sJmKoWMJczmEnURKiPwSxdwAwnJwE2mQAmkCrISDtBMIKdFRhAk9EAojBMZoosEcbjIDXg4DGDeNiBK4VQqEwJGgbYNMppDkcTNJCKsIi9C78iEqhkyhatRBdC1+pWNKsnYE0omzEmPK6NAnGOjY+lmIFwUAYaGTgY4izRMmY298Cun1A4ZIuojaGXQsXEbr3EPQjkcwmENYEst20ZaDlUphNIRBgNYRxmiM1khHIShb/QrHgiKExSLKsjBJCyFAh0H5WvAlKpnESiaJIk3V+DFUjhmJ0JooyGFX1OJkm0jWj8atamHYcZ/HSlTgD3ax9o5vEBUHtvZlYNXjVE85is1P/4nGme8jUTUkFjvE7BEEpR2Vrijfx73cjgWjMTExr4+gUGDhD3/Iyj/+cesyHQSs/MMfCAYG2O/yy3EqK3dhC/deEjU1zPryxfzj7I/h9/fz8EUXMfkTn2Dq+ecTeSUyLY04VpGcdpjwrg+QqW/BqcgSlooEpTwjZx8MC3/HmJOP5amrv8u+F5yDHeVgcDOyZTIk0liOixASHYWIyMPYDgJZzvQXBqE1QoJBEhZyREGEchyUbRMWS0gl8Uo+CLATDnZllub996NzwULsbIa66VP59y8u227/Rh92Iv5AuZxF6G1m6ifPZ8ih83j2ppvx+vtpnjOLMScfi7X6/zB+HgBVO2qnxX9XkFu/nn989KOY8MUSEQMrV3LvRz7CcbfdRuWIEa9rf051luHvOoZVt9/OlP8+j6EzjkBYgkJ3B5ZbQaK6LNIti34FQipK+QhlC8J8nievuIKxH/og4087GWv5Lcg5H3lrOxwTswejo4g1d97J09deu3WZ0Zq2f/yD3IYNHPbjH5N8g24sAMJK4NbWMeHoKfhGMmTyAaANUaGATAjsikqkEPCCYAyDljYBChMMkG6ayIOfvYjaqVMZ9773UD+qDvHsb5HjjkTYr3zOjomJeSU634P36E3o9iVbl8mmybj7n41Mb38u4c1gWRYnn3wyt912G+eddx5ClOcr//73v6O15oQTTmDdunWcc845fPrTn+aqq66ip6eHK6+8kiuvvJKrr756675uuukmzj//fD75yU8C8Mwzz3DllVdy8cUXb3V3+POf/0xDQwP777//dttz5513cuCBB24jcngpL7QP4Nvf/jZ33XUX3/zmNxkyZAg33ngjH//4x7n77rupqqpi8+bNnHvuuZxyyil861vfYvXq1Vx66aW4rssFF1ywdR9PPPEEP/rRj6ipqeG73/0uS5YsecOlOuLp3Zi9iPLEjhACHUXleuFCYExUfrmLidkDsFNZ8l1tqHFH4Ko8qQ23k+26E3fDXSSGTyYIfRpahzBmvwPpX7OI9gUPQLGXCjtg09P/2rqfh390OdrzSNdWI90E2nbRdpoossr281rj9/XhDeQIcoMYfxAIUbaCYj8WA9h11dTPnEayrgY76RDm8mV3At/DeAXQEZZtoaQAJ0kgkni5AtJ1kakExhYIx8LSvbimHzuRpG7SJJoPmsMjP/s6t1/4bpY9/Cdqj5jBphVPEwSGdMsE0k3j0IFF34oV9K9cSal7WyeGVE09h1/8/Vc4N1QNG8u00y/Acrdfj9xOV+/Q0rti6HRU4sV1qcZGRp9yCof9+MccduONjP/wh7er4Ba2izP5BNjeZJOTwhq+HyJWWsXsBIyOGFz/9FaRA4AOPQbWPk7Xs38n1/EsblULUiTZ9EgnT339e5S6BrH8Xszqh1HdK0l1LUYObiBZmcTqXwr5dpQwJBIZlFYYU67lGgQBfiFPoWczhZ4OgmKB0ICwbIQG5SawKyrAEmhhIywH7RcJcl0IIZAY+pc/CDrABHkG1z1GqWct+fZnGVz/NH7/Biw3Q7FnLfX7noxTWbZ4k3aS7Mj9qRpzCFbi9Q3SJxLxy/87FeWkSDWP3/o537YIt6oVAH9gM7Wjx3LPNV+iVD+DHncM0cgj6co3c/fHLuDpK69i3V13YZQgUVWDm85iOSmMEPj9g4T5HFJZCG3QflAuVxEEFHtzFHtzaC/ASiVIZDPY2QqUZWNCTZjLIwyExTyFjRsodXciTUCps4v7zz2fv512Ouvv+TeZofuTHXMQyfrhJGqHk2tbzOrbvkbb3d8jLGw7+asSGaxEJUaHbJ7/B0IvtzPDHBPzhnktjg4xMTFvDaXublbddtt216276y5KPe/sDPrdnYrhQzjyFzcy4sQTsdNp1v7tb0S5HmoaBanBJ3HqmrEdRcOwoeQ3rWTjgoco9nUxsGkdWgOj30XarGPqh48j9CJ8q4agYSq+D7pYJAoCjPYhyNG9+jm83CBRqUSpr5dwIE+Qz2GMQQqNsm2EBUEhjzfQj0o4KNdFGIWlEgSFiL71a9i46DE2rXmcjcsfQzqKQz53zSuElrVjJjH+yJModZfLb1WNPJBEbR1D5h3Kwd/4Eodc/CEmzKlALfgRpm89AKJqKCLzznUYCT2PZ2++eRuRwwto32f5735HFLy+0hFWsoKq8a1M/OhZPP/b31HsbKeU78d2M1i2RVQqEoVhubSo5+H39yMtB2lbYAuGn3EyEz/8HtRT30dIiUjHbkoxMS9Q7Ohg8f/+73bX9T33HPmNG9/U/kM/pFj0cIeMIdH7JEp5DGxaUy4vYww6DNA6wIQeulQW4etSCSEkKlHFxqVPMfxDJ3HQ1V+l0X4GsfgXICTWmLmx+D0m5jWgvfwrRA4Aun0x3qM3l50e3gZOPfVU1q1bx+OPP7512a233srRRx9NRUUFP/7xjznxxBM566yzGDFiBDNmzOCSSy7h9ttvx/O8rX+z//7789GPfpRhw4YxbNgwjj76aADuvffebfb7nve8ZxvBwktZs2YNI0eO3GbZ+eefz/Tp05k+fTof+MAHgLITw+9+9zsuuugi5s2bx5gxY7jyyitxXZc/bhFT/+Y3v6GpqYnLLruM0aNHc+SRR3LBBRdw0003obUmn8/zxz/+kYsuuogDDjiA8ePH881vfpNoizv5GyF2dIjZSzCYSJfrvxqNkKpcyQK9TWZfTMyegNswijX3/IC6yUeSnns+Qir8wW7a5v8NqsaTqsiSfv4PtCYqECkHveSXoAMmzPkI3uAgKx/4CzrwePRX32O/D34K6Ti4iQwmijAmQgLaByuRxkmUnVCQiijwKHW0EYYhqqKOoLcXaSdwUknQAieTREqDkJLAL2fRGluhBIggT6rCRuskYbGIm0wSFEtERQ9S1fj9vUh7EOUk6Nu4HjuRRkjF5mefwkqmmH76+VhOuZ5s14IFPHbZZeQ3bAAgO3o0+191FdUTJiAtC2U7NE2cxbu/939sXvoE+c5NNIyfQmVTK8n09kUOAFaikqZZH2Dz038kLPRtXZ5u2ofsyDnlupYvPxZVVf/xeImKRhJHXoz3+M8xfW0AyIZxOLPPjAcPYnYaWod4A5t3uD7IdaIjDzeTYPzJR/P0j27m7+/9AFM/9SnGnPwuhNAwdAaRsQn9QVTTZPJd/bT99f9oOmAOmaYmTOiDclBWAmHZRIU8yrGwHUWoBSYMy44vQmMBUglQCozGclNEfhEQGCEx0mbTI7+hee6Z6NAj1/YMNROOpGPBrQD0rXqI7MgD6Fv5EKnGcVSN3B8d+oRekXx392suXRF6OcJCH03JPF7PGpxMPSpRscMH/5g9D+WmaJ57Fv0rHgGjaX/4N4x+71UYo/H7N5Jf/zDzPnsFax79J40TpvPIL76Pm6pkzjVfx7ISJGvqMEoRBSV04ONWV5NUEpFKg9FoYcrivWiLjZ8pZ9pgDEoJjBBINwGIcjknUxb7CGGwXYtioR9hklBTg9ERsy/9InY6U95WG0RUHgDXOqRq7EH0PPPX7fazZsoxsOW8NVFAMNiJnczuhAjHxLw5gmIeq+mVdrp2oix08AcHXrEuJibmjeH392NeZQDR6+mB15lFHvPWYWey6PBxWg8dyj5nvxc3U4OTson8AkE4krsu/yTZluEccMyhtHgLYeh0Oksez/zuBpbcdhOHfe56cCbiVGRRroVUFpHvI5wEdsZFSYGJQoztUj9xOiYoIaTETmWRRoNMorUhzOdRtoUIAoTWOOkUwhiMMKikg98/wLon72f+b79HsrqeiSd8mGH7H06xYxH+hkFOvOYWOp9fQKGvk4Zxk3GSFv0r70UISe3EY7AztVv77NQPRYV9BPMfLguyhUINn40z7TRkqmqXHYu3mzCfp+tlpTBfSteCBYSFAir72p/lIr+Ela6kZ9Fvmfyx0xHSRSYSqHQFke8jLRepBDoIMUGIlXSRUtPfvoGwmKN1ZAM8ekM5/vueioyfI2NithIWCvj9Oxbf9i9fTt1LLNvfyP4jI9nw1J3UTTyMTFUDmfpmIpXEaFMenxCKKAwRxiAtC2FJwsind+VzVDS2khY5xKPfxUQ+onYUzuwzIFX/htsUE7NXURp4hcjhBXT7YigNwNtQwmL06NFMnz6dP/3pT8yZM4e1a9fy5JNP8otf/AKA5557jmXLlnHHHXds/RtjDFpr2traGD16NACTJ0/eZr+u63LSSSfxpz/9ieOOO44lS5awfPly/ud//ud1te+rX/0qxWKRX/7ylzzxxBMArFu3jiAImDFjxtbtbNtm6tSprFxZFrWuXLmS6dOnbzO2OnPmTAqFAu3t7QwMDBAEAfvuu+/W9VVVVa8QWrweYqFDzDueKIrQ2iBtpzwArDUYU64PGOktDwvxhEbMnoPnBTTMORO/dw1r7r4BhCAz8iBMxVgeuuHrVDQP47gvfYvgkZ+ge8v2kEiF6FvH6HknMOLg47DcBHYyQ7F/gGRdLcbzQJYnaQIvKD80mxBjNIoAr6+bSFhYlXWEfT3k2tuI+ko8+ZvvcvSl3ycSVtktxYToIAQFJizbrImKCqKST+iFGKlRtksUCbShPPgyWKTjkafoffZZRp58MnZVlqmnnMu09/83QkiE8ehfdz8VU09icN067jv33G0G6PpfYu9YMWxYubu2RcryaSktRFQp9IpbYEmOUkUjicMvRGa2LzBwMnU073cGkZdHhyUstwLppFBvwupNKBtVPwZn3mcxpXKGrRYuqqrxDe8zJub1IqWFk6nH2yK2eTl2uhYd+PQs/QfVmQpmfmA20/77YxgrRZAbxK2pw3g5RKEL6SYwkcRKVjD8mGMwxhCFGk1IVMghLRsrkUbLsiVqoFV5UDXa4iYhQLvlsjhSOGA8tJdH2imUZbHqz1chLYfWI86je1lZfWyMQbkZavc5mr6VD+H1b6J3xYNUjzkY5aQISznsTD3P3/dbhs05grA08B9dHcJiP+3z/0CQ6wJgAJB2gqaZH8CpbIzFDu8g3NqhjHn/t1j312vxBzaz6g+X0Hr0J6mbcBRhUMRyUkw85hT8gR7mnPVZjLQRgC71oywfq6IRf0CBm8L4Ib4lMUFQFjM4FjoKQYcI20ZJ+0Xbb2GQQaHsdiQkYeAQFrao7j2JtF2cuiFI20ZaDspJIlBl15NUAmm9WF5NKIV0U9RNP5Gup+/Ypn8VI2aSahqHn+/auizy356Mg5iYt5qwWEBtx9FBWhbKTcSODjExbyFW6tVLe9mZ7bvbxewclJPEuE0kh2TpXfoXwnw3icYJJIdM47GffY9c+3py7evpOvhoGpunED1/D/W1ozj+S9/ECyVGBiSHtCCMwKAJggDlugTFAgiB6yah1EUQSQI7gZNOY3wPoSxwMxgdEZV8oigiCjXGCKx0Rdl1QJWffSI/oHfZCobudyits+cBYLsuvcvuxK0azdo/38n8b1zN8bf8ErugUKMnE4VFMg3DUIkKlJNGqheHoqWbRgyfg6gehQmKGKHQOBQGfBKi8B/P2T0V5bqkm5oY2DIh8HLSLS0o95UiwFfDyw0w2LaZmmmnUOh4nsE1T1A763QsJEZryileCqRAOA4mCgmCkIqmIaioiIgCzJBL0CKBTFe/6T7GxLyTUK6LtG30DpxWkk1Nb2r/2vcp9eQR1RPxi4N0Lb6Xutmno5IuOix/p1IWwlIIt+wSWM4wg9pRkwjDXhLJVmj4MiCIjKa77RlqM/Vgxb/tMTH/CRMU3tT6N8Npp53G17/+dS677DJuvfVWhg0bxn777QeU3RM+8IEP8OEPf/gVf9f8EmfpZPKViZ3vfe97efe73017ezu33nor+++/P0OGDNlhO4YPH87q1au3WdbQUHbXyr4O4eWuIhY6xOwFGDC6bKktBEqpsqODMaAN2kRYsatDzB6E0Ibu1atZ/dvbmf6Fz9C97jke++3P6W9bRfPU/Zn5/nMJl/4Ne9KJkGkkKhUQyUoGOroJCwVStfX0rn+ehgkzMI4ht2Y9gVciM7QVIzRoQ1AaRIcBjlNBoroGt6mRwY6NrHv0nwyZdhCie4CeTctonDQL34twHNB2AilclC0xCJQdEgU+uuQhpEui2oWwxGB3D/2bVlHdOoZ820YqhzfTcsh+NB84C+GEOBUVlHo34PdsotS7DoSgcfJxBGvms+SX9203CykqlVh1221M+eQnkUphCr2U7rsO/PwW95YyZnAz/uO/wDn4v5DO9gdNLDeDtYMSFm+UXFsbS2+6idX/939EpRIVI0Yw7XOfo27ffd9UHb+YmNeKkIrK4TMYbFsA21wVZapGHUhx8wo2PvAz0u+7imRtknDtowjlwPijCfKdRGGATFYg3QrwfCwLcF1EIoVSNkIYvIF+pKUAiRIKhMKEIcq20CpCKqcsePBDhKUwAoTlopRF5AcE+R6GHfMZdOTTt/oRpJ2gonVfknWj6F56N062mcaZ70MHRaSdoNi9lu6l9yCTWXw/S9+6lQybOYP2Jx6jadYHsJLbFztEoUfXs/dsFTm8gA5KtM+/hSH7n7XDv43Z81B2gspRsxn3kRuISoNlG89kJdJJM7huOaX+jURenupho8u2zMphsHMz+a5NZFtG4ZqAVMIvixlcFz8MGWhbhXKTuNk6vHwOb7CPiqZhJKtqt5ZOMjpCRykQIUJZKGGwE5UIIYiCiLAUYKcTW0o9aZzmeggDonwXxvfRJYOorC2LjKwETroGp7KJUad9g8G18zFhQMXwaQSFfux0NR2L/ry1z05lLKaL2TMISnksd/uCUieZiYUOMTFvIYmaGuqmT6fr6adfsS47diyJ2trt/FXMzqTY38tDN1zGsP0Oo3nyPDIjJrHy/v9jYFO5pEPNyH0wMgVDp+MOn43RGkvYqMAQoij1dGJbKfxiHivpooMQJ1OBDiOCkofWKaxUAjuVwWgf4VRgIo8ojBC2jZVNYJsQrQ3GjwhLJSLfx0okwITofAFpWehcCSdlEzJI5zP3IKTCchronD8fjGHZ7/7IxINrMJtuIHHoZxCJiu32N/J9+p5/nie/8Q26Fy5EKMWQQw9l7Pvfz7MPPMA+Z55J5lUG5fdU7HSaieeey6aHHtru+glnn12O+etASEm+exPr/nYXI959POl9mklV1RJFhiDSWE5yy3uaAQORZ5BIhDFEwiUMFUFvD8///kbGf+hDpJua3rFCk5iY14t0XYYdeyxr/vznV6xzq6vJtLw2R8kdYVdV0nnnnxl27FGseuRuhkw9FMdWaL+AUC5WMoW0rPJQjtEgQiIhsdwEfm4TStkEfpHN82/B6PKYqZ2qAeLkjZiY14KwX/337j+tfzMce+yxfOMb3+DOO+/k9ttv5/TTT9+aeDVx4kRWrFjB8OHDX/d+x48fz+TJk7nlllu48847+cpXvvKq259wwglcf/31LF26lIkTJ+5wu2HDhmHbNvPnz98qnAiCgEWLFvGRj3wEKDtV3HXXXRhjtvblqaeeIp1O09TURDabxbZtnnnmGVq23D/7+/tZs2YNs2fPft19BYgLg8e849GRpvzDbpBKIcRLTnslEYjtTPnExOy+SCSbly9g9Pvew70fOovNf3+EaSecy6HnX8OYWSfipqoJa2fibV6Ht+F5/NAh313EcitI1zViq5Bm1iBX/L086T5mNA3TppGsrSVZUU0iW0MiW0eqrgmnspKomMMERdI1dYw+6HgUNlY6RU3zWEZOn4eyJEaIsp2alGWHFCEwGITQCEuALcu29lKSqWsgXdGMCSHTOhyhMmDbJBrqSCQrkLkOkhW1pOpGUD/lBCpGHI5Z9xSRF9G9aPEO49Lx5JOExSIAJtcJO8hmjTYtBm/wbTk22yO3cSMPXXghK37/e6JSCYDBNWt48FOfonM7g4wxMW8XVrKKxhmnIl/iUCKUTd2kY7GS1RQ2LgVg1Z+vJkCCnUKOPYxSfz9RlEE4jWjt4OcGIZFEJVOoRAKlJMhyXUnLcbBsu3xPCAMkEUJJtAA7kUHZDtIt/6cjg9ECbSRRpBHSYCcrEZYDKolTM4WaCceSqB2FEJK6yceSqh1JVMqDUHQu+gsDa58kUT8eu3I8pYE+pr//bHJtjxMUehhYP3/rS/7L0X6eYueKHawrEBT73vL4x+x6nIo6kvUjSdYNx05XY7Rmw/yH0KGPV8hTGswx0NGBXygQFHNYborQKxLJBGGygTA9hMCuwEpXUT9lf2rGTiWZrSPTOITakZNwK7JgDNoroL0CRmukAoTYYh5mEUUQ+gYtFE7aIZFNkaipAsslGBwkHOhFeyEi14ZdmQUTUbrveujfhJE22XEHklu3AL9/M36+m4E1T5MZOoXc5mXooPwbmKgZjrWDCYWYmN0JozVhqbhdRwcAK5nCz8elK2Ji3ircqioO/OY3yY4Zs83yimHDOOT734+FDruYqDRITXMzOgxZ9cBfefjHXyffsQmzyWP/0y/i0POvZeQ+R/DMFdew8YkF5PrzhLkeTNfz5cFdX+OmqkjVVZMdPoxkXQNuZRWhV8JOJkhUV5GsqSk/3xSLBDkPbTSI8rO8QCIMGGFhQoN0bJzKDMnKBCbIExZKCNuidtwIKhpSRLqP3mX3oJw02eFH8PS13wdTHl3rWrQU7daju1dhXuXde3DtWu454wy6t5RxMFFE2z/+wWOXXUbT7Nn84+yzKbS374To73yqx41j+oUXItSLiVfStpl92WVUvoESMm5FFb6fp+WQg3niS5djW0lKhRIoh2R1zRaRA5QPtkBsKSMYRRqBQYclgv5eBlau5PGvfpXcllKhMTExEAwMMPTII2l42QRcoraW/b/xDfp24M7yWtEln9YjjuDxr36D5mFTSGYbKORLBJHATmWQysLoLbMXQiIdG2lbYDzcTC1CWrQ/+dttxj+StWPR4ZtqVkzM3kOiEtk0eburZNNk+A+OsW+GdDrNcccdx3XXXUdnZyennHLK1nXnnHMOTz/9NFdccQXPPvssa9as4d577+WKK654Tft+73vfy//7f/8PYwxHHXXUq2571llnMW3aNM466yx+/vOfs2TJEtavX8+DDz7IAw88gNryvJJKpTj99NP59re/zQMPPMCKFSv4yle+QqlU4rTTTgPggx/8IO3t7Vx55ZWsXLmSe++9lx/84AecffbZSClJp9OceuqpXHPNNTzyyCM8//zzXHzxxW/KWXeXOjo88cQT/PSnP2Xx4sV0dnZyww03cOSRR25df/HFF3Pbbbdt8zcHH3wwP/3pT7d+7uvr48orr+S+++5DSsnRRx/NJZdcQjr9Ys2U5557jiuuuIJFixZRU1PDGWecwTnnnLPNfv/2t7/xve99jw0bNjBixAguvPBC5s2b9zb1PGanIgRGR0gp0FGIsLbYEUdReT5WxnqfmD2LyPMZtu8hPPePP3DA9d+mb+kyNj/yOFUTxlG37zQ2Pb8QN1WFMkMwAxHC72DjksdY+rdfAbDfGRcwdNIc7O6lWMVl+P02JT/YohCWRH5xi3AhQlgOEsngitUUN7VTOWoU87/1LboXLmT65y7ASXYSbvgb1gH/jbIFkVce/DAaMLqcDa4sTKgxEoJSkSgoYlVnKPX3UujeTLZ1FH/98hkceN5X6W1bTcOYiZiwjXVPPcSG+Q8y5eQPMybbi6wYSbq5mXzb9q33M62taN8HwJReTchgINy+3dzbQWHjRroXLdruugXXXUfNPvuQaW3dae2J2XuRyiZZO4ohB3yU0MthdIiJQgbWP02hcwVOTfk8jEqDrLzjm4w4+lOY9qUkMo2YTBWgUXYKZIao5BMEISYq290GeZ9STy+Jqqqyxb5jg6PwBvuxU2kUFmEpjxCCMAyRjot0LIQxEIUI7REMdND9/MMYBDWTj0RZETrUeIObCPpXl61u7QR+vpvacYdRP+UEdBgQ+AFebxvZWkP/ynu39ndww0Iqh83c7oSviV79jT/y3z5bupjdB2nZJCqrWHb3H5n5wU9S7OtEWTYCQ2XTsPKzopSEYYigLJw1AozlYqHBCLTRSClQtiQKI/xcgWAgh5CSVEN1efBYSaIoRHslgoEBdBhip9KYdLL8+4hGSYOlNAQFSGagciL+hqWIxsno7pWU7r0aedgXiPwimREzqUnXgFII5dK/5lGKXSsQyqZiyL5UjpiNct76+pExMW81oVcW5+zI0cFOpPBzsdAhJuatJNPayuE//SmF9nZyGzZg19ZSNWwYqS3WtDG7hijwiHJdqNX3cfB/XcKDP7oCE4U8+KMvM/uMCxFa0fX4U6h0kllXXoZTleWvX/sEyep6DvvitXhdS8k0jiMq9eH31eHlys8iWJCoayQslQgDH8t2EMpCKo2yHQwglYP2i0QWSAkIMGg0gsj30ZFBpSpIVID2ikgnSxQFhLqHqvHHoWSKf3/2i/Q999zW/qRbmpFR2V3RRP52+xzk8yz8/ve3awVfaG8nt349VipF5zPPMPxN2sLvjjiVlYx9//tpPfJI+pcvJwhD6vbZh0RdHfZ2LKj/EyLyaRg9lcV//QUzL7+UvqXLEZaicb/9CIVEWgplWSBkWY+iI5TjoL0CgZYMrFpNKluBncmw4b77yG/cSLKuDrc6LmMREyNtm4e/+EWmnHceEz7yEfJtbbg1NWAMT197Lft+5jNvav9RqUTol5hwzpl4hQLtt9xGzcR9qN13X7yBfpTrIJVEWk7ZpVprTOCBsvCKObrm/2ab/dmpGrSXotTZiZOO3wtjYv4T0k3j7n823qM3o9tfTLKUTZNx9z8b6b6919Fpp53GH//4R+bNm0dj44vunBMmTOCXv/wl119/PR/84AcBGDp0KMcdd9xr2u/xxx/PVVddxfHHH4/7H0piua7Lz3/+c372s59x6623ct1116G1prW1lUMOOYSzzjpr67YXXnghxhguuugi8vk8kydP5sYbb9xa4qKxsZH/9//+H9/+9re55ZZbqKqq4rTTTuO8887buo+LLrqIQqHAeeedRzqd5uyzzyaXy73WkL2CXSp0KBQKjB8/nlNPPZVPfvKT291m7ty5XH311Vs/O46zzfoLL7yQzs5Obr75ZoIg4Mtf/jKXXXYZ3/nOdwDI5XJ87GMf44ADDuBrX/sazz//PF/+8peprKzk/e9/PwDz58/n85//PJ/73Oc47LDDuOOOOzj//PO59dZbGTdu3NvU+5idxlaLFIGUcqvCXGxZF4URyfTrs4SLidmV2K7Dcz/5GWM+9H4GNq+j5OTJ7rcPla2jeP7+PzFszuE8fMPlhF6BkYecSP2YSbQteBCMQVoWHSuXUTliEg2TTwVhSEY+ZovrCQK0U4HveUjj4ucLdC5YQHpIK9WTJlLq2Mzkc84m3ToMYUXoruUkh05AmhI6EuVBECUBQ1gooqOgPFoiBToIMCaiNNCHCQNsJ0V16xju/eYnSVXXYyVSPPvnn/PsS/pqJZIM23c2+okfIe0UEz/6ETqeeGK7cRl69NE8fsUV7HfZZdgVr2LZ7aTBef0DB2+Ujqee2uG63Lp1W10oYmJ2BkJKpJOk1P4svc/ft826uonHIt002svj923i+Vu+RKJ+JIm64TTMfh9CVVEaGMRyFMpxy2UpcNEFDyEVVaNHIh1JUCwShSGWlcASCmFAa420bQQSJ+UQlTyMjlA26OIAWA5Wpo7a4ZOR9eMo9qwlv+FppOVSu8/RBJkKgsFO7HQN6cYJ6Cigf9UjWOlawkIPxa5Vr+zsDtwcoFwuQ1ouOvS2u95O17ypOMfsGUSBT6axldzmNu74wgeoGzOZg/7rUsJcLxEW+e7NpOuacSuyhKUCke+RrKrFSqQxUQAIhJAEXkAQRQgpsBMWVggITVQKAYH2y8KayPcRSiKCEJVOIoSPdMuqeB1CKDPgdWPaHsHku7H2fS/CkkQAQRHWPU4+sqgYNgUd+BBoVMYlO3I/KoZMxhhNfvMy+lY8TM2EQ1H2zvuti4l5IwTFsvvWDh0dEim8WOgQE/OWk6yrI1lXR9U++/DMM8/QGDs57FJ0GOL1biLoXo3du4qGGsmJ3/4tK/55B4W+TozQpEa0kBjayILf3cDC7/yM6uHjOORz32bx7Tdz91f/iwPPuxS/WMBOVWAlHOzKBoRtgxEEJY8o8BChoNTdgVNZiZVJoIS/pZyrjbASCEBIm6BYICwUsNMZIq9IFAZo22Zg4zoydU2EnRtZ88TdLP6/nzHrjM+z/rd/2UbkADDhA6dg1t0CyiEMfMK+jTjZpm0cVoNcjs07eLcH6Jw/n+px42i7916GH3PM2xX+XYqVSlGRSpFqaWHx4sUMa2nZmjH5ejFenqh/gKmnnMNgZxs6Kxg6ay5CGKQUW4xuBVprQq+IFBIdlCAyCAJW/+l2pp3/UfpXlF3vepYsoXqffd7C3sbE7Lm41dU0zJzJguuuQ9o2blUVQT5PWCggHYfq8ePf1P6tpMuGP93HsJOOxS/kSAT9NB+8PzoMkbaNFJIoolx2JgjKSWZKYSKNk0hTO/E4chsXgolIN+5DqTvigQs+z0HXXvuGHGJiYvZGZLoG9+D/gtIAJiiUy1UkKt92kQPA9OnTWbZs2XbXTZ06lZtuummHf/vPf/5zh+t6e3vxPG+r08J/wnEczj33XM4999xX3c51XS699FIuvfTSHW6z33778cc//nGH69PpNNdcc802yz7+8Y+/pnZuj12ayj5v3jw++9nPvqpthuM41NfXb/3vBVUIwMqVK3nwwQf5+te/zr777susWbO49NJL+ctf/sLmzZsB+POf/0wQBFx11VWMHTuW448/ng9/+MPcfPPNW/fzi1/8grlz5/Lxj3+c0aNH85nPfIaJEyfyq1/96u3rfMzOY4vIwSC21LEql7QSAgwC+QZfImJidhXKUUz+2Jk89OnPs+qnt6BXDVA3fCJtj97HxmceZvFtNzPvwmuZ++mrcdMZlJvgsC9+jyO/8r/M/cy3sBJJ7vvWp1j0l98QFksEgSEyNpGx8fIRKBtpOay87Xb8wV6So1rIjh6JIkBoj40PP8Lzv/8DGpu+nObR228l1DZaS6QSmCCPCQOEMbhpFxmFiCDEGBAB2MZFhor2xU9wz1XnUdHYypGX/i8gcdIvZl5XNA3l6Iu/g73yr+CkURNPQDmDTP3UBa+wd5xx0UW0/fOftN1zD7kNbQxsWIpomrTd+DlTT0Ekq97mo/Qiibq6Ha6Ttl2usxcTsxOJvDy9yx94xfL+dU8y6rQrsTMvDnaXOteAURQ7B4kGe0imHZRlExXyWLYkUVOJyiQRrg0IgmJElPNx3DSO0lgJBZaFkIrI8ygN9BIMFkAIlK1AWiAg2vQMUccytErSvfBvWG4lmYaJZBonUdi0DBMJ0s0TifwCg21P0/7k7yn2rKGiZRLF7tXb7Weqcfw2ZTpeiuVmyI4+aLvrErUjsNzM645rzJ6Hsh06nlvA7LMuZMJxHyTXuZG/fe2/6Nm0sTzxKkAqhTGGwCsS+iUibSjlBzFGoI3BBCVsx8JJJXBSGRAOIlWFSFahUgm0EAjLAiFwsxnSVUkqmmqwLYOw0+gAjLEQwsYMbkJ7BWTrfshJp2K0T/SSLEfRtx6/ew3P3fQJ1v39OmQiTfuTv6X9id/Q8cztdC78M4XNy8htfIao9MaV8DExO4sXhA6v7ujQvzObFBOz12FMXMhzVzO4di3dz9xD93MPosbMg43zcdbcS2PzBGRbyMDTK/D7Btj0zCNMPfUcZp99ESMOehe2m2Lqaecy59xLcSvr0DJDIlOHUgq/4OMXAnRoEFKhlAO2xK2twckk0H4/Xr6XyHJB2QjjY7RfdqqyLFCCyPeQKIRRiAgy1c2EuTzFQi/L7voDM04/n9ohY+l9ichB2jazvvh5UuEaCIrIsYey8eHf8OyNH6fYsa0wWShF4lXcAtzqaoJCgdQ70M1he4Thm/OYN5FHZkgLi7/7A6pbx1A/bhom0nj5AtpIEBZGhxCWUMoqj5IKEEoysHo1U8/9MP5gntz69QC4NTVvykI6JuadhFNRwaxLLiHZ2IgOAoqdnYSFAkIpDr7uOpJv0hVJRxGjjj+OZT/9OYnKLM1T5xB4AaWBQaLQYJRTHjcJfYQOsFwHIQQCQe/6tXjdIbXD96e2fgxdT67iHx/5OF5vL1bs5hAT87qQbhqZbUbVjUZmm3eKyOHtIAgCOjs7uf7669l3332ZNGn7cyTvJHb72ZXHH3+cAw44gMrKSvbff38+85nPUL3lQfjpp5+msrKSKVOmbN3+wAMPRErJwoULOeqoo1iwYAGzZs3axgni4IMP5ic/+Qn9/f1ks1kWLFiwjfXGC9vce++9vF6iaMfZg7uaF9q2O7fxtfDG+mHKtawsC2HKnyNE2bpa7LqY7N3H5I3xRtXt2+ONtHe3OGZCk2lt4Zhf/IRFP/4Z6+++m86nn2b65y5g/DGnYhAMdLSx9rF/MO6IU1j977+z+PabmPb+/yYo5sl3tdM0eT/qR++DkQpMhDAay1LYFQn8gkeYLzLyxBPQwiAJ6V26iP7V68mOGMnw406k2NGB8gs0ZnxqDppJEPpYykIqCyxVLl3h2ghlYWdtdMmHUglhK0Q6jUhaNE2dTevsuRAa+hY9h5Ot5Jiv3USxv4tEJosjApyepYQts3CGTWf5ny6j6YDTGXnSydTsM5H8pk3lwZHaWlb+6U9suK+cnb7xX/8ikV1O05zTsDP16DWPQOghklVYk09CDpuFNsBOOoYNM2YgbXu7lpzDjj0Wt7Z2j78H7Iidcb3uFtfkm2BXtD/0cmBe+X1BrpP+dU8y5oPfRZcGCIs5pFNJx/wlrP3bPxh50kmoEKQuYlVkiCIQocZyXYTUZfvEMMCprkLYNkHgYfwIJISBh51IYTsKEAg0XrFEWMqTzFSihs1BF/sxQM3kdzGw6jHy6xfiVA+hep95COWw6YnfYsISANJyqZlwJJGfx61sxuvfuE1fpJ0gO3J/DHKHsc00TUJKRe+Kf6ODIkIqMkOmkh11ICh3jzmn3qpz6K28Xl9gd49hFHg0T9mPe688j+apc5jxoU/TMGEaQakIolzr2BiDnUzhVmQBUc6qIUBGRUAQGguFwUQatEZrCItlpxALhZIRRgdIKTFS4Xs2RgikpjyhUCqCtJAJB5GuwbhpEBr6VxNaaaR88R3GJLIE/W2AodS5imCwa7vXMkCpbwMqtec5k+zp9/S3k5fG5q2+XndWvF9+fL18udSYsB0irV+xvXKTeJvWxefDqxBfM28Pb2Vcd+frNT5/3hreTBy97m6evekmGudU0vfs/Qw79KNEGxdjNs6nZlQd1vFHsujGX7LhH/9kzAc/gJvM0rDPLPrWLcPLD9CzZhnrHr0XISWzz76IviAiXVODcgRCBAipsOwEkRCwxdkhcmzCkiq/n8oCViaDwd6SHRyhI02yshJhIrSyEQUPLzeAtG0sK0NChpzw9f+Hsh1QKQ773//FH+hHSqhsqUVtfhTal6OmvpdCpOl99n4A1t5xNaM/cA0qWU5gc6qrmXD22Tzxta9tNzZDDjuMhz7/efb99Kd32jm6q67Xt+JaNMJC6h6mf+Y8Nv7jHuoOPJjQsrBsGwnoMEBIibCTgMZ4migIMEFIJqNw6hr4y6kfAkC5LjX77IOVze7U+0N8TyoTx+G1x2BnjhGnhgzh6F//mq6FC2l/5BGSLS2MOPpoEg0NoNSbOl5WOkmU62fShz/Ihnv+yZBjjkEHPm42i9AGE3hIaW+pL2QwYUjk+0ReiYpsLVZ+LWxaRc9AJY9/veyMnmxsJNnQ8JacR3vjORn3+a3n7Rhzitk+8+fP58wzz2TEiBF8//vf39XN2Sns1kKHuXPnctRRR9Ha2sr69eu57rrrOOecc/j973+PUoquri5qarYdwLMsi2w2S2dnJwBdXV20vqz2ed2W7Nquri6y2SxdXV1bl71AbW0tXV1dr7vNi3ZQh313Yk9o42vhtfRj2rRpaK0xgBKm7OigbABEFIEUIBULFix4exv7H9ibjsmbZebMmW/Zvt5Me3fVMZNSMr65AiMUUipmfuacF+2znRSRF/DIz75Joa+bw75wHY/87xVkGloYtt/htC95gmS2jsmnfIw1D/2d5ff9mZrhE0AbQuOhTdldQNgWqQqbznWrcVJpUpUZ6iYMp27yFBbf+DM6589n7PvfC8MbMIPtJMYdCY4ES4JSICRKgCmE5DZ3I4C+zWuoHjEGE0Zlmze7CoFF0NePncmQaW2l44knCAtFKsaMoDTYQ84rkKmbjrQUm+65gfSQSaQbRlLMl/jXBRfgVFZiogi/f9tMP5WwiIISK/70NarGHUT9tNMRyiIoDtK9dinaaqWrd+fZINdlsxx83XX8+3Of20bsUDVuHJP+679YunIlejuD++8Edub1uqffR3dm+8cN27HLSFjowc/lSSRs3GwdwdK/MGTEUGonnMC/v/hlih0dHPXrX2KpkCg3SCgEbk0WJ+kSej5CKSLfw5IghETYksjzsKWLzhcwjoN0HKRl4VYkcFOJ8uQw0L56FRvmP0SmsYURBxxN9bgDodTP4EA7iaqhNEw9CR0WEaKcYT+w7kn8wQ4aZ74Pr28DuQ0L0VFAsn4syeapLF+9kZK3fbeHF8hkMtRPPq38jCAkPQMF1i1dvkdmN77Zc+itvF5fYHe/LquzWQaWPMFBF1zJkz+7lranHiBd18S8z1+LVyzQv2ENyep6ktX1SKkwQiCMxsuV2Lx0PsmqWhrHTwblgtDl0jAmwN7iTiQECK3RRiBk2WFMSIEQBiMslCPKg/3GIHSIjEJCr4coChnsXE/l2Lnof3/vxQYPmUb/Qy9a/0nLYUcIIVmxYsWbqnG4K9ndz51dyaJFi97y63Vnx/uF78utKRcs27BpMx35VwpCBwolCgO9u/xdbU8gvmbeHt6KuO4J12t8/rw1vJE4DnEc2h97jOHHfRL4G2vuvoERR56HzvcQrnuSqmqbA7/xVfIdvQysWYufH+QfX/0k+330i3Q+v5CeNcsYNucIEALLlmRrUoTKwmiFQWI0SFMWYDoVCXQkEVJhpxuQwgITERQLSDuBtBTa9zGlPMUBg0omEG7ZmcrNZIkCn+JAPzoI0ckMfn+RJ77yJXqfe47GAw9kv0suIejbTFAxFc+MQgyk6HzyxeeYYsdK8n2drFr24vN566xZtBx+OBtfZrs85fzz2fTvf7PvF75ATxiycif9Duzq6/WNXouZTIbqUp6qliyyEDHsiHlEg33g2+AkCMMA5bpIq+zCR2TAtnEIQIZ46Tr+ef7nKXZ2Im2b/a+6CllTw8JddG+I70ll4jj85xjsijFid8gQas84gzAMWd7dDd3db/q7G+vrqHYTDG7cwKjjjibo60ZkG9BBVHbZkRZGmHJJbgFRGGG5SRzXxnh5THIk65ds5vHLPo/RGruykrnf+x6rOjrw29redPteYG88J+M+v3W8HWNOMdtnzpw5OyyF8U5ltxY6HH/88Vv/PX78eMaPH8+RRx651eVhd2TKlCm7rTopiiIWLVq0W7fxtfC6+2E0ouw9XJ64MAaDgS2TGkIIpk2b9ra3e3vstcdkN+GNtHd36GuY66TrydvIjj2SoFDC681hpTNYjs3CO28mO3Q0M8/8PAtu+RHD5hxO7eiJSGUhLRsnXUnf+hUMnTWP7JBhFDc/S6Z1GlLJLdbaEAGep6hsGYVQEuVYKB0QBRHjP/h+xn/oA/Q8v5zlt/2Fsaccj4pChDH4pSLKNSAVulBCWgq3voqokKdu7CTCYgGEwbIFJvJxXYnT9kfItCDrZ9I8Z19UuhqkQgqLdG0DEo3fsY7GOR/C69tAqXMVyfrxDDvmGNb+5S/bjU/j7Bms++sfwGj6lj1A37IXLfozw6czcu5ZtA4ftZOOVpmwqYljb7uNjscfp7B5Mw2zZlExfDjJpiamvkyMF7N9dnTN7Q7X5JthV7Rf+zmknUQHxVess5JZBte0IYfWYefWYk15D4QBKeDQG76PP1ggKnrk1m+gctQIUBK0xnh5lFTIRIJIAJaNMIYwX0DaLkiBVBLtF8EpW6UGpXxZFAWEfkCisoZxR78Xnd+M9HsJN8/HGr4f/aseIajvoHrMIXQs/BdBvrMsXATSTROISgMUNj9PpmUKQlqoRAWJdJYJ+9S/pni89BgMq1YMG/6WhXqnsDtfA7tjm7Yh8unyZvLYT7/N9NM/iZPJ4mYqKfZ2seqhv2Mnksx437lIS1Hs7wEdYiUzWG6a5ilzEFKijSg7BBldtnu2bcwW8ZoQkrDoE3kB0rFRYYh0XYQU5Qy6KAStEVKgkeR7OvG61pJsHE3lqIMwT9wM+S4QCjn13XQt/RcmLE9WJOpGYHbkJiwkTmUjY5p3LGraXdmdz+ddzUtj81azs+L98uPbFvazBhg1dhxuRdUrtl/fs57+JY+w7777xvbZOyC+Zt4edue4vpVt2p37uSfxZuLY//zzFDZtIvITOFXNDKx8lDVGM+SQj8Kooyl0djO45Dmyo8ZQNWUCj/38m6RqG+jfsJoxh72boJgDBG5FFmXZ5HM+6aoQYSmCKEJZCYyUSG3QkQ/CRiAJegeQjo2wBcJShIGHKRWw0hVIB4wVYaWS6NAn8kOMDikNdKMsi2SmFh1EhLk8k849F+k4mChi8xNP8PjllwMgHYcjbvoeYb53m/66jvWK8bc5l19O8bzz2Pjgg1jJJHXTpuH19lIxYgRubS1WMske9ni+ldd6TrwV1+KiH/6Qig++G8MAoZcmUmmcTCWW44CQIBQm0mity0JcIYg8g/Y0hc3dtBx0EKNOPpmG2bNwslW4NTVMa2l5Q215o8T3pDJxHHZNDF7Pd70d7fN7N1AxciSlvI+xMziWjbSdLddwuSR3FASYMEQoiUFTLHgQhkhhYyXSTPz4x8mOHUvt5MkkW1qofouen/fGczLu897R55h3Dru10OHlDB06lOrqatauXcsBBxxAXV0dPT0922wThiH9/f3U15cHt+vq6l7hzPDC5xdcHLa3TXd39ytcHl4LSqnd/kawJ7TxtfBa+hFFUVnYsGUiBVn+gTcG0GBMBEbs8njsTcdkd+LNtHdX9lVk6qmdcTLtD/0Sr3cDTmUjotchO+FIpr3vXJ676w9oHdE6Yy7ScrASKZ646Vt0Pr+QurFTmPKej5Hr3MjAprUM2+8wtNcDTgZhXHQUoXVEVCqibAcrmUSYkHzex2iNshz8/n6kazP0+BMIlItbUUWEjYwiFOUMVu1YBH5A0JtD2TbKcdD4oA2Bp0GA8AcQTdOwih2o4lqSow6gb8MCgvwgiewESpu7kbZNZshk2h/+CQPL/0XTnPeRRLPvpz5F5/z5FDZt2iY2My6+GGMGt06CvpzaKe/CTuz8+loqk8HNZMgMG8b69etpGDp0j7pWdgf+0zW3p91/Xs7ObL9MVNAw7d20P3nLNrb3QtlUDDmYBz91MTO+8CmcpEdmYCPKROhkMzLKU5EVBDKLcm106OFmqvG8EspxsZw0Ya5QnvwNAlASO5VAh+VJYCMl0kkSFX2MFSGVA0ohRIRlIhKuRloBVuNQlO0SpSrZuOBWMJp08yR0FFI9di5SWRijEUJR6FxO56K/gNHblK9oPfhcLCf5uuISn0NvPbtjmwBMUEIPthN1LCejXBonTOWhGy4DIF3fwuyzLqRp4gy6li9mxQN/Z9RBR5BM2AhZrmOttSBS5ZqoQloQFMslLRIpwqKHMSGYsh2/VDYqm0Jvqbtc6u6BKEImEkinXEZNhz5B/3oStcPwelZS3PwcdtMorDGHIKwjCVWC9idvp/e5fwFgZ+oYfvxFyFQW6aTQfmGb/tWMPxxpubtl7F8ru+u5szvwdsRlZ8f7he/TwZYsYzeJkvIV2zmpNCYKMaGPlUjttPbticTXzNvD7hjXt6NNu2M/90TeSBzd6mrc6moev/xqDvneN+lf8Tf6lz/EwKrHyY47mIZZp2JPakW4CTY+9TBT33MOSEmmvhkhFX3rV7Hsrt9jp9LM++zVSJWgNOghtmT/Rn6AslyUK8ulXLXA90pEJkIFChEabFehCCGZgijACB8hFdoLyslCGrzOXqRlkclWovvWEwQOShrsijTKSbDmzjtZ8Yc/ACCkZL+vfpnepXds01e7oh4rmX1FjJK1tSRra8mOH8/y5cupHjv2HXM+vt5z4s1ci0PmzeOZH/yEyZ/4EB2P/ZrMqDnYNbV4+UGkk8BOSBACKSWB5yGNwegIoUOM9mk96nDCwmoyrc1YicwbasNbRXxPKhPHYefG4I1811vZPmOlIOhmYPV9ZCcehZEQhR4YUx5T1RqlFMZSRJ4HBmSkCYKIxTfdxL7/fR5DDjsE620c89wbz8m4zzExewZ7lNChvb2dvr6+rSKG6dOnMzAwwOLFi5k8eTIAjz76KFprpk6dCpRLF1x//fUEQYBtl0sWPPzww4wcOZJsNrt1m0cffZSzzjpr63c9/PDDuyzLP+ato2w9LRBaI+0tdawAYQxagEAR5wbF7GnkOjbQs245njWMoce8Fx34RGGI52meuPGbTDrxTNY+eg9Dph1E+6LHWffovUw//QK8XD9rHrmHDfP/zbh57yJVWYkWDto4KKEQJsR2bYJCULbDtkFHRVQUkrQijJ9HOw2ESQurOsPmlfNpHL8vXimNk1JoDZGm7JaCxNpijRjk82X7btciLORQ0sJSNr2b+5HOMDLjD0T7/Qx2ryLVOIFCx3KC0hoyQ8dgudVs/PeNDCzfMrmTroaoSLLS5qif30zH0wtYf8+9pBoaGH3aaaRbWjBRHitdQ5jfVgjn1g6jYsSMnX/AXkZ3dzdDhw7d1c2I2YsRQuJmW2k96GPk2p/FH9iMm23GrWym46nFDK5Zw6Nf+Tpzr/8mm5c+RFTqQ4iyxX529GFEocZJushEkqgUoLTAdV2CfA4TRWAstDa4tkWoo3LGumUjlcAEIVYygTIhRhmIPDAhUgiSNcNBKbxcB11L7yPI9yAsl5rxhyOkIvJz9K74N5mm8djpWjYvuGWHfSz1rsdO1+xwfczei9Eh0abFeA/+CGv0wahiPxOnjWf0AT9i9VOPEPk+Ulm4mSqiMGDEQUfj+z75rnakZZGsbUElMogtGiGpLLRIoZIWOgxRVkAwWALASiQw2pSFP0JgJSzCooJIYKdddOQTlfIopQiQrPrjpfh9G0jUj0So00kNmUgwuA6T76JyzAG4dSNwq8oTG15fOxXVQ6iffAL+YDtefzvKzZCqH4W0kyi3YhdGOSbmtRGWys5CynG3u95Olgdq/fwAdix0iImJeQeSrK9n9le+wr8/9zn+ec6nGHXKSYw44SrcbAbpJvALBYqDBdb94xYKPZvLFuZa0/n8M7RMO5CaEeMYd9RpdDz3NM/d9SfGHHoCycpqTBRghAtCoCSYwMNEYCIfy3YxlkWkfZxkBm0MRkuEkWWBhK0wBnSxiHQcdFjEqakiikrkB/KsvOV+GmZOo2bSeLxcG0qlqRo/ltYjj6RiaCvDjz2KnqW3kVv7xEt6Khj2rs9iZ2pfNR75fP7tDfg7mIqhQyls2swDn7qUud//NpYtIRjESVUhhI32fYRllUuXJBLo0EdZSbqeW0ampZmOx39C62Ef3eUih5iYvZEo8Mlt3oBUFnXTToTIhzCHTFYjpUXk+2UXB6MQysJKWQR+gajgUdywkSnnnoOJ+tGBBbsguSsmJiZmV7NLhQ75fJ5169Zt/dzW1sazzz5LNpslm83ywx/+kGOOOYa6ujrWr1/PNddcw/Dhw5k7dy4Ao0ePZu7cuXzlK1/ha1/7GkEQcOWVV3L88cfT2NgIwIknnsgNN9zAJZdcwjnnnMPy5cv5xS9+wZe+9KWt33vmmWfy4Q9/mJtuuol58+bx17/+lcWLF3PFFVfs3IDEvOUYY7bW2dZao6zyKa+FgCAoZ5cqe1c2MSbmdREFASv+eTuZhhYe/cnVeB+8gFUP/IX+tlXUj5vKPsd/iAeuv5iRB72LyC8x5rCT8Xr6KLRtJF1XxZwzP4+kiG5fhFj2IPbIA6FuPEIqQi/ASEPoeWgdEXTncTMZoqiAnUpjktVEYYCOIioaW8i2DMcbyKNcBx3oshuiFJTTWDVC2RhtULZNoaeTFf+6nTGHnMzGxx5l033/ItnQwOj3vIdnf3IzqcY6Wo+cB8amctgcwmKJ4ubVbHj8BxQ7lgMgpEWmaSxSGEp//xpEAUNmn8mwI69CbfMgX8H4j9xAxxO30rv0HwipqN33eOqmHYdT+dqs7GNi3ulIpZDpGqpHH0To5fF7N/DsTz5G4/5nMfXTn2LpT27knx87n2HHHMXk//44dtKh2LOeKNR0P7OAypFjiHyfZGMjynUReY/IGKRtIy0L5TggJRYGaZdlhtoPiYIQy7HBsjGhJvQ1NgWMkya3aRmDqx+nevKR1E58F0aXs3hLA+1IJ1XOULccoqDEf/rlfuG3Pybm5ZhiP95jNwOGqON57PFHET35K5LKYcrUI+jwqjBCUNkynEknfhgvP0gyW0MynSqXabFciEJs2wIMGg2BR1TKIWwHg41KlX+TdBgiLQdpK9CaUs8AxggQCm8gj+VYeLk+nEwjymmi6eBPIwBjBG51A44MsJJpfMum86nbifwCxc0rqJ91CnZlI0F/O1ZFHUJZqEQl0kpgp2tRbgUyzsCI2QMIvSLSshHbcXMAtoob/NwA6dqmndm0mJiYmJ2CVIrmgw7iqF/9ioXf/z5r//J3up5ZzMRzz6GnfRmL7/w5B53/NVb+6w4O/cJ3eOiHl5GorGL0vJPQYUS6upH6YVOoaRxHqq6ORCaNJCIC0CEICI1VdqXSHiqZIQoDotBHhxEiDdJOYMIQkAhddnMwgUYkEwghkZbChB5K2ARFn/pp01BOklW3/ZX8pk1MPf88hrYOMPS0fRBBHhOtp3bcfgQDG/EHOkg1jaX54LOxMo1xGaK3kURtLTMuuZhNDz7E/edcwNgzzmDoUYcjkOVSpZjymKiQYAzSsiHSVLRW0bPw97QeejZuxZ5X9iwm5p1AaaCP0CuSqm6gc/lzVLeORWNwk6LsTh2ZLSUsFAjQkUZKSaKyEmv0cASa0PO3OlnHxMTE7G3sUqHD4sWLOfPMM7d+vvrqqwE45ZRTuPzyy3n++ee5/fbbGRwcpKGhgYMOOohPf/rTOI6z9W+uvfZarrzySj7ykY8gpeToo4/m0ksv3bq+oqKCn/70p1xxxRW85z3vobq6mv/+7//m/e9//9ZtZsyYwbXXXsv111/Pddddx4gRI7jhhhsYN27cTohCzNuNVAIdRAhVFj1sKV4BUiIAy9qjjE1i9nL8wgDrnrifmWd8GoD1T9zPyIOPZcHvbqDz+YU4mSxHfOn7rHv8fpbfeytVrWMZNfc4Wg6cRfj8vbDkSczYIwgyLQSRQgaalFBEpRBlSYQUCCEp9XTh1lVjJzMoY2PCIsJ2MQUPE2j61qxioH0NldVDSVVNJtIRJgiRtkS5CZCmbNMtIQwLePleaoaPw8v30zBzBi1z5qAs6FuxgsE1q+mcPx+/f5CWuYcgrM30Lf0duXVPb+23UA6jTvwiYmAjWikIyhmAwWM3IRMZaJ2+TZx0aIMcT+WYZsJSiU0Pr8Ou3Ej1uAxWKs4IjIl5KcFAJ17vRsCw+ZGfMuLd19A468doHeFWZJA9qzCldhLD54FlM/y4oRgjkFKhi91IpTGESCuJUBKpFIIIohBjDMXBIlIqrHQaK+WgfR/thUjLwpE+CIfIy5NqGoNb24pykhR716GDEm5lI8pOoP0i+fZnyQyZSu/yB1BOGqeyCX+gfbt9SlS37twgxuwxmNIAbCn1YAY3I5wUsnoounc90bN/o2bie1i9YgWP3PBV7FSafY77EJVDR2HZDm46g5N28AcG8aQsT9DaCmEpBAIpbQh8lFV+VzFRiNYaogghQKUThPkcwkQIx8Ur9tC/7D6sZA0NM0/ArarEBD5KhDCwCuFLosd+jlU9jNZ5Z2OUC8pi7Z3fIr9uAVCenBh67OepGncw6nWWa4mJ2dWEXnGHbg7woqODlxvYWU2KiYmJ2enYmQz106cz93vfIywWCbwChYFOnvmf/wfGIJSFEIJH/vdK5n3+WnpWP8vGZx6hf+Nqxh12Emk3h4w6EZWNBKV+bDeFUEmEsDAm3OJjGqKUxvg5pHBQOChHEuaKSCuPSlRgTEToR5jIx06nQUdEYansIqEsTOgxsGENK//4J0q9vTQfOIdJHzsb8u3odU+wpWAsbFqMW9nM6JO+RLG/SNt9D3D3h84j1dTE9AsvpGbiROxM7BrwdqBNiDuygXn/+z+AwURR2X480iDLTh1CGHRUdt0LC73YmWpaD/0YZvOzROlGYqlsTMzOJ/JLRIHPmof/zvA5RxEGg1iJJJaTwAReWXCmQUgDBozvYSKfsJhDKJe+FfdROXJO+X00JiYmZi9kl87wzpkzh2XLlu1w/U9/+tP/uI+qqiq+853vvOo2EyZM4De/+c2rbnPsscdy7LHH/sfvi9mzMDoqP8grBQgwZsurl0AIQZzvGbOnoSwHN1NJ94oltEw7iI0LHmLSSWdSN3YqXcsXsmH+g2xc8DDTP3gBsz5yIX1rV7D0r79mYOMapp7ycazMSKxBw5O3/IRDP/cddBQQFn1s1yX0PKRysCuzpBFEvg9pQRgaosiAKRKJCGlbSC1ReUVqaALTvwlV2YxMuESlAuHgIFY6i5CSoFDASaVIJYdSP2wERkrMYAdR5GOla6ifMoHqq64gKvk896vf8s+Pf5yKkSM5+JqraJkHhY2LsRIZUrXDkJZFSAL95I3bxCR45jZU3WhEohKAUm8vj19+ORvuu2+b7Zb96lccfuONNO2//047XjExuythKUdY6ifyChQ2PkepYxXZ0XPoX/EIPQv/RKGzkeaD5mGEQjVOQDEaHRSAFFEQIm2DRiLsSvrXtzOweiEtcw+AyGDcNFobhO2iPQ8hBCLhYEIf5bpI1ym/yEcB2EmUMEg7iQ5KKCcBQmKnqil0LKfQMUCqcTyFjuXYySrC0gCRN4hyM1SPOYSOBX/C6GibvlUMnYGIX/Bjdsi2WS7eE7/E3f+j6N71hOseR6x9gLH7Hs+wA26kf+N6klW1SNuhe8USdBTQPGV/nJoqhJAIIQlCDx0E6NAHZWPZFlKWv0YLiRICHYRlAZBlI00GHUWohIvlJAhHHIcxulzWxQpA+ggnBXVjiTYuxJ75AVT9OIyJ0BiW33IxXtfare3XQYm1f/4Gzoeup2L4tJ0bypiYN0lQKqLsHQsdrBccHQqDO6tJMTExMbsMp7ISp7KS/o1raHvifkYccDRrHr6LZ//ya/b72MU8/KPL+fulH+HgC77BhGNPZ6B9Pd2rVxI0N5GsmYqLjUq4aGEj2GJ1jiiLMpVF4EtQLgYNKsQQIR27LIwIi0QqgXQkGInSBSINQlgoK0BqHyM0jfvNoGL0MHRkkJbDA5/6LKPffQKjj/sy4fP3IAqdyOrhWOOOYPkd9zD/W9du7V+pu5t/nH02c7/3PVqPOCJ2d3gbUIkktptg0V9/zuSTPoKVrkRHBmWXRbjaaHTRQ0iFLuaxExXoXDvCF4Q1+7Di179jzGmnkWxo2MU9iYnZ+6hsGoqTzNC5YiFVQ8eQrKlBhyFCOQitQQiiwMMYU373jAx2IkkUFKgYeQhGBrz8XTcmJiZmb2H7HpExMe8QhCxrkaVUsM1LlMEYiJUOMXsaTrqCySefxaLbb2LcUacy5ohTeOTHX2fcUady4PlXMGz/Ixl+4NGk65rw84NUNAxl+LRDGbvfSQwuW00Yaf79v1+lfeGjrHrwDowGadtoo5Gugw4DTBRhV2QoFXso5QfJd/Ux2NlH5/PLKPR04yaTVASrGTF7LBU1LuFjP0YJn8gIZDKLXVkH0gIiEgmFLTRIWZ6MjCJMqh5R2cJA1yADHYPk27sxymHEccdx/B1/5pDvX09YChhc34+V3ZdEwxSMW8eif95LrqsX4Wxbb04PbsZE4dbPhfb2V4gcADCGJ7/+dYpdXW/zUYqJ2b0JCr1seuLXbHrsl/QsuxeMoXvx3dTPOgWVyDCw6lEaZo1k3d1/xXYt8p39FD2bwZ4S/Wvayq4tQqB1hA4Dkg31NB90EEHBxy95+IUBhJJEXp7QK5S3N4IoMoSlPNpoVDKJVJQtdaWF1BopoLBpBV5fF5uXLSNZP5FM82R0UCLTPBGEpNi1mobpp2KigL5VD9Mw/VTSzZOwUtW4Va3UTXoXmZYpDKx7spypFBPzMkSiAl76OxIU8R68gWjzUqw5H0cd/Gk2tudZ9e+7CUtF7FQGJ5WhavhYKoeMwkmnISgSFvoJ8n3YdgInVUGyqg6lynbAUVAi8kvoyBAUy//XYQhhAJYq17sOIowOcKtTJOsqCX2f0uK78P7xbXTnckxQRGRbIFVHUOinlOsn8EvbiBxeyqYHbiYs5XZSFGNi3hoir/QfHB1eLF0RExMTs7eQrKpjYFMbQ2cfyoQesxwpAAEAAElEQVTjPkjPqmdZ++i9HPHlHzLxxDNZ+8g99LetpmXq/jRMmEZuVTsLr/shHU8uBMCywJgIYVloozFao7UmMiH+wABRsYTAQgKWU3aLIplFR6CEQJqIyFgox8WWEQiLoq8oFDSlXIR0qpB2BVFJc9C11+IPFvnLB89l4d3r0ZM+hDX9veR6vG1EDi/lyauuotjRsRMjuvcgpSLbOpphsw9jcPNGtA6JfJ/QKxKFIQiBnUgibRuVTEAUQKKOUuAQlgL8gX76VqzY1d2IidnrSGRr6G1bhZ2ppHrYOMLCIFHo4xUGiaKQaMu9XFo2ykmgXBeVcIgiizCwkbYi9Aym2L+ruxITE7OTuPXWW5k1a9aubsZuQ+zZH/PORmswBqQGobbWfzU6xGAwWu/iBsbEvH7qx01l9LwT+Nd1FzHiwKM58Lyvkq5vwXIcktlaiv1dOOlKulYuITtkOGsX3E/N8LG0HnUE3kAv+330iziZStyKKpTQGGOwU5UgJZFfotjXjY4inEwVSii0Y2NLSNdOwA56YOEvsUbPxfh9GFGBe+SX0LluZFKDkyaKNNrzkckkhb4cUgqcVBKtBVEQgpRIUSKZFhiRQUtF0J8jCnyEUmx88EHcbAVOZZaexYvJDBkCSYuB9auQkw7A5Dq3iYesbEaoF3/OOufP32HsBlavJsjlSNbFtSdj9k4iP0/HM7cTFnoBCIv9JEcdjPZLtN37I0a++zL6Vz5G75I7aTpgLkGpSKqpAROF2E3NIBUi4eL35hAqiQ4jUAbbTiBEAmVJsC3CUhFtDFa6AmVbRF4BKSXSSRH5ASYIEVtqxQbFIlqHCCGQmSH8+aLTwRjmfeZK0hUOxpKExT7sdA1CKpSboXPhnzFRQMfTfyLVOIGKIVPRYQk/101QHGRww0KyI/ZDqopdHPGY3Q2RrMI94ON4D3y//Iy4Bd21EsvPU5Q2yZoGsq2j8PODRF4JK5kmVdsAWhN4Pk7CJcoN4FZWgxJEJQ+pJFEUYacyCLFFSy4UliyBBoREG4hKJUwY4FRkCIMIu/1RhLRgyP7IScdiJhyJsVxCJKX8ZoRUOBV12BWVrL/r+h32y+vdgA5KkIitoGP2HEKvuDXLdHtIVZ5o8/Ox0CEmJmbvwUllmH32hdz7jfOpGTmewy7+Hm66kjDwaJg4gyEz5mKikEd+fAUzz/wcDfvvR/2smUjbwhhD6BURiQpsJ4XBEBTz+IP9lLMcJEEpj1CSREUWwhIGGxMGCC3wSxrluggd4Xk+KmFjIrCcJMJ2CINyOS4DrL7jDp7/9a/RQUDN5MmMPul4pAzRoU/vq7j3Fjdvxh8cJNXYuPOCupeQqW+mt20Vlc3DMFoT+SXcZAaVSAACHXiEQYSRAqEFMpGitKENabsISxB5Pm333kvzgQfu6q7ExOxVOKkMNcPGUujvxnaTpBqHgAAnVYHllkXBURigiz4oiRCKyAuQjoUMFZsWz6du9ET8wUHsml3cmZiYmNfFxRdfzG233faK5XfffTfDhw/f4d8dd9xxzJs37+1s2h5FLHSIeccSRVF5XFlIQII2WzxMDEYbTBi+agZRTMzuSiJbw4wzPsOEd32A9U/+i951K3ArqhBSUDlkBOmGZvJdm/H6e/jX735I5Hukqs9k5X23o41hzLwTefjHV9D1/CJOveFvKKc8CSmUjQki3IoqOp9bgFuZRVXVIKJ+cs/9A7emhaqRs3AO+DhBsYAiRNgpov5NhKISy65ESoUQBstOYHRAqqYWXcphgiJaJtChIQrzdCx7Gj83QGXjUKL+Egu+9R38wUGO/t0vaT5sHjpfxGhNekgrG5Y+ytqH/s6+J38CVxYxxb5t4mHv+56tZSugbPm5I4SU5RqjMTF7KZFfwB/YvM2yfMcyWo/6JG13f48Vv7+YylH7kR17AMnmCQS5Ekt+fC1BPs/od59Aw6yZ4IfYmRqCfBGBwu8bRCkXAQSejx7MlbOFMpUoyyYKAxA2SIHRBuU6mCiC0ENqDyEhEhalYokNTz/I/h+7kOpho3HTaUr96xlc/RgA0nKpnXgMXm8bVaMPpvf5+zA6Ir9pCXnATtdQN+UEep775xaXl9i2KQZCL7elvrWNshNlsUzTPiSOvYJg2d2Y3jZEdSv2uCMIRQJZLJKqrqXQ00W+cxOiqRVHa2w3Wbb5DQMwESqRIgoCLEcjlAShkEoS9PVtdRQzGJxUiijwUK5NWCwSegFCCLx8CYlADD0EjSQKQXsh0hQRD12JqBtHcvK7MW4V5tEfYmpHk2wYwcDKR7bbT7duONJO7MzQxsS8aUKv+B/fx+xkOnZ0iImJ2euobB7GkZfeQH/bajY98wjpuhZaZx1Cpq6Zwc1t+F6B1ukHc9/Vn8JOpTngv75KuroWoQ3G2IQDebTlI1wXJS2sZBoTFrATaYTvABpkebws8jRGuljJJFYiQgiJDgKUVEQaSv1daB1igpCBTWtJZGsp9XQy5F1HMOKkEwCBrXzsTf/GG9gHt2E4TsWri42lHZeZezvwi3mcTBbtlwiKOexkBq01MgxBCoSysKyywDAsFSi0d2BVZPFLg2QSKTY+8AAj3/3uXduJmJi9FMtJkaoS+LkBwmIBKcuCXx0GCARKCEwyBUJgdIDJa0qlAYJijoqGVqygQP/6DtLD99nVXYmJ2WOJ/CJRUEAHHtJ2UXYK5STf9u+dO3cuV1999TbLampeXbWUSCRIJHY8BuT7Po6z46SCdxrxbE/MO5soxCiFwICUYAwGEMYgbedl5SxiYvYcEhVVBIUc7YsfJ1ndgNERQ2cdxsYFDxF6HkOmH4g7cy7NU+eUX3TDAKksVt5/B9FABwd/4CMEqWYG29eSbBiGm0ygjQGlMIFPzcgJmChCRyF21RCaDj4TYzRg09veScKOMM/eXt5+4vtQmVowIUG+gJUsPwCYSBMFIdJOEYWKMFeklOuhNNhDw7jp4Gs6n3qKzvnzGf/hD9N6xGF0zv8FybqxJFtmUhroZXDjeipqmxl/8PuoaGrGevZXbPVhsVycae9F1o3eJjZ106YhLAsThrycIYcdhltd/bYem5iY3RkdBq9YVuhcQbppH8Z+6Lv0Pfcv/IEOlFtBWNA8fc211EyZwtRPfxo3k0aHAR1Ll6JLJepmzkR7HpmWlnJ5GgATYaXTaD/A7+/HlgYhJNKyy9nzRpdL2ISaqBRg3ARSCQgDnIRi9KHHYYItdWOjkMrmCSRrR6Bsl7A0SFgaxOttQ1oOjTPeS7FnLTookagaUv4bv4TXv4l0wxikFU/67s2EXp5i5wr6Vj9K5OVwK5upHncoTqYOabmo6lbk7A+jvRxRz3pK91wNh1+G8D38vn6SlUlS1aOx0w1YQmCUxEQh0kmgAw+3sgZDObNGCYExAVKCSKZQifLEbZAvlAeqcgNI18XJ1uI4LmWLB0nklQh8jZBghECJAB6+HpFpQDfNpnvRChrGNhL2byQaaKfmiC/R8fgfMdErr+Pmg89ERz6RX9wpL+IxMW8FQenVHR2gLHTw8oM7qUUxMTExuw9hscDjN3+b1hlzSdU3ku/cyED7eiqbh1HROBQ7kebwi7+HlUgSFAuEJQ+pHGw7xEq4aOkShQFSuDjpCrTvEPk+xoCQNlJHGBOg3AxoBRiEEITFAkIplONiPB/HSoEURBSxihKrysZOZSgN9mA3DMEpbUStf4po9KHY6RqknaBy1ChUIkFUKr2iXw2zZ+NWVe30eO4NeIN9mCAi17OJqmFjEAik42CEwIQasSXpQwA61MiUQxSUSLou/WvXUWhvZ/i73rVrOxETs5dSyvWhhELYDsmqGiKvhLRsIg1SCaSUgNgyriJQ6QRe7yDCSFLpCvKb2ki1tO7qbsTE7LGExQE6l/yVUvearcsStSOpn3QsVnLHSZVvBY7jUF9fv82ym2++mVtvvZX169eTzWY57LDD+MIXvkA6XS7Feuutt3LVVVfx5JNPAvCDH/yAe++9lzPOOIP/+Z//YePGjTz33HNva7t3J2KhQ8w7Fq01SAVRBJaNgC1P8+XJXMKoLH6IidlTMYbedStoX/wEAN0rljD1lHPxe/rpX72K1Y/9HSuRonHiDDL1Q+hd+xxjD5yLvez/MP1tZI6/iqCiCjuVJsjnUVKBEihLIC0XEIQljyhfQCdslG0jlKSysYmwVEDMPAOpA6LSIEZnkaSwkklMpAmjsg291hFS2AgFVipJNjucVKEOXfIQrkXrkXMZdswh+IUSQlk0H3A66/52Lbm1j1M14XiqmpuxkhmSo8dhRIlSy2wSE47FTlcjk1WIZNU2ZSsAkvX1HPjNb/LQF76wjS15uqWFGRddhJ1OExOzt6Lssm3py90O8u3Pkt+8nMbp76Hjsd+T27CERF0VPUuX0r1wId0LFnDA1d/AiBLZsSMQWqIDH6WLhAMeIlGBTDjlwTSpUClV1hIKhTFRWTgVBFsntKQE4zpI20KikTJAa4E/2IVKZNHGEHSvxq6sp3flQySqWhFSMbhhEQ3T3k3nojvJtS8tL1c2vSv/TapuNNJyEFJRNeYQpLX3KJdjtiXyi/Quv5/chkVbl5V617HpsV/QNOv9JGtHApSdjPK9BP/6LlB+RERqkq6h2NlHoauPRLNHduwoTBhhDChdFtEZygJaKW0ir0AUeig3ibIkxvMAUErh+RFIFxOVB6aUY5fLp0URShpQBkOInXSRIol/wGfpfGYJ7X/8F5PP/SjR/P8pd8BoRNuTjPnANaz5v68T5LrK3+FmaDn8ExT71tH17N9wq1qpn3ICdqpqp8Q6JubNEJYK/1HoYCVS+Lm43nBMTMzeRxT4FLraee6vvyHyPYq9negoZMYZn2HTosfpXrkYN11Jy7SDGOxoo6KuiUR6PEFBY1U45YntyICK0KUQjEbZFkLZCG2AkDCAKNQgDKYYoKMQpRyEEURBgMEglECHEW51DU0HHkiYG8QtVaEsgS3zaKuCwVQLThhQUdUClN/JD/7ud3ngggu2SUBI1NWx3+WX42azuyiq73AMlAZ6SGcbKXS1k65rQYiyq56Qcsu4aHmcxkq4UDS4rkNu03oe+dLlTL/wQlJNTbu6FzExeyXeQA+Z6mb8Te0EuX7qRo5HI4jyOVRlJSC2TGuUk0mMNljYOFVp2u6/n8ALGTF+8q7uRkzMHknkF18hcgAoda+mc8nfaJh60k5PKBFCcMkll9Da2sr69ev52te+xjXXXMPll1++w79Zt24dd911Fz/84Q+3iKP2HmKhQ8w7m7JUHTCILYmkLzg6aClxYru8mD0YJ5Nl1MHH8exffw3A5qVP4b2rHy0CCqs3kpXNpBtaaR4/m46nniJhMlgqibXPu9BGEBZzyEwDJiqhLAujQ6RyiILypGRULCFtC7e6AhNqjJIE+SKmsJkwitDSxsnWIbO1EGpMsVDWETk20hgEEcIyRF4RIwTSUkReAct1iARgiuggJCjCmjvuItlQz7CjDmf4CV8iLPajgxJWqgorlaX7+ftIVg1l00O/wuvdwJDDP0HDnA8gtuPKYiUSDDn0UE644w7W3X03+bY2mufOpXbqVNLxS3vMXo5y0qRbJpLfuOQV61L1o+lZ+Hd6Ft0FgF3ZxNG//hnP3vxLepYsZcWfbmPc6acjZYQO+hFYiEwtQlOe5I2AKETLNESmLDY0GqM1Roco1wWj0VHZl0Va5VI32isQ+EXAIJ0UGE37v35K89SjME4GEAy2LaB6zFxq9zmSwbZFNEw5iVJfG8XuNUihqBl/OGGxnyDXw5ADzsKKJ3n3aiI/v43I4aV0Lb2b5v0+hOVm0FFAsPw+AES6FqksSpGgONBPZW0tyWqFU11DGEb4hUHQBpVIYidSROEWMYOVQCXTiNBBWTboqGwnagSGCCuRQIchQimEFAS5HCYMcbIZcB2kDDBCYgwMbOxmYMXzVI4aTcOsGbDkd+hc59a2m3w31sh6Wg49BytdjbQdDIZc+1K8jvUAeH1tbH7qFppmfxArkXmbIx0T8+YIS0Xs1KsLUO1EEi8uXRETE7OXYYxB2S7D9z+K1f/+KxvmP8j00z/JQzdcxsYFDzP7rIuZeNSH6H32OeqGj6amuRErKoIKcRIOWpYFDEKWs4ANGiEVURgReSEISeR5+MUcXq6fivoh2KkKbDeBISQKfNCCyIu2lH7U+IUeCuuWIO1apFuBrHDxPI1ykiRaJ5KsG7V1EkA5Dk377ccJf/4z6++9l4E1a2jaf3/qZ8wg3dy8a4P7DsZOpimYdixLYKUbsWyHyCsipFVOEBECtMYEPlqHICK6lz5L96JlHHTddWRaW/9j2ZGYmJi3h0S2BqkMmcZmil09hJHGhEWcTLo8zhKJ8v1Ya6LIL4+xJBzW3P0PGmbORLg+0orLd8bEvBGioPAKkcMLlLpXEwWFt1XocP/99zN9+vStn+fOncv3v//9rZ9bW1v5zGc+w1e/+tVXFToEQcC3v/3t/1j24p1ILHSIeQdjAF0WOggJQpSVzFFUtuiPidnD8QuDjD36VDY88xADG9YQekU6lz2DN9jHYPs6Zp3+aWxpkBsfoqm2gK4chdaCtsXtVE+aQjLdAMiyg7bQSDeBVBZRyQcD0rZQlirnfkc+UQB2QuLnLNxkCpWq5PFvfZf9v/pFgtBgZ9JEfoiREikdwlKRKIrYuOBhwlKRpkkzGVzdRscjjzHypJNIt7YQBSFhsY8hRxyGW1NDz/L7sZwE6eZ9UCZDqbeNzsV/BiBVM3xL+QwYXPM09TPfg7C3X9fZSiapHDmSyZ/4xM45GDExewjSdqkedRACRb59KUaHCGmRbpyA5WbZ8PcfAmBX1JMdNZN1f/kGQw6ZxbjTj0Mlm0BJMAph15Sv+VIJtEEqC69QQqCw8ECWy1VEQYjxA2RlJQJD4HlIy0HZCvwSBo1UNm5Finz7Cjrn34EQhpY578XO1FIY7CIsljN5e1c8iEpUkmnah9AbJNU8CR36ONkm3MoWElWtSDuBVLGIcW/H69+0w3VhoRcdeuBmiEpFRLG3vMJKEBRzWG4CO1tPLu8TlookZR7bNegttY0VQBSiLFX+OyEwWm/NjkNaZdcwDMKykQiU62KMQfs+OggwgDeQw066hCEIDKHfQ7qliXRzE2bxLUSLni4rdF+CGDqLzvn/R+fjtzDqvd+ge/lDmC2Ci5cSFHoIC72x0GE3QUcRRvtlm3AVv36/lNArksi++iCMlUjHjg4xMTF7HYMdbeQ6NzL2qPfQsexp8p2bCIp5hs46lPVP3s8TP/smjZNmc9DHv0TQuQFJkTA7ArSLsNK8MBamo4goMmAMItKEJR+UxE5IlJXEsiCZyRAZiHyfSAiEbSNVueyEtCVCSmw3TTAQkWyahDGw5o47efYnNzLvhhtwa7IMtt9HtQ7Ijthvax9UIkHF8OFM/NjHdlkc9zak7ZCsbaR7/QpaJs4gDAKUm0BaCgwYHSEQCGWhpMT3Paon7UvtvrMJ8rlY5BATswuxUxn61q+irnUY7tAavL4BnKoqEBIhy24OkeehXBspnbLowXEY+e6TIPLZ8MiNpOri+21MzBtBB68cV3k9698sc+bM2UbAkEwmefjhh/nxj3/MqlWryOVyRFGE53kUi0WSye2LLlpaWvZKkQPEQoeYdzRb7NkUoPWWyRm2DEZrQO3qBsbEvCk6nn2aTYse45DPfpvO5xawYcFDDG5uY+KJH0YHPkv+/lsyDc2MP/R4LMchLPr4gwVqJk7i0Usu5fAb/xcDhEGI0hEmKBEIhRaawfb1JNM1hKZsjmYkBF4egyZRVUexr59733MSJoooffZTOBUZwICSKMtCGIOyBbbrMmrOXNAhXs7HGjWGhmkzCPN5ehYtwUQRlaNHo1yHgeXLQZXIt68i3770Zb0VWIksfl958sqpan5FyYqYmJjXhnIrcCuacNJ1CKmQtouQNgMrHqV+5smkhkwk1TSOgRWP4FQ1o4M8bnUNvctWU2UpIlke8JS2hZ1yETokikKMsMvXpVKEA3mE8pFJFyudRBMh/ADLKZeS0kGIjsBxLYzRRLke7FSWIYd8BKkshHLoWvk4ydoWTORvbXtUGqB/zWPUTTqWYGATA2sfJzNkKl5vG1WjDohFDjFAuSTFq64XWyz8LAdTMwral2BynUgpyXW1k6yqgxTosBJp2djpDMW+bsJ8oTzYbyu8fB6BwE4LoiBE2jaR76NsyQtmQybSKFl2FsOUdYV2yiIo5FBWitArERULIBVGpyn1DOJmM+hC7ytFDsNm44chQX87ANJytityeAE/10WiZugbDWHMW4COIsJiH4PrnqI0sAk7VUN2xGzsVPWWEmExYamAcl49FnYyRa5jw05qUUxMTMyuJwpD8h0b+fcPLuXQi67j4E9+na6VS9i48FHGHP5uxr/r/Sz/5/9hQp+u9SupGzUeS0mEEASBj58XKEKkZWGMJCgVsFyX0A8obNqEncmgarNI46OUQNgJHCeJ1gajNZHvEWmNtGwwmqjkU+rvxkmlMEZy30c/SrGjg3Ef/CDtjz7KmPefitkYUOpto3LYLMReZpW8O1Ea6EZZDtkhIxno2kyquqF8DPN5pOOCk0RgAEXkR1huEqPB6+tD2a90y4yJidl5aKOpbBlOLp/DsVMkKhyMhKhUKJcdslyshLvFMdMQFctuLYiQ/KZnSNaOBuL7b0zMG0HuIJHyta5/sySTSYYPH771c1tbG5/4xCc4/fTT+exnP0s2m+Wpp57ikksuIQiCHQoddrR8byCeJYp5RxJFUfkfSiGlAl4sYVEeaTYIEbs6xOy5hF6B9Y/fx9pH76Hz+Wc49MLv0Dx1DtJyKPX3gJBMO/18Sr1dFAb6cB0LJ5XBrsqQ29RJsauL5b+/hdGnnYaSAmErhLSQwkb7Ptmm4RgitDagNUIHuOkapOWw9h/3s+7OvzDmve9lyKGHsuTHNzLjws8QFjyUm0AYAwIQNn4uv6UWqEQlM0ThANr3CfI5aidPQCpJUPR45oc/ZMon/gs7M4rNT/9hm4lNgMrhs+l+5m9bP9fPOAkh/7NYKSgUEEJg7cU/9DExL0daNsmGURQ3r6DjsT/g9baRqBtB44EfIij0kNuwkDDwqRw2m3TTNIST4Ykrv8Gkcz7Oij/eSt/Klcy6+EKUJQhKJSzHQdgutgyRboqwWEQmXExUHmBly6SylgLt+QgkylY4CQsdhETawwiJ2DLZZZRD//KHyY6aSd+qh1/R/mTdaJyKBjoX/xWATMskNs//E6mGMViJOAspBtzKpvJ59zKxAECiZjjSTpZFAlGINXw//OX3QlDEKm7GGMh3tbN5yZOgFOOOeA8mikjXNZcHhreURRNKl0tVCIHlKNABMuEQFYplxwhAJdJox0FJhdHlsi1C2MhEVXmAKvDweosIpZC2jZ3JYITEa5lFYtRcxOZnMVJB02QGO9aQsFz6Vz4KlIW7QpbLTm0PFV8LuxyvfyPtT/5263no928iv2kJdVNOIN04IXZ3AEKvhLKdV93GTqTx83HpipiYmL0DoyOCgS46nltAUBjkn1d9koknnMG4I99Dy7SDcNIV5DZvZOKJHyJZWUOxrxtdyhFGBZyaFoLeDSTqRiAsGyMtLGOwLBejBSKpyIwajg4D8u2d9DzzNC2HHYyIBNLXCFsghYVlOxhdfqc3KCzbQeXzaN/niSuuwM78f/bOM1Czqj73v1V2e+vp50yvTGHovUkHQRER1FhQicZ4Y4IxJtEkGntNM4k31xijxliisRsLYgGRDkPvML3PmVPfusta637Yh8EJgwoIA8P+fYGz9579rrXOeXdZ6/k/T4VD3/pW4okJwoEaKpLgHH51aK8ih6zTwTmHVyrtgxF9bmGzDKwDKwlKVazJkEqjKlWEE1iT4ZTOp2uUxHViTJwgtHxMt8yCgoKnHmstWbeNL3xEBkSS1AqUM+hSKX//dOAQuUg+jhECnE2QwtDcdjdDh1yAF9X3dVcKCp6VKK9E2L+I7ti6R+0L+xehvKf3Gebuu+/GOcdf/MVfIGeerX74wx/+mn/13KaYXSnYb3HWIh8uqeOR/wohsQ52l9sVFDzLsHETu/MB/HK+iDG9ZT2Tm9bw0M++zbFveAd3f+8LHHreG7j97/6Jytw59KxYTlwuoSspo+vvpHdwKYe/7W2Eg4NM3PsAfQcvR/oVnLFkWYL0PeganAXTaRHV6yhVxjpLa3yc4eOOZeTYY7BJhul2Wfm615HFKV7oYWwXYSxCl3AAWmFjm1vduwyvVsOlCZVZg9g0o7F9lI2X/5gVr7kY5yaZXteiNucMsngrWTyGCsqU+hcz9eB1jN/xQ4TUzH/hn4NXZXz9AwghCGo9lHoH9xij9o4d7Fy9mjXf+AZSaw545SvpX7WKaHDw0QNaUPAcxCv1kNYGqR94MsqPyOIWu+69LF/8FYJKaS53fepzHPTaC5l4YDOH/+mf0h4dZc6ZZ7DitRfjHKTdFJPFZEmK9DTaj+hOTaB0gA58hAqRQuGEBAFCOIwQ2DQDIUhji9IKjcJKlUsRncHGDWpLjmF8zbXU5h1Gbd7hNLbeiRCC8siB6KjOxINXkTZHqcw5BCE9nEloj66hNLB4Xw9twTMAFZQZPPg8Ru/47h7bpV+if8WZuF0PEd93OW7OsXT8Qcon/wnmtq/ibvoMtee9ncbYLrxyBe2HJM0JSr19mLiFUBohJL7K8DwDzmLxSZNcbODSGB2W0LIMgLEOMSNwgLxKUimJcxmyFJHZjNLIMLlrkSKLU0ZvvRnbuZfN666jPG8VzmS0bvw+s0/+XbLmBC7LhYDjd/2YyuLDaW69cy/9rxSxFfuYrNtk113f26vYZuzuywh75iFLxURklnR/A0eHMklzGucconh/Kygo2M9xjR2YLXfuftc3Scy93/8vDjrnJexadyfXfe7jvPBDX2bdt7/NjutvYN7ZZ1FffgB9K5aTJglB7wg2aaB1HemVQEDcaCBknu2uVR7rqufNoTQyjE1Ssm6KjjQSb0bg4MiSGLAIqbDdLqoc4ZKMY9/3PrJuh/u/9CUWPv90qosWMfHQFSAk0cBSJjetJaz3ENb66IyOMnbnnTz4la/grGXJRRcxeOSRlIaG9u0g78c4YxBKoz0Pm1p0oEEKcPniqECAzbCZwTmHcYDSaA+kdJg0RXmFQ15BwdONEIKs1SIcrOJZy7afX8P8c8/FYXEIJAKXW2PijMM5UIFP0m4QT29k4MBzUUEZoQr36oKCJ4LyIwZXncvo3T/cQ+wQ9i9icNW5KP/pLaBcsGABaZryhS98gdNPP53Vq1fzla985Wltw7ONQuhQsF9ircVagxASKcXM4onNH+qlROAKO72CZy2uM4VZ+wuWnn4BD/70mwBsuvFKSn3DSKVZctI53HXZF1jxhtfg+6XcYt7X2O4kiw45krU/uIL7v/QVynPnctqnP5mLErI0z/DMUpRSeQSFDDDExM02YJDawy/XyRpNuhMTeTWpUqgwREUBaZyi/CBXGiqF67RRgY/0BDiH50dk7S7GunxCJUlI0xaDzzsav16huf4W7v70d9h5082MnHACR//1X+DcFEhFaWgJi1/6QcKBRTR27eJ7b38V7fGdAFRH5nHSWz5M/5JVKK1p79jBlW9+M5P33bd7zLZdfTWzTjyR4z70oULsUFAwQ1AbIpnezsSDV4HLnZCEDuhffjY7b7yXB7/2TZJGkyP+9K2Y1BD29aLCEJtZpO/TWL+eZHqa/oMPQSoPE7fxwgipVG6T2+yAr5HCIIXORYa4vArdWKTn4YRB6hLKJlipSafH6I5vwq/20bfkeEzWxSYd6guPQ4Vlsk6TqbXXo/wSQ4e9hKzbpLNrLQA6KBZ2C3Kk8igNLmXOib9Hc+tdpO0JooHFRL3zsHd+m3jNLwBQI4eRTEwx1Rln+MjXoUyMcpb+RcuoDM3BGZOLdPwSKjPgDE5IEuMwXXDCEXjghdGMw4LAZQ8LG0BKL/++zLiL6SAAZ3PRbZphnIA0BefIRMDOm29l7PZbWfjCsxg6+ny6o2sRNmX2URfA+msRq16E0D4uS5i45wp6DzyNaHApndGHdvddR3X6D3w+0i+qJvclJm2Tdab2us/ZjKw7iVcIHcjizq91dNBRCWsysriDFxZ/1wUFBfsvLu2S3P4tRHmIoRWHI5TGmYwsbtNpNBmYO4/63EXc/KW/4+CX/B7zzzkbqX2ElqTtFlIqdKUHhMAZR5p0wDqU9nAuI+02cV5E0uigREzanEJXanjVKtrX4ATOmnxRTWlslmI7Se6SZQ1epYzptJFJyorXvBwdBHTGHsR0p+k/8Dyu/pf3s+WWq+lbtJJT/vhvuOk972PHDTfs7t/2666j76CDOPmf/5nS8PC+G+j9GO2HeFHE9M6t1GcvImu38T0f51wugpACkOAJbDeeiQzsYjKJjZs0HljL0JFH7utuFBQ8B8ldb5yzqECw4PSTSaYmUUGI0j5WgFAz31/p8mgim+EFAaI+F6V8nEkLsVJBwZNARzWGDjkfk7axaYz0ApRXetpFDgArVqzgL//yL/n0pz/NP/zDP3DUUUfxtre9jXe84x1Pe1ueLRRCh4L9EgEIRG4LrBRC5HnMzrndRxQFQQXPVuzYWlAhJk046ILXc9e3P8uG6y/n1D//OGuu+iFLTjqL8sCr2Hn/HVRnzWf0/tsYWXYgtcFhvFKV/kMO5cj5i+hZvgzTSRG2jYhKSKXxS9XcMSI1JBOTBNUaaIXyvLwSNZnEYvBKEcL3kVNr8bbdhKm+GK8U5RZqDjC5MMKmCc7kWeJpx5C0YlQUkqRdjEkpDY0gXUx3x3o2/+Q2dt54EwBhfy+d8TW0tq8GoDL7EOqLTmZq8zp++M7X4ewjFZKN7Zv40XvewIv/4RtUZ81n4+WX7yFyeJht11zD+D33MOeUU56W31NBwTMd5UUoGdC//AzAoaNepBfQ3LyDwSOOYN5ZZ7DhssvZcNnl9B9+OEf91V8SBAE2SRAuY2DVgWRJirUGl6Yo5SGkxJkMhESXS9gkwcYWWfbwwxBnDCZNcVmWLwzbDKvAOkM8ugEhJKWhxUilaI6tp9Q/P8+yF5B1Guy6+wcElUFs1mXs/p8xcODzGb3zGgBKw8v27YAWPKOQ2sevDNC37NTdleDZljvIZkQOAE4oiA2+KHHHN/6TbmOc/sUrWHrSmYjJCUyng6z0kgqNdQZnDF65gkAQ1ms4a+lMTxBU+3IBAwqcQ6h8csnNfDeStI2UCq9ew6U2dzmRAiUziDxwIH2fuUcdwJyDRxB+hJtYB+uuhLSF7TbQh16E8EssPP+dbPnZv5JMbmPdN97DrJN/l1lHX0wWNxBSYZI2OJ52a8WCx4krIvRMmuKM+Y0cHQCS1nQhdCgoKNivcWkbs/UO7JKz6U5PcPyb/prr/vV9OGu56l/ez/P/6uOc/MY/Zce6dWxe/XOGDzySzbddS++sucxZdQQ6rJNMTuNXKijPy6OzHDPP3xYpA6Tno8sRQbmM31dHAGmrQ9JsIrRGBCE6CHCIvDgoiMi6LSQSkyTEU+MIofFrNVQAXjrC4EEHcvW/foBtt18HQNppsv2G6/YQOTzM+F13seXnP+eAl7/8aR7d/R+XxkjlEbeaVAZG6DYmKNV68spvKUFKnM2fia0xKO2Rtpso30O7Npuuv4U7P/EJzv7ylwvXjYKCpxmXxQjtE7eaBOUKcZpQqkVYGeauglJgZ76/Uiqsy3KHTC/AOQNZxtTWW+hZeDLKK8TUBQVPFOVHT7uw4aMf/ehet19yySVccskle2y74IILdv//hRdeyIUXXrj750svvZRLL730qWjis4JC6FCwX+IgVzs4dledA7nQwVmcNXlVXUHBsxChQ+iMM7r5eoZWHs4Lj/8v1l17Gdtuv46lZ7yEOE4IKnUWHHsKWZLQt3A51llMmpJMtJhatw5dKiM9L7eo1D4m7mC1R5Z08aTAczGiFCICH6TApClCa6wq41UsfqmLdAlO9SBnn4oLNWknwauUkUpi0hSpcns1251GqoAkdggsptMiKElEWKK9axcyqrH2O1ew9apf0LtyJctf8wrqS2cxvfnq3X1O2+NYE3P71/9tD5HDw9g04YGffJNVL3gNa772tcccuwe+/GWGjzkGHT39asyCgmci1iSs+crbEcpn+PjfozMm6Fs5j2R6nIP/z5s4+A/+gM6Obfj1HsJalc1XXEl7dJTFLzqPxtatmG5CZeF8cClCgI27yCAimZhEeD5+vYYulbHWkHRaCOuQns4nUsmQEpyQiCQmqPYjtY81BmMM5cElmLgBgFA+Ummqsw8ibY0RVOdQmX0QY/dejk3aDBz0QnRQ3cejWfBMRQiByxKyB3665/ZkCpPUGLvjLpKHRpl3xin0rlyBEIpooAdBHVQIYYU0jsE9XD1jSFuTgCPs6YeZeAohJcLXKJW/Yrk0wyLQUQlnLVmric3sjKuDwCv5mM40QmkkgqnRLXR2PkTfihPwBw9AmQyURg0tx0jNjpu+zvSaGxg+7hV45T4QAr8+i6Q1RndyC15UozS4FBVUkGrP1zxrMkx3mub2+0ibOwn7FhANLEKH9SIO4ClAeREqqO6+hv0yQip01PP0N+oZRhZ3AFC/JhP8YXFD0pym3D/ylLeroKCgYN8hQAfIZJIHr7yaBcc/nxd+7L/YdNOVtMd3snP9GvoXHMD8I4bJUoMxllXnvxaX5S4M4w+uob5kAcKTGONIuw3IUqRSKE8jPR+bJThr6U5NIRwElYgggEz7qLAE0kNIMCbDxAlpu4VzGX6ljFIJuiKwSUxn+ya23nAbQyccxzX/9ufsWnP37l7MOfQkNv3g8sfs5YNf/SrzzjqLsLf36RjU5w5S4pImWIW1lrBUwTmLSWOkVmBzVzGkQClJ2p1C+T4y6ZC5gO3XXkt72zbiiYlC6FBQ8LQjmN70ED3zD8BkGV6pTGosNuviaw12Jg5USnAOl8YIm0cOC+eQgY+JG5ikCxRCh4KCgucehdChYP/FWqSUCOHYPX1rDIg8m66g4FlLfS52dC0Ljvp9/uc9b+b4338/g0Or6Fu1kg03/Jgd99/K7MNPZP5Rp4LQxK1pcA5rMqxLGDn1JO761mfY9OC1HP9/3o20CSrIF/4FgjhO8fwyOpAIDFm3gSKFbRtAaUw0H/yIjT++hvv+4z848j3vZuioYdBZHhNjLQiBzVJcnJKJCDuV5MKKUgTKwwJmahxPZOjOeg578++y8pJXEk9tJm6sZXrzQ3t0uTS4GJsJxtfd+5jDMvrA7dizX4nNssc8xqbpLzm7FBQ8t7FZQtAzB+lH2KTDxL3fo7ro5ey6cxP9q5biMIBERhU2X30dC887i1knHQN4qDBA+R6iVyAlpG2H8Ay2G5N1E3RPDe2HOGtAuDwnVkDSaIJ1SE9iZ6rshUlQno/tdJHKozu5g9aOB6gvOR7ll4mnttLYcjs26TBw8IsoDa/AJE3aO+6nMmsVQX0OUvkUVk0FvxZr9vxx4w1UVlzM9muuY+lFFzF+770k49PMOukEvEghpUAKRzLdIu00cAii3kGk8vCqFXJFrSEzGUorsjRBZhpLfh8SUqI8EMrhjAO/Ap0OzhikpzGZozMxBQLCwSGi/jkE9QFMkhILg5p1OEIKdt7+Pcbv/ilzTvt9Rm/8Gpsu+/ge/Qh65zDnzD8iae9i6/X/QWXuofQtOxXl5fd2Zw3xxCa23/I1cLlYsLX9PqQOGDnm1QTVYjL7t40KKgwe9AK23/Lfj3Jv6Ft+Jioo76OWPXPI4jbAb+zoEDenn/I2FRQ8V0haDTpTYyTNBvN6yqTtBqras6+b9ZxHhDW8A04lvf8nrDrnVfzgvW/GK1c5572fwwtLbLntau761mdZdMr5zDvyZIRIiacmcM4ilU95wXxUWMKZDJuleF6ADEtgM0yW4chwxuJa04SVCFmq4aQHUqFDTdpu42wX5YcIpZBK4JfKWGsxrRYujBDhLIyI8QYMQydEXP7R38emyZ79kPJXvpO7mdiuglyI2pkYpTM1zuySojOxk1LvEFI9/jlLoTy0lrRHJ/CyDD3Qj1A+fqBm5kBkLv51DpdmICNMt4PzIySCHTfeCLDXwpKCgoKctNumMzlG3JhkTi0kbkxS6ul/8ieWHj1zF9LasYNoaBApFcIPkfDIPCvkbjtCgPYgM2BSlCeZ3HQLUf9ikkabaODJN6egoKDg2UYhdCjYP3EOJyXCgXO/tPAhJdZaiqWQgmcz7WYbfdjv4K37MWe9/W+5+t8+xqpzX8PYPXchpyVLDj+H3hUH0ty8Ba9aojU5Sljvoz22g7DeC0Kw7PkvJ+oZQCpHd7qLV9UgJAKBNSmdRhs/yhdxhF/JKzvmzcJmCd2JMWSngQ4CDnz961EOskYXr1ZGmBShNNYBwsMoh41jrLVkrRbZaJt4fJx4aor+gxYxevOXcVlMZ+d6Vr7pc4w/9H2c2XOiRPolysMrcAKqw3Np7tiy13Gpz1lI2NfLwvPO485/+Ze9HrPkoovwSoXtcUGBSTo0Nt9Oa+cDLL7w/az52juJxzYSDd1JUD+IB77yLeafdRZBXy9+rcScUw+ms+sO/NICtv7iJpqbtrH81a9m7Xe/C87Rf8gh9K1ciYxCPE/mE5xpBjiybgOEyC3gwiCvLEpSnAMRhPn1hRSCGkma4PfOQpV76IytJeybh1+fRV+5n7QziQ5KbL72Mwwd9hLiqe04kzK55hoQgrknvhFZ7tvXQ1vwDEVoH730eZjtj1QcuqmtBH6HhS86i3s++0Wm122gNDzM0LHHYGxKd2qCoFYn6OkFKcFYsm4bqTU4CVicFUglcdYidR7zlE5MgXME/X1kqYM4BSnQ2qCjMLcMTjM646NYAlxmiCdi0qkxkukpWlt34FV6mXzgAWaffCjbr/kCAO0dDzJ49EWM3vSNPfoW9M9HaE1rW9635ubbqS84erfQwcRNdtz+7d0ih4exWcyuO7/HyFG/g/KLhfffJkIIgt65zDn+d5lcdwPJ9HZ0qYeeRcfjVQaQqsjOzboPOzr4v/I4/UuODgUFBU+e1tgObvj3D7Ppxit2b5t96Amc8Ob3Uh4oXFP2JUIq9AGnkm26lWj8Lk7+o/dw/ef+ge//1as4+lVvoza8kGXHvISoMkg8vguLxWQJOEdqWsTTlqxTJ6jUQHpknQQhDciZGArrkNpD9g5hgLTZQfoxygsRzqGDEGMtadzBJglYRzw+gTOG0tAwzkFnx3bCgTqrP/q3zD79ZMJaL+2xHXv0Y/s9N7H0jBcwunr1Xvu56MUvJujpeeoH9BlO2m2z9fbruO7/vZe4OQVAUOvlpEs/xMiqo9BB+LjPKbRHqbdMa2wSEIR9vWRdixeWkZ6eiXMDtEIYgzUmXxjwoLtzJ0FfH0HhtFFQsFfaE7u44+uf4oHLv54XdAB9i1Zyyp/+LbVZ85/UuePWNFEpIi75tLdvQzqFDH2EkHhBKXcOlBIhRR57qBWEIWm3jZSOzuhDVA+9iLSV/ja6WlBQUPCsoxA6FOx3mIddG6wDJWcKPF0ugRTkk7yFo0PBs5jG6Haa23cwsuQsqp1tnP2nHyAxCiclQ0cdxfTWTbR3bWfXzbcitc/s007BSUd9ZBE6CLjnB18ibk5ywJkXoecuIeypQJaQxRkqKhN6VZJmG5MmoBTagDUpNmuDdfhhxPc/8BrO+PO/ISwPYLoxpt1GhgF4Hi7NkEqRpV0EAr9cw/opWIcpRXilEr0rlvLAf/7u7kUXoQPao1sZOeqVTK65is6udSAEpcFl9Cw5kdbkNFFPH4dc9Ptsu+PRWZ8IwYpzX4XyAxZfcAFrvvlN2tu27XFIz4oVDB111OMe7yyJSRqTIARBrQ+li1tnwbOfpLGDiQevREd1TNph8UXvozu+he7YVqLBMqve+Hri8Sk6o7tIWw36DlqJX57L6K2307tiFXNOOYPGli0se/WrSSYnCYeHclt/z8dZg+0mSN/P8yKVQmkfKQRWSpRQCE8jTAq2g1UepAnT62+hO7WN3hWnoKIq5VmrcM4yfv9PkVLRe8ApjD/4C7AZmJR4cvMjHXKO9uhD1MvH7LtBLXjGIweXIXvnYyc27t5mbvwPysf9HisvOR+XKZCKsKLxPUNNZBCkpC4jNRbIFwGQkizpIIRARxWwWV75aCx4PqJaAUBIgRcG2Cy/L1oEptMFYxBaU+6tYFMfpCJNHJh+vEo/rW0T3Pu5zzFy/HFkzQ2727rj2i8xePRFLHnZR2huvguco7LwMGzWZfzBK/boa3dyC165HxM3SNsTuCze65gkjZ2YpFMIHZ4CpPLwq0MMrDoHlyUI5SH1r17Ufy6xO7ri1zo65EKHuFUIHQoKnixxq8GN//6RPUQOAFtvv5arP/EuTvmzvyMsnB32KbLUR7rqZcjmTmaZac573yfpxhkChyrV0PUSphsz+eCDmHZMfcVSVFhCaY1AElZClAZcBlqSIXBOksUJOoqwWQrG4JxAIDGdDFyGcylCSyQKP6qQyS4Ciw5DQJC2W5BmRMN9TK9bx9Yrr6Q7Ps5BF7+eGz/7kT36MLHhAcov+X3qS5cy9dCeTo3lOXOYd/ZZdKbGiOr9uQDjOcr01g1c+bdv28PdIp6e4Gcf+SNe9Pdfp3f+0sd9zsbEBPWBQXQQkmQC5yCs1MA6siTOXfRM7sCJEvilCKkFV731z0EIjn73u4vYioKCvWDSlPt/+F/cf9lX99g+vu5efvyBN3HuBz9Pqe+Jf3eEECStaXoHB+lUEkyWIK3Gr/dC0sFahRRg0zwu0RmDMylCWBqbbmb4iJez88bbGDqmmA8pKCh4blKs1hTslzhrZ3Kr2C1syHUOM7EVhb11wbMY5QdURhbynXe9iZFVR9EzfykHnXoW7rp/RvQvIVr2EtIwYPbZpxFUq6jGJqQTJOFsuo0Jlp11US5iEAJnEpxXxqFQ5TLOGGyW5yGnrRYqCCBLcycUrXBCYpKY09/6Aci6yHiUsH8ElIcjRqgAJNi4jdYBk2vXUVuwAOUHtHfuzC0YPcfm237B/Jd8hGx6G0F9ECGrrP7Qx2ls3sLR7/4rRo48CYfDJJbvveN1HPnatzF6b4N5x5zO0b/7dlZ/4R9222HqIOKEP3wf1eG5AJRnz+as//xP1n7726z/n/9BaM3Sl7+c+WefTWl4GIC4MUVnchejD96JF5boX3IgUc8gOthzsr2xfRN3fec/2HDt5fl5TruA5c9/OZXBWU/vL72g4LeISbtMrrk2/0FIkqkdbPnJv1CeewgjJ13KVW/5E5qbNnHG5z5FULOUh2cTRh5u62rmLla4wVmkqaK2ZDGOLtFAFWG6yFIViSXLUoTy8ooD50D5mFYLqxXgsBZUGCJViMUiXYYRgurio6k4k8feGItUAiEV/ctPx2ZdGlvuoL3jPoRUexUspp2pp3cgC551yFIvwal/jNm0mvSBK8EZ1MLj0OVeKptuwvUsgL65CBXgTAd0hPBCpB8h09zu2aQJ2i/hhSWcs2AM1lpIs7wSUwvETIW69DxsmiADH2yGxIACoTXWZrTGG+xcfRvK8+hdsQLp+/zwwgtxacqCF7yAuaefQWVeD81Nt9LafBcAozd9g/aOh1h4/rsYf+BnTKy9+lFOSJBXhbZ3rWP8vh/Ts+i4XzkuhUXxU4tUHhQODo8ii7vAr3d0kEqjg4ikWVzjCwqeLPH0OBtvumKv+7bfdSPdqfFC6LCPcc6R4XHl//t7+peuYnDpJAvm9SLu/S7uoJexc9sUYe8w5UXz8aMIz/dw1pAZh7UpWebN2JoHODRSeaSdDlIqTKcDQiCUhDRD+gqUQSmD8EJIU0zaIutIVBAgpAZfIqVAlzxclpFMN7ji9/4AAC+K6Ju9lKWnXcBDV35n94K9X6kRDQ1x6qc+xcYf/Yg1X/86zhgWnncewycdx0/+5lJM0mHFC17J4ue98EktDj5byeIOd37rM3uN8HDWcu/3v8ixv/dXv/Ye+b/xSjWSThPhlwirZYx1ucutEAg9U/+ldS5Qt+CU4u7P/SfK05z95S9hfUHcmi6uAwUF/4vO5Cj3fP+Le93X3LGFxo7NT+palsVdrAywux5C9i5DVwIwFmEtVvtIqXBpigyC/LrhAARaaLS/kIn71tB70IH84v++kyNedSn12Qt/rZi4oKCgYH+iEDoU7HdYa/PoCmuQSueiBiHyhwPncMagvGKyseDZixeV2HHPLRz9uj/lps//PdvuuJ7W9k0c9bI/QG+5juChb6PmPQ9THiGLE0R5NlIrtHOYqEzSnObBn36TyqwFLD/7pWRpghdV8kgXKRFkWJMSRALhCeIszxJHCMIwJGtvx5+6BxFWkQNHYjsNUt2HCjyUMUjtIcIqZnqS2vw5mDQmmWrglSLkjtWw9WbmDB+CM23K8w7CWLjsZa8lmconsH/+pj8EYN45Z1M7egVpt03WabH6i//IrEOOZdmZFzHv6NNobN+IUIrq0FyingGU/8gkQHn2bFa96U0sffnL83b39eUTPkBncozVX/xH1lzxnd3HC6U56dIPMu/oU/FmLJIbOzbz/b+8mHh6Yvdxd33rM2y4/sc8/73/Xli7FjwrsSbFJG2ybl4Zm3Um6VmYL4K2Nt/B1iv/npP/6R954CtfZfVH/p4DXnERI8fMIe5M4i84FqkDbNIlqIaYxGGNgRmHBptmSA/8KMAJD4NAOplfV0olsriDSbtozyPrNsEJdBjgbIoQ0J3cihAKqTQqa6PKfWy/76dk3WmGDr2AxqbbAKjOP5LWtnse1beodz6t0YewSYegPhsVlFHe47d8Ldi/kaU+xLIz0fOPzQV1CMbu+ym1hcfjmZh0ehu2ZyHtriVpCrSDUBuU9rHSIoRAKpAur4ZzSiESi5u5x2RJghT5pLVJHFIIJAInFdYpTJrkBmNK41VrzD31ZAQCZy2dXWOc8LGPoXyfzuhOSkN9rPnaXzJ42AsZOem1SJGLfFqb78SmLbDZXkUOCIlfHmDnHd8ha0+gggoztmaPHg8vQvnF96Tg6ecRocOvn4T1SmXiRiF0KCh4siSt5l4XVh8mLgRF+xzX3IknLUdc/Fau/sQ72XDt5ZiXvZFFh78Otela5vXMJR3oI7UOay1JN8bzJFEYYISPtRYjIzQWoSU2TdCBh0kzlA4QzmCzDrIUINM2wo/IHBCnKN9HR2VklhFPTuVFD6kljmOkNZB1uPLSP0coxfyzzmLBC17AlW/8Aw5561s4/+/+m+boFvxyncrQbKLeIWyW0nPkKhbVBCMHHsmtX/sXbnn/p3b/Da7+z4+z8cafc+qf/R2l3udWqHzabTO54cHH3D+x/gGyuPO4hQ7OWbpxRjWw2OY4+CVcphE6QMlHlgCsMWRxQndqgoUveD7yxS9Cl0r87GNvYcHxZ7LyBa9+QtEZBQX7K2mnvTt2bW9MbV7L8MojnvD5dRDRaTdpih6q6QSZLWFkgMYipUYIgfM8hHM4LFhH2k2Ix8bwqjW8cgWrJFtWX8XW267l3A/+B4PLDnnC7SkoKCh4tlEIHQr2TwQIMWOBN/NfCzPqdYUuhA4Fz2L8UoX+JSuZ3PgQ537o8zS2b8KkCYmqolZdhHIpvvLpdrqYuEucpcTO4ZWrCCxKpMw9/EQQEhPHeF6ImIl3SZoNVBiAM6SZQyqLDkpgDVJKutMtrOxFrXwJ3YlxRFOggiqBtkgtQEhsZnAmwyJJJxvoUm6lmUw3CIaPQM89HE9JulPbWfc/H8Raw6n/+g9s/unVbP3Ftfi1GgsuOI9Mxtz0hb/l4Je8gTU//x/ixiSd8W2EtTrV4TlUh+f8ynGSShENPHrCZNPNP99D5ADgTMYv/ukvefHHv0nPvCW5Ld1lX91D5PAwjW0b2XbH9Sw9/YIn9XssKHi6sWlMa8f9dCe34NeGyTqT4Bzx9Hb6DzuPsdu+R2f7faz/zttY9ooPs+TCl9Datp1dd9xP78oDMalE4pBSY7sxacfk1UBa59eSUggqwFiByzIcBsISmPw4LyyhggisRXkeNulguk2UHyAcCKnx/AipFDIqs3PNNXi1YfpWnMHYfT9BBWV6Fh+PzWKm19+4R990WMM5y+gt39q9rTrvCHqWnIgOCkv+gj0RQkBUA+dorbuB1s77ae28n5Hjfh/rt7n6E+9GSMnKF72O3vnLSeMW0g/RMhcq2CQBKZESBBZrUqQOEFKilCKemgbnCPr6cGl3xiIYnICs0cA5hwpD/Eo4k6pmyTKHsAa/5BENDdO7ZDZrv/dustYEycQW6vMOQgq47+vvxnSmiUYOoL74BJI7votN95x061t+GtY94tLQ3vkg1XmH0dh066PGon/FmTNCiIKCpxfzGzo6AHhRuViALSj4LeCXfvX1PijXnqaWFOwNl8Ukd/0PgZD0LzyVcz/0eZo7t5K0pkmjEfTRl6BtiupOI3UdYww2Tel2EqyDKDBIPwDTJHUVlJIIL38/FyJ3PDWpBRFiEgN+FWVTpBA4Z3DO4pIMBEjPR1iHTbsEoYdJJUlqOeGjH8UkCduuuYb7vvAFjnnve+lZMY+pB79LbfEZqLCX8kDuftjYsZkfv+/3WHHuq7jlv/8vW2+75lF9Hr3vFqa3rHvOCR10UKI+bwlTW9btdX/PvCWPW4hqO1NIqfFqZbpxByE0gXA4XG5qKwTOOZhx8tJ+QFCukzSbSM8HF1ObtZDbvvL/WHjC83c7ZhYUFICUucPYw9Fr/5vKwOwndX6/VCZrT5NYS0dEeFLhCZO7A3oSoTXOud2J3E4KfAmZF+DSjKCnzNiG/HriTMYN//5hznzXJwlrvU+qXQUFBQXPFp67YWgF+y2CGYG4FDMP9OKRqgXnfmUFQ0HBswE/HYesS2PHFjrjO/HLVYZXHoEQgk2rr2Fy1xidVpOwFFHq7Ses9xLWe0knN2Ob24h6B5jatpENN/wUpTTCU7iZhRoVhfkCjhPIoIJJLVm7TdruYi3oKMQJRzo1STLdQGkI+mtYHRK3uiSNJiaOAYeOfMqzhggrAapSQtfKZBa6nZTpHWtAafoOOZf+g84i7C1zwKt/h3mvfAH15x3I7Zf9Ozd+/mMsOO4sqrPms/2umwAQSpA0dz7hsetM7uKub3927zud46Ervwvk1UwbbvjJY55nzVXfJ+22n3A7Cgr2BWlngl13/4DW9nupzjlkd4xTY/Ot1JYdz/wXvp1o+ACk9hi77b8JehS1pT2UF2icmEDKmMl1N9Ac3UKWCrwoJOjtxauVCEoC6WlMagCLEwZrLKYbY53BJA3AIIXApilxu03c6qCEREmHxBH1jCCUh0FiVUBQGaEyvAqTdOldchI9i45DBlV0UEWH9d39igYWM3TYSxi//6d79Lex6Ra64xuexhEueLbhbEZ3fP0v/WwRUvC8S9/Hka96M9n0DhqjmxFCkrU7JI0GZBbpa0xmyDKLRaLDMlIKhFaYLMavVvBrVWyWkLXbZJ0OaauFkFAa7qU8q5+gViJLLBt//BO23XgjWaeJrjh0LQHdRJQilrzkfay48F0M1uvIbXeQxB1MJ3dj2XnjN0imdzB40AvpXfo8SoMHUJ13OMOHvzR3TLHZ7n41Nt+GV+qlb8WZeOU+hFT49VmMHPVKosElj4iDCwqeRrIknyj+TWx1vbBwdCgo+G0Q1vuYc+TJe903fOARhPX+p7lFBb+Mi1uYjatxWYy/5Rr8IMCLKvQtXIH0Qxqju5jYNU6mKgSBJipXCCo1gmoVqT2MVwEdgl9CSQPOYDpx7txoU6QWSGFxWYY1GWmnSSYEaA88jTV5hJzpdvEDiZACpzTdOCNutVCeZMOdP+ehG7/HwHGHc/T730PvYYuZXPNDVFijOTqKUI/U0224/sc4axlacSjb7rjuMfu9/rofP/WD+wzDCyMOvvANe90npOTAF70W/Xht55MWQeQz+uCdqLCE0B745Xwa1FqcMWDNjOstZO1OLkavl0A5JjevI+u2sFlKe/yJz7kUFDwRnLUk09Nkncd2TdiXSKFYesqL97qvPDgLP3pyQkHbbSCkJqxUcjGSDnFe6ZGIQWsQOJyzudC+G5MmFq8S4dcD0sxifkmEMbbmHpJ28zE/z6Qp8fQ0WRw/qXYXFBQUPFMoHB0K9jvcjJAhrw4Vv7wnVz8Ksfd/WFDwLEGZLn3ZZqrnXMTmW66hsWsHwwceSVgfYN6RJ6I9jzSJ6TRbQP6i7JAEfQtojG5DZYJlp52HEhZIcYlAhhHS8/PMRqAzNYE1KdqPUEGAabVJpifxqmXak6Nk7Qa9s2dB2uDaf/kkJ7z53ahqhEkNQsrc0s0KpGghlEZPrUG1RknLi1HlPnR0AFIaelacRtqdxlnNxh/+hDmnPI+pLeuozV1IeXAW2++8kWv/33sAGD7wSGx3nNb27ZQGFj+hsbPG0JkYfcz9ze2bMUmCkBLtR495nBdGCKmeUBsKCvYF1mZMb7gZAGcSGptvZ+iwCxm/7ydknSkm1/yCqH8xCy/4a9LmLhAR0+vH6V+1hFB52MzR2TJOfd7hWCexaQZO0Z0cx8Ypfr2Gy7qoIMhfvoXMJ1ddhowFDg8nNQJQYYB0DqclUiRgDVb54CwqqtHefA+2M0lp9gqmt9xOe8d96KhObcFRZK1dpO0pho64iKw9AeSVSe2x9Zj40S/yU+uuJ+pfgPILV4eCRyOEREWPiGaEy8iMpbFtM/1LDqA2ay6gyKzA9z1cGiPDMiZOckGtkIAAaxFKY9MUqQKy7kyluq9xgFISm1mkMwhncMYhBQjpmHXisflnqxBrfMLeCkiFjGPcup+D56MXHIOd2IQu94FUYA2NdTdRX3YCJmkRT23Di+pknWmmN99Gbd7heV5355GF4fH7f4ZXGaQ651CCnjl45X7Ur7jPFRQ81TwcXSH1r3fayx0dJp/iFhUU7P/45SrHv+mvufb/vXeP6vrhA4/kpLd8mLDWs+8aV5AvQEuFndiId8Bp6Fs/R/3I1zO67kF23L2a2YefwMiKQ1FS0O3GpO1phPbwohIm6eLSBKcCTJqCXwYUuuwjnEUIQ9ZtIYRAKIdpJXQbE0SDg4RBhrP587rA5IviuoQQKZ4X4ONwtRrtXbtYcuIL8wKJQNEevZ/2ttsIe+fj9x3Ind/9MscffAIAWRzT2LYRyBfUlB88pu37r3Ma2V+pz17IyX/yN1z3qfeTzixI+uUqJ/7RB5+Ym4KQ6HSKgQNWkXaaBFElfw71ctcxgcgj1qTNi8J8lVvf2gTpKZxTbJ0RpEhVuOAWPH20tm5l449+xKaf/ASvWmXFa19Lz/Ll+7pZeyClZnjRYcQnTrP+ust2CxB65i3l6Ff9KdI9uflBZwxSSDKboZVAqTz6UEiFUBKHwKUp1to8qtvz0KGPSVOyJOamz/0dsw8+Zvf5hFQI+Wgxu0lTWlu28OBXv8qu226jMm8eK173OmoLFuBVnpvX4oKCgv2DQuhQsF9hjMG5GUGDFIDgEVmDwDqzx5aCgmcjsn8R7tp/ozz3EJb0NHEHnUZL9tDYtoGs20J5PmG9j+7UBEG1B69cRSLoTI0hlaQ5uhWbptzyX/+Xc973aZA+iPzBOet28QJNuaeHLMurPbQn8HqrmCzFJCnVoSF8fx7tqTGsqHDQiy+hMz5G1D+EcClKggiiGQMVw9T6DVRH5iJ7FyJTQ2d6Cq9SwiEhjck6jp9d/GqWvvqV3Pntz7HsjAu5+fN/n1cRzAiXSv3DHHPJn9DYcAWV2Qc/4bHzwhIDSw9m+1037nX/wKJVxBMTlIaHWXHuK7n+3z6w1+NWvOBVj7/CoqBgH+KsIW1P7v65vfMBooGlVIYPzG3rhSBt7MLELcbu+zFeZQApl9HcvINqf4hsrKfU3Uo6pbGyjAxDnATpKYJaBeIuDkXWaKJKJSQgpZcLH3AIB846hNaAQwqFtQkID2S+31iLy1qUZi0jntqCE4Lepc+jd8kJOOewJkEqH7/WYdsNX8CZFIRi9rEXM/nQz/fa76zbeKQKoqDgfyGkojbvCJqbbwdgetNqouFDqAzPoTM1TdJq4leq+KVqLm5TAdZYdODhbH5/UtrPLUydxVqLUAYvmIlNcw4VlRBIpGcxmcMZZqLUNGRdBDKfiPJ8TBwzcd8aptasYXr9eg5761uRW35GfN2nQfkE845kycs+zPrvfhjTmWLzj/6JnpWnMnLSa3M7YpvRHd9Ic9u9VOcekvua/hJpc5TxB3/OnBNeX4gcCvY5WbeTRxf9BiJ0LyrT3LX1aWhVQcH+T7l/mJPf+lG60+PEzWmc9qkNDBPV+/Z1057ziKCKXnwi2X2XI0q9YGKC6TXMrqYMXfgG2hOjTGxej5AKZyxBrQep8gg55WlU4JPGbXTUBwiEJHdbFCC1jw59siTG2hgZSEKvHxx02glSeUidL54pDRhD1u4iLGQ2I+t2MJ0Y6Xn4vXUa29aivV4qC05ny63Xs/ErH+S0d/wjQbkKQDw+Tv+8FTwEbLrxChadeC4P/vSbe+33wpPOedrG+JmEF5WZf9yZDC4/lM7kGGmaUhscodQ7iNSPf7pe+GXMumsJF55ELCq4PNOXLEnwohLWOaTvQZYicQjPw1mDNR4PXfFdWqPbMElMUOsleo5FiRTsO5qbNnH5xRfT3bVr97Ztv/gFiy+6iDkXX7wPW7Yn0dAQ3R1jRHGV0//kn8jSDtoPaa7fxL3/9jlO+OhHn9T5DR5etouMCplQuCRGBxFpt40XVpBe7ryjTIqzKnfajWOkDmjsXM+Ks1/GdZ96/+7zzT/mdMJqz6M+Z+Kee/jJJZfkTr7A2B13sOH73+fYD36QBeeeiw4fX2ROQUFBwTOFQuhQsF8ipczlDDM5dEBebQeoJ/DCUFDwTEKEdbwjXkmy+sv4x/4u2UM/pywE4fLzc4W+9hDIfH1DCnY9dCf9i1YSVmsIIfDC+bQnJnneH34orzANwGLAgtSKLMmIm1Mo30eHEWncQSqFUB4ogUszujseIBVV0nia6W2bqM1ZgF/rRfoBTkicMyAFwiqi4SFS6xAdg0qnqagmWWsaURnEWsHlF/0OJo4ZOOIQbv/7f6fUO8iZ7/wEO++7hcb2rfQvWUFtZITm5l9g0w6VOQc94bHzy1UOf+Uf8cN3ve5RMTZhvY/68EKm16+nNDzMvKNPZe3VP2DnPav3OG7RyS+kd/4BT7gNBQX7Aik9wt65xJObd2+bXHMVfUtPZcP3/4Z4LK+4qq84mZETLmZqww0IsQNra7SnDF51MboyB98vkakKJu1g0jzmxqQOXaojlUCLvNo86bbACtLJNioI8EplnM1IY4OUEmyCEwqbxSAkIm2CX8bGHVy3iTCGiTt+hAyr1JedQNzYgRASHVQYvfN/wFmkF9F/4NkIqUhb43vtd9AzB6l/ff57wXMXL+phYNW57LrnR7S330XQsxAdVsniNHf2FRLl+3kVJA6cByqcCQAUOMAJh7AW4RxCKGxmmLFyyIszdW4H7axBzIgPbGaQWoGsgHOYNGHs7nvp7NjB4GGHseCc5+PW/giz9krUyIHoA8/FSUk0uJR5Z/0R0gvRpR50qU5z+700Nt+K8svUFx5DfcHRdCc3U5l9EM2td+3uq1Ae/SufT9adxq8UE9gF+xaTdFHeb3Z99kpl4sb0U9yigoLnDkG1TlCtY4zhtttu47CF9V//jwqecoTSeCvOxmy+leTmL+Mf9waydVej5x0NW66jVF+CqQxg0hgVlFHSQ/sCXEbajUmNQwdlrElAaMhcLjQ2XRAhDsCmufDYapQDk8ToKEJIjcNhTYYKS9gkRQiN9UAnCbocYssRm370M0ZOOpagXGX0gbtpjm6nb/5CTnjDWwlrj1i3j999N1FlgFLfMBtvuoLT/+Kf2XHPaqa37Rkrd8jL3kS5f+TpHehnEEprKoOziPqGuO222xjuG0KqJ1YZLsIqas4RuMn16Or8PA4wSdBRCWMMSog8jkR74MAmMSZJSJqTZN0O9/3wv5Da43l//BHCWu9vuacFBY8m63S485Of3EPk8DBrv/ENFl544T5o1d6RSrHwhS9k7be/zXV/8nbSZhMhJXNOPZXjPvABooEn9241vW0DvUNDRN1J0mCQLOliVIYOIgQGrERKhRMa6UtMloEwtEa3EZQrXPXxv6CxfRMApb5hDn/VpXjRnq6WnV27uO6v/mq3yOGXuel972P46KOpzH0CbjIFBQUFzwCKFd+C/QprbZ5lJXPLv4frg3ZHVgixO9qioODZivBCzMCB2EN6yTbehOhfhB48AE8LprdP4NUr6EoZShFxq0HfohUIpZEKlOcBhlLFgzS3rcQ5SAyIPK8cofDLNQQC6UCEeS6cSxP80MNNr0H0jmDGW6z59o848PfegN9ThzhBSIHUAShL1pgC5wirJbI4JevEyFIZawSdsXW4uMOmH1yPiWMO+ZO3sO76H+Gs5d7vfYFV572CnsGAWu8s0s4GptfkCzU9S09Ch08u+y4IazzvzR/m9m/+6+6JlpFVR3PQeb/L6vd8iKPf/W4ASn2DnPK2v2Fiw4M8+NNvoX2fZWe+lOrsBUXFU8GzDiEl1bmHMr1xde6EAJi4yfhDVzLnzP+DV+ojbY7jlXtpb70fJQJqS45F6pCsneKATqpRxidrTkOWossl/EhibIY13VzkIBRZnOJSS1CtISqSNE0Ah5AaTysEjiw2ZK02fqWMTJoIz8e5DBuUkS5FaI++I16E8kJcllAaWITNMqRSDB/xMpzJkNpDl/rAOaQXYtPu/+p07gghdeG+UvDYSC+gPLKSsG8B3ckt+d+W5yHTFOccOgjyRQKpcdYhpUIIl1uBOnAYlNQIpXAmxSUJPDxB7TKcUJhuG1Qe3ZK0E5xzKN8HBRKbayK0orpwIdWFCzFJgl/2UQuPhDmrsPE0RvkIHdLe/gDrv/shAJa/7pPIsELYN59ocDHOGlRQwTnL6J3fozb/CIaPeBlZZxKhfKT2md5wMyqsP+EIqIKC3xZZ3EV5v9n12YvKJK2pX39gQUFBwbMc4ZfwTnkb2ZbbSe/7MXL2QYjKIKIyjGtMEXgC45WJ2x1SM40XRCSdFjoICLSG6a2o3tkgLE4KkIKMPIZO+T468nHGYkyMEAK/0odJO4BDoFGejzUpzqXoUCCyBBf6JO2ErN2m75BZTK27DKkD5h91AZP3XcGuW75I2w+pL/zn3f1w1nLrR/+GEz/8Pu7+4ee5+v++i2Nf/w7i1jTb7riBsNrDAWe9lOrwHILKk3u/L3iE2AUE9XmIqS0EfQvJkgSbxEjtI/wgdxXD4WyGlgYRRKy79kdMbHiAgy54PYtOOoed161mZOWR+7orBc8BkqkpNvzgB4+5f/PllzN48BN3dP1tE/b1sfw1r2HBOeeQNJukzlGfPZugWn3S5xYCWp2YUlRHpxN41QGyNMN0OohyJS8WYcYh0+UCey8IkIMj7HrwDoaWH0pt9gJGDjqa4RVH4HmlR31GMjlJY/36vX6+TVOm168vhA4FBQXPWgqhQ8F+hxPM3PTlTB6VA2xu2+YcnldkzRU8u2mNbac5upMHf/ZdvDDikBefQ5xluE6KrveRdGMyl4JyeJUaWgeYLCVuNplYfz/b774Z5QfMP+ZMBhdVQYI1DumHCHycSTGdZr5gaVKUFyJdhsASNzq4cC6bLvsZY7feytxzzmTj9T9h3vFnEtWqWANOGJxJ87jHVod4qoFXKuFsi/b4dqQfURo6mG1XXw9IzvryF1m/+qesufp79C9ZxcEvfgN2aoye3tlkyqc9uQWpfMp989HVIZT35KzUvKjM2i98nZXPfwXRyBBSSnbdcjvXvfXtZO021fnzdx9b6h2k1DvI7EOOyycFfgN75YKCZyo6rDPr6FcxetcPSJujAAip8euz6Oxch1fqYeP3/5Z55/wZSaNNY916/N5hSj1lpBDoICRJU3Q5QuoaUkqSThucRfsh3UYLGYRoz8MpSZrEOGfQQYhNDZlJ0NpD+7moQZfCvAJeBxgszhiEzUBKrDVI63I73amdpNNbCHrmEFSHcjcHP0SXevGCCs45Zh1zMbvu/hHxZF7F4JX76D/wHLxyIUoq+PXErQYTGx6kb+FK0m6TifVriHoHUNrDWYu1efSZVBJjUvDyTGMh3EyEhcQaS65ccJh2AwAVVVC2i/B9nE2x+KgoQgCm24UoIG6OI6VG6IhyVWA60+gAlCcxRBjniBNNpEOks2y/+j8BENpHhmW2XPPvj4qoGD7yd1BBhekNN+fCBj93VLFZDEDP0oVP3+AWFDwGWdxF/saODpXcNj1NZ0S7BQUFBfsfLmmT7HyI1f/zLZaecQG7mtuYW1vK9gcfIqr3oqMySTO3S9cqRFZqOGuIgojm6BZk0p6JHBBYZwEBQuOFHjZNydpTKM8jS5Jc1hAEmCxGKo1zEicEabeDQJA1OyTGAA6/XkOXJZ2ph4Au9YXPI+yZQ3t0M9uu+hQAQ8e+HBU+stjXu2IFnR07uOYtf8ril17I8kt+B5cZAldmuP8glrz0pQS1QuDw28Q5h7GGxnSHsH8pZAnCi7AIpNY4Z8HOFIgZQxZnWBcz/+jTWHDsGey84SZ+/nt/yNHvfCcqKITiBU89D0dPP+Z+Y57G1vxmKM+jPHs24YwjUn/p0YKCJ0LY0881n3gXJ176IQQVdDfJ4yp8iUDgHFiTIYTM3QCzGKlyh8zq0GwOuvANJJNTbPzBZdz3i89zzF//9aM+49cVfhaRnwUFBc9mCqFDwf6HkAhn8hv0TEWdc7nIQcgnZgFXUPBMImk12HTzlax60Wv52UcuZeP1P+P4P3g34+seoH/xcqKeAQwJWoW0x3bSnRynZ94SlBcwuOxQRg49ARt3ybodGrumiPoV2tNICQiFswleEOQvHVohBbjMgFBIZ7FWsOC45Sw8cQWJLFFN5+KcIUu6IH2yditfEJIKWSkj4iS3dfN9ovpsNCmutYU5AzuYU5fQvo0VZ76IuQefQDI5zcCiZXDVh8hMgoh6qfYvhCzB3PEN/HPe/aTHLxoaYtXv/R5X/p//86gH+SPf+U7CvkcvjOaiqT2xWYpzGVL5xbWl4FmBkJKgPouRo16BTTsASC9ESp+xW39A78pTqCw4lAe++BYWX/SPxNNTbLnqe8w55RSS6WnK82bhVeto30MpyDoxSIUXlpBKIqMQIQVC2hkrRZ1PnNpcxODSBIsgkwLlR5g0JY1b6CDCJF0wKc4ZXCa54bP/xNSWdThrOOnSD+JHfTQ2rWZsesdMXzSzjn0NBJU8kqfUy9Ch52OzZKZfATqo7LOxLnj20Jka44ZPf4QN113Oyz9zBUoparMWkSVtsjgGBEFYBmtxziC0hzVgsy5CKYT2wWW5BTAOKSXew3moJiazCmEFzkicTRDSgRDIwCOZamE6Fuk5VGgBHydLUOvDSo2THirqoVwbRhpDFjdpb70XgJETXkNrx/2PEjkATD70C+oLj2H8vp/kzUhav7RXUB5Z8ZSOaUHBb0IWd37z6IoZ692kOVXkhhcUFOy32M4ESTdh7VXfZ/nzX85DV36PoGeQcv8w93zvi4yvu485RzyPFee+AmMSdAY2y3DWUO4fQWmP2GSIJEFpDylB6NyBSnoevq6BNfnzuhCAwxpHt9nAWYP2IrJOCxkESM9HeC5fXIszknaToL4MHYZIm5FMjbLhO38JgAoqDB7xYqR6RIgW9vdz0B/+IXd+4hPc/7nPc//nPg/k7Tj9s58tRA5PAWmnhedpTBfiyTGE56E9hwqivGhDSqwx+fyOlHhRiSzLwLS4+9//gwe++EUGDjuM/mdQBX3B/o1frzPvzDPZeNlle90/56yznuYW7Tt0UOLgl/4+N3/+7zjm9e8gjrtocndBqSRIgRQa043z+UmhMEmKDsuQWH7xtj9j1y234NfrnP3lL6GCRz9j+/U65TlzaG3Z8qh9QmtqixY9HV0tKCgoeEoohA4F+w3GGKw1+US0kHmunXN5DqFzWGv3ulhZUPCsw8H05nUk7Sanvf3j7Lj3Fh788TcZXHEYpb4hrDFsv+N6anMWUZu9gFpfHzJpEJsSzfFRlB9S6h9CBRFBqQRCkMRdlBNI8pxIax1pp4MOS6Bz0YKxDqcFnjCo8gIEBq8zhQtAVMoYFJ4X4IIQnMVlCSZJ8UohuuQhTEJr8y7iVkp1wWzc/FNRnkZ4ZdJd4wSlgJ6FB+Gu+UecyRcrXWcCs3ki77cXgV8i7bZJmtMgJGG9D6Uf361MCMHgkUdyzte/zt2f/jQT99xDZe5cVr3pTfQccAA6in7lvzdph7Q5xtT6G8niBmHfAmpzD0WH9eIaU/CsQAdlCPbMaxw84ny2XfslBo84n8r8wxm762tU5h3DkgsvIG21qQ0sAi2RIoUkIVURzhgkFmQJshgpFfgBmARPewjlYYXcLSjygx4k2e5oKRH4CE/AzIKxlYLm1vtBRxzxqj/CWUu88350tovmrvVk7Ynd7XU2w8QNbNaLiZtMb76d7sRGdFClvvBY1P/qX0HBYzGx/gE2XHc58EhVkVSSoFLBphapVS4mUBLwctcj4UhaDYSURH2DYCXWGaSUSOUhRV4tY5WPFAYpJA4JCmzSBidyBxM/YPS6Gxg47DC8qofpGKwIESl4yqGwCGshzjAO7vvCHxP0zmHwqAupLDicHbf+9177FE9tpX/lWZRnraK17e5HdgjF0KHnP+kIqIKC3wYm6T5uoUO3MVkIHQoKCvZbzPoboTwPIQXtiVGOuPitrLnyf+hftIKVL7yY9sQoSavB1Oa1lAdmkbYNUnl45QrNHVtwxlAdnIWnJVncQUY1XJIhPIVAYKzJo7jiBGtSdBCipUWWQlA+CElQq2KTlO50A+UplCeRQqBUGSHAuYTGlnvYfPk/4KyhZ/nzmHXia9BRHchFbHFzGoADXv5yBg89lLv+7d/o7NhB/yEHs+K1ryYcrGHiVvG8/lvGmZQsNXhRibg5hecF2DTZHRPlrEVKlb+buQxchrKGe7/5bUZvvplj3vseZj3vJKLBwX3ck4LnCl6pxCGXXsq2a68lnZ7eY9/cs87CPocEUSaJ6Zm7hENf/gc8eMW3WXjcWTgbgAGTpkg/f2aWvo/AgtEIZ0imG9z5if9LPD7Oyktey+KXXkR78jbSzhpq849AR/XdhVmloSGO/cAHuOKNb3yUW8Zhb3sbUX//097vgoKCgt8WhdChYL9COJeLHB5ebBQCAeQrKgIKG6aC/QDPU6Rxh7TdQAjBnMOfx9wjnjej0M9w3Q7zjj0Tz/dRyQT4FZzuIZIKIQbodrrErSmU9EmdwK/XCPwQoSQ2NTgnEFiUAkGCsAqyFC1AhWCMpN2YABejy30k0zsJohjtlchaTaRWSC9f3LRpAkpjAW1TKlGL+vwlJKnCiF4yk+C6bVLTRBifTT/8EXNmDUNr7NH9PvjFdFoxN3/ho2y6+efoIGTZWRex/Jzfodw/ssexptskbU/S3nYfQmqikQPwyn0oPxcx6DCkd/lyjnv/+0nbbVQY4ld+ffW3zWIam+9g4oErdm9LprbR2LiaWcdcTFAbfnK/3IKCpwmTdmaqu0LS5hid0fWMHPdKptfdjArLzDr+1Qjtk2UxgVdD+R7SV4iZe6zIuqAVTvrgUqzwSJyDZgshNUIKcAZnY5T2EEIhhQDl41JDlqVImyB9jZAe0iQIqanMXoGzBucsa776DpLJbSx+6QcxSfvRnRCKrNtg6/X/gTMpAAnbaO98gL5lp1GddzhS/2aLaAXPTUyacN9lX939sxCOpNvF8z1MaknbbXQQ4EuBF5XymAqpsSaDSnXGQcyhlEBpH2szHI4sTRE4UD4CRdbpoHwfYwxZN8ttQ51FBSF9Bx6IUBKpNF5fDazIc7UFmEyihCB96EooD7H8pR/A+hU2fPdDhIMLfmXf0vY4/SvOpGfxccRT25Hax68Oo4IKUhWvgAX7nscVXRHlz2hJc+qpbFJBQUHBPsXF06jWHSw66QXsvGc14xsfYsFxZzB0wCGApTIwjMBhEeCgNb4Dv1TBdDto36dcr6M8D6F8fL8EysMJR9aJkb6HQCBsgvYlNhW0m03CcoA1EtIu2vewJsE5hw4k0g/Iki5TO7cTlGuYVgclLOUoYvlFfw3OwcR6PCWhM87k6Hbu/OZn2Hjjz5BKc8AZL+Hgi17PoW97DVgwZprpLZcztSmjPLKS/pVnovxC7PDbQmtFJ00ISmUq/UPEnS46jFBBODMvKsHlz6FCSUwG1qYsvfAClp5+DP7sJWy7+Yv4tYvxSj37uDcFzxWqCxZw7n//Nw9+7WtsueIKvEqFFZdcwuARR3Dvxo3M2tcNfJpwxuHIiOq9LDvjwty10vfy+RORF4o453KBgnCAA6VRnuWQP3ozZusdhAsPYXrbnXR23E8HmN50K7OOfiVh79zdnzN46KGc+41vcM9nPsPYnXdSmTOHA9/4RnqXLUP/lmI4CgoKCvYFxSxXwX6Dcw6X3/of3vJL+3Ktg9SFvXzBsx/PExz1mrey7prLqM9eRLc2jkkShpYdROhrCKoYK/M8cK/GxOZ1+FEvppNguh1Kc0ZQWqG1RmuNcflkiUIgPY+s2wYrEV4Jg8WhcRJAYbpNMDFYwdSGMXStiy6VUClITyECAIERGmum8UohOMgMSF1GDizGmozJ+x+gNT7JHZd/lsb2TQAc+ILXENFDq3I05agfNt8AJoGwhn/wBZj+5Xz7LS8h6+aW+ybpcuc3P8Omm37OmX/9r5T7hwDI2lPsuPG/2XHtl9l9HRCKec9/C30HnoEKHxE06FLpcT3Mm6TNxANXPmq7Mym77rmMkSNehvKLl4OCZy5Zt0F3fAPTG2/BOUffAaew5Wf/RmloMWlzDL93BRP33AtimrTVwnYTpF9GhSGl4WG8cgSeT+YEaTtGR35ufSslvpY4BE4opJZIDMZI0lYTqX2c8yEDIWQ+z6YCTOYQWhBPjZG1xnFCEQ0sYOvPP0syuQ2/ZxbCD3BZvEc//OowUvtMPPTz3SKHX2b8gSspDS8rhA4FvxKTxrkgbwaXdpFK0hzfRVCp55UzSmOQtHduyyOZvICgUkPJPC8VJcmSBCEczjqkBh1EM+dPyLq524lJElQUoTyFExJMCk5QnTcH5yzWZCgDNunQ3rGGzb/4Dxae+WbMHf+Na48D4B/3ehqjG+iMrqW97QGC+iziqW176ZkgqM9G+RHKj/ArRWVewTOPrPv4oyviRiF0KCgo2H9Rc48g+/k/s+qFf84Vf/8Ojr7kz7juU+9n0fNewJJTzsdZg6cFCIFB0jswhBMC/DICTRobZKAxmcUkrfw93ffRUQBC4qzEZgIHGAF+yQcp0MJgnCZNM3ACIUB5uYBTa0XfgqVknTa2O4588LvYyU2AQAyvxD/sZSQ3/DvBcW/gh++6JHdenKEzuYvJh66hvePuR/W1tf1eaguOLIQOv0WMcWhP0W1M41XrhKEP2sPGCfLhOQ/hIW2Kw6CUxukAPXY3on8xor0TEzeZXHcD/SvOKISxBU8LQggq8+ZxyKWXsvKSSxBKEdTrGGNg48Z93bynDdvpIKIAIwxK5E6AzgBYpKdzoRIO5QkwGU4I0iRD2BQ19SD+3GVkG65DRT2PnNQZRu/6PrOOefXuWE8VhvQccADHvOc9edFXEPxGRV8FBQUFz3SKp5aC/QbnHhY2iPznLMNpgcnSPCP8l/YVFDyb6TRalLpbOeD0lzC27n6Cap2026a5azthfYCgVkc5QxZ3SNOY8sBcMKB1AD11kk4T7QW4MCLudPAqEk95mCzDZik2SXFJgvM0zhmky2bcIgRYsLEgme5S66+j2+uh9wRMapDCEk82kUpjFWhfY63Jq0iJwRpa401aOya48g//hOrChZz2z//I1f/yLsbX3ss9P/gCC449i6HykST6GEpLTskXS8MK1q9w4yffv1vk8MtMbnqIsYfuotx/OgCtbfex49ov7XmQM2y67OOUZ6+kNLLsCY99d3Irvyyi+mWSqW3YtFsIHQqesWTdBjtv/zbxZJ7JGPUvZtdt36e1+Q76Vp3Btqs+y5wz30Jt0VzWfef77LxxNUFvL8suvpipNWv4yWtfy6ILL6D36FWMrr+HY197KdZ0ME5i4wxnLLpSBmdIm210GOXfliDEZimelAgsQhisE0glsKYNqSCoj+BVBxBCcP8X/pissZNoeCkLz38nY/f/ZI9+qKBC3/LTkX6J9o4HHqO3jnhqG16p9ykd04JnJyZpE49vwQrFvGNOY8utVwPQnhhHK4fv5VUyJklyIY+z6KCEVIrA11hnSRrT+URcJbdqllqTJV2kMGSd/F6lPI+02yVNU6RSSN8na7Xyx1FrUeUyLusCAhMbxu/+CdP3X0V5zkqWnPtW3D3f3y1yED1zkQNL2fnjtwMwevO3OOA1/8T2m7+yO+7pYfpWnLF74cBmCXbmM5RfLiKWCp4xZPETETpMPoUtKigoKNi3yJ55iNoI3q2f4fQ/+xhb7rqFY9/4TuLGJJtuuoKhlUdgewcIwwCXpWRC4oTCTE1hkwSpNEk3wY8iPF9jnSOLY3AglMN221hD7toWtxFKInCEpSjPfVe5I5sMKtgsQThH2urQ2rUJVQqY3rKDoYMuRnsS5fvY5i7iq/4JISRJYvYQOQAsOP50OmOPFjk8THPLXYQ9cx9zf8HjwyKIQh+kh01jUj9EpglCeZgkRqiZZ1UsAofUGpV2iCsLkWNr8fpnA9Dadhe9S45HqudObEDBvkd5Hqqvb183Y5+hoohkYhLdW8Ei8YMqWZbhjEELmbuwdDsIJcFm4Cy+5+cuhNV5udOmSeg2Rvc4b9aewKYdCPYUM+go+rWxvQUFBQXPJgqhQ8F+hAPncAKwBunlVaZC6d37tC7+5Av2A7yIqSmf3uZ6hpceSLfZJOztwVqDkIKkMY0iZvt9dxENzaXcP4wqB2TtjKzbQvshk1vWUe4doDqyCK3BmST/znhebkvvz1RjE5A0M5QX4pX8/IHaSwm6Y4jyAF19ALYVE/RU6UxNENT7kUqTdTp5DpxJyKYmSDoZIDCpZeL+uzjhY++jvnQlt3z4bzntvR8jaewi67QIohC963bYfAOZDgjPeDuqOkh3bCebV1/1mEOy9qrvM/foU7FJi+3XfOExj9t509eZf+6fI7X3BAd/7yKHR/b+6v0FBfuSeHLLbpEDQNg7l53XfAXTbWLTLkJ5TNz9I3pWnMrwMQOMHHsBuBS/t0t98fEsf/UrGL/nfmrzF3LQea9hcttWvEqVSk8v0lOgPKzQCKnQQUCaxIBDOItX6wVnMUmM9r2ZxeAWSI1WAuEyhPDI4gYLXvCnSOUjgwjrLIOHvphkejtpawyv3I9X6kP65dyu6Vfx6/YXPCdxJmN67c2s++Z7WPqaT9C7YBm9Cw5gYsODXPkPb+ecD3yWeGIbrfsuJ5veTt9Rv4NzEdLzwFqSzKF8QVDtyd3EpERiwcQoASgPJR5+3jR4lQq+0riZCamHFxWcF4DpIl2MQ+JFHtV5J9C/8ky0JzEP/BjTHkNUBtELj0MtOI7O+Gbi8dwFqbrwCJw1DKw4i+7UFpLmLnRYo7bgSKQOSVqTCAmTa66hs2stUvlU5x1Ode6h6LC6z8a/oOBhsrhLFP1mlbxSKbyoTHd64iluVUFBQcG+Q5Z6CE74fdKHrkJd+w8snHMoWd8K1IJlWAQ2S+ls38HdX/k6A0cfyayTTshdFX2Fs5CkLUoyQmAxqcNJhfJ9pFQ4k6K0BE/itJ9XBSMwzQZxo4uTCu0HKK3AOYTQtBrjKARhfx9pt01lZDYGi9h4PWbNleTvxgL/5Eu57uufe1R/BOJXPo87V0TL/jZRfkhnYoLQVyQx+dyokAilcncGIfDDCJzFWkvSamNSi3QWT8P4plvzExXvUAUFTzt+pUw8OQmdhMbWLfSsXIH0PJTyEFoinECFUR7VbS1ZZ5rm1CQCge9rxJqfwYJj6Nz2rUefvPhKFxQUPAcoVn0L9guyLF9ERYo8qkqKvAKP3AbLGYsozBwK9hOk5zOxbSsTzrH46GVU+nrJUkunMc3k+vX0LVyO0BHzDj+OJE5yK/luhrSKIKxh04S+oYWYJEOaLi6qI2G3FVqWdrFZilIeTjqEp3FYTJYiUCSpT7tRJdm6i/rC+QSVECVAhBWUp0EqdCnCpl2ccMhaHeEmMY3NbP7RP6DLvZjuYnbeNMX2a67hp5f8Pud+6TOw4w6y+y+DrItacAx6xfMRM3bbQgi8sETabux1TPxKDSEENktIG7sec+ySqR155esTFDqE9dmPuc+vDqN0oYgueGaRdaaJp7ZispjW9nv/1968Uh1gyxWfYuH572TXbd9ny88+yayT30A0uJTO6C42/ugKTHwnB7/x9ZjmOJKULAzQUYjSGhOnZFLj4oSsNYnf04PQesbyNkUHJVwSz0yyeRhjkULgVXvBpHnOZGYRQqD9MmpwpopM+VgT47IEFVSRXhkdVRm758f0rzwD5xxeZZC0OfrojgNB/bmS6FnweEibY2z8wd8AjnhiG8HAUg5/1VsYvf921l9zGdf924c5/g3vQCw9lWRqDB1Ukeh8IUEorM1QWuTOCM5h0wwnJNaBFAKTpAiVR6XZzKKURWqJswLrFLqsc2EuFptptlx1Ay7LqC1aRNpqcfNHPsJp//w3hAuPRy8+CRBYk9KZ3Maab70P6YX0H3Ye/Qc/n3h0HWu/8R6qi46kMvcQeg48gZ13fpesM8XQIeez87Zv5QILwJiUyTVX0975EMNHXFSIHQr2OVncQf6Gjg4AfrlGt1EIHQoKCvZfnEmxTuB6FuGOPxxdqZFOT5N0u8TT40xv38TgAQdzyJ+8Bc8TOGdI4xbKj/BqJXAGFQRIpXAeOCcQQmKSZMbpNEIqj7gxifK8/B27tw8h8ucW5yw2TXDG4gBPe4zeeAs6VJRn99E3bzFufB3Z5HpcWEP2zsM7+MW0WtOMr73vUf3ZeNNVLDn+SDqjj94HUJl98FM5nM85bJKAE8RGoiMfpSRJN0UFUV4FzsMaBomQEuFAZgm+n5FGPbQfzAtLyiMrkF4xr1FQ8HRiUkPQUyPrxAwccijEXVya5N9fJMgZ92rnQAhUqUogBCJtIqe34xYex869xOzqqI70i+9zQUHB/k8hdCjYLxBCzERXWKRUMwu2j+yzuN0vbwUFz3aEVMw6+GjSTps7L/8GS45/Pl5UwS9XGew5CFo7MY0Y1zsHFVXBWtJ2CysdQblElioEDiUkRiiUyUD7+ffGWaTUOFIQDi8IEUFppqrDYZM2vujiLxiB2MMqgxd6ZHGWG6c0x/O1U+lh7cz3znZJxh5i53VfxK8N03/4i2lt7bL6ve8DoLVlC988+3wOe+tbWPKiP0IqiQgqyF9ahAnrfaw493e45Uv/vNcxWXbWRQghUEGZ8tyDSKa27/W46oLDkV74hMde+iV6lpzI5JprHvU7GVh1DiooYisKnjmk7Um23/RfZN0pqvMOf1R1Tjy9lZ7lJ7Pr1u9iOtOs++Z76Dv0hcw68XU4Y3AOgt5ZLH7JRUjPI00c+D0YY2mu34JXLhMODyF9jRcEWJsgRD6RJkS+iOWVqrg0xTpQQuCswZkMJwXWJQilECIDLXFonJBgEsDRHd+A9EJ23fMDor5F1BYexa47v481CVncYvzey+lbfgajd3wHZ80efetZclKR+VuwV9L2BKbbBMB0pvCiMlG9h7g1zfLn/w7VkblknSmm7rmcoD6EWrgck6S4xOAEeFEJayzCZeAc0g+xCUDuKiaQiBkBkRTg0FgLoHEmyf9WnZuZpFKMHL4CaROM30vSaHLCRz5CEgva68co9Vbw6xGt0U0E/fNY8jt/g1AezfW38uB//Tnzz/ljwNFYdzPSi/A2rSZt7KQ2/0imN92yW+TwyySN7STNXQilMXGLzth6AKL+hSi/gvKf+D2yoODxkMXd3zi6AsArlYmnJ5+6BhUUFBTsQ5xzxKObsTpAdCdxjV1MNIZRWuMpTWVghHL/CMakOJthZAlEgEs6mDjGeRkCcIlAKIUOI0T+YII1KcrzkNpDCElQ7yVpTCOlwHZa2EwgSZAzbg4IH6UlNksYPvowhLRk7YTN195Ka+N6Fpz1UrTv0W20SGLFlp9+kgNOO4+bPv/xPfq09hc/ZOW5LyOe2ohN2nvsiwaX4pWfuzb1TwUuTfF8n6TTotNuEPQOYZQEKWfMNwTgMHEbF8d4nkAEFbqtcXbe8V0ApBfRs+REpHqiDpgFBQVPhNa2rdRmD4CSpK0GwvPAC1FO7C7mFM5hrcHELRQWT0qcV8LUF9AaX0/aGtvzpEIysOoF6P8VW1FQUFCwP1IIHQr2G5y14AQOl1sIM1NpZy1CFHnEBfsRmUV5ERLDqjPPw3Yb6PYYeCFWDSKjOqKisULSmcgfdL2ohO9rdq29G69UoTwwQtYcx6v0olSJrNNCaT+3t/QUNlF0duwi6OsjrJYAg+m26bQ6OOsQwjK9Y5rGvbex9IIXowJN2m4iq/2ohxcq05gtV1/LfZ//Ait/93XMPv3tbLv6Wrb8/AH6DjyQaHCQ9rZtAAwcegiDRx/N/7zrjRz0ktez7KyX7tFlqRSLT30RG274KWMP7ZnzuerFl1AZzrM9lRcycsKrmbj3CvhfC5/Sj+g76Ow8UuMJoryQ2vyjCHvnMbn2OkzcJOidR33B0Xilnid83oKC3zY2S5h44Aqy7hQAnbH11BccRXd8w+5j2qNrGDzkhUw+cDVZaxybdtl18zfYdfM3GDjyZdRXnI32NWHVR8W7wK8RdyxeOaRn2RySsc1INYzLYjJncU4ilIcQYJIO2guxnQ5WOrRSSJFXwcetDiKMwLRx1kdqH5MmuLSF0AE2S3BZQtA7B+cMs4//XTq71jE6MwE3eMiLSRujZJ0ppjfczNDhF9Hadg/x1DZUUKVn8XH41WGkF+yTsS94pvOIxVdndC2qdznlvkFWnnsRJpkRIng+s058Ncn4ZjAx2i8jdf5ciXO5JXRmwAksXUSWgDMgPbACMbN4m68vuHxe2RhAIXRuHYwxiCxGRiWgki9IeJqfvuYShNaseuMbKY8M0d7xIOu/++FH9WLu2X/M6C3fmemSYuTEVzN69w8ACHpmM73ptsccgda2u8m604zd/cM9ttcWHkPPouNQfiHaK3jqMcnjFDpElSK6oqCgYL/FdSbJNt2Km3cMcuggfNtGb7wRSv24coT0NO2JnZQrJZTnkcYJcaeDcwahNWnSJqjU0H6AsIZ0egqpNdKP8kKGNMVZhwWckAgpyLIE7XkonSLDGs5ZRJbhrMV2O+gowDiPLVdcRXPjRh786lfJWi3u/OSnWHj+i1jwkvPYccf3qPXOoTxvDiOrjmT73at398mmCeuuvYKDL3gNrW1309p5P1L51BYcTdg3Dx0UouTfJkG9TmtilKBUwqVdnHVoyCNOjUVojZAS7QVAhnGCLG4yte56vMoAQX0+9YVH4pV693VXCgqec/ilMokBX4PTEofMo4OtJRfUS4TMHQSlH2FMTGeqgbOO5uh2hAeDB59PY+udmO40QX0W9UXHoqPi+1xQUPDcoBA6FOwXWDOzoClyCzZnbZ5/jENKiTUmz7EqKHiWY7sNQGCtRYU10ixDBD24+gjOCUySkFmJdCqPnXAJQblMFrfodqE2ZxHOGkwc41UGUMLiul28qIoTApskpJ0WxiQE/RW80CNtN1Dax6QC6RRW5u4paz7/Nbb+7Ge0t49y8Jtej456EEkHJxzGgJU+tYWzOO6D72f9Dy/jnk9/hp7lB3DAyy8gGuzhjH/+IFk3RXoestrLz/7pL2ns2MyG63/C4pPPQwd7VpWW+4Y5/R3/xMTGh1h71ffxy1WWnnY+lcE5BNX67uOC3jkse/U/svEHf0t3bCMApZHlzH/hn+PXh5/070D5EVH/Qvz6LDAZQgd55mVBwTMIk7Rp7Xxg989ZewKhAoL6LOKpXGCEs0ysuYolL/8Qk/dfw+T9VyF1wODBZ1MZWQqhZusv/o3u+GaGjziPqH8B4cAC4maCQxIMLgcJWbcLU1sw4SBeVAUMOEXSbCKkQHoexjmybgu0xK9WkEiyGFxmUGYa7SwuKIFNEX6IkxJrMpQfEU9vJ+tM0rPkRHRYpz26BpfFAHQnNtK9ZQvl4WWUZ62iMnsVQmrS9gSdsXXoqI4Oa4VNf8FuvHIvKqphOtM0195AtOB5bL1jDWm3w8hBRxBUajgknYldZN0EnaU4kWK6Fhx4pQpZluX3KOuwiDyORXvYNEUFZXC5k4KTHlm7DSQIZ/GqNZLxnTgHOgpBe2RpinDgMks6Nc1JH/97pO8RVEPsrV8kqAyx7FV/x/abvkW8az3BwEIGD38RE/ddSXPDbQR985hz5pvJkmYezQQ4Y2baY/Y6BlKHtHc82kZ6ev2NlAYWE/UvfKqGv6BgN7mjw28uSPPLVbpT409hiwoKCgr2Ha47jRy/j1a0FK9eJhU+etGZCAFp3EV2O3hRjdQJhFAoH7wsFwvjQJeqeFrl0ZQ6QAWlXFxpLSbLEBLSuI0Xlck6LVya5XEGUiCEhqSNzQQmm3m2l4K00+Tm934AqTUHvfn3WfSic8m6bbxyjbS9ldXf+DQ7772F57/nk8Rbb+aQF76Ylee8lI03X4P0Apae/mIqg7PAWWrzj6S24Mjccr2IRXhKMEkHMkOqJDLoAZuCtQjrEF4uRrdpimk3yOIUoT0649OI0lJq/UPoch2/0r+vu1FQ8JzEK5dImx26oSaq1vO5k8zhfPL1DCEwaQY2I52cQPgBQvs0dmxCeYbmuqtp3ddg7tlvQQclhPYLZ5aCgoLnFMXKTMGznizLQIhcfT6zTciH8+fc7v9qXfy5Fzz7EYBMJxF+L9aCIM8Mz1KbP/B2u7ljgRJgQYZ1RFDCjxTGZCTNaZTvY5MO2C6U6jgvxKQxQiqkkuggQqsSpjGNyyxKq9zyUoIqhUzcdhdaa4aPOor5Z51JbcliTGqQWHSoAIkQKS5ukpFR6a2y5MUvYP6ZJ6LLIUG1F7vjHuTYQ1CaRapmc+U//iWTmx4CIKz1PKZwoNQ3RKlviDmHnfCYYyS1j18fYe5Zl2KzBIREah9d6n1Sbg7/G6UD0EXFeMEzFGcfFVUxdu+PGDjwHEzSorX9PpyzRH0LyLpN4onN9B10FuXZqwilI/3FJ9BLTmHeya8jQ+GMwabQmmhi4xivWkN5Hg6LF1SgVEd0YjAZNksRnodfr+fV8UKglMY6h01iTGrJSBFCooTbvUiMMxgLJp7CJF0m7voRXnUQf2AOaWuczth6svYkw0dcxM7bv/NLfTW0tt8L3Et5eBk7Vn+VtPXIYpiOehg58uWFPW4BAF6ljwXn/QVrv/4u0uYYtrmF6W2bGVh6MONrH0CXSgwuWUWpd4isVM8nhpVGhgFCCUxikEpj0zzKQgiF9kOkVFil86/ew8+c1iI8jUtSUBonHHJGIOGkIuvEkBuSoZQi6vFxqUWVqtBtwsqzQfnYsIfhY15G1m2gggq60kv/oS+k76CzsCamM76e8vDy3X1s7byfyqxVTG9cvdcxiAYX07j1tr3um1p3A0F9NlL/5pX2BQWPF+ccJokfl6ODX6owtXntU9iqgoKCgn2Jw+16kGhFGas8TJZgui2U5xFEIdZK4sbkzHuyB8KSZQl+tY4XhpgsITMpWmowDmcNwkmE1mgpSdtNhPDI2h3QCiFAWItSHsKm4FKElLlwwhpc1iHqKXPSx96HTKaQlTrWOSbuu5yJu37MvPPfz877bsNmGQ9c8QOOe+NfYtqTWJMw69ATENqntfluNn73faTTOynNWs6s570Ov2c2FGtvTw1ZmsdU2Dw+LTUWFUQIpQCHI3fXE36ItAbtCfSsIYQYIe22sUlC1p5Cl+q/9qMKCgp+y2iBDn2MsaTtNlYI/FI5L960DiHFzFqHwKv3YJMEFYX0hwvJutOUBy4i6BlGh0VMRUFBwXOTYuW34FmPEALnHDbLQAq0lCDym3+eL5hnWRUU7A84L0I3N5AN9qEkMy4mCl2KIO0ghMA6EFIQhAFpnOaWlThIuyilsGlKVO3JbdDSGOlHWK0QMq9Gtdbg4gykJotTpJJYm2LTFCkF9QXzcVlCfeEIeJpOY5q4OYkX1rBNgwo8hJRIv0rP/BXsuPtW6iPzkLrKbX//L7R27GDFH72eTas3ML3tKsbX3rtHH5ef8wrkkxAmxZPbeeALl5I2RvfYHg4sYukrPoZfG3rC5y4oeLYgdIBXHiBt7dq9zZmU0Tv/B68yyODB5+GsZduVn2binp8BMHnvlQgdsOziT+Kd9W7SDasR625BzT4Yp0JUKcIKhfXC3DUp7WCswCQZKghw1qLCECcV1sSIuINzYNMMymWkEjOCBoeQGmcNFh+lNQKRX8OsYdsvPg84Bo+6kLQ7yfSGG4E8M3bwkPNpbrkLZ9JH9VlHdZLGzj1EDgBZZ5Idt32LkaNeUVjkFiCkprrgcFa84d/ZecN/M3X/T5l/9KvotA2bVv8cEISVHnSpQndqnKh3kFJvPzaJccIBAqUk0vPBWSwiFzdIjbMO6alcuYBDCoe1DhlGuQ10aognG1hj0FGELpXojo8hfQ+v5OPiFi7rYJSPCqoIP8KahO7YJhpb7qH/kHPYdc8PH52/Cnmeshdi0y6d0bXUDr+IzvhG0uae98L64uNJGjtxNtvr+JiknQuUCgqeQmyW4qxB+Y8juqJUIW5MPnWNKigoKNiHiKAGQQW95Wdkc0/HOnDKwzqJFD5SOvxSHakFNktQWhP059X3aaeB8PJnaoQFoZB+gM0MLm0jlIcKotx5yvNwGEySYOIUrTXOGdAhWTcDKfH7e3BplbTToTU+Tn3OfLqNzaz5rz8HoPeQF7Llzluwae4kteL5L0P7IdofASCL2+y8/itsv+Y/d/dv6sFdTD10HYsvej9+7+z/z955x9tV1Wn/u8oup91+c9MbIQVC6KBIsQCK2Os4dh3mtY6+6jhjHQd1xpnXPjKjzjiKOo6OvQyIYMECSIcASShJID2331P33qu8f+zLhRhQjCGBsL+fTz6599S11tn7nrXXen7PQ1gbLBzX9jNehsRRRjsxGGtQOkZJCUoD9wngpVKIchVnLMqntKdGaY6N0jN3Abuv/TazTv4zdFTEmBUUHEiUktggIq5Isk6C1lEew60Ewt33OO8EQgpUKQYh8QjW/u93WHnWC6gUIoeCgoLHMIXQoeAQIM9LVlrngobpTV4AISTW2hmHh4KCRzvCpqgFJ2B/81nEia/Heosg30h0Rub2k2kHHXdhjUQGJYQQWC9wskxQFjhraY5M4Dodou4uwijD2QwZkgsMhMCR54qbJMWZDB1pPAIvQ5zZihegu5bghaYcV5BS4xyEcYgAjLV0xkewWYfueXMISiU2/fTHbPv5zwHw9YS0MbWXyGH1c19DtW9PIULWbNIZHSWdnESXy0S9vcR9D1yZ7a1l9KaL9hI5AHRGNlG/+wb6j3rq/vgoCgoe0eioQv8RZ7Pzmq894H1pY4R0dBtDp7yMyvyjmNhwOVKFDBz3bISG5uQEsv8YbJrhRhOi3ggzdRdZfSfVOSuRpo3X83DWk7brhFoR1iq5Xb4D22kiyiVkEKAAn6UgNCpQmCTFtDroOEaT2y8iBF6FQMqCp7yesQ2XkzXGKc1eSnlwaS5oTFsIqUgfYJMXoPfwM5jcdNUD3pc1hnFpCwqhQwF5BFF51lLmP/Wt7Lzp16z76UXsXn8z5/zDVzBpGyUDXNZCD8xGCMBLRCCR0/NK4xzK5nmpNsvyChsP3uWbC3iTrycrjS7ltqHeWWzmiHtreexRXCWZGAM8wjlsYnGiysi6jYS1NuVZfYzd+m1su07PyjMIu2aRTGx/QIGC0BEgGDzqmYyuvwzTGmd47Q/pW3kWQghaw3chdUBp4DBEENMevutBxyYeWFK4ORQ87JikA5ALhh4iYaWWx6tl6R/lBFFQUFDwaECUeohOfAXJr/+NaGAZgQNTXoD1GpsmuCxDeIEudefuUB6sFagwQMca5xzOTRcppBkqzJ1OVVgGCb7TQogMl1nSegNdLhH21fJ5hScvnqhEyERg2i0md9wD3tI1ewE+m2LXFV+je/mpdK88i1133M5N3/oXANa84C+Ja304Y5Ba42yGaY6x84qv7t1J79h66WeYf85bGb/r1wwd89xC7LAfEVrinSbwCYgSzmb4KJx2vs1FuF4IpBS4adeP1GYkzQbVWQtpbFvLzt98lb7VZxdCh4KCA4wjQOqMZKqJqlQQWuWFbYhcQy/yCAuv88JOm7RxzrHztus47LSno8Mwj+1W+8/FtqCgoODRRCF0KHjU45zHkzs3eOdA5rZsuf4hv10WQoeCQwTvHYkRRKf8Jeaeq9GVQWw8h6zZAKAzOs7UlnsYOvlkJA5vM5QoowRk9SadiTpdC+cieyt4XyPrtHHeosMIJLisg3UgPGRZAt4jpaYzVkeGIenUbsLqbGQY0plscO2H/5HTPvkJXNbGpJ28isRbhNTElRJZonFWcO2H/h9xXx+n/8u/sOWyy9hy0U846rWvYc3zz+Puq3+GjmMWnfRkSrUufvVXb+f0T3+a0uAg7eFhbv6Xf2Hj976Ht3mFaf9RR/GEj36U6vz5e42PaU8yfttPH3T8Rm/+MV3LHk9Q6np4PqCCgkcQKqoxdNwLmNh4FcnkNlRYoTZvDUF1gKwxzvbL/wPbnmLO6a9l7hnn0dp5B6oyiAwqlGdVsKZDKajl+Y5CYbMqfmgJ3gFiDibt4KWgNmchAFm7hcgynMmr1W3WhrSFDqPcfanTIkPhTQbeYTodLKBCoNNA6ryifWT95dQWHYvNWniT4rxn+ObvASCDmMGjnklj+y00d20A71Bxjd7Dz0DHXaT13Q86Hs6mD/uYFzy6UFJQ7Rtg828uwRnDLz/5Tk594wdJGhO0JnZjOwnd85dikg6BCBFaI51FafBpE4QkiCLSTgdvQEmF9wpv87IbgcmdHNLcgcSlFtPq4J1DkxD31CAr4aUka2do4Zg9q4MIplCzDiceeB3OtBi+7ruMXP9DdLmbJc/7e5LJLTR2rgdvKQ0uo2v+MYytvxRnEroXn0RQnQU+nwO0x+7Ge4vpJAzf/AO8t8w75bXUt9yA/51zQqiQrvlH79eYp4KCB8KmudBBBQ89Aiws51VqSX2Ccl/hzlVQUHBoIaSE2iyis99DdttFiEo/Uc8QIoxoNzOEy91wsskxdBThkgRdKZEZgZKSQIlcaEmACwNM0s7FZErjjcdkHrzEZRlBrYIMQ2y7QTI6hjOOyvx5QIJSeQxm97zFdCbH8c6TdjyzT3sTXkB7cpx2vcHRL3o98487nd1XXM3WSy6jPHs2/WuW0dx1C0rFeYzeA5BO7kRKTTq5nfboZmrzjjqg43xIk3VI2ilRtYZLU4Q1uFYbX1U4ka/r4C0Oka+TCk9raoqoaxZaKsZu+BF4R3v3RuK+vddaCgoKHh5M2sKmLWQQEnRVcM02TmsIyaOGpAKl8Fi8c9ikDcDYpjvoW7QSFYYEStIe3khQ7c0FcarICCooKHhsUQgdCg4Npl3YhJp2dUDkgmWRx1foP8EGv6DgkYQVIUq26KQeOfdEpM/QSpJphQojeufMpXvFctJWHWMtqlzBByWctQR9MUFPH0mzAQJM0qA8tACRptPnjcorQHyGSTs4Z4hqNYQK0NVKbjcfBdh2C7zh1s/9O7t+cwVr//WzrH7DeUQiQAiHsy6387YhzeEdtMeHOeoNb2Drz3/O7muv5bDnPY/SrAFCO4qd3MpRp5yEVAoXKOp372T05pupb96Md451F17IXd/+9h5jMLp2Lb94/et54mc/C+TWi/HAwIwbhfg9E/q8qvaB7boLCg4lTHuSnVfnlVTV+WvoX3UWyeR2mjtuY2LjFfQsOQWpArKsw66r/pu5T/wLtv7kkww9/s8J+xZRmrUaqQNsx6BlgsMjSlWkVHhrMZnBO49SCttpIKMSOgoRUmPo4H3usKRLNYSSueAwKuPTBBUEedWZyQh1Lkg0OsRJjSzVGDrx+ViT4WwHIUNc1mLOSS/PRQwCQBD3LqQyeyVCSFTchU2buKwz873/QKigdOA+gIJHB1IRNjbzlLd/hF999h/YtfZq7vjJt1jx9JcQxGWEkngPQa2SbzA4D1pjvUDEMQKwHsJSDaTEWYNLsnyTAHDOIrXGW5fnI0uHdDY/Rp3DEeK8BS/QtRrSdGDxqTihMeM7sOt/iDvimfSsOIPuw0/BpR18llAaXEF1/jGY5jgqrtHYeSsgCKoDM05Ou278bn5OPADN4buYe/LLGV1/GZ2xuwGI+xbRv+pMdKnnwIx9wWMaM71Aq/RDX4QNynnVb2eqEDoUFBQcmggZkEyNI458AR6DEQFZajEuQYYhcd8gSgdYk4HWpM4RxCWElHilcMpiO8080rVUQ0iBtwbvQYUBzlmCUoybnpeoqELUJ0E6tHS0J1pkgC6XESYjqvYRlCJkDTqTkzS2bCMqVzjsCecSdnXxs1f/BfVNmzjjggv45V/9FU/50r/TqW+lMnD4H+ooAPUtN1CetayYo+8nPBIhBWknRQYRuhIgp93slJDTc0+BFAJjHSIsEZV70NLRaXTojG/NX6hI/i0oOKB4mxFUu8jqdZyU6EqM0iFCh9zrxgI+X2NRKo8iso6+RSsRyqG8pTXWIKjGbLviCwwd+3xK/UsK8XpBQcFjin3e/f3e977H17/+dbZu3co3vvEN5s2bx5e+9CXmz5/PmWeeuT/bWFDwoNjpCm8/vamRz8fz/GTnLN77Yo5ecEjh0hQtBE5rTKeTi3u8xGOQOiBrjCFUiJ3O39Q6wJsUGcR4D95nSB2AAOU8ZnIMITUiqOVVF96jlMZHEZIIIQOkF1hnMGkCeFRYwjSbLD7n6Sx62jkIpfBJCmi8tTjnED7D2oS4u5fa/EUk2+5h6dlnoHr6yZptnDFMTUowA5TjWey47iZ233TptOACxm67DZum3Pn1rz/gOExt3MjE7bfzm3e8AxmGrHz5y1n2whcSDwzQf8y5bLvsggd8Xt9RZ+OdwztXRNoUHNIkUzuxaROAyY1XEnXNZvS2S2bub4/fQ+/qs9j5qy9hmmPIIEZX+th15deYc8ZrSdVtIDXluStxKsYZhxmfyMUMQQWhBdI6kBqbZVjXRAiF1JYgDrHW4wlxzqCQOC/BelQQYtMOMggQUuabvC7FpW2ElFiTobImeE/baIJQ5RW/0tMe3Uza2I1pjQN59fmsNc8CIRi7/efEPfOpzj6Cxo5b9xqPyuwjkGFhwVqwJyZN8dW59Gz7X855+wdIgx6cF9i0g3AeOb0oLJIWDpXHpJFnZotpMYPwHmsNwju8zYUN1uaCOqk0ppOClEhjkXGMCEKEFLg0xXYSbNLIj39hCboGcrHQjrtQmy/Gj92NuvNnqBVn05maAiGxnToozc5ffoHJO64Aqehe9ngGT3wu1iSMrruU/pVn4kz24P1ujBIuOZlZxzx3RgwhgxgVxA/7mBcUANjp6AoV/jGODtNCh8mxh6VNBQUFBQcdIQgrVZLOBMZFIAwiDAgqtXzenLYRNsV5sCYjjEu5uFJKrLE4ZzGJQ8ciL3pAAzLXFUiJRuNMhnAe77KZgiHXzshkgIoUeIkxbfA2jwkyFsiIKmXk0iV0xsbAeu78+jepb9oEQGdsDBXHrL/wa6x41ZmE3UMIFeDt3nOR0qxl2DR3o/TezbSh4E/HC0EYBiSdDGtaiEoF0iSPFhQghUAIQdpuQpYQxDE6DBi5+Raqc/ux7UmECgm7Zx/srhQUPKbwzuBNiggUrp1glQYswqcoFeS7HFKCBGE8WZKCS1FKYjPP9Rd8lpWveCFTm3cT98xn+OYfMveU1xZOtgUFBY8p9mmX52tf+xof+chHOOOMM6jX6ziXW5J1dXVx4YUX7tcGFhT8IWbiKaarOAX3VnMKcH5GBFFQcEggIUMRKIgrZVSoUYFGorDNBkrHTO3cSlQuI1E4Y8k6HdJOA5O2cFkL4RO08sSRQliDDAKcSXEuIy/CtvlGTpJgWi2yViuvUJUBSiiczdi96Ua6DpuPjqfo7P45Izf9GGc6OJsglcRrgQw0lcEBXLvD1PgIGy+6jB+d+2zGbl3Hxu/9gA1f/S/Wfu5LXPSilzF66zqGjjuOjdPuDaXBwdzWPkkedCiS8XGinh6yqSnWXnABv33/+0kmJug5/FRKs5fv9fja0pPQtX5Mc4rW8PDD9QkVFDwi6Exs3+N3ZxJUVJ35PZnYSm3JcZQGlwKw/Rf/waJn/C1x/0J2XP4Ftl72Geqbr6O14w5sKyObbOFtbsuvpMEnLbApEptn3QiJVBKlBTiLCkN0FKOVQiiFS3OxlMtSsA5nDDZt4ZIWKIUMQoQKiEpVMh+yce0tCBXS2LmO4Vt+gIwqdC08jrh3AaX+xXQvPplZxzwH5xzeWbL6MPWtN1IaWELXwhMQMtfyCqmozltD7+GnF5u4BXvhrGFs1wi+awHqxgspXfMpuvr784X9QJK5jMylpJnHWUfSapFlhqzdwrRbZO0mPk0QHrxx01UzHiEkQsjpn0EpgRcOfC4ECiJNUIpQUYAOJFGti6g2AMaw+aJLuOzN72Hb5FLCsz+AXvMcxu/4DRO3/wapNOnUbu76+l/nIoe8E2SNMRCKiTt/icvadCa3URpY8qD9rsxZBYAKYoJyD0G5pzg/Cg4oZia6InzIzwmr+WJtZ2r0YWlTQUFBwcHEpm08Cu8cUbWbSk8FHQZIKVFa5aZlxuGMRwlFWKrhjCOp18k6DbBtpO9Q6q4QhgKfNHFZkosJpMxjL9IUl+XFQjZJcVmK7XSQoQbXwfsMY9qI1NDeNUY6Wac1OspPX/cWLv+rt3PTJz7N8HU3Mnbrbdz6uc/NtD3q6cG220zddRdClmnuvI35Z715rz7KsMS8M99AffstANTmHYUs5h/7j7SD946gFBHGET7NxbbOeQQ+L/iwFqkUulTGpJaN3/8hXYsWsfUnHwIEC85+M6oQhxcUHFCEDFBYAiXQ5SrCm+niLI2zZqZYy2cGvEMGClTI6LrbWfuv/8aRf/Eaop4e7rnoEmRYxZkEm9QPdrcKCgoKDij75Ojw1a9+lQ996EOceeaZfP7zn5+5ffXq1fzTP/3TfmtcQcEf4t4ve4TY8x95hZ2DGfvggoJDAdtpIXSEcR4lPUpoZBDglUb6DqkxxLUesjQl0BKpFULF4AXWWISKkUqQNRu0x8fpXroEpETpEISYPqckuAycR4YiP6WkwjtPqzmOFJL5a07EjOwkKM2md+XTiQeH0OUS3iR4HIGU+KBE2uhw5X98mKOf/RJmHR2x6PR/xmTQv/IZJI2E5vbtLHvhC7nnkku46r3vxTtHZd48TKdDGAS5CCN74KrU2sIFZM3mzO/bf/lL2rt3U5k/yMKnv432ro1MrPsFQip6V5+JjCuouEZndBedEUNlaOgAfWoFBQeesNq/x+9T91xP7+FnMHLLRdxbOjW24afMO/uNZFMjjN/6U8bX/YJFz34veHBpgneK8Q2bcNluykPdJI1hAj+PrG1yJxipsShUmMfGyCDMnV+EQNh2XjXkDV6HyDBAEuZf00Hu9CB1JbfxFwKpQ1ynTmYNQaXG0OI5iHQMZxo4kzB624/pX3km3Useh2lP4r1HRzVcYNl9w7fyTnpP2hgmqA0y56SXYdoTIAStXbdj0yZBueeAfgYFjwKkQoQlNm1MWHjC/yFqbMZv/BnhiqdiZIQOchEPOs7dkaREKI1WAhmGeO+xmQH8tD20RUiBivIqdWfT+95LSITU+fcsApTEZS2sAe8yVCwYW3cnW378Exadcza9q4/A6gBhHT2Lj2Vs/a/Yfc23GTzheSx7yUcZvfliXNahZ8VpqFKVsdt/OvNWje23MvuEP6MzunmvuKawazZhdfBAjG5BwYNi7nV0CB66o4MOI1QY0Z4oHB0KCgoOPbw1TG3fQPfQIpId6wjmH0NYCfBe5/ETJkGGEmMtxuROjAjQ5RJSaWxmEELihYZAE0ZVyGuCMGmCzwxBHGMxOJMRVCvYzgS65JChwluJFoYwsKTNhMpgL2m9g5CSx3/4w7lIudNh/Ve/ypaf/GQmKq778MNpbt+Od47aksV416Y9upny0EqWvfQTTNz2M5Lx7ZTnrqT78Mczcfc12M4UQbmP8uDhM46OBX86olTFtRrgUrxQ6LgEHmSg71sndQ7vIGu0yCanWHjWU9h97ZepLj6OvtVnYdI6yEJ8UlBwINFRhU5zHCE8QgmkUoggyE9bpRDq3iIOic0SfNIiHW9QmTOPo978eqSwmI4h6u/BZdNrpN4dvA4VFBQUHAT2SeiwdetWVq1atdftYRjSbrf/5EYVFPwxCCFm3O5mLpF8nl+FEOjgoWe/FhQ80gkrFWya4YRCCUMKua221pgswrsEHddwNsNYhxQebL4pabIOInEI8hzxuKeH5o6dlAYHESIXBHlnkcJhvUXGIV6AMxapBUEc0d3fx+Sme5C6mzi2GGPRs5YgghiXZHgpETrCGoPEsOnKi1lx9vOoNO/C33MliitRAEIRHf86br3oIrZeeulM/7qWLOH4d72L3/7d3zF04oksfuYz2fid7+w1DrWFCyl1lwgqFbL6fUrlsVtuobb4adisQzy0mP7Ks3AmwTlH3DWLibuuIO5ezdgtVzLvtNMe3g+roOAgEvcu3MMyNp3aSWv4ToaOfT71bTeTNnaj425UVMFWMvqOP5fyrMPBw47ffpl5J70UnGDWCSdhswyTGCp9i1FRCKaNl4q03cE7j3cC5yGZmkDpgLDWjbUZDoVQEQKBF3k2rHMWbELWaoGQhIFE2A7eGmRUxbebbP7uB9DlboYe/1IGj3w6ydQOmjvXM7HpKroWHIcu92GTBkhFe/hOgko/ce8CKkMrSBrD6LDC8C3/S9a4z7mlOv/og/VRFDyCUSqgZ9FyNlzyLW787oXMP/40HveX76WddHBJC+csQkpK3RqhAwRgnSXLEkx9CoQj6h4EZ/HyXsHttBUzgAOXGZyxuTDXekyzOROfpKtVnJW50MdA17K5HP/u1xN29xLENYQMML/+JL6+k4Glp6JOegGqazZSacrzjqS5/VYm7vr1XhU7Umps2mTWsc+jvuVG2qObkCqktvA4avPWoOPq3oNRUHAAuTe6Qv4Rjg4AUbWbzkTh6FBQUHDooeIK6fgWzNDhhEMrIGlgZIzDYUxCXOsBBIEA08rnwd47bJpiyef7Lk1xQYiKQoQOwDuctXn0VqjJOk1MmqGjCO8sKurO5+BK4pTFokgmG3gv6IyNccM3L2DRyU+mMjiX3tmLuPETn2DnFVfMtLln5UqOfdvbuPJd7wJg5Sv/nM7YbwFo7VpPe/hO+o58OhBh0nEmNl0FeHqXP4nK7FXowlZ9v+LTJl4I8ODzKSlCKpy1M8UrORKhNaU5s2kNb6B7xSl4b/FCUB5cQXvXKHHPwEHsSUHBYwshFTquTMd9GqzXKKkQnjx2xtl878MDCERcoTSnBNaAUnjjuPQVr+T0T/0zk/f8GCEVKqod7G4VFBQUHFD2Segwf/581q1bx7x58/a4/Ve/+hWHHXbYQ36da665hi984QvccsstDA8Pc8EFF3DmmWfO3O+959Of/jTf/OY3mZqa4rjjjuMDH/gAixcvnnnMxMQEH/zgB/n5z3+OlJKzzz6b97znPVQqlZnHrF+/nvPPP5+1a9fS19fHy172Ms4777w92nLxxRfzqU99im3btrF48WLe8Y53cMYZZ/yRI1NwoJkROHgPUk6rwT0+T7CiEIcXHGpI7+i0m+hSjEHnx7iQ4DxKgpUCj0FFIc7kmeE6yCuo80tdhxCeLJN4Z5BSTy+CWEDgnSFtJ8ggt83MWi3CSg0lJT5NyTqG8uAgXsBUvUTcP8D2q29i4Lg1KB0QhCVwhkxK6sPbWXDCGegwwk4OoLMWftetCB2iFj8OPXs+jzv/fFpvfCMTGzagKxVaO3dy1fveR3vXLjb/7/9yyj/9E6bT4Z6LL56pGulZsYJTP/QeRFYnre+5uRP19qKjCrrUy+htF1OZvRIVlkkbI+y+4dvEfSu458eXMXD08Qf6oysoOKDouIvZJ/wZu67/Fi7LRaitXRvQUZW+VWfn+7EqAGuIeubmDg0qIGtOouNudt78Q+Yd/Szczd9EDN9OfOKrsG2Lb2WoUgmnI4SXKCXzC3LvCEoVvHc4ny+Y4sElCbpURiAxWTZdWeDQ5TLCA8LhZQmvLMJbwjBi6XP/Du8923/zVXpWPIFoYDFdi08GBEjN1JbrqfQvZnLzWuLehfQtfxLOZnhvCcu9jN3+c7Lm/TbChETHxUJqwd6oIAChOfm8v2V04zruuOx7XPvlj3HCy99K6gxaRHjn8pg+bxHk2cYyinMbfUFuAT29mOwFeKHw5l4XBYdUAtPqoOIQGYbEoURgcQQ4m2HTMYTsJqpU8L6bqNwFCLAed8s38UkdffiTUHPXkK39PvqUvwA0Lmmg4xph1yzaw/d9F+q4i/4jnsro+suwSZPqnCOYc9LLUGEZFVbyfNeCgoOMSfLvpT8mugLy+Ir2ZCF0KCgoOPQQQtK78nTu/Na7WPaSj0KaOzRIKYiCLoR3WOfIWnXCcj4HsZ02PksJq1VQIVQqYBMEPo+Oy1zu9pAarOmgoxLhtFOjdyC0BeGwmQPlc0GntDMRFmtecB7CZlR7apSrmse99+10mv+X9nQMZP3uu7nib/8WmySc/KG/xzOMM/dFT+pSN83tI/z8ta9n6OSTeMJH/4mgUkGG5cLJ4WFAiABrE8JY4TLAeZAglMyvu7zPRbxC4CU0dm4nqszBtUPCWgVnJtn4ne+z8KxzDnZXCgoec3gZokyCC0OkE3jrQEmUUCAEzjmEmy5mkwLvBF4obCfj1299Oyf93bvpTOaxQL2HPwkVVf7AOxYUFBQcWuyT0OHVr341559/Pmma27HefPPN/OhHP+Lzn/88H/rQhx7y67RaLVasWMHzn/983vSmN+11/7//+7/zla98hY985CPMnz+fT33qU7z2ta/loosuIpq2hH3HO97B8PAwX/ziF8myjHe/+928//3v52Mf+xgAjUaD1772tTz+8Y/n7//+77n99tt597vfTVdXFy9+8YsBuP7663n729/O2972Np70pCfxwx/+kDe+8Y185zvfYfnyvXPeCx5ZeJhetJ22FyaPtCgoOCSRirhSotNsI6QiqtYQQuBMBi4lVJBmFmcgrtQwxuC8J52YQAYBQknSVhMQ+NQS9/YihEcGESCQWiOVxmcpxlhKPf3g88pThIROgkXhrAeluekzn6EyZzaDa47GkWJS8hzIdoOk0SAsd3Hx+19DMjnOcX/+Bpad/lfQ2Indcj2mUSeaNxsZBNz94x9z62c/u0dXvbWMrL2RY1/1TI56xQtI6k10qURoR5Ebv8tk9TTM/aIrVBTRs2IFAEHXEH0rzmHqnqvJmrtQUZXq3FMYv/VuNn73hxz+4pceuM+soOAgIKQk6p7LvFNejenUcSYlKHUjowpK388q/H4/JxM7mNp0M7OOfh7jd/6cLdd9i8GVTyFe82ycdYjMk/kQn6SkU6MIHRKGMZK8kl3HId4YhI7yC3NhCcqlXH7oTO6wJAU4jzMZ3ju8kPlXt1AYlyJEgMta4DLmnPJSUAETd15O1hojqPRTW3As1aHlCBVRnXMEIOhMbidrjhN1zWLklv/dayx6l51WZM0WPCBCCKwzKKnpW3oEp7zhqNxtQWl0FKGUwluHx4F1OCFzxyKl8u9d75FRCRVE3Cu1dZlFhfl5ZU2KLJXQlSrOObwzOEAIjcsyvIOoZ/b0gnOIFBaftjGdlKnNd9N3xLPRq5+FuflbJJd/Er3siZikzeQtlxENLGTkth/Ts+RkuhYci01aBJVebNZhdN2lmPYEKqoS9y5Al7pRRQZ2wSOI+6Ir/kihQ7lWODoUFBQcknTGh8FJDnv++Qxf+20GjnsuOgjzKnznyUyGsimhFnhrUFEJURKIUoXOxASIFkILSrUuUBqkQkmJsxatFNIpvBf5310ppuMwMmyS4qwD6bj+a//GzrVXMbjqOI578RsJ4xBwIDSdDT/DDxxJYCdYd9FFzD/jDCpz5nDi+96HDAKqC2ZjzU6yZjdIQVRbCq6LX77pbQB0LT0MXaqhotJBHedDGZMaglCRdSxCQhCUEFLiXC58AZBCYLOUIAwwStPauQ1dUti0jvBlGlt3Eg8Ubg4FBQcal2Z4oSBJkVGE1BqkwBqD0gFSqXyt1QkwCd6mpM2UZHiEE973dtrjt4HzzDrmBcR985CqcLcuKCh4bLFPQocXvvCFRFHEJz/5SdrtNm9/+9uZNWsW7373uzn33HMf8uucccYZD+qa4L3ny1/+Mq9//etnXB7++Z//mVNOOYXLLruMc889l7vuuotf/epXfOtb3+Koo44C4L3vfS9/+Zd/yTvf+U6Ghob4wQ9+QJZl/MM//ANhGHL44Yezbt06vvjFL84IHb785S9z2mmn8Rd/8RcAvPWtb+WKK67gq1/9Kueff/6+DFHBAcB7ny9Gky9U4x3e++mswntzkouqtYJDC5NafNKhVAqxMiCpTyJEgAw0tuMRUuKNw2loT0witMYbg4xLaOkReFS1hksaWJ/ihUBKRZY0AZ3vQVqDFpZIW4zLcJkjMya3QLQeiaczNo61CQOnH8/i056C6SS41GGaDZy3qDCkb+Eybvyfz9Aa2cWixz2Z+StWkl7+SbApov8wpjZvY/a8w9GlEite+lLivj5u/dzn6IyOEvX1serVr2DRU89CrP0KenQjenobScRd+DWv5Nq3vm9mXGQQcNqnP01p1ixsljF6w01M3n475XmzsS1NY+Mwd37zQ+hymaf8538Q9lbwziJm7BsLCg49hBDouOshuRnYtEN98w1M3XUFYd8KwvJKepaehnAZ1jmkdzR2j+G9pDJ3DmEo0IHHW0OaGoIoxNTreK1xSQcdx4DEdRKEVnhncZ5c5JCmCAHOG5TSSGkRSNL6GKY5gSrV6IxvpTy4BKSkNGsZFanxzkx/5ytMc4TdN31vjz6UjnsBs45+DpN3X0vWGEaXe+g57DTinnlI/cdtphU8NjBJh9u++yVWPPVF2KxDEJfzOaSXJBO7kTiCnlkEle7cat95giC3g3ZJA6EDpFT4tAM6yKsYZYhJ82pGIRVZfQKpA5w1BNVuzNQkTghUmB+TU5u2kE1N0bV0Kbt/+1uau3YxsGYNlTlzSJsd9I7LsdtuAgR64YnUd2zgnov+X17t6S0TG3MLaaFzwWJt7mr6VjwZFVbQpS5UVC2qJgsecdi0g9TBH32tFla7aI3uephaVVBQUHDw8FnC6C23MPuEYxk6/jk4m2KtxDQShMoLe9qTDaTWBF1l2sMjyFAjpERFMSJQKG+wJkWgse06MgjxzuKtASdwaYqslHLhZquVOztkHVyaIeMya577F6x+xssx7ZT26AhJKSIoVQjGb8N2HcZ1H/sMJ73l1ax59Yu55cJvcPfFl+CyLI+wePvbGd+wiUXnPIPx9Ru4+VNfZffV1yC0ZslznsMRr3kNulSIHB5ObNIGHxLGAc4LTCdFaIuQGi8B57DW4tIMlyboagVZCqhv3IwMSmz96Y858rzzis+poOAgoIXFCQE6wCYGk7ZQYYgHrM3XQfAe0+5gTQfhRe74MxAjZIWpu6p0L1uO0BWE3KftvoKCgoJHNfv8l+9Zz3oWz3rWs2i327RaLfr7+/dnu9i6dSvDw8OccsopM7fVajWOPvpobrjhBs4991xuuOEGurq6ZkQOAKeccgpSSm6++WbOOussbrzxRk444QTC8L4F7lNPPZV///d/Z3Jyku7ubm688UZe9apX7fH+p556Kpdddtkf3W5r7R/f2QPEvW17JLfxoWCtZeXKlTM29nlIBSDkdFSFAO/xUiCVekT391D6TO7//8OJUvtvY3pf2nuwPzPbaiK0IKk30JUacXn6IlQF4DNMp4ku15A6zqukvcPZCG8txltMu4HWiiAI0UGIkx6XJiiduz1Y4xBIrJN4H4IFFUiUChBY0rbBtDLu/M0P2HDpNwC44ZsX8OyP/Rc6jrHGI4RHhxGtiQmWPfl5rDzjaQRjt8G1/wHOIKqDZAvPoXP37plxFEHA4meczcAxh4FXICxJYyPD675D//IzCaMqojOJrA4iqgMkLcdxf/M37L72Wqrz5jH78Y8nGhwEKWnv2MHlr389NklYcNZZLD73XKrzyhz313+NM4aktZHxX/+AwaOeQdS3+IBeBBzs4+dAcyDO10f7mB7s9nvnMFM7GL3lUvBQ33Qd80/5c5JKD9t/eQ1j69Yx9wmPY3DlYipRCxMP4ZIOTmuELqOigLAEtpMiyxVUGGKTJuByYYMHJSRogU0ThAoI4ryiTFqJ8BkIibUGVaqhq314m1IpV5EqAiT4aRGXlwgdMbr+p3QvPnGvvrR23Y53hrh3AX3Ln4gu9yJ0XsX++8b3YH8Gfyr7q/3783y9l0f6mNosJZkaY/3FX2PJqefQHh+hOjQPIQTlviGEt3gpwWYEcQzTbg/OOoSMEOSOJN5JhPcIIbEmI5uOVQq7uhFBhAwCvFF4QFcq+fO1xrXq1OYMwdwhwu4aPatWUZo1QBBLAtEkVpJk4xWgQsLjXoQdvoPygvzYT8a2ElQHyRq5fbSftoqeuudapu65lnlPOA8RlPPYjUcRj/bz8eHk/mOzv8/XAzXe975P2m6hghD7Rx6fQblG+67biuPjfhTnzMPD/hzXR/L5Whw/+4c/eRy9Q7V3YFNLsmUDevYKpNJILLqspufKFt3XhZcajyDq7Z7Z+BJSknUSnAAlBWQdMA5HhopiUBqbJKhyKXdpzDJUkMdgypLA2gjnLPWxUeJaD7qmEKKCcKAaO8FkrPv2d9nxq99wRbPNsX/1fzj2Ta9l9V+8Bi81Nk3ZdfW1zDrueDZ9/yJMq8WqV76K5X/2EmQYsu3yyxm++WbioaGHdxz3AwfrfN0ffdexwouApJkS1WKUAnRAfj2Vx6sJPCoMcFkb2zG4NKM8aw5CKnpXrmTyrruIZ83a5zb8qTwSjoFHAsU4PPQxOFhrxA/WPtNp0R4f5u4rL6MzOcL848+gZ+Ey4p7f75SSGokSDq8giBQehQgDcB4vRB7d7SxSCaSOcmfCNIW0RGd0jN6VR9AavQGTzMJlGXHfrDyqdD/xWDwmiz7vfx6ONaeCgnvZp92dLVu2YK1l8eLFlEolStNqz82bN6O1Zv78+X9yw4anM99+V0DR39/PyMgIACMjI/T19e1xv9aa7u7umeePjIzs1Z6BaRuukZERuru7GRkZmbntgd7nj2Ht2rV/9HMONI+GNv4hjjnmmPviKXy+kyJy7+vcIhvAQ7PZ5I477jh4DX2IHAqfCRyYfhx//PH77bX+lPYejM+st6vKvKFZZM0mCIXA0aknuY12FCGlQoZlnPXYrI4Igjzj2xq880SlMkFvH96BtwYZqPxLQEgcEpAIBd5bHJLO1DBax2A9UmtUFBDEMZ1Gk+rsufQtWYnUISuf9iLM2FZUz2xUqR/vHfXRYZLxMSbXbmBw1VJ0ZSFqZS+qfzHj94xw9d98gMd94hPcfPPNLOjpYd1nPsPylzyf1thvwO85oRq543IQiqHjXogYvgNxxy8Q/UvpPfIIsoULabVa3D48DMPDhGFI+e67sUm+4bPl0kvZcumlM68lg4Cz//sLeJux+8bvMXjCy9mweceB+xCnOVTO+T/EgTxfH+1jejDaL4Rg+bxe7vzKG5A6YtEz3s2uK77CxKbrqNb6mHXi8QwccwzOGKZG2kQ9S5jYsIHeZUsIwgDwmDTFGQtSoPCk9QRdqQACaTKMbZNlDqVCdLkKeGya4rIE12kQlssIl6GExJkUk3WIuudg0yY+bSOUIuqajTMdbDLKyK0XUZu7hsb2W/bqT1Dqprnrdpo7bkNWZnHPljGyLJu5X0r5ezd9H+vH0P48X+/lkT6mhy1eyJLTz+UX//xW2hMjHP3C1zF+953MWnkMToDLDFIFBMpB0gRv8TrGGrA2yx1GggCPwDuH9xK8Ie7Lr19sJ5mxHvVagbOIIECq6YzkKEZJkc9hpaRnbjdZ2SDLXahSGV/fSfj41yB0jLnj58hZK/DT4rxdv/0fFj3zbxhZdwn4PY/r6oIT2DU6ye6RzQd4RPcfj/Rj52Cydu3a/X6+Hujx3r7lHpyQ3HnnnX/U86baCe3JMW644YbCqeR3KM6Zh4f9Ma6PhvO1OH72D/s6jsuWLCQa3UjfkSczfMP1DNa3I4ZWYUQ3WaOO7q4iAo0ulfHG5EU+VmBthpS5g6NLMqLeXkQUTUfG5UVB3vl8o8zlRRMqivCA1IrWyChhrUq7PkFrfDe1oQVEtR5cq4m0TUQ6Al2zGdvVYWz9HZRnz6Y8NESWCq780CdYfd6rqXI38dLTmPfk47j1s//Nxu989wH7OLp2LWrpUnZPi0EfjnHcHxzs83Vf+x4EASsWzsF2OsgwyJ1ALSCbBJUqQkiEEMhA49MUFZYIVZtMOkymyBp1rvvIR+hduZJs1ixGHsLn9HBS/E3KKcbhD4/BwV4jvv9zeqplko03cc1//MPMbesv/jo9Cw7nCW//KHfvHnvA15g1axZ9cYDVIdplZCbEe4sgQQfRfXNeIRFBBMLjm+PoIER1lQl7Kmz7zecB6FqwgGRsDK/hzi2j+130/lg8Jos+7z8ejjWngoJ72Sehw7ve9S6e//zns3jx4j1uv+mmm/jWt77FV77ylf3RtkclRx111CNWnWStZe3atY/oNj4U7lWVTReKTn/hC+5d6vL3c3qoVCocc8wxB76RD5FD6TN5NPZjX9p7sPqa1Me55TtfYP6L3ogQCuc8E9t2EfX25NnfmUGGIVIpPAKXdpAqxCmHshqlFXjP1LZ7mNh6F/2HHUlQKqOCGGcSolpubS2REIQomaJ7evEqr0RFQHt0DNdoIJIOu398FQtWPwG8p2tgCeVZ/SRXfxUTd2MGVoP1VLu76X/WuWz83o/oXbWKZMJyzZvfSFirceonPkFt8WKqU1Nc+Td/w84rriAoxyx57km0htft1X+pA1RnHHP91/Ib7r4KghILznoXLFixx2PvuOmmBx1Hl2X5piwAnmR4Hccc88T99Cn9YR6t58ojgQcbs0f7mB7M9nuTsOWST+LSNkF1gLB7DlHfArb98ossfMrrqLTuRhqDL89FxxWEzit9vDW0p+oElQpKQVCKMVmKR6HLlfwbWYAIQ6JAT+f+CrwzeMRMxqQolXHWYtIWLq0jVIAWgls/8yKEUix94T/gfcbExisxrXGCSh99y59I1hyntfv2PfoipCasDTF+56+QOqLSO4cjZ9cAcFkLlzaxWQcdVRFBCTnt9HCwP4P9wSO5/Y/ENt2L956s06I6ay6HPfFZ3PWLH7D9pit55kf/hzt/9l2SqUlmrTiWoZXHIHSI88G0lFYgY40iBAQohc8SpApwJkMG0Uwskoo0WI8ApMujXpxJ8zmrtXjpENLjfYZpOZLJDqbdwTenqA7Owm++Er/rNsjaENUIjn8J45uvBSCd2M7OX3+VOae/iubu9aRTu1Fxle4ljyfsnoPUMXPnLzpIo7vvPJKP54PN/cdmf3OgxvvePvT3dNEsVVi2bNkf9fxd6SRj11zKEYcvJap2P0ytfHRRnDMPD4/kcd2fbXok9/PRxJ86jllzHDXvGPzmy+k/+lSmttxDpWMJ4kmCeUN4wvxaXUq8zK/NhRBoEYPw4CBTbZxt41u54F9phdARQkqE1shQ40ulPALWGGynQ1AqgcsI29uJSh7SSTqjTUzHsuXHP2X7z39OY+tW1rzpTRz/rncxduutTGzYwJXvehdH/p//Q6kE7vqLkLNX0tp9N60dOx+0j8nYGP3d3cw97LCHbRwfiTzUvuyPvrvWODpWZKlDBxoEeSybJz9OEAghMM7h05Q0cwgd09h4O12LF5NNTZGMjjKrv5/5v+dzejg5FI+BfaEYh4MzBn/Mez1Q++o77ub79xM53MvElju46yff4LiXvRWpH9hlwXRaZM0GtlQBPEprZBCS27GQx71JiU/bmE4b4Ryko4hKLzuuyd12ZVAinUyQgcVuv4ejVj9tv8X1PhaPyaLPj40+Fxw67JPQ4bbbbuPDH/7wXrcfc8wxfPCDH/yTGwUwODgIwOjoKLPuZ5s1OjqaxxaQOzOMje2phjPGMDk5OfP8gYGBvZwZ7v39XheHB3rM6OjoXi4PDwWl1CP+D8GjoY0PBeccAs/0fgrcr6rHO4eU8lHTz0PlM3m09eNPae+B7Kuzlk2/vIh1//tfrHnOa0ELRCqoDA5g0gxTrxNUy7lttSzhrEWFMd47hPF4HLaV4nCUB4aoDs4Bl7LrjnUMHX4EulTLXR5cCh4cHolA6AjXaWAbbWQyRrk2hJERrZE2C5/yZIJqjfKCudRH7sYrQe9Jr0TYhMimEJSxssTO315Lz/LlCKUoDQ7y5P/8T+LeXkrTf6ObY2PsvCLPF9/8w/9lybPOJeyuk05unem/DMsMHfFU7DW/I6LL2iS/+SzxU/4GWeqauXng92wAlOfMAWnue4nmKAKH3I+Wbg+FR9u58kjgD43Zo31MD0b7k/okU3ddBYAud5PWJ1n87PPZ8av/4J6ffhZd7mHg6HPoXbUIZyXZ1AhBuQvvQQV5Zq9LOzjjwSukDrBpisQgpMYBSAXeTbsuSSTgvQObYU0HJQRCAaUaxnlse5JlL/4IKq4i4xrepsw65nkzrk1pfRemM7VHP2QQM3DE05jYdBUyKDF03AvRpW6EEKTNUXZd/y1Ma3zm8aWBwxg48mnouLbH6xTH0P7nkdgmgM7kGFuuvZzJbZs4/MznM//401lw4hPZdsNvuO2ir3HkuS/DmYz2xCitqVFKSqKD3MXEo3JxghDgyI9f5zBZ7kAiJfi0A4AINKbdxnaSXBNRqSJMlp8DOkSajKxdz4U/YUDU201r13Z6Fs6F276L3307IFBzVhMc/TxQMdt//u8z/ahvuobm1rX0HnkmfUedTWloGTosH5Qx3d88Uo+dRwIPx7gc6PF2WYoKQ5SUf9TzSrUeANKpccrdfb//wY8xinPm4eGROK4PR5seif18NLKv49icGqNU68ojLKjTe+QKTL2B1RFkDmebSK2RqoRpN9FhjCyXcVmKSzMQAhkE6DDCe4P0Pnebsg7nLCrQuDTDmgx8/ntQ0nksnE0IhxYD4HUZ105R2rHk3Kcx7/THEVRijB1DiZSBY1bTv+Yo5px2Gnd+85sMrlpMJBTee0wyxuxTTmbnlVc+YB9nnXgiYa32kMbnUDoe/9i+/Cl9dyrAdDroQAAOb31eFS41IMA5vHMorRGBJxExLmnRd+RKbv/6twAYOvnkh/w5PZwcSsfAn0IxDgd2DPblve7/nK3XXv6gj7vzp99l9bNfRWVg9l73eZOBswRxhO20EWGAQyCD6UJO7xBuWqykQyI/AmEJH81jx1VfwqUtZFime/4TufJd53PyB99NZ3IcgUWpcK/3+1N4LB6TRZ8LCh4d7JPQQQhBs9nc6/Z6vb7fMlzmz5/P4OAgV155JatWrQKg0Whw00038ZKXvASAY489lqmpKW655RZWr14NwFVXXYVzjjVr1gC5+OKTn/wkWZYRBPlG1hVXXMGSJUvo7u6eecxVV13Fq171qpn3v+KKKx7RTgCPdXLrJY/3uRX1HniXW/EVdqYFhwjt8WHWfvcLAARxhDKSjjE4m6HDAB2XQIDNDM5YlJIkY2OoKEZFITazSC3wVuCzDGtTgkqVvoXLMcYRhBYpAwgivPdok4Lp4JDIKMTHZVxUA2HJfErQ38u8pzwRFYRMbtpEe+NuKuVBkm1TiLVfwi97DhMjlg3f+C5pvc6cU05h6XOfS3V2HzLu2qNvrV27Zn52WcYvXvdmjnn7Wxg87qnYtE559nzCuEJ6+adhavteY+Mnt0NSh/sJHSrz5tF/9NGMPoCzw9FvfRPJ5IaZ36Pe+dMX/gUFjz28taighG1PkYxvA9egfk+DrsOezdDJL8e0m4AmSxTeGrJ6immOoUslwr4+vEnJw3slUsjpqiGFTTJQEEiNMRapJM5ZkAEOkEoiZAQ6wFsDuJm8SYIIH1cZv+tXdEY2IqSiOnc11blrcCZh+ObvU1twHEPHvRCbNlFhFR3XSBrDdC04FoRExbW8WqlTZ9d1/4NpT+7R7/bIXYzf+Uv6V579oBUVBYcuJumw7sdf5+b/+SxHPf887rz8hxx26tNJW3X6lqzEe09naoza0EJ0XEZGEUpKtPT5AnEQ4LwDkyKEwrt8HipkPu90xqCCCABrcgGhnHY2cSZFeZNXZVqDcRZVjvPINRzNHaPgAjITUjnpNYismQt5dQmkwnlDadZh1DfdJ/R2WYfGPTcx9Lg/Q+7nhayCgocLm3RQwR9/vEa1/Pq9PT5Mz4KDU21aUFBQsD/p1CdZf+n3WHjEYQwc8XR8fRfJ2A5c1I3vTBL1DEIQIYMY7wU6LuM6Cd5MInSIkAprMqSCrNUgKMUgJUIGeODebQolMlQg8EEVnzTwQmEyi3MCJat4JzCNFmp8Pb4xgSkvJezqwtMhDHqI+uaChSve/Xfsmi5UaDz36URhGeE9WX03c55wFuu+2EfyOwVpMghY/Zd/iS4fGmLMRyouywgrMWk7IZABKsznpt5ZhA5ACJy1uKSDR6FCj7OKxt3b2HDhhahSieV//hJUWMwnCwr2hc7U+IPeZ5L2fRHcv3ufcwibYmUAQYhWElSQO2I6cmcHIcA7XJYhqrPwJsN1GvQsPZ2smdIZneLXb38v85/yRNLmJqLuucW1YUFBwWOKfdrdOfHEE/nc5z7Hxz/+8Rl1j7WWz3/+839U1kqz2eSee+6Z+X3r1q2sW7eO7u5u5s6dyyte8Qr+7d/+jUWLFjF//nw+9alPMWvWLM4880wADjvsME477TTe97738fd///dkWcYHP/hBzj33XIaGhgB45jOfyQUXXMB73vMezjvvPO644w6+/OUv8653vWvmfV/xilfw8pe/nP/8z//kjDPO4KKLLuKWW27h/PPP35fhKTgACJGHVXjvcgsnlS8ye+9BSPAOrYvNy4JDA2sykukJc5YmeOOJKyW8ihDe51baQqHjfPKbdTrIUkxQreGtRXsHCLzPkDomGU9JOnWivj6kmhYLOZufP1KStTqYLMs3AK0BkcH0BqTUAp9OkUyMI8MKjamdlFfMpbJ0IYECOes94A2Di0KCviFkEFIeGsJZi4hqe/Ut6u3ds6+dDtd9+J8QWhP39fGUCy9E2pEHFDnci3d7CuxKAwOc9olPcOvnP8/G734XmyRU5s3j6Le+idJsRWs4F1cIFVCdvarIeC54zCJ0SO/qs9h1xVcxzXFMe4qoe5D6PcOs/cy/4axl0TOewcCaNdh2Oz9fBahAI12G6YAKQ2y7g4ri3E7X5Q4LKI3zIJTAZCk6iPDeIpXG2/y7WyoPQuCROJ/hTF5pJoWg7/AnwrLTECqgPbaF9uhmTDv/O1jfcj31LdcjVAhSM+uopzO+4Wc4k9K96EQqQ8sBMJ2pvUQO99LYfis9S5+A1D0HaLQLHim0J0a45Tu5eDBt1Vlwwhlc8oHXcuSzX8Xix+fil6QxyT3X/pS4XGXecadhUkNiLA7Q3iClwCQZQhi0DlFRjPd5RIXN7MwilvcCFYcIpXN7UQFZKwUEMgwIAgGtcZAKr8tUZ3VDj0aFTC9IV3LbMpPiTQd0zJwzXk3f6jMZW3sJzmR0L3s8Ud88dl75NXqOeBJx7zyCSh8qiB9sCAoKDjombe+T0CyadnRojQ3v5xYVFBQUHBxs2mHTLy9i2Wmf4J6f/zsLz3w9kc8dFr2ejU9SvJR4IXILcqFQUiEEOOtyAbHWuCRFqhDbMfk8Ynpe4p0D73GqhM8yXDtByDD/XweE5XJeQSw9Wy79GV1DPfStWEWl2kVztE5zV51yfw+msR4fdTF8zTUzbS/198HmNn7zldTmraax+yqe9Pl/4eZP/Rvbf/0b8J7+o47ihPe8h+rChQdvkB8jyCDCpClBFCCm1+qlCvDO4a1FSIlUCoII12nRHp6gvnkz13/kI/QsX86xf/1WSrMHD3IvCgoevcw/7nRu/f6XHvC+wZXHoEsPLPZySRsZhGibYYUGpRFKIqTCSw/3rumSx/q6LEEKx+SmrVz9/r+nvWsXKo454rWvYvDE5dS3XUXfqtfst9iKgoKCgkcD+7QT/I53vIOXvvSlPO1pT+OEE04A4Nprr6XRaHDhhRc+5Ne55ZZbeMUrXjHz+z/+4z8C8NznPpePfOQjnHfeebTbbd7//vczNTXF8ccfz3/8x38QRdHMcz760Y/ywQ9+kFe+8pVIKTn77LN573vfO3N/rVbjC1/4Aueffz7Pe97z6O3t5Q1veAMvfvGLZx5z3HHH8dGPfpRPfvKTfPzjH2fx4sVccMEFLF++fF+Gp+AA4H1uHix+x83B+7wmrti4LDiUUEFI3N1HZ3KMTb+9jOWPfzJWKEyjSdhVQ0pJlia4NMEkLXRURasAXJ4F7r3DZBYdhmRT9VzYEChMa4KgUsOrMLdCEwLvPLpSQQvAGkymycYn8IAvC5QwqHKVQHjMXZczqAKUFJh6A/q7aIyM4VKQOqI6bx4iULjEUO6KH/C8LA0OUlu8mPrmzXvc7o2hd9Uq4p4ehIim1ct+78EJK4iostfN5aEhjv3rv2bVa1+LS1OE9jR2XEVr+G4Agko/g0c9A10q8p0LHps4a0BAz4rTqG+6htaODWz72b+x+Nnvp3vpfJY+//moIMBlGfdccglHvPzFCOFwhPmGbhgSKgXOI6xDaIVJUrz3OOeQyiC0RAiFlAqHQwqVC5N8Ln4QrRQVB3ihQIUID7rchc8yTGuC5u4NmNYE3UtOxkcVgnIPrZGNuLQFgC5103f4GYzf8Uts0qA8eDi1BcfOXNCbTv3BB8A7vE0PxFAXPMLoTI3jTJb/PDFKY3gnq57+51z/lU9w3Zc/zjM/9k2iWi9zjjwZ5wyt8TGi7h4CH+Gnv8a8h7DSBcJjrMGZ3CFFKol3HkR+ieWdxSqFFiLfoDAWqQFnEU5gjMOJCiARViKFxoc1iEJwBt+ZAiERYQVnMzAJw7f8CB3X6D/+WZQHl7Hpu39Pe9cdBNUBulecwo7ffpm+FU+mNv8YpC6qeAoemZh9dHRQQUhQqtAaL4QOBQUFhwY6iumat5ir/vPjPPntH2Zq0w1U5q3KHRzSDl7I6bmtwCSdfENMhagowjtDZj04gw4CJAYCmV+7+/z6WegYrMnXAKIIsgzbbIISONMhbU+w5ZpfMLB0FQvPfjKu1aY10UC2G5RmDVGWw7jbvoyb/wTuvORKXJbPoSrz5hGXLDiDvftqqnOPgoGlNHb+kiNe91yO+qvzECqk1D+b0sCs3zsGBfsH7x0Ci/MBMkuQYQR4hBQza6WIvGDMOwi7anQvXcppn/oIQjtq8xYSlPYuTikoKHhodM1bxMCyoxi5c+0etwupOOlV7ySeFuzuhVQI28Yic8dLH06vz1qEkDgEIg/tRkhJ2kkwU5PUFs7nSZ/9V5LJYcCQNO6kPXorc078M4LSg7xXQUFBwSHKPgkdli1bxg9+8AP+67/+i/Xr1xPHMc9+9rN52cteRk9Pz0N+nZNPPpkNGzY86P1CCN7ylrfwlre85UEf09PTw8c+9rHf+z4rV67ka1/72u99zDnnnMM555zz+xtc8MjA+9zJgWlBg7j/XYXQoeDQo9w7yNEv+Et++4WPcO1/fpQlJ59FYJuoWONtivUBUgZYnxBWe8B5vBSAROkY6wyR9khv0b3deGvJmk2kMIggwibtfEPTC4TN8M5hjMFlBqUDor4uwJO1U0wG7foYlVoZNWcVcmwzsmsIVS2RNjIqQ/PzRnvIOo6wVsYHbVzSoHHXJLpcxqvcvltHMWGtizP+9V/5xeteR+N+Dj/9a9Zw4vvel9tlZiF61TmY2y7aa2zC41+CeJAJvI5jqnPn5s3xntLAADZrI4REBiX0AwgkCgoeK9i0yej6S+k77HRmP+EVONNh8o4rmbj91/SveRpDJ64ha6V4Yxk87mgUHdAlnAGbpGidb/p650haDaJKDWcyhJAIBSrON7Dyr2WFNwYXSHAeKTw6jhClGG9ShLcIL7AIbHN8RthU7luCnt/N+MYr6Fl6ClM719O/6iyULmHTFrrSizcpXYtPIqoNIYMYZxPaY2OoIEb/TlTO/RFSI4pN4Mck6n5V5Nuu/zVLT38Gu265mie/61+o79zK8O03s+C4JxBWykgV4ZmuhPQOKQTWky84OYsHtAryeWco8d7iMgvTTkNCSmyrRTp9TOswImsk+X3KomsVlA/Ag23VadcbmEYdXalQGuhDtCfxpoNTMYRVpnbemluW2oxS/yKGr/k27V13AMycDwBjG35OefDwQuhQ8IjFdNr7JHQAiLp6aI/t3s8tKigoKDg4RNVujn3x67nkA+fR2LGF3oVH4VrjOJciggpCKyz5nFuHIQaHx+NELv7S0yIIlCRrNNFxiJL5Rrb1HukNHo+3Gc4aXJbinMudIWWLUq2HFWc/D59m4BxGatARUbUKu25AujbumNew4b+/y4avfQPIRQ5nfOxDqLv+Zzp+y2Ou/x96nv4BuhadiDMJUgXIqILS0YN3vmC/YlKDUgpvmohS931iFyHzIjHv8NYgcSAFMo5QgSXsnots7EQV1d8FBX8S5d5BnvTOj7P+x19n/Y//h6xVZ+jIEzjhFW+nZ+GDR64FcZnOWJ0gDtAanBB45xAq37YT9+6D+FxIH0SCcKgf5z04QWVoCLJJqrNPQZX70aUHXwcpKCgoOFTZZ2//oaEh3va2t+3PthQUPCScc3jnp8UMHsF9rg5SCJz3BEGRuV1w6OA7U8xfPIfWs1/Orf/7da7+8sd53KveifQdRFpH6RBUCUolsnYLpESpGKF0rgZm2jpehyjTBJtgA42xAaLdQIchXkikEIiojPeOwBqsbCK0wqUGlyQIIZjcvRkdlWmpElHP4ajWGGLO0aStDNNuoKLcEhOlwHuSySZi/TcwQ0/kf5//59QWL+aot76Ju67+ESZLOf4lr6Myay5nXngh7d27ae/eTWXuXEqDg8T9/QCIICZc9TRUzwLSW76Pb4wge+YTHPMCZP+Sh2THJoRAxzV0XFQoFBQAmPYkyfgW0sYoQbUf8HQd9jiCWj86ruG8JQq7MBPjqCjCKhBeIoIA6SBrNFBaEIagatXcrt86RKgRzuOtR0iQUiGUxjHtyiJlXp3gQeDyuCmp8KaDwqKq/ThnMUkdm7XI2hP0LX8iY+t/RlLfSWXwMDZ+670k49tZ+ZrPUx5alvenU2fk1otpj2yc6ePA6mcQ1maR1vfeEOtaeDwqqh6o4S54BKHDMrWh+dR3bcUkbbbd8Gt6Fi7jZ//4ZqqDc1n9vPNwXuBabZxroML4vuobIZAm32LI41g8zmS4LENqhbdZHt0y/b0kyc8J7wxSarxWRN21PCM5y6DTwSYpCIEqlYiDGN/bi5AST4oNqhCUkFEXzqXouIu+5U8mrA7S3HIrw9d9d6Zfg8c/m9bwndO/eZKp7QSV34mHyjrYtIU3KTKIUGGlEEMUHBRM0iau7ZurVlTtoVUIHQoKCg4RvHN09/dyyuvfz1UX/gunv+6dlAfmIQRgOtNCSYkFsqSFc35mXmKTDj7LpoWVKUEUIoXBeY2zFu8MTog8rsCDkAEyVOhygGm1kLqMQ5JN1KejLzRSK1QYYNIU1b+SnbdtoOQsQ6ecRs+q1dQWLaIyNIAevR6TtkDHqEUnER55LrLcS7FVfvDQYYgzBlQZkTZz50shyS/DcsGD1Pnaj7eQTUwh00lUOkywcA2y3PuH36SgoOD3Uu4f4ugXv5HlZ78IZ/JI4FJP/+8V+LaHh5FRQJoJtBTorI6LevK6TiHy7wPyyGGlA7zsojM6hk87MHEX7L6O4PAnonsXIoo1z4KCgscoD1nosH79epYvX46UkvXr1//ex65cufJPblhBwQNhrc2/5GVusZ9nFObuDd77aYu+B7C3Lyh4FONbY4gbvsyKxSdx2Ce+TVqfpDk5Qqnam4sTVAmhFNJmBPG0S4GHbHICGUWoMACnSZIWSihMRzC5/S76FixD+Fw4JKN7q68dLssQUqDD6czxQKNCTZY5euYehrO5fZq/7ftkd/8aObEFdcTTUf3dpBN1vLNIrYn6argbv4mYcyzX/usXAahv3syVb/8bTv/sZ7j8X/+GSz/8V5z17o9TnTWf/tWrH3QMRFxDL3kccvaq3PJbBcUEvqBgH/DeYzpTuHsrv2+/lO4lpyB1iaA2MC0G8oiRjUyNQXXOLMTIbWRBP8S97LzmN/StXEl17iBpo0OaeEgayEo3YXeE0NMLqQi8IN/M9SlCqVx4JQTWWaSQeOFx1qHIEM7glMamCdgMXepBl3vImmPUt95EZe4RdKljued//x9Zc5xFz3wXSE06uRNd6WNsw8/3EDkAjG24jFlHP5eJjVfSGduc3ygkXQuOo2vxSUi5z3rfgkcxpt7ipFf8Lb/613eRNuvc/pNvsuTUc3jKuy+gPb4bmyXYpIUOSygcQkqMtQSByl3EBAjnZ6Kh8B4ZKITU9zmLTQsdnLN4GaDiSr7wLDzYFIHApRmqWiUslwGBTTsgPFIpnAMtNbqcOyohA6wPqM5bQ1Yf4e4ffoTWzvtc8fqOeiq61ke265aZ2353Ppy1pxi97WLaI5uYbiTVeWvoXXYquhD9FBxgbNpBBvtmZR7VuguhQ0FBwSGDb0/grvoci5/8dmatWINJM7IkQccxXkTIqIJzLp+DSElUKoFJcc7jbZo7PZS6kdORcwDOpKhSjJQRIPOoAu/z+Cx/73zF46XEpw3CkibJcrcHbxVaZagdV8Ki05m6/U7uvP5/2HX11YS1GrpS4ej3vI3q3MPpe8YTAY8Iq4VT2iMAoTWu1UEEEisUEoH0FlAzrrfee0yaIVxKuTuGJMUGa+i0Msrlg9v+goJDAe89zeHt3PzNz7L5yksRUnHYGc9k9XNeTXXW3Ad8jktTwu4+TGrwUmC8vq+kcyZ2hlwsn7YxFlCSqLeE6FqBX7AcSj3FGmlBQcFjmoe8wvuc5zyH3/zmN/T39/Oc5zxnuhpv7w1lIQTr1q3br40sKNgTn2++SnnvenN+ayFwKDhEcfVd+Q9brqZ07EtQOkQFiizpEJTLkBl8lpG1W0ipcUlK1NuHquaiB5tlmLSDDkKyRhPhBX0Ll2Hao6iwH69CrEkRQoG1yCAEk4LLpqNiJFhQSJIkQQSa9ugw8dxT0IsfR6AAFeCFI+oJwSYwuQ13/fXIRafgK7MZvuaamf54a7nz699kyRPO4fbLvsWWa69g7srFhN3PQKrf78YiS914ZzFJA98YRshguiK1cHEpKHgopPXd7Lzmawwe9UyEVHhnmbjrV8ggZnD1M9jy409QW3IK/Yc/ni67iawxgS3NI+4uI3XInJNPxGUmt8at1PKIm1Ipt8J1jmyyjgwChBdIrcnSDmFcxmUpUkikAK8kuf+/B5thhEfY3BFCBhFpZwo7uZ14YBFCSiqzV+KtIZvczfyz35xf4JuEnb/8Iq1dd7D85Z+iuXPvuafLOuy68TvMPfnleR6tzZA6Lv5mPMYRQnDTRz7OqW87n/rodppTu+lbvJza4BB9QR2RpDjbwLoA5zxSesIyZO0OXvjcmcFbvM03CVRQAnlfZqpzHpvl8RQemSexGDOty/WYdoozlqAUYxoNCGMC10I6S9p2eCkQ3iJ7uvLvYZNgJjciKv0M33UlutLHgqe9lfauuzBpk8qcFSSNYcbv/OUe/Yy771tIs2mL4Zu+RzK5/b4HeEdj640IIelb/qTinCg4oJiks8/RFXGtl8mtG//wAwsKCgoeBXibQnsMkgZx4MiEJIw0aaeDkDGuk+IFmLSDSROUCtBK4JxFhSW8s9ikk0fISYmzDqFDfKeF0QFCaISS+XV9avKoCS9yC3Rj8iIiHOXeCmQtmNqBiPpI5z2B6z56AUe89jXcfMEFuVvj+Hj+b+cY63/6P5z6pvOJa12oP3ANX3BgMJ0WMgrwLo9cE8bgdQAiLxhD5GuoOgzBp+ASMkrYTkIyOUF5YOhgd6Gg4FFPY/c2Lvrbl5I0Jmdu23DJN9h63eU87UMXUh2cs9dzZBDgOi10GGKFxqQdAm/xFnLFgwTnpiNoJFoLVFnh0iYqqmLaKaLTJCjvm1taQUFBwaHAQxY6/PSnP6Wvr2/m54KCg8G9sRW57Z7Aw4wyGXKxg5TywV+goODRSKlv5ke/7TrU4CrqO3fQs+gwcDYXInhPGFewxhB0dSFkHkXhnUVpBTbCpHllSGdklLCrm7hnLtK0MFlGWKnmm4cCTHsKoSOkjHFZm+bEKGFURqkQhGDLxRfTu+ZIxpsd+vrKuOv+E73yqeiFJyARoELoX0JWmU8nddiJHUR9fSQTEzP9GL/1NpY/6VUA7Fx3I4ML+7GdBrLSi03bONMBQAYlVBDPPM8mTaa23sjkpt/mi0JCUp27mt5lpxWxFAUFf4C0Oc7wTd/HmYT6tpvpWfqEmc1Rl3Vo7tpAZcFR7L7qK5SHjmbr5bez5NynInVEp5GAbbLx4ktZ+rznIJRH2AxrLbYxhZYCaz1htYbQOhdReE8UBHhAqXuNbAXCOYQCpEaVNRgDUuC9w6RNsIbJO66itesueo944rT7hMcJx9SW66gOrSAd287EhsuB/O8CPLDY0ZuErDVBZdYyTKeOSRpkzTF0uRsVlvNN6oLHFCqKEELwq9f/FbVFi5jzxCcydM7xpO0mtns5KtB460jrk0ghKQ/MxiUpOpAgApzJUEGIm45R81LgnUEIlYt1pESoaZcklwsiRBDgjQEUulIBBNY6VBBzyYtfzOP/7l1U588jLMfgLV6VMZ0Wrr4TpEJ1L8CHJfpXnUXWnKC++XoaW29hzumvYvfaH+WCiPvRveTxyPC+sjyTNPYUOdyP+tYb6V58IlIXdsUFBw77JwgdoloP7fGRaRtu8YefUFBQUPAIxlkPUQ17x8/Qy5+CrFUxDlS5hnIZVgg8Ah2U0EGItxZLgNQBMgjwTmLaTQTgEkNQLSOEQpbyogfvHN5lmDRDqQCTJKgwQAYavEMJDVkD4VKQGl+bx+51dxHUahz7f9/Mui995b6K4mnGb12H0iGd8R2M3fpd+laeSal/8R7X7QUHniAKMZ0OEgVhxPSC6R5OuM4ZhLeAI0kkKhQ0Nt+FzexBbXtBwaGAzTI2/Pgbe4gc7qU5spOt113Oiqe+eK/5a9DbzeSG26kumoeKAnSplEeDRhqByAUO5Hse1hoCmwEW0jZZMyVJdhP3LyGpjxBW+mYeX1BQUPBY4iELHebNmwdAlmV85jOf4Q1veAMLFix42BpWUPC7WHvfxDtXMfo97NfyynNPGBaWeQWHFokVyNpsfH0n5ob/Rj3tI3TNGqIztgubpqhSFzqKsInBOwMSZKBxXub54ZlFCtBRTNqsE/Z2QTKBGZ1Cz15BoAJMq4EKI6TWOBWAtWQmIYgjyt19OGPBGeLQsvicJ4MKmLxrCybRVJ/8DuyuDXTuvhVTmsvWy6+iPT7K4qc9mdJQL1nd0h4Z2aNPpcFBksYEAHFXb15gIBTJ1E5GbruEdHJHfl/fQvpXnU1Q6cd7y+Q91zG58Yr7Xsg7GttuxnTqzFrzTFRY+C0WFDwQWXsS0xwla40B0Np9O7rUxeCaZ9PYdhNZexKbdeg/+ly6Fp3E+PofM//JT2Vy0xbq92yhf/VqdLnMorPOxkw2ELUqKIUOA7xL8UoSVCNMJ8M2G+hyCaUjcA5rM4Tw6LCM9w5rMgQSgUFpAc6Ah7HbLqe16w56V55Bz4rTCCq9+Cwjqe9Ch2VK/YvwnTa7fvVVWjvui1FzWSfPn/XuAfuu4xpJfTe7rv8mtlOfub0ytJK+VWcidCF2eCyRtVoc+453cPUHPkD97rupX3gh2y67jGP/9p30rT4SqTXWZGgbM3LnWrIsoWfeUpzQgAcd5uIdrfE+dynyzgMpDgFpNqO7UaUYn7YwzQQEyCDMK268B6Uw7SnO+PQnkVojK924dBLbmULHXXn+Kg6sQ7oUkTpSk3HHV97CvW/gsg5zn/QXNHffTlrfjY6qdC8+mbBraE+R4P2O+73wbibKpqDgQGHSDiqI9um5UVcPzhqSqXHi7r4//ISCgoKCRzCtdoJafDr29osIjno25p7rEPOORdR30skcRL04HFmnhdIBUVcPaIlE4qzFtJogfb6RrcFmCSqKsGkTKTSevJJf6SCfi2gFzpE2G5h2kzCOCcII0R7BtcYQfYuoLR1ChWWm7l7Hziuu3KvNpaFZjG+7GyHAJg2Gb/oeQ8e/iPLA0gM/gAX3kaWIIEKYBJMlgCLQ0/PX6fVTKRQOECJAhQ6TeDZ9/0cc9sIX4ExWOHwVFPwJpM0ptlzziwe9f/NvLmHp6c8kLFf2uN20G1Rmz8Z0UoSQOBnivSMvFfF4Z2ccWVQY45zET+wgSSRoaOxaT9S7iMmNV9C77FSCSjE/LigoeOzxR0u8giDgJz/5ycPRloKCh4SH6S95sYcKUkhRVPUUHJI0JxukK5+P7FucOzjc8GVkEKLLvcS9/ehIT1tXasJqLV/EcA4hBDqKCcoVZFRCSE1UrhCFiqDSja8twDuPlwJdriB0gDV5VaqQGqkC2mOTqDAmLJcJqhVEtRcnIyY3b6W1/R4IJVtvuIOsdwmNTpukPsLg8cuYc9Icwu6A+vZbaO+aIJua2qNPS1/0fDZeeREAhz/5XKqzD8d5y47ffmVG5ADQGbuHHb/9CqY9ie00mNp89QOOUWd0EzZtPmyfQUHBo5326KZcCHU/pu6+ltF1PyHsmsPgUc+ka/6xbPr2+7E2prLgTKKePqoL5jP/jNOozptDubdMpb9E1N+DKpURSuG9I2u2wYDNPCoICKs1ZBjnzjJhSBCX0VFlZoFNKIVQEhnFeB1jHJisQ/fyJzD7CS8l6l9APLSUpD6CUAETd/yCkdsuIZvczebvf3APkQNAe+QeavPWPGC/w67ZSB2x85r/3muzt7lrPZObrwb3wAKJgkOTsFrl6g98gDVvehOnfvKTnPi+93HMX7+NzLX4+f97a76oFIQEpQpzjjqZWv8cEAqp1PT3q8dZi5+usEQqlFaosISSEqnzKhxdKuGyDBnEBJUqOioBAl2toGs1hFboau7AJKQC77GUIRzAyipexgS9Cwn6FuLH7ib5zWeRaYuFT38HQucbxI27b+CO/3oHWtfoXfIEeg47lZHbLqE9uhln73N5UGHlQUYDQCCLXO2CA4xNk32PrujKF2+bo7v2Z5MKCgoKDgreOoangCWnk/7mcwQLj0fhSMMeZNcshAIRhOiojC5VkSoEL/BSgoeg2kVU6yWqdhPGJaRSCJuighJCh6CD3BFVSAQCHUXIQBNUytMiZEmaQrNTxvUfSdLuMHHbz9j4nfdjGjC1adMe7RVaM3DcGnoWLiWrb5m5fWzDzzFJcT1+MEkzgcbgZAAOlJIIpfPPXkhmgn+9JUsNxoDWjsa2HUS9vdi0cVDbX1DwaEdIiY4fvPgqKFeRM06X9+HSNmElQgcROIk3CSpQM9eJQqr79jukJJlokIoa6Izm7pvoWnA83llaw3cytfWmfM+koKCg4DHGPnnZnHnmmUV8RcEBx087NgjIL97wM/Zr3ntcsVFRcIhS6hvkp5/6O7b4JZgTX0+w+lkonxGWNEFcJaz2EXX1gtJYk+B8vgDhvSNtt3AmyYVAWiF0gPMe5RLicoxrp7jMTbuiuLw61SSYVguBJ6iUMe0Onckp2lMN2uOT+NSgZJ1Zxx1OOtXiiv/7Dibv3EF5/nLigW7igR7K8w+jNb6J2tzjufbD/3xfZ4Rg2UteTMfVaezaxlHPfSWBNKjybCY3XvGAE3JnEho7bsOZZK+N2vtjWnvbwxUUFICzGa1dG3KB4O9k6LqszeSmK/E2Y2rr9Sx42lsYW/sNXLqLdKqVi55KlelYV4GwGaFIIWshhEOHIXFvHzLUmFYLa/NqdtdJsNbmkVPe5X9fpAA8UgWIIMA5g0+aaAw6iJBhhNBxnjXcnCAeWMzO674OQO+yUxm+/vsP2L+wNkDct5DKnCNn5gUAcd8iho55LllrApe1H/C59S034LJiUfaxRNTXx9BJJ3Hlu9/Nb9//fhY86VT6DptF0tiFy1Ku+Oz5uCzBQy4AUAoVSLw1OGtwwqOCCCnV9EKVwzlwzuK8RyiBSzu4tINUCm89LktxdnqeagzOJEilUdpT6usm6q7mYsN2m3Syju20cTbDS03nkg+SXvc1AFTXEOPrfsGSZ7+PRc98FwvPeQdLn/t31Dddw+SdV2KzFjapM3LrxdORLjkqqj5oZU9l9gpUULghFRw4vLN5BMw+uvDd6+LQHNm5P5tVUFBQcFCIu3u59cffZu2Nm5AnvBKftBAqIC6VCOMSUXcfQVwm6upBRyWsNbmY0WUgwFuDv1eEKTUyzIXEfroK2FuLsxa8Ae/I2h1slpE0pvDS4YzFmwyXDnPHf72ejd98JwhY8py/Y8ull+/RVhXHnPwP57N17a9ZefZzaY/cMXNf1hjG24z2yAidkRF8sT53wLGmQ2YlWliCOEJHcb5uOk0eY+KwxiKUIggk13z4nzn+XX+DMyO5S15BQcE+E3f1csQzX/ag968696XoaO+InyAukWYOGUh0KURFZaSejp+5Nzpoel3FZxm6GqEjmNp6LWHXHMKu2bRH7sTblGR8C84Wbn0FBQWPPR5ydMX9WbRoERdccAHXX389Rx55JKXSnpa/r3jFK/ZL4woK7sVaO7MRC+QKdgHC+/tN20URW1FwSCKk4viXvZVff/o92LTD6uedxxHnvgztBT7rIGSKU2FePZpIEOBSg5Qe5WxepdFqIhwo30FphSUm3X0nsmsO2BCsxEuJwpJ5iQgECEcQCKwFoWK8F3hSvG1TW7QCZwW3//enKA0OctOn/5UT/uZtdB+2EJdMEIV9lHRAaiyP/+hHmLzzTqTQ9K9ZQ3NiJ1M7N/GMj3wFiWD75b9hqjZGPOfBrbXbIxsp9f1+K0xZxFYUFDwgQkhkUKKxbS3di09m4q5f7/WYZGqYnqWnMHLrxQwcdy5hZRCQqKCEEikgcDIg856J9ZvoOWwRorkbVx4gSzJUFBGUIpSWIPJvZm86eB/gvUfqEIHHZRlIhc8ctt1CaYUINM4bvMkFjTIqg4OR9ZcQ9y2kNn8NQkVkjbG92j3n9NeQNndTv/0mavOOZtYxzwNnEVITVAfwCLLG8IOOjbdZUfHwGCOsVjn6rW8l6Orizm98g0tf8384+4v/xpKVh7FwyV9CqRcdhGRpQlpvoEsVslaLXKdjEUGcCx5MBkIipcRZg/cidwdRGjldqe6FQEiLdy6vpJMKYfNFZJuleK248V//nbinmyNe/ueUesoIyiAFNs1IfvbPeX72YWcQrDyLzDmcSdj47fciwzJCaWx7irBnLkue+z6y5njeSe9IpnYQlHsA0HGVoeNeyK7rv03WvC9KKu5fTN+KpyD3MUKgoGBfcFm++Cr30dEhrNSQOqA5suMPP7igoKDgEU7c1cspb3g/P/3wm9l4xaU8/cNfIrIdgpLHihhsCxHn8W9SBXhAWIdtdlBx/nfUZR7TrqMDiVcR3mX4IEYIjYD8dy9BSoTWYBKiUgmJRHQHdHZto7W7xbIXfwxl6riNl4PpcMRfvJLDX/JiJu/YiK6UKc+bi9eWrmUDTN512R6xcTIs09i6jV/91dsRSnHY85/P4qc/nfLs2QdnYB+DxLVuTNrBiQCcyK+7lAbhkFKB8HhrkdLjjGXszo2seetb0NWYXdd8l9LjXnOwu1BQ8KhnzprHMe+409h2/a/2uH3Zk59L76LlD/gcl4HNppC1PowxSCnBK5wjd8QUYjqu2yECjfAKY1L6V52DR9DcdgP1rTcAoOIuhNyn7b6CgoKCRzX79JfvW9/6FrVajVtuuYVbbrllj/uEEIXQoeBhQQiBFzK35Jcir9oUAoGfETgWFByKCAHrLvoaZ7ztn+lMjdMc2UlzeBuVWXNROgKtEc7gjUFKEEGEd46s08C2E4JSBaXyjUQnyzRGtqOkh7Af4RQyVKACEALvPFJ7lM+r7ZwXpM06zdGdbLriZyw99SxKvbNpjdXZdvFlHPG68xDu1UShIKCOufqL+M4kvn8pevmTcbYFIaiBClmnxa//4wMI7znmRW9g3ee+wraf/xzb6XDUm99AZXEXpj3xgGOgogrDN6wl7l1EZ/zuve7XcRc6rj3Mn0RBwaMTIRVdC49nx2+/QlibRf+qs5m6+1qy1hi61E33kscR98wjbUwxcOQ5uLSFzVqosIY1hjQ1BFGEDkFLxcAxa2hPTOCCGtpbwnIAQiOFwEmJcA4ZRPl3trXTlUQeb7PcUcI7hARZKU27PWQgNAKLs4asPoaOa/QsPhlnEkZuvRjvPAvPeRvp5E6m7roGFVfpWX4qqIBd1+euD/WtN1LfeuNMvwdWn8vEpqvpXfq4Bx0bGZQQqlgIeKxRGhzkmLe+leUveQn1nVtpTraJZq1GZs18vgmoQBOGtVzAEGh8ZkCFKKXyiCch86oaIfKNA6VwLptehLp3Yiryx0bhTBWdF3lGtogEGMPqV/w5Umu895jM4G2K1CHKZ0SnvRG8x5mULGmw67afMOeM15BN7mLkhh/hbUrP415MZcFRmKxFc9d9sS7eZHv0OSj3MvvEl2CTJi5roaIqKqygwj0F6wUFDzf3Ch32NbpCCEHc009zuBA6FBQUPPpxziFpcdb7P0N95w7uufoXLDjxDEQUYV2bsNoLCLzJsFnuCCXjCKkFxjhs0iKIyui4ihAO4S0i6sLLfJ4ivJve7Jb5mkGzBWGICst4k1Dfvo2sUaf38CX4n34QceLL0AtPwtz8LYJSD3rJGZRPO5m0OUpY62PXDd/EP0Dlf23ecaz918/T2JLHWdz4sY+x6Qc/4Emf/WwhdjgA3OugJ4MQZwxCSYRQSCXvt14qEcLjrEcEET3zewkqJXbc9H2i7jm0d4/iMklpYOBgdqWg4FFNuXeQJ7zxfKZ23M1dv/ghUgcse+IzqQ7NJ+7qfcDnBOUYaUKy9hRBVEGoEIHIfdiFzK8tpURYj00SnPXouBuBZHLLb2lMixwAuhedgPwdF8+CgoKCxwL7tLL7s5/9bObnexfyxP2sggsK9je59bXP872lzO2Ep4855wqVQ8GhTdzdT8/8pfzsI39F32GreOrffR5vPCIIcwtKPEJqvDP55qKzmKSDDstElR4ATNIiL0e1VIfm5pWlzuFkkCuEnc3zO1W+WemtwmnApjjjUEHMyqe9CB2VMK02dCwLnnYWP/3nN3PsS97EwqPWYMdHUMvOQOoIG5Rpjm1H9y7k8k+8lfbY7pn+SB1A4rjn4otnbtv43R8w97QPkExse8AxKPUs554ffZclz3k6Nm2RNe+r0FZRlaHjX1QIHQoKfg9BuY+uxSczsfEKgsoAtQXHouMaHo9QAdKmTNx6KX1HnUvamKAzugnbHANZorroVBr3bKPU101YKxMEmrirK68mtxabpKhYYL1HIhBK4rIEoYI8F1YCXuAEYD3oIF90NRlCSRBlXGsChEQpjQ/LufDKZrRH7qRr4QnEfQto7r6TqHseQ49/Ma2RzYggwrT2dnm4F5s2wWV479DlHkxrYq/H9Cw9BRlWHq5hL3gEo6KIeNYAE8Ob+eHfvpDanIU86Z2fIixXUTrAJQ4fBDjrUDJAhBohBNYYhAQdaYQX+aKyDvJol2lHJZckAEglkVEM1pJ/V6v8nMPnAoowRPf05hEXzjN221o2/+CHLH7605l13BG5+4MQyFI3AD2LHkcyuoV0apgF5/xf2iOb6Exuo7lzHZU5R5DW7/uujXrm4kyKTfM4C6RGRxXC2mBx3VZwUHFZfn6oP8FJJO7qLaIrCgoKHvWk9WE6I3cT981nx2+/zNzHvZrZy9fgBOTf1NNiBQRSSZwTyCDEG4NHoUON0vn1vPcWj0aEpdzBodMGHYGK0FGAsxZrM1S1gssMNmnSmhxDhRGlPo9Y/x3EMS8hoQ+TQWfWqQg8ZW8Zu+G/8Taj1L+YgZVnMnLbJXh7n6Ay7l2KaYRU587bo3+Td9zBrmuuYckzn3lAx/WxiLMZ3hkEMj92VC7CBZEXipEfU05KlBa4tIWozWLk9l+Dh/4jzmHyzq2kU3cXQoeCgj+RUk8/pZ5+hlYd95AeL4Qga7TQ1W5QEo/BT6/VMi1yAHIXXuUQAmxi8XaSxtbr730Reg9/IkGl/+HqVkFBQcEjmn0uYfvmN7/JhRdeyObNmwFYvHgxr3zlK3nhC1+4v9pWUADksRVA/uU+vS77u8uz3jnCqLDdLThE8YZVT30ewxtuYuyudWz85SUsfvwT8anPc+6zNJ/7CkmWdvCpQWidZ4dPT4olCu8MJjVQCsBZfJbh6WCDiLBSQXiXL5DY3GbbJRZkQFTuptTdj3Uebwwilug4ptMY58l//WF0FJJZhy/1kYzcjU124YGuw07m9p9etJfI4bQ3/yPr//PCPbrY3LqV8ds2U126ivbIuj3uqwwdx/D1tyKV4hd/+SaOf/c76T7sGGxaRwZlKkMLCasPfDHuTL7J+acsphcUHApIHRJ1zWbo2BfQHrubrDWOiqvYTp2x2y9n9tHPZuCIM9h+5ZcZOPbP6Fr0+DzX1ytcZqksWJC/TrWKTRNc1sI7cB6ctahpJ5m01UYoSVCu3mex6ATepAilsDbNhYpK5pXwJs3tVFWE0JqsMTotatSEXXNQpRo4jwzLdC04hrQ+StacoNS/GJe0qG9b+6B9DisDmM4U47f/goGjzmXiritIJrYCIFRA95LHUZlzBHvPKgoeKwRxma7ZC1h6+jPY+Msfcenfn8fTPvQlsnoDoTXOWYQQSBuCs7hcooCSmnRqEiElQaUG3k1HV5BnHlerQC7Udc7kAkLE/2fvvQP0uO5y/88pU966vWilVe+2Zbn3OI5tUpziFAOBkEIISeASIMCFQHIhhCRwufRyKT8ukEIIiVOdxCmOU1zibsmyrWJ1abWr7fv2mTnn/P6YV2spkg04tmRL80lsSzOvRnPOuzNz5pzn+zw4DFJIhBTYOME2G+ASrHMInaf33HPo3XgOzlgMYEzSFkZITLOGjerk+pZSHN5AY3ovCOhcejFJc46JR58UDxYXnIWQitk99zKz6655a2np5xnY+FqCjiGEVKeiyzMycPNCh2ceORiWu6mOjzxbp5SRkZFx0okqE+z87PvJ9S2j65yX03v2q5na+X26Fl+E9vy0MAGFSwzGJvPPbZvEkBik7wMizWIXAmcMwtPp+7qUyLCMSRIwCSa2CCHS+661oBQgCfPdWJMgvAJ23RtI6nVkqJnctpk7//b3EVJy/Qf+Bq/QRzQ3QmNyD84a+s55FThHc2YKQY5Dd9zDri98jOU33nhcO3d+7nMseslL8AqZsPi5RAiFE2DjBO1rnHUgLY4nbe+BdCQrPAwGUz1McWglXv5i9n7t2xSHF7P/61+n/4ILTnFrMjLOLFSuhG5UcXELGwtULsQmcSqmF7RjENsKOKlxxoBsoXRAz/qXIaTEL/YjdJi59WVkZJyxPCOhw1/8xV/wL//yL7zpTW9i48aNADz88MN85CMfYWRkhF/+5V9+Ns8xI+NJrEurP9s459LMwVN3RhkZzzlJbZq9N/8mF7/xnbjcAGOP3s/0gT10L1kDJkEqDVJisWgZ4LSHSUyaedF+oXVKEDdaSK1IWjWEUJhmCyElYTEAIdMoGGExUTO1ttQa02iQkCCtBOdQ2qF8gYkVtT3fwNkEgM5VN+Aih9e1Cl9A9dBhHvzjv2X9z7+d3hVnM7VrM7mOTvqWryGuJBz+wT3HtfPeD36YSz/8IfoueAONiT0IIVF+N7s+fwvOQu3gQaLZWe7+zd9BhSFhdzfR3BzXf+IThD3H2mFGtRlaMweojT4KSPL96wlKAwSdWXVCxpmJtQmV/Q/SnBkh7BwCIakdehSbpAtOswc30zV8HkOXvJ7W9D6qh6v4HYvxOxdgE0tl1y4KCxfSGG9hohb53h6EFkjr8HMKaxJUGKCLeYR1bZFi+3ltEpwQCJgXRNh2hbsUKq1a83ycNXilXkyjgktaWCFBBkhPYqMWJC28sISzCabVIKqNU1q0gdbs8U4w+b5VtOYOgbOYqMb45i9RXnwBHcsuQfn51LI/KCLbrhQZZyZxq4m1lrNe8xaWv+gV7LnrG2z75mdZc/0bSJoNjG2hg1y6YOD7CMAYi7EJKghwzuHS8NR0PCoEWAPiKBGBBTwNJl14cCbGGYFNTJqT7drXiY1JGhbbaICShMUQ15hJFzZKBazSSC/EOUt9Ygd+eRCBQCifxuTuNO4iKFFatAEhJFF1grl9DxyTn22jOqP3f5qFV7wdL39i69SMjOea+egK/5mLUHMd3Uzv3fZsnVJGRkbGSac+8jiNQ9uIpg7Ss/EVJK0K3cuvIKrNYEnHzEqBxaF1gDV2PrrCeV46tnYO6aUW5UnSRMYW6QfIdryW0l7qhmpicAITtdr/baRRB9KhvXRezVqY23OAez/4Ic75pV/gZR/6V0YeupOJ7VtZevlLsFGD1sxBpPJpTtRIIsvdv/EBGuPjuCRh+Prrqe7bd1w7pdYIKY/bnvHsYpNmKiz38lhrEdLinJx3c+CIm5cDE9WRWmEQ6LCb7777V1n7trel4vUwPHWNyMg4QzFxhLMapEUGeTBpDI0AcDx5DzUWh0IQoTwPE9Xxy4PYyGBaltbhJ0i6evBL/eggE5dlZGScWTwjocOnPvUpPvShD/HKV75yftu1117LmjVr+NCHPpQJHTKeVeYzjSG19gXkUS9KR7ZnZJyuNA7vxLSqjHzzT1j/S1+gd8VaTGTTiujEgRRIqRDGYk2MVArJketEkCRpNWmQ83FSkdQMzoFSEhX6JM0mWut00iNOsLg021OCUILALyGUxBmLTRJsq8nsrm0UBs6jMfkYJqpRH72f4tDltKaqNMYnUL5P99q13P6z76Bz9Wpe9Ae/TnTPP+Pu/RZy/RvpO+88xh966Jh2Kt8n7O7lG298G2FPD85aKrt3Iz2PF/31X/Odd71r/rOm2aQ2MkJx8WKCzs5jjhPXZzm86fPElbEn+3BiJ0HnYrpXX0fY1f8cflsZGc9PhNToQjdM76c5vf+4/S6JsCjGHvgiA+f9OLnBQjoxZlqInE/XmpU4axB+DpE0UTLBCp/EGIyTSJXgWgaRSGLhodrV8FLrdtyUTG37nUst/o3FWYcTCqUELm7i6tO0olYqXnTgBwVEO7ZKh0XiRoKJmwgpqRx4gPrh7RQXbmDg/JuYfuJ7RHNjKL9AeclF6LDI+JavzrfPxk1mdt4JwMIr34GX7zwp/Z7x/CZpNnjkc//E2a9+Mw5Ydd3rUe3FA6Qk39WLtSb9WXYa51JHBhMniCCtRj/i+iCkAmcQSuPaAiKhfNCynZWsEBic1G0PkQQt2xNXDiwKJeqIwEuzWKVCdK2AygGaMweZ2Xc/SX0Gne+kNLQBv9jHyN3/jPRCigvOJt+/Ghs3qezfRFyboGvV1UgvxMaNY9rsbEL98BN0LL3opPZ1RsYRbPQsRFd09NCYmcTEMcrLcogzMjJeWFgTM7n5VgBMq0plz0PkBpbTmtxFqANEsRspBLFN3/OtseBABbl2ha9IhQriSNmPQ/sBLo4hapIIiQpyJCZGOIcDhLPoICRuNNIxS5K6SzWbdVTgUzs4hnOCF/3lX1IbGaFQKlH2e9j68X/nkd/9U3Q+T3F4mKReZ/Ub38jB736X+qFDQOpmteJ1r+OOX/u149q6+o1vROeyCuPnEucszakD+J1DuKiO0zmE9FJPsHmBQ1oAY5MEIQOwDuV3s/UTn8Qrl7GtFuMPPMDSo+b5MzIyTg4mqoPW2DgmIAE/l97f29fvkShv6xxSSuKWwdSqyJzHgVu/Sdea9SStFo6tzOw6TL5/NT3rX5qJHTIyMs4onpHQIUkSzj777OO2n3XWWVlVXMazypGfJ4drW/cdi3MO5xxeNsGVcRriTIKtjCKSaH5bPHcIcr3ghyjhSKxFqTCdvJACU6+TGIvKFTFJghQSpSRxrQ5SIRw4pXCtGBnmSJIIv5SHJElz3xKDaxlUEGBbMcJCVK0wsWUz+b5+vEKRe37n/Uw//jjDL30pF/zWe1E5H+KEvV/7Jvd/5H8f0wahFGvf+HoIisjBszGVMeS2m7nsfb/A3jseZMdnvkBcqTBwySWsffObMUmCDkNmd+wAoLxsGZd++A+IG820avYoVBBw2Uc/Sq6v78k+c47a2PZjRA5HaM3sozF5AOUXMuvMjDMOKRUdiy+gemDTCfeXF59P3EgoLDib0ftuJuy/GCEDqiMHWXjp+Sjfp9WIAImLDTRBBgov9BFSpYtNvpda5AoDSmMbDaxS6HwhvX7bLkwIiRMOlEonaeM6AgG5LrRuphE61nL43s9SGFxNfmgtM3sfoDG5m45lF6ODEl6xh66Oqwm7lyCkR6F/DZ3LLkPqECdg8rGvH1PJfoSwaxjl5Z/Tvs544aCDkIUbL+fLv/7jLLvyFZz7E+9GIPBzeRIpSKIWAtBBPo18shYhQYU5pBKpLbCQWJvgkFhjEViE1Glsi0lSK2lE+pwNfFwUt/9uH9NqIkwECEShA9uotxcvQOU1zOxHSEm+cyFBxxDWxJioyb6v/G+Wvf7320KGJnP77j++bflOTKt6wna35o5/RmZknCzssxBdkevqBeeoTRyivGDxs3VqGRkZGScHIRD6yXvg6Pf+mbU/909ILyBqzBJag7ExQluEKqbjCmuxzpBETSQWGeSwUQJKYVsRUmssoh0BZ0GCtKkQIm408YKAqFpNHaUENOem2PX9L7PsqhvY/R9fZMe//TsbfumXKA4v4ge/8zssf80NrP/pN+AX3sYj//Rxqvv2oYKAje99L5ObNzN2T+rQWBga4qLf/V1Gvv99knr9mGYOXHop5eXLT2bPnpGYVp3W3AhesRdUiBQKbITUYToePfJB59LcQSHAWvbffhtK+6z5mZ/BtFqYVougp+dUNiUj44zERQ2U9HGejzUOayN0mAPh0vdNaAvWHNYadCDBemz9108xfN11mCShOLSAyW3fA6B+eDvlxednQoeMjIwzimckdHjNa17Dpz71Kd73vvcds/0//uM/eNWrXvWsnFhGxhGOJMnh0gH5EUXyDy96ZmScbrjKKM2vfZDgsp9HKA9nYvbf8lGW/8SfYptNEiWwQmONwSYRWIv0QtACEotU4JzBRiYVMQiIq3PgRGp5GUWoIABjkGEOhEQ6CHM5LOCaVVyjhvQExUXD1PYdIFhZ5rzf+BX8UifomLg+ijMlzOwhhlaXueav/5RH//VT1A4donvdWs56y08SJgeojG3DFfoo/dj7iQ9uw9YnWHztNXSuOYvm5BSTW7bwnXe/m6v/719z5V9+GNtKr3ehWgh/hu5lG3nF5z/Pjn//d+Z276b33HNZfuON5IeGjukzG9WpHjzxQi5Aa/YJws7hTOiQcUaic530n3sj41u+ijOpgEpIRXnxRUivQDQzzty+Jn0bX05zYgcyN0D/hRcQxxCZGIsj8H2SVkxSr6MlxMrheRqdC8AKRC7AJjEO8Do6sVELm8Qoz287NThss4nFIp1DSQtCY4RMz0lIBGmaTu95r0Iozej9/07/xtcgPZ/p7d8FHEHnIooL1hFVJ4ir48ztvQ+Avg2vZmbnnfSsu57JR28lac7Nt98r9NJ7zg1ZbmXGPDoI6V15Fn1rNrL7jq+y566v84a//ybRXI2kNosKNF6xDMIRt5oIIXHG4fkBzqZZyPOCmvYsspASpTUIgYkjbGJwpBPLEhBaI4QgaTbwPZlW7ACuNcfIPQ9y6HvfY+1P3UR5eBBnY2ziSJojHN70VXrPeSlT2++gcXgnSbNCefGFzOy847h2ecW+1A3NxCdsd9i58DnozYyM/xpPRlc8c6FDvisVuVbGDmRCh4yMjBccUmr6zn81M4/fPr9tzxc/zNLX/A6mWaNhBbowgEsc1jRRQYhLYlACqVMxJVETENg4xgLCJmAThPLTqLjEtiOyHEHZBxyeVkSVCjaO0Lk8a1/+JloTEyy66moWX3s9fmee6uj9XP+Jf2brxz/F1s/cwtqfegNX//Hv4xA4JJOPbMEvl7nqz/98fmyfG/BZfuN19Jy1hj233IpQimWvfjVRpcK+r3+ds9/5zlPT0WcMjubUfrywh6BnCc5YpBAYa1DteLV0PkggPY+oVsHUGgxs2Ij0fA4/9BBhTzerfvp1SJnNs2ZknGyEzuFweAKMTR2rUxeH9n4p27HdDtNsklRaJPUmq378JlpzFVpjYxQXHhvnO7fvQYKuRUj5jJb+MjIyMl5wPOO73Wc/+1nuvPNOzj33XAA2b97MyMgIN954Ix/96EfnP/fDYoiMjP8ORxwbgHTR8yjrpiMq5CMWbBkZpxMubhBt+jzYBLf7DoavfTf7vvGXNCf3YRoVZKEDqTxEEs9PGAslkNpHS4kxlkSAkl5qGa8VLjapLaFJkPVpCLuRYdDOfXPpYo1NRRPOREhnEJ5PVG0QlkvkzzsLqSHoXoGzNbTXjUliktoUB7//MZZd/246Rm7msp+/HquLyNYEYuSrBFe+m/H7P41NWswdeoyOJS/lrt/4bWafeOKY67dnwwZ03jK377vH9Ue+Zymdq1Zx/m/9FjaOUUFwwsgah8O5p3YWcu2K3IyMMxGpfbzSAD2rr21fJw4QTDzwRfR5ZYLOEnFllrgumN2T0LVC4+d8HJKoUkNJhYsSkKCLebxiEdtokkiBb0lt+S0oIUCm9opS63SxN46Q7UUt4XvIOMI6g1IeCNrONQInBKbVAGewpsXk9tvI9S5F5zoAQe9ZL0MIiU1a1Md3UVq0gamt3wIg6FyIjRvEtUkmH/06nSuvQuc6MM0KOt+FzpXRQfFUdX/G8xAhBFKHXPKO32Z0y33sufNWbvvo/+DyX/ggxUWLSWo1hBcgjcELw/RRKRUmaqViQhxCa6STCBxKK3AO02w7KWgfL5dLJ5edw1mDNQlIhdKKKEogboDUSD9k4VWXsPDKi3FO0KjUEbqPfbf+Ls3DOxm89CdRQYGZbamwoTG6g6B3mI7llzG394F58VKudzkdSy/G2uTEbVY+ud5lJ6V/bric9QABAABJREFUMzJOxJOODs88uiIodyGkojp24Nk6rYyMjIyTSti7lK71L2H6sW8D0BzfxeH7bmbw0jem4wjbQPl5bCvGGg3CIVCpm7lUWOcQ2kMhEEmCFCA9HylcGmfpBeBs6joVxSRRhPR8dOghAkVrro5tpCIKGQhwdcKuQTx/I85GXPCr7yKeOAijD+MtXMOBB3Zx7wf/ABs/KaKUnse1//wPVA7cg4lq6K4u1v/Cq9FBiYkH9/LAR/6ItW996ynq4TMH6eUIO4fwij3YxKGUgaCAbTVRUsFR8ybOGlwrQvoeQWcH5ok76DtnHcZZqiN30rXqZaewJRkZZyZSCUzUxHh5pJZpYZqzgEpjDo/gLC4yeIUQXSggbMTdv/N+1r/9rcjg2LURZw1kyyUZGRlnEM9I6LB9+3bWr18PwL59+wDo7Oyks7OT7du3z39OHFmQzsh4Bhhj5oUOgvTnyVmLUE+qG51z+MEznyTLyHi+4qIGZvTR9NcjmyksKbDmjf+byce/z6Hv/l+Gfuy9GCvQQdiu1AATRSSNBsoPkVqCcYDB2gQRN5HA3NQE+Y7utCqkNQGyF0OaN658H2cMNolBSrwgwBqDX4Z4bg4hQ1QQIipjGCQj93yM8rILKSxYg7UJu7/9jwy/6G2oqIKoTyEGViJWXUGMh23nlTvTon74Hi776Ad5/P99jJE77sLL51n1xjey8JpLmdn9jRP2x+ze+wk6FqI872mzmJWXozCwltndd59wv19cggrCH+m7ych4oeKsIalNMvLd/4/6wcfTCIkji6P9KymvuJi+89cy9oM7Gbj0CuJKhfEt2ygNDxNVq5C06F61DFfsIIkMUkiscgjTIm5ajEmQTqZOMUKAtGllO7ItpnIImVaDSc9DNBs4YxEoTKuJcwnKC1EdA9ikhY1qLLjgjQipaU7sI9c5TFyfwiZNgq5higvWM/7ILQilKQ+fR9A5xPjmLwOQNGeJa5MU+lcju4+t9jVxAxPVSeqzSC9ABSXCbCxxxmHr0+kzbuIh6D6H4YuuYeCsC8BYwnIXxE08ZXE2IrES7flgbKqzxaWTTm0L4KTVRHo+JmrihXmcE+BAIrDWIKRoLzY4sAm4BOsE1hkcApzBRU3qY+NU9++jvHgJQVcHc7vvoHv15ZSvexeiPkV9bAdJbQqA5sQeCsPnUB9/gt6zXp6+d0lFc2of9YmddCy5hJ51L2Vq++3z17nOd9F/7mvawqGMjFODi1tpxrw8Ppbwv4pUilxXL5XR/c/imWVkZGScPHSuzNClP0HPWS9hfNOtuCSitPg8hBfiezms9FFaI3UO5yxCeBib4BIH0iE9D2ctNoqxSUQcJSilQYNwFhNFOBQ6CFI3BmeRno/A0pqexrZaeKUiE1s/j2nMglB4hTzR+B7yXQMw/gS+X8QNn0UsFJ3rlnLur/wPtn/qM0SzswxcfDHr3/EWourjmKgGQFKfJqlPUxy8iL1fuRWA4euuO5XdfEYglaa85EJGH/48fWfdgE0U0ib4QQhSPlk8Zi1Yiy6VcK0Krb2baZlOPKmpjXwHv7gQqbK5koyMk4mLm1A5hPX7EEkTS4DQftvNWmCtTYvTrMUYgwp8HDE0qtz/J3/Fhl98B6VlS6jsvfeY45YWbUCqzM0hIyPjzOEZ3fE+/vGPP9vnkZFxQuYFDkfEDkcmxOZdHk7VmWVkPMcIifDyuLZAwO69Gw7cz4KXfxinPOwRK0ohEA6sNeAMQklwCSZRCOdIohjleTgvtUILSt0ILySqO1ySQ7Yi/I6udFFSCITKEc3WcbEhbjUhsSS1UaQCVAlcwNTB7VT3PkDvea9izxc/xNIb/xcr3vAH7Lv1z9j+H+/DLw/glQfoXH0Znf2rqbUFG0eIqmPEjW+x9udey8b3/jpSKXQ5z+h9n5xfjPlh0n74z50YhFQUh86hOrIF06ocs0/ne8j3LSPoyBZ4Ms48klYV06oytf079F/0Bnbv/91j9k889CXKyy5EyIjh668iqTUJujsJZS8uSch1d+OspT5VQ+Ud2pNoEnQuxAgvfQHXHkqlmcNCSJyNcaaFtAaRK7WdGEzqHAM4L49EgJLpxKyzOGuJZ0exSQud66A+spU9X/owYe8yFt/wG3ilfgSyXZkk6Fl7HUJ5SC/H7K67kDpAhb10LLmIsHsx0guwSYSJaiSNWVRQYmbnndRGH5tvu/ILLDnnxicnATNOe2xljOa3/wR5wZtxk3sQQS/7HttKz8qzKPUvxGGxMkAFhdTtKLG4qIEQCmscTkiEkIADpVBhLjV0zhXatsDtVyypsHELZSTWxkiliOYaCCEQUqJ9HyObSO1jGgavWKJ7zTqcECgl6A4cBAVwjlorYt83/hqhfLrPvo7i4nOROqA8fB5zBx4mmhlBBUU6l19G0DWMDgqUFm0g37ccEzUQUiL9fOZqknHKsXGE8n90cVmus5dK5uiQkZHxAsU1ZrGPfJ5w6ByGFixGnfsGRr53N6VFAictSjqSOEqdGaxFSIVSqaNDEjWQRuNcgvRyCKVQXgx+ALFNbc6lACnSQgZncMIRNyrpvjDACwOmtn4ZTEK+fzWFgbWMfOefqO59iK51L6b3vFdz8PZ/YMGVP0Pl0CPE9SnKaxZw+f/5HYT0KAwuZ3LrLcTV8WPapfOduCTPxKZNDF52GcXh4VPUw2cW2i8wcO6N1Cf3ku9bBdbgpES4oyZNpcCKVCwY1xSutICwI6ExvQ0bNygsOBs/myvJyDi5SIUZ24pasRCbGJSvETbGKT3v4gMCpEQKD6wlrtRxrYQ1b/wxwp5epCeoj++cP6RfGiDoGHrKvzIjIyPjdCSTdmU8L0mS1G7XOgfWIGXq4nDEJWR+MSJbk8g4TRG5MnrtdcQPfebJjSYm+vrvIa79PZSvUjFEewIDVHvgqxEkSJtgnEBKiYlirLHgDDoIwbTS3G/nEE5goggV+KndtjHoIMC0mqnLg/IIuxcCFqE84tocXnEJA5edzcRDX8ArdDN+780setl7WHLDb2CjRrqoExYRfh5TnaQxve+49jmTUBxcQdCxIP29NeT7VjH3QyrkIxQG1yLUfy3L2S92M3jhG5nb/xCN8e0gJLnu1RQXnoUXlv+7X0VGxguepFVl/JGvUF50LnFtgmD1i+lafy3Tj902/5m4Mk5l/yY6VlxCY3I/Ot9HXKsTzTUpLh4GC37ORwU+US3COEXSBKFBa4OSaYW7kx4ujsH3cRZApveiKEpFi0KifI1FIGILQuBMgmnMIf1caumf60QmLaxN8Mp9rPrpP0MFBVpzh5jZ/QMGzn8Dzam95LoXI1WZ6qHHcCamvPQipA7bNo0OIRUmqjO3935mdt9Nrmc5XqH7GJEDgIlqTG76LEOXvQ1050n9bjJOPrYxR+v7f4OrjsPkDsTiKxA/+BsWr7uRphTs/O6XGb74OryuEJdEqXAhCGk1aijpsEmC9AMcDnA4EyFoP2+NAaGO0uUlOGNAabAOJyUqlwNAaoWJE7AeNgZdLBCPH8K0mqggh/RC1IoX4wQ0Z8aQxR6W3vgBAOZ23YdX6MFZy/aPvYe+81/D4IVptIXy8/NtFVKhcx3HODiYqI6zBqE8lJdV7WWcfGzc+pFiK46Q6+qlMpY5OmRkZLxAcQZ7eDve+lcQP3wzoryA/gsu5OBd97Dw6itIYofO+YAEFeKMwVgLiUF7AQKHxcfGcTo2URrbaCClTp/zQuKUgMSgtELKHDaKMI0IoSTjmzbRs/5a/HIeIcC0Giy8+u3YuEVl/2amHvkGwy/9Zeb2P0BcT92korlDRHOHACgvW8Pg+TdRGdlC9eBmEJDrXgW2iwc+8sdc8Nu/zeIf+zFyvb2nsJPPHGzcRAhNrmMZ2BghA4RQ7cKYdOLUGoNoO+PqIK0Uj6vjOCfp2/B6pFd8WvfMjIyMZx+hPNTAWoRtYoQiiWK8MGxfv4Cx8xHeJmoibIIONMYZ8guWIv0ilf2b0LkyQipKi86jMLgWHZZObcMyMjIyTjKZ0CHjeYkQ6aAb50Cq+Yf6ERzgrM1iKzJOW4SQ6KWXYw5uxh7e9uSOuI4WTZwop1XRMQgtSJoNwKH8AKFyWBsjnEzdEpTCJS1sq4Vp217qoo+NI6QfoLRMRURCppoJGSIRSCKkcphmhDWO6ce3cPf7/xdLX/EKFlxxBaP3TNO17iWUV6/DJYqoNokOU3vE6oFHKHQNIXZ9n951L2XmwGbqE7sAh1fso2fd9UgvT1yfSRdzvJDy4vOpjmzGxs1j+kKFJfJ9K/9bcUh+sZueNS8mWrgRrEP4efx8/j/9cxkZpyNxZZzm5G7Kw+cBMP7ILQy+6K30nncDszt+AALKKy7GOYtSmsZ4TGkRFAYH6FhSwEQNnLU4POKWRXoaGyfE1SpBVxGXAFrhtIdzCUJphJAIP0AASgjSJ7fAkQqqlEqrEqxpIZxF5cqYOEZgMXETIUir1IICOixhogZ+xwKGLvkZTFTHtCqYqIbUOTqWXgxSkdRnaUzsonpwM0ljloELfgKbtJjZdRcAxQXrmXj8xPE4NmkRVcbw8p0n4yvJOIW4VgU7nS6OmsdvRb3kA7DoCuSWz5DXOVa+7A8QCJqz00SNGkGxEx1aglwRIRzOWZwTCHkk79ghnMUJgVAKZxzKT4V5SZzg5Qupg4P2iBsNlKcBgY0ThDQ4Ggjh4WKJVDmErxFSY61gz63/h8Lw2XSvfzGNyX00Du8i17+M/gtfR3N2NI3DaNUYu/vfsHGLvotfj41bJHED26riFXpQQR7l5TBRneb0fmZ23knSmMUv9dO16mr8Uh9SZ+PpjJOHjVvz18iPQr6rj9Et97VFdJnNX0ZGxgsM5SFK/SS778S/8KeJHvw03kvPZeEVlxLPVUHq1OHJc5goars0aIROBcMIgZAa7aW/TlpNtMoh2ranQgmwAuf5kBgsCSoQuCRCaI+hq67EWcPczrs5fO9/UFx8Lj3nvJTENCgvvwA/yBPVp2meoGihuGgjUoboME/nskspLdoACJyVxHNzvOiv/oqwpye7N59EhJcjqdaQQfrzIWlH/0o5P58qtQdKYZo1nFToXCfKKyKDaXRYwMtnC6MZGacCF3Rhdt6Bt/JqrA4wNnX1EUIijsRPOIcOcrioBQqE6qI5c4hkeobC4FkUBlfiFbrQuY7s3puRkXFGkgkdMp7XOFyacdy21T92X0bG6Y3MdxJc/k5sZRSz737QPmpgDVbmsUmCDtsqfSnwgrS61CFI4qgd+2IxsUVGjbaVtoeUEhcnadU0Ll0wFEUk6eIkDgQSJzTCs0jXQuV8WvWE4uIlvOjv/5q4WUOiWXbja8n19VMYXMCer3yFTX/+56x7688wcOmFFDqGcQ9+Alcbx449Tuf6V9B50ZuoHhqjsGAh1bEtVPY/AM4Sdi+he/U1eMVehi55M9M776Q+thWEpDh0Nh3LLnlGeeJCKoJyz7P/xWRkvICwJqFyYDMAplVF5zpJGjMcfvhmOpZfTu8Fr0mFUUhUXCW+/U8orXsT337HL1E/dIhVP/VTnP3On0MqjWtF6NBviwoqSAnazyE9TdRsYmoVvFwR5xKsc0itcAKcFZgkSV/OPQ8Q4ATo9j3JGlzSQinaE7oBTli8sNheOLZIL0QQ4JylOTeGV+gB53A2wtmE8Ye/QFQZPabtSX2Guf0PzP9eSDUfB3QiotoUhefkW8h4XpEcJaYzEWbP9xHLr8Yt2AhjmxHbvoZe/wqSXJ5yZ29aJel5CCzOujTr2EQ4k0atCC/EIdKFBWPTCkubWjpIkVbPSQHWgfJ9ZNsLQkgQFlySQyiJEoYw1wIECIfIBQy//JcRzqVxMMon6Bkmqc/RmNhDa3qEaF5sATPbv0/XWdcwtu02+s6+geknvk9cHaewYD1dq66heuChedEPQHN6P4fu/QT9595IfmBNNiGWcdKwcfSsODrkewZImnWas1PkOrPxXkZGxgsLmevEP+8naH3vLwFJcP37iHbdj160Hr9zKB0OqABnLV4uj7MWm8RY4xBaIxDYKEoHE0KgtZ+OL6zBSZW6P1jAWjDp/JmSHqrQgak3qI9N0JibJN+9iiWv+mAaKWRb5HHYbd/A1KeQ576JrhUvozb+MNHcGDosk+tZT657OXf++v+k/6KLGL72WgpDQ/Mxs17buSrj5GDiRurWlUR40iOOBdprx/wdJXI4Ev9rrcXaBCk19bkDEFWIpgRadeDlM/fLjIxTQdxyeCuvhriBEx7KC1L33naxyJHrVwBJ0kBaD2sitB9i5CTN6ScoLdqQFW1kZGSc0WRCh4znHcYYnHPp5LEQ7UpzcVRsRXvyuP0ilZFxOjN16CDSDymtfilm9x20vvd/oWsx6rL/gYksXl6DEBhjEc7goiYYhwhy6YKMEjij2tXXs+hcHulrbKOOjSKk76eV1QAugSTBWIMzgmimglcsYmwTMKh8SKmrTH12EhPHFPoWEJQ6iKuz7P7CF2hOTLDnlq8RVxsc/M53OOfn30JxSTcIwdjje3jkvW+lNjLCy27+JJV99823sTm1l0P3fpwFl76VoNRH7/qXYVe/GHBIL49U2aMqI+OZYuM6R6SBs3vvo3vttYxv/hI2bjK97dvph6Smd811JM0aqn81eusnufbPfo+pXYc4dM+D7Pr8l1j4kmtwWEKlAYsTknCgH6kENo6RziH8EBsn6Hx+/llt4gSUQkiQUuFsgosTrOeBBAk4Z9L7WLOG9PM4a7BxA+E7nFVElXGC8gBjD34OHRYpLdqYCh+UR2t2BBzHiRwAhPZIGrNP9kXSQvkFTFQ7YV8F5cFns+sznqeIoEjbMiTdsOMbuPo0dtm1uOGrSBAk1QZCQpykWdZSK5IoAuuwUuJ5flphI2WqYAA48ihtix6OCHJNq4nVaaSL8gNM1ARncVJjhaS2fxSVy5Hr60bnesDEOOmRVGuoQ/enbktD51IcWsPcvk2YVpXx+25mwVVvYc+XPjLfLqkDpFfAxg3Gt9xCz/qXMr7pi9QOPUZ5yYXM7Lr7hP0x+fg3CTqH0Fm0U8ZJwsYtpPejOzoUetJ79tzInkzokJGR8YLElBeiL/5ZzOabaR14ALHhp2k2A2x9guLQAJgIodP4CtGe/hKCtvDSIaTAGIcUgqTRAOFAeUgEWIOLE4SLEEpjLSTO4YzDmBgrE8LubkxicPEMrpXHz4dE1SYsvJrR+zax5c3vQkjJmp/5KTpWXUpzYpJNH/sYS17+cg7efjsHb7+dLX/7t1z38Y/TtXr1Ke3LM5GkMcf4o1+jObkbne+i9+ybUCrBuhyCdsEY4IxJIwatgaSFcwqBpdC1CGcFt772am748pdPbWMyMs5gVCHEtBrIoIzSXlvekF6/1hiEFAhnSeKEOErwPIlSEqk7qI1MUVy0mMqBTXQuvwypf/QxdkZGRsYLkWz1KOP5jSPN7z7KktTZtBJOKfW0fzQj44VOfXqCBz7xF6x48avRS5fj9ZyNvPIsXBzhiSYxQVqhIQVSa1zskH6epNnCCYkO2vmKnkDELYQsY+OYqFpH+hqDwbQaqEIOojpWaoT0cInFthqEHfl0JiX2EWFaSW2SFjjId/Sw6zu3sPplN2GiGqJ9Pc488QQb3vMetvzd3/G9977vuDYNXHIJSfPwcdudNczsvIu+s1+O1H5qq5iRkfEjUx3dRq5vJbWxrST1aWZ23kn/xtcSVQ7Tmj2EX+rDz/dx8Nt/R3XfJgYv/Ql6Ln0HXlxj4WUbWXjN1VQPbUe4CVRhAc36LNovIKVESi8VIiqLRGGlj9Z6/sVcKIUiXU9+sgYhdZdJn+mi/X8HLs0bxrRwOKQXgJQIBF7YwegDn8E0Z0ka0wjtU1p4Locf/hwIRe9ZLz9h213Swi/2pWIIoHJwM+WlFzG9/TvHfVaH5dQlIuO0R4Rl9PKrSHZ+78mNB+9DHrwPdfFboe8s4laLVnUOncvjezmkFCBDLA5lLOn6gku1EtIiXOpS4gTgLFKmr1jGJujARyoPpxXWCZAKh0oFuw5Ky5YgpMJYR31yEhc1UEGOoLsDsXBjGk+hPJLKODrI4w2tJeweZs+X/5CkPjPfhO6zr5+v2rNxE5fESC+Hc5a4MsFTeaGZqIaJmpnQIeOk4aIW+imEDhObN7Pz5ptZ/LKXseCyy572OPnuPhCC2ZE9DKy/4Lk41YyMjIznjLhZZ3ZslMkd+1hx9a8gncWicI2IsKsLE0coP0zdFp1FCDn/jpymwqUxr8rz04g5lSCEIKrVsSp1h9J+iDMSaw1KGKyxxM0Yv1TCcz5mZgyvUKA60qAVt7D9fdz+C/+TDe95D/d++H/Pn+uDf/R/5n+98qabOHTnnU+2o1rl7ve9j5f84z8SdneftP470zFRncObv0Rr5gAAXmkAP1TETYOWEcbodgywnJ+rcQ6ck0hFGiHYajB6zwMMXX01zpjUxUxnywQZGScbgQW/iG3WELKAUH56wQqBVBJrU5GaUhqlPVQQEFVr1EcPUt07Qq63m/r4ExQXnoOvs/twRkbGmUlWEp/xvMIYg7UW59x8ZRxwlJuDOy7CIiPjdKVVmaEytp/y4DCbv/CvuPpB3CP/hu4fxqoApX2sjXDWgjUgHNYapKewJiKuzmHiFtZZUBqkxDRbkCQIJ8h3dlEol9Kc8KCE9EKk1khPo4IwzXlMLA6HRWCsJa430SIgqleQvp9ap0WTrHj96wFwScLYPfew8qabjmuPLhTY+Gu/TGPq8RO2tzm1B/s0tvJHY+MW1sTPuG8zMs4UotlD2KRFrnd5+vu5UcYe+A+ctRSHNhBVJogqoyy46i2s+PGP0rn+WubGdrL1C3/Iwfu/RKMSoTtW4JWX4eVK5HsWkOvqwe/sIKpUiKpVEBInfZJajbhWJarMYOKEuNloCyFkem9JM3Xak2wOZyJImgjlIbx8WuHuFXBCIb08Y3d/honNX8MkTXrXXc/A+Tex4JI34xd6Gd/8RZw1dCy7hOro1hO2XQVFyksvnv99a+YgOEfn8svTyYM2QedCuja8DulnwRVnAsLL4Z37OvT6V8CRnwPlo9Zch8l14pxD+j6Frh48rRHO4VDYOII4xiVR28VBIIQE4wAHNl1gcNZhkhiTxOm41aVuZM46pFKoIEQHAUJ7IEAqiZAOgUPlPPyuLoTvYaMY15yFVgUZVQnLAxQXb2Rm+53s+9r/IalNzbcpv2At5eUXzU92A5ioivRCcBYhn14cLDKXtIyTiIlbqBMIHRqHD/PI3/4tzelpHv2Hv2duz56nPY7UHrmuXuZG9j5HZ5qRkZHx3NGcnaQ5O4VfKPPgZ/4f8cRukke/iN/bh9QKKcElTZyN2+MIA8a04ysSDCKNs3AW2lFZrUoF02giPR8VFEBqUB7KzyH8Ik4qglIBYxOQPi7opjYVoYo9uJxidudO+i++mGhmhgVXXnncOef6+1nyildw4NvfPmb7zNattGZmTlLPZQCYVu2YcV/YtTSdI/I9rBegpMIecS9LX76QSiH9NPI0acVYp3jkb/6Gs9/5TiY2PURzcvIUtSYj48wlaTSwJi0esbkiTvkg04LPI0J1KSVCyTQW1AlMZPBzms1//pd0rV9PVDuAX+rDtKqntjEZGRkZp5BMqpnxvMRam9Z9Spn+96hcOeccjz76KBs2bDiVp5iR8ZzjTEJzZhKhFM1qlbs++x9c/e73IeYOQKEfGwQIR/riqhTCOZQn0/fYqInQHi4x4BLiRhUdBOT6e0iaEZgY4igVMjgJvkW49Ndxo4EUEuk7fBnTrNTZe+vXkb7PgiuvQpfyfO+P3sclP/c+TNJCByU61+boO/98xh98kK3/+q9seM97uOwjH2H3LbfQmppi8PLLWf6615I092LjxgnbK73wPxUyJY056hM7qR16DKE8yksuxC8NoINsgTIj40SEPYuZfOybDF36M+T7VlEbfRxrY3AGqX2KC9aTxsTkwCkEjtqBLSAEtYNbyPWvoGPZeSghQCmMNZCktqdKgc4HYGOEdQhP4QR4YTFd8BUSawxSe+0XdRBSpVEVSiCdxiZRGrkjBMImYCOk8mhN7qP/wleTRHXiymFyfStozY0x+dDNacW8DuhYdhnFwfWEnQtJquPE9XThV3ohncuvoDG5F+mF9J71cqa2fwcbN5je8V2Ki85j6JI3pdVx0kMoj2Z1humt38JZQ3HoLLxiDzoonsJvLuO5RIRl3PCLCZa/COIaeDmc8ojGdxJPPUHYuxrrBJYEkEhA6NS1QSiJkxJcmokttAfWIJXGWJMu4B55lDkwzSZEcRpBIQQ2Me0qTAFxhIkiEAKvowNPG1ySQOjhTAL5Lpx12FYFmiPQsYDONS+iY9XlzG6/E2diyisuQeU6kEGe2cdvnW+jl+/GtKo4EyN0gFB+Ki76Ibxib3r9Z2ScJFwcocrHO4gcvOP7AKz/2Z9l28c/xu4vf4lzf+k9T3usQvdAJnTIyMh4wWGbc/Pv+joIGdu2hR/MzXLVO38LZvZDeQFCBfPupkkUofwgjZ0kHWaYOBVUmlYLIQRSe+ggh8jlkVLgTIxDorTExDE2SYhqdbQfopUhnp2lOTmN19HHxN7H6V6xmiAosvSGG7j3gx/krJ/7ORZdcw17vvpVkkaDhS9+MUtveAXf+6X3pGOVH8IZc9L78UzmuCg+Z2jNzaL8AE8rkB6iHSWIIF0vtYak3kDlcsRxlQPf+CYXf+ADBF2d7P/WbSy47IqT3YyMjDOe5uQkfm8vJA20FJDEON9/MnrGkb53OocwCWEhR9yKOPi9e7jwd96P9CXxTDUV4zvbFhQHp7ZRGRkZGaeATOiQ8bzBGDO/EAKunXHMMc4OR/Zaa0/uyWVknGRscw6PFn6+xNSux1nzsp9gZNPdfOX338M1v/Ih8p0FBA7hhakQyFpQCqzBxq20WtoakqiJnyuivAAhFGkhSATWYlpNEApd7kIqD3DYVhOlNDZJiGsNwCIDxfLXvwqhApqVKrvv/ibn//R78PMlGuPbyfcuo3b4W1z8wQ8wtWUru77wBUbvvpulr3oVF77//QjpUHlJ7dBOvHzfU7a5vOj8p11YjBuzjN73bySN2fltjYldFAbX0b32ukzskPGCJ2nV5oVA0ss9Kz/TuZ5lSO0xs+tugvIgfnkAISWNyT3M7ExtZ/MDa0lmJ0lqNYS3mt4LbmTg0jeBkgghU2t7QMkAEDRm07gaIRVJpQ7WIfMhkggdFtOFXwTOJAh1JMoifYZLAVKnwiwnJDIogI1xSYyTGkeCAFS+RHPuEEL55AfWML33PjoWncvCy96GTVoI5WGiOrP77qc4uJ7S4vPb1vvpva9y4GGaU/voWvUiGjMH6Vl7HUJpQJA0Z5ndex8961+Ki1tM7fgu1YOb5/usOrKZsHsJfee8Ch1mYofTkZnt2/nWW9/Ky7/0BQIkZsftsOIawr6VqUuo8hDGIGXQNmtIrXyFksRJjCcF8ohLggBL6tqANaDbTg+k24UUCO2nwgUhMbUZwCGDABkG6CBESHBJg6gR89XXvJ6lL/sxzn77m1C0SFpzJHGMcY7KE1+ke901mGaV4pKN4Bw634VX6mF27324tiuSXxrARHVc2/nI2YS+Da/m8MM3t2fL2qeu/PTnPHt+ZpxEbNQ8Lj/YOcfYPffSuWoVKgzov+hi9n39VlozMwSdnU95rHzPADP7dz7HZ5yRkZHx7GGrE7S+/7eo5S9mas82OoaWcMGbf5U9d32DT//ia3ndX3wWT3ggFMILENbi5fw06k0qXNLCGoc1CUKkMW8Oh7MJ0lOYOB0nS+2ljg6AExahPLQnEBqsANXRQ+AXOfTovZQGhsA2iBqHyA0s57IPf5ixe+9ldudOlrz85fSccza67DG5eRNzu3Yd16bcwABeuXSyu/KMRvn5Y37fnNlLubw4XeiMYqQvj4oDTeMCkRKdz6UV5I0mxeFhwv5unIvwyx34HR0nvR0ZGWc6c3v2UA4kQgf4gcJJcHECwRGxgkvd95zACohm5xASejZuBGuY3fsNulZexfSO72KTmNbsCGHnwuPG2hkZGRmnO5nQIeN5Rbo4a1OJg0iLu49MFjvncM6iVPZjm3H6kbSaxI0qyvPx8iXM3vtQu+7g0re9l7v+6Y+56j0fQfshG17/Duq1Jn6rgRd4uESAlCAEthUhhEgnNqRD+T5ergACklYDG0XonER7ISRNZK4L20pQQs1Li5SnwFmc1HiuiXOSqZ0TeJ0lKhM7qI4fZOzxByj0DOAPl5ndeRe53pV0r7mWuT33klsEF/zOryGUhwo0Op9nesvXKS47j6i6j7BjMYXB86iNPnRM+4POxfgdQySt6gnFDs4a5vY/dIzI4Qi10ccpDZ+fLdRkvGApFgvEc4eYePRrxLXUMtQr9NJ79ssJyoP/qe380+EQDF7wE0w8dmv6wuuFzO29Hxs3EMqntPAcSsPns+Pf3ktSmWThtRdR2TNO1/pORGKxsUGoItY4okqEyin8ru508dYYkiRBealQSgZlTBKBMamowFiEasschMO0IvADhEzdHgSpwFEgsQiwCQ6JcAYVFCkUulOhRdyga/GFOGcZf/RrRHOj5AfWUBxYQ/3wE5SGNpA0K0xt/dYxbQ97lqHDMtM7vkftKCEDQN+GVyOlplE9eIzI4QjNqb3UJ3ZSXnTuM+77jOcn9fFxvv/Lv0w8N0d1/0HU8CCyaznJN34fkzRxG36aRtBLuX8higQnFHgFhLMI69BCYR1IIXEInI0RQqVVNlLhLKR2S6TbtE4XJ9qiHx3mcO1IjKTRwhmDQCB9n7hS57p/+Wek7yPLHdT3b0Iohde1iGh0B/HsKJW9D1FediEq34EK8pi4wezuu9NoFiHI962itOhcxjd/CemFdCy9hLg6QXHRBhZe8Q6qBx8hrk4Qdg+T71+NzmWT2hknFxunlclHUz1wgMbhMRZefTUAnatXs+8b32Bi06b5bSei2DfE/vu/g4nj9rMoIyMj4/mFiSOi6hzS8/C1pHXH32GndkNjhtXXvYNDj9zL4a0PA4Ib/vATRM0WTvr4eQVJlDqkJTHOGYTQSM9PCwmkwAmBkAZIc9ydA50rgTVP6hqdRcpUciyCPMYY4loLoQzVyRGm9zxOz9IVVPffSdKYxV/TS26wyOJXvBjsizHJLCbajxeuYXbHjuMbKAQX/Nav4xWzRbWTifQL+KUBosoYAI2x7RQWXoznF0lTqlPxt5DpGDWdXJWp04dNY81yQ5qgI8+dv/EBLvzt30Y881fOjIyMHwGtPYSnsQnEpkmQL8xfv+Io11vh0pgiKTy8gk/l0Cby/Stpzhyge81LsCZhauu3GDz/pkzokJGRccaRrRhnPC+I43jelgkh0olhIefH40C7Au3pbe0zMl5omDiiMrqfLV/4fxzetol8Vx8v+oUPwJYv45qz9PSs5tr3/RWP3fIJepavJezoRmlNnMToXIjQCpDpy6pOnRgwCTIIMM0GSJ3GvziBCjUmSXDWIlWIdeC0xjiLiA0oDTa97pT2qY1NgxT4fZ04m+DlcnQvXcOi866E2GEbDeL6NEl1HPwyxeEL0wkWa5A6JIla7P7cByCJKC4/n47FFzC79y7Kw1cQdi6hObMPMOR6V+Dlyxy6/5MsvPRn4ARCBxPVT7gYeYTKgU2EXYuOeQlwzuGiOkBaNZ6R8TxlYV8Hh+77BLgnLV/j2gSj9/0bCy9/O16h+xkfuzW5h6RZobz4AqQOkTog17sMGzWwSYv6+E6SZpVlr/kA+7/xl4z94P8yeMUvcvA7P6D/ovPxS2VAoYTDCYt0Fhs3MAZEEKCCAKzDxjFCOEwjAhwqX0BogUsMTgq0DhB5nUZQWZvaL+IwrTpKgjVNpNBIJCaqI4M8SIU1CViHkxabtOhcdik6LFM7vI3q6ON0r7yKyr5HCHqGGDjvDTSn9+NsQtg1jM53cei+fz+uT3S+i7BrETaJmNt7/1P23dze+yn0r0T52f3jdKI1NUV1/34A9n3tq5z1rp/H5hehr/ktaM6CM3gdgzSrFWpTh8l19ZHvDpF+CA6EM2Aspm3bnI5XY4TUuCTBIZBtUW5abSlSAQQO6SwEqdjHxhHS08StBrItUMz1dYBLn18SR2FwJTiHMQml4XMI+5ZiajM88e+/TlKfpe/im+g6+1o6ll6cjp2Vh9QhQip6z3o5zlkqBzaR612GDooIIelefXV7gluesu8g48zGJlEa8XIUM9u3I5SisGgIAJ3PUVy0kPGHHnp6oUP/EM4Y5g7toWvxquf0vDMyMjL+O1iTUBndz2Nf+SSHNv+AoNjJ9b/6e9jJtgtNY5pSZxl53hWMbPoB/Ws3EtWqFAcW4kuXOkF5Oo2+8vx0OswabKsBQqWLYDrdL4TARC2sSZBegNIaawxKqdQVVWqEhKQZYaMElS9QPXwA5fmse/lPobwEzBp02EFQHsQ4gac1pj6N7y+ktm+a7f/6i/Rd9DNc+uHfZevHP0390CG61q3l7Hf9HNYdYmbnnfSuf9l8ZJ2Laum5/5DzQMazgw4K9G98LYc3fYFobhSA2e1fp3Pdq9G+IBWat4vGOGomVUikpxEyJtSL2frxz3Dh+34Lv8PHJk2Un8WZZWScTEpLFvPgH/8ZG3/jvWg/IPAL7fu6TOdOaMd5CwHOEpTLmLhJUh2n2L8aZxPAMbf3QcrDG0lqk0SVMbx85yluWUZGRsbJJRM6ZDwvkFLinMVamy7KtidfpTzKzQHwfR+TZf9lnEZM7nyUr//u21OBAlA5tI+4NoNups4FYnQznYsvYP21P05usB8pHCKpInyFEx7CuvT9VQiccThSdX7SaqH9EKEkIDDNhCSOENYilU80lx7fy4cITZoBSmqB6Zwgrs6hSwXAojyNw6F1SDRbpfLEHvILetG5NO/bJjXmHvs25XXXY6IW4GiMbmN60xeI5w4TdC/Cz3VSn9hF5/KLmdt3D1J3EHYuQeWK+MUiB+/6/9oLoE9zfbuniaxxx/45W5vCHHyYZNcdIBTe6pcgB9Yi813P+LvKyHgucM5QH3n4uJ9haDuZ7L2frjXXItUzK7FpTO6hPrGT/nNfw9Tj3yKuT83vkzqgZ+31JLVp4uoEwy97L9gEG9VZ+KJLsLHFRg3i6iyNiWm6lq9AeAqUj/IVUktc1CKqNZBBgEPj5b00MziKMcLhBbnUweGoaCop25OztKvbrcHTCmsdpjmH9ENMYxYT53EOpPIQSYQQEp3vRuAoDK7n8D2f4dBt/8SKH/8Iyg85/PAX8Et9CKGojGzBy3UycO6rmTuwicb4EwipKA6dQ3nJBUgvT1ydwJroqb8bEx113hmnC6bVmv91ZfceZkf2UFqwiCgyOFcCKdBGofNFSkGuLQrQmFYTJwTOGKTSKCVxFkzURPkBzjqQGinlvOhOCq9dQKdSkZA1uFo9nbBSAtNKMPUW+I7YHlH3OrAOch40KwDoYi/N2cOMP3wLxaXns/KNf0JcGccmEbZRQ+fLyLCAVB7Tu+6mPvo4RwLfigs3UBw6e94hDchEDhmnFBu1jnN0mNu9i1xnCfPI52FoA2pwPR0rVnLozjswSYzSJ3ZrKPSlwoiZ/TszoUNGRsbzium9O7j1/W8laaWxdBWxn+b0GEeP6KVpEey9jeVXvoa4XkMqDyUc1hmEasdXCJGOCwBrXRpX6SzS8xBKpc6OSQwShJVgEkzUQvg5MAkoCSbGJgapIY5iaEb4uTJ+oYwzdVpzh/HLS3BIomaMoMXh+7+Il++kY/El7L/1T3E2YeyufyToHubyP/wAKuygMbmNxvT92KiOzndhTQtaFcyBB0h23Q1K4a2+DjmwBpnrPPlfwmmOl+9k8IKbiBsVXNxA+ulY0El1jLhBtIvJIHUacyYmrkYIBCvf8HJcXCOu10A4vGy+JCPjpGGSmMRE9J27AWltGkOUREgdgEqvYAHHRA86DEmjhdCdRHOHqI09StCxgJ61L2Hkno+nn8nmMDIyMs5AMqFDxiknjqN00cM9meH9w74NaWxF9qDOOL1ozExw9999aF7kcAQZ5BGFXlxtAlcZRQY5cuIg2/7lNrpWL2fxS65OrxMp5hdT0oUYgRQeWIcOfVwc4RKRfk61q0ECDc7id3iYZg2pJcIdEftLhPYQpoXyApyNQUrieovm4QmcTfDLRfIDBbxcicqhOwCY3f0D+i98HZU9DyKUYvTOTxDPHQYh6VhzFQOX/iST279D75prSOozFIfOQYdFpA7BuXmRg1D+U1Z8SC9HYXAdlf0PnXB/aeGG+b6wtSmat/0xrjI6v7818QSybxXBle/OxA4ZzytcEhPNjjzl/ubMQZyJQD2z6hqv0I0bfYzxR26he9WLEUqRNCtIFeAX+5h67DYmH/oKi657N/HcGEHnAqSXw8YNtNZILfE7ywQ9CxEYkAIpBda6VFwlNTr0UYGfPqelQHgS4SRCSqTWqYMDADb9jDOpdSqAiXAiDc/BxeigiJMKHJi4jtIejhbWRgjlg4loTo+w++YPgIMlr/yf1MYexyYt+je8mqntt8/Hf5i4ThI1CLuHKfSvROc6sXGL2uhW8gOrmXjsVgoDa2hO7T1h3+X7V6X3qYzTirC7G+l52Djm8D33sLb+VrZ++d9Y84qfxFqTiuqkwPMDrDXtODWHcAkSgcUiZED6Y+2QEqSSQCraPXa8mo5fhWlPLjsHXhpbIfzUwjrId6diRR1g6zUEqYND0mziFwcwrQqH7ruZ7nUvZtE172R889doaR9nEpyJkcpnctOt9G18BZXZXRT6llMcXJsKg3IdSD+fRTtlPK9wJ3B0mN2+jTBMEPluzMgmZLGX0vAwB+OYyu49dK46sYjBzxcJSp3M7NsJV5yMs8/IOD0wUT39p1Vj9dJBbNxAqeNd9TKeGdXxQ9z3L388L3IAUlG/PFa05VpVmBvB7bsXW1yKMZJgYRnnLFgDrg4qxEkJ1qbjameBVDRsm1EqjvA0KA+rDdYk6FxaEWxNgmk25+fXrAE/KKTxBcpy+IF7KC0axu/oQUqL8gPqk3tIahP0rb0OvzzIoTs/gWuLJ71iL/2X3ASyTtKqUht7eL4tOiiBiWl+649w1cPz21vjTyAH1hJc8c5M7HACrEkwUY2kOceq4W5sq4IMS//l6ELp5dlz25dZce45iHwPBoWUGkGCOHrKX7RdHpIEJUGU8sSNSVyzhnMGHXQi4ia2MZN9TxkZT4OJm9ioTtKssHpJPzauo1TpGR2rPjnK1N6tLH7Ji6kcPES4YAFBIUS0RQ7OuSfdHAAnJM6A8jRJfRS/1E2u52UgJIc334KNG4DAL/U9W83NyMjIeMGQCR0yTilxHLctf928a8ORl7B5Nwf7NFXcGRkvYJqz08zsf+K47ZWpacrLr0U88mkAkgMPEnYuYu3Vi0l6NzD2yFY616zBzzucTQUPsu3cIJ0D5dqihhw4R9xsQtREBCHGGFySYOMW8cwMkdYUBhaQNJqpIEJKpLIIm+CExpqI5tjDmKiObbUIOzeiOxbQqo3QmjkAQHHRuczsuJN4ZpSudS9m+es/BNYgvADp5zFRldLQWSTVSbTn4fs5nFRUDm5mdv+D8+3uWn01UnlEtUlsVE9t9tsLNFJpOpZeQm1sG7YdR3GEoGsxXnsg75wl2fuDY0QOR7DjO7ATu5CLL3i2vsKMjB8ZIRUqLBNXx0+4X+XKCPnMh2uFBeuZ2XUnNqoz8ehXkTpA5brIdS9G+wXKSy+ga82L2va3Pq25cWoHtoD06Ft7OW76AKZRxRUW0BI5dLmDpNVoP7st0tPYOCaKIrwwjxCgvBCUaj/X21Xq1oJz7Qna9kKwtTghEaT2vE54qfWiNTgkOuwgac6QtKooHaJznZhmFRvVWfLK3yLsXcrM7rvmhQqTW7/FwAU3kTTmUreZuMncnnuIKmPkepdRHNoAAhpT+7AmIZobpXP5ZehcB0lj9ph+k16Yxn2obKh8uhH29rLuZ3+WR//+73HW8uhf/R1r3/U2vvWhd9Gcneba3/17wmKRuFFDBalTg42jdvQDYAwCixBtO2gvxDmRCgbbQ1YbxwCppbQFJ8AhcNYhgxxCCGwUkdRbxLU6UmtULiGardCamiLo7CDsKhDNHEQIQd85P4aI6yS1abqGz6Z+eBeTW7+Hs4bO5RfSt/7FKD/H3K47SfM1FH0bXsXIPZ+gOLSezhVXZmKHjOcF1iQ4k6C8Jx0d4nqN+vgE3ecsQC08l2TvvSSjj5NbfhXS95nZvv0phQ4Ahb4FJxxPZ2RknJikMcfhzV+af5cD8MuD9G98LV6u4xSe2elDVJ1l7NHj49H2b36A5QPrcWOPpZ976NMEl72D5u1/ijd8IWLFtTSnZlIRcakTEKnrqVQgVVoY5NLYLKE0TiiQYBKDs0m7gMhi4ggTReggREpJ0owgifELAa56GNecQ3QupnvdWpSnUKGHaVaJa1MUelegBtZAYxrXqtJ34Wvo3vCyVBzhEmqHd1AorWfisVuPaVvH8suwe+87RuRwBDu2FTu1F7mw89nv7BcwNm5RO7yNyce+0bafB6F8es96Ofm+FUjt/ydHgObcNNu/+VmWXnAZujYOxaE0Isr3j5lfdc6l71yANTHOtPD8AnMTu1LHDxuTw2DjOnLRxueqyRkZL2iSZpWpbbdRG318fpvOdzJw3hvwi73/7eM1pidJWg2ULygtX4JpxSSRwfOORHo/WdgGNl0nkeBEQtAxCNIDGzPx+K1Ec2nxTMfSi9K4xIyMjIwzjGz2NuOUkkZWuHkbJsGTAoejcdbiB8Fx2zMyXtic2KVkfPsmWr399K99JTzxLZLNX0Bc/BbC1VdgDj5E2J0jxkCSIJSHcwYhVHq8trWltQkScEmC8jzahae4Rg2kRIchuqcL6WKcs+hcDhDYOMYakFIgqmM4VaC49JLUzt5YnFBI1yCpjVBcuIF83wq8Qi9RcZDR/R9jx6d+HYSgc/WVDF75ZuLGFBOPfOWY2In+ja/HJlXqU/tAKPxiD10rX4RX6mN8y9dojO+Y/6xfGqB/4414+S68fCdDl76Zyv6HqY1tQyqP8uILyfUuRwftCqRmlWTn95+yx5Mdt6MWnI3wsvtJxvMDoTwKiy6gObHzhPs7l16CfArL7v8KOizRv/F1jG/6Is4m2KSFrYzi5TupH97Fvlv+kLB3CYtf8RvY2gx+qRd/3YsRwqdyeJykFpPrX4r0cjQPH8Z3Aun5CC0RSqRiB63TbdaBlCRxjFZy3iZVkEZXOCEwrSYqCNOJNikQTiFILf+Jm1hnwTqkUjjTQAhBUOoDBFFlDL/Ux9zoY3QsuZDa2OPHuDEUF6xnbu99+KUBdK6Dxtg2vGIPHcsuRQUFbNxk4tGvkutdPi8smXzsG/Se/Qrqh7dTG92Kc5Z838p0YTirZjotiWZnyQ8MsPHXfo3tn/wkEw89xLZ/VFzxK7+HCDRSSIyxqSBBtqeHhUwdTaxoF8SpdkVlus85C07irMEJifTTiWlrLJgotZqGNOLCJOkzWVhUroBXKOIAEycU+jrJdRXTxzkWT1gQaYzKgbv/g7nd97H6jX9CcfE55LsGcM6hCj3ghRza/EXmxxXOkNSmUEGeyv6H8PJdlJdcND9ZlpFxqkiaaXWzCp50y6ns3g1AfuEihBCormHM2OOQNCgODTGzfTvccMNTHrPYv5DpPdue2xPPyDhNMHGD8Ue/eozIASCaG2V80xcYOP8m1FM47GX810lajXae+rHv+w/f/M8M/PafUvRC7IGHcLMjxFu+THj9b2LHtmN3fQe1+iUIHaYuUAhckoBICxIQMp0vc+DiFiCJ6w20H6bbbIJAIrWH8v00DSsBhEP6AofA5npxuT5ss4HUPvWZ7VT3P4jOlSktOIdEerigSG36IMXBddiZA1RGH8dENcKuxfSsvZbJrbdhWtV2qwSdK67Az3cRbf/WU/fJjttRA+sRP8J7zelGVJtkYstXj9nmTMT45i8ydNnbCMoD/+kxnLUIpXjsti9z7iteh05qWJ1rV4I/+bk0HU1gkwjhFK36LNX991EaPg9nE4LSIOY7f4LrWIgaXI/4L4gsMjLOJKxJmN3zg2NEDgBJfYbR+/+doUvfjA7L/82jOiZ3PUbPirPpHOiBIABs+7o+KnZQCBAqna/FYZ2mNb2fXNcwcwcfwTTnCLuG6Vh2CWp6P270MVh59Y/e6IyMjIwXEJnQIeOUkSRJe8LVYdt5cbT/LYVAALbt8pCJHDJOR3RYoGfFWUzufPSY7du/cTOX/Nxvce+3vsRZL/tJyr29WOlhnYKhS9LsRC8E5c1PgCDT6lDrHDZJ8II001P6AUgJJrWxlPkQJQQmbmGcQAQdOBOR1Bso7SFUKoKwEyMYmePwI9voXrs6tah3DqTCSkm+fzX10ccZf+QWikPnEnYNs/DaX2DBVW8FQHgBplXFK/QweOEbMVEV06rh5buoH95Bc3o/xYXnoIMSQccCVFBk8rGvHyNyAIgqY4w9eDODF/0kOiji5TrpWnnV/ILND0/EuacQjxy7P4vByXh+UWkJulZfw/SO7zw5ISoE3WtegvcMKgOORiqPXM8yFl75DuLqODaJ8Yo9TD78NQ5+/y8AaE7swzSrTG35Jv0X39SuGDMUFg4hhMbGCUllhvJgAZnLgRdiopi43kQFObxCLhUzYLHGpfebJMYamwoY/QChU7t+fVQuu21FONNCKoH0cjilEc7iTISxMdovIHSYuk1IhVfooTU7xsCGGxDSJ9IeJm6g/DyFgTXE9Rlmdt2VttvLURo+D7/Yj3OGuD7D5KPpRGJSnyU/uJr64e2YqMbYQzeT719F99prAUnSmEFIlS0Kn6Y0Jye47/d/n55zzuHSD3+YsL8XIRSj9/yAx/+/f2L4pS9l9dt+BukcAo0VFqk9TBK3q+HacVA4BDKNa6FtByzT3GwxfxmnIh6pJc7aeZcyKQU2NgjlsLYt9NWK5kwFZxzK16h8SKvZACkJuvoYuvLNDFzy4zRnRqiNbKP77OuRQY6pPffQGD++ml2F5bZ9Kczs/gGFwXXo8JnZqmZkPFvEzdSVSx31LKjuegwBhENLABClfhjbhp09SHHRMIcfeADnLEIcL4YHKA8Os++e24gbdbxctkCbkfF0mKhOc3LPCfe1Zg9holomdHgWsNax8LwrOPjgHcdsN1GTr3/kV3ndX34Bb/2raYzvJ5IeLjKI3nWowXNSAWV7bOGcQXhtYYBL3QutNanYQSkEkqBYTscYiQWhENjUfcE6pFA4Y9oxCBKTRJg4onJoFD/I4+WL5LvWUFpwdlvIKWjNHKI28TDFobOgNoF8+D/oXnoplPqg/yy8Qg9957ySqHIY5yxBqR8VFCBuHNcPx5BF0R6DTSJmdt39lPvn9txLz1kvf0p3ucb4OPXDhxFKseJFr+ShT/01q6+/idB3CGHTMeoxng5pFFuqprWE5X78tdeBs0jlk0yM4GqT0LHw2W5qRsZpgYlqVPY/fOJ9rSpxffq/LXQISp2MPHgnK695LXGi8VSMC8pI+UPzEO21E2cMptZA5wNkaYAkbtKx+HyKC9YT16dQOkey6Wb8jW94Zo3MyMjIeAFz4tmCjIyTgBAifSE78r7jQEg5nz81vzl7Ico4Tcl19nDBm9+LDo+dTKpPjRE3G6x/9Vu4/9//kU//8k8xMznL4Se28cC//y1bb/siDp0uoCiVChkApEQKgRcGqfuCA2MTbBxjnEWFOaT0cEIjHUgESb2CFAq/VECGAU5J4laLmg1xfpHyqhVUZ8aZOrSLHXd8mZmRrUw98nmC8iBJq44zMZX99xPXJmlO7sNEDYQOsHGMl+tibt8DjN73SZqTe9FhB+NbvkLlwMPEtUnm9j2ICgqosAMT1aiOPnbCfoprE0dVjKRW/zoonHASToQl9PIrn7LPvVXXILzwKfdnZJwKRsenKC48l0VX/jz9G19L/8bXsejKn6e08Nw0BuJHRCqNl+sg37eS4oJ1ePlu8v3Lj/qEY/rR2wj7lrLtX97F2J2fwAmI52oklRrOGHRHD7JjCKtCkloTF0eEnWW0r7HWYmyaFywEIBVS6dQu1w/giMBIpIap1lpsEiOUQueKSL+Yzr3hEM6iJHhhCSdEWkmv/LSSTQfosEjSrDD9xPeY3XMPQkjyA2uYeuJOpBdQWLAehMDGDWZ33UV15BGUDpja+s351qqwQL5vZXpcAGepj21jYstXmdhyC16hm6Q59yP3e8bzE9NqAjD5yCPc/o534JdyPPH9z6H6clz5N3/Byh9/A74fgE1wNsa0Gpi4iZSp24PUGidVaifczso+EtNiXRod9SQyFSDGCc669qKEJZXdOUAjhUrjaZxA+iEqTIVBNCsEs3vxZ3YjKoeIZkfZ/cUPM7npa5SWngdCUDn4yIlFDn4BIQU2TttqozrOmue+czMy/hOSttDhaNFbdd8e/KKPbLtzCakRuS7s9AHyQ0MkjTr10bGnPGZpcBicY3rfjqf8TEZGRopLoqfdb+PWSTqT05ti3yDrb/gZguLxUSBrXvaTJMYxPTVNi4C7//Wv+Mwv3sjs2AhTB/chpEQJAVojlJc6pykNUuIApTTOWkxisM6mkQdC4KSeFzzYOErnAOIEoTQ6l8ckBtOyOBSF/n787g6Cng5U3sPGTZqTe6mPbsdEVQoDq0nqM9id38VVxzFbvow5vBtnBFL7ePlOCgOrKQ6uxSt0I3WACEroZZc/ZZ/oVddkbg5H4WxMUp96yv1RfQpn4xPuqx44wLff/na+/uM/zjfe+EYWnHMp5aGl3PfxP6WZgBU6tbQ/akzqnEvFL9oH6WHiZuq8p3zi6RnYfRsAetWLMzeHjIwTkArIkqfcn9Rn/tvHDEodnPfT7+HBT/4FcaOK0TlM1MIheNKSpV105gAhUIVCe5tFSs3snnuZ3XUXOijB3AGIaqj+Nc+kiRkZGRkvaDJHh4xTgjFPTrbOR1e0XRyE4Ek3B+fw/WyQnXF6ooOQzkXLuO79f8Peu29j4okt5Lv7WH7VDRQGFtKYPMzQxiu48pf+AEyEsYazXvNWEIK4UUH63UjpUhtLQCiN0AKbJMStJmEpBKHBufZCSyu10I5duuBhDX4+BNJFRxAIJ/CUxevsoBVDVJtg7sATePkCw+duZOqhzzJ46U9RHZ+icShk8NI3YJJZlJfDz3djJ3ZCEqJynczsvptobpSwazH5gdUgFN2rX4LUHkJIVK4Tv9iDEJI4iZ62yiNpVgjKg/9pnwoh0UsvI9n5fVzl2Elx2bsS2bvyR/jGMjKeO4Ty0H6Il+96zv8uqTSlZRey9m1/z+F7P0Nz+iAoRefqqyguPpepLd9k9Lv/SGnZhZRXXIkxAhKDNGlGsAwDhFQkzQhnHSpIrfudl1a6K5VWoNlWCxkE85FUzqX3K5cYhFK4xGBNOoEnhQCTThw4P5/G3cTNVMglVHuckJA053BJhIlqab6ss0jp0bvuOhpTe9H5LgbOewMIgQ5KNKb2cXjzF3HtvyfsXkJpaANJfY7+Da9mavvtxLXJ9By8HJ0rrqA5tY+wd+lz/j1knBqCrk5UEGBaLZy13PsHf8TF7/9N6lPj7LrjS/jlLla95EY0MdI6QuWTaAVJhJACEyVIP0xFOA6ckKmttJMIawABR8auUYT0/DSqre3oYJEIKxBCETdayLYASAhI5ipYa1GBj18MqeoSWEM+14Nf1Ky46cOYpMXs9js5fO9nWfba/4XtXUHjqOgbneugZ/1LmXz8KHFPUGpXc2ZknFqSEzg61EfHCEr5Y1x0ZLEXM76d/NqLAZjbvYvCggUnPGaxbwghFdN7ttG/5tzn8OwzMl74SP30TpnSy52kMzm9yXf306zMctWv/hGjW+7l8OMPEZQ7WXnNjXQvW0dcr1AfP0RHby8v+vGbsF0rwC+hwhz1SgWEJCwKlJ/D2TSnXUA7vkIghYckXbh2ziEFKKVwgHURcaWO8gN0XoONcUagJDSnKxgbI0MPHSgaU9OE5T6k9vA7BtPxfNJE6hA1O4IZfQxRHsIOXYYpLiEMi0/ZZiEVesVVJLvvwrUj4o4g+9cgu5c+p33+QkNIH780MP8e8sMEpQGEOl4Y0pye5s5f/3Vmd6ZjPxtFbPt/H+PyX/g9Dm99iJEH72DxJS8BT6C8J/98WmhmsK0GzjZRQR5sQjw5g2vNweijyL7se8rIeCqE8hDKx5kTCwa9Qg9RrUKzMo0zpu2Y0/e0xwzL3fSvO59cZw87v3cLa176E+n8ih8g1JF3N0EaZ+FQSpO05jBJjNQ+1kSUh88jiWrIuIG5/1N4Z90AueNFdhkZGRmnO5nQIeOkcySywrbte521CCHaWYPtHML2ZzM3h4zTnVxnL0Iq1t0wQHNuGh3m0UGO+uRhmnPT7Lnr60zv3c6VP/driKTB4Se2sOfub3HVL/1Busgifyi3zVmksPjFEjaO08pT58DEqdW29NB5BdbiJNjadBoz4TSKBCckiVWYxGKTChN3/QOmMUcjiZjDMXjF2xG5Xpqj49z7gQ/Sd8EFXP5//hAd+BjThEJ3WoknJF2rXpRWweoczakqQsTgNE76qFwRv9g7P6ktdZBWHBzJPP8h/jsWcLLQTXjtb2AOPESy6w4QCr36WtTgOmS+80f6vjIyTicc0HP+q5ndcRfRzAhb/987WfGTf8LgZT+FiRpo7YFtIPwQnEgrGCxIJUni1AZX5cO0GsgaXJLghAMUKvAROW/+uQ5HihIEUqe2/+i25X9ST+14hcA6aE5NonN5pAQXNdJJ3iSmPv5E6uYSlulYdhlS+0gdUhnZTHX/Q3SuvIp873Li2hT1iV24JKJzxeUMnP8GksYcXqEHITWH7v04Pet+jLl9D1IaPi+9vziLc4bK/odpTu+nvPSiU/a9ZDy3+MUc697+Frb87T8AMPKt27h9337O/5+/zsab3pk6IQidTgbL1LFESM2RPAopHNh0cYH2IoP00ueetfJY0Z5KoyxwT+Z0y7bgwAkPZQ0maiGlQnoKVQiR1qE8jQoLdKy4BAGY+gxuci+iZwWTj3ydw/d8GoDdN/8vBq54EwMbXw9S4JzDRjUmH/s6SWN2/jQ6V16ZWmE7l0WyZJxS4mZqba781K3IOUttco7upUPHfrDQDeMOmcwRdvcwt2s3Cy6/4oTHlNqj2D/E1J5tz+m5Z2ScDsigQGFw3XEZ4wBhz7IstuJZQipN95LVNKbHyXX0sPiSawk7uvHzZaxJmNixmUNb7iNavo6h5cvQmz4GZ78OIwcJwhB0CNoHKTnuqe1SZyja8VmYpO2UahBCIrRH0N2NadSI6008X2EqcyQJCM/D9wt4eYX0PJwpgTNpJEbcxEQtcAETm7dRHl6AWPezWOtIYoGvA7xi4enbXeghvO43SfY9gNl9FyiNt/pa5ED2Hv7DSO3RsezS9rX4Q/OeQlJeciFSHj9l35qcZPKRR47Ztuvmz3HOL/0Phi96Ma1qJf0ZkccaODvn0pQ134fEYpoNmlNz6NZh1Ojd6Mvfgcq+p4yMp0QHRTqWXszMzjuO35fvAhnw3T/5DUY2pVGapcFhLv3599O35ly88KmfraX+IZw15HsHMVGTsNx1zDwv0I5JNFgbIf0cqUG7RXkFnIlQk7txhx7Dv+ztqJ5liOxZnpGRcQaSCR0yTjpCiPmJVtsWOQiZTr4eXfWZuTlknCmE5S7CchelgUXUJw8z+vgDRNU5Jp54hAvf8mvsvuNW7vnk33PhT76T4XN7GFh7Ls3KDPneBcctWqQWZwpMgtDeEcP41Caybalt4ggTRWkFtcrhjERqibEephXhbERzZhpdLLDope8jqU4DDq/URRxbJvfs4MDN3wBg/IEHiGcqqP5uZnceZG7HE+nfKAVhTxfFRYuZ3fkQd//mb1EYGqL3vPPY+Ku/glSQNKaRfgGlA5RfoLRwA5UDDx/XP355ABU8dfXIiZCFHsTqa1FLLwUEMnj6SZmMjDMFZw3GxJj6DJObvkJ+wXpKSzYSdw3hlftJaofRQScmVsS1KK1cb8bYZhVdzKHzeVA+0sa4JIakhRNpdbrwUvt9IcEmJn3eC3BOpBJGqRDOpZNvQrTz1h3oXLrNOoRICPIB0vMQgNM+cX0KFzeY3X03Yddiula9iMrBzWATCgvWI6Um6Bgimhsj7F6CCsvkuoYxUY3xTV8iac6RH1hNR7EH05xrR+48RGnhOUw+/o3j+qi08FyUn90zTldE4LP0lS+jMDjAY//0MSp792KbTeb27WN8/2Msf8krkdpLnY7aQh3tdSJNnD5fBQiVRq05BEKkUVECl4oIYV7UcETMy5F/jnIwwzkcAp3LgXOY2OIXyzgb41DQnMWMbQWlUb0rSLqWsP3j76Hr7OtZ/ea/obr3IZJmhXz/Smoj2ygtOQ9rI+b2PTgvchDKo7zkQoLSIKP3/hvlJeeT71+NDkunqPczznR+2NEhnholbsQEvT3HfE54OdAhrjJGfsECZnceH9FyNKWBYSafePS5OemMjNMIpQO617wEEMcssOb6VtG7/sdQfubo8GwhlaLQO0ih90lXwqheoTZ6kPs/9qdc/d7/zcimuxnb7xMOXEMpgZwG4wQuauH54fy4AXvUwrVIRZXOOZxJ0kgLZwGBtQ4hwURNnBOYOMYBxipUzkeJhNbMNMKVQUfzcwoYw8Hb72XX57/E1KPpvXTBVVdxzrvfzcN/9mcsueEVDF19YrHZce0u9OCtvR69/DIQEpmNqZ8Sr9DFwPmvZ2LL1zBRDQAVFOk755XoXOcJ/0xcr59we2NkH4WlK8n3FZHKgx8uGnMOa2w7riLACmjVavh9i5ELVqE6+tpi9IyMjBMhpKI0fB7WRMztfQBc6lQddC6kZ/3L+frvvovpvdvnP18Z3c83P/QuXvGRj9O3esNTHjduNFCeh+eHSKVIZQ1PFotA+qQ2rSgVtpsI5YeYZoukUUVI0P3rEYNngRci/ptzpxkZGRmnC9koJuOkcnRkhTEmXcSgbVn9QwNxz8vy+zLOLOJmnQc+8ecMX/Ri7v2nj3LBm36VqF6ja8lquhavpFapEJQ6adYrdCxcdow4yBiDjZoIpVDaa1tcWoSUCCVpe13OW8djLCZp4SKB9tNrTWqJiUBKTb6rl2Z1Dqclfu8iTNRkYvdW/GIXZrLOgW99C5XLseK1r8HJVDjRtX41hQWDtKZnwDnC7h5E4METT7Dhl/8HPeecQ3nJUqb3fJ14Lo2VyPWtpHfd9ehcB50rr8RZQ3VkC0cm3cKuxfSecwP6GQgVhBDZID8jo42zhrgxQ1KfoVUZw8/1UDv4KIVFZyOkoj6+i9LSCwk6FyB9ic55SCmJai1Mo4UOJTL0wDqSRh2pFFIJnBXzE6zpYm/7f8prR1MZpPYA0V7YbTs3GYuU7VGAidJFZS9E6iC9NxmL0Aqcwct34WyJhZe9DQCTRHQsuTBdzHWWwuBaysPnUZ/YTWNiD4X+lZDvojV7iLB7MYUF6xHKo7J/07wwrDU7gl/qp//cG5nZdTdRZSx1ilh6MYXBdSgvPGXfVcZzixSCpDXGgivOp2vd8lSc44fIYompXVuZ3rOD7qVrkEojnEMoRVKfS6vqpEE4iwp1W7Dg5oUNqajHzdtKAwgpcIlJ3UqSGOFpTK02v1gh289nIQVaAM1pRNJABmWcyiGGzgHrQHlg6yx7/QfRYZmkPotNIqT2MXGLwtAaZvfcTWtulPKSi+hceRVSB9i4SXVkC5XoIbxiD5OPf5Pq6Fb6z30NOns+ZpwCfljoUN2zA4Cw51hrXyEEIt+FmRujsGCQA7ffjkli1FPku5eHlrL9m5/BxPExVt0ZGRnHo8MSvetfStfKKzFJizhx5Epd6Ezk8Jwze2A31cMHqY2PkEQNll5+PYc230MS5Gi5AJlI/FyA9EOkUFjnkABSYo3Bxi2ElCjlIaRICxuOuKdJAdbgjAWbCo/9QiFd3PYdNk7wSyX8bp+oNodwklxnD8I0cCJh4bXX0H/RxUSzFXQuR3NykpkndnDh7/wWaIONm4w/8lU6ll2Ml+962rFy+h6eiSr/M6TyyPWuYOiyt2CiOq1WRK7YiQ5LT+nA5Xd0PCmePYqJhzdRXLEa6yzWREh17PUspEQKj6SRYOImptYg19WLAWr7R+nrOXE8VEZGxpPooEDXyqsoD5+PiRvEiSVX7GL//d87RuQwj3M88PE/45r/+ecEpRPHSUT1OaKZGfyODlTgY0yC9I4t+hQiFcfbOCYxCc3xScDiFfI4BE4BzqJz/3Un3IyMjIzTjUzokHHS+OHICtEenB+JrBBHuTkc+UxGxplEc2aS3Xd8jQXnXIxf7OD+j/0Jhb4F/Njv/gPS8xE4kmYN7flEtQp+oQikFthKSlSYxyYJLknSNRZJ28oaQGBbLYxNUFKjvQAR5hBJPa1A9XJpLrjn05qaxisVKPR2YlotklaLpNlAej7lwX58Xedln/0YXqELoRPGH/k8OEu+fzVdq69DF4pUdu/mtp99O/mBAZa/9lX0nreR0uLFHH7448e0uTH+BKONGQYv/El0UKRn3fV0rrgcGzcRykf5+ayyKCPjWaA1N8rc3gdRQZ65vffRveZaeje+kr1f/iirfvrPGLjkje28STe/aDu+5ZsEHUMUF6xDuhjXmoWgi1atgfQ9VOChAh9nDM6B8jTpjaddfyBlejiTVqEJIVL3fynmJ+9c3EQA0gvbDjQWqX0QYG0qiLQ2QiBxwiGlh1AG06yiglLbGUJxeMtXiGYOIr0chYFVtGZG8MsD4GB6x/cIOhcQdi1iYstX5/ukcuBhwu7FFIfORoWXYqMG0ss9I2FVxgsH5ecpDq5h7sAm4toU0s/h54aIa465g3vSSJfl69PrQWlsEhEUOhBKI4TAJPGxdqJCzGdnSyUBMR+9JoRAaJ1OLns+ziSoXC51V2o2SaIYpTXWGnCgwi5wnakw2DlozKbVQqU+hOdB3WLjBioo0LPxFTgHrZkDTO24nbg2BcD09tsB6Fr5Iiojj5DUpxHKo/esl1M/vJ3W9H7i6mQmdMg4JcRHhA7tCdzGyD4Agu6e4z4rc52Yua3k+tbhjKF24CDlpUtPeNyOhUuxScz03u30rjzruTn5jIzTCOkF6T/G8OjDD7Nx48CpPqXTnrhZ55HP/xOrrn0dADtv/xLn/8TPsmDVMoLuJbiojvAkLk5AWVASKWX6Lu8cUimEzLXd0VJHB0Hq2JhWEKUOD0JqdC6HaTYRUmFaEV4+h7OGVm02/VxtjKB3BdFMFa9cIp4dxcQVhOxl9y23sOKm11JetZT8wh5qB0fS+mLvINHsAepjj9Oz7qUUF56dOgdk/EgIIdBhGeEV2LLjYTZuXPi0MWNhTw9LX/lK9nz5y8ds3/aJT7PkNTcitEZpH5ckaYTaEZxDADrw0YGHy+WY27OLHZ/8NGf/4ruxJs6+z4yM/wJJq0Vzdo7m7BRWavygxP57b3/Kz4/veIQkahJwYqFD0mzi5Up4+WJ6r23HEf1wfIWz6bqJkIrc4CA4g41aOBPjrMUmTUw79jMjIyPjTCQTOmScNI4IGwRg07e1VIUOx4gcssiKjDOVqFbBWcPO732F1de9nkc+9/9RGz/E6Jb7KA8OkSv6yLAXZ9NKaMexedvOWpw17UVElbrDO4sAkjgGZ/H8ECHSCZGoVsfFFqkFytm0Ak4pRG8n4Iirsxx69D62fv1mllx6LUPr1uOa01QP3kvH8supjm5DhyUGznsDcwceIqqOM7vr+wTldYzedRdeKa3iUEFAaeEiJh773AnbHVcnSBqz6KCI1H66yJmRkfGskbSqjD9yC92rr2F88xcBqI5upbzgbLrXX8vuz/0vhl/6q+hiD0Jp4rkJvNJCyksuwcYRUb2OV+5GhB0gFEEQIE2EcxLTaiEDf37SFRODVNCOqXLWIrVuGy+6Jy39nU1FVkojnE1FDVLhbCpmsCatVrfWpLEYQmJNRH1yJ1IHeIVubBIjPZ+ZXXfgogbFoXPI9SyneuAxdKEDHRZRQYGwe5jZXT9gYstXjukXr9ADzjK17bb5bQPnv+EkfSsZpwrp59BJi3L3EtzQ2TibIJSHTSz5vgVgHdYaJH46UWwtNjFgknYWVLtyUoi2i0k7tgLSP4tDtSeWjW0vQrgjsRVpnrZoV1762sc2Z5EInJfH2SYOjSBBhHmEvwCcJWk1aE3tA2exUQu/3N9+5sdMbfvWCdupwhI2bgLgTNyOikmpHvr/2XvveEuO+kz/qaoOJ99z8+ScpQnKGUkgJJFzsLHxrrGNsXFY+Bl7vfaC1ywGG6+xMTaYBYzXYIzJ2RISCqAcRpoZzYwm57k5nNihqn5/9Lln7iShMDMajfoBfebec/r26a7Tobrq/b7vJrLd809jK6eknJi42UA4Xvt4bAwMoDyFk/GPXzjbCVgyuSTqaHL3rpMKHYoz5iGkYnj7xlTokJKSclbSmBilcng/1YH9lOcuZtdPf8T5b3gnXqGbgQe+wozLfoE4TjLYRcu9RuIk10uRuKBZaxIBMa1+sxUINFaAEImoWCqFtQaVzWC1xi/mscZAHKEECCUgP5NwfAK3WCQc386eb/85JmpSWnotC155A1u/8C9MbN9BafEilr/jrcTxQYLR/e19GdlyK9mehchc+XlpyxczXqHABe9/P042y85vfhMTRUjXZcZVV0EUJWMpUiZjPtPt71vjsSbW6KDJzq9/g2xvF6t/6z0YM44OC8iTxGWkpKQkNMaGeOTLf8f2n3ynPa6x5KWvp9A/56R/ky33HCdaOGqdEyP4pS700Ai5/n4cx+NEWichBUYnoreoWmHLF/6Zha9+FTITI10HEwc4fj4VOqSkpLxoSYUOKWeEqcgKi22JHBKmD7q2OTZLLiXlRcDkob3Ux4ZQXobDG+5nyXWvZd7lN7D3vh/zyJc/yTW/9xF23n8fiy6/Fi+XRwqLiSPUlEV2u6JUYLXFEKNcL7HL1hrH9wELJkZHyWSNRGMdAbI1Cak1xhiMNpi4jtEx/eddSnnWTJoHN5ApdzH65O0UZp6Hm+tkYuc9SC9Had7FdCy4DKsjotoIwmkw7+ZLmHvDlXgdPTiFInFtCNPKnTwRYWWQTHn2mWrulJQXFSZsENfHwLbEUEA4cQDmrCU7YxndF7ya5uBOTBySm7UKf84MjA4wUYjMdRDXmugwQimBdB2E4yf5wdbiuD7amkR0QMuhyREgLEI6SSWRMa0BWjHN0l8lg3AmyR5WJsaaCEjWBRqLe2QCmSRPNj9zFaZVtSDQCBTFOetgtsXGEUI5BNWDVA4+Qu/qVzOy+Vak49Mx/xJ0WKM5thehXPIzVpLvX87QhiPVUNLx8QpH26ennJtYlSWmgGtAGI1FcXjrRrKFAn0LFqExoDxAtKJXSI5ra7GmdUy2XBy0MUiRTMRaYZM4thZJJWYiSLTY5JxyPRDJZEWkQflFjLVYJMIIEBKDREUhjO8G5aKyPfjd8zBRE+n4xM0JRBwSBZMn3D/pZhHSwUQNIBH1xM0jy4q0Yi/leSJu1o+y420MD+PnT2x/LtwMqAyiOUqmt5fJXbvguutPuKxyXYr9cxjevhF42+nY9JSUlJRnTXV0kLBWoXPeEjZ843Nc9Tt/zv2f/Qg//eSHuPq3/4SuNTdh4gbK8fGypZa4IRFHHslpF0iZ5LdbKxGtPkbrLUwcg1SYOMToGCEFUrnoKMLGBqM1wvWSYqPIYLVlfPftCCyLf+Gv0LVxwuoI+dl9rH7vr9AcHyDXv5CRzd/HhPWjd8gaouowbip0eF7I9vZy4Qc+wKp3vYuoXsfN5YhtBK6DVBIbNpB+jiPHToLVGoiwUcSCV92IW8gzvm89+a7ZxPVx3FTokJJyUnQU8sT3/pXtt3/7qNd33PFdbvgfn2LjNz+XiMqOYfUbfpVsueek63UzWbxsFuk4RJOTeJ2d0yVKbaw1WGMxYYRp1ln6C29AeS5hdRCswMkUCCcH8Aon/6yUlJSUc5lU6JBy2pmKrLDGtHOMmRoQnoquIHFz0Frj+yeo6ElJOccZ2bmZPffdytIb3siWH3yZn33qf3Le6/4LL/vjvyesVxDSYfG1ryUOA6rjFcpzZ2Js3Br8AGNMklThOBhAYhFKYK1AOQ4Wi411YnnpCuJ6DaxAugopHeJGHen6GGuJqg1sEOJ1FjBhhULfXIozFqJ1kxkXv404rNMY2kH3qptQbhahPBoDW5FulmzPAsLJQZx8GbfYh25MgI0BWtXa+oT772RPbOOWkpLy3LG29cAt1VGvj2z5MX1rXkf90BaMkBTnrMHEjWRCVLkIoZDSgq+wcUQcgas8bL2CVQ4WSdBILHBVLosNaqhCuVWxIFr/bz2iG5NMEk89tk+50dgY4hCDwMQxQimsVGCTdRgdAgKpPEwwCcZHBzWEk0G5WeLGGFFtGL88G6SkPrCd4qzVqIVXML7jp4SThwGIm5P0X/hW4vooyi9QG3ySgUe/Dq22kV6OGRe+FZVJcy3PdawxDD78MHe85z289pYfoSOLMXU65i4Fa6iHkC35CAwQY6MYmU0cioQQWKmTY9xMHc9Tx7ltFcvZ9sCUtTZxOyEZrJKOmziZCJCeh65ViSMNwuKWSuhAJ+eciZGOQBRnJmeMcgiqo0xsuQu30ENp/lqUl8Mt9VAfmEswvq+9f8rL03P+Kxjdekf7tY6FVzCx857278VZq09fA6ekPAVxs45oOXdZa2iMVfCKJ45REUIgsh2YyiD5/n4md+56ynV3zFnI0Nb1p3qTU1JSUp4zcaPG+n/7FCte8TZ233ML93zqQ6x962/iFUpMHDhI54JlyEwBMOgwQHk+QrqJI1QrliIOAhw/uX6K1hhAO+LAWpAqET4IiY41jqPQOiCuJe5O0pFE1SY2jnCLBdyZGZziGpSbQ7pZVLaMzOQY3PB9MCEA+RnzMGHjhPtkSQuUnk+cbJbCnKSKvFmZwFQn0IANQ1zPa7uOHYWwWOsgfTc53nRM/cCj5DpnpQVnKSk/h8bYMFt++JXjXrdG8+SPv87Vv/sRfvb3f5KIzlosvOZVzLvspSeNowmDBl62wPDWjfSuXIPIZdDNGqr17HnU52gNGKQjEYUM1niJ4K3ljDmx637Ki686ZfubkpKS8kIjFTqknFbCMEzse1viBms0liTBW3D0g5m1NhU5pLxoOfDI3ey591auePf/ZPlNb2Pb7d9k4zc/x6bvOCy85pVc8s7/RlCdJKxO4BfLCNdB2iOXcNlybrBxiBAW4WaT6AopkgnGZCHCeg0Tx+gwQDoujl8gbjbQkcFR4HguqqcTaxJ3hrg5gcqUiBvDKC9PvbaL6v71SC9H3KzQMXMF1mp0c5JM5xyC8QMoN4vy8oxvu5O4OUn3ypdTG9xGfsYqqgc3HLfv0s0kFvIpKSmnBaMjnGwHUW0Ur9hHWBkEwOqQ4Sd+SPeKGxnfcheH7vwsfvdcuuavxSn0YF0fjMFxFWQckH4iqsoVIY6I63WUl0G5LkIpIh2jq1XcfCFxdBCKxEnGJLE49pjaBGNAuSAd0BECg4lCrE4GV60JkW6+JZbSCMdP3Gi8HDYOsVYTTB4mU56dDMIKQbZnAdLxmdh5L8HkIRCCXO9SOhZeRjB+iOGN30FIRXnRlfSveyNRYwLlZXAK/ahs+SkzcVPODeqDg9zzh3+IjWOk6zFxeA+Zjg4cVxI36okwt9SJIkJI0XZGoiXM1XGM66n28L7ETnNtSMQNU8tao9tWwbScIEQrSzuxnla4hVziphRpbBShY9tKeVEYHTE1leBnS/Sd/7LkfMEyvP0uOhdegRIuPateiY7q+B0zAcvI5h8T1YZxcp2UF11Jc2wvUX0UgOK8C1NxYcrzRtSot11SbFilWQko98066fIyW0YPPUm2fykjmzahgwB1kufF8ryl7HvwDpqTY2RKnadl+1NSzkVyudzzvQnnNGHQIG7UObThPsBy9e98mEe+9Lfc++k/Q3kZFl33anqWrSKoVnEyWdyM34ptO+KEhhAozyOqN1Cei3DclsTStoSXyTJEEVZrhBBM7N5LtqsLKQXCVSg/i8pl0eEEynGTymPpUjm8mXBsH3FQbQuAAZxcJyYO4USCBiHSquHTQKn07ATXYXUCN1sgqE/i5oqJYP0EywnpIJykj0nUpDk5QGHWedQHnqRz2bXPbeNTUs5x4qBBHJxY+LXn3ltZfP3reP3ffYeRnZuJ6lV6l64m09lLpnjy565gcgwTRnQvXk5Uq+N3+Agvd+LoilZgItIinCzB5CASi1/qY2zbXcSNibRoIyUl5UVNKnRIOW3EcdzOKLaQTMLSqs6Zemhr3b1NS+iQkvJiJdPRDdZy72f+FwuvfgXXf+Bv8HIFomaDkR2bUI7CzWTJzF+MVG4ywZjNYc1UBalpWcZP2QG3ssABO3WehREYkiprJfA8B2tClGOQngPEmCgABDt/9hN6lq5ENCcJRg8QV8dxyzMpzV1F1nFBSOzwDvTd/4Bz8TuQXo6BR/4D6eWSDPGoiZAOMy75BZoje6gd3kzf2tcTNydpju5p77f0csy46G04aYc8JeW0YI2hdugJOpdey+iTd9Bz3s0Mb/wBOqgCoIMqo9vvoOe8l6ODOtbE2Fw5uV+bCFQGbcBaga5XUX4OG0XEjSbK9ZNrh02uQUKoxIihVVUgWhVoVk67FrXu9dZarI5Bg7AxFgHCQbjJA7xwkkxiYSKsdJIMYiXAaKw2RNURguoWsl3zOPzwVynMOh+v2MPYk3eAUBRmnUffmteh/AJxWENIl9Ett7TaRDO2/W4QEuVmMTqivOQainMvPOPfT8qZJxgdJRhNJv1NHFLom8VjX/00Og5Zev0bKM2Zj44iYixSJAP+KkNy7CESS+AkKAqLII4iPM9r3Y+T2JYp29KpPm/iBCGT+BhrEbYVOSUFcRggLKhslrg6iG5UcDv6wbRMm6zFNscRuR4Caxnb8mPCygDdq25m+NHvMXj/V0AqZl37LnL9K3D8PP0XvDHpF0hFXB1GB1XyM1ZSmncRbr4rzW5Ned6Im3WEmwgd9MQQYSPG7yyf/A9yZcCS68hijaaybx/lJUtOuGh57mIAhp58nLkXpxM2KSknw1qDrY2gD23CDO9kQWk21Lux+e4kWizllBJVqyAkfqGDA4/cTX3kMBe9833ke2YSVicp9M3ENKt4uQ6Un0lElhZM0EyiJqxNouAAN5vFtJ77kfLIv1HU0hJbjI6xOqJzwRxMswKuhxUONq4RRyFCKiYPrqc5touuFTdQmrOG0eowTIu4crId9Jz3imQ8QcijBBAAXUuvQ3n5M9iK5y6mOYmtDBLvvpc5FhiT2EIfInN8RffJkI7DxKG9FPtnY8ImxvFOKArUUYSwIcJGRM2A+sFNFOesJg6qKD/9PlNSngonk8XJZImbJxY7eNk8xf45FPvnPO11KtfHqCYWB7/go8MGUjnJdV0eUTtYa4mMRsYNrNVIx8fx84xsvoVw/ADKL9C79rUIJ40nTElJefFyVgsdPvnJT/L3f//3R722cOFCfvSjHwEQBAEf/ehH+cEPfkAYhlx99dV88IMfpKfniLL44MGDfOhDH+L+++8nl8vx+te/nve///04zpFdv//++/noRz/Ktm3bmDlzJu95z3t44xvfeGZ28hwliqKjIinsVFwFR1wcpv61Jhn09TzvZKtLSTmn0XHEwmtewaZvfwGsZdfdP2DX3T8g193Pxf/lD5h9wTVUhgcp9vZj2/buEoxBtK5lQqjWIETLPQWbDEgIhQBMHCGkxMn4gIeJfaIowAY1pJJIlQMLUaCxQjNr3eVUdu5G1xu4+SIy04VTKFMf2k6xYxbRhm9hxvcjC70IoDh3HZmueUzueQgdVMn1LaM0/xJqA0+SKc9EeXmGHv8O5cVX0jH/EqLGBE6mgFfsx8l2pFXUKSnPAmst1sQtUYE84TJCSoR0qB7cSM+qm6gP7aR71Y2YOEyyWPPduNkycbPKyIYfEY4PUFpyGaWFlyAA3RwHMjiZHK7vIVXrupLxwWiU1VjpIFSSGSyVQSh19EC5mDL2px1ZIYQA10uuWRZsHCf9ARMhHQ9rIoyJwPFafYfEjtfEEZN7H0J5WQozV6KDKjMvewdxfRwhHWZe/itEtVGsiXHyXdSHtuMX+gCLiZvHNKBBhzUAdGOC+sBWst3zcPwT26innFp0FNIcH8EYjZPJku04M84+07NTg5FRcv09rHnzb1AdPMDOu75HYdZCVr3i7URB4u6AUkip2n3YOI4Ag5BJtZzjuokwSEqM0YBFqOTebHXUqphM3JWEjTG2VY1jYhy/de5YMEbjFTuxxe5ERGHbykTIdlEb28vk3odxcp3MWH49tQNbE5ED4JdnUl7+EqyJmdz3MJN7H8FEDTKdc+la8TJ617wOqZx0AivleSdq1pEqGYStH9oLgFfuOunywsuDcvEyIUIpJnftOqnQIVvuwS+WGdyyPhU6pKQ8BWZsH81bPwrT+kXNDd8g87IPIHsWpc9lp5jG+CCZYpnF172Wjd/8HGN7tnHX//kA+d6ZXPmeD2GNQfpFBBqLIW6GKNdPJqrFlBcqLYdUg0BMc0YFhEW2BGRGSJQQWOPQbNRQXgnTbBDXJ5Cug5N3aI7sItM5i2zXHOKJATKFLvpW3UxsIsLKII5fwMQhVsdU9o0y+4r/ysTuBwgmDuJkSpQXXYFb7EU66fjdc8U0Jggf+Bf0/kfarzW33Y5acCXeRW9DPs1iECeTJ5gYpjRrLo5TQE71TY9ZTrouwcg4KiuRSpOfuSKJHy3OaN+bU1JSTky23MvKV/0SG77+2ePeK/bPodA/+xmvU7k+gY4grEK+F9cTSMUJz1/X9dCxwZp6IlgMG5TmrMVZ+hJM1ER5ecRJooJTUlJSXgyc1UIHgKVLl/KFL3yh/fuUQwDARz7yEe68804+8YlPUCwW+fM//3Pe+9738pWvJIN+Wmve/e5309PTw1e+8hUGBwf5wz/8Q1zX5X3vex8A+/bt493vfjdvf/vb+fjHP869997Ln/zJn9Db28s111xzZnf2HKEdVwGY1mCytbY9AXtUZAXJDTwVOaS8WAkqE9THh1GezyW/+oc8+PmPtd+rjwyw+Xtf4vo/+GuiluWl4zrJ5IpSRw9CWduaJNQQa6Jmk0xny7ZXiKQyujUPao3B6IB4soLXUUZ5imByEqtjlOcjpSSoNTh018+wWjPvphvwyi66MYmbm83Ou9cz99o3oaxB+gVGd9xDtPdRykuupmvFDUmH3PEZfOxbRBMHqWZK9Ky6ieb4fmqHt1J3dtIx/1L88qx0QjEl5VlgjSFuTlA99ATB2H7cQjfFOetwsh0nHKQqzD6fg/d8nuboXvIzViJVlokn76W2bwPl5S/h8LZ7mP3S99B1/o3EtTGEl8PqkOqBHWS6l4BtEsQhbqEDIQVSSjzfAQQ6CJMIChMlE6muwmiLFBawGGOOiDCmW/BKgTUtQRYS4XhYHSOVgwkTZwmEJBzfh5vtRDk+QjkoP0vn0pe0XCRigsnDTOy6DyfXRWnuhYBAuhmEdInrY0jpIpRLY2QPXrGfsDJwwjb1yzMZ2Xwrme759Ky8EeWlNs6nk9rIABu++Xm23/ZNdNikPG8pl/7qB+hecj5e9vRWlPldnTj5PHGtxvq/+Vuu+N9/QiaXwZ05nwve9t4kB7veQLoKwdTkgUWHERaLdJy2sLDlT9J2UJoSJtipysdWfIuQMom1MA5CtBzMhINBYOo1rBUYY1EqiZQRjpecQ62YCq0NUvp0Ln4Jys/TGNnH6IYfkp99HuUV19Kx5HJ0UMc0xhNXkxaN4Z0c+NluZl76DpxsGeXl0gmslOeVxNEhee5rDhwCwO84edWqEAKRLUNthFxfP5O7dj3lsuV5Sxh44qFTus0pKecSpj5OcPenjhI5AKBDgrs+SeYVH0Tk0uiXU0FYrxJUJ7Bas/3O77H42lcztHU9A088DEBt6BA//vBv8ZZP/yBxuhGJNbkSKqnKNYAwLVcFWn1f2/rBIJDT4i0sVhus1lhriMMAR3lYnQiHhSc49MTDdM9bipufh1vIIYTFz3djdEhsQib2PIyJmrjZMvmZK4iqDe77oz/mpZ//PN2rbkwiMqWDdNO42VOFGdx6lMhhCr37HszCy5Cz1jyt9QSVcboWrKB6cD+l+UtAR1jrwjECV6tjvGIWkBgLXmkGwdgBdODg5cunYI9SUs5dhI1YdtnlhJVRnrzt24k7JdC1aCUvefcfks08c7GQ1THKzyGEIRybxOsoIaRFHvO8JoQgbDRwlEE5GYyJkZkiNqjSGN1HtnMOUX2MTPnpu0mkpKSknGuc9UIHpRS9vb3HvV6pVPj617/Oxz/+ca644gogET688pWvZP369axbt46f/vSnbN++nS984Qv09PSwcuVKfu/3fo+Pf/zjvPe978XzPL7yla8wZ84c/uiP/giAxYsX8/DDD/PP//zPqdDhWRBFUVvkoFvZgG2RAyClbOcYQ/Kg5rqpcjjlxUnl8D6qgwe59zN/zpW/9SH6z7uY1/7N19n/4J0EtUlmX3A1+d4ZmMn9ZHqWEjYrCG1RQiNijfEc2jXcQiRziEqBVPi+n1R8tKwvEQLbsrGUUuJmPJxygdroGEiJ4yucbAHhKHTQJNPVxfxX3MyWf/l/7Pz295AShh59jPPf8x50o0Z9/AC6OUljeCflxVfTsfAKmiOHiSb3MbFtD70XXkC+dzHjEwfRzUkGHv0amc555PqWku9fjlc8/rqekpLy9AgrAxx68MtYHQHQGNnF5J6H6Vv3BjLdC1DHVFgJoeheeSOjW2+jenADUX2c/IzljG+6jQO3/QMLXvenjG+5k9LSK/G7C638RygtWIdQDiIOQfmAQkgHYzXCtAZesS1X28RxAW1b6ZHTxI1SJuOzxrScH0icHVrLYE0ibIgjhOuj/DxCOZg4JOPMQYcNGkN7cEvdCOUQjB/AL8/CRE0y5dn4HTMTgYdQDG/4PmHlMABOrkz3yhuZ2PMgUXWIzqXXMfT4t49rT6/Yj4kjTNSgfngLetFVqdDhNFIfG+YnH/s9RnY80X5tfO82bvnQr3Pjhz7LzNWXndbP90o5Lvyj/48H/vTPOPyzn2GMJBrbR1iv4fcsRLo+0nGQSoBSWG3QUYwUEqGS/q2jEvGDwKJjjXKnJiESF4Yp5wRrdHKcW5tMYLSEh4jEPhirkS3holUucaOBdDPooInK+pigDsag/CKxVMT1cRCCXP9S5t38fqw1SMendvAJDt35eea/7n8cv8PWMLrlNvIzViKkJNe3DOcZ2CGnpJxKomYd2bLVbQ4NAeAWnlrcJLNl9NAOsv39TO7c8ZTLds1fzpb//ApRs46bSa/jKSnHYoMKtjp04veaE9jmBKRCh+dMdfAg6//9U8w47xI65iyiPnSIkd1bueI9H6I2dJCDj92HXywx56KXYJF4GLRVmGaI8LMIY8EVQMuxMVFBJONpGDAWg205mwusNiAsAoOwGs/3ECYmaEYI5aF8h0UvuRkdVDFRAx1MUtm/nuKs1YxuvR0d1cn3r0AVe4nqY4zveIBgKEPtwAGiiQnknDmQVvyfUkxQI2rF6p2IaPMtqN5lCDfzc9flZnNM7N9JoXc2ullD5U/smCmkBFxMFKDjiJFN36d39euZ2LaHwqxnXo2ekvKiIqgg7v80q8+/kpXX/SNBo4Hj+7iNIeRjX0T770Tmn5lDocUyvncH5QVLcfISqRRxvYnXccx5by1eNofRyZhF3Kwg3SzK8ahPHMIv9ODk0njClJSUFzdnvdBhz549XH311fi+z7p163j/+9/PrFmz2LhxI1EUceWVV7aXXbx4MbNmzWoLHdavX8+yZcuOirK4+uqr+dCHPsT27dtZtWoV69evbwslpi/zkY985Izt47nCsXEVUibVacmtm/Z705eZHiGSkvJiojZ8mJ/85e+z8lW/ROXwXrLlbh79yj9w8OG7ufJ3/pzZM+fj53LYg+uRhx4iWv12/J7ZSCGxwkHHUTIZ2XJKSSYbVavCNJlotFOVHzrGRjFIgXAdjNaE41VM2CTT2YGOY6TjYXSMiDVSCeJqnfv++x9T2bu3vc3lFSuIajX6L7kQN68YO7QJEzUZ3fJjOhZdzcHbN7HxH/8RE0V0LFnCdZ/+O/oueDPVgxvQQRW32Ed+xgqcbDp4lvL8EQdNaiOH2f2zW6gc3sPMtVfQv/IiCr0zn+9Ne1rEQZXBx7/TFjkcwTK04Xv0X/hmlJc7zt2hPrSN3rWvx4Q1QOB3zGL2De/FzXdhrcEr9aHDGtLLobKllj4xgw5ChJMFrZHSYqIGUnkIR2EsCNdJKtiZuvYkk7jGGoRwkoxJSIQNUiZiBzEVZNESPZIM5BoLplnDyRaxUTMplBcSN1fG8UsYXcfGIbneJRgd4uY7scZi44C4MUlz/BA9599M3JhE+QXCycMor0BUGyFuRVP0rnkdE7vuI6wMIJRLYdb55HoWM/j4d9ptFUweTsVYp5HKoT1HiRym88Dn/5IbP/hPZMunL8bCRDWK8zO89POfYfPn/oW7fuv3eMmn/45CSRNXRzBWozrngswnQh0nEfgkmkEJugFGg+NiESjVEjkckfjQCmpJfmqJgqYiLERrwkIInbiYeB4Yg8Xg5bMgBI6rsDpAykS8aLE4bpaR9d8lrk1QmLeO0sILscCWz/86ulmh95I3J4KhExBMHKRjwaUMPvYtqoe30Lf2damjUsrzQtysI1pW3M3RUdys3342PCnZLmAb+e4Cw+sHCKtVvMKJj9+uhcuxWjO09XFmrb38FG99SsoLHxuHT/1+FJyhLTl3qY8Ocsv/+g1mnH8Ju++9Bb/QwarXvJPbP/q7zLvoata84b/QN+9NmJFdxNt/gJ57BfGMpTgScF2sbEVSGgDT6jG33KOEQFgJCkQrInaq52GiiCQ+y8WEAToy6ECD0GAM9WodFOjaASoHHkKHNaLaKD2rX0NzZB/14ScR9TG83Hwao8Pc/yf/E+l5ST8l5ZQjrE6ed05G1MBafZx9/bFMxQTnOvvwslms4x0Rlh+7rNHoWpPm5GEEdfoueDOP/92nWfKmNz37HUlJeZFg4ygRte/+Kc7unx43oWab1We0PqNjmpNjlOcuojFyiPLM+Ug/g/SPFzdZa7E6TmIUA01zdB/N0d14xT46Fl4KwsHNp+OsKSkpL27O6lnmNWvW8Bd/8RcsXLiQoaEhPvWpT/GOd7yD7373uwwPD+O6LqXS0Zll3d3dDLWqQ4aHh48SOQDt33/eMtVqlWazSSbz89Wz09H67M1Dmtq207GNxpijBAzJa7b9ukyk5kc5ORhjntW2nM79ONOcK/tyJvdDneSh7dnwfB5/Izs305wYQ4fJw+2Bx+7lwl94Lwuvupmt//nvRI0aS294EzNWX4ouL0qsJ43BOG4STyFk0skWU+2R5H9bIUBYdGyQTjIxI5WTDJgkIeBYa4krFZAKHcSYOEK2XC9tDFG9QViptKNnpOsy76abmP+qV2FNiI4HcW0/ullp709cm6D3wgtbVQIwsX07P3jD21j2S7/I/FfcSGZhN062iFBJXuQL/Zh/tpwr5/zT5Uycr8+kTXUccfixe7jjr96XTDoCO+74LtlyDzf9+Rco9J95q79nekzosEFcHzvhe1aH6KDCwCNfo2/dG/DKc5MKcqnQYYPBR7+O9HK4mQ6UX2Tgvi8TNyoseuOfEYweIKgMkinPQjoeNg5ANUB42DDGyfiATtwipJsMrEqJDRto6SCsRbkeAoGxFqRKJnTlkdiKqf5B4jYjseipQneE4+IIibUxRgdYrZNJZSXRzYlEtCEdpO+CtUhcQBBWDtMY3kmmcy6FGcsZePg/0GGN/IyVOLkykxu/R/+6NzK86YfUBrYQTB6iOOcCula8DOXlGNt+NwPrv9GqxE+QbuYFdY6equvKqTxfpzjRNh3a8MBJlx/fu42oWcfT5VO+LW2EpD78BNLNcsEf/SbYAiYM8UpFDA7WgvJzNMZHsdYgpEO2qzdxdBACx/WTwSZjEMJipUIgWueEAGOnjMySj3MchE0cl6w1yTkhBMImQgmrLdZKhBToZpDcjLVBKZPkrApAWGId0rH0Kmwc4Zb6sEKy498/gG5WcIu9dK16GZWBTSfd56mgjWBsH2F1JBEwnYW82O6Tz4TpbXOqz9cz1d5Ro45T6MEYTXNsEq+Qbfc3T4qXA+WS8ZLnyIkdO+havfqEi2a6Z+DmixzacD/9519yqjf/rCQ9Z04Pp7Jdz6bz1aoMKA/0CQQPUmHdfHosPQumHy/j+3dSObSX2euuIg6aHHjkp6x+42/w8j/9NHvuu427//EjzLvkGmavvgS1+s0Ek+OMbX6ErsXn4efyR9yhVCKgFJAUN0zrXEwlWLRT3KVsuZuRuJRpnYiircVqy6F77qMweza1gwcpzp+PFCsoLZ6Nymb56e//dwpz57L8l36R3d/9Lntv+QK1AwcAWPyWt6Cj6IwdE2fD9eyMna9OFjXnAuKJAyfejnkXY6SP/Tlt0RwfxmiD8jM0a1W8fAmcECEUqKOH/C0C6Tlke2aim4bxzTuo7N4NUp415/3ZcAycDaTt8PTb4EyNEWskIt+DrQ2feIHS7Gf0fTXHhmmMDJLvn022s5+wGeAyipstYZVzlCuLkBIdaXSjhlAema4FFGefj4kCkA7B5CG80ozTery8GI/JdJ9PPadjzCklZYqzWuhw7bXXtn9esWIFa9eu5frrr+eHP/zhMxYgnCk2bNjwfG/Cz+VUbuPSpUvJ5XLt/CjbUpVPIWUyKDxlXT21jDHmOW/HC6Gtny7nyr6cif246KKLTtm6nsv2Ppe/LZfLjGx6iMbESHtidcdPvk3fsrWM79vBJe/67ziOQxQ0mdi7HTebp1jqQQiFCZtIIRM77akBD3FkgCMZBBFJPqcQiQBJCKxt2cILkMKS6e0lqlYRnoOfd9GRRmgLyqKKWXI5h5f+wyeItcSEIXHYxCtmURlws/lkYnAaTmYWD3/ib7niYx/jkY99jPqhQ0SVCk/+vy+RnTELb/VqRqp7j22KFy3nyjn/8ziT5+vTadO5PR3c+X8+0BY5TNEYH+a+z/w5K975AYbHKyf569PL0z0mls57aqeBqX0b3vA9Cue9kV37DrN8wQw6l1zD0IbvYcI6QVgnrA4x5+W/w6G7v8jwo9+l58LX4pVnIIQiro0gvSLSySYW41JCrBFSEtVDlG8TMYTWaCNRjkLoEGs0Rlukq9rjrke5ztAqTgPQcSLEMhEmDmkGIdJxcT0XEQVYa7BCYoImys8nE7VxgI6aCOlQH9iaiCMypWTyWEhGt96GDmsA1A5vprzkGrqWXsv4zvvoXHYdUrlYEyOdDGF9nMMP/hvTK+8BhHTQqsD69euf1vdxNvFcryun8nyd4thtymazuMXySZdXXoZGs8m209j+q5fNw813EdVGGdt2CzMv/mW2/+S7HNjwECtvfAOzVl+KsZZMsZwIF4Rs6QRjBAatLdJRLbHO1MSDSOInTCIonLotJ24OKjnKbOJ5IozGItDaIoRJ4mGswUjVirewWCVbA1wAFiMUwvHxOvoTdwlrOfiTf0K5GTovexulhRejskUawye29c/3L6cxtLP9e/XgRg6ORUxMTJy2dn6uvFjuk8+GDRs2nPLz9Uy1d7NWoTjLZff2J2lWm+AVGB4+yYDxNPIyB+Ew0s+w68EHGc2eXKjjdc9mx323w8qrT+Wmn/Wk58zp4VS069l0vi7oKZJZeiNs+d7xby66nsnJKrt3rX/2G/ciZ9euXTQ2PwrA4Nb1zL/8BgY2PcTAEw/QvWgV86+8kflX3IBwHIJalfrhbWQ7euhfsaYVCSexUYh0HDACKwSi1Y84KorAmpaoIUYq2ZJDGEwQYmKdRMrFTaQSqEKWWddcTVCdIDOjGyJDpqeLaHyUkUce4cL3/z4qV+DB//0RBu+/H0jEmfNf+Ur6L74Y5ftnvF/8fF7PzuT5unL+pbD9DgiOrgQXmQ6ivvPZ8thjP3f9s8t5Ch3lpNrbcZHKoVmt4Jc6OdYvSWhN1IzQUcDQgw+z78c/ZtW73oVw3bPu2Se9pyWk7fDz2+BMjTkt7OvEW/ZKxKP/cvybs9ZRmaxwaGgzQfD0nJHmlbNkyz1gDHEYkC33oI1G6BjHOSYqyFqUAOtlwQRYoHLwSbLdCxjZ9G3KK199xs7hF+Mxme7zqeN0jDmlpExxVgsdjqVUKrFgwQL27t3LlVdeSRRFTE5OHuXqMDIyQm9vMgnQ09PD448/ftQ6pgZSpi9z7ODK8PAwhULhWYkpVq9efdaqk7TWbNiw4ZRuo7X2KJeG6a/DVBYxMM1wzVqLUop169Y9q888HfvxfHGu7MsLdT+ezfaein0NJseolcpgLQfX38PSG97Ith9/g4n9O5m19gom921ndPdWZl94DbnuftxcAWMMhmRiRbhOy/VdHBE5tBCt15Tntn8GgRQOWhhsa6LGkRqrLEMPPULXqkW4+QL4kqjRYPe9d2C1YdHl15IzASJvwe9B+Hlqwzs5/PDRA2Mdi67mwI9/xtCDDxKMjnL+u9+N39UFQtCxeDHZmTORSjH3WbXWucUL9Vw5GzhZmz2TNj3w8J2Y6MSWvYc3PsDlWZ85Cxafku19ujzTY8KENZSXb0/oH4WQKC+bODvokLyf3Gt1fZTB9d+nd/VriINJmqP7MFET6eWY/bJ3Y8IAEwU4uQ6sjnC750McY4I6WoPKZJOK8maIMRalwAqLlRLleQgFxjgIoZAybrkxqGOuUa1sYUgGbZGJ1a5SSMcj42mstehmBYFAOD4oB8fLYUyEMBrlZAknB9FhlWzPQuqD2xjb9yjlxVeBNTTH9rWbQrpZMuU5jO34KZ1LXoIOqsTWMLL5FgTQu/Z1qEzhKGcahKRv3evxS92sW9eXvGYNJqwn1rHKRbpnX+b72XxdOdE21ToLPCxV4k50DEtf9ga6Zs6lZ+6pz4G2JsZGDayO6F7xcoY2fA8d1hjbcSdLX/oa5l54FYc2Psiuh3/GvEuuB6OJghjluqhM4lqCUChXJG4jQrScHKZspVu3ZseZ1u1tOZpJ2RYnJg4QIK3F0hJLGNGynjag48Q1RSqMIYmDIXFlMjpCaI30cpSXXY0OqiAk0s9RH9pGefHVjG+/+6j9drIdFGavZvDRIwJF6XgsXLjwlLfxqeBsPp6fb6a3zanmTLX3E1GAdDzmz+jiUDWivKTzOHfFE2HdCDO0lcLMGaixMZYsWXLSZbOTl7L5e//KyiWL8Aulky53rpCeM6eHs7ldn8s21YcPs3vPMPPW/iJq9x3YyUOIQh96wbUc2j/EjPl51q1beoq3+Nxn6niZ29/Lnpagc3TnZta++Tco9M9mwze/wFW//b/QRuO4PrWDe/CLHeQ6e/CLZYyxSGEQCGQmD4A1FqGSqWpxomd+Y1CtyTBrTNtRzZgQKTV+ZxETR4zt282Ou37AzJUXM3PVGhwboIeeJJvPUL7uUrTXxZ7/vI3+iy9m5TvfiQ5DlOdx4M47mdi1i5nXXce6BQvOaDuejefds+Xn7suNf0K08TvovQ8CAmfB5bjnvQqb62Zd56yfu/768CHiMEiigV2XKGjg5UpJccwxWClwC3kaT+6j+7xVhOPjjG3ezKLzz2fdvHnPYS9PHefiMfBsSNvh+WmDp/qs+vBBtj7wIMuu+DWcXbdjRnchMmXMvCsZD3NkpcfKlSue9mfVBvYS1OtM7t5M96JVhEGdTKmL6fMnbYQA5aJEjGlaMAohPIYe/xrlJS8hUyizbt3pjd58MR6T6T6/OPY55dzhBSV0qNVq7Nu3j97eXs4//3xc1+Xee+/lpptuAmDnzp0cPHiwPYG+bt06Pv3pTzMyMkJ3d5L1e88991AoFNqDI+vWreOuu+466nPuueeeZz0Jr5Q66y8Ep2IbwzBsuzVAEl2RVLKZdtUaQrTfn76c656awesXQls/Xc6VfXmh7cdz2d7n8reDmx+ma+EKpOOw+Qdf5tJf/UOu+p0Ps+HbX2DZy95A78oLyXb3I4RAuh6Th/ZSmjkP3ajiFotJbr0UxGF4JL9tmrODtRZhpyYTk0EQILGzVC662cBqg8jm6F29GJkrIXQTIoObybHkulcTNyNMFBE6EZO7HsLoiEznHDq65uOddzP1sQOoTIFs73JGNmyhZ91FLHjNazjwk5+w/m/+hoWvex3Lf+mXKMye/aza6FznhXaunA38vDZ7Om0aNepP+b7V8fP2vTzdY0JminSvuonBY1xVADoWXEr10BNHXhDJeo1USC/LwCNfpTjnAjqXXENjeBcTu+/DzXbid8xCN+tUdj3M8KPfYcEr/z+czrkYrbBhgLCGKNAIpZJcdAFGWzAWHdeQXiYRYVkLro+ciqiYJoacYmpC+FiEcloVbC7CzU6zVLYIozEmxoYNvGIfJiqivBz5mavI9ixCZopEE4foW/t6ovoYTqaEV5rByNY7CMb2MbbtTrI9C3GzZWycVEAMb/oh3ctfhg7rBJOHcTIlcr2LEY5PVB1EZYpgLZP7HqGybz1WhzjZMl3LryfTOR/lnX3OYmfjdeVE25Tr6ufa9/8Vd/71HxwlduhatJLz3/CruCfIJX2u6KhJ/dATjG69nRkX/RIYTdfKl2PjJnGzShw3yHZ1s+TamxHSxQqDUT6um8G2Qh+k4yXOC8ZgReJQ0hb5Tt2Dp5yWWi5m0+NbpvrJbfGPjpNllYdQSYaLwcEYUFKidNharQEdYHVEXB3FyXYkuiHHxfX7yPYvoXpwA8H4Pgqz1zLzsl+mdugJdFDD75yD4xcY3vB9rInb7VGYueqsO1aO5Ww8ns8WTke7nIn21lGEiUKk50NjnLAR45c72vGHT4UtdmOGLPmeEoMbtyVioZP8Xe+S89hsDUObH2b+5Tec4r04e0nPmdPD2diuz2Wbsp09GBx+/E+f5PxXvJXSipdRHRlg4xf+L3MuvJqFHd1n3f6+UPB9n9rgfgp9s1BeBh02ue+f/jfX/LePsv+hO3nk3z7J6tf/KpHrkil1ojy/5eJg0FEEro+DxliFFCIRTh6LMdNi4eSRPoUQKOVihMHJWEwYohshyoWOWfO58C3vIarVGN60nWB8lNkvuYr4Z5/AVgbIvPJ/MfvaaxnduJHHP/UpJnfsoDBnDuf9xm/Qd8kl+IXCGWvDKc7G8+7Z8nP3pdSPvPSdmLVvpFatkensQz6D5wzpuOy65z9ZeM2rMEGTbKmTuFZFdXQet6ywAmMM+fkLuOu3f4flv/zL9K5b+7x8xz+Pc+kYeC6k7XBm2+CpPsv1JOV5i/jRX3+I817xFrpXXEVzcpxN3/gmXr7Ixb/47me0nV4mw+Nf/zxr3/qbNMaHyWVzxM0ayj9xYYXVJnl2loLa4Eak8um/4C2obAnnDI5NvBiPyXSfU1JeGJzVQoePfexjXH/99cyaNYvBwUE++clPIqXk1a9+NcVikTe96U189KMfpaOjg0KhwIc//GEuuOCCtkjh6quvZsmSJXzgAx/gD/7gDxgaGuITn/gE73jHO/A8D4C3v/3tfOlLX+Iv//IvedOb3sR9993HD3/4Qz7zmc88j3t+dhNF0VEiB2tbg71TIgcAIZDyaJGDtfaUiRxSUl6oxEGd3ffeSlid4Nr3f5y7P/HfeeBzH2Xe5S/npX/4ycRxQUgcz8dag4ljMh3dKGlxXQU66dhaHeNMP5+EOGpS0QjRtiq0QoCOMCZGGoEkQtuYOIxx/BzSURgnj7ASE0SYIMTGIcgawxu+37LGVJSWLSG6/ePgZil0zcc5/zU45RnMuLST5tgYa3//91nz3vdSazbpmjMH9yyNGEp58dK9aOVJ38v3zsLLF8/g1jw7hBBkuxcw8/J3MrbtbqLKIE62g+LcC4gb49RaQgfpZlEt9wFrDeXFVzG84ftU9j9Kc3QPnctfSr5vBTqogdaoTA6/ex5L3vYxrNVgDV7eQQgfIySKJl4uC1EFK10sPkIq3HwGoWSSBWwsxBE4DiJRPR41ATxlRAPiKOcnqw1YjTARVihs2EBKBeik4l0opKPAzSJsUtXeHNuHkykivRymWaU5vh+jNYWZq/DyPUT1McKJ/QDEzUmkcpGuj5MtEzfG0c0Kg499CyfbgZvvIte3lKGNP6Bv7es49MC/0rXy5dQHt9Ec2d1u+7gxzuD6b9K7+jXkZ646TsSR8vRwfJ/ZF1zDGz75HQ4+fh+NsWFmrL6U0sx55DpPTyVKODnAyOZbAAjqFTxH4kpFvTGJjkOkdLAIwmYNrEGVZqCDBjqKEEril7ogbGKkwMYxwk9s84UQaGOSiDbbiq1Qcprw0ICxiaODsdOczgDlIEyYeDoImxznnoPKeNgowioXoQMQAiMsKAfp+IkwQioy3fOSuJhmDTfbRWnehdQOb2bwsW/jFXvpWn4DI0/8iObonqPaojBrNSaOTks7p6Q8FVEzcSISrk9z8BAAXkf5af2tcDLgF8gVJbrZpLpvH6X580+4bLbcQ75nBgfX3/OiEjqkpDwdHM9n6Q1vJNfdx6P/9vfUhg6R6+pnzVt+g/mXvQw3e/Y5V70QsNayaE4PO27/Hvseuourf+fD3PMPH6QxPsytf/ZuLv21P2LRS16dxLRl8hBbrAKjQ0CiPAdXSUwcI5SHxSJMDPKYIdupqMojnwxmSnRpkNJiJeBJgmoDg4ONLCaMiGs1OhbNQ/ozEQfux1QGkr/TIfkZc8n19dG5ahUmipCuS2HWz3cTSDk1CMcH4bBty27W9TyzQpHJQ3tZfPUrqAwcoDxvCXG9hvQzJxScg0XXasT1Olf8xV/gTzyG09lx6nYkJeUcRgiBbOzl0l/5Pdb/x+d4cN8OvEKJ5S9/I3NWr0GYpxdZMcX4gb2sff07OLTxQeZeej1RrYLjeCh1/FSdNYk7r4kNUTUk338BKqOIa0O4+eNFTSkpKSkvRs5qocPhw4d53/vex/j4OF1dXVx00UV89atfpaurC4A//uM/RkrJ7/7u7xKGIVdffTUf/OAH23+vlOLTn/40H/rQh3jb295GNpvlDW94A7/7u7/bXmbu3Ll85jOf4S/+4i/4l3/5F2bMmMGHP/xhrrnmmjO+vy8EoihqDdIeES9MTVbYlsxBMPW+OC1ODikpL1TioEZl/2NkSp3suecWlJfl1R/7Vyb3biWoVYnDGn6+jDUabWKkclGexFcdWCHQKCQCtEmyNz2FaqsZbKtK2rarpS3JxIsQgFTIVjVnWGmCVMTVBsaR+N0u0vFASqxtoLKC6u5HqA8+CYCb66J78ZWYDd8BE0NQQR/aiHvR2wFQvk9+xgwgsbnaun49PWepJXbKi5tsuYfF172WHXd857j3Lv/1PybX1fc8bNUzRzoemY5Z9K55LXFtlMbwDsa3303cnGwv03PeK1CZQmt5n7EdP6V71U0YHdIc3UtcH8XN9+JkSol4KmyS6ZpNHNepD+6gNPtCLAJrAoSbxyt1JVUEnoc1BuW6iTWDSKoLMBahVCJEsAZrkmuQlLYdoyPsET+HpLrdtivTMU4ygasjdNhA6xjl57A2xtoY6WaxOkKbGOVlcXoXAwITNRCOpmPB5QilMHHE+O57yXUvwEQNALxCL1F9nMm9D9N/wZsYffJOGsM7AYs1hlzvUhoju3DzSeSOUA6OXzxK5DCd0Sd/QqZrHk7m7BfGnK04vk9xxlyWzzh9oUbWxIlbQ7PC+I6ftl+v7LmL0qIbCIcOksmXyDgxUnroKETHGrA4CBzfw83lwRpsFCFdP1kvUw5mR47l9jHuOEdNQExFXCAkQrZ6ymaqx2wxVrWEPhahBCYMkMohDoPE2aIxDgiUX8C6eVRXDq1DMJrG8D6CkV3kZ6/C75zN+K77qB/eDEAjqBLPHac09wJyvYtpjOxGKp9c/1Ki+hjVgxvJ9Sw4bW2fknIionqSQS5dj+ZQMsHmFZ9+FanM95AJ9iOUYnzbtpMKHQB6lqxm/8N3nWSiJyXlxU2m1Mnia1/DzDWXo8OQSr1O39yFOCdyEEh5Wphgkskdd5EpdjC0dT2bjOYl/+1jgKE5fJDOxavIdHQl7kxBHaEUrptHKoV0XbSOcbxERGyNScyhHOeELmjJw/00jzQpwBqiehOpBHEzcV/1ciXiegXpO1hbB3eUsNag5MwgeuL7rXVJhF9s/ShTccMLEMfzcFxFoW8WUb2OUAIlVbsgbTpWa5yOIpYQJ1uAcZOILFJSUn4uTq4TohrVDV/h4je/FafYj42bVJ68nYM/vp2Vv/a5p70uay1BvULPnLnMWrWWYHIM5XqJds0YjvUsE1IipEKICL+rQFQdRogOsMnYUEpKSkrKWS50+Ju/+ZunfN/3fT74wQ8eJW44ltmzZ/PZz372Kddz2WWX8a1vfevZbOKLhqmoiukWoe24irZFNdOcHiypk0NKytHooEJUHWbJ1Tey9Uf/zv6H7qA2dJCX/NYf0x+PEg88CItehmlZeUsZ42QLOMYgbIz03KTaGYHjqKP936fONx0fqZ42tCcijYmJ61VsbBGew/D6DZgoonP5EsY2/YTqvkeo7lmPiZrMvvG9dK64Lsm9jxowugv90JewlcPtj1NzL0JkUvV/ygsLv9jBRb/83+hdtoYN3/wc9dEhuhev4uJ3vo/OBcuf7817xjheFil6QAiCyiBIhVfoo7z4Ctxcku8YNyuYKKC88AoGH/06Xscsygsuw4RN4toIyi9hogZOrpwMrjaa5LrmgdAYIzDaAx2hUGCaSMdv3/uFlNg4sd8XjpvY8rcqzYQUCDNtgqnVVzBaJ5clKZPL1lQVWnvqF5Sfx8QBVkgQCulmwFiM0QipkongZgVrNNLN4GQ6AEFjaAf1oe2UF1/J0IbvttupOHcdwxu+h4kDaoM7yPUvpzhnLViDiQMm968nbkzQf+GbaY4fJFOeS1QbOWm766CKiQMgFTqcrVijaY4dYOCRr9K57Hqi+lj7vag6RHXvXeRnX0EzCIibMY4exSuWGdt/ACEF/eXZ2FgjtcVag8zkiXWEEBKrDdJzjnYnsQaswJL0j1XL1cy0JlmnpiSste34ChvHyWC042Bb4gflKrAWz3MwUkKmA9sSDtu40RI1CoSbobToQlh4AWFlgNEnbyesDLb2UNC94gYm9z5IY3gnXnEG3atuonLgMUY234KJmnSteNkZ/T5SUmC60MGneXAIAK+Qf9p/Lwr9iNHd5Hq7Gd+6lXk3nNytoWfp+ey571bG922nc97S57bhKSnnKLnOXrTWPLl+Pf3zUkHQs8XomMm9DyOdDH2LFyCkYnjbBm77yHu5+Jf/G8uvvg59aAOhCCHfi58vgG0JK/MFiGOkEgg0QroI2+o/nCzWx1og6Z8wJSK2Ful5mOYkcb2JiWIwhmB8jPKyhYmTRK6M3b+L6LGvJcULgFpyHSJTOlNNlXKK0WGdTKHAllu/znk3v4UgSgQyypEIeew5bbDKQURNVLYD/fiX8c57zcmPs5SUlKNQXpbZL303O/7jfzBw1xEXcOnlWPL2v8Ir9jztdemgSuesedzzxb/jqv/6+0RRDK6PkA6Oe7LYIoF0FFbHmDigPrSTfO8i4qCG4z/9/nRKSkrKucpZLXRIOTuYEjlMVaxNDdImbg6tkk0hkmVafyNE0llOnRxSUo4QTg5iTUyWGhe89Td49Kv/xNieJ/n2H/4XLvql32Xly16bVDErjR4/hOpbig4bGCuJwyZZvwgk6gWLSMRF055frbUgk3gLaw0GgxIONtaYOEJ6OeKwQjheoeu8lQg3ia5wCxcglKC06FIK89agMiVMHDP00NfpXHI9ThBB3Ew+xMngLHsp7oqXI/2zL8sxJeXnkS13s+zGtzD30uuxWqO8DH6hRBxUaIzuxeoIN9eJ8vLtCu6zGen6ZMqz6FvzWowOkcpDOh7WGsLJwww8+g10UCHfv4L+i9/O5O4HGdlyK26+i9KCy5HKpXJoA9nOuTiZDlSmBNYSTY4QNwxe9yzcfD55oDYeRoNyFNYahE3cDwwkA6xSYIVACJVUwU8NnLUmgq3lyGCaaM0NG42wGpSbvIBBKCfJJhYysfSNdRK90xJZ6KiBteDkyq10DI0J62S65qD8PIOPfQsT1lF+gc6l11I7tAkTB0g3i1fswcl2EE4cptp6Pds1j9zylxE3JjBBFR0HKC/7FK0uEDLNKzybiYMqA49+DWs0cWMCN9+NDqrt94PxAwTjX8PvWkj3ipuwWqObId3zliXWz0qhdZyIelviHYkEBFYKBIlLw5SARyCORLNMuzEL2XIysRYx5X0mQAibnB8WrE1kECYIwMQIAcZYXGWwTia54+sIazRWa6yNwcQMr/8+E1vvYsHr/oTi3Atpju7ByXaQ61tG9dAThJVB8jNWUJi9htGtPyYYP5Bsk/LwSzPP1FeRktImnCZ0CEbHcTwX+QyeE4WfBzdHvlMwtmVzch8SJ56g6Zy/HOX67H/ozlTokJKSclqxOqQ5ugcv34Nb2cM1v/Wn3P0P/wtrDA9/+ZP0LFxMhwnJ9czCWIM+/AQ4HqJnKTaoExuLEDIR9lqDRWLQCHPi/maSDjcldgCsTnLbhSDWBiebY+LQTnI93RQXzCEa3YVvY2x9lHjfQ4nIwcvDvGuQS69DuGnc5AsVqyNcFTNz7dU0xkfJlspY38dGIfi5o+pirElcj8MmyPo+/FWvpDJSpVx+vrY+JeWFh1fqY8nbPkowcZj6oScR2U5Ks1fglXqe0fiAiSM8miy6+hUM7dxK9+JVWKGgJYAX01c15ZiJwESgwypupkSm1M/4rvspL7wcUqFDSkpKSip0SHlqoiia5tKQCBemcraBtshhqlpt6mdIOtFKpRMBKSlTKL9Ac3QP5WULWTSnwNwPf5a96+8lbDToWbaOyfFxCsViMrnauxiLxRGGZqNGJpttiY2ctnuDMOao9YuWkwOOAiNxktkScByEjhGOg9dRxiuW0M0asU6iLdxSH53nv7w166gBwejGW7Fa8Mjf/CMX/sEHyN18CcRhkime6UCcIDcuJeWFghCCXGcvkDgMNMf2Mrj+m60q/YTSvIspL74C5b0wHhql4x1lWxg3Jzn04L9hdQhAbWALxXkX0bHgUuqHngQEjl/E2pjOpdeAteigTlQZQWUKWAGZvn5MVCOuG3QYIyy4pSJWJdXo2hqUl0FOXXuw2ChEOm4yCQzTLMMlWNPuK0zF7AjHAdzkbw0IJCZqtCZ0DcrPY02MUC42arbiMFxkJgOIVuxGhNUxlUObcQs99Ky6OVm/46P8EtLxyM9Y2YoyqFAb3E6+bwnlxVclQgvlURvYyuSeB+m/8M2MbbsTufDy5DN1dFxbZ/uWotw0w/psJA5q6KBKVBttf3fVgxvpOe9mmqN7jls+HN+LiTXYACM0WkeAwIkirJhS49gjkwg2mYyw2FYUS6tH3BYDT7NSSt5o/SqmZiYSSYQVCKXAts4RoVCZLMTJOSCtwRgLRCThcK3ljUE6WYRU9F7wGnoveA3NyYM0Brcj/RzBxCGaYwfoXvVyCjNXoZuTDD3+PUxUBxJxUNfylxFUBsl0zjmN30RKyvFEjRoAwvVoTkzi5p+ZmFAIgSz2kc9vZ7BapbJ330njK5Tr0r3kPPY+cDur3/hrz3nbU1JSUk6EjpoYHaK8PI3R3XQsuYa+kZ/y2v/9WQ5seJj6+AhRs45YehW6WUXoAHfOWmKtkyg4z8XRMVIopLXguAhrkcKF48zLE5Jn/lYslgKsxDoK3WziZQsIJelZez61fY8hGlnU4BbMzPMIcj24V/0mjpNnbPsuBh5+guXnvTCec1JOgpBE9TE6XEHglKlPTpDLFDCOz7GGDkJKTBziqwBb6iVohqhM+v2npDxT3EI3bqGb7IwVbNq0ia5i7zMughBSgqPoDLahF97A2KEDdM+aQ2zV8ZFrrcJSE4cox+I4SbRxUBmmNrCV8qIrTuHepaSkpLxwSWeqUk5KFEVHcofhSERF62djTDvOwk6z1ktdHFJSToxb6MZaS7NZwRMR4tHPsqxnIUgXawbQbj/7Nq6nd8kqasOH8YtlvEIJr6MXqZwklkJJBK3YihPZDE6JG6zBIBAC4iBIXB0aAY7vIhyJdCWO0Fghk4lJq4mjJpM772fooW9TXv5SgvEic294OX5nJzKXPgSnnJvo5iSHH/5qy03gCJN7H8Ir9VGcveZ52rLnRnNsf1vkMIWQksr+DfiFGez46n+nY+mVzLjqlxh5/Ef45Rm4pV6cbBknW04qzq3BzeSRXgbyFh3E6FoVp9yBdD0giZOgFV1laUVXCNr2/Ec+vDVRC8nEsRDTKt+TincdNRN3ByTSdbEmRjerSM8DY9A6ws0WMXGAsAK0xeqIsHqYxuhe8v3LcfNdmKjZyrBUHH7wXzFhvb0ZKlOkb90bOfzgvyWbpZz2+x0LL6c2sBWAid3307v61Qw9/l1sy94XwM110b3iZS8It48XG3GzwuDj30UHFYqzV7dfN1GD+tAOule+nLHtd2OixKFIZUr0rn41QW0MawT5UgHrttzJhMFaCcpLjmulEgEPrWM7sWUABDpsIr3W8WCPSZWCdkaynXJ2EKpdjXnkFLGJY0OoEQ7YOEJlMtC631sjEFEzmQARAuH4DD/+I8Lxg8x+6bvJdM4hrAziZIo4uU6CyiiNgc3kZyxnxsVvJW5MAkmE1ujW2+i/4C2n50tISXkKpqIrlHJoVhq4+WfetxQds8kVdyEdh9EnNp1U6ADQt+ICNn7zc9THhtrixpSUlJRTRVQfY/iJW4iqw3StfDlD679BEDVxPR/3wX9kUdcCKGexB/6TuK+fJjmEcPBrVaRuInSALc/GChc8P/Ft1ElMG61EipNhpzoQJnFubPU4kgitIMBEEbruY5wM3oqbiOOIeHCIgYceY+M//BNeRwfX/eM/4hVSh8YXMtLNoa1AFjpx3RxS5kE4yKNEtwlGa4QO0U6euF6nMTRGflYqek1JeabEzSbN4WHCyUlmuC5RpYJ6htYoystRrY2R61+OEIbOuQvRVhFHEcoTx13+jQVhDRaIwhAbWUY2fofi7DWo1Gk3JSUlBUiFDikn4YiTw5TjdDIBZGzbyyGpqpmy821NuFprU5FDSspJEMKhb90bGVz/TToXXEJmzoXYPfdDHOAUulD5LDNWXEjUqFGavQjPE0ijsaaJNRKDQjn5djW0bWV/H4eUYJKBEms1yvWwSiJdhQ1jomodE4c4eYWJNY/9n78HCSt+6a3k+s9nzg0rqA1N0n/ZHHL9/TjZp7JwT0l5YVMfevI4kcMU4zt+RrZnEc4L8OExrAwd95oJ62Q65zG572GW/5d/YGL7fYxs+jFd59+IlA5GB4mDhVToKAYjUDkXqzVGW6JGgNUGpS3SEVgrkIARBm0ipJAtG3GBULLVd7BHCx7gyO9TrjQtcYTjZpMq/JazjPAyCMfDxslrjp8nrI0hnQyOn0GbJsrPkPUWkOlegBCS5vhBlONSPbgN5WWPEjkA5PuWUTu8hZmXvoPqoU0E4wdQnXMpzl5Dc2w/1QOPg1C4uS6E8ulb+3qi2gg6bpLpnI9X6MbJFE/115XyHDFaM7HnIYKxvQipcAtHT2pWDzxOXJ9L98obk+zTTAnheEgvR9g4yPDOjUxm8wjHxS900Dl3CUq23BhQiQNDO4rFYHQMnou1U1Euth3vNmXiAC0vhqnjfZp4WAiRxMHoOKnatIBUqFwWkBjlouMQ05wABCpbbP29TOxMBXQsuRRrDbbl8uB3ziVuVBjfeS+lOWtxF1xCZd+jyTE9hRD0nPfK9BhOeV4I61WEVDhENGsR+VnP/N4q3Qyy0E2+a4KRDRtY8IpXnnTZ3mVrEFKy74GfsPymtz6XTU9JSUk5iriROKfpZiIklE6R4tyLGdn+U7qXXI0/72LMnvsRcYhz4dsR5X5sJLDGoI3BySaiYalDlHKSiLVMYZrA4SlUDkw5pllMy1zKxiFGCJRUhNUGju/id5cxus7I1p/id6ygum8I3Yy5+E//lO7zzyfX33+aWynldKPDGtmeJYzve5DOOUVC60JQP6FTgxCCOBaYsIIODZn+meggOMFaU1JSTkZzZIStX/oSW/75n9vnT/+ll3LZhz9MYfbsp70e6Xjk+ldS2/8oJU8R1SsIL4/vKJK44qMdIoS16NhioiZWC2oDG/GKfZTmXYhU6RxMSkpKCqRCh5QTEIZhO3JiSuRgpiYjpg3QTokbxDSRg+Okh1RKysnQQYWJwwP0X/R2ouoQk9UxMotvxMuXmBgeJhNGSCnIdHcjpYOOQ4JYI5RAOS5COtOGPJLBjWOZqhi1RiMcB6EFxhiiRhOBQTkOTk6ByGMCQ+3wYVa+61eT3LcowJLFK2dRhTxesZyKHFLOSay16CCZcDmRIGCKuDl5ZDL+BYZfOn7w0ugYHdbwSzMZePQ/KMxeQ+fs6xAIdFhH+nmaEwfxOubieHlsFGJ0jLGSuFJF5bIoP9dy4bct1waJMDa53gjZcn0yiNbEcFLN3rpy2SOiB2tMYuEvAKOPvC9VYu4fNkF6iX2v6yc1atbgZoqAJW5U0FENmesEKdFBAxPWCCcPo/w8pfkXUT2woR0/IR2f4twLcTIFRrf+BDffQ37mKvzSTJrj+6kNbqMwYwX5GcsRykMIQWN4F0Iqcv3LUV7uqGiQlLMLE9ao7HsUAGs0UW2ETNf8o+IqmmP7aI7to3fNa0FIDt77z8y84tfI5POUZ80jDiMmB/bRGB+mY/YChFBH3BcgyTsWrQgWxwEEQliQTlssJYRlutW0oOWyJETb5UTIVnSLkIlDAwIrLBiDaUVlWGuQro9SXcn+WcA2EzcT5WHiGDfXBUImThBxQGN0N26uk+LstYxuu4tg/ADdK19OcfYaGmP7cLw8ys9RPbiZTNe89HhOOeNEjRpOJoujGwS1mM7SsxPcyK65FMt7OLT1SaJ6HTd34ighL1ega+EKdt9zSyp0SElJOaUElcNtkQMImpVJmk2X/ot+kdrAdoLQkF36SpAu2+69laVXzcYRAuNIpJtFOh5axwQmiWDzC5mWaHJKVHkkGutYe4cjDlGJsBjcxNUhiomiJhZNY7KGny8gHId8/xpMLOhZdz5PfOFRnFyOTE/PGWytlNNFML4fQ5HC7AuJTYR0HKQU7QjB6QhAKIOQPtI1KGWxNo0aTkl5uugoYsfXv86mz3zmqNcHHniAO37zN3np5z9PrvfpO4hVhwfJz1pLFNcRXgYpLXiZI/eBFm0hvbLYUBEHA+RnLcbJrEM66XhtSkpKyhQnDn1LedESx/E0kUMyiWEhecCaJnKYYupnrXUqckhJ+TmElQG8bI5b/uy3MBQwokSz1mBs3x6yHV0Ia5I5VZOcV9J1UX4GIVr2lcdEVZyozkMIkUweGtM6fy06CBDG4vo+aAvWYXjDFqJ6heKCGWR7y+T6u8n09uCVctQG1+Pl8xh9vJAiJeWFThxUmdzzEAfv+yKHHvwyXrHvpMt6hT6EemHe27xCD9I9+sG3sn89Qkq8fDczL3kHTqZEbWALYW0U4WaQbpZc33KUUlgdEUeWuB4hrMHvKuP6PjaKMXGMjWMQgrjZIKzVWjOxtMQLEqRsu0HZowZrp35MBuGMSex37ZR1vw4xzRpCKRQgZDKhzNSgruO1Mo0zuLluEBIdJk4UysuT7V5Atns+jaGdxM1Jes57JTMueQczL/tlvI4ZCOkw87JfpnZ4E4fu/WeqBx7HK/SQ6ZiFFQK/NAMv34WT6SDbuwTp56keeoJg/ABxs3ImvrqUZ4G15qiolvHtd1OadyHFuRciVDKh7+TK9K59A15pBoPrv47VIdLxEEpS6p+J61o6Z82hf9naJC7KtIQ5NomDQqpEvNO6xya0JiCEJJH/yKMkiNbaI8f/1GvaYE3reI+nRD6tf+IQbITVESIO2p8tMFgTJ5+mI6TrosMaUW0YIRVWWNx8NygHsHTMv5S+Na/FRA2GN/4A5eXwu+cz8MjXqB3eRHN072n4FlJSnpqoXsHxs4j6OEYbvFLHs1qPyHVTmNWFNZqRjRufctn+VRczsOkhGhMjz+qzUlJSUk5Ec2T6fdQipSAOArbe9l2aDYmhQGVoiKjZYM4F1xKEMUZ5IB2MSSImHNfFcX28TAarI4yO2v3d6eNvRz31TwkchMAYjQ0jMAaBRCgHJ58jUyqS6ezg0BMPEkcxjfEdBNXNWBOx/9Zb6b3gAhqDg2ewtVJOB0bH1AaepDkxQhxr4jhx/dKGljve0SRi9CQeUHgOJmwm8YApKSlPi+bwME987nMnfG9y505q+/c/7XWZZpXGyCBREKGt33qGdLE6xp5gGDaJJTI4GZds1xywyViL0dGz3JuUlJSUc49U6JDSJo7jtnChXRU+7Weg7eKQxFokFr1KKby0g5yS8nNRfgFdP0zH3MXc8me/jlQujp8h29mDjmNQHplSJ8bExFFIHEUIJI7n4bgexNEJPBymMVUJKgTIqWRGgZP1Ea4kbgQ0qxMMPPIQmVIeIZuYOEQHFSb3Psjk3p9RH9xMx/yLiAPJ5I7tZ6hlUlLODDpsMLrlNka33oYOqkTVYZxcJ9LNnHD5zmXXobwTV4qe7dSGd9G75jW4+SMVW8HEQVSmA7fQTX1kN16+D78wE+VmMUEtmVwVIJSLkBavmMUtZlC+hzUWYzTS91AtFwYhBE4uh1/uSIQNWrf6DBqr45bwanpSxTR3DDFV1Z5cp4SUSSax4yMzBYTysNIBqRKRlwVrYkwUIP0iwskk1zwhkI7H2La7CKvDOJkOgsogtYHNxPUxotowJm5y6MEvM7r5VsZ33kNUH6U5shuAxsguRp74T4Y3/YBg/CCQTJoHEwc58LPPMvjI1xjffheHH/53Dj3wJaL6+Jn4+lKeIUI5yUR/C2s0g+u/hW5W6Fl1E7Ou+K/0rHoDT/zTv2PDBnFjIllOBwSNAKs1pdmLKfbNJJPzEDZGqGQiQUiF0VFLnHPkeE0OyqTKUrRspo+NkxJCgFItJwfJUSNXxiAchbUmmcOQouUc4iO9DFY52KiBDesgXaSTQTg+ykviLawxmKBO4/CT2CjGzXcjlcfwph8yuP7rDD72Lca2/4xsz0L8jlnUD29pf3RjZA8pKWeasF5D+RnM+CgA3rN0dBBCkJ2zjEzBZej+nz3lsv0rLwQh2HPvrc/qs1JSUlJOhJMrH/V7XD/E4cfvozZ0MIm3EpDr7kd5WaQSSOVikXiei6vAxBFho5G4Rzk+KpNDOf4xAgeOFkvaIwJMS6vAwXXaokoTx0QTkxx+Yj3DT26ke9FigtFNZLtmUpixlif/31e55m//lubICOHkJCkvbISUKC9Htlxm7wO3I6RMntVarmPHYxFKYaxGYjFGoZvNM73ZKSkvWKJKhahaPen749ufwfhpHNAxZyGP/funkcrBRFHyaClP4MbSKmZT+RxGR9QGtuJk8sS1BtbGz2ZXUlJSUs5JXphliimnnONEDq1/jTHJwGwrqsJa2xY7pFEVKSnPDDffRWP4+6x7839lx12zuOVD78IrdHDt+/6KTEcnJgoJm1WUl0mqNlvRMViITYRQTlItjWifp9MfYU2ska6DsAIrJHEQ4HhJvr2SLvgC12SZcfHFxEGAch3CSgWVyZPvXw1AHBmqB0dQbojVL0zL/pSUk6HDKrXDm496bezJO+hd/ZpkorwyAIB0s3SteCl+x8znYzNPCcrxGd70IzrmX4KT7UC5WXTUoDb4JMVZ55PrW5oMulqDjUKk4ycVAUIilMLa1ntGJyUEOomVIDYYIREIpJAYHSdWu1Ik1elKIpwkJ9JY0+oztFxqRMuZYVryjhDJVW3KtUaaxLYfCxaDiYJ2VEAS36OxcQOERDpuEoHheBTnrsXqmKg2jJvtomv5DTRHd9MY2c34jiMTYZ3LX0pl/2MnbLNM5xwA4maFgUf+A3tMhUTcGGf4if+kb+3rUCcRx6Q8Pzh+ga7lL2Xgkf+Y9qqlPrSNqD5Cz3mv57s3v4q4XmfNb/9Ke4mwMozKlgnrNcZ37aDQ3YdfKoMRyb3UxmBBKrd12E4drxaBTMxGjG7/nERYiLagoXXHTo5ha0FOBbkIzJQD09TWWoudirQwOhEs5spgBSYOsDbGRA2kkwEhUK6HdHqQjo/WEQPrv4lf7KF39WvAGnRQRbacWiyW8e13tz/LKxwRhaSknCmiRhXHz6InxgHwisdniD9dRLGfjpllhh7fSBw0cfwTX5O9fJGeJeez447vsuLmtz/rz0tJSUmZTq53MaNbb29HV1X23MeqV/8CO+++hZ/9/Z8S1avk+2Zx3fv/ilxnH0aHOEITRhapHISjUC2XMmktJtIkJmbyhA6qRyFkEnfVcocSOgIT4fg+RkL/8jXoqIFUikyhG90ICSshc268ESeb5fZf/VVu+spXzlBLpZwuhJAU56xj4NGvMf/i1zJxYDc9S85Ljo8THDfWmCRuMNboWOPlM+hmOkmakvJ0SRx3fXQQnPD9XN/JnUKPQ4DnGNa+5dfY+8BPWHT1TRgESp44TsbEGikMyvXwO5ehwwATjKMDBbnOZ7M7KSkpKecc6Sx1CnF8pHPbdnJouTkIefSDVipySEl59kQx9K99AwPrv8HcC89n6cvegI1jlOvgZ32scMHLEDXquJkcUoJBJJndgIljlJtMIAohMFojWlEziaX7lHo/qZKW0mLRKAwoi8XBzWjqI5Ps+uY3Udks8256OSYIMU2DiSKU5xAMP4KbX0h+xqznp6FSUk4TweTAca9FtRGGN/2Q0ryL6Dn/lYBAuRlUpnBcPuILiWz3fEY238ro1tsAyM9cRaY8h/rhLdQObiTTtYDy4quQbhYnXwYExAFxfQIhFcLJJNb9FoS0rWuNTKz7owgcidUxUopWTI5E+pnE0r89USuO/A7QcoISJpnwnTIWSyaCpyrUdGLpb1vXMcfFmnhaPLFo/aswcQNrNFFlEDdTAOUlcRr1CYwOUF4OEzURUuEWeuhYcCnKyzO29fbj2sst9uFmywDE9TFMfOIBjObILkzYSIUOZyF+eTZ9F7yJ0S0/ThwbhCTfv5yOhVfw+Cf/ibheB0B5uSTuwWjGd/6UzmU3o/wMfSvWEFYrxGGI72YQjkBKJxHeSNmKx0jsqe1RA8itY9La9uRDO2pq+s8t15MEi1CJYKgdDWd0SyNh23og4rB1DiocN0sYx1gstd2P4ZX7UH4epANxg65lL0H5RaSfx8YhjuMBAh01GH78O8l5BO12SUk500T1Go7noycmE0eg7LPPFRZC0Hn+Gga23cbQ3T9i5g2vP+myM9dezuP/8RkmDu6mY9aCZ/2ZKSkpKVMov0j/BW9kcP23WvdXy8jGr7P46lex+LrXoMMmjuvi+S7N6ihWZTE2wssViZt1/GIJSOKwtI5xp66HbVHwsRPVUx2DVj+h1Z9QQmJdB4WGqIpwfHSjhnQUSA8TxOjIICRkOgvc8ovvpLxiBcr3z1RTpZxG3FyZzsVXMbb9x/Se9xqC6gROtohyj3fclVIRxQHGGBxXUD1wgNLCpc/DVqekvDARrsuCV7+aHV//+nHvZXp6yPT0nOCvToyRLgxuwelfxYLLryeYHMMtlI96NpyOVA6giSbqSGUZefy7dJ13cyvmMyUlJSUFUqHDi56jnBymZWlPr0MD2jmAkFhPu63J1pSUlKdPXKuggxoz1r6OuD6KjkYRToGxA7vxciUypS68osTzM0lFtbFIJ5kIsRim6kCnkOqYSVhrsFYQB02kVGAlJoiwjsLGmubgIZCKfE+RlW+8HovA6cgwtuMB9t3y94ClsOBCus9/M1HgUCw/O0vhlJSzFemceFBPB1XGtt1Jvn85br7rDG/V6UH5JWZc9BYGHv06VkfUDj2BiRr0X/QWbBxhTYxUblsIYHSEFCq52oR1pDUoP4+OY6TrETdC3HwepMRxE1FVYpWYWOgLRZIpaQwmDnE8NxEvSJmM10650BxjyZtkyLYqj4QCm0QFCJNEYGANVrQs/01MMDGIky2QTC4nwguv0E19YCvVQ0+Q6ZxDfuYqwtEB6oPbKM2/GL9jFo2R3Yxtu4tszyJ6zruZ8Z33tibDFfkZKyjNv7gtyNBh4ynbtj1hnHJWodwM+b6l+KUZWB1hjWZy78PUB4fYf9sRcYsOYjrmX8L4rvuIJg+hmzUQidDX8fzkcHScROhkTaLXsYmbg1AtYU9L/DCVpW0NCClA6xMOTk1NXIipCAvAxjEmqiNdF2Ms0vETsYNMJEDCGHBagpqgRtSsUt39MNn+JRTmnocJG8mxqGOcXDeYGITEtkQ6Jg5pDG5jYvf9RzZDufStez0qUzpt30NKyskI6xWUnyUeOIyb99vnwrMlO3MeuXKeg3f+hBnXvwqhTvx82rf8Atxsnu23fZOLfvm/PafPTElJSQEwjQnErnuZeekvUR89gJQCv9ADBx8nbjY4dHCSx775RWatvYL5V9xIee4i6iMDeNk8fi6bWJVbgxQOQgHTJ7dO1I9oFTNYa0CbRIDcisjACOIITCCg0SBuBji5HNHkIaLaMJM7bqVj2c089refR/k+F/+P/0HUEn+mvLCJwginOJu+82cS1QbxirPbotlj3UB0GCCUwkXQmKzilTqJazWcVPSSkvK0cHyfOS99Kc2REQ7ccUf79fysWVzywQ/iFZ/++KkOm6g5F2IObULMWk2mo4s4DE947mJt4qKpNb4PE3s30nX+K0GJVlRNSkpKSgqkQocXNSeKqzDTYiuklO3M4anYilTkkJLy7DBhk9rIYR7/2mc575Vvo2/xCuTILqyVlGYuIKxViOMQX0lQrQkWaZIJFWGTympHtaUO1rYMtKcqQQVYk9heKymTamlrkH7LEtN3KMzoxQaTmIEnGRvUdKxaTaNaxS2vZMkvfgrdbBJM1HFLMyh0lZjYsZu+C86NSd+UFACv2IuQzgknqjPdC5Be7nnYqtODVIpM51xmX/VrRNVhdNTAK/RiogZRbZK93/9LZl37a+Rnr0A3K6hMEdGy53czHcl1SEqkjdBBjJv1EGh0GBPVG0jXQToyqRiaEi+0nGWUJREstK5LR+UNG3PkZ5vY7kqhsUIgksBhwGDbg7caG0dI1wcsftcsrBWYsI6QKjGiqI3glfrpn7GC+uCTDDz0FfIzV9G17Dp0UCMO6+R6F+Pmu4gbkzi5LnrXvBahXOLGBPWBrRx+4F/pPu+VFGedh1c4eTWGdLMnFcyknB04mSI6qHH44X8nrAzSuXguXrFIYyBxdBl5Yhu9a1biZEqM736AkSe+Qdf5byasVYnDBtl8HtfxMNZgTYwQCrxsO5ZCRyHKzxyJYWkLg5PjfLoosT1QZS3tvJZWNAtSIpwMQgiminFiHSK0wugY5UgIWjmwjodQPqWlVyaqC6VABgjpgQATNQknDyGUi1fsJZwcoDm2j/zM88jPWElYG0EAKlPEyZZbVUEpKWeWqF4l29VHVGng5p69m8N0us5byf6fPUR1/Y8oXvSaEy6jXJeZa69g2+3fYt3bf/uEla4pKSkpz4jGOGbb7VRK5/GTv3w/r/iLL1EfHyfTtRQxsY+Fq+cz59IvElQmkE7SVy70z0K5CmunYrBaomHpJBEU0+LeoNW7mHJ4gKSPIQRI0FGIQGBaoVrKlSg/jwlruI0BrDMfijmc3CysfS0H736QpW97O5neXqr79lGYM4u4PoGT63geGi/lVFAfHERmfarDA+TK3Tj5XrSOcLJ5pvqm09ICkZ6HiSMa4w2kdBnfvoOu5anDV0rK0yXb24vKZikvX86St76V5sgIXqlEMD7O4EMP0bNmzdNelzURI4NDdPavQsRNosjiZgvHRBe1Lv9CIB2F0U2CZgOvezkWg3KzSPfcGb9KSUlJea68cD2ZU54TURQdLXKwNhE5tB6iZCuyQrQyAlORQ0rKc8NEDeJmnUUveRW3fex9PP79r2J6VyK7FiBdj2y5i2xHIiqwOgaSSg3puEipkE6rwrmFECIRNrTFSSSVnFFEHEfoKEpiL8IGxE1sUMWEDYxR7H9iBL9vJrrZxIqITHcvyi/hd82kc9VKMn2dTO49RKYzzXpLObdQXpG+da8/rlJK+QV6Vt54zsURCKlwsx1kOueS6Z5HWB1mdNtd6MYEvRe+lj3f/TAjG24BC9HEYaq710MUYDHoxgSmPkE0MY6NIowRmDgGo/FLeZSjEKrl7KA11thEeGBN0rytkbWjIrCSTJ2k0ghAypa1rgQsVlhAY6KovQLhuEgvA8IB6YJQyWrcDIhE8ODmu5FeASxkuxcx85J3kOtbhnSz+J1zEcDwxh9i4hA3W8LGAUJIjDYMPvp1qgc3JjEG2+8mDqoov0Cu78RWrl3LrkNlCqf7q0t5jpg4IKwMAhAHh1nylre03zt877088JG/ZnLXGP1r38Ccy3+FXCFPrrOTbKkLWiIHE7cmH9qHb+I8Iqf6wu25h+kuJVOTFyZxeoAjFtQtZxLbupcLbOt/iTjC6AhpARO1zi836QMoN8ni1g2i6jDGRIBJHCCUB8pBuhkyXfPwO2bQGNpJ9cAGdFBhdMuPaY7tJaqPMbL5Fg4/+GUOP/Rl4ubk6f4KUlKOI6xXcVyXoBbg5U/NwGzXyhVIpTh4553oyYMnXW7uxdcRTI6x66c/PCWfm5KS8uLGtK43QiqaE6NYHbP34bu4+/9+HDHrAuLiXLSxZMo9eMVOwnoV6fiJLEFHiRuaJOnnyiN96rY4uO2omvQhpvoTVmuM1lgBcRwQB3XiMCAMkrEGR4LsWYTyPZxyN8YqMj19dC5fztYvfYmRxx7j4N13E9f2M/TodzBR83lsxZRnS31ggEf+8i+JgwZhrQJSoTW4mQIC2Y5fbI8emVa/NIrIdHcT1SbxCwW8jlTokpLyTPA6OuhevZot//IvPP7JT/L4Jz9JXKsx44or2mOzTwuhsEGFMNKENoNbKCHU0WNU7dUZA3GMiQDp4xYzONkCJo44zv0hJSUl5UVMKnR4kbF69eq2WwMcLXKwrYHYqRvldCGE1joVOaSkPAeElJT659K7bA2l2QvY/P0vMbJ9AyM7n6AxNkJ9eJTmwAhGG5SXSTK3zdQkCGAFUaPKtMfVZAKR5Bw1WqO1RioHN5tDuS4SgXB9cDIIL0cYGhrjNfouXceGH3wBMJimYee3vs3EziepHdzPvv+8jZFHN9E4fAC/M7W2Tjm3kEqR6ZrPnKt+nc5l11Ocs47eta9n1mXvPGciK44lqo8zsechbBRSO7SJcOIg2d6FGB2y8PX/k/qBjez86h9RO7yd/NzzEdkipllDOD5W+DjFYuLeoOtJeoS2RPUgcW5oRewgkoEzE0XJtUvI1n/H2y62q9+tmcoDSJwgLAgkIJMECZFY+SeTxE4yKawDbBxijW6JFQROpiNxsnGnIgc8pJdDSJewOpI4QlhDefGViUAMUJkSQWUIE0wctXlxYxyMRnlZulfeRMeiKxAt9wYn00HvmteS61vWHjxMOYuZduxVDjzMzKuvYuZVVwGw7d/+jbnXX8/e/7yNb1x7E9946SuJJydRcQNfT+JHk6A8hFKIlmCBqX5y26AkqboUR01GtD7XmOSwxrYipVqCRGOwU31raK03cS8xOkZIBxPFWG0wUZT8nXRBuWA0AomULpgYgcJaDRhsHBM3xhnd8mMmdt5HtnsBXctfSseCy+hafj31wW1M7PgpphVpEdfHCSYOn5nvISVlGmF1EseRBLUYt3hqBGPKc+lasZTDT04QPPb9k0YLFXpn0rN0DZu+88VnNhCdkpKScgJENikIyDiWbGcv2277BvMvu4HJ/bu49c9+naA6SWN0iO13fJdHv/KPZIrdOEqgHA/p55OYNqEQSKw1iWj4RB9kk+jY1o9Jn0NJpHRwXB83k0MK8F0FGrTIYdwCkbbU9uxi02f+L99/9Wt5/JOfZNHrX08wOcnSt7yZgfu/yOGf/gtRbexMNVnKKcJay95bbmHsiSfwfY9i32yaowNA0n+cioU66ilMypYoHSb37SecrJOb0Y+Jas/HLqSkvCCpDQxw3x//Mff/yZ/QuXw5q3/7t1n4utex81vf4vZ3vYvm8PDTXpdyM2RKnegoQgiIKlWQqvVceczCreJT4ViEUtQOj1M7vB8pBLpZObU7mZKSkvICJvUtfRGhtW47NUDywCSEINYa2RqknXpvuhDCGIPnpRafKSnPBZXtwPNGObh1Ezf88T+w487v8tAX/5rF17+OBZe/DBNr3FwB5fnJIK0QiV02RwRJiQ3hNDtLqxHSSQyzHQcbBsRxjDQKHUcILHE1JK5VGXnsMfKz+nDzhuF9Q/QtX0c4sge/bz7zbnw5wfgkUaWKk8uR6emk3LMEq586pz4l5YWIVC4y30V54WXP96Y8a3RYJw6qxPXxdpSCdH2Ul0uqv1vEzUkOP/RvdC67Dqvj9gTQ6M6f0bXyesa3/pTi/AtxVnWiMkWC8YN4uS6E62NjjdV1hPSRmTxC+ggLrqewgK7XEbk80nXAqGQC18TYOADlABKrTas4TbYH3aw1COyRSiMTIxBJ5rCUCCsQTgZrDCYKkmuhjUG5CDyi2mjbdtwanWRTSjcZJDYgRBKNEQeTuH6B0SfvoDBnHU6miPILmKjByJbbcDPFZDBhGk6mg1ZQMk6mQOfiqynNuaB9rXUyTz93M+X5JXE4mE9zdA9Yw+SBn3DhH/0B1X3v4ODddzOyaRMrfuWdrPq1X0MHTaLxURg8hDN3NeR7iBp13GwOo01y7IqWANgYrBUIqxOXEY5EvrXtpafFV1hag1XWtjQQFnQEJO4OQkqk42KtxRqNzOYQQmLjCHSIjeJW/9zFyeQQ2TzWGLQ1NAZ3EddG8Tpnk+meS3nRVUS1cfbd8vdMbr+PVb/xOQY3fA8THp/DXRvYmhzTuTJxYwKrI7xiL8rLJxbbKSmnGGsMYb2CIyBsxHilUyem7Vt3HsObtjKwYQdzZt6Du+QlJ1xu4dU38+AX/pK99/2Y+Ve8/JR9fkpKyosPWehBZEqozd/gJb//UW798HtY+rI3cuMH/4knf/wN7v/sh1n16l9m4VU3Y+MIQRNr89g4RDpOonUkEU1aC1K2+g3GtPvMQOIkNS0FSwiBjuNEJBnHxEEDKRyC8QmEMbjFiOHNX8PGAaWFV3Her/0GS9/6NuoDg0S1GnOuu5bGyAbCsf0ARJUh/PLMM9x6Kc+F5ugo27/6VSp79qCjGJXJJX3QOEJkFVaHCOW1xbWQHFcIQThZhzAiP6OPyT0PUl68Bordz+PepKS8cAgnJhjfuhWALV/84nHvD69fT8fixU9rXRYHv6OPqD6JFCB8FxPrZHhCymOWBSMl0URIMDqM8iHbN4PhDd+nOHctXrH3ue5aSkpKyjlBKnR4kRBF0VEih6mJU21MS9Rg20KH6ctYa1ORwzlOY3KcqDJOc2IMoSR+oUy2qw83e2qyc1MSTByg/DwzFixGZLIsuvbVLLnmtZgoxjQidL2BX+pBRRVsIyBoxjRrFUDgFTqQWtIcHUFKgd9RxC/mwPWJgiq6WUW6PtLLodwC1hhcTyHCBrKQQSnovWApbr5IdWiMLbd+lmt+98Mc/M+/oDDvSooLLyc/swc5byaIZVT3b2H/rV9k1rXver6bLSUl5Rji5iRDG75Hc3Rv+zUn20H3qptojOwi378c5WaJgxphbQTp5ZBuDqFculbcgAnr1Aa2EtZH6Vh6Bbo+TtyogHJxc+XESF8nggUTN7F6AodORKaDsFpD1xvEjQbK8zADQ8S1GvkZfbh5lygIieoRUbWGjWIyXWXcvI8WirjZIKxOgJBkiiUyLggbYZVHjEK5HlFtHOn6GJ1EZEg/j8qWsFZjwyZWxziZPCgfGzaS6gZjsCZKKu0dDx0HjG65jeKs1Qw/cQs957+C6sEnyHbNQzoecbOCW+gi172Qwce+fVTblpdcjTMtlkJIhZNNnW1eiCg3S/fKGzn0wP/DRE2i6iBjO79DrmcVK9/1K1gTUxvaSPeca7BRDal6aVa7aVRDqBzAL3XRGB0irE2S65uFqYwSVifRYYBfKuNk8tQGDyK9DF6+gAkDonoFv7MXmppgbBQQZLq6QEAwMoxf7iRbziLiOpgY/CLGyWAn9oGXI6xDMFkhbtTxy524pSw2nAApcTJFhFdIzhmhEEqR7VsILEwq+37wf6jsvC/Z92wHy375E8hMEa80k+bwjhO2z8Tu+wknD9O75rWMbLkVHdToWnY9hdmrz7kYn5Tnn7BeTZxRgkREeyrtsv2OEp1LF7Jv80H6Ft2D7F2C6ph13HJdC5bTvfg8Hvny3zHn4utQqVthSkrKs8Rmu/Cu/T2CO/+W4sgDvOmfbkE36sRRyNKXv4mlL30TUiiILcrJkfEdIIRGDaM1gVYEtSo6jskUy2AlptHExpq42cDv6EDlXKQyKC+LigOEl8XILCYMUJ6LkhrpZ4kbdXI9nQhh2fWjW5h3w9tQngPWEjfqyECiPIf87HlUdt3B6OPfOrIjMh0SfsFhLToMAQgaAfmihy52ETfqoJuE9TrB5ARR0MTPl3D8HF4+j/Rc/O4OlOugdcyhO/6O8pLPPc87k5LywuHnhUQ8E7+wOAxwhMXpnk1UqaIcg21OUq/WaFbGkMrFy5XwCyUQEdIv4JfzuAUXkIw88X3CymGEuvg57FFKSkrKuUXaq30REMfx0QKGadZ3R2Iq5HEih9TJ4dynNniQA4/dy0Nf/DhRI7Gty3R0cdVv/Tndi1eR7UzV3acKHdSJrMJ4RQ49fCczl13MvttuxS0UeOwTn+Dqv/k/ePEIwdZ7GWzkue8Lf53kLQJ+sczF73gfB39wB/tvuZVMdzeXf+iP6eyFQDrs/Pb/Biz5OauZe/Pv42TL1Aeq1AcOs+NrX8PN5Vn4utcRhQ0alTGu+d0PM3z/l+i98PXs+d5HGX74y2RnLAVrqR96EqtDFr3pz1MbtJSUswwTh4xs+clRIgeAuDHByKb/n733DpfkqM+276pOE0+Om3MOyhGhAAJJCBAggkgGY/uzDa9tbBx4bQzY2NjmNTjggI3BJhiRQSRJKOewWu1qc05n9+QweTpU1fdHzzm7Z/esQKCsvq9rpTNd3T09Mz3T1VXP73luoWXxRQTFYexMM2F5mNrYEdpXXEl97DAjRzZiIp9U23ya5p8bV40bjbAc0rOWYyKfsDqKP3oMJ9NC30//CX/8KBALCHoufAep7nO4/w/+hLP++I/Z9h//wfBjj3HOH32QrOylkp9LdbjIox/9Syp9cZWYdBzO/8RfYHVkeODfPo5fjqMi3FwTF/7qh+gwR5Gju5FnvJWxwQO0rrqcAzf9Dbl5a7HcDIU9DzD3qg8SBSVGd/wUjEZIm/zcM2madzbGKMZ23k5tZD8QR1K0LbuMjtVXo2oTdJ1xHUaFONlWxnbfiQ5rONk2Wpdehl8aiuMzAISkeeEFpNoX/lyfQ1QvEZQGqY/3YadbSLfPx041IU5yiEh4bnGybcy64D1UBndRHz2A5WbJdC+mNroDIp+2znmoR/8H4zVT6jqXB/7t44wd2Ml57/sTyoNH2XXrNzjvVz+M5Tjc/fd/RLH/EADStln5mrez9Io3Uh7u55HP/xXDu59gwQWvYtaSC9j8qU8TFBrnenMzZ/z+71PuO8KSV11I8Pg3MdWx+AAtF2fNtch551EeKvLAn3yY8R07gNiladF117H8XW9h/zd+C691FvOv/RMiHeC4OUY3/4SxrbdiVEjz0ouZ84rfJLzoHTiZJhBQPLyR0rHNpNoX0rb0Usr92wjLI9THDmF0RLp9AcUjG8FoxvfcTdO8sxnffRdju27Ha+7Bap37nHxmCS9eJn//dSW+33Canl6HnJ5zz2Tn1w7Sv7/OnPxNyPPfOxU9dCLLX/VmHvzcX7L1u//F+rf85tN6DAkJCS8hwhrHNv6Y3sv/kACPwqE9bPvBl1lx1duwsME32Ok0taOHmXXeGgSS4L7PorEoz7qUe/7lL6mODgJguSnOvOEDWBWLjZ/463j/QjD/mqtZ8e43UdhzC7POexPqzk/jrLqa4UM+hYN9zL/mGqTnMr59Fwd//GPcXI6F111HVA+pj+0h07mUsDzIxI5bCIuDDD60C7Saegl2tg070/IcvHkJvwxuczPzXv1qdvzXf3Hf7/wel33+c1Ap4OYcKkPHuOsf/pRCX3xvJCybJZe9nqWXXke2qxtLGJQRRJVjNC8+H2Elgr+EhJ8XJ5ejbfVqxrZtO6VNSEnH+vU/977sVArl+4TDw3j5NKpWZuet32HbTf+DjkIA8j1zueg3PkZT9xyi8kGc5m6iusaEI/gTR0EIvObEkSchISFhkiRk+EXOKSIHY2LbI2OAeIB/JicH27YTkcOLmCAIiKKI0mAfD/77x6dEDgD1whh3/N3vUi+MPodH+OJDRRqjQg4+cAtdi89g8z/8I/l583jkYx/DHx+nY/k8/Hs/SzW7kHs++7EpkQOAX5rggf/4GIve+kYsz6M+OsrdH/xjfNrwKv20rrocgErfFvZ/6yNElVGUH1dU991+B3u/+U1++s53su/r36Jt7mJsWyMsSW7eevKLzkOHdSpHtlDp24pRAS0rL8fOt+M2dz1Xb1dCQsIMqKBCdWjnjG1RvYCwXcAw/MRNDG78Fk6mhbFddzC+5y5UvYiOfKpDuxl87Oto5SMsG7upC3+ij7FdtxNODGJ7WQ7e9IkpkQOAiQL67/0itYEtrHrf+3jin/6J4cceo2X5cmatnU2UaqU8NM79v/ehKZEDxJO1TkcLd/6/P5ia5II4p/3uf/4o9c4zMVGAeuQLNM1eydCG77LwdX/M4ANfRUgbYzQHvvtxLCeH5WXjY9ERxUOPUjj4MKW+zVMiBwBVLzL8xE1E5WFUUKU6tJdi32Ym9t6LDuMq4rAyxtCm72Cn8nSf+3a61r+BWRe+h3TnYjDHB39PR1idoP+RrzC48VsUDjzE6Pab6bvv89THj8RRGs8QOooIK+PUx/uojR0mqIyhQv8Ze74XA0IInEwLuVlrcZt7MVoxvOUHhOUR8ukmwrv+AXV0M8G8l3PLR3+NsQM7mX3Wy6iODbP9h19GBT49a87m1o//f1MiB4g/i23f/xLHNt/PyP7tDO9+AjuVZvGF1/LoRz42JXKA2OL0kY99jLmveAVi21ePixwAVEC4+TvoscNs+OTfTIkcAEwUse9b3+LAD26h5+L34I8fZc/XPoSX7eDAdz7GyMbvoYMqRoVM7LyLXV96P262merofgY2fI3q0C7q40eY2HsPA4/dSH7WapxsC53rXkfPue8grBdx811xVIu08JpmTcW2TBx4eGqAbZLIrxKUR6mNHqI+cYywmmR6Jzw1gsY1QJXLALi57NO6/1RLEx1rVnB401H8sQnCHbfEDoYnke+Zy8KXXcXmb/47/VseeVqPISEh4SWEFKh6kRAPvzTOT//yt1hx1VspHNzDyCObULUa2/7jP5h1/jqQEv+ef0KPHSJafBU//ZsPTYkcAFRQZ8P//D+s1hT5efPihcZw6Ec/Zu83f4yQKfru+zJy8SWEG79G1/wUAw89zC1vuwF/bJyH/uzPOPyTn8T3/O94B3v+90a8/AJKx7Zgp5tpW/0KasMHpokchO2y4PV/htfS82y/cwm/JJbjsPStbyXV0UGmsxNhDF5rE/XRAW79xP+ZEjkAGBWx5/Zvc2TjXVQGhhC2JBwbZ3zbnXRdcMPU/VVCQsLPJtPby9kf/jB2JnNK25rf+q2n5Fam6hXCYgk7nUEIzZEN97HlO5+fdg9WGjjCnZ/+IOXhARwnTVAYws16CDsWKLUuvQyRuPIkJCQkTJEIHV7kiBNz2RpRFJOODiBPFTlojW0nF8oXM0EQIKXEnxjhie/854zrGBWx+6ffJqyfmuuc8IthExFWywxsfRQThKTa2tj7jW+AMVz67/+O6t8K3WvZ9pNvzbi90ZoDD/2E2a94Rfw4ith3082YaoHO1a+YWi+YOIZfHCTb28mBH/6Q+ddcM9W298YbKR85wtjuO5h9+a9RLw0z76oPsuSG/0fbuqtoX/8alr79M3Se8yZMFOE0dT+zb0pCQsJTQkdhHNB7GoSwqI7sw584inTSSNvDn+g7Zb1YLLCBoDgIGMZ23UGudy0jm35MUBg4rZvL6Jbvkp8/f6qKYeU734I1solioURp30HC0vTt5l75Svbd/4OZj9kYtt38bcTss+KB18Ft1MeOYqKIdPdShh79Fu3rr8YfO0Iw0U+ud820zUt9m0mdpup8Yv8DuE29pFpnUx3YMeM643vuxnbSICQTe+/BHz34pO8txJO9oztuJaoVpjcYxeDj3ybyy0+6/S+KCuvUxg5w7OH/of+RrzDw6P9y7IEvUD66maj+zDzniwnLTWO7OSqDOzEqpHXuGUSPfz1uW3k1B+69eUrwuejl17Lrlm8AcNY7fo/RvVvxSxMz7nfLd77I7HXnAzD/vFdy4Ls3nfZc3/nlL0P32hn3E279HguuvHTGtj3/+zXSvefGu4l8xrbcSs/Lf/WU9bRfYfDhb+DkTs1o1UGV8T334mQ7GNr0HarDexDSItuzgtkXvofcrHX4hT56znkLzQsvRNWLqKh2/PhqBSb23cvRBz7PwIav0f/wlxh49GvUC/3oqXuKhIQnxy/Fv5thuYztOUjr6XfA6T3/TCzXZe/GImpgO+rwhhnXW3zZ62lbuJI7/uZ36HvsXgYeeohN//APPPznf87mf/onhjdtmlEkkZCQkDBJ5Id0XvArGAw7fvhV2hetYnj3EzR3L6Jl6VIQgjmXXIgZOwCRjykNItsX0ffEBlRQn3GfO279Gguvf8O0ZQe+fxNNiy6nuO9hTOey+Lm3/YC173sHQaHA5n/8R5a9853Tttn1P1+iNjRGpX8rWtWJakUWXvdRei95D62rrqDn4nex7B2fIdU+HyGSIeEXIrnZs3nV//4v5//1XxIVK+CXKQwepTYxMuP6u277JvXxESI/ItOep23NdThNnTjZ1mf5yBMSXrgIIWhatIgrv/IVlr397bSvXcucK67gss99jkVveAOZzlPvw06HERb+2DjCUgTlIk985/MzrheUi4we2E7gC/zhfegowMm2Mvui92G0QlpJgWpCQkLCJEmv9iXAlMBh8l9jmZSnxlXYSVbpi5YgCKZEDkIIlF+ncPTgadef6NtHVK2ctj3hydFBFV0ZIyoNUxkbQjtpwloZL99MUCiSnTWLwr44N7t5yRL06EG018pE34HT7rPYf4js7ONVF+N79mPsHFJOT4urjxzCaEVtaIjeiy6a1rb/uz/EybQxuv0WMu1zGdpyE3aug96Xv4+Os69D6wg7lSXVOR/LTjrNCQnPJ6TtPqlq3043UT76BABecw+1kyIuTqQ2cgDppGIXA6OxU3mEENRHT7+Nqpepjx13+8n1dgOGeqlIcf+pv12ZWT3TKuFPZqLvIMprAUCUh3BzraiwhtfSQ1gaxk7HVRH+6BGczEkDcUZPq0w7kaA0BDokepL4HR1UiepFonqB3JyzUGEdcZqBAhXUqI0dJiwPTXOQmHY4KiQsD5/2+X4ZVL3I0KbvosPjA+NGR4ztuoOgPPSMPOeLCSEEme5leC2zAbCkBQ2HD9O5guHdm6fWlbZDWI3Pm9515zN2cNdp91ubGEFa8fcx295L6cDB065b2Lcf48xc5WOKg+Rmz2w7GlWr6CCaelzt30mma9GM6xb3PYyTmjkOoDq8d8ratHjwESw3w8Te++h/5Cs46TzFI5sYePRr6KhO69JLETK+H9BaUxnYQenI49NEHFG9yOCGG4lqEzM+nwqqRLUSKqjN2J7w0iOoFAEIC1XszDPTv7Rcl3lXvIzxg8fo2y8I99yBmkHsJi2L9W/9bTLNndz+1+/n1o/8Ortu+hqDjz/Gnq99jZ++4x3c/t73Ujx0+utXQkLCixtTL6IrY+haAa0UQbVCvThB5NepTYzy8Bf+DqM1RkWM7ttGvmcOxWOH8CcmEEJQGx6mafEidGUU0+gfikwbw4f2nfY5i/2HyMya7rCgwxAdxP1d5VdBSPBLZDraAOi/7356zjv3lH3t//73SbXNZ3THLdi5VtzmHtI9y2hf/xra112D2zwLN5/ElL6Qyc2ejYpCEAJQTPSd/poVlIsYNDqMsCzB+O69CJm4OSQkPFW85maaFy9m+bvfzbkf/SjrPvhB2tetI9v71CIkdBjgj4+DNugopDp2+nv6Yv8htNJYjocJ6xgVobUm07kYy03/si8pISEh4UVDUrr/ImeyGmVS5IAxCJiqojk5riLhxYfv+1OCFilE40YozoJsmrVgmm3iibTMXoSdTW5+nipGhehCP8Hj30AP7kTOWseAnsfssy/CdlME1RJOLkdteJjc3LlUjh2jdOAA7W3zkaNHaJ69gMLRmcUO+Z55VI8d/7xalixERkU004UOXnMPQlroMETI6Xq2sFwGLOrjR9Bhne6z3sLY7jvxx47gNnXj5DrJ9CzBSf/8tmsJCQnPDlYqR37e2RQPPnxKm9fci9Ea3YgzMFpPTcLOhLDsxsRl3E/QKkRHAV7b7NM/v5cj1dY29bgyMEguK0jnm2lauOCU9avHBmjqmcfYgZnjNlpmz8fyC7EAM9dFMLIDy0kRlkexMy1oP3YVclt7ZxQtnE70IZ10LOi0U6d9LQBGK9xcByr0kbZLfewgXstsbC8/9dupwjqFg49QOPAgXeuve9L9qXDmCr1fBq0Vpb7NsbBjBib2PUDn+p+/euSlip3K07X+DbEwRB0XDkijyLSfMKlgDJbroQKfoR0baVuw/LT7TLW0oxtim8rYAPkF85nYNbMwonnRQmRYYKYacdHUTflo/8zHnclgucdFyF7rnKkYlpOxvAyc1B84jpnWVhvZT6ptLrWRA4ztvpvmeWcztvtOSkceJ9O5BLsxaKbqBQoHZ7b315GPX+jHzR7/TVBhDX/iGON77yGsjONk22hd+nK85l4s59SBuMivxBEcWiHdNJabfZLXkPBCxi8XENLCL9WwMs/c/UXT3Fn0nncWhx7aiO2upEf8ACesYc05c+q+tzI4yK6vfJny1v1k5ncS9UTUq0Xq9JFb10tbbhkTm/dz8/XXc/GnPsXsyy57xo43ISHh+YX2K+jhPQSbv40pHEXkurBXvYZSlObRr/4LrQuW0zp/KQfv+wlnvOU3sR2PXPds6oVRWuYuxWtuhtCQam+ndPgILWs6EA23JVMbp2P+Yg49MPNzN/XOp3psYNoy6ThINx67s7wMxmiQNlo3ehTGTI3vnEhUriKkhXQzYFk4TZ2kOxc8be9TwnOPrk4gpGwEElu0zJ5/2nXdbB4hLKRjYxCouo/X1PRsHWpCwouG+vg4B3/4Q7b8678SFosIy2LOK1/JWX/4hz+X2MGENdTYEYTdHEddSJCWQ6at67Rih6ae+Qgp48IM2yHyK0jLwp7ByS8hISHhpUzi6PAixxiDVuq4/aYQyMbgfSJyePETBAGWZcUiBymnboKNMbgt7ax746/NuJ2wbJa96noc79TssYQnRxeOUr/5L9AD28AowvaVbL3pS8h6ESfbRK5rDlbKo3T4MEuuvx6AO3/917FmrYXBJ1hzzZtn3K+QkkUXXkPfbbfFj22bJa+/GtwMozvumVrPSjfjts5CRwqvtZWhDdNtexdc+xqCcjyhoiMfN9tK15rXMOui99Cx5hralr781MrphISE5wVS2jTPO5um+efGk/xCkulcQtvKK2lb+SoQcirOwZ/oI9W24LT7yvWuQkcBk13B0tEnaFnxcrzW2cjT5LW2rXkd5b6jtKxYAcD2L38D1bGefHOO/JKFOLnctPWP/PQ2Fr/stTMOwCIEq6++HnP0MZAWdK8m1TILYXtUjm6n46zXMbr1Fpx8J17LLCoD26dtnmqdh184NuNx5uesb7hfyNO6NKRa5+IX+ykf20b52BYm9t3P8BM3cfT+z+MX++OBZED5ZQoHHgRAqwDLy824PwAv//TH/RgVElZGT9seVccxJ0zcJ5weO5Uj07EIJVPQ+BzV1u+x7FXXT61z+OHbWfTyawF49L8/RfuSNXi5mYV/a9/wXo5ujkVHhx7+KQvf+PrTnusr3v0uzNDWGffjrH49B269a8a2xddfT22o4TghJB1nXsuhH/7tjOt2nPl66sWZBROptvmoE6JVTBQgRNz3D8vD2Cdc9wuHHp0S7Rit0MHpY8zC0vEBOa0iyse2MbjxmwTFQYwKCIoDDD72DSr9O9AnnadBeYSBDTdy9IH/4thD/83R+/6T4qFHMdHTLxhKeO7xy0WcdIagEmHNkG38dNJ99jq61q9h3z072P1IgfEHb6L64FcY33gXO774eR7+0z+lfPgwi695Jauuvoa1r3gTa69+DwvOfxWpfBuj/buoNE8gFma5+/d+h4M//OEzerwJCQnPD4xSqMOP4N/9j5iJPjAGUxokfPgLpCZ20DJrHpnWDnb88CsASNtGRSGrX/crDGx9lFlnXERx9Cjju3YhhODgj29Fti8BO4XIdaFH9jF33TlY7sxC3JVXvo0D3/rutGULXvtaigfvJt29FFGM+732wovZ9c2bAOg8+2zGtm0/ZV/zrr6KVPNqes5+B83zz8U+Td8+4fmFlD/fEL2plwh33ILX1IaTSYOXo7l3NumWjhnXX/bKN5NuacP2bIK6om3VyqfzsBMSXhJopTj04x+z8W/+hrAYO5UZpThyyy3c+3u/R21k5uiYSYwxqP5tBLvvxMk2k2prw0QWbr6JtW9834zbuLkm2hetwnMj7OZehJsiqo6howATBU/7a0xISEh4IZMIHV7kOCdEUQiYmuyeFDlorRORw4uQIAgIwzCOqWD6DZPResrho6lnHhf+xp9jp44POKaa2rjijz5DqqVthj0nPBnarxA89rXYCn4SJ03h6H5kphnL81h5zds5vPkezvzQh6gMDLD+d38Xy/MYPziAd8kHyFQO8PL3/zlO5rj9tJdr5sJf/ygHvvldlO/jtbZy6af/BjfsI+pcyejWn8ZPle9k0fV/idvcw6Ef38rSt7yFAzfdNLWfpsWLaV2xmKg6jrDcqQlA6Xg46WacdBPSTuJrEhKez9jpJpoXXcisi36VWRe+ByvTQnVgJ+W+zUjLpm355SAERivqY4doXnj+KftwMm1ke1bh5jspH91M88IL8CeOkJt/BtXBfSx83Z/iNh2ftBfSpvvCt5PuXsPmf/xHzvjgB2lfu5aJXbs4tm0Aqz5GrrOFi/7h78nOPu4IYaKIcKTAZb//Kdzc8aohN5vn5R/4KOmRzWC7WOe9l8LRnXSd90YO3vwZ2tZdhZvvJCwOs/ANH0NF9WmT/W6+i/bVV+G1zD7F1SHdsZhM11LC6gSFAw/TsfoqhJyeBW95eZoXXUjpyOOxc8MJbglGhQxu/CZRPZ4Uro0cd9gpHdlEy6ILZ/xcMl1Ln1QE8YsiLBcn13XadifXgbCS3+2nQqjArL4ehMSMHyKVSXHBb/wZ0nY4+MCtzFp/AXPOuRSAob07eNVHP0e+Z+7U9tK2Wf3adzHnzEvoWLySjqVrieo19j/8Y879i4/inFAh5zQ1cd5HP0rfnXdhVr8dkT5BSGg5OOuuQ3Ys5Jw/+WOaFi+eahJSsuC1r2XJm6+j/77/QrppFrzu/2Klc+TmrjvlNeXmnUHz0osICqcKHYTl0Lr0Usb3HhdFptrn458oijjhO6CDWkMEBQj5pOf1ib8TKqgwvvuuGdcb230nKjgehxbVivQ/+r/T4l6MjhjfczfV4X1knuGJ8IRnn6BUwHE9gmqI9Qw7xgkhmH3xucx/5cuZ6Btj808O8uB/3s5j//zfDD70IJ0Lciw5u5lMsJtw751Eu25F7r+DVlFhwVkvZ/3rf4N5Z1+BL8uYpSnu/8iHOdIQGickvFgICoNUB3ZT2vcQy3szRM9Q/NYLCVOfINj4jZkb99/N8suuwcnkqRfGAXBSKWrjg2Q7ejn3V/+EXbd+k1R7Ox3nnoGTz7P2/e+nf8NWUCHepb+LbJ2Hs/8WrvzjT5FpO963s1yPs9/1+6iCT+lwI0JOCOZffTXL3v566oO7WXjtH6G3/RDRtRw952Xs/95NWKkUZ/3hh9j+X/817VBbVqygZdky0p2z8Jrap8b+Ep6fhPUK9dEjVA5tZFFzRDhxLI4peRJUeQRTGkRHAVqAXyiTbuvlyj/7Z5pnL5xaT0iLpVe8iXlnX0GmpwvLdhjbsQuvJXFzeKpoFeFXSkSB/1wfSsJzRG1oiC3/8i8zto1t3Uq1f2bB+SSmNkGw4asYJ4tUPjKXJiwW0UYy75xLWPuG9yFPmJ/Jd8/h8j/4DNnOHgK/RKp9HjpQeE3dRLUiZmQ/amQf5hlwlUxISEh4IZLMcL8EcD2PMAyn4gvguIuDZVk/Y+uEFxKB7yOkjAUOJ93QTsWYnPC309LOvAtfSfeac6gXxhBSksq34ra3k0o9/RM2L3qiOnpo97RFsnSMzhVnsO2n32flFddCron5F7wCEynmvvIVqDBi1mWX4Y+NEVjz8Fa9mjmRz2v/9ivUy0VA4OVaQAtauhey6j3vxWvK4uVS4LqIeoVF1/8llpfFzrYi3Szju/bSc8FF7L/p+xhj8NraWPzG61jylrcytieuEmlecO6MNtIJCQnPfywnTdiohp6coKyPH6HUt5mec2+g97x3MbbzNoqHHqV54QX0nvsOyv1bUWGddMdCvHwPUW0CoRW1sUM0L7iA7vVvYOLgw+SXXIDjZVl0/SfQKsAohZNtQWuH8sEjXPKZz6DCkPP+4i9Aa4JSCTp7yGZdnKZWLvuPfyMsVTBRhNfagpvz0Nhc89dfia3LhSCVbyblGISOMPa1KCFp71yCXxxh7it+GxX5oEIWv+WTCC8HOqLnnLcR+RWcdDPSzRCFdbA8Zl34HvziIDqo4DZ1I+0URkcMb/lBLHAQNj3nvRN//AhhZQw334V004xuuxkd1kl3LGJ4y4+mvb86rBNVx3HSTccdsQC/cAy3uYeO1VdTOPgwYWUM6aRomn8u+Tnrn5GMTCkl+TnrKB15DKPVKe0tiy9CJr/lTwkhLQaOjdB17m9iD27C3v4t5qx/G12fupGxA7tQUcQ57/kQZ97wAUqDfXgtHVz5kX8jKBeJAp9UcxuOl6Y42IebbeaS3/sbVFAnqhTxWrp49Y034o+NAZDqiPOv/ZFhdKqF1BV/hIiqoEJINWEsDzVxhGx7C5f+y2cJCkWiahWvrQ0nlyEsHmDx9Z/Aa+1F2h7j+++n/cxr6TjzWsa2/hQV+rStvAy3bQ6hX6Fl0YWkOxZSOvI4OqyRap1H0/xzKPfvICjG0VduvhsMUw4P0s1g9HG3hVTbXGRDQCQsl+aFFzC289RJXulmcPPHJ2qUX5m2nxMxKkQ1vr8AfnHgtE4RE3vvpWvl65/SZ5rw/McvF5BSYAAr9+zcY7QtW0zLkoVUjg0SVqvYnkOmNRVH+UkbbCd2FFIhVMZQE33oQh/2/AvpXnYWzT0L2H33dwgXK+778Id4Ret/0XX22c/KsSckPJPUx45y8KZPUD22Y2pZumsJC9/wUVLtc59kyxc3xi/B6VyFjMIydSaO7KVr1Vkcfug2dt9xE4tfdjV+tcy8865g1rrzqU2MxPfuyiCli9faSt23SLkWziUfgKBKm1Fc/YkvUC8X0WFEqqkVlEDX61z1rW+h6jW85makZxBSseiNf46YOIp9+QfxqxF3feBDLHz961nx7neCNHSdczbH7rkXO5Nh0ZuuY+G1V5Hu6sBynjzCLeG5JyyPMb7zLo7e/u8YFYtMhe0x91W/S/PSi3CyLTNupwZ3oktDWNpgOzaRVPjViGznbK78yL9QLxaJ/Bpupgnby+JmU1hSUBoYpm3Nauxscm78vOgoojx8jN23fZuhHRvJdc1m1WvfTVPvPNxMMmb6UiKqVgkKhdO2T+zZQ/vatadtN0EFU5tABAWCQGG7DqI1T1QLcXI5Vl97A4svfx31iTGk4+Jl8njZPIgAkZuPURDVhrC9HOn2eYQ/+RhhUMV9+f/BnnNGImpLSEh4yZMIHV4iOI6DUopNmzZxxhlnJC4OL0JqtdqUg8ekqMUYA8agtUYIgTbT06GFENiZHE42T65nbhJj8ksjwHJBHbcQk4cf4Ox3/A43f+RXWX7l9Vg6QHgp7JZsQ60bfy75BfPRSoHtIKUk0wyZk1zQsz09UzGcWmm0UsiMRybfjUGha3Xq4wVali4FXWfZDW9g8Rtfh7Rd7HyG4U3fAQStyy4n3TYPkbg3JCS8YDBGoyMfIW10WGf4iR9Mq8JurMXQ499m1kXvo/usN6OVjw59ioceRWuN1zyLsDSCDn0sL0v5yEball1BUB4hqk7QufJKjArBTiPsDJYAFYQEFR/LhdzCBUjLwUq5SGlhpEUsnxMgDCkhMS0apERgQBx3E/KAHCcNnhsTRys1rlXpdBta+dhCIJi8himwXYTtYaWaENJCRwFCa9CKsDKB5eVx850I6QCGqF6ic/XVGKNR9QJuro3qyEEwitrIAaJ6PECR7V1FUB6ZGlg8ERXWAMh0LGT8BP1a6fBG6tl28nPOxMm142TasFNNsTPEM4SdbqL7rDczvOVHKL8EgLQ92pa/Aic7s0VtwumxHZv2pWs5svkhSsf6yba2s8jySDc3Meesi+KYN9sDIWmeswij4wtvpjN2K9FKgRB0tnY2HkdIK+47GWMwWk85m2itwRgyvbPivyfPEyFQUYgwCtm5HITE9Wq4zXmEkBitkZ6D13pGox8XIS2H5kUXgYpA2nRf/E6EAaVCVL1A4cBDWG6WlsUX0bnudXE8heVQOLyByrGtWG6WbO9qUq1zGN5y3Iq/dfHFFI9sAuLzKjdr7fHvrlG4uS6aF15I8dAjU2IbJ9tB59prCcpjuLn4HPxZ34ETnVWC4sBp11N+CdtKTAdfbPjlAqKRKf9sCR1gUiz2MzKTnTSkmhAts1GDO4j234s1/3xSHQtZ+cob2HH7jYTzStz9u+/nqq9+nfz80+egJyQ83wlKoxz+yaemiRwAakN7Ofj9T7DoTX+B2/z0R3G9IJA/YxzEctl/z4+4/I8+Q9+Gu9j89X9j2WWvJdXUiqpXSbV2ku3sBWGhowhhW6AVOgoRjgdSQKYNAaSBdMfsU5/DmLh/QNxH1howCtPVgl+pIBzFZf/2WUTKJqoMY6ebOPtP/oB1v/t+lF+iPrETr7U5ETm8QKiPHqbv1n+atsxEPod//Hcs+5V/Pa3QQbgZTGmA0K/huB627SJSYLkprHSeVNsJ1z2tCQoTKAOZ2b3oehmjkgnRn5exg7u4+SPvRQWxCGp412YO3PtjLvzNP2fhy1+D4yWC85cK0nWQjoMOwxnb052dT74DEd8LmaOPI9bfgEHipjPoFNhuCoQgl28n1zNvahOjIpRfBwtMVMFONcX3adKGhlteuOEriJY52Pmf8fwJCU8TujqOnjiCOvoEIt2CPfdsRKYVkfQ9Ep5jkhnNhIQXMFEUTYkYHMeZpuDUujEB1pgZ10YTB5jETMZZnOzykfCLI1J57MWXEO2+fWqZqRfITmzlyo/+Bw/860e54Lc/jusAloMxOp40kDZCEE9uGI04JVXIYLTBRBHCtlGhjwkjjNFEfoDRETqsI6lhu81URw5RPvIg2d7VOLkO3HwHmJDOda9FSIkxBunlsZ8Bm/WEhISnF2MMUa1AuX8bteF9SCdNy+KLpia8T0ZHPsov4bTMxtQVxtTI9q6isP8hJvbtwXKz5Oesx2uZjeXmMDoi3bUUE/n41XGkk8G2HGw0RmlwHex0DoHBaDBaYYIAbVkIx0VYFiAwSqNFfD0ygQ+Oy8lFBcfdEQyY+PpjtEagY4GY5SCkg1EhxiiQDjqqIoyJq26lizEGIa2pAVyhI4SUCGkT1grY6SYsN40OamA00kmho4D2Fa+gOrSbmtmPk++gac6ZhLUJxnbezky4ubgS3/Jy5OecSanv8am2sDLK+N576D3/XTiZll/m4/25kJaL1zqP3vPejgpqgIk/p1QOacVC1oSfTVgeoz56GCvTTTixlzlnnE99yRqMUgTVMinbQ0cKYUmwQKDQWmAMoBWWiMWJQoChcS4bgxDTr9nCaI6nA5qprpcQcXwYGIzSjdgUAVJiMFheGu3XY+mQYyOEFX+HYnUjUWkEFVSRbhrLcikdfYKwOICT7yU/ezXtK69EyLgvWB3cTVQrkO5YSPO8c8h2LcNyM4TVCcb33A0YvOZZNC88n9rIAfyJPtLtC2ledCFahVMxVkLalI5uxs130Xv+u6fEVkZHjOy4hc7VV0+9bsvNYnm5KaeIE7G8PJZ7PI7CyZ1eoCPdDEqb07YnvDDxSwWIIgQCK/v8nBQQloPVuxY9tBN16OE4Oqh1Nssvu57tt34Vvz3gzt/+La762o24TYntd8ILE1WboHxo04xt1YFdRLXiS1boILw8oqkHM5MYz8tTLpQIq2We+PbnefXHv8CjX/w7vv8Hb+G1n/o6btpDAkZplIojRFE0+qxWfK03cZ/XIE5131Qq7luYuAehggAhLerj41ieh1IBQoKXy4GJYlFmUw9ahaiwRLn/UTCG5gUX4zadPvIs4flDWC0w+NCNp20feuSbpK75ELZ3atyT7FwKGKSUaGOwhMScpppbRSEy7SIA7ZeRjosOknuHn4faxCj3f/YjUyKHE3n4839N77oLcLrnPAdHlvBcYKdt5l39ag7e9MNT2tzmZnJzep50ey0konMpZngPtu2iowilQNrWiUP1J2yg4wIPW4COEHYKYRRYLmrj16dWM9UxTL0MidAh4VlAV0ap3/FpTPHY1LJw83dwL3xfLHhIxA4JzyHJrGZCwgsQ3/cxSmE5zswxFVrHGe3GnDCxJOIB+RMq7ia3SyJMnh6E5WAvfxXRwE4oHj3esO9O8pdewNnv+n2CiVGstk5MrYqdTiMsO65cRiAsQaQU8pSPI55YwXEQRsd/p1JIHWF5KVS9hrYcorpL6FfJdMyhPtJGYf8DQDxR17L4ZbGLg2VjudlTMusTEhKen0TVcY49/CX0CdmL+TnrnnwjE7saqKBKUBpEB3VallyC0RFhZYTysW1M7H+A7jPfgp3Jx84Qbgbba8agMJGPtmwQGikkkoAwjK8d0nGQth0LH0zDWcaywLKmpnaF6zUGa0+YrBQnDuqKxiXJIKQAbJgUegkZTwgbFW+uDMoopHSI6hWM0tiujZ3KxYO8WqPCKpFfwfZymLBOVC+j6gWMVkg3i27YENfHj9C27HKKfZsoHd3asGc+dUI13bmUyK9iORUsL0vLkpeR6VzMxIGH0GGNdPsCmuadjZ1uQQVVolqR8sAOMIZszwqcdAuWlzllv78MUkpkphUn0/q07velQlga4eAPPknp4GMsfOs/kW5bQanvQYz2ycxaR6qtK+4fBfX43NMqdseyRPz9aLhiCUBpjZy8hgrRmLg4jpHW1LkupRV/F050KREC4diYSAG60WZiZwjbalSC1iFSiKiKMWBZDspOEZXHsW0PSwpynUsw7QuRXhYQ6LCO0WV0FJCbtYawOkHhwAPUxw7TdcZ1DDz2dSwnQ9O8s0m1zSfyS0jbI9u7imzvKoSQ+MUBMp2Lp/oIRoXkelcxtut2xnffOe09bVv+CvzS8FR8heXl6Fp/HQMbbpwWYSGkTdf612OdIK70WmYjbA8TnZpz3LzwQgbHyzS3/9Ife8LziHphFIIQJ+s9r611hRDIrhUYFREduB/HexVeroWll76BnbfdSNE/xr0f/CCXf+5z03KUExJeKCh/5tigqfb6zELalwIy3Yx38W9Sv+1voeHsBcQFCutu4LH/+AwAA1seZuisS7j4/3wCjMEvF3GaWpC+j9YKL9uEtK34/h6DMbFQOI5UEzPOZ4nJMR0T9weEY2GiCLc5hw4VrpMhrBTxCyO42SYqQzvxyyO0LbkM4Vo47jJKR/poWdI05TKV8PxGh3WCQv9p24OJ/li4PYPQIcLDOf9Xie7/B8Rlf4wK6wjLwTjOzOeXAWMisFKEZZ90R9vT90JexPjlAhNH9s7YpqOIiSN7ySdCh5cMJqqy7K3XUu47ysjG40UQXksLL/v0JwnLB4GlM26rqxNE9TLuue8muONTqEe+iDznPWgdYLQ3ZZI57fkAadtx4Uu9gLQcjHQRRqMPPTRt3TCok/j1JjzTmCgg3PqDaSKHRgvBg/+F1bEkETokPKckPeCEhBcIURShVDzwLqVsVNHCyS4OpmEFbiYdHRo9JmPMlCgicXF45ji6ewc9L/ttKA2g+zairRSqYyWj+3fRtnQ9IpVGOh7CnnTYEA1LegUYTis/EALt19EYbMtCmPiz1jpCRQHScfBSWVTdZnjDFlpXXkzr0kvRUQ3LzcRVadlkgiwh4YWEjnxGd90xTeQAYHSEdNLoEwdhGwhpY7kZKgM7cXMdFPY9SPvqqwCDCut4LXPwmnrjCAgVNsQGTmNi04DSDdvcIDZeiAxWNoPtHq8UEiKOpTCRQVhWXAUvZWzJG4dWxFXuZrKafaYhNxM7NWBiG0chMEqBCtA6AuKKd+E4WCJ2ZbAcF+nJ2MK3sZ4J60g3jePlUGEVIR3cXAcm0xLHcFguKJ/ysS00zT+Hoc3fQ6uQjjXXENXLtK14JYWDj6DqRYTtkZ+9jmzvKvof/jL5uWeS6VxCbfQg6fYFdK57LVLaCNtDWjYqqDK2+y7KR5+YelXFQ4+Q6VlB+4orZ6zASnhumNjzAKWDjwGgKhWM8vCa1mA5FiYIETpEh7HbAiZOmNDaYPz4u6cNuJn485QniWOEUrGF6GR/zBwX+WitG2KexrpGxRErQmCkAWxQYSz8iUJwUhhMHJ2BQQk5FSMhjQ8CpJ0GYSGcFFPTJdKecjoRGZfqyH4K++4j1Taf7rPfwvjuu9BhnXTbfOxMSzyJIiwK+x+MvycIhGWTn3sGBoEK67FrihCMbLuZtmWXYrSiPnEUy0mTaptHuX8bqZbjcTRCCLzmXmZf/D7KAzsICgN4zb1ke1bE8S4n9FftVBO9597A4MZvn+BOI2iaexa5npXs27brl//QE55X1AtjuH6Im3tyNwcdhaiwhuVljwuKnmWEEFg9q4iObCTcdw/uyqvItfey8Pyr2P/gj+jf+ygb//ZvOedP//Q5Ob6EhF8GK5WPryunxJ812p8Fp6rnM9XQJlz3HrKmiB47gGyZi+xZzZ777ySq12hfvIrlV72NljmL2PT1f+XMt30AFYY4rovRGsuKr99xN8CgVBQLGQVYT2Zx3xA5GBWBMsc/HyNRqoZ0s3htnWAUUWWcdMdSUi1LqY8U2H3jjcx62cvoveBlpDuSSLMXCpaXJdW5iPrIoRnb012LsVIzO3BGKkLk5uNd9BtERx6EORdgufaMQkLLcfCDGlJItB8hpEba7tP6Wl60mFMF8dOa1cy/owkvTqST4tg9/8DqX7sey/s1SocOk2pvw212GXn8C8x79e/OuJ2uF/Ef+BzyzLcxeuQJ2q74Y/TwHvSxDVjzzp0SwZ2Mmbwm6BDp5mIXTCzCmz7EicUasm0+lWKZzAxpSAkJTyfGLxHtv/90raj+Lciml6YrWMLzg2SGMyHheU4QxNnhQohpzgszuTicKGCYFDwIxPG4goabQyJweGaI/Cr77/4h9fFz6Vq2DG/VG4jqVcJqmc7V51EvjOHlmhFaY4RANiYFQSIdGdsJ6tPcLBmDdJ1427CGsF2QNpaUiDRgdDxJY9t0nLUGaTtIJwWiHdtJtL0JCS9EVFijNrzvlOXFwxtpXfpyRrffckpb24pXolWEnW6iPn4EK5VH+WWKRzbiZNqRvSuwvHx8XQgDSkcex8m2k26fh9Eaablguw1RnIVMWWht0FqBJRGWjMdehUFa8bXFcPz6MlmdPvn3cbHDiTRKFqSI/zYahERaLkYohJInVL3FFfByclLXRGijMWGAtLxYyACoyAdhNwQcEcKyQaup+Ir8vLOJKmN0rL0Wy80yvPXHBIWjuE09tCy6EMtJN6KELEa33QxGUzq8kUzHIooHH6Z48GGsVJ7ec9+O0xAwBMXBaSKHSaoDO8n1rMTuXv6LffAJTythZZzhDd+eehwUyzz0gT/mzD/9MK3LlmEim6ga4OQyRGGAsG2MBsvxkI3+k3iSgc4THRyg0T+bfCwmr/M0xA0nDEJP7nNSq+Ck4sodKYj8CMsy8Xnc+H4IyybbvbRxfluxMALTEClppJOOv9fa4DV107HudQTFIfyJPpoXnIfBUBs+QFQrYMpj+IWj2OkmUi1xJVp9vI/hzd8nO2sNQlikOxbiNnWT6VrC8JYfYqXyuLkOwsoohYOPANC6+JJp74WQFk6mldZFF8X9UnlyFNfx98jNdzPrgnej/ApaBdipPJaTwfysjPSEFxyRXyesVbCqkkzLzJM2xhhKx3ZSPrYDoyKEtMh2LyE/Z/VzUp0spIU1ay3q8CNEBx/EXnwp7QtWUiuO0r/tIXb+4H9pXryYpW9727N+bAkJvwx2poWWFZcysePOU9ryC8/DTr90Y1miwKd49AC3/dVv07niDNa/6TdIpTsQ5Tq9Z15M95pzALAsjfILnPm232Zk/3a6V5wBwkarOq5nx5X1RiMQSGkhpRXHYs0o/D0B0Ri3kQ5CCzACy2ik3YTW8aSqtGycXBsGQ328gJPLsv73fg838/Q6iSU889ipHN0XvI2JnXefIjwS0qbr3DdORfWdTHVkgHSmleG+AVqXnQcqQAUg0zMJGAR2Q7waVSp4mUTk8PPi5prI986j1H/4lDYhJa3zZ67eT3hx4jR10nHGtQzc97mpQrJqXwXll0m1z8Ntnjm6wlTH0YM70bUKlptheO+9NC26FMuyCWtVnFRuxtk5aVkgUhjjYoyGKCD40Z/ACc55OGnCJa/B8hKXloRnAaOnn38nN88QYZmQ8Gwy8+hTQkLC84IgCI47ODScGE50ZIDjLg6m8ffkRPnUdo1tJwfrLctKRA7PEMYovFyehz//tyDSVAa3Ux96HFXZT2XgCXLdvbiZFNroxqDt8cmPeLrPnGZSIJ4MEVGECGsIHWH8OkGlTFiropVBa1BhHXSIKB3DUj62m0pEDgkJL2TM1H+m4U8cpT7eR885N5DuXIKdbibVtoDe895BtmcF1eHYYrPYt4mWRRcyvvdeWhZegJ3OM7bjpww99g0qA7uRQuDlu3HSzdRG9oMRsWuDUhitCctVQr+OkCIuWMdgIo0BjNGYRnyFOPmgp47bzFidMH2gtyF2UCFGq9hJwhJMWvobFWLCOjqs4heOosI62q9gdIiOfJRfxugQE9SY2Hs3R+//T/of+iKlw9bwi8wAAQAASURBVBuI/BKlI49RGdyDP3aYoDiEDqvUx/toWXQh0vYIigOMbr+Foc3fpz5+BOWXCEqDU69Fh7XYcYLYznlk283xMUQBhUOPnPajKxx8BDWD40bCs49W0TSrbst1qI+O8uDvfwinqZlURwcKRRT4cXQKFlIItGrcxBuDDoI4dqIRXzFNbDop6JkBKcRJRg+GeLbCNCY94sFsIaxY1KPq6DBASoMRMj4eaTeqeSJ0UMUoHx3U4/6gtOPvotYNd6gA5ZcZ3Xkbo9tvwfYypNsXEFbHUX6ZbPcyqsN7sVJZaqMHKR7awNDm7zG0+XsUD29ARz7+eB/Cshh87OuUj26heeEFOLlOVL1EbeQA/kQczdW5/nWnrTSMX9eT32YKIbBTebzmHtJt83AyrUjH+xmfZsILkXphFICwqvBammdcp3j4CUpHtpBq7qV5/hmk2+dSGdzL8LbbUcGTW+0/U0gnhdWzCl04hhrcAcDstRfTPn8larbNI5/5a47dd99zcmwJCb8oTraF2Zf/Bq2rXznVv0FImpdfwryrP4ibf+k6Avilialr//DOTdz2V7/Nhv/5fwzv2sRjX/4Mli1R1T6KB+6i2r8ZwjHmnXUxTsqDsIqbbUJY8b23iDvOjZqGE0SPp8OYOM5JG6TSoMHUS4S+T1Svo+pVTBSi/DL1kUHqg0NYUmBUlIgcXsC4rbNZdP0ncHLHv3duUzeL3/JJ3Obe029oDEFYoal3NuN7D2Bnmk7rGBKUSuggRAVVPKsOT3O83ouZTGsnF//2x2Ph8Umc8bYP4DUnk8svJSzHo339a+g6/60g4qIH5ZfJzVvPouv/Cq9l5u+sHtkPgCoMMLz/KE1zz6S073aMsHAzmTi6cAZUEKCiEExEWBpEh2XcK/4EFl+GNfsMzPLX4K/7FfZueIh0S5L5l/DMI+wUsm3+adut3jXP4tEkJJxKMtuZkPA8JAiCOI+7MUg8kwWdOWFQfcoFYNLF4QQxxOT/lVK4bqLefibRfoUFF76K3bd+i5/+5fu55IN/S2mon3RzO+1z56P8EMsGbBmLGgCtNNKKB0KEmcwCP6Gja0xjAiOK84LrUWwhj8bN5VC1YvwZa4WTdmD8CFbLbKzELioh4QWPdFKk2hdQHz14SlulfxvNCy+ga93r0CpAWA6W7U1tF5ZHsVNNjO2+k45Vr8YvHENHIW3LrsDOtBDVSoTVAk5TF5abxcl3xROmKr6ZljKN1ZRDBRF+uYTjuUgvjURgUEAca2EAIQVGqziLWByPSqLxd5xeccJ1TOs4GwDi3zxDI74CbNfDqAijIzAKpIydiZA4ufaGdkJgtEFYAiyHsFag0r+V2gnvU1AaJtu7mkzXMqSTQgc1hOUyse9BmheeR71wjK4z3gAIoloBy8tSHdrD2M7bp73PwnLj42hQHzuEDqpIN40O/dN+djr049eZ8JwjgPyCsxnbcjMAOhglv2ABpYMH+fFrruXq731rysU7rJUBg0rn8PJNscBACCzPmwxlwWgD0kzrm8UuWsf7ZqJRmadjVVBDsBp/FyYFE0ZHCGmDtGJXJqUbkRUNly6jG9+bxnPZcTWPFCKOjgl9jAnROkIKgfKLsWDCcuhY9WoQFhN776UytBsn3dzoQxRItc6Lj+00QhzLTaOj+Nwe33M32e4V9JzzVsLyKLXRA9hennTHQqxUHmklYsqEn01tYgQAE2q8tnbCk9vHj1Lu30W2ZwnptthhxMm24OY7KR7Zwsi2u2hfdRn2czA5I7MdmNb5qKObkbkORK6TBedfRRTUKXCQuz/8O1z1+a/Rujxx8El44eC19DLnVb9Dz8XvRPlVpJPCzrbivsRjDoWU1CZGaZq9gOLRgwAMbH2E5Ve9lerIADf9wQ3MO/9y1r7+XeTSFjrd3nDSFEgvGzuDwZT4UTQcGuJ8qieJczOGKAwwSiFEhLQEUTW+RlspiZEaoRUWimhgJ1aoEM1z0ZHi0E9vZcW73o1MihtekDipHE2LL2Dpu/4JVStiIHbbap31pNvZqTTbf/gVlr/qzbStWokwEUK6TLnmNTBGY6VchADh14lkHjVewuk9vVA1YTodS9fwur//Blu+8wWG9zxBtqOXdW/6NdoWrMBNJzGFLzW85i56XvYrdJzxGqJ6GWF72JlmvCcRCYp0LPK1BzdTG4OJgRE6V14NjaRPeRpxuLRtouo4wnGxU3m01lT9gGPjHtVhhV/ewpyz21h1zTtINbU8Ey83IWEaIpXHPeed1H/616cUesjOpYhc53N0ZAkJMYmjQ0LC84ggCKZEDjO5N0xGUpjG5Mnk4ykmXRxgattJF4dE5PDMIywHN5dnzRveR3VsiA3//SkyHbMZ3LmFrT/5NlSGEU4WYUxc5YGI7cgmyz1EnAl+InHWfWxdqZTGtTUirMb58JUyQnoIK4PAQmiF6ViCtpMb14SEFwOWk6J9xSvjyfaTyM1ai7RdpO1iezks2yMoDjL82PdJNc9quDlcRFgZY3DjN6mNHiLbvYwoKNP/6P9SG96LEFDa9yi1gT1Tw2LSchBWPKGqgipChEhHoJVCB0EcYWEMyvcRlsSyY3caIS2kZSGkbNgsTortgJPFerJxV09syY+QjWVgVIQO/UYlnBVPCJvJ2CWFEcQ2/raNCuqosEJYHsTJttNzzg30nvcOes97J5mupdSG9yNtj5EtP2Ro03cY2fpD3KZuomqBVFM3ozt+irAcin2bGNz4TUp9m6a//15uasL3RIxWSDtFpmvZaT+7TNeSOD7ol0RHASqsxXaVCb8QBkP72lcjG5Ejo5u+wfl/8X/x2toISyWieog0Fn5hjLBawcu34qQzoFSjD9bod4lYvEOjjzaNRkTF1PIT4yu0AW3iHN/GpIew4vNbqQBULGQUELupqAiBxqAxUYCJwtgkRU4+fxzPomoFolohvpkTcQwWxOct0qE2fpTc7DXkZ62O92m7tC69lPy8M3myW8Bs72qqA7sab54mrI5heznS7fNpW3YZTfPPxsm2JSKHhJ+b2sRY/IeCVPv06ketFRP7N+LmOki1Tg8XtlNZmuefgdaK0R13x85lzwGyfTGkWwj33YcJakjLYsklr6e5dyFBZ8Stv/srlI8efU6OLSHhF8VJN5HuWEC6Zzk7joxjpV66kRWTpJraiAKfc9/zh3i54+4zD/zrx1h3/W9w4W99lHpxgg1f/VfqkY0dFGHiIAgrluRaduMabyEsqyHqPSG+6jQpWJOiYCkEOghBaeyUi7A8wmqIjjRaQWgsovwidMtSQpFh+5e+wtG77ibyTy+8TXj+I6Uk1TqLVPdSdvVXcH6OghU3m2P5q9+CcRyiWhkjnUbx00n9U2MQKgSlCCMbkfYIisVn5oW8SLEcj5a5S7jwNz/C1Z/4by7/w0/Tu/Z8vPzMDlUJL35sL0OqfR7pnuXs7JvAzjy5SFC2zgPLxQxsYen5F/HE1/+VsF4HrEbU0czbCaOwvXQjNjS+J/WyKeadcz4rX/suzn737zPv/CtIJc4iCc8isnUuqVf9KbJjSbzASeOseS3ey34LmU5+FxOeWxJHh4SE55j169ejogil1PEs6JMG0I3WUxPeU+KGE3pDZqpasDGx1FCEWtbMFlgJzwyWm0GYGs2z5/OK//tZhvds5ejmB1l48VU4qSwmnY8tqS0JnGrPbOIPedoyIeIaUqNCRFRBNSpGTeAjbQchNQKFsR2CahnHjpDuzLaFCQkJLzycbBuzL3wvxSOPURs5gHTS5GatxuiIwQ1fp33Vq3CbZxFVxtnz1d8jmOhnee+/0bLwfIqHH6P7rOsp9W3GnzjK2M47aF1+Gd1nvomwNIKda6cp34GsToBWCMtGBTXCwjB2rh1hBMJLY3synmzVEcJYGEDaDiaog5uOK9m1iq9flj2jC9GJFUZTVe8aQGGEQBgDKBDxRK3RKq6yj3OZwIAUNobY+l8FZYS0qQztIzdrdcPCX6FDHyltMp2LEFaKqDpKun0BCIt0+wKC4gDVkQM05zrI9qygeGgDHStfxcDGb6BPsEcXlkv7qlczvvvuaa9Cuhmk4yGEINu7ksKhR6ZtB7GjRn7OGQj5i1+DVVAlKA1ROPgwOvRJdy0h17MKJ9PyC+/zpYqTbaN44DEWveFjjDz+Awp7H2R0039z+ef+gXLfCEd+cjMLXv96cj29iEhjjEIYiXDSmIbVgw7qSCt2F4mrMo+f4yeLUuOMihPyKqbEPvEJPfVNMBFiMi4GidEGHcXiCqUiLNdB2HYsANIRJgwwOmw4QBhU6KPDOm6uHew0qXQzCIEOatQm+ijuu5dU61yaF11I88ILqI/1UTy8gaA0yKwL30t+znpKfZunvVf5OetRfgkVVI6/vp8RQZGQ8LOoT8TRFcII3Hwexkan2sr9u9GhT3b+uhmvHZabonn+OgoHNzGy/W46V1+OtJ9d8baQArt3NdGhDUT778NZdgXSsln68us4+MhPGTmwhZve/wau/vRXaV2U5HUnJLxQkZbFvHMv5ZEvfoqL3v9xyoNHmTi6n6aeeeS75+Bk83QuW0eh7wBjR49grTgTL51CRj5agXRO+m2a7C8Y03BznDm+YjJqVEXxtR8p0FEEpoblCMLyBE46i4p8hGsIxqps+Ku/Zfixjaz8tV/FTif3/i81HC9FVStS6WZCbXBUGLuEnYyQ4GXQ9SrSs9nzje+y4Morn/0DfhFge2ns08SDJCQ8GSLdgnfZ7+Lf+Rnkxv/mkvd+gGL/YdoWrUSHEdZpihI1Mh4HEfp4vBHgZJtxM4m4IeG5QdgeVsdivMt+FyI/LkJKNf1SY18JCU8XidAhIeE5IIqiqbgJISar+htj4XKycnW6UwPGoJU6bgXeWCakbNgYHx9oTwQOzw2V/iFy3YuQlkOtWEZaFgsufBWppjZsL8WkawPy9FWQ0jpxAKQxHWI0YT1A+Yra0DBOrgk3AyFjOF4W6WXRgY+byVEdK5LttCGxr0xIeFEghEQ6KZrmnY3l5dFBlcKBh4hqBQAGNtzIrAt/lZGNNxFM9AMwsulHtKx8Oc0LzsOfOEamYzEtCy/AAKpaoHx0B2NbbkbYHnNf/Tso6SCKx7C8LNLL4+RbMSpA5jsRuhG0IwCh0FpjOS7oCOFlplWun2b49qT/nxjHZOKfucnrnQYhLYyJ0GEVo3XsimAMWoeNa2Ec76MiH8sR5HpXghAExQFqowdwm3qxvTxWOgcqQDoZvObZ1CeOUjj4MLlZa2lddin10YNIy8Vr7qV8bCsdq67C6Ai/cAwn04aTa2ds152ElZFpr6Zt+eVYXh4AJ93MrPPfxfi++6n0bwcg27WM1qUvx/4l1OwqqDG+9z5KRzZOLfMLxygefJRZ578LJ5sMbDwVpGXTtOBMDt70N6Q75jL/NX+E17aAqA5jO+8nqlRiZwWyqEa8BExGsAgMEstLN5yYaDhQHxelmihA2O4JLiYnuDkI0XAnEfHpq8wJ7RKIEEI2IimIY2GkhTQSKa2GYKIhbpUCNCAk0rJxW7rjNmkRlgZQQQ0rlcdO50k19eCddT3CchBCUh87zMi2HwGQnbUWv3AMYXl0n3k9QXkIoxVecy+10cOM77ln6r0TloOdbnmmP6KEFzm1iRGkkKRyLkIevxZoFVE5totUWy/Wk4h0LTdN07z1FA9tYmTHPXSsfPmzL3awPazZa1GHHyM6+DD2wosQUrLwgleTbe7i0Mbb+cEfXs8Zb3s/q697T3ydTEhIeEGhymPosM5Zb/8AE4f3UBw4Qr57Ll0r1qKDEayWNoxStC5Yhp1KI6VNGAbYThbLmkEUeGJfYKqg4aRoAa3jIoZJp0djqBeLCCzcXCb+zZQZguIRKgM7kWY2t7/n1wCwUikWXXfd1FhSwksIyyLf1UvgB6RSmcY1cYay8MkCKa0xCMKJCVIdp7fYT0hIePoRlo3VuYzUtZ9ADe7CVPrp6F2DQuB4Lua0oygaJVzCyiC2ZcVueraDqlcw6Zbj96YJCc8B0suBl7hJJzy/SIQOCQnPMFEUAUwJGyaJM8YVQp5a/aq1nu7ewPRB9cl4ipPtkxOBw3NH6dAhaiMjaEuR6ZxLpl3TtnAFRsdxFFpFOOk8wo6jKmZy7hAN6+sTlsQ59VGAJSXSy+ItagJhGlWe+djaXSvsTDOlw0fxJzaBWkTT/HNOU1WdkJDwQkKFdcrHtgIwvvvOGdfxx48ytuXmqcdjW2+l9+XvYXDjt5BuGmm5ZMwKLNtDSJv8gjPIzVuH0RHSzYExSLsFpBVXlwuJ9JoQWqFViLScWITlOES+j64rhOshaFyb4nDJxrNPH8B9UoSMf8/iBwgMSoWABdJDWgZMBEhoODYIYSNtFy/fhTYGVIQOakg3S/OC8+KJYSnQUYgK49xpr30+Xsvs+LC0QYU17Gw7tpuhMrgTjMbOtCFsl1LfE9RGDtKy6ALS7QuIagV0WMPJtNG67FJSrfOn/bY6mVY6Vr6atqUvj+ecndQvPQEX1YvTRA6T6LDG+J576FhzzbM+yfdCx2vuYcHr/oRq/y7Gt9+BsB6m45w3sfStb8EvFLDdFFrpWHSAQVp2fH7CDNfq6YNKJ4ocTkZAXIljWZNZVGgVxRbXjouOJEbFmd5GCoSbih87Vlz9aRSYycxvjbQcjFboKMQYhRTQ//jX8Jp7yc5aAzqiOryfTPt8hHDAgF/oo3xsC5mupWS7lyOdNON77iEoDVI8vIF0x2Ka55/D4OPfxqhg2vF3rHkNlpsMYCT8ctQmRhHa4DZNz7KuDh9Aq5B029yfuQ87laFp/joKh55geNuddKy8FMv95eOBngoy1QS9q1D921C2hzX3bBDQtfJM0k2d7L75Gzx+42fZfdu3OfvdH2TBRa9O+uIJCS8gTFgjqFa44+8+yKW//zesff3bQAgsN43RmsgPELZ9vODEcXAsD4zACPnkvd+p34KTYknDMBY72jY4EpCkWlpiAUQYgdEExT4sJ0cwluahP3k/AE2LF3Pun3+YdFcyaf1SRNgpJOAK2UgEjB1eT10xjkMRnsve//06S99yPXbq2b12JiS81PHLRSoj/WTbOrHmnYeJ6mgdxWP+SiHs0xSpSRsZlXCzrfG4ixD4hQHGtv+E2Re+FzudRE4lJCQknEgidEhIeBqJomiaOOFEJoULJ96AyEaHpnGvPLVdfWwQr7XrlO1PtEdO3BueP6ggYP/3v8/q3/pNKoN9qMCPq5KxEMagQx+DhQ6qWDI79bmfimnYtKtGVbNB+zWMDrE8FxVUqY0Ok2rrBS2xLAelNaoaEFaGsNMVCgcOoIIiud5VWF72NM+TkJDwfMQYjfLLqKAKCCw3gw7r1MePPKkVnI7q0647JgrQUUDb8itQfon6xFGi6jhe93IAyse2YVRIpnsZQgiGN34ff7yPdOdi2tZfHU+mGkVQrGB5WTQGjMKoCMvzAAGTUUsAVmyraBoWvSdW7J7mhU7+ceJCdBQijCa2doir3oTlNsQWLjqMQKh48FcFcZSG5RDWiqACgmI/Rmu8pm4sL4OwHEa2xlXsrUsuYXDjN5FOCifbgeVmcHMd2KkmwnopdoWYOEp97CAAw1t+SKptPm3Lr0BaDpFfwsm2zzixJm3nSX7XnzrVoT2nbasM7aItvCIROvwCeM09uPlOMr1rGNu+nY1//c/MesUr6bn4PPzKGJl0L6FfwxiNkBYSgTYWWiukZSHEz+pvNc7nE+LFpr4jjWWChuhViNily4SxYBGD0Y3vUaQQDhhpQejHTg7SQYc1VHk8dvJy05hDDxIdeoTu899DEAVUB3aS7lxMqqmb4uGNmKiO1zIHO5WnddnllA4/xujO23Gy7WQ6FxOUBsFoasN70GGVrjOuozayn6A0jJNto2nuWdjp5qRSNOGXpjY2gAkNqfYTnW4Mlf49eE2dP7dgwU7laJ6/nuKRJxjeehttyy7GzT15LvLTjcx3gwpRQ7viCdA5Z4GA/Ow5rHzN29n9rRsJGOeeT/8R23/wJc59zx/SteLMZ/UYExISfj60iqiODjF+eA/5znnksnEUm5POcvOfvY+Vr3kna17/LoyRBDUfHYWxdb2UBPUaadtpiFyzxwd0pombYvFv3Edv9AeEwGgTx2JFQSyeNJqgVMZyAcuKxwGCKir0wTgcu2MTbWtX0bRgDld84d8aLg8+mZ5u7FRyv/9SQ4UhYbmECn3cpmZ0GGDCADedn37+GYMOfHQQEBYKzH/1K/DakonRhIRnE79cZOdPbmTTjZ/lLf91G4QhWA4m0ggZoUKNdXL0pzGoKERKg7BSsdOlCuNiFGHie8KgmggdEhISEk4i8blJSHiKRFFEFEWEYUgQBI1/PkEQoBsTPUKIRiSzQEoZOzA0/j5ZqABxxf+Jzg2ptm5K46NT603uY3J7IQSWZSUih+cJ9dFRjt51FwiJk/KoTkwghCGsjDG4cwuWm8HJZtFaTBO0nIKZtLxuxJdoBVhobRPWAqLyBJbTRH1oFFWOBz/qowcwpohRo4xu/+nxHSUkJLygMCqkOrSHow98gWMP/jfHHvwiI9tupjK0Cx3VsZ7EFi6sjdO68vJpywq7HyCqFykcehSjIkwUUj22k/rwIax0C7nZa+MojMin46zXMeeVH6D9jGvQ9VLDRl/g5puQjgHtIx0H6aVB2mC7CKPRWjXSdXTssC/lVPzS6V9oPAhsoOHo0PiHiG32LRu0IhY5OLH4QUiiepmwMg4IqoO70FFA5Feojx/BzbYiHQ8AN9dOWB0nrIwTlocIigPosIawXdx8Nzqs40/0UR3azcT+BxjfczeZjkUU9t9/ihFFfewQI1t/xNDm7zG28/YTBBrPNE/yPOZntCc8KWGlivIDDnzvhxy9624e/chHSLkW2Vwa5ftYtovjpWLximUjpMCybKSJju/kNILWyRNIaz0V6SKkjIUK0DjvBcKypvK4EU7jvHcRje+AlU4jpAMqQNgphO2BUUhpoeplgvI4QoeI9iWw7o3UJwYY33Y3LYsuZuDuL7H9c7+CP3iQpgXnUzjwIIMbv0l9ZD9RPXYn8Sf68JpnYaeOTzr7E0cZfOybKL9G24pX0Lr0Mtx8ZyKoSXhaKPUfwgSaVGfn1DK/METkl0m1zX5K+7JTWVoWnIWwbEa23U7p2E7MSa55zzSyZQ5W53LU0C6igw82rlmQ6elh+ZvfjjUC6bCFemGCn/zpr3DX33+I8tDRZ/UYExISnhwdRQzv3sL3P/hG7vjk/0FowPZIpRxWXfsuAHb86CtopTFGo4MC9eIEtpfBdtN46VxccCC8uA8MM7g7HR/3iQUNNESPsROa5abifoKwgAAhJVFljKg0TG28n6jiUx3so+v8VbQsX4L0QrTuQ3plmuavINU6N3agSnhJEQUBOvJxsrn4bwNC2qeefwKEbRPV6jhNaay0xE5sxhMSnlUqIwNsuvGz5LrnxHFH9QqqXgfbwRgLThY5ADTmALQShOVhBKCCaiO69IQI0ISEhISEaSRCh4SEGZhZzBBMiRkmBQ1w/Mb1FDHCCaKE07kxnBxNMblfozWZphy14aNEYTi1re/71MeHE4HD8w0psVMpdBRhOw6OlyYKArx8K+1LVlA8tp/i0QPYqVT82Z1mQNYYA2EdUyugh/eg+zYgg3Esqan27WD3l36LoYe/AHKcsT0/pnjwYbymbka2/Ijxvfcw2dnNzVqLdDPP4huQkJDwy2BZFlFtnKFN30WH9anlRgXoIHZ0SLcvOO32drqFznOuw8m1Ty3rv/eLeE095Getoz5+mFLf44T+BFYqj22nqY8dYWznTykcfIioNoGwPfxCP5Xh3Yxs+RFhdZTa0B6CsaNQGkTtvg2z53Z0eRihAnRYQ8pYvKWiiKBaJqhV0CqMf8tOJwqYvA4S/+apMCCsVVBRAEEV/BLSKEzoU9i/gbDQz/ATN1Hu24idylHY8yBjT9xCVBkjrI7j5bsZ330Xo9tvpXxsK35xkFTbPOpjR6gM7AIg07mE4qENtC65hNysNVPuGHamle4zr8fOtFDp3w6AtL2Z3+NMC9I5fYb800mmc+lp29KdS5BOYjn7VNFRxMSePdz3+7+P4wrW/Z/3s+SGt2F5Hg985K+wvTTWsYexdt+EtG3qY8OMHNiOX5jAqIiR/uOTlEoporAR8WAMpcG+409kTMORJa7epFbCNNY1OkJWR44bP1QmkFEVdAA6RJQHMYXDmPIwanAHMqyji/1Ee+7C7LsXy2jK/dtId8xlYu8j7L/5Hzlwy2cp9++h69w3cfSOz1Eb3E3PRe+k/YxrEFJO/Z5M7H+Apvnnku1ZCUIysv1m2le/mqb552J5eSwvT9O8s8jNWoWOQixn5u9BQsIvQnl4ACLIdPVMLasM7cf2cr9QNZp0PJrnn0GqbTbFw1sYeuIWqiOHYvHdk2C0JqwVqY8fozpymNr4McJ66fQC5Cc7htY5WD1r0GOHCXffgQmqAKS7u1j2jrcjqopo1xiLL76Wga2P8t3/83oe+/JnCCrFp/xcCQkJTz/VsSFu+8RvEtWr5LpmY5QiNBZ2UKB13hKWXxXHVjz8hb8FpUm39pLr7GLs0E723/0DVBTgeGmIQkwUPelzGWNA+XGFfXGIaO9dmNED6OoElf4d+GP7kI4gKIxQG9jD+P77Gd91C6M7v0Pp6B3YGRvppPHyPQgtKe55hIM//DsqfVuJaslvyksOY/DSaaTlYAmBtG0sKU8ZY4qCEKEVXmszWBLLzT6pQ2BCQsLTz767fwBA++LVALE4Tdqo0MdEdTD6lHETrSO0UkhVQzoZjDFYXo5y/3bC8gjS9pBu4uaTkJCQcDKJ/DfhBYFSIUbFg8baaNatWoEKw1gYoDVGhVjCQltWrHyMfJQWuLaNMgYT1NG2i21ZiEY+sg5D7HQmrrw7hRMyxhsODczoxKCniRcm3RyejGmDacbEQ+GT1X8NhBA4Thqney5aK8JyESudIpPJQCaZwH6+YWddFr/5zWz9t39l5fvei5dy8f0QITVergnbi7O/axMjpJrbQYVYnodRGhWG2J7XiLeQIEFYEpFtRzTNIoo0xX2PMrbpO8y79o9x8m2M7bmbdMdicnPWMbL1R+jo+MSonW4h17s6yQROSHgB0dbSxMT+B05Z7hcHaZp/DsXDGygf20L7yisZ3Xl7fEPcINO9HCfTSlAdY+Gb/oLCngco7L4faXtUjm4nv/BcUu0L0FEdIePq8ahWJJWdT7ptPlpHSNtD+2VSrXPwWmYjiK9vVqq1oUjQyKZZcfUBNlboA6AqZYSXQkQhkvjaFdaqYAzSdjBoLGk3buAFCNOYRHVQocJybFARthW3CWFQlosxAsIyzfPWo3VI55prQEh0GJCffyZNi89DEOfSaqNoXXopOoojg6SbYXzXneTmrKN4eAOWmyXduZjBx75JdWgv2Z7ldKy9FtvLY6dbsFM56uNHACge2kDbilcysu3H0wYchLTpXPs67NSzUwVlp5vI9q6m0r9t2nJhe7Qtu+y0YoyEGKNVbActrSlHgvKRI9xyww2oWg2lwInGWPfr72L5DW8lqtWpTNTxFl0GQRnqZbzmFlLNzUS1Kiqo0T57IVFQQ/sBTjaPtCxUrQjSId89Bx3UUIGP9DLY6TxhcQwAK9cKYUBUHI+/K+kOdGkCoxVWJoe2BPiVuA+Y60QoH1SE7FiIEQJpNHL2eoyXI6wWaF12CUYrWtddQ9Oyi8AYbC+HViE9L3snPS97JwgLy82gopCu9ddRHthBbfQg43vuo3XJxTQvPB8MaBUgnXT8GKiNHEAW+mmad/Zz9dElvAiJ/BqhX8fS4LXFLiImCvDH+8n2LP6F+6tCSrLdi/Gau6kOHWB878NI63G8lh6cbOtUHIYO/YYj0BhhtdBwS5uO5WXJdC0i173kKcUQyaZucFOoY1sJt/8Ye955yNZ5eG1tLHvnO9n/ve9x+Bs/YtGbryd06uz48f+y+7Zvs/YN72PF1W+LLfATEhKeE0b2biOq1wBYee27sFIpVC3C6VhErjjAile9kWVXvonxQ7sZO3KAriUrsdN52hctp23BcsJ6Fb9cwE6lUUENrRWWNCAkcTJViPRc0BEmjOLfFuOD4yHnnIWOLdFItc3BGKgc2YrX0oXXPpvKSCzUtTOttC55OanWOVT7trL3xj8Cc/w3bM+BR5l9xW/RcdbrsNzk9+SlguU4RL5GqhBcD8t2UbUK2A6EPioIsDNZLEvE8al+OS62kU9fzF5CQsLPh18uAFAd6Ue4GagWEUIhLQ8r7WGiEK0CjFJopbHT8diK0RotbSDEqIDa2GHys1czsu1m2ldfhZ3EFCckJCScQiJ0eIkQRRFRUGfVypVxJVoUIaMAjUQ4DlJKVFDDaBCOi5QSE/hIoQiFi2VZGK0aF1zA8zA6BL+OMRLjetiOQ1QpoXUElouTSqN1iAhqqFAhvQxWKo32qwgdEtYCrKYWLNuBoIYJfYwy6EweB0DXkEaDTKMcFxX5mFoNdIRI5bA8B10rI4UmqkeIVBosi6BcwLU0KrKIrCzGr6EjH/wKofDwctk428pLnSRyMLGlICCEfFLRwqSo4URnhdOtO+naIE7IbTzRyaGx8dQ+JrMbJ/cnpYXbfPr8WaXivPLJ/GejIpSQWJaFNgYR+fGkke0gLQujAlBg2TZGSrSKqI8PYYzBTedIt3b8jLMp4WSiWpXOs9Yz95priCpjKFLYnk1YrxL5Nby2HhgbJt3aQRT4eJk4P1FYIBsDsZbtNipBfdARGklUrmJZ0LxoPc2Lz0DYLmjN7K6lSMsFDE3zz6Z0+HGM0eRnryHbvTLJaktIeIHhuRZBeeSU5UYFhNUJ0h2LqQzsxKiI7jPfSFgdR0cB6Y6FYASDj3+TtmWXMbz1B6Ta5tN7xa/j5jsZ33svsj+NlWpC2h5ONofRCjfXhtEKoxSWm8IIGxFLFUAFGKOwnSyBHyJMiJBg2eC4AqQBVPw/QkwtRHgpHClB1bCcNNWJcYwx2KkMYVSOJ26dFEZrPFciwghbWkRBXMmuI4mwHUxDQOFkWjDGw1gSaaXj66WOELaLlOnGNVjH13atEJaLZbuElXGioEK2dxXju++haf45ZHtWMPzETYABo6j0b6c2epDec96GAfxCf0M4IPAnjiKdFN1nXk9tZD9hdQI310Fu9lqcTNuzdj5Ybob25VeQ7V5O4eDD6LBOunMxTXPPxE63PGvH8ULDGENUK1A++gTVkX1IJ03LgvOxUu1s//znUbV4QsNxBIHbjC6OkklZiHwak23FOB6BX8NoTdpN4U+MEgU+IgyxM03Ux0fjaswoRNg2YbUECLIdvYTlCbTSyCjAyjQTFuPqbuGkUaUSKgiQtTpeZze2FYEVf7+FAXQECEzKQfhFMLGI1jgZkFbcJiyE5WGl8hgVIaSFZafi/qSIvz9xn1TglwYZ2PC/NM0/j2z3Mux0C83zz8UYTVidwMm2Mbjpu6Rb55LpWkpYGUPYLu0rXoF0M1iJY0jC00h5uB8A10vFYnSt0eUBhACvufuX3r+dytE0by2RXyUoDhKUJ6iPH50SNAhpYTlprFSWTOdC7FQOy0kjGve2oV8mKI5Q7ttGZWAvLQvOIN0+9+d+fplqRsw7DzW0k+jA/cixg1hzz8bJZVl2w9vou+NO9t54I+1r1nLOOz/E0SfuY+NX/4mt3/9vVr3mHSy78npSzc/e9SUhIQFqEyNoDDd85QHCWoXIryNtgXQkMt0G0sEJQlTo07XybGw3TTBRxPYcrFyOwK/iuB6Wl8HyUkwrkgFsG/Amr6UeeEy5dpooBBRCgwprSFsiTER2zgri672g97x3ALHQ1sm0EJRGOPzjT00TOUxy9K7/oGX5JYnQ4SWEQSGkQDgpHCGpjfZjtMYKfZxUBiebj9eTQFDFsh10ZHDT+ef2wBMSXoIsuPBV7Lvje4zu3w5G4eRb0GEYxxEWRxFCkmrtBMvB8WIxkrEEqAogQCvCygippm4qQ3vpPvN6nGxb4s6SkJCQMAOJ0OElQLlUwvU8TLVGFPkoy8PO5YgkiGoZXVEILw2pDER1wrExHFdgp3IoO40IagTFGo5tCL08TspF10uxTR8WxnMRQhAVJ9A6wkgnFjlEdUQYoMIQIV2k66GCOkKFRPUAkU4jLRsT1SD0QSlCYZOxLCJVwzYa0ISAMAYZGZRRIDRKRfHJa0mCag3HEtTrNVKuh+15RLUyxvcJbRsvnYWawfg+thVSqVRI55umxUfMJFKQPyNn/ORtjDFopRByZpHElLhhSuBw/IZYRRGuClFuiijwMWENbaVwbRscB780QVitYrkpnHSG0GhsFQtBapGNk8lA6BPWqzhSYlI5oshHqCgWrEiBknm0CXGUT73q46Vy1Gsl9t/zI/bc9m3CWoXe9Rey/vrfIN3eRSrX8pTPtZcqyoCdS1Mf2IndNp/66CCbvv7vDGx9BDebZ/mr38yCi17N2BNbaJs3l3K5iO2mSJ0oKmmcPyCQthvnLqZdEAZjdFyVKgTCTWOfMJDRNOcMsl3LAJBOOnFySEh4ARKEGifTRlQdP6VtfM/ddJ/9ZrI9yykcfISRbTeT6V5BrmcFYzvvoGnuGUAcuSAsl/rYIepjh+g6440ov8TEvvtJtc4lN3sdql7GzrQgbBfjVxHSiu12JRijqBzaytCj36Z9/ZvxWnqpHnuMkcdvQgUV8gvOpuec63C9DMavEG29CV0eQjbPxr3gvejB/dSz8zn44I/Yfes38ctFetacy/o3/wb77vkxs1auo6u7FfXYD+OsyeZZyKWvYOzgZsoDe+g+/62Mbb+dat9WOs5+Ay1LL0IO74P2+Sgk/kQfQbGfTNeyxiSVg7BTjWx2gbBsLDdNdfgAdiZPx5qrkW6GsDyMtFNAXE2Rbl9Iy+KLCKtFgvJeJvbeQ895byfbuzIWQQzvozayn3T7Aiw318jNlHGG8rOI5WXJdi8j1TYPjELaqRf9gIaplzBhDYREpPKIp+hcEVbG6H/4S7EApsHA6EFal7yG/gcfPP48KsR2NKK9k2jPnRi/RLTs9Qzu2Mie277Dyz/4t4zt38GmGz/LyN5tpFs7WHXtu2hftArpptDVIk988z84tvkB7FSGZa96Mx2LV3H/v3yUfPcczrzh/YjAcOSWO+i9+GK2/+d/MrF7N9lZs1jzG++jrcdG7P0BVs8anDWvJTz8GFa+AwZ3EOy6FVMrINsX4q57A9r2CO/9V+zFl+DMO4fhHXeRn72KoDDA8MabMDqkbfWVpDrnM7b3HtpXvJKgMIC0HIoHH0IFFZoXno8wcR64P3GMYw99GaN8SpVRwuoYnetel2Q2JzxjlAZjx5xU7vgEiyn14+Y7ntZsedvLYHcuJNPZcM+bdD4S8vTCdcvGczy8XDu6YwGVwb2M7XmQzMQAzQvPQv6cv7nCdrBnrUWXhlBDe9DbfoTVsxqrewVzr3wlTQsXcviWW3j8k3/Hwte9jot+6+Mcfvg2Nn/zP9j8zc8x55xLWXDhlcxafxFevvnpeksSEhJmwBiD5Xp0LllNdXSIwW2P0rFgIVZrF7bMUR/tp1aaYOePb+Topvuw3RTLrnwTCy+5lkc/+Xes+pV3kps7myioUi9NYDnx+Iybb3myJ8WoCEyjYAYLYQtsK41uCCylk6I2dJDK0SfoOPN1uPnjcXSqXiIoDMy8b62ojx7Ga5319L5RCc9LjNYYYYMt8CdGOPbEw2z/4Zepjg3Rvmg1Z97wfrJds+NINi8F0ibyI6QIk3GihITngLYFy2lbuJL2lWej60UMLrWJETZ/63MMbHkYJ5Nj2ZXXs+iSq5EyBY6Fl83GcyUChEyRbl+EDuvkes/CbWpNvssJCQkJpyEROrzIKfX1YSyNsjqQuTyyCrpaJ9IhTks7VnMaVSkSRVXCsSJuaxeul8KKqlQnxhHGYLW2k2rvQFVLmNoEIrCQ2TbwNGGpgC5PYGoRbnc3tpRE5SJOUKBc02Ra27ClRVgqQG2cqByQ7uxCpiVRaYKgMEimxcV4eXA9Un6J6sgQ2ZyNSbWh0JhKkbAUoqMIr60L23UJShOo8jCW62Hn25C2jVcr448Nkcna6EwLdlYSVgoEtQJaaax8OyKVYjL44cTIiZmYNGCYCTNZ0WfZ07afFDlAbPutogjLjr9mURhiCYj8ADudxigfqXz8UkC2OYN2s+igjqpXMQZSMkDaqYYrQBVpgWNJtJRYQR2JoVb2MW48gKdUhC0MQblO1kujHReFASmo+wE5O0SlMkRhiOvY1KtF7vmHDzOy54mp4z/0wK0cfexerv7rLyVCh6dAurWL0t4HceeeRXXgED/5s19BNzK5w2qJjV/5R44+fj8X//bH2XPjjSx7x9upTAxjeynsTA4wk2ne8Uln26DC2Mrdii0v62NHSbXOxk6fWq1huUmcSULCC5nR8QIrFl1EbWTfqY3GYLs5Mu0LyXQsxhiN0RH9j3wV5ZcpqICOVa+mcOgxOlZfxfCWH4FRjO+5m861r2Vs5+3Ux49QHz+CtNP0nPVmygcfj12W3CyWl0U6LoMPfYPRTT+g5+LfJKxoxrb8C5W+LVOHMbHzbiwnTc/CNUSbvz213Jp7FuHm7xIsuZoH/u1jDG59dKrtyCN3cPTx+7j6L79IunaY8P5/Pf6yRvahRvbRtv7NVAZ2s+/rf8z8136Y2sBujt72WUoHH2POFb+J2HEz9rJXEAiJCqoMbfoO6fZFuJkOMj3LsTJNGKVAaaSTJtu7HIGgdGwbdipHqmU2bSteEbtSCYGwXaJqgbA6NnUs47vvoX3llUjLoXxsK0YraqOHyfWuItu5lLF999G+7IpnLbriRF4K1fUmCtDjhwk2fAU9diiOXph/Lu76NyFzP5/LlIp8xnbfMU3kMElYGcZrbqY2OBg/9hVOVMK/55/BaNQVH+eBf/lzBrc/xg1ffZih7Y9xxyc/0BDRQFgt89Dn/pKVr303Sy5/HT/+v++asrsOKiU2fe2zdCxZwxlvez8P/tvHuOWjv8alv/dJFrz2Wm5969umjmNi927u+9Afs/p972Hx2etRhx9EHdtM6lV/SrjnTtSeO6fW1QPbqQ/uwLv097BXXUP48BdQhx6h/cJfo1oYonzkCcpHNmOigPKhTaQ65rPo+r9C2DZN+bPJz1mPDuvURvYxuOFGWpddRlAYxMm20rn2NSAETroFy8smfYiEZ5Ti/m1gDNnuLgCC0ggmrOH2LnvGnjOOHHxqwjDpeuTmrMKZGKQysIewVqB92UVP6fsh812IbBt69ACqfytqZC/27PU0L17Mqve9j2P33su+b32LvttvY+FrX8fC3/1rBrc+Sv+Wh7jnodsAaJ69kLZFK2mes4jm3vk0zV5A8+yFWI77lF5PQkLCzISlcaIwICgV2PClv+fst/4qoxu+zqLr/pTKyCCVQoG7PvUHDdcmCCiy6ev/xqGH7+Di3/o4t77prVz22X+gY/1KxvsOEgUB+Z65SDeF7c3QZ2uMDcXmZBGW0PGYkYriWAthxYUthQHcpk5yc982gzvDz5jUepbFuAnPHUopgtI4qIjN3/oP9t7xvam2ga0P85M/e4QrPvzPdC47g6hWQVo2UiqimsZLTD8TEp51Mm2dXP6Hn8ZJOchUE4Uj+7j5I+9FBXH8cFAp8fj//jN9G+/lkt/5aywcgorCsi2EZWOkhQ4qjGzewcN/+ues/vVfZ95VV5HuSJyYExISEk4m6RG/yPE6O0k1taGKBeqjAygkqe4e7EwWXRjDHzyGVAo734nX3IYaG4PyCChIdfXgdfdiKmV0YQi/WsVt7oJcK6Y6TlQaJqiWcZs7yM6di64WqY8MEJTKkGol19FFWBonGB8kKBch1Uxm1hzCWoWwMERQreB2dWEyHRgM1eFjyKiOzDdjcl0Y7aPKI0R+jQhBtns2tuPgjw8S1ipo4SJSLUgJ/sQwfrlA5Nch3Y7juPjjw0T1KmGocFo68dJpwtJEPNHxcyggtTZTLgzGGLRW0yInRKMKyRiDUgpVqyHCAKFUbACuI2RYQ1THqI0ONToqEnSAExQgUlheM6nOdsJIUxsfIqzWcZvb8ZpbEI5LZXwIx9Swc63Y+XaUiaA6gqVqIFOkOnuwMOjSMEG5ipVrxevpJAzrqMo4ujKB5eVItXUTGYWsjxFUqshMC4WjB6aJHCaJ/BqbbvwXqmNDT+u5+GImLAxw9PbPIupFHvvyZ6ZEDicyuG1DbN/rpYkqNaTj4ZcmGq0N0Q0ahIrz7d0M0k1jtEL5FbyWWTjZlmftNSUkJDx7KKWws210rHkNwjqenyptj64z34Cdjis8LS+LncrjZFrpPf9ddK59LV7LHLTWdKy8EoRF77k30LbiFaQ7FqK1ovOMN9J7/rvoOfftdK6/jvpYHwP3f4n93/gwe77yO4xuvYWwPMboph8gvSzS68FO6Wkih0m6z3wN0ZbvH19gOVhtC1ClASqjI9NEDpPoMOCxr/4TJtM582vf/kN6zrkOMPTf+990nn0dAMW9DxL5ZaJjWyGqERSOkp97JgC10f1YqSzH7v58bONvWRgMKqghsEAIsl1LsFNNDG/+PiPbb6E+fgQQVIf2MbrjFtLtC/ALxwDwJ/rQUUBu9jq6z3ozXWe+iZ6z30xu7hkUD22g2r8dHVaf+geb8HOhC8eo//STscgBwCjUwYeo3/a36MrYk288uY+wTm14BqEQEJQPsvxd7zi+IArwH/oCGI216BLGDu5icPtjNM1aQH18mEe/+HdTIocTmXfuZWy68V+nRA4nMrJ3K9KySLfG5/nDX/wUbuvMwpjt//1ldMcZjWPxCZ/4HlbHklNXNIbgsa9hNVyb9Pghwv7tHPnJp/HHj7Hw9X8eR1oB9ZFDjO+4C60Nyi9RnzhK/yNfpti3iZZFF2G5WYqHH2V0x63Uxg6TapmDm+9MRA4JzzgjWx+DCPLz5gFQHT4QRxw+D2N4hBCkWntoXnAGyq8ytOV2gsqpTktPug9pY3UuxVpwPsLLEh18kHDnrciwyNwrX8nK972PdGcXO/7nf3j0zz+GGfU5662/w8t//1OsecOv0jRrPuOH9rDt+//N3Z/+Q37wB2/mq+84nx986C08+sVPcWzzQ+gofIbegYSEFy9BtUpQLSAdi/LoEGMHd9G9cj2jj32DhW/4KDoMGdi1hb23f29K5HAi4wd3UR7rJ79gARv+9u8JilXaZs2hec5CamPD+BOn6a9MVs8YjW1bYLsIaccuDzpCmIjCru2gc6Q7580YQWGnm/Da5828e8sl1fbzx+0kvMDRCq+pDb9SnCZymMIYHvmvTxJWi1iWjMeXpMOGv/orasPDz/rhJiQkgJNvISgM4BfH2PT1f5kSOZzI8M5NlPoPx2NB0kI6XhxBHQVoJbn7//tt6iMjPPbJT7Lp058mKBafg1eSkJCQ8PwmcXR4kWPZNrXRQXRk0J5HvqkZIQS18gSWEqgggM4epGVRnyhhghDXEZDOIqVE1cqEQQ0nbeM2tWFZFlGlBFrF/7zMcceCIK6ik9kcSInRESoMEAJUFE7Zk+rAnxIOSMtCCIGOwnhQ2Wgsp3FaNixHjTGxQGDqJtEgAHOycn0yLqLhwiBsGxFECGJnBcf1Yvv/aZvMbNmglEIKMd2hIfQRDeGEyDVhOy5EIVGtROTXSWebwU5BVIN6HakVtbok3dZGyg2gOoFf9iGfx2SasMIqtbFR0lkLlCHV1g1C4E8M42aaEVEVmWmCTBYZ1BC1En4twGnqRLouQkpqg8cwocbOp8h2t4NWyPoE2mjQEbK5B2FZWNWxeFBMKNIdPQgpOdSoHJqJo4/fR+SfOpCfcCpRFKGDKmFxiCgIGNj6yGnXPfLInZzxrvcz8tijpJcvJayW0PUS0s02ois0wrIAHX+/LBtsDy+VR1ovbsvyhISXOsJyyfasItU2D+WXAYHl5bC97IyRBU66GSfdTG7WarQKqfRvp9i3iWzXMqSTxs60gRDosEp1aB/BSB/NSy9k/7c/gjmh6j03ew3V/p0AZHqWUjoygJM+MtMBIo1C6WhqkWzqQY3ux1l6OUfuu+u0r21gy8Mo7w9n7nSGNeyGuCOYOIadaZlqKu5/hPYll6BH9pNpn4+KfITlYlRAdewATrYNVSti59oR0sJO5WLHCxUR1YsExQE61l6L8kuElVFGtv0Ey8vSufa1GCS1kQNTz6WCMiNbf0y2ewV2uomoXqIysBOjYuHaZN57wtPL/8/efcfXcVYJH/9Nvb2oV/feHTvV6ZUQAoQUOiShbtjQFlhYIJTAS2gLS2epS0k2tKUGkpDenMRJ3OLeiySrS7ffqe8fV5atWHKLbBWf7+eTonlm5p7nuTPSvTNnzuNZWaxVvztQZv4gfrYDr3NbqYrYEQ1Rgguw0m1UnX4+jZddxt4HHkDXPaxi6SaGP/Uitv3smwCccdNHcQp5Us07B91PMFFO08onhnydlrXPUDl9HntWPEKhtws7nx08Utcl3dRK0giBncdtXoMx/9WDr5veB86Bi2FK6zqiExfRufoefM+l+ozraV1+FwBda/5BfPrZoCgEYlXUnfV2VN3EtYv0bn+SSO1c4hOXYETKZS5vcdJ0796B4kKoqgrPsSh07UWNVB/xAeWRpIdiJKcsIbXnRTrWPUTZtDMJVRzbjUTVDKPWL8TLdeO2b8Xe/ABqooFAwyKmXPNa6jo6aVuxgh1/+Qvb//QnKhbMp+ass5lxyXWlKQkBK5ch27GP9L499O7dzvbH72H9335FIJpg8rmvYOoFV1M1a9GJGAIhxp1cUxOxhmqK2QyqptG06klmXvRK9t33f+D5WJleVN2kedWTQ+5j+2N/o+GSS9jwk59gp3qJTmgg3dxMx7Z1RKsGmTrCc/F8DwUfRVPA91AAz7X7KoTqFFMp4pNnH/bpXCNazuSrP8HmOz+E7wx8oGLiVR9BP6rPSWI88BwLzTTp2PLikOtkWpuwcxmCgSCEovzzhteT2raN3je/mVDV4InnQogTRzcMOravIDrjEppXLR9yvV3PPEjVrMV4Tg58BVVV2HnPgzz72c8OWG/Hn//MvHe/GzMuZVqEEOJgkuhwClB0AxwLrDye56FpGqpRKoev6jrYFmhB9GAQp+CAqpWWBYIogSCaYeIDVrYXzahADUZwPbc0Z7QawCoWMQMB9HAEN5fDy2YgGgYjgBGJguvgOT5uphc/msCIJfGsLJ7rk+vqIlpZiRqOYbgevuJgtbdhVFZCIIrqg+7ncWybbGc7oWQ5RqICsmlUN49f8PGMGIFEJW4xh5XJQKGLnB8gmKjAswt4hRyaGSDf0kSwsmpAEgN2nmxPiliyDFc3UFUVJ5uikO4lGg2CYkI4Dp6DleoiaBoQihAIli4QWz0dOI6N43ko4VKCh2LnUfDxXYtAogZV1bDyWTRsPMsmFIqUkjZsC69ooYQDEIyiaipOPodrW/hWDhQfzTBAUUpPrPoDkz583wOvrxSi0pf04cOBK4fKgcv++ytYKAcSN/Tg0E/xlS6Aj+IrkKPM/puQCgqqYQ5a0QFAD4XxbBstGETxS9t5rgNOAd/zKHT24Fs2oaoqAgmZo1eIU42qaah9CQzHtp1BpGY2Zqya3p3PYud7CMTrMKMVKKpBsHwihX3b6HrxnwOSHAB83+2vIuG7LpqmouqDld71Sp8PDl7kuih6AN+xMEJD/01RDRPlMH9TDk5cVJQD/6+ZYbALKIEovlea4Kc0tzH4ro1imHh2HifXhe+5aEYIVB3PzuHkunGtHHamAzNWjaLqlM+6BCvdju865Ls2Dri5rqoGvueSaT60koWi6qjy5PuJYRfx2jYN2ezsXYU+8Ywj7kbVg4Qqp5Lv2D5oe6AswZmf/Szz3v1uBiZFlJJoo9UNZDtbiVQPPce17/nogSDWUH/jzSDFVM+BmLShv2ZpwUApoRFADwya6HHQjg7EoKjgl7ZLbXuaqqWvpXX5/vhKScibfv5eACZc+W/Ep5+JHoxRveh1KKpW+uwrxEmUTXVj9H3HyrTtwvd81NDovymn6iaJSYvJNG+ka8tyoplu4hPmH/M5pIbLUCaejp9uw+3chrf+H6jlkwnUz2fiK6+k4aKL6Fq/nq7161j3o/9GUTWSM2ZQPn8+5XPnkJg0hbKJ0+HMi/F9n3TLbvatW8Gupx9g032/JVpVz8RzLicXq8WdOwftMH+LhThV5VpbS9dArGzpHFZU9EAQzy19BlZUStM/+D5aIAiZ3kH3Y4QiuNlS8qGi64CCqunoRuBA5U/PK01K6Xn4ro3ne7i5Ij0bN7H6G99g1k03UX/eef2JDaGKiqPqQ6h2JnPe9TM6V/6NTNOLBMoaqD7jesyyBjQjMBzDJMYAXykdv8ZhruUBqLqOoio0P/EkqW2limfNjz5K7VlnnYwwhRAD+KhGEFDQzABOYfBKkUYwjI8CvopnW/z+rGVD7rFnyxbiU6acoHiFEGJskkSHccx1XXK9vQTLKvCsInYuQ6GjBd+MEIpXgOvi2wX8YgYr340XLCNUV4ebz6K6ebJNnajhEEayAnwPs5il2NVKwNBRwmXoSgINHzvVRb7ThmiMYGUtbiEPTo5cTyehcBQ3ECMUKcMrpLC72gmENDwzTihShp0qfYn00x0YqokXKiNgRPDdIko+h+4rKLEyDLVUScJJdYDiowQT6IEyfCuLk+rEUxxsP0AgWYHt+5hWBqe7A9tzMWJlqJqGEY/j5lJYtkewvLJUFcJzwbPwiz2oShmo5sHpAf0Xk1EOXBx27SK+H0ZR1FLCiGuj9u1LUVV8LQBuAbQwVi6LFk+gByNgeaimSyGbIRKLgxlCj/j4qgfFFLaqowfDmLaFk8uhx4NYPW2YySq0UAyvALrnQ64DJVEPrkegogI7nUHzimTb2wiXl+MFE/j5LGDj9baihhL4gQSoBfCKFDv2EYommHr+VWz8+12DHjvTLno1gXjyhB2b441ihAnXzcKIxJhy7ivZ9sifB11v0jmX8eD738+FX/p/FLK9mJE4npXH9zV82yVUVo4Zi53k6IUQ44FqBAgk6qicfxW+55Br386+534DQHL6+QTLJ9Cx+m+HbNez4RGqz7wBFJVc8wYaLns9ilYH/OEla/pYxRxKIArFTGlJqgW1bCKFR7/FxLNuZc3vfzRobFPOeyVGZg+D3cpVolUUe0ulVCON88m1btnfQnzqmTgP3EHwsn8ns2c1sQmL8PoSNYKJBjq2/pXkrAtw8ilUTSfbtZtw9Uy6Nj2EHkwQrp6BGavBtbI4+R4UVSdcNQ1Ug9TqPw6II7tvA/GJS0ntOnT6jeT089HMyOADL14eRUUJxPDzPYM3h8uOajeaEaR81iU09zQdkswTa1yMHoihxUIEy8txepqhr5qCuutJpl30Gjbd9xt6dm+hfvEyauadTuu65w55je5dW5h24avZcM+dg8bQcNq5PPZf/wFAcsJ0tJdUEdtPj0QIl0VgTylhQp9ybmmKlkGo1bNAO2g/9YtJ3fvt/h+9g57sTMw8t38ucAA9nMSMVg1aEUaIk6HQ047juySjFfi+T7Z1K2asAu+gKZpGM0VViTbMQQ/FybRswkq3k5x+Jkbw2D6rK4qCEq9BiVbh9zbhdu3E69qJVj4FtXYOVUuXULV0CVZvit6tW0nt2M6Ov/6FbX/4PVogSGLGdMpmziIxYzqJKVOYefn1zLj0Wrp2bWbf2mfZ+tAfsTIpdt39nyQnTCXRMJVYTQORqnqi1Q0k6icTqao7qqkbhRiP3GIRz7bxChmMSBm+YzPxrEvZ9fQD1M68AKuYJxhLoqkKU857Jev+/D+D7mfGZdfx2DveR/UZp2MmkqTamtDMCJUz5qPpBp5lge/gWi6KphGIRlFUFTdgUz5nDpf89KcEysuP61xUNZ1geSP1F70b186j6uYh1UrF+OZaFrph4Lo+FVNno+rGoFMZVc1ahB6K4pkhNt99d//yQNnRfaYWQgwvH4XE9LPBjDL1/KvY/M/fD7re5HOvxOnpKT0MaRUHXWc/Q64bCyHEISTR4SXuvPNOfvrTn9Le3s7s2bO57bbbWLhw4UiHddw0x6HY3Q6OjxpPYiZMnFQKN92F4ziEAwZ2KFG6MFrIks/1olg+WnkZwdoEvpXHy6VwihbBQAjilbgKYGXxnFL56oBm4FaVge9jZ1N4xQI2OtFkFY6m4XS3oYSCWLkCZjCIE4jiezZuLo9nFfA8D181UIMRnGIO1Xco5IqEIiYYEUAh37wXPRYuVfMPhlF1A8exwbYxQwE8P4hvO6UnPT0bRddRfQ/DVvumyfBI79pDdEI9pmEDPn6x9JSoEfVAdcHqxbNDKKEYAVXH8x1UHLKtewmXVxMsr8PLZTDsPFZXC0ayBsJRguEYTi6Fn+lBMcA3E/iBKFhZdDuPn2mn4OqEYhUETAunkIVCN67lQTCMFwzhqXmcTBdO0YV4Et20cc0EwXgQz8lR6O1CMYOEYlW4rlWq7FDsxUrlURNlaIEgRi6Nm+nBzlpEypP4gQi27+AVcxQzKcIRE1+PEiwL4xayhBIVzL36raz/268HHDPxhsnMedVbCESkDNbRcBwHJVzGhCs/QlP7NhZe/y7aNjxPunXvgPUWXv8eApE4i995M3oiip5yMIMRPKeApvvokbhcrBBCvGyqZoBm4OS6+58S7932JFULXouZqCW7Z2DFgp7NT1B3/jtouORfaHrw++T2PY8RnUvVGW+gfcVvBqzbuvIeJp3zXoqP/Vff0+g+9tZHMRdei6c6LLz+PYckO0RrGpj/2ptx8y2lG64HTwGhmaiLbqD53m+hhRLUnvs2dv3tywA0XPIvUExjLHodjqpjJmrJNK8rbRaMo4eSRBrnk9m3jnz71r4dKkRqZ1Mx90o0I4RrF+je/BB2vpdgooFo4yJUI4iiGUQbF5PZu5r9T/cXe1uoXnIDZqyGnm2P4+R70cNllM24gFD55MM+nS+OnxKKo8++Anvlbwdt16ecc9T7MiIVNJxzE6m9q8m3b0MzQyQmn0UgUTdgqgZPM9EXXY/z3K9wtjxI+SWfI5SsJFrdgBaOc9Y7P8H9n3sPhdRB820rCk4xx+yr3kzz6uX07h1YOWLWK15P+5a1uFYBIxThvFtvx07l0SMRnOyBKSwUTePcL34GvelRfECJ16PPvASveQ2lSloHJdsGYpinv4Xi+n+Utq1bQD7TjZ3p7F9F7UuCMGJVJGeeR7ZpfWldPUCwYoIkOYgRtevv/wsKJCZMotjbhpNPE5s4jfyh92VGLUVRCFU0YoRipJo30r7mfqL1c4nWz0Q9xvNLUVWUsgkoifq+hIfduF3bUWK1aJXTMBMN/UkPvuuSbdlHZs9uMnub2HnPPbjFAoqqEWmoJz5lCtEJE6mbcQaTl13Jti0biCsO2ba99DbtoHXdc+R7u/o/BxjhGNWzFlK38BwaT7+ARP3kEzBaQoxOiqLgFAqgxyC9j3BFNZoZQDGCxGZdxs4/fobpr/8q1bMXESyvoXn1crp3Dqw2NfMVr8dq60LVdU7/xEfRgwZe1iTb1kQ4UYkZDKEqpWoOgXh8wLSTmmEM25QBiqaha9Fh2ZcYYxQFXBs7m8EIhjnnXz7Dk9/7zIAk10AsydnvuQ0NFdeyaXvqqf62xksvHYmohTjl+VYBNVyG53rMfc2N7HtxBamWXQPWmX/NOwglylD6rjkoqFQtWUL7Cy8csj89HCY+adJJiV0IIcYSuWp7kL///e/ccccdfP7zn2fRokX84he/4J3vfCf33nsvFUdZUm400TQNTbfwLR1Pd/FcF9/3USMB3IyHrml4RhAln0WJxCAYQbUUXNWhkM1hRCIoZohCZxuh8irsooVmFfDNAGowhufaKJ6Hb2Xx2rdD+SS0UBQjEsfzbGyriOapBMpraHvxWarmnVFKRHBtfNdDMUKYFaUsRBULa+WfMBZehefpGMkonqqWLgi5LsHyMtb/7OfUXXIZ8enTUVQVQ9XxNAXPskHVMN1e1n3rbcz/8N/wPQ9FNdEjGvvLEgfKylj+8U/SYVm86htfQ1c8VCdDQNFxzDj4Hn4+g92VJmDqKGYEzCimb+LkUxgWWI5GMFqG7do4jgOFFNg+XiCEH41jeTYUMxhW6XuIowVQQ2FMu4CV6sLQfHwlgKUH0QI6uqpS6OokFFJQ9RBeLIzveWihCtqffIKqJQsp5IuEI1EcM4TlFlGsIoqVJZvJEUtU4hgmrl1A9V1s18eMhiiqOoZXwFc0PFTMgEHO0QnrCp6mgWagmz5zrnozk86+nC0P/RErm2bi2ZdSNWMh8dpjm4f2VGZ3dBCJaxQSjTQYQfxwJZfd9kPaNq5kz7MPE4glmXHZtYSS5bjpHBWLF+F6HmYkge/mMeJl6EZAbkYIIYZVuHoGPdueAMD3HLLtW6hc/Gq6X/znwBU9l6YHv0/DZbcQaZhL56q/owWyxCZdQmL6Mro3/BM330tyxjLCZfX4mkbgys/j7HwaUk34gQrUugWE7RzTL7yKxqUXsOWB/6OY7mHCGRdRMWM+mx/4AxNOP5+Kyz+Nu2sFSqYFtWIqVM2k7cWHqFp6LdEJC+hY/XeSsy6gYuEr0QJhdLeAXzcPx/XwPY985w4idfMIV0wl17KJcMOs/j7u77MWiKIHStUXDKBqwWvw3CKoGpoRKiWCABUzLyY5+SxcK4eiGaRyRbRgnFhDGaHKyeB5oKroAbmYfCIpioo+5RzcfevxWg6uaqBgnnUjavjoS9wrioIRLqN8+vm4k89EUTU0/dByzka0HKtmNsaFH8Ld/ADKut+y+I23YufT7HjkL0y7+LVc+f/+h6YXnqR13QrClbVMv/i15Ho6aNu0hks+8W06trzIrqf/iRmJM+PS11FIdbH14T9z+ts+xIQzL6HjhRfp2byZK+68k+bHH6dj5UriU6cy5dWvIpDfBt1xtFnvQS2fgr3lEdRYDcFXfhZnx1P4mQ7Umtlo9QtwMx0ouW6UM24kn+1l133f6e9HdOIiCj1NVJ/5emKTl2CnO+lY+RcUzWDyaz+FGpSEVTGy9jz5CPhQNmUmPdueRg/GMEIJ8vbgZeGPhu+X/qZ5rlWqTug7faXiSxeFUZW+aVr0vpL0OsNRyEAPJyibcjq5jp2k964j27qVWP0swtVT+v+uHC1F1VDKJqIkGvHT+3B7m3B2PAmKhhqvRYnWoEbLidZVE21sKG3k+eQ7Osg2N5FtbqF74yZannwS3y0lDyqaRipZhplIYEajhCPT0Crmgq7g+ha2nSO1dzcta57huV98nXjDFCaddQmNSy+kcsZ8SeYT45oeDoPr4mGg5rpRdz1HYNZVzHvN28l3t1N93nvJNG8m1jCThGZw3q23071rC7tXPIIRjDDjsmvRFJPu55/nFb/+JYGyCIV8ESMcIxmMYATCeB44xRxGJDkgyUGI4aIZBvl8npAOOVelbsEZvPprv2Hrw38m295CzdylNC49HzNeiaLA+l/8on/bMz7zGcI1NSMYvRCnLjtvEQiAo6poFTVc+qnv0rZpNXuefRgzEmPGZdcRKa9CVQOgKSiKi5lIctYXvsADN95IoaOjf1+qYXDBt79NcJiS54QQYjyRb7QH+fnPf87rX/96rrvuOgA+//nP88gjj/CHP/yB97znPSMc3fFRotWo3bto2fgMU859UynRwNcxyktzummahuu24ay6G2/q+ZjJCeiA7/togGaauMkKunduZvkPP8+Z7/wMoUnTS8nErkdE9wmX1aKqCvbqu3F2PwOeA0YIdcalKFPOw4zESU6YQvPzj/L8L79Bpq0JFIX6xcs486aPkWicCok6lNnnYz3zE7zmtYCPEq3GWPIG/PgEzEQVM9/wenb87R4ef+97sXp70YJBpl9/LbNvuolIXQMFJ8HMt36L7Xf/W98TqwqxKafTcMm/oJdNINbYyBm33cbW3/2Oe665jqv+8FtMw0QJhPBcF9W3UDUF0zQoqkGCuonng6qrOI6C4/oEdRXH89H0AL5VwHV9MBQ028I1THTDxDM8bNtCVyEQDmMVChjBAKgGrl1EV1zcQhHH9AjoBprq4gWrShfqrCIeKoqnUT53Dhv+59fMfPd7QddRfB/NUUE3QdEIJIK07dpExcxFqOgoZghfcaBvHlxfixAodGOtfhDlrNcQcDzcvit9WigCShRDUQhV1lE+fT54LnpgkHnZxWGp0QgFPUAg30px/b2Yy96NWVbNlAuuZvK5rwBVB6dvLvkyFzefRzfAy+YwY5VoAZlTUwgx/PRgnFjjaaT3rgQg27wGI1zGxKv+nT33/Re+21fyXtGINM5D1UxSLZuJTFiEGa+k2L0Zz7Gpu+BdpadWVQVF0/G9vhvKc19VurGkafheqbJN2IdQlc+Z7/4UuA6KoYOvsOQtH+x7LR9t0esADx8VRVGou2AyvgIKCvUXv7eU9GXn8Xwf348BPopjEamZSbRmFq5dwHdtXL9I9qAkBy0QpXzWxf1JDgeWh9E4dB5b1QigGgGMSBmu67J7yyrKq+pLYyfJDSeVGkoSWPZu/Gwnbss6FDOMVjsXJZREMY79c4miaujm0HMXK4qKEavEVlTUBdehaDq5zg6sfIHqGfPJtTez5q+/5Nz33sb0S16HZppkUz3UT5pZOm8UnYlV9Uw8+xJ8RcOxi1QEQtQvXAa6jud5TLyynolXXoHnwcwpU5j5pjehmCZWqgctOgXFvxjXV0rJNPNfjaIb2PkcxqLrSwnBiobb/CJa1WSU09/C7nu/Se+WA0/lRRrn0XDp+8jsXk2+fQdWup3K015D5WlXE66bBYaJEZZEBzFyfN+nc/dONEPFs7IUe/cRa5hbKlxyjDzHwrWyuMUcnlPAdw9MhKSoAGp/QRTf9wYURlFUUDQTVQ+gGkFUPYiqB1DUYw9E0TQiNdMIltWTa99F767VpPauI1w5iVDlJMzosZWkV1QVJVGPmqjHs7KQbsfNdUHTKtz9kz1pARQzjGJGMM0QZk2YsgmzUY0leHoQK2tR7O6hbfduIpqGk8tiZ7MUurtwixZesYhTLOAWiqUBUkANQjq3gxf3/py1//dTVFUnVj2B8smzKJs6i3jjZMJlVYTLqwmVVUoShBjzghUVWOk0ua4UsepZmIl6rOd+ilm3gMicV/ZXPlEUCJgRghV1xBumMem8K1EUrfRAjONSNmNm6fePAjq5UpUy3wNPw0wmWbVqFYsXj70HpMTY4bsOXjBEKNOGbVaQmFjD0hs/iu/YoOko+OQ62zDj5TjdPSx4//uZeMUVhKurMSIyDZ8QI0ENBHB0MOws1q51RKYtY0pVA5PPuQJFLyXLOraFnUlh6EECkVKif3zyZF5x9910rF5N24oVxKdMof6CCwjX1qIZY2MaOCGEOJnkW2sfy7JYt24d733ve/uXqarKsmXLWLly5VHvx3XdI690EimKglY2iQkLIhTbtuI5RfRwEtWI4JshIACRCtS5ryboFqB7J+gBfC0A0Upc18WMJqicfRqXffoHWLkMfncLRjhGrKoeVVVxXRclWom64Fr0OVeCY5X2EUqgmSFc1yVYVkPjGdVUTJmFnc+h6gZmOEIgWXVgzGI16Ke/DcUpgO+WLuxES1mKrusSqKplxlvewsQrrsAtFtDMAGZ5OXo4iuu6GNEERjTBxKs/CX3zMytGECN2YB+hujrmvuc9TL32dTipLMQ89GAYTVNQXA0bFdNUCaoaft+FKsPJoUTiKPi4joemKaD4qMEQWjCM1d1GPtNFvKz0pVY1w2CGS2MPmKEQheZmejs7SU6bRsFV0X2PSLA0Npub2pmJgu/kybZsRjODhKqmoBgRZr7lTditLbRv3oRqmCSmTcOIRdDi5ahAYsos8u1NZDvbsLIp4vWTMMNRgmXVAPjhCoyll0O+C7+QRjFDYIYhXDnwOFFV6Hsvj8f+7U7G8a8N4xMSxxPvS/sajMWxs1mcaD2BRa+Dnl34dhHCCRQtSKqjA9UMYMTKMANBFEVFVQz0suhxxzCancxjYSw61cbnZJyvY31MT1j8mkli+rmEa2aS2vkMrl0APOLTz2bupF9Q6NqN79rooQQdq+5h74M/oO7Cd+K7NnaqjVDVZPRgFL9rJ0qiBh8fPLd0E8dz8a0cvhYkly8QSFah45aqKeGBncdXVDBDpW361scI4SgBVE1DdfP4PqXyjMU0vqqDEcFRDDwrDaigauhmCEMPUEh3gmthxCpQo5WUz76U9N7VuIU04erpBMsmoQaiw/J7fawZrviH83zd76hjMiKQjKAlJwKl+5R+aQfDHlOJhh6tAnx8xyLkaejBHJmOfYQMk9OuezeZfbvJdbVjRmKY0Ti9ezqw0j3E6yYQMFT8fDeqHsQ0I1DohGIWJVyBrvj4+dIT63ooge/7+LluMMOYRoj07p0U29sI19VjRsOovVshGMeIVuF3deBn9qEm6qFiAl7HdlAUJlx+K3Xn34yVasOMV6EaIVLbnsGzcjRc+A7UYIxsxzaM8nqMeDVaMI7P8X+uG0lj/Xw8kQ4em+E+X4d7vLtXPkUBm3i8itSetWhmGCNaeSAJwQfP84fege/i5Htxi2k82y7doNdNNDMCmoGq6qXEuFKmw0Hblbb1fQ/Pc0pPcXsWrl3AKaTpK/1Qmt/eDJUq/RghUI5+PBU9SKRuFqHKSRS7W8h37ibbuhXNjBAsbyCQrMOMVpS+Xx0tPQRlE9HKJpbKVthZ/GIW387jO0V8Kw/5HnCL4Nrsf7c0FMJGiPrqAIFkAjXUCMEESjCBclClCd/3cPIFnEwGK5Wi2NNNobOLbE8rxUw3vent9O7Zzo7l/+ClJTB0PUQgECcULScUryZWXk8wXoYWDGJEIhjRKEY8TiCZLP1TUTEuLsAP5++i0Xy+niq/cyMTJpBrbqZY9DCMGOY57wSniN+5pVTJU9HwrRxKIIrlqvQ07UJRNYKJMrRACFXXCbg6mFF8z0XVA+C6pWoRnDrjeKKNhnEcqfP1aPoeiCewc1nUaB2GnYbunfhOESWYAD1IvmATSJaj6SZLPvGJ44pjpI2GY2A0kHE4+jEYqWvERxufEQ5j5fNYRgSjbnapKmYhgxKIgBGm4JUebDSiCXTDGLC/YHU1jZdfTuPllx93nMPlVDwmpc/D70RccxJiP8X3/cNcYTh1tLa2csEFF3D33Xdz2mmn9S//6le/yooVK/jd73532O1d12XVqlUnOMrjU1lZSX19PWq+NF+3F4iStzy2bNky0qGNCjNmzCBkaLhWATUYZe2LLx6yzqJFiwAfRVFpaWmhtbV1QHtDQwNVfaWjcrkcmzdvPmQf8+fPR9M0bNtm/fr1h7SHQiGmTZuG53mHtM+ZMwfP89i0adMh2wFMmTKFYDDIhg0bhuxnWVkZ3d3dQ7aPFUuXLn3Z+zgR5+uM6dMJ6jpa8NCnT33fZ8+ePXR1dQ2ypRDj12g9X08lhmGQTETRVIVsziKdyQClLxiKohCPhkiGNHAtfM0k5+oUijae55GMmERicTxfo6unh4BpEgoGCQVMFMUDNFzXK+0LD1QNVA3fLSVEKHrflxif0o2T/R85lf2P3nqlm0u+h+c4KIqP4vugahRth3RvNx4KYbO0n3SuQEdXbynBUlGIx+NoqkIuX6BQKJz0sR1vhuN8hbF7zpaXl1NfUw34ZAsWkWCw70alj+v7mIZZmg3N8/A8D03XwQfLtjF0vVQ1zfNwbAsjGALAymfRA0GUvsfNO7u6qaioQFEUbNtGdSxUM4Di+9iOg6qUKk64rkNrZxfJWBjP82nt6CYeixIMGFi2i+8UiEfD4EOuUCBd8FAVcFyPVCqFfL0b/0b7+dr9oy/T1LGJignTMPNNqMnJqKHkkTf0HTQ3i9pXdcjTdMDEVYfnxrmCi+q54Nuovtv/d8lXNXzFxFVNUA2OpfSE7/v4Vga/0ItfTIFrgaKhBJOooTKUUALM6DFVezhsH3wfxbNQfRvVtdA8C9UrorlFNM9ifzaJq5q4WgRXD+FoATw1iKuaeKqBr+n46P1JDZ5l4abTOOk0TjaFl8/gWgU8p4DnWfiKi6c4oPb9bnFAKYBS8FCKgO2j2IBbGjk1EkFPJtHLytDLyjDKy0v/n0yiJZPo8ThaPI5qmsMyJqPdaD9fTyUNDQ0kwyFU00AzTF56rvu+33daHFjuuS69PV3saWrB8zzE+DYWzteZM2YQMM1Dksra29tpamo6Ia8pxGg1Vq45TWhspKy8HPUlibCe57F79256enpO6OsLMRoM199YIQYjFR2G2YIFC0ZtdpIbTLJ27VoWLFhAJKKxePHikQ7puLiu29+P4Rxr1SzdoB56XEpfduvq6qirqxtyP+Fw+LBja5pmf/tQfRlq+yO9Z0dqnzRp0mHbj9eJek9OtOOJ93j6qigKEydOZOLEiccT5pgyVo+Fk0XG5/gNNWZjfUxHW/yJIZaHo4NP5+C7LmteEv8hT7Huv1Y84CaPcuAJWkVFNQbe7AhoBoG+m8X7RcugruEoOnGMRtt7cKxGc/yjMaajkQgMPPYO7oGiamjq/mO39Lmuv03TMLQD25qhgWWCKysrB75fB7Ub+oGL1SoBGhsPtMXLBlbiOlgwAeVH1auxYTQfzyPt4LEZbsM53sXuTv60cRNUQsDpRgsliNdM6p9eIpXqJR5PDLi/6Nl57FwXnpVH0TS0vsqAqCfwGPDB9x08u4DnWPhOEdXOl6a7MEJoZgTVCKPqR3MzPgk0gg9OMYOd7cLO9eB278DvclE0HTNagRGtwIiUYYSTpf4NRzd8n87OzlISle+DncO3MijFLJqdA7sXCn0VEwdQQNNBM0ELokQCKIkgGI2laYPMCBih0tPufdUhrFyabFcL2c595HvayPV24BRyA/aq6SaoOo6fw/XyFPbtwdtp42UL4Pjg+f1lezTDRA9HMMIR9FC49P/BIFoghG4GUA0TzTBRNK10XBgGWiCAFgphxGIEkkmClZWEa2sJVVWh6sN3eWs0/y4azphGcz9HwmAJSaqmUVZRRVnF0HOiyzgOj/E4jkfbl+Hoe1VVVf8DWGPVeDwGjoeMw8iMwbG81nDFp6oqkydPPu7tT5ZT8ZiUPp8afRbjhyQ69CkrK0PTNDo7Owcs7+zspLJy6IuLL6Vp2qj/RTAWYjwa46UfMH76Mtb68XLiHWt9PdlkfA5PxufYHWnMxvqYSvwjb6z3YTTGPxpjGi1kbA5PxmdoJ2JchnO8N33vKzhRn2AoDE6B6MT5qFpf5YD901UopRuKrpXDzu5PcNDRo2VoRvhYCiocPwUUdDQtWkpm8sF37b7EhwJ2pgN8UDS1NMWFGULVQ6h6AEUdOkAzHMMMx4BJpSovhRR2thcnnyK3byteX7UKVTcxwgn0UAI9EEULRtACYXQzjKKbR10BYv8T5oqioGoa6HEIxQes4/s+eA6+UwTHBs8C1wHPxndtcB1818IrZkoVKZwiB+YZoZSYaEbQzDBJI0yyphwa61H0IK4PVtHCsoo4VhHbKuJYBZxiHqeYxy7k8Is5/LiL5zoD4nJxsUgBKXBK/yH1kg72h6Gg7J/XyAXf9VBcwPNL/0UlEE0QrqwmPnEKlbPn0XDuxSQmTD6qcRzKaPxddCJiGo39HItkHIfHeBrHY+3LeOr7yyHjUCLjcHLH4Hhe61R7j061/oL0WYixQhId+pimybx581i+fDmXXXYZULposHz5ct761reOcHRCCCGEEEIIIcTo1bXmedbfcx/+BJWQ4RCpnYceCL9kLR+vmMHOd+FZFoquY0TLUY3QyUlwGIoCim6g6QYaMfB9fMfCc4p4ThEnk4W+qvWqYZQSHjQTVTNRNANF01FUbUCCgqKqGOEkRjgJlBIOPLuIU8jgFjO4xSzFnn3k7Dy+5x60nYZmhNDMIKoZRjND/f+oZqgv8SKIepQVLxRFAc1A0QwIHHl93/fBLZYSI+wCOEV8u4DvFHBzHZCywLHYPyBG3z8DBjOoQUgDNQrEQVHxfPA8F88D3/fwPa9U3MH3SlOA+H6p4IMPvq/gKQqg4qHgo+D7pVf0PA/XcXFtG8e2cCwL17EpuhnyPb109m5hx9r7WfG7b6L4GrGyehqWnMfc695OtPYElIYSQgghhBBCCDFiJNHhIDfffDMf//jHmT9/PgsXLuQXv/gF+Xyea6+9dqRDE0IIIYQQQgghRqXU9i08cst78GpVdE2hrH4KwbJaoO/GtVPELqQx7F6KRQ/VMDGjFaVpEkYywWEoioJiBNCMwMCKD24RXKc03YWVw3e9g7YpJSmU/iklPqDqqKpWmtZJKS03wnGMSLI/McL3/f5qEq5VmkqjlGBhYedTWOkOPKc4IBkCQNVMVDOA66t090RR9QBqX0KDqu1/fQ1FUfteX0VR1FLflL6fVRUFFVSlv72UrKGAFkDRgn3DofS9TQe9Wb4HnlOaFsO1wXNL//huX5uH73t9g+ej+v6A+Eu7UgZObeV7fQeMi++W9uV7bul1PBc8m1KmhEdpYqFQ3z99m/s+ruuRy1qk0zbZnEW6fS8bHryLDQ/+LwEjTuPC85hz3dspnzXnqCtnCCGEEEIIIYQYnSTR4SBXXXUVXV1dfPvb36a9vZ05c+bwk5/85JimrhBCCCGEEEIIIU4F2ZYmtvz8W2z44z9wqsEzFOonTyOYbMDJ9+JaBVwrh+86KKqCpxgE4wkU3Rzp0I/NQRUfoHSLHShVfvAcfNfB993SzX3PLVUpcBx8L4fru6X78oPtVqUvAaKUeICiouoaqh4BJQaqSinFQMGnb5+ug+dapdd0bTyriJNP43s9pdf2+uLw3cFf9ARQFLUv1gNJE2pfUgV9lRlKK+7/l3LQz/v/ty+Vom+bA8kY2oH9KyEUXetLylAGzZFR8DHDHpWVLlWejW8XKfRm6OrMki2k2fb8PWx77h40R6esehJ1C8+i7uyLKZ81m0AyecLGSAghhBBCCCHE8JNEh5d461vfelxTVfh9Tye47sm7mHCs9sc2mmM8GuOlHzB++nKy+6Gq6st6+ublnK/j5T07UWR8Du9UHJ8Tfb6O9TGV+EfeWO/DcMb/cs9XOHDOwtgd0xNprB9vJ5qMz9BeOjbDeb4eabwLXbtpe+E3fdt4dCxfztbfby/9rIIzVYWJpVhUD1o3baN107aXFZs40fyD/n3qUADNVXB1cE2Xjp7tdDy2nbWP/e+g67/Y91+1w0PrKI2WEVWZ8bYzSc6aQ/XSNxBI1B/xdU/m+Xos5Hfu8JBxHB6jZRxH4nwdLX0faTIOJTIOxzYGI3GN+FR7j061/oL0+UQZjr+xQgxG8f2X1g8Ux8OyLNauXTvSYQhxSli8eDGadnRz0g5GzlchTh45X4UYO17u+QpyzgpxspzM89UstBDNlG75+p5H62OPsOMvTaWfFfAmq3gBBdXh1LtzLsY8zzjyOkraR286UJZjxlvmUbl0CenYQuxAzRG3l7+vQowdcr4KMbbINSchxo7h+BsrxGAk0WGYeJ6H4ziSlSTESfByzzM5X4U4eeR8FWLsGI7zTM5ZIU4OOV+FGDvkfBVi7JDzVYixRa45CTF2yHkmThRJdBBCCCGEEEIIIYQQQgghhBBCCCHEmKGOdABCCCGEEEIIIYQQQgghhBBCCCGEEEdLEh2EEEIIIYQQQgghhBBCCCGEEEIIMWZIooMQQgghhBBCCCGEEEIIIYQQQgghxgxJdBBCCCGEEEIIIYQQQgghhBBCCCHEmCGJDkIIIYQQQgghhBBCCCGEEEIIIYQYMyTRQQghhBBCCCGEEEIIIYQQQgghhBBjhiQ6CCGEEEIIIYQQQgghhBBCCCGEEGLMkEQHIYQQQgghhBBCCCGEEEIIIYQQQowZkugghBBCCCGEEEIIIYQQQgghhBBCiDFDEh2EEEIIIYQQQgghhBBCCCGEEEIIMWZIosMw8X0f13XxfX+kQxFCHIGcr0KMHXK+CjG2yDkrxNgh56sQY4ecr0KMHXK+CjF2yPkqhBBjnyQ6DBPP81i1ahWe5410KEPyPI81a9aM6hiPxnjpB4yfvoy1fryc83Ws9fVkk/E5PBmfY3ek83Wsj6nEP/LGeh9GW/z7z9nRFNNoMtrer9FGxmdoJ2JsTvZ3WHl/h5+M6YkxGsf1RJyvo7GfY5GM4/AYT+N4rOfreOr7yyHjUCLjcHLH4Hj+vp5q79Gp1l+QPgsx1kiiwynE931s2x7zGYrjpR8wfvoyXvpxNE6lvh4PGZ/Dk/EZfmN9TCX+kTfW+zBa43ccZ9TFNBqM1vdrtJDxGdp4GJvx0IfRRsb0xDhVxvVU6eeJJuM4PE7lcTyV+34wGYcSGYfRPwajPb7hdqr1F6TPQow1kugghBBCCCGEEEIIIYQQQgghhBBCiDFDEh2EEEIIIYQQQgghhBBCCCGEEEIIMWZIooMQQgghhBBCCCGEEEIIIYQQQgghxgxJdBBCCCGEEEIIIYQQQgghhBBCCCHEmKGPdABCjBTXLuDZeXzPQ9UD6MHoSIckhBAnjedYuFYW33NR9QBaIIqiKCMdlhCDcopZPKeAgoJqhNDM0EiHJMQR+Z6LW8zguTaKqqMFIkieuRBCnBi+75d+5zoWiqqhmSFUPTDSYQkhxJjg+95Bv0N1NDOCqhsjHZYQ4ji5Vg7XLgA+qh5ED0RGOiQhhDhhJNFBnJKsbCed6+6j0L0bAD2cpGLOKwgmG1B1c4SjE0KIE8vJ99K58SFybZsBH82MUDbrEsJVU9EMuYEsRg/PdbBS++hYdy92tgOAQKKOynmvxIhWSXKOGLWcYpZM01p6dyzHc4ooqka0YSGJKefIcSuEEMPMtQvkO3fQtfEh3GIaUAhVTaNi9mUY4eRIhyeEEKOaa+XI7ttE99bH8Ow8KCqR2jmUz7gQPRQf6fCEEMfA9z2sdDsd6/6BldoHgBGtonLelZixWlRNG+EIhRBi+MkjReKUY+d7aXn2zv4kBwAn10Pr87/BynSMYGRCCHHiOYU0+57/Lbm2TYAPgGtl6Vj7V/Kdu0Y2OCFewsl107Lirv4kB4BibwvNz96Jk+8dwciEGJrnOqT3rKR7yyN4ThEoVXdI71lJ54b7qauuGOEIhRBifCl276V99Z/7khwAfPLtW9n3/N04hfRhtxVCiFOZ73tkWzfRueG+UpIDgO+RbVlH6+o/4RSzIxugEOKYOH33PfYnOQDYmXZanr0TJ989gpEJIcSJI4kO4pRT6NyFZ+UGbeve/Aju/g/2QggxDtnZLuxs56Bt3ZsfxilmTnJEQgzOc2x6ti8H3zukzXeKZFrW4/v+CEQmxOG5xQy9O54etC3fvpVoSIrqCSHEcHGKWbo2PTR4W64HK9N+kiMSQoixwylk6N7y2KBtVm8zbiF1kiMSQhwv3/PINK3Fd63BGund8Qyea5/8wIQQ4gSTRAdxSvF9n1zHtiHbi6kWfNc5iREJIcTJVextGrLNyffiO/KlR4wOnlOk2DP08Vro3IkvX9LFKOQ5RXxv6M+TcsFYCCGGj+/a2LmuIdsLXXtOYjRCCDG2+K51oJLDIKx020mMRgjxcniuRb5r6EqthZ69/RUHhRBiPJFEB3FKURQFI1w2ZLsWiILMmyyEGMf0YGLINkUzQJWPBmJ0UFQNLRAZsl0PxUGV+SXF6KNqxuHbzdBJikQIIcY/RVVR9cCQ7Xo4efKCEeOKU8zzi+sWsnP5/SMdihAnjKLqoAx9DUALxk5iNEKIl0NRdbRgfMh2PRAtnfNCCDHOyN0MccqJ1s8fsi055Wz0QPQkRiOEECdXoKxhyC82scbFaObQN5aFOJk0M0Ry6rIh2+MTT0eVRAcxCqlmmGDF5EHbtGAcxz98IoQQQoijp5kR4hNPH7xR0QiVTzq5AYlxo2PLiwDsfW7wsv5CjAeaGSFaO2fQNlUPYEYqTnJEQojjpWo6iclnDtmemHoOmhE8iREJIcTJIYkO4pSjB+NULXztIRnL0YaFhKqmj1BUQghxcuiBGDVLX1+q3nCQYPkkEpPPRNUku1uMHoFkPfHJZw1cqChUzLlCntAUo5ZmBKmc90qMSOXA5WaE2iXX09zWPUKRCSHE+KOoGrEJpxGqnDZwuWZQu/QGtIA8jSyOT+uGFwAIxJIjG4gQJ5CqG5TNvBAzUf+S5QFqTn/jYZ8OF0KMPka4jPLZlwEDK1YnppxDIF47MkEJIcQJJnczxClH1U3C1dNpPO89WKlWPNcikKhDMyNoUkpYCDHOKapGMNlAw7nvws604xZzmPEa9GBUqjmIUUczwySnnkOscSHF3hYURe3/m63q5kiHJ8SQjFCC2jPeiJPvxc50oIcSGOFyFDNCsSjzxQshxHDSg1GqFrwKp5jB6t2HaoYwY9XogQiKVH8Sx6l1/fMAFHo7RzgSIU4sPRin5rTrcAsprHQbWjCGGalAC8ZRZHpfIcYUzQgSa1hIuGoaxd4WfN8jmKhHNcNSzUEIMW5JooM4JamagRpOYsjToEKIU5CiahihBEYoMdKhCHFEmhFEM4JSNlWMOXogih6IEkw29C9zXXcEIxJCiPFLM8NoZphArHqkQxHjRPeuLQDkujtGOBIhTjw9EEEPRAgk6kY6FCHEy6TqJqpuYoTLRjoUIYQ4KSTRQZyyXCuHU8xgZzrQzAhGuAwtGJNsZSHEqOXZRVwrSzHdhqJqmNEqtEAEVZP53sX45xRS2Lke3GIGI1yOFoyhB6QKiRg9PMfCtbJY6TYAzFi1VB8RQogR4rkOrlX6vu85Nma89DtZnmYUR8vOZwHId7WNcCRCnFhOIY2T78EppDHC5aVqj4HoSIclhDgOTiGNU+jFyafQQ0n0UBxdzmchxDgniQ7ilOJ7Hm6xiI9Nx4v3UOja1d+mGkFql74BM14ryQ5CiBPCd13K43F83z/mbV0rR+/OFfTuWH5goaJSOe+VRGpmouqBYYxUiOPn2Tae46CHhm86qGK6jdbnfoNrZfuXmfE6aha/Dj0k88aKkefaeTJNa+na/DDs/x2vKJTPvJhowwI0Y/DzwcnnUQ0DVZevZUKIU4NTKKCoKpp54pLAPNcm37GD9jV/wfec/uWxxsWUTT8fTRIlxRF4rotrFQiXV5PvkYoOYvyyMh3se+43uMV0/zIzVkPNadeiSwVIIcYM17JwrTStL/wWJ9/bv9yIVFCz5Aapai2EGNfkipo4JXiOQ7apiR1/+QtaJETV0toBSQ4Anl1g33N3U7/sHVLOXQgxrKxUivTu3Wy+807y7e0ULriACZdeSrSh4cgb9yn0NA1McgDwPTpevIdAvAZTyvSKEVbs6SG1Yweb77qLYk8PEy67jPoLLiBS9/LKnzqFFK3P/3ZAkgOAlWqhc+ODVM2/CtWQRB8xsuxMJ12bHhq40Pfp2vQQgUQ9Wllj/2LTNMnv20fTo4/S9PDDBMvLmfnmNxObPJlAQj6DCiHGp+y+fbQ+/TS7/v539GiUWW9+M/Fp0wiWDX9ZZaeQom3VH4GBycXpvasIJBuINSwY9tcU44trFQAIl1fTsfVFXNtCM6RCkxhfnEKa1ud/NyDJAcBKt9Kx4X6qFrxaquAIMcoVOjvp2boVfBvH2TAgyQHAznbSvvav1Jx2PZo5fA+jCCHEaCKJDuKU0LV+PQ/efDP4Ppf89Idk2x4ddD3PKWJn2iXRQQgxbOxMhm1/+AMrv/51jHgcIxKh7bnnWP+jH3H5r35FfMqUI+7DtfL0bn9qyPbU7heomHM5iqoNZ+hCHDU7nWbjz3/O+p/8pH/ZvqeeIlRTw+W//CXRxsbDbH14Tj6FW8wM2pZr24xrXySJDmJEeY5Fz0sT0Q7Ss2M51bHX9k9hURcMcv+b30yh48ATojv/9jcWffjDzHjjGzGjUlpUCDG+ZJubefAd7yDb1ESouhq3WGTPffcx/Q1vYNH7309gmJMdss3reWmSw349258iVDlFyjiLw7ILOQDCFTWw9UXy3R1Eq+tHOCohhpeT68Up9A7alm/fhmflJNFBiFGs0NXFC1//Ojv/8hde+ce7yO/oHHS9Yk8TrpWTRAchxLh1SiQ6rFixgp/+9Ke8+OKLtLe3873vfY/LLrusv933fb797W/zu9/9jlQqxZIlS/jc5z7H5MmTRy5oMWzy7e0894UvcNpHP0r53NnEJtaQaXOHXN/Jp05idEKI8S7f0UHP1q287r4/o2Ljez6eYtK5cQf5jhaClXFUw0AzI0MmKvieg1MY/EYvgJ3vwfdcSXQQI0JRFPKtrQOSHPbLt7ay9gc/4IzbbsNKpcg2NZFtbiY2eTLxhmo0xcF3LRQzjBJMoPTdCPZ9H7eYwfddnEL6kP0e4OO7zmHahTjxfM/BPcxx6hbSfaXTTdx8nvXf/z5GOMyCz32a+JRJqJoO6GT2NrH3wQcpmzWLUHU1wfLyk9YHIYQ4UVzbZuOvf82Eyy6j5swzSe3ciR4OEywvZ9Ovf022pQUjbEAxje8c+plg0H1aeTyniKIoqEYYVTcGtNvZwS/0Q+l3Mp43bP0T45OT70t0KC9Vzcv3SKKDGH8Od40BSsm8QojRK7VzJy2PP8553/wmgfIE7Bh6Xd+V81kIMX6dEokOuVyOWbNmcd1113Hrrbce0v7jH/+YX/3qV3z5y1+msbGRb33rW7zzne/k73//O4GAPCE41hVTKRZ+8IN4+V5C2fUoVKKaYTwrN+j6ZlzKvwshho+d6mbpO67GfvrbeH0lIbUlbyA5p56ebU/Q9NRjqHqA+OQziTUuGvTpMlUPYCbqyLcNfiMtWD4RRTMGbRPiRItEIux54IEh29tWrCDb1MQjt9xSepKzqopLvvd17Kd/iNW5vbSSqqPPuRJj9uX4qk6ubSvdWx/HtbJUL37dkPtWNPOwN0KEOBkUzSSQbMRKtw3aHkg29h+nVm8vZizCuf/1RXIdK8l1Poai6oQqZxKdUMsj730/diZD9RlnsOwrXyFcU3MyuyKEEMOu2NVFcvp0Wp9+mkduuaV/uRYIcNbttxNOBig++h289s2lBlVHn3kpxtxXor6k0qLnOtiZdjo33E+xtwUUlUjNbMpmXDBg7ulg5RSyrRsHjceM18rnZnFE+ys6BBOlpEMrd/gbwkKMRUZ06Go6iqqDIg9SCDFa+Z7Hjr/+lYt/9APCcQ3lcFUuFRVVqrMIIcYxdaQDOBkuvPBCPvzhD3P55Zcf0ub7Pr/85S+55ZZbuOyyy5g9ezZf/epXaWtr44HDXLQXY4eqqrQ+8zRliTxa0CDbvp3EpDMGXdeIVqGHkic3QCHEuBavDmM//SPoS3JQa+dSNGN0rPs7TqFUQcZzivRsfZyujQ/iWvlD9qHqJmXTzgWUQ9oUzSRaOxdFObRNiJNBURS8YnHI9jk338zjH/wg2aYmjGiUsz/7Hxhbf4u/P8kBwHNw1v0Nt3Uz6b1r6Fj399Jcsb6Hne0ikGwYdN+JKWdL6Wkx4lRNJz5h8aBVdRRVIz5hMaqq9/2sMvMtr6N35z+xM6WpK3zPIde2nmJmDWfefhtQShBa893v4hQKJ68jQghxAqiaRqGri5333DNguVssoqkO3vM/PZDkUNoAZ/vjOFsePqRqk53rovmZX5WSHAB8j+y+9exbcdeAyoyhismoxuDlmctnXiSlm8UROX2JDoFYEgA7L4kOYnyx8xnsTAfB8kmDtscnnY7vyDUGIUYrH6g5/XSCUQPHK5Ddt5Fw1YxB1401LkYzIyc3QCGEOIlOiUSHw9m7dy/t7e0sW7asf1ksFmPRokWsXLlyBCMTw8X3PGqXzINdj6BMPIOeHcvxfY+y6ecflM2oEKqaTs1p18oNEyHEEbnFIpmmJvY9/TTNTzxBes8enNyhVWJ8K4+z/m8DlqkzLqZn14pB95vdtwF3iGozRqSc2tPfMCAZy4zVUHfmW9Bf8rSbECdTNpul8dJLh2yPTZpEYsYMLvze91j6H/+BrwVwpl0LNQsOWdczAvRsf3LAsp5tT5Cccg6RmtnQl9CjaCZlMy4g1rhIpmwRJ5WVyZDetYvmxx6jdcUKss3NuMUC/q4V1My/CiNS2b+uEamkZv5V+LtW4PeV/jWiQXIdqwbdt53tIDaxBjNR+p2+869/pdA5dPl1IYQYCzzHYetvf3vIcj0cJjGhEj9VSlpQKqbjLXo36dpr6Ym/grzagNXb1b++6xTp3vIo+IdOO+EUUhR69vb/bIQS1J35lgGJklowTs1p12PGpIKjOLL9FR0C0dLfZDuXHclwhBh2np2lY90/iE86nUjdXFBKtwgUzSxVm6xfgBqQpDAhRitVValcNB81oNO981l6d60gWj+PaMPC/mosiqoTn3wmyWnLUKUSphBiHDslpq44nPb2dgAqKioGLK+oqKCjo+OY9+e67rDEdSLsj200x3g0jrUfrmVhRsP40UspZktPVPdsfZxgxWQqZl9eukGiqBS6duE59kkdn1P1PXk5NG34bmgdT7zj5T07UU6F8XFyOZoffZRnP/MZ3L6n2BVdZ/GHP8yUa67BiMUOrGwX8HubB2zvayaePfQTuna2E23QyjIqZnICtWe+Bc8uoCgqih5ENYJ4o3Se4ZNxvo71Y248xO95HuHGRhouvpimhx8e0G4kEgQSCcpmzeLxD30Iz7YBUE2TMz7xEWobz4W9BxIbfB981x6wD9+1aVv9J6L186g/5+bS9loA1QyDor7ssRsP78HB/z1ew3m+7jdWx3QoVnc363/6Uzb96lelgxUwolHO++Y3SdKGv+1RKme/AqacVdog04b37C/wjCDetPNLF5xUHzvTPuRrOMUO4lOn0rFyJZ5t4xYK424cD2esn48n0sFjM9zn68kab3l/h99YGFMfyLcdOrVPsKICJd+XzFUzn25/Nk/e/MH+5GFFVZl9043MvulmzGQSzy5S6Noz5OtkWzcRqp7V/7MWKqNq8bX4dgHf91D1AKoZwefI4zWc4zqaz9excPyMFKsvsUENBNGMAFYuM26/j4wWo2EcR+p8HYm+29kufM+hbVXpe1b1oteC7+Pjk23ZgFvoxShLyjXSESDjcPRjMFLXiEfLe6SgYOUdnHwPAG1r/kK0bi7Vi17T/30VRUXRQy8r1tHS35NJ+jz8TsQ1JyH2O+UTHYbb2rVrRzqEIxoLMR6No+3HhHgcVdFJ9YYIxg7cPCl07qTQuXPAumb1XF5ctWoYozw6p9p78nIsXbp02Pb1cuIdL+/ZiTJex0dRFBoMg+Uf//iA5b7jsPJrXyM6fTpdsRiOUyqz21BdTjxaBbmug/Zx+GJKrq+yZs2aUZu8cCxO5vk61o+5sR7/xj17mPXhD1N74YVsvfNOrFSK2mXLmHnTTVhdXaz5zncGrO9ZFs/cfgdX/M8PCenPg9OX/DNEdQbfc0jvXU2gei6bdx97IurRGOvvwcuNfzjP1/3G+pgeLBQKoW/YwKZf/nLAcjuT4dH3vY9X3v0L9B2P4z7360O2VSYsZW9LGx3dvUybVIei6viec8h6AIoawMmWbq4EkknynsfWEfhsOtLG07Ez3NauXTvs5+vJHm95f4ffaB7T6liMsrlz6Vy9esDyYnc3BJKgKDg15/PYW96Ff9CFVd/z2PCznxObOYvi1KlUl8fRjBCOaw36OqoZYfv27aRSqUHbj8dwjOtYOF9H8/EzUro3bwRgx649oBvs3r6VwhH+Hss4Do+RHMeRPl9PVt9VVWVWY7L0g++SaVpDpmnNgHWSU89h/fr1WNbgv3NPJDmXSmQcjjwGI32NeCTfo0AgQLy5mUBZpFSRxffA98g0v0im+cX+9crnXjVs5/KpeExKn4fPibjmJMR+p3yiQ1VVFQCdnZ1UVx8oYdjZ2cns2bOPeX8LFiwYtdlJruuydu3aUR3j0TjWfriWRU8qxYs//wHz3nMTqhnG6ysNrxohzFh16WKz7xOKJlm8uPZEd+FAbKfoezJaHE+8Y7WvJ8t4Hx/fcXjuC18Ysn3zz37Gud/8Jkb0wBQ4vvZqim2bDvzcsZVgsnFAed39VCNIKFHFwqopwxv4ODDUMTXWj7nxEv/8+fPRNI2qyZOZeMkleK6LEYvhOw7L//M/+9dPTJtGqLqabHMz6V272HT3HzntmtPwdy8HQPU9zFgNVrr1kNfSAlGC0TIWL248IX0Y6+/BaIx/NMZ0vIpdXTzwkY8M2ubZNnufeJapE6fhtW8d0KZEqzAXX0djpJrGSeC6Nlb9fLJ7Vx26I0VB1cro2Vyaq37BrbdSOXkyVeqpM9vgaD6eR9rBYzPcTtZ4y/s7/MbKmAY+8hEeePvbByyzMxlyKZvEhNPZ9uBjA5IcDrbpxz/mkp/9DCOZJGudQdfGBwZdL964mPJIxaBtx2o0j+twxjSa+znSNjavp8UwmTFzJu3hKBWJGIsXLx50XRnH4TEex/Gor1uOQN/zbXtRjSCKZmKEy/CcAlaq9B0skGzEdzXmzp17UmLZbzweA8dDxmFkxuBYXms0vEdWTw+PfPazVCxayLQbLsDK7MPOduIWMwdWUjTCFROYWx9/Wa81Gvp7skmfT40+i/HjlE90aGxspKqqiuXLlzNnzhwAMpkMq1ev5k1vetMx70/TtFH/i2AsxHg0jtSPXFcb2c5WCr2dJKomk21uZtV/fodlX/s8qabHidacTqEzR/ODz2Am4ky84hX4to8eOPljc6q8J6PNy4l3rPX1ZBsv41NM9VLo6KDp0cfI7Wuh9pxlTLjsMpoefZRiV9ch62eamvBte0DfvcrJGEvehL3qd+A5uJseoPyCD9C2MYVTOPDEmaIZ1Cy5AT0YO2LVh1PRkY6psX7Mjaf4QwdNB1bo7CSzdy/l8+ez4JZb6N22jcyePdRfeCGR+np23nMPnhZFAbRJZ6GXTaQqUce+Z+/CtQ7MhazoAWpOu77v/FBOeB/GotEY/2iM6Xj5rku2uXnI9t6t29Bf9XasR78FroUSrcaddg1duzvo+MEvSUydSu055xCsqiJYdxp27z6s9L4DO1AU4hMuZN1//xwzkWDB+97HxFe8At0wTkLvRp/xdOwMtxMxLid7vOX9HX7DNaa+55W+R3fso5jpIV43iWC8nEAs8bL2WzZrFhd897s89//+H7mWFgCqliwhNHkWRtlp9P5h6ETibEsLnuOg6zqR2tnkO3aQ79g2YJ3y2Zehh+KDjkG2pYXOF1+k/YUXSEyZQu2yZYRqatCO4vfraDxWT0RMo7GfI821CuhmEE1V0QNB3ELuiGMk4zg8xtM4HmtfTmbf255bTeWCV9O9aQNNT64iUl9LzVlXYud3YoSnYOdtguUj8z6Mp2Pg5ZBxOLljcDyvNZLvke84JGbMoPGSS2l9ahO51n3UnLWU+MRyMi3L8ZwiNYtfhxaIoQ5TjKfiMSl9FmJsOCUSHbLZLLt37+7/ee/evWzYsIFEIkF9fT1vf/vb+cEPfsCkSZNobGzkW9/6FtXV1Vx22WUjGLV4OXr2bOOBL95CtqN0AXn2FW+kbPZsmh99lKdvu4Nzv3wHyz/xH3S+eKCU09rv/oDTb7uNKVdfPeBpbCHEqanQ08W+p5az/BP/0f+E2eZf30ls4kTOueMOHv/Qh3Dz+QHblM+dix4OD1immhGMGReiNSzCy3Tgo6IGEtSe8RbsbCfF3iaMcDmBZAN6MC5JDmJc0SMR6i++mKpFi3jyYx/rn3cbSmX5z//2tzEay9HnXYwSiqOaEUyg/uwbsdJtFFMtGJFKAsn6vvPjxCQ5CHEkWiBAcuZMutevH7Q9MWs6L/ztj8y66D1EE3GyKZ8H3/luCh0HplrRgkEu/slP6AwEmL7kOpxcD4WuXaVqJWUTcLIWC//1/RgfjxKqrh62C1JCCHE0fM+jc/sGHvx//0ohdSChd/K5r+CMmz9OuKzyuPdtRKM0Xnwx5fPmYaVSqLpOoKyMQKKUQFF9xuns+ec/B902OWsWeigEgB6IUjn/KtxCilzHdlQ9QKhyCnogiqoHDtk2tXMnD950E/n29v5lqmlyyY9/TOXixaj6KXFJTBwHp5BDC5SOKT0QxM5nj7CFEGNL+ew5PPyeW8g2NfUvU3Sd8775DXb+9U8suOWWEYxOCHEkimFQffrpPHrLLfh9U99uvvMu4lOmcP53vokWMAlWNKBq8llHCDH+nRJ3U1588UWuueYarrnmGgDuuOMOrrnmGr797W8D8O53v5u3vvWtfOYzn+H6668nl8vxk5/8hEDg0C/KYvRyrSxWpp106x7+efu/9Cc5AGx/8h6mv+kGUBRCFRVs/t+7ByQ57PfcF75ArvXQctlCiLHHKWax0u0Ue9sp9HTi2sc2H12+vYPl//HJQ8ropnfvZtsf/sDkV71qwHJFVZn/3vdivCTRAUpPo2vxGtSa2by4L48Sq8QIJwhXTaVs+vlE6+dhhJMop1B5cjEyXLuAle2i0NOMlenAtXJH3uglnEIBp1A4qnX1YJBpr3sdK26/fUCSA0Cxp4cVn/88O559mnQqh2pGDmwXihOunl46P+rmYIQSQyY5+L6PU0hjZbuw8714rn3MfRLCtfPYuW7sbBdu8dCbGcGyMhb/278Nuq2ZSBCfNY2N9/6GP3/iZnav38LyT902IMkBwC0UeOxf/5XqUAjVCBMqn0DZ9POIT1iMagTRwzrBqghmIgj+4CXchRDiSDy7iJ3tLv2tT7fjvOR3muc62PlerGwXTj6F75cujmc79nH/5989IMkBYOeT97HpH/+L6zgvO7ZwdTXJ6dOJT57cn+QA0HDhRRix2KDbLP7QhwasqwciBBJ1lE07l8Sk0zEjFYMmORR7enj6058ekOQA4FkWj956K/m2tpfdHzF+2YU8uhkESokOVi5zhC2EGDvyXR2s+uY3ByQ5QOkJ8ac++jFm3HAD4YOmdxZCjA6e62Lneyn2NmOlellx++39SQ77pXbs4MUf/gQUU5IchBCnjFPit91ZZ53Fpk2bhmxXFIUPfvCDfPCDHzyJUYnhZOe6aVv9J8LVsyjkVHJdA5MVrGyanc//k7O/8iVU1WDF5z8/5L5233cfC973vhMdshDiBLIynfRufx4oZ9ff76d3yzaqFi9kymuuIdLYiGdb5Hs7yXa0opkm4bIqQmVV/U/PFrNp2p5bgT/EBd29Dz3EBd/+Ntt+/3sAwrW1nPn5zxObNOmIsfm+P2z9FOJYOIU0nRsfINd64DNRINlA1cLXYISOXJI6395O59q1bP3tb/F9n+k33EDFggWoR0jQcbLZQ2747te7bRuRZA2b//kHTr/xI8f8BLtr5cm1b6V7y6O4xQyKqhGpX0DZtHPRg4PfMBHipaxMJ50b7qfQtQsAM1ZNxdxXYMZqUFSNXFc7+Z4OzOokZ99xByu/+lWK3d0AlM2ezcKPfojn7v7P/v2ZZpiuQRJqAazeXnLbt9OzciW1y5YRqa3FznbRuuqP2Jm+m3GKQrRhEWXTz0MPSJUxIcTRc4oZurc8TqZpDVD6zGnGqqledA1GpBynkKF317Ok96zEd21UI0Ry2rlE6+bSuX099hA3czf8/S5mXn49kaq6ExJ3pKGBy375S5Z/4hP09F27CVZUsPSTn6Rs9uzj2mehq4uOlSsHbbPTaTJNTUTq6487ZjG+OYUcmllKoNHMIHZeEh3E+FHs6aH5sccGbXOLxdLUg3PnnuSohBCH49oFcq2b6Nn5DPHGi2hd/twhD2btt+e++1jwvn/BtXJo5qEPYwkhxHhzSiQ6iPHNKWRoff53aMFSucps247+tkTjVBa85l2UNU6j0N4BhkasrhE7k0FRVerOO4+KBQtwi0X2/POfpHftIj/EzRghxNjg5FOk9m0hkJiMWygw5dVXoJlBmh59nPve+EYu/slPaNu1mud+8XW8vkSGQDTBBf/2NWrmLkHVdBRcvOLQFSB8xyFcV8vld/0cfB/V8AlWlaMFgyerm0IcE8+x6Nr8yIAkB4BiTxNtq/6PmiWvB9/HyfVQ7NyDaoYIJOswohUomk6+vZ2n/v3faX32WQCqli6le+NGcu3tTD//fKyeHkIVFYO+9ksrORwam0Nv0w48xz6mRAff9yn2tqAoKhWzLytVddq7mszeVdjZTqoXXYMeiBx5R+KU5RQyeK5FoXsPnlPsX26l22h59k4aznkn6fY2HrrjA/1JtDVzl3Du9/4LDZ1CuouefTt56me3k+tqZeIZlzD3lW/DCEaYf8sttDz5JJ1r1hzyusXublZ+/euY8TiX/uxndG+/ByfffWAF3yezdxWaGSY59VzcfC92pgOrtw0zUY0RrcSIlp/w8RFCjC2e59C781kyTasHLLfSbex7/rfUnvEmujY+SK5t84Ft7DxdGx9AC5TT27RzyH1HqxtwCxbZ5mYUXSdUVTWg0pLveeRaW8k2N2OlUsQnTyZYUYEZjx9V7L7nEptYx0U//D52OoPnuAQSCULV1cdV8cwtFLB6egBQDYMJl11GfNo0rFSK3ffeS76tDSuVOub9ilOHnc+hGfunrghR6O06whZCjB2e7aAaBhMvv5z41KkUe3rY9Y9/9CenF7rleBditLHSbXRteZTK2a/GzqQIVlSw8P3vp9DZya5//KM/ER/As23cYoF001oSk05HUWVKRCHE+CaJDmLMcwop7Hw35XMup/3Fe4g3ng/AvFe9nerJi1F8hYdufieTr76KqdddiedmmHz11Uy++mpaHn+c3ffeix6JMPOtb0UzTUJSnk2IMc0u5ggGqulav47N//sHCl1dVC9ZxPQbrqVy8WKe/exnmfjmq/uTHACKmV4e/soHue4HfyPfsYX0nhcon79kyNeITZ4MSo7Mvof6l2XbIgTOqUUPHt0FXSFOJtfKkm1Zf8jyQLKBaO1c7HQn7St+T8fKv7L/CVAtEGXq9V8g0jiftueeo/XZZwlWVnLm5z5H55o17H3wQRRNA9el5swz8YFgIoGiqv03JTJ95VAVTRv0aQM9HAZdpWbOaf1PzR0tJ99Lrm0zmZZ1+K5NINlAxZwrSO9dTb5jG24xLYkOYlCulSPXvo2erY/jFFLowTjxSafj186me/MjpZV8j1x3G/d99l3YuXT/tq3rX+D+L76LK7/wPzx0+4f6l8+7+iYmn345LY8/zp4HHwRgwqWXsvD972fvgw+S2bOHfU8/je95hGtqsNNp7HSajb/6FQ2XzxiY6NAn0/wi4cppbP/9pym0H0jkDVZNYdoNXyKQPDFPVgshxia3kCG9+wVQNGL18wkk6vHsIqoRoJjah2cXBiQ57BefcAE7/3QvySVzBt3vomvfS9io4JF3v5fMnj2EqquZ/y//woTLLydYXo7nOHStW8ej73sfxb7kAoDJV1/NaR/7GKHKysPG7eRT9O58hnTTmr6/5xOomH0pRrTyuKd1y7W3o0dC1J1/PrPf9jZ2/uMf7PrHPwhWVLDogx8k19pKYtq049q3ODUcXNFBD4Sw84dOayXEWORaeYxwhIu+/312/OUv7Pz73wlVVnLaRz9KeudOXvzhD6lcsHCkwxRCHMS1C/Rse4qqeVfT/vxfCdeczt6HHqZr3ToidXWc/ulP07lmDRt/8QsAEtOnY8ZjdKz/J5Ha2UdVwVMIIcYySXQQY56T76Fi1uX4dhEjnERVdaZfeh1hvQJNM3jiwx+mbO5cZrzparo230vF3BuY+6538uCNNw24ENO5Zg31F13E0o//+8h1Rgjxsnl5m0133s2mX93Zvyy1bRs7/vp3Lvnpf1O+YB7xqgmHbHfam95H95aHKXRuB0CrdKg560xan3n2kHWXfPzfybY+P2CZa2XxnKGrQAgxkkrH5sBpUyK1c1HR2ffkXcQnL6Fj5V8GtLvFDFvv/nfmvOtnbL7rLgDO+vznef7LXyazZ0//es9v2EDZvHmc8elPs+KznyVUWcn017+eYGUlyz/5Saa9/nqmv+H1bLnrfw+Ja9bNN7LzmXs57a0fHPBk6JE4hTRtq/4PK31gfu1iTxNtq/9I9aLXYaX2YaXbCMRrj3qf4tTguTapPSvp2fp4/zKnkKJr00PEJ51JpG4u2Zb16KEknds2Dkhy2M/3PNq3rKVm7lJa1z+PGYkx7dxX8dRHP0bvtm396/Vs3Ehi2jSWfvKT7H3wQWa99a30bt9Oy5NP9q+z409/Yurrvkuhc+shrxOrX8DOP31hQJIDQKF9Bzv+dDvTbrgDI5IchlERQowHvmfj+z6Vc15B+4o/0LPpcfA9QCE592JCFZMP2caM19K5Zjt2oYCiKkSrG8i0HZizvXHJBahpeO47X+hflm9rY8Xtt5PeuZMFt95KsaeHh971rkMqOO38299IzpzJzLe8EbeQwncdtEAYI3qgApRTSLPv+d9gZzv7lxV79tD8zC+pP/tGAvGaAfu0czlUXUczzUHHwLUsMnv2UOzuxPebmffud/Hwu9+DWyxV7Ult20bbs88y+6abMCKSDCmGZheyB1V0CEqigxg3PNcn39bKI7fcgmfbQOl3Y+szzzDnHe9g8Uc/inGU1XiEECeH79qEq2bQ8cKf0YJzeeDmW/qn2k31fb9c/OEPM+mqq9j1j3+w+KMfJNP6HMlp5+IfVLlQCCHGq+NLjxdiFDEiFfRseAS3mCFUNovmlU8y9/I3svf+B+nZvBkzHue8b3yJ1O6nUPUAeiDI+p/8dECSw37NjzxCrrX15HdCCDEsXMvCSmUGJDn0txUKvPDVbzDj9dfjed6ANlU3qJ27sD/JASDT8ixLPvEB5r7nXf1f9Mtmz+biH/8Is9zFzr5kmhtFRVElf1CMTqpuwkGJBKoRIhCtYfc9X6Vs1vm0v/DnQbfzXZvebc8QnTiRmrPOou2FFwYkOezXvW4dnWvXktqxg62/+x333nAD2/7v/5h45ZUEKsqov/ISTvvEvxOqKd2wiDQ2svS2T2JOKGf6pa8jkCg7pv7Y2c4BSQ4HAvbp3fksscZFaGb0mPYpTg1uMUvPtqcGbUvtfp5IbemJZi0Qpbd515D7WXX3dzn3X29n0jlXMO81N9PyxJMDkhz26922jY7Vq+lYvZpHb72VSF0d3Rs29Ld7joOqD36zzYxUkmvZOGhbrnkDTvbQKhBCiFNPsG/qNEXRiTcuou3Z39Oz8dG+JAcAn95NT+B7ziHbBmLT2fCzXxKqrWbV3T/gnPfeRs3cpf3tMy66lo0//Z9BX3fTr39NsbeXjlWrBp2mKlBeTvXp89n996+y7gdvZf1/v41Nv7yVni1P4RRLN42tdFt/kkOgbALhusWE6xagmRG6Nj+MaxcAyDY3s/nuu3ns1lt56hOfoO355weUaN6va/16HnrXuwiWR3ELFs9/+Sv9SQ4H2/g//4OVPjSRTYj9XMtCM0oJNZokOohxpNjdxYrP396f5HCwDT//OQ3nn4cWOLZKe0KIE0vRDIxwEiM2hee//I3+JIeDrf7Od5hz881c8pP/Rg10kdu3ES0QRlGNEYhYCCFOLrkjI0YF33Xw8z346VZ810FN1KIE4yhG6LDbWek0vlWkc/U/UDSD2NRLiJTVkmrajRYIkG1u5szP/QduoRNUnbIZr8QtOuy5//4h97nrH/dSc8aZw91FIcRJ4BTytL+wasj2ztWrUfUAxWzPgOWRylqcwsCLpb7n0LPjPmqWTWbC5d/CjFajGAbppifJNG3npSI1s9HM8HB0Q4hhp5kRIrVzybasA0rHa9szvwVADyexU4MkDfQpduxiwuWX0bt5Czv+8pch19v70EPUnn026Z07AVj7ne9wxW/u5plff4VwRTWzX/kmzln4FYxAGBSwrAzdOzfTuX09tXMWHVN/cu2HPv3eH2/PXhKTz8Q86IlRIfZzrRz4h06jApSWe6U2p5CiYtq8IfdjhuNk97Wx5I0fQPEVnvrYx4Zct+nhh6k95xy61q3j6U9/mrO/9CXannsOgIYLL0Q1Br/45LuHXsAa0Jei3HQRYqT5voef68HPduBbWZRYDUowjho4ccl2vueRbWmhbcUKutavp/y008hGIrQ+9yz15y6id9Mdh27jWlipdrRAFLeY6V+u6kGyzc1kdzcRiCV47JsfZ9YrXs/cV78dz3UIBuKDJjHsj8Pq6SHV93f/pc787CdoferbFLsPVIiwelrY/rtPMv1NXyc+5XSyrZvRQ0kijeew57kn2PvC3zFCEWZdcS1GJILvWGRaO/jn295Gvu3AZ5U9993H7BtvZN5730sgUSrHXOjs5NnPfY58WxuKrhAom073+kOn7dqv/YUXSEydetixFqcu1yqi6qW/z3oghOfYuPaB5Achxio7nRk0ORcA36dr/Toar7jy5AYlhDgsRdFwMl1owSqye/cOuo7vOGSbm9Er0hTaStdLrFQroUr5rCOEGP8k0UGMON8p4raso/jkf4PbV/ZdUTDmvgpj9hUowdig29mZDPueeIKy2Q34rk3nqntIznklgXACFMjs2cOU174W1cjh+xCbfBG773+AiZdePuCpViHE2OG5DrnuTpxCFnwfMxonXFbV367oOr47xA2s/pVUNvzz7gGLnGIBVQ8OunqhayeFrp00nv9e9GACPbiMfT178d0D01SYsRrKZ15UempeiFFI1U3KZ16E7znkWjehB6IUOnYCUOxpJlg15ZDy+PtFJi7EiDSQbWqGw8yVragqvj9weoyWx59A1XV2P/0Au59+gKVv+zBtG1eyZ8UjxOsmUT3nNBZf8zasZ39O4PS3ooYPX9nBcx08x0I1hk4qUjQTI1KONsTnB3FqU1TtSCsAEK6cQrBqLsFkBYWezkNWm3Plm1n1la/TtWYNr/zTnw7/2VJR+s8NJ5fDKxbRgkFU02T661+PFohgRKuwM+3960cbFqEFo4DCS6ed6VsJLSBl14UYSb7v4XXtovDwN6F4oDqANuF0zDPeghpKnpDX7d60iQdvugk7U0pYuPDcc3nwppsodHbyqj//isF/Z0DLoz9j2hvuoPWF3+H1VUpwrTTJWbPY+ee/cPqXP8cjaz7Cmj/8uH+bSz70X4cPRlWpWLDgkMWhqiqMiD8gyWE/I1ZFasfzROrnoAWjRBqX8c8vfoBCb9eBWNc8zdQLX8XSt85m7Q9+MCDJIVxXhxmLsfV3v2PKa1/bn+hgpdP0btkCQLGrFy14+NLrR/zOIE5prmOhaqVLpnqg9D3RzmXQEuUjGZYQL9tgVW4OpmgGulR0EGJU8ewCih5ANQ7/XdYtFokl6im0bQJADyXQdDmfhRDjn0xdIUacl+2k+Ph3DyQ5APg+9rq/4bZv7l/k5HJkW1rI7N7NxGiUXHMz+D7F7jQoGr7vY+V7CEQShCuqCVZUEG1ooNi1BTuXoWvLFvbe/wCoKhMuv3zIeBovueREdlcIcZyK6V66t2yi7Zmn2fWXe+hctYaOdavp2rkJr++pV7eQp2LR0E+GVy1ZgmoYzLr8BozwgZugejBEuGLikFNPhKqmoZphFFUlkKin4dx3UL34WspnX07dWW+jZukN6CGZx1KMbnowRuW8V9Jw3nsIVk7FTNYD0LnqHmrOesPg24SThOvm0Lr8R9ScMZ/Jr3rVkPufcOml7Htq4JQAdjpN2aQZ/T+v/N/vMvPy63nFJ7/J5e+5laXzK9F2Powx6Szcti2HzB/pey52vhcr04mV7SLdvIaWp39BIFE3ZByxCYvRQwkURT7mikNpZhg9lBi0TQ8l0MwIDee+i7KZFxGORrj8th9QNmnmgXUCIRa9/hYmnH0xSz72Qea++x3sW76cKde8dsjXnHD55bQ88UT/z57jMO266zjv61+nd9cuQlU11J7+RhqWvZO6s95O47nvoWLWJeD7JGedP+g+h1ouhDh5/Gw3hQe/NiDJAcDd8xz2xn8esSpLobOTXGsrVjpNtqWF1I4dZJqaDnsTKte6j8c/8IH+JIfqM86g/YUXyLe3YyYS+Ax9ATw+82L2PP8MgaoziU2+kEj96RjJahZ/+MMUe3povu8Rzn7HpwjEkgdeL9NJYvr0QfcXrKwkWFZGcuZMwnUD/y7Hpkyh0LF5wDLVCDLl6o8z/Yr3UaHZ2Ct+RbhiJi/+5c4BSQ77bX/0HuxUml333AOUPsdf8J3vMPcd76Dx0ks5+4tfHDB9hXJQMubq7/4Y1TSoHOp7gaJQPn/+kGMlhGdbqPpLEh3yg1c3EWKscAoFXMsmOXv2oO2KplE2ezaKPBwmxKiiGgE8x0aPhIlNmjTEOgahqiq04P6EPIVQxeSTFqMQQowkqeggRpTv+zjbngB/8KdO7LV/RSmfQa6zh3xHBy9+//vse/pp6s4/n8SUyVSetoTeHXspm3sxerSGlXf/lGC8ggnzzmfpJz/Jlt/8hslXzsWI1ZJfv42qJUvwHYcZb3gDrU8/Tb69fcDrTbjiCkKVlSej60KII/AKKfxcD8XuLjwtjOcbrPraN2h9+un+dUJVVZz77W9SSHUTLqvCsyz0YJDZN97Ixl/8YsD+9EiE+bfcgmro1MxcyqUf/RaFVA+qopBvaWfP/Y/SeOlraVv9x4PmNAY9mKBi9uX9WdCKqmKEkhgn6Ck9IU4kzQiiGaWLtXXn38TW//0Ixe4mcq1baLzsVvY99SucXC8A4bpZTLjyo1g9RWLTzmPX3z7NhCs/w857ppF6SbnTqiVLUE2TzJ49A5bXLlvG+kfu6v/Zc2wURSHe+gR+105cgEgVNCzGD1Vgte9E0QycQgYzVkEx3Ub35ofxXQtFDxBvXExy2jKyLesom3kR3ZsfGfB6ZqyGxKQzUDWZh1IMTg/GqF58LftW3IV3UGKNogeoXnwtgXhN/7JM614e/86nmXbBq0g03Irbd/xuf+wegokEsaRD7XmTiE48h54d2yibO/eQMullc+cSqa2lZ1PpqRpF06hYuIDqMxaR2tVC/TnnUOjoIFhZid5XocEvpPFSLfh2gbK5l6AaAbrWPwSei6LqlM29mMSMZTjFDLl9mzHiNRjhwZM3hBAnjte9E+z8oG3O5ocwZl6CEjl0GqVCVxf7nn6adT/8IdOuuw7Pcdjw859T7O5GCwSYdsMNzH3nOwlXVx+6bWcH2ebm/p8rFi6k9ZlnSEybxrKvfxGfHLHJS0nvfH7AdqHq6RS8OE99/3MABJMVBOPl5Dr3MeOS6zj7jjtY+dWvkt61m7Pe8u8YyRjBykoilbXUzDiNB2+8kWJPT//+9HCYC77zHULV1SiKwqU/+xlPf+pTtL/wAgCKYRCqmQhr+zZQNaZfdzvq1n/iHTT9lNe4jF3LHxhyjIupHnzXpWrJEma+6U08+/nPM+nKK6lYtAg7l6N91SrikycTrq3FTCSoWrqUysWLmH79q1CNEAv+9V95/EMfOmT6jbnvfCd6RKriiKG5ttX/eVIz+xIdCpLoIMY2t1AgkEiw8NZbefKjH8UtFAa0z7/lFlSp5iDEqKPqJsHyBsBg6Sc/yWPvfz+eZQ1YZ+EHPoDnOHi+DyhULXwN2gmcSk0IIUYTSXQQI8tz8VPNQzdbWdLN+8jsbeLZz32OQkcHALVnnUn3xo1ogQCVp81DD87Dyns0ff87APQ2b2fpW/6Nue+8mUA8iJXqpHXLSuZfcSOF7m5C5WWcefvtdKxaxb7lyzGiUSZdeSVqIEBQEh2EGHFerof8jhfIWzG6Nm2je8MGul58kanXXEPdeeex5a678GybfHs7z37qM5z+6U/j1GQJVpaR7+ikbPZsln3ta+y65x4KnZ1ULFxIw4UXYsbj4Ofwc71oei9lE6bgFmySE2cQrKhACwZoPO/d5Nu3Y+e7CZZPIhCvQT9C6VshxqJw7QwaL38/TQ/9N+0r/kB04iIar/ggZrwGVQ+R2tnEw+/5N9K7dzP99Tcw/fovY6V3c86XPknn2i3svOc+VE1j2vXX43seK26/fcD+a885h0BFGa0bXkAPhgklyimkuvHtPH6mVIJarZgKS97C7n9+h8yulQDokXIaLn4PVs8+9GCYQLIB1YyihSoIltejahpaIEa2bTM1S26gmGrFs/OEq6ZjRCrQg/JlXhyeGaumftk7KHTvwUrtw4zXEixrRA8OTBbo2r2Vnp2beX7ngaeSVV1n4fXvpWbOYsJlVeS6Omh5cQXbH/krs993M1ZrN7vvuReACZddRrCykmc+97n+7efc9Fa6Vv+WzN4XaLjkFtpfeIZV3/gOM9/6Vqa97nUEoibW83fh7noWdfHraVn+eyJ1s5n6us/hey6KqtG79Wlanvg1FYuupOmB71E252IaL38/RlTKaQtxMnnptqEbnQIMUtHBSqV48Qc/YPNdd1F/4YWln3/4w/52t1hk869/TWb3bs654w4CyeRBu0xjZ1MD9ucWCujhMKff9nFSex/C9zzqLrwZz7HI7l3bv17lOTfy2He/1P9zoaezf1qedX/9Hy7/zH9z5e9/j9Xbi2oYBMrKCJaVppNSVJVLfvFz2le+QM/GzSRmTKfunGVEGyf0P/UbmziRC77zHYrd3biWRay2DDu9jyZVIzn7CpIzr0DLtpWSHMww1J2OZyT6cosHf+ihbPIsFEOn7oILmH799Wz81a84+4tfZNOvf82W3/wGPRxm8qteRXbfPsxkEjMW47z//BKprU+w/fcfQw8nqDrzg5z/X/9F0yOP0Ll2LcHKSiZfdRWe6/b3T4jBuLaNqpcSHfS+RAenkB3JkIR4+VQVIxqka/06Lvj2t9n70EN0rVtHqLqayVdfTaShASUk03EKMRo5RZ/255+hfMF8Lvze99h93330bNpEuK6Oya96Fd0bNhCb2IivutSfczNGOCkPgAghThmS6CBGlKLpqNWzcJtWD94+9VK2/vZ3hGtr+5McAKKNdYRrK9FCJoWudRR7mwg1XnzQhgqZzmYe+87Hed1XfoHWu5OySTOxUimijZV0r/8/Ig3nomgKdcuW4fs+dj5F7aLTMWPyZIcQI8n3PIrtTaQzYTb+z8/I7NlDfMoUFtx6K8XeHsqmT0KtDqH4ECmrY8udd6MHg9z7hjdwxm23UXfOYnyrld7tHSRnzeqbN91HNT0UtRvNDhOrq2DvCw8QquqmevE1qAdNWaGGyzAmLR25ARDiJNFDcSoWX01ixjKsdDuKqmNEK3CLCo/eeivd69ahh8Occ8cdZJubefpTn8WzbSZcdhETr7yUqqVn4hYtOteuJTljBvUXXEDrM88QSCSY8trX0njZZezb/Dxn3PzvGMEQmfYWIpW1xOqnorSE8K0cypI3s+U3H8dOH6iw5GS72PW3LzPlui+AFiRQuRjftQjGwvTueAq3kMKM15KYdAbZ1k2ASvmsS/B9F0U5/JyVQgAoioIRSmCEElA/dOnyzl1bB/xcv3gZF3zoC2Sa1pLd8yS5FpN442k0LD4TO59DNUxQFOovvJDyefMwYjFW/ed/ouo6ZbNnM/vGN2FEc7Q9/TMAdv75dqa94WtE6utZ861vsW/5cpZ97hP4u54FwN90P5Ov+Fe2/fkOOlff0x+HEati4lUfY/c9XwWge8PDxGcso2L+0FOzCSGGn1Y+CXuINiWYAP3Qm0WFri4233UXiq4z8y1v4YkPf3jQ7Zsfe4x8R8eARAfPLmBEQ6iGgWeXXnnvQw9x+qc+iet04NmlJ3M7NtxP1VnXU3/RO3HyKYxoBZ4aIdPWNGRfmlY+Qf1N5xCprR2wPN/bxTM//iK7lj9ArG4i0ap6Wp5exZqHfs6VX/wfYtUN/esGkkkCySS+62Ct+SN+126mX/dV9j62grblzzCprgW/8RwKwdms++VvSO/axYy3vJGJZ17Kzqfu69+PHghxzi2fJduxj+fu+iZL3/sBejduYe7NN/PYBz7Q/wSj1dvL5rvuIjplIoGyJOk9e9HNFpoeLiWOuIU0vZv+j/i0qzDiMWrPPRc8DxSF2mXLCCSkEo4YmuccmLpC65+6QhIdxNjmOxa9Wx+i+rRG0nu24wN1552HHo0Qqk4SqkqCKtNWCDHa2NkszY8/SbSujvSu3URqK0nOnE6ouho7naZn83rqL1jC3ge/wuTXfArPLuAfVKlWCCHGO0l0ECNOn3g69tq/lJ56eQm/bBau8wwda9YMWG5l0pTPmY6VzlPobQFVw+j78gkw+5Vv4rn/+TpTzrsCPA8vPJFp5y8mu2sPRsSgc80/0ELlzHz96/A8C1Cw0m3svf9LTH/DV9ECE050t4UQL+E7RXwrj+c62F4Yt9jJtOuvZ+9DD7HrnnvY+/DDnP3lL/Hcnd+gffMayqfMYf6r38iSj70PPRjm4v/+Ps985vNUzPsse+79IqHq6VQuuBjVjGL17GTfY19B0U1mvOlr+F7pAqmi6ijIF3lx6lK1UnKDGa/pn9u6fdUqKubNY8E73krl4kVYeQsjFkMPBtly9928+MOfsP3P93Dxj35Eaus27HSaPQ8+SMWCBdSecw5OLsfue++l/uILSU6azvIffI5Uy67+14xU1XHZv/0/gq0ryLXvwIiUU3fejWjBKIqqktq+gs6199Py6E+ZfM1tePjY6RRtKw/c6LWzXWT3baRmyfVYmQ5y7dtI712JHioj3rgIPZRAHeQGkxDHIjmhNC+9GYkx5dxXsuTN/0LLijvxDipV39HbQqhiKtMueAWPv/8jNFxwDhXzZwB5cvu6Of2228B38Z0CxZ7NmGaSqa/+OKk96+ha9wAtj/+MpZ/6KPe/8Ub0cBiHAFrdAmhZi5/vQXnhf5n+yg9gWUWKqXb0RC24Lh3P/wkzUY1bzBJpmIOd7sDJp9FDsREaLSFOPUq8DiVahZ9pP6TNWPQ6lEGmOevesIFJV72SOe96G17RxckOfeM0vWsXyenTD3pBFSu7gznvuJF1//0TAHItLQQSCRzrQOUZ37Xo3bm8bxMNLZQgMfkSwuXV5LoGr0KRnDh90OWpph39U0ukW3aTbtnd37b+b7/i9Lf9G5ox8O+tX0jhbH4IPBu35iJWfeM7nPGJf8OPT6C9Ncryz9zSv+7qb3yL8773X7SseZpipjR11pnv/AQb/34X7ZtL1wC2PfVXJs67mM133tmf5KDoOhNf8QpmvePt+K7DI+/9Fy7+8bfY8YevEaqZTnL21ZjJesLJBCgKkfpXoJoBwEcPRjFiUs1BDM33/b6pK0qXTPdXdLDzMnWFGNt8P0fPxkdpuPgWEjOqabhwGSgGmT1raH7odqa/4WsEyqaNdJhCjFq+72GnO3GtHFPrkviOBVrohL9usauLSG0tVjZL3RmL8QoZ6s87g3z7XpxcD5k9y9l9zx8BH6unBbNyan/VLSGEOBVIooMYcUqkguDl/0Fx+Y/xe/aWloWSmGe8DUsPMuemt7Ll7t8O2Gbn3+4jPq2c+NQ5WOvW4rs2quJQNWsx7ZtWoQeCFFJdxCpryffm2Pbn+5j42tegGAbFnmZm3vhD8Cx2/OXz5Fu3ABBpmM/Uaz+P51qHxCiEODE818Hq3Udmzxqsrj1EaqYRCEbQU13EaifS/Oxqplz3Wmbc+Cby7e1kduxm3tU307rxaSYsmE/ns3fR/WQrKBrJmedx/n99mXzHBgDybVvJtw18Gpci+D7YVukmVXzCaSiqPAEuTj2ea+PkUzjZLnL7tlDsbiZSP5tg5WTiDXEWXrcUb+ujuI/di145k3j9eez++1oWfuAD7PrHP9hz//1s/e1vyba2kpg8mcSUKaz4whfA9wlVVXHulz5LMGaw/NvfoGLGfM5+z6cBBUVV2L3iYR770de48jPfx9/1PBWLr6LliV+UqjqopXN56nW3s/Mv/w8UBSMQo33VHw7thO/RueGf1Cy+jpZnf4XnFAFI736OygVXE6mZJaUaxXFzHZvKGQu48KP/Cb5PpLKGnh1PoQXjRBrOwvc1FE3DK3aTb1+HZ+c47WPvpf3ZX9D80P8CEK6bTXxiDe2rtlGzeA4JXcHf+Si+U6Cqeg7Vb/wyOx/8EZGGOq55+B7Su1bSu/U+ohPOJrjwerznf4XfsRX/mZ+hB6IEG5eS833UYIRQ9VTUYIzJr/002bbNFHua6dr6CImJZ6CHy9AMmV9ZiBNNDZcRvPRjFJ/+OV5r6fMnRghz4TXojUsGvcAcqq1hzjuup3fnvcQbLytVHvMHn7oh8JKpFTQziGv10HDJEiL1t7Huv39KoasLPRrFzx80bZOioRlBXLuA77mlaXnsXuZe/Sae++W3DnkdPRimZvbiQ5bbxTxbH/7zkP3f/ujfmP/am4lU1ABg9bZipVoJRirAKaDWzGb3/Q8B0PTks9ScdSsrPvyOAftwcjme/8KXueAzX6F954uEE5WY4Vh/koOqG8x+xXVg6+x7+mkAas5dxoL3vw8jHCXd0UTXMyvJNjejGRqxKeeBNg0zXEc45INv4WtBOlf+ia4X/4nv2uiRcuovfCfJWeejh2R6OnEo33XA91GN0udIzSz9TZWKDmLM832mvPbT7Dlo2sBg1RQmXPEBJlzxEQqdu4g0zBnhIIUYnexcL71bnqT5kZ/gZLtQNIPy+VdQd/5NmPGqE/ravg7lsyeQ2vo0PVsfJ1gzH8dxCNRMRst20v78r9g/FViuZROh2hmounwfFEKcOiTRQYw4RVHRyicSvPRjUMyUykkGwiihMgKWRXbLaiZddQWbfvnr/m06Vq1CMz6IleolXDkPO9OGEYxw5ttu4ZlffLf/KU49mqSYyrH7nw8y8drXEKmvRzN8UGw2/fzD+AclNWSbXmTzrz/ErJv/+6SPgRDjgec6eMUMMyZW4eZ7IBBBM4KHrOfaedxitjRFRddetv32E6Us6D6Bsgamvvrj6F27ic+fylM/+hzp1lISVMW0uSw773ZCYYu9//jKgZ36Lj2bHiXfsYPJr/n0kDEqegBVN+jctpJw7WyMaOWw9V+IscIppHGKOZx0B1vv/tj/Z+88A+yo6jb+O9Nuv9tLNrvZlE3vHUgIhF4ERZpKE5GiIoKdpiIqioJdbK9gAwULvfcOISGk957t9e5t0855P9ywYckGW0iB+X1J9szMOf85d+bemXOe8/yRzs7VaWa8nIYPfwO1+jFUvpAHXDW9gdaynInnXcLz3/g+kz77WdoWLmTbE08w+uyzWXTjjUz67Gc56DvfId/WxpD5c9HW/h03X8rkMz5F05KXeOKGz+I7eTTTomH+B5l3+XfxEWi6yeb7duYMR/p0r3qGfPtmao++FBS4mfbdTgJ52S6kdPtEDm/SvuxBwsW1aNHiPd19Ae9h8qkulPTxPZeVD/yZcLKEfKqbFff+njN/9xjdG7fgUcNTN11LtqMFgMqx05j9iS+iXJutD17XZx0PkG1axaZ7rmbkWT9DLPkLsmM9IlKMsGLI7YuheRnDjrsCu7uR9Xdd3fdc2vbKHYRKaxl+2g3IF34G6Vaw04jiGpzeLrbf/U2MWCnDT7uepoV/Rb15/XdBpnE5pWOPJlEzMXA1CQjYC2jxCkKHfgbsXvBdsKKIcDFCH1hIWzR8CE2v3gYofLeNQXMOoen5F/rtIzSNkrFjidfW9m/LjFA+/niaFtxBZHAJc370DcxoBStu/SMTLjybXMcGYlUz8PMa2aZmotVVGBFFuLIKTZiUVpUw5tjTWf3YP1DSByBSUsGhl36dUHynG0yuq522tUvxPRu5Y7+3Uz1hFhM/fB665uNkOvEzPXjd2xB6MY3LXqOidBhCt7BT3QCUTZqMk/XwsjufOcqnTGbcRecTLi/FKi4nXlGDME1e/cN3Aag/6BimnvFpnN5VhOKjMGMxEiOGM+7SC7EicRqffw69Isa2x59ixjeuRQ9FsUqnU1RXh55aSa5HIDWTjjceILNtaV+7XqaTLQ9+HyV9yqecGIieA3bB35Ea5k1HB03X0UwLLx84OgQcuHhOFoTGmj9fhp/r6SvPt21k7e1fZMzHf4ES2j6MMCBg/0UpSc+a59ny4Pd3lvkuHW88QL5jM8NPvR4z9u64RTnZbpy25ay9/3sUTzweFRvOM7/+TJ9LV9W4Gcz+5I1sv/8bOD1NWMXV+E4OMxBzBgQEvI8IhA4B+w1aOAnhJF4+jXSzqFQLwgyRaVlJqCjHwd/7NnZ3msGHHYIeNrB06G1JEUrW0/zCCjpef5RwWRvTPnwakepaYuWDGDxhNl7eI9nQQCgRQ/oaRtii8bnb+4kc3kQ6WTqXPkrNvI8HAx4BAf8Bnp2hd9tieja+jPILA0Ph0nrKxx+P0Ax8JwMKNCtMrnUdvpcnXFTHhruu7idyALC7ttP06j9JTjyVx686GyV35pXrWL+CznWLsdfdO2AcdscW/Fw3VvEgnO6mXbaXTTwGLRSndPR8zHgFRii2B3shIGD/xbPTSNdGOlnalj9Ism46m+/5Tj+RA4CbbmfzYz+lftrxqGU7VnGGEqiGk8j2ZBl+8km46TRzb76ZpT//OcIwmPqlLxEuK2PdnXcSq62lYupUctpMzI4cWxc+yZrH/tZXv3Qd1jx6F066h0knncf2p38zYLz59k3ooRh2ugVzAOvvfgwkglASO9WMGQgdAv4Nsp2tbF/0PKse/ivScxg8bR6DJsxGM00eu+6iwk5CR2rlPHPTxf2ObV25iJUP/oUho6r6iRzeRLp5Opc+SHnlOLzao0i3pZCOTWxoJWZuE9J32fD3a3d5LrU7t7H9qV9SO+fj+E/diAgXoVWNY/s/zgagctap9GxduFPk8BY6Vz1OtHx4IHQICNhLaKEYhGIo6ePZGWS6DaEJNDOKEe6fTsZ3e1HSAyDbsZIpX7gUPRKldv58zGiUWG0N4fIkXr4LKTtxsya6FUNoBrJzE/4bf2PQxA+S7dxCPr0FI1yCGYmSbuyguP54nv/Cl+lZu7avveTw4Rz2858Tqigm17SEykFRhn/jZ+R7ezHCYUxTwwiFMMIx7O4mnHye1//ya8YcdyrKtRl+yFFsePq+fucw8cPnM2T6DDKNC2lqfoHiEYeiMl1EMs20dJSz5Oe/5Ljf/ABv0Z8YPP9YpFTUzJtHrm1nio+RHzmD4acdQ6btDcziEfg5G+l4mIkYQtMYe/xZlJY2YEZDdK1ZTvGs6Yw572wGH3M0fi7P1scexyovATQS9fW4Wh7PASOSJBTV8IyhbL79yzR89Pv9RA5vpenZ/6Oo4SCsZOUeuhIC3iv4buG3VTN2OoMZVjhwdAg4oFHodK9+vp/IYedGn6YX/kjd0Zft/cACAg4A3N52GnczdpHZtgwn1fquCB2ka+Nnuth8//ewiqowyify1A++0m+flhWv8dg3P8UxX/slm/52BZGKYSBdpPTRgrmNgICA9wmB0CFgv0EpidPbSusb92BYJYSKRmPG4ijfw8s2UzxqHkpKerY8TXHtJJzFd6JPuIDO5St544c/RpgmR/z258TqapFKcux1v8Z3JZppcvAN30a3TKTr4rtpMluX7DaO9JbX8e0zghzHAQH/JkpK0k3L6V73XL/yfOdmWhbdSfHwObQtvY9BM88itfZ1eja8SsnYD+L2tlE56zz0SCVC08h3rKF75QN42R7iQ2bipbMcdsn30EIW2Z42lj9wG70t24iWlJHq3LbbeNLbljH8w99k7e1X4OfTfeXx+qlUzj4DNI1I2dB3qzsCAvYrlJI4qVZal9xD2dijaX397yilwPfxMp0DHpNtWo1K7rCWtqL448/l2a98k9SGDQw+/HDqTzgBu6eH6VddhZWMsfw3v+P173+fwYcfTtWMGTxxwQVIx+GIP95K9ajpDB47B6REGYK1T/+d7YtfYNNLjzHtzAtxuht3G3uuZR3RugmYsTIQGii5yz5mrKxvwmiXc98hugoIeCeynW08/f0v0Lbmjb6y7q3r6dm2nsqx0/rK7N40r9/+swHrSFRWk96yeLdtpLcuoWjUUdjd3SjaUSKLJ4vIeZVEelrRQ3EqZ38CPVyFbzuY8QiZ7a/Ruex+5GGfRKudijb6GJoW/KOvzuig0XSsfnzgBpXC7t6OGQ1y0AcE7C18N0+2bT2dKx9FejZmrIJYxQzS29vIbGukdOxYEkOHotTO3yzl2di96xnx4VN45dqvMeGSC7HKbHoWLdtZsRCUjz2WWPFg8k98H7w8XvMqwlVjiCSrcXyH+uOOo+XVV1ny9NN9IofiUaMw43FSGzbw8rXXMufmH1Bz+MV0LHmIxke+R/3xlxOvGIJsWwfFdTS/8Ec6lz1G0YzzGXbwEdjtr4NSJIccQc3kQ2h840UAkoOHMeLQI+lc+SAARjiJES7C0A18q5i1v/w1g+fPZ+OTCxhy2DnElUbDGWew6b77KJ8yBTOZRLcsGs44ie5Nj1I6/jRaVr5OLFJJvLoG33UZOf8UZK+Nsv2CYMSIoHl5hhx3Ao6dpWPZCjqWLCFeX0f10XMYedaZvHbXjxkyYz6RigpkpoVU62aKR80h07Rmt5+Zl+3By6cDoUPALvhuQXz4pqMDgBEK4+YCR4eAAxPPzuBl0mS2Lt7tPpntywdcEBYQEAC+k8XLdu92e651PbFBo/d4u26ui561LwCKkikfZPWzj3DIhV8nHCtBOi5a2GLjK4+w8YUH6dy8loaP/Yje1lUUDZmxW1fMgICAgPcigdAhYL/By6VoevV2QkVDyG0XPH3hOYw666PUHNFAKD6MrY8+QeVBNbiZdkzDxEu3IYwQa//6V4YcdxyjzzuHZE0FrpT4vT2ESiqQUuHncpiJOKChfB8lwYiXYndtHzAOI1aKYtd8qgEBAQPj22l6Nrw44DY30wlCUDbmeLJNTSiSJEecRGpjE+HSYl7/4V/6BmQrZ85kxlU3YsYjrL79r6z+459QXmEwOFZby+yvX81rf70Z33XRrAjSyQ3YppWsRKIYefZPcHqa8TKdhCuGIzQdoZtYwQrvgPcRXi5F04LbCZfWkW1dh5I+QreQ3jsPYknPQwCq7jBevfFn9G7cyOzrr6dn7Vpe/cY38DIZjFiM0WefTem4cQhdZ+SZZ7LmL39hzLnnkhg6FL83x6Kv3YDd1QWAEY0y4TOfIlFZx6pH/1JweTHDA66Ch4JFd8/K5zCnnUzp6CPoXNV/UldoBmXjjqVr3fMDHh8qrvnPOyzgfUf72qX9RA5vkk9197Oo9lybzo0rB6wj35siEi+F1oHbMBOl6JEw2//5XeSOlDAApRNPIFQ0hUHzvsArX7uBnvXrgYJt/dAPnMDwU76A8l3E6GNJd2wl37FlZ6X/YtxK+gPbzQcEBLw7OOk22pcWnA+MaBlWdAKPf/wS3NTOez5RX88xd9wGhV9YzEQ1VnQUj5z/UaKDBlE2aQSpbc/0r1gpuje+RHjIVPDe/L1UyJaV0LIS6+CxrHv0CapmH8SSn/yEmnnzGPmRj9C1ahV2VxfjL7kYozTBS7/+Ji0rF1E/+0hmX/BrvOX3YS+/m9ARX6Jj1TO0vHQ7RaPn0bh0MQ2HH0Hvxg5Khp/EE+dewKTPX0btlEPZ9MojzPnU10ltfhozUUnJ8Pl4GQchgEwHsng8yvMYfNhhPPPZz1Iz/wiU10KupZfOFSvobWzkoG9+E9+zyfesxExUICU0L32VSSddSOeKFSRGDqekbgSvXX8DEz/1Kdy8Q9Hww/GUSe/2TUQqysk2txCtribX2kayugbp+iQGDQEhUDrIyGDc9CL0WDlG5B0EX0JHaMGQWMCuyDdTV7zF0UEPhXHzgaNDwIGJb6eRvsRMVOx2HzNaAnrwnRgQMBCaYYGmw25Sepnxsj3epu/kyLSuw+ntIFRaS2LowYyS1bx23bfJNhUcbDXTZORZH2P6x66gefkCqidOI1bRgO85hIL7OSAg4H1EkHwrYL8h174eJV2s6HBevubrKN9n/d//SbR8EtmmHgbNmU2uY33h4SLfC4D0XIpHjqTmsMPI9LQiNImmC/JtvUg3i/Q89HAYlMJ3PYRhgh6iYsbpu42jYvqH0c3w3jrtgIADHum77zBRGUa5Ydbd9RhPXHAZj3/iMtrfWE6ivp4nL7y4n7Vu64IFvP7DH7HtiadZdettfSIHgMy2bbz0xa8y5bRLWffsw5ROPH7A9oRuEq+bjNA00ASu3YMydJxsG2a8FM0KUlUEvL/Ita1H+Q5mpASntzALq3yHUEkN7EbUp1kRdL3wiOhF6mh9dQEjTj+d1gULWPX73+NlCoO8XibD8l/9irbXX2fez39emKSZOJGK6dMpHjmSZy+7rE/kAOBlsyz+/k1UDZ9KuLgMpRmUTTx2wBiEbpGon0L7ortJb16Mmahi0KyziFaNIVRUQ3LIdGoO/jiaEcLu2rrL8Ym6aejB/R7wL/AcmzWP/x3dCjP66A9z3DU/5vhrf8qUUz+BEQpRM2UOpcPHcex1/4cAIiUDr/rd+MKjlE354G7bqZhxBluffJn6D9xI1ZwL+8q7VjyOmRzO81+8tk/kAAWnpI333s/2Z95As2Ks/N3F+NkUiWEz+vaxO7dhxst326aV3P1AdkBAwJ7Fd3N0r3227+9Y+RSe+9wX+4kcAHo3b2bT/Y9QNGw24ZLhhOOTWfWHP6F8n4bTT8HuHdh9QLei+D27pmQD0EMW+c5OfMehZt48ao84gmc/+1mW/OQnbH3sMTwcHv76+Wx77RncTC+RkkpU21r8jS8SmncZbvd2ml+5EwArWUWsoho/20Zy2Dy2PvEs0nWRGZvi8mHMOvuryLyDbsUprp/P5oceY+sTzyD0EH7JGLq3b2DwEUegWxbzfnwzS37xC8Kl9dhdncSHDGHWNV+mZMwQkmOG4fS2EqueRbplO5GSCsJlpUTKS4mUFENvG9Vz5qBZJl7ORcgYvtLRDB0pPUpHj2bYyScz6YrP0rp2Bfh5Zpz9Obx8Hi+XwXMVsdoJxIdMIlI+FD0cH7DvikfNRQ8H+asDdsXfIQjWjLc4OgSpKwIOYNxcF9LxiQ+Zu9t9KmafCSpIexYQMBBGtISSsYcPuE0PxQmXD93jbUrPRmgGyeGzqDroErxUlhe/8JU+kQMUhHmrb/s9ek6jYvRkdCOEZkaxIsHzTUBAwPuLQOgQsN+Q795OuLiWbU8+22ev5GUydK5cT8fSZQgNQCFdGxEtBU3HjISpPfJIJB5WzEIp0HSdbEsbuhHFTCSwipIIDTRdQxg6QkLvlhQlE04iMeJgBh/9FQYf9SXiQ2dQMfNj9KxrKth6BwQE/FsIbedqqHBpPWUNh1I+ch6R8uGUjvogXs6l9vDDOfLWWzn+rrsomziB3i1bOPg732HsBRdgJnc+gA856iiW//b/BmzH6ekh39RK1+a1lE35APG6Sf3jMCxGnHEDVnEVVqyUfNdWwiV1RCsbCBXVInQDM0hJE/A+I99dcC/ynQxGpAgoCIKkk6dk/JEDHlN9yFmoza8U/hAGs77xDRpOP51N99034P4b77mH+KBBPHXJJVTNmkX7kiVsvP9+lOdROWMGU77wBaZ95SvUHnEEQtdZd/udjD/hHET7GipGzyFWO7FffcIIUf+BL+Omu9AjRbS+eideLo+vDIqHz6Fi0smUjDocK16OGSul5uDziJSPQDPDmPGKwvaGOYFoMeBfIyBaUs4HrvsFk8aUE1/1Z2LLf8+oKo/DL/4yZjTOzPO/xFPfv4JFf/4JEz/08QGrsXt7MOJVlE05tV+5HklSd9w1ePkwybo6nr/88xjxMVQfdhHCsNBMi8z2xn6DVW9l3Z1/x+7sBmDbYz+haPgsjFgpAC2v3EnRkJnseEDuR6J2yr90fAgICNhzKN/DSbcDhd9YuzOD3TlweqiF3/ku0YrxWNExbHviaVI7RE7hslI8O91vXytZRax2NlbJKLTS+kLh4Fn4ky4i13Ae3vTPoULl1B12MLplMeqjH2XB9dejdji6jDz3LJbc8xuUXxAPD546l/FHnYy35jG02in4HZtRSuHnUkSqGiib/EGqx09HDxdhRAbTtuh1DrnxRtb97W88deGF2B2doCRFQw6me80aErXDaH31VVpefR3PlTQteZnBhx2GEY8TKS9HuR4ynSFWUcz4T12MED7rnn2IlhULiddMxDCL0EyTXHcnyncoHzMUzRQQjjDkqPmYIYERDdO+YjmenSdSVcmmVx8jPrQeoyiBk+4iEo+jm0WAQLouyvXQhIdVVENs0DiaX1nC4CO+RKh8KBWzP07tsVdTOftcYnWTSI76AH5+4PRXAe9vfMcGQNPf4uhghfDyAzsKBgTs7xihJG5vLxvvfYwhJ11P7bFXUTP/ciJVDQAUjT6SaNVY3ExwjQcEDIRuRRh8+MVEqkf1K9esKCM+ciNWYvcC9P8Fw4oRqRxJanMrLQtew0okmPrlL3Pwd7/LmPPPJ1xWcJJY8/s/UTViCjKfwgjHMcLB2GdAQMD7i8DDJmCvIz0X38mgpI9mWOihOEIIQskq8p5Dtrm/72+kvBwvlULoJpoRwioajEsINeMzWPEYra8toHTGZIoqK8F30MIllE+ejPQUugHSyaBHE3g5GysaJp/JsvLWP3HQt67HSfXSumABCEHVrLMxohGW/OSnVEw/CL0kyGscEPDvoIfiJOtnEE1WQdMy5LJ7QNOJT/sM6+76G6t+/3tqDj2U4aecQry+vpDfNJ0m09hI2YQJDD3hBFb/+c9s+Mc/MBMJ8u3tu22rd9MWZpzzOVpeuYuikXOonH0mTqoFM1ZCpKoBq6gaTTfRYqUUDZ2N72QRAvRQEk3X92KvBATsH1jJKjLNK8i2rqVy8ofINC0HJfHdLIMOOYtwaR2tr/0DP9eDmaig+pCzsJJVGPHpyLIGsp7G8l//mqlf/CJKygHbUL6PZ9vM/9Wv6FiyBDMapXziRIadfDLbn3ySdXfdhXRdaubN4/BbbmHJz39O3dS56ItvwXeyDJn+QfxDPkq2dQNmtIjwoDE0vXgHVrKCUEkN+baN9GxdR/HQ8WBoOOlOIqHC6kxNNwklq6mYfDLKcxBCRw9F+2KTngNC9BuoDgh4E8MMMe30TyCf+xEq191XLpuXI9vWos+7kie+9Wk8O0fNuMkMHj6EhsM/wLqn7+/bV7fCzLvsW6z+450I6VJ/wrexuzZgFQ9GiCKW3fIrutesYehJJzH35pvpXL4cp9eh7vgfoIeh+eUFu43Py2ZRUmfkGTeQT7XiZroZ+dEf0PraP+l440GaX/gzNfM/Sbp5BU53E3ooRqJ2EtL3AqFPQMAeZnfvsFBIpWRGS7B7cmhmFKc3vdt6SsaMQbo+S3/xS0JFRcTr6uhcvpxIZRV6zCSbXw1CJzn8cFrXrGb1X36Mm81w1Je/hznxXNY9+iqr/vQpIhUVTPvqV2lfsoKqSaNoXLwOadt9IodEfT2DjziM1+79EeGiUqacfiFVDTOQjo3KpdDGfAi58QnE0DlYxTUMPflbZFqWI4wwVtEQfMdl6IknsvxXv6J79WoAwqWlWLEwXjZP5/K15Ds6yLW3Uzp+IiiBnU5hxGIITZLevJG6o49m+9PPMHjODHxDx8n2svzBOyipH0XDnBvJp1yiJVWMOeYjCE2Bm8FzwMnnSERi5A2BdB1qZk7CF2F8O0+usw0tZBCKhMnk2ikfOhrXETiZboTQMUJRdMvEdSR4Hs0vvIDvzGTQvK+Q3rKV5hdXEa0ZRNVBn2XbU08x9IRB7/7FE3DAIQdwdNCtEG529/d2QMD+jBGvxM00MfyU07C7u2lbtBYzGqXyoCsw41E2P3AvvZubSTaM2NehBgTst+ihJENOuJp8+zZyLWsxExVEq0dixCoQ2p4fbxSGiRErw3Mhva2JypkzOfTHP6b5pZfINDZSc+ih1B5xBBvvvZf1d92FUBKlBEZoYCergICAgPcygdAhYK/i5VN0rXuOdGNhokWzopSOnEe0cjTRylF4dpaaQw9l4933AIUBGqRPqKyMaM1gzORh9DR3sPX11xDdPjWHlpJrbydaWYEeSaLpAjefQQ9ZSF9hGDq+LdAVmLEY0vcxQhazv/lN1tx+B+v++td+8Y0+91wmXXYZZjQ6UPgBAQEDoOkGRYPGYT/9Q7ASyNGnoRUPYdO997LiN79h3EUXYcXjdKxYgRGN8tznPofb29t3fGLIEOb+6EekNm3CSaUIl5fvVuxQMXEiXtvrdC97iG4gVjeJ2mMuI9OyimS8vP+qGzOEbobe5bMPCNi/iVWPRvkuZqwMhKBs3LF0rnqCWPEgnKdupjhZTfGJn4d4BbnuFnIt64jVTiaXBU/U8+SFH8fP59Gs3duYDpozh2xzMy984Qt9OY0ByqdMYewnPsHyX/8a5fus++tf2fbEE8y9+WaMjmV9E8ty8V0I3SIeK4fmHCLXirTTmPHR+PleYoPH4zoOmY4WMts3kaibim+n0aLFfW3pRgiMnfe7l+8l37WN3m2LEUIjUTeVUHFN8NIfsAtaxzr8t4gcAES0FDX2g7StfgPPLqxsK60bjlh0K5NnzWfcMR+ia8sGzEiMZEU5Rr6L9Zs20/T886y54y5qjzyS2vkJXr7mMlCK+hNPJFpZycNnnNE3CQlQc9hhTP3CF3idmweMzYhG0UwLP5emY/GD5Du3EC4dQuVBZ1I+7SR0K4rd24puxUkOmYbv5kltW0L52KPQw0XvWp8FBLzf8HIpOtc+Q6Z5JSiJHopTMupwohUj0M0IuhWhuOFQsq1riFaOwu4YIKWbEIy78BMMOW4uufZNdC5bhpfLMefmm6k7+miSw+vQjFqyrWtJDDmIN/7xZ4oq65l++meRnk8+69O0aCMrbv0DACM/+lFW/+lPjP/kJ0HTGDx7ChseehKA+JAhHP6rX+Ipl2hZNYdf8U3s7YvY+tjj1Bw0nVj5CFS0AjQT5foM/cDXETqkmxaTrJ+PGU2y9dX7qB4xnbZFi0DTOP6u24mUFOHlMkjPY/Dhh/HYOecy98c/JL11I4lhIxl7/EfxXBvT0gmVlmN3Z+nZ2kxd2MD1XDxXMmzuiUz44Cfwclns7gz5rk7Kp07BzaYwdZ1sTwdmNInAx7V9IqVl6E4nti3xetJMP+dzOJk0eDaRomIQIfSwRtQqQnoKJQAzitfdhmXp1B1zDLFBg3jpy1/plyLIiEaZ99OfYgTv/QED4O94ntWMne+WhhXG7u3eRxEFBPxvKNcmUlbGohtvpPGZZ/rKhaYx7atfpXj0BIxIhEhp2T6MMiBg/6Z96VJevvpqGs44g5IxY8g0dbDkp9dTMm4ckz7zGazknk0XYVgxpJ3Dy+QZNHcuWx5+mNV/+EO/fUZ97GPUH388bjaLcFPo1qB3RXQREBAQsL8TpK4I2Gt4dobWN+4hvX0pqMKqUOlkaV/+MJmWVWhmlEhpPYkhFcRqajDjceb/+mfoERMrmSTbugalxch1dFNWMxqrqIjOFatoOPNMjGiCbGs7yoggNB0FmNEo0pfooSh2Po8QomBdn4jRu3nzLiIHgNV/+AO55mb0UDA5GhDw7+I6Ofzm5ciq6ciJ5yFDFTiZDBXTpnLoL39B/fHHkxw+nKHHH88LX/xiP5EDQO+WLSy68UYmffazbLj7bsZfdNGA7YSKi4lURule+lBfWeXMU8n3bKVk5KHoVuRdPc+AgAMN6Tn4doZcx0baltxD27IHAEHNwefjb3kVletCtqxELrgNcj1suvs6nFQn2eYU255+Gt9xOPiGG5hx7bWYJUmmf+0aBs2dCztWsL7J2PPP30XkANC+eDFNzz/P4Pnz+8ry7e1se/JJNP9tK+J8B5VqROW6UOEifDtLuHQIdlcjVYd8jGRlKYnqGoqGzUIzTLx8L56Tw3eyONke7N5WnHQHXj6Dm0/T8vrfaVtyD/nOzeQ6NtK6+B+0LbkXLx+sxAvYibSzyMbF/cpU7WxS9R9g07otpBo395XnUl2IcDFi3WNYC39JdXoBpc2PYbz2a1j7MGPP+diOChS18+ez+Ic/BKUQus6wD3yAhd/7Xj+RA0DjM8+w/dlnqT366AHjG332WRiRMBvu+TbZ5tVIJ0e2eTWb7v4mmS1L8NwcoeIa4jXj0UNxImX1VE78AGa8MnAxCgjYQ3h24TflTUckAN9O0770fnJtG/pSHlqJSqx4JX4uRbbxNWoOOxQoTCKNOe88jrz1Vkacejw9m55EuhkiVVX4+TyJwTV0r1lDpmU5qS0LqZj8QTzfYszhp9P17FKeu/gyXvjMFdjb21j5lvRu8bo6yidNYvlvfsOS3/wZle2kcupEhKZx8A034PsuMm8z99PX0Pr0T4nVTiS1YSOv//gWzIknkctkkZUzcLwIVjyJ9G3CJUPp2dCE9Hw0oSM9F4TgxPv+iR5PIHSBlC5WsgjNtNDDYWJ1dYRLQmhCIR0XI2QhhU6kOEmotJTqQw9GmkmU72PFixlzzEexYhF8z0AzDIpHj0FDoBQoM0akuBwrUYIIxYkWFQMKZSWQnoseDiN8DytZjELDjJaCaeHnchiGhecq0AtreYTQEJqgZNQolv3yl/1EDlBwzHnu8stx08FzQcCu7Exd8RZHh1AYN5fZVyEFBPxP+I7H1sce6ydyAFBSsvA73yFaVYVVGrjaBgTsjmxrK9ufeYYpn/882x5/nKcvuYQ3fvQjqg86iNJx48i2tv7rSv5DvFwvXl6RbWrCTaV2ETkArLn9dvJtbYz/xPmELA+lmUjfHaC2gICAgPc2gdAhYK/h273YO3KFv52utc8inSxuTwvbH/8uc374bY649XfYvc0I3SZWXY2X60F6kuy6RnItLUTKy9n22GNYRcVo0iZUWowQAqUEViKBZppoukAYJpYZQvkSoWnY3WnW3nHHbuNcc8cd5Lu63q1uCAh472Gn8TwdVT2LzQ88yGPnnMODJ5/Mq9d+Dbu9HTufQouGyDQ17TZfccvLL2PF4ww9Zj6Dp49i/AXnoZk7V9Akhg7l0J/cSNtrt/aVVcw4hXDlCKSdwc+n3vXTDAg40LBTzTS98se+317pZOlY8TBu9zb8zW+zy1cemhmhbOqpGNEoucZGnrr4Yp6/4go2/POfuKkUXd0biM8eyWG/vYVYbS0AVQcdRO/mzbuIHN5k0/33M+TYY/uVbXnkEbyyqbsIJgDQdCgdTsWMU+hc9QzDT/sW2fb19G5+AeWmaFtyH80L7qBl4V/o2fgSvpunZ8MLtC7+J+3LHyLftRnlO+gDODfkO7dg9wz8HBLw/kQiUObO1byiuJYus45Hvv05lO9TNW46sYqCrfnyh/+BHDK3sKNSqGwn2DuEe06G6KAqxpx3HgiBEY32ORNVzphB00svwY7J0Lez+o9/ZMrll1M8ZszOOHSdkWeeQcNpHyIUgapZp+9yTTc+81t0zaDp5dtoW3I/oZI6wqVDMGOl/SZm+s7V93AznXStf4HWxXeT2rIIN9vdN0kb8O6glMLL9+JmOvFyKZT0//VBAfsVXq4Hp7dlwG2da5/GtwsT5dLN42Y7aXz6t7S++gfGf/IMRp31EQ7+7nexUz2kNq2jZ/MLAORT6xh7/jnUHXMM+dYm8h3tKD9Prn0Dubb14GksuPobtL7ySl9bmmFgd3cDhefi5LChlI4fT+uCBWx68GGeufK7GPEkoz72MdLbtiEQ+J5DvLQYu2s7oZJBlE+bTLyuDt8sYt0zdyMjZRBK4No+QjexovWUTZyIdG1qZx+BGYsz/2c/worHyLd14fsKLaShhyJolsX8X/8aKxbD99OY8TBGPIYZjqJroHs9xIcMIVo3CN8DgUBoOrph4va2o5QgUlmBMAHfA6XjOAIzHEE6DtIIoxsCpSRSGFjJYsxEAoww0nXxNA2EQikPoSROzsHP5fvSiWi6Qb7XxsvldpnYexO3t5fUxo176EoJeC/hD5C6wrDCuPnsvgopIOB/wunuZt2dd+52++YHHiAcuDkEBOwWL5ejaMQIXvjCF+hYuhSUItfaytJf/IJtTzyB/W7MI3g5pOsSrapi1QAihzfZeN99CF1DK6lD+grfDkR5AQEB7z+C1BUBew0nNbC6UQ8nKB31AaSbp2vVM7jpdtzUFjpXdFM+oxzNDNG5bAnxoeVoymLtn27n4O9+l0h1JZplITQNAWhmFKUUSklAgm4WlDxKIQwD3/cwDAPl++Q7OnYbZ76zE+V570YXBAS851DSx8355PwS1txyCxvvvbdvW++WLbx6zdeYfu3VhOoroOedVcVKSmrqPcTCX9AwbRbDjr4FOy/RY0WYyRhm1ETTP4L0HOJDJpHr3EDzgj8VjlUQKq7tG9wMCHi/49kZOlY8ukt5uHQIoWQ1ztsnQhuXMuy069F0i+e/egXdq1b1bepctoznPnMZc35yM6/ccSMbX3iQI3/6UzKbtpMcNozNDz64+ziy2X6DxAC6ZZHJ5gnPvhyj8VXElsLED0YI65CL8WMVWGaY4jFz6G1egpftBiC1eSHxmvH0bHwFJX1Sm14FKZGejZftwst20da9jUTtZEpHzaexYxNK9v89T21ZRKR0KFqQ1iYAMEIR/GGHIre8CoBfdyiv//43HHzJ1wkXl9G5eQ0TPnQ+0dJKlt19K105g/Jhc5Ebn99ZiW7B+I+w7Je/wYglOPyXv8SMxfo2m/E49js8d9qdnQhNY+iJJ1L65S9jWCZWcRFG11LU89/FlpLSqtGUnn49Gx74AXbXDuGSm8e3M8QHT0K3YriZdrxcD0Yohh6Koe1I5SI9B+nZOL2ttLz+974V6ZmWVWhGiOpZZxFKVO7prg0AfCdLtmUNXeuew3cyCCNEUf0MEnVTgzQ6BxB2T+Nut2lmBDeTw+3pxne7MCOlZLYuBWDbEz9gzPk/ZPuTr7Hxn3cz/IPHk+0sfHd42S4SdaOZ8tlLWHvn3+hZuw7dPAxYj27FyG5sJ9PYv13pOJjJJNM//1mqD56F53sYkQjCMFCeh2fbeOluRp19Fit++39UTZuMMotxOldjFVUjhKBiynRKx03A7mnHy+dIp3qJD6pD2jbCsDBipaAg1biZoqohWMk40eqZ5Ds7SdQPwUun0KwipO+hRSzC4XKEYRCtm4zv+JiRGEpJNF1AqBy/O41hRPAzebRoCD9vg1CEi8rJ92RBExhWBOk7aEJDN8CXCjSw0xlMzUHTYkjHQfmq4NyoFJryUZoJThasIqzSErycQ6jYwrBMFDpC13AyWXBdlJS7/QzzuxFhB7y/kQOlrgiF8QKhQ8ABiO+7oNQ7ft+9G6vRAwLeU0jJsltuGXDTtieeYNwFF+zR5nzPBgTK89jy6KO7Te8LkO/oQAgNXxiYsRhO11bMt6T5DAgICHg/EDg6BOw19HCif4HQKB19PKUjP4hmp1FermBpmawiUjmZ5hdfRBBC+R4oHzNRgZ+3cdNp2hYvJlQcZfipp6IJgWaEEEKBEFjxBJqmIT1vR7lAGEbhJVUIjESCypkzdxtn1cyZWMXF725nBAS8R/A8Bz/bi2EZfSIHIxpl2CkfYtynLmLoySex4le/QeU9EvVDdluPmUigh0LI6oPQD/o0Zt1kIlUVJOqrQG+nffmdaIbB9nXbiA6ZSceqR0ltfm1nBcEKyYCAfijPxs30fxmOVo6keMShdG9bgjb0oH7bRMVIzEQlvZu39BM59NUnJSt+9X+Mmn8que52Nr38OJHKShZcfz3JYcN2G0dy+HCyzc0AGLEYwz78IaZc+SWaV77K/dd8kg2tCm3u57AOvoDQvEuR8QqaFvyJtqX30r3hhT6RA4CX70G3+k8O9m5bTLx67NvK3sB3MsRrpw5wHn4hf3dAwJtEy6DhKAA8I860sy5j5YO389R3L2PRH3/IK7/5Dq/9/mZmnv9lEvXj6fKG4035FNrUc9AO+Qzq8KtIa0UMOulohp75IayqErRYqO++6Fm3jrJJk3bbfNmkSQhDZ/FNN/HkJz6BFrKwehYjSmvxJp2OP+0sGDoHNjzL0OMu73es0HRCiRriNRPRjDAAdm8LTroT37Vx0h20L38IO9VM6xv39Ikc3kR6Nm1L7sMLVv3scaTv07t9Ce0rHsZ3Cv2rPJvu9S/QufopfDe/jyMM+HcxwrvmWzbjFVRNP5vioUfhpzphxd0oJw3svMeGnvQVZF5nxf8V0k242VyfAAmgt/FlwmXFmNEI7W+8Qax6NJoZxkzW0rVq9S5tbnrgAebccD3VQzREOEpq2wskhtYz5JhjmHfTDRz1w69RUhNHSUnX6tVYERMdHTNRSf2JX8TPeiz87neJVpcg9DCjjz6dSFE5bjqFZlk4vTnC8TC6YVJcOwwpFIYpUIAIhcB1MKJxlKahFAgFynEQQscIxUAYoCRKCYQRxnEVRjSE8iRC19F0HTMeB91AoROKGEhfonwJwiiINnQL3dARwsD38mhmGIUAYaCHI+RTXUjlIYTACIUR4RhOLoPQC4sZ9EgEKQWariNMEzMawYzHCZWW7vbzLR458r+/OALes+xMXbFT6KBbYdxcNnBCCjjgkJ6HlJLyyZN3u0/NvHmFdEUBAQED4jsOme27d4fsXrt2j7anPBtfj7D1icfpWLLkHecxyidPxojF6dn8Ksr3Cs9OAQEBAe8zAqFDwF7DipW+ZXBHUDrqJISIgZODVf9A+C4l4+ZTPe983FQvra+9hhGuQXoOJRMm0rNtK3rIQug6oaI4ynUpGjIIhQLdQvp+wdlBE/i+wgiHQSuIHJSSIAAl8TJpGk4/HT0S2SVGIxZj6Ekn4fT27s2uCQg44FBK4Wa68dIZwlFBav0ahKYx8pyzmfPzm7GL8mzd9AJeuWTmDdcRKSmna/taag4/fMD6xl90EWYigeNoeLE6MppFx9ZFNC+5l55NLxdWX2smDYcdTdsbf8XLdfc7Pl47KXBzCAh4K0LrnxpC6CRqp6A8m96tC5HFQxClQwvbNANRNQ5DKJqee3a3VXYuXUpRTWHytmTwCF78yldoW7gQ6XkUjRgx4DHjPvlJ1t15J0NP+SAH/+h75JM5Ft9zC6nmrRz+pZtoX7uU3qyEaAUiUoy9G/cnACtevsu9/3bHhjexu7YSrdg1pkTtJHQjcHN4v+C7OZxMJ3aqBTfXjXzb9aKUorulEVV3MNrhX8YoqWHtE/+ke8uOgSohmHb25Uw67UJev/2nPPejr9C0dSkqWUY2MpiclmThHb/g4a99nGd//GUeuuZcFv7pZsxYjOlXXYUeidC7eTORigqigwbtEp/QNMacd16/1caNzz5HRkuw6i9fZf0/r2fd37/O6n98k3zZaAzlE60ZB4AZL0foJiiJk2qmY+Vj9Gx8CaGZCCHw7TSNL99Gtm09Qmgo3xmwj9x0G9IJVqjuaXwnTff6Fwbclmlajh/0+QGDlawu3Gtv/p2oIVE9FzeVIdvSAR1rkY2vY0VLkJ5DpKqBcMUw9GgRXs4m11JIe7Hur/8gUrZTmFc2+gj8TJrBh80lUV9P8/I3SAw7AjNSRHzwrt8XqY0bqRjXgMRESYluxdn8wP1Mu/zTlJrrsSrryHpG4Xn8zDOR0ke5HkaiHCtZg5vJ0bZwIZphkt7eiG6GiZSVYEQiaCGTcHkxml4YHjKjMTQrhJvJ47tZdMMin0qjhEIzDPxsDt2wMIqLAA98Hy0SQikKqSQAlEDoIYxwCCMewwiF0UMhwsmSgutDNFo4TihQIH0HKXT0SBG6bmBaMXwXNF3HiBSEXGYsjm/beI5ECB3MMBRGA0DXQHm46TRKeWiGhhYK4eayTPzMZwb8bKtmzy6kwwgIeBt9qSt0va/MCEdQ0sezc/sqrICA/wrNsGh9bQGTL/8cQtt1GiBSVVWYKI1EBzg6ICAAKMwxvMOYo5XcVRj7PyF0ZC7P9qeeZvszz1B/wgkY0V3vUSMapeGMMzCSCXQzjFA+oUTFno0lICAg4AAgEDoEvGv4rkvv1q30bttG75YtuDmPqulnIowQ4bIGpOPjZR2EclAdG5AbXyBSOpjEsJn4rotmGKy67c+UDpuLpmmku5owoiZ1xxxN3fzD8B2FZmgYlommGwhNRxgmUoEeCqNQfemQhdDQNL2w+kTXcd0ch/7sx5RNmdIXb8X06Rz6sx/j5jMILZgwDQh4O066g2zLOnrWv0rvthWABD+Pt/oRokNGcNQf/0DprPE8fuOlbH75MTo3rmLjiw/z5E2XYedTrH3mbsZceB6jzz237wE9XF7OjGuuofbII3FSPVjJKF1r7qV7zePk2jf0TcwUDZ2NMEJ0rHgIZP/JmlBJHVbwIB8Q0A/dihKrHN33d7SygUzL6j5hQOvKx2DCyeizz8ecdAq+k0WmmgmXFO22TiMaRfoeRjiKjklm2zYAXv/BD5hx7bUMPekkNLMwGRSvq+PQH/2IaHU1dccfR9mcqTx50+fY8vLjhe+G5x7kyRsuo/7go9ny2rPkPUH+6Z8QNS0iZUMHbD9RO5V00/L+hUIURB1vR2gov/+qJDNWTqRs9+4TAe8t3Fw3rYvvZvvzv6bxpVvZ/vxv6d7wMl6+F79zC/bLv8Ne9SQr7v8zqbY28p6J57hsffWpvjomfOh8Uo2beOFn19K05GU6N65k2T9+y0NXn4uT7uHpGz9P7fR5HP+dP3LCDX/iyKt/Tj7VhdPTy6o//pGj//AHxl98MVufeIK5N91E7VFH9Q0wF40YwSHf+x7bnnwSpGTm168kWl2N0DXaFv6jn4hHOlk23n8jvhklPng8wrCoP+lK0AzaF/6TpmduJVEzgVz7Blpf/xuZ1jUoFEVDZ1M17TTUv3A92p1gKOC/R7r5Xb6D3spb3WoC9j+yLS2kt20jtWkTbtqhatoZCN0CIFI6GTRB84sLCMUs9LaFgEJuWUgkWUndkZcw9EPXIn1F99p1FI8u/BY3Pvsc0kkQLh1K6egjCYcTZJpbMKMRpnz+c2x48QFe/8tvEJk2yiaMQQ/tFOVN/fKXmfqlLyG7NqFig/Btl1ByFFseeQy/cxP+6FOQhkW6q5t8qouq2TOQmgWGBsIk096FFokx7pJLkLZLtLKisGJdgCYM0HWk7aHQEIYJUiLQ0GMJZM5DD4cwohHMcAg0gWaFQAczbKEU+LaNm8+imRZ6yALfA12ghyII0wQFQjfRdA3N0FGagcLEjFgIw8LJZjFCYTRN4Dk5pGOD72GEDJA+0pegCwQCK55ESYVyXaTnIxBIO4cQLgKFbhloQiAdFyMUQno+ReNHMvWqrxCpqgJAD4cZftqpTLvqq0CwOj9gV6Tr7hhj2vmMaYYLC2XcbHpfhRUQ8F/h2zalk8ex/LE/c8gPv0/RDicboWnUzD+cw2+5BTQRfBsG7HN820bup6mkQyUlDDrkkAG3aZZF6bhxe7ZBoaFpilBxMaVjxyISYeb8+CbKp+50rSyfNo3Df/1LOhrX4KQ6iFSMBKXQzV0Xdr4dpRSebSP9wB03ICDgvYHxr3cJCPjPyTQ1semBBygdO5ZtTz7J9meeQWga4y+6kCHHnofdnULhs+3xZxk2fzYSEEpA9zZk6Si616xhxKmnkhhcCdJjw/0PkZg8HN1LMf6ic4iUFWNnfaQeQjdNXDuLZUZA09CUQglFYUmJhDdV+FIiNA1hGbRvXMayu3/HyBNOZewl5wPQvmkFz/7ySqaffQWJoUP3Wd8FBOxvSNfGzXTSs24JTq+kZ/1Whp90HKnGtcRKBuPFh7P10ccomTyOV279LrzNzlNJycu/up4ZH/8ij377YupnH8kxf7mjYFWrFEY8jh6N0rt6G6WjhqOHIng7FsoIzSBRN41o5UiE0Bg082Okti0m27IKoZkk66cTLW8Icl0HBLwNzbAoGXU4dqoJL9eDEUpgp5oRlaMAUL5Dy4pHMCLFlI89Fj/Xi2hfz+CDZ7L4J2KX+xhg6MkfYPOCxwgnS7Dbd+Z4LR41inxHB3okwiE33ggU8kQ2Pv88Yz/5CYacdBwPXnnWLvUp6bPwDz/koEuuZfNrLzK0dhb2Mz+m/Phv0JTtwsv1FM7FilI68jAyLauRb7N7j1WNJte+YZe6wyV1eHYaM1oKQpConUysegzG29NoBbwn8fJpWhbehZvp2FEiSNROxTCjdCx+AE0IEnUz8XzB1I98Bs/J89KvvsmkUz/ZJwrQDJPKMVN58obP7lK/k+ll+b1/YNYnvkyuu4MFt95Iuq2R0qGjOfiiazGsMKPPOouXrryScFkZ8SFDWPWHP5AcPpyJn/40mcZG0lu2sOSnP2XICcdjhCRu9+Mc+sNvIcwom++5a9eTUpKO5U9QMf3DlE48Bt+1kfleKmeeDrpBvn0TVqIKp7eFng0vEq8ei5vtJLXlNaqnn8kOa7NdqtWsaL/V6gF7BqG982u2Zob3UiQB/wl2by+dy5ahfJ/WBQvY8sgjSNdlzPkfZ9gHzwMkWx99hsrpk9n+7LPUHnZIIc2i0CHfg6FpiFCEXLYTTcRpW7iQseedx0tXXYURjRKOWETKJtK1ZSmW7iP1kSz+2a+Y9qUvoC96GM0wURufI9RwFHN/9D06l61k6Ekns+Yvd1J35KFoXjtEqkH6CBWievYMtFgRedeGrEAJge/ahTzNnosSCjvdixkvws91Mubcc5Bd2wiV1RJCIKVEiII9v51PY4XjaFIifYVmmijf3fH9oBCmjm87GFYYGSq8Zkun0JYZjeD7PmYoip3qxghFsAzw3MIAuhWL4+fyGBGLfC6NEBpGzMLzfDQ8NE0gbRthWSjXAwR6KAyykApDSR/dtDBME03T0EwT3ZJIYaKHIjvOo+BkZYZDoAQYJmhglSR44KqzKRo8lAlf/gxWJIFCsnnB4zz63Us47rrf7eOrLmB/xHftQurTt2CECkJ9J5smWlq5L8IKCPiP8R0HJ93Dor/8lKYlL9OxYTmjzz2dePlgEILmlQtwvSxIDS1wyAzYR2Sam2l55RW2PPwwVlERoz76UWJDdp/6dl9gJZPMuOYaHv/4x8m1tGDEYvj5wtjE3JtuIlKxZxdfKSnRNcmY887FSMR4+TffordtO6OOO5UxF38chKBj4wqe+ukXmHPpt/A9FysaB0TBEXc3SN8n29jI5ocfpvW110gOG0bD6acTq6nBGMD5OiAgIOBAIRA67MD3fX76059y77330t7eTmVlJaeccgqf/vSnAzv0/5BsaysLv/tdGk47jZevuYZcayvh8nImX34Zg484FN9N46S6CJdVUjxyJMoIo406Em3kfJSXx8uniVZXEyouZtCMMSBtiobVE6scgt+6GmvwLLBiiFwPCoX0JZpuonQNoRRKFAZD0HS0t6zyVLyZvcJn/TP3kutuZ8k/frVL/OueupvB0w/dex0WELAfk+tox02n8NItrLvrcYqG1tFwzGw8X5HryuFkNqO6C/mH59zyw92ucMmnOjFCYZT0aV7+GhM/7LH+hfuYdOqFOPksXSuXkxw8GCfdTqRsGEXDDgLpg9AQml7I3RuKAlFKGw6lqH4GQmjoVmCvGBCwO8xoMYNmnYXd04Sb78VSHnaqmXDJEPJdWwDwct0oINe6gWRyEPr2BRz0tat4+Zvf6Sd2KB47lpqjD+fJmy6nqHYYyWHD+7aN/fjHee6KK5COw/o77+wXgxYJMfi4+Xj5gW1+c93tWJE41WPG4ekCU3rIpuVUz/goSnooKXFz3ehWFHvDS/2ODZcNJTZoAm1v/LNfedGwgxCGiWWUUTn9zEJ+ZSGC57n3EV6++y0iByhpmEfXsifoWv44AOUzP0Jmw0aW3vNnUo2bSNbUM+m0i0lU1REpLifX3U7psDG0rly02za2v/4ck079JE9859K+ssbFL9L4xkuccP0fWXnrrfSsW0fPunW0vPJK3z6b7r2XiZdeyqIbb6R82lSGf/Ak0ptfI9++ie1Pfo9hp35rtw4L+c5tiFCEtf93Gf6bQiAzTPXc80gOm4HWE8PpLdjk57u349lppGejpCRRN4Xera/vUmfJiDmB0OFdQLeihIoHY3fvmstXt2KB6Go/pWv5cuzOTlb89rd0r1lDvK6OWdddS9mkcfj5bnKdW+hZs4bKaVMZc845pJs7SNTMxJw5mrydxQTsXC/Zzs3EKqZSMW0a7UuXMv2qq5DZFFbLM8iKk8i3baKkbjSh4lIan3+JXMe1jLv8Yt742y/xQzPRmpdSMmo8VtzGy2QYc9pJhfQOJSNxG5sJ6ylcGad04gT8UAUqn0YhyLQ1MnjCXKTrFVwXAATo4RDIGNLzMMsG4eRyhBJJhO8hrBDK9TEiETxhgO6jPA9DF3hoCEOAVIV0E6FwwUURHeXKQpkZAukg0FAaWJEw6Ca+KjiaWLE4AgXSBT1ScKqQoJTEiEbx8i6hRALQcHNphGaiRUKYsTheNoMRCYEoTNaZsRDoBkIHzYwgMED5gF5YeS9EwfnNz2HFYviOg53pwc320r52Ke1rl+7ymTuZIGVlwK74roNm9B8uNfocHYJrJuDAwc2k8Z08TUteBqC3eSuv/fnmfvvEKqupP+hopOeg6cFEZ8DeJdPYyOMf/ziZ7TufmTfddx9jP/EJyk88cR9GtiuJIUM4+o9/xO7uJr1lC6HSUqLV1USrq/s5ce0JlPJB+kTKSuhp3Ebb2iUALPnnr3fZt3vzGkrqhiN0EyPyzu8Y3WvW8Pi55+JlC2n0mp5/njV//jNzbr6ZwYcdhm5Ze/Q8AgICAvYWgdBhB7/5zW+44447+N73vkdDQwPLli3jyiuvJJFIcO655+7r8A4o7K4u/HyephdeINfaSnLECObc/B0i5SX4+S5a37ib4qHHkWluQynF1mdfZshx85BK4Wa7MYqHECopIbN1EwgFVoSiUUPw8j7msNm4efAyeTS3G0+VoMcL6SqEbhTsq5UqTIwiCoMdSvWb4FC+fMf4lVKowLopIIBMYyMrb7uN8Zd8Ai9bxMizziFSFGftgw+y9clnMCIRZn7967z2o+uxioowY7F/q95Jp1/Mwj//mOHzTkAzDCJkiIyuI53qQDMNYlWjcbOdKMCMJAv5xt+STkZoeuDgEBDwb2KEkxjhJNL3cFLNNC/6G1VTT6FrrcTuLqSeQPr0rH2B4qM/jVj6TyrLR3HiHb+j8eXXyKcyVM2ejad5rHzsDmZf8BUqRk2ia8M6EvX1CF2nZ8MGpOMM2P6me+5j8PFHvHOMoRDFcR0VKsIxI8hUEz2rnyDbtp5I+QhKRh6K7+QpbpiLboRRyseIFOHZGcxwguTQWeQ7t6BbMRJ1U9CMMC2L/o7ybAbNOpt0y2oyzSsQmkFyyHTCpXW7fIfoO9yflFKBIOI9gJveKXIwY2W4qfY+kUOy4RBSvRoLf3lN3z6dG1fx9Pev4KSb/86ED53Pgtu+/2+1k+1qo3rCLMYfdwqhaJxMZztL7v8LTk83LS+/PPAxzc1Eq6o46v9uIV43BF2l2LLoXqCQzsBNtRAqG4LdsWWXY2M1Y5G+2ydygEKKhManfkWkfChWoqrf/sr3QCnsVCOh5CDMMWX0bl2El0thJSpI1s9A+h66GYgG9zS6FaFi4gdoXnAHXj7VV64ZIaqmn44ePMfsd2Sbm1lz++1UzZpF95o1VM6cwcxvXIkZD+Gkmmhf/hBWspri0aPRIxHS27ax4Z57OOI3P8PNdmCnmokUDybdsZHooKmEkqVEKivJbNtG16pVzPve11Fbn8dOdVA64WiIJnB7mpnyxSuw27tw2nqon3U41vCD8FY/Rvuie6g8+GN0LltLYngJtlaMm86SadxOJN5CuHoqjB6zw9FQo2P9SqrGzcDpbCVSWYESOkI3MHasShdmFOnmkEYUwwqhZMEBUbMEvu3vEDBo+K4NUoGlIzSBVE6hHl1DCIGUCmFYGCqP7+sIXSF0HeV5hZUFug6aQOYleshCKQ8BGKbAc/xCGgsKlunSVUjpIYwIAoERieHnM0DBnUIYBaGi9GxQCilB4WOYFkroKKEBCmEYhXMxDHxPoUkfTddQukDJf/Xu/87bA96fSNcpCGXfghEqOPE4mSB1RcCBgxEJk+1qf8d9lFIY0Rj6O6wCDwh4N/Btm+W//W0/kcObrPzd7zjymGP2QVS7J9fayqIbb2Tb44/3lcVqajjsllsobmjYw61p+ELDzebwdzPW8iZGOIoVS4Imd8yHDEy+o4OXrryyT+TwJkpKXvrqVznx3nuJDx68R6IPCAgI2NsEQocdvP766xx55JEcfvjhANTW1vLAAw+wZMmSfRvYAUhqwwYqZ8xgwz8LKyxnX38t0m/Fy2n0bHwZlMIqipPvaqV90SKqDpoOSmL3tmNGSxDSJ1pZhhnSEKE4Xj6D73TS9MJK4qedjBWzcG0JVhLfdVBCFCYodqSqEJoGCpQQBU9NdkxY9P2jUT/7GLJdbYw//gyqR40HoHHlG6x4+G8MO/g4UAPk+w4IeB9hd3fTtngxo8/6KG0LFuNms5RPnsKj555Pvn3ni7LyfaxEnONu+wVGMskHrvsFUkoal7/Oyof/hp0uTMaEkiUoKZl5/pfJdbfTsX45B194JcLNIM0ormdjJUqQbo7uTQuIVgxHKZ/O1U9RNHQWkbKh+6gnAgLeI0ifTMsaysceTfuyhykecTClo4/At3sxokWUTTqO1jceoeqwz+G+/H+Ipl8ytHYoWBG0MhtZOZH4oCtIRBRdTc0svONHzP3G9Wy5/xFybW27bdZNpQgnijHCkV1cHTTDZPQxp1JUXgbZDjR8zAknoYwwTssaQsW1GPFaepu2EEpWoFnl6JGCX7abaqFj1WNIN0esZiJl444DCpMhufaNRMqG4tsZejYtwEyUUzR0FkJoSM+ma92LlDQc0id2kG6e4YOK6Fz5CEp6JGomYiYqAkHVAYwRKer7f7R8BC0v3N73d3Lssbz8nS8NeJxQPtmuNmZd8FVWPvBnKsdMBW7tt0+iqpaJJ59F5YgxRErKqa6+EH/xXZDtIBYr54jzLsCPlr5jfH6mm2TmKdTGbrT5X8TLdvVty7dvouqQy3C6N9L6yq1IpzAQJYwQpROOQrn2gHW2vPJXao+7vO/vcHENHSseBqB7/QtUTDqZXOMK4oMno1sxvFwX+a7tFA8/eBd77oA9gxktYdDsc3DT7dipZsxYKVayGiOcDARV+yFePk+ouJjG555DGAbTr/wCmukgHZ+udc8DYMUriIypJr29keaXXiIxZAhurpts23pilWPwPA8rXoERTiDdNPHaGmqPOgrNNPHSKcxhh2D4kvZF91IyZh5upoWikUWYE6fw0lVXMefmb+E5EjHicOwnbkF6ecrHNaB6NiOtEjRdxwxbeOHBkO/CF3FMPYkWCrHu6X9yyGe+iZfL4rs5NM3AEAJMC+n5aKEwmpCgfPRQBIWGchVayEKYsvCqrGto4RCaZuA7TkEEIAuiBC0cQ/oK37ExQibCCqG5Hr7tYoQLKSWQEiedRo9E8PN5jJCFpht4rge+QhiFd4fCIgQd5eXQd6TIkFKhGSGkpqOUKqSt8DyEAIFAWCZOTzd6OIRuWIWc0spBCA1N0wqJeYRAeh6aZhUEFLqJaUUwo3GK60Yw8cQziCSSeI7DqqcepGXF61iR4Lc+YFd810EzB05d4eYy+yKkgID/Dt3ES2cYPO1QEhVVDJ99GALoaWlkyX13kGrcRM2kg/oEaAEBexO7q4uNd9+92+3bH3uM8nHj9l5A74CXz7P8N7/pJ3KAwgKxJy+4gOP++lei1dV7rD2BBnoIL2eT3d5E5bjpFFUPpuGQI9F0jd72VpbcewfdW9dRNX56Yc5DSrx8L7oVHVDwYHd307N27YDt+fk8vZs3B0KHgICAA5ZA6LCDqVOncuedd7Jx40aGDRvGqlWrWLhwIV/96lf3dWgHHFZxMXLTJjTLomTsWBC9hItqQAic3lbMeDnZbUuJlg8lWl1NyZiRZNvXE61oAM1AeXk6191L2ZgPgqbTs/YlIoOmUHfkYSB9NM3EMB08GQYnjUDuUNsL0LQ+q22hFGiiUK4UUvpouo5m6oyYdzzDp09HW/sgamlhALuhYjTDv/4TRKQcPRQM+Aa8/5C+h3TzKOnh5rJomuCJT17EoDlzKJ88mZW33dZP5DDxM5/BzWSYeeUVmCqNu/h2wu3rABhZOYZh1/yQp37+HXq2b+Dgi6+ldPgYlt/8e3zH5tjrfosZCaN0jfZVj2J3b0czIwyafS6+kyXTvBIzVkbZuGMKEwLvoEoOCAj412hmCDNWQs/mVylumIsRTuLbvQg9jJPtJjpoDF4uxean/o/Bc87CNC0ECteGxkXL6fjn7+jdupVDrvoMEdNHD4V49parmPShC0kW1bL6D38YsN3EkCGkGrcy9WOXseB33+srNyMxjr3yZmKplTgPfwOkh4hXYE05HRkrI6IsmpavYPkvvoTd240VTzL2xLMZMms+ZljHjJVQPeNjOKkmNDNEtnUtRjiBlagkWjUSp7cVu3s7icGTsXsaaV/+EMp30UNxikfMxXfyGKE4np2ha81TZJqW9cWWaVpBqKSOykkfxAgHEyAHImasFN2K4TsZhGHhZbr7tnmOh+/kBzxOwye1fSPNyxYw4ZRPkKipZ+TRp7L2sb8DMPSgI5l28mno6x5Gvfo4rtDQB08hNPvjOC//HyrTjlj6V8JTzmTwEfPZ/uRTA7YTqyyFZR2AwlvxAOWTjqfl1bsACJfXs/IPd5HevJnpV17F1oe/iZWsoP4DX0EJDTc98Ko8u3MbYoeqt2jorLdmnkG6edreuIdk/UysWBlCNwkXD0YPRdGMYPXeu4kRTmCEE0TKh+3rUAL+BUII0HV0y2Lw4YfjZLdgFY8EpfDtglV9tKKBTfd+l+Gnf49IVRUjz/ggmm4SKRuO0HSU7xAfPAnpeXSufgrp5KmYOp9tTz8PegO+0NGtML0bXyPXtpG6Yy8l07IBL5tl3CfPxdBN1LI7kSOPJFo9GlOAZhpQOQrVkcaM6MSH1JFraSZUORjTyeJmUoSiSXTDQmgakcoq7GxvQdznuhgxEzwPKxJG2hmQEt92EFYYpQk03cTN9WBG4ygFmq7j+15fn+ihEAqJJgS+5yOUv8PaXOywZlAobYfbg+eimwaabuBrGtLz0U0ToUvQdZT0scIWnmPvSHth4ecyoEVQGoX3ddOiYN0gC2aN0u97DzCiEWTORoQiSMctuEmYITzXRjetHe5SCpAIz0FKgRWNceI3f4Xeswltw5OoTd1ghJk59yC0cy4DI7BpD9gV33XQ9LelrnjT0SFIXRGwH+PZGaSXL4jAjDBCM0lWV3LYp67EWXo3LP8jKJ9osoaqz3yJlsY2NMPqS80SELA3UYB03d1u93MDp7/cF+Q7Olj/978PvK29ndTmzXtE6OC7eaRro6QOUhAqLWHQpPE0HH8EzvL7YdXtID2iiSqOvPBSuno9jFAEBDQvuAOlJLGqsSTrp2FGivvV/a/cq3fn0hkQEBBwIBAIHXZw0UUXkU6nOf7449F1Hd/3ueKKKzj55JP/o3r8/TjlwZuxvdsxxgYNYuWtt1J//PF0r12DlD1AzY6tgmh5A/mWjSgUgw6dg1KScPGQHTk1JU5vK9LN0bH6fgbN+AhephMzWo6ue+BmIJIEBYalI0gUnBsAoRWsKZVSoGso30MT5o4BGIFQgFRYYRORS5Nf8CuUt3NVnGpbjejeQvjIL6N0sVc+y731mbzb7M3zeNNefE/w38T7XvnM3o6f68HtbaVn3csY8UGEksPJtrQy6dKzJxgkAAEAAElEQVRL2fb445SOG8fCG27o279o5EhCxcX0rF5FWe1M8k/8AvydD8WqdRV69xaO+sK36OlKESurROZyHHTRNVixBIapo+wUeSfTl79a0wu54OK1U4nXTuFNGxbFe6e/36vXz+7YG/frgd6nezP+SPlweja+TPvS+6iaehqtb9yzw/kIyiecRKx2AlayknyqDSNRQ9eKTXjZLFsefgQ3m2XQnDlIEcHY+jxHXn49T/746yz4w43M/dS3SNTX07t58y5tjrnoAt742y2M+8DHOOH637L8gTtINW3h4PM/T2TLo/idm/r2Vek27Od/gTnnElpWr2XRn3/at81Jp3jjr78g29XKuBPPxm1dS3zQOFJbXsPpbe3bT2gG5RNOAKUwY2U0vvJ7ysefgJWoxO7ejm+n6VjxMCWjDkcI8D2nn8jhTeyurWTb1hGrmbgHP4F3hz11De3J+/VN9tV9KcwY1TM+QvOiu3CzXcRqJ9C96unCtnc6T+kx/fTzeeLma3jpluuY85nrqJ91BBUjJ7Ft4XPMOPUsePnnhWdNACXxty1Cdm3Gmv5R7OdvAcBbfi/TL//0gEKHwYcdipnfRuHXDWTLShJTz6Ll1bvQw3EiFQ2YkefpWLqUNXfcz5Qrfo3QwUl3Yrg2bQvvHjD0UFkdaDoVk07CTXfgpJoKKV52pLmQnk33+ufRQ3GqZ3wELZzcL39fD/Tv9HeTt/bNnr5f91Z/78+fr1VaSqS8nIopU0hv24xndwAjC6kRAc2KIoSG3b4RN9VIw2kfRjMlCG2HYEjiZbvRzTBCEzipFgA6191N9dyD0IvKQPfx8ylCpbXUHH4BmpXEDI8k19ZG5fRpCDuD6tiAGH8KobIGQIDnQKwYtAxoGsqE8OBawlETO9eJrUdBSiaf8SkMQ8PuymDEYmhGGISO8EE3dHCyhfdtoYFUaPioHakolGsjvRAg0ISPJgywBH7eRtPDIBUCHyFthK4VUj26Np7rI30HzQuhaSA1A2mnMKwiVMQFXUN6EuX56KEw0nWRnov0bDSiCMNANzSkL0G6KF2g6wZKegjdQDMlynPxnRx6KAq+wgwZ4NpIzwcl0DUPY4fdupfP7JiMFvgKNKEIx8LIzqW4y/9Bn/7Ly8OGpxF2N+a0jwx4Pe7Ja3V/vl/353tyX+I5NkI38N+W+sQIRbDTqV36K+jHPcP+0I/76n79X89dSQ+3t4WOFY/gZgop3ELFBeG2aYH97M+gt2Xn/qlGxMJbqZ//efxIHIS2X1y/+8M1sD/wfukHIxajZt48tj/99IDbBx155L/sg701Ruzl8/j2wM56AOlt2/BnzPjf2s/30LHyUfIdmxl00IXkWzsIV5SjR1y8l34N3Vv79lW9LYjFf6T60EshHsd3nb73vtTmV8k0LWfQ7HPQQom+Y8yiIiKVleRaW3dpW2gayeHD37Pjbv8NwTnved6NMaeAgDcJhA47eOihh7jvvvu46aabaGhoYOXKldxwww1UVlZyyimn/Nv1LF269F2Mcs/wbsdYVlTE+AsvxO7uxioqwggXY6eaMMLFRCoasIoGYYSS5Ds2Y8TCgI9mGUgnB4iCNaYVpWzMKSjpUXnQmXSt2ULZ8FpcL4xCIjUNU4AIh1FK7rB/FRS8NSUo0PpSVxQGp5TyC/spibfuWfAGeEBxc3ibXkIbewJvLF78rvbTWzkQrpt/h71xHtOnT99jdf0v8R7on5lhGJSWJLEMjXg4TL5pGfn2LRSNOQo9HKdr6TLalyxhy8MPM+0rX8Hu6kIzdv5kNJx6Kqv++EcO+vpVeGuf7idy6MPJYnasIhQdhhmKYCUMPM9H0xStS+8jUj4cN9vZt3usZjyu67B01eJ3vwP2MQf69fPvsjfv1wO9T5cuXUo8FqMoUVhN09ObI535361xhRAkEgl0TcP1POomn0am8Q1yXdsoGXkYXWueJlYzAbt9M41P/YqhH/wabUseomLmBWx+6CG2PvpoX11tCxfS8uqrzPvOlagFt3L0JZ8jryI4+Szzfv5T3vjhj9n+1FMoKYlUVTHl81fQ3rKS7q3rMHWIrf0HMw8ej4zMI1ISxV6yacCYvTf+TqzooAG3rXv8H4w++jS8TArfyfQTOQCY8XKk5xAqGgRKUjrqCDpXPU7ZuONo696Z+7Nn48sY4QRCMzGiJf1SB7xJastCsloJ25vfOa/t/sL/eg/syfv1TfblfWlZFjVjT8YSkljlGHrWvoDyXYSXIVpaRbazZZdjHE8QS2/k6Eu/SndXD8nBQ0lvXUKiqoFJHzwbsf7RnSKHt6AyHah8CpGoQvW2gJsjHDOZ/NlPseK2P+H29qJZFiM+dDJjTz8O8cbvdh5sRpBuHitZRfURl9Hb0UG6qQmALQ8/zISLL6RjyR1UTT4OPRIntXnRgOdbOePDKM+lY9UTSCdL+YQTKRl9BF2rn+wb9AqX1lPSMI/u3jxbVy/+3zv5XeRA/05/N1m6dOkev1/3dn/vj5+vpmmMOOkkOpYsoXT8RIxwN8r3kL6LlawmXFIHQsMqqkYPx9FCBsruRSAw4mWkty8llKjCSXdgJioAiFSMJFI1FeHptL/+OuVTx+GnO6g75rO0LXuA4mEnsOq22yifNo2ikUOxTIE77lSaXnmDsgkTEVYc5dv4ro0eDaM0jZaVb1DRMBUhXaSXJ5QoR9MMEonBIHY4HaqCyaG0c5iRYoRuoZSDcG08z0DoAjwXPAVCx4hEEYKCM4Jlge8iDB1d11G6BhKkEDsWFoBCoaTA0MD3IZ/qIJKIo3wNKxIBN4uunILlspNHkwph6IV0E77ECMVRro0wwwhdw0ulMBJxDKHw7AwIDenaCBR2OosV0ZGui2ZZeHYGQzfQQxZONosQEk0TKOmjEAjpoDQDN5fDiiQRMo274oEBP3N/+2LMSR9i8Tu89++Ja/VAuF/3x3tyX9LW0ozjeqxbt65fudJNtm5Yj7Obayboxz3DvuzHfX2//jfnrus6DXVltC28g7daemlGCN/z0bu3FZ5Pd0HhLvkH1sEX4UnFsiWL/+O23y2Ce6nAe70fdF1n3KWX0vLqq3jZbL9tVQcdhFZW9i/7YG+NOdUmk5jxOG46PeD2SF0dS5YsQb5NIPfv0jC0hp4lf8N3MmhmGK83g5/PIzQQTi/yLSKHt+Iu/huhwy+HcFG/ct/J0L15ET1GLT2pghNRJBJh6tVX8+Lll/f7rgAY88lP0pbN0vUv5kLe69fkQATnvOd4N8acAgLeJBA67ODGG2/koosu4sQTTwRg9OjRNDY28qtf/eo/EjpMnDhxv1Un+b7P0qVL90qMXlUVdnc3uaYmzHARXRseYfCMjxCOleBrBkifUPEQwAPNQOgGijyaZmHFB1E8+iTwfZQvUArybe3I4XX4/g7RgpSoHau9pa8Quo+QAoHC92Uht5z0EZoE3SpYXyoP5SnwPfz2gXNSAcjWteijfaZMmfKu9hHs3c/k3eRAPY//Jt4D9VzfivJs3EwH3RteJNkwD00XWMU1mCUjWfrPW5l0+iUoqTBjMY7/5z+Rtg2axtF/+hMdS5fyyrXXEqmqIr1lC0bIwN+6brdt+a0rSc46GHQTlIfQoXP986DpRMqGktqyEAArWU0oWY0u5F659/YV74XrZ1+xuz470PvU931WrlzJuJFDybSsIr3xOUBQVTuR4fVj0azYf1239B1kPkXv9iX4dppY5Sh0TZGsm4LT0wxKUnPweSjfZ90dX8LL9uA7GSJVo8i3dfQTObxJy8svs+a+pxh96qWonq1YqRa0mqGIsM6Mjx/FlIvPxscC3aJ5wQJGHnMq6BpGJAZpHTa/gFFaj9R3rxBX6Tbiw8oH3iYlbjaNpod2CCR3IDQqJ38IPRTHt9P4+V6cTDtCNykdc1RB6FjwwC70jZtHCJ2utc+SrJtG5+ondm3LdygrLaWiuvY/7Pm9y/58D+wvMSnfY9Q5P2XrIz+kY9FdHHLJlTz1g6/gOztFr7pVWM3cnjEpy66hPN9NujVHy3O/QY8UMfpjP8Bf9A6/d+3r0YoG4785kCwEwxpshvz6RnyrDM3pxuhaglr8f6B2Xv9GwzzceA3RCWfy7C9uYPjc4woTjRSsXKXrUj18Clo4TrZ9K6PO/jEb7road4fIRw/FGTTv4wjDonvDc0inMEgYSlYjzDAVkz6IdHMIzUCzouhWlLJkmLLKQXu4l/cM+/P1vK95a9/safZWfx8In69mWaS3bCFcXElq6yIqxx5LKJLEsTMoYNC889GMMEp56NEqkD5eJldIxRCKIfQwyvNJ1B+CsMrJdnQgMi4lY4fhOzZmvAwvn8KIFuOks7QvWcL4T12ClUig8uAmhlM9UyO1eTuhRAzTAt9Oo4s46BqhZCnhoiKQGdDMgiNCPl8Q7oUERsLCz3toeiF9o5KykN1RGAi94NYgDAvp5AoiZgHSc9EA3TRRQieXSRNJJtA0iVICJ5PGjIcRho7bnUHXdHzbxYroCCnIdbYSjsURmo/SDIR08aVCkz6GaSKkB/iF9Bq6hiYkvgRpZ9GEAq3wmyuFAZ6NZkVxc71YloXyPECQb20mUl2D9Bw83UDHQ+byoOugPFypI20PIjGEl0c3QuQ620kkdHB3b30te1uZMmXaLuX787W6J2Pan89zX5J+NoFIxWloaOhX3h5PUJqM7fK+GvTjnuG92I//7rn8L+eufIf2ZQ/sMnEZGzQe6XjQunq3x8qOjQhRWAizP4zDvBevgf+G91M/KN/nuDvvZMVvf0vj889jxuOMPuccBs+fz+rt2/dqH7xTW9L3GXfBBbzx4x/vsi05fDglQ4dSXVb2X7edbVmJ7xQWupRNOBm/1yG1ZQvRmmro2LTb41RvcyEN6A6367eSb1tD/ayZaOaIvjJ/yBCOueMOlv70p3SuXEls0CAmfOpTlE2ejFVURP1u2nk/XZNvEpzz++OcA947BEKHHeTz+V1+FHRdH3DV1juh6/p+/0XwbsaonBwIQSiRQOWzvPyzn3HIDd+gdOxRqHwPksKAbOvrf6Nqyln4bhojlEBoOpoZx+3pQSqFEgLNEmihGE5vN9Vz56A8Dz0kUBjolo5UPkp6yHwezYyjaXpB0IDaMYEh0PQwyvdAKYTSULqOlCDCSVRP44DnIMIJNCuCthc/xwPhuvl3ONDO43+J90A71zeRvkumdTUdKx6hatoZ5FpXk21dT7L+SJpXv0bRoGFYsTi+4zDi9NOxMz04doqurespqhlK6ZQJHH/33bS+8gqxmhral62iriqxmxUCIMJFCMMCodGx9lki5cMpGnoQmmHRu3UxsarRRKtGoZkR2pY+QM1B5xyQ/fqfcqBeP/uSf9VnB3KfDq2tonnhX/q5CnStfor0tjeonvERjHDyP67Td/Nkty+hc81O63wjFMfNddO97nnYaeBM5eQP43Q3YhVV42W6yTWvpn3pwBO6ZjJJ6bjxPP35q0hv3Uq4tJRcayuVs2Yx5XOfReR6aFu4nHhtLTXzDkM3LUYfdyZ2JoVWNB9/0Z9RTg7xFgvFXdCMwqrP3WCEwviZZtiRsxuhUT3tDHKdW7AS5YU86dLDSlShGRaZ5tXEBo3lzXQ4O9vRC6thi2son3Ai0s2RblzW5xIRrRyNbkX36vPA/8L+eA/sNzHpOkbNGBrOvBE30wkITvren9jy6tO0b1xN2bAxVAybRL65jZdu+yFDZ89n7DGn4G55hfjQGRRP/hBONocRSqBy3QM2IUIJZG5b4f+lw+hp7CRUNg59w31YtVMQegh326v9jymtJ6VX8+CXzukbnI4UlZGLxwEIlZZiREKoxEhalz5Kvn0LkaoRDD/tenwni59LgZKkt68iUjMGe8ezbfGIOSgh0A0Ls7gG6RcGv97Mc38gsN9cO/sh70a/7O3+3h8/X+X7KN9G1wRLf/YzDr7xmyTqpqAybUjNJJQcRPuKhzEjxWhWjGzbamKVI/Glj3RdImXDkZ5Pz9otxAYNwlNxutcuY/DYgzAqJNlslnAshFk0iPSaJ9FDcYxwhJnXfQ3NtPA9B+kZ5FItlI0cT8zXyHT2UFw3COHk8X0XS4QpHtIAyscXBmZxHZomQFeAj8BEaAZeJoURj6NHLdB0fOmDUEh0DEMghYe0oigBGhKh6yhfolshlK9Qbh5pF9JIeJ6DMAS+nceMRDCLkni5PNLzkZ4HSKJllSgpybatJFk5Ek+3wADf9dHMHSkkfQ+np5dQaQle1sEXRkEAYeloYQ1hhJDSx3NdpJ3FcbKYUY1IWTV+rht0AzSFphtIz8NN59EMUFLHEwKkRyii8F1ZcHZEYrevJV404R0/dxFOHHDPl+9GTPvjee5LlO+h6Qa6pvUrN8IRvFxmt30V9OOe4b3Uj//pufw35+65Xt8z4FsJFdXgZW1E7B0mX60YSmj7XX+/l66B/4X3RT/oOslhw5hx7bU4qRRC14mUleH7Pmrbtr3aB+/Ulq7rjDj1VLx8nlW33daXxqJq1ixmf+tbRCsr/6e2c20bADBjpZjxUjpee5GyceOwu1PE4gMvAikEZiHVjvmYtyE0He1t97cej1M+cSJzbroJL5tFsyzCJSX/dpzvi2vybQTnHBBwYBAIHXYwf/58fvnLX1JTU9OXuuLWW2/l1FNP3dehHRDIbCd+03K8DS+ApmNOOBmnV1Iz52DSza8RKRuOSlTQvuIRKiadVBAimCaaShRyZNs2XsYh29qGVVFKJF4CmkJoArHDkcHJZ7HCMZRSaLqGkjoYAkPX0Q0TtcOjUykJwkAzDIQmQAqk9AqrVXJZMC2MMcfitKwa8FyMMcegWZG93IMBAXsH38nQueoJ9FACUGRbN1A+8cM4XT14W7oIV5aT2r6J4oYG7HyKF275BlWjpxArG8T2Rc/x2p9+yOGf/wEl48Yy5rzzWPmHP1B/y3XItoEnRY2RR+D7Lr6TIV4zCbtnO6CT3r6YSNkwYoPGYvc00bXkXsrGHYsRiu/V/ggI2NcopfC7Nw+YOsHNdJJtW0+ybup/XK9vp/uJHIRuES4dQuvif+6yr9PbSqi0DitZQa51HQixY/JiVyZcfDFLfvITOnZY2WV3WOxvfuABBIU8m+vuvJOaww5j5JlnImImz//yWtxchuOv/RnhmkmoxiWIRBVoBshd2zGGHcL2FW8M2H6iqhYrGifdleqz44/XTMBOt2LGSuhY+SjSze84Z5PiEXOJlNUjhIaVqMBJNQMQKRuK7+YpG3MUnaufxOltxQgnSNROAaHTvf45kkOmHTAih4B/DyNahAI23fMtImW1jDriVOp6pxMvH47duBmvpIzJp1/MK7/9DhtffoKjr/wBtqjgkW9eRsWoycw9+QTEmgcHrFsfNA5vzROISDFe/Qk8c8nnidXUMOWKzxKvrkUPWYjisaimRQhp4ydG4BtFtKx8o0/kIHSDitGTWHvLHQBMuuQCQjGTZb++ELXjXunduIC2V//GsA9fR65jK4naCZSMn0/PpleIlI8gUTcVN91G08u/J1wyhJJRh2FGSxGajmenC44ndhYjnEAPxdCt6F7p+4CA/RXle6hMO+7ap5G9Lbi1xzLk2KPo3fICifqZKMOiY/WTVIw/Hi/Xg6aHEJqGEa8t/F7aabRIKV4mg7TzNL/0IsNPO5WujasZPGUuwpNoloHuR3DzPpqexQgXESptwO7JYBTH0UMhlNDw3CyJ6mqU5yB9DyseBXR8W6GFLLx8Ck2zQIBmRnF6u9H0MNKFcFQHFJphYSSKCukrXAcR1XBSKfR4FN/zwBAgFZ6XQ7Mssj0dRJKlgI90HYTS0HQDpTQkBt4Otwjp2piWWxBtpVMI3cLu9YmUFGNkMwihY4TiSDSUI/FyeTzlYsViCAx0Q0cpH+XZgEDm8xjREABezseKuWTTGUKhCDgeRiiE4wtkewfRpIUZi+Nle7EiMZT06WhrJVlXtSNTpYcwwrSsfp3S4ZPA0tHDJkY0imODVjUW2bJy1w8/lECL/28TEwHvTaTnoum7DpcaoQhOdmDb8oCAfYXQCt+/jtPf+l8LRZHZHKpiLAixi+MDgDHqSHwtRPDGE7CvMcJhjHB4X4fxjoTLyphw8cWM+PCHcVIpPE0jWV1NuLj4f67biBbqKB13HMp3CVdW0Pr665ROGY+fqC0s8pC7LgYxhs/F1yx0oe2yLVk3DW0373pWIoGVeIfFJwEBAQEHGLt+C75Pueaaazj22GO57rrrOOGEE/je977HmWeeyec+97l9Hdq7hpPuItu8lu1P/5bND91EasMC3N5/Pw+1l82S3roVu2Uz+Sd+gPPy75Ctq5HNK1CpJkS+h6EnnUC+ayuek8bzbErHHlWYeBh5NPmubpzeHhTgOS74DvHaIUgp0ZSD9Ao2oLoZKeSVC4UKLg4IJIXcoJoQhVUnauczuxAamll4KVUIUH5hBZvvI3QDmffIyTD6qKN2OSdj7PHYIhjwDXjv4ud7UdIjUTeNbMcWqiadTL61nQXf/jZVhx7Mqpf+wZrH/04+1cXGFx5m9llfhq15mv7xJP76XmZ/9EtsfPYBrNJiag87hKHHH0Pj4s1ow+bt0pY+7gQcqcAIk+vYTM/mhcSrx6EZBiUjDwMhaFt6P5nmFVRNP4NY9ZgDarVpQMCeQPk2udYVu92e3r4E/x0sl3dHtrV/iqZY5UgyTQMM8gOZ1lVUzz0XL9ONlaggs20Z9ccfvct+QtNIDh3aJ3J4O5sffpiaQw9FGAajPvYxerZs4rXbb6J63AwOu+QGlv/2L3RkhyFmX4qf6SI055KC2OGtbZTWY4w9jrpZhxEpqei3LZwsZe6lX0fTPEoaDkXTC/b+0YoGrFgZ7csf7BM5ACjfpWvNUyA0vGw3RfUzATCiJRSNmItQktY37sbu3o7yXdxMZ0H0kG5j0OxzMSL981wGvDcwo0XUn/glsq0baXntH0QTlThP3Aiv/gRlt5Hv6WTa2ZcjEOiREp772XVIz6NlxUJSFEHluP4VCoE16zz8bC/6zAvIDP4QT11+FSVjxzLx0kvZcO+DPHPZFbxy3bdpX9fIljU+r/55IY9d9g0ePOMcTBmmuG4EmmFw6KVfB9vF7upi5lVfomZiHZ2rnu4TObyJkh5bHrqJ0rqxGNteIWSYlI45gnBZPe3LH6Rr7TMo3yXXvp7Gl27D6W3FzXbR/OrtNL50Gy2L7qR7w4s4vW1kWlaTaVmDm+1Ces5e/CQCAt4d7J4Wutc8z+YHf0Djs7eSa9+Eb2cG3Nfp6cFrXUfugWvxVj2CXlQDbpq6o48g37UV6bu4bp7SUYfjey6R8uHEqmbh2Ta57k6E0BC6hZvL4OcchKYz4pQPI0yD8pEFy9dQIoIwQgUxYChKvrOLSMVo/IyHlUjS27wN6Tgo30MPh7HiJXi5/I60EhpKScx4DFAIM4HQTZTngpNF+RINHTMWRegWvlT4jr2jPh+pLNxcDs3SUBJ818FzJUoYaIaJ59nEi4tBCaQQSE+C7xUcHjAKMVlhvHQaPRpDYuHlcmhWGGGaKMMEPYQwQqBLrHgN+UwW0BCGiaZpgIZSHijQdAvh5hFWGM3Qka6HY+dxchk0NISU+K6H7zuEi8rwXIkejuLmbTTdR0mJ57t4roceDaGkhtA1cHsRQhAtKgYF+WwWL5UhVNpAPp+D8R9GvF3QYEYw53wa/gvXrID3Pr7rIgYQuxqhCE6mdx9EFBCwe3QrStGwg3YpV1Jhp7vJdGUxZnyikMbvLWhV49CHzUUYwRrIgIB/Fz0UIl5bS9Ho0WzNZDD3kFggVjUaEBhmFOVpRCsqSY4YSuf6lXSs3Yox+6Jdxk608hHoo49GenmUb/fbZiUHEa0aNWBKi4CAgID3IsHTzA7i8ThXX301V1999b4OZa+Q72qka9ljND13a19Zx+v3EakayYjTv4OVrHiHo8FJpdh4//1sf+opZn3iCESqqd92EUpg9G7GzhahmWEipfUIIci0rqOobhpWvAaZy+F5Ek0zUTJPuKQEJ5snWlKBpoGQ4GdzGJaGboTRNIWShRzKynMRhobQDIRReBHVdB000EwT6eaRSkMohdAMpJsvDKwgcZ086dYu0ittqqd/Cj23HYTAjwxm28JlJGQT4bLB6Kb1rvR9QMC+pfCQG60ahfAcnKyH9D2mX/1VFt7+I3qbNjPptAsJlZVSNXgiz11yKUoWctp3r17NtsceY8bXr8HNZ4lXljDq+FnYRjm+aRFqOAzZtrowIVM8BE+B9G0M30EzQ5Q0zCXXtYXOlY9hREtIDJ5I5ZQPY0aSwYrSgPctAoEYQH2/cweNXVIu/BtIr/+LrmZGcHaTYsZNt1M66ihKJhxNpGI4vp1FM9NUH3IIzS++2LefEY2S79rVeeJNlF+w766ZO5dtTzzBoKPmYa1JMnj4bJ791GdBKbY+9BBGNErJ2LFM/8qXiB3+BWTHBnAyGFVjCr/HratIVI7juOt+Tc/2TXRtWk28spp4WTmJqkFIL0f70geIVo6ibNyxaFaUTOPSAVcpAfRsfImSkYejfIeKiR9AKYWX66Zr3XMD7p/etpii+pnBoMB7GCtZyfAPX4fvS2hd1pd+SUnJG3f9kqpx0zn6G7+iefnCQgq0HTzxgys56PwrGDznaETPFrRIAscspaWtk233PYqfz1N31FHMvekm7O5unvnMZ3bkly/8hm5/6immfP7zaIZBvr0gLl77x9s56NtfQ9MdQrEE2D7H/Oyb6J1LsQaPYN0fds0DC+BlOvEcB7HpZZxtiwkfczXNa54B9baVPkrSuerxgtNDthOAZP1MNCNE88K/vEUprFE6+gjiNRPQzf17NVVAwO7Id25j/V1XYXds6Strfv73DDn+C5SMP7Lf82autZXe9SuJtz7Q5y4kYqWYTid2TxTNDGPFK1Bejq51L1I+7ljCJRNxe1OEykqQnodn50GL4Hu9GLEwkZAklxFIFOF4GWak4L4gDAuh2whdRzMt0EIolUe3QpQNG49m6gVXB89HQWG/UAhd00HT0DQDlIeSoKEwLAuhCfSohtA0NF3Hl4DSEKaJHgZkQSDhZTIYiRhSSXQzVHjHFQIvk8GMxVBCojyv4IqIgY8opMAQGv6O1QRWcTGaLlC+RCmBGU8g3SxIA7u7By1konyFtG18x8GRKQQ6ZjSCYZr4nkTogKEjNZNcaxvRqkrcbJbU9v9n76zj7aru9P2ste34dYu7ESOKp7i0pUBlpu6u03ZK3aauU0pbKpS2QI06baFAcYIlkIS4y02u69Fta/3+2Cc3ueSGzvTHUGQ/fPjA2brOPufus9da7/d9d5NrnQSGDVozsGcHjbPnUe7tJPQ9nFwtgWdhmw4q8Ak9F3ewhF1TQ+gGGI6FMBIot0SqvhnX9wn9MsJMgIb+XVvx2vuonbiK3PQMotSFtmtw/STD7YPUJodI1v7zmdoxz05C3xvb0SGRpNQ39vN0TMy/kkT9ZLITTiTf/uiRhaFLOFzirre+g7aTljP/DW/GDPqQYRnRMINKKPCGS2RaYsFXTMy/HCFpmHsuoDFNA9f3sHM5Dv3kTtpvuZW2005h8TveiK0HEH4Jc9xclJOj0H8Ad6id2hmnk2qejdYh2fELcWraMBOxY0NMTMxzh1jo8BwkGO7CGzg4SuQQIUi2zKbU1U2pewgrl4MwJCiVMGwbp74eK50GYHjPHtZ+/vOc9uXPIbvvH0n6Fo3TMRZcinLq0IN97LzhD0x78SqEMJBWgkzrHPySi2GbSCuFGizhFUuoMICwAoZAIFCWjQwCjGwGUGBIQGM40QAI0kALEcVYSIlSKpqMFUZ1OkiCEGg0QkU5nZEDhIEwDPrWPMpj3/4OwjSpmT4dtGZo1y50GLLsM5+kcf7iWOgQ86wgqFpU69DFsNMYTpq6mavQnkvoCUpdXfhuEVxJIlfLSW/5OJv+cA2zz3oZaz/3+RGRw9Gs//p/c861PyNUAiEC8h33ELol6matwhm/CB2GoALKXVvwi304teNJNc/EK/TRv+XWqF2lAfIHHyMzbkEscoh5TiNMh0TrAtyhjjHX5yYuGXPSMfTKhF4J5ZeQZgJppzCd9Mj6VNMMhvY8MPLaK/Zi51qpDBwY8zxSGtTNPhXcEtNf+nn2/PFzLH7fRxm86EK2XXc9QanExHPOonbmzOO/FymRtk2yuZn8/v20ScHK136Y21712lEihKBUomftWm5/81s5//qfYGZbEcoj2PQXVM82jGmnUw4liaYpNEyeTDorMewMTt04hGkysONOgsow+fZHqZm8gkT9FPzS4HHb5ZcGQSuENPCK/fjFPmomLyN0j1gPp5pmkG6bNyI6UV4JiCc+ns2YqRp0aZhw30NHlgUFsm2T6Nq8lqBSodAzOu+4ZsI00q3TePQvv6PY24kQkqbZi2iZuwSZcNj9u9+x769/5YLf/IaHP/vZEZHD0Wy48kpO+8Y3aL/9dgDy+/eTyOSwUhbGwC5073Zk8xzkkpfiFocIKwVq56yiYeEFUSV36NO34WYGt94NVH+jgwr+tlvItMyi0Hmsc4s7dIj6OZGTmbQSOLXj6Fn/x9EbVQURTk0bRu34/48rGxPzr8Ed6qLz3mtHiRwSTdNoPPHfQeQodfailUKHIXZNDVt+9jOmn3cqutADgGiaiW6Yi+rZx44bfs/Ml18wIpavmboSEfroIMSpyeCXSiQTtWglKfR1YdgOZi6F9ocx01mkaeIX8iitkDKBqgRYThJhGBiOjdYKp6EOb2gIO51FqQCBCZaBXyxhWAZCawzLqvZvo0iKwPVB+wS+gTQszEQCw5SEYYhQCmHaSGGgTYWUMuoLmxZCmhihT6gEhm3jF/IIJNKwMEwD3x3CtA2EcEBqUCESjVvxsJLJKA5SGggpUX6FsOJjJWzCshdNCJsmMpUiKHkIYaAChZNJIk0b3AJamWgp0aHGDwI0oIIQw9DkmtuwnUTUr7cdrHQGoUJ233czM854IUqFWLZFWC4TIlGuR6qxCaFcPOWhtQZpoQp9KLMGM5VAF8oo5SMxyTVN5O/v/wQ6DHHq6ki1teEODFDq6CA3bRqrvv89qP3XfGdjnr6owMdKHNtHtRKp2NEh5mmJ6aSpm3UGucnLcIcOYdgpgrLHpqt+iJ/Ps//W29l/6+1kp0zBTCbJ79vHqd/6OukJOQzL+Vc3PybmWUd5sA+vOAxC4mRyJHJ1T7i9YSUoDxwk2TiD0AuRToJKbw/tt0RjqB33rqbj3tVkJ03CTKepmTWTuW96ParcR1AaBK1pmHsO0kqOKdSLiYmJebYT3/meYySTSfxCP0O7Hhi13K5tY+L5n2bPn2+ma80NTH3hCxnYvJl13/gGdl0dKz/9aULPY2DbNtCa/X/7G8mWFpqXn4i6/z4A5PgTUTPPxAvTdN15P20nLyE9rgM7PZ6wEiKMEGkm8MsVzEyacn8fRiJB6AWYdgotLQwZxU7pUGHYDmiNDioIw0RrjQ4iK01hSBASoRVaGkgR5dJpraPsOWkghIhi6JRCKY00Bb5fBl+x/+ZbMFMpJr/w+bScshK0puPu1ez/603s//NNTDn/IoiL2WKe4XiFProf/W1UwSkkmbblJFvmkWiYg18ZQJVgcOc2wgy0LVjJnAtfzsFH7yXf1Y7UBu5xKrf9QgG/UEC21YFpY9e0kW2bR/7gY/RvvQ20QtopaqasINkwFYQBQkQV10IgpEl2/EJyU1bECuOYGEBm2rBr2vAeJ3ZwaseTqJ90zPZBJU/vppsp9+4aWWbnWmhedClWNdvRTNWRqJ9MpX8fAJW+vdRMWUG+fT06fJw9vZAgJcIv4d/+ZcyGacx60UfwdB3bf/kNpl12GU5dHYmGBgZ37KB29mwGt207pl0TzjmHzgceINHcjJFIkJswmaBcZsUXPos7MMCe3/6RvvXrR7b3hoZwezqRO0YLL2XjNEynDiFN9t92BWGxj/oFFxC4g5T799B4woUIw0b5FdzCAIHnYmUaR97r47HTDZQHDpBumU2qaQbDpX6EtEbWN8w7n6A0QO+mm9Ghh5AmmQmLMFN1mInMmMeMeXbgDRdRE86GmrmYnQ8g9t/Dyte8h9u+8p8UejppmbuETX/8CeNPPJWpp11E/ZTZ7H/oDg4+ci/lwciR4dD61TTNXsTJb/kk+/78FzITJhC6FYqHDo15TuV5eMPDmKkUQalEzbRpdK5+mEe++lVaTz6Zkz71ccjvwLvvKuSy1zL1sk8T+iUG9q5Ghz7CsMjNOpm6E87CkMZhqQPq0EZSK14zptABEVV9A6Rb5lA4uPG412RwzwM0L7gYaVrH3SYm5ulIUBpgYMsdI6/bVr0bFTay5893MOvlL+eRr3yFoFRi6Uc+gjs4yJ4//pH5r74E/zGQk5aj57yAQw+vp2HBPOpmzcZKNhMUPKyswE7VIawEljbQXpFKfgjbyRC6Po6TxrATSGGCk0UEEiEkdiaF5rDOT2M5Np7nYloOKvQxEw7ugAZDYtrJkfx0M+FgCI1hRYIIHakC0BgIKTDtLF6lDGGImUpGjhGBH7kaqgDfC6I+tJQIIodDQkXgh1i2GbkgIjCSiWqhgIWQBlIYYJoQuiAF0jYxdRIzYRL4Cqr3H9NOoC0QQqOVi5FIYmXSCCExU2nUcICwLQxLolWA1pHNs1IuKgiRpsBKJTAskzAAK5VDGyaB6+KXCqQamkBrpqw8F2lYqMDHSNpIC0zDRAoLhMQvFRFmAt/z0EqRzNTjBQZeKY9pJQh9j6GDe1FDFXQYUjt7NtNedhnJ5mbK3d3s/vXvGNy2jbD4v48Hi3n2owI/io95HFYyjVsY/he0KCbmH2NYSQwriZnIUhk4gDfUT8c999C0dClTLrsYO5ulsG8/O3/1G4JSib5HH6N21tx/dbNjYp5VhL5H3+4t3H/VZxncH8WJNs6Yz8lv/3QUVzhGLBKA4WTITliIdFL4hX6MlE37bX+nadkypl76QqzDf7+/vIGBLVsY3LGD+W99K25lGCvTgF/sw6ibEIscYmJinrPEd7/nGLlcjlLX2lE5pWaqlgnnfoJdv7+RtpNPpnvtWkrd3dz/kY/QtGwZKz79adyBAf7+hjdQ6e1l8Qc/SLGjg4XvfhuF3q1kJiwh3HE7cu55hGFA36aNNC9dSqAVzcuXUezqIzt+HEHFw84mMR0nMmmw7MgC0xNoP0BbJjKRABVi2BaRY7SBjkZSQIWARkiJ1hohBKpq36mrg7dCCFQYIqWoOjoIdOgDRFUiwkCYkvSE8Zz4sQ+x7fYbuPsHH0MIwaTlZ3L6Vd9mzw1/GBkMjol5phJUhulc80tCN6o4qZ12Hom6VoRhYOIjrAwD/ftoOfVk9q2+hZs/9loqw/3UT5vL0le9D+cfqI2FNGDwIGbTbOqaBT2P3TjKFl95JQa230njCReAYVPu2kL9nHOiLGNpxCrjmJij2HOgk/mLLsUdOkT+QGQ3mpt4Ik7t+GPEQMp36d92+yiRA4A33EXXo7+lddm/YzppTCdN04IXUuzczNC+NSi/TLF7F63LX07/lltxh6JJWCvTRMPss6oVmB5IE923G9mxgf0bQvo3bqR/YzQp2nryyTQsXszi97+fDVdcQf+mTSPnH3fGGcx9/etJ1KXIdx8k3TqF/n3bWP/rqxg8sJNUfTOzX/Qypr34Eh7+1GePODzIx3X0rSS+kWRw6x2kJyyk7fTXYCYyKL9M7+ab0Sqg46HrsTJNNM5/AUayiYF9u2mcvii6dvpYF5rcpKX4pX684S6cmvGU+/aSm7wCO9eKnWnEy/eQP/DIyPZaBeT3r0V5JRrmnYdhJf+5DzbmaUtlYIDO1avZ8O1vUzhwgMzEiSx48+tompSg1mvnwv+6hp5dm6k/8TTO/th36Fi3moeu/iJeMU/T7EWc9JaPsfPOP3HgoWhStWfbego9Bznz2h8RVEp4+cITnv/oUJRZr3wlW378Y3QQ0HHPPRy6737GNXejB/ZjuIMEXp7CocdGttehT/7gOjLj5iPUUaIlO4lhpWhZ+m/k9z9CqWfHyKp0y2xCP4qzMezUyN//WITlIbTygVjoEPPMQQU+YaUwIuRrXPrvCGMcbm8301/8Yu553/uomzOHZR//OJt+8AMmnX8+U15wEaHyEekm5MyzccsB2QkTUUKTmTwJv1BBJmzCUCDDACkjRwetDEw7ibQ0oavRgUYmDFABSgi0DtHSRoQgbQetRBTBKKNqcCEkXqWEmUhhZ7NIIZGWCUi0GwAKbRgI20H5HigIgxDDMiLxAxIrkSD0VSRU1CEIidYCaToIQxN6LiBAgzQU2jQxhEaEIVppDMdBGAYYkjDwo36zFgitkYaJtCUaMC2B1DoqJtAaLTQgCf0imA7SMnBSqahQAVAqQBsgpEBKQRgKtJlASolUAiuZIlQBCJCmQaAChJVGqch1KSgXMQwb00mQthOocoHiQBGtc5h2itBzMRI2YRigtYGdtHDdkE1/vpYlL30rWntUBnpJN7RgJdMMde8jl2hl4fvfi9GUZvPN15PvaifbMoE5r30Fqrf0z6SDxTwHUIGHGKOvaiUz+KU8KgzivmzM0xYv30XXIzdQN+MSVn7pc+SHDvLIjd+hMthH3eRZLLj83fTcuyYaG0rEbg4xMU8m+c4D3P/9zzJp5VlMX/UCendt4sBDt3PTx17DxV+/gWzrxDH306GPV+jFqRmPXyxi1mQYd/YqRFuStdW/3/qpc1j4kffRddcD7P3DnxDSoNy3l7YVr6IydAjDTo957JiYmJjnAvGT+XOMIAiwAo/sxEX0b7gZgPr5F1PpG6Zl+XLu/+hHOe2b3+SBj36UcWecxpIPf4RC+0E2fve7nPCWNzLx/LNRvqR48CB1c2ZQ6HqAuhMvAb9CvmcP2QmLCUrbCbVPqacHWRHYuRqCwENaJsL3IqcGITGdNMIQKDePkU5GNplaI6SJELLqzgBoAVqhhUSKaNlha+nDggZBFGMB1eqSKPW8urtAGCZCSgQGwjaY/553cNvn34ZbGAKigZm9999C5+Y1nPPR76GNeMQj5pmNXxzATOaom3E6Vq4V7VcI8gdICPDW/xbmXkZqfBtrf/Z19j94+8h+/bu3cPc3L+d5//kNmpYto2fNmmOObWUyJBrqoTaJRhD65VEih6MZ2HEPbSsmUTt15f/Ze42JeaajlELaaTKtc0g1TgOI7J7HIPRKFDu3jrnOL/QQuoWRCAszkSE3eTnp1nloFaACF6VCGk64AOW7aBVgOll61vyO3OzTwa1gTliCtBzk5FPo/8WVo47f+cADzH71q1n/zW+y/NOfwivlEVoiTEm2rQXj4L2odZvJLXk9Bzev4f6rPjOyb6m/m0d/fSXTTn8Bs179Srb/7DrsmhoSjc3Igdmo7m2IbAty0UvZc8t3aDnllVR69+Hve4Ts1BPxvSJtK16JCly0VhhWCr/Yj52uI5HyGNi1mpbFl9K7+W8jkRTSdKibdSbCsAgqeQodm2hadAk1005BBRXqZpwOWtG17g9jXs9i5xbqZpweCx2eZQSVCjtvuIEN3/rWyLLCgQPc/8n/YuE73sLkF1xAYfdOpqw4l/JwL4/95kd0bz0ihOnZtp47v/YBznj/V+nfs41iNd5i7/234pfyFHu7OPWtnyE9btyYrg7StrFrawFY+O53UzhwgPy+I24khY5OjBWnYk1egcq1Udh865jvo3BoE7mFLzxy3Gmn07frPrxCN00LXohWAeW+PZjJGnJTVlDoiJwe/FI/drYFL9895nGd2vEII45vi3mGIQ1Ct0iqbQ7lnt1kp5xGz7pNDGzdip3L4eXzLHr/fzC4eQuh75GbNpVEQ5bBQxtoOvVtFIu9KDeNkUnhl0qEpTKipRVNCMpCoNFhiPY9jFQGXfHAlAjfJdnYiLQkwi/jhwZBqYRQYCcdhDAIvAqmKUBaaD9EWFEko9ZgOgYIE60U0jTRAgQSjYF2PaQhwQAVSJCAlIBA+yHSsCKXQy0hCKl2kiNBsRmilSIMAgzTxpCSMBSoUCMCDwwDHYZIM/pvFI1hEgQ+wrbRQQmNgXSSgI9hmlF/PNRI08B2kniui2E7kWtFEKBNG6+Ux7AsrGQCrXwUFlJGbdGYSEMT+D5m0sF3XYSTQGmNDhTStEjUNSJCCHyFmUygSj6ZxgaUEKiKix+UkCJECwthOITlAmYiRd3EGZR6+rDrcphOgu6t65i49GQmrzybsOTS07GFjT898kyT72rn4Z99hfkvegNmJp4UiDmWMAjGrLq1UtH3xSvm/6ENeUzMv4LQK9G/LRLiGqk0B7bey777bxlZP7BvO/d856Oc9MaP0zhtATKO7I2JedII3Cj6cObZl7H7rhvxCsO0nLCMsz9yJWuv+xa77rqRhS9565i/L6FXJL//YTLjFkSvfZdtd/yavauP/P3279nK3Vd+mFPe/Emcmjpk0qB50SUUu7eTaZuHEPFcRkxMzHOXuGz9OYYkJDd1KQDJ5ukA2LXTMdMpetevJ/Q8DNumbs4sFrzz1Xj5PE5NDUs/+kHGnbGIcs8+3P5upl/6fMxMipY5Z+HdfzXGrLMJvBJKQ8P8+ajQr1ZcJHDqaqI8z4qLkjZ+qRKJFmwrysqszWHYFmGgq1UnEq1CdLUqUxoGWgikECODOyOoI5nfQkRrhKzGXFT/MUyz6tCgo/xSBHsfuGVE5HA0laF+Dq67pyqRiIl5BiMEqeZZaJJUevczuPs+HOXj3fd9wkmnM1D0CMqFUSKHo1n7s2+w+PIPHOtuIgQrPv1pEnU1UBqge+ttx7WLh+hhXY9RYR0TEzM20rSPK3IAUKFHJM8bm6MdmyByOtLKp3/bHfiFHtzBQxTbtzC4/T4GNv6d4sGN1Mw+DdNOYeVaYMbzkM2zCTb9iboZU0YfXGse+vSnWfie9+CXCjz8i6/RuW8dtePr4N4vE+74O7p+JoM9PTxy/bcYi933/oW2VaeClKz89CeQ23+LveyVqJPeRbDoNXRtuQdhJTCSOWrnnEHdCWeTapmFZacZ3rcGaSUQCLzhbjruuoagOEh+3xrKXVsZ2HkPdTPPoPnEF9O6/BW0Ln8FWmt6HruR4X0PI6SJn+8hWT8ZrUIKHZuRZiKqhj0OQSXOYX62Ue7pYeP3vjfmuo0/+gmhL9n2vZ/y8Kc/g1fMjxI5HEYrxWO/+xGzzn3JyDLDtlFhQP+eLQy0b2PlZz6BGMP2etnlH6B2xmRO/sIX6N2wgc0/+tGo9c1LTkSmanEfvIaw2Mfx/9416vCzcss8wlxbJDrUmp7H/kLdzFXUzz2XhnkXEFbypBomkWyaTrFrB+m2uVGs1OMRBrlJy+Iq1ZhnHFJKnNpxtJ7yCrJTl+PlK6Tb2ki3tdG7fj3nXPMDVLmCO9jP8o9/CE1Aoqme+gmLCfOdgEA6KYQp8d0SRjIJKkRIg7BSQZoJQk9hZnPRRH4qheEkkARgGAgV4PkhwrQQlo1hGEjDQiOie4MSSKr6fRHZ36MVwnaifq8Kj/Q+D0fNVEULCIkpFQIJWlQF/9UoR6VAKYSEMPAi4X8YIE0TadmYtok2rchBwbIIAz+y5CfqVwsd9Z3NRAKEgQr9qDjAsDEsByEFGgkahLSQpgFaEYYKy3GiiAvTRkuD0HWx0jmsZBRjoY1UtW0JlFKRIMKycGpyiNDHLxaiykOt0IQY0ieRSmNlMviFEsK0CJSFYUpUGIIU2IkkSkNQKYAQ9G3eTehVaJ69mDDwqRSGMZ0kfrmAXykyeGAnioDNN1035vdm81+vI1T+U/IdjXlmoQJ/zN9CKxkJHcYaS4qJeTqgVYA73IGVacZ3S6NEDkez4fc/QDhG5O4TExPzpFAZHmD7LTfw8I+/TN+uzeS72tl5+x+446vv58RXvJue7Y8RuGNHZqnAw7CzoBVWOk1QLowSORzN+t//gKmXvRArlcZM1ZNpnYc0Y3eWmJiY5zax0OG5hFbkZIHKcAdawLhVb6Rp6aUgJFYqRddDD9GyciWh6zL39S/HHdgXDX5YkmRjlt7NNyONGsykQeHgfSRqG9GHNqBrxhMGAVamgSDvkqjPYjgO9ZOnYiVTaDRWMo20HcJyGSklSIFWVRtMFVYFDibIqphBCKRhIlAoNFJKhGGgVOT6gKpOnBryiP11tYql+n+RRf7hf4RAaVCuhw4DDj5yz3Ev04E1d43Y+8bEPBPRKsQb6iSsBJhOisHdd9M4/QzCbbehVrydtbf+nYPr7qd3x4bjHiPf1Y7nFjjj+99h8kUXUjdnDpMuuojzf/4zWlaciNp5G9rJYDhpzETu+I0Rxpi2nzExMf8c0rQjq+rjYCQyo14H5WE6Hv45pe5t9Gz8C36+i1TzNHoe/DVdq6/j0J1XE1bydD76K7AtDCeD/9ifUN1bmXzOKqQ12r6+3N3N6ssvp2FqG4te/Cbwy+gtN0JQic7XMBu/XMTND47dQK2pFAc57+fX0VAzhO7ZRrDrbgxD0r9nKzVzz2f8895E14O/JL/3EYSU9O+4i2TzdLKTliHMJEoFSNthwvnvxso1Me6k15KduAQQFDu3gVaUe3dz6P5r6N9yxOEhM24+Xr6brkd+g5A2NVNXVoUjT3C9rcQTfyAxzzjcvl6UN/bnrjyP4qFDDGzaRLKlha4ta497nP7dW8i1TRp5PX7xqXRtjravaWogW1rDhdf+kOmXvYi6OXOYcM7ZnPvj79I63iPhaO59//s5dNddo46ZnTyZ3Pgmgp13gV/+h1Fq0k5jnv4ugumn07PlqIEwHeKXBrCzbbgDB+he/we61/8RK1VP8+JLEIZN67KXYaXrR3ax0vW0rXgFVqr2Cc8ZE/N0xC8NEnhFQs+l9ZRX4dRmye/bR27KFFpWLEGFwyAEE89bhTc0iPaGsTI5dPsjaN/FzLRg2DZCQm1bG4nGRhBgJbORG6E0kAJ0oNDVKEXleRjJDIZtEgYBZiqLaZtYiSRGIgFSIKQk9F104IMKoogKpatugwZaRQIEIS2U1kjLikT6RMvRRL/5toMOwmq/N4pt1NUYCq0jEYFpO5FYQkpUEMVDIKtxF6FCIJC2hZFIRTGQhhG1AQVKorTCtGx06BO4HioMIlGFaaOCMiiF8jy0iPYTpoUOFWHg45fKqEAhpYGRzKBUtFwYksCrVEUbZuTGqBSB72Km0pH9v2mjVQiFHpTrorRCSknoVtCBxvd8tAqQtoHpWKhQE3oKw1TkxjeifE2lsxeZStC3ezMD+7bTOn8FgRtQ0zaJoFKMIkDGQPke3vGeV2Ke0yj/eNEVVaFDPhY6xDxdkRhOhvrpJzOwZ/Nxtyr1d6N11Q0oJibmf4UKfMLyME31o8dCywO9HHj4zmO2Dyoltv7150w59XyM47ioSNOmftYqRGUQK+3Qv3tsF0+AYm8nQeBGwtIwivk2ncxxt4+JiYl5LhALHZ5DhF6RoR23M7jrHoxkDqumhfTEhWTGT0GYkWJw7mtfjlIhlf6tZCefjJFMkqzPkT+0ATNVi/IUgoCa6csJBgfQ0mQ4NAm1Q7JhDioIELaFnUgiNVi1OULXQ4Uu0nYQQkWDOUJGVaZEOgchwEg40WCKEOggAKKxHClkNIijwiP2TkfbMY1lzXR08dvheAutMQyJEGCljv8AYKezkXtETMwzEOW7+MUB3KEByp0ewlA0nHAxoUgQnvgGhose+x64jfELlmMlU8c/kBAEbok7v3M5s970Gk7/xhdZ8YG3k5s8HiPME7ScwGD7OqRhYedaEMdRD2fGzY9z4mJinkQMO01m3Pwx19k1bcf8vVUG2wkPuxJoTeHQY/Rs+jMz/v3LNC65hKA8RKXvADWTV6LcIsrNowvdoDXmodt53hVfJdHQcOT8iQRL/vODMLiHxkzI3PMuRXVsAkDkWgmFNaYV46h25nI4dgm9828AqIEDGD2baNIHsR2HHT//AIU9azl425Xs+8PnyY1fTOfaX6OVT7lnBwLBwM576XrkBoodm0FI0s2zyIxfiFM7Di/fS6JuImaiZuScibpJODVtDB94hNDNo8MKXWtvQFoJnNrxY7bTTNViOPH969mGeJx45/EoP3oGrfT0YCeP/7woLXvEsWjG2ZfSv2crQSWq0DGFhq7HsDb9kAXnjOf0D76MZS9ZSGrfrxD770GXejnt618i1doatUlKJp59Fs/7+mcx89uiKm6AwUNYmaYxz29nm/H9Ep0776F3+53RROFRhH6Z4QNrGdy9umo57zO872G6H/0t7sABhvY+TO2MMxh3yhsYf+qbaF3+ShK144+cOybmGYIKQ4b3P0LflpsxMjUYiQxW1iHZ3ERmYhvZSW1IK4uVy1IZPBAJ54WCShltpfEzrZh2BsMycDI5QjfAsM1IrKBdDCeJLvUhbbval5QICTpUyISJUhotIgcE0BgJm8gCIRLbCxFF1igdxTD6pWIUGQEjk0zCMBBaIZSK9jMiVwetA6QUCCTCioT/QgikkEjDIKyUqwUCFlqISBShAQUSgQpChNZoEcU8mnYisjU2BISK0PdRbqkaBakRhkSFAYZlIqoui6HrYkoDFYYIywStI3GE5yINC6UUwjAxHRPtuVF7TRMQaM9DqyiuQgUeQvkIGbUXqhMFvo8OQWmBChUEAWYuhw5cvOEhiv19JJIOSikMHVIe6CaZq0HqEKv3YQg1O391A1YigV8sIE2L8kAvhu1gOk4U//EEGP/gNyHmuUkY+GNHV1SFDl7s6BDzNMVw0tRMPQnLTmPbT3x/Mywbcwz3sZiYmLFRYUCl7wAH//4ddv3iA7gP/JBS+waC8jAAB9bccdx9D667j6aZC55A6JCk3LcPAhchNHbyieMzTTsBZgJBGNV9xn24mJiY5zjxE81zBHdwEL/Uiwoip4LB3ZGjQbp1HkqXMFMW8974RqTjk2qbRmH/IdzhIsn6WlTogzCw6xfh1DUgZJmwbNG/ZRt1MyeSG99E77pN1MychZVxQEtUoBFYSMvCSkqklASej5XOYBhmpJA3TYQWaEMSBiGW5aCjspURl4aoiEVGGmMdVdBEAzgadDQQdHgXjuwxskhrjQCUH1XRGCYgbeZd8GLu2rZuzGs197wXj3RgY2KeSagwoNi9HSNZi9sjqT9hBkEF8r297Lrjx6jAZ9LKszjprZ+g3NdF87ylSNNCBcdato4/8TSUCrnoiz/DTmcRQYGerXcjhKZm9hkgQWtFunUOWoW0LL6M7nW/G7nHQJTzXTfjtJHBzJiYmP9/pGlTN+MMtAqjSf6qsi9RP5mm+RdhPm5ivtSz85hjBOUhutb/nnTbbGYu/RZCSMq9+zCsFMorgjQiFWLPVnJ1Jc799mdxPQMdhCRax2EmU8igDyVrcAvDWMk6wnmX0dPeTqISMHxwLw3TT6Bv16Zjzm2lsuRaWpH3//eR95RpRJeH4NAjWHPORjopVDWCwxvuov+xW0k2T2V43xoMO8ngzntoWvhC+rbcyuDu+xCGSaJhMv1bbx05puFkaF50CUN7HyLVPBM70wQI1IhjkyB083Q9cgPNiy6hb/Mt+KX+Ufu3nPiSuDLiWYiZTpEeN47ioUPHrEuPG4fbH30PDt55Jwve/67qs+ax8RFTT72A8kAfZ7z/Kwwf2su6Xx2Jw1DSjPZTAbp9TfRMetS+IpGjUdzO2V/7CIG2MSwTY2g7bPgRxslvwj8UOS6pTX+m6bS30731doLKkUkVM1lDw9zz6dt6K8qvjPk+nVwL+YPHOjdJK0GqeSbpltlIO4URu5bEPMMJKnlKXVHV28D220FKWk/8N+rnzkVYIdp30drEsASVSoFE41SkkaXU0Y2dHYcOEqgQlAFhvoS0HELlY5g20lB4pQpmrpbywBCJ2iiSUasQYRj4w2WMrIGZSKBDF6UEQmoM24mcFrTCMC0Od1aDshdFJGpNUMpjJFIgNKLq3CAtCdJAhwFCabRSkQMiALLqUqgQUkAYYNg2qBClonuMxEWYCcLQQ2gDhECFQZSXYRoIIxITqDDA0IKg4mE4NqEKMYRCSIsw1FgmhFoBomqlbKAqIXYqEz0feAGB62Gm7MiNUUpQkXODDgOUV8EwLZQUOIkEQajQh10eJBBqpBRRpKUOEWFIKBwMx0aHAUiBZTmIpI2UgrBSQMo06JBMYxOGDNFKIbSP1XE3M//93+i4+z4aTphL95ZHcQvDLLrk1ajAx3Fs0k3jKPaMcc9vasPJ1hyzPCZGBcFxoiui58LY0SHm6UJQGcYv9OGXB7HSjVipWtItc1DFfmqamjGd5JhW+S3zl2MlnngiNSYmZjTl7p1sv/Y96KDqFNWzm/yeh2g74w00rXjpE459CmlELmHHQesAM1kH0kL7PrUTp2PYDqF3rOP0uIUnk0ilkFH416hY75iYmJjnKrGjw3OEjtWrcQdHd8ac2gkkG6ZgZRoodm0l2ZolPX4GpgWJhrmkW5qQVogwTey6WTzwo6+iw4DQU0gnjedqSgMdqMBkYMs2TMeOBn6CAGlJzEwWgUJaEiOZREiB8ny01mjE4UIXpCEwbAt1OB9T65HMUXlY9FAd4BFR6ctRAz6MWHgCkWWTqv6LjgaDwhACP8r5dAO01jTNXMDklWcdc52mn3ER9VNnx1b7Mc84wsAnKA9R6NiI9kyy06ehBKz79fe440vvZffdf2bv6r9x9zcvZ/fdf8GubcZJJjnjXZ8+Rvmbbmpj+Wvex7gFKwFBWM5T6thG3ZzTyE1fgTQthOmQm7QMd+AgXY/cgJmqY/wpb6BlyUupmXUubSe9lubFl2Emsv+aCxIT8yzGTGRonHseE057C+NOei3jT30zTQsvRphO9Js3atvjDOBrRWXwIKVDm+l+8NeUD23FGx7ELRcxJi47stnAfuTGn5Lc/mNSe68nVZ/BSiVwzRruuPLzHNq0jmDJG7jlis9xz/c+z5a//pwwDDnx5e8ikasfdUppWpz5vv/C3PRrCI4IDoxJywgPrgMg3PsgmYkLR+03sOV2krUTorzZdCMqcOnfdju5ycsBGNrzAFopmhZdOrJP6BbIH3qMRN1EBnbczaEHf4oKXFqXvZy6WWci7cjRRvkVejbcSM3UlTQtvJi6Wc+jddm/M+6k12BnGv+3H03MM4AgrLD0kx/FTI8WBZnpNKd89avs/sMfogVas+/Gmzn5rZ88xj0sN34K8y99A4FX5oHv/xfrfvndUWKIUr6EMWHJmOcXdRPByaG6tyI3X4+95RqMDT+EfXchnAwi14rq3RU1oTJEuPoHNE8+kZYTLqRh1pk0L7qUdPNcDtz8TbJtY7u7pJpmYlhJcuMXjopfsTJNtC1/JVa6AStdH4scYp4VeMN5hLSi77o0STXORNoJvNJu7GwNhp3Fqa2J4hRzk9GBj5AWgQdm4xQK7YfQoY+VSGNU3c6cbBqkAmkjTYk0bexMCmlWBfiKSKCUcqL+rQpGBPaR2D6a2NehQoiqlN+UaCkxEg461AitQYdRrIIQaOUzIomKbA0jB0StouPqMIrN0Co6iWEgpEAjEDJaL1SAVkEkWlAKoTVh2UVICF0PraslAWFI4EfLhSHBdyNBRDViA62QIgTlYyWSCBViCoUgcocRUgAVtA4iwYWuoJAYUhCWhqJ4oKCCaUrCwMMvlDCIoiW1UkjLQEpBUCyhvQDTNln/vasxLANpWWz+00/RYUipvwvDSqAx0OUh/NDA8PMQVNBeiB5/KnrPPeQyFSo9vfj5Arm2SUw77QL8A+sQhsTJ1rLqXZ88ppDBTKR43vu+SKqh7an5osY8o1CBP6bQwbAsDNvBLQw+9Y2KiXkcXqGHQ/f/lM61v6Jv89/ofPh6Oh6+Hi0tAhxsU7Pq3Z/GydUhzSMTsKn6Zk5+80cxE8efdI2JiRmNXxxk/1++dkTkcBQdd19DUOhj0klnH3f/KaecR6Km4bjro+fGBKFMMtzbjWXbnPkfX0Tao/trqfoWVrz2PZhmVOQZlPrj4oyYmJgYYkeH5wTlnh7W//d/s/gD78FM1BBUhshNXkmyfiJeoQ8v301QHsIvrqGx8WJ0zzqcmtl4hSEMWyCsJAcevodZ574EaZgMd3eRGz+RlpUrMFM2bu8gU174AsxMBq0DtOsihEIrjTCtyM2hUMZMp6OiuKg4JLK8lAYaidAC5QdRVYjSoCM3BgQIrSNxotZIIxo+EgKUChHCQCgfjUnougjDRBrRYA9Ko3QYDdRIjV8pExSKWNkk5eEhlr3sDcw7/1L2PnwvQgqmLDuNVH0zWj93YitCz6PS20uhvR0VBGQnTSLR0ID5DyyyYp5e+OUhSl3bMZN15CafjUSRqKmh3NdH27RlTJhzCmZNhu6d6+nd+RhdWx5h+NBeco3NtM5dxMVfuJr2dQ9Q6Oumdc5CGiZNJZnLoQix0zmcVAKnpp5S9zYKhzaSqB1Pom4CXZtvxsm10bbilVjJKJtO2Bl2d21h7qRmjH9gXx8TE/PPIy0HaTmowCMoDzKw4y78Qi92roXcpKWYyRqkYZEZdwJDe+4f8xg1k5bS89DvCMrDTLn447iDRXSYRsw6CwYOwPBR1Y92Fr30bQzs72Nw2zZqZs5g9tkvpTjYzWN/+RWFroMAtK+5i7YFKxnYv5OT3/5JCt2HGNi3ndqJ05m4eCXGtj9B/57omKaDveTfCPbcH02sEFUy2LkWamaeSlAapHhwMygFIsqbVX5UkeQX+zET0X1HBS7KK2Kn60k2z6LcvR2AoDRIdvxCGuacTeDmKfXsIt0ym1L3DpxcK02LXkTvppsJvSK9m24m3TqXutlnYsUCrWc1hmmz7sYfcMq3vkJpXweD27ZTN3c22ZnT2Pngn5n6oovpXbcOgPyO7cx60blc/LVfsv+huyj2ddE4cwGGZZHvPEDdxBmMP/E0Cr2dJLI1lAZ6aJlzIr7vYy58MdotoLq3RSeum4qacj7lIgw+uoXMyg9h9DwCu28DQLbMxV76ClTV+vQwutRPcN/3wc6QPv9jFPs6CPJ9KN+lcGAjzYsuY3DParzhTgwnQ3bCIpKN0/GK/VQGD9Iw91wMO4W00hhO+hjXl5iYZzLe8DDF9k7SzaeR37+HTGMLyaYGtApxhw5SM2EhuAVUaAOK0kA/NeOnE1QqpCdOAG2Qam1BmlHEgTYkStqEQeTY4BXy2NkatNJIywTDjOJthCaseJiZFLhBJEaQZiQAkAId+EghCQIXKfWROAlDoIMKyDTSsUAB0kQFfuQ8YYFhRKJ9HRKJChAEoY9hmuBXCIMQaUfOB8KwCCsuihDLTuC7AYahkFISei5CgcBFayeKuvArhJ6H8j1MJ4HhVxDCQVoGIvTRbhnppECHUVyGX8ANJZahUBiExQJCaYxkAh24aM/DSKUIywF+0cfOJVG+TyJpEYQKSTQmgFAQFKiUQlJZm0D7hIGDm+/HyTUgVZFpF5xF/kA72UlTKPV3Ui6WEFKw/rdXseK178csdzOwd4iaqW14Q90o32bdt3/Akre9HluWmHnOMjy7jn2P3EOyvjWKvii7HFz/ANOWruQFn/o2nTs20bdvNw2TptE6bwnJhjaEjGt/Yo5Fhf5xi1+sZBo3PzzmupiYp4qgkqfrkd8QesXRy0uDCCHp2PgwufpWMvWTOe01n8JMp9CGJvCHqZ00EyuRQop4vCYm5n9KWBmm3H2sW2aEpnRoC+kpK5j7glez5c/XjlqbqG3gxH9/5xO6qCgVYCSzVEoF+ndsxa1rQ5ckF37kBwjHomfXehIJm4Yp00nWN0G5H5K1JOrHYyZioUNMTExMLHR4DhB6HsWDByke6mHyRRdQGewgWdfC4N4HSTTMxjLrsdJN+MVehGGhOjdDbiZB2UcLC8uyCHyP2ac9H+1VSDU3E5ZczGwCrSXStgl9H8N2UIFEOSZSKFSokI6DNA0Cz8O0HMJKCZlIEbguUkjMVJKgVALbwLCiLE+EIgg8DNOJKkwgqmaBUe4NKBAiqlwViCjDVBsQhigh0W4FtI9SAiOsEIYaYZj4rsvfPvM25l7078w990UsvvjfEULgVjzW/OIHZMdPZckr3v2v+KieEkKvTFAZotx7iMEt7Tz4yc8QViLbY2GaLH7f+5h22WU4NbGN5zMBvzxIz7o/kpmwBGHVY5rg5Yvs+u2v2fyjH0UuJ4CZSnHSFz7H1JUnoQ2Hg48+yP5H76d11jzq2sYz5+wXRIOpVgICD9WzAzF+MbYFoVehf9utCGnQMPccrFQ9OvSZcOqbkFYKwx79sO66x1qrxcTEPPloFVLu20v3ut9z+LfRHTpEvn09rUteRqJhMmYiR+MJF9G76aaRbQBSzTNINs2gadmLEUJSOLAedI4HP/VVTvvmV0ic9CZEZQDduxuRbcK1JnHfhz5M/8aNI8eomTGDU772FW77yjtHtevha77ChGWrSDe20DR7EeMXnkL7bbez6XvXsPDNr8GZfXYkbJAG/vbbUV1bABCZZox5F5Hr3YtX7MOwUow7+60UD22lMnSQ7PhFDO154OgLEP1XRM8KoVeidupKyt3bqZ9zDloFdK//I2FlGDNVF0XpWA5Wup7+7XdQP+ccWpe/Eu2XMewUxd7deEMdkV25GVc4PWtRgsYZC/j7197DRV+6jkkXnknf5r/h1CYY7txHpr6V5Z/8BI9957ssfOtrYfU3sdHMaltIeNorufVLH6DY08Ep7/g0u+66kZVveD9hqZugNICVa0WLFHd946PUvPdz1Cx7BXhlQs+l/8Aw97zhvfj5PBBFs81+9auY++rPYDsaLW3cSh4nWYu17JX4j94AYbViyMninPwm1GA7Q1vvYnj/emqmn4RhpxCGTe3UkxGGFdnkO2lK3TuwM02UuncQlAdpnHcByLjbF/PsIvRKeIVhNv/4ajruvmdkeaqtjVXf/Q7SSiJ0iJm0KBdCnIY6Srt2UD9hGpgO0o6ECcI0o7gEJTFsCxEotGGgAoWVTGPaDqHvE/oewnIiJzQhMJIppLTQtkCKyJ1AJG0MIxHF1lgSpRTScCLhgjDQfgWhJQJNGIZgWEjlIywboS0CrRB+UHVC1CglkBK8UoFUbROBX0Yj8IeLGCm7GoihMAwDKSJTQ+F5GGYUUSGExLATCDRaaHCHQSSwEin8cgGZSCFCn8D1kaGHocpoK4EWghADU0rCsodpC0r5PLbhYOVqUb6HtJK4g71o1YSJh1CaoOIhbQe/UsawLbSGwA8Al8FDnSQaxqENmyDfgy4qrNoapGURehXSej8VL0e5ZwfTV72QWz77Fs75+PfItU2mf+8uWqZOIlnuoG/LXlJNOQwrQfvtd1IZHGbVf70ffd8VWKbDzKWvY/+O7SSnTyUsDvDQ1V+ia8t5LPu3NzNl2WlMXXoqoTDYfudfaZq7nLYFsXtTzGiiqtpwTEcHqAodYkeHmH8xoVskKI8doeKX8qRzTWz5wU9o//vtI8uTzc2s+u536Nz2GG0nLMHM1j1VzY2JeRZwpCgy2TKTRMMkwkqe/N5H0CoAIXAyNSx88ZuYvPIsNv/5Otz8IJNWns2klWeRaRp33COHXgmhFWYiQdhfZNdPf0P/hiMRhLlp0zj9v79Osrme0HNxH/szzgkXRI5k1aKzmJiYmOc68YjXcwBpmix497tRrotfUNjpFkKvhJlqBpHlkS9/hWUf+QCGlUB5PqJ5NlgSK1uDlbRQWjBr1WUo3yMoFjFSaaxsElQFw04QGBVMy4jsNQ0DfJ9QKYx0BsMwUUGAmUyiVYgSBlLoap7oUR1IKUFGdg9RvqhBVOJiVJ0dojIYrWU0GWuYBF4Jw4qqU5TvYZg2ge9jmAK/UsFJpXALZaRtUyl62KaGRBK3UiT0XR77/TU89vtrogxVpVBBFJ0x+8KX/ws/rf87yr29KOVR6dtMvn0dmeZVrL78o6OslnUQ8OjXvkbd3Lm0nnTSv7C1Mf8TVBhQ7NpJ3cwzUDpNkM9jZBP0PbaJTd///qhtg1KJ+97/Qc775U8Z3nsL4+afhOea3PXtTzHnvJcw47RzkN2PEe5ZHVVZn/5OFArDSGDlMrQsvizKDjaPnzkXExPz1BFVZZbo3fgXjhYwAKAVPY/dyLiTX4eZyOLUTWTcSa/BHeog9IrY2Rb80gBBaRAr00DnvT+lYfEL6HvsNhrmz2fj935EdsoU0uNamXjSCQRhggc/8dlRIgeAoZ07eeDDH2XeK1/Nmuu/Pmpd+5q7aF9zF/Mvfg1TT3we67/+TQA6H3iI8669Bm+gi6Ccx25ZhZloga51GKe+jY5Hf4vySkcOJCTNiy7BLw2gApegPBgtNuyRTdKtcyn17iHTOhe/NEjttFPxi33kDzw6sk1QGqBnw43UzjiD7MQleMOdDO99CMNJk2ycRrF9B9lx8+l4+Hpal70CK1WD8ivVzPREbPH/LMJOZ5lzzktJZGqQpoWX7yLdOpvB3bdx4ov/DenUg5ac+4vrsfPbCHQkGFSH1iGLPZz17k+y7a6bsZIZlr7izfRt/ANUt6FjI9JKcN4nvk25a5BSYS8Ww3jZedz5jtegfH+kHVoptv70Z9TMmE7dnAYO3nEVLUsuQcgAmcySuOCT4JWi2AwrQbB/DUJIyn0HcPv20923PzrQ379HdsoS2la9icrwQQoHN2AmsiTrJ9M0/yICt0Chcwup5pl0P/obmha+CDvbhBDPHQezmGcffmmYYsc2tv30T6NEDgCljg7uePNbOO/661ChAieN9AIMy6Fl1okEroe0kwhTonyFVZNF2g6B52NYAmFIhGEhbYGqlFAqimswnVQkrhcaISTCFFRDKVBagWVG2czV/qwOQ6So9mVNA+V5SMvBL+SxEwbKDbDSAt/zsA2LwPeRlgWGHbklIFEqRCoTwzQJyhUwTLTy0EJF/XC3grRtlFem4gcYTiJymwg8hLQwpCJwQ8yEiGI0DBvteYQqREuL8lCedEMdBx6+i9Z5J5KsqUGFGggpD/eRqa3FcBLke3vAlFE1cL4frS1EwiJR20jYuxOVyhFog65HHqJx3hLKe9ppWjgXrxKw/9G7mbRiFSKZI3AruKaJWxzASdegK4o9D/6FWaedj5HfQ9oykNMuRNsD5Nomc3DdaqRpcevn3srKN16OHFD0bNjIjBdfRn7vVppXrqBuxjTU7jujDz9w0euuJzf5RexcfQdTToqiKvetvoV9q29BGCaGaY3k1Z/90QVP2Xc25pmDCiOXMWmOXe0eOTqMPcEcE/NUoYLKcddpL+DgzbePEjkAlLu7uePNb+GUK76OYZjIWAQbE/M/xkhmqZl5Grl5F9C9Yyt7t20k3dDE5Od/isLOO0m1zQUgkasjMW8pDTPmo4IAK5n6h/2uoDyEsFKossfaL3xxlMgBYHj3bu59/3+y8vP/idPQSGLycrRhQzw+GxMTEzNC7NP3HMBIpWhesoSWlSvJ792LlUpS7NqKSDUjQvCGhgj9aDDGLxagdTHSckAITKkQUhK6LioIo2qTUKF0ABjRJLnWYBjR/wqJ4SSwkklUpTIyiS5NCwwTaZkILRBCIwwDIQ20UtGAUrUiEw3SqVbLQCSC0GqkekZUf8gNOwVhiFaRE4EwLMKgUs08BR0GSMMiKJcIfQ83EISVIqbbT9vCk0euT+i5IyIHgMkrz3pKPpenksGdO7nrne/E7etgeP8aEg3T2PXbG0eJHI5m41VX4Q3HdoxPV1To4w734w72kWyYitYZKv39pGoTqFKRzT/60Zj7aaXYd9PfyU1eTn7famonTOLC/7qaWUsWodf+hPDAWowZz8M5/V1o4UDoYVjRZKK0nFjkEBPzNEAFHpXBQ3Sv/wN+oRcVjO2gEnpFwsOCASmpDB5keN8a3MEOhg+so3BoI5X+fQTFfoZ2PYiZqsEbaueEt76FmlmzMB2LBz/xKaSVxhsaoPuhh8Y8z8DWrdRPnHXc9k5YuBTtRwNxTn09J3/pS9z7wQ9z0yvewK1vfBd/fcWbWH/jJoxV/0nfrvtQXgkzkSNRPxkr0zQi2kjUjmNg+x0jx62bcRqhV6L5xJdQM2U5VroBpIlf6CFRP4l8+7ox2zO05wFCN0/f5pspdW8nf+BRuh/9Laadojywn4a556P8Ep1rf0X7vT+g/Z6r6F7/B7xCXzRZFfOMRyvFnW95O723rUVqEzvbgjvUQfPCi0nWtaL9PIZjUejvQOV7q3sJZP1URCKHufF65s+qo2nmbPJ77joicgAQBsnGaeigiJV22PLHOxjyW9l/622jRA5Hs/mHV1MYULScfTnZGadhzz4TMf5E/NIwft8ewqEOdLEfKgXEuIXUzz8HYdpHnVOQbJuFV+giv38NTk0bDXPPZXDXffRs/Cv9W28jf+ARBAK/2Efnw9cTVOJnvJhnLpWBAco9BwhdyZ4/3Tj2Nr29FNoPUvEUWtpIy0KrECuTQZo2huNE7oDSQEqJEALTSSIMG6WJhAxCYDhO1Ge1bJASIaM+q9YiEj0ojaiKHUzbQSAg9NFaIwRR31VodBBWJ08VwrLRoQ9CoHwfM5FBCY1CIA0rSrkQEpRCSiOK0yAS+0d56gIhBaHrR8IKIFQiin9U0f1IS7Mab+GBYRIGGoTALbsgJBqBlBIVhJTzw2gg1JpKqYJXGML3QxK5GgqDg4jQQ5oWoVvB811kIoEOBpESKB7E0C6+cOjcsp6D6+/DMix2/fZ3yNAlLOXp37uDzTf9moE929l+628ZbN+DtBuwkhInl8YrDnHbNz+MsfzNVJqX8tePvZFSfy8r3/RhWuYs5rHf/hAAy8rw2FU/YHjXLrrXrGX9FVcw7w1vJNlYD17klCObZuKc8hayTc3svOdmQkwStUfysHUYjIgchJTkxk150r+fMc98Qj9yU3rC6IrhgaeySTExx2Akjl/FHZbK7LzhhjHXuQMDqHwZpImMo0ZjYv7HWKla6le8hr9/7WOsufYK9j90O1tu+hU3f+Zd6Nr5SGd0/KVpO9ip9P9IXF7o3AoCvKFBOu69d8xthnbuBJ2mb/NN6JpxYNmIMEQFwZPy/mJiYmKe6cTyzecAQTFP38aNTDxrFe133EHjiXMx7ATpujaGtu1g+Scvxx8u4IxvRSKjwQ8hMJNJQlOjPYVWCmmbgEFQcpFKoYVJGASYqao6USmkkGCYIMEIdeTsJGU0yEPVmEEIUFG1jA78KNP08OSBiGIqVBBEHUshEAJ0NGyEFmJkMEmaBgirugzQikQqiwLwvGhwyrIIAxcnncZ3XQI3JCE1S1/1Hro2ryH0Rk8QNc9dQs2EaU/ZZ/NUUOzo4O+vfz3Ny5fju+0YdprchOXk9//puPsU2tsJXBf7uFvE/KuIRA5dKBekI/CH82BmyLXU4j/0E/xpl1I8dOi4+w/v3oOVupDmRZdQGTyAnZ2CqpuKferbQQi0mUBpRXlwP8n6KU/dG4uJifmHaK2pDOyn65HfAJCbsPgfbK8o9+1Dmg75gxuonXk6yivjFXpI1k/AzrVFFZ925Lo04ay3U+4/QPPSpSQyFtt+/kvcYoVQ/YNBsBAStY0Ypkl5sG9EPNg2fzlpB4Y78jQsWMDiD3yANf/1Xwzt2nWkjUqx989/4YS3v5GgMkTTwhehggpevptk/WTs3CqG9jyEXxqMnBWcDA1zzkUYFgM778EdOIC0EmQnLsGwHJKN06MKp+OIEnTojUwEHc3AzrtpWfJSzGQtB1f/eNTkdaVvLx0PXcu4k1+Hlax94msR87TH7e+j1NFBqaODwe07KTQkSNWOo3v9n6id9ULuvvJLFHs6mH7WpSy94GJkpR858yzKwx2EfoXk7HMxQg/lFUYJjcxkDQ3zzqfYsZmejX8FYNJFi0i3NrJr9+7jtqdw6BC51gnsW3srXcJg+uLFGIWDhJv/AsDhb6K16DK0tEhNnM+s11yJn+8lKA/h1I7HcFIIw8CpG487eJDudb8f1TblV1Bh9FoFLuXePVgTFz+5FzYm5ilAa83Qzh1ouRc7Oee4AiKAYschsjOno0OF6TgIYUb91DByXUCaSAFIOzIWFJKo1xlNguswBNNG6KqDQ1V0r5UCKdEy6v9qpSMBhGEAGqUNDBPQGmEaI785hmkR+j5WMknge5ipdBT1iEYrjSGNqJscKAQSbQDKxzAMfKXAstBKYyaToByU64Eh0BrMRBLl+WDIqogCtArQSmDYEr9SQlgGmijSwrAtUIpETQ1eeZhJK55HoacDKQzshEOlVECkswR+QFJ7YBhI08R0HEr5YZxkDdotU/EkVnoCWkta5i4h1zYZ5Qe0nnoy2i8jTIu6yTMIPZdCz0G84jChW+HeKz/NhZd/CSEtJi1ewdabf83w0DBbb/4VK954Ob07tqDcMna2YUSYYFoJ3P5+xp99FplJE3AHBlj3zW9y0mc+A+VNCL+MNed83Lu/jZGq59z//DKP/uEnnPjv7+L+qz5zzPfjhBe9jkRN/ZP9FY15FnD4Ofa40RWpDMXezqeySTExo9BaE5Z9ko0zKffuGLXOqplE6Lkj8bRjUTh4kJZlC/+vmxkT86zCLQzx0NVfxh0eQJoWybpGvGIBv5Tn/qv+i5Z5y7HT/1yMhJNrQWARFItPuJ03nKd50SUElTymrEUTgJTIeHovJiYmJr4TPttRpQF0GJBsbga/wpQXPR83P0CqZSEqCLBra0k2NFPq6gfDQhhhNIijfDQQBAoJ2NksRjJBWHZxamsRWhEqhQ4DzEQyGgiqVq0gNAKJMmR1niEaHEJE1ScIEYkfiAaUpG1FQgatQRqgDrs3RKIHtI5ea40mGkhCq0j6YBigIzGEXyljWFZUlWOb+G4FaToIw0Qol8hWVGNkm0g88kue//lrWP+7n3Bo/WrsVIbZ57+UqUtPIZnJHvd6PhMZ2LoVb2iIqc9/PqgBGuadR2lgNw2LFtL98MNj7lM/bx5WOv0UtzTmf0JYySOkQ7F3LblxJ2DlaqoKYZNw7stRvk/t7NnHrb5uOnEx7tB+/GI/tdNO4dFffw87neOES16NIQ2UW6RwaCM1U1egI9lQTEzM04TQLdC76W9HFgiBMKxoUuNxSCuJDjw61/yC5hNfSv2s59G76SZSjdNJNk2PJl50iLTSjDv7Hfj57uj3VifZ8etfsfJjH+QFN1xDiMTyI3cnrca+JyTqGzj9DZ+lcLCd1LhWCkOdaFVmwpy5CDsLtXnmf+DdSNseJXI4mqBYoPGEC+nddBNhJX/kLUqDxvnPR5g2LUtehrSTKK9Mx0PXRRNV1esyuPNuKn17aDjh+UjTonnRJajQH3GuGH1xxhZueMOdWKm60RX6VZRfodi5jZopK2LL/2c46iiRa3biRB793ZWowGfhi9+ANG28wjBaKQYP7ETUtuHLFfSu/8PIPsOsx0o30rzoRSCMke9Lw9zz6H3sL4TekQGqcu9WdFimaekS9t44duV57axZFPY9SMvEBmrnnBk9J9c0Y7XORSkVPQ+XBwk234TZMJXSwEESNRPI732URNMUdlz3HqxsE5Ne+CH6t/392BMIg0TdBILKkXZVBtrJxUKHmGcg5e5uutc8TNvzZmOm0liZDH6hMOa2uanTEKYEJFpF/UytNcKQSMsmDH2kaaO0jtwaqMocDvdTZbV/KkTViVCOiBwQAh2GCEQkzh8R1wlAoHUQuT4YBlIK0JEdfhThLDHtBDoMIqEEIA0DbZiRm0MYIE0LHYQgouEaaVhIx67GX5hoDUoFmIZDUC4jDRNpmijfjZwihEAqTej7mKkcVjKJ1CE6CNE6BK2Rlo3QVPvWmnRjK6FXwXLSKGEijKja13c9pEzgBQG2iCIjQ2GjDUHP3l00z1pE74ZNJCY2M9y5j9333cScc16GNpNIw6J+yhyUCtn/4N9pnrsEK5Fk6OBeysODJJI2aVFk6aveS+h7TDn5HHbc9jvmnXMB3ff9kMbT3j7yeWqhsbJZJl54DiqMii0Gt27lb694BS/8/S9walvxHv1V5KiR7yK592ZWvORVBEaa8z71A9b9+ioG9m4j3djGope+ldYFK7BTmf+rr2rMM5h/JHSwUxn64+iKmH8hhfZ2/vbyl3PyFz9LqnkB5b6t6NBHmg6ty15GpbMDu6YGb2js72ntzJloEbs5xMT8b3DzQ/Tu3MiyV76fXONECvvbcerrEEmTDX/8IX27t5BtmfC/Pm7glrAyjQSeh5XNIkwTfRyXhmRjI+WBA2Ra5qACHyH1yJhITExMzHOdWOjwLEe7eeyaDLWzZ2IE3cimmYSlYQgMMEJSjc0gwMpmq1Ufmqi0xUQYIYYUhIFGOmbkrKBCpCFQoUBadlWEIFAhGNIAEQ2U6FAhTQshBDrUUUiK1tF6oiEgrVQ0FGSY0XaHlwNahwisaJvq4IsWGnQ0uaCr59VKoKs/6obtoIOAwHWRponveoRhhbBSxkrYSEND0iI8tAEtTGTFZeqCs5hxysWYjk2mLofc9Bt04zsRT5DFHZSHCUqDhG4Rw8lgpuswE0+/QRK/VMIrFOjftInnff/7lLq7qZ2/iKA8QKZlOpMvqmP7tddRM3MmM17yEqxMhp5HH2X3H/7A/Le9DSuV+le/hWc8fqEPvziIDj3MVC1Wuj6KhXkC8u3teIODKM/Dqa8n2dQ0IjrRWlMZOoSUFrVTluEOdaIHOxnYcifJlpnYtbMwnBRLPvQBbn316wjL5VHHNlMpxp95OsIqYiayCCmZcvL51EyYRFjswfOKOLlWcpOXonwXw4nFLjExTyeUXyF0j4gA8u3rqJtxxpiTmw3zzmNg590AGE6K/q1/p37W8yj37qF73e9HOsTJxunUzz4TvzAQWWBLyaL3vJ6D916LX+ynZsbJpMcvZsoLnj/KIjzV1kayqYnslCkcvP12Nnz72wBkJ09m0fveR3rcOMp5DxUUOfCXm/CGh5n3xjdy1tVX0/XQQ+z54x8pdR6phjOcZBQrcZTIAaLnjt5NNzPu5NeChqA0BDqk8YQLGd73MF6+e2TbZOM0Kv17GNy1mtDNI60kuYknkmmbR++mmwCiQYTS2HbDWisC7/hVFOXe3eQmnjg6NiDmGYdTV4fhOISuizAlTqaWPff+lc6ND3PZd2/ihEtej53KksjVEaqQ3q3H/n35xV6G96+lbfnL8Yu9lAfaqQzsHyVyOExlYB/NSy897oDzwne/m8bF8yn37iDfvi2qOhceiYYJKDzyex9EBR6NJ7+ZMPRJ5CbQed91DO+8n2kv+XzUnnwPaDCcDKFbnfQVktrpp2JnmwlKg+igTMuJL2G4fR1OrunJvagxMf8fBJUCQXGA0C1gOGnMVC1mcuyKOOV55KZOI9M6F4TB7Ne9iq3XXMuMl76Uhvnz8YaH2XnDDaggINXaitACaWi0aYMUGELih1H1m1AGSIHQVSE+VTNCw4j6pdV+LeiqI6FCo9FhiGFZ6KpoTghB6PsYVQEEErQy0OgoHiKMRBBCS0zbQlWjLaRpYkinKqAI0Z6PNCMnCSOZIgTCwIuOY1mEroeUAq0kYeAjbBsdREUKWocIaSEsG+W5KD9EOolI9BiGgCQMPAQSu7YGP98PwsYQPvnhAZKGhWFF0RuVfBFt6EjUJwTKSBIORfc2adlYyTRh2WXoQDv10+dz1xUf4+Q3fAw/LLP3vr8x96JXIE2DStmnd99GErk6rESKictW4eYHsdM1zLnoFQx2djJu5gzElj8w7pQP4ns+G//wU5a94k3s/8PHQYeoUg+5cVMYPrSXnt0bWfzB97Pv4dsYaN/Jyi9/gc5772XiWadRGR4mOXESutAD0kTNfjHDg5pdV/0SpGTWZS/kjHd9FqpRfMnYySHmCfjHjg5Z3PzgU9iimJgjhJ7H9uuvp3H+fFAG6ea5ZJqno3WAsOvwBvrxK+0seNfb8Qbz5KZNo9zdzY5f/pL8vn1kJ08mPWE80jz+mGdMTMyxqDDgjHd/iS3f/THrH3lkZLlTV8fKL32OUETi99D30EphOmP/jYVemaDYT1AejiKC7RRamQT5IaQtmXbpJfQ9tpGpF1+MXVNDuauLPX/6E+m2VgK3k+zkuVSGOpCGGcV3EsdrxsTExEAsdHj2I0y0Ujj1NVgkKBaL4IF0JAIfaUmUW8RwsiitMe0EKEWoQUiBYTsYTlT9ghBI20YpEKYZjfmY5si6w/ESh6teovODNKtfMyFGIioio4doAEWFYbUSRhG5P1DNPdVHfq6FQCABBSpEGLJ6EEXoljFMO4rAMAyklggMVOBjpbOElRJaCwr7HsWsn4ljphiSJ3DXy98wSiVpplKc/b3/JsHxKzW9oS72/vnLFPYdeaipmXUaE897L/b/0aBx6BUJ/QogCAoehf0H6H70UVKtrTQvWUKyuRnDjiZdVBBQ6u5G+y4qDNl89TXMfMXL8fPDtKw4ATORwSt0o0Kf8sAGLvz97+i8bzVbrrkGb2iI5hUrOPfaa0k01f2fvJfnClpryt272PO7T+EOHARAGDatp7ySxqUvwkrVHrNP4PsMbNzI6g99aCR6wnAcTnjrW5l2ySWkWloIvRJ2phUhBH6+l941f6Rm8kIaFlzKwTvvZdsvPoA/PEzLKSdz7k9/yvorr6Tj7miiMzd9Ois+/THMtKBnw23UzjgdvzRI8+x5BH4ZmWwFrVB+BR14CNOOnFRiYmKePjzOSaDcuwczUUPz4kvJt6/HLw1gpxupnX4KXqEPd/DgyLZWup5y7x4KhzY+7hi7GE7VYSfqGNy7FmnadNzzk5H1Q9vvxaptY8E7v4i0Hfo2bmT5h95DwqpghEMYDVMY6iySnjABO5djwdvfztovfnHUfezUb3wDISVrPv958vv2kZsyhcX/8R/0bdzItmuvBUCHIZX+/WO+bR16+IU++rbcOiL0MJwM9bPPJt++jkr/PlLNs1CBx8COu0b2U36Zwd2ryYybT3bSEoodm2mYfQ49m/465nmSjdMZ2r/2uJffTGTi++IzDBV4hF4JrQKkYWMkMji5NPPf+kbWX/Fd/OEi05/3QvbcG30n/EqR8YtPZfV3P41WISe/6V0cb/CocGgjifpJDO5aTcP8i8i3bzhuO8qDmzjzB9/lwU9+lsFt2wBwams54W1vI9XaRLl7P32P7WfrT66j3NND46KFLHjnO0g5BRprWqBhGoWurTi1E9n164/SuPj51M48Fa2OPMcW9q2jadGLGNh2B+7QIRpPuJBS1zYGd95zpCFC0jDnHJKNz66YtphnLt5wDwdu+RZD24/kEWcmL2HKCz6MlWui0t9DuaePztX307hkCemWFnIzZiAtm0p/O5POex4TVp3Fpu//gN2//z2J+nrmvOY1tJy8EivjECoQpgNSoMIAYViYtn0kVoJqLKKu/luNoNBKjbw+zIj4QepIdF+V6WsO/7+u9odlVBiggurRBUKCEhrDNFBeiNABKlAY0gYhCCpu1H+WBmYiCYGHYTlI00BokFISqsMxjiHCtKJzChk5GCgNMmqzlUgQuB5CSpRfQBkSaUrKw8OY0kEaBo5joSwbEboYdgJhGKiKix+42HYKM2FD6GGns5QHevEGBkm1tqJViFcqYlkJKn0DOG319O/ejOcVEYZB48yF9O7aRM2EabiFYQqdBwgr5SgaUogoeqR9F8naBlwvBCeDcLKEw93g1JJrHc/Q5ptHnHL6H/kNp7zlQzx87XdoXbiCRLqW3Y/9jcEDu0iNq6FlSZqu+75Cqm0utRPeE31O817Omu/8go77Vo98dvv/8lfGr1rFis98JhY5xPxDwqrQYWRM63HYqQyhVyFwy5hO8qlsWkwM3tAQ9fPnk5k8CadWsOd3l+Pne5hy6dc5dPefmXjemfjFYernnsCGK69k23XXkW5rY+G7340wTWpmTMXOpVFCEvdqYmL+59ipLAf+eDO9R4kcANyBAR740Ec57xc/p3PTGrb+9Rf45QJTT7uQtoUnkW5sHdnWL/TTufp6eh75QzXaTDDtpVdy4NY7SY9rwnA6WPTOt1Bo72DDd75H/+YtpNraOOFNb6LxxIX07/g90lZkxi2ojkvI2NEhJiYmpkosdHi2k6xFl8uEZQ+jJo3pl/FKBex0irBSJvA9LNuKKkKEAOUjhRlVlShAGGgBUsjqeg2GPipaQqJVgDBkNP8SKR2ic2tdLYKpxk3AkUkaFVZjLg7vFA0LaRWJH4SU0QCSiNZFx1ForaO4C6pODjpyhJCmiVIKFfiYhiQIVTRpGwQIIfHdCl7/PlITFhOE07jvoy8n1dzMvNf8O7Uzp+MXi2z71R+5/zNf4qyrf0RqjEJ2vzTEnj99nuKB0QPZQ9vvRQjJpOd/6El1dtAqxMt307vppqiqdsp5rP7QJxnafiSDT1oWq773PZqXLUMFHsO795BMGxR6Byke6mD6ZS/CyeZIt9bTufZ6mhdfSrJ+EsorkW44gUe+/GUO3XX3yPEO3HILB++8k/Ouv45kffOT9l6ea3jDXey4/n2ElSNWujr06LjnGuxcMw2LLjxmn9LBg9zxlrcQlEojy0LXZcMVV5CZMIEJ557L0J79ZMa1oXSIn++hacG5UKrw0Gc+T+cDR6Iq9v/1Jg7efgfnXvsz5r/9jdFAqKxQHlhHWp4JwPDeh2hZ8lJCtwQoArc/qi4zTFTgYjspzNjRIeZZigpDKkN9qDDEsJ1nzKC3tBLY2eZRLgb59nUUu7aSbptP7fTT8Ao9aC3wi73RBiKKhEo1z4ycHB5/TDtFsmY8nff/kqYlF7PzFx/AzrWQbJ2J8soU9q/HH+yg++GfMuuVzydb91rcO78BXjGKuAIyyVrO+u8vUBhwuee97x11H2s9+WQGt21jwxVXjCzrXb+e3vXrWfz+99N22ml03Hsv0n7iobagMsTRE86hW6DnsT/TcuJlVPr3kxl3Aj2P/XnMfQuHNjLupNeQapyO0upIxftRpJpnIe0U6eYZlDo2jXmc3KRlsdDhGURQHqZ/+50Uu7ZUbdoT1M04AytVz5QLziLT1kK5t4eauTOY98LXsPnGn2ElM6y99hv079lC0+zFx0s5wXAyOLk2TCdD6BXpfvS3tJz4Ekqdm8fcXgdlvMpGFr3nxVjpCZipBoJyha0//zkTzz2Tjd/7Obt+87uR7Q/dfQ8d997Hmd/5Brmhe9HrfkN6/gsJUaRaZ9L1wC9oWPR8Gk98ftSeZI6amafQvf6P5CYspm722XhDByn17HxcQxR9W25h/KlvflKucUzM/w9BpUj7rd8eJXIAKOx7hP6td5CZsJINV17F3j/dyElf+hKZ8a2AIFGXjsT8WhEUQ257zatRfjQx6Q0N8dBnPsPEc89h6Uc/gpFJI4SMXA8QR0QMUiCOTpuIVAwjbTgSUVSNrqj2b8MwQEqJDnywbKIKABn1dYWMXApVVbyvQSkVGR4qjWFYUX/X9xG2CQo8t4yVTiMMWXVXNJASQk8hZRSNEfguGBLTNKrdbA1hiDQkSofVsIzovYWVMkIbkfMiYCeTKKXwiwWsVBZDRI4UQUURlIawUg5WMgVaRzGQCRNhGoigHPXHEZT6utB+OBK5YUjY8rdfMO/8V1HKdyMMk0d/eSUr3/gRppx0Dv37d3Dg4TtpPWEZA3u3U8p20TxnMbd+9q2c8KLXMbBvB7vu/CNnfuBb7Ln1PqY+7534A73k84PUTpxM5dAdI5+DN9RJ7/1Xc9o7P80tn307DTMXUDd5FtNOPYfe+69GWikmvOBT1DS1QaEHY+bZdLWXRkQOQkrGrTqDWS9+IWYygT/YQ7IpdrSJeWL+saNDNObj5odioUPMU44Wgu41a5h28bkc+Ntn0YFL/cKLGNrVwYYrrmDmK1/G8K593PPeV4/s4w0Ncd8HP8gJb3kzdfMmI4TAlE9wkpiYmGMIC2X23/y3Mdd5Q0MMbNvK/T//wojjz6H195NtmcB5n7maTFMbKgzoXfdnetb8dmS/xmUvpufRTez63e859asfIdcyn95167jrPy4fiUXzhoZ44OMfZ85rX834c+YT+mW8Qh92tomgMkiqYfL/+XuPiYmJeSYQP9o82zEshPYxU2lCr4wsHCLVNg5h2pipLCDROJF7g5TRhIiMskxRKhqcERKM6KtiJJJIK4qkEIiqGMFAVgd3DoscDrs8HC1aQOsjTg5GVEGDEGghosGiwwNK1RgLFQbVaprDaacgNGjfQwc++nD7qj/+yqvglwqECkK3gmHZhJUiSIFlJ8lMWYppGpR6+ph0/jmc/d+fYkLDAVK7fkpN/02seP0qll/+Przh0bbZhwmKA8eIHA4zuO0egtLgk/KRjZyvPETHQ9fj5btJNs5i8w+vHSVyAFC+z9ovfpGgNECpoxNLegTDPTgNdez76y3UzJyKmc1Q7NwSVcaEIdKwkVaKoKhHRA5GIkHN9Omk2tpQnsfaL38Fd/DJfT/PJYrtG0eJHI7m0D3X4Of7jl1+112jJgePZuP3v483NEh2fCPKG0D7RRJNM7GGD1Aa9BncsYuaGTOwstmRfcJKhfX//S207iPf8XfyB+/DTNaMTNKpwAUh6dl4I50P/xxhWLiD7bjDnViZBkRsZRjzLKU80MvmG3/Knz7wUn77tvO59TNv5tD6+/GKY//NPp2QVoL62WdF1alHoXwXO9PAwM57SdSOxy/3k6iPOrzJhilo5UdK/8ep/Z3aiTTNvZChXQ9SM30lZqaeuW++hvFnvx27to36RS9h8sXfZMJ5XyQz6QwyTRPx7vsuPM6eX5cHMff8kZpJrdTPm8eJH/swq675Aef9/pcs+fDl7L/lFqRlHfN+Nl51FdNf8hImnn8udq4GaR8/MslK1R0bC6BDyn17SDRMrsZm+cfdP/TKlPsPoPwS41a+mmTTdKTpYKZqaZh7Hqkpp2M4WRJ1k8hOWHzM/vWzz8JMxW5HzxRCt0jXut9R7Nw8Mkik/Ap9W24hcIuECBqXrqBh/gJUGDBx+SrO+fh3UZ7L/gdvB8CvlEjUjc5ZFaZD7bQLkZzAnt89yuarf0mm9TzSLSfiDXdh51qPaQtAsmEafev+StfqH9L98FWYGYUSgoXvfCdB2aXjvvuP2UcrxZqvfItw3OnRe9p4I5Y0SDRNBaBvw81IM8H0l32ZOW/4PsKyaZxzHk7dRKRhYiZraV58Kanmmcccu9i55Z+/uDExTxJBaYDBbfccs9ypG09mwgn0PPIIe/90I+POPJNxK5cSFApIy6LUu6PqXNDC2i98KRI5CEF28mRyU6ciDIMDt95GpacXaVhVcbwGaVSjJQToI9I5/TiRA1RfHxbwKz2yzJAyEtJLiTgsyldqxPlBK4XWCuVHDg1RHxhUqKIERq1QKFQQRsJ/FaCr4gmqwn5kFHuhtEJpRVApo4IA33cJVUjg+6ggiN630nilIqAQWhH6LkqFaK+CFJrQCzBsGxWGSMvCNDX+cC8q1Lj9A0gUCMHQwT1YmTSWnUCFAcXBAfxAY5V7yNTVYWRSBKUS+a79JJIO3ZvX0rP7MexUlsknnUPv9g3ReILj0DBlNh0b7qfU38PA/h1MPukcir2dlPq7kZZDurGVSSvOpuPv95CaMI67fvTfaCuDCkO0lljZ0WJ7b/Agxe79lAd7Obj2biYsPYOa1lasbDPm+NM4sOYBgk03EhxcBxNOYdsvfglEbo3nXv0dlr18BbmeP5Ha9VPMXb8l6N6BDtwn50sc86zksHDqeEIHOxX1ueP4iph/BWG5zNDOnZR7N43cy2pmXMDmH/wAgGCowJrPRdFmqdZWaqZPx0hGgpzNP7oafBOkNRIrHBMT8z8jKJVGfh/GotB+ADszOnot39XOlr9eT+j7+IU+uh/89aj1uSlnsvlHP2LC2c8j09KG19fDw1/6BtKyyE2fTnr8+JFtt/7sOqzkBJL1k9GhCwicbFNciBETExNTJXZ0eJYTlCv45RAzlcBKNqErw/ihB55GBdHAR+TOIAGNkJEwQUoNyUQkVKhWuRzO6dT68DPxkSiKxzPixKAiNwcR5VEcZfhQPajWoFUUhSEEhGFkGQqR6OJIiU20KRoMGQ1MSYH2/GjeJgiibGLLQiMIy0VkojoRJKDc34NTNwkpQEiDE156LmLd1YxM+XhF2H0bmcY5GNlZx7mWg09wpfWYFaL/LCoMGd6/dsSS2HTGsf9vt4y57fJPfpjhA+tR5Roy/jb81FSkoUlPnowOfaQwCCp91M44B+17VSGJ5tDddyNtm5M+8zFaF8+B4Xa0mcT1kzz67R/g54dxamuftPf0XKLUuf246/zhKDrk8fRv3XrcfZZ+9HLQw1QGC/jFAeyamZhhHu0WSbbM4twrPoWoDKBTTQx3DvPg575Kpa+PjtWrWfQfb40OIiQ1k5ehwiM212iFlW2iedElCMMmO2ExwrCQpo1hxUKHmGcfleFBHvrxl9i7+sj9dGDfDm797Ft53n9+g0krzz6qivPph5QmCEnL4kupDHXgDrZjJnKkmqZTGThI7bSTMBO1aK0J3TypltkIaVLu3Ud63Fzq55yNkCbu4CG8Yh+p+ils++k7aFr+YsxcPcovs+/GL4GQNC15Ew985IsM7doFwPJPfIJMbR26eKxQC0ANHMDQHks+9REG9+7ESTikUw6ytIfTP/RKdGY87feuYf2VV1WrXaPBgmRjI1Mums/A1tupm34afVtG/9YJaZBsnE5l8ODIhPXR+MV+zESO45beH752pkNu0hKkaZNvX4eVqifdPAsVuFQGD5LKtAFgOmnqZq4iN3kZlf59CGmSqJuI4aSRjxOYxPzzhL5HeaCH3l2bqQz10zhzAZnGVhJPgrtK4BYISoN4w51jrpdmDYVDHTz0yf8gf+AAF/31T1SG+sg0j0drxVkf/haD+3fRs+MxhDSxa8bhDUVRLHXTX8B9H/gwg0f9Zm/9yU+Z/453MOmi00k1zxx1XmmnyI5fCTpN0/LXYiZq6d+6g86HtjB+5TJsRxF27+TsL38AX9aw7sofjnJoGt6zh0BmcVL1yOlngIaaWacyuO3u6Hki8BC2RfeGP4KGhnnnM7Dtdrx8FwDCsMhNXkZdro2BnUccvPzyIG6+F8NyMBNHRJIxMU8lUd/p2Pt647JLcYcG2Xbdr0AIln3kw4iwAqhIJ2+Y6NAnLHv0PfYYs1/xMua+8qUY5Q60CgidNnbe+Dc6V99HdsbMEdGCrIoRRGSxEP2XwyYJeiRa4XC/FaJYJaqiBq3CqF9bdTZUYYiQoppwIaumEAKEREsTENFypTBMgzAIQYJpJyOXB8AQQdUd0Sb0ikjTikQJpolXHMZJpjBTabRSBJUiKCdKctQ+SmmEZWElU6hSBUMESMPCsCzCsodWAe7AUFTgkMigfQ9f+yhpE1YqJNuaouCNIECFAaXBHmypIFEDRgK/XMLJ1GB3rcVzJuAX8jzy++9y3oe/zvPe/Snu/O7neN4Hvsb0VS+g0H2Qzo0Pg5DUTZpJbtxUHv35FZz4infxyC+/w8o3fhiEoHnmQsrDfdS1TWPvb/9K+6b7aF97NwcfvY+zP3YljbMXQ2UCpUObqV9yGYnmeYShwi1Vos9KSvJdB6ipleTmXMDNn3kn517+VfSOX2EseyVecYCwXAbgpE9+mGTfndC/Z+S7pft24972RRLnfgSj6VgRWEwM/M+iKyDqV8TEPNW4AwOkWloICkciCoVhM7x3LwDe8DB1c2dz3o+/g6mG0OVBQruJ7o07eegLX2Noz16S48fHk6MxMf9LpONg19TgDQ2NuT4zZTLl23qOWb7z9j8w7wWvxsAdY95AUjx4kBkvezFWIotuTHLWVf+NaWpU9w60kSCwGth49XUc+PsdDO/ZT/OyuajAR8b9uJiYmJhRxEKHZzk6DAmKJYy0A2g8oy6a+HZLmIl0ZOOpqQ6oGNEkilJRZqlS1fVqROQgpDxc9hKdoDohpEOFkHp0NYzmSGRFlTAMMAzjyLGgOuFRPY6get5oQAkhorYZRnXySaICH601hu2A7yHtJKHnjdiCKq+MnU5SKZaQpo2ZSNC9fw3N85ci7AQ1E1sIVv967MTl3q2YwhvzWprJ2ie40gLjSbT516FLZaD9yOtAoYNogtqprWX2a19Fy4qlGI6NkYKwYqPLATK/H7N5EVrAnFe/ErRAIbAyLTjZwzadAsOpwUgmuPhPv0Zs/yPhPX8ZOZclTU7+0JvQdnx7+GdJtRx/4MzKNiHGqA6pmz2bvY9bJm2bc3/2Y4yMS9+221C+S6J+MulWE+UmcKafhrrzm1B9WBZAXbaVc394BTe/7u2ElQqgcWonUDN1JYXObdiZRgCc2vGRTXvLHIxEBtN58mJXYmKerpQHe0eJHI7moR9/mcaZC0k3PL1je6x0PT0b/owQgnTbPMxULcorIa0EVrIOaZoYdgodeiTrJyHtNGayhlL3Tgrt61GhR7JhCo1zz2Pfn76IlW0kN3055f79DG65B7dvPxMv/Cx3vuM/8YeHEVKSmzkT6TiExaEntAKTpqDc2UvSzpK1hwnu/i5K65F9pp5wMrmvf5G7/+PykX38QoHs5DPI77kFw8nStOgShnavJtUyG6emDa1CDDuNO9iOtJIov/y469GAkajBdLLY2ZaRCd6jMZwMwjAZ2H4nibrxDGy/85htKv37aVv5KoxkDYadxLCTI/fLmCeX0Pfo3LSGO778XkLvSFVt64IVnP6eL5D6J6OzlO9SHtjP8L41JJ/AwjMs+Tzy5S+T37+f9PjxeKUC6YYWHrr6i3RseBCA+qlzWPGGD+N7ikTzEuqmnwZCEpbLrPyvj7P3z39j28+uI1Ffz6L/eBd182ZhpdJIo57mReMp9W7BsOsIhiWPfOG7pCdMYNzpp6ODXhJ1rTTOm47e9Gu87kgwIQHHsFjxH6/j4W+bdNx7JFveaW5FN72a/vYN+FtvxUrVM/mFl1Pu3ofWwYg4qGnRi+h97M+jnE906DO0+37qZ5+NXdOGN9QBQKJ2AvkDj1Dp20vL0pdhpWr/qWseE/P/Q9R3OixqP0KifiJeoYw7MEDLSSdFm5R7sXITQUMiNwlhOSBKLP/Yh5i8sBH/vq8RHHWc2aedQyV9AsKQoKtC/VFnOerVWJEVh/9bFexrDvdrRXRMFRKGAZaZGDnSYX3E4T5uGHgYloMQAqVVJCrwgygXXchIxC/tqvBCIxP2iJAfI6om90pFrHQNWCZBpSqE8D1MM4E0BBqBDjyUCtAhUaSH6xIVMNgYqSR+voCRTuGWCwwd2EnTrEV0HXiUljmL8TEjsUYY4hWGcGqyGKak3D+IncmihYnc9XdqlrwWN9HIjFUX07FtM63TZ3DOez5JqTDE3d+8nMUvfxc146fi5OrQYcjkk85m+y2/Zsdtv+fEf3sH7vAgq977FYJ8ifY1dzH9pItoPXUlG279MQB2JkcmlyMoKozaSUx52Td56KffpGP9lQgpOfPyb5EbP4Wz3v0prP4thI1z2HTbTZHDYxCAYSOcHI6TYdI5qyh2dFA3uQkeOyJyGEFrvDU/J3Hm+xHxBEHMGIxEV5jHupHB0dEVA09Zm2JiDmMmEpS6urDSs0eWaeWRnTIFp6kJu7aG0z7xLty7ryAIj4xttjTN4uyrvkUQCLRfASsWcMfE/G+wslnmvfGNrPvGN45ZVzdvLuVSP4FbPmbdiEuQ6SCdNMo9qq+GomnpUlItLRS6tmInc1gHb0cdXDfibG0LgxXveR2p1hasdI5C51Zyk5dhxc8wMTExMaOIvaqe5UhT4jQ3IlSIViHSSaBDhWE7SNvBsEwMx0EasjrIQpRfWo2VgOi1UuHIMY+IF/ToZWNZfh69nahWtehqtMVIG82RbaVhHqmqkdWqmsPRF4ePYZhIM4rPkIl09L6kEYkhDAN0iEYSBh4q8AiKZZKNLfj5AmGoMfDQY0yEHEb17RpzuZmuJT1hwZjramad+qRaWgtpYiQyh19gJGzS48aRmTiRs378PeoXZSl03Y5X2oZf7sNK1pJuG4domkWioRFpZdChh3IVhAHpcQup9OwBYVEe6MYbGGb6ZZdh9K5DdT4ui1wFhA/9CDsR3x7+WdITFmAcRzjQdvrrsLPHTp6NX7UKMzXatn35Jz+KV9nKwPY7CUqDKL+MX+wjv28jlm3g3v3tEZHDYXS+E/PALSx5/3uYevHFJBoaSdZPom/TzSRq2igc3ICRyNIw73y8Qi/J+smxyCHmOUP/7uPbtZf6uvCKQ4ReCX3Ub97TDdPJ0LTwBWQnLKJwcAMD224ndAukW+diJqPOrjQTSCuJMB20DunfciuDO+8mqAyh/DLFzi10PPxzxp39VpqWXUb+4AaS9ZMZ2HQriaap9G/eRVipsOCd7+SMK69k3uteh1NTg9004djfekAka2HaufihQyJTT824eoK11x7jwKD23U/z1BzNK1YAkGxuJjOuFaO4n9b5Z2KbNmYiR9PCi6kM7Kdr7a/pfvS3dDz4MwqHNtG08IVI66gsZCFJNc+k0rubrkd/R92sVRj2aNGhMB2aF11C76a/kWyYwuCu1YxF6ObxC73/H59MzP+UUn83t3/x3aNEDgCdjz3E5j9fR/gElqBPRGWone5Hf4uX78awx/5dS9RNIiiXGNgS3QuaTz4JJ5vjb59844jIQVo2E1echQp8Cr3dmJZB76ab6Fr7S3o3/5HhA7cw8YKFnH7FN3ne97+N05xnaO/NdK+7gc6115Fvf5DaySsod7rc8da3kx4/njmvfjWp5mYe++532Xvjn1B77kJ3P87JKfQRj13L4ne8cWTRvLe8Cd/ro3vTzbhDh1B+BXfoEH1bbyXRNJFSXzSJZyRyaBUeG+9SZWjfQyORLIaTxUrXYzgZ/FI/vZtuIvSPHZSLifm/xkzVUTPr1GOWh24BRZGWk1ey9KP/idYBMluPMOwR94TA8zCTDlPPOQV//W94vFgi3H4bmWy1Vysl8vGV2eK4socjv11HiSOE1pGooOoEoRAYlj3iAoEQKBVFRGmlCLzIgUCHQdXpQUZ92ESKSIRg/j/2zjvOjqpg/98z7fa7ve9ms+m9d0JL6EUQBFRU7L0rirzqzw621/LasKEoigiCgvTeIYT03jfJ9nr7nXLO74/ZbLIkG0BCEuF+P/DJ3qlnzszcO3POc57Hdz4Uuv/+7bkYuoWmaeiWiWf7nVOu7bvxudksuhlASRfdMBEauLaDzGXxXA8jFEQaIQwrgHLzSE3DkwLNtFA6KOliBiMEYsX+O7QQuLncQDk1ArFilJSY0SLM3s0YoRDS87BdBSMW4GX6aN/4PFVT5vL0r77OY7+8BmmE0Aw/GmTZ77/Lw9/9NIZpoVsWG+++iYUf/iqdm1fx8Pc+Q6J1F+FwOdtuvoWKUdNA19EMY9Dh6bTPfxctk+DRj3+S5rvvZ9kNP6V11TN+HUpJz/YNnP75azBWXo/a+iBGKE6y3Xfa2frE/VA3xz9h+QQjTl5I5Zw5aMmdw157smcnys0NO7/AG5tBocMwjg66FUAzzIKjQ4FjQqC0FCeRIFgxGWFYAPRvvY+pH/0IJ/7v/xIM6+Qf/Sl4Qwdwqc7NRNVOikaNOigGsUCBAi+Nk0iAEEz96Ecx435EhdA06pcsYcF3vsMLf/u/Q67XuGApgWgRRrSMynmXDpmX2vUoi3/0PTrX3kmmcxta93bk3pVDN6A83Gd/z7QPvotIfQXR6oloZsiPZitQoECBAoMUhmy/znEyGfRoFCfRjxGOI7M59GgYMxDAkxJh+o0sDDg1qEEbz/3uDJoQoA1cKi9ybBgyhAUGbT+HIg76Wxy4/Ivw40ml7y6BGhxFA/5Lpxhwg/BcF6UkSgmELnCySVzbJhiO4Eno37OD4hFjwPYoqWuifcNKzJABsTAD9g+HrDMxTKevGS6m6YIvs+Nf3yG9e9Xg9PjohTSc8SmM4JHrLNYMi+KmBeT79hKvX0LLo88w6QMfoGh0A8mWR/HsNOGq8RQ1LUTm07Q9/VeqF12BMXI+rpfDiJTipDMow0MYum+ZGixC0wVCC6OkwjQVuS0Po1VPgdEnI/EtwkWqE7X5fry2dehFh86aLnB4rKJKxl7+I7bf+hXsft/CWmgGVQvfRvEhGnQBwrW1nHLddTx15ZVk2tow43FKJ4+mb4c/UlPoJvH6k+hes5X1//wDJ3z5E2gV4xD1s/EAzQyhZbrwVt+GbN/AiDMuo3T6ZNpX/h0hoKhpIXowTsm4U7Fi5WhGkEDsyI9cl/k8I4qKaH30UdxcjtJJkwiWlWHFCmrjAseeF2cmDkEIlJOhddlfiFSOI1o37bgd5WwEohjVEwiWN4GSaEZwSOSGdDJkO7cRKG5AOinyA7b7B6I8m3THJoonnkrrM9f7x+/aBIqq6Vq7nUXf+x7bbrmFNT//+eA60z76IcbMOhFv+34LfDXmPPpTITb89lZynTcx5rLLaBwrGU4q4m66l3lXf467Ln0nJ/7v9wnaOxABiWx+Fi/VjT77cvK9LYRLRxOpGE+6YyMgMIIx0m0bKR61iJ5ND6JZYcomnEbf9qfIde8EoHv9vZRPPRflOuT69mDFqzGCcXL9LURrJmJGSgcjoQ5FPtlBuGL0KzoXBV45beueH+xEeDGb7r2Ziee8nUj5K3v+cPMpejY+BIB0sgjDRDMCyIHsYj0QpXzSWeT69uCm9gssak88kd3LHiaf8i1IhW5w0qevZfP9t9C9dR3z3/c5utfeNrgdH0W6dTXVc95G94b7cDI9hMpGDggHesl276Bn62MEy8dy2h//yKY//5knr7ySaF0dMz7zGYrqK2DVrw59INLDyLcx8rzzGHnuaRSNqcezM5SMPZVUy2qcA6Jjerc+RsXU88h0bCZWPwvdDFE8ahHp9k2YkVI03SKfbMdJdeHlkpjhEkLlo4g3zkE6OZT0KJ9yLpph4WT6UAHXdz85juN7Cry+MIJRGs74FMrzSGx7enB6as964uPmM+2jHyHXv51g2TiEkChHogcCeFIHKdBCYZyVtyPi1YjxZyKDRSA9dOUitzyEs+FurIqxcKBAbhiGvJEOWjP4cX8C/HdlKQfeIRVCKoQxEH0xIMofHCggFJppIh0HKV2MYBDwEJov7tcME+k66MbAe7iu+bF2nh9hIdAQmoHQDXTTwU4l0KwgugbCMNGFwPX8uAkzGMbLZVBKQzMNpG0jglHEvlgNoQackQLkk32UNo7BTiUoGzUJhODZ317D7Ms/hW4FsDsSmKaBKKrGdCyyqSS9u7ZiBUcQjBbz3A1X8aYZt+JkM+xd8QS3r3qKs799A2OXXsSGf9+IZ+dwsmmcbJrmZx8kn+xj0Ue+hhCCssYJ7Hn4MZxkksyOFoKlpWi6ScPsUzBCAYqLgvS3Z8h1dVE6fSorfvjrIecn2bYLvTWE3Cfman6GyvHTaFn5JLuee4Sp512GJV2EGULf8hdmf+bDiL6th3ZwBNAL+fQFhme/0OHQzaVCCMxwtODoUOCYECovZ/GPf8yqH/+Iie/5Em2P/4yeVf9m3LsvQzM1vL1b0MacCtWT8TwHXTehdQ1y26N42x8nMO60/e27BQoUeNl4uRwrf/hDak44gblf/jKaYSB0nbZnnqFr3WpKR46jff3yIetYkRjTLvkQRsCPBq6YeT5uuoeuFXeC8ujb8DCl08/A7m+havI5yOf+gCiqRYxd6j/XKtBRyE33IPcuJzT6FJRnk+3owTbThCor0c1Duw8VKFCgwBuNwtPN6xzlKTShoVshUAojEkYJDTQdgURKf76UHkIMuDoIMdDaowZGoLx4owNihiGih4OnDWacHoB48TIcvAMhBGqggclvOJKIgYJouoFn5/3RKtJBNywkHgiBGQjh5LIYAYt8Ty9mOIqmG1jF4YEYDA+raw1edCF63Qy8PS8cXGGajl4xZtj6tIqqGH3xN3AzfXj5tG/5Hyk54rlYrp1GD8QoGX0uj33isyS2bWfhtdcSrAyT7s5SNfutSEcHZeFl23zrOaWQCvp2Lad49FKscBA9UoSXz2Pn+tAD5aDrKKnQLct3whh3OilXsfeWryLtDACBshE0nXslKnFwx1iBl4cQGuHqsYx7189xM70o18aIlGCGS9Cs4CHXMQIBKmfNYukf/kC+r49IbRWZzjWD82O1i9h4/S0UjR7NmLe8Bb24jO4WQcfNX0YNqPXDtRNpPPcLsOY2hLIJ11QTLL8UzQzh5pJYkXIUYIaKXpPjdjMZ9j7yCM9cffWgPRvAuMsvZ8qHP0yw9NVnrxco8GoobhiNbgXx7INH8dVOX4ibacNJddGX6iKxewW1C96FeQTdeo40+jCjcaTngBDkenZipw7OidxHtnMb8ca5GKFinEwvkfop2Kluak+6mL2PPkbrE08MWX71L39NyY+/R9nkC/G23I+qns3WJ7ax/vd/HFwmsX0b1A0vKFHZfoKlRbz5vjvREttxtzyDyvajNc5HTVzA1puuJN/rZ87qgSh1Sz+CVd5AtmMzZqSMUNlIahe8F89J07f1Cax4JfGGmaAUnpNFN0NkU13k+1vI97dSNvF07EQ7eiCG6m+hYvqFpPasIt2+8aCyWZGyw9Z3gSNDurN12HluLoP0hhejDIfy3CEigP7tT1M+9Ty61v4b6eQon3w23evvw831UzrmLf7zpZQUjRnF5htuGVxv5KIz2LP8MVpWPsWkN12BcpIvEjn48TGxEXPQzAClE89E0zTSbRtwswlCpY2UjD2ZfF8CmddZ+5tfsffhhwc6crfR8thjXHj3Pw47ktgoLmPc25ey96Gf0faEL8CwiqppOOszpLu2kO/bM3DMDkLoVE6/kOTe1ST3vEC8YSZlk84i1boWaWeI1U7FCBfTu/UJ9EAEM1JK75bHqJh+Acpz6Nn88GBWrB6IUjHlXAIl9Wh6ocGswNHBilcw8k1f8t+tcin0QAQjXIydzOLZKcx4FdLOIk0TpObHJYoBoYAlUFYUb9ql7Lzzu4PiYj0Up+G0jxFyk3AYcduBDAnQOECIv2+6YOAd1c9m9Ed67+soH1heoJBS+i6DgGEGQOyPvJCeh6ZpgzuSCvA83x4/5+C6LgErgBISQ9fI21l0K4ASoBsGws2hYYB08GwP5bkITeClsxjFxWhCw5MKlIswDDzHRkgHMxTxYx51Dc3NoglFsquFUHkNViSGnUmy8qZfsPiT30EA9urbCU67FMcK0rN9Ayv+8lMu+OHNBCJxku27qZk2nz3PP4qSku2P3UnDvCW4do5tD/8Toem0rHqammkLaF39DO3rlzPh7MsorR1Jyag6YlVn0renjWV/+B4Tznw7405/C2YAvL6deMqPWXSdg78f66fMQu3d78gktz7CyIWfYu0//4Cby3L/d7/I0iu/S3F5BL16Eu7TP8Ja+nny6w+ORgEwRi1GBA8jfi3whsYbEDocKm5yH1Y4WnB0KHDMKBo1itlX/w/p1lbqz/x/GCEDPeD5rkLFDbSsup/++3/DQJ4wJRNPoebEj+M9/jO/XdgodAUUKPBKMSMRrKIiWp98ktYnnxwyTw8GOeu2v9O2YTkb7roRN5ehYe6pTDzvHcSq6vdvI1pK3ZIPUTn/UrxMP0a4mP7dL6AH4+hWEV68Gq/pZHbd/b/YCd+J2ggX0XDGpwgHAuDZaLrFvZecD8BJP/0pFbNno1vW0auIAgUKFDhOKcjYX+fo4RAoDzMUBaFjhIJopjk46mSfXaRQoPwWHH9FIfYFWDDoyHBAfMRBDQaHsrIexq1h6Gr+XvZbLvlLaAOxFaBQSg1GZwjkwEAaiYb0bULzeXAdPNch09uFTPcQCJpEK2rJ9nWjCYkeNAmVVqISrdgtGzBnvAURrTjoGAInfAjxEp1aRriIYHkjkbpJBMtGHFGRg5tLku3eSceK22hfeSv9W3aQ2L6DRT+4lqqF08n1NlM2finKtTDDIfRQgFz3XmpOeT9ggBmkaOQCPDuPFbLAzeK5Dppu4mb8EY6GEUS3TKQyyIfK2X3fTwmU1lM24y2UTb8IlGTL376Eqpp4xI7rjYoVKyNcNYZI3SQCxTXDihwOJFJbTXxUHdkefxQzgBEsQrfKabrgAgDyiT76dzxP+zM3DYocADItG9h285cQ0y5GGgGSu1fQvf4+UnvXYoaKUfsU/a8Rqb17eeoLXxgicgDYfOONtD/77Gu23wIFXi5WKMBJn/7WQQ2X4bIqZl/+UbId6wenSSdL37anhh15fjzgZhNkOrbSu+1J0u2bcLL9ONl+2l/4Oz0bHyDXtxuhHdp2F/wGXC+XID5iFunWddSc9G6yHduINY5k5513HryCUjz6qSvpTZWRrrsIp2LBEJFDzeLFNF1wIbJ+MarpdLTKCQdtQisf5YvudjyE/czvkd07UJkeVNlotvz1c4MiB/Dty5vv+j5eqhc72UH/zmdpeeaPuLk+lFKUTT4TL5eiY9XtdKy6nf6dz+HmEjiJduxkh9+5pBSB4nqcZBv5nma8fIr4yHlYA45FQjfRzCCaGcSKVb2Ks1Hg5VI1adaw8+K1I9Ffxm/lixFCQ+j7G3jsZAd9Wx+nbNKZVM2+lFzvbtycLxowwgYj3/Qmfz1NJ1i0X+AyYv5Stj9+F0LTqZu5mHxyqFAoXD2RknGnkmx+np6ND+Ll+mhddiOJ5uVkOrfQt/0pejY9jKYHaXv6aUomTODkX/yCUNX+a6tj+UpEfBjHikAMLxCj+d/fwcv27z+e/ja23/oV4vUzONApTTODtK+4lUz7JsLlTSjPoW3ZjaT2rCLTsYWezQ/TvfFByqecjXRdNCNI+eSzQHq42b4h3w9ePkXbCzfjZvteafUXKPCqMEJxgmUj/Her8kaUkiR37UQL6gSi1ZjREoQRQFgWnufi5f1nX6lZMOpEtvzti6AUpdMupGzmJQRKG9h5xzW4ZWPA2OfmsE+MwJB/GTKXAYdDNejqoPbFVwz+MRDteOB7rhh4Zx5we0AplJQD77kDm5US6bgoBbqu+24Rdg5N15B2FoSOGbD8l3JASAfDDKCyKTQh0HQdTbkI6aLQkPmM36jt2QTiMTTTf67RdQ3dNJCOg3IcTFNH5JPY2RRC6Mh8inRfDxWNI/HsHONOu5gtD91G00nnsOz67yI7NmGOXoz3xE8IhMMU1TXh2XmEnWLyeW9l9d+vY9rFH0S3fKHlxrtvomvzappOOIul//MLDCtA19a1TH7TFZhh/x159OIzMENBouVxispMiseOIdm+h2d+9y0yva3ke7bjhEZiJ1PowSCGefBvgOc6vgvDAWfM2Hg7Z1z1vxTVjyKX6OHfX/kAax68C2PCmRhjT8Ld8gjWrMsOOtuiqA5z8rmIgqCrwDBIx/+OGS66AsAMRbBT/cPOL1DgtSZSXU3lzJmUjJ9GbMQkhOGL+Zsf/CXZjq2UTb+AshlvIVw9nt71D9Hy3G3oMy970XdpgQIFXi7h2lomf/CDh5wXb2pCN4KMP/MSzvz67zjn2huZc8XniFc3HDQAVLfCBEvqCBVXI3p3ohkGodJJJHbuRUy5gK51jxIffQrx0YtA6LiZfnbc/g2cQBFuPkU+kcHN+P8/8pGPkGkfPpq7QIECBd5IFGScr3OEriHwVQxSSTShoWkChIYQCl2z/DxRAdqQMSuwT/27f2MHR1AcxAHRFYNWn4PTX7zWwL48Gww/cxQlEJrwYyWE7rcVSQ/Ny4EeHbAj9QADL5tF0wPohoabyWBGg0RLK3A6d2BWjcdM7UEra0I3dfKJFMF4Ba4+De2F68knT8Y6+dOQbMNr24AIl6DXTEHEKo9Zo4fr5Mh0bad73d0AhCvHsv2Ohxlz2SWEqkEzdIxQnECpb1WuvBzSgUj9JJRn4+XAjITwkjk8lSMQjiNzadB0NGWixwIo2/FH9BgGwpC0P/d3Gt90Ld1rt7PpL3ehGQZjLrmUcFWQZPNqgmUjjkldvFGRnkOupxmlPPp3PEPVzItItayhaOSZtD75DLvu8s/R2EsvIVw7jtIpp9Oz9v4h27D728j17CZUM56ipkXER8wl39+OzKfRwsXogfARL7dSimxnJ1tvvvmQcTQAa6+7jqr58wuuDgWOKXayDYMuzr3metrWPk+qs52qiTOJVVWSan78oJHb6bYNlIw90R9teZxhp7ppW/YXvH02zkCkdgqaHsDN+Fa6uZ5mKqaeR2rv6kNuI1IziVTreoLFdURqJpFLtDP+nT8l35fFDIcxysvJdnYeJF5KNDdTNGoU3WvWAhAsL2fCu99N3SmnkNyxgzU33YSdSFC3eAEjlnwUY+utqGQ7CA19wploSLy+3QQWfRB0A4wgtuOgWxG/w+dFtD/9FyoXvpX+Xc+ipEv3hvupmnkRHSv+MaRT1s300rHyNqpmX0q0bhq5nl2k2jYQLK4jUFxP37YnyXRuJVwxlvKJZ+Pm+lHSRXoOgaKaQsPfUaKobhRFdU30791x0Ly57/484ZLyV7xNzYoQa5hJYud+UZ2d7KBz1T8pnXA66bYNg9ONSJiJ77kMKxqhe+Vqxi59M9sfu5OSxnFEymtY+KGvUNY0BiMYQGb3u6boVoR4/Uzanv8LACVjTqJz7V37R3PrFvH6k+hZu5X1v/g6APVLl+Jms8z/+tdZ9s1vMu9/vkDZ+CZ0fTYq1Ymz5WFk55b9xzFuKXue+vMhj1G5Nn0bHydY2kiuZyd6IIqSkopJZ5Pu2k64ciztL9xy0HpeLkH/zmWUjj0JzQrRsep23GwCK1ZByZgTyfW3kGwecDlTiv6dz1E28cxhLbsLFHgtcTK99Gx+mHwyQkl4IprhiwekYSGEAlchdA3PsfHyDr0bH6H2pE9iJw023/R33EyGEWeczsgL3k3n8n9Sf3ojemj/yH31on8HpyuFwBc24Hl+VIXYL9z3X2X3R1r4Lg0M3v9KuoNCB1/koADP/xuQ0sMQLp434JwoXYSQ2LkMunBBCyCUBwjsRC9mKIyysxiGQsfBy7n+Pp2sH2uhaWBncTvbMKpGg5sCEUIoB5SOISS5fJ5ALIjM96GHKnGyKQLRIEHRg7KzWMLl2Zt+zsRzLydYVEZxwxicxGYMXceaegHezvsJ1Z5MpLwamU8ycvwYkh0t9O/dzhn/79esvvW3tK5+mnV33MB4+zLGLLkQMxhmzhWf45lff4eTP/c9Wlc9S7i0nGzHBqLlI7Gf/yXx+Z+kqH4UPds34OaSZHp3YfdF2HbrrUx6//vpXrGamqnzaV2z//t8y+P3U3X+WYgt9+w/ab07iTj/ZOl7PoBbNAoldAKxIrR4Jeb0iyGXQCmPYM1kvL2rUNl+9LppaEV1aMexW1eBY89LRVeAL3TIJfuOUokKFHhp9EAUN9lJ0ZjTyHW7bPnbLXi5HCPOOoPG869g70PfR534bjwRKHQEFCjwH6CbJiPOOgvleaz77W9xEgmErlN36qnM/PznidbWAhAqfnkukV7beqiaQDibIN+fQ2qKxO5e9jzUQqatjfIZ0xn9lp/Rt/Ff9Ky5m7Ynb2DEOV/Ac/e7lUnHoe2pp4hddtlrcswFChQo8N9E4fnmdY4RCPoNLJoOUu7PENU08FxQCk3TUHJg9IrvrzAgVhAHx08cKGTYN0/tyyv1BoQRyvfi9FyU0BACpGej6SbSk6Bpvm0nwo/M0AYkFp6LkgIsEzwHiUQ6DpqyUZqOch00PKRSCCXxPAW5BIahY1oKT2qYyd2I4hGojg1orasR+V68+ukoKXjh29ey8JtXI+tmo7Y9Sn7bo4hwKVpRLcrOYDQtRDvECJKjhbTT9G5+eP9nzyFQWsyIM5eS7X8BN58iXDUJ6UiElifTsYto7Tg0K4ibyyF0P5JEeQrDdJCahhYIY3mKfCqBEYwhrCCBYhM0AV6Gynnv48nP/Q+JHfs7GzqWLaNqwXxmXfmxY1ENb2i8fAo9XIKT7KBm3jvRjQBl4y7ikY98lMT27YPLdSxbRuXcOSz4n88QHzGNnXf9cMh2sl07CddORDk2SnlY8Up0K4gRiLwm5U7v3cuG668/rJI429FxUGdpgQJHG90Mke9rJt/XTHFlNTWTTvA79rbdf+gVjrOseiV9JyPPztC5+p9DRA4A4bKRdK2/b//ynoOd7KRs0lnoA79vTraP5O4VCM0gVjuNzrV30d+3l1j9DCJlTbQ9dyt1J7+Pc27/y4DbkiLXneC5r1+LzOfJ9fRQNGoUZjSKm89Ts3gxYy+7jEx7O+t//Wt2/Otfg/vvXrOGTTfdwmnX/w4j24xZXkM61U1UehiN88kv/yvkkwBoJY2MvfBqtt/zE3Jdu4YcV65rF3owOvjZyydRAyPSD0Xv5kcpm3w2ejBOIBgj3b4J5dmUTlhCz8YHUdLBs1N0rrlziCtObMQsorVTUJ6HGS4edGxSvurysO4YBV4+4dIKTvvKL1n+5x+z66n7UdIjUlHL3PdcSeWEmf/RNjVdp6hxDvn+VvK9zYPThab7IpYDpbbKo3fb3dSdMYFg0Wi0aJzzf/h3urau5dnffAvpOow84Sxqpi4gHC9FtyJ4dpricSfTu/Uxf7u6iVIeyrMJlo7EiozCCJXx1Be/RO+6dYO76nzhBUomT+aE73+Xs/7yW9T2R3Ee/AsOCgIxrGkXIovrcbc+ilY3E61uFrlHbhj2OLPtW6mb/jFQimjNRHbe9nWynTupP+Pj5BPD/wZn2jdR1DiHng37v+vsRDuda+6kdMJpBEsayPXuHpyuPNsXIRUocBSRnkdyz2rcXD/l0xYiHc8XDAh9IKrFF+qjC4xgDF2DQPFY1v/+Vnbft/+3r3v1asLV1Zzyy58g3Rw6cYYV6cOgC4P/QipRykUoHeUNOArue3/2C4nC8MUOaiCqQnn+up7v4uBmUuimjhK6H8EoXVQug7ICKMdGM3RfrGHnwcujmwGE8FACpGuj6TrKzWMaGkoEUJqBkB5oviODFoyiaSClQooAmp1DswxyfV0EInFUthsjHAehUNl+jGCAbDqNEQrhSoHRsxFRdgrGhluZ+57Pc/83PoIVjVM78wRmv+lS3Ee+j1YxFmPMyYTDAU75wo9w7SSBdf9g6vR5eOU1uALmvucLSCcPKALRIoLFFWi6TiBWzImf+g47Hv83tVMWIPNZWp/6C2Mv+hrCCqOvvoGZF7+XB79/Jdm+HoJeP3ZvG3sffpj4qFEUjx1L1cJ5AINih/b1y3He+QmCJRuQvfufEVSqEzPTSnTCiUOiKIQVBmu/uFsv3m8bXaDASzEYXXGY5z4zFCXTO3w8XG/zVorqRhZEgwWOGkI38fKw/vrbaXnk0cHpXatWEamr46SffBcvn8Isrj2GpSxQ4L+bSHU149/5ThpOOw0nnUZYFsHSUkKvcECXtDMoBbnevQjADFew99mHWf6d7wwu071mDVtv/jtLf/8bjFCE3o2PIZ3cQf0WyeZmChQoUKBAQegwhPb2dr7//e/z+OOPk81maWxs5Dvf+Q5Tp0491kX7j1Guh++toHwxw0BmKIDSdEANBFSI/YKGAzp2xAGihv3Lwr5xML6IQqGknxPsT/Y7BJSmIzwXObCe8vzMOCElCh0hBNLOomk6SkqU66FcDw0PTUicvoS/z7CFruko5eK5CmQe6bmYAd237lSg4eG07yRYVo/Xsxvl5DAnnU1++U3kItWY0Vqc/n7uf+/HOPVnPyQw9lTkjifAs5GV01Hh6mM2smNfHXv5FPKATNJcz24azliCZoAVq8AMlaAZFhIXhIWbDgzGzprRaoSUCN1AoTDDxf5oHww85WKEI2iajiYEUoBmmSjbouXRZ4aIHPbR/syzpFvfQcnBruMFXkOU9DtNsp3bidROxe5P03zPg0NEDvvoWPY8vVt2UlEvKB53In2bHx+cFyiqQXoORiCKcUDn4GuB5zhsuflmetato/bEE9n78MOHXK508mSM8JF3kyhQ4JVgxioQmoGSLnaiDSfT69u4D0OkehKaeeyvWzfbT7anmUz7ZvRglFj9dOxkx8ELCg0l9wuKNCtMoLiWVMs6f0S7klixSsomnYkeiOHmkkSqxmKEijGsGC2P/o7ak9+Hl0/S+fxt9K5/EOU5BCuaWPjtz5HcnaB01AhMkcFO9lKzeDGlEyey+uc/Z/zllw8ROewj39vLml/9mrGXXUbADqKFRwAJ7OeHjlqXvbvg2d/TeNpH2XTTF4fMs4pr8OzM0OW94YVTdrIdTTdI7FqGk+4m3rQATYuh6RZ6ME68cS7tK24FJdGsMLHaqZiREjw7g53sJNn8AtLJUjXnrSA9ki1rMAIxAsV1aLqBZoaGxFZ5dhbp+E4UmhlEt479NXO8E62oZdFHvs6st38S6TqYoSjh0oqXXvEwGMEYldMvwMslyPXtRdNNNCuMk8kQKGrCza4A/GtH6AbBWAnhuImQGXIyi9PXQf/eHbi5LEYwTLSyDt2yiI85G02XWKEokYqxmJFSMl07UJ5H0cil7Ln/adqeu4v6U04ZInLYR++6dbQ9+SjKXU6sYQql89+D99wfIJ/EXvYnAqd+DjHmdJK7V2OvfxiruBYn1X3IYwyU1pPcu5Zo/XQ0oVM++wJSu1bSt/4Ryue/efjKURIQVM16C8ndK8l0bh2c1bftScomnDYodDDCpQjtYHcTN5dEejZC6OhWGM0oZMEWOLJ4+SSZji046S70oOH/XiuBcm2EpiM0A81kwBRQ+MK/nDVE5LCPTFsbW2/9F1M/+qFD72zgngA/EtHL2xhBy9+sGURJ13cZlBLleSgkruv6IgQvjzAtpJ0D5WE7HkYwhFISlc/iZh300mK/3AIQOpomyHT3EyorItXcQqSmHF03yHXuwKwciVIC6dlgS1zPw0JD6AK7dy9aSR2aJnD7OtHDcdB0TJHBCwbp25Uk6nRhNs4i27YBc/RCDMNCCYOA7EaEirAf/jmBeZ8k3duLKC8nOOls6N+D0C0izfdx3neuZ9fzj9O5ZS2Jnl5ijQuQu57BHnCbCY8+BdV0Cuact+M88zuMHY9iaMbAIAeDwAkfQi8ZM9gprOk6RbWNTHvLh+hauRI7mSLXtZPE7tXE57wD+8lfUqw6WPjez7P5sbuZffFb0fC//zf87ndEamsZc8klTH/TB5lxycfI9fcQq2sgVFqJVf8pZM9O3G1PgBHAHHsKWrx6iMihQIFXi3T954RB55ZDYIYi5Ju3HHJeLtnHHZ+/hIUf/n+MXXLha1TKAgWGIoQgtbt1iMhhH+m9e9l1z8NMeNdlKM8Bs/AMV6DAf4puWcQaG/E8j5UrVzKjqekVb0MIDVExGpHuxQyXYPfleOF73ztoOS+f59mvfZNTfvJdcr0tIMRBQofKOXP+42MpUKBAgdcTBaHDAP39/bztbW9j/vz5/OY3v6GkpIRdu3ZRVFR0rIv2qhACpNARSAS+A4MasNTUBhqIDloBeLGhpxAC5UmkUGgMjGoRamApHRAo6YshFAohPb8hSAikY6NrJhIXZedRAnQriPRcUGBnswTCIdBAWDpuLouluSAEZixCpqObcKWOk+5H5fKESirpaWmmtLqabCKHETXQjCDG3sdwzVPQ8gmQLsp1CC56P8nOHlqe/A0zPvsZHnzPe7nj3IuwioqoXrQQ3TTp3/4EJ/74x6/1qTgIaedw0j2MjHvY/W0cNNJIeSi6CZROJGSU+53g0kPoBnYySeszz1I0dgzKA5SGEC7SdQgWF4ObB9dDCQ3PzmEY+kDjk0IYBsqTuBmb7bfdPmz5tv7tZqoXnYARCAy7TIEjh2vnUVJi97URKG4g3dxK1+oNh+w43MfWf95N2RUnUDHtjEGhgxEuxoyXIzT9NRc5ANiJBHsefJDkzp1M+chHsIqKsPtflFcqBNM/9SmsWOzQGylQ4ChhBCJUzrzIt3dXEuXmcTN9hKvGk2nfNGRZPRCleNTCYz4Sy8n00brsRrxccnBaqLTxkMvm+/YSKhtFtmsbAGXjl9K94f7BKAvw7fzbl/+dypkX0b3+Xrx8CiNUTHHTCdQt/TAyn2HXHdeQ69o5uE6ucwfb/vYFxrzth4hNt+GOOQvXKCMc9gj27ebE/3k/G+9cNuwx7H7gAcZccgmJlmbSHdsZGdh76AXtNHq2h1DlGLId+ztiK+dfOuT8CN06bCerZgaRnkN85Dw03aB7/X2UTTqTdPsm4iPmkOvdA0oSqZlEpGoCiebnSe5Z6YsgGmZSOmEpiZ3LyHZtp2/bE1RMPZ/U3jX0bH4YlMQIxikdv4RgaSNePknX+nvJ9/nHZMWrKZ98Fla0ouAA8RKYwRBm8MiOsjUCEYxABC0Qpf35m3DS3YQrJhMoGks+vBM304tuhqieci5q3R04y3z3BA1oqpxI9dU/pnnNCwQicZ7/4w/J9naiGSajTjqPCUvPoeX+HxBtmE7FgrcjlQFmFoRO5cyZ7L5/GGcYYMcd9zLxipNoe/qv5PtOpXrc6chN9wLgrLoFc+ZlxGrG0menqDnx3TT/+3vYL3ZoEDolk5ciNI2+jY/Ru/YBlHSIj15I9eJ3ooXjCCNArG46wZJ6UBLpOST3rAQE2a5t9G1/mtLxSxG6QbptIwDSyQ65VuONs4fE9XhOjlxPMz0bH8TN9YPQiFRNoHTcyRih/+73pALHGQLEvt9coSF0AzeXwwhYKCEAHSU8dF0AGugG2//5z2E3t/OOO5l4xRUYBz4O74tY2xczoTyE0NFMkwPjG5VUeG4OgfDvB8dGSQ9Mv0yWYaA0P0rRzuVBSUzLIJvOEYhF/Pe8bBYzGER0rSNLFbploNwMRjiEnUoTKC7CjJbieb5rYS7ZQaiomp5tmyipayLQ30qguBapHHKpPJ2bN1I3eRpdO5ZTNmYe8oW/ERl7AW1PPkFtURfxptns+NfXGXX+V9CcrP8OpySiuAH5+LWEp7+TbLvEiUQIlzZizX83+Yd+gPHk9xlbOY6xJ06FrmVYMy9BNc7F2XA3Kp9Bt4KY4RCUzEIvrsNZdyeyvxWtuB5z8rlosapD/t5puk7L448TriwmVDmaXXf/L3Unv5+y067G3XQfDcUBqj94JVqkBLu3k+IJE+jbuJF0SwurfvKTwe3M+cpXaFhwymCnsxYuQa+dBojDdkQXKPCfIl0HTT/8M5wZjmCnE4ec17FhBcrz6Nq8uiB0KHDUkK7L1lv/Mez8Hf/8F2MuuxQjXojqK1DgWCPMIMoIYsXK8XJpejesRx0QSXEg/Vu24CQS1C1+F7zoeStcU0PJ+PFHo8gFChQocNxTeDMc4De/+Q3V1dVcc801TJs2jYaGBhYvXsyIESOOddFeHUKg6/4IGGFYfnyFEGjaPpHDPhcHdZDowbes3ve3n4cqBsQR/qID60vXt/GUEum6voBB0/zproeh6UjpoSH8iAXPBU/i5XIIN49ybZxcFi2XQHgu2f4eOrZtwAyZqF3PEiiKolwXTTdwXRd7zW1Ix8P2FJbow0vZ5HM5zJmXoDbfiXJz6FUTkD07UNl+ejZuJ1I1lUz7kyz+8f8Srq7G7u+n+e57SLe1s/Caa4jU1BytMwKAk+mnY/ltbPj1FbQ9/Au8XD+abmGES7CKaikdv5SyCWdSNHIGRiRMYu8qvzEO5ddxzmbkeWeDZqDj4Tf2BQANLRj0T4sn9yeKGGGk5yClHzOimZYveDlMGZVSIL2jVCMFlLSx+1vpev52BDGe+MwX/KgHKQ+zjgTpog80xFhF1TRd9DW0QBTNDB2Vcmu6PujUsPKHP2TRtddSNm3a4PxIfT2nXHcdRaNHH5XyFChwOIRmECwZQf3iD1A24XTijXMwo2WUjjuVqlmXECwbSaCohpJxp1Iz/52Y4eJjWl7p2vRueWyIyAHwO4C0gwUYqZa1xBtnI3QTPRhHSWeIyGE/iv4dzxCrn47QLconn0W2rxlpZ8l1Nw8RORy4zt6Hf4U34S1s+udDbP/nnfTv3ItjS+SOx1EHOBIdfCASu7+f7I5W6uadhtIP08DW18yI875IsLwRoRlULbocLRjCyfQMLlI8aiGaERg2WiRaNw071UVi1/P073iW8innkNyzinDVBAJFNZiRUsIVYwmVjaRj5T/I9TQj3TxOqpPuDfeRad9M0aiF9Gx6iNJxp9Kz+WHS7RsHRgCDm0vQsep2cr3NdK69Z1DkAGAn2mh99s+42f5Dlq3AUcJzcNK+K0K2ZzNePo8Vmka0Zh5CSdS6O5Ft6wcXF9EKRO00wiUlRMqrWfaH75MdsKSWrkPb2udo37qF+vP+H9GJZ/Ps737APz/9Zu77+vvJR7KMuuTi/R2oh0Kpwd/l3g0Po8rHsO8ZXPbuQTou2Y4uetYn2fzXe4iPvYL6M76CGfUzXvVAlJEXfgXNsGi+83t0PHMTTqoLN9NPz5p72HH7N9HQqJr5FpxUBx0r/0HHqtvp3fwIkeoJlI4/leTulaAkPRvvJ1o7dej9IzSEblI64TRyPbvx3PzgrHzfXjpW/sMXOQAoSbptPW3Lb8bNpV7liSpQwEcp390vVjcNI1iEbgQQQmBGIn5sg8KPrZADURa6OeC2cPjnZHWo+3LQxXC/Nb0mBNJ1UPhxigjpRykqz49MdPIITUfZOWQ2i5NJo3JJvIEOUaFpiEwXuqUh3Cz5dJpcoo+Hvn8lKBcrEsTQbeTaO7FKYzjJDLnudnI9e0Apsv170IwAmZ5mjECIZ//wfWT3LryeXehmANPQaNu0hk2P3Et8xHTy6X70sSejrf8rVQsX0b5qE+3LVjHynKtI7lpOqqcNgkUIM4Q15+1o5U2w8npCm35LePfdiO0PIawowbO+SmDxR9FKRmBUjSMw5+1osSqMhlkETvk0odO/iDX9YrRYJZoVRi9rIrDwA4RO+yKBBe9DL21EHCb60YrFWP/7P1Mx9z1oZoi9j/6WtTd8go5EmqQIoJk6obJa4qMmc9JPfkTDGacPihesoiLmfPnLjDjzzIMEDb7DR6Epq8Brgy90OLzQ2QxFcDIpv+3rRbSvXw5A17aDXZ4KFHit8LK5wcilQ6GUQig12HZUoECBY4d0bRSSbNdO7L62gYGjw6OkhxGMohsWSAc9FKJqwQIWfe97BMvLj1KpCxQoUOD4puDoMMBDDz3E4sWL+eQnP8myZcuoqqri7W9/O5deeumxLtqrQ9N8YQL4DbCa8LNExQEPt0oNWIAq/B5yCZqGZ2cxAmG/8RP8BqZ96wiB59ro+9SE0kUJHbw8mm4i7czgiEpd9/sGpJ1BDwRAA2mnEV4ez5Ho+SRSlIHKIoJRpJR07tpBRdNYVLwamdxD544XKJ16FsIM4EZHELZcnv3dD1nwvs8SkHlk7w7sSDXGnCvQlIvKJzFGLkAEIpRODLDxj79n9MVnY/du4YQffhUhIujBKLmeHqINDUfvfAyQadlAy8PXIXSLxjd9mUzHJsxoOeWTzyW9Zy27/nUtI865kq6ND1A+YSlIgXLz6IEwCoVuWuiRgB9Nohso18WVoGkaSki0YNiP+VC+rZZmGiBCA5nLA2IVw6B+yRI2/uEPhGtqqJg1CyUl7c88Q763l8azzkIUXoKOClJ6A9nDOtHGOWQ7OkDTUNJj8kc/wsof/JBcV9dB640+/0zofQFz4qmMefsPEbqBESnFCEYxj4KbA0CguJgJV1zB01/8Iv3btvHMV77C2MsuY9L73oeSklhjY0FhXOC4QtMNtHAJZuPsIdPNcDHBkgaU8tCM4P44p2OIdLJ+B/uLSLeuJz5iFv07nxu6vJsnn2indsG7yLRvJdc7jHMCfudlvHEOJWNOpHfLYwjdRElJaveqYdfJtm0msWsb63/zGwA2/OGPjDznTKZdfhb1JwVZf/0Nh1yv9uST6d24ESeTppaT2auaqJ67BG31jZAf2lGqgsW0PvJbRl7wFYRhId0cfTueRjMCmJEy4iNmkU+042b7KZ90Fl3r7x0UIAAESxsJFNWAlHi5BNLNYyc7KZ1wOnayneTuFbjZPmINM/wRvUIbsj5Aovl5IrWT0QwLoRk4qYO/fwF6Nj9MUeNcuhMtQ49BuvTvWkbphKVohxCkFHjtEZqBZoX9/FPPIde/Fl0fyeY/38P8L41Ftu3vfBBlo5Bjz6D5gZ9TOvsyVvz1ZwdsSDD3is9jhqM42QxKC/Ds779N91Z//Xyqn/V33EBx3SgazjiD7jVrDlmehjPOQLP2u5DYyU5MMwhOFlE/h84t7Tz2mc8NjuTZfONfiNTWcup1P0fIbgxNoAdjJNq3kes+OIfVy/bTveougrVjyHbv3D/dTtOz8UHKJ5+DZoXx7DQA2e5dBIsbyPU2Y8UqMYIxque8Dc0w/YgKO4umGXhOjp6NDx7ymJx0N06666i4RxV4/WMnOnBSPQTLmhDC9B0ChQYSX9SgFAgN3fK/l1F+ZF/Daaex41//wozFqF64ED0QoHvVKpLNzdQvWTLwLqNQnvT/FgLwYyuks68z00MpAW4e5WZRQkchMAwDV/riNt0Kks9m0IWLZpgIO4mdy6El96DKJ/qxE2iIlmUwYgFONknrmufQTYtEVqOoyMbdeDd61QTcB64hfMKH6dn8NK2P/pbGC76MFghixYtINC8jVDmNzk2ryL/l3RjP/hInECOw+CNMOvut/OsLb2fvmmXMv+LjaPESrDlvw932FDVNpXixEaA0SiYtGYx30gfuz+BJn0DmEpBLQDCGCMbRBuIetEgZRuPcg86JZkUOea6EGYTDiBsOpO7UU1n5v//L89f8H3Ou+irp1uXke7bhOQ5W+UQCZU3oZgAIEK2PsOBb3yb32c/h5fOYkQihysqXHFlfoMCRxhsYZHM4rLB/b9mpBMGiodns7euXI3SDvl1b8BwbvRATUOA1xnMd7GSS2hNPpOXRR6letAgzHqN/8xZ6N2wAoPHsszEigYLjXIECxwGek0UoMMMlpJo3EKqsQWga8dGjKZk0ETedofXJJ/GyWeJNTZjhMGiG75ptZzntT3+k+a57AL/Nv0CBAgUKFIQOg+zevZu//vWvvOc97+HDH/4wa9as4Vvf+hamafLmNx8m8/ZFeIdR0B4TpPJ9OwacGJSUvp5B+aoFpfxYCuQ+sQMo4QsapOcrCpXnImBghIuN0E3fIUJofoOQZoFh4qVTaIaBhoedSmAVGWT7u4kWxRHCQukBlJ0BM4jMJdHMMNm+LkItT9BpjKFhyjS8/hacTIryMVPIp5JY2Q48I0rH038hXDWWUPUEHFmP3raSmRe+nSevu5bGuSdTN30Bmq6RzztooSiBilq/7ECwooJ40xgeeu+nqD31ZMLle+nf0Uy2o5NTfvlLX9RxhM+bm8lg9/UhXRczEiFQVobyHN/y1HNofex6rOJaGs75GqAjlMDub0PaWXbf9UPGXfFztGAII1KDm01gBuoQesB3dfDy6EET6UhQebSQP6Lec2ykZ6OLACDRAxbKzaHpJug6QimEHkIgfDtjO0/NCSdQOn0Kjpdmz5on0XSdmd/4EirjEogVIz0PXkbd7Ku/o3H9H0kF+n9S3iN9rNJOk+3ZQ6isES+bIjJyPk46xaxvX832J+5CJLcw42tfwOnoZ8U13/NdHoCyqVMpHVmGlmxEGiGCZSOwU53kE20Y4QlH9buoat48ak48kdbHHyfX1cWan/8cgJEXXMDMz372+PtePIYczXvleOBo3K9HtE6FDkL33W+OEocrv1LyoE54gHT7RkrHnUrphKX0b38Gz06jmSGKmuYTrZmCMENE66eR3L1i2P1qZhAlPax4FT2bHiRSPZFs506souEdjjQrjMzbQ6btvOteRpx2CsWNJTSeew67/n3XkPmB0lKmfvoT9O7czO4Vj7D8xh/RuOh0Olq7qZz2DrRlvzpgBzqUjyFx769ACKoXXk6+rwWdAOVz3oaT7SWx83ny/Xuxk+1Ea6dSNeMinGwv0sljxSpxMj30bX2SopHzkG6eSNUEgsV1pPaswMn2E4hXEa2dTM/mRzCCMUrHnULPpocOOlYn3U20dgp2smPY+nAzfejDdATleprx7BzqKLjrHKl74LUY4XWsvuuEFaZ49An0bPDjJOzEboxQgvHvPAfs7IFLIiaey9abr0Y6OTBC5Pq6B+dOu/gDRCrrCBWXsfWhf9K25llGn3Q+097yQZb94QekO1pQ0iPVtpfKMdMpGj2a/m3bhpSlaPRoisaMwcvuj1/RA1EY6Ij06k7hiUvefpBdabqlhRd+8CPmvuME5I4HYdRJ9O3aMOwx921+gvqmmYeet+Mp4iPm0rPRrw//OyOIZgYpGXsy7Stvw8slMCPllIw7mZanryfeOJdI9cQhbiovJte7G6v4yAqG32i/k6+EA+vmSN+vR6u+hzu/ue7dWPFq3HQPyrPxsnn0sEAowxfue2pAnCb8SMWB6AmpFPO+802M4jDNKx4hl8sw9qPvIhwpIxArQbkD7mhKIT0PTdOQnouQrv9uJR2UpmPnM1i4OK5ED2hke7qIlZb6mggjiJfLoBtB8Fyy7RsIlo4i3dtDvHMVXqSOzU/cy4zzL0PtfAZVPwvp2uiBAJPOeweP/eoazvvaz5FdWzHHngzSRW5/guRO/zd61z+/Rf0Zn0ToFmUTziDf387ij3+DNXffwowllyHW3kL+we9ijVzMaVf9iCd/+U0e+O5VTDz7EmqnzSM6/gwQYFoRNMPyX+kHRHaD9WyG/f9j1YD/jnw0znmwvJzZV1/N8u98h/ve8QGqFsynePRIFFA5vxYtGBlSDi0YJFxbO/j5aJXzUBzJ76Lj+X4tfOcejJvPIXQD7zDvA3rQdzTM9PdgRouG1GOiZRflY6fQuXElPbu2UNo04aiU+/XA8XA9Hqv79dUcu/Qc3FSKUG01J/7m5+x8+h6yyR7qLj2TqTUfY/2vfsuoN1+IEuq4v9ePh2vgeKBQDy+/Do5VG/GrOUd+LLWJHoihm3E6VqzltJv+TMemFbRvegGrOs7CS75L17MvUDFjFkasGKWbCKGTT7SRam7FTiaJNTYe82f41zOFYz7yFFyFCryWCHVIP8c3HlOmTGHKlCncdNNNg9O+9a1vsWbNGv72t7+95Pqe57Fy5crXsISvnLKyMhrq6/B9OfdJFQTK8/wRLYOnXqFcD6X7zg1SygGBhELTdKTjIJREDggldE34Vp7CBGXjuQLD1JCuh+u5GJqgc9tGykZNJtPbxp5ljzLltPPIehqGLvAwwE2C1Ej39RMJQsuGNTTMPQXT7iHhhsgl+oiVlqFvvB0mn8/G6z8MCGJNc6k55QNoRgjhZvHyORyl+6r7YJTenEtfInlwXUQihFyX3XfdhdPXR82SJYRGjqQ1lTqiX96maVIbDrPuJz+h5ZFHUEox/xtfpmxKE92r7yRQ1kD5tLNofeom6k59Px0r1lI2cQSbb/g4499zHbvuuJaakz6A52UIljRg92UIVZaSbN5LuKoKYRgI3cRNpUCBEQ4jTAFKR+g6TipJoKgIKRWabuDlc6Dp6JblW8J6EiH8K8Hu6yPd0crzN/6Azs2rhxzHyEVnMfGMt1EyfiKr1xxflouzZ89+6YVeguPlfh1RV4mz8xEqZlyMk+zHTnQirDhP//abtK8dmndfN3MxY+aex4bfXs/YSy+lamI1RudytEnnIsJltDz3R4oa5xKuGo8wAqzdsPXQdr2vAUIIqmMxZFcXe+6+G6HrNJx7LjIepz158P1Y4I3D6+l+PRbUVpUj9z6G3XdoZ4bKeVeQdyS6Bp6Err40yWSSQCBAY0UAKxSn5enrD7luvHEekerx5Ptb6dn4AFZRLSUjF+Bm+tn6ty8eUmBROu0Cmu/dxp6HHqZ4wgRGX3gh0cZGwlVV7LzrLmoXLybb1cXmG2/ESSSoOfFERr/1Epb94bvsXfnkkG1VT5nLrLd9nMiOf6F6doIRRJ/9dvYsv4PEtudAaDS9+f+R2L4MI1xEycRTSex5gXDlWIQQdG94gOIxi5GuTaZ9MwhfeBAorqOoaT6da+4kEKsiXDmW7g33Ddm3ZgSomPYmutbdTen4JXSvvxd5gFU/QOWMN+Nk+tEMi+719wyZpwdjxOqmY0bKMEJF9Gx8gHz/UFeHQOkIZNVC2juH7yR+OUQiETRNI5vN4g6T23mkOBL3Kxw/92x9TQVGZjfJnc8OCnWLmhYQKx1B/q6vAqBVTaBXKyK5Zx3F0y/EjNdy5xcvR3kuuhXg7O/8iZaVT/HCn388ZNvhsipO+/IvSLbvwQrHEEJDOZJAKEbLY4/TfPfdKKDhtNMoHjuW3s0biFR207/5EYxwMWPP/RzyuesxJpxJR1eMxz97JeUzZjDy/PMJxOP0b9/OtltvJdvZyXm334LV+iBKt2hpaaZ/8+OHPN5AaQO1Sz5I344nDzm/cvqFdKy6HYCySWcCYARi9Gx+BCe937WkdOLppPauwU60UTX7MjpW3uY7gh2CovGn05oOkssdJrqmwGvC6+l+ra+owMq3E6luIrl7NdGGqThJm2B5KUoOCBtQiH0jrAcE+yhJ9/p17Fh2D5vuvmnINosaRrP4w98gWFxOqKwchfIF5wy8CHk26Aa+24OHnc2i65JcIkWgqJR0xx76dm1m1PwTyWRsDAPQgzjZfoSTAquERNte4jET17a54/99grf+9h60ZCv5p3+Ht/hzdG5ZR++OTVRNnk3PtvWMa4qhWlZizXs3Xn8LLZueoXf9fqFdpH4KFbMvJFDRhDAi2JksvTvXU14/AtNLIZCo0iYymTz5VMJ3WwxG6M3aZDJZjldKIhGinseeu+8m19VFzZIlhEeNoi2dfs1/144XXk/36xuBtodupm/ds9S/6QPDLmP3d9Fy5+9oeufVRBrGDk6XrsP6732Q4ukn0bfqMRov/TSxMdOPRrELHCH+G+/XGVMmkunqZu+qJ3j2d9cMmRcsLuP0L/8KXUK4vpG16zccVVF/gQKvNf+NbU511RWUlZWS7+5GmDqu43L/Nz9EurN1yHIzLvsYZbUTKJs0ET0YAM/BTnWgVIy+VJaOQntrgf8yjtRvbIECh6Lg6DBARUUFo1+UIT9q1CjuvffeV7SdqVOnHn/qJKX2WTf4n4dk8vq2Dkrz89qcXA4zEEAYBsqzcXI5dN3AcyVC94UOjisJCBdX09E1AylzSFdDFwrbccjms5Q0jiOf6kMzTKrHThgYlSrYvXIZ4ZIKlLKpGD2ZzI6tpJ0slZPn43TtRMu1E2xYyJ4VTwBTKZ92EV7XFkKVY8h2bCW54zmSO/wOkGjDNCL1U6mYdzF6IAZA0UtURfnEiUM/H7laBiDX0cED73oX6bY2xl56KY3nnE56zyPsvvdWxlz0dbRwEamWTdSe/F7yfX2Ey4vwcimqF71zYKSRixGKY2gRZF6ghIHQdMxIEWYkRrq1jUAsjh4MoBl+xrlARxm+cMWKRAacXf1zrAUC+88/oBk6+6w8lA7du9YfJHIA2PnUPYxZcgECmDFjxkset+d5rFmz5vi8/g/Df1LeI3asysNJdpAIxtFMCyE8NKuY9s0vHCRyANi74gmaTjiHmVdeSWxkHVqmFa3qAhwvj4WkYsq5WLEKnGw/phli+vRj0KAyahRVc+awc+dOyhsb0XWd4ceGvzH5b71XjgeGq7P/9jp9qfK7sdNpefZPoIaK8kLlozGtIIFIEKH7doVFZf486WRpf/4mipoWUD75HLrW3Y3fs+MTKG4gVN5ErmcXRqgYADNUTMeyfyDtNA1nfILd9/3fELFDqGYiwdIZ7H3k98z64hdRUrLpL38h3dLCvK9czejLLuS533+PRGszI05bSjBaTPnEaXTvWHeQyAGgbe0ykh0txBd+ENw8Qil23vdTUrsGXCgGfre6V97JuHf9DCldsl3byXZtJ1jSQNnEM+jeeD81895JpHqCH/+j6bjZBN3r7kHaGWIjZtE50LF7INLN07v1MeIjZpHt3kmgpJ5s5/5R+EIzQGj0bn6Iqplv8XPZpV//0dophMpHk9j1HH3bn0QPxIjVTydWP52udfcM1nPxyAUESkdQUzdi+JN/GJTnIO0U6Y4tePk04brRmNFyNDN80LLH8z1wzMukaojXTka6NjKfpvWJG5Cj5hKumYJsXQvRSmTWIzDqTB78wVcYuehMRsw7lV1P309p0wSE0A4SOQBkuttZfctvmHT+O9l411/Y+dS9SNfFCIaZ+daPM/OqL9C5fAU1C+YSKiujZNxohCaoXnApwjDRlYt56meQXdvId3ew4NvfJt3Swvrf/IZsZydlU6Yw+6qr2PPgg0jXQ1RNxohVUlk5ZVihQ9m0M1EcWuCoGQGU9DsU9WAMK1pB94b7DulYkmpZ67ueJNpI7l5BrH46iV0HP5cgNKIVo5jQEH/55+NlcDxfz8eaA+vmSHO06vvF51dJSd+GNQRqR6KUJFw9EelKjEgE6Uo00/IdCXXDj1AUYvBdVnoSEdAOEjkA9O/exq7nH2LCWW8bGDWnIW0HYRh4nouGQjoOummAdNE0cLI2mqZjp/owgmHKRzTh5G0Qgt0rn0fTdTo2LGfqBW8D6ZBo3UVij0P99HmMPuVNOJseQjcNgks+h9PXhm4ahEorUEpS1DAGfcxE3NY15B/7KUbTYipnXThE6JDes5b0nrUANF38LeJjFhKrOfg3pOhFt1zpf8k9UzZh6Kj24z1R+nj+LjqSZTqej/NY8fzK+8mFQowZM2bYZfKpSlruhMaaSupnzBisxzENtawHRkyYSt+qx6irKGXUy2hPKeDzerweX+6xvJpjV1LiSZtnf3/tQfNyfd288Nf/Y/57v4RmmEybNu0Vbfto83q8Bv4TCvVwbOrglezr1d2zLkiFdPIII8qqW647SOQAsPJvP+e87/0NJR28XA4ldMxIKUakgnAV1B5i268Vb8RrsnDMb4xjLvD6oSB0GGDWrFns2LFjyLSdO3dSV1f3iraj6/px9UXgue4Bbg6AUn5Uxb6RMPgCCE3oKCEQhuZnPrkOynNRUiKVi0JhSBspdZTngiExlYuyHTTNRFc5NPyOATudQjMDKM+l+blHGDdtHBlbsPJvP2f8WZeQ6+/liZ99mXnv/hzVk+eyZ8VTSKFhpVtwN98Hmx9k9OJPk+xLsunJRxi94GRGnnslW2/9Ck5ioEFWSfI9u2k46zNY4eJjU7mHoGf9ehrPP59R551HPtVHsNhiz333M+X9vwUUrU//lfI5b8fL9qLpQUIVJbi5BCVTT8fLpSidfC5OLo0QDkJYhMr8XiszHsXN5dFDIbSAiUAiTB0lTJTjoGs6nmMjDN0/pZqfQSsQKOX5fysYOOn+yCjPY9N9Nw97LJvu/RuVE2ZiWC//ej7erv+X4tWU96XWlVKSam6m9Ykn6Fq1itjIkTSeeSahmhqMoEU+0Yad7qZo7KmAQBFAmFk2H+acbH3kdmZc+jFSu1eR3vUcFfMuomv9vdTMuxw3n8KzMxihIoQ4tnZQiUTiv+5aONoU6ueV81J19t9ep8OVX0QrqFv4bnq3PUGuZxeaGSJWOxU9GGfvk78h3jCT4tGLhkQoyLyDk+6iZ9ODVM95K7WL3kO2cyvSyREoqsUIl+DlMyT3rqFk7MloVphgcT177/k/P2ZJKUZf8h2y7VtwcymiDdNwsyYPvu+jjL74YhI7d7J1wO1q8Xe/ScnEJu7/1sdItu8BYN0dfwBg0vnvpHvb+mGPeeM9N1E1egw9a+8h1jSHulM/xOY/fQLlOcSaZpPe4zsK5bqbiY9eSMm4U8l2biPX20y0bhq1C99Lum0D/TueGRxxHiwdQdnks+je+ADSzgwKFF6MnWineNQJOJk+hvYNC0onLCXZvByA/l3PUT7lHLrW3o0ZKSNY0kDn6n8OLu3lEvRtfZxw1XiKmubTv+MZ4iPnEyiq/o+vR+naZDo2DQhUfJLNz2NGK6iefQlG8NAdy8fjPXDsy6SjG8Xkevay6YaPI/NpSme9DTtaiykl5NOEGk7i31+6AiU9tj92J6d8/ock23ZTO30hLSsO7Y4AsOuZBxiz5EK2P/bvwWluLsOyP3yPiWdfzuQ3v4PuFat46ktfJtXcTOO5ZzPrEx/EyPeDm4NgDKRHxdx5rPq/X7HnwQcHt9O1ahVPfPazLLz2WkRA0LLqMWrmvJlw+UhKJp9G77oHhpQlXDOeYHkTSjt0WaN100i1ridUPpqScSfTu+XRYWNZBGLwGst0bqFu0fuwk+3kepr3L6PpVM68GCMYQ3uNzu+xv3aOX16Lejna9b1vf+mODsLVFeiWiWZqQA6kgTBMNE1HCOE7ER4o1B9A0zW2PfqvYfex9cHbGHfaxQhNw83lQBP+eywgXYluKHBdhGdjWkHcfB4tYOFkMnRvW0tdiSATiLH29usZd/rF7Fn+OInWZpb96efMftenKRs1kd5dW+hu2cvUCy5HW/93vM6teBvvwxh/GtUjppKpaWTbI/8CNDw7y4iTPg0923B3Po2e6aBuyYfZ+9B1HPhDVD77zUTrp7zi81G4Z14bjsd6fS3KdDwe57FCeS5CN9C1YX5UgWA4CoCTTg6pNzvZB0CkpAw9EMROJQr1+h/weroeX+mxvJLlPdsm29WFVVRE+4YVB7j2DmXvC4/jvetzaJrmtwf/F/B6ugZeDYV6OLp18J/s6z9Zx8knQDMRhoVnZ9n11PCDbPeufJIJZ11C39ZHKBl/Kuo1iLB7JbwRr8nCMRco8N9BQegwwBVXXMHb3vY2fvWrX3H22WezevVqbr75Zr7xjW8c66K9KhQKgWBfB/eggwMMTGfws1KgoaGkQjN1pAKDPJ5UGFYQz5O4eRvDCiCFi0y0IeJV5DpaEWWV6EYASwMZL8bNZ0Ep6mcvxjAybHvuIXY9fR8Tzr6M3c89RNOiM3n6V9+ibMwU5rzzM+x65kEmTRuNC76V6KPfIxaIUjTqZOhYj8Bj3Dt+TL6vjVzXTrRYDbHq0QSKKo9JvQ6H6zjUnXIykjTC6KJ3wwbqln4c1b4eWTWRfH87mqFjJ9MYYQMlJVa8EpmzcTMpQpXjEIaOEYwjZRCkxLVBM3W8TBYrGkEz/PXcvIMRNNAsCzTQrQAI4ccVDHHtGHhBf9ELjfI8PHuoVfeQY8nn8FwH87WoqDcAfRs38uCHPsS4yy5lxNmnk9rTygPvfS8LvvUtKmZNItmynuLRC/Ey/RCMYJgK8lncw5wTz84RiBfRtfZv1C35EO2rbgPlITSNYHEddqqT9hf+TsXU84jWTDqKR1ugQIHXCk3XsWIVlI47lWz3TpSbJ9W2ATvRBkCieTlWvJpY3QEjfIWG0Aykk6Vj1e1UzbyYYMkIejY/TGL3SpR0qVv0PpR06dv6OFUzLsJJdaM8B4D+zU/Qv/kJghVNaGaI7pX/pvG8azCCQeqXLOHRj30MgPLp0ymrC9Lb3jIochhadgM3P7ylvZvPIfeupqJuLB1bniA6cjbVJ72P9idvoHLeJez817f97RgW6fYN5Pv3Eiipp6hpPvlUN7JzK31bHxuyzVxPM24uSem4U5HuS9jpK0msbiq5RAdCaBjhYkJljST3riHbvXNweyhFxfQL0ANROlfedshNZdo3UTP/nUTrpqJbEXQzePh9HwY3nxwictiHk+qkf8dzlIw7BU0vPMK/XKRr0/Hczch82v/sSe7+6oeY/uZ3M/aU89n2rxsHBTGeneexH3+J2e/4FDXTF7L9keE7UZXnIp1DRzpsfvBWRp14Dk987koARpxxGjPecTbyie9jy/1W7XrjPIK184aIHA5kzc9/zinX/R+96x8itXsNYy+7lviYhRSNWUj/lidRnkt81DzQNNqf/gsN534eoVtDoiZCFaOJNczESXWS62km17OHUGnjEBeTA4lUT8LN9g8cpEIpKB61CDliNnayE80M+SOJQkWF67DAq0YBZrQIPA+ZzyMME2EEEKY56FAyfJeMwMlmhp3r2jk/uk8pNDMASuLmsyilMISAbD+OFhx4z1WgaSjP32fNhGkITbL2b79n19P3Mf7MS9nx+F3MuvxTPPF//8PuZY8y4ey3UTt9IdsevYPIee/AHHAYRLq4G+6BDfcQ0AymTDoJihqxRs5GD0SgpAZjxFzQNMpdm6Jxi0ntWYvyHKIN0wbur9gRq+MCBQq8MqTroBmH/33TDAMjECKf6hsyPZfwI8usSBwrHCOf7H2tilngDU6+r4/tt9/O2uuu47y77sSzDxNhNDDQ7b9F5FCgwOsZ6bnYqQxmOIpmBcn3dyEPE+Xl9694KM/FSfWQ2PUc5ZPPxggWnhULFChQ4ECGlyi/wZg2bRo/+9nP+Pe//815553HL37xC66++mre9KY3HeuivSrEoZqGhBh8wN3XKa6kQgC6ZSK0gTgEJdE0zbf01AQC3bexHohCkGhomW4CloZmmCg50JCk6QgEyY69BKJFqOKRtK9/HiU97FSCXc89RP3sk6idsYjurWt5+Pufwc2moXzc/k55gHwKueHfyLW3IZwcVqyC+MhZlM28gL25MEa07OhU4ssk39tL2cSJBMvC9G65CytWiUJROmY+Kp8CNCpmvhmQBEtr0c0waAE0I4CbzWMVVWAVlWAE4gj8zi03n0cpz3+RDkf9hx/dRGiGH0MxWF/aoJDhxS8vw73LWKEwjfOXDHs8o086B90oyBz+E9ItLbQ89QTn3/F36pdOxIh2UT6rnHNv/ysISaplLUUNs3HTWaTyLec1aSM23sHIeScOu92mE89FD5jULf0IfbtfQHk2RrAIoRm0r7iVrjV3gpL073wOzx6+4bdAgQL/faTa1tO9/h56Nj88KHLYR9/2J3HzqcHPeiBCtN63JXUzvfRseggn20fp+CVEqsZhhkvI9bUQrhyHk+6md9uTWPEqoiOH5uXlOneQaVmPl08hjAxLrv8tTjqNGsh1nXj5W9AT2+jctvGQZe7YuJK6WYuHPaam+adg9G/DW/V3KiYvoeWR31EybhGjLvo6LQ//Bi+bAKFjFVXRt/Uxsp3b6N/+FB0rbyNYVE2q7dBuEW6mF6FpWLHhxZB6MI7QTfRgMbH6GWRLZhKpnUL7in+Qad80tB56d9Ox4laEELi5xLDbdDJ9WJGyVyVyAMh0HLoDGiC5dxWy8P3+inCzSfq3PDX42cllcHNZlv/1l3TubqZv99D6djJJnvn1t+jatoHa6QuH3W7lhJkYAeuQ8zw7R6ajHQChaUx93+Ww9kaQQxuxvF3PoTrWUzZMFEFq927cjC/YcZKdJHcux+5toeO5vxMbPZ/iiafQt+Upmv/9Pcqmn0umcysVU8+lfPI5lE85l6pZlxIoqiW5ewXJPatJNC8nufsFgiUNWPGqg/ZnxasJltST6doOQLCsiXzfHtqev4nONXeSbttIYueztC//G23P3YibPfT9ID0Xz84iveEb7QoUANBDIQQaSrk4qSzSyaI0/111n6PDsC8zQjBq8dnDbrth7ikYwRDS8wa0/tL/G4FEIf23W4Ru4Np+bIX0HOxsGoXCURZdW9ciXRc7nSSX7KN/7w6mXvR+hG6w8e6/8tz136V87FQ0K4gx7vSDCyFd5JaHMMNRX+Swr+hmwP8NCkQIltZTPu0sKmaeT6i8sSByKFDgGOM5Dpr20qMYzXCEfGro72CurxsAKxLDDEXIJ/tfkzIWKND61FOs+P73mfCBD6AJSdXY4Qe6lDZNwAxGhp1foECBo4dnZ0hub0YzLJS0CRfFqZo0e9jlG2afCFISKm8i3boWIxjHcw4jbCpQoECBNygFocMBnHrqqdxxxx2sWbOGu+++m0svvfRYF+nV8+KGIaU40Bpz31yhi8ExM8p18fJ5fwQMGtg5cPNohommG0jPw87ZeFIgAlF0TSFdG6GBa+fxXBfpOURKq3z7NN0iUlYNwI4n7mbc0ot57MdXUTF+Bku+9H/MevsnqRg3nbyjMBd9aKjYAdDKRmFOOguh7+90dw+jdnwtyXR00PrUUzx/zTWs/fWv6d++HTvtjxBMd3YCHqm9y3wb8JIRVM72hQ0iVoXn5QhVTUAPhAETaSvIS5TnogeCeHYeJ51CC1rohoUeMLGiQX+UodDQrADCCvoWroaB0C0/gkIwrEWdz6EaBxUaNuNOPpNgvPSgufG6kVSOHAWq0ED9n+C5LqMvPJO2ZX8m0fw8ud5mUnvX0LrsT8RHlREobkCYQYQwkNJDSQ+55wVk23qa5pxAuPTgzrloVR31s0/ES3YiUOQ6twBQPGYxXj6Nd0Dnm3T8EWwFChR4/eCkuoad52YTvhBxAE0zKGqchxX3f3uz3TvQzRBtz/8NEJRNOpNgSR3x+ploZohc9w66N9xH3akfRBgHd9zGRs4i370b5SYJlu0XGQZKS5CJFmIV1YcsV8fGFVSMnUak4uD0yHBZFY0z5yE7fFGBaF1NqGo00smx9W9Xke3YCkDd0g+R6tg8ZF0lXbrW3kWsdvic+nx/KwqNeOPcQ84vm3AaVlEt5kCHUiaTRdMMjFAczQgAoFsR4o1zKBlzItG66QjtpUb3HbrT+5XiOcMLGZTnDI5yLvDyEJo28OzlE4gVDf4dKauipHHcIdfL93dhaM4hxTqaYTLz0vchGOY5SQiE8DtJKmbNwkhuGfZZTW69nwlvu/gw29n/sW/bc5ROOZ3qE9+Fk+0il9hD6fTTGf+eX6KH4wg0OlbeRr6/Fauolu5ND9K39XGSe1cTrZkIgJPuQmgmxaNPpHT8EgLF9QRLGigdv5Ti0Ytx7TRWtAKhW5RNWErfticA/9pz0l2DYh/PTpNPtg89FtfGTnbQvf5e2pbfRPf6e7GTHcgBt5gCBV6MUC5SCaSnESgpQbMCaKjhxQ0vorismPIxkw+aboYiTDvvMkzh+s/ECqTnYYXCCKFwbBtXamhC+lGNTg7lSDw7jxWO0rz8aYSmDz6T73jibsad/hbW/OO3pDpbWPLFH7Poo19jxqUfpXzMVMLl1chgCfrEg4UX+uiT0CrGvLqKKlCgwFFDuo4fmfMSGMEIdvpFQof+bn+Urm5ghqPkEgVHhwJHnmxXF6t/+lMAJrzjHeg4BFI7aVp0sOBO6Abz33slgWhBRFegwPGAm86y+mc/BwWGFUBPtzL3rR9EMw9uS6ibeQLhkhI8JdEMC+k5KOkORrEVKFCgQIH9FPxGX+/sEzaIgfgK4X9EqMH5SimUVCjpIjUdz7ZBKQzLwnU9kBJDOqD7kQlCE2SS/QRCEZTyMEIxcrkMhq6zd8Xj1E5dQLavi0CsCN206GvezOhTL2DzA7ey44m7mfe+q5hy4XvY+O8bsTNJwmXVLLnqp6y8+Tq8XJoZF34II9OCcLJYDdMwiuvQwsXHrAr3kWlr49GPfYzejftHrq7+yU+Y+7Wv0XjuubjpNJHqero37aZqzttx8/2AwrEdzPqZuO2bMSNVCBTSdVGeIhAN4AkT3VIoNPI9GYJlOkgNlEQTYATDCCVAKHRd8104lH8eEALx4qiKl4FSCg0wt/ybs//nh2x48N/sfPYhNN1kzMlnM2b+iRi7H0OrbjqylfgGIVAcpmPVragXjdxEaDh5B0PXUT296JEwbleSZF+KcKoDUBjr/saZX7yWTY/ey/anHkAIjdGLz2DcGZdiBgOYehldG+8lWNpIfMRs8v2tuNm+IbsJV4xBM17diOICBQocXwRLG0m3HtrBwIpVIjQTO9lFrnMHPWvvp2L+pcQbZqIHY+T79qI8l8rpF9C19i5SLWuonns5mhmmZt47SDQ/T7p9E6nOzYy/4he0PXEDyeaVGMEYpVPPJFBSS+/GpyiZNI5QZRyrqAi7v5/kzt1E4wYVo8agW4FDxiH17ljPGVf9gC2P38e2R/8NStF0wumMP+l0jDV/3d9ln+vHDBej6SaxxumYsQrKZ72JbPcOUq1rD9qum+1DD0SHrS8jWISb6sQIxCifci6JXctwcwmsWDXFY07AjFRgWPu/J0eNqMTN9hFvmINuhdCDcaSTIdH8Al4+OSAa0QiWjCDX23zQ/oTmR4wcCcLlo0jseOaQ8wJFtWj6kRFUvFEwIyVUzLmY3ff8r/85FGDSBVdQM2UeRjBI48LT2HTv3w66fltWP01ZZYipZ59P7ZTZbLr/dvLJPqomzWLyeW+ld9UtxCaed8h91s1YROdzywGwiovR3CTDyQ9Vto9gw8GiU4CaRYvItK0Y/GyEinCyvfRu2x/Zku9vwQiXUDxyEdLN+UKm0kbsVA/S9sW4ys37Qh2hUT75LJIta7EiJejBGNHqiSBAM8NIO01yzypKxy8h3jgHlMQ7wC3mxdiJNiKVY/19SEm2ZxcdK/7BPlG1nWgn1bKWypkXES4fjThM3nmBNx5KSoxgAAwDQRDp5dCVA3qQgRfWl9yG0focJ73vk+xctYJND/4LN5+lYdYJTD7rYqwtdyDKP4ByHaTQfPG4vj+60XU9gkGLXKoX3fDvD7s7RbSiGuk5CE1j4tlvo33d8+x4/C7mv/9LTHvLB9l4z03sePwuwmXVjD3tIqqnzadtzbM8+bOvMunsSxi94CPofTvRLRNzxCy0SBnaYX6vChQocHzhuQ6a/tLOlmYofJBjQ66/h0A0DoBVEDoUeI2Qtk1q925/AJSmgXQRm+5i5plvo2byLNbddTO5/h4qJ8xg+gWXE7acIQPHChQocOyQjkv/1q3YqRSBcAA31UFw7xrO+/ovWfWvv9K2dhlWrIhJZ1xE3djRWLpC6QYdG+6nfPI5dG+8j+LRw7tmFihQoMAblYLQ4XWPRCnf/lMpiUCgpIdCgPLAcwGF5yiEJnCcJJ7toDwHIWJIqZAodM1E2jlMAzypsKJxkm17CFUWI0IxdOHhupLKcVNJtu9BtyycbIbiEWO466p38Kb//Tvz3ncVz//hBzz3u2upmbaAue/9AuHSKmLVI9j60G3sePwuAJqXPUpxw2iMYJh01285+9s3EDvGQgfPcdjwxz8OETnsY9nXvkblnDkEiosRuk4gXotuhrBT7bjpXoLFI1BCYAQj6KY10HCmo0cCKJlFaBpe1sZzwYhGBsJqQzjZFHooDK6L0jU08M+blCB8sYKQEjR/zv7GwBc1DL5ICKGUAukhAhEIxtCX/ZKpE2YyccFVgMLoXId67pdoUy8AM/Ca1enrGuXiZg5u1IjWzWXvyhWMnHc6mqGT2dvGg+95D7OuvprojEmw/UlUuhv9uV8yedR0xs/5IqAw7V40S/NHaEZLKWpaiJ3spGfLo5RNWErnmjsH9yGMAPHG2YXc7AIFXmeEykaimUGkkztoXum4U/Hyabb/46tk9vpiiHDdROxcD14uQbBsJJoZRtODRGumESpvREmJl+9H2n5eeenYU9CDMTQ9RN2SD5HrbsZOdJLasxYjXEHVgnfy/Hd+AEJwwg9+wKMf/Sjr/3QTVddeibn9fpZ+/rs8/KP/wcmmB8tVP2sxTVOnIJ7+EZPP+ibj5i1A5RIYPRtRz/1yiPOMKm5AuO0gNAKl9Xi5NNJzDily2MdwDXaaGcQqqqbt+ZuQdgYzUkrF1POx0z3YyXaknSWb3YbyHELlo0C6dK26DSfdM7gNPRijfPLZOJlevFwCJ91Dtnsn1XPeSvvzf8Oz9x8nQlAx/UJ068h0ZJmRUqx49UERJSAonXAauhU6Ivt5I1E87gT6NjxCctcLCKEYMfdUHvjmR5h26YdomHkCJ37qGp7/4w9JdewFIBAvoX7WycRGzmLDb95DuHos8976doQRwu7eRsvd36Bo/MkE4pWES6vI9Ox3NihpHMe8932JZ7/0VQASO3bghk4b1kZPKx1JsKoaoWmDsTAAocpKpn/qI+y+9yuD0ypmnke+d/dB23AzvdjpDkLlo+nZ9ACZji0Ujz5h8PvCCPuihpq5b0MPFeHmknStuxsjVESobCQA2e6duNl+SsaeRKC4FiE03FwSzQwhh7FHNSPlg397+RRda/8NBzmOKLrW/pu6he/FCMWHqYUCb0SyHR1YpUUIoaGZBkoEwPWQaBx+LLXy/1MSrXwM2rJfM7piHI0f/gRoBnr/Llh+HZSORFhBZCYPysPQBJpmoFQGMxggZ+fxEq3ooQowA2R6ukl3tqCbFrUzTuBfX7iM8675C5MvuIL1d/yJZ397DbXTFzLvfVcRraglGC8lWlVH364tPPajL4JSrPnnn1h7518pGTEWoWlMu7SUEXMaj1KNFihQ4EggHRvtZTg6mMEw+dRQoUO2rxsz7I+cN0MRMt3th1q1QIFXhWaahKqqqJg1E+V5/iAXK4K26kbqSxqofvd7UUYIPdUKa2/APPmTBcfPAgWOE/RAiGmf/jRaIIDUNPSyUbir/4HVv5u5i+binXkmwrMx2lagNq1H1H4OO9dPuGo8TrqbWMOsIXFoBQoUKFDAp9AT9jpHeX7sgbLzSAbsb5VEer7Tg+e4CKUwdA/HMcDz0A0DiSSXSiI9h3A4wJ4XVlA7ZTZIhXJsdCNAqKQcZQVxnv0jgbnvJNm9BzNeRaa7g2eu+y4LPvQVhK6z6KNf48mff5VFH/sGpSMn0Ld7K56dJ1JeQ6i4DM/Js/Guvwwp94F5yW3rlhGrqju6Ffci8t3dbLvllsHPZdOnM/kDH0CzLGQ+T6a1lWhDHWg68ZFz8fIpjEAR0tXIZ7OEQvGBxmAPkHhSYQRNkMqPpQjFMHQd6blIz0MzTQwrjNR0pPDQNR0lFNKVaIaOm8siTAOhmwj2j0xSSvlZtkhf7iAEUnoIpRCajpQemvBHKehODmvyeeT2rEDteR59z/P+ZgDMEMaIuYO2ywVePqmWFozwIWYIHfQoE864iHwqS+szz9GxbBluJkNy+3a0JQsQoWJUtg+URLWsQG/xR3HqJ30SqQfRjCwSRbZnF6GykcQbZpDcs2qgI0MQqhxL6diTMULFR/GICxQocDQwgnFq5r2DzjV3YCf8RlPNClM28XTMeBXdy28fFDkAdD53CyPedBUohdA08ok29ECMSM14hG4xOOLayZPas5LUnpWD62pGgMppbyJYUk+8YaqfH6kZzPva/yDzDjv/fQ8n/fSndK5cSXdzP1WjFxHf+wLnf/PXJLo7yfW0UVLfhJVpQbxwPaJkJHYmQTBejrP8t77g7kDMEJSNpaJ+Drsf+BnJ7csAKJt5nv/dqbyD6kMzgxihOKHy0WS79j8z6FaEypkX0bP5EaTtR0A46R56Nj+CFa3w3SuCGymfeAbta+6gZNypZDo2DxE5AHi5JN0b7qe4aQHdG+4DQNoZejY+SM38d5DvayHbvQMjUkq0asKASOTIPFYbgShVMy+mf9fzJHevQHk2geI6SicsxYoeGdeINxpmtIwR515JrrsZN5fnsR99ETefZfdzDzNi1jw0XWPqRe8nECtCM0yilXXYqQSuq2g87yp23XENmdZNg9sLVjRRMfcSEh2dnPrFH+NkkmTadhKrH40ViKKyLvO+/D88+L73k9i2jbwsJhyMo3KJg8s28Sy0aBmnXHcdnS8sJ9PaRuW8OcQaSmh55Lt4Od9RoWr+pZiaIHGQAMYn07EZIxjHSXXhpLqIj5g9eP+UjDkJPViEbgT846uZTLL5BdxsP8k9qwa3oVsRItWTEAMxcnogQvGohfRseuig/WlGgEDx/lgaz04fUogFfqSWZ2cKQocCQ8h2dWGVxv13GADdREkdTdORUqJpQ99D9jkLoiQo/w1Iq5oAgRiqczN654ExRwJr+sXguUgpyfX1EgoHcHM2hm6AnUK3LIQowsQm3duHEYyx7IYfMP99V1M2eiIzL/koq2/9NVMvej8Nc06hZ8dGhKYTraglVFxOvGYEuUQvmx+4dUg0jfJcenZsAGD1zb+kctw0gvGS17w+CxQocGTwXPtlPdOZoSiZ3s4h03L9PQQi+xwdYgcJIQoUOBIEy8uZ+pGPEKwoxu7tIRjWMadegPP8n5G9u9EOEMWKkkYIlhRyqwsUOA5QTh4zbDDy3NPxsjlkIk0gXoGIV6MSbbDz8UGxrwTMhe9HWWEMYRAsGQHCd398Oa5DBQoUKPBG47gWOjzzzDMsWLDgkPNuuukm3vrWtx7lEv03IpHuQAeBUngyB0pDehItEMBz8kjHBkOijDDSdUn1dBIprcDL58ilegmEGykdPQHP89j2+L1MOnkpSnjodgdedDRa7XRUro9A12rWP9NHw7wlZHo6uO//vY8R809j+qUfZubbP8Gup++nYsIMaqYtAASGFSRcWk7Pzk2HfQFMtOw8KjV1OJRSuJkMCMFpN/wBJ5Xm+W99m9jIkdSeuIjYiBG42TSWV4QVqyLbvR09UIbnaYRiEdx0DjMahHwWLVSE5uXAsUG4uDkHIxgCIdADQexEEi0Q9Dt2JOi6OZjRrFu+XbVmGAg0EANuDgqU6yJ03W8olL7QQUmJUh7ScdACYQQKlPCdOjwNPZ8hcOrnsJf9CZX0G85FWROBue9CSg/9FUZivJFxMhl61q1j2Te+wSnX/RQ9EB1i92yE4kSrm/AcG5m3yff10bHM78zbfvvtTH3vZf65WP4XZLvfOCoiZZiz3ooMV2AEgmhWNb2bH6R0wlLMATFD8ejFxEfMRoHfgVFw4ShQ4HWJEAIrWk717Mvw7Iwfb2QE0YMx3HQPnctvH7K8nexEN4L0bH0UJ9UFQKi8CStWQXr3CuxkG5HqyYd0B5BunrYX/g5Cp3LGJXhJD5VqJ6T1kPVKBjNhy6dPp3/LFlricZpOP4lgIkHV2IkINYH8tqdRuSTa/I+gxSvJdu7FCNVinfwZnOU3opK+WEOUjcKc9TakGYK2ddSfeAX5WRfi5ZJYsQqKRy2kb9sTB5WxdNypeNkUgWgV8foZeF4eTTOQnku2Z/dBI9C9XJLw6MVohkW6YwtqQDxhRkrJ9+09ZJ27mV704NA821zPLpT0iNZOJlp7cC78kcIIxigdexJFjbN9sYpuFZwcXgV2opNtf78aN91LzTnfGBxh2blpFa7tYogeyppGke3rRUoPz86T7NhDIBLCKh/NxA9cT2LbMzipbmKj5mHGa8il0oSLS7ECFlrfKkqsLkTaw6g5mZ5dXfRuXMcZf76BnrVraXthLWMv+CRy7S3IDt8dTETKMKdegFKKxI49bLrxRuZ95csEoiZOyzoczaR43GI006KocSZa705EMEa+v+UwR7q/s9VOthOIVxGrn+7P8Wy0oO86YoaLqZn/Tvp2PDMYiROpmURx0wLMA1zUhNCI1EzGzfSR2L1icPt6MEbVzLdgBF+JcOHFTg8+npPzncaMQMGN6g2Gm82iFCjXRlgBhNDwXBNN0waE20MRAxGMSioQ4OayGJ5LcOmV2M/fiOzwxUgiUo45+3IU4LoarpNH1w0cV6AHdNK9HRSVlWHiIV0D5aTQEnvZumknjfNP4/Eff5HqKXOZ996rKGkcy65nHqR22gLqZp8M+KO0Q0W+cMHJpkl3tg57jOnONjzXOeJ1V6BAgdcO6TpD4s2GwwyFsfcMFTDmk73Eqhr8+eEo+WT/AYNRChQ4MgghqF+6FCfdi5vJknc8AuWjYfblOGv/CfkUCA29YQ7mtDeDEGhmIfquQIFjhcynUf17cdbfjfJsjEUfJtPXSttTTzD27BMJnPwpnBduxmtZ6Ytng3Gs6RcjShqRCoxICboVeIXvXgUKFCjwxuK4bk16//vfzzvf+U4++9nPYpq+Wq2np4err76a5cuXF4QOLwM3byN0A2nn0AwT6UqUUijXxghYCCHo2bGR8tET6N68mtKmSRRV17DxvlupGDuNqlFjyeYclOuS6t9L9aRZrLrrVqbOGIdcdQvu3I+wZ2sLo0pG4lVOY+uvP0f7hhXMf//VPPnzr7Lr6fvYs/xRRp18Hk2LzyFcVIZuWYSKyg+wAxTEqupJtu855DFUjJ129CpsGIxQiPKZM5n5hc+iXJfnr7mWU677P1ynHelkKRkzn+T2LXSvWkPFzKkEihtwcjaGBWYgRK4vjVJRHNvBiuhouoFmmKAkpuWLFaTnYRgGRjiM0DQ0y/BjKRzbd20Q+sBy0ldjG+ZgJIVCoTQdoWkIBUoIxGCChYYasEPWdB0pHZAedjJNMBxF7n4Ga+47EIEYCIHsa8Hr2Ylj1nCME0P+q0jv2cPDH/gA0nFY9ZNfMf0z76Fz1e2D8zUzhHIUSujke3pxUymseJz03r3ke3ro3bSd4kodo3Ee2qy3MuDJi7t7OUbJCGzXw8t04qR6hjhtaIbpX0sFChR4Q6BbYXRrqG2MUgrPHtqxXzL5dJItawdFDma0gmjtVNpfuMUfDQs4qW4qZ1487L6saDmpXe089vFPcsE//gA9WVId7uD8rlX7R4LvuP12AM7843UEqxvY+lQLXStW0LfpN5z60+8T2nM75oQzkOkezCnno4VLfScHoaE8B7q3I60IiV0raH3yRkZe+P/oXHcn0epJlE8+h8TuF3CzfZiRcopGzsMIFbPnvp9iRsvwqseSz3bhpDpR0qNs4pnIfGboscQqka5Npms7sbqpGOEShGaAPNgtYkjdunmEpvvZ7oMcncZqoelDGjOklHgDjgB6IFIYyfEyUUrSs+4Bcp07/M/e0HP+2E+/ysmf+Tb5rrW4/a1ohoVRVUFR7Ug6t6zHCocIxSIEayYTiVbSuvJplv/pc+STfbzp279FrbgVbdoFuFVz2PXA4+z8/meZdeWVPP/N7xCprWXmZz/J+LdfilA2on4m5oTTQXmofBrZ24wYeRIBJDO/8HFymV0YwUbMoirUqtso0zSwE7DjccyJZ5J388MeZ7hyHNnuHYOfjXAppRPPINn8ApoZIFjSMGR5M1xM2YTTKBl9AuA/pxxKaGAEIpSMPZl40wKka/sxA1YQ40XfQ5oVRjMCyEOUUTMCaC9a3s2nyfftpX/ns0gnS6isifiIOYjAkYmAKXD8E21sRAgNCWgDLiIql4bgoe14lQKh5MD7j0BoBtm+FEGvHWP0iWhz3uG7otkZvNa1iIZ5OMk0CI9MXw+ljWNw8nk03WDHMw8xIthBtmYRrisxI9WsueVqllz1U9rWPkfb2mXc/eUrGLvkQhrmnYpm6Gi6TqS8emiHpVKUjBzH3hUHC/IASkdNxAweyuqtQIECxyuebWOGXvq3yAxFsF80YCef7Ke0aSIAVjiKkh5OJokVKXROFTiyBEtLQYN8Tx/rfv9nZn70CmQuQfDUz/m/k0LD3b0S7AwyXvkSkVAFChR4rVBOFnfzQzir/wGAPudyhIBUczNda9YxcumJ6D0r0WqmYE5/s99WI13c9k0YuoXyPKTromkFsVKBAgUKHI7j2r3qhhtu4IEHHuAtb3kLW7du5ZFHHuH8888nlUpx+0CDeoHDI6Xr5/0KzRc8SImULlYw6HeEK0XZ2KmAINffCyjcbJqWlU8RiBUjOzf6o2oGOsql6zDuxDNwNt6DiFXRuWMrz9/4c+6+9ipkoBjXztG5aSU7nribJVf9lEnnvYPaGYsIxUv9xqHKOiKlVUMyDwPxIia96YpDlj9cVkVJ47ijUleHI1BczJyvfpVQWSnrf/cHzrjx9+QSWxFGGfGGubjZBHokSPHYcUjPRdkSXZiEonGcdA7N0hEoJK6fjac8hO4LEDRdQ2g6mqGjFOiGgRD+NIGGZgYHBQ0g0HQdZRi+qGFgGgg0cYBr6r5GQN0Xt0jpu0BIKVFKQyrQLZPt9z6GrJoFQsdrWY1s34CIlJNxikh19CO04/or4rjBxF3O0AABAABJREFUSafZ8Mc/Ih1/xNauO+9k70PLqJn7DkIVYzCCccqnno8wDJTwo0l233cfTRdcMLiNBz/yKRL9OqJ4BLJzC17LapSbwxi1GFdpeKlOlJeneMwJB9u+FyhQ4A2NEYxRNGbhkGklE08m07ll8HNR42x6Nj8yKHIA/JE+VhgrVnXI7Uaq5/HcV7+Gk0qR7+vH3fUcgdLDRyfooTBrrvsNxWPH0v7ss+T7+njks18iN+LN2D0diEAEEYzj9e1G9u0B3SCX6qdt41Ns/ue1dK97iMY3/Q/5VCtupo++7U+R2LuS8innUD7lXErHL8FJ9bH+F5cTqZ2Ek+zCKqnFTrShBkaFG+Fi3NwBDc9CEGuYgZ1sw0600fP/2TvvODuquv+/z5l2+93es+mbXiGUAAFCB0EUUFQUKzbADvbH3rA9KtZHUVREEVSQJtJbQhJSSO+bZLO93j7t/P6YzSZLEoz+lAjM+/WC7J0z5czs3Xtnzvl8P59ND9G38UEqpiwGqQ0LCQ+NNKKjRA5Gojr4Xn6RcfIDDO54mo4Vv6d92S30b37koLiNkEPj5gfoXfXXkddmPIV2QKXmUNtOnv7J19GSU6g95g2kJ5/P+nv/xGDbDoxYEiUMti95AmGV07t1LU/98LOUMgMAPPmLb+NPvwSnr5snPv55Vn7z2/SvW0f3s89SMXMmub17eeKjH+f2U89kaOduZNVEVL4Pf6gDkaxFNZ7I49d/DoSNGY+gaxG84hClFb9Da5yN0bIYY+rZaOVNlJ74EYbUsMqaDjpHPZImWjmOQk8gdBBSR2o67Ut+iWfniNdNxfdKuMXMqHsIqenokST6C0Sv+K6DWxyif/PDdK64la7VfyLfuRmnMHpyR7cSVM4475D7qJp5PvoBAgbPztO3+RG6Vt1BaaANJ9fH0K4VtD19E35hAO0IstFDXvoox0YpHzlc0IBSo54Rn48QIhBzS234occn1zlAtpREJOvwOzfg7V0T7KpmHq0PLUGaJsWB7sAVL9+LZ5dASMYdsxBl59n17NPc8z/vxvUEvuvwxPc/xfw3Xctxb7+e+pnHYecylDKDuMUiier6g6qydStK/ewTMaKHEGcIwdzXvxczFop3QkJeSviec4TRFXHsfBb/AAFlKTuIOfx5sO9zoZQ9OLYqJOTfgRaJIXUdt+Sw5c6/oTXMReV68NpW4w+0IRtmU3SsUY9/If8avudh53P4oUtTyD+JKgzirPnTyGtZMxXf8XCLRcaccQYPvvdDuLFxyPIxwb1s+7ogrq1mNp4eQ9lZ3GwHyg8KTpTvY+dzuM7hBfAhISEhr0T+q2cx58+fz5///GcmT57Ma17zGq6++mquvPJKfv3rX9PY2Hi0u/eSQDNNdC1wC/AdJ4gtKJXAc3AdByUEhmVSHOon1TAWt5hH6hrRsirwbGyjglW3/QRpmBjxFMt/9S2iqTSUsggjQnGoH4BMx26eu/PXNB27CIC2Zx/noa9eTV/rFoxIjPa1z+AWC2j6wQ+MkWQZ5c2TmX/FB7ES6ZHlNdPmc+anfkiy7uAB3ReTfGcnO+++G+XYOLkBpr/rHRQH9mDbMXQtipAwsP1ptGgZRkRDCB3NjKBcH18JMCIYqXKkaYFhBgNzmgGIIHtWBPasUuoIIfD3WfsKub9o9HmDaiNj1MPLhRAg5YgVt++5gAqE3JqGblpBhZPngVBIXUcBVbNm8eSnvsTTX/sRHbs89mwY4O/XfJKd9z+CkRxt1x1yeOzBQfrWrh21bMWXv8Z9r3srdl+S9NgzEegYhg9CQ5pm4OARjdJ42mkA+LbN/Ve8g7+952MM5BKIMSfg6FEcX+DbBYxEOXokTbZ9HYM7lgz/jkNCQkJAGhZ1J71pdMW0EKNEDdKIjrgB7CNRP53BnUupnHYW0eqJ+zfVDFJj5uMVXDK7dgGQ7R5EFQeJVlcRqao6ZD+q5s7BqqzFHsowsHkzLW98IwDFnh7ue/O7WPLzB+npkDgiydK/PULOauAvn7oK4rXEJp5Gy1t+wPjXfg49WYFXymImayibtIh00zF0PnULnU/+ls2/fC/bf38dRqqKeNMMahe+gf7tQSWtNGPUzb+M7N51I33So2mqZ12IV8qR79yf317sa0VoJoXenSSbDu0cFauZTPHAjFupUz3zfHTr0NXG/ymc/ABdq+5gYOvjuPl+vOIQQ7tW0P7Mb0Oxw5Gg1CixipsZYs7r3jNqlTELTuPpn3yZbE8vPVvXU9Y0kRW/+S6PfuujPP7d63EKQVzMmtt+Omq73m3reeA7nyNn1OO7+7+XN99yC7OvuWbkb8W3be5749t48AOfoWiNpa8/ztJv/R9/Ovc11B9/LFY8ys4/f4mtv/0gmV1rECicVX+k9PgPKT1+I876e8EpoBkRKqeeSdX0c7HS9cHfyISFVE47i5519wYHF5Lq2Rfiuw61x7yORP10hNTofPaP7F3yK0qDewMR9BFi53rYu+RX5Do24JWyONluetffR9/Gv+MW9n+mCKkRq5pAw4lvJV43FSNRRbxuKg0nvpVo5fhgcnrf76CYIbf3uYN/VZ5N76aHqKpIH9QW8vJDWmYgNNv3nCMEyjxMBJtSB3yvBdEVyvMwUil23PsQf3//J9izvp+OXR5LvvETnvqfr1I+ZQoKhRFL4hWyFPMFtEiMQl8nwrcRRoTCYD8oRV/rZuLVDRQH+3j0Wx9j4/2/RzMjlHJDPPH9TxMZjqp4PtHyKqxkmlM+9HXKmiePLI9V1HLaR75Jsn7cv/eihYSE/MfxnCMXOqAUTj6Iq/SHY2GNYXGTHgkix/a1h4T8uxG6jmfbTLz0UrbfeS93XfY2Nt2zlM42wca7l9L68DO4toNmRrELuaPd3ZckvueS6djN6j/8iIe+ejVP/fgL9O7YgJMPr2fIkeH1bGNUhJ8RQeg6FdOmkWltpWbBAv5y4et4+is/YO/WHHu35Fn9qz+THywCimKmg47lt5Lv3kJxsJf1f/01D33tGp743qfo2riSYubwUeAhIf8JlO/j5/rwB/bgZzrx7fDzMOS/g//q6AqAnTt3snbtWurq6ujq6mLHjh0UCgVisdAC8khQro8yTBQlfM9B03U8G3xhIKRkYPc2alpmsuOpvzFh0asAgRmNMeOcS3BLRXo6drH90buY9Zq34xULNM0/CbswiIiW4w91Ut1y6sixdjx+D4uv/y5tzz6Bk8+ifJ+O55YCUDV51mGdGTTDomL8FKxUOZUTp+PZJcxYgmh5DfHquhfjMo3CLWVxixnwfbwiPHr1tQxs3Mh5f7kd5RVJjm2i0N9FsiyGVZbC92zSzfNws3n8SCUogdCCiBCEQOp6IGaQGmY0gRBi2HFVBCrNAwb3APD3v1RKPF/jEKAYnfU4fCxBEIMh5L7KKB8pFUpIfNcJHoScUqAEleAUCky+/HJQiq5nn0WLRpn1vvfhOw6uXfwPXuWXF1o0Sqy2lsGtW0ctz7e388QHPsycD32QKW9+E8WhEk4+i1PKcswnPsGST3+aKVdcwfiLL6Zr2TKkYdB87rlYZWX4ukl2+xLiDdPQ4uXk29czuHMpyneRRoSyCScitVCMEhISEmCVNTD1bT+h/fFfMrD5Cdxcf+BskB84/DbpOvo2P0K+awuV08+lbMJJuPkBlOdgD3Qizf32iKt/+HNO/uw1WJbHqd/+Gg+9/0M4mcxIe6y+nmM+/Sk2/PoWxr3qVTzxwQ8y9corOfXGG+lctgzftqlZsAAPjWduuZGdT93PuJPO5cR3f5Zcbyf3ffpdXHjD75AMkd27jljNJITUsLO9mPFKfLvA0NalCE2jesElVM27CNfOIg2LismLEHqQ7+4rhZWuI14bTDh5dp5c1xbiNZOxM52jzr/Qsw0UlE06GaGZZHavRHk2QuokGmeTGjOP/u1PYqUbsMqbSDXNRY+++BOwxYE92Jmug5Z7do6hXSsom7joRe/TSwktmqZ8+mI6n74FADezFzmgOPnqr7DurpsYbNtJsraJXE8Humlh5zMsu+nrI9v7rsv2R+9i3Eln079ry0H7z3TuYdkt/8u4s88cET0We3pY9sUvcuynPkWxt5dMayvJ5mbiDQ08/cn/GYl9qT9pIc0nzaHYtYlC17agf4Us+oxXYT/9f+ANV42ZMcwFb6aUz+CLLJntKxC6iWYmMFMN+J5DtHoSZqIK3UrR8cQt1Bx3CRgWpUwnAzuWkBozj75ND9Gx/FYaTrgSIfV/GIHiFjP0b3popILoQPJdW0iPPxE9ut+OW+omVqqOqhkXoHwHIQ8dr5Xv3nbYYxZ7d1Ax7pTDtoe8fDCSSYQUo8KAnHwB7VDxJfseeYRAuS4K8H0PJ5+jeu5cahcsoGv5crxSiTFnnxPsq1Agogki8QQon21P/p2JZ1yKU8ihpIY/sJfGmaey6YE72Hjvrcy7/P088YNPg1IMte1kqG0nADMuupJIuvKw51E2ZhJGLMExV3wApEQISbyqjlhl7Uhld0hIyEsH33UQR+AspI84NgyixxJ4wxPJI0IHKxA62KHQIeQ/hVJ4voNn28x63/twi0V616zBc3yq5s5HGgZCE3ieR+faZTQde+pBzkQhL0x/62bu+/TbcEtBTGTn+hVse/gvLHz/Fxh/0rno1ovv9BfyEuN5jrxStwANYeokGhtxCwUWfe97dD7zDN1rNlB34omMP38avvIQQtK/6SEA+jY9TO38y1n+q2+N7Kv1qb8x67XvYsbFV2KFEUkhLwJ+KYe3ZyX2yj9AKRgPlHUzsI57CzJZc5R7F/JK579a6PDTn/6U733ve7z+9a/nuuuuo7W1leuuu46LLrqIG264gXnz5h3tLv7Xo1Qw4a5cF19q6IaFZpg4roNhmEQSaXzPR7cirPj1dzjpfV9AeB4JtxO7rIWeretBKTIduykO9lI/ewEDrcupnH4u7orfEdNKVLfMpnvzGjy7yPKbv81pH/km2x77K3tXPYUeiTL13MsZd/J5xF7A7tqIxilrGk+ipgHPKaFbUbRDDIz+J/GdEm4pQ6lnB1Y0BUacnQ88xMCmTZzzx9+hxyRSLw8mXvIFysorEIaJclykEQNZQJomTj6PHolgJhIIy8T3/MC5QSmCCiQNoUPguPA8kQMgR+IiDhQ5KA7MBNc0bdQ2I60qEDVITcNzigg0lOchLQM0LYi78Bx8X+D7PsKUFLq6SDQ3U9bSgtB1hKYxsH49NTWHrlwKOZhIeTlT3/pW2p988pDtEy4+D99zcAt5tjz0Z1J1zRhuhGM/8QnsoSH616+nfuFC9GiUoT27qKmtwisOkRg7F6lbDLUuJ7tn5f4div9qM56QkJCjgJAakcoxNJ//URoXvxvfc7AqGul+7i4g+I7TrCReab84wXcdpB7BLQzQ89xdSN0iWj0JzYji2EMkKhIkxowhu3s3fevWsfzG33DiFz5DwhrgnP/7Dv3b28js2k35lMmkJkzE9SWRmkp8S1ExezYbf/UrNt9yC5WzZiE0jb2PP86xX/gMrUsfBEA3LHY+dT8tZ18GQGmgA5XfQ9X0c8h3bcFzHWIVzWhWnIbTr6J24ZsAkJEEbraHgW2P4+YHkEaUSOU4ko2z8Ar9SM0g0/YcKJ9YzWRiVRPoWXffoS4a5ZMXIY0osfpZRMoaR1wwcl2b6Vz9Z2rnX4ZmRJCaMaoi/cXCc0rk2tcftj3XtZlk87EvYo9eekhNp2reRfQ99zecbA+9a/5I+bQ3sfJbP+DUH34P5bsIqVExfgpCStbc9pND7ifTvptEdT2Zjt0HtfVseY7j3nwdybFjybS2ApDbs4cnPvQhao47jnkf/ShRPYvjSsadewaNJx9P7bHziMhBtIF19PR1j+wrOW4+KlVB5OxPoXK9QbyKlSLX04qMRmj969ewBztGHd+qGMPEy74CWx9CSYPaueehxVL4bgmvMIST7SZS0UzltLMZbH2GfNcWcl1biaTrSU84YVSsxIH4rj3K1eT55Lu3EilrOPia6wZw+Pv4Fx5kDwfgXykIBOJ50UHeYS2hh13sFHieD8pF0w2U5tO3eTPVc+aQmjgR5bpo0SiZnTuJ1FWDEGj920jUzWCoq51Mxy5S9U3k+ncRqWkhXZ4k1TiO/tbN7F7xKKdf91023Xcrvds3EKusZc6lV1E7/ZgXjJ/QdJ1UbRPxyjrcUh7NsAI3vZCQkJckwf3xPx6L2hdNYeeGiNOIW8iOWr5f6JA59A5CQv4/KQ324+OS62hDeGCmUpRNmYIejaI8j0JmkPi4Jp744efpXf8M50+YTrwynIg6UgqDvTz5g8+MiBwOZMlPvkDdjGNJ1h5dB+KQ/3606kmjXiuh4RYKuF4Jq7aamrIyhrZvJ9HcTGrcOLJ799K9aiXjXnMRmQPGgZVng3I55xPfQjct8oP9PHf3H3jujp8xYdH5odAh5EXB79yAveTno5d1rKP44A1Ezv4kMhbOJYUcPf6rZ8tuvvlmbrzxRj7zmc9gWRYtLS3cdtttnHXWWbz5zW8+2t17SSA0DeX5KOUjPIVbLCDw8R0b3/fRdB3leYxbeA4dzy3l3s9cief7iNbHiJTaqGqZCYBbzNO65O9EUuWUMp0U9SjazIuQW+7llLdfw7TzXoceidLfupkVv/ku085/Exd87RbO+/LNTH/Vm4lXHNnNtG5aWPFUMHClFL5belEs+j2nRCnThdO/G8uMUnI9ilmPbbffzknf/RbSshnY9ghGoha/6GDEUzilLL7nozyJkAZGIobyXDQjqCoVlomQGlKKQJQgBELI4GcfRg/kHqDwPOTg7/OWyef96SoFSuF7bpBfqxRCgVIedj6LW8qD7+M7LkgNz7ERUjDYu4vUtEm0P/0kbY8+yt5HH2Vg22biU8YgIi+u0OSlTnryZGZdfTXigN+N0DTmfuQjaNEEmqbjlApsvOcWErVNdO15DmUIOpYtY2DLFnbccw/F3CCxxlqkaaFHErjFIbpX/3m0yAFINMxEM0NXm5CQVxK+U8LJD2BnewPXocOgmVHMVA16JElpqJ2qma/CiFcytGs5FS2njfqOyXVsINEwc/8x3BK59nUM7VqO5+RBZDn2M59ADMdO7X3sCf56yRvRGmejb72dan8JEydlKB96AG39b1CeT2J8M0/+5DNMefdbmHf9x0iOHUuhu5t0y2SO+cKnWfLLL6M8l4rx00AItjz4J3zXIVpejfCLdDx2E7m29fSsuIueJX8ks2MFTq4fz85T6NuJ1E2KPdvQomlq511G/QlXUn/8FZRNOJG+TQ+T69wMUiM9bgEV087Gs/P0rL07GBh4HqmmORixNEiNLTv3YqbqgogPJ0+ycTb1x74eM1aGZkSOisgBCO4dXuDYQmqHuW8IORBhRhh/yeepOf5y8GyKvUtZ+I0vY8QSFPq7eebnX2XOpe/Gdx2Kg4eOA9n68F+Y8eq3HrJN6jqOV2Dupz/GtKveSXLcOJLjxjH9ne9k2pVXsurb30bZOfRVP6KpYgcTxg8S3XELovXvMGYB/esfASDWMB0tmmTDL97L1rtuwDGTtK99hPW//Qh7n/gNxd5dB4kcAEp9u+la+nuUncff/ADarqdwBvfSveZO9GiK8imLcXJ9DLY+Q8WUM/BcGz2SZGjX8uE4rMNMLg/fvx72usp/TTMfe96A34FEqycxlAszZ1/2KP+Qwl3jHzggKN9DasF2brGIsHTSMybQt2EdbQ8/TNtjj9G5dAmpaRMpFPvxPQcfidp8Pw2zj8fJZ9AMk1z3NtS4EzEyrZxx7f8w+fQL2b3sEZ668bPUzT6ecz7/c8789A8Ze+JZRNIVR3RKmq5jxVOhyCEk5CWO59jII3B02Pd5VcoMBNsNCx3M50dX5EJHh5B/P8XeXnzPpTDYS3/fDozKFDvuvZe9jz1G+9NP43olSuQQms7ux+8i39uJnRv6xzsOGaGUGaS/9WA3Nwgc3wZ2H96hLCRkhEgaY+ZFIy+F7+Pks+xd9SSd21aADtm9e2l/8knW/+IXoENkUh16JMLg9tHFdEJKktvuIPrcTVR1P8qpl7+RY9/4fvaseOzFPquQVyB+YSBwcjgEKteDP7DnRe5RSMho/qsdHe68804qKkYPLBiGwfXXX8/pp59+lHr10sJ3XHzPRXkeuiUoFO1g8l3TUL6HHkvRueFZKidM5/h3foKl//dVsn39RJoXoicqSUXrSTWMY+vDd1I9eRbFoSGi1ZPp2/YkiYaZpE/9AMK1mfOaNzPlnMsQmoURSxItO7y955Hg5AfIdWyk0LMNacZJjz0WI16JcApg55g6phLcAp5v4Nk5fKeIkDrSsNAjKfB9VHEAnAJoJiKSRBjRg47jlnLk+3sxoyYIMKJpXKGR6+wlGomgp9NUzJrK4LYHqZryKpxCEb9UJFE7hvzebWiejyq5aJEIQvmARBo6Qga2qkJqqOGYitEODoy2rxpt2HAI9q8wKrICwPcRUqJ8P4jJ2JdFrel4+VywrQKEhu8WkZqJZvi4hSzK89i54gFKcoDq0+bj2iVa1z/G1EmX071pNTUth84tDzmYWHU1LZdfTvM559C/YQMIQfnUqRjlcZTQ8FwHKTWU77Px3lsYf9J5LL/12zQdcyrl5dPIDXTR17WVljmXoBsS8Ml3bcbJj55w0SNp0s3HHL1Jt5CQkBcdpzBA38aHyHdtARR6JEXF1DOJVDSjGYe2y9SjKVJj5tO/9QmSTXOJVDTjFbPUzr2ETNtzOPk+pBEhVj2JYv9uin2to7YvG3scnUtvI1Y3jTNu+iHb77iX3rVridfXUxgoEDv1A3i7n8Xb8ywiXoU26TR0K4bUddxigce+fz21MxZw/De+Sv/ODexa8TAbbrga5fuUjZnEydd+iT3PPoHyXPJ93Sy48iP0P3cnANnda4g3ziDeNB2zrJ5i7056Nz5A9czzcXK99G95nLpjL0cJgdSjDLYuxcn1Uj3rVeTa19O36aHAzaFqMukJx5Pdswa3ODq7MlY7FT1egWcXUAQCQWnGiUZTRCvH/kd+j/8Kmm6SbJwz/Ls/mETDLKR5+ErjEPA9h8FtT5Hdu4ZI5Xjqz3gXKEW+dznR+ovIdu1l76qnmH3pVUjdQGg66hAi2/6dm6gY10LLOa9jywN/RPmB+4cRS3LCVZ9i7Z9+QfuaJdROP4ZxV76G+hnHseqb32H9//0fsz9wDWZNEyy4Anfn0+CU0KacBdVT2HbnV5GGScX8C0k2z6N/7QNEqseR27OWPQ/+iFhdC26uj8bF76Fv7QOHPc/BbUupXvx22PUM/t41WFPOAhSDO5+hYuqZlIa6cPMDdK+5i7oFbyDbtgaAoV0rSTUfi4yVHbRPzYgSq55MvmvzIY8Zqzm8YOGF0CIJUmMXMNS6bNRyaUSpmHI66za30tDU/C/tO+Slge/ZSM08aLl2mDIMpRQChVKgGcbIc0/n+hVEyyrZvetpGhaeiNQNureshs3LsZJlVI6bgkrUoXId1M88lhW33IiQGum6mXSuu5dkw0wS8SjzL3srs17zdly3hBFJkKgN338hIa9UfNdFav94qHSfoKE4NACwP7piWACx757CKYTZ1SH/AQwDvBI7nryPSaddyLO//V9qps0jUV5HbqCLbcvvYcrZrxs1zngk7+uQA3he5MDzeTGK8kJe+kgzijH1LLTaKdjr7gkKUTXJzqcfYO7r3sPau35NsqqBqpb5FHODbF32V+Ze/r5hV6D970HNjCMBzw1iplWhH7Huj4yddhFdmbBQMeRFwHNQ2e7DNvvdW6Fh1ovYoZCQ0fxX3+U8X+RwIMcdd9yL2JOXLm6xQCQRwxWgtj8M1XOQ0TKUChSE8USMSLqcZb/8Bsde+VHO+8qvKeWzGLXz8Lx+Bjfdyxmf+C4rfv09tEiUro2rGX/SGUQrxiB1k94dS/GdIpHyMcQbpqPHKtAPM+niex6Fnm6cwUGGdu4kUlFJvLGRWG1tMFHvFFH5AVzfoX3l7fhOcWRbM5pEInCe+xMyXoWWqMab9WqKmS76tz6Ob+cBiJSPoXra2fi7l+GsvRtZ1oiIlSPilRgtZyDj+wUYhb69lDJDmIkUxd5WopVjEUYML5sjVTMGwxQs+va3KGa7KZt0Bk7JI1qToGjncTM5ZDQJ+BipOL7nga/A8wmK2wJhA0KMuC8EA+ICoYZFCweKFYQIbqIPVTU3EnkRtPmujaabsM+5QQSDf8FRFcoPHDukFkyua2YEZefwpAhsGBEoz0GPxti7+mnilTVMPusS8n1dxCNR0s3jWPeXX7HgrR/71950r2Cs8nKs8nLSEybglvL0b32MaP0p+I6DN9iOEU9SOXEGbc8+gZPPccyVH8F3HTy7SHrCJBK1TWhGUAWmRxJUTTubUuNshlqX43sOifrpRKsnHpWM+JCQkKODW8zQsfxW3PzAAcuG6Fp1B7XzLkVJiaYHIj89kgSCilevlAMpKW85DZSP8l2cTA/bb/8s5dNPx6powu5pZ9MT76V+0duomXsJxYHdCARGvAqvlGdgwyNUzjqHgU1PMOt9b8OzBb1rnsOzi6iSi5y4CFk1Ed8p4kfKkMIgWlVDsr6ZTPsuOtct44Evv4s5l72HlrMuZcyC0ygbM4nBtp04xQI7HrsbgHhlLdKz6X98IwBGvJKq6afhAV1r7sR3CiPnJc04ifoZZHavDCZZhSRe0wIoulb/GTffP3Kdsu3PURpqp/aYyyj07CDXuQmpGSSbj8GMVzK4cxnF3p1oVoLxjfPw3RLK9XGLGdzCIEY0jRZJHtbW/8XCSFYHk83do8UOZrKGRP2MMGv3H+C7JQq9OwAo9u6gOPxz0OjTuuTvQdtgH9GyKsYefwY7n7r/oP0YsURwv6cUiz/xA5Tn4pYKCClZf9ev6d4cCAc6168g07GHaKSCrmeeIVZfT+UxcygMZVBuOT0D43EyQ/Q+uoSySR3UnHA1VnmUrqW/o3v5n6g/+S34TuBokNn5LPWnvJXEmNm4hQyadXg3J82KwQHODGpgN1okhZvvZ3DHEsomnhws92xKA2373RiUh+8e2kFBM6OUTz6V0kAbnj16oiY9YWEQ3fYvoBlRyiacSKxmEoM7l+E7BaLVk0jUTUNaSfxhEUnIy5OaihTKE/h4SH20skHj+ZMGgWBbeR5IgfI8lOcihAIpSdaNYcuDf2L6BVfglor4rkPL2Zew48n7UEphpMop9jtEJpzE4Ia/M/eyd9G7fRN6vBYjUU2mbQ2ZYdEPQKx6MskZ574IVyEkJOS/Fd91jmhCWDNMNNOiOBTce3qFLAgxElkhhMCIRMPoipD/CNLQMbQU9TOO5ekff4HZl1yFlUxTygxQP24C/a2b6dm2nsqWYNKpcuIMrGTZ0e30SwwzkSJZ20Sm8+AqZSEl5WMnH4VehbwUEVYCysch578B5bmYyTKajzudR799HbMvvYqyMRMp9HeTaBpDoq6BXG8H5WOnHLADSdXM8/DW3X3wvrc9SNPij7+IZxPyikVoYESDouJDNSfDaKSQo8t/tdAh5P+faHklTrY/yED1bYrtq9BrZhErryOfG0S4EE+X0bttPXd+5FKOe+t1TDhuIa6CnrWP4hUH6Vv/Z2ZddDFarAZpxtD0GMVsD5k9q0BIolWT8JVJpn0bZWNi+KUsvgI7W0KLRDEMRWGogPI9ln/5a7Q/+SS1J55IrLYGe3CQGVe9m/LJ4/F2r8AbbGdAsV/kIDSqpp9LxMng9LXhL/o4nu8jDQuKffRueIBY3Sz0WB1KCWLllXi7luN2bEAu+jBaNIlbKqGEBNdHK2bQI0nyg32U+tpBi6DpOlq0GqFFQJN4jo1mRJF+CYwoRjyNaRq4mo/yPLRIHOV4mIkUvuvhKjASSdzsEFITKOUHjhnKBUzwPBBa4O4wPEi3L2riQGHDSBbkvmXD7YETgAgEDb6Pcj186QUxGMPqTqU8lO2gmXpQgSA8XMdDNy2cQhYzGiHbtRcrkQJd4ttFZCTBvDdczb2fegsb770VI5bEd208u0TTMYuIVda+qO/VlxOeY+PkeohVt+A7RfJ9vURNDSMS47i3X8/9n3snXRtX0rVxJZoZQeo640+5gJkXvw3NNBEQVLlpJrHqiUTKxwTvK90KJ7RCQl5h2JnuUSKHA+nb/AjJptl0bXqIeMMsysafACg8O8/A9qcp9u7AiFdSMWUxRqKKSMUYUhOOo2/NfaP3s+5B9Gg5vcvvJDX5JKxUA0KPgPLoWvp7Ghe/hy2//QDT33oj9S1pvIiFiCZQQ+0AOE/cCEYUdcI1WGVlHP+OT/LgV96P8j3sXIZlv7wBITVmXvxWBvfsYPwp55Pr7aS/dTM10+bjDmTIbPnTSH/KWhbiPPAV5GkfGBE5APi+izEczdG7/n6U74DQSDbNxcn1jhI57MPJ9TDUuoJY7RSs4hBK+aB8BnctJ7NrRbBSppPSUDvW/EvpXvPXUU46RqKK2nmXYhyi2v3FwoimqZh2Jskxc8nsWYXyPeL104mUNWHEyvA876j17aWAEAJpRPBKB080KK84Yk9dHOpnqGMP0y54E0Mdu+jbvmFkPSOW4ORrvky8qo7O9SvY/LfbmHnx27FS5ay4+Vujjycl8y+/htbf38XkK95Iw+JFbF96PxWJ8az8+jdGrbtL01j8sx+w889fw80PAoJYwzTaH//VyDpeKc/22z+LtGKMPf86BjY+esjzrJ59LrQ9u78fZgI1LHzwStlR7i+lwXbkSOyEOGRl/T7MRCV1x72JfPdWij3bkUaM5Jh5GLEy9Mi/LgLSzBjRirFYqQaU8pC6iRAyfD+/AqipqkJo2rAYfLStnYuOMbxUDYu9BQKFB64fTBhmfaxkDOV5VE2exbo7f8UjN3wY3YoiNA0nnyVWUcM5n/85T3zn4xz7to+S2bsWJ9vF4NZ7STfMRymomnEBTrabXMc6hNBINc/HTNagWS8cnxESEvLyxncdxBFWvpvxFKWh4L7RLeQwYolRUZZ6JIaTD6MrQv79CE3iFzLUzTqejff+jqd//HmkrqNbUZxCjlhFDWd/7v8wInHMRIqTrv4ikVTZ0e72S4pYeTUnvu9zPPD5dweuuQcw57L3EE3//zkZh7yycAoDKN9DeC6e7TBu4TlsefAOnv3NdxFSYkTjOMUCqfpmFn/i+whNEakch5moJtk4C3/Lo3itSw7esZ1DivD5KeQ/j4imMaaejfPcXw5u1Ay0mpYXv1MhIQcQCh1e5hiRGN7q26DlXPxIioieYO9D36F20XuwyupBFdBX/ZIzPvkDHvzqNdSMG4v94NfQF74bb9glQXk2mV1L0CJJYhUn4FuDZPasQo9XEm88gf6dW4kLRfmYsbgb7qEYb2HbPQ/RcOJxlI+rJtcnELrBplv+QO3JC5n1sWvZ8fg9DO5tZcrFr8PTHOzeNrzVf0E/6+MUnvo/pG6RGn8SiYoxiNIgpRz4TSdR6OuibdVTTD//Mro3Pkl60plseeh+Ws68CLd/JzJu4nWsR5v3BnzPJ9fbgzAsujetxrNtqqbMIl5ZB04eI1WPZWm4noceSeJ7oJwiRjyNEUugnALS8xGRFFKXeKUBpOcBPlrEQhoCr5RHaSCFhmYGlt2eU0JKCZoZuDgoPxjCUwrf89DkcASF7+MrD00LxA3K81HacCyF8oKqQSHxSwWkFcFHIaVE6hrCs3FsByklmhkBz8VzbaT0kMrDcxzckofQNDzHZqCvCzORxrVL6MJDiyTo2bGWynHTOf+rv2Hjvbeyd+UTGLEk0y54I7XTjyFZ23j03rgvcZxiFjvTTaRyCnZ+kBW//g5zLnojRsolVl3Hq77+O9be+Uu6NjxLJFXJzIvfSsWEqWh6MLSrR0YPsEr98BMQISEhL28K/bsO2+bketAjKapmvgo700X70pvx3RKaGSc19hiilWPp3/wI/Vseo2zSyeC6lE05hepjXk3f+odQdoGy6YtRro00LIo9O8juWgXA+Eu+SHL8sWR2LMce6sIrZVn/q6uZfOkXMQ0Hf2APMt0AgEjWojKdaM/+Anf+O0jWN3PB137L2j/fRM+2tcQqapn+qjcRr27EiMTob93CE9//FGVjJnH8266nsHsFmR1LAWg8/SpkzzY8TR+JBggQWKlaSn1t9G19GADPzgfuE8UMuc6Nh7+GPduJ1UwcscnP7FpB3YI3kdm9MsiJB8rGn0DPuvsOigtysj10P3cXtfMuQTP/ter1fwdGNI0RTWOVjwGlRtx/Qv4xmhknPW4BPWvvOajNc2wmnn4xu5c9wsZ7fsfcN7yfSF0TMy9+O0IIBtt2EC2rJJKuJFZZi1sqcPr136V70xr2LH+UqimzOfMzP2btn35BtquNivFTmfmat2NGUjgXZml77ik2fPMazvnCz4lpOoOvvpCd99yH7zhUzprF7GuuYnDbX4dFDsH7v++5v7FPyGqVN2IPtqN8F68whBZLUzn7fHrXjD6XZPNcklVj8Lb9bd9Jo+KVeKVgckWaMXzXHlnfTFaT79wEQKxm8gs6RQCY8QrM+HF4jbODqLh/o/Wx1A0gtFt9ZSFQno3TP4hdLOB7HkYkSrS8GrtQRI+lgtWUj3Jd0DVw7EAsjg9S4douyrVBSk798A3sefZxtjxwO55rM/X8NzLx1AuRVpT2NU+x/i83MeG4GQD4ToFM6/68Yz1WTrRqImUTTjjq7j0hISFHH9/zAgexIxU6xJKjHB3M6OjPEd2KYodCh5D/BL6HrwRoktM+9h12L3uYLQ/+CeV5TLvgTYw/5QI0K8pQ114uvOH3xKsbjnaPX5JUt8zmwm/+njW3/x89W54jVlXL7EuuonLi9JGYmpCQI8Ee6sCIVuChwLORusFZn/kxO564j+2P3Y0QglmLL6b5+DOQhonQLKpnXog0I6juLTgbDn6W3YfUD+2sHRLy70RIDX3y6fgDbXi7l+9vMKJETvsgIlZ+9DoXEkIodHjZ4xaL4Dl4930a69zPg1NCuSVab78Os7yBqZd/A1UcIprfw4U3/A6560nclnNx9DKsdMNIZreZbqCseRGrv/djJr3+NITUSY1dhC4FDS0taFYcd+n/4Y2/iAevvp4TvvAZUvFBMCfQt/o5ysc3UrPwRHzT5+6PvwnluSz60NfZcPdvKGYHWfzmt6NO/gigMMvGEKubjyE9RK4brCR+WTO53na6N62iaf4pCCkwErV0b93KtPMuo/upmzAStZQ1ToM5l+F7gahgsLMN00pSN/1YpKHhKwWaiSaC2iHfjOBlBtAjWpCfmMlgxpNBlZGII10bXyh8oaHpQaW9ruto0TjKLWKl0oFIwXVBk0HGt26C1FG+G1itKokU+10cfM8PxAxSItX+aiUlAKVQnofn2rjFInokgpASJz+IHo3jewa+7yBcG+WBwscu5DAGd0KyCdcOzltIcIs58r1dJBvGsfy33+Pk93+Ox759Pad88OtYsRKVzZPZveIRGuYsZMbFb2P6q96M0CRSSqJl1UftPftSxy7kkBIiFeNAFVC+YtIZr8HTLJLJNP27tpFoGMv8N16L59hBionU0U0T3YxgRMKHpZCQkP0YkcNH1UjdQhpRcp2ryHXsrz737Bz9Wx6jaub51C14I8W+XfhOCTNRCYNt2Plequa/Cq+Qwy0M0PqXLxOpHk/TWdeC8nELQ5jJaprOuoZtt163f7/FDBt/80H0eAWJ5tkYiSq02nlULnwv/urb8DvWoT3+deTYEzCmXMCxb/sYXqkICISug+dRGOrFc0qc/bmfEUmWIdwMmVwbtcddRvm0U9HcIu4TN6JNPp3B7q0jx042z2dw05NEayeOVKlb6UZKA3sw4hVIefiJUqEZOLnRbg+5jg1Eq8ZT6N4WXOdYBXam65DbB7b9+aMqdNiHFgrf/iWiVROI1bSQ79o8arkQGkKTNMxdyN5VT7HlgduZdclVVIyfip0ZRCkfM54iUVWLmduFWnsf6BaNx72D+tnHBY5dSE58z/8EFaCGya4lD7Dyt98LJkoMk/lv+gB7Vy9h4oITmHPJAqZffgEIHS1Vjmv3Yw9UEzvhDSSbZ9O/4RH61z+4r3fUnXwlnUt+B0By3DEUu7djJCuZcMkXyex8FuW7lE1YgOEV8JYNu0BIDf2Et9O3e7+7Q2rMfLJ71wZ7lTpmsob+zY9glY+hctqZSP3IhDPaYeLpQkKOFN91UbZNoZgn074LUDiFPNGySkrZQWJlVXiOg/IDhz3fddByXahYJUIohtp3kahu4OmffIZF134Jv1jAcUo0H7eYpmMWAYF4RiJQm+7hohtuIT84iBVTFHq2H9QfN9+PV8q8oKtJSEjIKwflBfE5Uj+yoVIjlqA4uE/okDlo4lO3Iti5MLoi5N+P1A3W33UzMy54I0W7yNiF59B83BkoFEIzQPkIqVNeP+Zod/UljW5GKB/bwsL3fQ6nkEMzrMApNyTkCPE9j8JAD0KPIiJl+Pkcy2/+Dse/9aOUSiUmnv5qxp9yAaCQelDsoWkmfmkIzUoipYafqAYzDs+LEgSQdTNgOMI0JOQ/jYymMY+/EjX7YtTgHoSZQKTqENEyhNSOdvdCXuGEQoeXOaWhIaieATuexN71LCuffIaW066h2L6asknH4/gKTvkY2b4OEpkOVKaTQt0pPPSpt3HWJ79FsX8X8dqpVDbMYGhvJ9k9e9DjMaL6LKxohP61f0MYMSrGzkRUTGTnYytY8OnrqZ4+CRuTwuAQiboKhK5jVKV55IYPoTyX2unHMLhnB9POuYSK8TPBVzh2ASNWjp5soTTYS3LMONyN9+NNPBvlK3zHpm3lk6Qbx5NuqMeqmIzoXIPwi6QmHINZPhesOMqXaMrBzjtEY5UYiQh2MY/uaVipcjTTwPcChwWhFEY8Db6HHoniFoPYDamGbzDwUaUiwlBYqbIgM3nY6tcXOpqu47tBHIWmafieF7g5EDgzBCkDMqgYFRJpmsGyYYGDkBq+7wXFSVLDdx08p4QQPl4pj++WMGNJfN9D2CVy2R6i6TSekvheCYWOWyxgJipRz/wM/9ir0A0NTSpsXefx73+K49/1SWa9+q14tosRjfPYd67j1A9/g13LH2PCwnNxS1mK2SGsZBmaHiFaXjNi4xzyz+MWC0jp4WS7KPXvJlI7l0RVHQro3bkNK5EAz6GYHUAaEYxIFKlrGKYW2PKGhIS8YnFLgfAg17EBhCRRN51o5VgQcsR54EASjbMRmj5K5LCPWO0UfNemY9nvSDXPx1EePWv/OtKe2bOSSHkz5ZMXITSTYvcOdv7li0grjmbGqD/lrQxsXULzBdehWTFidVPIdwQV4G6uD6+QoW7ehWi5Lrytj6JPvwBt9iX4TglhxigUimR7dpGoqQ++4zP96JEYuhVl97KHaZx3MtFZxxGJV9N0wuXgFnA23I/btgpZNQEx/kQKq+/CiFeQqJ+FEa9g99L/pTYdCPGkESFS3sTgjqeJVk8k0TSHfPeWQ17XZOMssu3rRl/rwgCauX8w2vedF/zd7BNXhLw00a0EldPPITX2OArdWxHKI1ozBdfXkJrOvDdcw+QzXsvmB25j9R9+yJRzXk/5uMmY6XL6WzejGxp69SSouAolLfo62lnxm//l5Pd/gad+9HmqJs0gUlaJZkSomjiDxZ/4HkJqJKob8BybofadlHyDyISFmLjgOUHci1ZNomkGnlOif+MjZHc/h9At4g3TqDv5zWR3rsKIV1B74htQrsvu+7+LkBpV819NxZzz0IwoTl8rYCAnnoKWakBVNNPXupxi/x4QgmTjbDQrTrF/F5oZp3r2hSjfo3HhO9CG/95DQl4s3GwG17Up9nfTtWEFTceehpUqp9DXTdvKJ5m0+GJMqaFcwPfwPBfdiOAPdSPT1fRsXkOytgnfsfnLhy/jjE/eSCRVhp0bAt/DiCWws0NEZR6141H0HY+SiqQwTnovQ2YMf9ixcAQhKZ94cuieFhISAgROT8CROzrEExQHAzcwJztI/HkToLoVDaMrQv4jKM9l0mkXsuWRO5m46FV4pSJeKY80LTQBe9c9S8P0Y4CwwvbfgRGJYUTCe+aQfw7PdejetJqHv/FBzvzU9zBieaQO8990Ld3bNlA5cRpeqYBbzKNFoggh6Nm2kZqWmWiGhe+WwIwgYuVETv8wxQdvALc4sn+RqMY6/kpk+DwX8iIirQRYCSgLncBD/rsIhQ4vc4a2bcNICaJVLdjlLWx/9LM0zl5AWfNsBjY9RnLSSQx29lHdVIOuHJwJZ7Pq5zdQGuqjc9N6mo99HZZuUnzo2/gTLue4z30WI2kSs+IU9z5Hvms7FbPPx8/3Uao7mfz9v2HaG1+D66nAwEDTSY1ppFBwKPV2UcoMANBy1mVUNo8FpZPr6CHR1MiOh/9Ey1mvZdVtP+Okd1+PyrTjTzwD13VBCTbedyud65az8J3XI+08KI38UD+qOESsYR523qOU94iWRVG2h5svoIQC08QyI+xdvZSxJ54ZODA4Pp7noCdTQR5wMVBFGrEkIINJJYIHXKUbCOXDcMYzvoNS/rAYIBAz7MthPFAgsG/ZPjMHMSx+CBYy8rMUMrBilYJSNo8Ri+Pm+gMrX6Vw8rmgP5oEoYFTwil5ROJxcoMD4CtUsgxZO4O+tm2k6hro2ngP1bMuYtp5b+Cxb32Mma99F1I3mHHxW0nX1JPr76F68kyW/OyL2LksE049n7oZx5Dr70aPRLGSZf/pt+bLFiNiotwS+a6txBoWkO3cS8+W1Qx17gEFU8+7nJ1PP0i+px0jkWb8wrNJ19bjeR7KK0E0VIeHhLwS8Z08fRseGFVxPrTzGcqnnE7tvEvoWvWnwClomEjFWCLlTTi5vkPtjmTjbDqfvQ2hGUQqx9G18vaD1in276LQs5OxF32anX/+HCgfv5TDL+Vof+JmWt70XQo9/fSu30zD4g+w654vYg+0E2+azdjF70K1LsXPdqE6NuD078SZegnr7/8jHWuXYSXKmLT4IqQUQd5kqUiuvxtN00nWNfPML77G2Z/5EVb9GFwhUbYNtdOQYxYgYhVkOraTHnMsynPRzQQdT/yaprPeR8/GB4hUjCU9/nj6Nj6I0MwgU92IEaudMmLHvw+rrAk9VoY91HHQcntw78hrqb2Qdf7w93/ISxYnl6Nz6VKe/cY3OO+WX+CtvR1v5e8wzv8GyZomnv7x58n1dNA4/2SaTzgLK57kmZ9/g+kXvhlN01nzp5vZ8cS9CCmZeOpFTFx8EQuu/Ch2Ic+sS97JujtvJrf8UcqbJ5OqH8PA7u1MOPFUTA1UspxYPIrUDZyCTW4oh2Ya6EYWPR5BaSbtz/waM93IxMu+hNQM7MIg2b1riY2dTdnMM8h1bsAqr2Pi678CQlLo20G2fS2R9Bi23fZpjGQ1VkUj0txI+fTTSTbOoWzCQoTUQUjcwiD1C96EUxigb9NDlLechpkM3btCXny0qEWpbwgzkaZy0izann0MIQSaGWXCogvIdrdhRuOgaSAlvutSkqB1rcHR5tB8/GJW/+HHTDv/jTxyw4e5+7rLEZpONF2O0E3yPR2c9tFvkpw2CxZdi7v+bvxMF97WR6g/5nX0bXmcQk/g5GMma6mcfg56aLMaEhIyjO8GwtYjdXQwY8lhdxpwM/2YVVNGteuRKHb+3+Po0LttPU//5ItMWnwxU899/b9lnyEvTXzPDd5XQlA1aSbbH/1rEF8YSdAwbyF9OzaRrmnASlcc7a6GhLyiyfd08MAX3h0UNZaKdK+5k+pZr8FRNk4hy9a/306mq53GY06hYtw0Vt5yI1POex1S8xBCoIaLXYSQyIpxRC/4In7fDvxMF1rleESqHhnex4aEhIQAodDhZY+WjFIoZojOv4JiVyfTzr8cNbAeVXUCnl1ARqqoGptG9G5iKDoWU5fkezs593O/JFFTgT3UiV7swZn5BoxIOSgdXJCWS8czf6D53I+hRWIUswWcTJZZ73wLvltC6UlKA33E0km8bB+e0pGaRqp+LPMuez/V0+fiFTOoksSI6XieTee65Uw45XzszABmvAwv04ZRkcYdGsJzbfYsfxQA37Yhn8d1TJqPW0w0GSU3WERaGm4uB2UJUIJidy+pSWPRrQgDO3eg5eRw3rfASCSgkA8EBIFSAQCpm/vFCMME2cEQqBNACR0hh/clQGh6oGQ4BEII0LTn5YwPuzkMH2fkZ6WQwwPSKFC+F8RpFIso5VIcHCBWWYMzuAdllpHt7caMpyhlBylk8lgti+m+51YiCQvlu6hikQknn4/rlKidOgfTMimrb8QuOeR7Oij0d7PovZ9E+E6QcSsU8Yok+PahTiXkCPA9F8/OUhrYS6p5IZr0iNSkqaw9HXwPpUdY/oefMvmMS1l564+Yd/qriZRVBhltQmKla4/2KYSEhBwFIpEIpf7dB9nqA/Rvepj6499M48nvxB7qxBt2PyoN7qVrzV3UzL7woG3MVB2lgTYAohXjyHcd2ukAINuxluqZFzLlyhvp3/AI9kA7ZvkkrPIWBrbs5okPfxg3n2fuRz/KxEu+hvIKWNEE7tZHUPleZFkTxvTzyTsaOx+7l7Fzj2P8gpOxbUFZ49hAXIiHFY8zMNTDspu/TbJuDIs+9A3W3/M7jr/i/Wz5/XVIM0LlrHMxy3T23v8FJl76JZTvgdRASJrOuhqERu3c11Lo2U73mjvRzBg1c16NNKJk9q4lUT+D1Jh5ZPY+B75HtGoCZqKGjuW/H3XOQreIVozByfWMLCv27TpktAFAonHmKPeHkJceQzt28Ni11w5HhDno40/Ga1+Pckv0bllH18aVNM4/hfKxLeS62ijoBse+5UP4nke+rwvf9/Bch+mvejMV46egXAfDshCaQbHfJtu1h2xnG5mO3exe/ggnX/MVbFvxzNe+wdTXvwarPI2MVzG4bTupCRPwfZ9sdwbRlyNak6Cy5XRiqVpUthuEICoksZZT6d7yOLGyOspqWhhsX0+mfR0giNW0EEk3YKZqqF5wKT0r78Rp7QbAL2ZpWPxu7GwPQ7uW4+YHkFac6hkX0LP2box4FWYiFDmEHB003QQhyHftonHKVJomNKOEhgBsDyivAeXjlWyklLjFPINtOyhvnEF+9wqUr5h67uUoFOMWnsPOp+5HeS75vuD9P+7kc6meMhcjVQmpGmTFWJRnIzQLLV5O9ewL8Z1i8NxlWKGjSUhIyCg8NxgLEUfs6JCkOFzM42YHsZKjI+d0K0qup+MQW/7z7HrmYXq3raNv50YmnX4RuhX9t+w35KWHQuA7LpTy1I4bR21jHUIBAnK5PPHqeqLpCjTzyKLJQkJC/jPseuahIN5QSsxYFEObiHIdoprHuKktqJmzglhtPcrqO29h9qXvxHMd9EgyKPiw9o9BCCkRiSpkouronVBISEjIfzGh0OFljueXkJrEd32Kg32MO24RQ+vvYXDz0zQseiu5bJ5YzCJfMZ3BLc9R1TKXE97+aeJVFXQ88UsaF72T0pCF70O8oozedVupnDUdrzBIw+KPoVlRvFKenq3rqGqZiWYZeE4JpEK3LITv4EXSiHyBZF0Tx7/54yz52Ce44M+3Iqwy2p95nKp58xBCEq9uRAjJMVd8CDvTjSybAKUsEg3bLqEZFrNe+w60WBlK5tCFRSRdgZ0vEkmncUoFlE4gOrCiuIU8uhXDd1323PcgTv8gjWecihwWGAgtGFRTSjEibVAKhkUMYlgAISQjQoj9KDhQDyE4COX7iGGHh1HiCaXA91H7xBKeDUYE5fno0QhOIR88tGqB64Sd7SdZO4ada+5j7AlnIYarSqVuDqs7BZoOQjeJVdSCgMopi+nfuhuRiDL2+DPpXvsUkxadgygN4Kk4tZOnYmmTQQkK/RnyXd14hQKJpiasCgPy/WF107+Ab+fRjDh6aiw6Lk6uQKlvkEJXB1ZFJZGKcha8/j2svut3zH/DNQgpMKLR4P0gDi2WCQkJeflTno4zuPORw7YPbHuKmjkXE68NqsTcUo5C747godgtoVkJvNJ+W1ypm3hOYGkodBPfKRx2375dwMn30bPuXqpnX4xXkGy59TZqjqljaMd2zr7px0Qqg2og4eZB2RTv/Ryo4aidvc/hD+4lNvs1tDSCar0TYcZgzEKcUh2eJ8l3deDkc5RPnMTZH/8uS2/+Nuvvupnm48/A91xaXv9VnFIOJz+Im+unbuGbsDM9WBVjEBKGdj0bCBCEIF4/k9SYecTrp4MQlAbbybUuRzMiZPaswvd9KlpOZWjHUjJ7VlMx5QyEboAbXAMzWUP5pEVk2zcRrRyPk+1BM+No6WaSzccgzSjZtueGc201kk1zSU84MbQ1fwljZ7OsufHGEVGqpus4e1djnfxuPOWyZ/UTLP7E92l79nFW/e5Gpl7wRoxIjPs/+w6KQ30ITWfsCWdyxie+j5VIUejv5rHvfJxMZxAN0TDnRM74xPexM70UBvrRtTjOYIbCnk7mf/Rj6MU9iGQ5rqehXJdV3/wmTi5H/Ukn0bR4MUYkjm5IvL1rcLc+iioOIivGYUw9h+pJJ+EUM3gPfoPk3EtJzLsUu5BhcPOT9C6/i7Gv+jhuro/xr/4MIDDSNRQHdtO76QGqZ12IWxgEINU0D6RGauxxpMcdix7muIYcLTQd09CpnTydUt8AhZ5enMwQ8cZGrLIykuUJiraP0AxcuwSAblpse+weaidWEK2eQcfG51h20w3Me+PVjD3xLPaueRqAMceeRvm4KUTLKvcfLj66mlUzImihQ09ISMhh8J3APe1IozzNeBInn8Up5vGKOaxE2ah23YriFA7OVP9X6NnyHJF0JcXBXnq2rKVu5oJ/y35DXoL4LoZlYFTUUOjpJ7t7N5ppEKupJFpZTUQIiiUHlGKotZVYdTV6LBT2hYS82PS3BkUUUjfQDINo9TxEcRDH9sgP5ih0bsMqryRSVcXci9/CQFcnuhVDSA0hDIp9A/Rv3Ej3ypUkx46ldsECYnV1R+w6FBISEvJKIvxkfJkzuLeV5gWLsHN5kBrCL1I+4wKUl0cKgaFHwLcpDPRSPWk6uhVFVtZgZ3upmHEGxcEcMpYiHYvjeKDHY/ieA0YcDIWuSZQZZXBvK9Ut0wGF0CIofPRIHKUcXKeItCz8fJEVn/sSvuviuh5e3ua5G2/kjF/ehJ/PMe9170M3BGVNk3EGtmNUlaM8G992MWIJFn34G6y/62ZqZywgVluNLHrk+ruxYik0Q+I6GmZcA+WjpIURS6DFE9h729l1z30c/5Uvj9igAuB5YAyLEHQT5XsMi6AB8F0XqevDjgvsy58YFkYM56WPLB/e6oCfleehRuIrDnBvALxSES0SQXkuwvfwHRvfd9Aw8ewCmlDYRQchBZFkGcr3qBw/A9+1kWYKWRrE8STClZh6FDBxCzlqps4jkozh5UqUstsZ7NxEKTPArLNehW8X0DQLHQ258ynUxMX0rnmOJz7xWZyhoaCfmsa0t7yJKVe8ES2SHonfCDkyhNTwfYFlQbFniCWf/QJdy5aPtKfGj+eUb3+dORdfSWagH003UUqB72AmKl9gzyEhIS9npBC47uHddHy3hGK/M5BuxSmbdDLJprko36Vm3mvpXPGHoEoVsLM9JBrnkNn9LPZQJ8mm2Yd1dYhUjEWLJInXTgfXxst3Unt8BfXz51BT2Y+38ofYbhEx5XyMCQuxH/3ufpEDICIpjClnUHrgqzAcraHcIgy2MdhtsuSzX8DNB5no0jCYdfX7Oe6KD3HnJ9/C3MuvRqoSPWsfo2f1vXiFDPGmmTSc9g5AYg+24zk5snufGzleZtdyCl2bSY89nr4191M5/0LMeCW+ZxOvGIeeqKRj2e/Qo2kqp59NsW8XtfMuwbPzKM8JRB0b/kbVtLOJVI4nVj0RhWTdhk3MrB5P5ZQzKRt/4nAFsIlmxf9BrEXIfztuPs/Axo0jr/1SBr1pPs76u5HzrmDSaRex9GdfYai9ldrpx2BYUZbd9I2R9ZXnsvPJ+xBSY8pZr+XBr31gv5OXUuxd9RR/+/y7OfO6b1Nq7WbJDZ/EKwUTtJplMe/662hYOJ7V3/9fdt1778h+u1esYOttt3He727G2XQ/Xusz+/vYtYlS12ask9+DXj4WD4W76jaMxR9laMvTDG1byphzPki+YzP96x+if/1DNJzxXkQszlDrMhINsyj0tgKQbJqDZsbQIwnKJ596xJM3ISH/KQzTZGhHK4996DoK3d0jy8ddcB5zP3ANViqN4zooz0czDHQrQufG1TTNuQK0BKv/8GOU7/Hsb/4XI5agZspcAB7/309w7hdvgqq6o3RmISEhL3VGoiuO8N4viD6FgV1bAQ52dIhEcfLZg7b7Z1FK0bNtLWOOPY3WJX+nc+PKUOjwCsZ3PfyCw9Y/3sban92EcoNnMCORYOGXPkv1/HmBsNdx+OsFF3DiV77CmDPPDMUOISEvMjXT5rPtkbvw7BKR8jokimLO5ZkvfZ2OJUtH1kuOHcui736LdF0Dng/KdSj2DvHg299Ovr19ZD3Nsjj9Zz+jas6cUOwQEhIS8jzCWcyXOXUzFyA1nUJHJ+n6sRjJBsyq8Vg1LbiOjyoWIVpGsjyN7uZw8wV8z8bJD2KUN2IXi1ixFL6QOMU8sfoGPFfhlWw0w8QuuQgzRuXE6VjxMmS0AqwERsREahLPBYFC18DN5pn+vvdy9i234CuFVyyS7+wkWp5EaC7K8dAECCmwKpuRQqFZSaSh42RybHvkTmKV9ZSPGUfBFTh2kVRNE4YVwfMFSih0UwYTMEpgxOJgl/Bth3N+/zsqZ85Eqv2Du77v4/vBZI2TzwMChl8LsV/FL4bdHDzHBv+AyIlA9YCvvGDAe/i/fTEV++IoYH+lfuASAUoohJDYuSye6+OUikip4bsumq6DUERiUdxinqGO3Wi6QaKqGrI9uK6Ll+/HNHV00wTfRXk+Q+2tCE2CL3Ftl4pZ06ieNAMrkUbzCxT79uBrMUxdoI07gWL/II9+8GM4Q0OkJkygfPp0pGmy/qab6XxmGV7x35Ml+UrCH3br8PJ51nz/R7iFIslx40bah3bs4LEPXYeTLSCExEqmUKUceiRx9DodEhJy1MkVbKLVkw7bHq+dgtRGOwpIqWPEyjATVXilAlUzzqNy2tmkx59ARctpmIkqjEQ1Tq6HSMVY9Ejq4B0LjbKJJzGw/nHS4xbgFXNIM0rltNNwerfit60Cp4BqPok9PR5+vh/s0VVp+sRFOOvvHRE5AIh0I96Y01n6uS+NiBwAfMdh9Xe+S6Z1L9MveAPRdIrWv/+IziW/xysMAYrcnufY8tsPB/vRTXQzgZCjJ2bd4hC+cvE9my03X0v30jtwB/swEtUoz6V+wRupmfsadCuJk++nfenNdK74PV2r7qB/8yPokSRmqhapaWhmLKgcHh4glLoRXNdkDUasLBQ5vAzQLIt4Y+PIa6FFKD3xY7T6mYhommz3XobaA1HAtPPfyHN3/Hz/ugcIPicuOo8Vv/0eKIVmRqgYP41043gA3FIRe7DI8i99bUTkAOCVSiz/whfJd3XR/vjjB/Wt0N2Nn+8fJXLYj8JefQdC+VinfQiteQHe9ifQo2maz/sIWjRF+2O/ACDWOJ1443Sk1KmaeQGpscdipeuonXcJAJm2NWhGNBQ5hBxV9k0glgbzPPTeayl0d5NobqZi5kyMRIKdd9/L1j/ejvBdUD7FwR6kbmAm0vRsWYtZNhanWKA0bBMP4OSztK18graVT+DksyOTjSEhISH/CvujK47s+3KfsKF361oAzGTZqHYjEsMp5g+KMv1nyXTuwc4OkW6aQNmYSXStf/b/a38hL22EbtD73Fqe+9HPiNXUUDlzJmY6jZPN8thHPkG+u5dILMadp50GSvH0Jz9JvqvraHc7JOQVR8PsEzDjSZJ1Y5BWEq/ksOoHP6F79RoqZswgNWECAJnWVh699kM4mSxoEmHFeOZznxslcoDg2fLR972PQvj3HBISEnIQofzrZU68qo5Sfx9WWUWQQ2pZaLoRiBUKNgiBLw10ZxC/bAJasUQpnydePQahJ0k0lSGEg11wcUsFohW1FHt6EJaB5tmUSiUkktppx+ILhZvP4BUdZLqMUiEHjoMVj+IDZipN1azZ+EKhC4k0TU7+wQ9QuW6MZDVOroQ0dPySwoyn8Yfa6Fy7loopU9DjESYtvpjy5qngOSghiCbSICRSN7EzfehSR+BT9CQ4RaSpUcpliVRXo8UiaFJDFXNAFOV56JbFsEUDmmEgpMR39j2AimEnh/2RE77rIHUjyBv3faSU+K6LUj6+JpEi2MbzbHQzCiIYIPd9n31iByFE4PTg+7h2CStdDp6Hmx8CLxA6KCToEZTSsMoqUJpGYaCbeDKJk2tHxeJYlU0IK4VXyqHpCmUZJGubEQpUKY8ZtygWPJJ1Y0g1jMd3BnG8XnRXYqoMMt1I6203MelNb2DiZa+le+sa7FyGmqnzKO7tYu33f0TNsQvQY2lCjhzle4FwxXGZ9I4r6Nq4EitZRtWEGWy++Ra2/eE2Mjt3Uujtw2hqQDdNhJYILdFDQl7hDAwO0Tx1Htm21fhuaVSbZiWI1baMjkB6Hnokzt6nf4kWSaKZcYoDe5CaRcWUxRT7dlEa6qByxrlk29aQ69wMyscqa6Js/AnkujZTOedsBtY/QvvjvxyJuTDLGhj3qk/j5UoUMjYJw0UeFOMEsrwZZ91fARDTLsSpmknX5rUU1y1j0U0/QniCzI5WzPIUbq7Azjv+wrqf/Zy5H/8A2Blye9YefELKp+3BG2k+/2NkO7egx8pxsj2jVsl3baZx8XupPuZi9HgFmhVHCIFulKEfkLleNnEhuhUn27EBIXVSzfOJVU8KrftfQVjpNLPe+14evuoqAPIDGczGWTir70BrPpnWp/8+sm68uoFSdpBZl7yLcSeeHSwUMNS+i3h1A/07NzH/ig9SPnYy/Ts3o0djpJsmoGkmW2/+faCUVQcIXDWNhkWLGNy+nbkf/jArv/Ut0hMmIE2TgS1bsMrKcLu2HlZ5rjKd4NmUHv1fjDmvBSTOrvVs+e3PaD7/OqqPfS1WeQNaJE6hdzuJxjn0bXwAJ9fLsO0YIKg/7k1oZljFF3J08YeN7/rWr6P+1EXMeM876WvdRL6/m+qWOai8zZKPf5oJr3ktviGIlpUztPMxkuMWMe38N7LlobuYcPJ5IATlY1uY8+o3kSivACHZvXoZ6+/7I0YsFA+HhIT86+x3dDiyodJ4ZeAg07E2ECxaiYMdHVAKp5DFjB9CdHyEZNp3AZCoridVN4aOdcv+5X2FvPSx+3rpXLGSc++6g8G9O8h276Vy4nSEK3jqAx9l51/vYeZV78TNDruJKMWehx5i+tvffnQ7HhLyCiNe3cC5X7yJwT1b8UpF7EyesRdfRMtVV9K1cSVmPEXVpJls/c3v2fq7Wyl095CuqKDY1UPn0qWH3KeTzZLZvZt4Q8OLfDYhISEh/92EQoeXOULT0UyLaE0Mt1jALmSJldegSnmEUBgxC8+2IdYQVKC5HlaqDBmJ4rsuhhXFzdoIz8OIRBFSonwfr5jFTKYQnodXKhIrr6bY34Nn2/g+OPkcPdvWUTtpJspT2MUC0rAQpkTTdKTvoFfEqK6oQEgHX0n0RBzlDOEWXSLpJK4ySFQkUL5CsyKUj5uOlALPC6ounVwRMxUM4e6zBPSsJCpfIlJejj6mnmK+iBAewvPw/cAtAgIBgkDuj5zQgiFmaQxXboqR/w0PWvtoVnTYkSEQNAQbSKQSwXVRCiUEUugo3wtEERC4REiJPTiIWVYeCCMcBxBBZZ0A3Yzgq0CdaegSFx1TuDiOTSxWRqkwGDhdNM2mUBzC8wwMqaPpBloygu26mInyIBJD9xGahu3o6GYUJSRKVJAeV49y8iAS+J5NcvIkoobDXR+7bFSFQcO8kznxm1/D9/YP1IccIX7w9/DUjz5H5wGDD0LTOeWDX0VPJtn0819Q7O0l0tiErySmEYocQkJCQFhJGk64kv6tj5Pr3IQQgnj9DMomLMSIvrDoTDNjRCrHge+RHn88dqYbt5TBKw6RbJxD3+aHKPRsJ14/nerZFyIQ2JkuetbdixZJIH1J20M/OqAzkpoFV7LmxpvYefe9IxO359/6Swypj3JvQPlojfMQ0y9k75bNPP7Ry1He/vbaGQs48T2fxcln6N78HNM/8E6SlTUIPYZSRaZd9UtAggA324s90EHf+ofI7Ahif1LjjsUpDtK/5RG80n7rX6EZ2Jl2ejbcB0C0cjxVsy8cJXIAMKJpyiaeRLL5GIQQ4WTvyxylgntU3y0hpIY0Y2hGhIoZM5j7kY+w5nvfY8nnv8bi//0qjFmA8h2MSPCemHreG9AMk7M//394pSLP3PR1ereuI1peRctZl1ExbgqnX/891t/9a579zXdHjimk5MT3/A+T33o5U9/1FjI7dvPMJz5NxYwZzHjXu9j997+z4y9/IdnczJm/+DmWkUUbasVLjad/Zxdo/+A+QOqgfJxVf8Q683rYu5Xxr/08ynOJ1U1Gi8TJdW0hUTcN3YoTrZqAZ+fwnSJWWRMVUxdjJqr/g1c9JOQIcUsoI4KIRBj3ugv568ffMDKpCFA5aSaLf/VzfNtFiyXQDYk0EmTbd5GoacBMpBCaxvFv/QhN45uQW+5B7Q5EPS210xn/P9/HN//1icSQkJCQEaHDEVqC61aEaHk17c8tBSEDV9ED24fvMexcZpTQwbNL9GxdS+30Y47oOPn+IObHSpQRq6oj39eFU8yP3MOEvLJQUtJ00dnc+5m34BYLI8vTjeM545Zfsfa7N+L7o8fzDoyKCgkJeXEQw+LcWEU5mqHjxKJsfPhW9q5+av86UuPkq7+EVV5Gobub5KSxuLncC+wV7IGB/3DPQ0JCQl56hEKHVwAKB5W38fwS0fJa9IiFbxfRTIUvgqgFLRpD+D6uV0SzYmiGhRHV8Qp5StkMsbgJHijl4TsliBg4dgkjEsexbRASz3VACIRp4AxlKGsYix6J4WQzeE4JI5UEXDQpUNLELRSxyqsQmoZWLFIY7EGLmUhdA7eEnqogrkuKGQfDjOM5RcxEOcWhHpSviFRV4zsFpG4FMRoIirkMfik4J1+zEJqDU8gjowl0w8IpukilRsQK+1wYlOuBGdxgjMRQCIHve0ipoRCBSGIktiKQQQghRtkaSyFQmja68lYpUD4KhXIcnGIOIxoHKfE9D13Xse0SRjSGmUwjSkNIqRC+i9QtjFgE286jjCi+0rH0GMVMFlNouDagl4LzVSoQV9h5lBfEWRjx4EHbyefBKSC8Er4WR6GTnjKJOz9y6ajKQ4C9K59gz4xjaFl86X/2jfkywy1l8YTB5r//dpTIAYJ878e/cz0XfecONv3iJmL19eiGhl/KQjQcnAgJCQm+T/R4BVUzzqOi5XQQII3oEUUn6JEUVTPOx8500rXqT6jhGKYMkGicgzQiKN8l27aGbNuaUdumxhxD+yO/GLUsPelkdj+0nJ1/vWfU8s23/YU5r3st7uo/jCzzcz1oYxeQK7o8/t3rD7Lm7Vy3jK0P3kG6oZkJc+fib/k77OxGlI9Bjj2BtiV/oDTQTt3CKxjavoyBzY9TNe8iqo99DVKPYOd6GGxdStXM8+lZey9eKTPc7/n0btxfiV/o3YFv5+EQQgYhNXQrftDykP8+lPJHIsP+WTynQL5zM32bHxlxJolUjKVqxrlYZeW0XH45zWefTWb3bmzHo/XvP6Vi7gW0nHMZu5Y9TMPchVjpCoY6dvHIDR8euT/KdOxmxa+/jV3MY0ZjtK0YHUGhfJ+nfvg/nPHJH/DQ1z9IzdS5nHP77xnasoNHr74a3w5ssHtWrmTHX/7CiV/4DDWpPbD5fipqWjDHv5XSpttG4tMORNZOwxf7H9e8HU+TnngC22//7Mg5IjUaFr0dNz+EUxzCyfVQMeUMrLJGNCOKZkb/pesZEvLvxvd8NANSUyZz54deO0rkAIH1+/q7f82cS9+LW8ohNQ0zPZ5nb7mRPcsf5di3fozysS1MmDsX59HvHBAOqFCd6zAy7Rinf/TFPq2QkJCXEZ4TfGcfqaMDBC4L3Zu7MVKVB93D6FbwHWzns6OWr/3zTaz6/Q+56Nt/pHxsyz88Rr6vCzOeQuo68arARWJobyuVE6YdcT9DXj54bpEHv3rNKJEDwGDbDlb85rvMecdVyOe5izSccsqL2cWQkJAD0DQLz1fsePzuUSIHCJyBH//+J7no27ejMkVQYCSTWOXllPr7D7m/9KTDx56GhISEvFL510YSQ14SKKWGJxwEvufhK9BNExC4jo0wTIRSCCnQo0mUIhiMLRVGBo6EYSA1HQH4aKAgUllFLJEA38YXEC2rAMBMpNANC00opGESq6zBd3JY8UCIoOkgzQieB74bRGHsmxAR+6pDpY4VtaCURUjwAQQ4pTyRdBVC1wL7PwG+5yA1HQX4pSJC6rilEpGKCnzPRXkeVjyGjwChgRA4hfyIWEHsEzkohR573sSIEAhADueC7xM17EMOOzg8XyQAw3EXw8t9z0EaJkgNM5YAIZC6gZAiiNJwXYqZAYRmBG4SAtD04WpYgbSiCCOK8D2E1HCKOTQjgjANOjc+i++6+J6HFArBsIBDGig1XIWgBFK38PddXyNGKVtAaho7n/7bIfofsOGvv8W2X1hBGjIaJz+Emx1i4723HrJd+T5tKx5n7kc+gllWhme76KHIISQk5HlI3USPptAjqSMSOexH0b3mrhGRwz5yHRuI10553roCI1GNmazFSNZQ7A3scCOVzTSd80Gqj30zW2/700FH0GIJ9m7L48+6Elk1CSIptMoJeG2r2bPyqcPmD2/62x+pnTIb9+Fv4O95Fn9gN96Op3Af/Q4Ns89CCI0df/oc8YZpWOl6Op/6DV3P/AFQGMka3Hw/vRseoGziQgBiNS0Y8UoEo+M8lOfg5Pr+iWsW8t+Cn+/H3f0spSd+Qmnpr/B6dwRiwH+CQu9Oetbdu18AABT7WulY9jvcYgY9FiPR1ESisYbulX9i7BlXUW5ppKIw93XvoWvDs7j5LCt+/Z1D3h/VTp3Hhr/+5rDH37t6CbXT5tO5bjnP3vp9hKmPiBwO5Jmv3IBXF7yXVddm/D3LMU9+Hzzv/UwkhZzxKtz8INZpH0Ibexwq18vgpsdHnSO+x95HfgbKJ9u2hkLPDnrW3o091BGKHEL+q3A9F4Sge9Pqg0QO+9j2yJ24dp49zz4GvsdQexuDbTsA2Hz/HxBuAW/NHYfcVuX7YHDPf6z/ISEhL3/2fTaJf0LoYKXKAYiPn35Qm3GAo8OB7Ptc23DPLUd0jEJfF1aqLDhO5T6hw84j7mPIywfP8xhqb8XJZw7Z3vbsYxjpBAfeV6YnT6YsnBgNCTkq+J6L57rY2UE23H2Yz3yl2LX0QeLNY9CiaaLV1cz9yEcOuWrzuecSqar6D/Y4JCQk5KVJKHR4GaN8H6lrCCOCUj66ae2PalA+uEWkbyPMSLCIwH5XEy4UMijPA9/GKitH6SalfA58hRAe/vAkuO8FLg6+6+Lms2iJBHpUx0gmcYuFIItVuRiRBNKIYkQTCCGRhoZSCq9UChKEpYYZT4JnI5QP0XKUUghdR4/H8ZEILRAr+CqwBPQdB6QM3As0E4FCKR/N0NHMCG6pgGeX0HVt+OwYsbQ+cDJGHHC99i8czjXeN9B9gMjBGx60FkKg3EBA4O/71w+28fY9IA//iSnl43kuvlII3UAaViDWsB0QOlJKgj9HAVLDlxau0lEq6JMVj+Hki3ilPMq3iaYryPd1BoIOBFIPBCyBIEPhuopIxABND0QbQoJuICVYlVVoZoRcd/th3zvFof6Rcwv5x3hOES0Sx/ecwz5wAuR62plyxRUYqRRG3EK3whzhkJCQfw9urg/lHTypqjybYv9u0uOOByBRP5Oq6eehyygSE6kZWBVNNJ19LbUnvoHelXdR6GnDKxapW7iQedd9hFnvu4qquXOJ1tSw5oc/5cEPfZEdO8vQTvog/lA7smIcuZ7Df6c4+Qz+oUQQSuGvuYP64y8DoP2JX1E1/yIAsq2rcPMDw99v4Ob70SNpqmdfRKJhJkO7V1I5/ayRXRnxSpTv0778Vtzi0L98HUNefPxcH8WHvk3pse/j7XoGd+sjFO/7Au76e49Y7OAWs/RvfuQwbUPYma6R11rUoHbqSaglP8VZfTti2U+ZNGsKQtNxS4WRHOznE6+soTh0eCFNcagvELUCu5c9TGJc4yHX84pFcj1DoFtB/zb/HWElsU77APqUM9Gaj8VY8BasxR+lbcltkGmn9Oj/IsubkZNOJd+z45D77XjqN0Qrx428Vt6hJ5JDQo4WfqkE8ILfF55dwndtVvz6uzi2R76/i1RdMwBD7a2YkSh+f+vhj9G54d/b6ZCQkFcU+8Zx/hlHh32fUYkJsw5q0yP7HB1GjxH0blsPwK6lDx3RMfJ93VjDFfpGNIaZSDMYCh1ekSilyPd2Hr7d9/HsIh2bNqFFIkx+wxs47cc/JlpT8yL2MiQkZB9BpKA3XOh4aIcGgFxPRzBX4NpITaNp8WJO+e53STQH3zFmOs3sa6/lmE98Aiv9wtGmISEhIa9EQqHDyxipaYDAc0rIiEkklcQrFvFLJYxIBBlJgpCoYXs+37HRE1FQHqLYS66nG5TALWaRhonQ5PDEv0JIA82wUKUSQX4C6LEEmpODXAY9aiI1Dc9xUZqBofnBpDvgl3K4+Ry6aaJFIijAc12kAIXE00zQDFCgSQ1BCU3TRuIkhFfCkD7CzwXOBwJ8z8bUVaCYF8F6mhVFkxLdNPGdIl6phJMLBsz3TbgozxtROjy/EtX3A7cHGHbH8Bx83w/EHcPLhQpiI4Ryg2W+j2fbI+IJb7iy1rcdlOdDqRQck0AcocUj+MUcckRtEURWeLksSA1dDDtDCB1d85GaxBcaQtNJN4zDSiZRaLiuQAyvK3wPx3YQyhvpp3J9HNsF3wscJuAF8yCrp8wJojpCjgjftfFtGyklFeMPbx9ZPWUuSIkwTIxomCEcEhLy78NzCodtG9yxhHj9dGrnXYbT38WWX1/L3od/SvsjP2P77Z9hzNnXUujcSutfv06haxt6LM4Fd93OnGuvQI9sxkxtZc41r2bcheeSnjiRfEcHq773QzJ72lH5Afx8HzVT5x32+BXjpyE4tNuDKg5iRoPJYSfTjXZAxERm57Mo30ePlgHBd31pqAupGWR2P4s0YgjNAAQVUxYzuGs5XnEIO9vzz1/AkKOC8jycLQ+hDlGF7ay/B5XrPbL9+C5uYfCw7aWBtpGfDQ38lbfCPiGAUqhVt9I0c94LV3BKQXXLnMM2V7fMpn/31uH++Hilw/9NBveCw3Fodg6hG5Qe/T5qsB3ZdAwq203p719nzElvgv6doHycVX9ExiqIVI5FHsKpwR7oQBqRkddmsvbw5xISchRQKngGqpx4cNXzPpJ1Y5Caju86tK95Bs00mXzma0fa+3ZuBit52O1FMpzICQkJ+dfxnX9e6NB0zCIWffRb6LGDP5t0Kyi0cQ5wdChlhxhqb6Vy4gxKmQHcF7hf2Ee+rwsrWTbyOl5Zy1DbziPuY8jLB6E8kvXNh22PpCrQrAhl6TSv+utfmX/ddcTr6l7EHoaEhIzC9whSsn2qW2YfdrW6mQtQQqEPOwFZ6TRjzjqLs26+mYvuv5/z77iD6e98J9HQzSEkJCTkkIRCh5cxvh9MdOf7e9AsC83O4tkF7EwGhEaurwfXl8FDl++iR6Io30VJE5msxrJ0PM9DejlKjotuWSjlgmYiNB1hRJGmhXSyuIUs0nfwcn14D30JISSlfAbdjA5HKjAiGtBjMYQQaIZEDbsjSCnBC8QQ+f7hajkBrisC4YXyg/w530cVesD3kZqJ7xSQCIRfQvkO0XgEXAdQ+J6HJnw0y0K3IkjpoZl6EOMxLEAQAnw3+Hmfe4Ln2oBCKB+l/KDfvo+QOqpUQA0LIJTvoJAIKfE8LxBKCIHy7JGoCL9QCMQGykcKOzjgPvGB7wYTRL5Lpn0Hyg9EG7bjouk6XnEQURwA30MIkHhEIhG8Uh4IKgckNqZlUBzoIdfdjhqOvtANEyX1YF3loukGWiQ+IjYBKB87mUTNwdWGQkpmXvy2QFwSckT4rsLL9aBpOrMueech10nVjyVVPwYAY1hsEhISEvLvwkxWH7ZNM+P4ThE310/HkzePaiv1tyGNCL2r7wEgPfk0lCfoefYPtN71P2S2LSG3+znaHvohO+/4JDPffdXItlvvuBNZPQm/bRWp+mZSDeMOefxZl7wTmT185dGBCLn/e0pascCpaDjCQzcTmLEKBlqfAeWjPJuqGRdQf8Jb8Owc+Y6gkrc01HFExwo5+qjSEO6WRw7b7m5/8oj2I4REDjskHAo9XrF/Xc9BFQaed6AiUa8PIxanbtbxh9zHUMduZr32HQh58ONTvLqeaFnliBuE1A2MSPyg9QCkYZCoqwK3GLyumRKIhpWH17EO8n2oUgbsHO6q2zAmnjyyrbPlYSIVTYx/9Wcon7541H4jNRPwh8XHiYZZ+G7psNcjJORoYA5PAsbKq6gYP/WQ68y+5F3opsmJ7/0cG+/9AxXjptK9aTUL3vox9EiMtffehhp78iG3RUj0psOL7kJCQkL+Ef6Io8ORj4UIKTHjhy5i0AwDqRvY+f0OVf2tmwGomToXgNwLVOfvI9/XReQAoUO0vIpMZxjV84pEeeiGcdj71ZmveTuGFSHR1ES8vh7NDMeeQkKOJkIz8Z0SmqYz46IrRzlG7yNR20jFuJaRAsYDiVZXk2hqIlZX9099N4WEhIS80giFDofgpz/9KVOmTOHLX/7y0e7K/x8KnNwAphXFzeZRnoPMtqHHY+iUgkl8JEY0glsYQiCwi0V8IxZMINgZFApNSDR7CNOKYucG8F0X5ZQQHc8hRBC1oOkCfIdc1zZEWRNCM4iW1eAVisEkv/LwSjnswQE0wyIST4JmBBamvoNyczi5LpRnY8ViIMBzXNxSCalbROIJpFfCyfYhI2kcx4eBXQjNQOEjNQsRLaNUcPCdAmpwL8q18XyF2v44oKEcF6EboDw0KfF9D8+xkcrF9zwEHgyLFexsBreYDWIxPBffd4NYDC0QOQghAjcM38cr5vEcBzs3hNQ0hKbhex7ke4PtlU8hl0GTAt8ZCPLTnTx4gR2Vpms8/bOvIp0iIFFoiGgc3xEot4STH0Q3DdCC6AmBF4gylI/SIwjPxUykWHrTDTi5DEqLEIloKN0KIit8H8MQCK8ISqDsAio3QCSe5MT3fJbm489AyOBmqax5Mqd88GtYsTjmAQ/SIf8A36b17m9gJlJE4glOvvYrpBvHAyB1nXELz+H4d30SK5E8bIZ9SEhIyP8PmpkgVtNyyLb0hBMo9LXSs+qvB7VZZfXkOzYFL4Qk1XIuvpNhcNODB61b7N2JV9zJSTd8HTOdZufd9+LKBCKaxhIOx7/zE4xbeA5SD8QK6cbxnHztVzATKeSuxw7ZNxFJYxeCwd/kuPnk2taN9CXZPBdNgG/nsdIN+K5N1zO3oZtJhGaCkOQ6N1AaaEPqFlokGGQ2YuX/1LULOYooBYeIXBlpdvJHtBvNipMad9wh24TUiZQ17V8wLHZ9PnLjneimxXFvv55IumJ0oxAozydaUcOiD32d8rGTh/et0XzcYk58z2dZdtMNI6u3nHExhhU5pChi7jXvRet6Zni/GuaMC3B2PL3vQGh10/Hbg78Dv3tz8F7f11oYwO5vY9ttnyI5dh7xMbNGtqs59rXo0TIqp52FmapFG45rCwn5b0EjcMUzY3HmX/FBJpx64YjTXLJuDAvf9zmi6XLMWIL6SZM54Z0fB99j0uJXU8oOcvI1X2LKuZejNR+HbJo/eudSx1p0DSJWcYgjh4SEhBwZ3rDbqdSNf9s+jUgM+wBHh32xA+XNwb1EvueFBbq+51Ec7Bvl6BAtryYbCh1ekfi+IpJIMe2CN9Jy9mXoVuDyFausZcHbr6dq0gzMVPhdGBLy34JCoLwCRjKNU8iy6INfo2zMJACEptN8wpksfN/nMU0DvIOFDiEhISEhR8aR+7G9QlizZg233norU6ZMOdpd+f9GahqlvgzFfB/RZBVCs/Ce+hHGuZ8Hw0QIGyti4PseynEQmocRi+PbRTAlenk9XtFm93MrqamwUHVz8F0HPabjuwK19REix08Cz8d1SuhGhL5NT9I071yQYFgRPE0EgganhNQlnlPEd3yk0DB1DaRDYaCPSNRi79LfM2bxu7AooPzASUEpH9eTuPk8mhVBGDrYklKhAL5BtJgBTUMzopTyWZxCkUxXP9XjJmBFNDrXr6bG8pFekdJAP1q6Es9x0AwLqcAp2fgSDK2AMhJ4roNbKgZVda6LacXxfY/CYC9mLIVu57BtFzOeQLkeSgTZ45r0kVYCBJTyOaLJJBSylPJFzFQa6RZxnQj4HnYhi+kL0KNIM44lNc769Pdoe/q31M5/Hb7jICIRzHQa5RRYecsPmP/mjyJ0C6EUQnjgOZiGAOXiaRF6Vj7NaVf/D57nUcrkiVgewpcofNASoBWxB/NEU1FUaRAlDKxEnEguRlnzZCYsuiDI+uvrRng2qZqGEZvFkH+MX8pQ7N6BrzzSDWPI9+xlynlvIFpWCUB/6xaiyQSReOKQ6t2QkJCQ/180M0rl9LMxU7UMtS7Dd4rosXLKxh+Pne1BuQ5utu+g7ZTnjkykxupayO3uALYf9jh7H/0h09/xC8758dcoFRX5ri7SJ7wLd/cyoolmUg3jOeWDXwegMNCLW8qT7dhFquE4RO+O0TsTEjn7tex9/DcYiSpqT7icHX/+IiBoOvP9gdtTtovamRcgommcTC9Vc85HT1QSrZrA4I4lFHq2k+/chGYlqZp5Hj1r7wkt+19CCDOK1jAbb/eKQ7brY084sv1IjWTTHJxsD7lhZw8AqVvUzr8MPXKAnbSZAM08WGDhe/iPfgvmvI1zvvALOtevoH3NEhK1TTQft5jdyx6honk8ydompl/4FhI1DUTTlbStfppHvvkR3EIeqetMXnwxMy96M6WBHKf9+Mds+cMfGNi8mXhDAzPe/mYSsh22/w1ZNQljxgUozcTb/kTQtfmXo5w8qnBAfqvaL5BU5c3k1z0OKNoe/iljzv0Qpb42ms58P05+gEjFGKRhURhsQ7MSR3TtQkJeLPY59kTiCbyychI1DZxy7ZdBSEqZfpRrU9E8AaUZRFNlWBQRmo9IJpj+qjdh53Mo5SOiSawT3oZfeA1+7w6EGUeWj0FEy0YcgEJCQkL+FTynhJDaIYWK/yp6NIad3y90yPV0YETjxKvqhl+/sKNDaagf5XvkdreRa+4kXltLrLyK4lA/TjEfxLeGvGJwixmiqTK8whCdVpSF7/scQtNxCll0XSdVUz9SyBQSEnL08V2Pwa1PUzHnAhpmHse2x/7KpDNfQ7yyDiEE2c42Esk4ZnS0C3NISEhIyD9H+Al6ALlcjo997GN86Utf4kc/+tHR7s7/N77nkduzB6OuHOET2HmOX4i35Geo499BvLwct5DDL7l4u5/BbJxCx+ZtmIkyGqZMQ+omjl9gyyN30xqLMf8tMxG6CXaeTNsG0jMuxO1Yh9E4E+wcWCnKJp9Iz45V1I85Bg+JkYiB6yCkwcCu7aSbxgXVe5pEeA7OhnvRplyA53m4hUHcbC9qwz2oBe8kIn18Q6OYGUBIDbu7jYrxLQhDoLk+z9x+M/MuvoJYdS3StfE9D9cuketpR3kO8YoakvVjKOSTxPpasQwNzy3hCgkIhGkiTZPiUB9aeSWuXQLloxsmvvLwbYfS0ADRskp0zcTNZRC6iRXRwbcRUrB3xVLqZ8xH+C5ufgAjEkd5LnguSAMjqrFn6QNUtcyi2NdNtKoMUbLBSuEX8yjNQkkDle/HjFdA+zJU5WwKmSESUYNs0aZv19ZA0JDLYVgWUjMQQgRuDk6e4mCOTb/8FQ0nHksh08ezt97I6Vd/Fmnn8JSAmAoEEgrwbOxCBiNRiaYEqdpGppxyJsXsIMp1qGxoIFJegzhE9nPIoXFddyQKZe33LmXm+/9A07GLKPV3UcoOohkmNWPPwkxW4AkdSw8/dkNCQv4z6FaCsvEnkmycjfIcnHw/fZsexsn1YJWPITn+WLK714zaxh7sIFLZDEJDs2I4uTxm4gUqCXwf3DzyuZuIAqJuFmvWPkXTcWcSj8WYeuZFFPN5PLtEefMkipkBCn3dyLppmPWfxtl4P2Q6EOXNyPGnMLD7OWoWXEKkejz9/4+9uw6P6zoTP/69OHd4NGI0MwYdjkMNQ5NSmjRJt7TdbLe4xe1uGbawu+2v7ZabwqZNmyZtGoYGGmjsJHbMjJLF0mg0fOH3h2zZiiVHssV6P8+TJ9bF95x7zsCd956z6UlKT72BYM0ijGAMd9UdFAwLffHV5B2brb/8Zzwnj+oLUn7GW/FXzCHT2pOU4eSSJPe+QtlJb0LRrRGsZTGcFMOPuex6Mg3rjko8UOPTUWNHT7E1EN0XonjBG4jNOpt8dyua6Uf3x9B94T4/WDiKgr74Ouy1dx11DG/5TTz97U+QbNzLgqvewYxzryRUVoXh81O5+DRyyQSG6VEyaz4oOqY/wMzTzqFq/iLsbBrDH8KKlZBqaCLd0EB03gKWffBfyCcSGKEwVtRCd0qhbiGgoASKsXc9hzHvYtSqpaD7yD/93cP1E6mCQzerzSBe8SxS+77fU45sEjNcSvWF76N51R+oOOtmuna8SNPff8ust34NVX7wFeOM5xZQgLxtEyopY975l5FLduIUcsQrK/HHy/A0g0JXM4lt9fjiccxwmFCsAh3whfuO1qP5QmhHjtYihBAnyMnnUY3hff/Uff6e6WIPSrU14YsUoeoGZihKqu3YIzpkkz3Jj/sefpTmp1/k9H//D/yxninrupvre0eGEJOfncvgpLtQQ6WEymtZdPGV5FIpHLuAr7oGX1EJqAYqLiDJDkKMB7rpw3UKbPrfm1j4T79l3kXXkU20ku/uRDd9lNbWYIaLcVQTxet/5EEhhBCvT35xO8IXvvAFzj//fM4666zjTnRwnPH3pqQZBige2Bm08nl4+RSeouCkO8mmbcjZqIpJPpNlyyN/oGXLGm7+xWM9T1pqGvFpc9l4/69Z8Z7PoioOqq6TbdhIqPI6VM/BVVSMSCmZZBfhaSfRtu4RcPOoZhg304GnqLgNa1DNGv54+9W88b/vRs2nwdBwdj2HVsjhzruC6MxTKXS3oXXuw8mkIBLEZ5lkEh73f+KtXP6VX9G2YxP1Lz9LzWkrmX/52/nzZ95N9bIzOfN9n+kpp+viC8fo2LsDVTGJ1dTSnc+SVy38fj/Oqp+jr/hHVMPEQ0FVeqaBcAt58okuzJAfFA+3YKMZFh42hVwG0+/HzjnYmWYCkTKybQ1YZdOJVtaRT3VhKlkyLfuximuwIjEUJ4Oravj8FkUzF4Hmw/NaQYlh+IJgWGz75f8x7dorCRQVk1dUNCuEGyjG2PcMzvSVeE4BO5PCDERQNAPX89jx5y8z87rP9VxY3cTJZcB1mf2m63Bsm/pXnqV+1ZPseeki6pavQGvfiaMoaL4gmqmDa6PqATb/7D3Mett/YgZK0CPFRKMlgIOjmji2jWH4h9SWD207Gu1fG8Y5yY4n3v7K6ikGvqJqch31bP7Ze5n37p/iK6kmEC8HRcPxPDzFRNX1cfkaMZxGsy1MRFOtfkajv070Oh2J+BUjgGKAqfsoXviG3hEeiuafT/OqP+Bkuvps37LmL9Re9iEOPPVT4ssuxV9SR9va+/o9dnTe2agcToSwK05m0y8+Q9GMxTzwyY8x8/yrCJXXESmvxPSZJBr24y+txGf5UBQf5klvwXMdPE/DcR0is87Ec20U3Ud84UVQyKCk29A6EjhmALd5C4pro6km3sEfwt1cigNP/YyyM24kUDaHdPM2ANKt24nNOQ9V943b97CRMFzxD2d/PWQwMXnBUqzL/4PCuj/j1K9FMSz0OReizzwbzxcZWrk0E81v4vcf/kHU9Tw44hiFVAc52yN8zu04G/6Cm2xEDVdgTzsPxzPp3NvTntb/8Sd9Dh2pmcHyt9yOZuqUzZyLk0/h2SkUw4eqOlgBk0zXfjTVJlJXTXR6DXjgdu7H0vejBGaAEQWjqKcP+IKohTT67HN6pknb/XcK2/8K+YPTdSgq5klvxtn7MkrJHNQFl7Hz4e/yWnvu+yoAzavuJlSzGM/OsfOuTzP/XT/BiFYMvu7GiYneH0fSkXUz3P11NOpbUXpiLnQ2ksMjWFKLGSlC8VxcVcNzVfY++l0qz7qVooVzeeq/PkWsbhan3vavIx7bRCZ9ZmQMZ72O5/4q7acvO59F1Q2cIU43eejBB7ef6bF0n59cd1dvHadaG/GFYziuixUporvlwDHrP5PoGZHNDEWwu7M0/O1vVJx/DgBdB/YRqZ45pFjHs/HQHseqvw6m7Ipu4rqw7Te3M+em76LHyvHFPMDDUXRwPexUB5oV7vPZdyIZD21gPJB6GHwdjNU94kFfI0UhOutMmp79FZt/8i7mv+un+EsqCRaX4ikartczY4Xu94PnjdtrPhXbpJR5+I3EPSchDpFEh4Puv/9+Nm7cyB/+8IcTOs66deuGKaITt3z5cvxlZeTauzArK0HTya+5G63mJDRU0h31FAiTb+nEbxWjuw5OPtu7v+faaKrD9DMvY8ujv6d+w2pmzK4jmw8RmXc+O+/+LDPf+i3UQgZVNzACAbqaG5h++UfwXA/FzuKh4rkuzq5nsU55L4YV4K73voHSecu59F+/BK6Dl2xGa9tMpHo+jWsepmLG2ag7HsJd9iaU7kasUIRI1XQe+ORNBMtqOPuf/gPTH0AJR7jo099j9S++QbqjmXjdbDK+biw1TlfDHrIHWmkvZCmePo2Cp9PVuI3g/Etxtj6EsuiagzfbVHQrgGdncbrT5PMt+IpnkOvuJFwUR1EUHE1H8RxUVaX5lfsJnH8bmukDFEy/iZfP4jpJPAU8p4BmZ1BwyWZd8o0HCNVVUcjnsR0Xz7GxXTA9j9Ili3qGX80nUVWNA0/9lIrT30y40I6u66CA4fORbNqH5xRwXYWixVex+74vM/NNX+l5Iqq9DcwgsbnTyKe6sbM9N8dd10NRPPKv/B4vl0K7+qs9vV3VyWXTlJ91G9t+8X4AYgsuwldSR2Lz08QWX4a/ahkbtu0+rjY3Gu3/lFNOGbZjnUi8h/ZdtmwZdsGl9Kx3sv/Br2KnWtjwP9dgFlVTtPAizJIZeFqE4mkL2bVvP4lEYrjCH9fG02vheDRV6mc0++tEr9ORil/XdaKxk9BUaM2qzH7bN2h48sckd70EeASrFxGfdy6aP8ast36dXHsnqcZ2onPOIrHtuT7H0qwQVWe9A9ItKIE4XrodT9UppJMUMin8sRI8xyGxfwev3vX9Pvv+DQiX11A8Zwl1Ky4kl+jg7z/9KrHa2UxbcRELL7wU58lvgGPjeQ6uFcFc/ibyzVtwEw240bqjytay+o/MftvXexMd8Dxs22H9mjXHVVdTvQ0NZ389ZLAxqapKcfXFRGZfjut6tCazJDfvev0dj8Osyih7HvwmvqJq5rztP3GSnex5+Tk2fu+bXPDJ/xlwv679u0i3N7L5gTvpbq5n1sqrmLZ0Hi3P/rzvhopK9aX/ilU+H/3JL6AWz0SbdS50NVB48tugm/jO/kfcps0oRVXkdzyDOvdilFgVarAUT+1ELZ6BPu9ilFAphUKe7kQbTfd8ETt1eEoLzR9BNQ6PXpJr20ts7lkAuIUM2dZdbKtvJ59/zRQdE8RE748jad26dcPeX0e6vv1+P/OmV+IBma5uUjueYNemx4gtugRfvIbOjU+QTzRSc+W/Yxcc/vD+CwEoX3wa27ZtI5VKjWh8k4H0mZExHPU6EfqrtJ8eTfv24nqwffv2wws9j0JbG0ZJyevuv3Pn0Z9dMgWbbNMB1hz8fNq6fxd6MMr27duxVYPGXVt71/UnsfFlAIy66aitHdSvWkV+3jwUTWfzy3+nVY8OqYwTwVi2x7Hur8fafsmi+aQ6E5SdeRsbvvcWVF+QkuVX4Dk2bWsfoPikNxKdfxFbXn0Vd4jJOuONvCb1kHp4/ToY63vEr7fP8iULUXxhInPOpWvbM6z/znWYsUqKFl6Inc8QrD2d/evWsPSG97Bj1066urqOebyxNhXbpJR5+IzEPSchDpFEB+DAgQN8+ctf5mc/+xk+n++EjrVkyZJxlZ2kBQLQ0YGn6WQdDd/JbyX3zPewtzyKedkXIWfTndvPrj88zMn/8h5qTl1J+67NoBg4mS50z8UKxzjvA1+ns2kPXm0cNdfGnq27KD7pOhqf+hHRpdcTCfvQs0nMQISdq1+gauFygvGSnqkZHBtl/pVor/6a8z/2DR79wvto2bKmZ35kKwKGDy/Vjrf1cSpOuhEPBXY8SWHTw/gWXoKvs4HT3/lxHv3S+0k17+eRz72nt3zzLnsbF/3bD9A0hVw6QSAcIp1IUrXsLNzuLBt/9jO0m99GtKaaVFczO/72S6Zd+kEUz8WzXXAdFHrmKEdRSDXsJFC1CENpRfFc8vkcqs+Hne1GpUBy12o45yb0g1M7JHc+R6RmCaga6YZNxOefD6qG54GueeRVlQdveCvn/dc3KLj5ntEj8jncfI7IjOmooTCKl8XJpbDTnex/6mdMv/xDBD2XnY88xbRLziVWM/PgXJE6qa4s4dnn46Gg4JHt6MA/sxTTDpPP56ladiav/uFH6L4A2Dm8TCcArpOnkHcwghaqbrB/41amX/15Ojc8QKZxM04uSckZ72Dvyy8yp+5Uli9fPqR25jgO69atG3ft//UcT7yvLavneaiqxq4XX2DWtV8isfFhss3b0MOlaKFKDmzaRO3pl4AKM2bMGKGSjB8TtS2MFqmf4zdQnU30Oh3t+N1ClppLPkAh2Ypn57DTCTR/GD3bjrvtccJnvR9frBpFm98zAsTqP+LkUkRnnErxwpWoHbvwnDzmitvI//0XqNkOYrWz2Pb4PSy85hY23PsLVrz3M+x57uGjzp1s2k/taStp3b4eBQU8j8692/CFoyxYeQnYucMbZ7tQDv6IqwTitG999qjjeXYO1yn0/m1GyvH5w1PmPeyQ8Rz/8cYULR+BYA5y8xniiy+hfd3D5DoayeQUNjz0B7qb69F0g5I5S2nd9upR+ymqStG0uXQ31wOw48m/ECgqofqKz5DY8CCFrias0plEFlzGhgd+z5KritEBt20nxqIryD1/cKoMO49iRfAObCC79i5857wfp3EjaukstFNv6tlG1XHbd+Ohks9lqH/ml8CRU8ooVK98L04+07vEF6+mkGzt/bvQ3c7CZWcOc+2NvPHcnsfakXUz3EalvjPtgIcejGJb06m86EN0bX6UzIFN+CsXUn7+P7HzuSeZf8Xbe7ZXFGacdQmhiqMT3cRh0mdGxniu1+GMaTyXcyy8vP4pUpaf2bNnA+C5Dhv+94e0vLSaZR/6MPEBXn9d12Hnzl3MnDkDVe1bj4VNZWQ6W3s/n27PJCmbv4yZs2djb6mmu6XhmJ9d1254nn2eR9W8heRK2tj/xBPMqK6mtaiUmKkO+XPveDYZ2+NgyzKYshdSCXSfxcZHHmHRtV+kc+ODJLY8gxEupfKiD9K6Zz9RVWfp0qXDXYxRMxnbwPGQehibOhjKuQYbn+faOA4EZl9MoHY5XZsfw8kmySfbCc9eyfM//TZnvPczeHjMnDl+R+iZim1Syjw1yiwmD0l0ADZs2EBbWxvXX3997zLHcVi1ahW/+c1vWLdu3aA7t6Zp4+aFwHUcVMPALCoisWkLpaefRt4ux3fhxyis+QPOX7+JceHH6e44QHz5Ml7+7/9l8Uc/zPbH/0i6qx1/wMJRfViWR7i4EqcrjRqtQln1K4rqVrL+L79m8ZVvxbT8PPfr73Pqm9+JoRuUzz+ZTCqJoqr47E708gXkwlVQfSrhphe46mu/pnHjK9joGIuvobD+z+izzsXe8gje8z9EnXYG2qIrUVUNt3krasksioMul3/xZ6z+9f/QsmUtVqSIhVffwqyVVxMoKiXb2cTue7/O7Dd/kXCJhm2DrfuY9cbrefkr30Dz+znzi//K/ke/y+ZffZBlH/4TmUQS3bLoOrCXotqZaGYOM1RJ64u/JWaqUHQl5NNkulqwQsWouo5qWqDpKJ4Nnku+o4HGhk1Un3I1hcQBwMNVNRTVh5duQvP50AMBHrrxHZzy2U9TVF2F59ikujoIB32ggudqKNrBrug57H7gW8y95Zes/973CVeVcfqtH2b1Hd/m1Fs/QnzWEtb/8SeULLkYT1HwlVbi2gX0YJR86z7sPFQtP5t8qguUw907/8B/4Lv2m3ieg2ZaFM9eyuPf+iwzz72UUPVFdLQ08tK3P8cZ7/4UmmkddxseT+1/ME4k3kP72raN7gtQu+JiHvvPT1B36vnEai+iO9HB2h98k0XX3Ipm+vDw0CdQ3ZyoidYWRpvUz9C9Xp1N9Dodrfg1LYhhBTEjZdiZJG4hQ9Pff4eqm8RmXYSBB5qK52lEpp9KqGoBbrIRb99q3L99D6VyEcaSN4Lhw7fyg3i2zak3/wuPffWDVJ90FguuuolsVzt1Ky5i798f73PuSOU0KpeeQSGb5sWffb13efXSFdCxo8+2ij+Gl0+DbqHEamh96fP9lkfVDs6jrCgUL3gDuhU8gbqRNjTcxmVM/hDVF7wX1RcksXsVgdozOON9n2XP84+iaRrL3/ZPPPXNj1LI9H2C/JR3fBgUpc+ydff8gm1PxJlz4TXMvOLdbHrwLl74ykdRFIWTr3ozaCbmsjfiNKyDQk9SghKrATOEu+9lzFNvwqlfg73jGWxArT2lZySTF36Gvvhq3MR+QvGZzLvluzS/dC/Z1t1Y8Vrii99A6sBm8snm3lhKTr6W/Y/+v96//WUzx13dD8V4bDvjxUjUy2jUt6PoFNb9GaPsFLqam1h/32+Yde5lmEVh9u/cQuOfP8XKj/83uuUHReHsf/4igXi5tINBkj4zMsZjvY5ETOOxnGPBcwqohoGmqgAkdu+i5aXV6P4Aex9+mNJly465v6pqvfseYviDJPbvRNM0nEKBbKIdfzSOpqqYwTD5nZ3HrPvkvt3gQrCiAl8kguc6dO3YgRWNk25rnJTXbTK1x6GW5Vjbe7qOZhhULF7Bw1/5CDPPvoxo9UUkO9tY+4NvcdY/fQ5/cdmkqLvJ1AZOhNTD6NbB8Zzr9fbJ53JouokRLGLVXT+hatnpmPEAe7duZM+v3s/sC67FDEVxXQfDOLGHb0fDVGyTUmYhJgb19TeZ/M444wzuu+8+7r333t7/Fi9ezNVXX8299947YTu2oqp4jkO2tZVAWRmdGzfhaSYpN0hh0VvQzv8QbjbFtDMuRisJUPWGS9j0o59zyb//kI0P/h5UHbXQjeLzEzQ6KF80DwwLxYoQLopRVDeXh7/4AexskmXXv4vHvvUZ/vzJm2nduRFVN8mmsziBCnByKLpFNlBLoe4clGwnNYuXYWcLaFVLMBZdBYqKEq0CO4e74ykKj36F3CNfprDm93jZBL54NWULTuHCT36HG/73Ic777I9ZcPU7CBSVHiyrhpNNsPmOD6C4LqahEAjqRGdOZ+kHPsDC225D9YWIL7oEPAfsHKalobh5AkWldLc0YkbDaFYU13FQNA1X1dF8AQ48/j0Uw6SQTlB68rUUCjZuqg0nkyJQs4jE9hdwdD9VZ96Ik03Q9soDKHYORdVQDYNTPvlJrJISXvrSV1FUnfTe1eiaTjaVgkIKfGF0Xxh/2ezea+cWeqYQ+es/foC9DzzKqTd9AM8poPt8LH7jP2AnmlDy3Wi6i880KNgepuXD9PtY/tZ/RPP5QTNQi2cdOiDulsewbRfTNInVzeH8j36TQjbHnhefxs7lWfnRbxCtmYnp9496W53I0g0N6H4Lf1EJF3z8v9H9Qfa8+DSp1mbO+qfPUbFkBYbP6hllQwghxgnN9OOLluEvmUbdG/6FynPfSWjm6RjRcsxIjNZX1vPHi6+g+ZUNaLE6zGXXY135ZYxTbwYzCCi4qKD5KJ45n5Uf+ybbHr+HxvWrMIMRlt/4z1zwyf+h+qRzKF90Kqe848Oc/I4PkWyqp3nzGrKdbQD4QlGmn3kx9pq7+8Snz7sEe9cLWCs/SMOqe3vfF48Unn4K+XQ7/pKZVJ1xG2a4bDSqTkwCRqiYmgveR+lJVxMoKqFz5wYKmRS242IGgpz/sW+x8OpbKF94CjPOuYKVH/8vCtk0keISlr/tdlTD7D2WomoUz17Kcz/8Klsf/SN2Ns3SG96Nv6QK38oP4TRuwt7+FABqfDrWOe/H9cB34UdxOhuw96xCCRZjLLsB86S39IwKtvBK7Ffvxd2/BsUK07L2QRRFJTrrDBTNoHn1PQSr5tP84u9RDYuqC95Lqn4DdqpnHu9Q3TL0QGwsqlaIATmOh15UjRkIMPPcKzj1lo/SsX8Pe1c9Q7CkkpUf/y/MQAgjGOa6//kT0864GMMvn5+FEKPHKeQPJ9ECiZ27UDSN6gtW0rFpI5mWliEf0xeKkE30vD9nOnoSFK1IEQBmIEQu2YnneQPu331gHwoamuXDV1SEbll079mDP1bcO8qUmBoUN4/hDxKrm8PKj34Lu1Bgz4tPU8jmOP+j3yBSOR2NgduSEGL05Ts68AWD6FaAU275MB4qe1f9DadQ4LwPfZX5l9+IaVl9R7cUQggxZDKiAxAKhZg7d26fZYFAgFgsdtTyiURRFCCJFY/j5nM0r15Ny+rVTL/uahQrQL6QRzUsdJ/F9HMvJdvdRWzePBRHZel17yKdzmH5A2iAVjYXzc7iNm7FOOmtKLueY+55l1J3+gXse+k55l10FRd/7GtkU2kK2Qymz+zJUrcC6FYI0gkUL0I2lSKVaEXLOoRKLVwvhFZ3Ktg5fOd9gMKG+3F2vwCujRIuwzzlJrSiab1lssIxnECYLXsaKKs7nKdjBKNEZ59F84t38er33kao7iSK5p+LnUuRbd5J0aJrQfFTduaNBKoX0FW/kUjVPArJJkx/Ofl0N8nmfQSLKvHFLkElS7a9GytsMu2qT7Dzns8x67r/IDr7THY/+G1mX/Mp7FyKcO1SNCvEjj/+BzOv+QxeoYAvXoXjeWimhZMtkG1v5+RPfAInkyHbmcZJt5HvasKIVGB7oGc6Uc0A0676BNv+78M42W5aXr6T6VdfxeZf3MGab/8Pr373+1SvXEnZmSuoXnkunqYBHqplkW3ZhRarw/WK8elpCuluAvESHE/BOOnN5J75f5Drxtl4H2o2gbb4GqxIhGxXO3MvfQueXUDVDQqZFFYojBmKjXZTndAUQCt0YwVD5JIJZpx3BdPPegOKppNPJ7EiUQxz/GflCiGmLtWwUA9OEwFgBAJUX3ghly9ZQvOqVWz74wPE5s6lc/t2Mq2tLLj57fhCPlRFBTy05q1UTa/k8i/8lEI2g6obaIZJ5bxFFFfWkC/ke6b5Mf00b3qFzQ/8HygK1Sedzam3fAR9+wO4rt1zcs3AmH8Zavl8tIqF2B37KJp7Np2b/tr7Iy6AVTKd2ss/iu4Po+gmmi6vs2JoVMOHL1aJm08z+/zLqVl2Os0b/k7dqeeR6mhD9wcoW3AyodIqwuW1FDIp0u0tzD/zbKafvpJMsgvdZ2Hnc7z0q/+mddur+ItKWf6md1Gz7DS8ZANqfAbGsuvR512MYgZAt0h3ZbjvquspPekkzvr8p7HmrsQt5Ojavwl/RwOs+S1esgnFimKc/xE816VixZtx8lmcbBI9GEczTArJFma/+SuovhDNq+6mfd1DqIZFfMmlxJdeih6YfHN2iwlO0VBDZaj1q/FXnEw22cnia2/Dc10UXQPXwwoFsbu7iFZPH+tohRBTkJPPoeqHb5Mmd+0iUFpGbM5c9vAg7Zs3U11aOqRjmsEIdi5DIZsm1dYEgBWJA2AEQjiFPHYug2H1n9iVbm1G0w8mWCrgLyuna89uQktn0rxlzdALKSYkp1CgkHOwDA03HKGrq5N5l74FPBfNtNB9fqyQH9WUB5eEGE80vx/FyWOFQuRTSapPPpfq5WehaAaFbDdWKITu82H4I2MdqhBCTGiS6DDJ6UaQtt1/IDrnMipWnI6dyeJ0p8l17iRYUYdVPAvN6MlYN4N931T7+3isxWp6/jH3QvR8Cr+nECy5ChsdX+k0zFAHiuuAYaEd8SSZHoii+QL4AikiZRWAh6KoqFa4z/HV096Bt+TanlEXdAvVP7ibtKpmUHLKdbS9+iBONkn33lfo3vsKAEa4lJqL/hEzWobnxNGtMIVUO66iYcQqsOtfpahqCZl0nkIhh+n34+oh3PYELet3EJ8/gxnXfIbk3jX4iqqZfsXHSDXvxopX4SkWs978VfY99F9s/e3H8RXXMf3qT7Hrns8z+43/jh5UCM+YQaapiYannuLACy9w6qc+RP1j/w81EKPy7FvJexqmV8CIlDPvth/QtWs13fvWMev6a9j78COkDxzALRTY9+ij7Hv0UQ48eR4rvvhFFNOPoagQr6Jl1e+ILb4U/EX4fGH8mgqaCboP35nvwk004rbtRLFCKMkDGFYRZbPmk00mcOwCmm5SVDcDzTz+Ib+nLAXSbV1YXisldQvJpZLYhTyaZhCrqET1bJQTGEpdCCHGgm5ZhGtr8RUVsfHHP8bJ5XCzWZqefZYDTz/N9CuvpPaSi0FV8LxSQv4wlp3BClngj+CpOq4NVkzHl08BHorhZ8k172DeG96EoigYhopup1AWX40372LIdYMVAVUn/7fvgy+MO+8y9j70X9Rc9H48z8XJpQiUz8UXq8QIF491NYlJQDUDmBEd3WcRqqjGbdlO0Bdi4Ruux85nUTUd3R/CCITwWzr2hr8QrF5KMAKoDl5RCef/yxdwHAfd9OELhVCcAgQjeErP9GSK7gNUcmmb9vUbOf3fPkHxkmUo/hDZZAeKphOethR378tQVIc7/QKMmiWk2tNkGl8g176NyvPeRbBqPoV0gnyyBdf1ABcFKDv9BuJL3wCAnUvii1Whv+YzthBjLZdMYfkDqP4oWr6N0umzyKXTeI6NZlr4whE818MISpKOEGJsOIU8qn54RIeunTvxV1SgWT4CFeV0bt5M9bnnDumYZqjnPls20U6qtRHoO6IDQC6ZGDDRIZfqwogcvp8QKC8jsXMXpeefTr67i0ImLaPfTAGe6+K6oOsufjeBb/Z88pk0KAqmZaHr6jFHBhFCjI1CMolrGvjUJMV108mlurFzPUl1sfIKyCfwXHloQwghTpQkOgzgV7/61ViHMCwUPUjx4qvo2vZXOrc+A3ikiqooP/MWFKOoN8lhqDQrDAdvoPZpROGBs9sVzUB5nWF0Fd1ECZUcV0y+WCXzbvsBB575OZ2bnwZFJb74EirOugkzWn4wBh0zUooZ6YnTdR30ulOhkMFvqaAGUK0IihnAK7gc2LWPHX+8lyXvfw+B2pNQFI3ml9ey6/4HOfWTnyBQVkZOVZh+3WexMwk8O49iWEy7+lMcePEPROecRbC0DFyXussvx83nad+yl6oLb8ctpEjtfxU9EEOJ12AYHornUTx/JcULL0RB4ZJf3sG+xx5n9/33o1sW826+mZLly/GXHKwjMwhGlspzb8UpZMD10EKx3pvbnj+E1+3D7diPEixBUXUU048aKkI1A4SCx74e4vU52Ryq5cc26tA69mG0bUX3XBQrghpYhq0H8WnyUiuEmJjMUIg5N97I85/6FE4mw7Qrr6Tq3HNRLJ3mLWtRNZ2Sucvobkmx/69/pZBMUnHGGQRqakjX1xOorMQtFPAXF6OrOoZfwwiGQNFQcl3YB17G2b8GDD/GvEvAdXD2ru6ZIiNURqGQpfK8fwAgWDEHI1SMJk8qiWGmGCaa0fPZStV82LufJ//Cj1EMP66dxV1wGYEZZ4OioC+4Amfvi7j1r/Qk9s66AKt4Boo/AvlMz/H8sZ4D57M4BZtcZxKnYJPPFQjPWYCqqhTSabxEB9nGl1EMH6G6k7HDC/GseWTb2mDrXvylpcSXXoDuvwbt4KgrRiCKccRoDa5j4+S60fwRVM1ANQO92woxnug+k1RHJ8Gimdit21CaNmKioESr0KKzcR0HI1Q01mEKIaawI6eucHI5Uo2NlCxfDkC4tpaOzZvwPO/g6KmD4wseSnRoI93WhO7zo1s9n2WN3kSHDkKllUfHk8/jOHn81uH7bP6ycppWrcI4ODVmd0sDRXWzj9pXTC66z0dXewfE45ihcrx9L+LLdYEVQSuZg6cV46ny+U+I8UYPhUju2IFSV42RTqA3rUUv5EAzUaqX4flimPIAhxBCnDD59W2Ss+Jx8DysinOoKDsZRdPwbFB9pQTKysc6vGGlKApWvIa6y/+V6gveByjogQjqMYazVlUNAjEgdtQ6f0kp5aefDo7DE+96P9nWVlTDoPbii1l4662g9kyd4TuYNGHn0j3TGBz8wlm18t3Y6U7wPCIzpxEoLca1HRRdwwgWoftrsMpms337dmZHytE0DUJ9Ywj6I8y7+WZmXHMNiqZhho9+Ok8zLTAtdI5++knRdJRoJUboUjw7i6KZB58qFMPFjITp3l9PoqOd+JIl6LUVqIaGq+ikOhNEamX4MSHExBasqOCcb3+bbFsbmZYWPNfF0C38RhHplhb2PfgwpSedRHTOHEqWLMHOZgEPRVVJ7tmDGQ6T7+wk19mJomk8+7GPEZs7l3O+9jmsyiVo1cvxChnya/6APvdi1IVX4gGek0f3RYjMOBXdL0+ni9GhWGH0uReh1Z4ChUzPCFlmEMexAQ/FF0RfeAXu9LNxbYdVv/0e2x+/BwDN9HH6Oz/B9HMvRfFc7Pq1FLwwtmOg+Sw6Xn2J/U88gapp5Lu6WPAP/0DxskvRTZPkvn10bNqE5zjogQDFS5cSrq3tM4R2f1RNR32dRGIhxgN/cQm5tnaaN+6gaM5ctOK5KJqGYvhJNrdghkMYodc/jhBCjJQjp67ItLcBHr6iGAChmlqaVq0i296Ov3jwP0odGtEh09lOuq0JK3o4oevQiA7Zrs5+900dOAAamIHDn4P95WU9saZ65nNPtRyQRIcpwopGSe7ZC55LdNbZqNigG6S7UihdOcK1ZWMdohDiNQLFxeTa2mhZs47o7FlYVWeiqqD6LLLdGbScjSG3OoQQ4oRJosMUYBUXYxUXU0inqd+/n9q5s3p+VJ+kNNPq+fF/GASrq6laeT7hGTNwCwU000QPBAiUlxMo6Tt6he7rO1ygqhmYR4xwYYb6H4a1u7v7mDEoqoovFju+Ahw6hmagaMc3eoc4tkB5BZ7n4eTzJLZuwykUUHWd6MwZBCqOfipDCCEmIquoCKuoiNjswzdSA+XlFDIZ2jo7icViGIEA6hGfL4KVVWSamymkUniuS/OqVez44x8pWb6c+bfeCpoPr7MBe/9qMEP4Tnk7SrgM1Se/dImxpagaSrDvjxjqa7bRIj3rT7npgyy6+hYK6W7McBR/tBjTH8bOpNHjM/B2vYCZbsSuvZDIjBksuOUWHNtGMwyis2cTKCnp/awXnTULJ5fDCIWOe9Q1IcazQHU1qmnSsWXrEd+t/ISqq4/6biWEEKPNKeR6p67It3cAYIR7EhUClT3f7ZO7dg0p0cHwh0BRyCbaSLU14QsfTnQwDiYw5JId/e6b2r8fNPCFDj88YcXjKKpGoSOBomqkWg8MoYRiIgtUVOJ6HomtW2lbvwHPttH8fiLTp+GfZA+yCTGZhGpr0XwmyT17Se7Zi2aaaAE/4epq/GVy31gIIYaDJDpMIarPR1sySe1YBzKBmMEgZjCIL1ZEoTuJahiTbiQMceKCFZUEKypJHTiA57qY0ShmSH6oE0JMbqquowcCHNi6lfKqqj5JDgCqphGsPPzFPVhRwcwbbuhZZxj4YjFUbSb6jDNAUVHU1/6ULMT4Z0XjWNH4Uct1fwD8AQgU4+azmJpB5cww6ZYWOtvbKa2rw/D3nYbFCAQwAjLPtpi8NMtiVyLBvGXLsLuTKLpBsFy+Wwkhxge3kMcM9iQfZNvbATAOjqpphEMYoTBdu3ZRduqpgz6mqmmYgTCZRDup1kasyOFEB80wUXWD3AAjOiS2rAUVjsx9VDQNX7yI9IGeY6VaG4dYSjGRhSqrCJZXkG5qxHM9fPH4UZ8nhRDji+H3Y0yb3vvbgqLrBMsrxjosIYSYVCTRQYhB8EWj+KL9j8ggxCFH/qAnhBCiLzMSwYwcPZ2PosnHUTF5GYEAHJG84IvHObB3L+WmOYZRCTF2bNvGCIWw5LuVEGKcsfM5rEhP8mK2vR0jEETVjxytrJLEzp1DPq4ZipDtbCPd3kSsZmbvckVRMIPhAaeu6Fz7DCgKavtOsM8Eveezgz9eTPf+/fhKY6TaJNFhqlFUlWBl1ViHIYQYIvltQQghRo48OieEEEIIIYQQQgghhJiynEK+d+qKXEcHRqTvxOmBygq6du/C89whHdcMhuncv4NMRyuB4r6j2BiBcL9TV7jpDpL79wCgaQpu1+EpKqySErobGmREByGEEEIIIZBEByGEEEIIIYQQQgghxBTmHpHokG1vxwi9JtGhvAInmyXT3DKk44bLamhc9yIAsdrZfdYZ/kC/Izo4jZtId+cB0Pwh3M6G3nVWSQmFZBeGP0xaEh2EEEIIIcQUJ4kOQgghhBBCCCGEEEKIKcsp5FD1ninVsu1tmOHXJjr0jMaQ3Lt3SMctnbcUAF84hr+opM860x8il+w8ah+3bQe5rN2zTbikZ0QHr2edVVwMgOIqpNub8TxvSPEIIYQQQggxmUiigxBCCCGEEEIIIYQQYspy8kdOXdGJ8ZpEBz0YwAxHSO7ePaTjFtXNRff5idXOQlGUPuuMQJBcd+dR+9hN28gXehId9EARODm8QhYAKx4HRYWcjVPIk+s6euoLIYQQQgghpgp9rAMQQgghhBBCCCGEEEKIseLaBVTdwLEL2OkURih41Db+sjK69uwZ0nFVXWfRtbcRKCo9ap3hD5JLJvos8+w8mf078VRQFBU1EMUBvEwnilmBomtYRTEKyQwAqbZGrGh8SDEJIYQQQggxWciIDkIIIYQQQgghhBBCiCnLKeRRNZ1CshsA3R84aptARTnJPbuHPF1ExaJTiVRNO2q54Q8dlejgJurJdOVAA93woRh+UDS8zOGRG3xFcfJtnQCk25qHFIsQQgghhBCTiSQ6CCGEEEIIIYQQQgghpiTXsfFcB80wKHR1AaAH+kl0KCun0N1NLtE5LOc1AiGcfBYnnzscS2c92a58T6KD6euZ7sIXwsscPqdVXEymqRlFVUl3tAxLLEIIIYQQQkxEkugghBBCCCGEEEIIIYSYkpxCHgBVN8h3JwEw+kl08JeVAdC9d9+wnNcM9EyPkU129i7zEvVkshroGrrP6onLF8R9TaJDrq0NMxSVER2EEEIIIcSUJokOQgghhBBCCCGEEEKIKak30UHTKXT1JDpoAf9R25nRKJrPIrl377Cc1/CHAPpMX+F01pNNg+LT0AwTAMUMQjYJB2fMsIqLe/b3Bch0SKKDEEIIIYSYuiTRQQghhBBCCCGEEEIIMSUdmjpC1Q3yySSqbqDqxtEbKuAvK6V73/CM6GAEDiU6dPYu8xL1ZLodFENFN32HNgTPwStkgMOJDqqik5IRHYQQQgghxBQmiQ5CCCGEEEIIIYQQQogpyS0UgMOJDprPoPDq3bhtu4/a1l9aSnLP0cuPh+Hvmboi190JgFfI4KXbySSyeKqHbhxMdDAPTqOR7QJAs3wYoTA4Hul2SXQQQgghhBBTlyQ6CCGEEEIIIYQQQgghpiSncGhEB51CVwe6agNg178CjtNnW39pGenmFpx8/oTPa1gBUBTyyZ4EBjfRAECmoxsXB91nAaDoFqDg5pK9+1rFxXhZWxIdhBBCCCHElCaJDkIIIYQQQgghhBBCiCnpcKKDQa61Cc1Q0aqWQiGH07G3z7b+sjLwXFINDSd8XkVVMfzB3hEd3EQDnguZzi48z8U4OHWFoqpg+HtHdACw4nEKXd3kuxM4hRNPuhBCCCGEEGIikkQHIYQQQgghhBBCCCHElHRodAZV08l3tqH7LVR/DKwIXue+Ptv6S0oAheS+fUcf6DiYwTDZRAcAXqKBnGPhKS4Aumn1bqeYAdxs3xEd8h09iQ+ZjpZhiUUIIYQQQoiJRhIdhBBCCCGEEEIIIYQQU5KTzwKgGT4K3Wn0YLDn73AZbqIRHLt3W9U0sOJFdB9nooPT1YjTvBnP8wAwgxGyXe096zrryeZ8oPVsqx8c0QFAMfx4r5m6gkLPtBrpjtbjikUIIYQQQoiJThIdhBBCCCGEEEIIIYQQU1IhlwFAxcbOFtD9PYkOBEsAB7ersc/2VknpcSU6OJ37yL94B/lX/4R7cEoMMxAi09kGgJeoJ5vV8XoTHY4Y0cEIQC4FBxMkrJIS6MlzINPePORYhBBCCCGEmAwk0UEIIYQQQgghhBBCCDElObmeER2UXIJC3kEPhQFQzQCYQbzO+j7bB8rK6N63t3dUhkGf58BGFF8QxR/D3vN34OCIDok2vHwaL91OJu2i+HQAdN/hRAdMP+Di5VIAGMFgz4gPiiojOgghhBBCiClLEh2EEEIIIYQQQgghhBBTkp3tGdHBSbQAoAfCvevUYAlOogGOyGnwl5VRSKXIdXQM+hye5+I0b0GN1aKWzcNt24Wb68YMhskmOnDb9wCQTTroIR+qpqFp+uEDGIGe4+S6e/5WwCouRVN1Mh0tx1NsIYQQQgghJjxJdBBCCCGEEEIIIYQQQkxJdj6LqhsU2g8AoFm+3nVKqAScLF7qcDKBv6wUgOQQpq9wk81QyKDGatCiVT3LWnf0jOiQ7MBp2wWaQao9iRrwoZv+PvsrugWoeLnk4TiKi8GBTKeM6CCEEEIIIaYmSXQQQgghhBBCCCGEEEJMSXYui2b6KLQfHNHBf0SigxUF3eodcQHAjETRLIvufXsHfQ6vq7HneIEiMCyUYElPokMojOc4ZA5sQwmVkWpoQvXpPdNSHEFRFTAsyB5OdLCKi3GzedLtzcdVbiGEEEIIISY6SXQQQgghhBBCCCGEEEJMSXY2g2aY5BPtAOg+q3edoiio4TKc9j3gOgcX9kxfkdy9p7/D9ctNNqL4o6D2TEehRqtw2nZh+oMAZBq2ooTK6D7QBIZyVKIDgGIGcI8Y0cEqLYWCS3dTw5DLLIQQQgghxGQgiQ5CCCGEEEIIIYQQQogpyc73JDrYmQwAumX2Wa9Eq8DJ43YcnqoiWF5B184dgz6H19WIEoj3/q0W1YJroxcSAGQ7mnB85djpDI7nYFqBo46hGAG8bFfv3/6SEpm6QgghhBBCTGmS6CCEEEIIIYQQQgghhJiS7GwGVdOwsw6qpqHoep/1qhlE8cdxmjaD17MsUFVFtqODfGfn6x7fcx3c7lYUf1HvMsWKoFhRtO56AHJ5l3S2ZxQH285i9JfoYAYgn+odWcIIhVBVg0KmG9cuHE/RhRBCCCGEmNAk0eGgH/7wh9xwww2cdNJJnHnmmfzTP/0TO3fuHOuwhBBCCCGEEEIIIYQQI8TJZ9FUhULeQfP5UBTlqG3UeC1epgOvuxmAYFUVAIlB3Dv0Um3gOaiBoj7L1ZKZKG3bUDWVDCFSzW14QCGf6Z3Sog8zAHh4uVTP3wr4QlEAMom2wRdYCCGEEEKISUISHQ568cUXuemmm7jrrrv4+c9/jm3bvOtd7yKdTo91aEIIIYQQQgghhBBCiBFgZzOoKtgF0Cxfv9sogWIwQ9iNGwEwI2GMUJiuHa8/fYXX3dJzDH+sz3KtdC5qqBS/ZZLR46QamtBCPefvd+oKs2eZl032LrNixQCk21teNw4hhBBCCCEmG0l0OOinP/0p119/PXPmzGH+/Pl87Wtfo6GhgQ0bNox1aEIIIYQQQgghhBBCiBFg57KouNgF0AdKdFAUtHgdXtcBvEwCgHBdHW3r17/u8d3ulp7RGHSz7wpVxZh7IVZpDelEF4nd+/CV9ozQ0O+IDpoJqo6XS/QuCpZVApBqahhMUYUQQgghhJhU9NffZGpKJnuyo6PR6JD2cxxnJMIZFodiG88xDsZkKQdMnrKMZjk0TRu2Yx1PvJPlmo0UqZ9jm2r1Mxr9daLXqcQ/9iZ6GYYr/uHsr4dM1DodSRO9vY00qZ+BHVk3w91fR6u+5foOP6nTkTGc9Tqe+6u0n8MK2fTBRAcP1TRxXbf/DYNloO3AadyCNu00IrNmsfu+PxPtSuC6A9ej292MYkUHOK6CFY6RbG0is9PGKA5Bug3dtPrf3gjgZRJ4rtcTUmUVbPNo3bKe2jMvPo7Sjw/joT2OVX8dD2UfD6Qeekg9DL4Oxuoe8VS7RlOtvCBlHgkjcc9JiEMUz/O8sQ5ivHFdl/e///10dXVx5513Dmofx3FYs2bNyAYmhOCUU0454WNIfxVidEh/FWLiGI7+CtJnhRgN0l+FmDikv04M23/2OaJKkvTOHEowSuzUpQNua2WbsbIttJaejlPwaL37boouupDqOUGsXCtt8VOwjVCffarrHyLri5MKzQAg19IGKPhK4wC0bVlH25a1qBty+E+ZRne6gdpT+k9aCKb2o3gFOuInAeDaNk1/+z3haUuZdutHhqE2pi7pr0JMLHLPSYiJY7jeY4Xoj4zo0I/Pf/7zbNu2jf/7v/8b8r5LliwZt9lJjuOwbt26cR3jYEyWcsDkKctELcfxxDtRyzpapH6OTern+A1UZxO9TiX+sTfRyzCe4x+PMY218Xy9xgOpn4EdWTfDbbTqW67v8JM6HRnjuV6HM6bxXM7RtldT0PFw8y7hqiglJSUDb+xEcHa1UKGnUGsWYc+ZTfcLfyNcOgPVClDV/jzmGe/qmWYCIJ8ivzdDpKyOaFE1qQNNvPR/f8JzHWZd9QZqVp6Fnk7Qsn4VKi5WxMImPGAMrpbGa99NVVUViqIA0PKsjppOsnz58mGumdEzGdvjYMsyGct+PKQeekg9jE0dDOVcU+0aTbXygpR5qpRZTB6S6PAaX/jCF3jyySf59a9/TUVFxZD31zRt3L8QTIQYB2OylAMmT1kmWjlOJN6JVtbRJvVzbFI/Q/d6dTbR61TiH3sTvQzjMf7xGNN4IXVzbFI/AxuJehnt+pbrO/ykTkfGeKzXkYhpPJZztNnZNGpAwc7mMfwWqqoOvLFq4UWrcJo3o5XNpXzZPLZs3cqujQXmvul8nM0P4jVtRK85GQAn2QSAFioFVWXbHx/AFw0Tqq5k14OPU7pkPv5oEQCeqZDNJghE4wPHYIVwPAfFyaKYAQB0n59MR/OkuI6TqT0OtSyTqewnQuqhh9TD6NbB8Zxrql2jqVZekDILMVEc45P71OJ5Hl/4whd49NFHueOOO6itrR3rkIQQQgghhBBCCCGEECPIyWZQFQU7l0ezfK+7vVo8A1yXwrYnMbo2Ub64iqZXd7L6O78k48Wx97yI57kAuIkG0C0wA2Ra20ns2kPFacupPvNUNL/Frof/Sqi4DFDwVcfo7mghGCse+ORmz7QYXibRu8gXjpHPpSmkUidUD0IIIYQQQkw0kuhw0Oc//3n+/Oc/861vfYtgMEhLSwstLS1ks9mxDk0IIYQQQgghhBBCCDEC7HwWxev5tz6IRAdFN9Gql+EV0uCPYs5dwpwbrsR1HNb96WVyba24HXsBcLsaUIPFoCi0rN2AqutEp9WgGjoVJy+l6eX1dG7diZL1yPtzeK5LIDpwooOi+0DR8DKdvcsCJeWge7TKPPNCCCGEEGKKkUSHg+68806SySTveMc7OOecc3r/e+CBB8Y6NCGEEEIIIYQQQgghxDDzPA+nUAClZ3Zf3bIGtZ8aKMKYcRZaxWJcVcdfEmf2tZfhOR57N3Th7F+DV8jgduxHCZcC0PzqBiJ1NaiGAUB84VyCFWW8+tPfoOTAtnMoikogEh/wvIqigC/YJ9EhWFwBmsKBF547zloQQgghhBBiYtLHOoDxYsuWLWMdghBCCCGEEEIIIYQQYpQ4+RwAntKTfKBb5nEfy/BblJ+ylPpnV1G7YD0BzQQ8tPgM8t0pkvsOUHfhOb3bq6rKjEtX0rJuM8HacprrN1M2YwHq68yNrfrCuOmO3r/NUASAPU8+ykkf+RiKouDaNvsffxwzGqV8xYqeBAkhhBBCCCEmGUl0EEIIIYQQQgghhBBCTDl2LgOA5/XcItUGOaLDQEoWzqVx1RqadmeoC61DjU8Dw6Jj3auAR6S2qs/2RjBA1RknAxCtrh7UORRfCBIN4DqgapiBMACppnpa164lvmABf/vIR6h/8kkATv/855n9pjedULmEEEIIIYQYjyTRQQghhBBCCCGEEEIIMeUUMqmD/+oZRUGzfCd0PNUwKJozg6ad9cy47lq0cBkAbZu24S+JYwQDJ3R8AHwhwMPLJlECMUx/CBQFvSjMS1/9KmY0SvOqVSz70IdoXr2aV77xDeouuQQzGj3xcwshhBBCCDGOqGMdgBBCCCGEEEIIIYQQQoy2XFc7AJ6ro5kmqnrit0qLF84ln+yms74LVBXPcWjbuIVIXe2g9nddB9cuDLhe8YUABTfdE7uiqvgCEUpOXU7Xrl10bNzIkttvp2TZMmZdfz2FVIr9TzxxwuUSQgghhBBivJERHYQQQgghhBBCCCGEEFNOvq0eANdR0E9w2opD/CXF+EviNLzwEsUL59KxdSd2JkvR7Omvu28u0Uzb1mfBc4nPOROrqOqobRRVBzMA6XZgJgBmMIyr2Jz9jW+gmiaqpuF5LlrAT2zuXPY89BAz3/jGYSmfEEIIIYQQ44WM6CCEEEIIIYQQQgghhJhycu0NALg2aJY5LMdUFIWShXNp27CFVGMzB158BV80glVcdMz9XKdAx44X0XwBjECUjh0v4jp2/+fwhXFT7b1/+4IxUu1N6H4/qtYzDce2p+/lsf/+AE6ZQuPzz1NIpfo9lhBCCCGEEBOVJDoIIYQQQgghhBBCCCGmnHxnIwBO1kG3fMN23PiCuZiREOt/fifNa9dTdtISFEU55j7plt04+SzhqvkEK+bi2gXSLbv63Va1InjpDnBdAPyxErrbGvC8nr8zXW3sXvUI/mic9tbtuIpDy8svD1v5hBBCCCGEGA8k0UEIIYQQQgghhBBCCDHl5BKtqKqKnc6g+YYv0UHVNOouOAdFVYnNmk7xgjnH3N7zPFKN2/FFStBMP5pp4YuUkG7Z3f8OVhhw8TKdAPijJbh2gUxnKwD71z6DomrMXflmVFVDKffTvHr1sJVPCCGEEEKI8UASHYQQQgghhBBCCCGEEFNOvqsN3dQpdKfQA/5hPXaoqpy5N1zFjEsveN3RHPLJVuxsEquoqneZGS6lkOrAzh495YTiiwAqbqonscEfKwEg2VqP53kc2LSKWM1szECIaNVMlJhB06pVw1c4IYQQQgghxgFJdBBCCCGEEEIIIYQQQkw5+WQnumGS7+7G8FtjFkembS+q4UcPRHuXmaE4iqKS7ag/antFVcEfwUs2A2BYQXSfn+6WepLN+0h3NBGvmwdAqLSagpuhbcN67Gx2dAokhBBCCCHEKJBEByGEEEIIIYQQQgghxJTiuQ6FTDe66cPOZNHHKNHBdV0yrfvwRUr7jPygaDp6MEa2s7Hf/VR/DLe7BTxQFIVQcRVN29awb+3TGP4QkYppAIRLqvE8F9dw6Ni4cVTKJIQQQgghxGiQRAchhBBCCCGEEEIIIcSU4qXbKeRtVN0EQPcP79QVg5VLNOI6eXzR8qPWGcEi8slWXNc5ap3ij4KdxcslASiZuZiuxt3se+VJSmYuRlU1AAJFZai6ASGd1ldfHdnCCCGEEEIIMYok0UEIIYQQQgghhBBCCDGleMlm8gXniESHsRnRIdOyB90XQreCR60zAzE816bQ3X7UOsVfBKi4nQ0ARKtn4o+VEq2cQfm8kw9vp6oEi8rR40Fa164dsXIIIYQQQggx2vSxDkAIIYQQQgghhBBCCCFGk5tsolBw0C0DGJtEB7eQI9tRT6BsRr/rNSuEopnkEk34IqV91imqhhKM4yb2o1XMQ1U1Fl9+a7/H8ReVku1op3XNmuEughBCCCGEEGNGRnQQQgghhBBCCCGEEEJMKW5XIwXbA08BwBiDRId0yx6AfqetAFAUBTMQJd/V0u96NViC192Cl8/0LPDAqV9Hfs0fKGx7Cuw8AIFYGQU7TbqlmXRj4/AXRAghhBBCiDEgiQ5CCCGEEEIIIYQQQogpxe1qpFBwwPFQDQPVMEb3/K5Dd+M2zEhp7/QZ/dGDUfLdbbiuc9Q6JVIOqobbvPlgksManMb1qKFyvO4WnP1rAAgUlQHg+ZDpK4QQQgghxKQhiQ5CCCGEEEIIIYQQQogpxe06QKFQANvF8PtH/fzp5p04+TT+kmnH3M4IxPA8l0Ky7ah1iqqjxmpwmrZi73gap2kTWulctPJ5aMUzcNp24mWT+KMlKKqKURqhRaavEEIIIYQQk4QkOgghhBBCCCGEEEIIIaYMzymQa2/Ecz28gos+ytNWFFIddO19FStWhe4LHHNbzRdE0UxyXc39rlfjM1CjVbiZTrSyeahFtQAo0WrQdNzWHaiahj9aglYUoOXll4e9PEIIIYQQQowFfawDEEIIIYQQQgghhBBCiNHidbeQzRUAcNK5UUt08FyPdMtOEnvXovkCBCtmvu4+iqJgBqMDJjooqtozgkM/y9VQOU77HrTq5fhjpaTzjXSs2UShuxsjFBqGEgkhhBBCCDF2ZEQHIYQQQgghhBBCCCHElOF2NZLN9iQ62N0ZjFBwxM9p59O0bnyczl0vYYZKiNYtQ1Ffm57QPz0QI59sx3XsIZ1TiZRDIY2XaiEQKyWbTeA6Ds0vvXQ8RRBCCCGEEGJckUQHIYQQQgghhBBCCCHElOEmGjg4oAP5zm7M0OHpI7IdDbRu/Cutm58h29k4LOdz8lla1z+BncsQnX4S4er5KNrgB9o1gkWAS36AUR0GolhR0Hy4nfUEisrwHBuzLEbT3/8+xBIIIYQQQggx/kiigxBCCCGEEEIIIYQQYspwEw1kXQPN9OFkc5gHR3TIdTXTtuU5HLuAk0vTtvlp2rc+j51PH/e5PNejY9tzeK5DbNpyjEB0yMfQTD+qYZFNDDHRQVFQQ8U4nfsJFJUB4J9Wwf6//hXP8/psm21v56WvfY2///u/k25qGnKMQgghhBBCjLbBpw4LIYQQQgghhBBCCCHEBOclGsjbKobPokAaIxTEcz06d76EHogQnbYMgHxXC6nG7TS/8iD+kjr88RrMcAmqbuB5Hq6dx3OdY54r1bSNXLKV6PTlqKbvuOJVFAUjWEQucQBYPrR9g6WQaEBz8ljhIvTiIO2rNtOxcSPxRYsAyLa18chNN5Hr6EDRNBqefprL77kHq6jouOIVQgghhBBiNEiigxBCCCGEEEIIIYQQYkrwPBe36wDZvIuu+ygARihAtn0/djZJbMYpKIoCgC9ahhGKk22vJ5toJN2yCwBF1fBcF+gZFaG1NU6kdglWtLzPuQrZFF371mPFqzECsROK2wzFSXYeoJDtxrBCg95PCRQBGm6inkBROdl8EjMaZeef/kR80SJc2+bZj3+cfFcXp332s6iGwQv/9m+s+fa3OeOLXzyhmIUQQgghhBhJMnWFEEIIIYQQQgghhBBiSvBS7eDkyWTyqIoGgBEMkmregR6IofvDfbZXNZ1A6TSKZp1ObNbphKsXEiidQbBiDqHqhajROjzHoW3T03TVb+qdEsJzXRI7XkTRdIKlM044bjMYR1E0su31Q9pPUTWUYBFuop5gvJxk816qVp7Ptt/9jo7Nm3n561+n+cUXWfTe9+IvK8NXVMTMN76RnffcQ3LPnhOOWwghhBBCiJEiiQ5CCCGEEEIIIYQQQogpwU30JApk02kUT8Hw+3HtHLmuFqxYxYD7KYqC7gvgi5bhL67BH6/CDJeiBuJE6pYTKK0juW8dHdv+Tj7VQcfOVeSSrYSr56NoJz6orqJpGMEisu37h7yvGirB624lGCvBtQvET1mCv7SUB2+4ga133sncm24ivnBh7/ZV552HEQqx5de/PuG4hRBCCCGEGCkydYUQQgghhBBCCCGEEGJKcDv24Wk+utvbCPniGOEgmbZ9KIqKL1xyfAdVIFA6A80M0t24lUz7XhRFJVy94ISnrDiSL1pKsn7T0KevCJYBW7DUPKqmk2jcyan/9m+0rF5NqLaWyIy+I05opkn1BRew4557WPahD2EEg8NWBiGEEEIIIYaLjOggRoxr2xSyGVzHxrPzr7u95zq4TqF3iL/hYueyOIXD53cLBexMBgAnn8fOZof1fOOJnU3h5DNjHYYYItcpUMgkcZ3C627r2Xk8u4DrOAf7m4Pr2LiOfVzt2ynksXMj2yfsXA4nlxvRcwghjo/nusP6XnzoNcV1HHLJLgoHX1/sbBYnn8dzHbxCrvd8Tj6LnU0Oy7mFGCrPKfR+ZvU8r+d91bb73fa1ny8H4joO+a4unELPe7pn55lWVTZ8Qffj0GdqISYrO9uNUxi5z6t2Poedz/W8P7nO627vujauPTn73Kh8N8hkcAvDV3+HPmMIcSxu5z7yWgQnn8PpzuGLRsm278MMxU945AVftIz47DOJTltO0dwz8UUH977v5DPkEgfItO8j392G57r9bmeGS1A0nUzL7iHFpegGir8IOvcTLKmibe8WjECAqvPO601ycB2bjv3byCTaAKg+7zycXI49998/pHOJobEzSRbPnTn8x80N/FlWCHF8bNvGTnWyeP7csQ5FCCHEQTKiw2v85je/4ac//SktLS3Mnz+fz372syxdunSsw5pQct1ddB3YS7Z1H/GyErQDqyGXQqs9Ga16KWqwb3a8U8hSSHeQ3LsaO5ciUDKLQPlcDH/0hOJItTZyYP2L7HrmAQwryNLr34vdkWTrb39L1TnnYJWUsPOee8h3dTHt8supOPNMgpWVJ3TO8SLX0UBy31o6N/4VRTcpWX4lVulMfNHysQ5NHIOTz5BPNNG69n6yzTvxxWspOflqjEj5UU9quOkO3LZd2NufAkXBq1mBG6mikOnEyxfItmbYftcfKXR3M+2KK3rad8XAQ3BmEu107t3O5ofuxM5mmHn+VVQsOpVg8cD7DFW6uZm2tWvZcffdKJrGnLe9jaL58/GXlg7bOYQQx8cpZLEznXTtfRk724W/eDrB8vno/iiKogz5eJnONjr3bqdp4yvUnXQ+u//8F5L79jH/He8g3djI7r/8BdU0mXPDtURKLYyyKnLdHbS+8mecXIrY3HMIzzgNK149AqUVoi83k8Dr3Edh6xPgi1CoOZvdq57hwKsvECypZP4VNxIur8EMhHo+X776AruefQjDH2L+FTcSq5mJFSnqc0w7lyNVX8+ue++lbdMmTv3kh1GUdE8bz2fw5p5DeOapWEXD18adfIZCup2uvS/j5lMESufgL5t9wp+phRgvsu37SWx/ga4dL6BZYUpPvgazqAZfZHg+S6bbm+k6sIdwyI/StBYl2YAarUafsxI1WIKim322d/Jp8t2tdO19Cc/OE6xYgL94Oro/MizxjKVMoo2OPdvY8tDvsHNZZl9wDWULTiZYPHzfJ1MHDnDg2WfZ+/DDmNEo897+diIzZ+KLxY7reOmmJppXr2bXn/+MZlk93zXmzsUqLh62mMXk4XbsI1XouSWab08SmVNOvruRcPWCYTl+zxQTsUFt63ke+e427FQHiqajaAZ2uh0704UVr0HVjL7HVjV8kXJSzTsIVS9AVbVBx6VGynGaNhGOV9K8YwOuY6MeTOyw8zlevvs7tO/dgqJqLLvmvVTMO4WSpUvZ9vvfM/stbxn0ecTgZNv2k27cQvv6R0FRKF5yGf6yWVjFNSd03O6WBvavfpp9q/6KL1LE/MtvJFo1HV9YPhMKcbwKuTROspX2jU+Q2r8OI1xKycnXoFlF+Isnx+8JQggxUUmiwxEeeOABvvrVr/L5z3+eZcuWcccdd/Cud72Lhx56iGL5cjwo+VQ3Wx6+CyfdyZw55fDCXRx6BsZp3ICyPoZ1yadQwz0Z7W4hR3LfGjq2Pdl7jGzbbjp3PU/l6TdjBuPHFUeq5QAPf/49JA/sBWDJte9i669+w87f383if/xHmletYue99/Zu3/jccwSrq7n4F78gWFV1XOccL3IdDez4/afJtu7uXZbY+jei886j5uLbJdlhnHJdl1TDJnb87hN4B5/CTO5+idZX7mPm9Z8jMvN0VMPXs226g9wz38dt3d67vz7tDDp3P4Pmq2DXH59mxx/u7l3X+NxzBGtquPjnP++3fWcT7ay+41vsfOq+3mUNa54jUj2dN/z7jwiWnHiyQ7qpiWc++EHa1q3rXVb/5JNUnnsuZ3zxi5LsIMQYcu08qQObaNv0cO+ybNtuEjufp3LFzZihofXPTKKdVb/4Jp17tnLqmz/CI2+9EbdQ4LzvfpfVX/4yiW3beretf+IJLvvDr2lb9Ufa1vyld3ly12rMaAWzb/wmVvzEbvQJcSxuJkF+1a9x9q0GK0Ju4dt5+NO3kU8dHllk+xP3cMb7Pkv1SWfzyH+8m2TT4Xmx9zz/CHMvfQsnve32PskOHRs38sS7342TzXLxHT+kc9N9tL36YO/65K5VmLEqZr/tP4eljTuFLF17X6Jzx996l2XadqPtfI7KFTdjBIqOsbcQ41+2bR/b/u8jFJItvcs6N/2VstPfTNmKt2Ie71DzB6Xamll9xzc55crr4Lkf4bk2HuA2bsTe+ji+lR9Eq1iEcvAHRSefpmPb0yT3r+k9RqZtF7o/RuVpN6JP4ASjTGcbL/7sa+x+9vDngoY1zxKrm8PFn/nesHw36K6v57FbbyV94EDvsr0PPsj8W29l0fvehy86tPpLNTby5PveR2L74e9H+x97jGmXX84pn/qUJDuIPjw7j9fVSHe+596I3Z1F1W0cW8UIjW5b8TyPfFcjdqYbPRBF84VAARyHfHcL2Y79WEV1qFrfZAZ/cQ3ZjgbSTTsIVQ7+qWIlXAGt24mY0JDP0LZ7I6WzluJ5Hpsf/jmd9TuYc+41tO7ezKt/+SmRslqqzjuPV7/zHdo3bSK+YHgSQQRk2+vZfd9XSDds7F3Wtf15QtNOou6yjx53skOycR8P/tttZDoOv1/ueuYBlr75fSy8+h34ghM/GU+IsVDoqGfbbz6Mk+vuXda+7iFq3vAvKMrZWHG53y6EEGNFpq44ws9//nPe8pa3cMMNNzB79mw+//nPY1kWd9999+vvLADIdLSw9q7vM3PFeSg7njhqvZfpJL/2HrxCz7D1dr67T5LDIW4+TfuWJ3DsoQ9v79gFNj34294kB820KJm2mJ2/vxs9EKBo/vw+SQ6HpOrr2fiLX0zoYS5dp0Drqw/2SXI4JLHlaXJte0Y/KDEo+UQje+77am+SQy/PYc/9Xyd/xE1dp2FdnyQHJVJBHsh1NePlA32SHA5J7d/P5jvu6Ld9Jxp290lyOKSrfjfbHv8jrnPiQx3WP/lknySHQw488wxtGzac8PGFEMfPyado2/TIUctdO0frhkeGPAVSYv9Odj1zP0uvfQ9//8y/4RYKlK9YQcuaNX2SHADMoiKMgNonyeGQfKKRpr//DiefHlqBhBgCr3N/T5ID4NWdwwu/+l6fJIdD/v7jr5Bub+6T5HDI1ofvoru5vvfv7vp6Xvi3f8PJZrFKSrBKQn2SHA7JdzbQ/OIfhmUIfifX3SfJoXd5PkXH1qdwBzGNnBDjlZ3t5sAzd/RJcjik+cXfY6faT/gc+1b9lZkrzkXdeDe4r/ns67nknv0hXqbzcEyZzj5JDkcuT+xZheu8/pQX41Xnvh19khx6l+/dxs6n/3LCZbOzWTb86Ed9khwO2XzHHf0uPxbXcdj1pz/1SXI4ZM+DD5LYseO4YxWTk9uxF/BIpfKY/iCKB66XxAjFekc3GJU4HIdsRz12thsjFEezDiY5AGhaT7Kx65LvauS1s8ppph8rVknX/vUUsj0/unmeR6ajgdYNT9Cw6h5a1j9Orqvv66aiqmjRGsx0I1a4iIYNL+Bmu2h69Pvs37iayuIggdb1TF+yAsMKsOGRX1O8dCm+oiK2//73o1ArU0fXrlV9khwO6d7zCqmGTcd1zEI2zct3frdPksMhr/7+h2Taj14uhHh92fYD7Hv4v/okORyy/9Hv4bmTd1psIYSYCGREh4Py+TwbNmzgfe97X+8yVVU566yzeOWVVwZ9HGcc39A4FNtIxli/9jmKZy1C6zj6JkNvHHtX4S2/AVfVyfTzg/whmZYduPkMKH2b6euVI5NoZ/sT9/T+XTZ/OU1/ex6A0pNP5sBzzw14zl333MPCf/gHrFF6uny4r0mhq4WO9Y8OuL51zQMEa5fDEIY2HIzRaFuHaNrwxX488Y5UWZ1Mot+btwBOths71Y4TrYR8Cntb3yQiteYkOpu3YxXVsPeBxwY8x85772X+O9/Zt317Hlsf+cOA+2x77I/MufgGrNjgnpLrr37ynZ1s++1vB9xn629+Q9lpp6FZ1qDOMZGNZl8ZD0ajv070Oh0P8ec6GwBvgHX7cAoZ0Mx+1782fs9z2fpIz01QK1REprkZgOrzz2fL//3fUfvPectb6Nj01wFj69jwGOVnvA0036DLM1Tj4RqciOGKfzj76yHjvk5du2e6ioPsUDUtW9b0u6nnOrRuW0+wtIpUS8NR63c8eR9FM3qecswnEiR37wZg9lveQsemxwcMoWPDY5SteAtETuwJoHTLwD/kpZq3UJRfiacM/zUebhO9P46kI+tmuPvraNX38V5fO91J5+YnB1zfsekpfKWzjjuuXLKTrY/cxfnv/Rje7gGSJvJpvEwCx4oBkKxfP+DxuuvXEZl2Op4ZPO6YBmu4+4znOGx5+K4B12999G5mrrwGK3r8T73nOjrYfd/RSdaH7HnoISJz5gz6eNm2tmP+ALvtd7+jePlylCH0m+Gs1/HcX6fqa67dsh1Uja6OBLpu4ZDELSQwS+fguv1/Jj4m7/D/B7u/W8iQ72oEz8MIlaDqvqM/jqsaWiCG3d1OIdWO/prRmfxlM8inO2jd8FcCZTPIJ5rJd7ei+6NY8RoK3e20bnyK2OzT8R85elSsFiXZTDyQo2HzKooKDezY20QoGqds6Urc5k24u56hZtEKdvz9YVp3b6TynHPY9ec/s+Rf/gUzHB56HQ3CeGiPo9Vf851NtK89Ogn2kLa19xOsXYYRHtprbS7ZyZ7nB74ntG/Vk4Srpg/pmKNpPLSB8UDqYfB1MFr3iF07Q6r+6MQkADyHVMMmzKLJOxLlVGyTUubhNxL3nIQ4RBIdDuro6MBxnKOmqCguLmbnzp2DPs66fp5YHm9GKsZAIEA+m+nJgHeP8YLoOaTSKfbva6HMONaIDR7pdJrtm/q/cTtQOariEVz78FPxqqbjFHr+VjQNt1Dodz8At1Cgu7ubzfX1A24zEobrmsytLT56RIAjeE6ettZW9jUM7SmZwRqN9n/KKacM27FOJN7hLuu88mP/iOc6NmvWrKGmLEb4tf1L0cBzUBQVJzfwE5tOPk93MtmnfRfFYjj5gfuhU8iTSCTYvPvoJ1iP5cj6KQuFjt3v8nka6utpSx79BO1kNRHeK4bDaPbXiV6nYxW/z+ejKnTs0ZOymTTbNu865jaH4i+KRXtfUzzH7V0/0Puvqut4TmrA43qOjeM4bFiz5pjnHw5TvQ0NZ389ZLzXaWk8RtkRT257rnuMrXtGDXvt0NGHFLJpdu3aRSKRYJpxeC7tnjZ+jPdAJ49j2yfUxoPBICXqMfqxd+zP1OPReG87Y2ndunXD3l9Hu76Her4F00rxjvH90rVz1NfX09JyfE+qlkVDOHYBvGO/BuRzGTauWUM0GiVyrO9crkN3MsnOfdsG3Ga4Ddc1LIpFcQvH+D5RyNPZ0Unjrn3HfY7aaBTXHnjEuEI6zY4dO0gO8rtBZTh8zO8aTi7H3j176OjqGnKsw1GvE6G/TrXX3Kr6lzH1KM27XoK8ix7woaiQ9QxyicRxH7eraxD7ejaak0J18niqhq0FyWcLwMBtWNNMCt1tpPMOKEafdUpsBm5XPd0HtqLoFmp8Bp4ZoaAoeNEICvvo3P4i3ZVZFH+sdz/VX0M0Dh2JBBu370f3+SmevoS2rjSKr5pIbjtGch9GpJT1j/wfFae/CSeX42/f+x7xyy47zhoanLFsj6PVXxdOr3ide3cFPMdhzRA/H9YUR/COMSJnPptm27ZtpFIDf/8aD6baa9JApB5evw5G657TgupjT/niFXJ0dnay+2Cy+2Q1FduklHn4jMQ9JyEOkUSHYbZkyZJxm53kOA7r1q0b0Rg7LYUNf/wxbtF70Dh66goAtWIRVrSYucU12KlWunY83e92vmgVwXCM5cv7PuH2euVw8jnqVlzMjif/BEDLtleZfdOn2fn7P9D26quc8slPsvOee47aD6Dm4ospqqykZMaMoRT7uA33NXELOaJzzqb1lT/3u75o0cVEy8opLhveecNGo22NhOOJd6TKWkgcQLPCONmjb+gpuokZLmV5bRXg4XSdQWHN4VEY3MaNBGedT+f+NdReesGA7bv2kksoqqqiZObMPsuNC69lzwv9jwQy7cw3UFpVR/k0o9/1r9Vf/XiOQ+cVV7Due9/rd5+Zb3wjtbNmUTuoM0xsE7WvjAcDvuZP8DodD/E7mQ4SW/pfZ4RK8YdiLF9e2f++/cSvX3gde198AscrYEQiFLq6aF69mqrzzmPHa5643P2Xv3Ded/6DtrX393v86OyzMPxRli+vPv4Cvo7xcA1OxHiOfzzG9FquejZOw6sA6IUEsdpZdO7rPyGgdM4SXvnNd/pdN2vl1ZQd/PyYrq/HX1pKpqWF3X/5C+d8+9O0v/pQv/tF55yNGYydcBsvdEdJ7up/1DKrqI5gpOioz9Tj0Xhuz2PtyLoZbqNV38d7fZ1MgvCM00juerHf9bF55xKorqa6+vj6kec6zDj7cjLpLGEzCPl+fgDSDMxIGcsr4gDkOg1SDf3fBAyUzSNcVMLy4orjimcoRqLPaBdey77VT/a7bvrZl1JWU0fF9MF9N+iPnU5Tff757H+i//sF0y+/nPiswY/Q4RYK1F16KVt/85t+18964xupnDmTaUOIcTy/Fg1nTOO5nCMpu/dOCpFKcol2/HYIPaJjBIsIFw1uFMOjeD1JDpFI9PDUE6/dxLWxU63YmW4UTUMLFqEZgQG377tzkHyqFdNJYsXreh50OFL8GCOSRiN07VuP27KJksUXoZmBI1ZWMbf2JNKdbfgjRejm4YcvvICJemAtM+YtZOuqp4j68rgrVtD12GOc/5GPoJn9j/Z2IiZjexywLI5DdP55ZFr6f7AutuACzFgZy5eXDel8hXQ3lUvP4MCrL/S7ftrpF1A0Y/Aj5oy2ydgGjofUw9jUwbHOVehsxCquI9u2t9/1odrFmLEYy5cvH8EIx85UbJNS5qlRZjF5SKLDQUVFRWiaRltbW5/lbW1tlJQM/suOpmnj/oVgJGMMFpdTe9qFNO7cTnX5Ymh6zZCemol5ytvQfKGev60wwcpFpA5s6LOZomoUL3wDui/AQAYqh+YPsPRN72Hf6r+S7+4i391FJtNO2RkraH7h7+S7uig7/XSaX+x7o8wIhVh6++2YwZEfYvSomIfpmmhagLLT30znlqex05191vkr5hKsWjCi7XMitP8jnUi8w11WJVJGzSUfYM99XzlqXdX570ELxnvPp0w/A3vbX/FSPa9XXttO/EuupUs38cWt/tt3OMySf/qnftt38Yz5lM5dRsvWtX2W+8IxFl97K8ZxTCnRp340jZnXXceOu+8m3djYZ7vIrFlUnHHGhGo3w2Gi9ZXx4PXqbKLX6ZjG7wsRrjuZ5N6X+y5XVEoWXophhV73EEfGXzJrESVzlrDhgV9wyic/wQuf/gz7n3iClT/4AfVPPEH2iM9ayT17QAkRmnYS3Xv6ThWm+oJUnnsbZjB64mUcBGlDw288xvRaSukc1KI63I69aHueZsUt/8IjX/voUU/DLbjyJoLF5ehWgEK6b1JixZLTiVbP7C1rsKaGUz7zGf724Q/TtXMneEFCtcvo3tf3fVbzhag851aMwLGfEBoUf5RAxXzSjZv7lk/ViS+4GN30n/g5RtFEaDtjZSTqZbTre6jn00Jxqi98L1t/uQ63kOmzLjJrBWa04sTi1zRmX3Atq3/5LU699GqUV4+ecs08+W2ogVjv9AdmqBgrXke2ve8Nb1X3UTT7bHRj5KZc6s9wXsPSOUsonrWQth19h2i2InEWXHEThu/EppvTwmGWffjDNL7wAnY63Wdd5bnnEq6rG1r70DTm33ILex58kFx736lH4osXEz+Bm7Xj8bVoJGIaj+UcKW6qDdJtJOhJRMo1d+GrMvFFy1DVwWQd9HPMQ9NVKBx1DM8DJ5sgn2wGRUUPxtDM4OASHA5RFMxAnHx3M7nEAaxYDcqgY9WI1Cygc9crtG99ntKFK1H1I0aeMn1Ey6qO3i1cgpcsx9+9n1j1LLY9fQ8nX3U7qz73efb8+c/Meetbh1CAoZlM7XHAsmga8UUX0/7qQ+QTfe+R+OI1RGcd3z0SLRzltNv+lfs/eRNOPttn3bQzLiZUWj0h6nYytYETIfUwunVwrHNpxdXUvOGDbP/dx48axbrk5GtBC0yJazUV26SUWYiJQRIdDjJNk0WLFvH8889z8cUXA+C6Ls8//zw333zzGEc3cViRIk677aMcWL+KpL+GUOl81P0vQC6FWrUYc+EVKKHD2eaaGaB43oUESmeR2PV3nHwaK15HbOaZGIHYcccRrqjlqq/fycb7f8O+F59g21P3cta/fo6OdZvYftddLHrPe6hZuZIdd99NIZWiauVKFtx6K6GaiT+fllVcy9x3fJeWl+4hsfVZFN2keOllFC28EF+s/ydyxdhTdZPIzNOZc/P/0Pi3X5Jt3YOvqIrys27GXz4LwzqcoKAGi7Eu+ST29mewdz0HikKhZRelS64jeWATp3z6gzS/+CrbfvcH7FSK6pUrmX+M9h2Il3H+v36LvS88xuaHfouTyzLtjIuZf8XbCZUNz1PUwaoqLv7Vr9jx+9+z+y9/QdF1Zt1wA9OvuopAxcg/7SaEGJhmWMRmno0/Po3Onc/j5FJYsWpis85CD8SHfLxAvJQLPv5f7H7+UZKpZi76xc9Z/8Mfse773+ecb3+bfY8/zr5HH0UzTWZffw2anaHusg/RtXM1ra/ch5NLEZl5GmUr3oovPnIjOQgBoAaK8K38EPaev2Nve5JwaitXffnnvPrnX9GyeS3+omKW3PAeyuefjC8c5apv3MnG+37NvlV/xfAHWXDlTdSeej6BI54CVVWV8tNO45Jf/5r1//u/PPPRz3DhD/+b7v2v0LbmPpxcmsisFZSd/uZha+OaGaB4/sUES2eT2P0iTj6Dv3g60RlnnNBnaiHGC6u4jnm3/YCmF35LcvdLaFaI0pOvIzJ7Bb7oiY9WEiqr4tRbPkrHjnUUrfhH1N1PQdcBlHA55pJrUYrqULTDPw7qvhClS64h3bKNrj2rcZ08gdI5RKefhn7E8PATUSBexgWf+A57nn+ELQ/fhVPIMf3MNzDvsrcSLh+e16zwtGlc9oc/sPnnP6fhmWcwQiHm3XIL1eedh/Wa6UQHI1RTw6V33snWO+9k78MPo/l8zHnrW6m79FICZUN7IlpMbs6B9YBCe3sKzTDx7Ay+iIkvfIxREY6T69gUks3Y2RSaL4Duj4KqHt/BNA0jWEyhu4Vsoh4rWoUyyGOpukmkdhGJPWto3/o34nPP6ZPsMOApy2Zj73qBqvIKNh3YTdPeNVSccQavfve7TLv8cszIMCRqTmFWvIbZN36TtjX307Hpr6CoxBddTHzJpVgn8PkwWj2Dq7/5O9bf+3Ma1jyPLxxh0TW3UbX8TKxo0TCWQIipxSyaxrxbv0/js78i3bAZI1xM2elvIVC5ACsu99uFEGIsSaLDEd75znfyiU98gsWLF7N06VLuuOMOMpkM119//ViHNqH4YyXMPOdysl0deJ6HOfssFEVBMQMo+tHD22m+IKHKhfiLp+N5LqrmG9SXrmNRFIVwRS2n3vIRllz/LhRFxR8rpmT+YmovugjPcTDOP5/pV12F57qYkQiab3SfuhlJVnEtVRe8l7LT3wQoGJFy1OP9Qi1GjRGMYQRjWNf+G24+jWL4MUP9/8ioBkswllyDPvcCQMFGw85kiE4/DVWF8LS51F16BXgeZjT6ukNLBuNlzL/8RqafdSme5+ILxdCME+uHrxWqqmLJ7bcz9+1vB0XBiscHfXNGCDGydF8QvXweVlHtwfdiE7Wf9+zBCsTLWHDF28km2vHwOPub36TQ3Y1qGiz70IdY+A//0PN0WtiP4hRQDIuy024gOvcccB20QOyYozoJMZzUQBHG/DegTz8T8AiYIc6+/QsU0ilU3cCKxHq3jVTUcdptH2Ppm97T+/myP75YjNLlyznzK1+hkEqh6D7KT38Tsblnk8/l8EdL0a3hHUVM94UIVS3GXzITz3VRDR+qNrzv5UKMFVU38ZdOp+YNH8BOJ1BUbVgSHI4UKqsiUFxGNtmJXjYLXdPAMFHN/vuqboWI1J5EsGwunuehmhaqOjlusQSLy1hw5U3MOOcyPM/DF46hneB39COpmkZk2jRO/uQnWXL77SiahhUfenLlkUI1NSz70IdYcNttPd81iotRlON7Ql9MXk7DepRoJQfWrMfQLBwzR6C8sne0luHguS52NkEh1Q4eGKE46jCMrKToJkaohEJ3K5m2PZjhUjRfcFDtvOf1ajFd+9bTsu5RwrWL8UXKUFQNz+t5OlnVzD7fzxXdQiuZBS1bKZ+xgF0vPMgp13+Illde4ZVvfpMVX/jCCZdpqrPiNZSddQvxpT33bvRIKYbvxNqKqutEq2ew4t2fJp9KomoaVvTEXl+FEGDFSiBWQvUlH8TLZ0DVMWPl8uS7EEKMA5PjW/gwueKKK2hvb+c73/kOLS0tLFiwgJ/85CdDmrpCHGZFhpYp3HeuwOGhGSaBor6Z+UfeQNEnUXLDa2mGhRbrZwhCMe4ZwSIIvn7/UVQN5eATYyZg+vsOL6+XDK1PKYoy4A82w0XVdfylw/+0jBBieAzne/FrX1OsWKz33/oArwPD/aOVEIOlKCqK//A0KYamY1j994f+Pl8OxIrH+372DJexfscalpfUnljAxzASn6mFGC90XxDdN3JTDaqaTiA2tO//2gjGM5Z63sdH9l6IblnoxzFN3kA0w5DvGmJAnp3DObAeu3ghLbv+gtYJgbiOv/j435Ndx8EtZNCcNIVkHtfJ49kZPJeDozhEQB3GKS91H2a4gkK6nVznARRNRdF9qKoGKKCoKKqGqpuohh9VO3zb1wjEiE4/mVTjdjq2v3D0sRUVIxgnUFKLv2Q6qm6gxGpQulsozaXoDITZ/PRdzHrLm9n6y19RvmIF06+8ctjKNlUZlh/VqGLNmjUsXz58o9npPgv9BKcaEkIczYqW4jjOwT4r9y+EEGI8kESH17j55ptlqgohhBBCCCGEEEIIISYJe+8qsLPUN6fB8/CSDtGF09HMof0Y7LkedrYLO5vEzWcAUAHH01E0A82Kopn+YU1w6EPTMEKleE4et5DpSbaw8z2xeS64Lp7r9sRlmGi+EKreM8qTqumEKufh5NM4uRTggaqjqhquk6fQ3Unn7jUk9m0gVDmXUMUctMrFeHtWUVseY8eufbTHd1B+1lm88JnPYEYiVJ177siUUwghhBBCiEGQRAchhBBCCCGEEEIIIcSk5Hku9pbHIDadjfc+gpIFf8wkOn3eIPf3cAtZ7EwSJ9eF53qopokeLELVTVLpLKFQCEZrthSlZyoLTTfpN53CcXCcHG4+i53u7E18GIirgGr4sOKVBEqnkU000V2/kdSBrQSr5hGsXEjgwHpqKkvYu+nvVMw/naJFC3nq9ts5+eMfZ+5NN8lUMUIIIYQQYkxIooMQQgghhBBCCCGEEGJSsrc+gdu+h00tEVLtLWhdLpUXntpnaodDPNfFtQs9IyY4edxCDtfO4Dkuiqai+UJoZhAOzcvujXJhBkPT0LRAz3RWHuA6eJ5Dzx8qiqL2JmV4rnOwnHnsdDueC6qmESifSSHVSff+DXTXb8RfVE0w4FFXXsS+ravxh4uInbGY1V/9Knseeoil//zPlK9YIQkPQgghhBBiVEmiwzDxvJ5vNo7jjHEkAzsU23iOcTAmSzlg8pRltMuhquoJfXk+kf46Wa7ZSJH6ObapWD8j3V8nep1K/GNvopdhOOM/0f4Kh/ssTNw6HUkTvb2NNKmfgb22boazv45Wfcv1HX5SpyNjuOt1vPbXyd5+PM/DTbfTvepP1D9xDzt3dtCZ60ZNQc0ZizFCYexsN55r49o9SQ2encc7oj4UVUXRdDQzgKpbKJrv8KgNXu+Jjvj/OP2RX9VQ+h/7AUXT0DQTzQQ8D8fO4dlZ3EIOzfChRsuwcykynQ2kHRtQKCvykUh20pxvQ1to0tqxgcc+8m5MK0h8zhyiM2YRqKjGDMcwQiH0QAgjGMIIhTCCQfRAAM3nQ9H1njpWlHHTHseiv46Xso81qYceUg9Dq4OxuEc81a7RVCsvSJlHynC8xwrRH8U78m6kOG75fJ5169aNdRhCTAnLly9H045/vkvpr0KMHumvQkwcJ9pfQfqsEKNF+qsQE8do9lcj10ywYzVNTz7K7gfacMoU3Lh6QueedBy5DTpstBH4scL20He4KK9zmaovWULd5csHfdh0YCbZwKzX3U7eX4WYWOSekxATx3C8xwrRH0l0GCau62LbtmQlCTEKTrSfSX8VYvRIfxVi4hiOfiZ9VojRIf1ViIlD+qsQE4f0VyEmFrnnJMTEIf1MjBRJdBBCCCGEEEIIIYQQQgghhBBCCCHEhCHj1wkhhBBCCCGEEEIIIYQQQgghhBBiwpBEByGEEEIIIYQQQgghhBBCCCGEEEJMGJLoIIQQQgghhBBCCCGEEEIIIYQQQogJQxIdhBBCCCGEEEIIIYQQQgghhBBCCDFhSKKDEEIIIYQQQgghhBBCCCGEEEIIISYMSXQQQgghhBBCCCGEEEIIIYQQQgghxIQhiQ5CCCGEEEIIIYQQQgghhBBCCCGEmDAk0UEIIYQQQgghhBBCCCGEEEIIIYQQE4YkOgghhBBCCCGEEEIIIYQQQgghhBBiwpBEByGEEEIIIYQQQgghhBBCCCGEEEJMGJLoIIQQQgghhBBCCCGEEEIIIYQQQogJQxIdhonneTiOg+d5Yx2KEOJ1SH8VYuKQ/irExCJ9VoiJQ/qrEBOH9FchJg7pr0JMHNJfhRBi4pNEh2Hiui5r1qzBdd2xDmVAruvy6quvjusYB2OylAMmT1kmWjlOpL9OtLKONqmfY5P6GbrX668TvU4l/rE30csw3uI/1GfHU0zjyXi7XuON1M/ARqJuRvs7rFzf4Sd1OjLGY72ORH8dj+WciKQeh8dkqseh9tfJVPYTIfXQQ+phdOvgeN5fp9o1mmrlBSmzEBONJDpMIZ7nUSgUJnyG4mQpB0yeskyWcgzGVCrr8ZD6OTapn+E30etU4h97E70M4zV+27bHXUzjwXi9XuOF1M/AJkPdTIYyjDdSpyNjqtTrVCnnSJN6HB5TuR6nctmPJPXQQ+ph/NfBeI9vuE218oKUWYiJZsokOjQ1NfGxj32MFStWsHTpUq6++mrWrVvXu97zPP7nf/6Hc845h6VLl3Lbbbexe/fusQtYCCGEEEIIIYQQQgghhBBCCCGEEEeZEokOiUSCG2+8EcMw+PGPf8z999/PJz7xCaLRaO82P/7xj/nVr37F5z73Oe666y78fj/vete7yOVyYxi5EEIIIYQQQgghhBBCCCGEEEIIIY6kj3UAo+HHP/4xFRUVfPWrX+1dVltb2/tvz/P45S9/yfvf/34uvvhiAP7zP/+Ts846i8cee4wrr7xy1GMWQgghhBBCCCGEEEIIIYQQQgghxNGmxIgOTzzxBIsXL+Zf/uVfOPPMM7nuuuu46667etfv37+flpYWzjrrrN5l4XCYZcuW8corr4xFyEIIMWHp+pTIoRNCCCGEEEIIIYQQQgghhBBjZEr8GrVv3z7uvPNO3vnOd/KP//iPrFu3ji996UsYhsEb3/hGWlpaACguLu6zX3FxMa2trUM6l+M4wxb3cDsU23iOcTAGU458IkG2tZXE9u1Y8Tihujp8paWo6vjK7ZlK12S4aJo2bMc6nngnyzUbbnY6Tb69nY4tW4h4HqmiIqziYjTLGuvQxpWp1n5Go79O9DqdCPE7uRy59nYS27bhFgrE5s7FF4+jB4MTIv7XM9HLMFzxD2d/PWSi1ulQZFtaSDU0kG5sJFxXh7+iAl9R0YDbT/T2NtKkfgZ2ZN0Md38drfqW6zv8hqNOnWz28Pu8bRObN6/nfT4QGK4wJ5zhbKvjub9KnxweE70ePdsm29pKcs8e8okE0blzsYqLMcLhUY1jPNTjWPXX8VD28UDqoYfUw+DrYKzuEU/ka5Tr6CDb3EzX7t0EyssJVldjlZYec5+JXN7jJWUefiNxz0mIQxTP87yxDmKkLV68mMWLF/Pb3/62d9mXvvQl1q1bx+9+9ztefvllbrzxRp555hnKysp6t/ngBz+Ioij893//9+uew3Ec1qxZMwLRi6Gqi8dZ//Wvc+CZZ3qXmdEoZ3/nO3QEAmQymTGMTpyoU0455YSPIf11eJWGQnQ8/jgbf/ADPNcFQNF1ln/iE1gnn0x7KjXGEYqxIv114osFAribNvHSF76AWyj0LFQU5r3znZRffTVNyeTYBiiGzXD0V5g6fdY0TSp0nWf/+Z9JNzb2Li9asIDTvv519nV14R58TxRiuEl/FcOlKBiksHYtr3z1q73v84qqsuB976P4DW+gWd7nT5j0VzGeBf1+Qu3tPPfhD2On073Lay+7jLm3387+jo4xjG70SX8VYmKRe06Dp6oqtdEoqz/1KdrXr+9d7i8r4+zvfY8mxyGfz49hhGKyG673WCH6MyVGdCgtLWXWrFl9ls2cOZOHH364dz1AW1tbn0SHtrY25s+fP6RzLVmyZNxmJzmOw7p168Z1jINxrHK4hQLrvvvdPkkO0DPCwzPvfz9X3Hsv/nnzRjPcY5oK12Q8O554J2pZR1LLiy+y4Xvf67PMs21e+fKXufR3v6Nu+fKxCWwckvZz/Aaqs4lep+M9/q4dO3jws5/tu9Dz2PKzn1F+8sksOfvscR3/YIz3a/B6xnP84zGm4ZJtbeWxm2/uk+QA0LFpE+u++U3O/NrXMEKho/Ybz9drPJD6GdiRdTPcRqu+5foOvxOt087Nm3n4C1/os8xzXTb+4AdccPLJLF+xYrhCnVDGc1sdzpjGczknkolcj+mGBu5/+9sPJzQftO+hhyheuJBlt9yCMkojo07kehzIYMsyGct+PKQeekg9jE0dDOVcE/Ea2ek0f//0p/skOQBkmpt57gMf4JLf/GbAkR0mYnlPlJR5apRZTB5TItHh5JNPZteuXX2W7d69m+rqagBqamooLS3l+eefZ8GCBQB0d3ezdu1abrzxxiGdS9O0cf9CMBFiHIz+ypFtamLb737X7/Z2Ok3Hxo2EDl738WQyX5Px7ETinWhlHSn5ZJL1P/rRgOs3//KXnPHFL6L5fKMY1fgn7WfoXq/OJnqdjsf4Xdtm2513Drh+ww9/SPHBRKbxGP9QTfQyjMf4x2NMw+XQlBX9OfDMM+Q7O7Gi0QH3n8x1MxykfgY2EvUy2vUt13f4HU+dOvk8W371qwHXr//hDzl/8WLMSOREw5uwxmNbHYmYxmM5J6KJWI+Nzz13VJLDIZt+/nOmX3UVgfLyUY1pItbjQIZalslU9hMh9dBD6mF06+B4zjWRrlG6o4P9f/1r/+saG0k3NRGsqDjmMSZSeYeLlFmIiWF00nLH2K233sratWv53//9X/bs2cN9993HXXfdxdvf/nYAFEXhlltu4Qc/+AGPP/44W7Zs4eMf/zhlZWVcfPHFYxy9GAqnUMA5xtQUyf37RzEaISY/J5cj85qnWY+Uqq/HkaHPhJiQ3EKB7n37BlyfbmzElf4tpqhce/vAKz0PW6ZKE0KMc04+T6q+fsD1maYm+RwvxCSX3LNnwHW5jg5c2x7FaMTxKGTTdO7bMdZhCCHGOTuTgWPMYJ9tbR3FaIQQYnhNiUSHpUuX8v/+3//j/vvv56qrruL73/8+n/70p7nmmmt6t3nPe97DzTffzL//+7/zpje9iXQ6zU9+8hN88hTyhKJbFv4jph95reLFi0cxGiEmPyMYpHjZsgHXl516KrrfP4oRCSGGi2ZZlJ1++oDri5csQQ8ERjEiIcaPQFXVgOs0nw+zn2krhBBiPNH9fspOPXXA9cVLl2IEg6MYkRBitJUeY77syMyZ6JY1itGI4/HUt/6VP33ojWMdhhBinDNCIbRj3J8N1daOYjRCCDG8pkSiA8AFF1zAfffdx7p163jwwQd5y1ve0me9oih88IMf5Nlnn2XdunX84he/YMaMGWMUrThe/rIyln3oQ/2uC0+fTmT69FGNR4jJTvf7Wfjud6PoR8+EpPn9zLrhBtR+1gkhxj9FUZh++eXo/fzIoagqS26/XRIdxJTlLy6m8qyz+l037x3vwD/A/KZCCDFeqJrGzDe+sd+b3oqus+g975GEZSEmufiiRQQGGKr8pI99DKu4eJQjEkPVum3dWIcghJgA/KWlLLjttn7XlZ1+unx/FUJMaFMm0UFMDYqiUH3++Zz2H/+BLxY7tJCq88/ngh/9SN60hRgB4dpaLvrZzwhPm9a7LDZ3LhffcQfBYzzxKoQY/4LV1Vzyy19StGBB77JQbS0X/OhHhCV5UExhvqIiVnzpS8y47rreZD89EGDx+9/PvFtuQZNR4YQQE0CwqopLfvlLYvPm9S4LT5vGhT/5CWF5sk+ISS9YUcFFP/855StW9C6z/j97dx4mR1nuffxbS6/Ts2/JZN9DSCAhQEjYRBAEBBXwKO4cl3NUcEcFj/KiiLhwxA09HhEVFRXBhYMbCrLvEEgChJCE7MlMZp/eqqvqef/oyWSGJBDCZGZ65ve5Li4mVTXd93NXVU939V33U1fHsq99jfpFi4YxMtlfYaDpRUTk5TnRKLPPP58FF17Yd8OK5bpMPessll11FfHq6mGOUETkwOk2Wxl1YlVVzDj3XJqOP55CTw9OLEaspkYthEUOEicWo2HxYk75+c/Jd3SQ9zzKGxpI1tUNd2gi8ipZtk313Lmc9KMf4XV2YoKASGUlyd7CwSAIhjlCkeGTbGzkqM9/ngX/+Z/4uRxuMkmioQEnEhnu0ERE9ovtutTMm8drf/xj8h0dYAzRigrdICAyhpRPnszx11xDrr2d0POIlpeTaGjAsnVvXCkIfRU6iMj+idfWMu/972faG9+In07jxuPEamuJqFOniJQ4FTrIqGQ7DmXjxw93GCJjSqKujmh1NWuXL2ehKoFFRpV4TQ3xmprhDkNkxHGTSVK6MCQiJU5/50XGtmhFBdGKiuEOQw6ACVXoICL7z4lESKn7roiMMirPFREREREREREREREpIaE67ImIiMgYp0IHEREREREREREREZFSYkzxf2E4zIGIiIiIDA8VOoiIiIiIiIiIiIiIlCBjVOggIiIiY5MKHURERERERERERERESpA6OoiIiMhYpUIHEREREREREREREZESZMJguEMQERERGRYqdBARERERERERERERKUEmNMMdgoiIiMiwUKGDiIiIiIiIiIiIiEgJUkcHERERGatU6CAiIiIiIiIiIiIiUoJMGA53CCIiIiLDQoUOIiIiIiIiIiIiIiIlSB0dREREZKxSoYOIiIiIiIiIiIiISAkyxgx3CCIiIiLDQoUOIiIiIiIiIiIiIiIlSB0dREREZKxSoYOIiIiIiIiIiIiISAkyYTjcIYiIiIgMCxU6iIiIiIiIiIiIiIiUIBU6iIiIyFilQgcRERERERERERERkRKkQgcREREZq1ToICIiIiIiIiIiIiJSgkwYDHcIIiIiIsNChQ4iIiIiIiIiIiIiIiVIHR1ERERkrFKhg4iIiIiIiIiIiIhIiTDG9PtZhQ4iIiIyNqnQQURERERERERERESkVPQvdNDUFSIiIjJGqdBBRERERERERERERKREDOjooKkrREREZIxSoYOIiIiIiIiIiIiISMnQ1BUiIiIiKnQQERERERERERERESkRJlRHBxEREZExUejw3e9+lzlz5gz47/Wvf33f+nw+z+WXX86SJUtYtGgRF110ETt37hzGiEVERERERERERERE9qZ/oUMwjHGIiIiIDB93uAMYKrNmzeL666/v+7fjOH0/X3nlldx1111cc801lJeX8+Uvf5kLL7yQX//618MRqoiIiIiIiIiIiIjI3hl1dBAREREZM4UOjuNQX1+/x/Lu7m5uvvlmvvnNb7J06VKgWPhwxhlnsHz5chYuXDjEkYqIiIiIiIiIiIiI7J1RoYOIiIjI2Cl02LBhA8cddxyxWIyFCxfyqU99iqamJlauXEmhUGDZsmV9286YMYOmpqYDKnQIgpHbKmxXbCM5xv0xWsYBo2csQzmO/t1YXq0DiXe07LODRfl5aWMtP0NxvpZ6ThX/8Cv1MQxW/IN5vu5Sqjk9mEr9eDvYlJ9965+bwT5fhyrf2r+DTzk9OAYzryP5fNXxMziUx8ExEvI4XOfrgY498P2+n33fL/ljcCQcAyOB8rD/ORiua8RjbR+NtfGCxnwwHIxrTiK7WKZ/+ecoddddd5HJZJg2bRotLS18//vfZ8eOHdx6663ceeedXHLJJaxcuXLA75x33nksWbKEiy++eL+eIwgCli9ffhCiF5H+Fi9e/KofQ+eryNDQ+SpSOgbjfAWdsyJDQeerSOnQ+SpSOkrtfA28HM9880MATD3/YlLT5h305xQZSXTNSaR0DNbfWJG9GRMdHU488cS+n+fOncvhhx/OSSedxF/+8hfi8figPteCBQtGbHVSEASsWLFiRMe4P0bLOGD0jKVUx3Eg8ZbqWIeK8vPSlJ8Dt6+clXpOFf/wK/UxjOT4R2JMw20k76+RQPnZt/65GWxDlW/t38GnnB4cIzmvgxnTSB5nKVEeB8dozOP+juVAx17Ipnmm9+cZM6Yz/rCFBxboCDEaj4EDoTwMTw5eyXONtX001sYLGvNYGbOMHmOi0OHFKioqmDp1Khs3bmTZsmUUCgW6urqoqKjo26a1tZX6+vpX/NiO44z4F4JSiHF/jJZxwOgZS6mN49XEW2pjHWrKz0tTfl65l8tZqedU8Q+/Uh/DSIx/JMY0Uig3L0352beDkZehzrf27+BTTg+OkZjXgxHTSBxnKVIeB8doyuMrHcsr3T6w7b6fLcyYzdtopTwMbQ4O5LnG2j4aa+MFjVmkVNgvv8nok06n2bRpE/X19cyfP59IJMIDDzzQt37dunVs3bqVhQsXDl+QIiIiIiIiIiIiIiIvZsJ+P4YvsaGIiIjI6DUmOjp87Wtf46STTqKpqYnm5ma++93vYts2b3jDGygvL+fcc8/lqquuorKyklQqxRVXXMGiRYtU6CAiIiIiIiIiIiIiI4oxu38Ow2D4AhEREREZRmOi0GH79u188pOfpKOjg5qaGhYvXsxvf/tbampqALj00kuxbZuPfvSjeJ7Hcccdx2WXXTbMUYuIiIiIiIiIiIiIvMiASgez7+1ERERERrExUejwrW996yXXx2IxLrvsMhU3iIiIiIiIiIiIiMiIZthd3GDU0UFERETGKHu4AxARERERERERERERkf0Uhn0/mn4/i4iIiIwlKnQQERERERERERERESkR/Ts6hOroICIiImOUCh1EREREREREREREREqF6f+z2edmIiIiIqOZCh1EREREREREREREREpFv+IGo44OIiIiMkap0EFEREREREREREREpEQYE/b9HIbhS2wpIiIiMnqp0EFEREREREREREREpESY/tNVqNBBRERExigVOoiIiIiIiIiIiIiIlIz+U1eo0EFERETGJhU6iIiIiIiIiIiIiIiUCBPuLnQIw2AYIxEREREZPip0EBEREREREREREREpFUYdHURERERU6CAiIiIiIiIiIiIiUjJMvx9V6CAiIiJjkwodRERERERERERERERKhDH9p65QoYOIiIiMTSp0EBEREREREREREREpEWbA1BXBMEYiIiIiMnxU6CAiIiIiIiIiIiIiUiqMpq4QERERUaGDiIiIiIiIiIiIiEipGNDRQYUOIiIiMjap0EFEREREREREREREpEQYdhc6hIGmrhAREZGxSYUOIiIiIiIiIiIiIiKlIuzf0UGFDiIiIjI2qdBBRERERERERERERKRE9O/ooKkrREREZKxSoYOIiIiIiIiIiIiISKkwmrpCRERERIUOIiIiIiIiIiIiIiIlwvQrdDCBP4yRiIiIiAwfFTqIiIiIiIiIiIiIiJQKE/b7UVNXiIiIyNikQgcRERERERERERERkRLRr6EDYaipK0RERGRsUqGDiIiIiIiIiIiIiEjJ0NQVIiIiIip0EBEREREREREREREpFbtaOliWpq4QERGRMUuFDiIiIiIiIiIiIiIiJcKYYnGD7biEgaauEBERkbFpTBY6/OhHP2LOnDl85Stf6VuWz+e5/PLLWbJkCYsWLeKiiy5i586dwxiliIiIiIiIiIiIiMiL7GroYDuYUFNXiIiIyNg05godnnrqKX79618zZ86cAcuvvPJK7rzzTq655hpuuOEGmpubufDCC4cpShERERERERERERGRPZneqStsx9HUFSIiIjJmjalCh3Q6zcUXX8wVV1xBZWVl3/Lu7m5uvvlmPve5z7F06VLmz5/PlVdeyRNPPMHy5cuHL2ARERERERERERERkX52TV1h2Y6mrhAREZExyx3uAIbSl770JU488USWLVvGD37wg77lK1eupFAosGzZsr5lM2bMoKmpieXLl7Nw4cL9fo5gBL+x3BXbSI5xf4yWccDoGctQjsNxnEF7rAOJd7Tss4NF+XlpYy0/Q3G+lnpOFf/wK/UxDFb8g3m+7lKqOT2YSv14O9iUn33rn5vBPl+HKt/av4NPOT04BjOvI/l81fEzOJTHwTES8jhc5+uBjn1XcYNl24R+oeSPwZFwDIwEysP+52C4rhGPtX001sYLGvPBcDCuOYnsYpldfa5Gudtuu40f/vCH/O53vyMWi/Gud72LuXPn8vnPf55bb72VSy65hJUrVw74nfPOO48lS5Zw8cUXv+zjB0Gg7g8iQ2Dx4sWv+jF0vooMDZ2vIqVjMM5X0DkrMhR0voqUDp2vIqWj1M7XzJa1rPvZFbhlFSQmzGTKeRcd9OcUGUl0zUmkdAzW31iRvRkTHR22bdvGV77yFX7yk58Qi8UO6nMtWLBgxFYnBUHAihUrRnSM+2O0jANGz1hKdRwHEm+pjnWoKD8vTfk5cPvKWannVPEPv1Ifw0iOfyTGNNxG8v4aCZSffeufm8E2VPnW/h18yunBMZLzOpgxjeRxlhLlcXCMxjzu71gOdOwtSYt1QDQWpyKVekUdiUei0XgMHAjlYXhy8Eqea6zto7E2XtCYx8qYZfQYE4UOq1atorW1lXPOOadvWRAEPPLII/zyl7/kuuuuo1Ao0NXVRUVFRd82ra2t1NfXv6LnchxnxL8QlEKM+2O0jANGz1hKbRyvJt5SG+tQU35emvLzyr1czko9p4p/+JX6GEZi/CMxppFCuXlpys++HYy8DHW+tX8Hn3J6cIzEvB6MmEbiOEuR8jg4RlMeX+lYXun2tmUBYDkuJhz8qa2Gy2g6Bl4N5WFoc3AgzzXW9tFYGy9ozCKlYkwUOhxzzDHceuutA5ZdcsklTJ8+nQ984AOMHz+eSCTCAw88wGmnnQbAunXr2Lp1a8lXw4qIiIiIiIiIiIjI6LFrNmrLtjHh2JlHXkRERKS/MVHokEqlmD179oBlyWSSqqqqvuXnnnsuV111FZWVlaRSKa644goWLVqkQgcRERERERERERERGTl6Cx1sxyEMVOggIiIiY9OYKHTYH5deeim2bfPRj34Uz/M47rjjuOyyy4Y7LBERERERERERERGRPrs7OjiY0B/maERERESGx5gtdLjhhhsG/DsWi3HZZZepuEFERERERERERERERq5+HR1MEA5zMCIiIiLDwx7uAEREREREREREREREZP/07+gQBuroICIiImOTCh1EREREREREREREREpGb6GD42LCYJhjERERERkeKnQQERERERERERERESkVu6ausB0VOoiIiMiYpUIHEREREREREREREZES0Td1heMQBip0EBERkbFJhQ4iIiIiIiIiIiIiIiXC9O/ooEIHERERGaNU6CAiIiIiIiIiIiIiUip2dXSwbUJNXSEiIiJjlAodRERERERERERERERKxq6pK1yMCh1ERERkjFKhg4iIiIiIiIiIiIhIiTBh79QVjqauEBERkbFLhQ4iIiIiIiIiIiIiIiVj99QVJgyHORYRERGR4aFCBxERERERERERERGREmHM7qkrwsAf5mhEREREhocKHURERERERERERERESoQxxS4Otu1gQk1dISIiImOTCh1EREREREREREREREpFsaEDlu1o6goREREZs1ToICIiIiIiIiIiIiJSKvqmrnAIA3V0EBERkbFJhQ4iIiIiIiIiIiIiIiXC9LZ00NQVIiIiMpap0EFEREREREREREREpFT0TldhOZq6QkRERMYuFTqIiIiIiIiIiIiIiJSIF3d0ML1TWYiIiIiMJSp0EBEREREREREREREpFb11DZbjFP+p6StERERkDHKHOwARGVx+Pke2o5WeHZvBtihvmECiug4nEhvu0KRXpq2ZTFsz+e5OUvXjiVXWEi+vHO6wREQGVeAXyLa10NOylTDwKW+cSKKyBjeeHO7QRPabCcPi3+3WHXiZHlKNE4lX1hArKx/u0ETGnHTrDjJtLXg9naQamornYkrvoUVkeIUFj0m1lTQ//RgA5Y0TiFfV4UZ1DUYOst4ODpZdLHS4+T9fz8QjT2Tpf3xhOKMSkYMgn+4m19lGz47NRJMpkrWNJGsasGzdxywiokIHkVEkn+7ihXv/ysM/+RqhXwDAicZZ+qEvMvmok4gkyoY5Qmnf+Dz/vPIjpFu29S2beNRJLP3gf5GsqR/GyEREBo+fy7Llyfu59zuX4ueyANiuy6LzP8qsU96sL6akJIRBQNv6Z/jnlReS62zrWz7ztW/miHdcRKKqbhijExk7jDG0b1jDP7/yETJtO/qWT1l6Kke/73Mkq3Uuisjw8NI9bHjwdh78368QFjwAnGiMJR/4PFOOOYVoMjXMEcpoZkwIFD9nQfGmmuf+fpMKHURGmWxHK4//8js8f8fv+5bFK2s4+dLvUTPtEOzeri4iImOVSr5ERpGOTWt58EdX9BU5AARejnu/fSld2zcNY2QCkN65ndsv/+CAIgeAzY/cyVO3/C++lx+myEREBldPy1bu+uan+oocAELf57Eb/pvWtU8PY2Qi+y/dup2/Xfb+AUUOAM/f8Xuev/NPhIHaA4sMhXTrdv5++QcGFDkAbHjg7zz9p58R9H65KCIy1Dq3ruf+ay/rK3IACLw893//i3RteWH4ApMxwfR2dLCd3fcxNsxdNFzhiMhBEAYBz9/xhwFFDgC5zjb+dtn7ybRuH6bIRERGDhU6iIwShWyaFTf/eJ/rn7715/oifZh1bdtAtmPnXtet+cct+1wnIlJKwiBg9d9+iwnDva5/8qb/Id/TOcRRibxyLc89hZ/L7HXdqj9cr7/bIkOkY9Na8l3te123+m+/1bkoIsPCz2dZ+Yef7HP9yj9cj5/P7nO9yKu3Z6HDru4OIjI6ZDt2suqPP93rOj+XoXn1k0MbkIjICKRCB5FRwvdydO/Yd9eGrq0bCFToMKx6mrfuc11Y8LR/RGRUCAoenVvW7XN9z47NBJ7uvpWRr3Pz+n2uy/d0EhYK+1wvIoOnZ/vmfa7z81m9hxaRYeHnc3Rve4lrMNs34uf1+iQHUbHOAatf23rL0qV+kdEk9AsveaNI55Z9f2YVERkr9O5HZJSIxJPUTjtkn+vrZi3AjSeGMCJ5scqJ0/e5LpJM4ca0f0Sk9LnRGPWzD9/n+uqpc3HjySGMSOTA1M08dJ/ryurG4USjQxiNyNhVNXnmPtfFyqv0HlpEhoUbT1I7Y94+19fNPFTXYOSg2tVBr39HByxrmKIRkYPBiUQpqxu3z/V1M/b9mVVEZKwYE4UOv/rVrzjrrLM44ogjOOKII3jrW9/KXXfd1bc+n89z+eWXs2TJEhYtWsRFF13Ezp1qfymlxY0lWHDO+7DsPU9r240w9/VvxXEjwxCZ7JJqaKJywrS9rpv/pn8nUV0/xBGJiAw+y7aZ8ZqzcaLxvay0WPjWDxFNlg19YCKvUM3UOSRrGva6btHbL9rnOhEZXBXjJ1M+btJe1x123gf1HlpEhoUbjXHo2e/BcvacKsByXOa94V240dgwRCZjx55TV6jQQWR0SdY0sOjtF+1zXc20uUMckYjIyDMmCh3GjRvHpz/9aW655RZuvvlmjjnmGD7ykY+wZs0aAK688kruvPNOrrnmGm644Qaam5u58MILhzlqkVeufNxkTv78tSRrGvuWpRomcOplPyLVMGEYIxOAZHU9J//XtYw/bEnfMica57DzPsjsU87B0VyKIjJKpOqbOO1L11E+fnLfskRVHSd99pp9FnyJjDRldeM49fLrqJs5v29ZJFHGURd8hglHHD+MkYmMLcmaBl73xf+h8dAj+5a5sQQL3/YRph9/Bna/lt0iIkMp1TiB133hBwPuti2rH8/rvvADysdNHMbIZCwwpljo0H/qCnqXicjoMeGI4znqgs8QSey+YaRu1gJOvfy6l+z2ICIyVoyJb9Ve+9rXDvj3Jz7xCW688UaWL1/OuHHjuPnmm/nmN7/J0qVLgWLhwxlnnMHy5ctZuHDhMEQscmDcWJymw5dyxlW/xOvpAMsilqrUHYcjSHnDBE781NXkutoJ8lmiZeUkqutxImp/LSKjh+261M9awOlX/JRcVwcmDIiVV5GsacDSXUZSQiqbpnDy579PvruDwMsTTVUW/26rOFFkSJU3TuSki79VfA/t5YiWVZCortN7aBEZVm40TsO8Izn2c98nZhss6HvPK3LQ9dY09O/osGs6CxEZPeLlVcx5/duYvORkvJ5OnGiMWHkV8Yrq4Q5NRGREGHNX6IIg4K9//SuZTIZFixaxcuVKCjmMzM0AAQAASURBVIUCy5Yt69tmxowZNDU1qdBBSpJlWZTVNlBWqw/WI1UsVUEsVTHcYYiIHHSJqjoSVXXDHYbIqxKvqNZFJJERIFZeSay8crjDEBHZw9a2LhYuXIijDjMyhIwpFjXYbv9Ch2C4whGRg8hxXVL146F+/HCHIiIy4ozoQofPfvaznHfeeRx11FGv+rFWr17N2972NvL5PMlkku9///vMnDmTZ555hkgkQkXFwC8da2traWlpecXPEwQj9w3lrthGcoz7Y7SMA0bPWIZyHIN54eBA4h0t++xgUX5e2ljLz1Ccr6WeU8U//Ep9DIMV/8G4MF+qOT2YSv14O9iUn33rn5vBPl+HKt/av4NPOT04BjOvI/l81fEzOJTHwTES8jhc5+uBjj3sLWow1u6ZqUPfL9ljcSQcAyOB8rD/ORiua8RjbR+NtfGCxnwwqBhUDibLmJE7edeHP/xh7r77bpqamjjnnHN485vfTGNj4wE9lud5bNu2je7ubv72t79x00038Ytf/IJnnnmGSy65hJUrVw7Y/rzzzmPJkiVcfPHF+/X4QRCwfPnyA4pNRPbf4sWLX/Vj6HwVGRo6X0VKx2Ccr6BzVmQo6HwVKR06X0VKR6mdr23L72Lrn3/KhLM+wJZb/xeARNN0Zrz3Cwf9uUVGAl1zEikdg/U3VmRvRnRHh2uvvZa2tjb++Mc/8vvf/57vfve7LF26lPPOO4+TTz6ZSCSy348VjUaZMmUKAPPnz2fFihX8/Oc/5/TTT6dQKNDV1TWgq0Nrayv19fWvOOYFCxaM2OqkIAhYsWLFiI5xf4yWccDoGUupjuNA4i3VsQ4V5eelKT8Hbl85K/WcKv7hV+pjGMnxj8SYhttI3l8jgfKzb/1zM9iGKt/av4NPOT04RnJeBzOmkTzOUqI8Do7RmMf9HcuBjn3NzrVstSymTpvGlt5liXi8ZKdhHo3HwIFQHoYnB6/kucbaPhpr4wWNeayMWUaPEV3oAFBTU8MFF1zABRdcwKpVq7jlllv4zGc+QzKZ5Oyzz+btb387U6dOfcWPG4Yhnucxf/58IpEIDzzwAKeddhoA69atY+vWrQf0xtBxnBH/QlAKMe6P0TIOGD1jKbVxvJp4S22sQ035eWnKzyv3cjkr9Zwq/uFX6mMYifGPxJhGCuXmpSk/+3Yw8jLU+db+HXzK6cExEvN6MGIaieMsRcrj4BhNeXylY3ml21uWBVg4br8bAU1Y8vkbTcfAq6E8DG0ODuS5xto+GmvjBY1ZpFTYL7/JyNDc3Mx9993Hfffdh+M4nHjiiTz33HOceeaZ/PSnP33J37366qt55JFH2Lx5M6tXr+bqq6/m4Ycf5qyzzqK8vJxzzz2Xq666igcffJCVK1dy6aWXsmjRopKtgBURERERERERERGRUcoYLAtse/cXUiYcO/PJi4iIiMAI7+hQKBS44447uOWWW7jvvvuYPXs273nPezjrrLNIpVIA3H777Vx66aW8973v3efjtLa28tnPfpbm5mbKy8uZM2cO1113HcceeywAl156KbZt89GPfhTP8zjuuOO47LLLhmKIIiIiIiIiIiIiIiL7zRgDlo3V787bMFChg4iIiIwtI7rQ4bjjjsMYw5lnnslNN93EIYccssc2S5Ysoby8/CUf58orr3zJ9bFYjMsuu0zFDSIiIiIiIiIiIiIyshmDxYs7OoTDF4+IiIjIMBjRhQ6XXHIJp59+OrFYbJ/bVFRUcMcddwxhVCIiIiIiIiIiIiIiw6PY0cEa0NFBU1eIiIjIWDOiCx3e9KY3DXcIIiIiIiIiIiIiIiIjiAHAUkcHERERGcPs4Q5ARERERERERERERET2kzFYto1l7768Hwa7OzrkujvY/Ng9wxGZiIiIyJBRoYOIiIiIiIiIiIiISIkwpti9wbKs3cv6TV3xr298kn9e+ZEhj0tERERkKKnQQURERERERERERESkRBgD9CtygIFTV3Rv29i7nRnKsERERESGlAodRERERERERERERERKhTFYvLjQYXdHh8AvABAWvCENS0RERGQoqdBBRERERERERERERKRkmJfs6BB4+eL/VeggIiIio5gKHURERERERERERERESoQJQ6w9Ch12d3QI/WKBgwodREREZDRToYOIiIiIiIiIiIiISMkwey4JQzo3r8cYQ+j7gAodREREZHRToYOIiIiIiIiIiIiISIkwhj2mrvDzWf7wsTey7q7/61sWqtBBRERERjEVOoiIiIiIiIiIiIiIlAqz59QVu3Rt29j3c1DID1VEIiIiIkNOhQ4iIiIiIiIiIiIiIiXCFFs6ABArr8JynL51lrP7kn9QKAx1aCIiIiJDRoUOIiIiIiIiIiIiIiKlwpi+qSte8+mrmXfmO/tWWfbuoofQ19QVIiIiMnqp0EFEREREREREREREpEQYGDB1hWXvvsxv9/s58DR1hYiIiIxeKnQQERERERERERERESkVYciuqStgYKFD/581dYWIiIiMZip0EBEREREREREREREpEQbTv84BrL1f5g80dYWIiIiMYip0EBEREREREREREREpFcZg7aOjgzG7N9PUFSIiIjKaqdBBRERERERERERERKRUGANWv0KH/h0d+lU6hJq6QkREREYxFTqIiIiIiIiIiIiIiJQIYwyWtfeODqG/u7hBU1eIiIjIaKZCBxERERERERERERGREmGMod/MFQMKHfx+01Vo6goREREZzVToICIiIiIiIiIiIiJSKoyhf6VD/6krAi/X93Oojg4iIiIyiqnQQURERERERERERESkZOx76opCJt33c+Cp0EFERERGLxU6iIiIiIiIiIiIiIiUCBMasPbe0aFz3dq+nwO/MKRxiYiIiAwlFTqIiIiIiIiIiIiIiJSMgYUO9OvogL17uQn8IYxJREREZGiNiUKH//mf/+Hcc89l0aJFLF26lA9/+MOsW7duwDb5fJ7LL7+cJUuWsGjRIi666CJ27tw5TBGLiIiIiIiIiIiIiOwpDAMIQ/71kY+QbW3F7lfoYEyweztfhQ4iIiIyeo2JQoeHH36Yd7zjHfz2t7/l+uuvx/d93ve+95HJZPq2ufLKK7nzzju55ppruOGGG2hububCCy8cxqhFRERERERERERERF4kNJggxM+kybe1Qr+pK4KCt3szdXQQERGRUcwd7gCGwnXXXTfg31dddRVLly5l1apVHHXUUXR3d3PzzTfzzW9+k6VLlwLFwoczzjiD5cuXs3DhwmGIWkRERERERERERERkIGNCMAaAwPNwk2V96wYUOviFIY9NREREZKiMiUKHF+vu7gagsrISgJUrV1IoFFi2bFnfNjNmzKCpqekVFzoEQfDyGw2TXbGN5Bj3x2gZB4yesQzlOBzHGbTHOpB4R8s+O1iUn5c21vIzFOdrqedU8Q+/Uh/DYMU/mOfrLqWa04Op1I+3g0352bf+uRns83Wo8q39O/iU04NjMPM6ks9XHT+DQ3kcHCMhj8N1vh7o2MMgwPQWOvi5PBUNs5nx2jez9o7fExTyxY0MBIVCSRyfI+EYGAmUh/3PwXBdIx5r+2isjRc05oPhYFxzEtnFMrveEY0RYRjyoQ99iK6uLm688UYAbr31Vi655BJWrlw5YNvzzjuPJUuWcPHFF7/s4wZBwPLlyw9GyCLSz+LFi1/1Y+h8FRkaOl9FSsdgnK+gc1ZkKOh8FSkdOl9FSkepna9b/3oDnasegTUd1J51Nsn58wHY9vdfEnR34ee6IITKBccw6Y3/cdDjERlquuYkUjoG62+syN6MuY4Ol19+OWvWrOFXv/rVQXn8BQsWjNjqpCAIWLFixYiOcX+MlnHA6BlLqY7jQOIt1bEOFeXnpSk/B25fOSv1nCr+4VfqYxjJ8Y/EmIbbSN5fI4Hys2/9czPYhirf2r+DTzk9OEZyXgczppE8zlKiPA6O0ZjH/R3LgY49/8htpB0HH6irqaZp5kwAOu8rI93dUdwoNJTHoiUxLfNoPAYOhPIwPDl4Jc811vbRWBsvaMxjZcwyeoypQocvfelL/Otf/+IXv/gF48aN61teV1dHoVCgq6uLioqKvuWtra3U19e/oudwHGfEvxCUQoz7Y7SMA0bPWEptHK8m3lIb61BTfl6a8vPKvVzOSj2nin/4lfoYRmL8IzGmkUK5eWnKz74djLwMdb61fwefcnpwjMS8HoyYRuI4S5HyODhGUx5f6Vhe6fYWQG+jZlPwcWwbANt2CINCcSMDgeeVVE5H0zHwaigPQ5uDA3musbaPxtp4QWMWKRX2cAcwFIwxfOlLX+L222/nZz/7GZMmTRqwfv78+UQiER544IG+ZevWrWPr1q0lUfEqIiIiIiIiIiIiImODMSEmDAEI8vm+5ZbjEIa9c6wbCD1vOMITERERGRJjoqPD5Zdfzv/93/9x7bXXUlZWRktLCwDl5eXE43HKy8s599xzueqqq6isrCSVSnHFFVewaNEiFTqIiIiIiIiIiIiIyIhhQgO7Ch28foUOtt1XAIGBwFehg4iIiIxeY6LQ4cYbbwTgXe9614DlX/3qVznnnHMAuPTSS7Ftm49+9KN4nsdxxx3HZZddNuSxioiIiIiIiIiIiIjsiwmDYrEDA7s2WLaDMbsLHcJCYTjCExERERkSY6LQYfXq1S+7TSwW47LLLlNxg4iIiIiIiIiIiIiMWAOmruhX6GD3n1vdQOCr0EFERERGL3u4AxARERERERERERERkf1kDCboLXTID+zosHsbCAN/qCMTERERGTIqdBARERERERERERERKREmDDFhAECYz/ct79/RwTKGUB0dREREZBRToYOIiIiIiIiIiIiISIkwxux16grL7jdTtQGjjg4iIiIyiqnQQURERERERERERESkRJjA7zd1xe6ODlb/jg5YhEEw5LGJiIiIDBUVOoiIiIiIiIiIiIiIlIjQL3ZqcKKxAYUO/aeuAEsdHURERGRUU6GDiIiIiIiIiIiIiEiJCDwPDESSccJ+U1fYzu6pKywLwlAdHURERGT0cl9+ExERERERERERERERGQnCQgEAx/YI8v2KG3YVOpji1BVGhQ4iIiIyiqmjg4iIiIiIiIiIiIhIiQj9YhcHx7WK3R169Z+6wrIsTBgOeWwiIiIiQ0WFDiIiIiIiIiIiIiIiJSL0ezs67FHoUOzoYFGcusIYFTqIiIjI6KVCBxERERERERERERGREmECHwDHtQk9D2MMABa9hQ2WCh1ERERk9HNffhMRERERERERERERERkJTBhgGYPt2oAh9H3o2kSw7l4ALCws6CuAEBERERmN1NFBRERERERERERERKREmCAAih0dAIJ8nrBzG5a1exvLsgCjYgcREREZtVToICIiIiIiIiIiIiJSIkxYLHSwnWJlQ5DPg2Vj2b2VDpbVW+hAsduDiIiIyCikQgcRERERERERERERkRLx4o4OoedBUMDu19LB7i16CIPC0AcoIiIiMgRU6CAiIiIiIiIiIiIiUiKMCcGAEyle3vezWUzg9XV0sCyrbxoLE6ijg4iIiIxOKnQQERERERERERERESkRu6aucKMOAIWeHvC9vov9FlZfR4fAV0cHERERGZ1U6CAiIiIiIiIiIiIiUiJMGALgxoqFDl53N4Q+ZtcGloXV29IhVKGDiIiIjFIqdBARERERERERERERKRG7Ch2ciIsdcSl0d0NYwDK9U1fYdl9Hh9DX1BUiIiIyOqnQQURERERERERERESkRBgTggEiMdxYlEJ3FyYogCn2dLAsWx0dREREZNRToYOIiIiIiIiIiIiISIkwoQHLAieCG3Xxunsg8LESNcCLOzqo0EFERERGJxU6iIiIiIiIiIiIiIiUChNiAZYbw43aeF1dmLAATgwodnTQ1BUiIiIy2qnQQURERERERERERESkRBhjAAvLieJELLzubgj8YpcHih0drN5CBz+fG8ZIRURERA4ed7gDEBkOQSFHkOsmvWM1oe+RbJhFpKwaN5Ya7tBERA660PcI8j2km9cQ5LpJ1E0nWl6PGy8f7tBE9uDn0/jZTtI7VmPbDsnGObjxCpxoYrhDE3lJfraTXMdW8h1biKTqSNROxYqWDXdYIiKjkp/rwetpIbtzLU40RbJxFm6sHNuNDndoIjKI/Fw3XtcOsq0v4CYqSNbPxImXYzuR4Q5tyBkTFmsanCiOA7nuLghqAQcoFjo4GAD8bGb4AhWRIRV4WfxcF+kdz2LCkLLGOUQSlTgxfRYVkdFJhQ4yZhhjyLa0YEdssm3P4WfaSTbOhjAg9HNkd64nUTsNN65iBxEZfIHnke/uZsa4ceTb20nW1b3ixzBhgJ9PE3oZsCycaBInlsLqvWNjf4RBgUzLWlqe+hP0XvTo2vgokWQN4458K26i8hXHJbKLn8+Ta23FBAGRZJJ4be2rfLweWp/+G7n2TVRMOYpYeSN+ph0TFDCmSgWKMqIYYwjy3QReBhOG+LlOujY8TL5zGwCW7dK4+K0kE8UinVxrK4VMBttxiNXU4Mbjwxm+iMhBl2trI/A8LMsiWlGBmxicokU/28X2x39LoWdn37KeLU9Rt+ANWLYDJsSOJnFjqeK/RWREmjJ+PIXONgp2AITFz7vRMmy3WMRQyHaw/ZEb8bOdfb/T9tydNCx8M4na6djOGLvMbYqf5y03iusavM4OTOCRaS1OU2HZDhYBAAUVOoiMWoVMhnxnJ3YkgpuIEHpdBPk08coJZNs2sP2RX5Kon0ntIa/TNRQRGZXGxDvARx55hOuuu46VK1fS0tLC97//fU455ZS+9cYYvvOd73DTTTfR1dXFEUccwf/7f/+PqVOnDl/QMqhyHR1ktm4lloqBG8eJJgjy3TQ/+QecSBITFnATlURTdTixslf0paGIjE1eTw9eZycYQ7SigmhFxb63bW/GKvRgb3+GGDZ2wxxyO33seBSMj+VEcCJJ7Ehsn48RFvJkdq6l9em/Efp5AJxYOfWHnU28qmm/L9oG+R5aVuwuctilkGmj/fl7qT3k1L4LSSKvRHrbNlb84Ae88Kc/ERYKVM2ezeJLL6X20ENxk0nS27aR7+qCMMSORUnVlkHHJsJMK07dDKxUPXaiCoAw8Am8DLnWF8i1b6b+sLPpWHs/Hc/fU3wyyyLVtIDqWSfog7oMuVx7O346DbZNvLoaN5EgDArkWjfQsurPxWI0wI4mqZn9WiLlm0lvexoTeDQvv5mJC99G+7PPEua6saM2TjxJGBboeHYNPVu2ULtgAeWTJpGorx/mkYqIDA4/l6Nn82bSW7fS+uSTuMkkdQsXkhw/nrJxjZhMO2H7RnwffLsKYzlEKyqJVVXt8Vi7isrCQg4sGzuapGP9AwOKHKKV46mavoyWp/6In+3Esh2ceBWV046mrHE2TkRdoUSGW9BbIG25Fk7MxoQeFeVxWlbehte1vbiRZVMxeTGV047BdiK0PXvHgCIHAIyhefkfmHjcB7GTVUM+juFkjAELcGK4UYfAK5DZ2cmGe1+ACTZOJILjF4se/JymrhAZjTI7dhB4OZxYDDdh0/bM38i2rutbn2yYTf1hb6TlqT+Sa5xLavwhwxitiMjBMSYKHTKZDHPmzOHcc8/lwgsv3GP9//7v/3LDDTdw1VVXMXHiRL797W/zvve9jz//+c/EYvv+0klGrsDPk+/qJN/ThWXZBN05Im5IGIT4XdsIvDRhwaZy4ul0rX8BN1lGsqaG9jUPUDvvJCLJ6uEegogMkkImg5/NEkkm97hrzC/ksS0H2937n8OC55Hdvo2eTZvItbZRNWsWycZGvO5uln/zm2z5178wYUjj0Uez+JJLqJg+fY/HKnS2EDzzJ8L19/Uts4/5dzKFAl2bHseEPmCRbJhN7SEn48b3XjDh9ezs7cKwW5DvZvujv2bCse8jWlazX/nItm3su/PjxXq2raJq5nHYrro6yN4ZY8i3twP0ffngui75nTu58z/+g661a/u27XjuOf55wQWc/vvfYwE9mzYR5PNkm5spnzoV2zThPP932Pk8BcCumkzsNR8jdKN0rn8IOxIns2M11TOPo231HQO+wMAYerY8heVGqZn1GowJML6HZdlqxygHxIQhgZcGwI4msO2Br+Vh4FPIZuleu45Hr7yStpUrsSMRJp9+OvM/9J9EK6LseOJmwIDlYLsxyhoWk9nWTWa7R7zmCOK1lQRhGiubw034dO54iLCQBSBWOZGyiQt47KtfJbN9O5WzZ/Oaa6+lbPz4oU6FiIwBxc4zQW+x7cBuMtmOVrKdrQRennhFNYmqWtzYqysMyGzfzhPf+Abb7r23b5ll2yz92lXEF8/Ee+h6/FlvYcV1v2Lj7f/A+D61hx3GkZdeStWcOTjR4vQToZ8n2/oCrU//ve81u2HRufRsWTHg+apnHFe8qSGWonrW2fjdHt2bN9GzoR3L7KB80tRXNR4ReWW8TIZCVxd+JkPHc6uxbIdEQz2YgJBtZHc+S+2819Ox9t6BhQwmpGvDI9iRBKmm+WSa1+z9CUxIvnMbkTFY6GBZFkRiOBEbgM4dmWIBBL1TV0SKNzF4He3DFqeIDL7A98m3tVHIZOjeuIFCVxcV0ybhROvA2gCm2M0l0/wcAOWTFtG54WEStVM1DaiIjDpjotDhxBNP5MQTT9zrOmMMP//5z/nQhz7U1+Xh61//OsuWLeMf//gHZ5555lCGKvsp/qLWvn4+T5DrIAwKYFl46Tz3fOdS4pU1HPWOz9D80AOMP+YoMs1bqJo7GdMVp3v9Giqnh0RSFbixGLnWNHZ0EoVsjwodREa4oOBh2fY+W1MWst3kW9vJ7WzD6+km2diA12EBDqkJE8ilO9mx6lHW3/sXnFiCmSecTeWEqSTqGiHIUch2EHoeme3d3PXhjxQ7N/Qav2wZs84/ny13340JQwB2PPwwf3v72zn9d7+j4kXdgEzr2gFFDs7ko0l7WTo3Pt5/KzLNqwm8NI2LzsGJJl803hzta+/ZezJMQM+Wp6iedQKWZb9s7nbdabz3xwqL/8mo5We7yHdtK14ILKsjXj2R0MviZ9qxo2X46Xa61j+Km6igcuZSIqlanFjxeMxs387Gv/+dns2bmXDiiYS+j5tMMrW2llxbG8u+/nUwhnxHB+t+/3uaH3uM6ee+GTviktm6jceuuor0li19sVTOnMnx1/w3Ttc14PUQdmyksPUpugse3Zsep3r2SYSBjxNLDSxy6Kdn0xOUNy0g37kVN16J17MTN54iXjMFVwUP8hL8XHfxv2wHbrwCY0Jan/0nQb6bssa5VE49ikiymnxPF907NrH2X7cyef4J/OsD/4kJiheNwkKBF/70JxL1tUw4ZQ6xqsnEK+aQb+/GdmIEaZt8eztONE56SwvP3Xgzc975Th78xpeoOWQ2084+g57mB/Az7eQ7N+Pnuzj6S//Fvz54IZ3PPcfyq6/m6C99iTDfQXrL02R2rCHZOIuyCfOIVo1XBzKRMc4YQ+h5lJeXA5Dv6KDQ04ObimGCLKGXJfAyRBKVuGU1RMqqit2SOrbQ8fy9+LlOouWNVM8+kTBn071pM251Gfd8+3N0blkPgO26zD3jHcx/078TprP42SxOPE68tnbAdDtBLkempYXmRx8lt3MnDUceSWrSJBJ1dXjd3Wz861/7ihwsx6F8ypTinNE1ZeTv+jbhoe/ijos+S2bbtr7HbH3qKf7+znfy+t/+luo5c4pj7NpB8/LfD0xEGPQWDgOWRcWU4/C6mylrOop4ajLbH36U6tmziaYqcGJldK3bgPENFdOmHaxdIzKm+fk8+Z5uKBTws1ky27bhRKNYboTHv/51Wp98EgDLdVn06U9SfWgtlu1iWfae3Rp6db3wEGXj5vDiroT97SoeHVOMASysaBI3WrwWkG7PY1F8j5ioqCYWtEML9Gzd8hIPJCKlwM+n8dPt5Du7CPMW2Z2tRMrKwMCT3/0emS1baDrheA7/xAfpeOH2vpucMs3P0bjoPDItazG65icio9CYKHR4KZs3b6alpYVly5b1LSsvL+fwww/niSeeeMWFDkHvhc+RaFdsIzLGQhay7fgbHwU/hzNpMVaqAWLlfZvkW1vx02l2rliB29NDVyRCrLICP+8RTdk0P3IL1fNPwpDijq99nLmveysxu4Igm2X80qN55ue/ZN4H3osTqyDIZOh8fi1P//g6xh+7FBMEtDzxJIs+/WmCDARVQ5OjEb1PXoGhHIfjDN6cqgcS72jZZwfLq8pP4EEhi8Em35PD+AF2LEaQTmM5Dm6qDGybfGcHlgO2beMmywnyOSwsnGgcN5UiyGXo2biJuy/66ICLpVPecCYLPvxhWp56ilX/+DmbH7u7b92G+//G/Df+O/PecB7NT95C6GWonHIqd37wP4vtyfvZdv/9JCdMYNLJJ7Pxb3/bHX42y7M/+xmLPvMZ7N67zvDSBKv/NuD3rWlL6XrmH3tNQb5jM36uG5yB3YRCv7DPL3oB8p3bCHwPy375KSfiNZP3uS6SqgM7MmjH91Ccr6V+Tg5l/EG2g+2P/KrvDsjyCQvJbH6atlV3MOG1H2Tz7d8jveXpvu23/PNaJp3+KSqmHIWXLnD3Rz7CuGOPJV5Xx/2XXILX0YEJAtxkkqMvv5yONWt4+kc/wi0rY+Zb3sLrfvZTfK8TwoDHrrxyQJEDQOfzz/PQZZdz7JcvwSlLEhpDgKHMsnAiSbyu7STrphfPiX0wYYCfaaf16eJ5lmycgxOdScfa+6iacRyW+/KduXQMFQ3m+brLSM1pmOtix+M3Uci09S2LJGuoOeQUWlb+me5Nj5NpeZ6GRW9l3d1/4bFfXMMx7/s8LY8/yZQzz2TBhf9BtLIcQkPHc2sxGCw7TWZzhsd/ehmNS48GYMeDjzDrrW+lY/Vqtt59N7Pe9jayO3Yw7cwzeeiLX2T9H27l5J/9mFzX0+Ra1xEtr6dy6myO+sKlLL/mu7SuWoXXsYnnf/1pgn7ngRMvZ9b5V+PEU1iRBE5i31MnlZpSPx8Ppv65GezzdajyPSr3b+BBrpNg8xOYTBvO+PlYVZMg/tLdsYJcDj+dxhiD8X0y27fTsXo1ZRMnUjlzJvGGhn0WMwW5LNnmZl74059of+ZZxp1wAh2FAuv+8Hvmf+j9BJmdbLnzf+nZsLuotmzSAqa96f/Rs20Vnevv71uea9tIrnkn93/2/3HMN67k9is/RK6jFYBU4wTsSJSaSXNY/bOf89wNv8DPZHBiMWacdx7z3v9+YrW1hPk8Ox58kHs+8QmM71M2YQLrb72VWW85l2lnnUquPcPzN90EwKEfuICZbzqLwPMJg5Cy8hC/sIDmtTvIbNuGHYkw8/zzqV+4kOTECbiJKHY0RvfmzRR6Osh1PtEXe6xqIrHqSdiRBNGKcXhdO6ic8lqiqUa89Fbi5ZPId3Sz44EHePyqq5h06uuIVVWQa97J3PdeQKalhVjN3juiDeaxOpLP11F5Tg6DsZhHr7OT0POIVpQVXwcti0KmnTCfwUnW4Hd5rP/jH3nm+usxvVMnRCoqOOoLX2B9eTnb7r0X4/s8ftXXOfn6H+EmqylkO/b5fKGfx4QBbqIKfx/bxaqaRtz74f2N50CPIWMMFmCwiU6ZD4/soGdnlkg8xqzjTiWRqsTvfc3v3rplxB+jY/Fc2hvlYf9zMDzXiA2Bl6O6smJI91GQ7ybIdJLd2crKH/yMzf/YfV2xYvp0Tvzud3nwC19g6933UDF9Gk0nzSDb+vzuqEOfZP0MLDv6iuMei8ekxjz4DsY1J5FdLGP20b96lJozZw7f//73+7o3PP7445x//vncc889NDQ09G33sY99DMuyuOaaa/brcYMgYPny5Qch4tGvqa6KqrYnCJ++DeIVOLNPxqqdjnGjWPE6uruzJGzD9gcfpuXxJ5hy+umkJo7DjsbY8q97mHzaSWy75zqq5p6Al+3AuONZ88/fU+U2UXf44UTKy0nUVHLf5z7PsVdfhmVXsv2BB6meOw1TaKHjuXvAsqg55GQKWZdIqpYWY+jq6hru1MheLF68+FU/hs7XoeE4DnW1tdTXVuNGY2BZxRswTIgxIaHnkW9rp3vTJmzXITluHG5ZAsu22PSXf5CcOJHUxInYrkNgPIJCnlh5BY5jseOZpyirrcVvX0t64xO4yWoqZ59MpHoCxjPc/o539LXX7++Q972P2sMPI+d18MCPvzRg3eu+8D0KbU8QFrI48XLC9ETuv/jSvY8tHueYK67gvk9/esDy1KRJHPHtb7OjpweAWZMace/7Fqbfl2nOaz7BtpV/3mfeque9gQ1tAX7vBSGAcfW1WNvvI9++aa+/k5q0mM7IFDq79v2F8C6TJzTgbbgLr2PzHutqF57HxpYc+Xz+ZR9nf+h8HRlc12X65PF0PXsbXtcOAJxYitp5p+M4EXKtm0lvXsGOB2/c6+/Pfe8P2XLPk6y+4QaWfvWrZFtayLW1Ea+tpWfzZlb+4Ad4XV2c+L3v8cDnP4/tOOTb26lftIilX/86QS5H4OXxCzkKmTQ7H1/Os9f9FD+dpnzyZE752f/Que5+utc9jFtWQ92is3Di5VhOBMtxCPI9NC+/Ze+Ds2waDn/TgPVV05eRa99EauZJPLd+295/T/YwGOcrjPxzduL4evwN/+w7FwCiFU2UTzqaiBsByya0I2S7OunatpFkbSPJ2vHYtgUmxInG8bo7yXW1YbsRoqlK4pU1dK9dS5Dtwi3zaV9VLLypnncafsalkAl44HOfo9DTw8y3vpUZ557LHe97H4Xubqa98Y3Me/9biVbWk2vdifF9nHicWFUV3Rs2sOOB7+J1bN1jHLHqCUw790sYv0CkogEwGKAr47N5y1bCUHfqjGZj5Xwd6arKy5jgdBA89CMwBqtqIs7cUzHJWqxkDR1pj0y2AGGIFwT0pNPYts30cY1YhR7yHeuJpqbx0GVfpvGoo6g+5BDsaJRoKkH5tMn4QEd3lraOLnzfJ5lMMH3iONpWrOKuD19EWChgOQ6v/clP2PHQA8x++3nkOzfT/MBNdK9/uC/OWN006hafS9Wso9n64PVgTHFKh2lLiZePY9VPf0Pn+vVMfusZ3P2tzzJ5ycnMOe3fcGMxyhsm8fSPf8Lqn/287/Fmvf3tzHv3O4jWVGFwyLW08re3v52j/uszNB2zBK9giDgW5FvZ9sT/UXPoW/nzm9/MCd/6OpVTmlj9u1vJtrZTd8RCph01lXy0nuVXX0v9okVMPO00bMsiCHK0rltN1cRZ2AY23flPZp77RrY9/DOiVZNJNR6F5UQJCwWI2kQiAYEfEoklCAMb4+UJfZ81N95E7cIF1M6fzs7ltxIWsiQaZpKauBjsJGuaWzjYl8R0vkqpcRyHSCSC7/tMnzqVZFkZxoTFAq2eNIWebpx4DCca0PrUn8k2ryXRMIO6w88g174NE5TRuvI5Hrn88j0e245EOOG73+WuD3+4rzvipNNOZc57X0eidhI7V96215gsJ0LNordj8p20rfjDHuvjNdOwJyxl87aWVzX2Ujtfn/nq+7GzhvEnnIoxhu2//ythGBKrrqDu5OMBKO98llWrXyDhTmTGZ7580GMSGUpDec0pEY8xobaM7jX3kN20HLe8kerD30BnwWVnR8+rjmNfypJJpkxsBC9Lbmc7lhvHdl2CgocxIZ3r1rHqez/A+D7HXn01f33LW3CTSU7+2bV0bfpn3+M0HnEeoZti9Tp1d5HhMVh/Y0X2Zsx3dBhsCxYsGLHVSUEQsGLFimGP0YQ+ppDFhD6WE8FOt5K79zasqsk4S/+dfE8rjlVBz4btbL7rT8y74B1kW9pIjm9izrsOwS0LwAnJNrdQPW8exs/Q/vQ/GX/CBdhd3TQ/v4rDz34fT//kemoOO4xEfXHev+O//11sK8TrSNN41AJ6Nj9NvGYOkfJjsWwby20k9J/DTTYwvXHfdzwPppGyT16tUh3HgcRbqmMdCsbPY+XTFAKbQjoLjoMddch3tZM3BhOE2JaLKfjkdu4k09xM2YQJYODeT36a0PM45itXUDu1msrpk3j86u/Q/swzxdb4Z7+B8aecwF3//RmOvuCT1M+cwbqbPo+f3l1A0P70P2g45h0kGo/ea5EDwJobb2T6G88m1tk2YHmsvIpoIkq+t92lE0nSvW37Psca5HJYe9n/saoq6hobGT9zZu+GHoX62QQbHuzbpnh3XvG+i72Jp6qZ3zRuj+Ve2XFsf3QvX0RbFpWTF1GT2P8pd8LKN9K9+Qm6Nz5G6OeJVoyjZu7JRMrqOaTu5btCDId9nXOlfk4ORfxhrhMTBlRMOoKebc9gOS41c15Lvm0zz914MZNP+zg7l/9f3/apSYdRv/AMIhXj8Xq6KfgBVYfNZem3v0H32vU8/YP/peO554hVVXHYJz7GKb+4Aa+jEzceZ8mXvkSutZWq2bOJVlXRtaE4V6QJAhJ1dSTrx1F/7FFMPPUU1v36d0x9w2tZ86uP4mc6+p6/fdU/GHf8e4tz8U48lGjVeNxkNX5mz/M6NX4+YWFgYU7X5uXUzDoRMjuZP2symAA7msSKJPd6d6yOoYNnJMbkZ9rY2q/IIdEwh6qJRxCsvQez9bHinXGL3kEkUU/15Fk4kSj5rlaeue1XTD7qNXiZbnqat2LZNs3PPEHX1g2c8ImvkagoY9vy60hvLs4Tb7lRYjUzSTQejsFwyg03YLsume3bSG/dyqm//CVYFv983/uY/6H/YPXPf8ma395CoauLyhkzWHDhB6mZf+heixwA8u1bMIFP4GfpWPFHCuk2LDdKxaTFzJ8zD7tfV7RSMpKP5wNlwgIm8LFsB8uJHvDj9M/NYBuqfJfy/jVhAVPI9X6GjRb/pmTbyN36DcDCWfAmgoa55PKdRJwoeD7RrjQbf3sT+e5upp19NhNnzsSORci1vUDXhnupmnE6q2/4DQs//nEy27cTr6ulYkojbWvuoPXZVVROP5nywCeVShBLlRONBvQ0b+OBS/4LEwTMfve7mfuud7HtvvuY+W/nAGA7UbrXP0xq2tGMO+5DRMtSFLw8lgPZtq1gDKmmBdSMn0uhpxMvG7Dmpps47jvfYuvqB5n+mrOZeMRxVE+eiu8ZvM5u1vzqRiacfDJLr/wyfiaHGzGE2BRyPgQezY8/zik//j6xmloyPTkcJ4qd2UTeTVIx7RTCgsfi//ovamZO5YV/PcSc9/07djSBa4f4mS7W3/U3pr/5zVTOmoVjhfhhgXxnJw2zi8d6z6bNTD/7LEI/JDVhIdHyWVi2A34BY/s4noMVKyOadMl3dBFNJfCDHGHBYfyJxxJJZiikC5RPOZ2eTZuwI7X4WY9YdYzDDz98r/t7JB+rgxnTSB5nKRlNecx3t4Gx8bNpbDcC2Qw9ra10rVuH5TikJk6kY83zJBsjbLn9a33TxvRseIKWx37PjLdcSU9LN2t+85u9Pn5YKLD9wQdpOOoodjz0EACZbdshsLFsGyeWIsjv+YVhxeTFlFXUYUwV0SPPp231HXjdO7AjcSqmHEVqwmHYkSR1jRMOXnIOwP4eEwd6DD0DYFnU1dUB0Jp0yfd4xMpTfcv8dO/n+54uFi5c+ApHMLRG07n0aigPw5ODl3sur3Ujz91w0YDXqPYVf2HS6z/J4YeeghV5+W6Sr5QJPAIvD0EB33ewo2V0r1+PCUPKp04l29xCpKyMo664jMev/AZeZyc1CxbQtmLFgFlpE3XTcZO12LFyFi6sf8VxjMVjUmMeG2OW0WPMFzrU1xdf3FtbWwd0dGhtbWXu3Lmv+PEcxxnxLwRDGWNPb5tqEwTFu1MqEnSsvZfASxMtrydWNRN37b8wM15PZN5rCbwebLeG1Tf8milnvYFD3vNuCpkWgqxHvKYGJ5EFq5p4WTnP/vFG5l/4IYJMM4d88EYwAZFYJXUzF1DoSnPEJZ/FMhBmejCxJCYIMXYEJ5HAT7fTtrKZ5ddc2tdGz45EWPSZz5BsDId8H5bCcbM/Sm0crybeUhvrYAgDH+MXCA3Yfg6/4BEEhiAISCYc/EwOK5YqdmpId1DI9BCvqWPbiod49OdXM+2405l/2ru56yMfGTClRN3ChZzy059y+7vexfJvXcNRX/wCd37gw31zyfmZDM//+re0rljF/PdcwPZVj+FtvHtAkcMuzQ/+kpnnH4Plun3ndn9+JkNY8IkkkgOWR1MVhIXM7u1ynVTPOWyfuUjU11Po3rN7wtz3vpd4VdXuBU4CM+8Mgk2PQu9FILN1Bcn6GWRant/j9914BW6iYq/HVrSikdp5p9H27D/7LijZkTj1C87CTVRiv4Lj0UmUUz3jWComLQITYjkRnGjy5X9xGL3cOVfq5+TBiD/0PfLdO2hffSf5zq24yVoaF76Jnm1PE2Q6WH/zFzB+HjsaJ8j1YDkRZrzx8zhOiu7tHaz43x/jdXbRuHQJ1YcfysM3fA1jDAs/8iFMT4HquXNpW7GSlT/4IVNOO427v/hFvM7d8+pOOu00Jr3uddx/8cU40Sgzz38bk896PRYQeBkmv/E03LIkFTOWYAKfbMs6ci3FOcG33/NT5lzwP6z97eeZft7/o37BG9i56q8UenbfpZWsn0WyYSZufOAXuqGXwY4mMb7Hjsd/S+jnSdRMoWr6MiLlddjO3ot5dAwNvuGOyYQBQT6NMSGW4+JEkxi/WBgTr51BpHIqTrQCr30HbuMhhFOOAydK147NPPbDz9G69mkqJ8/k6As+w/w3vpdCppvKidNJNU5k21MPMft151ExcTqua+OEGSJlNVi2C5bNpFM/z4of/opt91zD+OOOY+oZZ/DIFVfgZ3r/1lgWs976Vk79xQ08esVX2Hr37umUOteu5d5PfJZjr/4GyXFzyGxfvffx+QXiNZOIVU/G69qC7cYJC1k61j9I1bSlOLEkQT6LIQDLgcAjvWM1hZ5W4tUTSdRNw01U7bM9/nAa7mNnMIS+RyHTTsfa+/G6d+AmqqiasYxoeT1OJHHAj3sw8jLU+R7p+ze7cyeB5xF6HnYsRqwyQfuaezBhgUiyCtwk0dQUol1roP4QrLlvhFQZVpCj0N5JNDmOHQ89wY7HHuXQD36AMFdg8513YsI8tQsOpfOFu6mecSZBxmfmueeSa21lw9//zjFfvpRtD91A1czXYNm1rPnFr9l27/1UH3IIR198IQE2Xkc3kbIyXvuTn2C7DhhD7YIFeF2tuMlyQi/H+JMuwknOJBKLk8v2EHEtAt/CdqNEUw3UTDycbHeGWMV4Cj155rzrXZRPnUJFz3amH38GyZpavJ4cjhMh09rKCT/8AVWz5xAEhkjE4ONiAkNYyOOWpSgbX0eysZFsNocd2sTLHaiYRWbtA3g9lVROrmPiicvwcx6Tz3w9WBaOFQIuBd8w+5Q3geVihyG+BfnWDlLjJmFCn7DgUz17Gn62gLFcYrWH4EZihNksVlkCOzREYhF8v4AJApxEEt/zMRjCIKByxhSCrOHhyy5jx8O7u1wk6us58dpriZZncBP7LgwbicfqwYhpJI6zFJVaHgv5bLFoqJAnKHj4hQJ+Pkch04MxBteJs+Ufd7Di+9/H9LaxtqNRjvjsZ6mYNrPvM2mfMGDDrV9l6hu/Snrznt0Dd+nZtIlE75fwAHULFxD4XbSvuZu6+WfQ+sztAwqcU00LqJhyJE4kAkRwa6cw7si3YoICWDZOtAzLtgc1N4PllR4TB3IM2VjYveOPJhPkezyiZWV9yyzbxcIi39mB8TzcxIG/BxkqpXYuHSzKw9Dm4KWey892sfEv39xrIdamv32bimlHEos3DWo8JvTxA59CVw+51nZan3ySx7/xjQHfYxz20Y8y/thjSbds4/BPf4KejVuoW7iQ3M6dYBUAiNdOpXbeaUQSLz2t2v4Yi8ekxixSGsZ8ocPEiROpr6/ngQce4JBDDgGgp6eHJ598kvPPP3+Yoytd6a1baX7iCZL19Tzz058y/vhlTDnjNNrW3E35hEPJ7lxPNDUD23IJyibijj+UMCjOuZdryzLnPe+ie/0GysbV4cZrCcq6SDRUEvhlND/6FBOPX8rsd74D44dEyhsJw+Kdc7YTUlY+HlMHoR/ixlxCN4obiWHHHYwJKPhZss0dPPHNbw6IOSwUeOwrX6HmF78gXtdDJJEapuyJDD3f88C2e/sMhNDbgSHI5Qi9AnYkghWJYLwcXkcnXRs24MZcUhOnkKhKFNt5e60Ea/6CbdlEa+bS0byZf3z9o0xbdionXfzfxMtq9yhyANi5fDlPfe97HPG5z5FvbeWJb17dV+TQX/uqVUTd9zBx4TFs++uX9li/S3rLU8UvYFeu3GNdrKoKOxIBa+DjZ9tacPrNpRwWcsTGJamYPp2udev2eJxD/+M/WHvzzQOWTT3rDdQvPmKPbZ3K8cRO/hyFx35J2Lae4Pm7qT750wSFHPl+00e48QoaF//bHl/a9j1OJE6qaQGJuukEuR6wbdxoGU4sdUAXdizb2edzyeiQ79w2oAtI/YIz2LH8FoJCjmi8Cj9TLErI7lhLatICauaegJ33ePbW21h942/7fq/50UeJ19VxzDeu5M5rPsm9P/wCb7jq16z5+a9Yd/MtnPC973HfxRcTZLMDnn/T3/5GqqmJpte8hhn/dg7PP/An/vKFd2PC4pfOx3/ov6hZsJDEuMmYTBtmxrkEiVpe+Os1eF076Nm4nOnnfws/l8Hv6qL+0DMJChlCP4ftxsi1b6T5yT8y/uh3UDf/zN7XMAsnlsKJV4BlUzPnZCwL/Hw3XrYNO5okdNzitBi2jW27hF6GQ2dNJrdzHZiQaEUDTjSJ7Q7+HRkydPxcN10bH6Nr4+PYToSaOSfTs+FJUlMOp2LGa9nw0P08+5f/ppBNE0mUMff085l0xElke3Zy51UfA6Csvomj3vMpnvjld9j5/EpiqUpe87HLqU5FqJlkg7sVNzGNML2d4Lk7GN80ifFHfYPOLc/z7C/+xLZ77gXLYs4738ldF144sADPGNb8+tdUH3LIPrsQPfHN/+aYL31sr4UOu47hthW3UzX7WLBcmpffgpuopHbeaZjAo5D2CPKdFDIdRJLV7HjiZnbd2pPe/jS2G2PcUW8nVtE4+DtgjDPGkGvfxI7Hf8euDk5+toPtbS9QM/cUyicevs+iKxk+Xnc3PZs3E+RyrPntb2g64VjGH3cM7WvvIzXhUDI7nsOKVVNoDYmXWxgD4YwziFVWUsh20L1lBRWTFlFIF/C9HIf8+7vJt3Zw90c/yrSzz6Zy9gT8TAf1888mu3UnsZo6ch09PPylL3H6Lb+mc9291Mx+HdhVPPH1bzL/wg8w94ILcBwIu7djUjXgRFn6ta8RKYvjdWeIVZaT3dmMMS6xyjhWqo5otozU5Cb8gk/EcrHdBEG2m0iimsZF55DdsRWrvB5jeTjxCIe8860EoWHKMa/Dz2cxxiKaSmECQ6JxHNHKcgLPxwoKmEQcOwwJQkO0qgov3UPNoYcS+oZYWZxIIg6FDL4XUDFlGU7UJvDBCjKEyTIcNwpWCDgEXgE3XkYkXkY+kyGSTBDmcyQqanAoYFwHOxIH28U4BhMabBywHdzySrxMBw4OhYJFJJ4g19pOpCKFU1ZOkI/gphyCbJpVP/qfAUUOANmWFv71oQ/xul/cQPkkvR+W0S/wC4RBQBgEmEIB23jY+Xb8tXeD7+FMOgKnbDy3f+OTdG56nmRNA0ee+wme+s53BjxO6Hk8+uUvc/JPf0r5jKV0r31gwHo/04EJc1TOmMHOJ5/cayxVc+aw/f77geKUkNPfdDYdG24DY9i56q9UzzyeaKqOoODhxlM48RTOi96Xj/Qi/aFijAFr97WAaG0jNHfipvpdz7SdvqLW9JYtVO7qPiki+62Q7iC9ZdXeV5qAns1PE6se3EKHQj5Pob2TrffcR9XMmTz21a8OWB8WCiy/+moqZ87E78kQqXOpnDGD5ocf5vCPf4xk43jKJ12AHUkSeYmiThGR0WBMFDqk02k2btzY9+/NmzfzzDPPUFlZSVNTE+9+97v5wQ9+wJQpU5g4cSLf/va3aWho4JRTThnGqIeGn+vGGHBiCWz7lR8OXlcXXlcXbjxKJGog10HeT7Lqx9cz/eyzefjLX+b4a64m8HeAKVDeNI+WFbfReMT5ND/6GDVz5+M0zsNJVeDnu4t3lUU8/J4MHevWUTVvJq4Toau7m0RDGUGmwLilSzHGEKuugtAAERw3LN7NHE1iMDi2U5ypODREU+XQ+6bewsb4Fs/89Pp9jmn1DTdw5Be/wKu40UpkxAsDH4OFCXzAEAYhfiaLZVlkO3bi5zLEUlW4kTj5jg4K6R4iiSSR8nLSzS3cfdFHWfjJT9KztZlppx6P9/D1hM3P9T2+s+FBxo8/jGPffzH3XPtljAmZveycPYocdtlyxx3M/4//oGfzZjqefXafcbc9tZJJZ5zAgB5sL2Z8ko2Ney10mPOud+EkE+TaB87d6eezZDu6iJY34HU3A9Cz/SGO/e8reeqaH7DlrrvBGKKVlSz4yEdoWHI4tQtms+3+hzB+wLhlx1A2YSLJ+oY9ntNyXNyGGVgnfAyT7yYMDcZJ0Ljozfj5NH6mAydWVuzm8DKFB7bjYicqB6USW0Y3P5+m9Zm/9/07Vj2ZfNd2/Ew7FZOPJOh3l9TOJ//MtDdfhhvkyLb7A4ocdsnt3MnaX/+Oactez/N3/ZFCVzfrbr6F8smTyba07FHksMvzN9/MyT+5jo1P/ovNT9zbNxfvjONPo77SIf+3fvPEbn4cO1HFjLM+y+qb/ovQy7Hq/37Fs7f9knhVLfPf+B4mLV5K66pbBxRDWY6Ln+0kWt6AZbv4mTYK6Z1Ey8cRqxyHCQO8dBv5znWEXpZIqo5CupVEzVTC0IcwwM+0YbkxgnwP2x7+B+UTD6Ni8pE4Ub0ZKEWBl6Fl5Z/JtRY7hNQcciov/OHLeB3bmPSGz/P8Aw/w3N9/17d9IZtmxS0/Zuqy03jkO1/vW774XR/n/u9fRiGXZfqJb2DRm9+FvfwXhF27p5MI1t6DO+sknMZDKDz9Z3jhIWpP+BiPrfkFAPWLFrHjkUf22mUI4Okf/5hFn/oU93z843usy2zbhpsav9ffazjqXMCw9c7/ofXJ25jxb1fhJGrxs63sXHEbDYvOJdOyls5199F0zHvY9uiv9/jbGfp5dq68jYYj3kJEhW+DKsj3sHPVX9jbNFVtq+8kWT8TO1k15HGNFYVcD5iQSKLiZbfNtrTg2AG2a9G5fitBLs/KH/6QpV/7Cl56E6Gfp6xhFi1P3UrjkefjtXaTD1vwunpwE5OJVSYxlo3lRKiceDghkGvroOk1S8i1ZHjhtts45Re/IF4ZJ93yAtGyakLPJp6wcZIpuh5/ipN+ch2h14OTHE+iZiI7n32eY674AkHBwgoNbhRyThWuHSdZ34jtWoShRayiHNuxiTfUYwUh2Y5O4hU1WBEfU/AJfR8nEsOOxIjaNhgLK/CJ1E+GQhYrXoMT8QhxsJ0QOywQcSMY28XP5op3BEejxc/Xlo3rGAr5AGwLJxrB+D5OJApuhDCfxgQFLCzcWIyQHNFEvDhtpfGw4xW4YYhlWVhuDBMWwFi4TgxcBzcWxzgOlm3jxhIQjQIBVgChMdiRKCYs4DhxACzLEK+sw/gFcBwsLBL1DRhCbMctTrFRFsfr6OCF//u/ve773M6dpLdsoXzS0ExbKTJUwiAgNAbjFyhkezChwe9OE+TzmDAkWuYS2XofhbW7u0kFmx7Fqp7Msvd+jL98+SKmLX09z+/lM8Eua2+6ibn//m97FDpAcarG2e98514LHdxkkrrDD2fltddSOWsWR37+82C7NB5xPqGXxo2nsGMpomX7Py3j2Gb6rncCRMuLBQ6RsiReTyu59u0kLRvLtjAW5FpbVeggcgDCgvfS6/2B6/PpbgrpbrAglqrao6vsSzHG4Hs58D16tm1n8smv4aHLLt/n9mt/9zsO+9jHyHW1EquupnHJ0TQuORIT9mA5URU5iMiYMCYKHVauXMm73/3uvn9/tbcC7s1vfjNXXXUVH/jAB8hms3zxi1+kq6uLxYsX8+Mf/5hYbPTdyberijff1Yzf04af7aJj9d0EXob6xW/FcsrxOjrwPY9kYyN+uodoVTmh13th1PJw42UYY+O1t5Np3krdoYdgtjxObuVtRF/zCbx0DjsWY+Ptt7PkK18hUh6FTBkmKJDesZamYy4g29xC41FHk+/sJposI/QLOJEklmVTPnEi6S3bmXnOGwm8DFYkQuX0adjRKE6iB9cBY0VxYjZgsNwIhCGW44BlYQEYg2XZsJcuO6Hvk96y9/mOgeJdPPmXfgMjUgrCIMCYsPf7wBA/m8bPZbHCAkE+S1fzVionzSLf3cmzf/0N6dYdNM47gvrZh/Poz69m/pnvofOJ1Tz/m9/iZzI48TjT3vwm5rzzHbz2+utpX7WKmnlzCbavGlDk0GfbU9QdfhjJ2ka2rXiIybNP2GesJgyLF16CACcWI8jn97pdtLKCtg1rKZt0GOlNT+11m4oZS1jwkWPItrTQ+lRxGycWY9b55zPljDOIlifAbmL2Keey6bG7ceMJph97JmU1EyhrWEj7mjvJNK8hLGTp3nI3iz53EQs/9Sn8bJZIeQWJxnqM10PX5qcYd8Js4pUTiFU1vWzxgVNWSRBPsWL5chYuXFhsBRYtI1a+Z3GEjE1+Pk1YKBYM2JEEbqxs39tmu8h378Dr3EakrJZY9QTceEXxbx/FriSFdGvf9qmm+aS3FYt/ItEEkUgZ9PZw8dNt2JE4jtfJ5rsf3suzFW3+5x0sfePX2LriATpWF+8wT44fv88CJoBCVxe57nZ6dm7lNZ++mvX3/oX19/6FQ099M9ajP9xje5PtgHV3U3fY60lNXkjzn4rv2XIdrTz6s/8m0/pOJi08hGzz0wDEqydjWQ6RVD1+tpO25/4FJuh9NIvKqUdT1jSfRO0UOl94iPS2VdjRJPUL3oCf7aBr0xNk+00jEymroW7+6exc9RdilRNI1k/f59hk5PJz3X1FDvHaKXSsvhevo3icGifJmn/8fu+/aEFPc3HatWRNI4VMD9NPPIva6XPpad6CveVRTNee7yH9NXcSO+EicKIQeBQe/TkLPvBu7v3sF4nV1JDZvn2fsaa3bSM1adLew7FtIuVVNL3mg7Q8eguFnp1EUnXUH3kOyaY5BH6xHWm+bTNtK/5Kw+Fns+2h6wm8NKGXwUu3YjlRgkK2b8qOF/O6mwnzabKZdiJltS/5uiP7Lyhk99raFgAT4Gc7ilMgyKDKdzUTZLtJb1lFrnUTFbNOg9AiCAIi8QRWxMayXDAFsCPkWnZQOXk8hYd/QWH2uay/9f+oPXQei7/4BSwrS7x6EpiQnh1rGHf0e7EI2fbQw0w+9XWkm7cTq6gBp9gSPMh1EUk14NoRKqZXEuSzYAxz//0CIlEbEwYkand9oR7iVlZCPEb57OnEKyux7IDKSQ2EYYHKKZPw8xCN2ViuRRCEGBzCgGJxQVUlrrEI8zmMZeNG47jxCK5VTWFnG6kJTfj5fHHMjotjhQS2g+W6FDJp3DIHohXFqaR8cKMRfC+PFU0Q+j6uG8FKufj5LG40hrFsbMciDCESjxT/bXxCJ4Zr2YShIVpRAcYizOexnAh21IBtAy5u3AHLwXbAWAaM1VtI6GE5LmBhx6LQewNG6AdYrottLIxjF4sbLQsTRMCyi8USVvFLO8t2er/kC7EsG2NCsGyiFeWEJiT08oSFwj6Pmcy2fb8+i5QK3y9A6GNyaXzfIzQW+a4Onv37TXRv3UjtjEOZMO8YnvrW9+jZuJEzf/Ztgn5FDruY9o0k67fTOG8x8cral37/sn07FtE9ltvRBJHyWjI7HueIz32OlT/4Qd/UduWTJ7P0qquIlKc4/ZabiVRUkBq/+w7oIAh48sknOfzwwb0rerSz9lbokEzQuvp+wkKWxITZxddHqzg1k4i8cpYdI143hdzODXtdnxw3Byheh+1p2Ur39k0UsmnSLVvp3rGFeW94JxXjX76w0s/3EFouYd4j8DzsVJRCpof01n1fc0lv3YrxfdxYHDceZ8JrjsFybSy7Wp83RGTMGBOFDkuWLGH16r3PbQvFN4Uf+9jH+NjHPjaEUQ09r7WFmfX1FLqbSW96imzzOpof/h0Ny95Bw9Hvwevpoev51VTOmkHUcghy3STq6vDSWRw3LF7EcSp67/zuwY5a1B5+OFb7RoLGBdjjFuPh0bnuOea9+51seeAhysaPJ9P8JKnxh2GMR/nExeA4hIUAJxYnXhvFIsCyHGw3QuB7hIWARFMTBAF2JEEYGNxEEssCN16GHbEJjY1lUbx7xrLAdSh+YdPrJeYadmMutYfOo/P55/e6vnbBobix0X9qBF622OYOB6+jA4BoRUVJzNcnewp9j8AvYHwPxxS7NBQKNn4mS2hCrKgLBJgwpGvbJu78+ic48ys/Y/Pj9/LwdVf1Pc72FQ8RLSvntZ/7Dpv+9Heeu+EXfeuCXI7nb/w1Xmcnh3/8Yzx06aXMOPtUggd/t2dAvSI7nmDKkpN49m+/o2zChH1u5yQSOPE4W+6+m2lveiPP/2bPu0cs26bmsEO5/ydf5vTLvs2aX34c86Kq6aq5J+GW1YCb45ivfAmvswc/myVWU0OkLEa0Ikahezttz93Jorf/J/Pf/D6MMUTjKeLVxbtG6ucX2+ObwMdyo7ixVPEian+xBLVzX4sxwQF1wxHpL5Uqo9C1jZ2r/tJXnBApq6Nu/unEKsbtcfwV0m1se+RXA75Es5wo4446v7i9VSxgKP6hLN5NbNkOVu+x6ufTRHNd1C08nZ3L/1xclunAxSb0A/alrKmJsromjnz7p0hW1FExfTpOPE7lrFkv+TvdzZtYe+efWPuvW1nyvs/hxpNE/G7sxrmYnmZMv4IMbBc7lqT+8NcTGJvMzoEXWJ/5841MP+F6ss1P4ySqqJl3KsYYLNuhbfU/X/Tshs4XHiJWNQHLiVI59Wg6nr+H0MuQ79xGId0+oMhhV25bn/471TOOo2PdfcSqxuOoxVPJ8bp2HzfxyolsefhPff8u5HKYcO/Hed8XZsaQamjCjScJfY+7rr6Ykz91JWbTX/f8pWgZztRjCAH3sDfhr7oNq3oStZMOxYnH6d6wgWlnncWGP/+Z8ccey6RTTsGJxdj51FOs/9OfqJg6FTu69ykMml5zIoQFOtfcy/jj30O0chx2rIwt//ge2+79GXPe8/2+bdtW3UHN/NP6/u3nurEw2NHEHn8rX8yEPtsf+RXJ+lnUHnoabkzTt71a+/4ksmuDkTmXeCkKvCz5zm5CL4/x8zQ/cj2RVAM1h51HZtt2yiZPJGjdSayyHi+dwYqBZaXIbt9MxdSJ+M/ejrX4vQTt3Rz6vgtoeWolidpqerY8SsW0JYRelspJR2E7NsYPmPDak7Esm+S4JhzHEHoelltGtGYaFHLYkTihn8eyYyQbktjRCHYkQuDlMJbBDgq4ZSmgDPwCldNmFQv0rAhhGGBZEdzyKizLxnIsCEOcmEPE9rAdcOIJIMDGh3iCIAgIgdCyiUSjWFVVYEOkvILQS+PEYhAGOLaLhcHEY8WbA+xiAYGbSGKFBicaLc7n7rrg2FhBiOVGMJaF7bgQBsWp3xwH2xiMFcMyAQYLywYTWNiuQ+g7GNvBcZ3iGNziexhjQor9FSE0AWDhRCKEfoCheLcxtoUJbbCC4nsZ0/tZv/dtDY5T/L/Fi97jWGCKHR2t0IBjMMWLBUQSMSKpFIWevRceVUybcnAPUJFBFvgF/HwWq5DFjsYIPJ9CTxaDwQ/yxFLlND/9GHd/+9K+c2T7yod59i83csKFX6Xl3kdg60P7fHx762PMOv5UdqxZTdXcOaQ3b97rdtVz5xIG6T2WTzj5I7Q/cwfjlx6OCRMc/+1vY8KASKqcaGUFsepq3Fhkn1PEmb1MYSn7ZhhY6BCrKnYyipanSO8ovv8LwgDbtgjLHNrWPcNUzhyOUEVKmp8LqT/yPWz6+1eK74n6qT70TLI7uygbXyyaX/6ba9nwwO2EfoGqSTM57LwPsPIP13PYue8n1bDv66KFTDvYUUw+T6GnG6+7C1PwiY1LseDC/+Th/3cF+ba2PX6v9rDDiJSniDgp7JjBcuPk2zaQ7dhC/bzTsNw9i9JEREYbfTszBoT5NNnWdoztEKuIUOhuJ1o5ju4NTzDvQ7/Fz3sEXh6vvYP6RfMxvsHL9BCvqMBLZ3CiEXDAhA6m4GO7Fn6mq/ilpZ/HTzZgnAQ2OawgRv0RR2AFeZqOPxY74pCoW4DlRMC42C6EOY/khCaMbRWnkghDLNvpvehs4cbjxQsvtgVBgONYvYULBicRxxR/C7AGvKHfX45rMef881h/25/3aCNsRyLMOvdsnFFwZoReltDP4+dy+Dkf3AgEIZGyCKGfwY7EKXTm2fj320lNmEC0sgKvu5vqOXNJTZp0QLmVoRGGAX4ui20XCxyMMdiWhZ8PKaQzWLZNmC+23d185524sRjTzz2HWf/2FiJlEepmzubMq27AicR55Pqv7/H4Xrqbx2/8LhPGH7nX59/4l79y6Ac/2Fc1bIK93yUKQODhRiKYwMctL7ap3FsLy1lvexvtzz7L7HPOIF5Vwc4nltPx3O4uEZZts/gLl7L+4ds55n2fpnXF7cx62zfZ+eSf6X7hMdxEJQ1H/xvl0xbjJlIYCxzXIVoewYTl2G4MOxLHuDHcshqalrwLJ5YiXrnncW73tvh9OcW7yUbBi8UYFRQ8gkIBNxYvTn00jCbUV7DtkV/260QAhfROtj/yKyYsex+Rspq+5YGXoXnFrXvcKWwCjx2P30TjonNx4xUUMu0k62eR6e224ue7SU04DBMUiFZNwE5WMW78PCqmHc3mO/6HzjUPED/qHGb+Wz31Ry8mOa6RaHkZoe8RegVyrT1kW9p49IuX0715MzPPeTPLvvplopU1hAZO+vGPCQsFomVJ2p9bzcof/ojEuHEcfdkXwbE4+XPX0rl1HY4dY/6Z72Xbg/fT9bxH3YJlVB8+nkjuBSirw2qcTSHbjeVlMSbgrK//DGM5ZNpa2LbycSLxKNGySpqW/TuEIfn2zbjx4jkeq2yikGkn1XQobqKKIN9Dz9ZVdL7wEDVzTiZW0diXr2iqno619/X9O1bZRGrCYTiROGFQwIlXEHpZcm2bcGIpIskqzQVcQuz+++pFF8yjqX23QnaiUZoOX8bW5feR62on1TiBe675HDNe80bqDlmMPXcBpnMbdDdDw1ysSIwwLNCx4XH8DY9TPmkhiddfRr6rGWN83nTHXwiDEBMUmHzaqTx/8y089d3vUkinGbd0Kcd961u4ZWXEKlMc8v73M+O8c7Cw8PM5gnyeysnjMUDTKRdhOxEIPCw3RuXs48lsX0OQ7eo3zuKXiLtEktWkd6wmyHXhJqvZ/U3hi3IVSRTfpwOZljWkOubjNs45gKxLf3Y0iZuows927LHOciK4moLqgPm5brx0HidqE3p5ujduo2PN85RPmoAp+Dhlx1Fz+EKyO3aQmjaZIJOnfFwDfiHATcYwRAgy3SQam7AKOYJJJ2FbNlY0SqQsTv0RC7Fcm7KJSzCBjR0tw8Ki+AHRJhJ3cOJxgny+2CHCjWIZG2wbKx4pvuQ4MdyU3VtzaBEacCLFKSEwEAYejhsjNAbLtrEsB8txitM7hQGW4xbPZmvX52AbJxoFQmwsQj8ktIvvX+yohYkFxe6GWLjJMsIwLBYtRBLFTk+uDVgYv4ATSxZfF40hxMK2bLB6uyFYVrGgo3eaG8ftLcIyBoPBdh2MMRird5kJsClubzlOb+OF4rbG7K5J2PXaYwrFaSZ2ve8yBuyIS+j7xaIGU/ycA2Hf82JZmDDE9Ht9sy2b0PexHZswDIpx2zZWaDC2g/HyxWsJfkisLMq8976TJ7+3ZxepqrlzSdSM3XbO2Y5WgoLHuOqxm4ORLshlIRIFP0toOQTpNGGhgFuWJLQdMltbWPH9a9l69924ySQzzzuP6ee8mYd/evUe738CL8djv/k2x7z9M5B7dN9P6udxIlHW3/9XXvORr7P1jjv7pp7bxYnHmXb22dh2jtSUI8i3bSJWPZFxx72bSHkj4AMxjLFJOOOIlVdgu/rcfFAYM6C6MtlQx+xz30Citpr254vHQGhCLAvCpGHFv37OERd9epiCFSldYT7Pqh//hoWfugY/3UOQy+PEYlgRh7YVz9Gxei2JpibuuOqjdG5e1/d7HZue5+5rPseJn/w6W5bfz+xTzi1+5/EiXrYTy0ngd3eS3dmK19FBvquHzrVryc2cSd3Cw3nDX/7Ajgce5t6P7z6H7UiE2ee/DctxiMYtTDRB2+o7yO54FjdeQeh72Cp0EJExQO80RzkTBPg9HYBFtCyCMS6FnhZ8r4fG496H73lYlkPgFyibOhk7EsXr6SRRUUFouzhhHicRIwggkoxgCgGFTJrU5BlYlsHyQwKr944NuxwssIMQxynD94p3jzvxGAaLwMvhxmLYUbd4F4nlgBVC6INjF3/XiQz4gt3aZ8XBK/8SfldluB9aRO0OTvre1Tz8lW/Ss2kTAOVTprDkvy4mYnVRCO0Rc3IEhSxhIY8JwetM07F6NdvuvZeyiROZeMopJBsaiq3+vR78ngyObaDjBcLKSeTTfnFe1SDEjRmsuEuQ78KybApdHrnWVqad+TqiMRfCAtjFbhm51p0k6uqHe+jSq+B5EGSLF/lCm9APixcXoy4uxXPIFLK4gU+mtZWtDy2n7rDDaF+9miCbJchmeea6n7Dljjs57pqriFTESVSU4WULe1y02KX56cc59JR37j0gY8i3d5CaPp2Nd97P5FmL8Lv+stdNg9pD2PqP39J46JFsfvIelnzlCp685ttsueOO3teHOLPOP59Z//ZvBNk0kdxGrDX/5PjLP0ZPR8COR5cTq6ll3LHLIAJ1hVnkmldTNe81RCobaDrx/YRL34mTSA74MjiWqsXP92CCoHgnu+XgxMt6X19efr5mGb28dA/d2zfyzG2/pKdlK+PmH8WME8+irL4J23GKF+uH8E5bYwIyW58cUOTQty4M6NrwKNVzTu77UsDP9+B1DmxbaNkuJvQJvQxBrpuOtQ8QLW+gfNIivO5m/GwHth0hmqqnetYJ9Ox4jp1P/xUnVk7NzBOYds5lBF4eY9lEKiqomjWR7M6N+JFJmMDFsiPgeDzz059SMW0yx335czitT2Jt+yukJxKf9Rqic2ZhjIUpFEhOmsSEE08kEgmhewuEBSqnT4X2Lp689kfsmHk/c971LqoPPYx8Vxdbn1pH04nH4iaKd2oW5+72i0VcroMdSVI1aTrRWEj3psfoWncnZeMPxY2X07b6n8U5wZ0o4458G2Hg0bn+QdLbn8VNVFEz+0QK2U7AEAZB/+T2fjEM1bNOBMuiY+29BPke7EiCyilHUXPIKWR2rKZ785OkJhxGzawTcdTWf9BkO9vIdbUReHni5VUkqutw9qPI7KUUp0HqIZKswXIimKBArnML1YecxI4HfgWAG0lQNXkWHRvX9P3e5GNex4I3vRevp5uFb/0Qi9/5cTLtLRhjeNv1d1DIdRYLCy0HyifjOePxmjuwnDzR8nKq55wMBMVCpKf+SKx6GgBe1w5S4xbgxFK0r3+W9bfeSq61FTsapWnpkaQqHeKRdqx0wLy3n8Oqn/+GbffdT8ORi5nz9rcRbl2JlWsnVj8LK9XQe+f6dgrpdma/51oKPa2UTZxP/VHnEK+dgh2NUX/Ym4gkK7Fsl8rpx2DW5PFzXZRPWkT3psf3yFn17JPItKzv+3fXhkeJ10zBicRf1b4Y69xYivoFb2D7ozfu0UGk7tAzcKJ6LdkfmZYd9GzaQuvTq5h++uvANvgFh0gyiuVYdL/QQmpcAzXTxmOFxekJjB0l15UhVlNNJBbHjSUIghDL+MUCVcvCicVw41GMnSASC4sFA46LZRkibpQwCLEdCzsSoZDOECtPEQZhsSAh7ha7CkYjWIBjO8UL1pbBhAZCgx0tTmex60t6ywRYTqx3ikWwnQRYFrYdg9D0dVgodlnoLb7c9ZnY3tW1wAbs3m0d7H7bWH0FEez+3d5ODL23BxSf2LJ3T+8AxWIIKHY/CMPeh7AwgY9tOeD03oxg0dsVyiq+XzH0dnhwir9b/DVC38OJJQj8fG9BcPEzuMFgghDL6X2+MOxtahJiAgiyOdxkksDPgbExvYURfj6PHbEJCj6WZWO7TrGNczKFhY+fzWM7seK82NE4QT6LEy/D2BZeuodYWSVhNmDKskMI/Q/wzM9/iZ/JgGUx4YQTOOKify9OaTfG5Lo72bHqER7/1Xfo2vIC5eMmsfCtH6Zp4TLiFfsuBpSDJ8hnCG0X23aKn/OD4rUZK8hhdq4mzHZglTfRvnoDT/7gOhqOWMjMt7yFR674Ci2PPFJ8jFyOVT/6EVvuuoujPvJJ7rn20j2ep2vLCxjXJqydD1v2vPkAgMZD2fzYo/i5DKv/9TuO+cZXeerqb5PeWpy6q2LGDI685BKCQgE/a5hw8icw+DjRBJGKGhzHHdLPUsKAfFuWRVlj8VrerloXY0zv3wEROVDRinLGLzueTX+/l9U33IDX2YnlOEw46SRmnHMOyfHjaV339IAihz7GsOL3P2Hu699GIZchmhzYPa+Q6wHLxXhpInGHaEMFpi6O5cZpWnI4PdtbaX1yBfWLF9G4ZDHHf+8a7rnw48XvMb7wOeI1lbixCKETZcs91/Zd53ATlS/xvYqIyOiiV7tRzmTbCZ0y7HIbYwrYEZfkhAVYxoAbIfQyRMpiYNvEUilMaIjV1WEKWUxosOPJ3osKBsuO4BfyRJIpwjDEjdgQr8Tt/bLAdiMQGgwh2DZOIkrxlpXil0ZOtKL3osbuN+HGtrCisWKr4N47NvbX3u9L631cY/bSkcAUCz9yOcJ4LZW5v3LSlR/HpwwsCzfsxm1/GK/hVCIv6vTwUvIdHQT5PG4iUZyb9BV6cZwmDPBzXZgwwIQB6W2byO3sIVZZx30XX8z0N72Rwz75cQh8jOPg5zP4+U7CvCESgaD5aWg8FD/t4/ROQ+GmnGK7Or+AEyvDiiQpdG6nesZkgjAk05Wm0NXTO59pilhFlMDL4UR1kXswhL5Prre9WKy6msDLke3YydYnHyT0C4w//BiSNQ3Ey6swxhD4PiYsYLwsoV/A+D5BPiDf2Y1t20RTSaIVZZigQOemp+hc9zDRigaq555IalIjcyafzV/f/QGOuvRS7vn4x4sX9ICu9etpe/o5otU7qZx+DPGKCTjROIGX22vcuy6C7k00Vca897yHRy6/nOn33k6w/j5MrmvANlaqnky0HrBY/M6P07H+efLpLhZdfDGHXXghfjZLJJUiUlFO6HnYiSSm4jCiUxYSdSzitkvd0cdg2Q5eT/Gx45UzCKcswM+2YTkudiRGpLxmj4splu0Q0d2S8iJ+LsP6e2/jwR99pW/ZjqcfY9Wffs7rv/wTrMIOCtkOUuPnEatswo0f/DvcjF/A69y6z/W5ji2YwMNYUXwvA4GPEysn9PNUTT+GaKqBoJDDicQpZNoxoU+krJqycXPwM+3ULXgDbixFvms73VueIt+xBSeWpPGIt2C58eLfe8siVlZFkEuz9V8/JjX5CKpmH0uQ7yHIZ8i39dC1bhOLL72EqmkTsDMtUHEUpmoi+D5hEJLd2YodcbEjEfxsljCXIayowKmYgfFzOC3PU33IFI679hpMEBCrqCZqFcCL0zirERNNYiwXr7uZtlX/IMz1UDn7ONxYBenm5yj0NBOtaKRu/pkU0u3kOzb/f/bOM8COqz77vzNn2u13+65WXatebbn33hvFpsYkhtBJgBASMCWEEDoOBkwS8EsLwYaA6c3g3qtk2bKs3svWu3vrtHPeD7NaaaWVbYwLtuf3Rdo5c2fm3jt3Zs45z/958EZ203nkG2LBJBrDtKkPbqExuBV0POHdV9pO89zTEZaLbdq0H/ZKRrY+jDBtclMOx861o7Vm8PHfjX3mKqgztP42cpOXIUyXTOc8hCEJGuVE6PAsMbx9E7d+6R8Z2hI7jkjbZcmr/5Y5Z776GU+yRH6d2p61DK67mUznQtqXXEzvyhtoDG6hbdEFlNbcije0A6+/jyNf937u/ta/0TS1h55TL6QwZQ6RV8XJF+NJSCeNlc4QeXX8ahWEQAlAgrQc0i0p7EI6nhg1JN7gACqMkOkUxRnn4A3F4ho7n0cFdbyh7aS7mjjvh9/DIMJAoap9qNIuhN0CjRGiR3/BwksvYvLpJ2FIQWNwE0O743O1uXkWurQLr7wbtKZ5yVnYmRbMVI5pF38EHfkE1cE4FzvTFD9Hhh7SztI09wyC6gC5KYeRap0BSgGxpal084S1QYQQdBz2aso7VhI2Rg6qAt2LUvFkYzKB8fRwCl10H/dmRravwCvtxMo0U5h2BGaqGEcBvMzxR0YI63Wk4+AUi+PawvoIjcFhHr7qyxz50SvJT+tGiAAlc1g2KOUTjShykzsREryKh1+uosMIK5+LrbvDEKUBFSC0wEinQEiU72PmiujQRysdO5oYBqYbiyC01kitx9wInHweiGMZ9kcLa9+0kRAwGuEgxAF92jEHMLFf5e1oux4VMOzfHdz/tXsdDbTe5/Aw9v/xn+f+/d/9f6H7+poijnjYu/4BmxCjsRBax+4JY+1CjAkK9+5Y6ygWZiBAK7QWCKUgVPEIkwLDGu3fj4oiDEOiVRhfM6tVnFwOISRhGIw6QGiiahUzm4cw7hMrFWKE8SSeCgMM20apgND3MEIPoQw08TOADjzQgqhRRxOhAp8o8KhV6timYNZCwbRrryL0FdKxMcvr0MOP0yg0Yb2M5vajwGfjrb8Y5+pX3r2N27/8IZZe9nYWXfw3mO7LT/zxZHjDw0SNBtJ1cQoT9y9Dr87Uljzr//gT/GqZriVHk2ntIlVonnB9gCiMz92wUYUoJKzVCauN0T5yGq+0HuUNU5hxOOrx36J7n6DQMoujPvj3/P7N72T9j37Maddey63vfCfe0NDYdktPPIHwIdPWRbXv4Ez3oFphpCbIFyahD+yD2GmCziPYdNd/AbDjkbuYfsLZnHTN11CejzAMzEwGtymHtGwiw6S2ezVuoQMrnUcmVcPPOwdGV4wt15q97jhKaQ49epqQkPB0MFIOKopY9dWvji3TUcT2P/yB6s6dHPmJj7HrkUPHAg1ufJxMa1c8dzJK5FUJGh7SsVGNEaJ6QFgP4vtAJo2UI2jtkW5vw21uwhsu4bbk6TjyMM77wTeR0QjulCmodBZNxM47/2tM5ABQnHV8Il5PSEh42ZCMsLzECY0Uhq1QoUZFAsOWYCi0YaCCEKdYRKNxnPRoVqzCEKCNDCKKYutKBHK0ktTKZPZVm4wiMEYHRONczXgAZa9eWMRuDXvXPcCeSYjYbnJs4OZP4Ekf0/cTTcRV8HElCirEzmbZ+NAddPWcgdW3EnvXynjdrsNoTDmVga1bmDVj8VPu3yuVGHjkEVZdcw2V7dspzpnDkr/7O4o9PVjZJ882DhsVIr+BMAwW9kwhrJZRlgQVUh/chI4UbvNUKts3sP7637LgbW9l5X9czdk/+C5IiQr8+HOONEIohOmiohD8fsSkw4AIrQOcTIqg0iAKG1huEa09hOUQeT6pSZ341SrDW7YRBQ3qI4MYUmIP5UkVm8lOnpQIHZ4F6gMDDD3+ONv+8Ad23nYbyz/6YYb61rPi+muA+DcxZe2ZnPCufyHwGmitUV4Nv1ahvGc7IHAzTTz+39ey9dexa0K6q4tjP3El+RZBVBti6NEbAdhz1/8y9bwPkJuyiBO/+BlWfe2/mX7BBaz/4Q/Hjmfb729i/lvOYmjd7bQvvZhpx53Fxlt+ftBxN02bTThycOYmxFUcVi5Hvb+fhW97G7d/6F858dMfI1zzO8JtD4AwMKcfC9OOQ1YbnPpPV2E6KbKtk5FuLGzaW9GFilAqgIyNYUiEtFGRj4oCBAIhDEzbxWzedy4aUmLaXc/G15PwMqM21M+93/zMQcvDRo27//OTHP2mv6W25wlqe57AyrTQufw1mKnn1gFEGBLp5gkqfRO2202TUWGD4c33Ue/fiGG5NM05BTvTwsCaPzC07rZ96+Y6aF96MY3STnbe823Qms6j3og3spvqrtWo0CPdOhMr20r/Y7+hfcnFBF4VO9eKkDY6HGLKOf9AWB1gw/X/iDe0Iz5G06bz2DeQn9JBY7CCX44wLAsrGhm12DbIdLRQ6x3gtvf/A8Pr4kp5M51m0TvewaTTTiHIzKA6sAuth8i1T4EoIsRH1UegfyNUdmPOOxutFM0LTieoDFLe/AC777me7tP+ltLux6n3baCkNe1LLkI6GXJTltG36pcElf74OKVNceaxdB//FoJqPzqKKO9YgTe8i1TrTHQYYroFmuedgTAkuSmHxQ4OpjP6mkEG195EWCth5zuJvCpN045kePO9WNlWUCHeyG4MK43pZkfdPyQqqBMFDUAjLTep1H4Kqv27+e3Hr6BRGhhbFvkNHv7fr5AqtNBz+iueUXxWfXAz/avj+2SqdTrDWx6gfekr8Kv9BI1hZr7mswTDe5BuAX+kysWf+m/Cjbejh1cidCeBm8avDCNMl75V9/Pw/36F+lAfc899AwsueD21gV78WplcxxR8Q+LXyqA1dq4JwzKRlsXIExu596Mfpd4X/55TbW0c/clPkp85DbRPad2dNM0+mmh4B2rXKuSkJUT9G9DDuxFL30TDU9jZEGHC8NqHGFj1e9AR/Q/9jNZlF1JYcArStFGNCjvv+3EseJp/Gm7LZKxMK2jF8OYHSbXMwJAmjdI2VBSQ6ZxHUBvEdLKUNt5DvW8d0smSn3YkqIih9beBkDTPOQWn2D1aub2PoD5MfWAztd61SDtLfsphmKli8pz4FAhDYmWaaZ59ciwS2Vut+zKnKZNh8JFHeOTqqymtW0d28mQWv/OdtBx+OMKIUEEDFUQMPv4ER3zkwxjSQAqTQFv7HBGsFJFRRZgW1V19VHt3EgQ1Qq9Bpqmdyg6DQs8MLNtGCBvY1381RoXg4hDn7153hKe6Ch3yOnXA8n3rjRc5HFgAcLDoP3ZCEHv9GPYKGQ4UyevRwoJR94X9jzwKQ6RpjokWdKRAirgvaZpoP4wdo4xYSKCjeJxAqAikiYqIxZRSxiJ400ZFEcIQRF4jtkI2DIJaJY7b0GCoiGhvXxURC6f13opjQRh4EEWoIIgnerVGhyH1wT5SuQxR5CO0QeQ1qPTuINvWjZQKFKhGJX4/Xp3AC9CmxHYkI7t3k21pQpoO9Wodb6RErqMLv15BWg6P33038048DXPLLcjSdkS6mWjq8fTuGaFNWLycqA/18/D/fmXCtlU/+SazTrmInDv5eT6qv0z8kRGG1qxh5Ve+QnnTJnIzZrDk3e+mef78cQUufr3K1rtv5K6v/8s4oWD34Sdy3Ls+QbrYSuR78ThOo4YKPLx6ndrAHkKvQbZtEjpQPPSpT7Pn3niSTJgms171SmZedAqPf/c99Fz670ivih7YQDrfycwLz2f9j29g5VVXMe/yy1n55S+PO/adN91Ka8+ig4QO6eYOwpEq93/685zxX1eTUtuINtyGjgLkpCVY88+hWlec9J7PIF2HfNc0pOWgFaRmtKDCAMvdFw9mKEVh6mFJ7OkLzURCh2hf8ZYmjjpNSEh45nhDJVb/939P2Da0enXsjPwk4jYrlSHV1Ippxw6GYaNGGPgYpklQHiIKBNU9uynv2YblZtA7IqpbdjDjnNMYeOTXtCw9HyuXJ6gOghCkiw5GZi7KKaCDGkNb743dgACEQfPsk7H3i+5MSEhIeKmTCB1e4kjLIoxCTEciZBoVRUjLjm2uR/v0xmiVCOwTIgi5t7pk/CDP3ly9g9wUxj00/2kP0BNlU/1pjA7daDXq/BkfXejVY7tOrVFBADrCtGxC36d72bH84VPvomXmXGYceRpozcY7bqW0/QZO/9DVT2rtFDYaeMPDbP7Zz8Z1KPfcey+3/93fcdaPfoRXrWKlLQxpo1WACjxMQ6CEQVgrgZ1HSkEYSdACaYSgBfXBLVjZTgwzQ61vDTrKsfQf3ktQKnP4B9+LMCXasJG2RAdB/P4iQehrTKkh1QWhACFxW+y4w+q6aCONimI7QR2FmHYKUHgjZXauvptHf/HtsY6Q6aQ44g3vx8rlcfKHfkhLeGoaQwMYZkTTgum0LH4HS9/7bgbWr2HFV69h6evfw8IL34Qh4sFG5XuYUhFUhtn8wJ3c/70vo8L4IVXaDoe95j2Y6RQb/+8n1Hbt4uZ3vY9zv/9NstYA+VlHM7LhXkCz9bdfYs7lXyE7qZ3ehx7iyI9+dJzQwcrl0Coi8spoFTL58OMOEjoYpsnS17wT1y2SnTqVytatY23pri5OuOpLCEMz5fRTsZtaCMpDDGzcTn7uhbjzzh7dkYtfH8HrfZhU7kTW/+A6el7/GsJ6H9LJYygDrSPi6jITaWfGqhuTSpCE54rBTY8fZCG+l4ENjyGsfYOWQXWA4a0P0Dz75Nh16DlCSIvM5OU0+jcc1GaYDvnuJey8+9uo0Btb7hS6qO58FK+0/YCNQa1/45g9fXH2yVR3PUZ528NjqzQGtyDdPK0Lz6G06R7yU5ej/BreyEasTBtRvcT6H3yAqFEee40OfXbd/i1kqolHvvoT2o84gkx3N+uvv57slG4Oe8ebaJQUf/ybK/BKpbHXhbUa5W1b2bPmAe779udQgT/6viyOetP7mDy1DcN28ZwisjAVNt0NzbPYcfcPaD/q1fgjvXQd93qqW1fRufx1hPUhpJ0hbIyQ7pjH7vu/jwr2OdLoyGdo3a2x0MCQDD7xRzoPv4zy9pXsvPtbaBUi7Qz5aUdgmA5WthWNoLT+drzyHkw3T9PsU7CzbVT3rCGsDdEobSc/7QiGnriJwcdvxMq00jz3VKq7VtMobcdM5Um3zaay81Gqux7DyrbRuvBcnHz7QZPFfwpaKUKvTFgroUIPK9OCdDIviYqMwU1rxokc9mfF9V+n+/ATSDe3/0nbDBsVhtbeAoB0skSNMo3BzTQGN5Nun0N20mKCch+7brsWrWHWme/A++0nQEfIY95CXbk89L0v41fLTD3qVB74zhcBWPa6d9O1+Ch+86G/ojEyOLa/WadcxJwzX0V5zw4aT6zkid9ez9Fv/CC3vevd6P0iUup9fdz6rndx8jXXEFVKdCyYg3r05xDUkVOXYxSnIpwC9RaL3Xfcx7of/pBGXx/NixYx/6/fxLSLDmPLzz8MWtG/4hcU55/CwKrfM/DwL8b2MbT6JjKTFzH9og8T+lWklWJwzY2o0MMpTKIw4xiCygCVnavwSjtomX8mQkCtdx1Da2+mOOt4Um2zqPdtYPCJP9Jx+GX0P/578lMPx043EwU1dt33fSKvMrbPyo6VNM0+hdyUZS+Jc/K5RhgSmQgcgFEB+vr13PhP/zS2rDhvHi1HLIujEFSAkBZRJYhjywwDoght2qhKFdO1ENJAa42Tz1HvH2Bo+1ru+da/E9Tic1QYBnPOuJQ5LS3YueZx/TqxX793f/bv2z6Za+CfxwF95AkEC3snC+Potb2OCbHbgVYKTRw3ocMQxoQEEYzGQuhIxQ4MxH18EQVoKWE0DEKHDYRwY6GeUqAjvGoVaafi+Aet4iIEITEdjWEIdBgRhAGR52GncyAEUb2B4dj4tUpc1R16SK2IolEBMxq/GsTFEiIk8sHOpAj9AI0i8jyiyMd2TCJhEfiVUeGDReBFsdDZtRGGgV8exsnYKN8AaaF8H3wfkJgiFhzaloNFgF/xqe3uI9M9CaIaOghxslmKMxby689dyYKzX0VT93nUSgOs/uZ/svCiN5Fp+dPuNy92GiNDhF59wjYVhtSH+sl1JEKHKAjY+vvfc9/HPz62zBsa4qYrruCoT3yCGRdfjLTiAbVa/27uumZ0PSE48r2fY84xpyNGY1vCcn8sgPArBDsfY6jhcutXPjbumjX3zMvoOuXEMaGDDkPWX/9DDGnSvOBENv3s35h90QfRd/0X0ZZ76bn4r1n/4xvYc999LH7XOw86frtQoOHvHr9QCA677N2s/e//icXAQ2WYvojMqcdiGBqM2N3GRtF12HEIU6L8ACuVGhsHlOZ4YdCfP5aX8GwwkdBEhf7Y/7XSZNMOtYZ30HoJCQlPj6jeGDfWcSDD69bTfvRhCMOYMCK45/RXkm7ZJzzwa2VMN4XyfaJIsOL6r7Lxjl+PtTv5Jo5980fZdus9TD/9ZEY23U9x3qkMb9pOpr0HWtppNHwMv4ZppyjOOI7cpMWgFGa6CWmnY0FqQkJCwsuEROjwUseQmPsNrO3toMCBDpkTiBOEOORg0J8y+PNkg0Vx24HGmU/OWH76aNWLikarYbQm8n1M2yYKAoJaGcN04vesFEG9jHZS2LZJox5wxoe/wsbbf8MD1/03GAY9p1zE8svfj51Oo4M6mO64z0WFIZVt29j4i18w44LzeeRrXwMhmH/FFcz7q9djZHKEtTpCREjbAlOigwZRGGKbBqHpEAzvxnTbEBZEoUagkKZJpDSCCKd5FioIEUZIbtJiGqUhpGXjKY1t2QjLgVCj/di6UxhxBY7tSrTfwDAdhBwdHJMCIWNrLdMyUZEZ24baKdAQViuUtm9g1U+/Oe7zDb0693zr3znn4/+PzKTuMTePhKcmqNWo9/VR7+ujOGcG1d0PUd6+Eq1CwKDtsEtpmb+MN1z/IP7IMPWdO/CGSgyuXs2sC88kXHszJdq491tfGLfdyPd44Htf4NT3X8XWX/+WsFZDBQEbf/l75h5ToGPZeaNCB0BF1HatxZp9LE3z5h10jLMvu5Ta4K1AXP3cOWcJp/zdv/Lor39IvdRP29ylLLzoTVR6dxBqn1O/8V/Udu+hvHkL2SmTyU6ZjJUvIBBIp45MpfBKm6n2/oFavxkrhrXCG9kTW6YJQXnTVNZddz0zLr4Et6UbEIllc8ILQhQ8+eDOgR3SyvaVFKYd+ZxHWJQ9QdOcUxlad8u+SjAhaFt6MUPrbh0ncgBwi5MZ3nTPQdvJTlrCyJb74pdLCyffwZ51tx60XtQYobpr9ehEvKa8fSV+ZYDC1COo71o7TuSwP3vu+R8Wvu097LnnAe79yEdwmps5/uPvR/nD7F61+qCOv5XN0nX6idx81fvGLVdhwD3Xfo5zP3o1mcd/iN06m3p+KlFhKq6hCevDjGx+CLRm563fpG35K/FKOxhaH78XpzAJt3nahAMIAKVNd9G+9JUUph3F4NqbaQxu2ffe/SpD626l2HMitS33k+teQn1gEwC+X6Nv5U/JTz+KTMc8glQRO9tK74qfENZKSDtD89xT6Vv1i3ECi/LWh2iedwY69Kj1rWf3/d9n0rFXYGdbJjy+p0KriEZpJ70P/9++794waVtyMU62BYTAMB2knX7yDf2FMrDx8UO21Qb3EAX+IdsPhVYhYX0YiM/98cKgSejQZ8N1/4SOfBa97bv4t3wRdIRIFfHcSfz+o39DY3iQ49/9SR78n/8Ye+2M487iF//4WsJGbdz+Ntzyc/JdU7FzBR749ueZeeL5bL7hl+NEDmPHFkVs+dWvWPraUwhuv2psebT7MUS2DeeU97P669ew4cc/Hmvbeeut7LrjDk76yldoPexi+h+6AYD+Fb/EmEBAU93+KMPr7kaks1S27xM2ecM76V1xA+3LLiE35TAag1vpf+x3dBz+amq96wHN8Ob7aV10LvW+WGxV3r4CaafYdc936Fz+Wso7VmBYKVoWnI3p5tE6orp7LUPrbiHdPntCoYMKA7QKEIY1zp71oPWikMivxlb80sJMomFe8nj9/az49KfH/i7MmsWJX74KrQIM00GFIKXATKVj5wZhgC1jYUOxGEf7ITBGIxi8yjB3/OfHxleuKsUTv7+e4uRZpJpbsIv7cgkm6tfC+L7qsyFymDhGcawxPueFGOvPaq32OTyMTo5qFcVRM1JiINAoBAKtgn0Of8JACI2KMyfiSj4Zf16RjoUMOvDHRJ5SxnFwquFhFvIIv0rohagwQFoOpogIDYkwDFQYgqpjYBIEISCIQp/Qq2M7WbQQBPUyttsKtovve2jfH+33xDE/XqmMaTfQZNC1gCAS6DBE1wOwBdq0EUIRVuqY6QxP/OHndC5YhpNvQVoWTi7P7V++ktP+/pMIr4JXdahWeil2dbHqZ99jzomvJNfZhOtEgAsiZMXnvsiR//pxrJYUQXU7e1bvYcrSo8i973Os/PF/s+YPPyPfPZ1j3voRipOmvuycaaT15JMe0k4mRQAavb089NnPTtj20Gc/S+exx5DpaEeYNjKV5fXX3U9QKRMFHlppaju3oyONm7Mx6n3gDePf+x2CI97OH//t7Qdds9b87jqOvPyDFHp6GF6/fqxt/Y9+xBnf/U9Kj99IJN141EyFWOn9ztsJrjUzL7qARqMXv1qm0reT5hnzWPyKtxD0D7P43e8iN3UqZi6NlUqjtYF2XYgCIq+K29y6b0POy+v38WJlokgxFe0ndNCKzpYswzWBVyuhoih280lISHjaSNfFsKy4kHIC3LZW1v/xpxz15g9x37WfGVdgM+/813P4K96I3r0SvzqAmHIEVqYJ5cXi0M13/W6cyAHAGxnijq9fycnv/CxBxUPVR4i8MmamGY2OYwuFy87b7mH6xRdhmhZkkmLFhOcHHXpovxY7NrvPrQtuQsLTJZlpSogZHWQ5UJRwqMGgP2nT47anxj2Ea/YOBB1wLOzLmhsnbNAqPlQZq+yFlKjQQ6u4ukXoCBX6iNDHSmXjSZAgIPIDaqVB0sUmpJEhCmtU+oeYf+HlzL/ocoQQGFGDCBthWURRSFAdRFgOIvIJAx9/YASnpYm5r3sNpfUb6TjqKE74/KeIsJASwloFAoVZyMQDVQowDIS0iewUeBXs5mkIFYA0QSgMKdBRhOXYcZSFEJipFKgArcDOF1FhSLqrA2HEg1bCVAhho7w6ZioD0kQIgXDSQJzZKvbrtBjCAGEgpEbsJ3QJvQaP/+66Q3xpmvW3/pzCjDnI7HOfUf9SoDE4yPabb+ahz3yG5R/6IDI9RHnbgyAMsjNOJD95CYYKaNRGqA3U8HcNEFQqPPKVr2Dn88w66xhCr86jN/3fIfex8a5fM/msM9n8058BMPD4WvTxpxxUWaH8GkJDy+LF7L5n32To7Ne9Fqc5TaU3rg42LJd6bZjuw4+nbfZCVOhjpfMYdor8pOkYtovQilRnFy3LlgJxVReEoCLMjEMwUkb7MnaJUSFeace4Y0k1z2Tb728i8jzQGkO+vOxhE/6yaJkxfyzf+kAKk2ciGD/BqqK44/lcs7tvkKWLl5LpmINf7gUEdq4NgHr/xoPW3zuJcCDSSY9N9jqFSdT6DnaJ2Et19xpaF1+AYTpUdz9O68LzGXzkdxMOlO0lGOnFbWnj8W9/G4B5r7sUuetOGlNOofT4EwetP+Xss9hwx8HROHt59Dc/5uiTl6M33U568uFsvu1/mHH++3FbpjK46ndMPfcf2Pyzf0O62TgbfBRveCeDa/5AfurhEwo+wloJYRjY+fZYPDIBI5vvo2XB2QTVAaxs61j8Rdx2P6nm6Ug7TVDpj52YgNyUwyhtuHOcyGEvg0/cRMeyV1LrW49WEcNb7qNl3pnPSNQVNsrsefD6se/ZznXQtuQChjffT/+qn6NVRLp1FsXZJ2JlmvlTnbReaIpTZh6yzc03jxPlPl2EMEYnST3C+nAcNTKKmWmi754fokcHfIUKoDECgJx/HhsfuI3GcOzWYLrpMbeJhZdcQd/aRw4SOexl9S++x2n/HDt7ZVu72XX7zYc8vqG1a1G1ZQd9U7rSR7D2jwSVkYNeo6OIh7/4RY7/wqfHhA5Ro0Jm1jHw2I0Hrd/30M+Yet4HqPDwgVuitPEuWuafPfZ3Y3ArbtNkGkPb0JE/zuo+rJfITFoUCzV1hJVuJTdlOUPrbsUrbcewUuQmL6X7uCuoD2weJ+hRoU9QG2R44z34lX7sXCuFGcdipZsOqigKGyOUNt5NZccqtAqxsm20zDsDK5dYrL6U8UqlMVFc18knc9LVV6NRqMBEECJMCYaFlU+PEwrs/a+Q5n5nq2brfX8cN2G4P2t+9wO6DzsOm6YJ258WWsXhEXudFvbry+oDxAqxQGH0v2EIUsSRDdKMBRoqwpBmHP2gQYtY2DZWWKAFGAZhECDk6DO3AMIATBMR1FFWCqEUWsfiBGHaCBQaHccYag2BhxIijpkIQ7QQ6CgkjHxcWyIMgZO1aVTLmG4WIaoE9SpmOgN+Fa1TBPVyfNxRiKSBtBwawxVEMY/lpKgM7cE205ipFH3rV1PsmIZWPsIwiMKQRqmfXNcUNvzfj5j/pkvjPrqS9N97P82HL6W0cwO7/3gXs994CeHwZvzBNLmeHiYtPQbLcfn5+1/N0W/9CNOOPp0j//oDDO3aQaG+FpqOwBIuoRfgpNM8+utvM//M11PIheBmMcNBZl10Hn943Ru55Pc/o9G3lraeI1lz40/pOeF0TnzrP8VFEtLEdDM4TS+/642TbyLXOYXy7m0HtaWa2nALz0yk+VKjMThIWBt//3c7O7nwN78ZEyRVh/oxLBvDMKjs3s6Wu2+kefocHCuHwKS6axdTjpiDyLXTuOOrGO2z2fLQ3Ye8Zq3944+Y86pLWPHZfUUPKgjQwej4WBjE4iYni1+Nn0U7jz2W/pWPjNvO/DdfQYhP+6y5nPy2f0QZFmamQGXPapRej51rJtW5nL5Hfk5Y7UcF+xw+7Fw7HctfkwgPXySMib6fxNFBSGv03iUotE6hd1uJxuAg6ba25/NQExJe9JiZDNPOPZdNPz94fMMuFJD5NBtu/QV+rcxpH7qawc1PENSqTD/mdApp8H7zMVAhWGmsOWei6j6CkLBR47FffHfCfYaNOsN7NpPtmISTb0dHEanmKUSNKrYOKG3cQaO3NxY5JCQ8D2gVost9+I/9ErV7NThZrPnnIrsWYqQKL/ThJbzMSXzGXmYccih8tGH8dM4ETg77TQ7p0WoUvbdaJIrQQYCKIlQUxTdwFRL5Xmy3qSN0FKKjEBVFRJ4XKyEjNSpWiNBhSOTHtpmR78fbHM3wVEqhohCtFMqrx5VikY8QJlIKUIowCDHCGmEU4VdG0IC0DAxL4qRyCBXSqFTItEyjbf4R8QO/tCBs4EcgpEB5NbxG7JiAMAg8D8NwSE+ZgrQkERorl+XEL3yayIgHl5QhMSwHqxgLDwzTRgsTpItpGQitYtGEji0BdaTigXwN0nbjzDw3FVfsSImwXIRtI20Hw3UR0kIYEsOQGKaNAfH6QjC+WkiMfZl7l47FkYyut3d1rUOq/TsPea5U+nZANLFSNeFgylu3ct/HPkZYqzHp5ONplPYw5fQP0H3Mm8k3z8IIPHwvYHDDamQkeOJ732No9WqG163jyI9/nGjLPSgrT6X30N9JtX8XqbZ9g0+FGVMxwjL6gInJ9KT5aATTzj0HrSJ6XnMpZ3z3Wha+7S0MPPELhLRoXXQeUSiwc81oO4tV7MBpm4bMtyNSOfpW/Ihtf/wCW2/6ElG1H9O0MU0Ly3Wx3CxWuoCVymPl8my/+U4KM06LFUj7YWWasdxZrP/xDUw580ycYvFZ/cwTEv5UnHyBhRe+8aDlQpoc9Tf/QL3vsXHLU209GNJ5Xo5NSAsr3YTbPA073w5PIjiInRgOvqOH9RGsTHyNEMKI78OHQOsIaWcI6iUADGlR2fYITnP3IV/jNE+humNnPIEDtC1bBEGNPWseITttykHru20tVPp3H7R8L+XenShrVEy38xFSbdPRGIT1Msqvx/dnwB/eReSNnwiuD2zCLU5srSydHCryxwQKE6FCDyEM/HIfVvrASTBNWB+ismMVQW1fXIGda8cbPsQ1WivCxgjSyQLgDW1Hh8/MHrY+uGWcmKV18fnseej/qOx4JK7W1Ypa3zp23fs/T/oe/1Jp7VmMlZ5YRLnoFVeQKv7pA6/SyZCfflT8h1b4I3tItfXEf0cRlS0r9628X3WNynawa+VdY38LIcZs7qceczrDOw4WGu3FqwxjjlY61kq9ZKcc2uo7N3UKRjixU0q06U5mnn/mhG0jGzaggn3OJYWeY8hMmjvhusqvj51/B+KP7Bn3d+hVMKzUvgX7ub/ZuXbsVDFe7ORxmyez+/7/HYvKUUGd4U330L/696Sa9v3utYqo929k593fprpnDUG1n+ruNey8+1vUBzaNq2oKGxX2PPRjytseHjvXg0ofux/4AUF5D3ZSUfySRUhJfu5cXnH3nRz/pS8QlYcIS4OIsEEQKAyMuDLoaWWJC0Z6D56s3Uulb9eoc+ABaB07JcR/jC7SREEQV2NHcZ9VqVhMgFaEgU/oNVB+g8Crx6KCKEKpiCgM0V4ZFUVopYgaHlpHRF4Q7yoMIGiAFnEfGYFSIQiDKIjFCcK0QChUUI8fp6PY7Y8oAMMgCgKUdONjU1EsYFA+mhBveAQpiPu+WqENCwONX6sipIDQQwuNZdrx8XoeSoFhmPjlEm7aRWuoD/UjlMKRIdLNUB3qG41RqiFNE2REbU8vQaNBKpcn0g20FqRb2in1bYFQYTopVBQiDEnv4w/TPH8BA4+upbJrNToIaZ03m+HH1+M1ynSddDzBSIBWgtyM6Qw9+hgD9z+CYTnMPetS7vn6v3D9X5/Ivd/4FMKyseachrXh/3DNCK9UYebJF7H1/pu49WsfZGikQbh7NUa6iUknnURu+jR23HI7bXNPY2Tr7XQvmY/n+wz39+EHPpj2y1LkAJBuauXkD3wBKz3+fmE6KU794FV/cnTUSxVhWZxzyy285pFHePXdd/CqW//IhT+5DoIq9f7dVPZsw6+V0WFI2Kjy+49eQdvsxfilEUbWbSKsVrEsgdqzBjW8E1SEcPKUdm4/5D4rfTtx28YLTYSUGI6JMEwsJwVaYS15JSuuuRYrm+XwD/4jhVlTmX7hhcx+/es4+4fXM+PVryTd3kVkOgxuu5fBdb9n133fprzlPlAhxVnHs+vua/FL28aJHAD8cu8zfn5NeP7RkQ8ChHHwPVPvjUG1nLFxXNN1QAhqvYfunyUkJEyMU2xi4TveTuvhhx+wvMgp//mfWIUchmWz7f5b+OOn3sWm236F6aYptLXh3faVsbEZ68R3IwB/ZJgoClFeFW9k6JD7rfTtxEynMZws0nYRho3ppPD/8Fkyvb9h7mUXPpdvOyFhHGp4F/XffJxo013oegld2o5/9zfwH/g++hDOsAkJzxeJo8PLjEPVpWoNYrRVjVaq6CiI7THRsXJcGgSNOoYwkJZJpBRSQKhAao0yBEJpwkYlrqqTRlzJKATK9+PtaFAECAOEkISBhzcySLqtGyNsEAozHrQJIwgjMA1U4CFMa9R2c69iWWIYgsCPEEaAIR3CoIFpm4TCwVR1hGUTVEfAShHpCGlYWM1t+EMDKCExTAulYhFCJB0sx0bokBCJk3JROh6QtfLNcQ6oUkSBxikUcYrNqDBCGgIdNJC2gxKxpWfss2oitUJLAxXZcZSFHm0TBkpJDMNg70/Q2JttaMcDzft3Uwyx3890r1jBNDGewm1jnyPGAfIVHbdark3T9LlUDzEJ1Tp7MYadqEKfDl6pxOprrwVg2ZVXYuZayc84ieGtazFMCzuTZ9NPf8WUM09hy71/JHPKa2hdsoRNv4gztk3HgTDACKq0TJ/D8PaJJ1aKU3oor48HdIVh0HPJeVB6gKH1942tk+85FjNVQCmBsErMv+JC7Hwn0k5T2nwfhRnHkJ20EJCj0RKKyKtQ3nwPhuXiV/rH2byP7uyQ791Kp5l82uk8/LkvcfQnP0p9YAuRV8F0mqntLnHL296DtG3mX3EF0nl+JowTEg6Fkykw+/QLaJuziNW/vI7aUC9ts5ew4MLX4w88Rljb18EU0qJ59kkY1vNz3mqt8CuDDKy5icbAJkDQsuBsUq0zD3J1qA9sItM5l+ruNeOWV3aspDDjWPof/RXeyC6y3Yspb1/JRKRbezBMm3B0Ij/yq4SVQZymbgwng/KqB72muOB8osa+Cfio4cWW25FPfs5szHR6XPVbZcs2mqb0MLhp4qiClhlzkY2B+H6l44kRIc1YcNEylWCkDwC3ZSrDOw6sUo/FGhORn3o4QXV4/ETuRBgSM5WnMbDloCZhmAS1AVKtM/bf45NuTqsQMSr4kk42dm96BgTVfeKKdMc8vKFtY04d4/YX+Qxvupemuac/o/28UGRaOzn7X6/lpn9/D7XBeAJeGAbLXvtuZp92IQIF/Gl2usKQ5CYvJaj0E/lVVOhRmH4UTnESCImZLo65dijpgulC2EA0yjj5fRafO1bcydSjTmXL3TcyvG0jzTMOjoAaex9tXew9J7bc+wdOfMsn2X7jHyZcd/5fvQ697tsTb0iFY+KKiTBkfA+2i5NItc0YG7g+kELPsYhDWJILQxL5+36bTr5j7NrgFCfjj+zeuyLZSYuJRt0vDCnpe+xmJjr3vdJ2ov0mSEKvSv9jv5lw//2P/pru496MmYptLYPaIH55z4TrDqz5A+0zJhZ+JLz4sQsFzvz+/6AqI2PC9Mj3sFIZ3EILKvAwbXdCV8GJ+jUd8w5jy12/n3BfTdNmY9oWenTifW9YYjTapzRMCxHFk95+rRI767kZlIowjLii2y20EHoeSkWYlo0QJoYYjWfR4FdHMJ0Ulm0hgjqhMjBsk9CvI81ULMwXgjCMUKqBZRtEkUD7FbAshDBRURDfz0KFMCDyqhjSwZQRASY0PDAEKvKR0kAZNoal0crGL5Uwc0WU18C0TAwpUF4DRBxTEfgRti3RviYcFU3YrqRRq5HOpNDaplYeIZXP4VVrhMJGbLsfp2sRurmdcu8O0k1tDG3dQMvUWVTFEDoICVUcgWcYBmamgGFaNEoDBF4Np9AUCyPQOJ1Zbvu793HG//saBgFucxPZWoOU0cq2FbfTlTki7peEPgOrVtF14oms/MKXmfc3l+MWmln9i+8ysGE1N3/m7zj+PZ9i0nFvIXj055j1YbCO4ayP/xd3XH0lv/3E25lyxMksveSNFCZN4eSrv8zue+9lZNMuOhdfRFDpw6/2kyu24TR1IkfFXC9XmqfN5aIv/ohdq+6lb+0qClN6mHrEyWTaOp+myOiliQoCFBBUhzHzKYJyPyP1YYhg9df/m8LUbqaecxap1mbKg0M4+XYQcZxVcfocdq68i44Zh2O0GXgDA2Q6W9Dh7thJitjFqWP2PDbf9bsJ9980bQ6VLePFW9POPYfyljvoOO4N6G0PYh3xRmqqmZbFizjqYx9ByxHalh9G+9HHgjARUrLnoevQgU/HYa+k4/BX4w1tJ6gN4hS6sXNtNIa2TehOBsTjTU/S90/4y0LvdW0wDv7O9sa4GaaD0vE4qiXj33d1zy5aFy5+no4yIeGlgWnbmG6Koz/5CfzSCMMbN5BqayPT3Y2VztDUPI9Lrv4Zpa3rCepVWmbOxy22ofoeg9G+lXnxlxB2Ch1GVLZuo2nBbAwisu3dVHp3TLjf1p5FWK6NdqeiEBgookdjl19d3k208ofIE96O8SKNtUx48aC8Kv6D35+wKDbaej9q4XnI5zj2NyHhyUiEDi91tAJhjOZ+6lHRgkBHCmmaKKX2c2XQYBgEtQqW48ZCgiCKM4ylRNciDFsiiUYFAhptgBk1CMI4NdR0HEwrhd+oYFg2yvexbJtGeQQtBEIK7EwBDNBagIpv9lF5BMMCLSKkkyJqlJFCohTooIFfq2LYKaQTW+kbOiQIFYbQhLUG0lFIy0b7IZbpoQGv0sBtb0VHIYaRgZyBiDycYnMc5aA1QsWZpnvt9FWkY8snKRHagMBDWCbacWA0G1YFQRw5YRBv207FlsmWNdYpFEKgDY0hBEoYgDGqXhBj7X/W1/o0I0X2um4caGWnlcbMFFn6yjez/cHbDrJxl7ZLz8nnYSYPSk+LsFZj0nnncsynPk7gBWy58zc8+L2rxqywOxYcwSn/9GXKOzeBUqggBMMYq4pee911LHnDeYS3fpmF51zBprtuHFf5CGCYJtOPOovbv/lurGyWY/7lw9j1jdBzCv3X/RNWro225ZdQnHcKwnKo7FpNfsoyQBA0RqjsXoPbPA/DzmCP5raFjRF23vM9mmafRH0wFigciOkWnjIHPj9tGnNe/wb++Ndv48iPfpTK9jIbfvxtart3M/Xcc5n3pjeRnXzoSteEhOcLw3LItk/HyWTJtr4DrTTSccm2T6Vq1AkbQ6jQJ906k+Ks47HSz0/GoRAC5ZXZec/3xuz1QTO8+V7allyEV9oxNlgFMLLtYTqPeC0ISXX36rFruJkqIp0cTXNPo7ThTiK/itsyncbA5vH7kzbFWcfjlfuRVgohLap962ldfgm7bvs2My66km2/+/JYFbgwTNqOuoz67gi7SYwJGtb99Fcsv+wIuqYt4I5rr+LYL3yG+z/2rzT64wnlHTffwqnf/Sab7vpNnPU97hhMFpx1CXrFN+N327EQVbondnHQis5jXseee36ATBWQqRxR4wBrfyHi92tniPzq2LJc91KEtJG2iwoaGFbqoGo1gFTrTBqD20i1TGN4493jN22YGHYaf2QPdq49tnyNgljElSoSjrpgHIiVaSEcPc7izGOR5jMTybhNkxnZfO/occ6gtmfNIdetD2yiMMH7+0tGGAbN0+dy3me+T2O4nygIaOroQPevJbr3mygrhTX3DIxCN+JP6CibTpam2SdR3f04tb4NBLUhCtOOwDDTtCw9l+03fgUAPwQx70LEoz9CPf4L5p51KZtu/xUAG2/9Jad84IuUd2/jnv/6BJf8xw2kmzvGBBn7s/TVb2HnI/H3FNQqbF15C4df+c+s/NKXierxdyJTKZa997042VhYMRHG5MPZccu9E7a1LV+OX91Oy7ILKM49ESEEQ+vuPmg96eZoWXouwSHEA5muBfG1ApB2BjNVJKgOYLoFirOOo++Rn2OmCjTNPgUV+XhDo8IHFR3kBrE/9YFNpFqmxauOCkwmQoUekV8dEzoceE3an6DSR85OcqNfqoiUg67XCAKPe//zX9i58u64j5UtsPQ172DKkaeAk0ZOIP45SLwdhXQvOxYrnSOoHVxBdPhr34mVzaOFgNBHC2PUBU3FfeAowEAT1SsIw0CFEUGtjBaCqFEj1dxOY7Af03HQUUQYxX1AoRVYGXQUYAjBw9//MksvezspCyzLxavVkI6BCuqoUGE5NqZlo/0aUWAjbUEUaZTvEYVx1rKhI5QpUWGIZbt4jSpKOzimInAsCEOEtFFRgDQiImUgDYHpukTVEtrNIZVGhT5aSlBgoDFTDn6gMK0Ay3Hwaj6hltjpDJ4f4NgSX0kCz8d000TCwJ5yNFT3YA09TmtxKr4UZLpmUK15uPkCoFGRBsshqNdQhkGmtYt853hnJzuTJ/I9TrzqKu6+8t844kPvJ9OsyXZkiVSKnlMvwqsOM7R9C81TZ7LgzW+ib8UqWhcvJhgcZtLso5n2b2cCGjOVJt3chiFN5NFXoP0qCEHKyXHOp76DN1JCqwgnV8TItpEpSGa9cgr+8DBISbq9ibTQCNMdc4t6OSMMg2x7N7NPfyUzT7mYJ554gnRbF4Z8eV17Q9+nXuoDFSIzOaRW1EpDDG1ey0Pf//JYQUjLrIUc945/4b4r/4XHv/e/nPGNr5Hr7iBEEUaaHQ/dQWHyTGoDvQRtFexUDhVF7HngIZovOBZRmAQI1NAWJh153iGvWQvPu5wV//r5sb+7TjqRBX97OcrvI9M1NxY6SRe7Umf2G17Ppp//kj13380RV17J4LpvHLS93ff/L11H/9VokcM+nHwXYwU6B5Bpn/uUff+Evxz2il8nih6MIh8hbYQhYxcjCcZwLJ6vD/Q9r8eZkPBSId3eThg0Ic09pNpjBySZSpFqih0ic+3d5Nr3OWRWB/agBnZiGCbmJVcRVMrsefBOOhYsRwUBUtqYuSKHXfoWbv/aJw7aX6qpjbb5y5CmJjIcguoQdrqI2rwvvjPa9Sh4ZUiu3QnPNUENtefgyNq9RDtWIpunP3/Hk5BwAInQ4SVOPB4UoWoVsFMYwiAKfZRSca5OECAME02IYQgQLo7roFRApExM20YIgyjwCYIqrpNFGyYCA2FA0KgjtESEAVY6hQp8/GoNp1CIYxVCj7BeJvTrpJpaUI0aojFMoECHAuk4ZNq7CWoVlJNB+FUagyXSxSxaK6L6EEG9gV1sJaiUUUEdp1AkDA0sNzVa2QPStAkaVaJKA6ujFS0M/L4Slu9hGIKoVgJtYjg2ZjqeeIh8H8O2Y9FB7N8ZV/qMdvCFEOAcXA0qjDg/1RAWYr+84QO1C3vFDMYE6urnqlJib27sXuGKRqODEMOO7eoMGM1wVYTVKvn2Tk77wOe559rPURvsBSDfNY3j334l6XzhZTfY8UyRhRyTj16GcHMMPH4Hd371o+Pa96x+gF0r7yLXMZlK3y7spiJ9K1bQfeqprPnOd1jzrW+x9G2XY7T24Oy6i9P/8bPcfe0XxgZXsh3dHPeOT2Dhctq13yTVlMXJuRhumlBFzLviv2OxjZMhCmoElQoGRYY3PoAmwLCbCX0Lw9HY+028BdUhIq/M8OZ7aZl/Jn2P/GKcXbqQFu3LLsF8iokmM52m+6STaJ43j8bQEHZbG53HHot0HJxiEZlYUCf8BSHtFNKegpVrhyhEmA6GNCnMOIrspEWAxjCdg/Lkn0sKhRwjWx7YT+QQYzo5av0baV96CfWBzdQHNmFYKbKTFuIN78IwbdqXvRLDdAHN4Mrf8sT/exuFnmOZfNZ7CKqDtMw7g8bQDka2PoAOPVKtM8lPO4JK7zoMYaACQcv8s+l/7De0Ljib2s7H2f7Ha+g8/o2YmSZ0FOI0T0YbLr33PMzGG25g+T//M/f9y7+w4+ZbWXD560gNrWPe6Rfx0A1fY+lH3o9lZYjqddy2VjLFAmf80xe56xufG6tSyLR1cdybP4Cz/Q6IAkRxCoFh03n0ZfSv+j1Tz/0HqjtXE9ZHmPnqTzK06eCJ3WzXIsCgac4pcVxUFGBYKWq9a2kMbkEFdap962lf9gp6H/7xuAlYK9NCftqRgGZ4y0MHbbt57qmUtz0MCFTo0bb4Avof/TUjWx+mqecE+lb9igMHh7OTFlMf2AxoirOOx849c0tsJ9eBdLJEXiV+X08Sn2KYzoS5vH/pCCHItLSTaWlHVfpp/PFz6Mq+Qddo24OYPadgL33l0xY7BNVBdt77vXHClnrferqOvhwr305x3smU1twKOmL79n66j/hbzG13kE7bLLn0bTzyo/8i8j1u+48PsfyNf0+6pQON4IwPf5m7/uvf6V8XZ2Bb6SxLXvE3dC0+hoFNT8TC3sBn/a0/o7bkWI67+vNYZhqBIKhUWHf99bgFl7aW2eiBdeMP2kphL7yAYu99wPXjmuxCgSOuvBId7qBaH2Fo9R+ZdOJf07zoDAxDMrDqt+gwoDDneFoPv4hIBQjz4OdWK9NCpmMeex7+CW7zVJrnnEajtIO2JRdjpgsov07rwnOJ/Bq1vnUUZ51A74ob9n5RcSzVIdxTntI1ZRz7ztNDRWzA3izpF985nfDUhGGItBz8Wpk/fOqdlHfvq1z2KsPcd+1nMJ0U0088/ym3pbUiCkNSuRxnf/Sr3PH1f6O0Nf59Ofkmjrr8vTRNmUFYD0AGSNPEr46gpcS2JJaKCLWkVuoj09xGvVrFSmXxqsNIaYEQ9K9dQba1m11rHqJz7uFEfgMvDHDsNH7/FlKdk1GGwdQjT+E3H/4rzvjINeRSVWxpU9q6Bm9kD/npJxBIA1Wr4habMeoV8DXCStPoe4SgOki+exle6GHnWhACtA6wUi5CWNTLI1juaBSi5YBIoSKF9n2UdJEpieXGrhUaMOw0QjogNDrSqMDDTqUxR5/FzQl+etZEcbqFdmTbbLQKSVupeKJsAp7MGCFVGBWLtnVx/Gc/S2NoiJHdZdKd7Ti2QUqaiCkzxr1m2jmTaQwOxoKPTAYrkzlou8Jy4s9ilHRTG+mmiSOP7EKSFfx0qNdfXILJP4fAa2CEDer1Bo2hfuqDO9GlJ5h0whup9PVT3rOT26/+8LhCkIENj/G7j1/BOZ/+Dr8572Lu/8yXOPFzn8DKF1AC7EyOyp7tdC05BrelCW/PEKn2dlZcdRXzLr0IXe7FnH8O4eO/wVz7c87+0Be54xufH3fNOvKv/5FUpoWjP/EJtNakOzqwCxkM20DaM9FRxNabb+ahz3wmFvAACMEx//4pzNTE98ywMUJQKx3Ul5dOhtZF59H/6K/GLTfd/NhzdcKLg7GYkQn6Asr34oIuQ8aFNggsK76W1wf7n8ejTEh4aWFaFtnJk4miiBUrVrBs2bJDrrvj4TvpmNyJc8lVGIZF75YnuOPqD/PKa35DZtIk9jzwEB3LF9HR3c5Rb3ovD//o2jEhXOvsJRz/rn8h1dJMWK/Erp5tMwlu/9oBxYoaDuH4l5Dw7DLq+qTVxM0yeX5IeGFJhA4vcYRh4JUGEUKioipmOofppPBGhoiCkLBaIdU9BWGkiAKPsFTCckxEKoU0HVQUUh/oxbENTDcTV0b6dSKvjIp8tBG7LFjZHPXBXpTvowwLaTlxBmgUZ5pqpdBeHTPXjNYRZuDRqI0gs1kMQ2KlsjRKA7gpEyuXA8uNH9pVPGjTGBrAbmrDdlz8Ui+B52M5ErvYiZXJ4w31grTiHFIhkaZFuqMDr1yKq1kKzdhOGr9cGvtsxk2+jooRxNOY2N9rL/xc2jpqpcbsVRGCKAqRhkQYBlEYjA42xVEgGEZslz2a2a7DEKUjhDQJGw3sdJagMhxvzE6hEUjTJLIMNCm6Fh7GOR/+YpzjahjY6QxuSxeBB0m9y1OjwhADxY7b/x+tx/w1D3//6gnXu/0//olLrv45qaZWtAEdRxxBYeZMtv7+99R27eLOj32a4//1w0S7VtG8azVn//2V+DKDsDNY6RxSOiA8DGmidYgSEoQR2+5KSdgoE1b68IZKPHrNd9hx8620LlnCnDe8gabF7Qw9+gC3f/EfOOmqq3CPPBJgLHs+qPQzvPk+2pe9Am94J0FtaGxixMocmF0/McIwSHd24rS1xQ/7M2ciE6FMwl8w0nRgP+GPEAame+jJt+eSrGtT37npoOUq8hBasfvBH5KbchgtC86h3r+RoXW3E3llhLSxsq2E9W1k2mYTVAbQoUdpzS0IadG6/AJKGx9H2hny04/GybcjDJOwNkS2rSceFBu9j0w65q+oD26l65QrAIPq9scQXp101xwaQxWslEumexJL//7viYKAs6+7jo0//zmrv/dDlr79CiZPTdHas4itD99FrTTA5MVHki1KGFpL09SFnPbPVxM0api2jaUbmJv/iK4NYCy+BKNzEYaKMDNNNC88A6+0i2Kxi7YjLwVTYmdaCKuD7I1/ynYtpDDjGOp9m7ELrZQ23I1f3o1hOuSnHUW+ZTqRXyPTOQ+/OkTr4gtBR4T1YaxMC9JOEzYqmJlmWuaeQrU4Ca+0DdMtkG7vobJrNfX+jeQmL6W6azXeyC5aFp6DjiKE6dJ19BspbbgTb3gX0slSmHEMdqYZvzrI5BPeirQzf1bkiZnK03Xk6+l79NeMbLmfloXnUj2Eq0NuymFI58VrD6ijgGDN78eJHPYSrr8Fc9aJT8v+UAUeA0/cPKF7R1CtIp0MqbYZNC86E0uEdC8/hfu//QWauqfR2dRLz2kXM/Wo09iz+kG8kSFSTW0MbV3Pw//7FU7/5y9z8nv/jcbIEJFXx8k342TyrLzh2zi5Ihd89gfseex+StvW0T7vcAozZoLXwMo2EVaqtC1dzObf3ULxXW8hNX2AcP1NEDSQXYsw552FH0o6j17KOT/6Eet/9COqO3fSeeyxdJ96MqUnfoVqDNO+/GLs4iSUjojCOmZzJ1Mv/CeEMPBGdjG8/WFa559B5DeYdMybqPVtIPQquE2TcXIdqCikc/mlsShKWkRBg1TrDPyR3VR2xAKObPcSijOPZ2jjPaTaZlGccQyGlSLTOZ/qrkcn/NzTbbPG/h+f9+6EdtiG5Y6rEE21zBi9/hxcTZrrXsrASJXc82Ook/A8EtZr2OkMfTu3jBM57M+K66+hY8HhpNu6x6IqYoc6hWEYRGEYx04IgWHZBNUahc7JnPG+T+DVaugwwM5kSbV0EkkHabpov87I1gex89OxnAJhEODXe3F0hGE3M7BpDS0z59O3eT25rqkEtQqm7ZJt7aZeLtE2cz61wd3UhodonTmPkSfWc9Ob30K6q4vuk0+i5/LXM+XIU/j5+15F56KjOO6t/0xQ6ccvbad/xXUIaY3ed0ZAa6SbZ9Ixb6Iw/UjC+giVnY+ilEJaLna2edykpJ06eKLfMMF03NG/XKIoYuXoQPu4Z28T+DNi44Tl8mz1dt2WFtyWlqe3bnPy40949gk8j7BWw5Y+fiTwyyUevv4a5h9/BB3HX07k1+nb8Dgbb/vlhPcmv1pm16P30n700fTeey9+uYqdz6OiiPnnv5GbP/v3LLn0bex59CGMIXCam5n9mtdw3+eu5ugPvQ9zVidGaw/h6l+R3nojp7/9/QROCyqKsFJZpJVCNTzMbBYrmx2NQ4sja6LGEP5IiZZFC5nz+tczsGoVmUmTmPWqVxLWttHoe+KQDmZhfQgY77ZimDaZjrk4hS4qu2Jhcbq9B7cwacx5KeHFgR61D58wuiJoIEwbwzCJVAWjeS7G7lhc45WGDlo/ISHh2af38QcpTroIpz6M5ytWXHdN3GAYCNdCui5D6zbTPGcuszJFuucvwm/4SDeDW2xFpvNE9Qp+pQ8n2wqhD4Obx+/ESoH9p4jPExKeGcLJIqcsJ9p6/4Ttsnvp83xECQnjSYQOL2GiKK6+Ul4dFWq0Y+PkZJwT2qgilcDYb9I+qIygGh62KREyH+duBx4qDBG2SRj42OksWhgIFcaZwikX044HUNSYbdpoPIOUBF4dKU2kpZG5ZgwpafQPoAkJw4CUGe9fN6qowEOkrTFbUiP0iaSFtCWhMLHsWHgRRVHsVGBl0Rp04GGYFqHfQKFhNIM1qMYqyEgYuHYKhMDKPB+TAWMShTEmNgYElEILEQ9uSYkKA1TgI4QkUiGG5WBaFhKFrg4RmmmknYpdIrSi2rsLgcTMZbDSWXQUYXhDiEgTYGFl4yoW07GhXkH4PirVAkLgNxqYUhIGilTXLNJhnLUeaUGj4iES2+CnRcPzoDbE0OM303zkGxnecfBkJcTiFWGYLLrkb3j4+q+y/HV/T3Xrdo751KfYdccd7Lj5Zu748L9y7Cc+gt29DFtr0nYajURHHhqD0saHKUw9HGlmMEwLabmEfp2oUaO+q4+RzVt57D+vZXj9egD6HnqIkY0bOfyDH+S+j3wMgHU//CGthx2GYZpYmX0Djl5pB3se+hF2oQvTyVEf2EJ20qIJbRATEhKeXSKlkVaKkPGDTv7IHpp6TgKgvO0h6v0bKUw/kpb5Z8aTPnYaw0qxe8MPsNLNZGctp2XZedR3r0em8ljpZgw7S23P4ww8+sux7QrDHHNvaVt0IfXeTey+/VukuxfSvOg1+KW1DDzyK1Lts4gawyAktR0DtC88hfDBH6C6j2ewN45GSrW3s+6nv2bmKy4hO2UmCy/qGRXcabTXoLTZZPcPfopMuUw5+XjS+SyG24Vu+SuEYaANidARIlI0hnuRbhYr10Ktdy314W1kuxbRNOcUCjOORkcB0s4gpEXk1XCKXfjlXjLtPRSmH4l0c0grxcj2lVR3Pgpak+6YS27yUkob7sKv9KIjn8ivUZhxDH55D1amBafQidM0merOR9nz8A1IO0XzvDOQdoa+R+L8y75HfkF+6nIKM47BdDK0Lb0YHfoIQ45N4DqFrmftnLAyzXQc9ipUUEeLWNAQu0zsw22eSrpt9rO2zxcC7ZUJN95xyPZw053I1plPuZ0obFDvWz9hm1fag1PsxG7qZtvvv8LcV3wU4+6vcPRlb8KXObzKMH6tQratg9TxZ1Mf6ud3H7uCoB5HovzfO84lP2UWZ155DXYmz9C2DWx94Df0nHIRSis233Mj88+5DGmcg18LWHXNNbQsXkyqvZ3cpE5mv+41zNYqFsrqydidC0ArQi+iVtGYjoGQGVKtLktffwpqpB+qOzHUbiYdcxnCtNFRhEIhlMAtTsZKN1HevgKtIrKTFmFYKUa2PIghbbLdi0h3LUSHDYRhIkwndnHT0L/mD7iFLnKTl1Lr20CqeSotC88d/aQE0krRMucUDGmOVXQ29RyPP7xzTBy5l5YFZ4/LgpVOltZF59H78A2Mf+oVtC26YJyLg3SztC+9hN6VPx03oWTnO8lPP4rNqw9wvkh4SWBacR+tf92qQ65TG9hDFPixsBvwKyNY2TxSCJRWiMYwykwTIhBRgDI0jWqE3TwZt2XU0c508UcqaDOkvnsj6aY2Mu0zqQ9upz7UT7p9Ena+k/qeNaScCJVv4r7vfJn5578Ob6if3rWP0LX4aEzHJd/ejdYaM52jacZ8wkqFR74WD1LXdu1i3XXXs+3GP3Dc1V9k5onns+WeP7Dj0QdpndpGY3ALEE9EhfXhsfdoZVoQ0kSaDtJK4eSfuQNQQkLC06O2cwfp5izatKkP9bHtgVvpOeksBh/+Dh1Hvgq/OoIwJAMbDx0XtnvVvbQuXUrvvfeOFaYo36c4tYeZJ13Awz/4Kste805UI6DRP8CkE0+kNmcO933hGma/8kKa5vZgn/COeGOmiyNMhDRHRV0KAzDMvaUme/91qZb6WP/9d2FYKdqPeSOTTnoDUaPEzps/SVDuZear/22cK+P+HCqGzzBt7GwrzbNPekafZ8JfBjqM3QAnEjpEXgVpOQhpoKMI2ToTozwI7MEbLj2/B5qQ8DKlafo8mnoOY/jxm7Ba5zK4Kb7H3PDuC7jkP35KdspkgnKFrbfdy5TTTiHTFJLRCi0ttDBQSuENb6fWv5mmmccQPfiDg/ZhL3kF4sksthISniWE5WIvexWN3rXoxvC4NmvxJcl5mPCCkwgdXgaY2Rx+aQQCjygKMQwbK51FYqB1SOj72CkTaTvo2uiDchCCIzHcNFbGR+sQy0nFHbrQB2kidIQmjkIQgJMtEDbqRA0/rtJSCkNKHMdCaVCj0QmGaaGiKJ6sVwqkRFg2hmWBilAqAFJo0yKq+QjtocMgrt6RJlamgCqXoF5Buy6G7WIaktCrE4X+qIWOEVe6CIjq1XjQS2uiwMeUJlrrgxwZxpZpPVZlprUe12nYK8LY+1oVRQjDiDuno+83XiUWO+zdptKayPOQloUCpJRorUc/B4HyGhipDIYhadQrmEpjpx1qdYVpWUS+h4FGBz5KSAwZCzdMx41t6IIKWmdieYUhUUGAVj5aRbFSNKihABGGYwPKm27+KbPOfDWGJfBGKoTVGsIwMHNZMAWRV3uOzsiXFrbj0Cg1QEUIIXDyTXgjEyvkt957I9OOOYtlr30Hpd0byE6ahCXT9Lz2NfRceimG6yKyBbQQCCBSIbXdq6jtXo2VbaUwdTnSTmE6+6q7TDvFuu9fx8Nf+MKE+/RKJaTrjv0dNfZVWlrpJsxUYdzgqz+8C59dFGedgPkk1tIJCQnPHoPDFaZPP5q+lTcc1Fbe8Qiti8+nf9WvCOslBh6/EYgnBJtmnUCldz2ZjrloFVLe9hBlITBTRZomz2dgzY24LdPJTl5KZee+iuxxETWWS+RVCSoDRI0yA4+swnS30OjbRKNvE0OP/WFs3aaZR0G9BI98j5b8JJpfdTGk2pCWwFNQH+7HctNEtQZBo0pQr2Hl0kw7/zwMKQmUR7lcg3KNHQ/ewtTFh2Nu+C3G3LN4/Lp/AmDmqz7Jll99ltz05TQvPhuzby2M5DDa5xDoENOKY6tkKo/WinS2hcivIdAMrLmJRv8G8jOOpnXRuQghQToIIchPPYz64GaEdEg1T0VIk8bAFobW3kLYGKYw/WhyUw6nMO0oGDW6CGtDdBz2aoS0MN0c0smOTf4e6AjyXBDHrMTVGcWZx5GdtJjqrtUoFY457lipwpiw9UWJBtSTHP/TtuHUHEJSil/ZTH1PnfzMSUy78J8RphXnmN79VZy2uZSLx+Dkmtj+0F20zFrAxjt+yzn/9m0e/em36Fu7klSxjUUX/zVaK1bd8E3mnnUpXUuOoj48gJMrMvPE89n2wO0MbHycrkVHseAtV+D1D6KiiLDu0f/oGobXraPe14ddLDL55JMwUynssA9j9U8g34W75JU0fv2xWLA7itr2EKpjPvYxV6A23UGw9iZk8zT6tMvAyt+Sm344Hce9kag2gjJ9gqFeWmYdgRjYhGjrIQLqAxsJ6yOkmqfSu+IGDNMhNet4hjbcQ233YwSTFtI0++RxFeT7JllirHQTHcsvwxvZTb1/I9LOkOmaj3SymPsJHYRhkGqeTvdxf8Pw5vvxK73Y2XYK04/ETBXHPU8b0iLVOpPJJ7yV+sAWIr9CqnkaZrppwviNhJcGIqiC5ZLr6D7kOqabxpAWOgwQUmCYJjoMUKZNZf0Gsp1NRNsfQrfNx3LTSNsh0nVCL6BRrsaihGwIUqCFiC3le3eQ65wEKkB7uyBowYsi3I751AY2YsoGS1/1JkI/Qlgm0446FYTAsBzc3PjoA6/RYGTDhnHLGgMD3PSGv8Zta2PhW99Kz2mvJPJHKG97aEJr16aeE+J7SEJCwvNCva+PyA8wogZ+GKLDiMHNT9A2s4eh6tCoE7Mg9OpkWjoojdqGH0i+azr1tb0Uenqwiy2Ue3dhZNswTMmy176T+lA/u1bdR2vPAgpTZyC0QVNzM00L5sfO4srGTKWJQp873/sBdt9+O53HHssJX/oSdv7QTgphIyTdNZ/arsfZffs3xrVJJ4uV7xir7N8fM13ETCXxLS9l9hWbjS9SUkoR1EdItU6LxzWjuO8nRx3n/PL4CaqEhITnhqlHnoIhoDGwGattHunmDmqDe9BhwIqffJNlr3wLdmuR9qbDafQNIAwDmctgWpLGnifwRnZh5zpomXMSQjqoYjeqby1EPsItYC19BeaUww8ZMZaQ8Gxj5Dpwz/kI0Y5HiLY9BKkC1pzTELnOcUUQCQkvBInQ4SVOUKmgDBOnqYhA45eHiJTESkl838dyHGrbtkNbHlJF3HYHVa9gRFXAIarXY9tK10V7Hl6pF7vQgvYl0s0R+j5hpUGEgePa2JksFGzwGwgnheWkUE4a16gTVvuoRQ6pQgGtXISsUe/vJ9NWxADcpjYI6lhaxHZM2gARZ6VbUlDv34OVSYGKcPNFVGME/AraSqOjEGmaKEuh6yWUnYvdG4IGptWECn2iWg0rXyAKQ4xRW08d+WDsG9ANg7gDrM0UkedhplKxGEOHaGGC1qgwQNrxxMleS9XYTjtW4uPV0DoCO4tSCh3FYgM5OuBGFIGUcYdDRRh+GWlm8EaGsHMFpOVgZrJQL2FoDfUSwrTBaUL6DXRUQ2sXtMZJ2VRrdZymNsJ6GdN20U4BgYdtaMLyALLYCtJGaQNDV2gM7iGVyTLt2DO54e1nYzlpLr76Z1jFuHN95zUfo3vJsfSc+arn/4R9kWLYKQzLxckXmX/u61hx/TUHr2NadB92Att+/0dmXHgBqWIbaIVMpdF+iApDVn3lK+y45Rbqvb0AWNks0y+6gEVveytOU8uYA8uB5GceutrVyuWIfH/s75mvehXGqJOK6eboXP5aelf+FL+8J15BGOSnHE5uymHJw3JCwvOE53k4xelkuhYdZBFvpgqkWqYz+cS3Uu/fRORXSTVPR1gug2v+gDeym9ZF5+0TJmlNWBtiYPXvaFt8IdXetQjDIjd1OeWtD47btp3vJGpUyHYvAGL7f4SPM2nia8q2W69lxhnvJLj9y+iRnfDA13FOfR/eLVejT/gQv/jAZfGAmxAsufTtTD36NJxCc3y/C3xSIzsRvY+Chp78IOr+axDpZrxqLA5LT1pAvXcDUaNCac2tdJ1wOeFN38I+/LVEQR3LzRNUeqn1biA/9TC8kT1YqSJhvcTw5nsp9pxItnMu5e0raQxuIdu5gFTbTPofvxGvtAM724qVa8fJtSHNArW+9URhAzPdBE4eaafwhndRWn/7WIRP0+yTcHLtY4KDFwrTzWG6OdzipBf0OJ5thJNBTjmcaPM9E7abM499WtsxTBe3ZTqNgc0HtXml7bQtPoWHv3gV0889g/QRS8FOg19D9z1B0+LXcOc1n2TZ696J6aap7N7Kbz58OYe/8e+Zfcar8GtlHvzel5lzzmWkiq38+O3nMOfMS5l6zOk0hge571ufZdlr38XSI05m54o7+dWVb2DWKRey8MLL+fUFlxBUKuOOZ+33vsdZ13yKcNW342OfshzlVw9+U24ee/lrQUUEq2JnEd2xkJE7/peoUaa05lball/C5p99irA6SOfxlyPynWBMJvIrREGDdMtMhCEJqoN0HvG62FVBCIrTl9PcczzSyTytLG4rXcRKF8l2znuK78HGzrXTsuBsdBQgpHXIZxdDWhjpJqz0+IisF7VwJ+HJMWKhd+vsxZhuirBxsM367NNfgZPLYxgSHfiEjRreSAknX8Qq5PFDsPwRohXfJVz2VwjDxsrkEdJASAME9D38CNtvvoWl73onrutid00GIclMWkpWB1T3PIGKAmx3DtmuhTAq2jfs9FNGE0rHITd1KgOrDnalaPT10RgYQFoWwijQecRr6HvkF0RefA0wTIeWBWdjZ1qfjU8zISHhaRJ6jdHJXh+EjN2QWjupDvbhNHWjoggn34Tj2Mw581Xc9/8+e9A2hGEw65QL+d3Vr+W0r38FK5siNCVaBQxsXEfHvKW4hRZy3dPj6nnHQZoOQa0GYUj/ww8yvHEDO266dez6YVgWh33gA08qcgDQkaR1+eXsvPnzo1Fuo8ckbSad+j4wMqTbF1DrWzMmrrLznbQvvXickDHhJUg0Os4jNCoKx565vOHd6CjEzjQT1EpjIve9z3xeZeQFOdyEhJcb6dYudBiS7pqHnc0z95zX8PD/xnHHm266gU033cDpH/8GLVN7IJMajQEMECrCqwxgugX8kT6sVBNuSzPmsldhzTsTogBMG5EqJi68Cc87RqYVY85pmDOPB8NM5g4S/mJIhA4vYaSUVEdGEI7EcFwMaWCl8gjLgqCGlU6BMHDyOYxMHu17NOo17HwzqBpRGBDrATTBcAlhmhhWChF4BI0ypmkjrRSG7UCtgopAEyBqHoZU1AaGcfNNsQuB4WBk01iVEqo2SFDXuDkXM5Ul8H0sVSeqGmA7mLaF79WxDXAyOTyvhnRTWFmJ8mpoFcRW1+kmtI6IGg2ENLAKrfi9O2koiUuEaJSp+2C5KSKtMXMFvN5ejHwGO50naDSQpohdJLwGUaSwXQstHUBhplIIrdECECY69ECYGJFPFEmMvQ8TWhGFDTAcDGmA5SKUH7tLIBCmJGhU0dKGeh+YWWRQJowizGwLWttE9WGsdBG/vw9cl2B4eDQSxCfCjC2rPC92o3CyiOoApIpU9gxgFnL4w31oHbtohOU6dlMeqSUy30bk+0ShwBAKTBdLKKIwwMlkOPn9n+OOq6/kR285dey8mXnSBUw5+jRsN1HiPR3qIyNIM0XzsosY2LiKWSdfwOCWdWy958axdUw3zcnv/xxOOsO0s87AsEzGnkWliZ2PP+tFb3sbTlMT6667jrBWo335cmZf9lrsQvMhJwoAinPm4DQ34w0OHtTWc+mlbPnVrwBoWbyY5gULxrVbmSY6l7+GKKiio3A0Rzt7UEVnQkLCc4thpWiZdxqF6UdS61uPEAbpth6kG+f2AlhTx08Iti+9ZDTDV6J0RH7qEYxsfQAAFXrsWfET0u2zEYZJrnsJ2c75lHc8glYhbr6LoDLExuv/mZmv/iS56cspb3mYKWe/gcgPkKkCUX18tU9120r8SCKOeg9qYBNGox+tDexj34yu7uDUD17FrV/6IGGjxiM//DqP/PDrTD3mTA573Tsxh7egV/7PmDNS/KZNjKWvYucfv4F0s3SdcDlbfvU5ALpO+huMvW5QzdNpeBXqO1YS+XXyU5az557riWrDdJ741zjFybQfNjl+31FEW9MUQONXSyi/QfPskwm98qjAUGGlmzFTedqWXISOAjSwbuM2CnaWbOc83KYpsUuPIZHOwfnoCc8ewnSwF19Mfecj4I93kjI65iHyT0/YIS2Xlnmns/Oe78UTGfuRmbSYVGsLyz/4QXoffJD1v/gDM094I8Fd3wA0xm2f5fh3fJTSjq1EkWb5G9/L8I5N3HftZ/Zt33YoTppOftI0Bjc+ztobf8TaG38EgOmkaAz1c9evP8b2B28j1dTG3DNfiddfwkylxgkdzHSak77wKeS2P6IBo2UG5vRjCR79Bc4p7yXavRpdHUB2zMdom4VqlNFDq+PPKt9FYKZoDGwFINU2k9rutYTVQexiF8U5JxD6NaTpoAFppWJnMWlh5zsAgXQyTzmR+2xgSBOe5Lkl4eWJtrPoXWtwsh2c9s9f4ZbPvw+/uq9yetJhxzP//DegTQcVRWAILNfBG1H0b1hNec82Zh1zDsa0o1H969G//RAaQZRrB0NiLb6E4WGLO979HtCazf/3fxiWhXQcFr/rXfRcdhmmW8TOtT3j9+AUiyx5z3u4+a1vPajNsCxmXHhh/H9p4jZNZdIxbyLya6NxUxlMJ5MMBiYkPN8oRVirQXsHlmnj18pMPvJU7v/W5znystex7rr3M/cNX6J97mJ6N65n9hmvYt0ffzLmhClth+Pf828Mr1nPOd//H1JtTXh+hOW6mG6KdHPH2DOmUAKhDZxULEA2C7GjQsvipQw9sY7Ktm0I06TzuONY9t73kp8x4ykP321q4p4vfYm5b3gXWg3hDW3EyrTjNM1m5+33E9bvx21roefSK0D7CGkj7fRYtFrCSxcdeAA0hnfTt+pGOpbFcWTe8B6kncZ0M0SNMlorlFKx0EFDUK082WYTEhKeJaRp4nsNUu2z8Yd3M+P4sxnauo7Nd/xmbJ1bP/t3nPS+z9LWsxAdRZiuzcim9Rg0owNINU/GbureFz2+XwRxQsILiUgc6hL+wkhGoF7iSMsirNTwwhC3qQ0rKBOKDNpMoRslMBzMbI6+u++n7dgjoQFR4CFSeYyojvI9gnqIcCRmOo3hVwjDeKAm8itYUhJFETKdIaxWMCwbbSgQJm4uRVBvYFkCIwxQgUI4sUuElbUIpIMdVvA8gbItJFWiwAARYQhJKF2kaiCiEBWOIDIFDCeNAnRthAgDy00hTYECgsHtOG6K0GsQmCaqIXALOaJ6BSvyiZSD1dKCVgr8CmgDv1QHIox0DqKQsFHFSDeBVybEjsUNjotUHtKQBKGH6eQQKsAvVzCkj2HnMU0Xr1pCOjZhqLAtG6TEGxxGpB1MJ01YLeFkW6gPbkdnWyGoE3p1NA5WxqW8/VFykxYSKoVwTeqDg2SLaSqlQdxcDuX7hOkchtZo00J4I5iug2ub1H0T5ffjN+q4xVaQFsow4ngR08bAw4waBJGLYQqUbiDRtM1exPmf+wHD2zfgV8u0zFyAncmRbT+0pWzCeAzfx2xqou3wi+l94MfYc47gyMvfx5JXvZnBjWuwcwWKk2fgpLLIdB6kgVAhQsqDbGvTnZ0sfuc7mf2a16C1xspmsbNPHR+R6eri9G99i9ve/W4q27YBcdXJjFe8gqZ589hxyy0s//CHmXLGGaTb2w96vXTSSCcZCElIeKHZOyj5dPO693cZkEBx1nE4xW6GN91N2Cjj5DvJT13OyLaH8Ef20DL3dPJTljP46I1svuU7hJUBctMPB2Ew9dwP0L/i55S33Ql6JtPO/zi7bruGeu/6ePtuju4TLscKBlA4qLYFVLZvQa3fRcuSxbg5j+a8xwWf/QGlHRvxy8M0z5wPAtbd/HNmHncmuTM+gtp4O7q8C6N5OqL7MPoev5XmRWeRm76c/hW/pDDraFqWnIOVaSa69T+wl78e7eSQWuDkJ1HZspL1P/gAUb3M9IuvZGj9bUReGTPVRH76EaAirOZpcdTVaKW4Cv2xa5xhZcZcnaTlguUSRRH1+r7KYjMRNzyviFw7qXM+TvDEjUTbHwbTwZp7JrJ7GcafYLlsZVroPvZvGNn6ALX+jUgrRWHGMbjFbqSdIt2RYvp55xHW60ReBeesKwnW/A49sgtzw2/pmH8+oWES6ohTP3gVld6d9D2xkkxbF+3zlrFn9UP0bljN0svezoIL/oqBjatxC03ku6YzsmM9xe5pzD75MzTPWkhUDQjKZc74zncYeOwxBh55hEJPDx1HLseqrUcYPchlr0ZkWgge/SXCkAjLxZx+DOGOFURDWxCZJkSqieCJGzHmnYNqms6mn30KALvQyeSz/o7dd/4PnSdcTnbKEqKgzrpvxZOv3ae9g+YlZ2Oli8/FV5aQ8IzQWmAU2wlCQXHKDM779PcZ2bmZxvAgTdPn4OaK2E3t6DDuk4VhgJ3JkZ80hVRTG02TZ1At9RJGRTLL/woRVFD96xF2BqOtByPdRKHV5+zrrmPV175Gae1aMt3dLH7HO2hasABzvyi3P4fmRYs4/EMfYuWXvkTkxZNMTlMTx3/hC2Qm7RNnCSHG3HgSEhJeOMx0GuXvIsKBHQ+T71pAfXiIBRe8kf7tu2iadzoDa++hZc6xdMy2KXZPpee0SxjZuRknWyDfPR3LyWA6KQzbBgNMDAR6rDggiiJWrFjBsmXLkPJgMVO6o4NFb3sbPZdeGotuMxns3NO7NrgtLRxx5ZXc8f734w8Pk50yhcbgvaRaWph3+eWUt21j8mmn4eQTt5iXG2POSFoRNsqEfg3TThPWSpjuaH9mr7guChCmhRAQ1CdwEktISHhOUGGEzDZhRT5mroXlr38Piy66nMHNT2BnCxQnz8TJZBGpPJt+8n+s/PwXiTwPw7ZZ8u53M/2iizCtpBAtISEh4alIhA4vcWQ2DWgizydq1MDJYqoaeDUQNoGOMEyHwoK5lNdtRDdGcKfPotq/i8LkGQhbYwlJWPMp92/CSKfIF9KEkSYSDgowVJ3IUzjpFEprAg+UoVGhh+NYBHo0C65eQgmbSEWYThNGFBGYWRw9ghISUgVkvUQUWEgniwgqeNrCSWeIhCSsVRGWCdLGzhSwAK0U3vAAVi6PmW2l3r+ZVFM3QcMjjDz0QIBTzKFJYYY1Iq+M0BAaDpapIO0SjpRRXh3puChPo8t7MOw8Ugdo2yJq1NGOTaRCTGkRVnox3Rx2xsX3LYRXpjpUJd3UTFCvYKVy+JFCGiYylyYYGsFssrFSObzqMFY6i1/aiVXoQNeqCMtBmw7ptunU+zcw+OiNdJ32LkzDYN0Nv6LnFefTqNapDfeTNSzCqIxbbAGvQqqYpT5cxcrniSoaEVQIG1Vq/btJt3RguTZmMIxyCiirgIwCFICQhKGHmcqRSWXHsnIVBlbyAPUnoYXAHxrCzhdoXX4pwdAOonqZ/JSFFKfMBAyUBikFhtz72R7aJtowTdIdT2+Sc3+KPT2c8d3v4g0NEdZquC0t2MUiyvPoOOYY3Obm56WKMyEh4YVD2mmyXfNJtUyNq8qkhbRcrExLXE1qOhimTevS82mad1IcrSTjWCaCKu2HX0wURahQEVQDOo57N25TOo7ZsVNIHVvRa8PCNiTpfA9EAboxiCezeL7GkIr2ecuxHActBFpplr7ybzEsG2GALL4WwgZBoEAatB35akAgvDKdC05CGCbSSRP1rcE5+T1oK8XAYzdhpov0r/glfmk3me6FdB7/VygVEEY1sl0LsHNtGHYqdqQ5oJLcMO2nZc+f8MIghIHItWMfdhl64fkIDETqyW2cD7UdK9NE05xTKcw8NnbksA6OHDFTKcxUCr9qYyx6NUKFaNOhXq0wtGUF+UlTMS0XO5dj0uEnIi2LKArpPuLkOCZNKwwnxYwTzgGtaVRH6Fh8DF2LjyYMQiKtyLZkyE7pBs8ndcpxTDn1+Pg3KQSaY9EQu5uICLn0FYBAGxYirGNNPRJtSLSVQYR1nNM/SKTB79tEx7FvwG2ejNsyFW9kD00LTsUudCIMyfYbv0JmymLaj7qMdNe8ROSQ8BeHZds0fBfHbNAIwCm0Mql9EqDQQtIo9aFVHEeo3SyWlNjpWKTmTKj7bYPW8dXQVsaiZdEijvv85wlrNUzXfUpb+D8Vp1Bg9qWXMvnUU2n09SEsi1RLC25b25iQLiEh4S+HVGsbXqlEZdcu8pOWYAfDiOYWDNumMHkGke+RLuTwSruxW6djN7UhELTMWhg7JEn5rPSjDdOcsOjg6ZDt7uaUr3+dxuAgwcgIdrEYFyKZJp3HH5/081+mBI3YmWHvt1/e9hjZ7gUEjQpOPj7XhBH3i1QUYhgWAoE3XOLej32MIz7yEaSd9JESEp5LTNfFGxnBzLbF8UOqQX7qHIpTe4B4HF6HIaZpMuXU02lbvJTI80i1tZFqb3/WhLoJCQkJL3USocNLHDebx9Ma6bpoDapeJ3RTyFwRIQQWccfNzmTJtHXiDQ2hwoB8yyRsJwWM2mVnQzJdXXilIYJA4zY3Y1UG0Iag4QEiwErHTgdO2kQpcFLxwNTYcI/TQej72K4FGuRoO6k0KgwwdIh2ujG1QqsIkcqTNoyxbeyNUthfLW9aFmZr5+j2wc4swRveDcIn0xLb9BpS0hgagkhjF4sYpoE/0kfQCJGZVsy2JtCSRqmE6bhItxXVqBBFHtIqgh9hpiUqVCAtTDeHwCD0a7h2iqBh4zZnCOsjCGmiAGlKdNjAtLOYnSn8oRJhrYYKQyLbxmmZig7LaMsEKUEJTDeLdHroPK4DVe1HugY9r341tT178IaGyHR1YTlppOsiAJ0qIgwDx8qgo4BIWNjNk4lqJZy2DoTtIkwHPwRThRg6AiEwTYcIgZlKo3wfpSJ0oLHTOZKhuT+dbEcH1b5egpEKTnMRFeaQ2VaU3wDbxbKs5+1zTbe3P+PBk4SEhJcO0h7vSHCgQ4GVbcLKjo/BGGvb7/8qivDLZXQQgOuiwhogwXKRlo2OIrQAI2/iqBC3COwdTAs8VKgRhsQwZZwjiUQL8BtxBaztpBFRHBElLBujOBltmGClkMVuIt9D+VXyM49GSEl22mGAwHQzY5ES+SlL//wPLOEvAiEtRKr4Z2/HkCaGfGo3JDtTgP1+GmYmTyqbRaMxTQs3lyf06ghpYWULhPUaUeBjZXIYOkJoBQKcdJ7IqxIEfiyQyOSAEARoNw1CQOQjLButIlRlEIEGO4U2LAw3jVYROtJEKsAwDKIwQvkeZsoGHVeMZmcsJ929KI6M07EbE63TEE4WFXjMeNUnMaSFlWlGGElWa8JfJtJy8KohTtoCaRF5DTQgpMQttMUTioaB+WdOvNhP0xXtmSIdh2x3N9nuxAUvIeHFQH76DCo7d1Av17AyLbi2xmnrwvc9pLSQqQxEAdJ2/2JFA25zM25z8wt9GAl/QUS1OPZNCIFT7KTWtwlveA/Kr8fOdTAmANdRAFJiCIEyYMOPf8zcyy+n2NPzgh1/QsLLAdNxiDIZoloNK9+KjiKiRg1tCIRlI6WBkYrnXjKdnWQ6O1/gI05ISEh4cZIIHV4GOLnY9jeKIrZu3crUYnFCOz1DSlKtE9vd7X04dor7JkaMbJwLlRnneB9PkRxqYvdQg1amabH/9Mqf07V0Cp0cmBKUPuB9uU0HZz5nO/Z7mHD3VQDaqSyh58UTPSKKB8YBk9hqUO5dNX3oaiFzwsnnzIQWh6Y7PkIgP20aTJt20Kv3fkamZYFlYe19XXr8oN5EFlfm3mpXK8lTejbItMXfr18ugwDbzWCYyeU1ISHhxY0hJW6xuN+Sgy12oyhi/fr19PT0jHu2kOa+e48KQwzHJKzVCBsNpJXCdJyxCiId+uBmxyqOxrZhp4GJBRkJCc820rSQ+X2ZpxKwc/vOP9Oa+BlWAlbqwPinfeuqKEIpjZAa03bwrCyVSoV8NnPwc/Fo9fqhvLVkal+LzO6Xz2qngOIhXpWQ8JeDYZqs2byZxQsWoBs+mOaYOD4hISHhucIwTfJTpxF6HlGjQWhInHQWM73fs23Sf094kTEWQSEg09GDnWujvG0VsF/E4Wh0hYoCpG0jBGODiY3+fkiEDgkJzzlOOg3pNJHvE4U+hmlhJ8+/CQkJCc8qyZP8y4zBwUGmTp36Qh/Giw7TcTCdRBSQ8OQ83ZzNhISEhJcSlUrlSdv3Cr/MdBozfXCHXiSxEgkvYQwpMVL7rCPMdJpNa9eyLHFgSniZorXGsCxkYsWbkJDwPJOM6yS8lAgb+xwdhCGx04Wxtr1CB2NU6KCjAIw0pimxWnMEvYPU+/uf/4NOSHgZI207iYtJSEhIeI5IfE0TEhISEhISEhISEhISEhISEhISEhISXgTsFToY0ojFDtLETOUw7BTGqHurkLEbmIoChGEhpUF++iRkKkWjr+8FO/aEhISEhISEhGeTxNEhISEhISEhISEhISEhISEhISEhISEh4UVA2KgDIIx98YGFaYehtUJFIf7IHqxMK0JIVOiDYWIYEPkeTrFIPRE6JCQkJCQkJLxESIQOB/D973+fa6+9lr6+PubNm8dHP/pRlixZ8kIf1osWHYXoxgigwXQwnOzE66mIyK+BVghpjeZy//n41TJ+rYIQArfQDAi8gQG0UpiZDFG9jtYaK5PBzueflX3+pRBUhoj8KgiBmS5iOpmnflHCXwReaRdaRQghcZq6DrmeDupovwYIhJ1BWA4q9FFBAxVpgnIVEE/7/A59D29kCK01djqLnXn2oziCahV/ZAQAp1jETKWe9X0kJCQ8M7RWRF41vhcbFtJ59nIjq3t2E3keQkqsTIao3gDAzjhIqRHSRgmToDYIWmNYLnau9Vnbf0LCU6FDH+1VAA1WBr9eI/Q9hCFJFVswpHzKbUxEZccOVBgiDINUeythdZD509qIaiVkruXZfRPsfaaugo5/V2MZzQkJLxH8cj8qaIAQWNkWpPXcRGCo+jCoEITESBcPvZ4KUX4NdBzF9FwdzwvBuL5BJoudfvb7Bt7wMGG1CoaB29KCtKw/a3t+uUxQqYAQcV8jiUg5JPWB7QitWDC944U+lISEhGdA5MVCB7nfM6owDAQGfmWAyKshjBLCNFGBF7cZklLfTlL5ROiQkPBMqQ/sQOiIhdM7UKGPlEl/KyEhIeGFJhE67Mevf/1rPv3pT/OJT3yCpUuX8p3vfIc3v/nN/Pa3v6Wl5dkfiHypo2pDBE/8gXDtTRA2MFp7sJe/FqM4GWHuy0UMG2XK21YwsvUBVOhh5ztpmXc6dq4D4xnmdkdhwPD2jTzwnS+y65F7SDW1cer7vsTWX/6Gbb+/kaM+/nG233wzm37xC6J6nfajjuLwf/xHCj09L/q8LBV4NAa2suPmb1DedD9CWjQtOI3O49+I2zz5hT68hCfBH+mjvPkhdt/5XbyhHVi5NjqOfT2FOcfj5PdleWut0eU9+Cv+j2j7w4DAnHsGxtwzKG2+D9OZwvof3sDGG35OVK/TcdRRHPbBD1KYNeuQ53elbxerfvJNNtzyc6LAZ9LSYzni8n8g3z0Daf75twqtFCNbtrDyqqvYcfPNCCmZeu65LH7nO8lNmfJnbz8hIeHPI/QqlHc8wsjm+1FBHTvXTvPc03DyXWPWp88Eb2iInXfewaqvfg2nWGTJ3/89a77zHXbdcQeGZTH9vHNY8Nevw27+/+zdd5wdZd3//9fMnL6976b3hISQhAAhFEFEQMCCqCgqeNv1VtRb/VrunyLKLdyK3nrbC7cCCoqiqFjoIEIgQAgkIaSQXrbX08+U3x+bbHbJbuo5e87ZfT8f8MjuzNkzn+szc50y85nrqqT16bvoXHMvbiZJ6ZRFTHz1hwjVTstqwYXIcNxoG+m1f8HZugJv0jJ6wzN45vYf0rV9I8GySua/4SpmvfpNRKqOvPgm3tpK26pVvPC97+E5Duff8mP2PPQjOtfet+8YX8zE8/Yd41kqRrCTffTueJbenc/h2SmCFU1UzzufQFk9pnV8Fw9F8i2TjJJq28buh39MbNdazECYmpMupv60txCsHLkw+Gh5qSjO3nWkn78LL9qGEanGv/CNWJMWY4aGFg7biV56tj1F3+4X8JwMoaopVM97Df6S2mMujioU0dY9vHDXz3j50b/g2hkmLjmLpe/+FBUTp2Fax//dwEml6N68mee+8Q1an3kGXyTCrLe+lXlXXUWksfGon8+1bXq3beO5b32LvY89hun3M/0Nb2DBBz9I6cSJxx3vWJLs2E101ws0P34b6e49+MvraVx+JWXTlxGqzl5fEpHcclL9heOG7+DPeE6mvwjCtZOYVqB/RAfA7w+Q6esmYzRT0lp/0N+JyMgSHXtJd21nzyM/I9H6Mr5IBbUnX0b1wgsJHeImNRERyT0z3wEUkl/84he87W1v4/LLL2fWrFlcd911hEIh7rrrrnyHVnTcRA+pf34f+8W/gd3/4dtt30zyvv/C7do58Dg7FaP1hb/QveVxXDsFQLq3mb0rf02qZ+8xb793z3b++vl3sveFJwE4+YprWPmf17Lh1ttYdM01PHfTTWy+806cRP+H/9aVK7nvyivp3bLlmLdZKFJde9hw68fo27oS8PCcNJ1r/sHmOz5DsnN3vsOTETipBJ1r72X7PTeQ6urfT5m+Nnbd911an7qTTLx34LFetI3EvV/D2fkseG7/3dcTF7Fn5a+xrDoe//R/sun23w4c3y0rV3LfO95B79atw2471t7Mfde+j433/Q4nnQLPY8/qJ/jr56+kr3lHVtoX3bWL+97xDnY9+CCe6+JmMmz785+5/13vIrZnT1a2ISLHxknH6Vh3L92b/om776RYuq+V5md+Q6Lr2F8DnFSKzX/4Ays+93kSra2c9PGP88+Pf5y9jz0GnoebTrPl7j9jBINsuevLtK/6U/9dukB0x/NsvO0akh3ZeQ0SGYkb6yB5/404Lz+GWTGBDuq5/4ZP0rV9IwCpvm6e+/X/8uRPryfZ231Ez+mkUux84AEe//Sn6du2jVf/5Dtsu/vLtD/350HH+Go23vrxrB3jdipK6/N307P1Sbx9n6lTPXvZ+9SvSPc2Z2UbIvmUatvKxl99gtiutQC46QRtz9zFlru+TKr72L83DuY5GTIv/4vU4z/Gi/bf6erFO0k/9Qsy6+/F29d/ob+wqPnZ39K741k8JwNAsmsHe568hUy8Iyvx5EusfS//+PJ72fTAXbiZNHgeu1c9xl8/dyV9zTsP/wRHoGfzZu678kpan3kGADse56VbbuHRf/934q2tR/180Z07ufeKK9j7z38OfMZ4+fe/58H3vIfY3uwcH2NBqq+brvUPsuOv/026u/87WKa3lZ33fof2VX8k2dOe5whF5EhlUv2f96xXFNZ5HniZJIZp4DlpDJ+fVLSDWMvLBAeNqNnbuWtU4xUpdomWl3j5zs+TaH0ZADveQ/O/fsmuB75HskPn20VE8kmFDvuk02nWrVvHGWecMbDMNE3OOOMMnnvuuTxGVpy8vmbcjmGKBjyP9LO34yX7ALATPaRGuIjS8dL92KnYUW87nYjx3B3f7z8pA0Sq6yHh0LNpE5HGRpxMhp6XXz7o79xMhue+9a2BYfWLkZ3oo/mJ2wZOcA+W7mmmb/uqPEQlRyITbaf58V8Nu67tmT/ixLsA8ByHzKZHIB0fWG82nkCsaxem5advRwu9Ixzfq7/zHdJ9fQeta33pOfpaDv6S66RTPH/nj8kk4wetOxpOJsPGO+4gM8y2k+3t7HzgATzPO65tiMixs1NR4m2bhl3X+dID2MmD++6RSLS1sfaHPwRgyutex5a77x4owNqvZuFCMtG9JNu3HfT3nmuz55GfkY4W9wUjKWzO3rV48U4A7Mln8vSvfzDs43aufIh415FdfIs1N/PC974HQO2SJWSiu4ctaOg/xm8mE+s6xugPsOPdpLqHO8Hm0bH+gf4p4kSKVKq3jd0P/Rg856B1iZZNWSsY8hI9ZF7447Dr7PX34qUOfE9M9TaTiQ3z/uS5dG18FGeY72PFYu+alcTaDi5EdtJJ1vzhZuxUYpi/OnKpnh5WffObeLZ90Lqul16iZ/Pmo3o+O5Fg7U9/ipNMHrQutmcPLU8/fcyxjjVuqofmJ3497LrWZ+7Cyxz9+RcRyQ87Hu+f8u8VIzp4TgrP9bCCJXgumL4AdqyL7q3PDpkeKJ0o3nOfIqMt0b6T3Q/9aNh1vZuewElHRzkiEREZTFNX7NPV1YXjOAdNUVFTU8OWo7jL33EOPvlSKPbHNhox2nvWjLjO7djafzebP0LyEHeKZqLtuHYKxzd0Xs3DtSMd62Pv8ysGfq+aNoe2p/sv8FfNm0fbqpEv9rc89RSZWAyrpGTEx2RTtveJneilb/vIhTk9Gx+nav5rhkwdkg2jeWy9slr9eBxLvLlqq53oGbjL8yCeQ7qvHX/VJEhHcXY/P2S1UTOTePduAmUNbPnH4yNuo2XFCjLRKFbkwDDwnuuw7fF7R/ybPasfJxXtPeKh64fLT6q7mz2PPDLi3+y8/36mv+lN+Eap3+XTaPaVQjAa/bXYc1oI8ae6Rx5VxU709L8XO8NPH3Go+JOdnQMXHarnz2fdT3960GMmnnMOvVueHHH7fdtX46aTOc1PIeyD45Gt+LPZX/cr+Jw6GZwdzwz8mjHDxNpGvvO3fdNaKibNPOzTpnt6yOwrnJ14zjn0bh75GI9uX4WTih80JP7RSnQMP2oTQLqvpX/kNCu7n/9yodj7Yy4Nzk22++to5ftY96+XSRLbvW7E9T2bn6R02inHFRsAqT5w0iME4eDGu/DC/ecLYs0bRnyaRMe2/s/1Ru5Pt2S7z7h2hm1P3Dfi+t3P/YtUtBfjGKeYBLBjsYGRHIaz6+GHqV+27IifL9Xby95//WvE9Tv+/ncmX3ABpv/Ip/DJZl4Lqb86id5hb4oAwHXIRDsIVGm6y6Ol967sKIQ85qu/HkvbU9EYeOCLBHHdAzeO2Mk4GGD6w5CIYvkPjOJgBQ/8bHtpUrEYvtDQc675VAjHQCFQHo48B6N1jtjNJMj0jlz0Htv9IqH6WVmLpdCMx2NSbc6+XJxzEtlPhQ5ZtmbNyBf4C0WuY4xEIkzzHWI+bStALB5n545WmkoOcbLBMEkkkmx+afgTtyO1o6mqnEBJ2cCdJnYyQaCi/+SxnUhQcog5Ov2lpfRFo7w0ykPpZ2ufzJ5UgxUswR7hzkBfuJy2ji727M3NEMajcfwvXbo0a891PPFmu63zJpQecr3pC7J69Wqa6iqpCkQYMv6BncL0BXHdDMHqyhGfw19WRu8rju+KigoC5VUj/k2gpJyenl42bD+6YdgG56eutBR/+cgXcALl5expaaGziEdTOVrF8F6RDaPZX4s9p/mK3+/3M6XqUB8HDZKpNJs2rD7k8wwX/5RBJ82cZJJAWRnJ9qFDIqf7+vCFK0Z8XitUgu04rFt96O1nw3g/hrLZX/cr9JxWV1bS5D/wmdWyLDCM/jF/h2GGIqxbt45MJnPI5502qKAwE41iTR35PdAKlR73MR4Oh2kMjXzR0TAtYvEEL68vninaCv3Yyac1a9Zkvb+Odr6PdnvzptZh+sMD0yu9ki9Syc6dO+noOL4RgOZPqjzk+oxr8OLq1ZSVlVE16MLRK5n+IL29fWzbdXQjExyPbO3DyopygmWVI64PlJTT1d1Dy7ZjH/J8UkUF/pISMtHh734MVFayefNmoiOsf6XGsjICZWWkOjuHXR+sqmLHzp10H8N3jWzktZD665F+55Rjo/eu7MhnHvPdX4/m8fGeXvDABnp7egaWW5luMHzEEmn8QMbwY1ZOx4u3kUrEmHzKa+l84VHivhSrHn6YQFPTUcU4GtSX+ikPh8/BaJ1zmj+5GjCA4b8n+sLl7N27l5aWlqzFU4jG4zGpNmdPLs45ieynQod9qqqqsCzroJMjHR0d1NbWHvHzLFy4sGCrkxzHYc2aNaMTY7SK5PO/Z7gPAL6ZZxOqbmRerQ8n2UvPxuFPKJc2zqekoobFixuGLD9cOzzPZd7FV7LqV98BoHXD85z4ifew4Re30LZqFfOuuoqNvx5+uMY5V15J7dSp1I3SPsz2PvE8j9qT38juB4YfdrlmyaVEGhqpb2g87m0NNqrHVhYdS7y5aqvd20qoZsqwQ+/6S2vwlVSxeHH/fnO9C0n/68CJU3fnM5QvvZLWlx5i8gXn8dIvbx12G3OuvJK6qVOpf0XclRe8hc0P3DXs35xwyTtpmDqDxmnGEbVjpPy473kPT3zmM8P+zbyrrqJ2xgymHNEWilux9pVCMFLOij2nhRC/m+ql27Tw3IOrtsN1M4mUVR/0XrzfoeJPdXRQNm0afdu2sePee5n+hjfw/He/O+Qxm++8kzlX3kbrU78d9vlrF19CuKKexYtHLlI8XoWwD45HIcdfiDG9kld2Ps6OlQBYXS8zccmZ7F518J3Bpj9Aw+wTidQe/mRwsrWV6gUL6Fy3jo23387Ff7yFtmeGf5+tWXwp4cpGFlcf3zHuJHvo2fTwsOtKJiyktKJ2xH5cSAr5eM63wbnJttHK97HuXzeTonrhRbSvGn5aiaq5ZxOomczkyZOPL8BUL6nyRrzeg4vCjXAlgbJaFi/uH9XFjlUS3TH8lAjlU5ZSXtPI4iN4vTheuegz5RddwZZH/zLsuvmXvpumaTM5npa5ts2sK65g/c03D7t+2kUXUTpt2hE/n+d5zL3qKp752teGXT/77W+nasaMo4qxkF+LjiemdPdegtWTSXXuPGidv6wOK1TO4sXzjjfEcaeQj5diMhbzeKRtOZa237dv+p9wSSmhiv7Ccc+zSba14SupwgpESPdGCQV8+KubiLWkcRK91NU3EA0FiflTTC4vp2nx4mNuX7aNxWPgWCgP+cnBobaV6W2jfMap9G5ZedA6wxcg3DCbiqommgqwcCgbxuMxqTaPjzbL2KFCh30CgQALFixgxYoVnH/++QC4rsuKFSt417vedcTPY1lWwb8QjEaMXqSSwOnvJf3k/zG42MGonIR//sUDw+AboVLqTnoDbc//ecjj/JFqqmafje8Qw+WP3A6Lmedcyq5Vj9H64rN4js32VQ9y0iev4YXv/C+7HnmEhf/+76z5wdBigJqTTmLWW9+KL3Dsw3Aeq2zuk8o5Z9OzaQXR7UOn6KhfdgXBiqac7vtiOP4HO554s91Wq6qJaW/8/9h0+6dxkn0Dy01/mOmXfYVAZROmaQJg1M/GmroMZ/tTAHjxTqxEN6UNc3HtZhb/xydY/e2hFxNrFy9m5uWXD3t8lzVMZtEVH+X53/5wyPLGhacx7cwL8fmO/q3ilflpOPVUJl9wATvvGzoU7uwrr6RizpyiOm6yodj6SiE4XM6KPaf5jN8IllG/+DJanvsDeO7Acl+ogpp55+MLHH440+Hij9TXc+ZNN/Hge99L57p1zH33u2k4/XRanjwwjL+dSJDsjDLh1R9iz8M/Gfr3TXOpXfIGrCPYfjboGMq+QozpldyKJnzzL8Z+8W8YO1dw6hXvo3vnliHz0xuWj1d/9n+IVNcfUXtKmpo4/frreej97yfZ0UHH2s00nfN+9j768yGPi0w4gdrFl2L5s/DZM1hK7cJLaV9zz5DF/pJaKmecgS8b2xhFxXDs5Esu8jLa+T7a7VlWhIbT30ps1wskWl8esm7SBZ/AV1KdnfgjVQTP+neSD9wI6diB5b4gwXOuwYxUYRj7in/D5VTPPY/ODQ8NeYpg5QTKJp6EdQyfn49HNvdhedNUTrr8A7xw18+GLJ+w+Awmn3bucW/HsizmvvOdtDz5JJ3rhk5JcsqXvkSkoeGotzH5Na9h14MP0vzEE0OWL/jQhyibMqVgvvNlw/HEFK6ZxLQ3/Cebf/MZnOSBETPMQJjpb/oyVvnR514OKMTjpRiNpTwe/fvdkT/eTqbAA8sXwDT735vsRLz/efwhMMCwArhOGtM08AVLSHX1T9EWKolAdy+xXbsKMtdj6Rg4HsrD6ObgUNuyqhqZeP6/k/zNdtK9g0ZtMC2mv/HLmP6ycbGvxuMxqTaLFAcVOgzyb//2b3zuc5/jxBNP5KSTTuKWW24hkUjw5je/Od+hFR3DH8I35RSsupnYO1fhJXrwTVyEUTEBM3JgmHzT8hOpncmksz5ArHUTTrKPcO0MAmV1+EJlx7z9SHU95/zHN+nbu50dKx/CHylj8hkXMvm817DzwYeINDZy0e9+x55HHyXV28ukV7+a8unTCdfVZaP5eRWsbGTqpf+PdPdeujc8hukLUjX/1fhKqgmUHfnoJDL6QvWzmPueHxHd8QLx5pcI1c2gfNpSAhWNA0UOAGa4guAp78Q94ULsHU+DYeKrm0VVuBInkyBY1UzTmXey6+FHSff2Mem88yifNm3E4ztYWs4Jl1zJ1NPPZ/uK+8kkokxddj5lTVMIV9ZkpW3h2lpO/dKXmP/e97Lj3nsx/X6mXHghkcZGgpWVWdmGiBwb0/IRqp7KpDPfT7z9Zex4D6GaqQTLG/CFRh5y/0hUzZvHRXfeSeuzz9C+5gUW/vtHOfEjH2H3Qw9hhUNMOe8cglYMa8JyymecStdLj+Ik+qicfQbBmskEK8fmHRFSOMxgKf75F+ObdjrOjmfwxXdx0bU/pnPnFprXPk1pwyQmnXw2JbUNR1WQUDlnDq+97TbaVq+mZeVqZl9xGfPe+3O6XnoEJxmlcs6ZBKsnE6zMzihbli9ASf0cgmd9kHjrRpxklHDdTAKltcf1mVqkUAQrJzDj8utJdmynZ/MKfJFKquadg6+kCn9JZda2Y1ZOJPy6r+C2bcLp2IJZNQWrYR5GpOZAkQP9F5FKJ55EuHYGsZYNuJkkkfrZ+Euq8QUPPT1AoQuWVTD/DVcz7cyL2L7ifuxUginLXkNZ4+SsfTeINDRwzg9+QM+WLex+5BGCVVVMPv98IvX1+EuPPn/hujqW33AD0Z072fnAA/jCYaZccAHhhgaCFSNPkTUeBepmMufqHxHdsZpE8yZCdTMom3YyvtIa/Hm46UNEjk0mlcYwDAzrwJTATjqO6ffDvvNHpuXDScXwPA9/qARwsRM9hCJlYLbQs+3lEZ5dRF4pXDuVWe/4FvHmjUR3rCZQ2UjFrDMwAuUEK0aeElhERHJPhQ6DXHzxxXR2dvK///u/tLW1ccIJJ/Dzn//8qKaukAMMfwjD30RgwSWHfJzpC2D6qqmcviyr249U1RKpqqVh/tD5fypmzhr4uXr+/Kxus1AEKxoJVjRSNnVJvkORo2CaJqHqSYSqJwEXH/KxRqgMK1SGVTN9yHJfuIJgef9Fk6p5C45428GScoIl5VRNmXX4Bx+jUHU1oepqanIw5LKIHB/T8mOWVFNRUp3V5zUMg7LJkymbPJmZb7psYHnDKacM+/hIQ+5eg0RGYgZLIFiCVdU/7H0QKG2axpTTzjuu5y2bOpWyqVOZ8cY3DiwL1k1n7969lDRlf5Qt0xcg4KsmMP30rD6vSKEIVjURrGqiYlbujnHDMDBKazFLa/FNX37Ix1r+EJY/RKB07J0vCJaWEywtp2rq7JxtI1xXR7iujsZl2TkPEK6tJVxbS90SfQc+FL/fj79mMuGayTiOQzQaJVBaqjv3RIqMnbYxTDB9/YUOnuvipGJYg4rtTH8IO9HXvzxUhmFa9Gx9dqCYvWeHCh1EjkaoZhKhmklUzDuHRCJBIBzW+6eISAFQocMrvOtd7zqqqSpERERERESOVEtLy5idv1VERIrL5s2bWbx4cb7DEJGj4Hketu1AoL/Q1XVsUt27AQ8rUDLwOMMKYPoDpLr34iutIlI3nXj7DtLx/ulS+5p35KkFIsVvw4YNev8UESkQ5uEfIiIiIiIiIiIiIiIieeWkcXAx901dkYl24jk2/rJ6GHx3uQH+0jp84TLsaBeGaRKpmwxuBhNI9HXgeV7emiEiIiKSDSp0EBEREREREREREREpcE5fJ64FPsvEcx3sZA9WsBTD8h/8YAOsUDlWMIJrp3DTScxAGJ9p4vhcojs0qoOIiIgUNxU6iIiIiIiIiIiIiIgUuMSuzeAHXyBAqmcPhmlihUpH/gMDfCVVBCoa8IVLsQIB/EETL2yw/tZbRi9wERERkRzw5TuAsWL/UF+O4+Q5kpHtj62QYzwSY6UdMHbaMtrtME0TwzCO+e+Pp7+OlX2WK8rPoY3H/OS6vxZ7ThV//hV7G7IZ//H2V2DI8LfFmtNcKvbjLdeUn5G9MjfZ7K+jlW/t3+xTTnMj23kt1P6q4yc7lMfsKJQ8jmZ/9TyPHX/7P16+725SiSSdoRCGZcGhtu95dG7dDQED17bp3b0Xwx/E6IwdcXxuOo3pemDBSyt+x443/ZVwVSnBkjJ8JaUYkQowTaxACaYveMTPe7w816Ozq5PkQ9UY5vHtg6zywHUdwCNSUUd5/dTcbs516dm1iy3btmGY4+QeVc/Dc108x8Hw+Wg880zgyF4P8nGOuFBer0bLeGsvqM25ko33WJHhGJ4m48qKdDrNmjVr8h2GyLiwePFirMHzDh4l9VeR0aP+KlI8jre/gvqsyGhRfxUpHuqvIsVjNPurGdvL2ms/j1s9Ti5mjxG+LQ5GOt9RjG3hE05gyhe+cESP1TknkeKRjfdYkeGo0CFLXNfFtm1VJYmMguPtZ+qvIqNH/VWkeGSjn6nPiowO9VeR4qH+KlI81F9FiovOOYkUD/UzyRUVOoiIiIiIiIiIiIiIiIiIiEjR0NhYIiIiIiIiIiIiIiIiIiIiUjRU6CAiIiIiIiIiIiIiIiIiIiJFQ4UOIiIiIiIiIiIiIiIiIiIiUjRU6CAiIiIiIiIiIiIiIiIiIiJFQ4UOIiIiIiIiIiIiIiIiIiIiUjRU6CAiIiIiIiIiIiIiIiIiIiJFQ4UOIiIiIiIiIiIiIiIiIiIiUjRU6CAiIiIiIiIiIiIiIiIiIiJFQ4UOIiIiIiIiIiIiIiIiIiIiUjRU6CAiIiIiIiIiIiIiIiIiIiJFQ4UOIiIiIiIiIiIiIiIiIiIiUjRU6JAlnufhOA6e5+U7FBE5DPVXkeKh/ipSXNRnRYqH+qtI8VB/FSke6q8ixUP9VUSk+KnQIUtc12X16tW4rpvvUEbkui4vvPBCQcd4JMZKO2DstKXY2nE8/bXY2jralJ9DU36O3uH6a7HnVPHnX7G3odDi399nCymmQlJo+6vQKD8jy0VuRvs7rPZv9imnuVGIec1Ffy3EdhYj5TE7xlIej7a/jqW2Hw/loZ/yMLo5OJb31/G2j8Zbe0FtFik2KnQYRzzPI5PJFH2F4lhpB4ydtoyVdhyJ8dTWY6H8HJryk33FnlPFn3/F3oZCjd+27YKLqRAU6v4qFMrPyMZCbsZCGwqNcpob4yWv46WduaY8Zsd4zuN4bvtgykM/5aHwc1Do8WXbeGsvqM0ixUaFDiIiIiIiIiIiIiIiIiIiIlI0VOggIiIiIiIiIiIiIiIiIiIiRUOFDiIiIiIiIiIiIiIiIiIiIlI0VOggMsZ4dgbPzuQ7DDkMz3HwMinNeyUiY57nZPDsdL7DEDlmnmPj2al8hyEy7nnu/s/Pbr5DEREZory8DJw0nqvXJ8kPz07jOToXKCIiIuOPL98BiEh2uPFu3M5t2JsfAc/DN/tczJrpmOHKfIcmg3iZBG5fG/bGB3Fj7ViNC/BNPRWjpBbDMPIdnohI1riJHrzunWQ2PgSujW/GWZh1szEjVfkOTeSIeMk+3N69ZDY8AOk41rRlWI0LMEuq8x2ayLji2SncaDv2xodw+5qx6mbjm34GRkkNhmnlOzwRGcc8JwPRdib1PEv6sT9hVk7GP/uc/u/3lj/f4ck44Ma7cNs2YW/5Fxg+fHPPw6ycjBmuyHdoIiIiIqNChQ4iY4Cb6Cb1xE9wW14aWObseQGzbi7Bsz6MGanMX3AywMuksLevJP3ULweWuc0vkll3D6ELvohVOSl/wYmIZJGb6CH99G04O58dWObsWYNZOYXgqz+pYgcpeG4qSuaFu7E3PTSwzGleh1FSS+i1n8Msqc1jdCLjh+fYOHvWkHrsh0D/SGhu84tkXvw7ofM/h1U7I78Bisi45XkuTttmUg9/C1wH6H99sjc8QPDVn8JqPAHD0EC6kjtuvIvUI9/B7doxsMzZ/RzWpJMJnHaVih1ERERkXNAnbpExwG3ZMKTIYWB52wbclhfzEJEMx0v2kF5568ErMgnST92Cl4qOflAiIjngde8cUuSwn9u9A3v7Uxp2XAqeF20fUuQwsDzWTubFf2hoYJFR4iW6ST3xM/YXOQxw0qRW/Aw30ZOXuEREvEQ36cd/PFDkcGCFQ+rxn+DFu/MSl4wPnudib39qSJHDfs6uVbjdO/MQlYiIiMjoU6GDSJFz03EyGx8ccX1mw4O4qdgoRiQjcTu3wQgX99z2zSp0EJExwXMyZDYcfIF4P3vTI3jJvlGMSOTo2VufGHndlsfxUjqGRUaDF20DJz38ut5m0OdnEckTL9mHl+wdfmWqT58VJKe8ZB/2pkdHXG9veEiFuSIiIjIuqNBBpNh5Hrj2yOtdZ8SL6zK6POcQ+wn696WISLHzPHAPcVLNtTnozlyRQnOoE8OurUNYZJR4h/qeAxohSETy53CvP68c6UEkqw53LjCjc4EiBWzDfb+jd8/2fIchIjImqNBBpMgZgQi+6WeMuN6avhwjWDKKEclIrJrpI64zypsgEBnFaEREcsPwBfDNPGvE9dbUZRiB0lGMSOTo+aYtG3GdNflkDL1ni4wKs6wBDGvYdUa4Ut9zRCRvjGAZ+ELDr/QFMcLloxuQjCtGoBRr6mkjrvfNPAvDFxzFiETkaDz5k69x/9c+lO8wRETGBBU6iBQ5wzCwJi3BKK0/eF1JLb4pp2AY6uoFIVyBb+5rD15umASXvQczXDH6MYmI5IBZNwezcspBy41QBf7Zr8awfHmISuTIGeVNmA3zD17hDxM46U0Y/hEubIhIVhmhcvwnvWm4NQROuxojXDXaIYmIAP3FVoFT3jnsusDSKzFClaMbkIwrhuXr/14VOvg8klE5GbNuTh6iEpEj4bn9o624jkb+ERHJBp1lFhkDzJIaQuf/P+wtj2Nv+RcAvuln4Jt5NmZJTZ6jk/3MQITAiZdiNcwjs/YevEQXZu0s/AvfgFnemO/wRESyxoxUEXz1J7C3r8Te9Ai4NtbUZfhnn4tZWpvv8EQOywxXEDzzAzi7VpPZcD9kklgTF+E/4UKM0rp8hycybhj+EL7Z52JWTyOz5k94sXbMqqn4T3ojZsUEDMPId4giMk4Zlg9r8lKCZfVkXrgbr3cvRnljf0Fk5WQV9krOmaW1hC78/8hsehhn+1Ng+vDNPhfflNMwIyoEFClUdjoJgOnz5zkSEZGxQZ+6RcYIs6QG/4JL8M06B/AwgmUY5vDDvEr+GKFyfJNPxqyfA04Gwx/WXaEiMiaZkWr88y7AN2054GEEyjAsvS9J8TDDlZizz8U36WQ8XIxACYalk1Eio80MlmJOOBGzZjo4aQxfCCMQzndYIiKYgTBezUy6Zl9OQ101hi+IqemtZBSZpbUETnoz3rzXAgZGqEyjuooUODuVAMBSoYOISFao0EFkDDFMC0PTHxQFM6j56UVk7DMMU+9LUvSMcDm6Z1wk/8xgCVCS7zBERA6yt72bhknTMFXUK3lgWBZGuDLfYYjIEbKT/YUOpkb+ERHJCpV4ioiIiIiIiIiIiIiIiOSQ57r9/+LlORIRkbFhXBQ63H777bz+9a/n5JNP5uSTT+aKK67g0UcfHVifSqW47rrrWLZsGUuWLOHjH/847e3teYxYRERERERERERERERExgrPdfb96+Y5EhGRsWFcFDo0Njbymc98hj/84Q/cddddnH766fz7v/87mzZtAuDrX/86Dz/8MN/5zne47bbbaG1t5WMf+1ieoxYREREREREREREREZGxwPP6R3LYX/AgIiLHZ1xMBHTeeecN+f1Tn/oUd9xxB6tXr6axsZG77rqLm266ieXLlwP9hQ8XX3wxq1evZvHixXmIWERERERERERERERERMYKjeggIpJd42JEh8Ecx+Gvf/0r8XicJUuWsHbtWjKZDGecccbAY2bOnMmECRNYvXp1/gIVERERERERERERERGRMWF/gYMKHUREsmNcjOgAsGHDBt7+9reTSqWIRCL84Ac/YNasWaxfvx6/3095efmQx9fU1NDW1nbU23Gcwh1yaH9shRzjkRgr7YCx05bRbIdlWVl7rmOJd6zss1xRfg5tvOVnNPprsedU8edfsbchW/Fns7/uV6w5zaViP95yTfkZ2eDcZLu/jla+tX+zTznNjWzmtZD7q46f7FAes6MQ8piv/loIbS8EykM/5eHIc5Cvc8THu48c2wb6p7Aohv08Ho9JtTn7cnHOSWQ/w9s/KdAYl06n2bt3L319fdx777387ne/41e/+hXr16/nC1/4AmvXrh3y+Le85S0sW7aMz372s0f0/I7jaAQIkVGwdOnS434O9VeR0aH+KlI8stFfQX1WZDSov4oUD/VXkeKh/ipSXIr1nFNi71Ze/sVX8VfUMvffvzmq2xbJl2y9x4oMZ9yM6BAIBJg6dSoAJ554ImvWrOHWW2/lda97HZlMht7e3iGjOnR0dFBXV3fU21m4cGHBVic5jsOaNWsKOsYjMVbaAWOnLcXajmOJt1jbOlqUn0NTfo7dSDkr9pwq/vwr9jYUcvyFGFO+FfL+KgTKz8gG5ybbRivf2r/Zp5zmRiHnNZsxFXI7i4nymB1jMY9H2pax2PZjoTz0Ux7yk4Oj2dbxxtde6uNlIBDws3jx4qP++9E2Ho9JtXl8tFnGjnFT6PBKruuSTqc58cQT8fv9rFixggsvvBCALVu2sGfPnmN6o7Esq+BfCIohxiMxVtoBY6ctxdaO44m32No62pSfQ1N+jt7hclbsOVX8+VfsbSjE+AsxpkKh3Bya8jOyXORltPOt/Zt9ymluFGJecxFTIbazGCmP2TGW8ni0bRlLbT8eykM/5WF0c3As2zrW+IxBPxXTPh6Px6TaLFIcxkWhw7e+9S1e9apX0dTURCwW45577mHlypXcfPPNlJWVcfnll3PjjTdSUVFBaWkp119/PUuWLCmKijoREREREREREREREREpcJ67/4e8hiEiMlaMi0KHjo4OPve5z9Ha2kpZWRlz587l5ptv5swzzwTgi1/8IqZpcs0115BOpznrrLO49tpr8xy1iIiIiIiIiIiIiIiIjAWu4+Q7BBGRMWVcFDp8/etfP+T6YDDItddeq+IGERERERERERERERERyTrPdQ//IBEROWJmvgMQERERERERERERERERGdP2T13haeoKEZFsUKGDiIiIiIiIiIiIiIiISA65GtFBRCSrVOggIiIiIiIiIiIiIiIikkv7RnTwNKKDiEhWqNBBREREREREREREREREJIc8jeggIpJVKnQQERERERERERERERERyaGBQgcN6CAikhUqdBARERERERERERERERHJoQMjOqjSQUQkG1ToICIiIiIiIiIiIiIiIpJDnuvkOwQRkTFFhQ4iIiIiIiIiIiIiIiIiOeR53pB/RUTk+KjQQURERERERERERERERCSHPM/d/0N+AxERGSNU6CAiIiIiIiIiIiIiIiKSS/tHdECFDiIi2aBCBxEREREREREREREREZEc0ogOIiLZpUIHERERERERERERERERkVzaX9+gQgcRkaxQoYOIiIiIiIiIiIiIiIhIDnlu/4gOKnMQEckOFTqIiIiIiIiIiIiIiIiI5JCmrhARyS4VOoiIiIiIiIiIiIiIiIjk0r76hoGCBxEROS4qdBARERERERERERERERHJIY3oICKSXSp0EBEREREREREREREREcmh/YUOngodRESyQoUOIiIiIiIiIiIiIiIiIrm0r8DBczV1hYhINqjQQURERERERERERERERCSHPBU6iIhklQodRERERERERERERERERHJpf6GDp0IHEZFsUKGDiIiIiIiIiIiIiIiISA7tL3DwXCfPkYiIjA2+fAcwGn7yk59w3333sWXLFkKhEEuWLOEzn/kMM2bMGHjMu9/9blauXDnk76644gq++tWvjna4IiIiIiIiIiIiIiIiMoZ4bv+IDuz/V0REjsu4KHRYuXIl73znO1m4cCGO4/Dtb3+b973vffz1r38lEokMPO5tb3sb11xzzcDv4XA4H+GKiIiIiIiIiIiIiIjImHJg6grP8zAMI8/xiIgUt3FR6HDzzTcP+f3GG29k+fLlrFu3jlNPPXVgeSgUoq6ubrTDExERERERERERERERkTHMc90hPxuWlcdoRESKn5nvAPKhr68PgIqKiiHL//KXv7Bs2TIuvfRSvvWtb5FIJPIRnoiIiIiIiIiIiIiIiIwhnndgyorBRQ8iInJsxsWIDoO5rsvXv/51Tj75ZObMmTOw/NJLL2XChAnU19ezYcMGbrrpJrZu3cr3v//9o3p+x3GyHXLW7I+tkGM8EmOlHTB22jKa7bCyWOV6LPGOlX2WK8rPoY23/IxGfy32nCr+/Cv2NmQr/mz21/2KNae5VOzHW64pPyMbnJts99fRyrf2b/Ypp7mRzbwWcn/V8ZMdymN2FEIe89VfC6HthUB56Kc8HHkO8nWO+Hj3kese+DvHzoBZ2Pcij8djUm3OvlyccxLZz/AGl5CNA9deey2PPfYYt99+O42NjSM+bsWKFbznPe/h/vvvZ8qUKYd9XsdxWL16dRYjFZHhLF269LifQ/1VZHSov4oUj2z0V1CfFRkN6q8ixUP9VaR4qL+KFJdiPefU/uTfaX7oTgDmf+bHmIHgqG5fJB+y9R4rMpxxNaLDV7/6VR555BF+9atfHbLIAWDRokUAbN++/YgKHfZbuHBhwVYnOY7DmjVrCjrGIzFW2gFjpy3F2o5jibdY2zpalJ9DU36O3Ug5K/acKv78K/Y2FHL8hRhTvhXy/ioEys/IBucm20Yr39q/2aec5kYh5zWbMRVyO4uJ8pgdYzGPR9qWsdj2Y6E89FMe8pODo9nW8ca3bvtqmvf9fOKJCwhESo/6OUbTeDwm1ebx0WYZO8ZFoYPneXzta1/j/vvv57bbbmPy5MmH/Zv169cDUFdXd1Tbsiyr4F8IiiHGIzFW2gFjpy3F1o7jibfY2jralJ9DU36O3uFyVuw5Vfz5V+xtKMT4CzGmQqHcHJryM7Jc5GW08639m33KaW4UYl5zEVMhtrMYKY/ZMZbyeLRtGUttPx7KQz/lYXRzcCzbOtb4DMMY+Nk0jKLZz+PxmFSbRYrDuCh0uO6667jnnnv44Q9/SElJCW1tbQCUlZURCoXYsWMHf/nLXzjnnHOorKxkw4YN3HDDDZx66qnMmzcvz9GLiIiIiIiIiIiIiIhIUfPcQT86eQxERGRsGBeFDnfccQcA7373u4csv+GGG3jzm9+M3+9nxYoV3HrrrcTjcZqamrjgggv46Ec/mo9wRUREREREREREREREZAzxPO/Az657iEeKiMiRGBeFDhs2bDjk+qamJn71q1+NUjQiIiIiIiIiIiIiIiIyngwudHAdO4+RiIiMDWa+AxAREREREREREREREREZ09zBU1doRAcRkeOlQgcRERERERERERERERGRHPIYPHWFk8dIRETGBhU6iIiIiIiIiIiIiIiIiOSSRnQQEckqFTqIiIiIiIiIiIiIiIiI5JDnDRrRwdGIDiIix0uFDiIiIiIiIiIiIiIiIiI5NLjQwdXUFSIix02FDiIiIiIiIiIiIiIiIiK55GnqChGRbFKhg4iIiIiIiIiIiIiIiEgOee6gqSs0ooOIyHFToYOIiIiIiIiIiIiIiIhITg0udNCIDiIix0uFDiIiIiIiIiIiIiIiIiI5NLi4wXPtPEYiIjI2qNBBREREREREREREREREJIc8jeggIpJVKnQQERERERERERERERERySUPMAwAXMfJbywiImOACh1EREREREREREREREREcsjzXEzT6v/ZVaGDiMjxUqGDiIiIiIiIiIiIiIiISC55Hoa1v9BBU1eIiBwvFTqIiIiIiIiIiIiIiIiI5JLnYVo+AFzHznMwIiLFT4UOIiIiIiIiIiIiIiIiIjnkDR7RwdHUFSIix0uFDiIiIiIiIiIiIiIiIiI55A0e0cFVoYOIyPFSoYOIiIiIiIiIiIiIiIhILnkuxr5CB43oICJy/FToICIiIiIiIiIiIiIiIpJDnudhmv1TV7iOnedoRESKnwodRERERERERERERERERHLMHBjRQYUOIiLHS4UOIiIiIiIiIiIiIiIiIjnkuS6GtX9EB01dISJyvFToICIiIiIiIiIiIiIiIpJTHoZpgmHgqdBBROS4qdBBREREREREREREREREJIc81wPDwDAtXFdTV4iIHK9xUejwk5/8hMsvv5wlS5awfPlyPvrRj7Jly5Yhj0mlUlx33XUsW7aMJUuW8PGPf5z29vY8RSwiIiIiIiIiIiIiIiJjh4cBmJalER1ERLJgXBQ6rFy5kne+853ceeed/OIXv8C2bd73vvcRj8cHHvP1r3+dhx9+mO985zvcdttttLa28rGPfSyPUYuIiIiIiIiIiIiIiMhY4Hn7R3QwcVXoICJy3Hz5DmA03HzzzUN+v/HGG1m+fDnr1q3j1FNPpa+vj7vuuoubbrqJ5cuXA/2FDxdffDGrV69m8eLFeYhaRERERERERERERERExgTPBfZNXeFo6goRkeM1LgodXqmvrw+AiooKANauXUsmk+GMM84YeMzMmTOZMGHCURc6OAVchbc/tkKO8UiMlXbA2GnLaLbDsqysPdexxDtW9lmuKD+HNt7yMxr9tdhzqvjzr9jbkK34s9lf9yvWnOZSsR9vuab8jGxwbrLdX0cr39q/2aec5kY281rI/VXHT3Yoj9lRCHnMV38thLYXAuWhn/Jw5DnI1zni491HrusCYJgWTiZd8Pt6PB6TanP25eKck8h+hud5Xr6DGE2u6/KRj3yE3t5e7rjjDgD+8pe/8IUvfIG1a9cOeexb3vIWli1bxmc/+9nDPq/jOKxevToXIYvIIEuXLj3u51B/FRkd6q8ixSMb/RXUZ0VGg/qrSPFQfxUpHuqvIsWlWM857fzzT0m17iIT7aH65HNpeNVlo7p9kXzI1nusyHDG3YgO1113HZs2beL222/PyfMvXLiwYKuTHMdhzZo1BR3jkRgr7YCx05ZibcexxFusbR0tys+hKT/HbqScFXtOFX/+FXsbCjn+Qowp3wp5fxUC5Wdkg3OTbaOVb+3f7FNOc6OQ85rNmAq5ncVEecyOsZjHI23LWGz7sVAe+imnjVnEAAEAAElEQVQP+cnB0WzreOOL/rOSnmgnRiZJfW1twU+bPh6PSbV5fLRZxo5xVejw1a9+lUceeYRf/epXNDY2Diyvra0lk8nQ29tLeXn5wPKOjg7q6uqOahuWZRX8C0ExxHgkxko7YOy0pdjacTzxFltbR5vyc2jKz9E7XM6KPaeKP/+KvQ2FGH8hxlQolJtDU35Glou8jHa+tX+zTznNjULMay5iKsR2FiPlMTvGUh6Pti1jqe3HQ3nopzyMbg6OZVvHGp8BGIaBYVngZn9aulwZj8ek2ixSHMx8BzAaPM/jq1/9Kvfffz+33HILkydPHrL+xBNPxO/3s2LFioFlW7ZsYc+ePQVfUSciIiIiIiIiIiIiIiKFzfM8MAxM08J1nXyHIyJS9MbFiA7XXXcd99xzDz/84Q8pKSmhra0NgLKyMkKhEGVlZVx++eXceOONVFRUUFpayvXXX8+SJUtU6CAiIiIiIiIiIiIiIiLHx/MAMCwL17bzHIyISPEbF4UOd9xxBwDvfve7hyy/4YYbePOb3wzAF7/4RUzT5JprriGdTnPWWWdx7bXXjnqsIiIiIiIiIiIiIiIiMrZ4nodhmJimheeo0EFE5HiNi0KHDRs2HPYxwWCQa6+9VsUNIiIiIiIiIiIiIiIikl2eC4BhmrgqdBAROW5mvgMQERERERERERERERERGcs8zwPDwDA1dYWISDao0EFEREREREREREREREQkxwzDwLAsjeggIpIFKnQQERERERERERERERERySHPdYH9Izpk+POn38q2J+7Ld1giIkVLhQ4iIiIiIiIiIiIiIiIiOeVhGAamaZKO99G1bQPP3fG9fAclIlK0fPkOQERERERERERERERERGQs81wXDDAMi3hHCwDBsqo8RyUiUrw0ooOIiIiIiIiIiIiIiIhIzhkYloWdSuY7EBGRoqdCBxEREREREREREREREZEc8rz+qSsM08JOJvYvzWtMIiLFTIUOIiIiIiIiIiIiIiIiIjnUP3WFgWla2KnEgWUiInJMVOggIiIiIiIiIiIiIiIiklP9ozcYloVrZ4YsExGRo6dCBxEREREREREREREREZEcOjB1hTloWR4DEhEpcip0EBEREREREREREREREcmlQVNX7GcYeYxHRKTIqdBBREREREREREREREREJIc8wMDAsAYXOugynYjIsdIrqIiIiIiIiIiIiIiIiEgOeftGdDAGjeiACh1ERI6ZXkFFREREREREREREREREcsrDeMXUFSIicuxU6CAiIiIiIiIiIiIiIiKSQwMjOgyZusLIY0QiIsVNhQ4iIiIiIiIiIiIiIiIiOdU/ooNh6tKciEg26NVUREREREREREREREREJIc81wMMjCFTV3j5CkdEpOgVdKHDVVddxfe///2Dlvf09HDVVVflISIRERERERERERERERGRo+R5YBiYgwodPNfNY0AiIsXNl+8ADmXlypVs3LiRF198kZtuuolIJAJAJpPh6aefznN0IiIiIiIiIiIiIiIiIkfCwzDAsA4UOriOk8d4RESKW0GP6ADwy1/+kvb2dq644gp27dqV73BEREREREREREREREREjornumCYGOaBS3OuY+cxIhGR4lbwhQ51dXX86le/Ys6cObzlLW/hqaeeyndIIiIiIiIiIiIiIiIiIkfM8zwAjMFTV2hEBxGRY1bQhQ6GYQAQCAT41re+xVVXXcX73/9+br/99qN6nqeffpoPf/jDnHXWWcydO5cHHnhgyPrPf/7zzJ07d8j/73vf+7LWDhERERERERERERERERm/PM/DMEzMwVNXuCp0EBE5Vr58B3Ao+6vb9vvoRz/KzJkz+fznP39UzxOPx5k7dy6XX345H/vYx4Z9zNlnn80NN9ww8HsgEDj6gEVEREREREREREREREQO4oHxyhEdNHWFiMixKuhChwcffJDq6uohyy688EJmzJjB2rVrj/h5zjnnHM4555xDPiYQCFBXV3dMcYqIiIiIiIiIiIiIiIiMxHNdDMPAGDyig6auEBE5ZgVd6DBx4sRhl8+ePZvZs2dndVsrV65k+fLllJeXc/rpp/PJT36Sqqqqo34ep4DflPbHVsgxHomx0g4YO20ZzXZYgz4EHq9jiXes7LNcUX4ObbzlZzT6a7HnVPHnX7G3IVvxZ7O/7lesOc2lYj/eck35Gdng3GS7v45WvrV/s085zY1s5rWQ+6uOn+xQHrOjEPKYr/5aCG0vBMpDP+XhyHOQr3PEx7uPPM/D8wDjwKzynusU7D4fj8ek2px9uTjnJLKf4b1yfogxbu7cufzgBz/g/PPPH1j217/+lVAoxKRJk9i5cyff/va3iUQi/Pa3vz3iDug4DqtXr85R1CKy39KlS4/7OdRfRUaH+qtI8chGfwX1WZHRoP4qUjzUX0WKh/qrSHEp1nNOm372JQJV9YSbptP66F0A+EormXfN/4xqHCKjKVvvsSLDKegRHUbLJZdcMvDz3LlzmTt3Lueff/7AKA9HY+HChQVbneQ4DmvWrCnoGI/EWGkHjJ22FGs7jiXeYm3raFF+Dk35OXYj5azYc6r486/Y21DI8RdiTPlWyPurECg/Ixucm2wbrXxr/2afcpobhZzXbMZUyO0sJspjdozFPB5pW8Zi24+F8tBPechPDo5mW8cb385QkPLKSmonTaJ13zKfZbF48eKjfq7RMB6PSbV5fLRZxg4VOgxj8uTJVFVVsX379qMudLAsq+BfCIohxiMxVtoBY6ctxdaO44m32No62pSfQ1N+jt7hclbsOVX8+VfsbSjE+AsxpkKh3Bya8jOyXORltPOt/Zt9ymluFGJecxFTIbazGCmP2TGW8ni0bRlLbT8eykM/5WF0c3As2zrm+DwPwzCwfP4Di9zsT0+XbePxmFSbRYqDefiHjD/Nzc10d3dTV1eX71BERERERERERERERESk2HkehmFiDrqY7LlOHgMSESlu42JEh1gsxo4dOwZ+37VrF+vXr6eiooKKigq+//3vc+GFF1JbW8vOnTv55je/ydSpUzn77LPzGLWIiIiIiIiIiIiIiIiMBR6AAYZ14NKc57pDHuPaGQzLh2EYoxuciEgRGheFDmvXruWqq64a+P2GG24A4LLLLuMrX/kKGzdu5O6776avr4/6+nrOPPNMPvGJTxAIBPIVsoiIiIiIiIiIiIiIiIwVrothGJjm4BEdhhY63HbFUha88T2cctV/jHZ0IiJFZ1wUOixbtowNGzaMuP7mm28exWhERERERERERERERERkPPHwAANjhKkr0rE+ALb+6+8qdBAROQJmvgMQERERERERERERERERGdNcFwwDc4SpK5J93QCYgwohRERkZCp0EBEREREREREREREREckhDzCMV47ocKDQwUmn9v2bHu3QRESKkgodRERERERERERERERERHLI2zeigy8QOrDMc/E8DwA301/g0D/FhYiIHI4KHURERERERERERERERERyysPAwBpU6ADguQ4Adjq5b4EKHUREjoQKHURERERERERERERERERyyHM9MAxMn+8Vy/unr9g/ZYWnQgcRkSOiQgcRERERERERERERERGRnOovdDAMAwDTHwDgqZ/9F83rnsHRiA4iIkdFhQ4iIiIiIiIiIiIiIiIiOeS57kCRw3mf/x4L3nA1AJse/CMP3XgNjp0eeJyIiByeCh1EREREREREREREREREcurASA3+cGToFBaeh2vb/T+6zmgHJiJSlFToICIiIiIiIiIiIiIiIpJDnuthGAcuyw3+GcBz9hU6eBrRQUTkSKjQQURERERERERERERERCSnPDAO/GaY1qBfjEEjOqjQQUTkSKjQQURERERERERERERERCSHPO8VIzqYg0d3MHD3jeiwv+BBREQOTYUOIiIiIiIiIiIiIiIiIrnkeUN+HVzoAGAnE/0Pc52BogcRERmZCh1EREREREREREREREREcsjzPHq2bCG6axfwiqkrMGh+csXAb046PcrRiYgUHxU6iIiIiIiIiIiIiIiIiOSS59K2ahWrbvom0D9dxWDx5uaBn510clRDExEpRip0EBEREREREREREREREckhz3UBcDP901IMGdHBMPA4MLWFY2tEBxGRw1Ghg4iIiIiIiIiIiIiIiEgO7S90MExj379DL9F5g352MpnRCktEpGip0EFEREREREREREREREQkhzxv34gO6f4ihsGFDgbg2geKG5x0alRjExEpRip0EBEREREREREREREREckhz+0fs2F/wcPgqSs8PNzMgekqBv8sIiLDU6GDiIiIiIiIiIiIiIiISE55/f85+wodDGNgjWGYuI4z8LujQgcRkcNSoYOIiIiIiIiIiIiIiIhIDnnevhEd3P6ChsEjOhiGgefYsG/UByejqStERA7Hl+8ARERERERERERERERERMa0fYUO+xmmOWiVN1AAAeCkNaKDiMjhjIsRHZ5++mk+/OEPc9ZZZzF37lweeOCBIes9z+O73/0uZ511FieddBLvec972LZtW36CFRERERERERERERERkTHF89xBP3tDCh1cx8FzHNj3EMdWoYOIyOGMi0KHeDzO3Llzufbaa4dd/7Of/YzbbruNr3zlK9x5552Ew2He9773kUppaCARERERERERERERERE5Tp4H+wZ1cDMZTOvAoOuea+O6zsB6J63rUyIihzMupq4455xzOOecc4Zd53ket956Kx/5yEc4//zzAfjGN77BGWecwQMPPMAll1wymqGKiIiIiIiIiIiIiIjIGOakUkMLHRwHBk1d4WYy+QhLRKSojItCh0PZtWsXbW1tnHHGGQPLysrKWLRoEc8999xRFzo4jnP4B+XJ/tgKOcYjMVbaAWOnLaPZDsuysvZcxxLvWNlnuaL8HNp4y89o9Ndiz6niz79ib0O24s9mf92vWHOaS8V+vOWa8jOywbnJdn8drXxr/2afcpob2cxrIfdXHT/ZoTxmRyHkMV/9tRDaXgiUh37Kw5HnIF/niI9nH3meN+T3TDKJryQ88Lvr2BiuB8a+9elk3o+F8XhMqs3Zl4tzTiL7Gd4rX13HuLlz5/KDH/xgYPSGVatW8Y53vIPHHnuM+vr6gcd94hOfwDAMvvOd7xzR8zqOw+rVq3MQsYgMtnTp0uN+DvVXkdGh/ipSPLLRX0F9VmQ0qL+KFA/1V5Hiof4qUlyK8ZyT57qsu/F9GB0uZsyj8QMfxKqsYMdvvz3wGKPPw/MBIYPG176D2tMuGLX4RHIlW++xIsMZ9yM6ZNvChQsLtjrJcRzWrFlT0DEeibHSDhg7bSnWdhxLvMXa1tGi/Bya8nPsRspZsedU8edfsbehkOMvxJjyrZD3VyFQfkY2ODfZNlr51v7NPuU0Nwo5r9mMqZDbWUyUx+wYi3k80raMxbYfC+Whn/KQnxwczbaOJz7XzrBu0O+TGhspnTKFHYMfZIBhmnhAU0M9CxYvPqptZNt4PCbV5vHRZhk7xn2hQ11dHQAdHR1DRnTo6Ohg3rx5R/18lmUV/AtBMcR4JMZKO2DstKXY2nE88RZbW0eb8nNoys/RO1zOij2nij//ir0NhRh/IcZUKJSbQ1N+RpaLvIx2vrV/s085zY1CzGsuYirEdhYj5TE7xlIej7YtY6ntx0N56Kc8jG4OjmVbxxSfu29agH1jrHu2jc/3ikt0Bhh44Bl4jl0wx8F4PCbVZpHiYOY7gHybNGkSdXV1rFixYmBZNBrl+eefZ8mSJXmMTERERERERERERERERIrevlnkDcMAwEkmD36IAYYBeOBk0qMZnYhIURoXIzrEYjF27DgwANCuXbtYv349FRUVTJgwgauuuoof/ehHTJ06lUmTJvHd736X+vp6zj///DxGLSIiIiIiIiIiIiIiIsXO81wATL8PjzRuephCBnNfIYTn4arQQUTksMZFocPatWu56qqrBn6/4YYbALjsssu48cYb+cAHPkAikeDLX/4yvb29LF26lJ///OcEg8F8hSwiIiIiIiIiIiIiIiJjgOf2j+hg+gI4pHGGK3QwwDQMbNfDtTOjHKGISPEZF4UOy5YtY8OGDSOuNwyDT3ziE3ziE58YxahERERERERERERERERkrBsY0cGycDBw0ykArGAIJ7VvGgsTDNMAx8Pet15EREZm5jsAERERERERERERERERkTFrX6EDpokZ8OOk+kd0OO//fZeT3/XJ/nXGvkIHD5xkIj9xiogUkXExooOMT/GWFux4HNPvJ1RTgy8czndIImNasquLdE8Pk0tLyfT1YVVW5jskEcmSdG8vqe5uPNclUF5OqLo63yGJFAQnnSbR3o6bSmGFQoTr6zEtK99hiYgclVRPD+meHvA8/OXlhKqq8h2SiIyiTDxOqrMTN5PBX1pKuK4u3yGJyDiSaGsjE41i+v0Eq6owQ6F8h5QzXv/MFRimgeX3D0xdYfp8mD7/vpX9U1cAGtFBROQIqNBBxpxUTw/NK1bw3De/Sby5GdPvZ8rFF7Po4x+npKkp3+GJjDlOJkPPxo2svO46OtetA6Du5JM59ctfpmLmTAxTgweJFCvP8+jdupVnrr+elqeeAqBy3jxO+/KXqTrhBNAFXRnHEm1trP/FL9h05504iQTBykoWfPjDTLvkEhUDiUhR8FyXni1beOb662l9+mkAqubP57Rrr6Vy7lwsvz/PEYpIrkV37+a5m25i14MP4jkOpZMns/QLX6B+6VL8paX5Dk9ExrBMLEb76tU8c/319O3YgWGaTDzvPJZ85jP4x+hnkP1TV4CJ6Q/gpA4UMpj7z5+aYO4f0WH/dBYiIjIiXX2SMaflqad4/NOfJt7cDICbybDtT3/i0Y99jERbW56jExl7Yrt2cd+73jVQ5ADQtmoV97/rXcT27MljZCJyvGJ79nD/u941UOQA0P3SSzxw9dX07diRx8hE8ivV08Mz//VfvHTLLTiJ/uFEU93drLrxRl7+/e9xMpk8Rygicnj73+f3FzkAdL34Ive/+91Ed+7MY2QiMhriLS089P73s/O++/AcB4Dozp08+tGP0rF2bZ6jE5Gxruull3j4gx8cOLfguS67HniAh977XhojkTxHlyNuf6GDaZkYft+QQgfD3HcjiWEcKHTQiA4iIoelQgcZUxKtrTz3zW8Ou677pZd0skYky+xkkvW/+AXuvqHWBstEo2z9059w950wEZHi4nkeOx94oH8o61dwMxnW/vjH2EndXSDjU7Kjg5333z/sunU/+xmJ1tZRjkhE5Oi4jsPWe+4h09d38Lp0mvU336z3eZExrmvDBqIjFC+v+sY3SHZ2jnJEIjJeJLu6WPWNbwy7LrZnD9HNm0c5otHhDcxdsX/qimEKHQBj3+iZKnQQETk8FTrImJJJJA55B3n7Cy+MYjQiY18mGh1yB9gr7V2xAjseH8WIRCRbnGSSvY89NuL6tmefxYlGRzEikcIR27VrxHV2PD7shUMRkUJiJxI0P/74iOtbV60io/d5kTGt5cknR1zXvWEDjoqdRCRHnGSSzkOMHNO2cuUoRjN69k9dYRgmps+PkxxU6DBoalDT58PwPI0UKCJyBFToIGOK6fdjBYMjro80NIxiNCJjnxUIEKqtHXF9pL4eMxAYxYhEJFtMv59IU9OI60M1NRhjdN5MkcMJVFYecr0VCo1OICIix8jy+wkf4vtxqLoaS5/jRca0kokTR1znLy8fctFNRCSbDMsiWFU14vpDnYsoavtHdHCSGGSGTF1hmgcu1Vk+X//UFZmDR9AVEZGhVOggY0qoupoZl1027DorGKRm4cJRjkhkbAuUlzP/Ax8Ycf28q6/Gd4jiIxEpXKbPx5x3vGPE9Qs+8AECFRWjGJFI4Yg0NBCurx92XcNppx3ypJ2ISCGwgkHmXXXViOsXfOADBMrLRzEiERltE84+e8RihnnvfjehmppRjkhExotQTQ3zrr562HWGadL4qleNckSjY/+IDtgpDCc18tQV/v5CB9fWiA4iIoejQgcZU3yhEAs++EFqlywZstwKhTj3xz8ecseKk06QiXWS7mvDTmp4YZFjVbNwIfPe856hCw2DRZ/6FOXTpuUjJDkCTiZJJr7vNTDRe+DLlsggpZMns/Q//xPDHPqRcdYVV1B/yimjFoedjJKOtpOOduCkNB2O5F+4vp5zf/xjgq8Y2aFs6lSWfe1rBCsqcB2HTKKHdF8bmXi3TlKJSMEpmzaNxZ/5DBjGkOVz3/1uak46KU9RHRvP87ATvf2vubFOnIyG3Bc5nEh9PWf/7/9ivmKUtqYzz2TWW9+K6fPlKbKRea6LPfD5qgvH1vz12eC5gz+3duFmlFfJLdOymPGmNzHx3HOHLvf7OfN//odux8lPYDnmuf0jOhh4mBZDp64YVOhg7Xv91XdIEZHDK7xPrCLHKdLQwNnf/S7xPXvoWLuWcF0dVSecQLi+Hmvfl7d0tJ32tX8jHW3HF67AsPxUzTiDUPUUTJ+G5xQ5GqGqKk780IeYefnltD37LI7n0bRsGeGaGvylpfkOT4aRiXfTsf5+Eu0vA2D6w1TPPpdIwxysQDjP0UkhCZSVMeONb2TCWWfR9txzOKkUdSefTLiujmBFBU6OTz64ToZUzx7a1/0dO96NFSwlWDmJyhnLCZTVYRiq2ZX8MAyDyjlzuOj3v6dn82b6duygau5cSqdMIVJfj52O07vjWXq3rcRzMmCYlDYtoHLW2RivuKAoIpIvwfJyZr/1rUw+7zxaV63Cs23qli4lVFtLsIhGc3AyCeKtL9O58SHcdH9BZKhmGrXzL8Qf0Qg7IiOxQiGali/n0nvuoWPtWlJdXdQuXkykoYFQdXW+wzuIk44TbV5P9+bHcDNJwCBcN4vaE87HF9ZIc8fKSceJtWwkumcNmVgHbiZFpH4O1fNegz9cPO8FUnzCdXUsu/56Ei0ttK1eTbCigpqFCwlWV/PC+vX5Di839t1kZOBhmh7p1IHCzMEj7Jg+jeggInKkVOggY1K4poZwTc2wU1VkEj00P/s7Kqcvw/SHyUTbsIIleHhk4l0Ey0eep1REhhcoLydQXk7p1KmsX7+ekkmTsDSfZ9Y56QROKkqyayeGaRGqmowVLMH0Hfn0IHayj+Znf4sd7xpY5mYStL/4d+osH6UTFuQidCli/pIS/CUllE2ZMurbzsS7aH7mNwRK66lffBlOOo6T7CMT68D0BXTxQvLKMAxKmpoo2Td/rJNJ4qRj9O54Ds/NEKqYgDtxIX07VoHnEt2zBjsVZULT6XmOXETkAH9pKf7SUsqmTs13KMcs2bmT9rX3DFlm+oLY8W6SXTtx7Qyhqkn4QmVYgUieohQpTFYwSOmkSZROmpTvUCiJhHFTfST7WrCTvQQrJuALV+ALluJ5HrGWjXSuv3/QX3gk2jbRnOii8ZS34wvqRouj5ToOmXg3AOHqqZRPXoLneXRtfITW5+6iYenb8AVL8hukjGmhqipCVVVUzZs3sCzXN1Tk0/4RHTDANLwhIzqYgwsdTAvDMHAde7RDFBEpOip0kHEn0b6V2vmvpWvTY6T7WgaWG5afuoWvxwqV4dPJD5FjlkppiMNccNIxujb9k75dzw9ZXj3vNZROWIjlDx3R82RiHUOKHAbr3PQooeop+EJlxx2vyPFy7TQ9Lz+Bv6SWylln0b7mHtxBQ9P6S6ppWPo2/OHK/AUpso+TTtCzbSU9W1cMWV4+ZSmVM8+i++V/AZDs2Ert9LPyEaKIyJhkp6J0bnx4yLKSpgUEyxtpXnUneN7A8kjDPGpOOF8XQ0UKkOe5TKqNsPuJm/tHw9onUNZAw5LLwYCuzf8c9m8z0XbseLf69lHyPI9MtJWWVXfuGyGjny9SRe3CS2h7/k/YiR4VOohkkTcwooOBaXo4g0Z0sF8+8BpnmCao0EFE5IhovF8Zcxw7RSbWSbJ7d//c86nYwDrP8/Bcm+iedUOKHAA8J0Pbmr8M+XAvIjIcOxUj1ddKsnv3Ec9f6bkOpPqY2ljTf0Ih0UPfrhdofeEvdG1ZQSbWecgvMMnOnQcVOQB0vvTgiIULw0n17BlxnZPsxdOXKBlFbiqGm+jGG1TA0N8/ukn1NpPq2UvljNNpX/u3IUUOAJlYJx0v3o+dimEn+0j27D3ofV/kSHiei53sJdXTTLJ7D5lEz1GfUEr3tR5U5ADQu+NZ/JFKzEFFtG6qDzcdI9aygdY199C58RHS0baDjnERkVxwUnHS0bb+z7GxTpwC+f478JngMJ+r7VSUePtW2tb8lY6XHsBNJ4Z+FjZMSptOoHPDg0OKHADiLS8Rb9mI94rlIpI7rmNjJ6Mku/eS6m3GTvYN9EHP88jEu+ndsYpM717an//DkCIHgHRfC12bHsVz3YGpaYaT7mvNaTvGmv3fuVpW/f6g86B2vIuerU9SNvlkMtG2PEUoMjZ57r7RKgywLGPIiA5e89qBn03Lwhz8eBERGZFGdJAxxU5F6dr4CNE9Bz4Y+EvrqF/8ZjzbwGc5BMsb6Nzw0LB/7zkZMtE2AiWFNxehSDHwMgmmTqzvPzlRhFNXuE4GJ9lHrHUTdqKbcM00guVN+AbNS5mJddLy3B9wMwmClVMBA1+klIppp454B4kbbSez+Z84O1YSCVXiRN5J877n2K9782M0nPwWwtVTMcyhuXPScbq3HHwBbb/eHauoXXDRQX83HF945KH+DSvQXzUucoxcxyHZ3g6eh6+khEDZgdFBEh0dZHp7SfX2UtZUh5XYi73+b3jJHsy6OQQWXIJR1kA63knzyl9TNnkJvkhl/7yUg/rKYIn2l7HjXfTtfoFQVf9wu707V1O/8FL8ei+XEXieh53sIdGxnXTPXgJl9fjCFXRt+ifpvhYMy0/N3NcQaZw37Gg5rmPjJONgWfiCETwnQ8/Wp0bcXnTPOkoa5/VPYQEEwqU0P/sb7FjnwGN6tj5J1ZzzsaN+fKEIodpaQlWamkVEsisT76b1+btJ9zYPLIs0zKFm3mtzPqJXuq+PZHs73Zs24S8tpXLubHzhIKZn43VuJ/Pi3/CcFNa0szCbFuErr8KwAkOew0720bL6D6R79g4sC5Q1YvqCA8VioeopJNq3jhhHz7aniDTM0Z3fMu55roOTjgMGVjCCYWT3e6CTTpCJdxHb+yKeaxOqmYqd6KV3x7PUL3ojwfIm0tFW9j59B6blp3LmmXhOetjnijavp2LmGRimNeJFP1+ofNjl0s+1M7h2EgwTyx8mk+jGSfbhpIcvEk927qB86qkYpi4diGTT/kIvwwDTZ/Z/t7QzWD4/hnHgcYbpwzAMHNfNU6QiIsVDn1akqHj73tzNV1yIc+00Hh49W5/aV+RgEKqZTqBiOhg+0n0JQr4Utu3D8PnAc/GFKwhVzcM0yzBMg3RiF8mOTTi6E1TkqDmpGInO7fRsfRI7FcWunETVrLPwR6owLX/e4vJcFwwGTtq4dhoMY9iYXMcm2bGdltV3Ddz91bfreSINC4jULMTN2FihIH17nyJUOY9kW5wNv7wHz3aYeumF+IK7KZs8a8icetBf5JC87+t4if47zayZr6L9pQcPvnDrubSuvpuJZ74Pf7jiFav2n4Qanp3qw/NcDA5f6BCsbMKw/AfdKQNQPnkJlk76yjGKt7ay5e672fjrX5Pu7aVh2TIWf+pTlE+fTnzvXnq3bwfPw/T7ibf7CFkZvK4d4No4sRUkdjxN4JLraXvhz7h2itjeF6mafS5OZuRjH8BJRYnufoHo7hfwl9ZRPfscmp/9HU2nXalpWGRY6d4W9j59+5CT6YYVoO6k19O14WEy8U7aX/wHjSXVhKunDDzG8zxie3bTsvIpdt57P77SUmZf8VYqZs/ESUcP2k6gvJFg+RxMK4IVDBGs6sRJduHa6SFFDvt1bXyAiikX8fc3v5mG00/n9OuvJ9LQkJskiEhB8Fz3mIpMPc/FszNgmAd9Nx6Jk4rS8txdB92dG2/ZiGkFqTnhtZi+AE4mTaK7A9ex8YfChCtrjzq+V0q0t7P2Rz9i029/S/2pp3LKF/+Dnm3/pLRxDv6WF7Ffuhdv9huIJUvZdPPfsON/ZNolr6P+lNOINDYOtLlvz5ohRQ4AseYXKZu0iJ5tKwGwfKEh3+kD5Y0Ey2ZjGAEwPNKJHeDpooGMb5lEN73bVxFrXo9hmJROOomyiQuPqVhgYBh2w8RzXTwng+vadG16lOjuFwYeF2vZQNmkM6ic+jpSnUmcZDPdW+/Ds1OYwdJDft/Fc8HzKJ24iL6dqw5abfqC+Mvqjjr28cBzHTLxbrq3riDZvhUrWErtiRfjZJK4mQRlE8/CMIJgQCa+nUTnywdGw/Fc/CU1+W2AyBizv1jLMC0Mq7+ywUmmMCMmxqBKB8M0MQyN6CAiciRU6CBFwU72kuzeQ2zvi5j+EDMnzcezU9hpm0TndtKxDkqb5tO38zkwLCrnXMSWfz3Ehnu/w5IrPsbMMxpItndhmxb+8hLCdfPxUpU885Xv0vXSS5h+P1NedyEn/Ns7CVTU57u5IkXFySTo2vzPIdMqJFo3kmjbTNOpVw7cZT2a7GQU18ngORk8z8W0fGBYdG18BM/NUDbldBwbYu3NWD4/4ao6QuUltD7/x4Ev9Yblp2Lq+Wy+889s+eO1OIkEZdOmseQzn6Zn5xZW/fd/D2xv9yOPUHPSQs769rcpaZowsNxzHTKbHhkocgAwqqaQ3nXghM9gnpPGjncdVOhg+kKEqiYRa14/7N9Faqcf8Z0WvmA5jUuvoGXV74YMkx6um0n5tFOPaFQIkVdKdXbyr09/mvZVB0487n3sMVqefJKL//QnujdupOvFF9l8552kursJ19Ux9+qrmXz2JzGfuqn/D3xBnFSUTKwD6H/vzyS6D/kaYvqCAydXATLRNuJtmwmU1ZGJd6vQQQ5iJ/toXf3Hg+4Y9Jw0nevvp2LGGXS8+A8Aujf/C//iN5Pq6yHR3UEoWMq2v/+dGW+8mAlnnwqGSbKzh7ZnniMycfKQIZNLm06lZ2MbT/9/XyLe3Iy/vJy573w7M9/yVnq2DT+/NICdbqdy7lyan3iCtT/+MSd//vP4gsHcJENE8sJ1MtiJXqJ71pCJdhCqnkKkfja+cMWQE9zD8VwXO9lDdPcakl078YUrmTX5pP7PvKaJk+rrv1joeViBCFawdOCznZ2KjjgEeazlJcqnLiediPPiX25l04N346STVEyczinv+Sz18xYTiBx7MezuRx5h029+Q7iujqVf/CTd2/6B53nUzjiN1Pp78WZdyro/PcXLf/wzAIbPhxkKYYSDVHkZwlW1GDgDI+MMlmjfQumEBYTrZ5Fo3UywdjqmYRJreYnSxlPofbmTp790LfG9e/GXlTHnyrdTMTmhu79l3Moketj75G1D7uTv3vwYsb3raDzl7UfcN+xUjEwyhmka+4roLUx/ANdxcJLdQ4oc/KX1hMoXserG79P61EowDJrOOouTPv6h/gLQZC+B0pGLqqxgKaYvSOWM5WRiHSQ7tw+sM/0hGpdeoT49gkysgz1P3orn9k/LVjJhQf/PXoDOtRtZ/a1vE92xA18kwsy3vJkZl11Ez/YHwTDxl9To+5RIlnnugXOOlr+/WNWJx/H5vVcUOliYhjHkfIeIiAxPhQ5SEDzHxkt048U6cQMleKaF62YwAyUYpknLs3eSGXTnW6prF8FFb6L9xb9TNukULH8JdrwLz7Upn3U+q+74KbueeRSAphNOw/RZ7F6xiqZXn0605SUsYyIPfPA9+EpKqDv5ZOxkku33/I2O59dw3s0/h4qRIhWRV3JSsSFFDgM8l/YX7+0/WRIsycq2XCeDk4rhZlKYPj+GL4gViAz5MmAnY/3zgMa7cdMJPCeNL1yFZ3hUzTmH3p0vsvHBP7PmD/+Ht28O9orJMzjvM9cPqZQubVrG01/5b9pXH2hb37Zt/PNjH+e0666jcs4cujduHFjX8cIadj/6KHPe/o4DKUj14exYOTQth/mS4toHD9dp+vqH8oy1bDjoDjTTHyLSMO+wJ8b3M0yTYOUEJpzxXux4F046QaC0FitYgjVoDnmRIxUIBIjt2UN0x47+99R4nK4NG/CXlXHCe99LfO9edj/8MFv/9KeBv0m0tbH6ppuwYx9h9mv/DaNqIulYJ+n2XTQseSt2qo+OF++je/M/qV/yFsK1M0m0v3zQtitnnkl095ohy6J711E7/yIy8Q5Mnx/PdbGCJfgGXeyR8ctJx7GTPcOus5O9Q14HPcOge8fLPHTjNSx664eomzafKReeRtvauwbmMvaX1lG39CIMw0ff7hfwnAyh6um0PbOF1d/6DpHGRuqWLiXZ0cHaH/2U6K69nPiRq6iaehrpRBedL90/JAbPzWCF+qfL2HL33cx///spnTjxQIypGHa0k75tz+LaGcqmn4y/tBZ/RB9eRfLB8zy8eBdevBMvk4LyBhzXwXMyWIEIZiAyZAocz3VIdGyj9bk/AP0nuuNtm+h6+V80nfpOguWHLrpPR1vZu/LXhCqnEiidg5txSbe24DMgg0PbC38ZuHhp+ILUzHstJfWzMf1B7GTfsM/pL60nUr2Uvt27efKXN9Cx+cA0kD27t/Lgf32U13zxB0xaevYx5Si2dy8v/vznACz+9CdJdL6A5zqUNJ6A27EV/CHiTtVAkUOotpZlN17P9uce4vFfXoeTSTPntW9l8dvehzvMiGQAbWv+Su2Ci6me+xrsWDdWsIRw/Tw6nt/Fqv/+JqHaWupOPpl0by/rfvIz+rbv5NQvf5lghV47ZXzxXIe+nauHna4gE+sk0bmDsgknDiyzU1GcVKz/NS1YguWPYPqDOOkE6VgnOCminTuJVE8j3duKm0kRqp2KGSihbOrZWH6LdO8e/OFZPPDu92HH943a4Hnsfewx2p9/nvN/+RO6t/0NO9lHsGICqZ49B8VWNefV/YVbhkH9ojfuK9zqwApE8EeqsEJlR/x9eDxxMkk6Njw0UORghSoon7QYOxmj9alVrPvpzwnX1mLH4yTb29lw66/o3rCRkz51Nb6SAIYVUV5FsmxgRAfLwvL1FzqkYzECYW/I4wzT2tf/XDzPU18UETkEFTpI3nl2Cqf5RVLP3I5v+ftpX3/fwPzIJU0LMExroMjBF66g5oQL8DyXRPtWSuqWYZrQsfFBGpa8BTMQAaNkoMhhyqmvxvL7SUdTxDp6sEJllIZOZsUXvsSZ3/42pRMnkonFMH0+rFCILXffTdeGjUPuyBaRQ0t17RpxXSbahmen4BWFDv0FC3E8J43h82MFSvtHXQAyyV4wLEzLj4eBm0mD5/YXLWTiYJgYVpBkTzeBUAAvEcMsqcTy98/h67o2mb5O7FiGTDSDHU8QrArhKwnj2UnKmuaz5ksfG5gKB8DNZEj2HLjDzbAC2DGGFDkM9uLPf868q6/mmeuvH7J8029+y5QLLiRUXb3/mcAYemHVyCSwAiUjzoU50p0svnAVTcveRce6e0n3tQAQqplGzbzzDxoB4nAMw8Qfrjjqv5PxzY7HSXZ0ENu7F39pKZ7jgGkyKRTC8DyW33gjrStXEqisZNmy03A8m97mHZiBADv+/neC1dVk+vpwMwcuUqz/xS+Yeslv6X3hXsJ10wmU1eLEe8BzaTr1HfTueg7TH6R8ylJ8oTKie9biuTZWoITyaafii1QSqplGouPAXNyek8EwLXyBCHtX3o7nZgiU1lE1+1xCVZMwfYGD2japqQ4n0Y2Dh+kL4QtpCpex6rBDfw4qJgvXncTfv/xBJixazqRTzgGnl9bn7sH0hwk3zMXLpEh27aD9xX/QcPJbaTrtKpLt7dhxh4oZ7Vx055307tpF+7PPUjJhAmVTp7LuJz8hE/VwEglcN0XD4sv7p0zaJ1g2kdju3QC46fSBCwKAnY7Tu/EJtv3lv4aEXL3wQiae92H8JVVZyJCIHCnPc3G7dpB8+H8wTB/WmR+ibfUfB0YmMqwAZZMWUzH9NHz7pgazU1HaXvgz+4scBp7LTtG+7u/UL34TdqKH2N71GJaP0qYF+MLlWIEIdipG25q/UT7pVWy/52FSvc8z882vx/BZmL4Ae566BTx3oBDYTcdpX3sP/tPeRbByApY/PGSbZiBCsGICgchcnvrSV1n0/316SJHDAMNgz+oVVNRNwfD58QWD+CIRfOEwdiqBZ8fx8JHu7iPd20OoNIA/HMYIl4Jl4mYyxJubmfGm1zPhjKXseebX+wLoH3HNmnEWW+5+EICqBQtY/s2v89A3PkFf804Apr/qYuZdcCnJrp2Ea6YTb3kJw/RROvlkTH8Zrp3As22skgbcZJw9D/2YZNs2pr7hv1n5m49y3s9/TqC8nHQ0ii8cxrAs1v30pyQ7OlToIOOOk0kQaxl+lECA6O41lNTPAcPCTvb031EcKOn/PRHFyfTi2QlwPaxACNv1MM0QG275KG66f2pGwwow5ZKv4AvUke7uA2cSnt/kzJtu4pmvf53YrgPnDzK9vey47yHql02ha9Oj1J/0RmItLxFrXo/nOlihMsomnkakbsbART4rEMEKRAiWaTTWw/HsFMmObQO/N5z8Fjzbxk1B2YxZLPva18hEowTKy3HSaZ784hdpeWolBp+gpG4ydiKJP6ybIUSyaf+5SMO0sIL95ybseAzSQwsZDNPHvll4cW0by5+/aYFFRAqdCh1k1Hieh+ukwTNwM3FcO4Vp+TEzCVKP/xj/eZ+ldeMj2Ileque9lmB5A6YvyN6VvwLADJRQv+hNtKz6PRUzluM5EQLlJXRveZBI7YmYvhKqZr+Wlo0bADj/P39Mzcy5uGkHL5Nk4vnn4gtFSPfEWfSxj5Hq6SJjJ3F9Lp5p46SizLjsTfRt35HPNIkUH+vQbyUe4GRS/UPqug5OOoYH+AMRDNPCMyxc18NxUpjpPsxkH56TwgtWE+vqwwz46W3dgZtJEioJ0bP+fvyRcupOeTMv3vtHZi57FaFMit7uJJGGelw7RronzdNf/Rrtq1f3hxgKMeed72T661+P58Gsc9/ApofuHogx1r4XX+jABSJ/pJKONetGbFN0505CNQfPVemm0zCogMIIlWFOOwNnzR8GljkbHqB63gW0vfTgQX9fNvnk/oKtYZiWRahiAo2nXNF/J7FhYPrDQ+4SFDle6b52nFQM0/JhhSsGLvine3vZ+pe/0LZ6NU3Ll/P8d79Lsr0dgJKJEzn5c59jw2230fr000D/yCHLb7yRxmWnYSfinPfrXxJrb8YwLJLN7az7/o9ItrfjJJPYvX3Uzz2DVLSL1mf+QOnkhfgjVWz/+7eYdN6HMQwfyZ7tuJkktSdegmEYuE6avl0vkO5tpmnZu+ga1IZQ1eT+Oct9ASqmLSNY0Yhjp8E0++eitVNg+TFNCzeTwsnE8fVson3nHlLdu/FFKqmd/zqClRMwLZ1MGGus/e89gwoeTH+IqhlnEiqtwzB9TDjtahLxBInOdi797zvo2rEZz7NJde+mdtEVuBmHnj3b8IcaqF14OlYoRKqng74te3jqS18m3twMQKSxkcWf+hTRnTvZ+Otf44tEWH7jjUR37WLltdcy+YLzWfD+qymZcBKB0iZ8wTrcdIYLf3M7np3iwfd/BM+JkmjfjpOM4qbjBCobmXP1j9j90A+J7ewfzaRzzb2UzziN6gWvyUtORcay/d9hPdfDyyRwnTSmFcAMRiDRQ/KBb2BOXIR10mW0rLoLO9mD6Q9TNedc/KFyMC2cZB+uncYXKicT7dg3xPtQvkg1tSdeTPu6vw+5KBXds7a/WGLaqbipKP5wPRt/fTfV809g4mvriLY8Su2Cy+nZ/hxWoISS+lNIdcWJ7txN9fxTCFSWEm3egGH4iO5cg7+0ATvZTd2sV+HzbPBXs/KbP2D6my+jeV3/e7gvFGHmOa+nceFpBErLKaueSGzPLvzlQVLdO8nEkoSsmTiZPuItG3AcBydeig+bUFUpjj+C6fdh97Zgmj4w/NSdfDJLPnIVhtP/GRbPA9PCrJlGOtSAnXiW82/9OeXTp7D7+Wfoa96JFQhyzqdvonb6NOxEL8GKSQTLG/GXT8IK1+G3fBh+H4muDraveoAFUxfT/NhvqF70JsL1M4jtbePs//kf2p5fTcnUSVjBALadwOcvYdGnPkmqq3uUjiKRwmIYI39/N0zfvu/uKTzXxU3HSXbvIlDeRMAXxEv24bgGDgFSyT56dm8lVF7NtCv+lz3/uJFk28tMePWnaH12I6ZvK2t+8APSPf0jaZVNm8ayr36V1d/6Fp3rDnzXbn7iKZrOuhrP2UHL6j9S2jiPhqVXYFoBOtdvpPmxtVTNOjXneRmLvP03XngO1fNeB55HJpXG8VzsTBzPc0n2dvLsjTcSqqnhVd//Po98+MN0rd9AuL4R0B3kItm2f5RXwzCxgv3n8zLRKGTMIY8zLR+maQIOrp1RoYOIyCGo0EFGRSbRQzragT9cQax1I8nOHZRNXESwogl7yxP4z/00rj+MHe+m8ZS34zoZonvWUDLhpIHhKRuWXE7nhofwPIdw9VR6d+zGCvgJlE6jd3MH4doWfJFGgiVlnPv5/6Vuzny8VBKf34fjDxOqrsIz/ViREoxQHwFfFW7KJlhW2f9hPx7DcTNULTghv8kSKTKhyomAQaRpPpXTl2NYFp7jkOprxXNtXNfAicfwhfqHucS0SHf3kkomAAMjAGTiWJlOMk//HKwA9qw3s/Oxh9nzrycIVFQw5fWvo6djO2v/8ktOf/9nsbvXsfmO/2D2277BvV/7BBd86iuYdpB0NIqXTvPPaz4x5E4RJ5lk/c034y8tpXz6dOZf9LYhhQ6ubbN37SqqJ80k2f4yrp0iVH1wIcN+5ghfMKZefDGBysqB3w3DxJp8Ku6Op/B6+u/Q9do3Y7VMpuGk19O17WnSfa34QuVUzjyDSO3MwxYu7L+DReRY2KkoTrKPTLwLX6gM0xci09dBqnsPYLDn4Z+Q7mkGDMpmnMqk8z+GYZXRt20rL3zveyy/4Qae/+53qZo3j3hzMz2bNxPbvZvHP/1pXvX97xPduRMrFOovYshkiO/cSbovimEY+AhilUeI9TRzzs9+xLNfu4H2Vasw3Tj2P3+OL1zJpNOuZNsj/4c/Uknd4kvZ+odrmfm2G7GTvYSqp9D2wp8OapPnutTMvwjPcwCDcM20/pFfDJNw/WzcVC+p7p3YiR6C5U2EqiaR6NpNaeM8wCPZvhUnEydUNZnKGWfQu+NZmp/9DROW/5vuFBuDrGAplTPPomtT/+hfgYomGua8mszqu8g099/JbMy7GGviaYTKqzF9fqqmzKJ904tUTZnJi/fczkv/uLP/Ih3gD5dwzn98g0hZA498+CNYwSANp58OQKqzk1hLC4s/9SkmnHMOW/7wB9b88Iec+c1vUjF3Llvu+iM1CxYw8TWvpvulzbz8h9tItrVRc9JJTLv4Yi649Rdg2rQ9excdz/8dN5PE9IepWXQRUy76NKmeZno3P0Hn2vtpWXEHZdOX4o9U5iWvImNRJtFDJt6NL1hK367nSXRso2LqUnzhSixcjM5tWCe9Ga9u1sC0OFawjIalbyXR9jIZ16Fn61PYqT4M06LhlLfjZlIDzx+smECkYT4GlQQqykh17RgocghWTaZ80lIMK4iHh5eK4sY68Icn0b1xM7PefhF9ux4nVDmZdE8Mz0lQ2ngWT3z+Wk77ypeYfMFcMr3dBEoq8UUqSHXtJpNKUzHjHAI+F3ftXzEWXka6q5vdjzzCnH97N872dZTUNnLGR65j21MPUDf7RHCgb8c2Shoj7F15K9Wzz6Ws8QTsTIK2dX/H81wqp1xAz861RObMIWlnCJoObgZSHTsJVEyje/PLnPHfX4Pm57DrTyZSOwsPj4pJi8m4Bi/86TZO+sTHwIhjei5bn7iXyctew1kf/Dz4AyS7dhIsn0SsYy9WuBKsUgK+IKZpE+/pJtPXwYkXvQ0nFaVy/qX4SivI9PYRrKqm44XVVMydhR2PY3kWvrIK3EwGJ5Mi3Kj3eBkf7FQc106Q6m3B9IWpW/TG/pEVrRCel8FOROnZugLPTlEx82w8TDACpBNdQIZQ7Qm40T6S0SiZaIKXfn0H0Z27qFt2CrWnLOHxH3yZTDLOaz7/v/SuvZvebZ1E6up5/LOfHRJH/zSQH+Osb3+bRz784YHlwepqzGAI9o06GKqchBnvJRE1ePh9H+Gi3/9+lDM2dlj+MKVNJ+AvbyJcM4l0PImTyODZDiZ+OtatpWL2NE69/ss885Wv8/h//AenfeUr/aPwpdNEGhrz3QSRMWdgdFnTxAoGMH0Wyc5OvCZryIiwps83MJKNY6fxo/OAIiIjUaGD5IznOtipaP+/iR58wTIS7S+TibZTNnEh/pIqXDuFUdGEF67AiXdRfcKF2OkYsT3r+i9UeH5C1TMom3AqhuUj1dtC3aLLsXx+AiVhPMfDc8uY8OqF2LEOcF0qJs8iECnFMMHx+fH7LRwbwlW12K6Dm07jj5RgGGb/POLr1oFhUHXCCfgikYET18Us3tlKqq8bfzhMIBjAFy7tH25QCkIqHsVL9OA5Dp4vTLCsYmDahULneW7/HdGZVP+IApYPzzOY9KqPkEkmMcwAhmGSSsSw0xaG4WfjfXex/ckHqJ+7iPmXXE26vYOerVuJ791LxcyZRCZMILZ7N6U1JQQmnI5TMp0HPvhJUl0H7tHe/fDDzLry7cw9/608/qPruejaH9C7+XG6191P3ZyTaN22haknLydtBunatHlIkcNgG265hVfffDO4B6979tff5/XfvJ1Q5UR6dzxD1QlzMP3+IcPs7zf5ta9lz6OPDlkWrqtjxmWXYfpe8dYaqsB3+kew96zDaHsew/SRCU7EjUL13IvxR/pP6uwf0lgkVzKJHlqfu4t0XysA1XPOo+3ZP2MFwlTNfRVb7vrSoEd79G1ZyeY7Ps3sd3yL9b+8hXn/9m/4S0qYduml9G3fTsNpp1E+Ywbr/+//CNXV4YtEWPjxj5Pu6aFuyRIC5eX07tqGZ7q4rkO4upZgdQ0eLulkHyd98T8IBMJESgOYFR8EO4Gz61kmn/M+NtzxGRrOfDczr/456WgP/rLpGH4Tf0ktmVj7gTANE9Pyk+5tpnTCQjzXJtH2MngeoerJ/SNHhStJde8l3buXRNvLGL4g9YvehJPso3XNn3HTB6YG6Nm2ktoFF+M5GXpefoLaEy8edqoLKT5OKo4d7yLZvoNg1QRqF76BZPceIjVzSO1aizPxdJI1SzHCFfjDpWz86+20vLiK6hkncOIbr6a8aSrpWJQ5r30bpfWT6dm5GTudZPfqJ9jwwB847T2f5YxvfpNgZSWko4Rq60hFUzz79a/z/P/8D9Nf/3pOvfZa+rZvp+3ZZznlC1/AX16GnUyw46/3suob3xiItW3VKjb/7ne85v/+j0TzP2l75o8D69xMgrZn/oiTjFGz6GIy0U5mvu1Gkl17eeVQ+CJjTSraQzoWxTJcfH4fVkk1ViCY9e3YqSiuncZJxTFMH327XyDVvYuq2Wfj2hnMQBgw8RwHt3o6qd5WLJ8fw/TReMrb6dnxLMHSWjLxbmrmX4BrJ/FFqkn3NOML1xEoa6Bm/gXYfTap3ihWwMO0oHfnagDCNTMom7oM0zSJ7llDqGYqXk8fhmGRicaZd9U7SLT3F2aVTljOroceY8LZS3n6a9/itb/6JU6ih2RbH5HaajKOTby7Hb+Roac9SqTBw+jbAQvfAskujFAZdaeeSvmUSXiWy5kfu55oezMnX/ERMn29OGmXqjkz6Nz0KBOXvx8nkcRxHFJ9LVROW0agYhJ7H3+SuoUnkUzGSPZ2ESqvIdO3i8iEBSRbu6iYNQPDcHGqTyTe00XlrFdhGCZOOkYmbTDjNW/GH7Hw+2tIp21q5y5mzmsuAyeNZ5gESxvAyeB6Jj7DI1JSgevZeJ5Bb8seGucswCADVgB/WRg8GyeZwSJN+fRpuGkHf3UJdjRG+6pVhOsbKJ08GcPTncpy/DwnA6k4syc30Ld3O57jECyrJFJdl7+YPA8nFe0f0cxzwXNJdGwjXDudZNdOMrFWgmVNOE4GwzCwglXULboM07RI9naT6N5FqrebWEcLNVPmkWreRuuzz2KYJlUnnMDMy9/CS7fcwos/+imhmhpOv+kGHv7uf/DA9R/lddf/kj0P/JOtf/r1sLHZ8Tgda9ZQu3jxwOiL0y65hO71LZQ0LaNixnSMVIxkAp74whdZ8KEPUTpBU8sejmenwE6BFcAYdOOEk45RMfNMcMHJuOAYOPEkHWtewPT5qT3xRAzLJNbWzMmf/wwP/9sHsAIBSubNwwqFsQL6HmSnUyS628nE+vCFwgTLqwmWlOU7LClm+0Z0ME0TM1xBIOQj0dKKN7sUxztwU5Vh+bGs/s8qnm3nJVQRkWKhQod9vve97/H9739/yLLp06fzj3/8I08RFTcnnSDavB472Ue4Ziqp3uZ9Fw9XUTP/Qkx/GEwLXAujcQHx5g2EqifhLw3hpBOUTV5MqrcTI5GkcsarcNMuuA6VM8/CCgRx470YFjgZqJwxAyfjEoiUYQZLcVNJLIv+uUlNFyeVwRfwYfiD+O0Maat/yoytf/wja3/ykwOFDYbBomuuYcrrXodj21ivvFhZBOxUirYNz7H27l9w2js+iLH7ceyOzTjBCL4TLsKqnYUZ1jyk+WT3tGBvWYG5ZxUYBm7DYhL1J2CV1xOuqM53eAdxHRvXdTBMc2DacsMKYGDhJpM4dhonmSEYgkB0N/aWf+Fh4tUuoLu5nadu+Q4zz30DJ7zu7cQ62ojt3MXjn/oUqe7ugW1UzJrF8htv5Llvf5tZl72R7b/65ZAih/023/4bXvXTH/LSfXew9YmHqJ1xKt0b/snkJW9n28p/MmXRKRiWSfemTSO2Z/92nVTqoHWWP0B8bxtVM+cxcflCnFSas77zP/zrk58aUuxQMWc2J11zDTvuu4+SCRNwHYdpl1zC7Le/ndKJEw96Xn84TMatxKs9Ead8Jk4mA55JoLKKcB5PgMn44mSStK/7+0CRQ6h6CoHyJiae+wHSfW3sffhnB/2NGYjguQ6pnjZmvfMKwnV1bLz112y9+094rsucd72LxjPPYPFnPk26u5uHP/ABnGQSgJpFizjxUx/l6Tu/Te/ubQBEqutZ8o6Ps3v14+x69p+c88nrqZs9H7drG/bmR/BSMazG+YTKa6k84Vy6Nz3Jmgf/SeuLq7ACIea89jLmXfhWOtb9YeDkQEnDPDzDpKRhLsnObXRt/heDL/aWTV5C6cRF1JzwWtrX/pVMrAPPTmHHO4nuWTekyAEAz6Vj/b3ULbyUzpcewrXTKnQoYk46gZOO49lpOl64l+bHbwXPpeKE8ymZ9WrW/+NvdO/8XyomzmD2eW9iz5qVTF12Hvd95UrsVILqGSdwwsXv4PEffJm2Dc8D4I+UsuRtH2bReedhdWzA94734hkmmb3PMfG0k3Cb1+Ns/Rf0ga9mEad+/lNs/tM/qF20iPvf+c4h7ydTXvc6TrrmYzx3000HxW7HYjzz9a+z4H0XDNu2znUP0HD6O5hwzgcw/EF8pdW4mRSZeBemP4LlP/jir+e6OKkonudgmD58IZ2kleLR17KL6O5NlPrSGHufwU7HcRrmE5j7GszyhoE73o6H5zqkeptJdG4nVDUZJ9WHFSylb+cq6he/GTwP09w3tHvaxlczHZ/lIxXrwhcqp37xZXiuQ6R6GuCS6NxO3871RGpPBMfA9IdIdnRTM++1JNt72f3I40w85xx6trxMuGFJ/4UqDMqnn4Udb6e3ZT3lE5YTqCiF3atJGBMIlFeD5xHveomGU66EtMWUi15DuifGmTf9N9hJ7KgDhofjmfS17KSkvhHDdaiZGqGkohS3dDauY+IrqcDyQiz/r+sxfSblk6YT62hl0pIzABvDF8RnQaJ7N1VzLsD1XDzDh4eL4QtjldWDaVJz0onYjovh91M7cz6encEsm4zp82HbaYKRagy/HzsVI1JXj+v5sEwH/GWYbpLaSdNwXAfDjmHbMOtVl+InA34/WAHwDDLJOMGyKnwBHzgGFilSyQwT5s7Hcz0yWLhJDzMMngPBmjKcpIfhDxAI+Xj8s/+v/waHffzl5bz6Jz/GX1ZGsEyvhXL0PNfGi7aT2XA/TvN6/KFy7KZT2bNtJ2v/+lvO/NjXqJt90lFfKHZtm0RbG5m+PqxQiGBVFYGjOEZdO93/eRewfEEcJ0O6rx3PSbPnif8DwF8+gUj5JPypDuzNj4KTxpi6DKd8Eo9998u0rn8WgOXv/xJbfv8HNtx628DzG6bJiR/5CPOuvpquDRuI7drF5v+fvfMOt6wos/6vaqeTz82pc850Nw00uckCIkYMmFFHxzGH0XHUz+zo6KgzY5gZcwZFTIgKSM6hG5rOOd+cTtyhqr4/9unbfenbCEj2rOfpcHasXaf2Prved71r/fQXzDjlQrZcfyWj3XtJd3UxsnXrUds4tHEjmUmT6F+zhjmvehXlnh6GNmxg0ZvfjFaCoW0HGNqwgRM/9znSXV24+XoM62gwkY8u9BKuuxo9tBuZbcdZ9HwikaE8OEqqs5mgOIqXSqNLJR78z2+w8+o/jO0vHYfj/vVfyc2YgUx5JNvbKe7ZQ27mTJItLU/jlT0zUBkeYP3VP2HD73+ECuJin8krTmflmz9CprXz6W5eHc9SaBVbKAopEbkOkjmb4U3r8RfnufMnq2FqrOogbRspRY2oFDydTa6jjjrqeMbj2ZfJfRIxZ84cvve97419tizrEbZ+bkBHITqsACYmBtSYv0YromoBo6KalFIGqxboN8YQVYYJRnspD2zHTuZJdy1GRCFa+QjLIxjppty3neZ5Z+EP7yXRMAnpJEi1zQEdgVIIJ4nRCgM4+XZkMo8JKwghKfbuI906H+GA8RXIOHCVaJoBRqNMEjeXIgoUKlRobbBTaYywSaSzcQDXcpBotCsRtoVAIGwXIW1Ke7bz0Le+Nb4zjOGBr32N1mOX4zU3PSuJDoXu3dz45Q/y/I99Fev+70BYwRCnfIK+/8aafjLeilci6oHtpwXRaA/BzV+F0e4xQQExtBtx4D7U0tegMzmk9dSOu8gvYRAIIUFIMBohLUDE95rWqEoRFYZYloXrSPzBfoJKhJXKUu7tpXnWJII7vofuPxTMsPbeR3v7Ik667P3c9F+fYPZZL2LxBa/n+jdeNo7kADCydSsPfPWrLHnb26gODLDvxvFKCYej7977aZo+n0LvftonzUQ6HmG1RDLXgHRTlA/0kJsx46j726kUlutgHAs3nSUoFQDIdU7juFe/H0t6eA0NWI6DnYDmZcu44Fe/oueeu6j09tN+/PFkp08j3dHJgje8gZkXX4wxBq+x8RH98px0GiedRinFzp07mT59+t/Fb0wdzxwov0h1YCdOqonc9BNw850EA3vZdsWHmX7xRyh3bwLATuXpWvUPeA1zKR7oJiiUCMo2/TvuY8M3f0rnkpWc/n/fwHI8TBhyw5vfwomf/Sy3vPs9hxK4QrDkPf/EDV95H5FfGWtDebCX277xcc760NdINTTS2t5MuO53qJ13jm0Tje4n2n4rk097J31bVxOWinH7gyobrv4Z1cIo8848nfKBB0g0TaNh5kk1i5yIoa23HHHdhT2rSTROxXJT5KefQP+6awCwvCz+yP5x2wrLwXLTqLASe6mnm/CH96NSOexEHstNPqHfSR1PLsLyMH1rf4eqFkm3zKX71u8DkJ6yFJOdx58+8Y9j247u28meu//ChV/4GXf+z6fGxu3J//j/uP5z76A80HPYcYvc/f0v4b7tX+mKuvGv/wL2rNPwZp2Of9u3MIeNKzG0h3S+i2Pf9VZ+de5Fh2RKa9h9zTW0LltK0+LFDDz44BHXMPDAAzi5t0x8gSYmLVjJHAhBdXAXwnJws61YnkIIESsIVYbRoY90PErdGxjddQ86rGIlcjTOOT22TKqP7ScNYWUEf2gP1eF9uJkWki0zsRO52rtWHY8W5cFe+h66k3axDw6sGXuPNqP7qe66neR5H0XkDyUcVFBGH6xUdtMYDKpaxOiopqKVRYVlosoI5d6tZDoXIiwbow2Dm2+iZdGFlA48RKJpKtJy8PJdqKCMdJIY7SCkA8bH2ElUUCDdOhNjFNLyiMoD2KlGCnvvJ9EwF1SCTT/5KXNf9TKslE2yvZlgtIdtV13N3FdeSrV/gNZjl6PCKonmmWQnL0cgGO3dSLrtWGzPJqyMYBKTSeSaiMpVnHySRNcFOE4CXJsorGInU9hJF61g5x+vYuGrL6FSrpJuaiWZzRGUKqRbPIRlI9wUolhCiTTCsbESEqFD7IRLuqUDIQUmFHhZD2G7aJVDa4MIQ+x0GiE0CSeJCWPig5PLEFaqOHYGHSosRxApiRCQmz4rJpxJCywZq9hJCxNpVKGMlUkivCSUq0RODs82RNUqJNLxc06BMBEICykMEolJuIhQYacTaMvGsi2ksAhFBeUXsFN5VKmMk0siqw6r//3fx5EcAMLRUW582z/yvJ//vE50qONxQY/sp/qnz4KKk09m9ACydxOTp59K5ZRz+PMn/4GL/+OXNEye+aiOFxSL+END7PvLX1j7zW8SFgogBJ2nncbxH/3oOEJ95BdRQQUhrdofO67fMQosF5nIYbRGIxBC4aabGe7dTNdJlxFWI1xboDf8jnDnHWPHVPseQOQncdzLL+MPn7yPdGsX0hfjSA4QkybXfv3rNC5cyLzXvIb7/+3f2HfDDZz0ki+y5forKfbuIZeZQnrSJIY3bZrwWnMzptMwbx7zL7sMN5dD2jZzX/EKhOexbt06Fq1axZSzznqM38jfH4wxqN7N+Dd+ZayAS40eQO1bA/NfzObf3sPS972DVDZHuPs+9t+/bxzJAUCHIXd/8pM87/LLUVFAsrmZVFcndrquCKvCgI3X/IyHfvXtQwuNYe+9N1Ee6uOcj3ydZMPR7U7rqONoONy6QnhZUi15hh7cz8i6+8dtZ9ku0pKg4/xNHXXUUUcdR4d8uhvwTIJlWbS2to79aWp65lVX/61wXRcdFKkM7sEfOUDfuj+w55ZvsefmbzK45WaC4gBheZig2E9Q7EfrCB1UCAuDhJVRqqM9hKUBuu+7gt4HrqK0fx2pxukYv8TInvtBWOhIMbzjDvJTT0SrkMrADqQbW0Kk2udhZ1qIqhHSduIfdyGwvQxSSoRwUFFAIjeDws6dsRSpbYMxaK1jj28vjZXNIJNpEg2N2IkUbjaLcLw40ShtpOUCAiElluvGwUQhQAiM0az/7veO2kcbfvCDsYrUZxMiv8LaX3+PuWe9AHvXjRBWjthG7bwdXR586htXRzwJ3bMaM9p95LqRfdC/herIkSoGT1p7tCaojGKkDQZMGICKiHyfYs9ehnZuojTQQ6W7m54772Lb5Vdw4I47KfQOoRM5Hvq/7zK8eQsbv/8DTN/GcSSHMfSso7k5R7q1k113XkdlYIBqf/+R2wEHbrsNO5GI71E9ga/EwXarWF2iZeY8guH9NC+9iC03/IE5pz8PrTRbfvYz8rNmxNLhE2D2K16OlXBINLdy4ed/ynkf+zbn/su3WPnaf6GhawYtxxwzjrCQbGgkP3Mmc1/xKpa+8510nHgi6Y44kC4ti2RrK6m2tkckOTwcww8jetRRx5MJYwxBaRCjAtqPexVNC85lZOedmGqJHVd9AqNCVLWInW7CybUx55J/Iyql+OMrX8MNb3kbt73v/Vz7yksZuWcjx736vey47Rpu/NoH8LJZbnvP+/EaGynt3z+uSr39xBPZt/b2cSSHwxrEpj9dwbxzX4IlGEdyGENURW34Aw2zj2d4z/hny45b/oDXOIeuE19PfvpKetZchRCSUveGo/bB6K67EZY93sLJHHrOSDdF88LzaVl8Idkpy2hZeB5Ouonc1BUMbLqO/Xd8n+Ftt6Eerv5QxzMWUbVI932X4w/vI9U2h957rhxb13DMxdz9g69OuJ/tOAxuj8dS4/R5FLr3jiM5HI7VV36XcNKJAOihveiBHeNIDgdhRvaje9bRuHDhhMfZ8P0fMP8Nrz/6xTyCpZqwHLb85L1U9m8g0TiVoc030Lv6SsJiH1FQorj/IQ7c9UPKvZsY3nYbw1tvQYfxO66qjtK/9vcUDzyE0ero56/jcSMo9rP/ju/Tt/b3FPasZmDDtey77Tv4I/sx5ujvOnUciWLvPlomdcKBNUeuDMoED1yJqhYIigOU+7bRfe/l7L35WxT2ryOqFghG+1DVAjoMYmWToMjAumvofeDXZCcdgz9yAIRFYe8DNM5chVE+/sgBpJ0EBPkZK3FSjVi2R/lAHyoI0X5YIwi7aBUghEBH/pimkNc0A2nl6Fu9moVvfhPJliaElUAIhQ4tpp51JnYyQamnG4QBFZGddgKWlyYoDZCfdhK2tLBdN7aKs9NI1yXyq9hemmR+EipSCMfD4JBsbQAhCQtFZr3kRUTCRoUhXr4JYWLSrXQ8jDYgbZxsHsvzMErFthuWg0BiOwks10MIA3aC0A8xgO06iGSaKAgwWgISO5XEqs3hnWQWDFheAiuRxRiDsRMIS2AnsljCIplvBiGwHBcrkcHJ55BOrNggbBvpekjHw87kEZaHFBa27SAtF+m42MkkxrIh0ljJPI6bjJ+RloPRBsvzcHPN2F4SO5VG2DaqUmbPn6+dcFwFIyMU9+x+UsZsHc9tGL9IcNcPx0gO47DzVmaccBoYw4bf//hRVeGWe3vZ8P3vs+fPf+b+L34xJjkAGMOBm2/mxre+lUpvrMoWVYuE5eHYmqJawB/aFyfAjI4LF4IKVAsIBFIKNJKwbCCawtZf/JbuO++Gcj/qMJLD2HWN7CNZ3UvH4uOZcdL5bP/lr4/a5p2/+x1NixfH+ymFIC5Oapg8g+z0acx55Ssn3E/YNpPPOY3G+TMwuo9ESwOptrbYRhYIJ7CNrGNimMoQwZ3fnfhdccvvWfGef8Sv+pjqKGE5Yv2Pfn6UAxl2XXMNyeY20lOnkmzJ4STrJNjKUD/rf/ejCdcNbltPebD3KW5RHc8VGBU/54S0EEKQnrkEgJHu4rjtpO3Gig6ACo9Upa2jjjrqqOMQnn0l608idu3axamnnorneSxbtoz3v//9dD1GLzilnrmBQqUUMya1cODuH9Oy4Hn0PPgblB//iKbaF5DpXEhYKWO5NioIsWSSgQf+ROP8M7GSHsPbbqNhxkqGttyCdBK0LXstdiKBtDRBeZh0+3yiagFpZ7Az7UTVMslMO066GYyIqyO9DCBR1RCQSCcBhHE1uY6lJa0oh6qUaJo/E9C42SxRqYj0XExURWgVkx6kBEsiHCeWKq3JlR7+NxNJmEbB2CRxIlR6+zBR8Ki/y6hcRlWrcaV4IvHXdzgMB89x8F9jDBh1qLr+MSColBjY9hDzL3s/Zv0PJt5ICKL9D0F+MtovYZSPVmH88uSkEY9Tnvvh1/Fk4omsgn887X0812qMwZSG0buODCYchNX3IGbKsY+rTXGw3CCEddgyhfFLGGHFVVmRj458pO0hLBelBERVTLVKUCqw687rKPYdoG3ecpxUigev/A4rLnknd33oo+PuF6+piVXf+G+Wf+ifue097+Pkz/0/ovUT+28COL1rmHr8Knbc9mf8gYFHughUGDLw4IO0r1xJz113TbhZ6/HHsvk7v+X4176dgXu2YlJdTDthFamm2Au90tODk0tyxv98i1ve/R7K3YeIJVMvOJ9ZL34BlpfEyWZxslkyHZPRQYB0nLHnxZM5jp/Ke+WZgKfifn229+mT2X4T+VT6tzO05UZUUKJjxSvpWf1LkC6qOoqqxkHUwYeupfXYi0m3zSAcLXPjO9+HDsYHZfdc8ydy06fTseg4BnduYnTHTvyhIRrmzDniN7Xl2GX07H3gqO0a2rUZS4Du3XzkSstFTl+JyHUhnQSJXBOV4cMIUsZQHR2i2rua7KQltCw6H2M0yeaZVAd3k2yZWVOPiqX5K4M7KfdtBwRGh4cdRsdVvkbVbCquJywdekZZiSxtS1889nl0972k2ufh5p94L/hHhNEYoxHy6K/sT9QYejJUZp6u+zKsDBGVY/KgdBKEo4fGqFKCsFw4yp6H3htnnX4RgzuOTqAp9R3A2GlI5LAWvwAd+dhLXgzZNowXk2pEdRS14Y9w4F6mnHEKgw89dMRxqv39NMyaxdL3vJOOk4+PK5gDxZafX8nI1m2gSxOeP9k2C+mliEqD7Ljqk8x97X+SbJtPpXcj/ev+QNfK1zK670F0WCXVNocDd00cqB3aeivJ1jlY3jOjovnZ/kw/CB1V6HvwtzXlvEMwOqJn9ZV0nfhGpJd5TMc8vG+e6Pv1qervw68hqlZR5TJWIjGW4BqDMRijQMQB4OrIEGm9Z/w2QmKf8jZE03R05BMFZRCSgfV/JvJH6Vz5GoywUUEJVQ0Ji30k2qaDEJT7tqOikK6VrycsDZBonIT2I0CjowArmcRrmIywHZTvYyebECJO5pW6D5CfPYegHGIlNQKNcBKooIS0XOxEI1oFWE4j2gRMOvM0NBKjBZabxKgQO5Uj1dEOkaB95XKiUoiTSYMGYwR2qhEjHJxkGaIqdqYNFQ6DjnAbmkCAVBWUsdBKx6RlI5A1EoFMpZC2jZfLxa+3lg1YWAkLHVUQ2iBtB4RBWE48VzECWfOBFtLCTmeIqgFOIhlXHBqFEAYnmUJAPL/QakwZTtoC6aQxYayaIaXEth2MALTmYOjJqiktYknsRAKDiXN0loW0rFiZsWabh0wgjEFgsIREhyHCBmHFRQxCCCyZiKWfHVkbOnEhhZX0UKFC+T7mEcZ3pbdnwvH/RD6Lnsn363PlmftkQlUqRJUKdjKJdTD565fQA9uOuo8c3UN+0gz6tqwlKBdxM4dZL9Te7Q4+36JymTVf+QrtJ5zAA1/96oTHG92xg8L+/dhZDx0FCCGxvGxsT5HIxa8vRiEqo6iddyFmnEploJu999/G8L4dNE2aQ6ahg+2/uormxYuY3HAkMXOs7fvvZ86p51AeqVDp6zvqdpW+vjHLoM5TTqFn0/3kJk3HliFuxqXtuBUsuOwyNv7wh2Pe8k42y4mf/jj+wDq8plMw1QpI+4hx+HSOx6frfn1c1+4XMZXhCVdZc85C2w6eACU9vPkraT/xRLb/8pcTbl/u7sZKeBzzjrfh5ryn7Tt4JoyBgwgqpYmJ+zWMHthFw7S5T8q5n0n98HTh0fbB0xUj/lu+IxXExHMhLbTW2Ln4N6JcTQOHCuCE5WDZEnyoFgpP63j4exyT9Wt+4lFXNq7jyUSd6FDDMcccw+c//3lmzJhBX18fX//613n1q1/N7373OzKZRx+EWrt27ZPYyscP27aZObWT0Y1/xMm0E5aHUH4RN9tOsnkmma5FVAYGSLa0ovwy0ggG1/2RpsXPxwiLsNSPm21Dq5BIRTTOPI+oUsDNplGBj18cwMu2YaeaiEplsp3HYSctSj37SXUuQhiwnFTsQ2UL7EwWrQ0GEEiwXAygIoW0PZKtXrzGcdGBj5VIYhBgJdDSRloWGI0WcUDHxCGWI65bcLhTd60vkh5ty5cd1TOw7dilOAmXNWvWPGKfNqfTOMPDbPrudynt2UPD/PnMfeMbGXUcRsuPrepzy5YtTO1sJhjcRji8B+nlSHYuYbAQ0D84POE+rc2NNGSTSOIgYBBqMq2Tamzuh125tHHOfD8i1wkYVGWIUvcm3HwnthtbiKjqCNpKsHHLDvQjVNQ/Ep6K8b9ixYon7Fh/S3sfzb6WZTEpl6P35ptJN6Rp9x7JO1igtPmr4w5ASsmsGVNIOAJjwEQRYWUQIWzcXCvS8jAqiAPERqGjiJEdd8UVz8IiO2kJuekn0L9nB2FhiJu+8uExFYUt1/2KdEsHZ/zzV7n/4589IoHpDw5y+z9/mDP+51v0P/AAXjZNqKKjttXoENtx8AsjZKZOPep2djoNxrD9V79i1de/zl/e8haih91HUy54HsWhA5z5gS/iJhw6zvgnEDYzV5yIZXnsW3Mviz78YRDgNdmc+pVPoyOXcLRAsr2FsLQXrynHzp4BSjuf3uqtZ+pvxRONp/J+fbb36RPd/lQqRVc2YnDd1QAkW2dR7tuK0Yrc5EWo8sjYtsU9DzL53HdiBQV237zmCJLDQWz9+RUs/dj7KfYdoHQgDpBKzxurVJeOw3Ef/ShecxMlJlZvAWiZswRjHILMbMS0VbD/bggryK5jkEteSBj6CMsGXeGiL34faXtEYYiqloiqRdItnRjdzuCmvxDUVHLcXCcdx1/KyI476F1zVU2xQZBqm03r4gtjyWvrEBlRWC6Nc05Hq4ji/nVEDwsSqmqBvrW/o2neWZgowHJTIKAw3Ef/UIGRkdG4X5NJOlry2EIBBoVNT/8opcf4HvBwdLY1k/EMlQNrMWEFt3kWdm4yu/b3ERzl+/lbx9ATeb8exNNxX3qeR1f6kDJXVB0l2TGbcGs8JqVzdFKqtG2mnXQeiy++FCl9Bvd0I22bJS/7B2avugBpWfilIiCwXQs3mYbJH2F45z0gJOn2eQxsvB5VjceHlcjRsvyVyFI/WTPKSV/4DLmZUwFDVPLZ9JNfkGxuJtHeSOMxGUb3xlXHQtrMefXZpNvfhRA+br6DYOQQcc/NdzD1wg8grIMEVUP3bT9i8nnvotK7EaNCgmI/6Y4FRMX+MWLzRDCRjw7KVMplegZGKRQnJlY81Xi2P9PnTGsnKExMrNZhlUphgK0bt8Uk58eItWvXPuH361PZ37lUiqENG9j0ve8xsmkT6SlTmPemNxHm8+DZNOcSVPavRfsjOPkpJNvnk2hohsG9Y8ewVrwOa+pyKkO7sf3imP2KUSFtx70CVS1QHRgg3TmVoBARDO0m0T43TtADQWGQxlnnxqQ4y0UpjQkg1bEMyxZUR4dJtc+PVeBtr0YWdpFOgklnrAIski1NSMdBV32knQAFxkSxMoLWNTFBgZXOYZuI6uhoTIx3bLxmLyYoUEVaLonWHMbE81kdKqxEPiYHeCm0Vkgkbi62Z3RsiTAG/CpWMoMxIG0HjUBKCyeXHZvLSdsaI1dIIeLEqpPCSAnCYLSJLTuqFaRtQ60CPO4lieU4tXaBQSAdB3OQWIGIq7gdN7aZNAYhBCoMkK6L7SUwojZDl1btOPE81RiNwEYbg0SgjcKyYpU5hEHIWhFDTdHRaIMRBmFZmJgNAgIEYowoIQTx9Rw8ByClwEkmcPN5gpFD7z2HIz9rFuvWrTtqFfkTcW88G+7XZ/sz98lAQypFqlJh03e+Q2H7drIzZzLvssuopFK0NacmiD4djviuybZNprtvgMGtO2hpytOUS1DZ/yDaH8XJTyHROhcpJEvf9VasZIKmJQvY+vNf0Hf/alS1ig5DUpMns/KTHyXR3EhYGgRMLbbmx5azfgnLdgiKAyQbpyBnn0nflge5/osfHCd17uUaOe3jn6HnxttAP4JqQq0QZnj/OpqXLKa0d++Em7UuW0bf6tXY6TRzL3stm278Jaf9478weO/PyXZ8gLBYYs6rLmHGxRdR6u5GWmB5itLeu2g/6RX0rv0tLctfwYMPPnTEb+HTOR6f7vv1sWy/YFL+iGXW4ouRs04nKA1g62jMKissD7H8/f/EtAvO5YY3vfWI/TpPOolwtAB6GOSURxWXejLxTHgmTW7Kxr+RR4l3OdkmHnzwwccdP300eCb0w9ONv9YHT3eM+PHsU9oa2/r4YUh/f3/8DBSS0e4aucw34AkGBoewaiTUjavvZ/8zQNTh73FM1q/5icOTEXOqo46DqBMdali1atXY/+fPn8/SpUs588wzueaaa7jkkkse9XGWLFnyjGMnGWNQleGYOS4smuedycDG62iefy5aC5Jts6j07sEf8km1tRFVDehhWo99AVEATtJhcPdGmuafiaqWaZh6CqpSIdHaHocWtCbdvhAhNCiNlUqDil/0ks0dCOHEBAcTYbkJ0AKvIYlWCoHGGIllOxgMtmWPURYOqjQI20VYFlorLFGrujYmDtTUohoTkRzgSJIDAMJh7qUvZ/tvf4fyx78lWMkks1/6EhQOy5YtO2qfqiBg529+w+2f/vTYssLu3ey97jpO//rXmXHyyWPs9keCUooNGzYwe2ob3Xf/GB35WIksojxM6cBamhecz6RjFo+r5NRhBaNDqkN7sbVBhT5CWqQzzSx56ZvZc/f1LJyxHL33PhASa+HFyDmrYmksHWK0ojq0l2TLdPyhfSjHI9E0HYzGErB4wWykkzp6o49yHWvXrn1Gjv9HwuNp72O51mpfHze+7W2MbNlC06JFdPy/N8HgLkjksaefCBii7bdDUMRMXkki38Ky5s6jH9AYdFDEqJCwMkylWMZNN2J7OaQ3BaIArQRCBIzsuIPK4C7cTBtOppnc1BV4jVMY3PBnCnvXANAy80Quv+zsI6wiSv3drPn5N2heegz9E0xwi7t3E4yM4uRyhIHBmryMaP2BCZscNS9k359+StOM+UTap+Pkk+m+/fYjtlv4pjex5YorsJJJEs0NPO/nP2Xzzy6n+7bbcBsamP/619O4cD7ScxDCxks6Y/YsigYiJZj+/OfHwVCjQYUkmg1hYQApSjipBpJti7FSDcyZ0/6I39uTiWfrvfJMwNH67PH2qQp8dBhgJZJIK37GGlWTobafuqr9J2tM6KDEgbt/PPY52TSdUk88oXbcJI6bjpWDavLpUbWIHRYo7Dl6hZc/NES6tZO2+ctpWrwEhMAfGiLR1ER22jTmvOIV7Ln2WnruvptTv/k1ttzwazoXHU+2fQp+cQitDbNOewHJZCN3/MvHKe7fT9PCBSx+6z+QbE4hUhmC0gAjO+8iKg+R6lxEum0OMpGFyhAjW69H+QVGt4GdyNE0/2zKPZux0014+U78wb0U9687zJbCUO7dglYBjbNOw+iASae8GYSMEy7JPP5oD+mOBeSnHY/yC/RvuBZVHUXWxoDlpghqyhfFXfeggjItnYuYOj+u3jEqYnjHnYx0rwdiG4wpiy7Am734EVUYHgkm8hnddQ8D6w+pAFUGdmClmllwwquPGJ/P5OfK09Umf3gvB1Na5Z5NtJ1wCaPb7gajSWSb8bIN+IXhcfs4qQxOKs2J//AvRKVe7FQXqdaZvPzbf8Yf7cYf3IaQEh1FpDvmoqoFyn0H8Ee6yU1dgXSSdN93OUYFuNn4dyYo9tHz0NV0Hn8pOWcfiYapWE6tglmFHPex9yJtl74HrooJGa1zEcJFBcOUutfgZHLYqUamv/jjRMVB/OEDeA2dCNdjYPNfaFv6orH2V3q3j/s912EVf6QHLOswQsTEEEIwtOZndC26gMSMRQjr0dsxPdF4Jo/nx4KodHSyF4BtwdKlSx/TMQ/vmycaT1V/qyjiwK23cv273z0mtV3YvZvu227jjP/9Ftlpefrv/SXS9pBuikTTDIw/TCLXgLYWILffgHPBpxHJPEGhFy/bQWVgB4mWWUhpISyBMQo7mae0dzBOqAtFdupilLYJRnfhZjvITFqO5dggDFYih8AQRQHStkBAIteKsOL7XSmwE9kxK0VsF4nAKB9pImS6EaMNTiI1ZsuIl0RKhZNOYbRBRZpEQ0ssIx+FCCmxpY2StfksYDkexhgkQfz7bMlY5Q87/s2SNkLYGKNjgkG6JfYhNWCkhbQkmpragQpAWgjLi9sjbYwQoFTtnadGDpA1BUHHjZUfDioKGoM2BiFBK42wbYhCkIl4GykwURCTKyIVD+gakUHYTk2JyAKjMMhazlfH5A7LQhxUo9MaI2LnDgCjFTrSY82IfD9WTDQao2qxAWGNxSCMNugoxJKJmHihFVgWOggQJgJp4+bTHPO2N3PvF758xHhsXb6MZFsLi1qPnH89k59FT2SbnsnX+XRCK8W+66/nhg98YGxZYfdu9t94Iyf/+7+TmH4qYds8dO+m8TvW5vl6ygqqhf/k5Ld/kqYZM5miI8o9GxnZcAPZycuw22YjLAfbllQHd1E8sB6voYtk21yWvf89Y4o2xiiE0QghGdl+J25+EtJKUthzJ+XejVhehobZpyG8LMmmqfSsvpL25S/l1m9+7gg/d390iPt/+d/MP+ElmLZ22Ldmwms37YvZc89d7Lr7Rs5893+w97rrx1nUATiZDNNf8AK2XflLzv3xjxBJm9krFrDvD5+l9biXUOovMLh+PZPPPgM3F2CMRTDSEyuvdb6IoW0303HsJTjZZpYubRs77nNxPD7aa3lc114dwU81YcqDkGzCO//jKB0hhMTNtGFMhPIrBMV+pJA4qQYaF85hzqWvZMtPD9lYJFpaaD3uOIQNbsMc7ESWZctaH+8l/014Jo2ByK8y45Tz2X7z749Yl2pup7FrKp2NT04/PZP64enC09EHj+Vcf0v7do3sZAeQTKVoaWkBoC+ZICyXcTJpOqbPIzd7KslsnsHt8bH9m25k7lkXkuroeEzneqLw9zgm69f893HNdTx3UCc6HAW5XI7p06eze/djq/q1LOsZ9yAIysMgXUxYoG3JRSAkmc6F2JkOIj+AKEBYGZKdTXFi3Eviui6RsTAmwmBomrsKTKyoIC2DcD3iYg8HK9UIOq4kMdJgqRBtIgxOXIliwtjj0/IwRmE5KYwQSMcCJTGRH8tN1torxogMNenMWn9KeVi/HiQRHJVMcFDVoPapVokCEAVVhGdx9v/8F/d84SsMbYhliZsWL+b4D70H4xiMCrCs3FH7tDIwwP1f+MKRZ9Wauz/+cZ53+eWk2h9dMrWtuYGB9X8k0TiF7JRlhOURjA5xMy1Uh/ZgogrC9jAqGmPsm6haC3wZovIA6fb5BIUBMi0tzL/oNbi2wfcL2CvfCFYaHRbibatVLDeJm+ug3L+TVOt8LMdCVQsovxjLYiUyCAR24rHJ6cIzc/w/Ev6W9j6afbtvv52RLVsAGFy3jlI1S/Z5H0VJm2LPFhCC9Nn/jIx8ZCKL7U1cZRoUhwBNdXA3wnaw3Ax2MofREShNMNqDkBbSTYIRFA8M4iRnEeCx9ad/wE4lmPb855GdNh0310Ew2k1x/1qyk5eRbZ/CyL7tR5xz3+pbmPvOL7PpBz+csE1Rpczsl7+cfTfdzMzzz0TtuOMI2USRbadiNRJWS5z5wa+w9earWfHRf2XT977P9t/8Bh0EuPk8C9/8ZtxcjuK+fZz5v/8bV9UZn+y0aUx93vNItLQgEwnKe/eSbG3F8iRBJSLVNgmY6IfMwm6ZSlgewU41xHK6joedzB8K6D7NeLbdK88E/LU+e7R96hdHGdm3nYd+/X3KA920LVjBvOddguMJRrbfjlYB6bZ5pDsX4CSPrJJ5svBEjwmlgrGqcgBhu9jJPP7wXqKgjFsepm3Fi+i991cAROVhtCNpWbJwwuM1L1nC0ne/m4HVD8HOCoONa7nw17+msGsXdjLJCZ/5DF7Ko2nONBa/+fVY2SZe9cM7wB8Fowmrmo0/+Rlbv/NTGubOZcVHPkJQqeAmXKTQ2Lk2tPZxko00zTmrllAKEdIhLPaigzLNC89DWg7+aC9BoRejIhItMxjddS/F/Q+RbJ7OpJPfiAoDdFAkKPRR2LsGHVSQTgJhOegoGCN4jO57gHTbXAr7HiQY7cFO5GhecB6WkyCqDBNVR5GWS1gepLBnNQC5qSuw3CQ99/+CqDyEtD0yk46h9ZgX0rf2d+igTO/qK+k66Y14ucdHqgrKJUZ2jLc6alv6IqxEltGdd2F0RKp9LnayYdwYfSY+Vx6pTZWRAaojQ6jAx8s1kGxowXb/NpJRVBmlOrwP6SSwvAzKL6Ijn8rgDma86GPsvf6bhENDHHfp+7j9/z6BqVmhHff699K5aBmlfffi5jqxvTT9a39LWBqkce6ZOMkGyqV+kDYNM06k1L2Bct9W3HQLDbNORocVgkI3bUsvxnLTVPq2YXRE8/xzaspLIYmG6QSjRbb85PtUBgaY/vwLaVmyCMtENE47iSjyqPb3IW0bKzmJhhmnAyFC2vH4dZIU+zdT2bM3Jmw0TkZYNk62mcy0FeTnnIT0UlhuGhWUcPOdDG76C8YYLDeJdJJH2CgAePkuDGBUQN+Dv5lw7IblYYJCL5X+HVhemlT7PCwvje0+NmLsY8EzcTw/FmgngawpARwJgZNq/JveQZ9oPFX9Xe3r475PfWpCP3Evn2Z4xx20LrkIACMkTqoRFVRI5BsQmRTmrA9CIoNRPnYig4pCUm3zMFGFqDyM0SomjSfSZKbNQFVDpOcR+Ro7bZNomYXyQ4wOkJaNjuv+Y9ngpIeQAhWBDgNMVSMdiZAe0nJqJAYd/4YIEHYCY1kYrZG2XbMejJPxEgGWAyKeH9p2slZVa5C2e9h2McamtkYjaoSHmDR/UAHBjM2R4/NYY8eAQ4QFWfssXS/mFtRIDcKy4s/GgJSgD8rRxseUtXMZraixG2IFRWEhRZxoNbV2G62RgBbm0HXrCCFtVBRgJz1MqECKMcUFNOhIIWwLoogo9HEybk3ZQaDCCKum7KDCEITGrVkqGqWIKiWkdJCegwqiWC0i9DEqttyIKgUsN4kKQ2w3EdsBhAon4VEcHaXr1BM4jvez9n+/iz80hHQcpl94Pove9Do0j2wF80x8Fj0ZbXomXufTiWpvL/d88pMTrrvnU5+idcVvSBz/Gqp//lxMvpc29lkfQDuJeJ4/uJUXfunHSC+DZVmEfoFgpJuGmSczvP127GSOVPt8hLRIts4i0Tw9tuzRESooov0yJgqxvDTC8VCVIXJTV7D58qvovetuOk5eSeepFyKkYWjdHvZc+yPcXJbpF51PuWcv0048i43X/PyItg9u30Di4hZG+kNyDVMwww+zBHLTRB3L2XnnN9BRxEPX/IBV3/w6q7/4JYY3x5ZzLcuWseIjH2Fo0yYSLS1E5SH6bv4/qr3bsFMNNC06l8pAmSnnnEOiqZGwaGElMqQ7F8SqLDqi/dhLsGs2XxPhuTQeH+u1PKbt0024J78FpTWkW6iM7MVJNaGFhfZLsRqRkyTdMp2wElDuGSDR1Miit142RnToOOkkjv3Qh5Cug50QeOmGx3GVTzyeCWPASqU59jXvpjzcT/eDd44tz7RN4ux//Trplic/4fxM6IenG09lHzyecz2efUQUKzRKy0bW3uGshEdYLuPlc3SuOESGttyYgN7/wBp2/uY3LHn72x/TuZ5o/D2Oyfo111HHswN1osNRUCqV2LNnD62tTw+L9YmCUhFGgbQNItEQ2z8IcHNTYx/M0GCMxE5n8PJ5jNa4uSQiLGFCg5NOo6MI4XlxnMVojDJYKS+OgQgHEYUYS8Yy08KAZWFpF5C1XTTCtpAyntQYIccCNRqBqEkIGzikgvAo1BAeCYfxJGqHi6u8dY0scMf3vszK1/4Tp336g0RhHDiSDkSWyz0//m9O+adPPeLxS/v3H1Xau9LXhz80NI7ocFCKz6gQHcVyytJNAYJ0wqaazOPlJ9G/7k80zj0DNzMJozWZrmMIiwMMb7+d7JRjMQYSDV0oo/D7tlLYs5rOla+jMrgzVmXQGmMUwz2byJ7yjzX1iwgdhUTVYaxkA0JamMgn1TwPIQ2l/ZswlSESuVYMgsLeh0hPXRb73npPXgD7uY5gdJRtv/rVuGVOcytDex+k3HOo8mN01z2kOxfROOd0ALQKUUE5DqZaNkK6sXqJ7ZFomooIK0gMKigTjQ6w/Q//TlQeBmHRMO9U2k96Fan2Fnb/+QYyXVPYc9116CBg2y9/xayXv4xFb3kjfWt/XquYqtK17KQJiQ6xN/LEEnxCShLNzbQtX86Wyy9n8pln4J7xftS2G1F7YiUROf0k6DoW0zfIyZd9HB0pZhx7FsObNjP7la9k3uteh44i7ISHsASV3u04ySb67v8u7ce/DCvfRtfppyETLl5DI46XJNv5CGoXE8BJ5XFST12iuo5nPoJKia3XX8W9PzxU1TewbT2b//wLzv3YfxGVh4iqowQjBxjddQ+dK1+Lk2p4StqmoypRqUi5L7ZVSrXOxk7kxuS4D4cxhqg6SnVgF5WhPXjZFlJtc7ETuTF5UhAIaceEKGL5/uykJZQOrKPYvZHMrFNoFoLkee+i+95f0X//b5h+wXtpOaadEz/3aRrmzsBryCIcDyldCrsPcMNb3kKytZWVH/0AyaRG9N1P+5y5mESGyDTHCdrGFoQxuLbCbL8Rte0mUCHW5GM55o2vYOOV12Cn0ziZJPmuBgiKtcRJgFaavdd9ncL2ezA6wm3oYtJZb8Mv91Hpi0ljdjJPy6ILcTJNFPc+SLl381i/FMpDFA+sp/O4VzKy9wF0WKX92EuoDu2hZ/WVqGoBN9dOftrxVEf2ke1awsCGawkKPXEfVYapDu0mP+sUVLWICkokmqaNkRy8fBd2qon+ddcc9r3F6gvJlpk0zDqF4a23ADCy4w5aFj0/9kB/jCj1bhn3uW35S6kO7GJ0971jy0Z330eieQYti85Huo+dmPh0Y3jPNm768gcZ3hOPd8v1WPLiNzHv/FeQyDU+rmOGlWG67/kZUWUEr3EK7ctfRu8DvyaqDFPu20qUHWXGiz9OMAz7/3ADZ3/gP+nefD+TV5yC7ZQRIiDdvgSDoTKwDRWFNC08H1UZoXfzVUgnRdvSi+m5/wp0WMVONZCdsoze1b9CBYfsHpx0C61LLsZokFERCj1xqk9YpBqnsPQfX4cJA4TtEG79C+GeexBemuScs3G6mhjt3kwyN4UdV30UfyAmXKcnLWLKBe+jac5ZCCmRTgITVjFRyLw3/A+F/Q9S7ttGUBmg/diX1VKjgpYlF1HYfR9heYSWxRfS9+DvMOrQ+6vlZWmcewaVvkM+4yM77qRl8YXImqpDWB6i5/5fEpYGDn1/226lZdEFJFvn1N8VjwLby9A09yz6119zxLrc1GOxHqN62nMFwfAw1f4j1S6Sra1YCWhecC7FA5vITV2KdDLooIiTzGNUhIp87IYp8RgWMlZuSGQIR3up7FtLqmU6EkOlfyd2vgO3aQpID9s2KMuKKQ3CwthxMBltkJYEZM0eQSMsC9tWQIIoirAdJ1YIFAIhBULUwifGIJ04MC0sqzaHFQhkjUxwaCIqzMG/OCQ3eNhENZ6nmnhR7Td8bE580Moh9oo4tOgwEsQRMCb+c7CQ4PBzjRF+D9dDjCfO2sT2eMYYlIqwa6oSSAsTBQjLiZUkauQNaeSYvQTaYNCx7YYb21fYnhfPN2CMoI/RCEugKhGO0UhpEQY+RkVI20IXRrCzDegwQhuFDgKkCZC2HccktEXkl8CANBFhJcBOZ8faYbRG+T7lkYE4OGsgLBZZf+3lLHvhq+k8bjFREGK5LtKz2b/pXhpmHkOmY9pRRmwdf6+oDgwQFgoTrgsLBap9faQWLSR5wSeItt8KU49naNe9E8/zZ58KQKJpCv3r/0TrkouoDu5mZMfdOJkWkq2zSLXORARliHyUX2Z065303HsVOqzSsuz5tC27EPXAL5n/4vMp7NjBmi9/lQ3fa+LUL3+Zuz/+acJibFG19fIrmPe61zD7JRdPSHQA0Crilg//P877zjdI6n1E226O39UnHYM9+0xKPhz/2g+iw4jmWQvRZZ/pF19Mw+zZSM8jM6kLHSlali6h2mVz4OZ/R/tlmpdeSPtJl+Lk2ki0HFKScnPP7pjqMxnKL6HTLZQObMRWIV7DJEwUEQzswrYdhAop7lpDpEKaFp+L5bgMPrSRpiULufCKHyFTeSzPY2TXHpo7m7Hso9u7/b0i3dzOqvd+kepwP4XefSQbmkk1tZFqavvrO9dRx1Gg/Fpe4LBEsp2M7z87MZ747yRq8QQR5xvqqKOOOuqYGHWiQw1f+MIXOPPMM+nq6qK3t5f/+q//QkrJRRdd9HQ37W+CDqpYjhtLbyodV66oCIRFWCnhJpMgbSwpwVALcICyU9h2TACwHA8hJUZrrKSFFAJTIw5IIcBx40oNasETI8CuVY88PPgirHFkBmnbsYWFOJr5xGOHMSYOdBwM7hxWMSSiEDuRomX2Yn774Tcw+djTmXHCqWAM2+66iX2rb+PYS9+Fl214xHOIv8JqszMZwsooRqs4ySRt0CGjO+8j0TwFL9+FrsaTUc9zsDsXMbDhWtpXXEIwfICw0I+dbaPct4XhbbeRnboSN9uKtFyMUSi/RFQt0XXyPyBQ2MlGomoRN91IZWhfbCUirVrgTGAn0lSH95BsmYmJAmTCQ0iHaHAPyXQzgddO1Q+RUpJobkACqjpaD17/LZASJ5fjxM99mvysGURBhHD8ccGPgygdWEe6Yz4gMNJBSDeW3o0UQWEYE2m0X6XaewChA7y0jd13L17LTDpOeBl7b/w2GMXwxpvwB/cy+fx3M+mM03jgK19n2gUXsOM3vwFg2xW/ZMYLLq5VGAYIy6UyMjRh87Ptk3GSE1dZzHzpS5G2w60f+ADLP/ABlO+jfQUdJ+NMPRljIKgohtftZHjLZqaefx6W52E3pchMmQ46wqgKCA/bSyNsBzefJj9rYRzgFQKjQpxMI7aXOSxxW0cdfxuqwwPc9+OvHLFcBVXu/u6XOfGyt1Pcc2dtWYnh7XfQvOCcsYTfk4UpXW0Mb7mZ4r4HxpYNb72F7OTlNM45Fcsdfy+GxX4O3PMTdBhPkEvA4Oab6VhxCXa6CctJExT7SHcupLjvQSCu1ka6dBx/aWx/YxR2ZhGZyiizLvk8CInGYOUa6DhxKf5wPzq0qHb3YSWSVAcGmPniFzPvJech1/8EIh+ZaSfMtRNWPYp7t5KdNhVh2wSjo5RKBRJtc5HLF2EEOJksgQqZ8vzzUNUSSbtEcM/lEFbQpQFkyyysRRfRfuKr6Dz19YSlIcJCH3uv+zrTnv8BnHQTlu0SVkYY2nIzzQvOHUdyOAgT+Qxtu42GWadSOrC+pvZwyF/QH95H7/A+Whadz8DmG2mcfRo9q3857hgj229n0kmXEVSGxyWAs1OWMbTl5gm/w0r/drJTlo+pRQSFvrjPHwfRwahD8sBWIoe0nHEkh4OoDuyg3LeVzKRlj/kcTydK/Qf40/97E9WRwbFlKvBZc/k3SDa2MOeclz4q+6/DoaOQoa23ElViw4rc5KX0b/gz+RkrcVIN6NBHWA7Vod3YmeloPyDluSw+bgkUN8PUEyj17aTngT8hnQS5Bc/DbVrBzjvvIt3cStuy1+Ak0hhVJT97FRgHy8sTKU3TwouRulbR7CYJyxVGtuwCBMm2VoydIxg5QL5rDtGaK1D7HgQMItuBu+RioqCI2n034T0/QExdSXbWKjb94B1g1Nj1lfatY8uP3s28N34LjKHn9h8zuPZajArJzTmZrtPfiJufhJPKU+7biZPMIqRFVBkm3bGQsDRAonEKbUsvJiwPEVVGcTMtNdItjO6+f+xcYWkgHoOWgwqrDG+7fRzJ4SD61/2RSadMgvq74oQQ0iLVMZc2L83Q5hsJS/1YiRwNM0+OLXmcp84i6RmFCe5tYVk87xc/QzqG6ugBslOWYdkeYNBRENtYSAl2AmMUWgVYbgopbYxfwrEcdMsxhEqglcJpaMF2IkxlBCvXgUFgufZY8j+uThJgHdkOYIxsYLsu4+az41n0459TxlDzXjzi+XXwuKYmPz9mw4gZpzR2cL0xJlZQEBKUQth2PNM28fbCmBr/IT6GMTVdCmnVyPXmsPmvwejaMiExURjHA8IgLlKQMu5breNzmviKpWWhidsRVqvYjo2KQizACBHbWUgwQRS3T4VoFWLZDlrFx9FhiHRdjO+jtMJ2vJi4YEksGdtSSNuO7Ss0BIViTeFCEJVLJBwLvzSClUnFSg5hAFYVO5GGKESHIaoa4CR9ejY/ROf8Y5BGoZQiLI/iNLURVkt4uQZ23HEde+6/jXnnvIimydMpDfWz8dpfUxrs5UVfveqvj9s6/u7w195DhBAIIRHZNpwlL6TUs+mo8/zc9JUx8VXadJ3wWoTl4qRayU5egVIKHfj4/UOYMCAsFAiG+0k2HcPsS05h1x//jb57f0VUHqFj+iL8P3+WY9/2bvruX01xzx42fP/7zHzRi9j040N2dZt++GOmnHcetpck8scrOXnZBrQfERYK3PnpL3LMh99D6xnviwmZ0mZk9z7W/s93cfN5pl14IaMbtnLvZz+LUYqWZcs44ROfwCiN9FzcpIUxXcy59MuooIKVyOLk2rEex7tvHY8dQXGEUs8G3EwTTiofWyxhYQmFTk/BL5Viy+HmJdhJi8F119O8+FxK3QmCkRLb7ruRmWe8iJENG2leshBhJ7AT9Xe6iZDINZDINdAwdfbT3ZQ6niPQYU3xzTqUlnMSNaKDN36OYNcUHZBMSBauo4466qgjRp3oUEN3dzfve9/7GB4epqmpiRUrVnDFFVfQ1NT0dDftb4OMq1SMEUjLjmMwloVlO0ivZj9xUFJSSGQtOGNJxuR8oTbRO9xeAmLJzLHP4wM/h201DvGEcLxaqZBPEMVBx0EeIUUcDKp91kYTlkax3AS2NERBlTlnvYgt113JnntvZM+9N44dItHQzLSTzx3HqpwIqc5OrGQSVTlSAvicn/wQO6nRkR8TDVSIMJrRvQ+Sm3ZcTBpRCulYcfDOSVLYs4bWYy4mLPRjogivbSroiNHd99Oy6FW4DWmMCmI5USkJysM0zj4dy/XiYHW2FR1GGKNxUw1IJ4XQEUrJWpJYkJ10bFzsgoUQDgRlhJNntLeXwV2b2PfgrUjLZsqxZ9IweRaZlr/TAOwTBMuzOfnzH2Nkx91Uhu+lacG5DG+99ajbF3bfR9OSFyD9In6lwuDubWz5y68R0mLmKRcSHBjkvk9/Dh2GONksJ33iIzT27STbPIXsjOMo7IiTYJXebahqCTfXTvnAAWa//OVjRAeArVf8glmvWAkYpJMcV9l5OI655G341VEWv+PtbPnxT/GHh3FyOea/7nVMv/gFDKxew8lf+Dca5szGeDZeJgNhhciPUJFBK0XDnNm0rzwhvp8khKVhHDeLsNJYzsOerY8gXVlHHU8UBratG+dhfzgGd2wEa/w4LHWvp3H2KU860cEzRQYPIzkcRGHvalLtc0i1zBxbFlWL9D742zGSwxiMonfNVTQvOh8d+UTlEVJtcwhLAwSjPbjpFizHJapWCUa7Gd27hsbZpyOEjVQB0nGJyiP03ftr7HQHrce+AKN93Mij7777KfcOM/fVryTZkEK3/jPYCSwRokuDeJZDetIKRrbt4pZ3vWus0kBYFvNe+1pmvvwl9G99kK1/+TUAc85+EYnMdNyllxD6xfjdRPlEd/8AMe8C9lz3QzpOfR29917J1Avez8ADf6Rp2fkU9q7BybTQMPMkzCPQIyt922icdQrJ1ln03Hf5hNsMbb2NxtmnERR6cbPtY6oOcV8aqkN7YqUEcSgJJS0X5RePet6wNIidyBJVRrBTTYjHOW5SbXPGrCvy00+gsHfNUbct7F5NsmXW4zrP04WB7RvHkRwOx5rLv8nkY08j1fzYbD9UWKZ0YD0A0o7fX4KR/QyM7Kdp/tmM7rqPqGav1LpsPqd+6gP4N3yZKKwgj3stwzvW4LUtJEjNp2XWIm78yocY3bcThOCFX/0V/sgAa3/5P1SGB5ly3Co6l5yAiiJ0FKBUSCrXhFGGvjvv4Z5PfYqoXAbATqU4/mMfo2HeXMrDIcnFL8M55sWxbLxWBA/+BmfxRVizVoGUqPIII3u3kJmyhOLuNeOv0S8yvOlmSgc2M7LxxrHlI5tuprDjXuZc+mWGNt9EbvJSgtIQw1tvws110DDjROx0I9JNIEQKaXtYXhbbzSK9JBhN5wmXopViePvtWLaLsOJKTBWUKXWvP0qvGyr923EzLY/puzocUbVQU7GKsNx0TOo67J57tsNykqTbZuPlO+PvXMjHZQ33XILb0ECqs5PygQNjy15y+00YDEKHJBunjpFsLCeJnW6OLRfQ8b2tDXYyidYR0pPoSFAc9hndv5Nd915H5FfoWnQSLbMWkW7rGLOHAx5xjnp0PMptHwU5Sxw+toUY40YcPIupCTQIEZMNMLHlRMw+iMkDIv4Lo8yhRKwxCANGxLL3Y8cyMVFijESsFTqoIJIZVBhgCSDS6FpbtNGxZYdSSCcmhjjJNCb0CXwfgwYviTSKsFTFTruYSKDLZZQJEVKipY2UMSlCmSoyyiKFjttiFAaDX6kgwwBV9fGSEuwM1dFhpBAkG5rxR4fwUimUCgj9EoGbwNKlmPgd2RQH9pJtbkGFCikN/vAw+bZORFRGaAvlR/iFYRrbWymWfbxMmmNe9g+s/ul/8eBV3x/3nSx/1T+RrFfl1jEBvOZmvIYG/OHhI9c1NOA1N499VkFlHGHwIBrmnEGyYRLS8hBC4CUbEWGFoDRKYWCATddeSVguMm3lObTMWsw9H/8UfffdN7b/pFWnseJf/pUtP30rQ+v/QsfKl8G636HWXsGiy17LXZ/8HAduuYVZX/3qOKIDwM7fXU3HkhPYe+9N45YvedGb2fHLq5h1ycuY/cqXIxMe++55iKYFC6gO9dA4YxonferjsYKN9vEnd3D+FZcjHRcnm8VLxc8V47horbCTGRACr6ETO5GtFyg8RSgdOIDRFexEhsKe1eRmnozlpgn9gHJfN5v+/AuqhUFaZy2lecp8qvt76TrpBJRfJjepjd61G2hfeDyul6LjhOUYy8WtkxzqqOMpgwriWM7hRZR2KiY6WDVFBx36qMiPiamAN72N0cF9T3FL66ijjjqePagTHWr4yleOrPB8LkBIJw46hCHYVk36UoCQ44tSDv47obTlIeuFJwJHHOooqpuPeIAjKmgO8zDVtcqWKEQLicDgeEl0FIKdwJaavn27uOCzP+CBX/wPu+64FoRg5qkXsOQlb8IodbQzjyHZ0sKJn/40t33wg2AMS9/zbma+7IVIN4GuDteCVBJVHSUoDaLCKvmpy0FaKL+MncxiQj/2Cq9V4gjbRVoOTksnUbUARtE0+2K8hgwm0lhuGqNCjDFk2hfEFhTGxNV4MoEURbBcZDKFrlaQqQSWBK1DkB4IjRBWnLATFlgWfnmUu77/OQa2bxi7tl13XseUFatY8dr34TUftQvq+Cvwh/fFVcIHB3zNKmIcpE3XKf8ARqKqVazyEOX+/dz2g6/Ts2H12Ga777yOzsUrWfHxf+Wej32CsFDglg/+K+f/+Nu4W39K+/IXjxEdICY7JFtnoA8jKx1EWCzipFvJdM0nKJU4/nXvp2XmQtZd/ROqI4M0z1zIite+Z6zirPXFxzDlnPNAKywvgZ3JYHkOk849G6Fi+dmDVWbGsrHsAKlC3MYM0kliHya7b08gwV9HHU8ljIoe4w5P3G/fUU+hAsr7Vh91/cjOu0k0TI49vQHlFwiLhyQLpZvCTmRRfilOwhsoHlhP87yzUX6R5oUXICyL6sAuCnsfJBg9gFYhbUsuBmmj/AJWKg9IjBqk8/TLwGh67vxhrWI8INk2i+kX/hPSttl3xxr2XHcdU84+m3RXJ1G1SuPMKfh9A/zlTW8aS/DG16bIzZ3J3d//AgcO8zXdfdf1dCw6jpNf+VrsnTdgL3oh+++/mq5T34AY3I4KK4xsvZ1ky3R2/+HfmXTWW4G40jwsDVDu2Uzbshfh5jsJRg4ly8YgBAYR2/ocBcovIG2XyuAAdjI3nugAICSDm/9C29KLGd5269iyR4LlJNA1NYaGmSeNfWePFU4qT6p1NuW+rQjLOVTxMQF0VH1KxukTicEdG4+6rjLUh4rCo64/KmqJQADLTRNVRw+tqkmue03TyE85Fi8pCf7yLQgriHQzYaKNgZ5d3PelS5l33svZd/8tMckBuPg/fsHuO69j9c++Pna8ffffQqqpjXM+9k223/IHOpesZMPvfsysE57PHR/+8LhmReUyd/zLv7DqG98g15EluuenhIM7ABCJPM6KV6Erw2jtUtVpKv0BwahH45I30Haiy/4bv0L1MCuTwo77cBuOtHHSQZn+NVeTm3cSYWWEVFssg62iKsFoL8lUI8KAkDYIiZtuBiEp7l8/RqpJt8+jafapYDk1NQk7Tq7qo78Xq6A84XIdBWgVIC13wvvAGENQ7KN39ZVjKhwISW7a8eSnnXDU8z1b8Ug+5H9vSLS0cNynP82t//iP6DBk8TvegbBkbCkRgREWQitkshGiKpblYqRAV0aRiUQ8l5UStMSoiGrJZ/0ffsS2m387do69991MbtJ0znjvl3DTT5MM98PnqxNAHD4JPmhfUVsjaoR9g6nN+QSgD9vmsPm5MfGcEImOFNQUK0wUoYMK0k3WbDkE0nIIKyW0HyAdB2kUfqmElUhDFOG4NgEgLYGQLqY8hJQuURhijCISsYKORCClQxAUsB0HIRIIIQjKRSzHixUNhY0qV9CmgLDymKhCEGi0jhBVhUjYaGUhRIhlQjQOlaFuIj/ERAphwEvl2HjNz5h/7kWYUCKsDAPb1+JY83ATKaTlYnspRGEXhBZRJeKOf/0MJ335CwQbr8eedjqbrvs1c898AZm2Lh64/FuMHthFtnMqy17xdtrnL8d26+T+Oo5EsrWVk/7t37jpn/5pXHxIWBYnff7zuA0Z/EI/0k5gTISODr2rSSdJ58rXgXQQAmRQAaUIVl+BSk/ioXseYNN1vx7bfu99N5Prms4Jb/sAN7919Rgpe99Nt+Dk8ky/8PV03/ptokoBKSRmeC+N884F4uIkN3skgS4qFpn/yksY2rmJUn83DVPncOyl7yTXPp3Jy07HqJCRHbvITppEMDrK+m9/m/mvey1+oYqTS2KMwdhJ3NYcjlGAQPlFtExjpRqxaoSGv4XsWMfjQ1gus+nHP2ba81eRaMqhIx8nkUVVq+y64zru+d4Xx7bdd/+tJPJNnPq2zzC0s5vm+dOwPYGqVGidsQKJBDeBW39PqaOOpxQmjAvOLHmoMMKuKTo4qThu2rfueqJqkdaO6QCUwwHK4ZEqe3XUUUcddcSoEx2e44iTnAZp27Vgy8OkNGvyCo9UGXnUYz9cmYFDtqNHxURBH3Hon0e1f+2kptaGqFrF9jy0NkRhFdu20JEm8isYA47rgoDhPVtpmjIDC0O2Kc+9P/lPVrzq7Sx/xT/GXlfDQ/RsWM20lasIq4VYttdohOUihIWwbcJihWpfH0ZrGpcs5gXXXI2bz2BUlerwLtLt8yj2byfVOoeoWkBIi0TjZLRS6Jqyg53IYjRUC/142Va0CslPPxETVbGSeYQ02F4Gg4XlasAgavYgwnZj2VGlYhsQKTC6GqtEWLHFiBASkUrHChzSILQYk0E1QiJdCVoRVgW777p+HMnhIPbcdxMzT38BmY5JWM7jS9T8PSMoDdG//o/jbpDqyH6SzTMIi/3kF72AVNNUdKlCtWeArVdcwbK3vxH/jh/RraeOIzkcxIGH7mLaCeeQmTKF4p49GK3Z+us/sHjVLMTDviM324KQNm4uR9/q8ceaftHzyXQtJApCbvrKh1j6wtcw+4yLmH7yeRgM0rJwEhlw4uREVBxG2k6N+GCwkh4CgzAK6TpjlbMHoZRi27ZtzJo1qyYNXEcdzxw0zVpw5I9XDY3T5oAer9KT7liAdJ5cgo7R+kh1hsOgw8pYojHyy6ggbqOdyNE4dxVGq1hJINmA5SSQbpps5yJ6Vv8SVS3SeeJrCUYHKfdsQkc+iaZpJBon0bfuapoXnBcnylVIWB5GOAlQIduv+gTVvh1jbaj0bmPrz97PtBd8ivXf/jbL3vteVn/pS4xs28Z53/smamArB1bvHUdyAMhOm0Ykg3Ekh4PoXncvvfvOo1Mp9J3fpuPEN7P/1h8w6bgXkWyZxtC665l64QcZ3nhT7XfvcJKKYWD9n2mceyb9I78/4tjp9rlIy/3rVWVC4qQaKfdtfdhyC9vLoCrDGKXJTl5GYe8aqkN7SLbMoNK/48hDWQ7SSWBUSMvi58eJ5McJy03TvOh8Un3bCUr9JFtnURk48pwAiebpT/oYfaLRMPXoChSJXFMs7/wYIW0PL9+FP7KfKChhJxvG1hW7N9I4exWqNMTOqz7FvEs+jSnFsp+iYzHVasR9P4wJz53HrOSmL38AACeVBcQ4ksNBlAd7efAX/8OCi17DNR95HbPPeCHbrrjyqO3b8ZvfcOwlyzGDh75HUx0huO1beGd9gNKIxS3vfQ/F3bvH1k8+5xyWvvtD7Pr9h4mKcXvdfAeqOrFn+Oi2u+g46VKqI/voe+C36LCC1ziZhhkrqQzuYWT7bWQnLcFrnEr32iuQ0iY37Tga55zG0OYbKXWvpzK4k84TXk3fQ1eTn3Y8ViJ3pOLJYUi2zBj3WUc+YWmQoW23E5b6cTItNM48GSfdNO59IaqO0n3PT8c/+4xmdOdd2IkcmXQ94P5cRimf54JfXcmWyy9n4WVvwJjYxtBYcVJQ1KwWpJepJfYNViI3RvI2gOW4GG1R7DswjuRwEKP7drLl+l+x+MVvwnsUXAdRIxo8ehyFqV+b65qaAoM8+DtUIyOImk2EMQZhHZzTxdsr30em0qBVrEqoojjh79ixJWFQwripmIdkNFHoIx0PyxKowI8V1FSAMRZaKSwnARiMUigVokOD50hMqDCBT1Q2SNtBKYWplpHShsjHhBqtNFpESKOJ/FGMlkgrAQZs28ISgv61D5Ga0oljacJRH2VpLNtGBVXKg70kG1pRfolkLoUJQ3Bsyt29eM05KoP9ePkc/mgJU9lPLtdCWbcQRaNEfoU/fvwyXvSlK7GkR8fi45CWDfvvZ/8+m87jT8CoKqO93aQzjchEIyaoQM7BshVeLsem7/6QxS9Yhlz9HdrmnMONX/kwJ7zxg5zz0f8GBFG1zGj3frxs/jF853X8PUFaFm3HH8+Fv/oVm37yE4Y3b6Zh7lzmvfrVpCZ3YVSAsCxUWMRyMzQtvADpZtEqQlXLlLr7EQgyTWmMqhDc8yPMaDfleUvHkRwOYnT/TvauvZXO009n/403ji3f9YdrmP+6V8Rtst0xUufB50/LsqVEpSPVxjpWnUp+0nTO/9S3a6quNsKyUaUydiaDkJL25ibCYonOk1Yy9byz48piHcYWPFJiOcnxZMVU/X55JqDS28vmn/2M6S84myiKyM44ESEd/GIP93z/34/YvjoyyPo//ZhJU1fSOGcGlitpXrQIO5FE2BaO9+yaR9RRx3MBKqiR45xD8Qo3FyuQ2elYXSWq2V0bxON4T62jjjrq+PvDc0cbtI5HgDhqRcnhlSAwXtHhr/2Ijl9tDlV11xjoB/c3tcAOxqBVRBSGaK3HSAs6UnFwR8X/aqXQWmGiCLSuBXlCdBRhlELreHlULcdVKp6DVgoV+RilEFojTIQRAsuxMUrX1DIVxhg0Du7QRo57yWsoDPbj5ZvxGpppnDqdKStWIoQgLA2jlAA7CSoiijTV/gG2/eY3uA05rFwKJ5uMLSV0QKl7M6m2eRijSLbOQbpJhOUQFPoAge1lsBJ5hKzJAeuIRMMkLCGxEg3xcttDhVa83nYRQmIn06gApKwFuIQV239IK/ZWlRaWk0RIifSSCMtDSAtpxdvFyh1WbZl9qLpfWoTlAttvvfqo3++2W35HUJm4Uq+OiREWi4zu3IkOK0ckIirFAtnJy2ld8UZsJ0/QN0ilt4/r3/CGONHZuwndMJNNfzkyaXcQO+/+M11nnD72eWTHLrSdxxxmIyPdJMm2WYTDI8x91avYfphtRW7WLLKzZzLSfQC/MMqqt32ExukL0EriJLM4iSyWnULYLiYsM7rnfoa2XIudkCSbW0g2teImszjJHHYicwTJ4SAKhYmTMHXU8XQjkc2z9GVvPmK5dFxOeOP7qfatO2xZkoZZJz/pthXSdnEbpx91faptLsYo/JFuSt3rUWGZ9hWvpGXJCxjcfCP9D/2BkR13MrD+jwxtvx2jI/rXXYOqFmiafxaF3ffT/9DvqQzswB/Zz8iOO+h/6BpaFjyPkV33Y7lpCvsfYmDj9UjLpnRg4ziSwyEY+u75Mcd++J+5/4tfZHjzZiafsYpEdRtRspWRLVuP2KPrrDPYcdefjnptm/7ye3TbIoiqiP6tRJUCJtVIVC2gw+qYTGNUHqY6sn/cviooYU1QfWS5aTKTjiEo9GB5qbiCfQK4+U6CYj9evpNgtHvcusY5p1OoWYkov4CVyNG65CKiygj5GSdiJ8cHeoW0aFv2YuxknkmnvLlGkPnbKkRtL0N28jE0TF9JqmUmViJ3xDbCcmiYsfJxW2Q8XWiZvRg3nZ1w3ZKXvolUY+tjPqblJmlecG7Ng97H6Ag71QDUVAe0YuvlH8Yf2jeONCM6FrHpT78Y+2wOe49d+ZZ/PULy+XDsuvP6sUrgVGM7xT17jrrt6K5daCYmjoZrrmRgzT3jSA4Ae6+7js0//Tkdp711bFnL8ouoDE58HstLocIKg5uuJyz1o4IS5Z5NHLj7JyTy7TiZVkZ23s3w1ptpnn82KigxtOUmTBSQao09h3VQprR/HamOBRy4+ydE1SJN885kooSul+/CPmxcGq0o921n/50/oNK3hag8RKV3C/vv/AHl/u3jlCH8kQNHJXiNbL+dlsa/b3uH5zrS2Qyp9iaWvvsdscWf7WI0SCEhChBOOk5sw6H5TI0wIGo2ixA/e3fcfs1Rz7P9tmuIqqVH1aaHz4nH5qk6qs1v43mq0WpsTqtrVd5Ga0zoowKfKAjG7BMx8XFVGBL5lZiEEPqoMMDoEO1XUUGAqpZqdhEOKgxQWqOjEOVX0UYhjCYKKhgd32dC+fFc2RiM0vilmPSu/RJIGedBhURFYWxL5VcxQQhhiKqWwCgsz43VHxDYrse2G39bm81rLNshMgKMIowMCUISmQz929aCMYR+SKihYcY0LNth+EAPbiaFCAzCdtBGIy2b3Xf/JSaMWR7KlCh39yIqBYSwMRbsvvrPBH4EwsXOd2BbBr+vRLKxDRUG/PIdF3Dfz79G07TZaJkA16N93mQ2fe/HCMvFSuXo27URFQVE+x8EHcHwDha+4TVs/tGPUMkp6OF9NAzfz4mveyfrfvND/vypt3H7Nz9FdaiHjoXH1v3o63hE2IkE+dmzWfGRj3DGt77F8g99iERbHqPD2CJWS5Rx8UtlIl8xuG0dAxvXUNi5k+LO3Qxv2gTF7lgdaXAnVvt8tt3xl6Oeb8edf2LSuWeOW2aUIipX8JqnIks1a7i2eQxs2o50XVZ88P1s/934mE7D/PnkZs7EIHEt8CwNoSEaLsZKS0JjOaBVCen6uLkk/et+z75bvs7+O7+HEAInmX/cymR1PLnwh4fRvo90MqRappFomAZhme519x1V5W3/A3eQnTkNHRq0kXjNTQgJ8lHYLtVRRx1PPA4qNh583wVonDODaWefTsOMqXHO5OC2T3nr6qijjjqenagTHf5OMc754bDlcZDnYS/Hh6soaB0Hb1QUb6siIt8HFaDDgNCvYHSE8ssoFaGCCjoMUFGAwaCNQQrQ1TJhpYjyqxitUEEIOiYyxCahCqSAKERHPkZFaBWitUL7FbSKwAgMFihFFPioaixzGfgVojDCEqAjhZYQFqtk2ifRt+kBLNfGnbWKZOds2uYuxhgFKkRpgeUmUVqDTMSki6pPpAzSivtmzstfRhQFWJ6DLeMAm5A2yY7FyJqfsZuKCQ3Sy5PuWIRleQgrJilIO4EwGiwXIR1w0lhWXHUjnBROJgNIpOVguQkQEivpgSURwkYj4uMgkAfLk+Qj38YPty44tFygouCo+6nAR/51jY06aqgMDLDj6qu55qUvHZO3lE6CyWe+l65T30bznFMJqgGVwR6MH9F9++3s+PWvqfb3M+81r0H3bsIIq2ZnMjFU4COdQwmtpvlzsDI5hrfHthXSSzPrks/hJPNoY9Nz990YpfCamlj4lrew6htfJ9XeRb5jKrmWVryWKdiZJuxMCunaWJ6D1gV611zB/tu/zcjmv2BUgOXWg4B1PDfgpvPMPO08zv7IV+ladjINU2Yz55wXc9EXfkKmrQ3Ly+BkWmmYdQpdJ70eJ9X45DdKSJIdCyckDkk3SaZzEX0P/pb9d36fwY3X0b/29wSFHgY3XncEoSrTPo+hLTfGh7UcnFQzxf0PHXFcFZQo7F+L7SWxvCyF3ffROPNkBtdeS2nf+qM2tdyzFWk7jGyNSQ2zX3QhstLN/ofuJTt75pHtt210+AjPtDDAiFoya2QviaZJGBVR3L2WROsMguGYgJBomUZ1cNcR+wspaV1yEanW2XgNk2mYdQotiy5gYP2fCEv9FLs30bLogiPIntJJ0Dj7dLyGSdipJnLTV+I1TCbdsYC2ZS8hKg9S7t2CsByEtBjeejODm27A8tKE5RE6jr+U9mNfTn7GSTQvuoBJp7yFZNM0vFxHHBi2njjBNMtL46Sb6DzulaS7Fo8l+5ItM+k84TXYiadgjD7BSLd08rxPfod06yELBiEtFjz/1cw47flHfW/5a3AyrXSd9AaSrbMY3nY7LQvPx8130jTnDLpv/WHNjgFwUlAjwOgwpDrcP3aMsFwgVfNrz7R3EgWVI85zEIcn7ov9+8jNPPIeOIjGubOR4dCE6/TQbrKTOiZct/2qq3DSk0FYdJ35D5R7tjB51Vsm3LZ52UWICQg2RiuGttxMw8yTAQgKvWDA8mKyyciue8l0LR7bvty3DTddk6I2hsgv0XHcK/HyXQAI2yM37XhaFl1wqBoJUH4pVrOaAAPr/kjkH0o4B6MTK0RA/HyyrfoU9bmMttYmtLAIqmW00kSlUaLAJwrD+LdwAhXCiSCEQD2CtY8K/AnnSTFBIJ7LaqXAaFQYxCR6rTBaoVVA6JfRvl9TWwgISiMEI6MYFaEOzn+DCkFhBIRASouoVIpVAVWEDn10UCW+mhqNQIj4+KEmCkKkBOl4SB2gK5WY8B+EgMGyXYTya/Nv0JaNFVVQkYrn40FMoLAtgyUUKoxqZPhqXBRQLhL5AagIN+mg/RBtJQBFVPXR1TAmghiYtvIsNvzhJ0RKYPu9CB1/DdKyqCgHUx6kbfZ89t1/KwgoDfUhXBtp2SRb2ujdvgEr6WLbCYLRYRKNzTTPnE/ftnX4pWpMlG5sI901mR2X/4J0awcdq04l7BlCJFrxy0W80jaoljG+Yu45LwZgx82/5xdvO5/fvO8lWJOWYe2/ifkXn0J52zZsJ4nwMlz35Y8i5pxH9Yb/wO5cSKY9z3H/8iFW/9f/wuJLofshEg9+n+NPXsR5b3obp770JbTPW4qXa3g8w7eOvyNEfpkoDFBRFURMdkJ6BKNFSn09DO3dCWGIDqrc8p8fQUcRlf4Bdv32GpKtrSQbMqiB7ZiDv3nSIgoe+Zl1+FwfQDoOwjbMfP4HMRv/CG4aZ9nLMJbL+T/6P7JTOhBSYKdSJFpaWPz2f+S0r32NdHsniXwjMpFBpJtxmxpJtOawkmClUhgRW65VBvew/47vEYzsBSA75Vgst042fCbDTiaxUykyU6ZhsAmGh0GHY6p/E8IYpOsiXQvpJHFyWVABtvs02TvVUcffOQ7GSORhCpRCSprmzarZjx8ihGszvhBVRY/RjrWOOuqo4+8EdeuKv1NMRPQ1WkONHHBQdtKyLIyOJTilY6FrQRPHdQkDHy8RV+CoEJA2klgazUnn0NUSlmUhpENULCEzSbQfoASYaoTTkEX5AX5hCCuRIplIoXQJTSzBqf0QGz+W37TsGhkhwkQgpAEkOoiQjsCSAuHZmDBAJtJIE+FXfaSQWFJjEh5C2TTPWUwQ6rjK0/EwfgXpeggjkCbCYGF0gJPKxpU2KiZ5hCUfN5MhKhSRyTROMkUUVLAtB42N40qioIpwEhgE0rHjyh1XYoyDlA5GwEE3VinNuEC+lUgepqZx6LaMJU5tYlWOwxjXlvWoWUrGmHFKHQfhpJJMW3k26377wwn3m3n685F1z9JHjcLOndz7qU8B8f0w+Yx3g4GoMErlwAHsVBqSDjtu+yNzT30xUaXC/ltj33cdhohsB/aBdUw/YRVDu7ZMeI5JS0/jwK9vAOKgx6yLL8TuaichH2Dmyz5LonkKtpdGq3giO/fVr2LOK14BGNx8DoSOK6R1RLFnC8Pb78DLdZCfvhJpu/Q++Fui8qFEjJNupvWYF9aJDnU8ZyBtl3TbNNxMjhWXXoaOIpxEilRLG3YyT7JpEkYbLMf767YHTyB27etnzsrXMrj5Rip92wBIts6mecHZjO5eTXVwfKW3k26aUEreTjeNJRC9hklHWjIchnLPJlqXXIxRccDVctMUd68mN/OEo+5jpxupDhzyhbQSHowGBMURGqYuxGtowB8eHlvfe899TLrwFPq3Hkm2AJi+8gys4W2xD3myEV3sRjoJMIqOky7lwC3fx2uaHFfRqvGECcvLoqpFBjb9hVTrbOxkA5WBnQxvuy2+/vwkUq1zQFq0H/tyqoO7icpDeI1TSDROIaoME1ULlA6sJ9O1CIxCBWX61v4uTlJRU3bYG9v/qKBEpW87+ekn4CTzOMk8qdajJ7afaDjpJprnn0vjzFNimyHbw64pWqjDvKOfDRBC0DRjPhd+7kdURgaJqmWSjS0k8804ycdvWSAtGy/bRsuiC2rfoaD92JcRFYcoH9g0tl2pVMGZdRZs+TNydC/tC49j/wN3ALD52itZ8pI3cde3P8+OW/7IzFOfx4O/+L8Jz9e24Fj80ggAu+66njPe+SX2/PGPY4oQY9drWcx79aswD31z4v5IN1HpH5xwnapWMZFh1iWfYeDBP6L8EpPPfvsR22WmLSc1aQEmmjiBUh3aQ5N7SJq4OrgLL99BubdwxL0Vq5HEEwVp2/Q/9HvcbDuNs0/D8jJgNKW+rey7/Xs0zjmVRENM0lBB6ajn15GPDkqQjBUgvFz7hNsBWF6GSNVrl57LMDoO8Iowth0EgQ6rOJkUofJxs49ORtsYw8xTz2fHLX+YcP2U48/ASyVr9hDEyhA1NQajIlQU4kiBcTyCYhHLsQnKZZxkAmFUjSQAWBZRUMayPYSnUUEZKSyiIET5FYwURH6AJTRCGoJiCWyJ5djxOzkaFWmE0tjVfkS6Cb+qsGyD1gJVKsWy8kKhyhHSMkS42FoRlUMcUUVaNqEfxRW4jkToEGM7sZpBJFDVECvlgfKxbFBRgJPNERbL2J5FUKpiuw7B4AhOYxorZWGKVUxgwAavsZXpJ53L3T/4D45//XtJWKC0QNjxPLQa+thCM+34k/FLJRLZPEG5hF8qYDsJWuYuIaqW8YtDpFo68Isj2Mk0jY2tVEcH0DpPOpdFkWDuK15OuX8A6Tg0zJnPyI7tePNm4k49lraWIuWBAvPPfQXJhlbW//5HBKUCUlpsueVa5p/9OszofpzqA8hSSHrhcppnL6I4Okxu1XsJ1v4ee/oJTL/gHDpPO43qyDDZcz4GIzshKGK1zUdkWpAPU2aqow6tFDoKQcjYvkFaIC384UGikQKqWsHJZnFyGYwEIW3sRAIjDD0b7sfxEux/4A46Zx3LpFWrGNm6lXR7Y81WNCal6v5tzDj+HLbfPPEza/LyU+m7695xy2Zd8jIyHV3IbdfBnLOgZRal0T6mrpiGyKQZWH8LS97xdpa/730gLaxUirAwio4CSt07QAd4+UkU9j2AP9pD2zEXU+rdiJPI0b/uD+OSacnWWeSnHx/b4NTxjEWiuZmlH3w//mgBO51EVSrgubTPWXjUfZpmLiDV3IZwBNgWOqwcoVBXRx11PHXQYQDGxJZBE64/jOjwsHXVwT7SbZ3UUUcdddQxHnWiw3MccZIbjD5kHyEkRJHCdly01nHRjIoICkWcXJ4oqCBwsaQgqlZiUoS0kIFCeglc10JrheV46CjEwqCUIQxKeKkcTiJJVB5F2i5hGOEmbeyUh18oYbsSVQmwUxmi0UFUFHuli0gRaY2UFlJH6EoJ4STQyQymOEIUBjiJVGzD4EggjJNRQmOUjJUdjEZ4CeyoTKUaIhQYz0EZC9sSaAPCmLhqxnUxSmPZNTUFy0YKidYKO5FG6RBhLKRrIRCQiC0svFQmDswJCbZD6Ee4qVRMWpBO/G/Nf9V2EwhhYSwBUsZ1SQd9Wx/2PU1ERHik5Y9jIIyraDVaI+wEc895Kdtu+j3VkfEB9vzkmXQsWF6XK3yU8EdG2PDd72IlErzkjtsJC8MUe/Yyum8nTipDpq0LN9VAsW8v1eGBWG4wDLFqFRv3fO5znPmlTxI++GumH/9WNv3ld5QHxicxs+2Taeqczbq1/0mqs5OTPvcZnMYmKmVDbvbJCKPQSqMig/BSEBYo9w2SamtjaP06ctOmYaVSpFriJENu6nGk2+fHErjSwk5k6Tz+1UTVUaLKCHYyj53MYXv1io46nluwnARWvhM33YLREdJ2x0gNlnx6PEqrvo+VbKTtmBegapNay06gI5/CntVH7qAnTmzrsIrlZVB+Mf7tMkdPFhpjsLw0URBbFOmoSqVnO52nvZE4I3QkIzI381Sc9KFnQt+ah8jO8Zi85Dhu/ta/ceKX/o01n/93RrbFZI2RzZtZ8bEPs+3W31Ps3TfuWOnWTqYtOx5z9zfi83UeQ9ptojK4j+kX/yuj2+/GTuWZeuEH6XvoYZY+QtKy+AJUGKCDMsV9D45b7WRaQUgO3PMTjApJtc2lcd5ZDG++ieL+BxnceC1C2rQtezHVod0Yrch0LmZ01z3YyQacZAO56cdjeRmEsHFSzSSap+Pl2rETE1suPBWwHA/rb7TEeCYh1dQ2pp5gIh9THUX17gfLRiTyiFRD/L71KKFVSFjsZ3DTDVSH9yCdJLmpx5FsnoGTbSEsxsoNOtLs7akyafEl6N23Mm3lZay/+sf4o0P0b1lL69ylnPjWj7Hh6p+w6KJXM+W4Vex5mIWFdFyOf/37uPfHXwNABVU233QlK//tM6z54n9Q7Y/PlWhpYfn73ofj2Ue9b615z2PDx7414Tonk8FOJtj6s5jc0LXqzRhpMftVX2Jky+1oFZGfdQJYEh1V8UcPTNw5Qo5jOQvbxQSH2ZMdRuzKTl5GYX+s7HJQaS0Y7abn/kMWHwdhjnJNR2nE2P/cfCfSSaLDI6sPG2adwv7BAg0t9QDecxEqjJX6BDaRKVPsO4BfHCHfNR0rssDIo5K0Hw4dRTROnUXr3GPo2/yw34FUhqUveRPCTmBMhNAGLAdtTKyGoBW24yBMRORXsByLsFJGWjZGRfjlEqnGFsLyKJXefhK5JOX+HtxMFmGoWSdGIC123voHJh+3ilQ6i+vA0La9JNqaMakEtuvFRQQSVKAg2UC09Wa86SsJIweoIG2BQKONheMo/HKEjSIyFl5DlurgKNWBAfIzp6KUQoYhtm0hUdjZNMZYBOUitlYYaSNsC1MdwArBSloYN43Bx7IMnp0lGC2jgwAnn8d2XaJSCUxEvnMGJ7zpw4TlIpEQJBua8WrWDsaYuNrcsvEa//q9mW3rIigVCKtl0s3teNnxCbXU5GljftP5GTNRvo+0bZyGLtzWKioImf+8VzHrjItRUYDteiQbW2PFpFwr9qRjxsaIA2Tbp8RjouENEFZACJzGdsS0GfEJ26b91TbX8feHqFLECIEkVtxUYRmpNX65RBgEFA7swfISZNsns+VnP2PnVb9m3msuZe6lr0I6EstJgYEt1/6STPtkKkN9BIUirpdG2jbbfnM1Le9/C8LLIBI5TGWYfM6jde4S+javHdcWJ5Vh/nmv4sY3/gMQkyRnvvjFzHnlqygeGCI14zyKPfdTfuDXdJ34BoQQFHbvovuuXcyafAJOcwPCaFRQwU5q7ESWVOuKWPnGL9M09wwQFraXxs20EAVlOle+jqg6ig6ruOlmLC9dL3B4FiDZ0sL0F1wMKiAqFWKLXidNwonJf9tvHa+uJW2b41/7ftxsCstLYoTETTY8PY2vo446gFjZEo6uwHw40eHhJPrq0GCd6FBHHXXUMQHqRIfnOrTCCIn2y1CzWVB+hLBqDEIp0YGP0WBnMqjAx7NB6RCwMUZgbBvH9agO9+FJwE1ApGMPzsCgwwBHakhmELaNFAYbG2ELLCy0ifBHhkk2tYHycYQAoRAygduYRBKrIdiOTRQodGSw3RTCslCFAVRosPMtsbVF4CMtF+G62K4bS+oWhrFTWYJyAU9IQOJlsvhDo3iZhthTNfCxvCSCFMKOCQlBpYiTTGEJgfJ97EQCoQKkZSNjmj5wMMhLLAdcI44Iy0IKD++w6rgjmO8H/WMPD9RNtOwJxFhg0NT0RrXBREGsXlFT7BDaoFRIVCyTyGa44FP/y8Y//4qdt1+LtB3mnHkxs047HyeZxLLrj4hHg6hU4rjPfgYpNP5IP2t+/k223fjbsfVuOsvFX/sNxmgK3XuwEwn23XADUy+4gLX//d/03nEHWC7u6e8gvP9ynvfPn2fzLdex4/brEVIw64wXMGvVCwkHRzj/F1fg5PJYrouwbawwIBgtgRAI22Vk8yaGNmykddkyUh0dEEU0zJ6Dk07j5g55aQshjkjY2YkMdiIDDV1PWd/VUcfTBWk7xOHxZw6k7Y2zsFBh5Yhqa2DMr/zhScbi/nVkJy9jeNutVEf20zL5GAp710x4rlTbHITlxJ7oQlIZ2kXDwjMZeOAPTD7vXey99r/GESVSXQtJd62kb816WpYupf+BB9j4s18w7X+/jFvcSceCpdzx/U+z8LLXkm3uQocR0nPw0gnO+8Dn2HLXLWy78XdgYOYp5zDn1LOxH/wpRtpYy19OqCLys1bGFXVhBa9pMtJJEgVFWpdcRGH/Q0TlQZx0K7lpK0DYGD1C0/xzGN52Wy1hKki1zaFxzukU968nO3kpqba5SCdJ9z0/GbP6sBI5Whc/H2l7OKlGeu7/BQ0zT8bLd5GZdAzC8QhH++h/6A8IKUm3zyfRNAVrAnuROv52mGqRcMtfCB/67SEyQCJH4rR3IJtnxEpEjwJBoZcDd/94LKGvgzLDW2/Gy3fRtvLl7Px1rLoUDGxh803XsMkYllz4cjpSKc796De5/ydfY/+Dd7Lh6h8z/ZTzOfVdnwUlOe5176Nr6Yls/OMV+MUROhYey+IXX4btpZm8/FR6HroHgD333kB5sJulH3s/2ZYpWLZDMDzMA//1X+xpaebYt70Gse5ncNg9bc88Fdm+KE40ToD5r389QSEmDlmJLI0LVrH/np8gLIdk63Ty00+kZ/Uv8fJdNM09k8FNE3t/p9rmUBnaM/Y52TKTvgd+E3d14xSCkZggkWqfh5vroO/B+B3GH96L1zAFf3jPkQcFUq2zx/5veWmkkxgXmDsI6STHJU+cZJ7O4y+ld81VhOUa2VZYNMw4kVTrHEq9m444Rh3PfoSBT1gsIj2HYvdurv+3d+GPHlISm7rybI5/wwcwYYD4a6pyRqN1hOUmWPXuz7DzzhvY9OdfEPoVphy3ikUXvpJkPk9U8ZGejeW4BKPDGAyOa+OoCsqkGO7ZQ2N7J6ViBTfbyMjeHSQaGpGWxf4H7qRp5nwsW1E80EuipZF9q2+ja+mJRKNVBBZWJkH7gmO54xufYPmr3kEikyE7pYPuO+/jof/7P076/Gdwm5uwEmnshIOxJGLayZiojBzYiMy2Ihqmo3WIFBI72YSTVRjloyKFUSFu1iXRNJOo7COEwG1uxhiDjUFKC6UUmzZsZOnSpVi1+aidzKP8YkxoNhGJbHaM1PlwxyMvP56EkMw3HdHdQghs77FJnLvpLG56YnKgeNic2E4cOrZwEthOAhvwmLji+GhzaekmwX16SKt1PHsQlIaQwiLwfcJKiaA4Sn7SVEy1yMjQMNtuuppNf7p8LLlke0lOe/fncRIJ1n/ne9iey7xLX0EQqZoFTkShey9dy04i0dSIqUTYqRT7brqF4B1vwS7uwjvjvfg3fQ257pec9oZ/YvdDa9n0l98SVstMXn4qi174RvyeAc7+7ncwSmFnEngNjQSlIZTeRe9D14PRNC84D6Mlt//Lx+m+4w7mXnopdjpNVBpCVYbw8p1YmVasw+4DyxtPXhDSwqnFAdz0kfd7Hc9sRH4FoUIKvQdwMzmE49C/dgOtC2ex/KKX0Ln4WNZdfQXVkUHaFixn6cv+gURTG5aIMCZWw62jjjqeXugoiPMMRyH1H7Rmk04S/bAClMrwxEqAddRRRx1/76hnMZ/jENIiCqsI6aCjACEihJuMk98mwO8fwW1pQxNiGRObP6HASaK1iC0a/CqqXEC6HjKRhcAnCn2ojBBG4GVyGMfDlAv4pQLGSJLNzTFDMaqi/Ao6CNDlAaJAkmhuRgcVVFRFDRdItrRgC4lSEVJVMU4WK+HFgVJj0GFIVBhEhwov34SJAvxSEUtEuA2duPlmwtIoxmgqQ8Ok21uQlofwKlT6D+A4NsqAl20iLBfwasEbJ5U+FFzxvFp/OQc77lAfHk5gEAIsp7bJ+BeSsfrXhwVupJTj/LQeDQ5uf3AKYg47XkxYEAghaooc4rDKJ4PWBqNDhNIobbBsh8gvY3QsiyUdD0tamIRDFCq8dJ5lL349C899EQiJm8mijUVYjvDqanaPCnZzM2FhGDubY9sNvxlHcgAISgWu+efXcO4nvxVXUWdSBKOj5GbMoGnxYgYfeojfv+w1PP/Kn+Ke/k7sQi9LznsB889/JdoYrEQaVewm3dWMcFyEdBCWjdGCarFIODqKm7Kxd19H69wz6DzpsqepJ+qoo46/BSqoEPkFKv07EEKSbJ2Jk2o6lAisodSzkeyUYxnddc+45f7wXhpmnky6YwGl7g1ElVGSrbOpPMzCQjoJGmaciA6qFPY/RNO8sxnafAOtx72IHb/6BGCYdcnnKHdvRlULZKevwG3oorinH4TgmHe9i/Xf+Q7dt9/OPV/5X45/31tZfEYHk5eeyLprr8IfHWbSMScw+9RzsAfXYU1azszTns/U48/Cy2TxEh5iZDcc/1pEphWNIOkmicojaKMRtos/3Aemn2TrLKSTpGH2qaB17D+uFAiBm23ByTaTbJmBUdH/Z++uw+Wo7sePv0fXd69b5MbdhRABQoJboUjxUtoChZYiRVvaEqBQWlqkFPu2/aEtTrFQ3AlBEkKMuOe6rO+O/f7YZJObe2/05lrO63nyPLkzs7PnnJ0zc+bMZ87BNlPEKpdSvfA1/CXDQfYT3byInL5TKBl/JlY6lhlC30yjuPxUfPlvrFQUgMY1cymbdB71Kz4iXrVsS0lJ+EqGEug1VgQ57EdW5RKMBS82XZgMk3z3T3iOvxUpULTrfaTj1C55q8W52WKb1xPoMYjC8adQ/dVL2JFNHHrZb3nnz9fx4d9vAWDmjfcz6aLfYJsGkYoN1K9dxvt3XomRTHDi7U9R1G8sxb8ch4MDpo2i+ln7+dv4i8o45tZHWfzKY0Qq1pPXZwiBst40LPyO8hmHQmGAyb+/gXQkjOMtxH30byFei5NsRM7thSPpbJjzFYfd/zfm/OYmaubPBzLTUw065xz6nHgsK5++DH+vUfQ6+pc0bsy8AZoZqWQgqYaNFAw/FtUdItGwgZx+k7PTt2yluPzk9JvC5rlPAhAsn0iybh2ObaJ6csgdNJ1YxVKKx5+B6glRNW/bb6F4QuQPncnmzx9vFljlLRrUZNhjxeWncOQJVH79PE1GhJEkCkeegOJuOkKUHiik5KCzsdPxzOg6mhfF5cPZ7cnZhK5GkhVcoVzi1Rt565ZLMBJNA3zWff4OgZJejDztp8jbjUa37b7IwbLMLf+XkRWNVMJE8XgZOP1YyidOBdtG8wZAVrFMBdXnRUrUYlkaycZavHklWJaFEalF3fw+atkUGio3EgwGWP3525SOOpjKxV9ROHgUeX0HYyTiqLoL2aNhpVKUjjwIy0hhmWlcgRCa24u/qCejT7+YTx+4mVCPPuT06k+wtJypf74TO5XGqG1EyVPQiooy949bA43z+2Tz3iRcXlEzow3uMLCett3MPjs+6N/xXrOlgGZBONCZiSiSlQbbIRZtJFq5gXn/+Tszb7gXxTaI1FZTs3oFS2f/u+nnUgne//PVnPjnZ/ju8SdY8vhTlB9zFJ7CfFKmQ79DT+CLf93J6DMuoea7hfg9JdQvWsS4a67hnUuuZOYDf0VSXLiOuB4nXo8dr2fQ9GPpOXEGhmHiCeYgWRaWJzOdlK/HANLxOhRXPpqjYZv5eAp64crpzdrX3+abv16Cr7SUg373OwpGD0NxS+iBHkh5PTuoZIX25DgSyXA979x2GSfc9QymEUfRdVIRA72wL+V5PSgdMhpH1lBcbhxZJzMAbWYqJ1UEgwlCh7ONLe1ZpeXAI9tMZV5KUVUcy0GWpMyoZEC6sb7FzwiCIBzoRKBDN2bbmQcBRkMDtmGBS8ObV4gky8QbqpFNOzMNgyKj6z6MWBgrnkB2SyiuAGgqVjJOqrEer1fHlDUkScbRVOREI5ZloHpDyLobWZYxEtFMv6biRkJC1jTS8QiObWWGmXTn4Qm5MKKNOGYKK53AW9wz04llpEiF6/F6NCzYMvqEjKR7kA0H07TwFZYiyzKJmnosy0byeHAccGwT28gMpWlJBkhaZnoI2wbHwUgmcReUIWsamsebmcrD2fuRFlrbplnX+g6dc7vFcTBNE8dIYacNZJ8fTdMwE3EUTGxJA0VB1XQc28SIhAE5E7SxZfQFKdmIadmkDQc9lJMpF8tAxQDVnQmKUDUky8aONhCvqSHQpxeKx8mM8IFOdMNGPEUFu5/uA5iZTuMYSczGDdhGAYtefqzF7WJ1m1B0N+PPvYKvnrmXqXfdxUeXX87Iyy7DSqfZ9OGHzLn5DsZfcw1aqBeGkUJ2JGRUFN2FXtg3c+zJMrKZJPn2HTiNG1HYrnM0vy9yTo/2yrogCG3IMRI0rPiIyMZvssv0zYvIHXQYVfObPgSObV5MwfDjyB10OI2r52AbCWTVhb90OMnqtdiJBGWTf0Sydh25/afiLx1GeO2X2GYKT2F/AmUjsSwDI9lAqHwCqcbNFI39Psm6dfQ77RYSFcup/upFPMUDyB1xFEgubEfHlZNLr5kzsdJphl5wAcN+/GPS4TDhmhTunADFQwdRMHgstiSjqTJYFgklxOJHn0OWJHoePh3JnSZcWU2g91DWzXmH/N4yHo/K4n9ehKy66H3Mlax64Xd4igdQOP5kpKplKLk9iTRWkKhbR6DnaBRPCByHeLgClzcXyzJI1q/DVzQQOxUnHa6krnEznvx+5A46jIbVnxLdkClXT0E/Qn0PRlI0CkYcR6J2LaoniOwvQ3YHKRhxHHZ6OraZzgQG6t4mo2wIbctONJLeMchhK8vA3DAPfejRu96PmSYdrmh5pWMx78/3M/rKn5E/5gQ0WcL4+G8c+bOriMshwhUbcHCQbAfN5UX3+vjmmb9jm5kOqBev/B4jTv4RAw49ERyZaLSCrx+9k14TDgNZBkliykU3bBnWXWfzZ18Q6tefSEUtmt+PFgziLcjDNG0iNXHsuIGZkFjz+D+Jba5gzOU/oWHZq0y581aMWAozHscVDKLl+MBOM+SCvyPrHhrXf0O6cQPeokGE+k5CVtxkAlwNar97h1TDRvKGHknpQecS2TAfKx3HWzgAd15vwhsWEOgxCl/ZcBzLJFG7muJxpyNrmRHU/D1GgSQTXjcPWdXwlw4n2OcgNG8OkqxSNvlHNKz8lGTdWmTNQ6jvQXgK+jUZpUGSZNx55fSYciGN677EiFSjBYoI9R6P2so0JKrLDztMkWVZezIdhtCVpMJ1eEL51Kxc3CzIYatlbz7LoCO+D7lFqIpKOhlD8/qx0wmQVSQzja26sC0DybZAguiaTQR69UL1BDP3f6qLyPrNuPJycSQTTdaRGtfj8hew6oNXKJ92NGqgCEmfiL7mU2qsfCoWfUXfg2ey6uPX8ZX0xjFMIjVVuAM5aB4f3txCbMdCcmQ0T9OHRLrXj+Ydz5E3PUA6FsZxHNzBXHwFJZl7YEEQOlyiuhLN58aO1ZJyXKRjET68+3qOuO7PmRFforXUbdzAsjefafHzjm2x6qPX6H3UUaydPRsrHgXySMfC9Bx/KN+98TTznrqXMWf9HEXSCPbpw6qXXmL89dez8NGn8RQV0uvwQ/GW9UTyFWImk2ieAKpuY8XCKC4fvh7DSIU3YxpxPPnlpGO1uPxFaJ4Qq57/XWZEstFncOQT/w9sg/DKt1j59H0MufBhpOCug0KFri/zEptEuGI9iYYaXr32bI6e9Q88RUU0rl6DZRgUjRuN7M1cexTVgy1ZyJqGkUzizRXHiSB0BtkRHVqduiJzX4ms4jg2g8qLaJAKqVi9kGS4oX0TKwiC0EWIO+9ubOvz9cwwldaW6Si2rgQcCUV3ZTc0kgmcVBpUma1jCUiKgizLgJ0Z3hqwksktw2bLONK2Q0h1ezHicexEHMhDQsY2DXS3GxwTRVO3fD6Bg4VlbRsS23a2TLuw3egHkmVgJE00txvbyAQYOLaFqruwEonsUMaSpGSmrojUY2Nnh0FwbDPz5qdjZUdlsGwHeSdxB1tHR9j9Mt5uDtktbx7tbF7ZzL6dbGevbZnIkoxhGGguF2Y6iW052NEIrrxCrC1pUVQJknFMW0PbMgSoJKuY8QRYDhJptGAhtmGiOCYyDrZtZb9Hw8JOp5AlC8eVGa/0i3/ezvhzr8RdkE9sYwXRjRuRNY1Az564Cguw7BaGSxeaMW0bKxFm83sPUHbcb0g2tj6M2OL/PsbQk85jzOmXsP7rjzn0gfuJrFpDKhxm2E9+gre0FMXnA01F03QcSSa8biOenCB6QWF2yFl0L+4ZV2FtXIC58iOQJNSBh6OUDEP25rb6/YIgdE66rpNq3NgkyAFAVjRsyyB/2DE0rvoMM9kIkoS3cCCKy0esahl5g2eg+QuQHFj/5n2EV3wGOBixBoL9xxHeuAAJ8JWNxBUqzezTSCDLKnqgOPNwMrc3RrQWd245sh7AU+omUbWGQJ/xOJaNEVlHZM2XlI4+ivS7f0IpGIQ66DRqlywlvHIleUMHowfKMNIWtiNjpxNEow1EKjbgCebT/+STUL1e0qkYactG9eWy8q1n6TF0JOry/8KgI7FTMexUDMexwbFJVCzDiNWD2Yhtp/EUDsJTNBArnSBVtxZ3QT/cgSJk3YcqSaguP7KqkzPwUEL9pyBJSiYQ0jIIlk/EVzwEHAdZdaF6Q6guP5oniLegH5ZlMX/+fMaMKUJRFBRtz4bnFvaBbeFEq1pfXbd29/aTmVcMnOYPyY34BoL9+/HmmT9i6IXn0//IKTjxeuRvniA08mQaLItgWTnr5r5HyahJVCyZx/F3/JuFL/2T6mUL8OQWkNdvGJKm4aTj+Et7MP7sX5COR/DmlyABn/3fH4lVb6Zk5CT6TT6WdF0Dqdpa0g0NuHJzWfzKK/Q55ig0n5+qbxdjRCL0/97JeItykSvnEpr8A5Kzf4c7UAS6H2dVBXaiHiQF93E3QzpGTukQnJLBOKqHxlVzcOX0wJ3fC8eGgmFH4zg2kiQjySrBflPBNpEAy0gS6j2edKwGO50kVrkUx0qTsAz8pcOwUjEcM0Wibh2WkaRg5Amo7mCTB7S6v4CC4cdim0kkSUZx+ZqVM2TOWXqgkPyhR+JYZuatdFncbgoZut+PA4Q3tV6vjUQMyzSwDRPDMrFSSWzLRHO5MlPypWM4poOjyCDLqH4/nlKHVEM9kfUbsE0Tf8+euPPz0HKCxDYuoz4SoajfYLSq7+g7dSbJcAOW7kJzubBLh1KkB8jp1Z/a9avpNfEQZNWNmU4RKC7DE8pDde367VfN5UYr7d2GpSUIQluxTJNYRRU5vQrAk0O6upp1n79Ln8lHEF7yBjnlQ7AMA0mWiFa3EjQJNG5YRV6v/iguF4rbhWMauL0+LEfmiN/8nVUfz2bRfx+l36HHUzhoNEMvuIDw2rUUjB2Lv6wMNZSP40hYaQctlA+2nQm0lPNwsMEy8OSVbxkq1MFlpGD9V5h5fYlvXgpAZPXcZulKN1biLRm4v4pP6EQcy0aWFaKVGwFI1FYQ3ryenLJyvD1KMcIRKj//Ei0QwNejB0p+EFnRsBLxFqclEgShY2wNqM/28e643kgiqRqKrGDbFi5dJTe3lIrVC0mHG9szqYIgCF2G6Hk6AOi5+aRqqsExiUfq8QZy0X1eHNNB0WSM+lq0vEJ0f5B0sg4bFdmMgxLIdLAWFuNE69FcHmzTzHR86rmQjmNDZjoIbwBFU1ECQcxEMvPA37LQ3D5kRUJSLJxUEsftRfUFsJIRVE3DjMfRA34UlzszLYWdBCMJ+HA0D3a6ERsNx7RIJ+O43F4UbxBdksFM4Bg6kupCVpRMkIJlYJtJZM2LK5QLkooRrsnM42ra2bmfs8EIloUtSU2ml9i6zrFtHMdBVpQmwQ+O42wJ/shE9kuKimVZSJKEnA16sHGQsEwTRVUzIzUkEyhuT2bobVXGTsexDAeZJJLqxbYsFM1FOlyBpmlIyVpSSQs1vxg7nUZWPCiSjZNOg6qDbaEHghiRCKBhG2lkTcexXWAnM1N2pOPIbj/YaSzFhWymSVtx3H4/BQNG8MyPpzPxopvoc9Dh6PkhkGUilev58oEbmf6rP7fjUdp1qaqKZSZJVK1AkmSCZX0Ib1rT4rb5/YeSrm3E37MX/aefiJVOkjd2FGWhw8C2sdIpFtxzNytfeBErkaBo4kTGXXstrpy8Zg1g2ZuHPHA6Su+JIIGst/zQQRCEzi8/J0Dj6g+bLXdsCyNSRaJ2LTkDD0X35WGl48SrllP1zUtIioavZAjRjQvxFg0gf/QxpGrXkqrfSPXnTxPqNwHNl48RrqRuyf9a/O6CkSeR2LiEDW/dh6d4AN4eJ4O9gtr5L1H95XNNti0ceTToPpyaZUg1f6C471R6nHkidrSKTZtW8fUTf8VbUIyqexh/3lUUDR2L7Zgomo5j27hdMvLGuZAM09ddi/3FRyCr2FuunXqoBDOx7cY91H8S5vt/Rh91ClYyip2OU/3ta+T2m0LdN29Qu2A2/U//A6o/H8UTQpZlbCOFovtRt5uP2HEcbN0HkiSCGDoZSVGRg2XYDetbXK8U9t+t/Si6F3/ZcKIbFzRbl2rcQJ9jz2Pt62/w1R/upO/Ml7LrrG//S8n0m3jj1z9k+jV3o+pulr3xH5a8+jgH/+RGhp54PlYqwbx/38/EH13DnIdmEd68gWmX30qgtBxsi3i4nrHnXL4l4FVm1UevoUoavQ+awRe/m0XVF5kpZpY9/jiu/HwG/eAM+p9yAtLCf2MvXobtyYGe48BMYdc3LQel1zhQXaQ++htOuAK5ZBg1aZnqea8AMPDce3Ask4pvXiNRvZr+J92A4gliOQ5WKo7q9iNJEunwZpAk0rE6gn0OyozQZqaoWvBfzHhm+FPVE6JgxPHNghy2klUNWdV26/eQZRVEgIOwAzkVBa+L/H5DW93Gm1eEoupIEsiShao4rJ7zLr0nHkJs09eEeo7DfvcWpCm/xHb5kCQFd8CHFQyhBHyAkwkKl2SwHQLFffDmJzP3ZCXDUbFxu/LB5UXSvFiBAmwjgVtS8Bb1bHLtEAShe0hUVqD6/WDEMHBjOw7hTWsYdPhxVL5zBxz7KxTdTSrSSF6fQVQu/qrF/RQPm0DV65/S/5Tv4crLI1ZfA64gdjKKO7eIocedQ9+px+I4Nrrbj+Z1ZUbJNNNIuoZtGlR98QUf/vxyCseNY+w1v8Lfa8uLDpaVDRBUXD4k08ApHojUcxROYyXISrYva0daUIzEeSBwHAfbtJBcGqFe/bLL3731EnxFvTj+jieQ3RqesmJ0fwhJcjJ9l1YKPbewA1MuCMKObNPMjOigtDyig2UkUVQNtry8gSIh1a8EMlMjC4IgCM2JHqhurn7JEuSAC39Jb2QzTtqwSdbW4A75MWwD21FIx5Kg1WfmTS0qAtMEK4FtWdiWhRFpQAvmgpXGTMRQXC6cVAzV7ccxDTRJJlFViZabg2mkUfwBsFIg60iOjaQHcElgOhbpqgrcfi9KqBA9FSUVTYJmIZkWGBKSR0VVNUiEkTQXrkAOlm3j8XswIo2k4lHQ5Mxc2a5MYESqMY6q2Ciahm05WCkDx4oju72YiTh6sADJTJGOJ9G8Xox4FMXtRZIkLBzsZBLJ7cKxwTJSKKqMLW+ZLkLTcWQ5EyiRTiBr7szbRJKEJElISFiJOI6iIsmArEM6AY6BpPuR5cwNiZWIIMk6djKCo7qRbQnTsMCxQcpMsWHGwzimgx7Kx7EdsCKouoYZbkT2+AEbTVGxjVSmM12WULBISxKyrpKoq0Tz+tG8AWRJRpFU7FQKR04iaX7seCPoJnaiEdtOUDpyEq5ADl88fAtfPHxLk+NmxvX34C8WczzuvkwgjCe/hNFnXMJHd1/fbAtPTgEFg0YiJS1sTHR/EEnKAdvE/OY5rGVvg6Qw8owLGXrhj8G2UX0+XKFQs31tT27lrUpBELoORZZIG4lmy1PhCnL6TaFxzVxqvn0FxRUg2HscnoJ+ePL7ICk6istHw6rP0LwhYtXf0eOoy5AVF6o3l0TdGjRfPoGeo4lu+rbF75ZVna3nMNUTJNUQRvebLW5bMfdZyib+CPOzB8C2sFZ/gtp7Asacf5J72K8xkwkqF34JwMavP8p+7pBf3k5pgYo97z/s2EUr951K1eL3AYnSQy6gau6zABRN+gGKomKaaeSC/ii6DytSQ8HgI6j68gUav/sIV14v0pFKKudnAjLyBs3And8bRWs6so0kSShiPtpOSXIH0cacSur9u5uvVN0oZaN2az+yopHbfyrJ+vXZB/dbFQw7Bk9RIdP//neq580jsrEGb26vLUEFDtqylzni1/dTtWwB5ZOPYvQPfsZnD9zMB3+5psl+1n76JmPP+jlv33op791xeZN1Ln+IKZfN4r0//hKAXhMOo3TEpGyQw1ap2lrWvfkWfSYPQK5elsnmoJk4sgKqC8zUtjzl9kIbdXImeHbrtByeXNL1a7LbWKkYq569EYDex10D3lxMHCKbFmEn63GFeuEpKAdZQXUFcIV6oLq3TRVRetA5mSkBAFn3ZKaSEIT9RcoElod69sVf1INo1cZmm4z8/k9w5xdjxuMoLgVpw1yKBw5j/jOPMOa0c0gloriGHYv5zu8BCanPVJK5/XCSEdTIWvSxZ6BsGf1uq52F57Q0fYogCN2LbVmYkQgEQyiKjgQEy/pkRoOybSo//zelB51KsKiEocef02Kgg+b102PcNGrf/pyhPzwHWbLQQsXIsoShKiArOGYCT25edkQ22zbBzvStWYs/RS4dQ+7goZz0v9nILg3d70dx+1qc2gld3TpQKaovl7wRR1K34I1mm7nye6MHxEPsA4FtGMiKTKJ2Lb78EnL7DKZ+zXcAxKrW88yFhwEw6vSLGX7yhdiNmzHfuxP3zGvAl9+RSRcEYQe2mRlxu7WpK6x0HM0TwsHBSidAU1HtzD2bEYu2WzoFQRC6EhHo0I1JkoTu8yG5NRzLwpZkiNUjeUJgmsiKgqyqaF43Zn01rh59MZNxSBkoPhkzWoOiedF8XnAsbCSQnMzD9XQyMxKCJIMiowUC2DaosoEkazimgZGKoqlqZpYM1YuTTqDmhLBlGTPciMvrQvHK2LaFjA1uL2lbQk/VYLhz0YwUsuxgmjaWmUbSNCRVQ3IcbEAxE1iWhK5rSFseYJhGLY1VG8kt7Y0Zj2eCDJJRbFtC9Wikw1EcBSRVI1nfgCfoxUbGTidJR+LooQCGRSatmoasgJmMbxnFQcWIJ9BVCyMhofoDJCNhNK8Xx4jj6F4wUpimiaZlRoFwbBtJcjBNE1kCTZdJxqNobpXI6nXkDRsGRgInFcNBR/FqYJjYhoGtayiyRGNtJbk+H3Y6jZ1OI6kKJOtB8ZKor8dVVEKqrg5FU3GsFEZURvPqKGYcR1GwbRvDspEVCTQ3Gia2O4jb5efI3z7Ipw/cTN2qJQC4g3mMPfvn5JQPanX6DaGpZGMjisuPnlPKt3/9HgN/9AgH/fh6vnn6AVLRzJvJhYNGcfDFN+EO5SPnq6RfuBLb2TI1yPZTpTgWRDfjGzCl/fMRricVDYPjoPuDYmhDQWhHsaRBML8PkR0e0OLYJOrWEOwzifCaz7FSEeqXfwCA4vJTOOJ46pe9R07fg5FkBSNWS/2KzMgQ7rxyAj1GUrPof5QcdDbBvgcTXj2nye5dOT0xw7X4e40GIFm7ntDgw/EUjKVuwavN0lm/5F3yR5+McvCVsPlrlHQtdrwR1yGXIW+cwxE3PcCch26helnmrXqXP8SoMy7Bk1dEYzJKaOBM7FUfgZXOPMQeMJ2knkNqxTcMOPNPRDcsQM/tQY8ZF+MKFmN/+Rjq4JngDrLu9buIb1yElczc2Muam55HX054w1fIqotQvyl4iweiekItdxgLnZZcMAB94nmk5z0LZhIAyV+E65CfIXl3v2NW9YQonXg2qXAF8arlqK4AvtKhqO4AsqrjLS6m/JhjSNZXo/a7iPQH9+DEanA2zcfTsJ5eY87FNg0KB49h6s9v4ZtnHyRauRHV7aH/YSfR//CTkBSVab+4jS8fvYtkODNVVV6/oYw96xd8+f/+BEDh4NEc9KNrMWNpyg47jE0ffJBNY+6QIUy95QbkxY9l8l4yHKV0OOkvnsA1+ac4tokTq0PO7YnkDuEYSRwjueXTElKPMYQ/yswf7i7oQ6o+86A40Hci7oI+NK77ilTdWvwlQ5GCpaTDm6hf/h6aL5+SCWei7hAcKR7yCu3JdoWQatbgyu3BzBv/xpxHbqNyUSY4TvMGGHHyBfQYPw0nFcWxLVA8YBm41r1N34lT2bzoWwJ5Kq6eY1D6H4a18kPsNR8jrfkYSfOgHfoL5G70MMdIJkg21mIZaTS3F29eUasd4oIgtE6SZdLhMHZZAbIRRVFVeo4/hE3zPsTfZxxVnz1J0UFnkN9/OBWLv2byJb9j/n/uJ9FQA0Bu+SCm/vwWFEvmoF/fgOpxYcsq4UWvoQeKCfSZhJ1OoJhJUq9cs8OXb5tWSy0cgK/XoD1Ov6J7KDvsJ1jJKI3LPs4u9xT2o99pt6L5Wz/vmekUiYYarHQKze3Bk1uErLQ8VLrQuUmyjGSDorhQfTkceuUf+fLRP7Nx3ifgOKguD0OOO5sBh58Mto359q2ZDzo2tmWRqK/BSMZQNB1PTv5uTcskCML+sXVEB7mFER0cJxPc4AoWYVtGZkQHVx5SKgwOpEWggyAIQotEoEM3JssyaiBAdP166KEgSyruoB87shnH0x/FSWGYBoqmYUouzBVzkXqNwsBAkXLRPCYWKnYsgaxvGUbP7SUVj2RGP7BBdgxsR0XVZEzDwEJHSUaINVThLeqLLak4sUYUVUaWNIxkElV3o3i8GJaFLqUxbB1ZcVBql2Pm9sdw5aMZDRhqAFWR0d06yUgjisuLrCpYyQQ4MpLPi5aKYdoKspHENhNouobXn0ukpgpd9aCGQpgpEz0YwE7G0QNujISZGU4wJ4d0PI5tpFCDAWRNJVnbgJ4TQHEM7DTYqorkOGAnUSQdhxSWloNKnFRdLZpHJRUL49J1zMZNyMH8TGADCooRI1UTwVWQg2OkiTWsw1fYD01xMAwDf1Ehc2fdwpirr8Tl9pOKVBLesIbc/pOwHJV4VQ2+4hy8gRBL3niGwYd9DzNdh6YUZW6YrSSa24OciiIpCrIqk4rHkKUEkpSH6guiJWpIO6DpLtD8RKtq8BQWENvwDe6S4QRKy5l+9Z9Jx6NYRgqXP4QeyMETzN31ASZkpNOouXn0OuYqVj59HWtf/h39T/8TZaMnk4o0ougudK8fPZSHY6VJNdQgFw/G2dx8eG0Atdf4/Z7kVCxCqrGOaPUmNG8A3evj6//cz7pP3wQgt3wgky/5HXl9h6Bo+n5PjyAc6Boaw/QcPJHopoU4ltFkXXTTQsoOvgBf8WDC677CTsfwFg/GnVdOdNNCLCOJlYrhLRqA4gpgpTJDGSbr1oJjUzjqROx0Am/hQHxFA4luXIhjm7iCpaTrN7HqhZvoMfMyCsefQvVXL+LKdRHdHCbQZwKRNV82SYuse9G8buxwGLPwIGqWfYfxTQU9DhuAPqAAJdHIIZf/gXQihpVOoQdCSIpKOlyHntsXxzMMfeDhSI4FqgsLCbeRonfPEciqC5cvBL1HIhkJpIY1KMOOQ8rpyfoPH6Vo/Ck0BIpIN2zC13MkeSOOQHH5cBeUI6suVJe/1Tkuhc5NdvmQ+h+KUjYaJxUGWUVyBZC9OXu8L9UdQHUH8BW1Ple15vNROec1cideiCbZOLFqJH8RiaTNxrnv0WPcNFzBXGZcfx+OZSGpKprbi5VOYiZi9Bx/GAWDRmHEI8iqjubxko42Mu6cy/EXluIK5GCG40iSw8Tf/BrjiitI1tfjCoVwhXxosdU4Q45EKR4Kug9rwzzUAYciBUuww5tBlrDq1qAUDkRyh0h/9n8gqyijT6Py27dwrDRaoJDex19D4/LP6HvK7zHjDajeEOm1n2PG62lY9WmTPOcPmdksyEEQ2p1lIfuCmMko3oJipl42CyMexUwlM/cg/iBWKozsKkB2olipBGqv8ZiLXycnUUeg9yHIBf2wcbDLD8I1eCZOtAZJ9yD7C5E8Od3mOhCrreDrJ+9j9cezcSwzG4zee9IRaB4vifoaYjWbcRwHX0EpAZ+YckMQWuPJLyC+uYK0JeNxufAEvSArFA2ZgNs3mfjGRSy852SGXfY0paMOxkqlKBgwHMtIo+guXP4Qmi+ELNkgyYTXfYFtmeQMnI5lpKj/7i1AJrfPQUiBYpxI5bYv3xLkgCQj5+z9iJl6oIDyE67DjF2EGW9EcflQfblovpb7bRINNcRrq4hUbkB1eahbs5Tv/vcMw048j36HniBeauiCZFUlWV+P5PYT37gQT8+RTPrJjdnrqO4P4vKFUFwaxn+vyHxI0XFcQerXLKVx/UpUtxczmaB+/UqGHnsmvoKSDs2TIByobHPLCJotBJ7ZRgrHMpE1N45j41gGau8J2JVLwdmIEReBDoIgCC0RgQ7dnGPbeHuWYUXjJCKN0KscPViGnG4Ay0B3BbDcOm53EVbEixytRUs1kDLTaKE8NMXE0RXMZAokC0lOovkCKGaSRDxBMpnEFcpFsiwkRcEl2Zj4cRd6sY0EsurC1iQcFDBTuBQJR86MkqC43JhKANWKQTqOXNAPLVGP3biZdKAERbGQLMDlwpNXgJVKkWqo5a1ZFxOvq+TQK+9kxXsvUX7wUZSOGAeKioyFOycHNeXBTCYxGxtZ9957DDrjNDSPHzMVQZJSqIoP27EBG0nRMOsb0UMeHFvDjGQCImRJzkxfobtRNS9WKhP9bMXqkDw+3H6VdFrGpSukGqtR/fkY8SiqO4BtGSCBpyifyNoNRCs3s37Jx/SeMIX8gSORZBVZSzP60kuo+eorSqZMRQ8UIys6DSs+QXIsfL3HEa2ow1+cw8CpM4k3VuHNKcCIVlC76guKRh6BHvSSjqVw+z2k0wYubzAz3UgySiJaS6CwBN2IY1cux0oncRcMwwg34CsdRLJ2FZUL30Lz5+HtMQJPYS8UzY0rIIIc9oTicZOORvEUD2LwDx+g4tMnWPHYxfj6HkSP6RciqW5AZtFL/2Dzgs9pWL+KE353L0rNcthhqHqlfNJ+fxMt0VDD10/ey4r3/psdTcKbV8TBF99EZOMa6tcuo37tct646UeceNez5PTst4s9CoKwrxzHQXYFKZ10HnVL3iZZvw4AT0F/8obMQPWE0Lw5uILFOLaNrGYG4s7pN4VQ+UQkRUVWNIrHn07V189hJsMAJOvXgyQT6nMQkQ3fEOw1Gk9eHyrn/IdNq7/ESkZQvSFkRaXwoNPxl4+hZv5r5I08Azt1GjmDD6X66xexU3GC/cZTOPJopM3f4O4zGcdK4586DidajVWzgERoIOHaRiCKyx9C0d0oikYy2ohlGFjpJLKqYtk2dWuWIisqOT374fJ6UBQJjDgoMuT2xFF0JEnClhXMRJTig04HSaL0sB8jqy4U3SVGbehmJEVF8ufDTt5KbCuK7qVw3ElUf/UiNd+8juLy4et7EIXjT6fH2KlIkkxu7wGkIo0kGmpx+YPIssy6ue+RjkUZdMQpmIkY9etXkVfeHyuygdrPn8GMN5DOKaNkytm4lQhUfYfa52DcpXkEinwgq5mh+3PG4lQuJb3odeTe4wknU4SXfEL+CAlfUZ/Mg1rNh+wJYsUb0MeejhQoJhmpx11QT7/TbsOV24Po+m9JN1YgKQq5Q2ewbvZfKD30ApIN64lVLMaxLTRfPvlDj8QVKtvv5SoIuyIrCum0hqbaGKkY6eql2A64QoVE1s0hb8Ak9EAhseoKHCwWv/w4Bb370rt8Evbaz5Eb/g2ArWjIxUORJ56P3GtsB+eq7SUaann/T1dTs3zblFPJcB2fPTgLX2EZycbM/610ZrQXRXcx/oJrMXr2zEwhKQhCE6rHg793L2KbNiOVluLyq3hCuahuL7ZpMPC8+6n56gWWP/5zVHeA4kMuINB7LLbpYMbjqJqMYyVprNrAwhcfIxmux7EtalYsxF9YxqFX/4lgjz6sWLGKAZN+ROqdP20LcNhCG/19JHdw3/KxJZiTXTSVIhXrefeOy2lYvzK7rHjYeA6+6Dd8cNc12KbBsBPPz8z/LnQtqookqbiKBmLUbaDy0ycIDTkMT24Zjh1FVoOY7/wpM2UKoI0/i2Uf/o8vHv1Ltu/Hk1vI5Et+y9dP3ceE86/Ck9N9RkIShK7CtjIjOjSumU86Uk3hyCOQtwTrGvEGABS3D9s0tgVFqJmpl4x4rGMSLQiC0MmJQIduzldURLy6GkdVCPYqR9Y00okEkqThLSgFIBs/6A8BmchCWd12aKgesL1pUg1hZFnBSZqkbRl/UQ8c22ry5owRa0TZ8qam6s9pkhY7GcZGRpFVFL+LVKyRdDQMkoQrlIfHlwO+XJz8PmiO3eyNHFVzUbV0HtGqjfQ//CTWzX2PDV9+yIYvP2yyXfmUo5h8yW/x+oMoms7Qc84hXlkJto0rLw8tFMKI1YNtonl9SLKGkdAwEwYSEqpP3RI56aC4PaTDEWRVQvcHcRwTcLBNC0n3ois2jpXCU1CGnYqCLAMOsqKBLIED/vKeKB4Pvp4lvP6bH6J5ffQcfxjDTzoXt9dL4bhRGPW1aIEgaqCQ3MFTQdLAsXDnlpCqr0eSPAQLA+CAntcTV7AI00ijYqJ4PciKigsHR3UBMihKZhQHAE8QR/ehOg4goYXySNVU4y7oR4/Df4ptpJBVF5qv6e8l7B5PTi7JxkaslIEWKKb3sVdjmykkVUfSvPzn/KnYRrrJZxa9+zoH/eAmzBXvY21cgKR70YYdi1w4EMm95x2UZipJoqEWMxlHdXvw5Baibv39t2NbJsveep4V777UZHm8roqP772RKZfezPt/uiqzrWmw8KV/cfBFv2lxX4IgtC1JknAFiiga+33sLUPVy7oHRd1W/yRZaXJtlBUVlG3Xa1egiNJJ52EmI9jpeGYaB1XHNpIEe45C0b1ovkJ6TP8pxkGnZ94OcAeQNBcYCQLF/fEdezWObePYMmaqF32/NxZZU1BUDcmxIbdHJi3uIEgKkjcPtWgoquPgKeqVmbJJVrGtzEhQ3sISQALHwdmST29RD7AsbNtGthLZB7vIMrK+bRhVBdA8of1a7sKBSfPnUTLtfPLHnIBjJJE0N5o/DyMRZ+kbT7Pi3ReZfNGNFA0YmrnGRqIMPfE8JKBu/Wo0b4C+k4/CkSTqN66iz8m/xTFTSKobWdUyw8v3GI1jO0hmAmQ3OGArbuRUA0qwCGX8WTiySjC3nFD/yUiuQCbgJ9gTCwnDMNGDJZnPSTZqTgkhfy6S6kJWNAJ9xxPoMwbFHcQ2U/Q+7mokJDzFg8gZMA0cG0nRxUgOQqehaBpGSiOVSKD5vQQGTkEykti2ia+gLzUb1/G/n01t8pnIiIn0u/oOpN4TMBbPxknHUXqMQhs0E6mVN5n3t2S4nlSkAduycPmDePOK2nT/sZrNTYIctlLdXmwjzcf33thkuZVOMffhWyjoOxj3oFFtmhZB6C58xSVIiooZi5GSJBzHwZubC7KCY1n0mPEzStLngySDo2BbaaxkPXogH0X3Ur1iEW/85oKm004CyDLuQA6SpBCLxZD6Dcdz3M2kF7+OXbMSyZePPvwEpNzeSJp7n/KwO+eeREMN79z+Cxo3rGqyvHLxV+jeAIOOPI0Fzz1C36nH4i8SQZBdjTc3l3hDA5KjoId6UH78tZkXzBQNSfdifPUUOAZy6Uj0kSdSuX4TX/y/u5rsI1FfzUf33Mi0n88iVlspAh0EoQNsDV6IV60EHKIblxDsNQKAZP0mZM2NonmwlAhg42y5r5MAIykCHQRBEFoiAh0OAN7CQgDMdJqa6moKS0pQdjIv3/ZBDtuW6XgKCpot3zEYQfO1/kBCdgeRActIUbP8Wz75+++IbM68tZrTawBTf34LeX0GZ75fajl9FQu/AKDXhOl8+NdrW9xm7advMvS4sykeOi7zvYqCv6zpTZwrVNzkb9Xdeiewyx8gHY1i2w6g4M7rscMWW+Y29rT+gFor92ObJsfd/jhf/OtOVrzzAivfe4leE6Yz8qyfk9ujb6u/iSu3eSeeqnuylVe2TEjHcHQ3ciud2coOD889RWKIurbkDoVwHAcjHgdZRnF7UF0uUrEwh155J189dheRivWobi9Djj2TocedjRIqQh5zOgw7DkdWW/3tdiVeX82C5x9h+VvPY5sGsqYz6MjTGPn9n+DNbVpnE/U1LH7lsRb3k45FSDTU4issJVa9GYCqJV9jxCIi0EEQ2pGiuVH2oSM0+7bX9nYIFlByy3Dl7nnnZjocxk6byLqO7vFjGQZGPMa8Z/6OlU5SOnISqz58lZJBw3H5AtiyTuHgscx/5gGqFn+J4zi4g7kkw/VM/9VdlI2eDOxbp68g7C1Z0Zq1BxMNtcz/998AeOuWy5qsm3LZzcSqK8ntM5Bvn3+E2pWLkVWV3pOOYMCM71G7Zhmb531M0ZCxDDn2rGzHsaPImWAKRUfW3CQSKRLxOIF8P7rHg7rdw1pTVrFtG1VVUYLb3rRsqYWoeXb2ZqioV0LnpHk8LFi+nGEDBiCrEo7qxeV2k45FMMN1BEvLCW9ei+r2MOjI0xl+0vlowUIIFiIXD0WyTdB9SEr7d2M4jkPD+hV88rffUrtyEQC+ghIOvug3FA+bgOZpm+kj6lZ/1+Ly8slHsPL9V1r93MIX/8m0X/4BzS2msRCElngLCqBgy0ih0SiWYaF4dNQtUzWqHn/TD/i3Te+Q32cwR9/8D+b+4w7q1y5D1nQGTD+JUaddhDevCMvaMoKDoiHn9MB10A9xjAQoepMg3r3h2DYN61fw8d9uom7VEgB8haUcfPFNlAwdh7pdnY/XVTcLcthq/VcfMOO6e1jy2hOkxdDnXZY3JweAZDSKlUyw5pP/sejlxzETUYYddyb9ppyHO6+EcGM9H9zz6xb3YcQjxOuqsEyTgv7D2jH1giAA2JaFhAQ4qC4/kY1LcIWK0PwFJGrW4copQZKkzIiAgGMamZfpkEjUVPP5b3/L2F/9Cj24byMFCYIgdCci0OEAIikKGysqKCzp2Ifc4c3r+d/vf4pjmdllDetX8MZNP+KkvzxLsLS81c/6izNBBo7jbBu+qQWxms1tl2BA9/t3vdEuyKpKXp/BTL/mL6RjESRJRvMFWLxsxdYXZPeKpKjgCSHtcwqFfSFJErqvabCCyxekfNIMCgeNwkolkFUVd05BdpjIff3t0vEoXz32F1Z9+Fp2mW2kWfr6U5jJGBMvvB7dsy1NlmmQjkVa3V+0ahOeUH420MGbV4Si63uZOkEQupsdb6QVTSMaa2DZG/8BoHrJPAYdfTq+/BIc22Ld5+/SuHENZiKaPfdsnVPSFRAjNQidj6LpyKraYhtT1d18+8LDeHIKGHTU6Yw45cfgOGyc9zHv/fFKeh80A90bYMFzD2NbJqPP+Bmq7kJSM/+2coVCLFm9mjGlpc2/wyUCC4Xuz7ZtVK+3SZC37gvQc/yh5PUbhpVOIikKnlABirYt4Gdvg4LbSrR6E2/85oImbelYTQXv3P4LjvvD4xS20WgK3vyWR4jw5BSyed1nrX4uvHkdViopAh0EYRcUlwvvHl5vVbeXkuETOPJ3D2Mm40iyjDuUh6q3HFgoqTqS2jb30dHqzcz+zY8w4tude6o3885tl3H8HU9RMGB4dnmysa71HTkOlpEGSUJ1iYDIrs7t9wN+hhx7Nn0mH4VtGii6C29eEXWrlxKuWJcZQbcVkcqN5IkgB0Fod47jYNvbpjfylw0mWrWK2qUf4SseiG2lcQUzL6zKW9rKtpVGUXRkWcJIxFj5/PPkjxrFgNNO65A8CIIgdEZigmOhXZmpJIte+meTIIetrHSSZW+9kJmrqhU9x07LPBx2bFR365HxwZLWgyU6mssfIlDcE39RWWYIUtvu6CQJ+5k3t4BASS98BaVtOhdmsqGWVR+93uK6le+/QrKhtskyRXPhyWk+MstWoR7lRLcLEhr5/R+j+0SEsCAIrbOMNP6iTLReePNavvx/f+aDu37Fh3+9jjWf/o9Qj75EqzY1+Yy/qMdOz0WC0FE8Ofn0nXZsi+tiNZWEevYnVlPBvKfu44M/X80Hd/2KFe++hJVOktN7AJGqjQAsee1JEvU17Zl0QegWvLkFmfukgtImQQ6dwYYvP2w5YNhx+PrJe3caTLwncnoNQPM2HykwWrmBnPJBrX4ur9/QJm92C4LQ9jyhvMw5qrCs1SCHtrbu83eaBDlkOQ7znrqP9HbrvPnFzbfbQlZVZFWlx9hDcIc6Zuofoe0pqoqvoIRASS+8eUUYiRjfPPsQ6Whkp1Mr5fTqjy9fjPQqCO3OTG0ZMTpDVnVCvUagekJENy9F1jwo7szLltKWER1s0wDVhSxJmWmygYbly9s/7YIgCJ2YCHQQ2pWRiFG9rPmco1tVLfkKIxlvdb03r4gZ19/L2jnvMHDmqS1uk1M+EG+BaLAL3V8q2th8ntAtHNsmHW1sssybV8joH/ysxe29+cUoujsbHDHilB+T339E2yZYEIRup271UoadeF6L69yhPPxFZUS3PPwF8OQUMPPGv7X5nOaC0BZUl4exZ/2Cgh3ezNa8AUpHH8z4c69o8XOaN0Bu+UDq12SGnLfSqZYfSgiC0CXZpsnmb+e0ur521ZKd3sPuCW9eEUf+9sFmwQ7xhhqGn3Bei9N2SLLC8O9dIN7SFoRuxjIMKhbObXV97arFGIlt5x5PTj5FW6Zw3VG/Q46nZuViDr7oRvQWgqmE7sFIxqlZsZAV773E0OPPaXEbb14xhYNH480tbOfUCYLgmCkcx0Ha0pUrqTqSrOArGYDq8uMtLM9MW8G2QAfHMpBUF5pLzT7Ji29u25GsBUEQujoxdYXQrhTdhbeghPDmtS2u9xf3RNFaH0ZQ0V0UD5+AnleC6mRGfvjuf09nohuB0lGTmPKzm/HmijdFhe5vV29t7bhekiTKJx1BOhpmwXMPY6YSABQMGMHUX9xC46a1TPvFrRQOGo07J090gAiCsEua20u0YgOjf3Api19+FCMRAyCv7xDGn38VwdJyjr3tURo2rCZQ3INgaTk+EYwodGK+ghJmXHcPsZrN1K9djievkJye/TNvyRWVMeXSm/ny0T9n394O9ezHhPOv4usn79m2E0na6chjgiB0LbKqEirrw/pW1vvyi5HbaNQ2WVHI7zeMk/7yHA0bVpKoqya3fCC+glJ0n58jb3qAj+/7DfHaSiATGDHxopvwF/dsk+8XBKHzkFV1p1O7evOLUbRtU2S4g7kcesUdzHnkNjZ89SE4DpKiMuDwkxh+0gXoXj8e0VfWrSmqji+/mOrvvqHXhMMYeepPWfLaE5jJTN9Pfv/hTPvFrYTK+iDJ4t1HQWh3RiIzooMkISl6NqhBdXnJ6T+hyaaysnVEhzSSrKC7VKSyAvL6DiG2aVOzXQuCIBzIRKCD0K50r59Rp/6Uim8/b3H9sBPOQ9V3Pl+irGqsr21kzJgxjDv3lww9/mzSsQiq24M7mIvLL+b9Fg4M7lAeeX2HULd6abN1+f2H4w7ltfCZXIadeB59px1LKtqIortwB/NwB3PI6dm/PZItCEI3ktdvKJ/87SaKho5jyqU3gyShqBoNG1ZSvXQ+xUPH4y8spWjI2I5OqiDsNk9OPp6cfAoGNB3ZyOUL0n/6iZSNOphEYx2Jxloim9Yy55HbiFVve6umx9hDcAWbX4MFQei6+h/+PRa9/ChOC9MOjjr9IjwttLv3lqwo+AtL8ReWNltXOnISx9/+BMktI7vp/hzWVtY0edgpCEL3IEkSA4/4Potfe6LFkRxHn3YR7mDTaSh8BSVMu/wPpBrrMJJxdK8fd04BmgjAPCC4AiFGnXYx7/zhMr5+8l56HXQ4U39+K5IkoeguAiW9CZV13ql+BaG7c8xkduoKWdlFkKysIEkytpnKbm+l0+CRiddW7e+kCoIgdCki0GEHTz75JP/4xz+orq5myJAh3HTTTYwaNWrXH+yC0tEoyZoaknV1yIqCKy8Pf48eSLJMvKoKIxoF2yYdjaLoOu78fDxFRdlowx1Z6QRmrB4rFcNGwzRM3G4dVbKQHAvJm0PKcPDmFzH2rJ8z/+kHcGwLX0EJY8++lOKho1E1DSNej6L7d+utGFV3EWjl7ZVUYwPJSD3JcD2yquErKMGKJkhHIuiBAJKqIstprGQYSVFQfbm4coqRZGWfyrUzsIwkRrgaM94AsoLqDaG4c0nV1pGsq0PRdVx5eXiLxNDhnU06WosVb8RMRlDcflRPCD3Q/K0Ly0ij2mkOu/J23rnjSsxUgvFnXUGwsBd22sCVk0uqpp7omvWZultQgOLKBBEpmo6/qAx/URmOZZGO1hCvWoVpghGP4zgO7lA+ntyCPeo0NWIxkrW1lDoO4ZUr8eTn487PJ9XYSKq+HsswkCQJIxpFkiRcubl4SktR93IO5q3nHDPekBnGzZeD5s/fq30JggBmKoadjmNbBpKsY0STJGvqcOfl4crLIxltxEmmMONJzHgMPRjEVVDIsbMeJ7Z5I1YyiRbw4wqE8PTPxU4bRNetQ/Z6sGIxjGgMd14eZiKBEYmgBYPoPg+6R8ZRNGwziZWMYVsGmi8HxZeP5vZ1dLEIBwDbMklUbCZZV4dj27hy88ClkWys2RJIm4cnJ3N9MVMpTCOFg4Mvv5jPH76VWE0FAIOPOp3hJ5wJZpJ0zVqsaC7pSIJ0QwNaIIAe9AExBhVqGA2bSDsa0XUbUdxuXHk5+Ep67HNezGQUy4jjWCaK7kXRvciqeAAqdA9mMoIZa8BMJXAMlVRjBFlRcefn4y4sRFYUEjU1pBsbSTU0oHq9eAoKcAAjGsVKJLCSSVx5ebgLCtD9mTmQHdvCiNZiJWMYBiiKhK5JSFYKyZNDMmUBcMgVd/DJ327CSmc6nEM9+3HI5bPw5ReSbNiEovtQXN5dd1zvI29+Md78YgAsyyK5dkOb7t+IRkmFw5hGAiOZGanJk1uAJ7cQZS/b7dtL1taSrKsDMm+sp8NhFJdrt+9Pt37eTCRw5ebizs9H83qxDINkbS1mLIaVSmGlUtnfWiKNGW/ATidQPCE0Xy6Ka+ej43VnybrN2GYcKxFhaM8Q6YZKPPllHZ0sYQe2baMoLg65/HY+e2gWg2aeSumQg7CSSTx5BbgLC6lZsQjdF8AVCIEZx4zVI6k67kAOwd14oO3YNvGqKlJ1dTiWlT2fKpqW7TNM1dWhuN3ImobicuEpKED1ejETEcx4PVYymum78OageoLtUDLdRzoWwUo0YCUaGFzkwqjfhB3IR9uH81PBwBFM/tnNuHQ/mA5SWgZVwpdTilkXoa5hEe58P7YRw3Fs9GABmj9/v1+7BEEAjCS24yBBi9ORbU+SJCRVwzYy7U5Fd5MO17B27UdInsz5W4zMIgiCkCECHbbz+uuvc/vtt3PzzTczevRoHn30UX784x/zxhtvkJ/fvR6exSor2fT++8y76y7MWKbzwpWXxyH33IOsqmz66CMUXWfhQw9hJTJDnLkLCph2113kjx7drIPDiNVT8elThFfPpXDKxSx4+SkmnfFD7K+fJRWtRvLkYIw8lw8f+iN1q5fSf/pJzLjhXqx0iqJBQ6hd9DrV857O7EySCfYeT07fg1Fce/eAI1a5iZUfvsaCFx7BSicZf/aVFPYewdd33slBv/0tyDbRdXOp+OQR7FQm/4onRPnx1xPoO26n02d0duloLQ1LP2DTe49gG5nfruSQn1G3qI6FDz2MnU4D4Csr45C77yZ36FDRMOokUg2bWf+/ewiv3DYHsL/3aHofdy3uvG0PP8xYGKdyEekvH0dVdI78+bUYUgGfXH0N4VWrAJBUlX6nnELesGF8fccdjPz5z+n//e/jysnJ7sdKxQivnEv1N7PxDjiKTx+6nUR9NZCZp3z8+VfRd9qxuPy77qxI1NTw7d//zsrnnsOxMp3BoYEDmXbXXSSqq9n4wQcEevXim3vuyQRRAa7cXCbNmkXhxIm4Ans2TYYRq6dq7rNUff4Mjm1u2V8P+p16C56ifnu0L0EQwIjVUTn/RYxo5hyAJOHJH0y6zsUHv/gFRzz1GMmaahbe+wCVczLnKG9pKVPuuIMvbr2VxuXLMx9TFPqceCJFEybw+U03oeg6Q370I3S/n8Lx4/ns+uup+eab7HdMf/Be9JCJK6eENf+9FSOceTNBUnVKJp9D/ujj0INi/lhh/zGTcWrmzePT624gWVsLgOr1MuIXlxJObOK7N58mt3wg03/1F1SPlxXvvsSC5x7GSqfwF/Vg/HlX4s7Jx+Xx4cQrWfX0VdjpBD2PupGljz3C+rffyb6FmT9qFONvuJyN79yBbSQomXIest6Ht04/n0Dv3kz7618IDRqMvBftMsdxMKLVVM5/ETNen1koyYT6HESw/CDUA/iBntA9pBurqP76v6QjjVipUub9+d4mbcrJd9xBsF8/vr3vPta8+iqObZM3fDhjrroKgPl//St1CxdmdiZJlB93HOOuuQY9J0h03Xzql83B1MrIKe2Jt+JT0hULkfL6EOs5kw/+NotYTQVloydz2FV/wjLS6L4gub16UP3ty4RXZKaykWSVnAGHEOgxCkXvmm9PJ2pqWPXyf/H178Hnj/2RZMOW86Lbw8QLrqF8ylG4fHv/IDO8Zg0fXXEF5cceixGN8t0TTzS9P73nHnKHDGn1/jS8ejUfXXEFjStWAJl2x4AzzmDYT35C1dy5uAsKmP/Xv1K/eDEAnuJiZjx8N5vev5dEVeYzSDL5o46h7LCfoPkPvNF3knUb2fDmPYRXzc0u8/ceQ+/jrmlyzyl0LDOVonbBAj699lpyhg7l+Jsf59v7/86Hf7ks267IGzWKkVdextu3XUqPMZMZPP0INrx+OzgWeqiEfqfOwlM8AElquT5ZqRTVX3/NJ9deS2pL8JHq9TLhN7+heNIkFtx3H2tefjk7kk3u0KGMufJK1syezcAzTmL9//5KZLvjKNBnPOUnXIceFC/U7I5kXRWxjfPZ8Oa9WKnM9UzxBOl9zNW4S4fhydm7e6B0OIIScfj8DzdixuMAuPPzGXf99TR8t4SyQ0ez4j9/x4xtCTjTPPQ84lJyhh6O6va3TeYEQWiRY6a2BDpIOw0uchywjQSyomNtCXTQPH5MMxNg73ggVV+Pu5s9rxIEQdhb4unmdv71r39xxhlncOqppzJgwABuvvlm3G43zz//fEcnrU3Zpkl4xQq+mDUrG+QAkKqrw4hG+ezGGwmWl/PN3XdngxwAkjU1vPvTnxLfYR4ox7aoXfAG1V88S+GkH/LeXTcy+sQfIM97FGfLAxNr0Am8c/dvs0Psr3z/Zd657TJcfh9V37yAEa/bfoeE135BdPMiHKf50KC7ko5GqVwyj3n/uQ8rncSbX0zZ8IP54NJLGXD66SgeD+n6jWx69+5skAOAlWhk1fO/IV3ftee5SlSuZMOb92aDHDxF/YlXWCy472/ZTiSA2KZNvP2jHxHbvLm1XQntyIjWseGtvzUJcgCIrvuGta/eTipcnV3mxKpIf/YwGAmcZCNOGt776cXZIAcAxzRZ+eyzxDZtomjCBObfdRdVX37ZZN/Jug2sfmkWuaNP5r27rs8GOQCYqQSfP3IbNSsX7jLtlmGw/D//YcXTT2eDHAAaly/nvYsvJtXQQNH48Xx5223ZDmnINMo/uuKKZueUXXEcm4Yl71P52VPZIIfM/jay7MkrSTVW7tH+BOFAZyYjVHz5n21BDgCOQ6JmKe4iiUPu+StVi+fx7T1/zwY5AIy+/HI+vf76bJADgGNZrH7pJRqXL6fH9OlYqRSLHnyQgnHj+OKWW7YFOQBFEydip9bgLe7Pyv9clw1yAHDMNJs/+heRdfP3a94FIb5pM+//7LJskAOAGY8z/49/pqTfONw5+dSvXc6bsy4mUV/DvKfuy77NHa3ayId/vY45j/wB3SWz9pVbsJIRcocfw/Jn3mD9W283GWq6dsECvrj5zxSOPydzjH/4D1RvitJDDiGybh3v/vgnxDbu3ZvZZjLM5i+e2hbkAODYNK6eQ7xyKU4LQ14LQlfSuHIONfNfwZ0/jrm//0OzNuUHl15KvKKCtbNnZx/KjbzsMqLr1/PVH/6wLcgBwHFY+9prLHz4YdL1m1jzyh3oxSOJVm7AWzkHpyKzrdH/WN684+rsqC2bvvmMd++4nDkP3UJOr15Ufv0MVjKybbe2Sf2y90jWr2+HEml7VjrNd48/Ts7wwXz0919ngxwAzGSCzx6cRf3q7/Z6//HKSt79yU+QFAXN62XJP//Z/P70ggtavT+NV1Tw7k9+kg1ygEy7Y8O771K/ZAlWKsVXf/hDNsgBYNy1v2T9m3dsC3IAcGxqv3mdyrnPYptpDiTJ+orMPed2D6cBouvms+61P5Ks69p9Id1JbONG3r/4YhJVVXiLilj08COsf/PNJu2KugUL+OaPf2X0yRex6sPXWTnnE3KGHg5AurGCZU9cQXon98axTZt475JLskEOkGkDzbnxRhqWLWPThx82ma6nfskSvrztNkoPnsD6N/7SJMgBILLmK9a++kfMRLitiqFbM+PVrH3lD9kgBwArEWb1SzdjJ+p38snWxSoqiG/cxOe/uSkb5ACZkXA+u+EGyo87no3v/jkb5ACZh6nrZt9FonJ5S7sUBKEtGcnsfZmktv7+sZmoJ1m3ASSw0pm6rOwwYk6ipmb/pVMQBKGLEYEOW6TTaRYtWsSUKVOyy2RZZsqUKcybN68DU9b2UrW1LPl//6/Z8tyhQ6lfvJjeRx3FsqeeavGzdjrN6ldfbbLMiNZSOeffaIFCIrV1aF4fbisC6S1BBKqLeFoiUtG0w8ebV4SqgZ2O05KGVZ81afDvrmRjHQtf2Za/ESf+iIrP5uBYFoHychzboG7Ryy1/2LGo+vIFbMvY4+/tDNKRGio+eazJURWwiQAAQe9JREFUstCgo1n8z8db3N6Mxaj8/PP2SJqwC2aikcbln7a4LrZhIVa8MbNdPIK5ZHZ2neQOEq6OkWylgbvimWfoc8IJACy4997sgxwrnaDik8fx9x7FhnmfYxstd/LNf+pvJMMNO017srqapY891uK6+ObNyKrK2tdfb3G9Y1kse+opjGRyp9+xPSNay+ZPWj6mrUQj8c173wErCAciI16HmWy5QzJevZhAeRkeXy5V210v9FAos76VhxErnnuO8uOOA0CSZRzTbPLgAWDQmSdjpeqIrP4qG5y3o4pPHifVWLHHeRKE3WGZJiuffw7baLndt/zJp+k/LXMNjVVvIrJ5Hbqv+QhEw487i6q5zwCZTitv2UTWvv5Gi/usX7oU2VUEUmaqtMpPn2DkZT8GINXQQN3Cb/cqL+nGzdhGy9fShpWf7FWbWhA6i1TDJio/fZKcQTNY+tjTLW7jWBarXnyRssMOAyBnyBAali3DlZND48qVLX4m3VBP9VcvEBp0GItff47ycZNxNmfqoJxXzqbFCzCTza9P/uKexCuX4bRyz1i/4kPM7QLqu4pEdTX1K5az8dtPsM2W8zbvP/eTijbu1f4ja9cS37yZ/qecwndPPtniNju7Pw2vWUO8onmboO9JJ7H0scfQQyHCq1dnl6s+H+48D+mGlh/e13z1Ika0rsV13ZVjxAmv/KzFddH1C7CNlvtmhPa37s03sVKZwMqyQw5h3Rsttysali7Fn1eKpKiseO8V/P2mZtfZ6TiRtS33Z9qWxYpnn8UxzRbXL/1//4++J57YbHlk7VpcuT4iq79o8XORNV9lplAVdirVmOlHbZFjU/3l86Sjex4wYiTiLHr4kZZ3a5qsevEFAr3GtLh+0wf/xNwueE8QhLbnmFunrnCQ5ZZHdHCczCi2W1mpGKlILfIOU11ENqzbr2kVBEHoSsTUFVvU19djWVazKSry8/NZtd1b0rtibfc2c2ezNW1WMtmkA2ArX2kp4dWrKRw/nvCaNa3up27RIoxUCnlL5KFtpLASYVxlw2jctA5fQQlSfNtbmZIrQKSqeeeCN68IK9V6J4ltJLAts1mZZvPRSlnbpkF407b0B0t7s27ObPRQCMeysJIx0vWtvy2XrF6FlU7g6Ps/DmhXedlTtpEkVdc0oETzFRBd13rjp27hQvp873v79L1tnY+dURSlzfa1N+ndX3m1UjG2PiBpiZlowLIsHCOFE95WnyRPLo2r1rb6uXRjI4orMxVLeM0arHQay7Kw0nGSNWvwlA6lfknz88FWjZvWYqaTO82vmUw2GR1mR9ENG0hHWr9hbly5EjMSQd7NOX9tM93kDYQdJapWEhw4tdX1Hak960pn0B71tauXaWdI/846+R0rjWObWMlUk+XuggKiGze2+jkzFsu2E1Sfr8VgLC3gA6ek6VuWO0jVbchcu/dj+XSG32BftFX627K+btXZy9RKxqn/rvW316Jr1tDzlCOzf4cr1uEO5ZOONb2m+QtLaVz/5rb9powmIxztKFldi+LyYCWjJOvW48rZ9nZO/Xff0fOoY/Y4L6lIVavrrHQsU487+e8BXb8+7k/bl01b19f2Ku+9/X0dyyIdrkTxFhJeM7vV7SJr1pA3bBgAvpISElVVqN7Wp23xlRWTqFqFr+8UwpveRMZia3tc8uZTs6zlAAlfYelO72ONWF271bm2rDNmIoEnP59wRev3FuGNazCSSVTPng9vvrUPwlNURHR966Ne1C1a1OL9aWsBK76SEja9/36zIAh3Xh5GtPW32W0jiW0kWiy7tizXzlRfdxWAYybC4vy7F9r82uU4NCxduu1Py9p5u6KmFs3jJR0NY1lNR0WNb/4Oa8TRzdOcSFC/3XfsKLJ2LT2mT29x3a6CJ81kpFP1teyJ9qqvthEnVdt6P12yZi1WKorl2bPpfB3LbLG/d6uGZSvIHzG8xXWpuvVY6SSS1nHTnXWGY6AzEOWw+2XQUX3Ee/sb2an4lpamg6Ro2HbzfmA7FcWxLFSPHzMVxYg1UrPoHUy7aV4b1q2khzVjj75/bx2Ix6TIc9vbH31OgrCVCHRoY99+u3dvYbUnW1EI9u3b7C3MWEUFvWbOJF5RQbBPnybDS28vZ+hQVq9dS2TLg8s+JTkoniBGpJrQ8Bms+ewdHG8R0pbtnVSEQO+yZvuJ11WhuEKtplPWPERjCVYvbbmR3lpZ9yvMI1jWh/o1mbe6IxXrCQ0YwLrZs5EUBcXtQ8/tSaq+5Qc07sJ+rNtQQUO4/SKZ2+q46d+zAFdeL8z4to43I16Lv3fvVoMdAoMHs3TpUpJ78EZ9a9rj+B8/fnyb7Wtf0tvWeR3aKxeQaC3YQfGEmD9/Pn17lOIJluGEt8zLlqgn1G9yq/vVQ6HsmyDBPn1oiESo2LSJgtwgrvw+mJFqcnv1Zf0X77f4+VBZOXWNYarXtv5As2cwiOrztRrs4O/ZEz3Q/A3Y7Hf07099Msnm+fNb3WZ75cU5qL68VoMd1NzeLF68mHS68w5F2xWuFW2hPetrVy/Tjkq/oij0K2m9fkqKjiSrKB53k+XJmhr8PVqfx1n1+bJviJmxGO6CgmbbGNE4mJV4igYAbzZbD+DK64lhmizazfPDvjjQj6G2rK9bdfYyLSkqJHfwQCo+a/ntVn+fPsTqtj04C5T0JtlY22y7aE0lrrzeJKoyD+FUt4akKK0+lHAX5lP3beYtcXdeL1IN297Yyxk8iOXLlxPbSQDhjnRdp1dObqvrFd1HOBpjzZLdD97uaJ392OlI3377bZvX1/Yu7z39vsG9C9GDxVjxaoJ9+hDb0HLQeqBPH2JbHnbHKiooGDMGb1Hrc8XHNleRO7gfZrSaYFkfbElha3vciddRUN6flmpNvKZip/exmi+PuvpGNmxuPZCvrbXFb9gzGCRZW0dwbDkb+bjFbYJlfahtaKRm7Z5Ns6MoCgU9ewKZkSP8vXq1GuwQbOH+VFEU8nv3bnH7WEUFel4e3pKSJsuTdXXogZIWPwMga26Shs3inbQx2qJcO1N9Hdar9WsFgOoOMr8d2lzdVVudSwsKCsgZPJj1b70FgKyqSKra6ugL7oJ8jEQcWdNR5KYv7OgF/Vvs7wkGAgQHDWp1BJVAeXmLI6gAKK6dBzpZ6Pt0HHVkG6C96uvwAeW48nuTbCXYwV1QjqR796gcA4EAxbpKsG9fEpUtB3nlDBqAGWt5NFBXXi9q6hqoWN7xb4mLdmCGKIddl0FH9xHv6Wfya9bg4AASybRJunHHwFkb1agHWSFhSiiqK7tGpuk1YO3CbzDa+Zp9IB6TIs9tZ3/0OQnCViLQYYvc3FwURaG2tmnnZW1tLQUtdM63ZuTIkZ02OsmyLL799lu8RUUMveACKj5tOkx+/eLFjPrFL5h3550Mv/jiFgMdZE2j30kn4dvSSQGAY2McfBab3nuIQH4eRjxGSgni0b2QjoOZwqs7BEp6NZm+Il5XhZE0kXVvi9NXhPoeTCC/mDH5TTsntuajtbI243FGnPBDPvrbjQB8+/I/mXnVvSz8+9+JrF2LO38cecNOJLKqhRs6SaFowvfR81vuRGlru8rL3pCmns/Kp6/N/t343RsMu/Bc5v7+D822VX0+ek6diqe0dJ++c3/koz3sTXr3V16tRAOhgVNoXP5Js3W+niNQvSHGjOkHgC0dS3rD1wA4yTDBQh/ugoIW35gecMYZrNky3czIX/yCkv792Vqjku5z+e7//Yxe3zuDha882eL0FWPOvIySPv1p/XEm2KbJkPPPZ+EDDzRb5y0txbYsyo87jnX/+1+z9ZKiMOjsswmWlVFc1jwgqiWO42BPPY8Nb97TbJ3iCRHqNZz8QOFu7au9ddW60hm0VmZdvUw7Q/rtdAzFHcRqYfoKb8EwIus2k4zWUTRpUnb6iq035N7S0hanr+h/6qms2TJljWPbSKpK7rBhTaavWP6flxh8zjQCfcYja54Wp68omXoe3vyejMnv2WxdW+kMv8G+6Mzp74xp2pH/+6fy3ZP/bnH6ioFnn8HnT/8JyLzBHSzp1Ww0B4BvX/gnR//mLzQsfR9wiG38gvLjjmHNK6812zZnyBDsdDU4mSCI4snnsOD+fwCZ4MT8ESPxlu358W6nIjRq7hanrwj1n4Ivr4Qx+fvW3msPnfl47mjbl01ba6/y3pfft3jKOWz64P8Yct4v2fxx84fwkqLQ75RTePfCC4HMcO6jL7+cRFUVof79WxwNQA+GKJxwCsufvIphx17O2q/mMKh0JM7mBdh1ayibeCyq29Ns+oqaFQvxFg0iuvHrFqevyB1wCO6CHhQU76wF3Tbass7YhkGof3+KRk7ku7eeaXH6ijFnXkpR3/7szVU5WV2Nt7SUlS+8wOBzzuGrO+5oto3q89FjypQW70+TVVV4ioubPcBb/fLLTLzpJpI1NQT79s2+zWzGYiRq4+g5paQbmrdVCsZ9j0BBD8YU92m2rjOfi/YlTUa4mmD/yS1OX+HrNRJZ9zJmTN99TeIBZ38cL9Gjj2bxI49gpVJs+vBDeh99NGtfa6FdMXgw0brNOJbJwBnfJ7p6W3+CrHvJHTCRwkDLAV/RM85gxb//3WIAxZALLmDOr3/dbHmgvJxUfYxA34ktTl/h7zMeT04RY0r67Ul2gc5d7/bWzvJSfPBZNC5rIahMkimccCqaN8CYMWP26PuS1dUMv+inVM6Z03y3qkq/k09hzStXtvjZskMvxNurHyW99ugr21R3PAb2hiiHjimDPfmuvU2fMX85jgSyBL5ACM3fNHDWiFRjYaMFSnBLCmk7hrewD5ovn/Da+ZT06UkomMN3C77CZSb3+Byxtw7EY1Lk+cDIs9B9iECHLXRdZ/jw4Xz22WccccQRANi2zWeffca555672/tRFKXTnwhUXSc4YAATfvtb5t91V/YtbFdeHqrPx8G3386mjz5i9BVXsOjhhzHjmSAEd0EB0+66C19Z2Q55VMgfdQxGtJbqzx/l8Kv/wPyXn2LSGRegLHoWJ1qNsuxVZl4xiw8f+iN1qzPD40myzKZvv2LESWdT/c1LGPEtb2dLMsHe4wmUjUBRWj9EWytrJRCgaNg4xp75Cxa88Ajx2ko2Lfmcw/5+P1/f+Sfyhg5Fz+1B2YwrqPzk/7LD7imeEOXHX4eeu2P+9r+2PG48xf3pedTlbHrvEWwjQaJqJaHBRzHy55ex6OFHsLe85e4rK+OQu+/GV1aGJLfNNB1d4fjf3r6kt63zqvjz6XnEz3Fsi/DKbTel/t6jKT/+WlzBbZ0Tjr8IffJFpL98HIwEyqqXmfHg3/j42hsJb5lqR1JV+p1yCv4ePfjusccYc/XVFE+c2CTN7vze9Dn5Jmq/+S+HX30Hnz50O4n6agBUl4fx511JwcARu8ynoigMPPNMUvX1mXk+t7zBGho4kGl33UWiupqNH37I+BtvZMG992JEM3XOlZvLQbNm4W12Ttm13KGHY4SrqJr7LI5tbtlfD/qdeiuunNbf3Oosulpd6Qx2VWZdvUw7Mv2KJ0jphDOpnP8iRjRzDkCS8OQPJlnj8MUtV3DEk48S+GVPFt4rZTvOvrn3XqbccQdf3Horjcszw/9LikLfk04iZ9Agvnv8cWRdZ+iFF1Izbx4Tb7qJr++4IxtIWTl3LkMvPJd41Ur6n/lH1vz3VoxwZvh9SdUpnnwOgd5j2q1cxDHU9jpjmnbk61HG9L/fz6fX30ByS8Cz6vUy4heXUrFqHsmGWnLLBzL9V39BdXsZe9YvWPD8w1jpzGhJ3vxipv3yD6j+IspP/A0b3rqb+kVvMPCMG7GSKda//U5molUgf9QoJtzwSza8czuSqlMy5VzMpIfNH31EoHdvpv31L/h69ELei3aZ7AlRMvFsqua/iBnfMqerJBPqcxC+4iGoate67esKx05H2R/l0t7lvTffF+p/MOnGSpJ18zjo9zcy789N25ST77gDb0kJ5ccey5pXX8Wxbb69/37GXHUV42+8kfl//St1CxdmdiZJlB93HMMvughXbog+J91A/bI5+It7EC/uidexcSoWoq6YzVHX3cUH988iVpN5s1nRXYz5waXIbj8lE86i6psXsbbMaS7JKjkDDsGd27tL3k8qisKQ889n9SsvM+1nt/LF438i0ZAJpFbdHiZecA15/Ybs9ff4SkqY8X//x0dXXIGZSDD0wgv57oknmt6f3nNPq/envtJSZv7jH3x0xRU0rsiMliEpCj1nzCB36FCq5s7N/tZbAyvn/fk+Dn/wr2x6/55tU2VJMvmjjqF40hmourvZ9+xYJp3tXLRP97C5JfQ88udscCzCq+Zml/t7j6H3cdfgztu9wHOhZW15vPh69GD6gw/y6XXXseqll5hy551YySQb3n03267IGzWKUVf9nI8e+DX9Dj2e/pMPYcPrmRdc9FAJ/U6dhR4qRpJablf4t3zHZ9ddt60N5PMx4cYbyRk0iLJDD2XNyy/j2JnpMHKHDmXMlVey+fOvGHj6Vaz/31+JbHccBfpOoPz4a9F9rY94szs6Y73bWzvLi+ItoPzEG9nw1r1Yya39kkF6H3M1sid3r8rAV1KCZRocNGsWX//xj9n+Xnd+PuOuv561s2fTY8avqPj479kRMmXNQ88jLsVTMqDTlHt3Ogb2hSiH9i2DvfmuPf1MKhUHCSQZFF1HlqXsOtsyMVONqK4A0pZ9SoqKJKlo3gCK249bl/HlFiE5EK+t6JLtza5G5FkQugbJcZzWJ4U/wLz++utcd911zJo1i1GjRvHoo48ye/ZsZs+evctRHSzLYv78+YwZ034d8ntqxzSmIxGStbUk6+qQFQVXXh6+sjJkRSFeWYkRi4HjkI5EUDQNd0EBnqIiJElqef/pBGasDisdx3I0LMPE7dJQZRvJsZC8OaTSDslII2Yqgcsfwh3KR/f6MFNRrHQcxzJRdA+K7kdWtd3KR2tSjQ0kI/Ukw/Uoqo43vwgrliQdjaL7/UiqiiSnsZNhJEVB9eXiyilGktvv99tfx41lJDEi1ZixBpAVVE8IxZNLqraOVH09sqbhysvb6VCue/R9XeD4396+pHd/5zUdrcWKN2ImoyguH6o3hB5ofv6xjDR2pAbSUZAkHFeAZDSNGY1hJ5NowRAOYEYimbpbUIDicjXbj22ZGNFarGQM04J0IoFj23hC+XhyC1A0fbfTbsRiJGpriVZV4QkG8eTn487PJ9nYSLquDss0kSQJIxIBWcadm4untBRVa7mu70rmnFOPGW9A0lyo3hx0f/5e7au9dLW60hnsqsy6epl2pvSbqRh2Oo5tGUiyhhFLkayuw52Xhysvj2SkESeVwownMONx9GAQd2ERdVVVeBwHK5nElZODrOska2qwUqnM314PViyGEYvhys3DSiQwolG0QADd60H3yjiKhm0msZJRbMtE9eWg+vLR3Hs2L+3e6Ey/wd7obOnfmh6g06RpV2zLJFGxmVR9PbZl487LxdE1kuFaVN2NO5SHJydzfUnHYyQaqkk21iGrGu5gDoHizKtvZiqJ0ViFmWgEJBR3LulIgnRDQ+Z4D3rBiWObSTRfHo6tEV2/EcXtxpWbg69039/+NpNRLGNrm9qLonuR1d2/lne0znY8dyb7o2zau7z39fvMZAQz1oCZSuIYCqnGCLKi4srPx1NYiKwoJGpqSDc2kmpoQPV6s1MnGZEIVjKZuTbl5uIuKED3Z4Zfd2wLI1qLuaU9rEgSuiYhWWkkT4hkyiQVCWObBq5QHp5QAarLheM4mTnU03Ec20LRfSguL7Kyd23bvbE/fkMjGiUVDmMaCYxk5iGZJ7cAT24hyl6227e3tQ8CMkPyp8NhFJdrt+9PEzU1pOrqMLe0O9z5+Wg+H5ZhkKypwYzHsVKpzG+dl4e7oACJNGa8HjudQvEE0Xy5KK7W56HvjOeitkxTsm4zthHHSmXuOSXViydfBDnsrf11vNi2TWzDhi3tEwtPQQFWKkU6EkHz+VC8LtLpOLrXhysQAjORuTdWtMy9cQv9CDtybJt4VRWpujoc28adl4e7MFPX09EoyZoaUvX1KC4Xkqah6jqewkJUrxczEcGM12MloyhuP6o3B9UT3Ov8dsZ6t7d2Ny/pWAQrUY+VyIyWp3hCKN5MP+m+iFVVYCWSJOvqkWQpc0/m0knV1CHJEu58P7YRw3Fs9GABmj+/Xa9drelOx8C+EOXQvmWwN9+1t+lreOtu/vvgP/Ei03fq4dl65ziQDldgpSLowVLYEvBpJcJYqRiewv7Eq1aRaqykeORMFrz5Eorp4syXW55+qK0diMekyPOBkWeh++har/bsZ8cddxx1dXXce++9VFdXM3ToUP7v//5vj6au6Er0QAA9ECDYp0+zdd7i4j3eXyZAYecdtB4feHKbDymvuvyou5jnb0+5Qjm4QjmE2G7oxc79DLTNKJobJa8X5DUdc07r6cXfc/8N/y3sO92fD7vxsF7RdJQd3rjRc/b8+2RFxRUqhn176QIAzedDdrtZXl3NmP79s40idyiEO9QGX7CDzDnHgytXdMoJQltQXT5wbetUcwXBX7rtmqF5mz8QsCyLzStWNLsR8pV0/pFVBGErWVHx9eiFr0fTdlOguPn1Rff60L0+QmV9mq1TXW7UoqbTn3l3aFJnOw96ZEYz8hS2bV1R3X5Ud9u2qQWhs1DdAVR3IPt3oIVtPFsCfJspbH1aM0lW0INF6K08n/MFwFfQ/HwgSVKzNHUHmt+P5t9/5xH3lmDovdXab6xoGr5Wp2T0ofly9/o7uxt3XqactnVoi+kqOiNZlgn07k2g9+5OrZqDK2fPpqmSZBlfSUmLbXfd788EhLXQZwigegKonu51/mtvui8AvsB2dbFHmzxc8hVlfs9geZ8my/0lou9EEDpSsmFLoKcsI8nbHsulwxWYiQiqPzcb5AAgay7MRATbSOEK5JOoXUciXIOmyiQTCWzTRO5iI/cJgiDsD+JMuINzzz13j6aqEARBEARBEARBEARBEARBEARBEISWNK5bC4DmcWdHzDZTsWyQg6I3fblEUlxIikw6Wo2se9D9+TSsnIumqSR0g/DateT079/u+RAEQehs9nwCWEEQBEEQBEEQBEEQBEEQBEEQBEEQdsoxU0Q2VwDg8mdG0nQcByNag6zpKFoLU2pJoHpycKw0VrwOzZ+DK6cHsmKDKrHxsw/bMwuCIAidlgh0EARBEARBEARBEARBEARBEARBEIQ2Zteto6E2Bo6DN78AxwEjVodtpFE9IZBa/pyse9BDJWj+QmwjiSRZuFwSOLDmg1faNxOCIAidlAh0EARBEARBEARBEARBEARBEARBEIQ2Ztetoa42hmRLqC4vyfr1GNE6VE8ASdV3+XlJ1dEDhWjeXHRfCM2RqKlcQc3Sb9sh9YIgCJ2b2tEJ6C4cxwHAsqwOTknrtqatM6dxd3SXfED3yUt750OW5excZntjX+prd/nN9hdRPjt3IJbP/q6vXb1MRfo7XlfPQ1umf1/rK2yrs9B1y3R/6urH2/4myqd1O5ZNW9bX9ipv8fu2PVGm+0dbl2tnra/i+GkbohzbRmcpx46or50l7x1NlEOGKIc9K4P26iN2bJM1L93FF//6D2lPZtlC22m+oQQ4gLwlTVu3kQAts2z9vHk7fGAP04yTSbcGr/36nG0rbAe5xkGLSMg7KRMHcCwbAJdfZ9zJgykoz9npdw60LZIrlD1Oa1cm8twaBxw780/R0cadidJ36m7tvy2usYLQEsnZvjdS2GvpdJpvvxURdILQHsaMGYOi7H1DQ9RXQWg/or4KQtexr/UVRJ0VhPYi6qsgdB2ivgpC1yHqqyB0Le3V5yRbCeJP38aKVRu2BTHsLauNHscpLaTDdFBX2HsUPtFvQjEjjypvmzQJB5yEu5i1fU7frW3b4horCC0RgQ5txLZtTNMUUUmC0A72tZ6J+ioI7UfUV0HoOtqinok6KwjtQ9RXQeg6RH0VhK5D1FdB6FpEn5MgdB2ingn7iwh0EARBEARBEARBEARBEARBEARBEARBEAShy5A7OgGCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAi7SwQ6CIIgCIIgCIIgCIIgCIIgCIIgCIIgCILQZYhAB0EQBEEQBEEQBEEQBEEQBEEQBEEQBEEQugwR6CAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIQpchAh0EQRAEQRAEQRAEQRAEQRAEQRAEQRAEQegyRKCDIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAhdhgh0EARBEARBEARBEARBEARBEARBEARBEAShyxCBDoIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgdBki0OEA8uSTTzJjxgxGjhzJ6aefzoIFC9rtux966CFOPfVUxo4dy+TJk7n00ktZtWpVk21SqRQ333wzkyZNYuzYsfziF7+gpqamyTabNm3ioosuYvTo0UyePJk//vGPmKbZZJvPP/+cU045hREjRnDkkUfywgsvNEtPW5XFww8/zODBg7ntttu6XD4qKyv51a9+xaRJkxg1ahQnnngi3377bXa94zjcc889TJs2jVGjRnHBBRewZs2aJvtoaGjg6quvZty4cUyYMIEbb7yRWCzWZJulS5dy9tlnM3LkSA477DAeeeSRZmmZPXs2xxxzDCNHjuTEE0/kgw8+2O18tKeOrEOd3e7UcSGjpfOGsGf29tzbUe677z4GDx7c5N8xxxyTXd+Z0769trhudJQZM2Y0+w0GDx7MzTffDHT+38CyLO6++25mzJjBqFGjOOKII7j//vtxHCe7TUeWf1erk+2hK9eX/a2zH8/t7YsvvuCSSy5h2rRpDB48mLfffrvJ+rZqk3c00Y7epr1+8+50H7Yr3bW/YX/qCmnszHbVvhda1hbnv+7mQKuLbXW+7m4O5Puprnbf1J3r7IF2jj4Qz0dPPfUUJ554IuPGjWPcuHH84Ac/aNL+7275FQ4gjnBAeO2115zhw4c7zz33nLN8+XLnN7/5jTNhwgSnpqamXb7/wgsvdJ5//nln2bJlzpIlS5yf/vSnzvTp051YLJbd5re//a1z2GGHOZ9++qnz7bffOmeccYbzgx/8ILveNE3nhBNOcC644AJn8eLFzvvvv+9MmjTJueuuu7LbrFu3zhk9erRz++23OytWrHAef/xxZ+jQoc6HH37Y5mXxzTffOIcffrhz4oknOrfeemuXykdDQ4Nz+OGHO9dff73zzTffOOvWrXM++ugjZ+3atdltHnroIWf8+PHOW2+95SxZssS55JJLnBkzZjjJZDK7zY9//GPnpJNOcubPn+988cUXzpFHHulcddVV2fWRSMSZMmWKc/XVVzvLli1zXn31VWfUqFHOf/7zn+w2X331lTN06FDnkUcecVasWOH89a9/dYYPH+589913e/Br7H8dXYc6u92p40Lr5w1h9+3tubcj3Xvvvc7xxx/vVFVVZf/V1tZm13fmtG/VVteNjlJbW9uk/D/55BNn0KBBzpw5cxzH6fy/wQMPPOAcdNBBznvvveesX7/emT17tjNmzBjn0UcfzW7TUeXfFevk/tbV68v+1pmP547w/vvvO3/5y1+cN9980xk0aJDz1ltvNVnfFm3yjiba0U21x2/ene7Ddkd37G/Yn7pCGju7XbXvhZa1xfmvOzkQ62JbnK+7mwP5fqqr3Td19zp7oJ2jD8Tz0TvvvOO8//77zurVq51Vq1Y5f/nLX5zhw4c7y5Ytcxyn++VXOHCIQIcDxGmnnebcfPPN2b8ty3KmTZvmPPTQQx2SntraWmfQoEHO3LlzHcdxnHA47AwfPtyZPXt2dpsVK1Y4gwYNcubNm+c4TuZiO2TIEKe6ujq7zVNPPeWMGzfOSaVSjuM4zp133ukcf/zxTb7riiuucC688MLs321RFtFo1DnqqKOcTz75xDn33HOzDdGuko8//elPzllnndXqetu2nalTpzr/93//l10WDoedESNGOK+++mqTfC1YsCC7zQcffOAMHjzYqaiocBzHcZ588kln4sSJ2Xxt/e6jjz46+/cvf/lL56KLLmry/aeffrpz00037TIf7amz1aHObsc6LrR+3hB2376cezvSvffe65x00kktruvsad+qLa4bncmtt97qHHHEEY5t213iN7joooucG264ocmyn//8587VV1/tOE7HlX9XrZP7W3erL22tsx7PncGOHYpt1SbvaKId3br99Zt3p/uwvdHV+xv2t66Qxs5uZ+17YffszfmvuxF1ce/O193JgX4/1dXumw6kOnsgnqMP1PPRxIkTnWeeeeaAya/QPYmpKw4A6XSaRYsWMWXKlOwyWZaZMmUK8+bN65A0RSIRAEKhEAALFy7EMIwmaezfvz9lZWXMnz8fgPnz5zNo0CAKCgqy20ybNo1oNMqKFSuy20yePLnJd02bNi27j7Yqi1mzZnHYYYc12U9Xyse7777LiBEjuPzyy5k8eTInn3wyzzzzTHb9hg0bqK6ubrL/QCDA6NGjs/ufN28ewWCQkSNHZreZMmUKsixnh+2aP38+EyZMQNf1JvlYvXo1jY2Nu5XXzqAz1qHObsc6LrR+3hB2376cezva2rVrmTZtGjNnzuTqq69m06ZNQNdIO7TNdaOzSKfTvPzyy5x66qlIktQlfoOxY8cyZ84cVq9eDWSGI//qq6849NBDgY4r/65cJ/en7lRf9ofOejx3Rm3VJu9Ioh29Z8R9WNvo6v0N+1NXSGNX0Vr7Xtg7B9r1X9TFjL05X3cnB/r9VFe6bzrQ62xn+i32lwPtfGRZFq+99hrxeJyxY8d2+/wK3Zva0QkQ9r/6+nosyyI/P7/J8vz8/GbzDrUH27b5wx/+wLhx4xg0aBAANTU1aJpGMBhslsbq6ursNtt3OgDZv3e1TTQaJZlM0tjYuM9l8dprr7F48WKee+65Zuu6Sj7Wr1/Pv//9b370ox9xySWX8O2333LrrbeiaRqnnHJKNh0t7X/rvEw1NTXk5eU1Wa+qKqFQqEk+evbs2WJea2pqCIVCLeZ1++/pDDpbHersWqrjB7qdnTeE3bOv596ONGrUKG6//Xb69u1LdXU1999/P+eccw6vvPJKp0/7Vm1x3egs3n77bSKRCKeccgrQ+Y8fgIsuuohoNMqxxx6LoihYlsWVV17JSSedBNAh5d+V6+T+1p3qy/7QGY/nzqqt2uQdSbSj94y4D9t3Xb2/YX8TdbJt7Kx97/f7Ozp5XdKBdv0XdXHvz9fdhbif6lr3TQd6ne1Mv8X+cCCdj7777jvOPPNMUqkUXq+X+++/nwEDBrBkyZJumV/hwCACHYR2d/PNN7N8+XKeeuqpjk7KHtu8eTO33XYb//znP3G5XB2dnL3mOA4jRozgqquuAmDYsGEsX76c//znP9kHP4Kwt7pyHd8fust5oyN19TI87LDDsv8fMmQIo0eP5vDDD2f27Nm43e4OTNnu607Xjeeff55DDz2U4uLijk7Kbps9ezavvPIKd911V/YG9Pbbb6eoqKhDyr+r18n9rTvVl/2hsx3PgiB0L+JeRGgPO2vfn3766R2YMkHoOg7k87W4n8oQ901CZ3EgnY/69u3LSy+9RCQS4X//+x/XXXcdTzzxREcnSxD2iZi64gCQm5uLoijU1tY2WV5bW9vsbYT9bdasWbz//vs8+uijlJSUZJcXFBRgGAbhcLhZGgsLC7Pb7BghuPXvXW3j9/txu937XBaLFi2itraW73//+wwbNoxhw4Yxd+5cHn/8cYYNG9Zl8lFYWEj//v2bLOvXr192qMWt6djZ/gsKCqirq2uy3jRNGhsbdyuv2+9nx2064tjcmc5Uhzq71ur4gWxX5w3Lsjo6iZ1eW5x7O5NgMEifPn1Yt25dl0l7W1w3OoONGzfy6aefctppp2WXdYXf4M477+Siiy7i+OOPZ/DgwZx88sn88Ic/5KGHHgLav/y7W51sa92lvuwvne147szaqk3ekUQ7es+I+7B909X7G9pDV0hjV7R9+17YOwfa9f9Ar4v7cr7uDsT9VEZXum860OtsZ/ot2tqBdj7SdZ3y8nJGjBjB1VdfzZAhQ3jssce6bX6FA4MIdDgA6LrO8OHD+eyzz7LLbNvms88+Y+zYse2SBsdxmDVrFm+99RaPPvoovXr1arJ+xIgRaJrWJI2rVq1i06ZNjBkzBoAxY8awbNmyJhfUTz/9FL/fz4ABA7LbzJkzp8m+P/300+w+9rUsDj74YF555RVeeuml7L8RI0Zw4oknZv/fFfIxbty47LzIW61Zs4YePXoA0LNnTwoLC5vsPxqN8s0332T3P3bsWMLhMAsXLsxuM2fOHGzbZtSoUdl8fPnllxiG0SQfffv2zc53tau8dgadoQ51druq4weyXZ03FEXp6CR2em1x7u1MYrEY69evp7CwsMukvS2uG53BCy+8QH5+PtOnT88u6wq/QTKZRJKkJssURcFxHKD9y7+71cm21l3qy/7S2Y7nzqyt2uQdSbSj94y4D9s73aW/oT10hTR2Rdu374W9c6Bd/w/UutgW5+vuQNxPZXSl+6YDtc5u1Zl+i7YizkcZtm2TTqcPmPwK3ZOYuuIA8aMf/YjrrruOESNGMGrUKB599FESiQTf//732+X7b775Zl599VX+/ve/4/P5svP6BAIB3G43gUCAU089lTvuuINQKITf7+fWW29l7Nix2RPptGnTGDBgANdeey3XXHMN1dXV3H333Zxzzjnoug7AmWeeyZNPPsmdd97Jqaeeypw5c5g9e3b2DbF9LQu/35+dp2krr9dLTk5OdnlXyMcPf/hDzjrrLB588EGOPfZYFixYwDPPPMOsWbMAkCSJ888/nwceeIDy8nJ69uzJPffcQ1FREUcccQQA/fv355BDDuGmm27i5ptvxjAMbrnlFo4//vjscOAnnngi999/P7/+9a/56U9/yvLly3nssce44YYbsmk5//zzOe+88/jnP//JYYcdxuuvv87ChQuzaeksOroOdXa7quMHst05bwg71xbn3o70xz/+kcMPP5yysjKqqqq47777kGWZE044Ybeuf51BW1w3Oppt27zwwgucfPLJqOq2JnBX+A0OP/xwHnzwQcrKyrJD/f/rX//i1FNPBdq//Lt6ndzfukN92Z862/Hc0WKxWJM3gDds2MCSJUsIhUKUlZW1SZu8o4l2dFPt8Zt3p/uw3dFd+hvaS1dIY2e3s/a90Lp9Pf91NwdiXWyL83V3IO6nMrrafVN3r7MH2jn6QDwf3XXXXRx66KGUlpYSi8V49dVXmTt3Lv/4xz+6ZX6FA4gjHDAef/xxZ/r06c7w4cOd0047zZk/f367ffegQYNa/Pf8889nt0kmk87vf/97Z+LEic7o0aOdyy67zKmqqmqynw0bNjg/+clPnFGjRjmTJk1y7rjjDscwjCbbzJkzx/ne977nDB8+3Jk5c2aT79iqLcvi3HPPdW699dYul493333XOeGEE5wRI0Y4xxxzjPP00083WW/btnP33Xc7U6ZMcUaMGOH88Ic/dFatWtVkm/r6eueqq65yxowZ44wbN865/vrrnWg02mSbJUuWOGeddZYzYsQI55BDDnEeeuihZml5/fXXnaOOOsoZPny4c/zxxzvvv//+buejPXVkHersdqeOC9vseN4Q9tzenHs7yhVXXOFMnTrVGT58uHPIIYc4V1xxhbN27drs+s6c9u21xXWjI3300UfOoEGDWkxTZ/8NIpGIc+uttzrTp093Ro4c6cycOdP5y1/+4qRSqew2HV3+XalOtoeuXl/2p65wPLenOXPmtNiGuu666xzHabs2eUcT7eht2us37073YbvSnfsb9peukMbObFfte6FlbXH+624OtLrYVufr7uhAvZ/qavdN3bnOHmjn6APxfHTDDTc4hx9+uDN8+HDn4IMPdn74wx86H3/8cXZ9d8uvcOCQHGfLGKGCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAidnNzRCRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQdhdItBBEARBEARBEARBEARBEARBEARBEARBEIQuQwQ6CIIgCIIgCIIgCIIgCIIgCIIgCIIgCILQZYhAB0EQBEEQBEEQBEEQBEEQBEEQBEEQBEEQugwR6CAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIQpchAh0EQRAEQRAEQRAEQRAEQRAEQRAEQRAEQegyRKCDIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAhdhgh0EIT94L777uN73/teRydDEARBEPbZeeedx2233bbfv2fw4MG8/fbb+/17BEGA66+/nksvvXSn27RX3RcEYec2bNjA4MGDWbJkSUcnRRAEQRAEQRAEQRA6FRHoIOw3rXWOvvDCC0yYMKEDUtT5zZ49m2OOOYaRI0dy4okn8sEHH3R0kgShSxMdw4LQ+YhgQEFoWyIgQRC6t9LSUj7++GMGDhzY0UkRBEEQBEEQBEEQhE5FBDoIQifx9ddfc/XVV3Paaafx0ksvMXPmTC677DKWLVvW0UkThE4nnU53dBIEQRAEQRAEYb9Kp9MoikJhYSGqqnZ0cgRBEARBEARBEAShUxGBDkKH2zp07j/+8Q+mTZvGpEmTuPnmmzEMI7vNjBkzePDBB7nhhhsYO3Ys06dP5+mnn26ynz/96U8cffTRjB49mpkzZ3L33Xc32cfWN0ife+45pk+fztixY/n973+PZVk88sgjTJ06lcmTJ/PAAw802W84HObXv/41Bx98MOPGjeP8889n6dKlTbZ5+OGHmTJlCmPHjuXGG28klUrtcTk89thjHHLIIfzkJz+hf//+XHHFFQwbNownnnhij/clCJ2Rbds88sgjHHnkkYwYMYLp06dn69vu1t9nn32WGTNmMGrUKAA+/PBDzjrrLCZMmMCkSZO4+OKLWbduXfZzM2fOBODkk09m8ODBnHfeee2YY0HoeuLxONdeey1jx45l2rRp/POf/2yyPp1O88c//pFDDjmEMWPGcPrpp/P5559n128dtentt9/mqKOOYuTIkfz4xz9m8+bN2fV/+9vfWLp0KYMHD2bw4MG88MIL2c/X19dz2WWXMXr0aI466ijeeeed9sm4IHRR119/PXPnzuWxxx7L1ql169Zx4403Zq+XRx99NI8++miLn//b3/6WbeP+9re/3Wkg4a7qvyAIu3beeecxa9YsZs2axfjx45k0aRJ33303juMAmfve+++/n2uvvTZbL1saoWz58uVcfPHFjBs3jrFjx3L22Wc3aQM/++yzHHvssYwcOZJjjjmGJ598st3zKggHorq6OqZOncqDDz6YXfb1118zYsQIPvvssw5MmSAIO3rppZeYNGlSs/bvpZdeyjXXXNNBqRIEoTVb28Q7/hN9vYIgiEAHoVP4/PPPWbduHY8++ih33HEHL774Ii+++GKTbf71r38xYsQIXnrpJf5/e3cfFFXVxwH8u6zo8pak4BsibwqapktRvuSgMzWKiCUhaqAQJk3KqAOSqJDTKIGCCgLKJKm8qI3hroy1JOlMKRRqjrJImQQsAeGsAiriigvo84ePd1wXkhRa0O9nhhnuueeee84dDnv33N89x8/PD59//jkqKiqE/WZmZoiNjYVCoUBkZCSys7ORnp6uU0ZVVRVOnTqFr776Ctu2bcPhw4fx8ccfQ61WIysrC+Hh4UhMTIRSqRSOWbVqFerr65GWlga5XI6xY8ciMDAQN27cAADk5uYiOTkZoaGhkMlksLa2xsGDB/Xa5+Ligpqamg6vQVFRESZPnqyTNnXqVBQVFf2LK0nUc23btg1paWlYvnw5cnNzsXXrVlhZWQHofP/Ny8tDSkoKcnJyAAB37txBUFAQZDIZ0tPTIRKJEBISgnv37gF4MMgLAOnp6SgoKEBycvJ/1l6i3iguLg6//vordu3ahT179uDs2bP47bffhP0bN27EhQsXkJCQgKNHj8LDwwNLly5FZWWlkKe5uRmpqanYsmULvv76azQ2NiI0NBQA4OnpiSVLlmDUqFEoKChAQUEBPD09hWNTUlIwa9YsHD16FO7u7ggPDxc+b4lIX2RkJFxdXTF//nyhTw0ZMgRDhgzBjh07oFAoEBISgoSEBOTm5uocW1hYiPLycmRlZWH79u04fvw4du7c2eG5OtP/iejJjhw5ArFYjOzsbERGRiI9PV24ZwWAvXv3YvTo0cjJycHy5cv1jler1Vi0aBH69u2LjIwMyOVy+Pj4oLW1FQBw9OhR7NixA6GhocjNzUVYWBiSkpL0vl8TUdcbMGAAYmJikJKSgosXL6KpqQlr1qyBv7+/3ngPERmWh4cH2tradILr6+vrcfLkSfj4+BiwZkTUnofLuT38ycnJgaWlJZdIJyJw7kPqEfr3748NGzZALBbDyckJ06ZNQ2FhIebPny/kcXd3h7+/PwAgODgY6enpOHPmDBwdHQFAZxBo+PDhUKlUUCgUCA4OFtLv37+PmJgYmJubY+TIkZg4cSJUKhXS0tJgZGQER0dHpKWl4cyZM5gwYQLOnTuH4uJiFBYWom/fvgCAiIgInDhxAnl5eViwYAEyMzMxb948+Pr6AgBCQ0NRWFioM6uDiYkJHBwcYGxs3OE1qKurEx76PjRw4EDU1dU97WUl6jGampqQmZmJDRs2wNvbGwAwYsQI4Wa0M/23paUFcXFxGDBggJA2c+ZMnfPExMRg8uTJKCsrg7Ozs5DX0tIS1tbW3dY+oufB7du3cfjwYcTHxwsDsZs3b8a0adMAALW1tZDL5fjxxx8xePBgAMBHH32E/Px8yOVyhIWFAXjQVzds2IAJEyYIZXh6eqK4uBjjx4+HqampMA3347y9veHl5QUACAsLQ1ZWFoqLi+Hu7t7t7SfqjSwsLGBsbAyJRKLTp1auXCn8bmtri6KiIhw7dkwnsKhv376IiYmBiYkJRo0ahZUrVyIuLg6rVq2CkZFuPHxn+z8RPdnQoUOxfv16iEQiODo6orS0FOnp6cJ330mTJmHJkiVC/seD5Q8cOABzc3Ns375d+H7p4OAg7E9OTsbatWsxY8YMAA/+B5SVleHQoUPCfTgRdZ9p06bB19cX4eHhGDduHExMTLB69WpDV4uIHiORSODl5QW5XI5Zs2YBeBAsOHToUEycONHAtSOixz06jnT37l2EhITA1dUVK1asMHDNiMjQGOhAPcLIkSMhFouFbWtra5SWlurkcXFxEX4XiUSwsrJCfX29kJabm4vMzExUV1dDo9GgtbUV5ubmOmXY2NjopFlZWUEsFusM5j5a7uXLl6HRaPRucJubm4WpQcvLy7Fw4UKd/VKpVGcq3/Hjx+PYsWOduxhEz6GKigpotVpMmjSp3f2d6b/Dhg3TCXIAgMrKSiQlJUGpVOL69evCtL9XrlyBs7Nz9zSG6DlVXV2NlpYWIUABeBAk9PDhSWlpKdra2uDh4aFznFarhaWlpbDdp08fvPrqq8K2k5MTXnrpJZSXlwvLznTk0c96U1NTmJubo6Gh4VmaRfRCOnDgAGQyGWpra3H37l20tLRg9OjROnlcXFxgYmIibLu6ukKj0eDKlSuwsbHRydvZ/k9ETzZhwgSIRCJhWyqVYt++fWhrawMAjBs37h+Pv3TpEtzc3NoNotdoNKiqqkJkZCQ+++wzIb21tRUWFhZd1AIiepKIiAh4eXkhLy8PMplMeHGGiHqW+fPnY968eVCr1Rg8eDDkcjm8vb11PqeJqOdZv349bt++jb179+oF6RPRi4eBDtRtzMzM0NTUpJfe2NioN8jSp4/un6JIJBIeWHYmz4ULFxAeHo4VK1Zg6tSpsLCwgEKhwL59+55YRntpD6e9v337NqytrZGVlaXXjq4eKLKystKbvaG+vl5vlgei3qhfv34d7uts/330YcxDn3zyCWxsbBAdHY1Bgwbh3r178PLyQktLS5e3gehFp9FoIBaLIZPJdIITgQdBCV3h8Yc2j34mE1HnKBQKbNmyBREREXB1dYWZmRn27NmjszTbv/Vf9H8ieqC9e95HSSSSDvdpNBoAwKZNm3QCFwFwEJjoP1RVVYWrV6/i3r17+Pvvv3WCeYmo53jllVeE5aLeeustlJWV4f333zd0tYjoH+zatQsFBQXIzs7We0mOiF5MDHSgbuPg4ICff/5ZL/3333+Hvb19l57rwoULGDZsGJYtWyak1dbWPnO5Y8eORV1dHcRiMYYPH95uHicnJyiVSsydO1dIe5qBZKlUitOnT+PDDz8U0n755RdIpdJ/XRZRT2Nvbw+JRILTp0/D1tZWZ9/T9t/r169DpVIhOjpaWALj3LlzOnkePjR9+IYcEXXM1tYWxsbGUCqVGDZsGADg5s2bqKysxBtvvIExY8agra0NDQ0N/7gGYmtrK0pKSoTZGyoqKtDY2AgnJycAD/olgxeIus7jfer8+fNwdXUVlnwDIMxE9qjLly+jublZeGhaVFQEU1NTDB06VC9vZ/s/ET1ZcXGxzrZSqYSdnZ1eEFFHXFxccOTIEbS0tOgFCFpZWWHQoEGorq7Gu+++22V1JqLO02q1+PTTT+Hp6QkHBwdERUXh22+/xcCBAw1dNSJqx7x585CRkQG1Wo0pU6a0ey9MRD1DXl4edu3ahbS0NIwYMcLQ1SGiHoIh/dRt/Pz8UFlZiejoaPzxxx+oqKjAvn37oFAoEBQU1KXnsrOzw5UrV6BQKFBVVYXMzEycOHHimcudMmUKpFIpQkJCUFBQgJqaGpw/fx4JCQm4ePEiACAgIAAymQwymQwqlQpJSUn4888/dcopLi6Gh4cH1Gp1h+cKCAhAfn4+9u7di/LyciQnJ6OkpASLFi165nYQGVq/fv0QHByM+Ph45OTkoKqqCkVFRcjOzn7q/tu/f39YWlri0KFD+Ouvv1BYWIjNmzfr5Bk4cCAkEgny8/NRV1eHW7dudVcTiXo9MzMz+Pj4ID4+HoWFhSgtLcXatWuFaTsdHBwwZ84crFmzBj/88AOqq6tRXFyML7/8Ej/99JNQjrGxMTZt2gSlUomSkhKsW7cOUqlUCHywsbFBTU0NLl26hIaGBmi1WkM0l+i5YWNjA6VSiZqaGjQ0NMDOzg4lJSXIz8+HSqVCYmKicN/6KK1Wi8jISJSVleHkyZNITk7GokWL2n3ru7P9n4ierLa2FrGxsaioqMB3332H/fv3IyAgoNPH+/v7o6mpCWFhYbh48SIqKyuRk5ODiooKAMDKlSuxe/duZGZmQqVS4fLly5DJZHqzpRFR90hISMCtW7cQFRWF4OBg2NvbY/369YauFhF1YM6cOVCr1fjmm2/g4+Nj6OoQUQdKS0sRERGBpUuXYuTIkbh27RquXbuGGzduGLpqRGRgnNGBuo2trS3279+PxMREBAUFoaWlBY6OjtixYwfc3d279Fxvv/02AgMDsXHjRmi1WkyfPh3Lli1DSkrKM5UrEomwe/duJCYmYt26dbh+/TqsrKzg5uYmLCnh6emJqqoqxMfH4+7du5g5cyY++OADFBQUCOXcuXMHKpXqH6fTf+2117B161YkJiZi+/btsLe3x86dO+Hs7PxMbSDqKZYvXw6xWIykpCRcvXoV1tbWWLhwIXx9fZ+q/xoZGSEhIQHR0dHw8vIS3pZZvHixkKdPnz6IiorCzp07kZSUBDc3t3aXoiGiB9asWQONRoNly5bBzMwMQUFBOstQxcbGIjU1FZs3b8bVq1dhaWkJqVSK6dOnC3kkEgmCg4OxevVqqNVquLm54YsvvhD2z5w5E8ePH0dAQAAaGxsRGxvL6UGJnsGSJUuwdu1azJ49G83Nzfj+++9x6dIlhIaGQiQSYfbs2fDz88OpU6d0jps8eTLs7Ozg7+8PrVYLLy8vrFixosPzdKb/E9GTzZ07F83NzfD19YVYLEZAQAAWLFjQ6eNffvllZGRkID4+HosXL4aRkRHGjBmD119/HQDg6+sLiUSCPXv2IC4uDqampnB2dkZgYGB3NYmI/u/MmTPIzMxERkaGMJ12XFwc3nvvPRw8eBB+fn4GriERPc7CwgIzZszAyZMn8c477xi6OkTUgZKSEty5cwepqalITU0V0t98802O9RK94ET379+/b+hKEBEREVHvJ5fLERMTo7eMDBEREQGLFy/G6NGjERkZaeiqEBER0f8FBgZi1KhRiIqKMnRViIiI6F/i0hVERERERERERERERPTCuHnzJo4fP46zZ89yxhUiIqJeiktXEBERERERERERERHRC8Pb2xs3b95EeHg4HB0dDV0dIiIiegpcuoKIiIiIiIiIiIiIiIiIiIh6DS5dQURERERERERERERERERERL0GAx2IiIiIiIiIiIiIiIiIiIio12CgAxEREREREREREREREREREfUaDHQgIiIiIiIiIiIiIiIiIiKiXoOBDkRERERERERERERERERERNRrMNCBiIiIiIiIiIiIiIiIiIiIeg0GOhAREREREREREREREREREVGvwUAHIiIiIiIiIiIiIiIiIiIi6jUY6EBERERERERERERERERERES9xv8Al98eaEn9nOAAAAAASUVORK5CYII=\",\n      \"text/plain\": [\n       \"<Figure size 2121.88x2000 with 72 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"ax = sns.pairplot(data_df, hue= \\\"cut\\\", palette = cols)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 10,\n   \"id\": \"e6a0d06087f8e577\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:55:10.362416Z\",\n     \"start_time\": \"2024-05-29T13:55:08.364549Z\"\n    },\n    \"collapsed\": false,\n    \"jupyter\": {\n     \"outputs_hidden\": false\n    }\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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\",\n      \"text/plain\": [\n       \"<Figure size 500x500 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"lm = sns.lmplot(x=\\\"price\\\", y=\\\"y\\\", data=data_df, scatter_kws={\\\"color\\\": \\\"#BC8F8F\\\"}, line_kws={\\\"color\\\": \\\"#8B4513\\\"})\\n\",\n    \"plotter.title(\\\"Line Plot on Price vs 'y'\\\", color=\\\"#774571\\\", fontsize = 20)\\n\",\n    \"plotter.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 11,\n   \"id\": \"8c02ae3f0aadc1b5\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:55:12.395734Z\",\n     \"start_time\": \"2024-05-29T13:55:10.363618Z\"\n    },\n    \"collapsed\": false,\n    \"jupyter\": {\n     \"outputs_hidden\": false\n    }\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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\",\n      \"text/plain\": [\n       \"<Figure size 500x500 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"lm = sns.lmplot(x=\\\"price\\\", y=\\\"z\\\", data=data_df, scatter_kws={\\\"color\\\": \\\"#BC8F8F\\\"}, line_kws={\\\"color\\\": \\\"#8B4513\\\"})\\n\",\n    \"plotter.title(\\\"Line Plot on Price vs 'z'\\\", color=\\\"#774571\\\", fontsize = 20)\\n\",\n    \"plotter.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 12,\n   \"id\": \"65d4d6b27abe2b0e\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:55:14.476540Z\",\n     \"start_time\": \"2024-05-29T13:55:12.399485Z\"\n    },\n    \"collapsed\": false,\n    \"jupyter\": {\n     \"outputs_hidden\": false\n    }\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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\",\n      \"text/plain\": [\n       \"<Figure size 500x500 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"lm = sns.lmplot(x=\\\"price\\\", y=\\\"depth\\\", data=data_df, scatter_kws={\\\"color\\\": \\\"#BC8F8F\\\"}, line_kws={\\\"color\\\": \\\"#8B4513\\\"})\\n\",\n    \"plotter.title(\\\"Line Plot on Price vs 'depth'\\\", color=\\\"#774571\\\", fontsize = 20)\\n\",\n    \"plotter.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 13,\n   \"id\": \"10f925bdb5fb340d\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:55:16.510159Z\",\n     \"start_time\": \"2024-05-29T13:55:14.477797Z\"\n    },\n    \"collapsed\": false,\n    \"jupyter\": {\n     \"outputs_hidden\": false\n    }\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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\",\n      \"text/plain\": [\n       \"<Figure size 500x500 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"lm = sns.lmplot(x=\\\"price\\\", y=\\\"table\\\", data=data_df, scatter_kws={\\\"color\\\": \\\"#BC8F8F\\\"}, line_kws={\\\"color\\\": \\\"#8B4513\\\"})\\n\",\n    \"plotter.title(\\\"Line Plot on Price vs 'Table'\\\", color=\\\"#774571\\\", fontsize = 20)\\n\",\n    \"plotter.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 14,\n   \"id\": \"1b4632a6b9c76cfc\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:55:16.517392Z\",\n     \"start_time\": \"2024-05-29T13:55:16.511368Z\"\n    },\n    \"collapsed\": false,\n    \"jupyter\": {\n     \"outputs_hidden\": false\n    }\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"(53940, 10)\"\n      ]\n     },\n     \"execution_count\": 14,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"# Removing the feature \\\"Unnamed\\\"\\n\",\n    \"data_df = data_df.drop([\\\"Unnamed: 0\\\"], axis=1)\\n\",\n    \"data_df.shape\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 15,\n   \"id\": \"de25a847981e7683\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:55:16.615058Z\",\n     \"start_time\": \"2024-05-29T13:55:16.518625Z\"\n    },\n    \"collapsed\": false,\n    \"jupyter\": {\n     \"outputs_hidden\": false\n    }\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"(53920, 10)\"\n      ]\n     },\n     \"execution_count\": 15,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"# Removing the datapoints having min 0 value in either x, y or z features \\n\",\n    \"data_df = data_df.drop(data_df[data_df[\\\"x\\\"]==0].index)\\n\",\n    \"data_df = data_df.drop(data_df[data_df[\\\"y\\\"]==0].index)\\n\",\n    \"data_df = data_df.drop(data_df[data_df[\\\"z\\\"]==0].index)\\n\",\n    \"data_df.shape\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 16,\n   \"id\": \"78357bd081f5f3f0\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:55:16.687588Z\",\n     \"start_time\": \"2024-05-29T13:55:16.616321Z\"\n    },\n    \"collapsed\": false,\n    \"jupyter\": {\n     \"outputs_hidden\": false\n    }\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"(53909, 10)\"\n      ]\n     },\n     \"execution_count\": 16,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"# Dropping the outliers (since we have huge dataset) by defining appropriate measures across features \\n\",\n    \"data_df = data_df[(data_df[\\\"depth\\\"]<75)&(data_df[\\\"depth\\\"]>45)]\\n\",\n    \"data_df = data_df[(data_df[\\\"table\\\"]<80)&(data_df[\\\"table\\\"]>40)]\\n\",\n    \"data_df = data_df[(data_df[\\\"x\\\"]<40)]\\n\",\n    \"data_df = data_df[(data_df[\\\"y\\\"]<40)]\\n\",\n    \"data_df = data_df[(data_df[\\\"z\\\"]<40)&(data_df[\\\"z\\\"]>2)]\\n\",\n    \"data_df.shape \"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 17,\n   \"id\": \"bf245268582bb6b4\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:55:16.800542Z\",\n     \"start_time\": \"2024-05-29T13:55:16.688823Z\"\n    },\n    \"collapsed\": false,\n    \"jupyter\": {\n     \"outputs_hidden\": false\n    }\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/html\": [\n       \"<div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>carat</th>\\n\",\n       \"      <th>cut</th>\\n\",\n       \"      <th>color</th>\\n\",\n       \"      <th>clarity</th>\\n\",\n       \"      <th>depth</th>\\n\",\n       \"      <th>table</th>\\n\",\n       \"      <th>price</th>\\n\",\n       \"      <th>x</th>\\n\",\n       \"      <th>y</th>\\n\",\n       \"      <th>z</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>count</th>\\n\",\n       \"      <td>53909.000000</td>\\n\",\n       \"      <td>53909.000000</td>\\n\",\n       \"      <td>53909.000000</td>\\n\",\n       \"      <td>53909.000000</td>\\n\",\n       \"      <td>53909.000000</td>\\n\",\n       \"      <td>53909.000000</td>\\n\",\n       \"      <td>53909.000000</td>\\n\",\n       \"      <td>53909.000000</td>\\n\",\n       \"      <td>53909.000000</td>\\n\",\n       \"      <td>53909.000000</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>mean</th>\\n\",\n       \"      <td>0.797617</td>\\n\",\n       \"      <td>2.553396</td>\\n\",\n       \"      <td>2.593964</td>\\n\",\n       \"      <td>3.835575</td>\\n\",\n       \"      <td>61.749743</td>\\n\",\n       \"      <td>57.455852</td>\\n\",\n       \"      <td>3930.513680</td>\\n\",\n       \"      <td>5.731441</td>\\n\",\n       \"      <td>5.733764</td>\\n\",\n       \"      <td>3.539994</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>std</th>\\n\",\n       \"      <td>0.473759</td>\\n\",\n       \"      <td>1.027444</td>\\n\",\n       \"      <td>1.701283</td>\\n\",\n       \"      <td>1.724540</td>\\n\",\n       \"      <td>1.420093</td>\\n\",\n       \"      <td>2.226169</td>\\n\",\n       \"      <td>3987.145802</td>\\n\",\n       \"      <td>1.119369</td>\\n\",\n       \"      <td>1.116891</td>\\n\",\n       \"      <td>0.702085</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>min</th>\\n\",\n       \"      <td>0.200000</td>\\n\",\n       \"      <td>0.000000</td>\\n\",\n       \"      <td>0.000000</td>\\n\",\n       \"      <td>0.000000</td>\\n\",\n       \"      <td>50.800000</td>\\n\",\n       \"      <td>43.000000</td>\\n\",\n       \"      <td>326.000000</td>\\n\",\n       \"      <td>3.730000</td>\\n\",\n       \"      <td>3.680000</td>\\n\",\n       \"      <td>2.060000</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>25%</th>\\n\",\n       \"      <td>0.400000</td>\\n\",\n       \"      <td>2.000000</td>\\n\",\n       \"      <td>1.000000</td>\\n\",\n       \"      <td>2.000000</td>\\n\",\n       \"      <td>61.000000</td>\\n\",\n       \"      <td>56.000000</td>\\n\",\n       \"      <td>949.000000</td>\\n\",\n       \"      <td>4.710000</td>\\n\",\n       \"      <td>4.720000</td>\\n\",\n       \"      <td>2.910000</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>50%</th>\\n\",\n       \"      <td>0.700000</td>\\n\",\n       \"      <td>2.000000</td>\\n\",\n       \"      <td>3.000000</td>\\n\",\n       \"      <td>4.000000</td>\\n\",\n       \"      <td>61.800000</td>\\n\",\n       \"      <td>57.000000</td>\\n\",\n       \"      <td>2400.000000</td>\\n\",\n       \"      <td>5.700000</td>\\n\",\n       \"      <td>5.710000</td>\\n\",\n       \"      <td>3.530000</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>75%</th>\\n\",\n       \"      <td>1.040000</td>\\n\",\n       \"      <td>3.000000</td>\\n\",\n       \"      <td>4.000000</td>\\n\",\n       \"      <td>5.000000</td>\\n\",\n       \"      <td>62.500000</td>\\n\",\n       \"      <td>59.000000</td>\\n\",\n       \"      <td>5322.000000</td>\\n\",\n       \"      <td>6.540000</td>\\n\",\n       \"      <td>6.540000</td>\\n\",\n       \"      <td>4.040000</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>max</th>\\n\",\n       \"      <td>5.010000</td>\\n\",\n       \"      <td>4.000000</td>\\n\",\n       \"      <td>6.000000</td>\\n\",\n       \"      <td>7.000000</td>\\n\",\n       \"      <td>73.600000</td>\\n\",\n       \"      <td>79.000000</td>\\n\",\n       \"      <td>18823.000000</td>\\n\",\n       \"      <td>10.740000</td>\\n\",\n       \"      <td>31.800000</td>\\n\",\n       \"      <td>31.800000</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"</div>\"\n      ],\n      \"text/plain\": [\n       \"              carat           cut         color       clarity         depth  \\\\\\n\",\n       \"count  53909.000000  53909.000000  53909.000000  53909.000000  53909.000000   \\n\",\n       \"mean       0.797617      2.553396      2.593964      3.835575     61.749743   \\n\",\n       \"std        0.473759      1.027444      1.701283      1.724540      1.420093   \\n\",\n       \"min        0.200000      0.000000      0.000000      0.000000     50.800000   \\n\",\n       \"25%        0.400000      2.000000      1.000000      2.000000     61.000000   \\n\",\n       \"50%        0.700000      2.000000      3.000000      4.000000     61.800000   \\n\",\n       \"75%        1.040000      3.000000      4.000000      5.000000     62.500000   \\n\",\n       \"max        5.010000      4.000000      6.000000      7.000000     73.600000   \\n\",\n       \"\\n\",\n       \"              table         price             x             y             z  \\n\",\n       \"count  53909.000000  53909.000000  53909.000000  53909.000000  53909.000000  \\n\",\n       \"mean      57.455852   3930.513680      5.731441      5.733764      3.539994  \\n\",\n       \"std        2.226169   3987.145802      1.119369      1.116891      0.702085  \\n\",\n       \"min       43.000000    326.000000      3.730000      3.680000      2.060000  \\n\",\n       \"25%       56.000000    949.000000      4.710000      4.720000      2.910000  \\n\",\n       \"50%       57.000000   2400.000000      5.700000      5.710000      3.530000  \\n\",\n       \"75%       59.000000   5322.000000      6.540000      6.540000      4.040000  \\n\",\n       \"max       79.000000  18823.000000     10.740000     31.800000     31.800000  \"\n      ]\n     },\n     \"execution_count\": 17,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"# Making a copy to keep original data in its form intact\\n\",\n    \"data1 = data_df.copy()\\n\",\n    \"\\n\",\n    \"# Applying label encoder to columns with categorical data\\n\",\n    \"columns = ['cut','color','clarity']\\n\",\n    \"label_encoder = LabelEncoder()\\n\",\n    \"for col in columns:\\n\",\n    \"    data1[col] = label_encoder.fit_transform(data1[col])\\n\",\n    \"data1.describe()\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 18,\n   \"id\": \"a9d4e454535e619c\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:55:17.282268Z\",\n     \"start_time\": \"2024-05-29T13:55:16.801835Z\"\n    },\n    \"collapsed\": false,\n    \"jupyter\": {\n     \"outputs_hidden\": false\n    }\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Axes: >\"\n      ]\n     },\n     \"execution_count\": 18,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"image/png\": 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uwkVzc3LRt2c/KSDyptBMJily+TK6ennL38a3enVAL/bD2Nw25/HIN6tlDIY0b6b5xY+Xs6KiVmzeVW/6RCeM1/Kor1SIoSMGBgbr/xhtUXFysHQcPlpbx8fQs8/hz9251bNlSjf3ozJw2cMIE/Tx7tnasWaO4gwf16TPPyCsgQBEDBlS4znv336+NixfreFSU4g4c0Nxnn5Vf06YKbd++tMzvCxfq0NatSomPV8y+fVr8/vvybdJEfk2bGtGsWqG6jzWe/gEKDAvThoXzlRQTo4zEk/pj4XzZOzqqeddupdvpOeZa7fn9N+1ctVJpJxKUkXhSR7dHylpUZEi7a5vKHlvCQ0N0+6iR6tM1Qg4OFZ+YMNmbyhxfPN3cbNWEOqey/ZYdxzLVJdRTw7oEqKlPSX9kaGd/7Yo9E1b6uDnK38Op9LFuf6qCfV3UvbmnUc2q1WzRV9wenan+7XzVp62vmvq46OqO/uoV7q3dsZlGNatWs8U+53tePa5q46Mpg0M1sAP9PaAyCGFOKSi0al+8RT1beZUuM5ns1LOVl3ZGl/9HsKCwWE4OZXehs4NJkcfOlP9tb4raB7lr6lf7dfXLmzT+ve36bvMJ2zSiFjHZ28svOFjxBw+cWVhcrOMHDiiwWVi56wQ0C1P8gQNllsXt36fAsJLy7r5+cvX0KlOmIDdXSdHHKtxmedITTyo3y6Lwnr1ksreXvYOjwi/vpbSEBFlSUy56O3VRQWGhouLi1Ll1eOkyk8mkLuHh2n/WJS4Xkp+fr6KiIrm7upb7elpmprbs3aure/asljrXB/5BQfIKCNC+P/8sXZZrsejIzp1q3qXLRW/H7F5yBi87Pb3c151cXHTFmDFKio1V6qkRHfWdLY419qcCgTKXFBUXy1pUqEbNS4apu7i7K7BZmHItFo148J+6+T/TNGzKAwps3rza2laXVMexpSLHE5M06YVpuuflV/TmvC+VmJp6qdWtF6rSb+nczEN74y3aFVPyemxKrtYfSFPvcy6jPvs9lkYmakz3QC6Lke36il1CPbQpKl3HknIkSQeOZynyaOZ5l7c3RLba5+e+B99zAEaq0jUxt956q3r27KkHHnigzPL09HQ9+OCDmjt3brVUzkhp2YUqskp+5wxr9HN31NHEnHLX6RXurXnr49UtzFPBvi7adDhdq/akyHrW8Ma41Fwt2JSgCVc11R39grQn1qLXfzwiR3s7jeoWaNM21SRnNzeZ7O2Vk1n2D16OJVNegY3KXcfs4aEcS9nyuZmZMnuUnJVw9Sy59ve8bWZmyux58WcuCvPy9POM9zRo0p3qMniIJCkjKVHLP/yg3l++kZmVJavVKm/3spcGeHm4K/Zk+WeUzvXZT0vl4+WpLuHh5b6+6q+/ZHZ21hWdOl5yfesLT39/SVJGcnKZ5ZkpKfK8yNFCdnZ2uuHxx3Vo2zbFR0WVea3vjTfquocflourqxKOHNE7995benlefWeLY03ayROypKSo+/CR+mPBtyrMz1eHvv3l5u0j11PHGg/fks8tYsg12rzkB6XEx6lV9x665t779f1r/z1v7pj6rjqOLeVpHRqqh26+SUEBAUrNzNTXy1foqfdn6N3HHpXZpf6PKL2QqvRbhnUJUFpWoe6cvUvFxSVzkYzr2Uh39A8ut/zqvSmy5BbW6/5KZdiqr3h73yBZ8oo07u1tMtnZyVpcrCmDQzU8IsCm7akLbLXPz8b3HIDRqhTCbNq0SQcOHNCePXv0+uuvy/XUGfGCggJt3ry5WitYmz0+srmmLYrSuLe3yc5OCvZ10ehugVp81vBIa7HUPshdDwxpJklq29Rdh05ma+GmBA72NcTewVG9b7xFJ48c0dov5srOzqSO/Qdo8J13a8nbbzbYCTUvxsJVq/R7ZKRevO9eOTk6lltm5abN6tutW4WvNwQ9hg/X+KefLn0+48EHL3mbNz/5pJq2aqXXb7/9vNc2LV2qvRs3ysvfX4NvvVWT//c/vXb77RXONYMLK7ZateqzT3TVjbdowouvyFpUpPiDBxS7d4+kkrOkdqaS/+7f8IcOnbrcZlNcnJqEt1Z4z17asvTHmqp+vdK9XdvS/w+TFB4aqrtfelm/b9+hwZcz2q6y/jqcrjlrY/XEqBbqGOKumORcvf7TEc1eFaPJA0POK//DXyd1ZbiPAjzPn3cDF+di+oordiXrl+2JeunG1moRaNaB41l646ejCvBwoq9YBRezz8/G9xyA0ao8O+ynn36qZ599VjfddJNmzpyp4ODyz6LUFd6uDrI3ScmWsj9aki0F8ncv/8ekj5uj3pzYVnkFVqVnFyjA00nTlx1TkK9zaRl/D0c1DzCXWa95gKtW7arfl73kZWXJWlQks0fZmevN7h7Kycwod52czEyZ3cuWd/E4Uz47o+TMtdmj7DbMHh5KiYu76Lq16NZN7r6++nH621JxyVmRtfM+1/hpLyu0Y0cdidx20duqazzc3GQymZR2zmSl6ZkW+XhWfDcNSfp+zRotXLVaL9xzt8IqmG9k9+HDiktM1GP/mFhtda6LdqxZo6M7d5Y+d3Aq6dh5+vmVGSHh4eur2HMuiynPTU88oY59++rNO+5QWjmjCnItFuVaLEqMjtaRHTv0xrp1ihg4UH/98ks1tKZ2s8WxRpKSY2O1+M3X5OjiIpO9vfKysjTyof9TUmzJHZeyM0rKpp0oe9lX+skTcvPxvtRm1TmXcmypDHezWU39/ZWQ3LBGGpWnKv2Wmb9Ga3hEgK7rUTJKLLyxm3ILrHrx+yjd2T9YJtOZSzGOp+ZqU1SaXhvfttxtNUS26iu+88tR3d43SEM7l4yaDG/spuNpeZqzNq7BhzC22uen8T0HUBOqPCdMQECAvvjiC7Vu3VrXX3+9/jxrroO6yNHBpLZN3bU56sxcC1ZrsTZHpatT6IU7kM6OJgV6OavQWqyVu1PUr92ZyV27hHqWXuN7WnRSjpr4nP+HoD6xFhUpOTZWTc6+ZMXOTk3CW+vksaPlrpN47GjZ8pKCWrfRyVO32rWkJCs7I71MGUdnZ/mHNqtwm+VxcHIquXtJ8ZlhqcWn/r++Xwvs6OCglkFB2nHwUOkyq9WqHYcOqU2zZhWu993q1fr215V6bvJdahVy/tnS037dtEktg4PVvAFNCluevOxsJcbElD6OR0UpPTFRbc6aJ8fFzU3NO3XSke3bL7itm554QhEDB+rtu+9Wcvzf30Ldzs5OdjoT/NR3tjjWnK0gN1d5WVny9PeXX0iIonftkiRZUlKUlZ4mr8CyP5A8AwJkSWl4c5ZU9dhSWTl5eUpITpaPB5NnVqXfkltglemcP3Onn597ocbirSfl4+ao3m2Yl+Q0W/UVc/Ot5/U/TCa70r5JQ2arfX4a33MANaFKI2FO/6FwcnLSG2+8oRkzZuiuu+7S5MmTq7VyRpt4VVM9t/Cg2gW5q2Owu77847hy8os0untJJ/vZ+QcV4OmkB4eWdCh3xmQqMSNfrZu4KTEjX7NWxqi4uFi39Qkq3eaEq5po0qxd+mRNrAZ38tOuWIu+23xC/762ZY200Ui7f1uj3jePV3JMjBKjo9Whbz85ODnp4KaSwK7PLROUnZ5eOmx/z7q1GjblQXXo11+xe/eoeUQ3+QWHaP38b0q3uee339Tl6iHKSEqUJTlFXYcNV05GuqJ3nRl14ObtLWdXN7l5+8hkZyffpiWfR0ZSogrz8xV/YL8uGzlavcZer72/r5OdnZ06DRwkq9Wq44cOqb4b06+v3vn6G7UKDlZ4aIiWrFun3Px8DerRQ5L09ldfyc/LS/8YPlyS9N2q1fpy2TI9MmG8An18lHpqBICLs7PMzmfCxOzcXP2xfYcmjRplfKPqgFXz5mn45MlKjI5WUlycRt1/v9ITExW5enVpmX/OmqXIVau09puS7/zNTz2lHsOG6YOHHy4JAk7NH5NjsaggL0/+QUHqPnSo9m7YoMzUVPk0aqShkyYpPy9Pu9etq5F21gRbHGvCOndRblaWLKmp8m3SRD2vHavoXTsVf+DMLTh3rV6trkOvUUp8vFLi4tSqRw95BQZq9WdzjN0BtURljy0FhYWKOVEyUX1hUZFS0tN1OC5OZmdnNTk1j9KcJUvUo317BZw69ny1bLlMJpP6dI2okTbWNpXtt/Rt66N564+rTdOS8jEpuZr5a4z6tvWR/VnpjNVarMVbT2pkt0A52NfvkxOVZYu+Yp+2PvpkTawaezmpZSNX7YvP0rzf4zWme8MeBXOaLfa5xPe8OmTnFSkmObf0eXxqnvbHZ8nT1UFNvOv3CWfgUlQphDk3mZ8yZYpatmypJ554oloqVVOGdPZXalaBPlgZreTMArVu4qbpt7cvnQwsIT1PZ5+oyC+0asaKaMWl5srsZK/erX007YZweZjP7NYOwR56fUIbvbc8WrNXx6ipj4seHdG8QUy2diRym1zc3NR16DCZPT2VEhen5bNnKffUcHU3b58y36WTR49q7Rdz1W3YCHUfPlIZiYlaNedjpZ11l5edq1fKwclJV15/k5zMZp08cljLP5xVZhLSrtcMV3iPMyMOxjz6uCTp5xnvKSHqkNJPntTKT2YrYsg1GvHQw1KxVclxcVrx4QcVXr5Qn/SOiFC6JUtfLVum1MxMNW/aVM/ddZe8T13OkZiaVuaM3M8bNqiwqEj/m/t5me3cNHiwbhk6pPT5ushIFUv8OKrA8k8/lZPZrPHPPCNXDw9Fbdum6VOmlJm3JSAkRO4+Z87G9bvxRknSIx9/XGZbnz37rDYuXqyC/Hy16tZNAydMkKunpzKSk3Vo61a9ftttymxAd5CxxbHG7OmlnmOulYu7h3IyMnRoy2ZtX7G8zPvuWbdW9o4OunzMtXIyuyr1eLyWzZqpzHMmYG4oKntsScnI0CNvvV36/Pu1a/X92rXq0KKFXppynyQpOT1db8z7UplZWfJyd1e75mF69cEH5HXOBMANVWX7LXf2D5Gd7DRjRbQSM/Ll7eagvm19df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\",\n      \"text/plain\": [\n       \"<Figure size 1500x1200 with 2 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"cmap = sns.diverging_palette(205, 133, 63, as_cmap=True)\\n\",\n    \"cols = ([\\\"#682F2F\\\", \\\"#9E726F\\\", \\\"#D6B2B1\\\", \\\"#B9C0C9\\\", \\\"#9F8A78\\\", \\\"#F3AB60\\\"])\\n\",\n    \"corrmat= data1.corr()\\n\",\n    \"f, ax = plotter.subplots(figsize=(15,12))\\n\",\n    \"sns.heatmap(corrmat,cmap=cols,annot=True)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 19,\n   \"id\": \"8b1b6f0cef045e37\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:55:17.296951Z\",\n     \"start_time\": \"2024-05-29T13:55:17.283735Z\"\n    },\n    \"collapsed\": false,\n    \"jupyter\": {\n     \"outputs_hidden\": false\n    }\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"# Defining the independent and dependent variables\\n\",\n    \"X= data1.drop([\\\"price\\\"],axis =1)\\n\",\n    \"y= data1[\\\"price\\\"]\\n\",\n    \"X_train, X_test, y_train, y_test = train_test_split(X, y,test_size=0.20, random_state=25)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 20,\n   \"id\": \"4edb211dfa94c038\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:55:32.732845Z\",\n     \"start_time\": \"2024-05-29T13:55:17.298291Z\"\n    },\n    \"collapsed\": false,\n    \"jupyter\": {\n     \"outputs_hidden\": false\n    }\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"# Building pipelins of standard scaler and model for varios regressors.\\n\",\n    \"\\n\",\n    \"pipeline_lr=Pipeline([(\\\"scalar1\\\",StandardScaler()),\\n\",\n    \"                     (\\\"lr\\\",LinearRegression())])\\n\",\n    \"\\n\",\n    \"pipeline_lasso=Pipeline([(\\\"scalar2\\\", StandardScaler()),\\n\",\n    \"                      (\\\"lasso\\\",Lasso())])\\n\",\n    \"\\n\",\n    \"pipeline_dt=Pipeline([(\\\"scalar3\\\",StandardScaler()),\\n\",\n    \"                     (\\\"dt\\\",DecisionTreeRegressor())])\\n\",\n    \"\\n\",\n    \"pipeline_rf=Pipeline([(\\\"scalar4\\\",StandardScaler()),\\n\",\n    \"                     (\\\"rf\\\",RandomForestRegressor())])\\n\",\n    \"\\n\",\n    \"\\n\",\n    \"pipeline_kn=Pipeline([(\\\"scalar5\\\",StandardScaler()),\\n\",\n    \"                     (\\\"kn\\\",KNeighborsRegressor())])\\n\",\n    \"\\n\",\n    \"\\n\",\n    \"pipeline_xgb=Pipeline([(\\\"scalar6\\\",StandardScaler()),\\n\",\n    \"                     (\\\"xgb\\\",XGBRegressor())])\\n\",\n    \"\\n\",\n    \"# List of all the pipelines\\n\",\n    \"pipelines = [pipeline_lr, pipeline_lasso, pipeline_dt, pipeline_rf, pipeline_kn, pipeline_xgb]\\n\",\n    \"\\n\",\n    \"# Dictionary of pipelines and model types for ease of reference\\n\",\n    \"pipeline_dict = {0: \\\"LinearRegression\\\", 1: \\\"Lasso\\\", 2: \\\"DecisionTree\\\", 3: \\\"RandomForest\\\",4: \\\"KNeighbors\\\", 5: \\\"XGBRegressor\\\"}\\n\",\n    \"\\n\",\n    \"# Fit the pipelines\\n\",\n    \"for pipe in pipelines:\\n\",\n    \"    pipe.fit(X_train, y_train)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 21,\n   \"id\": \"f8ffbd831940335b\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:58:22.233734Z\",\n     \"start_time\": \"2024-05-29T13:55:32.734170Z\"\n    },\n    \"collapsed\": false,\n    \"jupyter\": {\n     \"outputs_hidden\": false\n    }\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"LinearRegression: 1383.854012 \\n\",\n      \"Lasso: 1366.991298 \\n\",\n      \"DecisionTree: 737.187912 \\n\",\n      \"RandomForest: 548.594528 \\n\",\n      \"KNeighbors: 816.558280 \\n\",\n      \"XGBRegressor: 548.346850 \\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"cv_results_rms = []\\n\",\n    \"for i, model in enumerate(pipelines):\\n\",\n    \"    cv_score = cross_val_score(model, X_train,y_train,scoring=\\\"neg_root_mean_squared_error\\\", cv=12)\\n\",\n    \"    cv_results_rms.append(cv_score)\\n\",\n    \"    print(\\\"%s: %f \\\" % (pipeline_dict[i], -1 * cv_score.mean()))\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 22,\n   \"id\": \"501fb6bb0a11cb2e\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:58:22.246487Z\",\n     \"start_time\": \"2024-05-29T13:58:22.234962Z\"\n    },\n    \"collapsed\": false,\n    \"jupyter\": {\n     \"outputs_hidden\": false\n    }\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"R^2: 0.9821290969848633\\n\",\n      \"Adjusted R^2: 0.9821141658553483\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"# Model prediction on test data with XGBClassifier which gave us the least RMSE \\n\",\n    \"pred = pipeline_xgb.predict(X_test)\\n\",\n    \"print(\\\"R^2:\\\",metrics.r2_score(y_test, pred))\\n\",\n    \"print(\\\"Adjusted R^2:\\\",1 - (1-metrics.r2_score(y_test, pred))*(len(y_test)-1)/(len(y_test)-X_test.shape[1]-1))\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 22,\n   \"id\": \"bea81ee978135289\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-29T13:58:22.252864Z\",\n     \"start_time\": \"2024-05-29T13:58:22.247685Z\"\n    },\n    \"collapsed\": false,\n    \"jupyter\": {\n     \"outputs_hidden\": false\n    }\n   },\n   \"outputs\": [],\n   \"source\": []\n  }\n ],\n \"metadata\": {\n  \"kernelspec\": {\n   \"display_name\": \"Python 3 (ipykernel)\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 3\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython3\",\n   \"version\": \"3.10.6\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 5\n}\n"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Uygulama_1/transformations.py",
    "content": "from typing import List\n\nfrom pandas import DataFrame\nfrom sklearn.preprocessing import PowerTransformer, StandardScaler\n\n\ndef standardize_dataset(df: DataFrame):\n    scaler = StandardScaler().fit(df)\n    df2 = DataFrame(data=scaler.transform(df), columns=df.columns)\n    return df2\n\n\ndef normalize_dataset(df: DataFrame,\n                      all_pos=False,\n                      min_val: float = 0.000001,\n                      exclude: List[str] = []):\n    df2 = df.copy()\n    for c in df.columns:\n        if c not in exclude:\n            if all_pos:\n                df2[c] = min_val + (df[c] - df[c].min()) / (df[c].max() - df[c].min() - min_val)\n            else:\n                df2[c] = (df[c] - df[c].min()) / (df[c].max() - df[c].min())\n    return df2\n\n\ndef box_cox(data,\n            normalize=False,\n            standardize=False):\n    fitter = PowerTransformer(method=\"box-cox\",\n                              standardize=standardize)\n    dt = fitter.fit_transform(data)\n    if normalize:\n        dt = (dt - dt.min()) / (dt.max() - dt.min())\n    return dt\n\n\ndef yeo_johnson(data,\n                normalize=False,\n                standardize=False):\n    fitter = PowerTransformer(method=\"yeo-johnson\",\n                              standardize=standardize)\n    dt = fitter.fit_transform(data)\n    if normalize:\n        dt = (dt - dt.min()) / (dt.max() - dt.min())\n    return dt\n"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Uygulama_1/transformations_bcyj.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 1,\n   \"id\": \"initial_id\",\n   \"metadata\": {\n    \"collapsed\": true,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-04-02T12:48:13.594923Z\",\n     \"start_time\": \"2024-04-02T12:48:12.464466Z\"\n    }\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"import matplotlib.pyplot as plotter\\n\",\n    \"from transformations import normalize_dataset, standardize_dataset, box_cox, yeo_johnson\\n\",\n    \"from pandas import DataFrame, read_csv\\n\",\n    \"from scipy.stats import pearsonr\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Initialize Variables\\n\",\n    \"\\n\",\n    \"# Plotting variables\\n\",\n    \"size = 1000\\n\",\n    \"plot_hist_color = 'cyan'\\n\",\n    \"plot_hist_alpha = 0.63\\n\",\n    \"\\n\",\n    \"# Problem Specific Variables\\n\",\n    \"output_key = 'OUTPUT'\\n\",\n    \"milage_key = 'MIL'\\n\",\n    \"year_key = 'YEAR'\\n\",\n    \"fuel_consumption_key = 'FCON'\\n\",\n    \"condition_key = 'COND'\\n\",\n    \"\\n\",\n    \"# Data Path\\n\",\n    \"file_path = \\\"data/carprices.csv\\\"\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-04-02T12:48:13.600277Z\",\n     \"start_time\": \"2024-04-02T12:48:13.596843Z\"\n    }\n   },\n   \"id\": \"dbdc7e93a8676816\",\n   \"execution_count\": 2\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"chosen_key = fuel_consumption_key\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-04-02T12:48:13.696638Z\",\n     \"start_time\": \"2024-04-02T12:48:13.601443Z\"\n    }\n   },\n   \"id\": \"254e99d28bf8d0a6\",\n   \"execution_count\": 3\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"   Unnamed: 0  YEAR    MIL      FCON  COND        OUTPUT\\n0           0  2014  32761  9.414131    75  8.325274e+05\\n1           1  2022  12591  9.037609    68  1.286959e+06\\n2           2  2020  23300  7.954067    52  1.027923e+06\\n3           3  2017  21919  8.320422    69  8.884143e+05\\n4           4  2006  25489  9.137466    85  8.220387e+05\",\n      \"text/html\": \"<div>\\n<style scoped>\\n    .dataframe tbody tr th:only-of-type {\\n        vertical-align: middle;\\n    }\\n\\n    .dataframe tbody tr th {\\n        vertical-align: top;\\n    }\\n\\n    .dataframe thead th {\\n        text-align: right;\\n    }\\n</style>\\n<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n  <thead>\\n    <tr style=\\\"text-align: right;\\\">\\n      <th></th>\\n      <th>Unnamed: 0</th>\\n      <th>YEAR</th>\\n      <th>MIL</th>\\n      <th>FCON</th>\\n      <th>COND</th>\\n      <th>OUTPUT</th>\\n    </tr>\\n  </thead>\\n  <tbody>\\n    <tr>\\n      <th>0</th>\\n      <td>0</td>\\n      <td>2014</td>\\n      <td>32761</td>\\n      <td>9.414131</td>\\n      <td>75</td>\\n      <td>8.325274e+05</td>\\n    </tr>\\n    <tr>\\n      <th>1</th>\\n      <td>1</td>\\n      <td>2022</td>\\n      <td>12591</td>\\n      <td>9.037609</td>\\n      <td>68</td>\\n      <td>1.286959e+06</td>\\n    </tr>\\n    <tr>\\n      <th>2</th>\\n      <td>2</td>\\n      <td>2020</td>\\n      <td>23300</td>\\n      <td>7.954067</td>\\n      <td>52</td>\\n      <td>1.027923e+06</td>\\n    </tr>\\n    <tr>\\n      <th>3</th>\\n      <td>3</td>\\n      <td>2017</td>\\n      <td>21919</td>\\n      <td>8.320422</td>\\n      <td>69</td>\\n      <td>8.884143e+05</td>\\n    </tr>\\n    <tr>\\n      <th>4</th>\\n      <td>4</td>\\n      <td>2006</td>\\n      <td>25489</td>\\n      <td>9.137466</td>\\n      <td>85</td>\\n      <td>8.220387e+05</td>\\n    </tr>\\n  </tbody>\\n</table>\\n</div>\"\n     },\n     \"execution_count\": 4,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"# Load and Present Dataset\\n\",\n    \"\\n\",\n    \"# Load\\n\",\n    \"df_raw = read_csv(file_path)\\n\",\n    \"\\n\",\n    \"# Show\\n\",\n    \"df_raw.head()\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-04-02T12:48:13.807740Z\",\n     \"start_time\": \"2024-04-02T12:48:13.698080Z\"\n    }\n   },\n   \"id\": \"a71f8a6f036e2277\",\n   \"execution_count\": 4\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Average: 9.964231000931978\\n\",\n      \"Min: 4.0\\n\",\n      \"Max: 25.0\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"# Stats, Raw Data\\n\",\n    \"\\n\",\n    \"print(\\\"Average: \\\" + str(df_raw[chosen_key].sum() / len(df_raw[chosen_key])))\\n\",\n    \"print(\\\"Min: \\\" + str(df_raw[chosen_key].min()))\\n\",\n    \"print(\\\"Max: \\\" + str(df_raw[chosen_key].max()))\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-04-02T12:48:13.906046Z\",\n     \"start_time\": \"2024-04-02T12:48:13.810312Z\"\n    }\n   },\n   \"id\": \"78797d1af0b6023d\",\n   \"execution_count\": 5\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": 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YAAGA8AgsAADAegQUAABiPwAIAAIxHYAEAAMaL+8cPAcSHH1EEgE+OGRYAAGA8AgsAADAegQUAABiPwAIAAIxHYAEAAMYjsAAAAOMRWAAAgPG4DwswRozU/Vwk7ukCYOxhhgUAABiPwAIAAIxHYAEAAMYjsAAAAOMRWAAAgPEILAAAwHgEFgAAYDwCCwAAMB6BBQAAGI/AAgAAjEdgAQAAxiOwAAAA4w0rsDQ0NCg7O1tpaWlyu91qaWkZtH7//v1asGCB0tLStHjxYh05ciTm+Q8//FAbNmzQrFmzNGnSJC1cuFCNjY3DaQ0AAIxDcQeWffv2yev1qra2Vm1tbcrJyVFJSYm6urr6rT9x4oTWrFmjdevW6bXXXlNpaalKS0t16tSpaI3X61VTU5P+8R//UW+++aaqqqq0YcMGHTp0aPh7BgAAxo0ky7KseFZwu90qKChQfX29JCkSicjlcmnjxo3asmXLNfVlZWXq7u7W4cOHo2PLli1Tbm5udBZl0aJFKisr0/bt26M1eXl5uv/++/Xkk08Oqa9wOCy73a5QKKT09PR4dummVZHoBpAwzye6AQD4naF+fsc1w9Lb26vW1lZ5PJ6rG0hOlsfjUXNzc7/rNDc3x9RLUklJSUz98uXLdejQIZ07d06WZemll17SW2+9pfvuu2/AXnp6ehQOh2MWAAAwPsUVWC5evKi+vj45HI6YcYfDoUAg0O86gUDguvXf+c53tHDhQs2aNUupqalauXKlGhoatGLFigF78fl8stvt0cXlcsWzKwAAYAwx4iqh73znO3rllVd06NAhtba2ateuXVq/fr1+9rOfDbhOdXW1QqFQdOns7BzFjgEAwGiaEE9xRkaGUlJSFAwGY8aDwaCcTme/6zidzkHrf/vb32rr1q06cOCAVq1aJUlasmSJ2tvbtXPnzmu+TrrCZrPJZrPF0z4AABij4pphSU1NVV5envx+f3QsEonI7/erqKio33WKiopi6iXp6NGj0frLly/r8uXLSk6ObSUlJUWRSCSe9gAAwDgV1wyL9PElyBUVFcrPz1dhYaHq6urU3d2tyspKSVJ5ebmysrLk8/kkSZs2bVJxcbF27dqlVatWae/evTp58qR2794tSUpPT1dxcbE2b96sSZMmafbs2Tp+/Lj+/u//Xs8888wI7ioAABir4g4sZWVlunDhgmpqahQIBJSbm6umpqboibUdHR0xsyXLly/Xnj17tG3bNm3dulXz58/XwYMHtWjRomjN3r17VV1drbVr1+o3v/mNZs+erb/5m7/RI488MgK7CAAAxrq478NiqpvpPizcPwWfFPdhAWCKG3IfFgAAgEQgsAAAAOMRWAAAgPEILAAAwHgEFgAAYDwCCwAAMB6BBQAAGI/AAgAAjEdgAQAAxiOwAAAA4xFYAACA8QgsAADAeAQWAABgPAILAAAwHoEFAAAYj8ACAACMR2ABAADGI7AAAADjEVgAAIDxCCwAAMB4BBYAAGA8AgsAADAegQUAABiPwAIAAIxHYAEAAMYjsAAAAOMRWAAAgPEILAAAwHgEFgAAYDwCCwAAMB6BBQAAGI/AAgAAjEdgAQAAxhtWYGloaFB2drbS0tLkdrvV0tIyaP3+/fu1YMECpaWlafHixTpy5Mg1NW+++aa+8IUvyG63a/LkySooKFBHR8dw2gMAAONM3IFl37598nq9qq2tVVtbm3JyclRSUqKurq5+60+cOKE1a9Zo3bp1eu2111RaWqrS0lKdOnUqWnP27FndfffdWrBggY4dO6bXX39d27dvV1pa2vD3DAAAjBtJlmVZ8azgdrtVUFCg+vp6SVIkEpHL5dLGjRu1ZcuWa+rLysrU3d2tw4cPR8eWLVum3NxcNTY2SpIeeughTZw4Uf/wD/8w7B0Jh8Oy2+0KhUJKT08f9nbGgopEN4Ax7/lENwAAvzPUz++4Zlh6e3vV2toqj8dzdQPJyfJ4PGpubu53nebm5ph6SSopKYnWRyIR/cu//Is+/elPq6SkRDNmzJDb7dbBgwcH7aWnp0fhcDhmAQAA41NcgeXixYvq6+uTw+GIGXc4HAoEAv2uEwgEBq3v6urShx9+qB07dmjlypX6t3/7Nz3wwAN68MEHdfz48QF78fl8stvt0cXlcsWzKwAAYAxJ+FVCkUhEkvTFL35Rjz32mHJzc7VlyxZ97nOfi35l1J/q6mqFQqHo0tnZOVotAwCAUTYhnuKMjAylpKQoGAzGjAeDQTmdzn7XcTqdg9ZnZGRowoQJWrhwYUzNnXfeqV/84hcD9mKz2WSz2eJpHwAAjFFxzbCkpqYqLy9Pfr8/OhaJROT3+1VUVNTvOkVFRTH1knT06NFofWpqqgoKCnTmzJmYmrfeekuzZ8+Opz0AADBOxTXDIkler1cVFRXKz89XYWGh6urq1N3drcrKSklSeXm5srKy5PP5JEmbNm1ScXGxdu3apVWrVmnv3r06efKkdu/eHd3m5s2bVVZWphUrVuiP/uiP1NTUpJ/85Cc6duzYyOwlAAAY0+IOLGVlZbpw4YJqamoUCASUm5urpqam6Im1HR0dSk6+OnGzfPly7dmzR9u2bdPWrVs1f/58HTx4UIsWLYrWPPDAA2psbJTP59Ojjz6qO+64Q//8z/+su+++ewR2EQAAjHVx34fFVNyHBRh93M8FwCd1Q+7DAgAAkAgEFgAAYDwCCwAAMB6BBQAAGI/AAgAAjEdgAQAAxiOwAAAA4xFYAACA8QgsAADAeAQWAABgPAILAAAwHoEFAAAYj8ACAACMR2ABAADGI7AAAADjEVgAAIDxCCwAAMB4BBYAAGA8AgsAADAegQUAABiPwAIAAIxHYAEAAMYjsAAAAOMRWAAAgPEILAAAwHgEFgAAYDwCCwAAMB6BBQAAGI/AAgAAjEdgAQAAxiOwAAAA4xFYAACA8YYVWBoaGpSdna20tDS53W61tLQMWr9//34tWLBAaWlpWrx4sY4cOTJg7SOPPKKkpCTV1dUNpzUAADAOTYh3hX379snr9aqxsVFut1t1dXUqKSnRmTNnNGPGjGvqT5w4oTVr1sjn8+lzn/uc9uzZo9LSUrW1tWnRokUxtQcOHNArr7yizMzM4e8RgDGnYoS28/wIbQeAeeKeYXnmmWf08MMPq7KyUgsXLlRjY6NuueUWff/73++3/tvf/rZWrlypzZs3684779Rf//Vf67Of/azq6+tj6s6dO6eNGzfqhRde0MSJE4e3NwAAYFyKK7D09vaqtbVVHo/n6gaSk+XxeNTc3NzvOs3NzTH1klRSUhJTH4lE9OUvf1mbN2/WZz7zmSH10tPTo3A4HLMAAIDxKa7AcvHiRfX19cnhcMSMOxwOBQKBftcJBALXrf/bv/1bTZgwQY8++uiQe/H5fLLb7dHF5XLFsScAAGAsSfhVQq2trfr2t7+t5557TklJSUNer7q6WqFQKLp0dnbewC4BAEAixRVYMjIylJKSomAwGDMeDAbldDr7XcfpdA5a//Of/1xdXV26/fbbNWHCBE2YMEHvvvuuvv71rys7O3vAXmw2m9LT02MWAAAwPsUVWFJTU5WXlye/3x8di0Qi8vv9Kioq6nedoqKimHpJOnr0aLT+y1/+sl5//XW1t7dHl8zMTG3evFk//elP490fAAAwDsV9WbPX61VFRYXy8/NVWFiouro6dXd3q7KyUpJUXl6urKws+Xw+SdKmTZtUXFysXbt2adWqVdq7d69Onjyp3bt3S5KmT5+u6dOnx7zGxIkT5XQ6dccdd3zS/QMAAONA3IGlrKxMFy5cUE1NjQKBgHJzc9XU1BQ9sbajo0PJyVcnbpYvX649e/Zo27Zt2rp1q+bPn6+DBw9ecw8WAACAgSRZlmUluomREA6HZbfbFQqFxv35LCN1ky3gkxqpG7Vx4zjg5jXUz++EXyUEAABwPQQWAABgPAILAAAwHoEFAAAYj8ACAACMF/dlzQBwBVesARgtzLAAAADjEVgAAIDx+EpoFDF9DgDA8DDDAgAAjEdgAQAAxiOwAAAA4xFYAACA8QgsAADAeAQWAABgPAILAAAwHoEFAAAYj8ACAACMR2ABAADGI7AAAADjEVgAAIDxCCwAAMB4BBYAAGA8AgsAADAegQUAABiPwAIAAIxHYAEAAMYjsAAAAOMRWAAAgPEILAAAwHgEFgAAYDwCCwAAMB6BBQAAGG9YgaWhoUHZ2dlKS0uT2+1WS0vLoPX79+/XggULlJaWpsWLF+vIkSPR5y5fvqzHH39cixcv1uTJk5WZmany8nKdP39+OK0BAIBxKO7Asm/fPnm9XtXW1qqtrU05OTkqKSlRV1dXv/UnTpzQmjVrtG7dOr322msqLS1VaWmpTp06JUm6dOmS2tratH37drW1telHP/qRzpw5oy984QufbM8AAMC4kWRZlhXPCm63WwUFBaqvr5ckRSIRuVwubdy4UVu2bLmmvqysTN3d3Tp8+HB0bNmyZcrNzVVjY2O/r/HLX/5ShYWFevfdd3X77bcPqa9wOCy73a5QKKT09PR4dmnUVCS6AWCcez7RDQCI21A/vyfEs9He3l61traquro6OpacnCyPx6Pm5uZ+12lubpbX640ZKykp0cGDBwd8nVAopKSkJN16660D1vT09Kinpyf6dzgcHtpOABi3TPtPAQEKGDlxfSV08eJF9fX1yeFwxIw7HA4FAoF+1wkEAnHVf/TRR3r88ce1Zs2aQZOWz+eT3W6PLi6XK55dAQAAY4hRVwldvnxZX/rSl2RZlr773e8OWltdXa1QKBRdOjs7R6lLAAAw2uL6SigjI0MpKSkKBoMx48FgUE6ns991nE7nkOqvhJV3331XL7744nXPQ7HZbLLZbPG0DwAAxqi4ZlhSU1OVl5cnv98fHYtEIvL7/SoqKup3naKioph6STp69GhM/ZWw8vbbb+tnP/uZpk+fHk9bAABgnItrhkWSvF6vKioqlJ+fr8LCQtXV1am7u1uVlZWSpPLycmVlZcnn80mSNm3apOLiYu3atUurVq3S3r17dfLkSe3evVvSx2HlT/7kT9TW1qbDhw+rr68ven7LtGnTlJqaOlL7CgAAxqi4A0tZWZkuXLigmpoaBQIB5ebmqqmpKXpibUdHh5KTr07cLF++XHv27NG2bdu0detWzZ8/XwcPHtSiRYskSefOndOhQ4ckSbm5uTGv9dJLL+mee+4Z5q4BAIDxIu77sJiK+7AAMA2XNQPXN9TPb6OuEgIAAOgPgQUAABiPwAIAAIxHYAEAAMYjsAAAAOMRWAAAgPEILAAAwHgEFgAAYLy473QLABhdI3XTSW5kh7GMGRYAAGA8ZlgA4Abh5ziAkcMMCwAAMB6BBQAAGI/AAgAAjEdgAQAAxiOwAAAA43GVEADcJLifC8YyZlgAAIDxmGEZAu6lAABXMVODRGCGBQAAGI/AAgAAjEdgAQAAxiOwAAAA4xFYAACA8QgsAADAeAQWAABgPAILAAAwHoEFAAAYj8ACAACMR2ABAADGI7AAAADj8eOHAACIH3U03bBmWBoaGpSdna20tDS53W61tLQMWr9//34tWLBAaWlpWrx4sY4cORLzvGVZqqmp0cyZMzVp0iR5PB69/fbbw2kNAACMQ3EHln379snr9aq2tlZtbW3KyclRSUmJurq6+q0/ceKE1qxZo3Xr1um1115TaWmpSktLderUqWjNU089pWeffVaNjY169dVXNXnyZJWUlOijjz4a/p4BAIBxI8myLCueFdxutwoKClRfXy9JikQicrlc2rhxo7Zs2XJNfVlZmbq7u3X48OHo2LJly5Sbm6vGxkZZlqXMzEx9/etf1ze+8Q1JUigUksPh0HPPPaeHHnpoSH2Fw2HZ7XaFQiGlp6fHs0vXNVLThACA8c+0r4RM/6prqJ/fcZ3D0tvbq9bWVlVXV0fHkpOT5fF41Nzc3O86zc3N8nq9MWMlJSU6ePCgJOmdd95RIBCQx+OJPm+32+V2u9Xc3DxgYOnp6VFPT0/071AoJOnjHR9pvSO+RQDAeDXyn0KfzEh9ht2o/bryuX29+ZO4AsvFixfV19cnh8MRM+5wOPSf//mf/a4TCAT6rQ8EAtHnr4wNVNMfn8+nJ5544ppxl8t1/R0BAOAG2ZvoBm6QG71fH3zwgex2+4DPj9mrhKqrq2NmbiKRiH7zm99o+vTpSkpKSmBnQxMOh+VyudTZ2TniX2FhZHGsxg6O1djC8Ro7buSxsixLH3zwgTIzMwetiyuwZGRkKCUlRcFgMGY8GAzK6XT2u47T6Ry0/sq/wWBQM2fOjKnJzc0dsBebzSabzRYzduuttw51V4yRnp7OG3WM4FiNHRyrsYXjNXbcqGM12MzKFXFdJZSamqq8vDz5/f7oWCQSkd/vV1FRUb/rFBUVxdRL0tGjR6P1c+bMkdPpjKkJh8N69dVXB9wmAAC4ucT9lZDX61VFRYXy8/NVWFiouro6dXd3q7KyUpJUXl6urKws+Xw+SdKmTZtUXFysXbt2adWqVdq7d69Onjyp3bt3S5KSkpJUVVWlJ598UvPnz9ecOXO0fft2ZWZmqrS0dOT2FAAAjFlxB5aysjJduHBBNTU1CgQCys3NVVNTU/Sk2Y6ODiUnX524Wb58ufbs2aNt27Zp69atmj9/vg4ePKhFixZFa775zW+qu7tbX/3qV/X+++/r7rvvVlNTk9LS0kZgF81ks9lUW1t7zddaMA/HauzgWI0tHK+xw4RjFfd9WAAAAEYbP34IAACMR2ABAADGI7AAAADjEVgAAIDxCCyj6C//8i+VlJQUsyxYsCDRbeF3Xn75ZX3+859XZmamkpKSor93dYVlWaqpqdHMmTM1adIkeTwevf3224lp9iZ3vWP1la985Zr32sqVKxPT7E3O5/OpoKBAU6dO1YwZM1RaWqozZ87E1Hz00Udav369pk+frilTpmj16tXX3HAUN95QjtU999xzzXvrkUceGZX+CCyj7DOf+Yzee++96PKLX/wi0S3hd7q7u5WTk6OGhoZ+n3/qqaf07LPPqrGxUa+++qomT56skpISffTRR6PcKa53rCRp5cqVMe+1H/7wh6PYIa44fvy41q9fr1deeUVHjx7V5cuXdd9996m7uzta89hjj+knP/mJ9u/fr+PHj+v8+fN68MEHE9j1zWkox0qSHn744Zj31lNPPTU6DVoYNbW1tVZOTk6i28AQSLIOHDgQ/TsSiVhOp9N6+umno2Pvv/++ZbPZrB/+8IcJ6BBX/P6xsizLqqiosL74xS8mpB8Mrqury5JkHT9+3LKsj99HEydOtPbv3x+tefPNNy1JVnNzc6LahHXtsbIsyyouLrY2bdqUkH6YYRllb7/9tjIzMzV37lytXbtWHR0diW4JQ/DOO+8oEAjI4/FEx+x2u9xut5qbmxPYGQZy7NgxzZgxQ3fccYe+9rWv6de//nWiW4KkUCgkSZo2bZokqbW1VZcvX455by1YsEC33347760E+/1jdcULL7ygjIwMLVq0SNXV1bp06dKo9DNmf615LHK73Xruued0xx136L333tMTTzyhP/zDP9SpU6c0derURLeHQQQCAUmK3tH5CofDEX0O5li5cqUefPBBzZkzR2fPntXWrVt1//33q7m5WSkpKYlu76YViURUVVWlu+66K3q380AgoNTU1Gt+vJb3VmL1d6wk6c/+7M80e/ZsZWZm6vXXX9fjjz+uM2fO6Ec/+tEN74nAMoruv//+6OMlS5bI7XZr9uzZ+qd/+ietW7cugZ0B48tDDz0Ufbx48WItWbJEn/rUp3Ts2DHde++9Cezs5rZ+/XqdOnWKc/fGgIGO1Ve/+tXo48WLF2vmzJm69957dfbsWX3qU5+6oT3xlVAC3Xrrrfr0pz+tX/3qV4luBdfhdDol6ZorF4LBYPQ5mGvu3LnKyMjgvZZAGzZs0OHDh/XSSy9p1qxZ0XGn06ne3l69//77MfW8txJnoGPVH7fbLUmj8t4isCTQhx9+qLNnz2rmzJmJbgXXMWfOHDmdTvn9/uhYOBzWq6++qqKiogR2hqH4n//5H/3617/mvZYAlmVpw4YNOnDggF588UXNmTMn5vm8vDxNnDgx5r115swZdXR08N4aZdc7Vv1pb2+XpFF5b/GV0Cj6xje+oc9//vOaPXu2zp8/r9raWqWkpGjNmjWJbg36OED+//8lvPPOO2pvb9e0adN0++23q6qqSk8++aTmz5+vOXPmaPv27crMzFRpaWnimr5JDXaspk2bpieeeEKrV6+W0+nU2bNn9c1vflPz5s1TSUlJAru+Oa1fv1579uzRj3/8Y02dOjV6XordbtekSZNkt9u1bt06eb1eTZs2Tenp6dq4caOKioq0bNmyBHd/c7nesTp79qz27NmjP/7jP9b06dP1+uuv67HHHtOKFSu0ZMmSG99gQq5NukmVlZVZM2fOtFJTU62srCyrrKzM+tWvfpXotvA7L730kiXpmqWiosKyrI8vbd6+fbvlcDgsm81m3XvvvdaZM2cS2/RNarBjdenSJeu+++6z/uAP/sCaOHGiNXv2bOvhhx+2AoFAotu+KfV3nCRZP/jBD6I1v/3tb62/+Iu/sG677TbrlltusR544AHrvffeS1zTN6nrHauOjg5rxYoV1rRp0yybzWbNmzfP2rx5sxUKhUalv6TfNQkAAGAszmEBAADGI7AAAADjEVgAAIDxCCwAAMB4BBYAAGA8AgsAADAegQUAABiPwAIAAIxHYAEAAMYjsAAAAOMRWAAAgPEILAAAwHj/B9IWaKIorPDwAAAAAElFTkSuQmCC\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"# Plot Raw Data Distribution\\n\",\n    \"\\n\",\n    \"plotter.hist(df_raw[chosen_key], \\n\",\n    \"             25, \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-04-02T12:48:14.339070Z\",\n     \"start_time\": \"2024-04-02T12:48:13.907009Z\"\n    }\n   },\n   \"id\": \"820e6ef8b20966a5\",\n   \"execution_count\": 6\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Normalize Dataset\\n\",\n    \"\\n\",\n    \"df_norm = normalize_dataset(df_raw, \\n\",\n    \"                            all_pos=True)\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-04-02T12:48:14.347915Z\",\n     \"start_time\": \"2024-04-02T12:48:14.340460Z\"\n    }\n   },\n   \"id\": \"d9828351fb1e3985\",\n   \"execution_count\": 7\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"   Unnamed: 0      YEAR       MIL      FCON      COND    OUTPUT\\n0    0.000001  0.705883  0.131045  0.257817  0.642858  0.306534\\n1    0.001002  0.941177  0.050365  0.239887  0.542858  0.575740\\n2    0.002003  0.882354  0.093201  0.188290  0.314287  0.422287\\n3    0.003004  0.794119  0.087677  0.205735  0.557144  0.339641\\n4    0.004005  0.470589  0.101957  0.244642  0.785715  0.300320\",\n      \"text/html\": \"<div>\\n<style scoped>\\n    .dataframe tbody tr th:only-of-type {\\n        vertical-align: middle;\\n    }\\n\\n    .dataframe tbody tr th {\\n        vertical-align: top;\\n    }\\n\\n    .dataframe thead th {\\n        text-align: right;\\n    }\\n</style>\\n<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n  <thead>\\n    <tr style=\\\"text-align: right;\\\">\\n      <th></th>\\n      <th>Unnamed: 0</th>\\n      <th>YEAR</th>\\n      <th>MIL</th>\\n      <th>FCON</th>\\n      <th>COND</th>\\n      <th>OUTPUT</th>\\n    </tr>\\n  </thead>\\n  <tbody>\\n    <tr>\\n      <th>0</th>\\n      <td>0.000001</td>\\n      <td>0.705883</td>\\n      <td>0.131045</td>\\n      <td>0.257817</td>\\n      <td>0.642858</td>\\n      <td>0.306534</td>\\n    </tr>\\n    <tr>\\n      <th>1</th>\\n      <td>0.001002</td>\\n      <td>0.941177</td>\\n      <td>0.050365</td>\\n      <td>0.239887</td>\\n      <td>0.542858</td>\\n      <td>0.575740</td>\\n    </tr>\\n    <tr>\\n      <th>2</th>\\n      <td>0.002003</td>\\n      <td>0.882354</td>\\n      <td>0.093201</td>\\n      <td>0.188290</td>\\n      <td>0.314287</td>\\n      <td>0.422287</td>\\n    </tr>\\n    <tr>\\n      <th>3</th>\\n      <td>0.003004</td>\\n      <td>0.794119</td>\\n      <td>0.087677</td>\\n      <td>0.205735</td>\\n      <td>0.557144</td>\\n      <td>0.339641</td>\\n    </tr>\\n    <tr>\\n      <th>4</th>\\n      <td>0.004005</td>\\n      <td>0.470589</td>\\n      <td>0.101957</td>\\n      <td>0.244642</td>\\n      <td>0.785715</td>\\n      <td>0.300320</td>\\n    </tr>\\n  </tbody>\\n</table>\\n</div>\"\n     },\n     \"execution_count\": 8,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"# Show Normalized Data\\n\",\n    \"\\n\",\n    \"df_norm.head()\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-04-02T12:48:14.612400Z\",\n     \"start_time\": \"2024-04-02T12:48:14.349327Z\"\n    }\n   },\n   \"id\": \"8cf7790b73cd08b4\",\n   \"execution_count\": 8\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Average: 0.2840120135687138\\n\",\n      \"Min: 1e-06\\n\",\n      \"Max: 1.00000104761905\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"# Stats, Normalized Data\\n\",\n    \"\\n\",\n    \"print(\\\"Average: \\\" + str(df_norm[chosen_key].sum() / len(df_norm[chosen_key])))\\n\",\n    \"print(\\\"Min: \\\" + str(df_norm[chosen_key].min()))\\n\",\n    \"print(\\\"Max: \\\" + str(df_norm[chosen_key].max()))\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-04-02T12:48:14.820875Z\",\n     \"start_time\": \"2024-04-02T12:48:14.613938Z\"\n    }\n   },\n   \"id\": \"1edadf28403380d8\",\n   \"execution_count\": 9\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"# Plot Normalized Data Distribution\\n\",\n    \"\\n\",\n    \"plotter.hist(df_norm[chosen_key], \\n\",\n    \"             25, \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-04-02T12:48:15.209067Z\",\n     \"start_time\": \"2024-04-02T12:48:14.822304Z\"\n    }\n   },\n   \"id\": \"f1f20bc0178588b9\",\n   \"execution_count\": 10\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Standardize Dataset\\n\",\n    \"\\n\",\n    \"df_stan = standardize_dataset(df_raw)\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-04-02T12:48:15.216562Z\",\n     \"start_time\": \"2024-04-02T12:48:15.210592Z\"\n    }\n   },\n   \"id\": \"25d895415c88fbe7\",\n   \"execution_count\": 11\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"   Unnamed: 0      YEAR       MIL      FCON      COND    OUTPUT\\n0   -1.730320  0.054467 -0.687937 -0.175892  0.152710  0.323254\\n1   -1.726856  1.455557 -1.279418 -0.296283 -0.422315  2.468333\\n2   -1.723391  1.105285 -0.965379 -0.642741 -1.736659  1.245593\\n3   -1.719927  0.579876 -1.005876 -0.525601 -0.340169  0.587060\\n4   -1.716463 -1.346623 -0.901187 -0.264355  0.974175  0.273743\",\n      \"text/html\": \"<div>\\n<style scoped>\\n    .dataframe tbody tr th:only-of-type {\\n        vertical-align: middle;\\n    }\\n\\n    .dataframe tbody tr th {\\n        vertical-align: top;\\n    }\\n\\n    .dataframe thead th {\\n        text-align: right;\\n    }\\n</style>\\n<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n  <thead>\\n    <tr style=\\\"text-align: right;\\\">\\n      <th></th>\\n      <th>Unnamed: 0</th>\\n      <th>YEAR</th>\\n      <th>MIL</th>\\n      <th>FCON</th>\\n      <th>COND</th>\\n      <th>OUTPUT</th>\\n    </tr>\\n  </thead>\\n  <tbody>\\n    <tr>\\n      <th>0</th>\\n      <td>-1.730320</td>\\n      <td>0.054467</td>\\n      <td>-0.687937</td>\\n      <td>-0.175892</td>\\n      <td>0.152710</td>\\n      <td>0.323254</td>\\n    </tr>\\n    <tr>\\n      <th>1</th>\\n      <td>-1.726856</td>\\n      <td>1.455557</td>\\n      <td>-1.279418</td>\\n      <td>-0.296283</td>\\n      <td>-0.422315</td>\\n      <td>2.468333</td>\\n    </tr>\\n    <tr>\\n      <th>2</th>\\n      <td>-1.723391</td>\\n      <td>1.105285</td>\\n      <td>-0.965379</td>\\n      <td>-0.642741</td>\\n      <td>-1.736659</td>\\n      <td>1.245593</td>\\n    </tr>\\n    <tr>\\n      <th>3</th>\\n      <td>-1.719927</td>\\n      <td>0.579876</td>\\n      <td>-1.005876</td>\\n      <td>-0.525601</td>\\n      <td>-0.340169</td>\\n      <td>0.587060</td>\\n    </tr>\\n    <tr>\\n      <th>4</th>\\n      <td>-1.716463</td>\\n      <td>-1.346623</td>\\n      <td>-0.901187</td>\\n      <td>-0.264355</td>\\n      <td>0.974175</td>\\n      <td>0.273743</td>\\n    </tr>\\n  </tbody>\\n</table>\\n</div>\"\n     },\n     \"execution_count\": 12,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"# Show Standardized Data\\n\",\n    \"\\n\",\n    \"df_stan.head()\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-04-02T12:48:15.434634Z\",\n     \"start_time\": \"2024-04-02T12:48:15.218288Z\"\n    }\n   },\n   \"id\": \"7c41d4a6b528ca93\",\n   \"execution_count\": 12\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Average: -4.583000645652646e-16\\n\",\n      \"Min: -1.9070367014404146\\n\",\n      \"Max: 4.807621185551352\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"# Stats, Standardized Data\\n\",\n    \"\\n\",\n    \"print(\\\"Average: \\\" + str(df_stan[chosen_key].sum() / len(df_stan[chosen_key])))\\n\",\n    \"print(\\\"Min: \\\" + str(df_stan[chosen_key].min()))\\n\",\n    \"print(\\\"Max: \\\" + str(df_stan[chosen_key].max()))\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-04-02T12:48:15.590024Z\",\n     \"start_time\": \"2024-04-02T12:48:15.436228Z\"\n    }\n   },\n   \"id\": \"8d4de31e77af8991\",\n   \"execution_count\": 13\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Stats of: Unnamed: 0\\n\",\n      \"Average: 0.0\\n\",\n      \"Min: -1.7303196219213355\\n\",\n      \"Max: 1.7303196219213355\\n\",\n      \"Stats of: YEAR\\n\",\n      \"Average: -1.3709922086491133e-14\\n\",\n      \"Min: -4.148802375692317\\n\",\n      \"Max: 1.8058297646909123\\n\",\n      \"Stats of: MIL\\n\",\n      \"Average: 5.3290705182007515e-18\\n\",\n      \"Min: -1.6486456380559542\\n\",\n      \"Max: 5.682543738479153\\n\",\n      \"Stats of: FCON\\n\",\n      \"Average: -4.583000645652646e-16\\n\",\n      \"Min: -1.9070367014404146\\n\",\n      \"Max: 4.807621185551352\\n\",\n      \"Stats of: COND\\n\",\n      \"Average: -4.3431924723336123e-16\\n\",\n      \"Min: -3.5438809081753684\\n\",\n      \"Max: 2.2063720663100574\\n\",\n      \"Stats of: OUTPUT\\n\",\n      \"Average: 2.255973186038318e-16\\n\",\n      \"Min: -2.1192452027226145\\n\",\n      \"Max: 5.848911224642409\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"# ADDED TO DELETE\\n\",\n    \"\\n\",\n    \"for col in df_stan.columns:\\n\",\n    \"    print(\\\"Stats of: \\\" + str(col))\\n\",\n    \"    print(\\\"Average: \\\" + str(df_stan[col].sum() / len(df_stan[chosen_key])))\\n\",\n    \"    print(\\\"Min: \\\" + str(df_stan[col].min()))\\n\",\n    \"    print(\\\"Max: \\\" + str(df_stan[col].max()))\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-04-02T12:48:15.766059Z\",\n     \"start_time\": \"2024-04-02T12:48:15.592673Z\"\n    }\n   },\n   \"id\": \"56d00004470af2c9\",\n   \"execution_count\": 14\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": \"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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"# Plot Standardized Data Distribution\\n\",\n    \"\\n\",\n    \"plotter.hist(df_stan[chosen_key], \\n\",\n    \"             25, \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-04-02T12:48:16.137459Z\",\n     \"start_time\": \"2024-04-02T12:48:15.767454Z\"\n    }\n   },\n   \"id\": \"dc819b34f4f3de6e\",\n   \"execution_count\": 15\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"# Box Cox, Raw out\\n\",\n    \"\\n\",\n    \"df_bc_raw = DataFrame(box_cox(DataFrame(df_norm[chosen_key], \\n\",\n    \"                                        columns=[chosen_key])), \\n\",\n    \"                      columns=[chosen_key])\\n\",\n    \"\\n\",\n    \"plotter.hist(df_bc_raw[chosen_key], \\n\",\n    \"             25, \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-04-02T12:48:16.322205Z\",\n     \"start_time\": \"2024-04-02T12:48:16.138816Z\"\n    }\n   },\n   \"id\": \"3bc49bc7f7fb26\",\n   \"execution_count\": 16\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"# Box Cox, Normalize After\\n\",\n    \"\\n\",\n    \"df_bc_norm = DataFrame(box_cox(DataFrame(df_norm[chosen_key], columns=[chosen_key]), normalize=True), columns=[chosen_key])\\n\",\n    \"\\n\",\n    \"plotter.hist(df_bc_norm[chosen_key], \\n\",\n    \"             25, \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-04-02T12:48:16.614680Z\",\n     \"start_time\": \"2024-04-02T12:48:16.324048Z\"\n    }\n   },\n   \"id\": \"a479128673e43c0a\",\n   \"execution_count\": 17\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": \"iVBORw0KGgoAAAANSUhEUgAAAiMAAAGdCAYAAADAAnMpAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAaNUlEQVR4nO3dfWxddf3A8U+72RbYVpjDzo1CYRgJQVdd1zp8ALQ6DQGXiC7GsFoJEYVF0qhsPqziUxH56eK2AKIiomTzaRANDrVhEGN1urEoKCQSyMaWdpuEdpakJb339wexpLJB73a7z1per+Qm9Oyccz8nA+47p/d+b0WxWCwGAECSyuwBAIBXNjECAKQSIwBAKjECAKQSIwBAKjECAKQSIwBAKjECAKSanj3AeBQKhdi7d2/MnDkzKioqsscBAMahWCzGwYMHY968eVFZefj7H5MiRvbu3Rv19fXZYwAAR2D37t1x2mmnHfbPJ0WMzJw5MyKev5hZs2YlTwMAjMfAwEDU19ePvo4fzqSIkf/+ambWrFliBAAmmZd7i4U3sAIAqcQIAJBKjAAAqcQIAJBKjAAAqcQIAJBKjAAAqcQIAJBKjAAAqcQIAJBKjAAAqcQIAJBKjAAAqcQIAJBqevYAAMdSW5nOc0eZzgO4MwIAJBMjAEAqMQIApBIjAEAqMQIApBIjAEAqMQIApBIjAEAqMQIApBIjAEAqMQIApBIjAEAqMQIApBIjAEAqMQIApBIjAEAqMQIApJqePQDAeLRlDwBMGHdGAIBUYgQASCVGAIBUYgQASCVGAIBUYgQASCVGAIBUYgQASCVGAIBUYgQASCVGAIBUYgQASCVGAIBUYgQASCVGAIBUYgQASCVGAIBUYgQASCVGAIBUYgQASCVGAIBURxQjGzZsiIaGhqipqYmWlpbYtm3buI7buHFjVFRUxLJly47kaQGAKajkGNm0aVN0dHREZ2dn7NixIxYuXBhLly6Nffv2veRxTz75ZHz605+Ot7/97Uc8LAAw9ZQcI9/61rfiyiuvjPb29jj33HPjlltuiRNPPDF+8IMfHPaYkZGR+MhHPhLXX399nHXWWUc1MAAwtZQUI8PDw7F9+/ZobW194QSVldHa2ho9PT2HPe7LX/5yvOY1r4krrrhiXM8zNDQUAwMDYx4AwNRUUowcOHAgRkZGoq6ubsz2urq66O3tPeQxf/jDH+L73/9+3HbbbeN+nq6urqitrR191NfXlzImADCJTOinaQ4ePBiXX3553HbbbTFnzpxxH7d69ero7+8ffezevXsCpwQAMk0vZec5c+bEtGnToq+vb8z2vr6+mDt37ov2f/zxx+PJJ5+MSy65ZHRboVB4/omnT4/HHnssFixY8KLjqquro7q6upTRAIBJqqQ7I1VVVbFo0aLo7u4e3VYoFKK7uzuWLFnyov3POeec+Pvf/x47d+4cfVx66aVx0UUXxc6dO/36BQAo7c5IRERHR0e0tbVFU1NTNDc3x9q1a2NwcDDa29sjImLFihUxf/786OrqipqamjjvvPPGHH/yySdHRLxoOwDwylRyjCxfvjz2798fa9asid7e3mhsbIwtW7aMvql1165dUVlpYVcAYHwqisViMXuIlzMwMBC1tbXR398fs2bNyh4HSNCWPcD/uCN7AJgExvv67RYGAJBKjAAAqcQIAJBKjAAAqcQIAJBKjAAAqcQIAJBKjAAAqcQIAJBKjAAAqcQIAJBKjAAAqcQIAJBKjAAAqcQIAJBKjAAAqcQIAJBKjAAAqcQIAJBKjAAAqcQIAJBKjAAAqcQIAJBKjAAAqcQIAJBKjAAAqcQIAJBKjAAAqcQIAJBKjAAAqcQIAJBKjAAAqcQIAJBKjAAAqaZnDwDwStZWpvPcUabzQAZ3RgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEg1PXsAgMmoLXsAmELcGQEAUokRACDVEcXIhg0boqGhIWpqaqKlpSW2bdt22H1/+ctfRlNTU5x88slx0kknRWNjY9x5551HPDAAMLWUHCObNm2Kjo6O6OzsjB07dsTChQtj6dKlsW/fvkPuP3v27Pj85z8fPT098be//S3a29ujvb097rvvvqMeHgCY/CqKxWKxlANaWlpi8eLFsX79+oiIKBQKUV9fHytXroxVq1aN6xxvfvOb4+KLL46vfOUr49p/YGAgamtro7+/P2bNmlXKuEAyb/Q8Nu7IHgAOYbyv3yXdGRkeHo7t27dHa2vrCyeorIzW1tbo6el52eOLxWJ0d3fHY489Fu94xzsOu9/Q0FAMDAyMeQAAU1NJMXLgwIEYGRmJurq6Mdvr6uqit7f3sMf19/fHjBkzoqqqKi6++OJYt25dvPvd7z7s/l1dXVFbWzv6qK+vL2VMAGASOSafppk5c2bs3Lkz/vKXv8TXvva16OjoiK1btx52/9WrV0d/f//oY/fu3cdiTAAgQUmLns2ZMyemTZsWfX19Y7b39fXF3LlzD3tcZWVlnH322RER0djYGP/85z+jq6srLrzwwkPuX11dHdXV1aWMBgBMUiXdGamqqopFixZFd3f36LZCoRDd3d2xZMmScZ+nUCjE0NBQKU8NAExRJS8H39HREW1tbdHU1BTNzc2xdu3aGBwcjPb29oiIWLFiRcyfPz+6uroi4vn3fzQ1NcWCBQtiaGgo7r333rjzzjvj5ptvLu+VAACTUskxsnz58ti/f3+sWbMment7o7GxMbZs2TL6ptZdu3ZFZeULN1wGBwfjk5/8ZDz11FNxwgknxDnnnBM//vGPY/ny5eW7CgBg0ip5nZEM1hmBycs6I8eGdUY4Hk3IOiMAAOUmRgCAVGIEAEglRgCAVGIEAEglRgCAVCWvMwK8MvhILnCsuDMCAKQSIwBAKjECAKQSIwBAKjECAKQSIwBAKjECAKQSIwBAKjECAKQSIwBAKjECAKQSIwBAKjECAKQSIwBAKjECAKQSIwBAKjECAKQSIwBAKjECAKQSIwBAKjECAKQSIwBAKjECAKQSIwBAKjECAKQSIwBAKjECAKQSIwBAKjECAKQSIwBAKjECAKQSIwBAKjECAKQSIwBAKjECAKQSIwBAKjECAKQSIwBAKjECAKQSIwBAKjECAKQSIwBAKjECAKQSIwBAKjECAKQSIwBAKjECAKQSIwBAKjECAKQSIwBAKjECAKSanj0AUF5t2QMAlMidEQAglRgBAFKJEQAglRgBAFKJEQAglRgBAFKJEQAg1RGtM7Jhw4b45je/Gb29vbFw4cJYt25dNDc3H3Lf2267LX70ox/Fww8/HBERixYtiq9//euH3R+A0pVrfZk7ynQeKEXJd0Y2bdoUHR0d0dnZGTt27IiFCxfG0qVLY9++fYfcf+vWrfHhD3847r///ujp6Yn6+vp4z3veE3v27Dnq4QGAya+iWCwWSzmgpaUlFi9eHOvXr4+IiEKhEPX19bFy5cpYtWrVyx4/MjISp5xySqxfvz5WrFgxruccGBiI2tra6O/vj1mzZpUyLrziWIGVo+HOCOU03tfvku6MDA8Px/bt26O1tfWFE1RWRmtra/T09IzrHM8++2w899xzMXv27MPuMzQ0FAMDA2MeAMDUVFKMHDhwIEZGRqKurm7M9rq6uujt7R3XOa677rqYN2/emKD5X11dXVFbWzv6qK+vL2VMAGASOaafprnhhhti48aNsXnz5qipqTnsfqtXr47+/v7Rx+7du4/hlADAsVTSp2nmzJkT06ZNi76+vjHb+/r6Yu7cuS957E033RQ33HBD/P73v483vvGNL7lvdXV1VFdXlzIaADBJlXRnpKqqKhYtWhTd3d2j2wqFQnR3d8eSJUsOe9yNN94YX/nKV2LLli3R1NR05NMCAFNOyeuMdHR0RFtbWzQ1NUVzc3OsXbs2BgcHo729PSIiVqxYEfPnz4+urq6IiPjGN74Ra9asibvuuisaGhpG31syY8aMmDFjRhkvBQCYjEqOkeXLl8f+/ftjzZo10dvbG42NjbFly5bRN7Xu2rUrKitfuOFy8803x/DwcFx22WVjztPZ2Rlf+tKXjm56AGDSK3mdkQzWGYHxs84IR8M6I5TThKwzAgBQbmIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEg1PXsAAI4fbWU6zx1lOg+vDO6MAACpxAgAkEqMAACpxAgAkEqMAACpxAgAkEqMAACpxAgAkEqMAACpxAgAkEqMAACpxAgAkEqMAACpxAgAkEqMAACpxAgAkEqMAACpxAgAkEqMAACpxAgAkEqMAACpxAgAkEqMAACpxAgAkGp69gDA89qyBwBI4s4IAJBKjAAAqcQIAJBKjAAAqY4oRjZs2BANDQ1RU1MTLS0tsW3btsPu+8gjj8QHPvCBaGhoiIqKili7du2RzgoATEElx8imTZuio6MjOjs7Y8eOHbFw4cJYunRp7Nu375D7P/vss3HWWWfFDTfcEHPnzj3qgQGAqaWiWCwWSzmgpaUlFi9eHOvXr4+IiEKhEPX19bFy5cpYtWrVSx7b0NAQ1157bVx77bUlDTkwMBC1tbXR398fs2bNKulYmCx8tBde7I7sATgq4339LunOyPDwcGzfvj1aW1tfOEFlZbS2tkZPT8+RT/s/hoaGYmBgYMwDAJiaSoqRAwcOxMjISNTV1Y3ZXldXF729vWUbqqurK2pra0cf9fX1ZTs3AHB8OS4/TbN69ero7+8ffezevTt7JABggpS0HPycOXNi2rRp0dfXN2Z7X19fWd+cWl1dHdXV1WU7HwBw/CrpzkhVVVUsWrQouru7R7cVCoXo7u6OJUuWlH04AGDqK/mL8jo6OqKtrS2ampqiubk51q5dG4ODg9He3h4REStWrIj58+dHV1dXRDz/ptd//OMfo/+8Z8+e2LlzZ8yYMSPOPvvsMl4KADAZlRwjy5cvj/3798eaNWuit7c3GhsbY8uWLaNvat21a1dUVr5ww2Xv3r3xpje9afTnm266KW666aa44IILYuvWrUd/BQDApFbyOiMZrDPCK4F1RuDFrDMyuU3IOiMAAOUmRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEglRgCAVGIEAEg1PXsAADiccn2btW//Pb65MwIApBIjAEAqMQIApBIjAEAqMQIApBIjAEAqMQIApLLOCBylcq2DAPBK5c4IAJBKjAAAqcQIAJBKjAAAqcQIAJBKjAAAqXy0F4Apr1wfwb+jTOdhLHdGAIBUYgQASOXXNLxiWTkV4PjgzggAkEqMAACpxAgAkEqMAACpxAgAkEqMAACpxAgAkEqMAACpxAgAkEqMAACpxAgAkEqMAACpxAgAkEqMAACpxAgAkEqMAACpxAgAkEqMAACpxAgAkEqMAACpxAgAkEqMAACpxAgAkGp69gAAMFm0lek8d5TpPFOFOyMAQCoxAgCkEiMAQCoxAgCk8gZWJpVyvXkMgOOHOyMAQCoxAgCk8msaADjGrFcyljsjAEAqMQIApDqiGNmwYUM0NDRETU1NtLS0xLZt215y/5/97GdxzjnnRE1NTbzhDW+Ie++994iGBQCmnpJjZNOmTdHR0RGdnZ2xY8eOWLhwYSxdujT27dt3yP3/+Mc/xoc//OG44oor4qGHHoply5bFsmXL4uGHHz7q4QGAya+iWCwWSzmgpaUlFi9eHOvXr4+IiEKhEPX19bFy5cpYtWrVi/Zfvnx5DA4Oxq9//evRbW95y1uisbExbrnllnE958DAQNTW1kZ/f3/MmjWrlHFf1lR9E5H1OAAYr4l6DRvv63dJn6YZHh6O7du3x+rVq0e3VVZWRmtra/T09BzymJ6enujo6BizbenSpXH33Xcf9nmGhoZiaGho9Of+/v6IeP6iym24TOcp/2RHp1zXBcDUN1GvYf993X65+x4lxciBAwdiZGQk6urqxmyvq6uLRx999JDH9Pb2HnL/3t7ewz5PV1dXXH/99S/aXl9fX8q4x9TG7AEA4AhN9GvYwYMHo7a29rB/flyuM7J69eoxd1MKhUI8/fTT8epXvzoqKioSJztyAwMDUV9fH7t37y77r5qOJ65zanGdU4vrnFomw3UWi8U4ePBgzJs37yX3KylG5syZE9OmTYu+vr4x2/v6+mLu3LmHPGbu3Lkl7R8RUV1dHdXV1WO2nXzyyaWMetyaNWvWcfsvTTm5zqnFdU4trnNqOd6v86XuiPxXSZ+mqaqqikWLFkV3d/fotkKhEN3d3bFkyZJDHrNkyZIx+0dE/O53vzvs/gDAK0vJv6bp6OiItra2aGpqiubm5li7dm0MDg5Ge3t7RESsWLEi5s+fH11dXRER8alPfSouuOCC+L//+7+4+OKLY+PGjfHXv/41vvvd75b3SgCASankGFm+fHns378/1qxZE729vdHY2BhbtmwZfZPqrl27orLyhRsu559/ftx1113xhS98IT73uc/F6173urj77rvjvPPOK99VTALV1dXR2dn5ol8/TTWuc2pxnVOL65xaptJ1lrzOCABAOfluGgAglRgBAFKJEQAglRgBAFKJkURDQ0PR2NgYFRUVsXPnzuxxJsSll14ap59+etTU1MRrX/vauPzyy2Pv3r3ZY5XVk08+GVdccUWceeaZccIJJ8SCBQuis7Mzhoen3jcEfe1rX4vzzz8/TjzxxCmzEGFExIYNG6KhoSFqamqipaUltm3blj1S2T344INxySWXxLx586KiouIlvx9ssurq6orFixfHzJkz4zWveU0sW7YsHnvsseyxyu7mm2+ON77xjaOLnS1ZsiR+85vfZI91VMRIos9+9rMvu0TuZHfRRRfFT3/603jsscfiF7/4RTz++ONx2WWXZY9VVo8++mgUCoW49dZb45FHHolvf/vbccstt8TnPve57NHKbnh4OD74wQ/GJz7xiexRymbTpk3R0dERnZ2dsWPHjli4cGEsXbo09u3blz1aWQ0ODsbChQtjw4YN2aNMmAceeCCuvvrq+NOf/hS/+93v4rnnnov3vOc9MTg4mD1aWZ122mlxww03xPbt2+Ovf/1rvPOd74z3v//98cgjj2SPduSKpLj33nuL55xzTvGRRx4pRkTxoYceyh7pmLjnnnuKFRUVxeHh4exRJtSNN95YPPPMM7PHmDC33357sba2NnuMsmhubi5effXVoz+PjIwU582bV+zq6kqcamJFRHHz5s3ZY0y4ffv2FSOi+MADD2SPMuFOOeWU4ve+973sMY6YOyMJ+vr64sorr4w777wzTjzxxOxxjpmnn346fvKTn8T5558fr3rVq7LHmVD9/f0xe/bs7DF4GcPDw7F9+/ZobW0d3VZZWRmtra3R09OTOBnl0N/fHxExpf9bHBkZiY0bN8bg4OCk/poVMXKMFYvF+OhHPxpXXXVVNDU1ZY9zTFx33XVx0kknxatf/erYtWtX3HPPPdkjTah//etfsW7duvj4xz+ePQov48CBAzEyMjK6gvR/1dXVRW9vb9JUlEOhUIhrr7023vrWt07JFb///ve/x4wZM6K6ujquuuqq2Lx5c5x77rnZYx0xMVImq1atioqKipd8PProo7Fu3bo4ePBgrF69OnvkIzbea/2vz3zmM/HQQw/Fb3/725g2bVqsWLEiipNg4d9SrzMiYs+ePfHe9743PvjBD8aVV16ZNHlpjuQ64Xh39dVXx8MPPxwbN27MHmVCvP71r4+dO3fGn//85/jEJz4RbW1t8Y9//CN7rCNmOfgy2b9/f/z73/9+yX3OOuus+NCHPhS/+tWvoqKiYnT7yMhITJs2LT7ykY/EHXfcMdGjHrXxXmtVVdWLtj/11FNRX18ff/zjH4/7W4qlXufevXvjwgsvjLe85S3xwx/+cMx3NB3PjuTv84c//GFce+218cwzz0zwdBNreHg4TjzxxPj5z38ey5YtG93e1tYWzzzzzJS9i1dRURGbN28ec81TyTXXXBP33HNPPPjgg3HmmWdmj3NMtLa2xoIFC+LWW2/NHuWIlPxFeRzaqaeeGqeeeurL7ved73wnvvrVr47+vHfv3li6dGls2rQpWlpaJnLEshnvtR5KoVCIiOc/1ny8K+U69+zZExdddFEsWrQobr/99kkTIhFH9/c52VVVVcWiRYuiu7t79IW5UChEd3d3XHPNNbnDUbJisRgrV66MzZs3x9atW18xIRLx/L+3k+H/q4cjRo6x008/fczPM2bMiIiIBQsWxGmnnZYx0oT585//HH/5y1/ibW97W5xyyinx+OOPxxe/+MVYsGDBcX9XpBR79uyJCy+8MM4444y46aabYv/+/aN/Nnfu3MTJym/Xrl3x9NNPx65du2JkZGR0fZyzzz579N/lyaajoyPa2tqiqakpmpubY+3atTE4OBjt7e3Zo5XVf/7zn/jXv/41+vMTTzwRO3fujNmzZ7/o/0uT1dVXXx133XVX3HPPPTFz5szR9/3U1tbGCSeckDxd+axevTre9773xemnnx4HDx6Mu+66K7Zu3Rr33Xdf9mhHLvWzPBSfeOKJKfvR3r/97W/Fiy66qDh79uxidXV1saGhoXjVVVcVn3rqqezRyur2228vRsQhH1NNW1vbIa/z/vvvzx7tqKxbt654+umnF6uqqorNzc3FP/3pT9kjld39999/yL+7tra27NHK5nD/Hd5+++3Zo5XVxz72seIZZ5xRrKqqKp566qnFd73rXcXf/va32WMdFe8ZAQBSTZ5fbAMAU5IYAQBSiREAIJUYAQBSiREAIJUYAQBSiREAIJUYAQBSiREAIJUYAQBSiREAIJUYAQBS/T+DzbDGftJ/IwAAAABJRU5ErkJggg==\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"# Box Cox, Standardize After\\n\",\n    \"\\n\",\n    \"df_bc_stan = DataFrame(box_cox(DataFrame(df_norm[chosen_key], \\n\",\n    \"                                         columns=[chosen_key]), \\n\",\n    \"                               standardize=True), \\n\",\n    \"                       columns=[chosen_key])\\n\",\n    \"\\n\",\n    \"plotter.hist(df_bc_stan[chosen_key], \\n\",\n    \"             25, \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-04-02T12:48:16.769128Z\",\n     \"start_time\": \"2024-04-02T12:48:16.616023Z\"\n    }\n   },\n   \"id\": \"70168e817a6c8197\",\n   \"execution_count\": 18\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"        raw      norm    bc_raw   bc_norm   bc_stan\\n0  9.414131  0.257817 -1.039113  0.571209 -0.026086\\n1  9.037609  0.239887 -1.079785  0.554426 -0.156494\\n2  7.954067  0.188290 -1.207939  0.501543 -0.567394\\n3  8.320422  0.205735 -1.162526  0.520283 -0.421785\\n4  9.137466  0.244642 -1.068829  0.558947 -0.121365\",\n      \"text/html\": \"<div>\\n<style scoped>\\n    .dataframe tbody tr th:only-of-type {\\n        vertical-align: middle;\\n    }\\n\\n    .dataframe tbody tr th {\\n        vertical-align: top;\\n    }\\n\\n    .dataframe thead th {\\n        text-align: right;\\n    }\\n</style>\\n<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n  <thead>\\n    <tr style=\\\"text-align: right;\\\">\\n      <th></th>\\n      <th>raw</th>\\n      <th>norm</th>\\n      <th>bc_raw</th>\\n      <th>bc_norm</th>\\n      <th>bc_stan</th>\\n    </tr>\\n  </thead>\\n  <tbody>\\n    <tr>\\n      <th>0</th>\\n      <td>9.414131</td>\\n      <td>0.257817</td>\\n      <td>-1.039113</td>\\n      <td>0.571209</td>\\n      <td>-0.026086</td>\\n    </tr>\\n    <tr>\\n      <th>1</th>\\n      <td>9.037609</td>\\n      <td>0.239887</td>\\n      <td>-1.079785</td>\\n      <td>0.554426</td>\\n      <td>-0.156494</td>\\n    </tr>\\n    <tr>\\n      <th>2</th>\\n      <td>7.954067</td>\\n      <td>0.188290</td>\\n      <td>-1.207939</td>\\n      <td>0.501543</td>\\n      <td>-0.567394</td>\\n    </tr>\\n    <tr>\\n      <th>3</th>\\n      <td>8.320422</td>\\n      <td>0.205735</td>\\n      <td>-1.162526</td>\\n      <td>0.520283</td>\\n      <td>-0.421785</td>\\n    </tr>\\n    <tr>\\n      <th>4</th>\\n      <td>9.137466</td>\\n      <td>0.244642</td>\\n      <td>-1.068829</td>\\n      <td>0.558947</td>\\n      <td>-0.121365</td>\\n    </tr>\\n  </tbody>\\n</table>\\n</div>\"\n     },\n     \"execution_count\": 19,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"# Box Cox Data Inspection\\n\",\n    \"\\n\",\n    \"df_temp = DataFrame({'raw': df_raw[chosen_key],\\n\",\n    \"                     'norm': df_norm[chosen_key],\\n\",\n    \"                     'bc_raw': df_bc_raw[chosen_key],\\n\",\n    \"                     'bc_norm': df_bc_norm[chosen_key],\\n\",\n    \"                     'bc_stan': df_bc_stan[chosen_key]})\\n\",\n    \"\\n\",\n    \"df_temp.head()\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-04-02T12:48:17.222524Z\",\n     \"start_time\": \"2024-04-02T12:48:16.770866Z\"\n    }\n   },\n   \"id\": \"bdfd92a387b5aa1a\",\n   \"execution_count\": 19\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": \"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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"# Yeo Johnson, Raw\\n\",\n    \"\\n\",\n    \"df_yj_raw = DataFrame(yeo_johnson(DataFrame(df_norm[chosen_key], \\n\",\n    \"                                            columns=[chosen_key])), \\n\",\n    \"                      columns=[chosen_key])\\n\",\n    \"\\n\",\n    \"plotter.hist(df_yj_raw[chosen_key], \\n\",\n    \"             25, \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-04-02T12:48:17.568728Z\",\n     \"start_time\": \"2024-04-02T12:48:17.223990Z\"\n    }\n   },\n   \"id\": \"a5b6ed83cc671769\",\n   \"execution_count\": 20\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": \"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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"df_yj_norm = DataFrame(yeo_johnson(DataFrame(df_norm[chosen_key], columns=[chosen_key]), normalize=True), columns=[chosen_key])\\n\",\n    \"\\n\",\n    \"plotter.hist(df_yj_norm[chosen_key], \\n\",\n    \"             25, \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-04-02T12:48:18.072895Z\",\n     \"start_time\": \"2024-04-02T12:48:17.569960Z\"\n    }\n   },\n   \"id\": \"156ea178d52d8059\",\n   \"execution_count\": 21\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": \"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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"df_yj_stan = DataFrame(yeo_johnson(DataFrame(df_norm[chosen_key], columns=[chosen_key]), standardize=True), columns=[chosen_key])\\n\",\n    \"\\n\",\n    \"plotter.hist(df_yj_stan[chosen_key], \\n\",\n    \"             25, \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-04-02T12:48:18.241244Z\",\n     \"start_time\": \"2024-04-02T12:48:18.074358Z\"\n    }\n   },\n   \"id\": \"9f2b586c127b8375\",\n   \"execution_count\": 22\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"        raw      norm    bc_raw   bc_norm   bc_stan    yj_raw   yj_norm  \\\\\\n0  9.414131  0.257817 -1.039113  0.571209 -0.026086  0.179343  0.509781   \\n1  9.037609  0.239887 -1.079785  0.554426 -0.156494  0.170618  0.484979   \\n2  7.954067  0.188290 -1.207939  0.501543 -0.567394  0.143076  0.406691   \\n3  8.320422  0.205735 -1.162526  0.520283 -0.421785  0.152817  0.434379   \\n4  9.137466  0.244642 -1.068829  0.558947 -0.121365  0.172972  0.491669   \\n\\n    yj_stan  \\n0 -0.010929  \\n1 -0.151984  \\n2 -0.597214  \\n3 -0.439749  \\n4 -0.113933  \",\n      \"text/html\": \"<div>\\n<style scoped>\\n    .dataframe tbody tr th:only-of-type {\\n        vertical-align: middle;\\n    }\\n\\n    .dataframe tbody tr th {\\n        vertical-align: top;\\n    }\\n\\n    .dataframe thead th {\\n        text-align: right;\\n    }\\n</style>\\n<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n  <thead>\\n    <tr style=\\\"text-align: right;\\\">\\n      <th></th>\\n      <th>raw</th>\\n      <th>norm</th>\\n      <th>bc_raw</th>\\n      <th>bc_norm</th>\\n      <th>bc_stan</th>\\n      <th>yj_raw</th>\\n      <th>yj_norm</th>\\n      <th>yj_stan</th>\\n    </tr>\\n  </thead>\\n  <tbody>\\n    <tr>\\n      <th>0</th>\\n      <td>9.414131</td>\\n      <td>0.257817</td>\\n      <td>-1.039113</td>\\n      <td>0.571209</td>\\n      <td>-0.026086</td>\\n      <td>0.179343</td>\\n      <td>0.509781</td>\\n      <td>-0.010929</td>\\n    </tr>\\n    <tr>\\n      <th>1</th>\\n      <td>9.037609</td>\\n      <td>0.239887</td>\\n      <td>-1.079785</td>\\n      <td>0.554426</td>\\n      <td>-0.156494</td>\\n      <td>0.170618</td>\\n      <td>0.484979</td>\\n      <td>-0.151984</td>\\n    </tr>\\n    <tr>\\n      <th>2</th>\\n      <td>7.954067</td>\\n      <td>0.188290</td>\\n      <td>-1.207939</td>\\n      <td>0.501543</td>\\n      <td>-0.567394</td>\\n      <td>0.143076</td>\\n      <td>0.406691</td>\\n      <td>-0.597214</td>\\n    </tr>\\n    <tr>\\n      <th>3</th>\\n      <td>8.320422</td>\\n      <td>0.205735</td>\\n      <td>-1.162526</td>\\n      <td>0.520283</td>\\n      <td>-0.421785</td>\\n      <td>0.152817</td>\\n      <td>0.434379</td>\\n      <td>-0.439749</td>\\n    </tr>\\n    <tr>\\n      <th>4</th>\\n      <td>9.137466</td>\\n      <td>0.244642</td>\\n      <td>-1.068829</td>\\n      <td>0.558947</td>\\n      <td>-0.121365</td>\\n      <td>0.172972</td>\\n      <td>0.491669</td>\\n      <td>-0.113933</td>\\n    </tr>\\n  </tbody>\\n</table>\\n</div>\"\n     },\n     \"execution_count\": 23,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"# Yeo Johnson Inspection\\n\",\n    \"\\n\",\n    \"df_temp = DataFrame({'raw': df_raw[chosen_key],\\n\",\n    \"                     'norm': df_norm[chosen_key],\\n\",\n    \"                     'bc_raw': df_bc_raw[chosen_key],\\n\",\n    \"                     'bc_norm': df_bc_norm[chosen_key],\\n\",\n    \"                     'bc_stan': df_bc_stan[chosen_key],\\n\",\n    \"                     'yj_raw': df_yj_raw[chosen_key],\\n\",\n    \"                     'yj_norm': df_yj_norm[chosen_key],\\n\",\n    \"                     'yj_stan': df_yj_stan[chosen_key]})\\n\",\n    \"\\n\",\n    \"df_temp.head()\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-04-02T12:48:18.255063Z\",\n     \"start_time\": \"2024-04-02T12:48:18.242762Z\"\n    }\n   },\n   \"id\": \"722a766bf5de18ee\",\n   \"execution_count\": 23\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Correlation (RAW): 0.08641683255439643\\n\",\n      \"Correlation (Norm): 0.08641683255439644\\n\",\n      \"Correlation (Stan): 0.08641683255439644\\n\",\n      \"Box Cox Transformation (RAW)0.09847667801715088\\n\",\n      \"Box Cox Transformation (Norm)0.09847667801715088\\n\",\n      \"Box Cox Transformation (Stan)0.09847667801715088\\n\",\n      \"Yeo Johnson Transformation (RAW)0.10013603332059162\\n\",\n      \"Yeo Johnson Transformation (Norm)0.10013603332059161\\n\",\n      \"Yeo Johnson Transformation (Stan)0.10013603332059162\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"print(\\\"Correlation (RAW): \\\" + str(pearsonr(df_raw[chosen_key], df_raw[output_key])[0]))\\n\",\n    \"print(\\\"Correlation (Norm): \\\" + str(pearsonr(df_norm[chosen_key], df_norm[output_key])[0]))\\n\",\n    \"print(\\\"Correlation (Stan): \\\" + str(pearsonr(df_stan[chosen_key], df_stan[output_key])[0]))\\n\",\n    \"print(\\\"Box Cox Transformation (RAW)\\\" + str(str(pearsonr(df_bc_raw[chosen_key], df_norm[output_key])[0])))\\n\",\n    \"print(\\\"Box Cox Transformation (Norm)\\\" + str(str(pearsonr(df_bc_norm[chosen_key], df_norm[output_key])[0])))\\n\",\n    \"print(\\\"Box Cox Transformation (Stan)\\\" + str(str(pearsonr(df_bc_stan[chosen_key], df_norm[output_key])[0])))\\n\",\n    \"print(\\\"Yeo Johnson Transformation (RAW)\\\" + str(str(pearsonr(df_yj_raw[chosen_key], df_norm[output_key])[0])))\\n\",\n    \"print(\\\"Yeo Johnson Transformation (Norm)\\\" + str(str(pearsonr(df_yj_norm[chosen_key], df_norm[output_key])[0])))\\n\",\n    \"print(\\\"Yeo Johnson Transformation (Stan)\\\" + str(str(pearsonr(df_yj_stan[chosen_key], df_norm[output_key])[0])))\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-04-02T12:48:18.387876Z\",\n     \"start_time\": \"2024-04-02T12:48:18.256195Z\"\n    }\n   },\n   \"id\": \"f0657e00402ae422\",\n   \"execution_count\": 24\n  }\n ],\n \"metadata\": {\n  \"kernelspec\": {\n   \"display_name\": \"Python 3\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 2\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython2\",\n   \"version\": \"2.7.6\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 5\n}\n"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Uygulama_1/utils_encoding.py",
    "content": "from pandas import DataFrame\nfrom sklearn.preprocessing import OneHotEncoder, OrdinalEncoder\n\n\ndef encode_one_hot(df: DataFrame,\n                   column: str) -> DataFrame:\n    encoder = OneHotEncoder(handle_unknown='ignore',\n                            sparse_output=False)\n    df2 = DataFrame(data=df[column],\n                    columns=[column])\n    encoder.fit(df2)\n    transformed = encoder.transform(df2)\n    for column_counter in range(transformed.shape[1]):\n        column_name = column + \"_T\" + str(column_counter)\n        df[column_name] = transformed[:, column_counter]\n    return df\n\n\ndef ordinal_encoding(df: DataFrame,\n                     column: str) -> DataFrame:\n    encoder = OrdinalEncoder()\n    df2 = DataFrame(data=df[column],\n                    columns=[column])\n    encoder.fit(df2)\n    df[column + \"OrdT\"] = encoder.transform(df2)\n    return df\n"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Uygulama_1/utils_missing_data.py",
    "content": "import pandas, numpy, random, copy\n\nfrom sklearn.svm import SVC\nfrom sklearn.pipeline import make_pipeline\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.svm import SVR\nfrom sklearn.metrics import r2_score, root_mean_squared_error, mean_squared_error\nfrom sklearn.metrics import accuracy_score, f1_score\nfrom matplotlib import pyplot as plotter\nfrom typing import List\n\n# Basic Functionalities\n\n# Show Feature Completeness\n# Show Line Completeness\n\n\n# Show Overall Completeness\n\ndef completeness_overall(df: pandas.DataFrame):\n    if df.size > 0:\n        return 100 - (df.isna().sum().sum() / df.size * 100)\n    return 0\n\n\ndef completeness_feature(df: pandas.DataFrame):\n    report = {}\n    for colum_name in df.columns:\n        report[colum_name] = completeness_overall(df[colum_name])\n    return report\n\n\ndef completeness_data_point(df: pandas.DataFrame):\n    return df.notna().all(axis=1).sum(), df.notna().all(axis=1).sum() / df.shape[0] * 100\n\n\ndef remove_columns(df: pandas.DataFrame,\n                   completeness_limit: float):\n    comp_report = completeness_feature(df)\n    to_drop = []\n    for feature_name in comp_report:\n        if comp_report[feature_name] < completeness_limit:\n            to_drop.append(feature_name)\n    print(str(len(to_drop)) + \" columns dropped\")\n    return df.drop(columns=to_drop)\n\n\ndef parse_date(df: pandas.DataFrame,\n               one_hot_encoded: bool = False):\n    # Date Format: 27.01.2023 05:00:56\n    df[\"month\"] = pandas.Series(dtype=int)\n    df[\"hour\"] = pandas.Series(dtype=int)\n    for index, row in df.iterrows():\n        time_stamp = row['DATE']\n        parsed_ts = time_stamp.split(\" \")\n        date = parsed_ts[0]\n        time = parsed_ts[1]\n        parsed_date = date.split(\".\")\n        M = parsed_date[1]\n        hour = time.split(\":\")[0]\n        df.at[index, \"month\"] = M\n        df.at[index, \"hour\"] = hour\n    if not one_hot_encoded:\n        return df\n    df = pandas.get_dummies(df,\n                            columns=['month', 'hour'])\n    return df\n\n\ndef introduce_nans(df: pandas.DataFrame,\n                   row_ratio: float,\n                   ratio: float,\n                   border: float = None):\n    # Add NaN values to dataframe\n    # Ratio_rows: Ratio of rows that will be nanned\n    # Ratio: Ratio of the number of nans that will be added to each row\n    # Borders: The variance between min and max number of nan for each row\n\n    if border is None:\n        border = 0\n    for index, row in df.iterrows():\n        if random.random() < row_ratio:\n            no_of_nans = int((border + ratio) * df.shape[1])\n            nan_locs = random.sample(range(0, df.shape[1]), no_of_nans)\n            for nan_loc in nan_locs:\n                df.at[index, df.columns[nan_loc]] = numpy.nan\n    return df\n\n\ndef report_completeness(df: pandas.DataFrame,\n                        detail: bool = False):\n    comp_row, compp_row_perc = completeness_data_point(df)\n    if detail:\n        print(\"Overall completeness: \" + str(completeness_overall(df)))\n        comps = completeness_feature(df)\n\n        for d_key in comps:\n            print(d_key + \" - \" + str(comps[d_key]))\n\n        print(\"COMP ROW COUNT: \" + str(comp_row))\n        print(\"COMP ROW PERC%: \" + str(compp_row_perc))\n    else:\n        print(\"Overall: \" + str(completeness_overall(df)) + \" - COMP ROW: \" + str(comp_row) + \" - COMP ROW PERC%: \" + str(compp_row_perc))\n\n\ndef sub_dataframe(df: pandas.DataFrame,\n                  pollutant: str = None,\n                  station: str = None,\n                  data_completeness: float = None,\n                  year: int = None):\n    if pollutant is None and station is None and data_completeness is None and year is None:\n        print(\"No selection criteria!\")\n        return df\n    \n    neo_df = copy.deepcopy(df)\n\n    # Filter Pollutants\n    if pollutant is not None:\n        for column_name in neo_df.columns:\n            if pollutant not in column_name and column_name != 'DATE':\n                neo_df = neo_df.drop([column_name], axis=1)\n\n    # Filter Stations\n    if station is not None:\n        for column_name in neo_df.columns:\n            if str(station + \"_\") not in column_name and column_name != 'DATE':\n                neo_df = neo_df.drop([column_name], axis=1)\n\n    # Filter Data Completeness\n    if data_completeness is not None:\n        for column_name in neo_df.columns:\n            if completeness_feature(neo_df[column_name]) < data_completeness and column_name != 'DATE':\n                neo_df = neo_df.drop([column_name], axis=1)\n\n    # Filter Year\n    if year is not None:\n        neo_df = neo_df[neo_df['DATE'].str.contains(str(year))]\n        \n    return neo_df\n\n\n# Air Quality\n\n\npols = [\"NO2\", \"PM10\", \"O3\", \"PM25\"]\npol_levels = {\"NO2\": [50, 100, 200, 400],\n              \"PM10\": [25, 50, 90, 180],\n              \"O3\": [60, 120, 180, 240],\n              \"PM25\": [15, 30, 55, 110]}\n\n\ndef polcon2AQI(pol_name: str, val:float):\n    global pols\n    registered_pollutant = False\n    pol_id = None\n    for pol in pols:\n        if pol in pol_name:\n            registered_pollutant = True\n            pol_id = pol\n    if not registered_pollutant:\n        return 0\n    if val < pol_levels[pol_id][0]:\n        return 1\n    elif val < pol_levels[pol_id][1]:\n        return 2\n    elif val < pol_levels[pol_id][2]:\n        return 3\n    elif val < pol_levels[pol_id][3]:\n        return 4\n    return 5\n\n\ndef generate_class_label(row: pandas.Series):\n    vals = []\n    for key in row.keys():\n        vals.append(polcon2AQI(pol_name=key,\n                               val=row[key]))\n    return max(vals)\n\n\ndef generate_class_labels(df: pandas.DataFrame):\n    AQIs = []\n    for index, row in df.iterrows():\n        AQIs.append(generate_class_label(row=dict(row)))\n    AQIs.append(0)\n    df.loc[:, \"OUT\"] = AQIs[1:]\n    return df\n\n\n# Classification\n\n\ndef test_data_classification(df: pandas.DataFrame,\n                             df_org: pandas.DataFrame,\n                             k: int = 5,\n                             data_out: bool = False):\n    # df        -> Imputed Dataset\n    # df_org    -> Original Dataset\n    # k         -> Cross Fold K\n\n    if data_out:\n        _data_out(df, df_org)\n\n    test_size = 1.0 / k\n    accuracies = []\n\n    for cv_iter in range(k):\n        imp_data_out = df[\"OUT\"].to_numpy()\n        imp_data_in = df.iloc[:, :-1].to_numpy()    \n        org_data_out = df_org[\"OUT\"].to_numpy()\n        org_data_in = df_org.iloc[:, :-1].to_numpy()    \n\n        test_indexes = [int((cv_iter * test_size) * df.shape[0]), int(((cv_iter + 1) * test_size) * df.shape[0])]\n        data_in_test = org_data_in[test_indexes[0]: test_indexes[1],:]\n        data_out_test = org_data_out[test_indexes[0]: test_indexes[1]]\n        data_in_train = numpy.delete(imp_data_in, range(test_indexes[0], test_indexes[1]), 0)\n        data_out_train = numpy.delete(imp_data_out, range(test_indexes[0], test_indexes[1]), 0)\n\n        clf = make_pipeline(StandardScaler(), SVC(gamma='auto'))\n        clf.fit(data_in_train, data_out_train)\n        data_out_pred = clf.predict(data_in_test)\n\n        accuracies.append(accuracy_score(data_out_test, data_out_pred))\n\n    return sum(accuracies) / len(accuracies)\n\n\ndef test_data_regression(df:pandas.DataFrame, df_org:pandas.DataFrame,\n                         k:int = 5,\n                         kernel:str = \"linear\",\n                         data_out=False):\n    # df        -> Imputed Dataset\n    # df_org    -> Orginal Dataset\n    # k         -> Cross Fold K\n\n    if data_out:\n        _data_out(df, df_org)\n\n    test_size = 1.0 / k\n\n    accuracies_rmse = []\n    accuracies_r2 = []\n    accuracies_mse = []\n\n    for cv_iter in range(k):\n        imp_data_out = df[\"OUT\"].to_numpy()\n        imp_data_in = df.iloc[:, :-1].to_numpy()    \n        org_data_out = df_org[\"OUT\"].to_numpy()\n        org_data_in = df_org.iloc[:, :-1].to_numpy()    \n\n        test_indexes = [int((cv_iter * test_size) * df.shape[0]), int(((cv_iter + 1) * test_size) * df.shape[0])]\n        data_in_test = org_data_in[test_indexes[0]: test_indexes[1],:]\n        data_out_test = org_data_out[test_indexes[0]: test_indexes[1]]\n        data_in_train = numpy.delete(imp_data_in, range(test_indexes[0], test_indexes[1]), 0)\n        data_out_train = numpy.delete(imp_data_out, range(test_indexes[0], test_indexes[1]), 0)\n\n        regr = make_pipeline(StandardScaler(), SVR(C=1.0, epsilon=0.2))\n        regr.fit(data_in_train, data_out_train)\n        data_out_pred = regr.predict(data_in_test)\n\n        accuracies_rmse.append(root_mean_squared_error(data_out_test, data_out_pred))\n        accuracies_mse.append(mean_squared_error(data_out_test, data_out_pred))\n        accuracies_r2.append(r2_score(data_out_test, data_out_pred))\n\n    return (sum(accuracies_rmse) / len(accuracies_rmse),\n            sum(accuracies_mse) / len(accuracies_mse),\n            sum(accuracies_r2) / len(accuracies_r2))\n\n\nDATA_OUT_COUNTER = 0\n\n\ndef _data_out(df: pandas.DataFrame,\n              df_org: pandas.DataFrame):\n    global DATA_OUT_COUNTER\n    df.to_csv(\"temp/nanned\" + str(DATA_OUT_COUNTER) + \".csv\")\n    df_org.to_csv(\"temp/org\" + str(DATA_OUT_COUNTER) + \".csv\")\n\n    from typing import List\n\ndef sum_results(res_list: List[dict]):\n    summed_dict = {}\n    for ress in res_list:\n        for re_dict_key in ress.keys():\n            if re_dict_key not in summed_dict.keys():\n                summed_dict[re_dict_key] = [ress[re_dict_key]]\n            else:\n                summed_dict[re_dict_key].append(ress[re_dict_key])\n\n    for keyy in summed_dict.keys():\n        summed_dict[keyy] = sum(summed_dict[keyy]) / len(summed_dict[keyy])\n    return summed_dict\n\ndef plot_results(data_in: List[dict]):\n    data = sum_results(data_in)\n\n    names = list(data.keys())\n    values = list(data.values())\n\n    plotter.bar(range(len(data)), values, tick_label=names)\n    plotter.show()"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Uygulama_2/Sınıflandırma_Uygulama.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"TO8le54bUilR\"\n   },\n   \"source\": [\n    \"# Diyabet Veri Seti İle Sınıflandırma Uygulaması\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"IABQizKpU7cG\"\n   },\n   \"source\": [\n    \"## Kullanılacak Kütüphanelerin Tanımlanması\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 142,\n   \"metadata\": {\n    \"id\": \"R_tbYp5ylm93\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"from mlxtend.plotting import plot_decision_regions\\n\",\n    \"import numpy as np\\n\",\n    \"import pandas as pd\\n\",\n    \"import matplotlib.pyplot as plt\\n\",\n    \"import seaborn as sns\\n\",\n    \"sns.set()\\n\",\n    \"import warnings\\n\",\n    \"warnings.filterwarnings('ignore')\\n\",\n    \"%matplotlib inline\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"WMEWVptKV1xC\"\n   },\n   \"source\": [\n    \"## Veri Setinin yüklenmesi ve görselleştirilmesi\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 143,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 206\n    },\n    \"id\": \"YmJxixdVsJ-j\",\n    \"outputId\": \"c550b083-4c3b-47dd-839b-7357f970e3d2\"\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"application/vnd.google.colaboratory.intrinsic+json\": {\n       \"summary\": \"{\\n  \\\"name\\\": \\\"diabetes_data\\\",\\n  \\\"rows\\\": 768,\\n  \\\"fields\\\": [\\n    {\\n      \\\"column\\\": \\\"Pregnancies\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 3,\\n        \\\"min\\\": 0,\\n        \\\"max\\\": 17,\\n        \\\"num_unique_values\\\": 17,\\n        \\\"samples\\\": [\\n          6,\\n          1,\\n          3\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"Glucose\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 31,\\n        \\\"min\\\": 0,\\n        \\\"max\\\": 199,\\n        \\\"num_unique_values\\\": 136,\\n        \\\"samples\\\": [\\n          151,\\n          101,\\n          112\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"BloodPressure\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 19,\\n        \\\"min\\\": 0,\\n        \\\"max\\\": 122,\\n        \\\"num_unique_values\\\": 47,\\n        \\\"samples\\\": [\\n          86,\\n          46,\\n          85\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"SkinThickness\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 15,\\n        \\\"min\\\": 0,\\n        \\\"max\\\": 99,\\n        \\\"num_unique_values\\\": 51,\\n        \\\"samples\\\": [\\n          7,\\n          12,\\n          48\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"Insulin\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 115,\\n        \\\"min\\\": 0,\\n        \\\"max\\\": 846,\\n        \\\"num_unique_values\\\": 186,\\n        \\\"samples\\\": [\\n          52,\\n          41,\\n          183\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"BMI\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 7.884160320375446,\\n        \\\"min\\\": 0.0,\\n        \\\"max\\\": 67.1,\\n        \\\"num_unique_values\\\": 248,\\n        \\\"samples\\\": [\\n          19.9,\\n          31.0,\\n          38.1\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"DiabetesPedigreeFunction\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 0.3313285950127749,\\n        \\\"min\\\": 0.078,\\n        \\\"max\\\": 2.42,\\n        \\\"num_unique_values\\\": 517,\\n        \\\"samples\\\": [\\n          1.731,\\n          0.426,\\n          0.138\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"Age\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 11,\\n        \\\"min\\\": 21,\\n        \\\"max\\\": 81,\\n        \\\"num_unique_values\\\": 52,\\n        \\\"samples\\\": [\\n          60,\\n          47,\\n          72\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"Outcome\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 0,\\n        \\\"min\\\": 0,\\n        \\\"max\\\": 1,\\n        \\\"num_unique_values\\\": 2,\\n        \\\"samples\\\": [\\n          0,\\n          1\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    }\\n  ]\\n}\",\n       \"type\": \"dataframe\",\n       \"variable_name\": \"diabetes_data\"\n      },\n      \"text/html\": [\n       \"\\n\",\n       \"  <div id=\\\"df-6b7afc61-d44f-4153-b02a-d994226a5b71\\\" class=\\\"colab-df-container\\\">\\n\",\n       \"    <div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>Pregnancies</th>\\n\",\n       \"      <th>Glucose</th>\\n\",\n       \"      <th>BloodPressure</th>\\n\",\n       \"      <th>SkinThickness</th>\\n\",\n       \"      <th>Insulin</th>\\n\",\n       \"      <th>BMI</th>\\n\",\n       \"      <th>DiabetesPedigreeFunction</th>\\n\",\n       \"      <th>Age</th>\\n\",\n       \"      <th>Outcome</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>0</th>\\n\",\n       \"      <td>6</td>\\n\",\n       \"      <td>148</td>\\n\",\n       \"      <td>72</td>\\n\",\n       \"      <td>35</td>\\n\",\n       \"      <td>0</td>\\n\",\n       \"      <td>33.6</td>\\n\",\n       \"      <td>0.627</td>\\n\",\n       \"      <td>50</td>\\n\",\n       \"      <td>1</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>1</th>\\n\",\n       \"      <td>1</td>\\n\",\n       \"      <td>85</td>\\n\",\n       \"      <td>66</td>\\n\",\n       \"      <td>29</td>\\n\",\n       \"      <td>0</td>\\n\",\n       \"      <td>26.6</td>\\n\",\n       \"      <td>0.351</td>\\n\",\n       \"      <td>31</td>\\n\",\n       \"      <td>0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>2</th>\\n\",\n       \"      <td>8</td>\\n\",\n       \"      <td>183</td>\\n\",\n       \"      <td>64</td>\\n\",\n       \"      <td>0</td>\\n\",\n       \"      <td>0</td>\\n\",\n       \"      <td>23.3</td>\\n\",\n       \"      <td>0.672</td>\\n\",\n       \"      <td>32</td>\\n\",\n       \"      <td>1</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>3</th>\\n\",\n       \"      <td>1</td>\\n\",\n       \"      <td>89</td>\\n\",\n       \"      <td>66</td>\\n\",\n       \"      <td>23</td>\\n\",\n       \"      <td>94</td>\\n\",\n       \"      <td>28.1</td>\\n\",\n       \"      <td>0.167</td>\\n\",\n       \"      <td>21</td>\\n\",\n       \"      <td>0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>4</th>\\n\",\n       \"      <td>0</td>\\n\",\n       \"      <td>137</td>\\n\",\n       \"      <td>40</td>\\n\",\n       \"      <td>35</td>\\n\",\n       \"      <td>168</td>\\n\",\n       \"      <td>43.1</td>\\n\",\n       \"      <td>2.288</td>\\n\",\n       \"      <td>33</td>\\n\",\n       \"      <td>1</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"</div>\\n\",\n       \"    <div 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'block' : 'none';\\n\",\n       \"    })();\\n\",\n       \"  </script>\\n\",\n       \"</div>\\n\",\n       \"\\n\",\n       \"    </div>\\n\",\n       \"  </div>\\n\"\n      ],\n      \"text/plain\": [\n       \"   Pregnancies  Glucose  BloodPressure  SkinThickness  Insulin   BMI  \\\\\\n\",\n       \"0            6      148             72             35        0  33.6   \\n\",\n       \"1            1       85             66             29        0  26.6   \\n\",\n       \"2            8      183             64              0        0  23.3   \\n\",\n       \"3            1       89             66             23       94  28.1   \\n\",\n       \"4            0      137             40             35      168  43.1   \\n\",\n       \"\\n\",\n       \"   DiabetesPedigreeFunction  Age  Outcome  \\n\",\n       \"0                     0.627   50        1  \\n\",\n       \"1                     0.351   31        0  \\n\",\n       \"2                     0.672   32        1  \\n\",\n       \"3                     0.167   21        0  \\n\",\n       \"4                     2.288   33        1  \"\n      ]\n     },\n     \"execution_count\": 143,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"diabetes_data = pd.read_csv('data/diabetes.csv')\\n\",\n    \"\\n\",\n    \"diabetes_data.head()\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 144,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"VK_armPvsKow\",\n    \"outputId\": \"f69fed35-35d2-4fcc-8451-07fcefe9336a\"\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"<class 'pandas.core.frame.DataFrame'>\\n\",\n      \"RangeIndex: 768 entries, 0 to 767\\n\",\n      \"Data columns (total 9 columns):\\n\",\n      \" #   Column                    Non-Null Count  Dtype  \\n\",\n      \"---  ------                    --------------  -----  \\n\",\n      \" 0   Pregnancies               768 non-null    int64  \\n\",\n      \" 1   Glucose                   768 non-null    int64  \\n\",\n      \" 2   BloodPressure             768 non-null    int64  \\n\",\n      \" 3   SkinThickness             768 non-null    int64  \\n\",\n      \" 4   Insulin                   768 non-null    int64  \\n\",\n      \" 5   BMI                       768 non-null    float64\\n\",\n      \" 6   DiabetesPedigreeFunction  768 non-null    float64\\n\",\n      \" 7   Age                       768 non-null    int64  \\n\",\n      \" 8   Outcome                   768 non-null    int64  \\n\",\n      \"dtypes: float64(2), int64(7)\\n\",\n      \"memory usage: 54.1 KB\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"diabetes_data.info(verbose=True)\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"9W0kDqgDXiaC\"\n   },\n   \"source\": [\n    \"1. **Pregnancies (Gebelik sayısı)**: (integer)\\n\",\n    \"   - Açıklama: Bu, bireyin geçirdiği gebelik sayısını belirtir. Gebelik sayısının artışı, diyabet riskini etkileyebilir.\\n\",\n    \"\\n\",\n    \"2. **Glucose (Glukoz)**: (integer)\\n\",\n    \"   - Açıklama: İki saatlik oral glukoz tolerans testinde ölçülen plazma glukoz konsantrasyonu. Glukoz seviyeleri, diyabet tanısında kritik bir rol oynar.\\n\",\n    \"\\n\",\n    \"3. **Blood Pressure (Kan basıncı)**: (integer)\\n\",\n    \"   - Açıklama: Diyastolik kan basıncı (mm Hg) ölçümü. Kan basıncı yüksekliği, diyabet ve diğer kardiyovasküler hastalıklarla ilişkili olabilir.\\n\",\n    \"\\n\",\n    \"4. **Skin Thickness (Cilt kalınlığı)**: (integer)\\n\",\n    \"   - Açıklama: Triceps cilt kıvrım kalınlığı (mm). Bu, bireyin vücut yağ oranını ölçmek için kullanılır.\\n\",\n    \"\\n\",\n    \"5. **Insulin (İnsülin)**: (integer)\\n\",\n    \"   - Açıklama: İki saatlik serum insülin (mu U/ml) ölçümü. İnsülin seviyeleri, vücudun glukozu nasıl kullandığını ve depoladığını gösterir.\\n\",\n    \"\\n\",\n    \"6. **BMI (Vücut Kitle İndeksi)**: (Float)\\n\",\n    \"   - Açıklama: Vücut kitle indeksi (kg/m²). BMI, kilo ve boyun oranını belirten bir ölçüttür ve obezite riskini değerlendirmek için kullanılır.\\n\",\n    \"\\n\",\n    \"7. **Diabetes Pedigree Function (Diyabet soy ağacı fonksiyonu)**: (Float)\\n\",\n    \"   - Açıklama: Bu fonksiyon, ailedeki diyabet geçmişine dayanarak bireyin diyabet geliştirme olasılığını değerlendirir. Genetik faktörleri dikkate alır.\\n\",\n    \"\\n\",\n    \"8. **Age (Yaş)**: (integer)\\n\",\n    \"   - Açıklama: Bireyin yaşı (yıl olarak). Yaş, diyabet risk faktörlerinden biridir; yaşlandıkça risk artar.\\n\",\n    \"\\n\",\n    \"9. **Outcome (Sonuç)**: (integer, Binary: 0 veya 1)\\n\",\n    \"   - Açıklama: Bireyin diyabet olup olmadığını belirtir (1: diyabetli, 0: diyabetli değil). Bu, sınıflandırma probleminin hedef değişkenidir.\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 145,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"kmeoIJuLZu6g\",\n    \"outputId\": \"a0148483-0480-4144-b8cd-92f6c3b0cd22\"\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"+----+------------------------------+-------------+-------------+\\n\",\n      \"|    | Özellik                      |   Min Değer |   Max Değer |\\n\",\n      \"|----+------------------------------+-------------+-------------|\\n\",\n      \"|  0 | Gebelik Sayısı               |       0     |       17    |\\n\",\n      \"|  1 | Glukoz                       |       0     |      199    |\\n\",\n      \"|  2 | Kan Basıncı                  |       0     |      122    |\\n\",\n      \"|  3 | Cilt Kalınlığı               |       0     |       99    |\\n\",\n      \"|  4 | İnsülin                      |       0     |      846    |\\n\",\n      \"|  5 | Vücut Kitle İndeksi          |       0     |       67.1  |\\n\",\n      \"|  6 | Diyabet Soy Ağacı Fonksiyonu |       0.078 |        2.42 |\\n\",\n      \"|  7 | Yaş                          |      21     |       81    |\\n\",\n      \"|  8 | Sonuç                        |       0     |        1    |\\n\",\n      \"+----+------------------------------+-------------+-------------+\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"import pandas as pd\\n\",\n    \"from tabulate import tabulate\\n\",\n    \"\\n\",\n    \"diabetes_data_copy = pd.read_csv('data/diabetes.csv')\\n\",\n    \"\\n\",\n    \"new_column_names = {\\n\",\n    \"    'Pregnancies': 'Gebelik Sayısı',\\n\",\n    \"    'Glucose': 'Glukoz',\\n\",\n    \"    'BloodPressure': 'Kan Basıncı',\\n\",\n    \"    'SkinThickness': 'Cilt Kalınlığı',\\n\",\n    \"    'Insulin': 'İnsülin',\\n\",\n    \"    'BMI': 'Vücut Kitle İndeksi',\\n\",\n    \"    'DiabetesPedigreeFunction': 'Diyabet Soy Ağacı Fonksiyonu',\\n\",\n    \"    'Age': 'Yaş',\\n\",\n    \"    'Outcome': 'Sonuç'\\n\",\n    \"}\\n\",\n    \"\\n\",\n    \"diabetes_data_copy.rename(columns=new_column_names, inplace=True)\\n\",\n    \"\\n\",\n    \"min_max_data = pd.DataFrame({\\n\",\n    \"    'Özellik': diabetes_data_copy.columns,\\n\",\n    \"    'Min Değer': diabetes_data_copy.min().values,\\n\",\n    \"    'Max Değer': diabetes_data_copy.max().values\\n\",\n    \"})\\n\",\n    \"\\n\",\n    \"# Min ve max değerlerini tablo formatında yazdırın\\n\",\n    \"print(tabulate(min_max_data, headers='keys', tablefmt='psql'))\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 146,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 300\n    },\n    \"id\": \"P7i7PWoHtU5G\",\n    \"outputId\": \"ef9f66b5-76d8-414f-aae1-49ba3ef6951d\"\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"application/vnd.google.colaboratory.intrinsic+json\": {\n       \"summary\": \"{\\n  \\\"name\\\": \\\"diabetes_data_copy\\\",\\n  \\\"rows\\\": 8,\\n  \\\"fields\\\": [\\n    {\\n      \\\"column\\\": \\\"Gebelik Say\\\\u0131s\\\\u0131\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 269.85223453356366,\\n        \\\"min\\\": 0.0,\\n        \\\"max\\\": 768.0,\\n        \\\"num_unique_values\\\": 8,\\n        \\\"samples\\\": [\\n          3.8450520833333335,\\n          3.0,\\n          768.0\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"Glukoz\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 243.73802348295857,\\n        \\\"min\\\": 0.0,\\n        \\\"max\\\": 768.0,\\n        \\\"num_unique_values\\\": 8,\\n        \\\"samples\\\": [\\n          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         20.536458333333332,\\n          32.0\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"\\\\u0130ns\\\\u00fclin\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 350.26059167945886,\\n        \\\"min\\\": 0.0,\\n        \\\"max\\\": 846.0,\\n        \\\"num_unique_values\\\": 7,\\n        \\\"samples\\\": [\\n          768.0,\\n          79.79947916666667,\\n          127.25\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"V\\\\u00fccut Kitle \\\\u0130ndeksi\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 262.05117817552093,\\n        \\\"min\\\": 0.0,\\n        \\\"max\\\": 768.0,\\n        \\\"num_unique_values\\\": 8,\\n        \\\"samples\\\": [\\n          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 vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>Gebelik Sayısı</th>\\n\",\n       \"      <th>Glukoz</th>\\n\",\n       \"      <th>Kan Basıncı</th>\\n\",\n       \"      <th>Cilt Kalınlığı</th>\\n\",\n       \"      <th>İnsülin</th>\\n\",\n       \"      <th>Vücut Kitle İndeksi</th>\\n\",\n       \"      <th>Diyabet Soy Ağacı Fonksiyonu</th>\\n\",\n       \"      <th>Yaş</th>\\n\",\n       \"      <th>Sonuç</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>count</th>\\n\",\n       \"      <td>768.000000</td>\\n\",\n       \"      <td>768.000000</td>\\n\",\n       \"      <td>768.000000</td>\\n\",\n       \"      <td>768.000000</td>\\n\",\n       \"      <td>768.000000</td>\\n\",\n       \"      <td>768.000000</td>\\n\",\n       \"      <td>768.000000</td>\\n\",\n       \"      <td>768.000000</td>\\n\",\n       \"      <td>768.000000</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>mean</th>\\n\",\n       \"      <td>3.845052</td>\\n\",\n       \"      <td>120.894531</td>\\n\",\n       \"      <td>69.105469</td>\\n\",\n       \"      <td>20.536458</td>\\n\",\n       \"      <td>79.799479</td>\\n\",\n       \"      <td>31.992578</td>\\n\",\n       \"      <td>0.471876</td>\\n\",\n       \"      <td>33.240885</td>\\n\",\n       \"      <td>0.348958</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>std</th>\\n\",\n       \"      <td>3.369578</td>\\n\",\n       \"      <td>31.972618</td>\\n\",\n       \"      <td>19.355807</td>\\n\",\n       \"      <td>15.952218</td>\\n\",\n       \"      <td>115.244002</td>\\n\",\n       \"      <td>7.884160</td>\\n\",\n       \"      <td>0.331329</td>\\n\",\n       \"      <td>11.760232</td>\\n\",\n       \"      <td>0.476951</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>min</th>\\n\",\n       \"      <td>0.000000</td>\\n\",\n       \"      <td>0.000000</td>\\n\",\n       \"      <td>0.000000</td>\\n\",\n       \"      <td>0.000000</td>\\n\",\n       \"      <td>0.000000</td>\\n\",\n       \"      <td>0.000000</td>\\n\",\n       \"      <td>0.078000</td>\\n\",\n       \"      <td>21.000000</td>\\n\",\n       \"      <td>0.000000</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>25%</th>\\n\",\n       \"      <td>1.000000</td>\\n\",\n       \"      <td>99.000000</td>\\n\",\n       \"      <td>62.000000</td>\\n\",\n       \"      <td>0.000000</td>\\n\",\n       \"      <td>0.000000</td>\\n\",\n       \"      <td>27.300000</td>\\n\",\n       \"      <td>0.243750</td>\\n\",\n       \"      <td>24.000000</td>\\n\",\n       \"      <td>0.000000</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>50%</th>\\n\",\n       \"      <td>3.000000</td>\\n\",\n       \"      <td>117.000000</td>\\n\",\n       \"      <td>72.000000</td>\\n\",\n       \"      <td>23.000000</td>\\n\",\n       \"      <td>30.500000</td>\\n\",\n       \"      <td>32.000000</td>\\n\",\n       \"      <td>0.372500</td>\\n\",\n       \"      <td>29.000000</td>\\n\",\n       \"      <td>0.000000</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>75%</th>\\n\",\n       \"      <td>6.000000</td>\\n\",\n       \"      <td>140.250000</td>\\n\",\n       \"      <td>80.000000</td>\\n\",\n       \"      <td>32.000000</td>\\n\",\n       \"      <td>127.250000</td>\\n\",\n       \"      <td>36.600000</td>\\n\",\n       \"      <td>0.626250</td>\\n\",\n       \"      <td>41.000000</td>\\n\",\n       \"      <td>1.000000</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>max</th>\\n\",\n       \"      <td>17.000000</td>\\n\",\n       \"      <td>199.000000</td>\\n\",\n       \"      <td>122.000000</td>\\n\",\n       \"      <td>99.000000</td>\\n\",\n       \"      <td>846.000000</td>\\n\",\n       \"      <td>67.100000</td>\\n\",\n       \"      <td>2.420000</td>\\n\",\n       \"      <td>81.000000</td>\\n\",\n       \"      <td>1.000000</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"</div>\\n\",\n       \"    <div class=\\\"colab-df-buttons\\\">\\n\",\n       \"\\n\",\n       \"  <div class=\\\"colab-df-container\\\">\\n\",\n       \"    <button class=\\\"colab-df-convert\\\" 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     \"  .colab-df-quickchart-complete:disabled,\\n\",\n       \"  .colab-df-quickchart-complete:disabled:hover {\\n\",\n       \"    background-color: var(--disabled-bg-color);\\n\",\n       \"    fill: var(--disabled-fill-color);\\n\",\n       \"    box-shadow: none;\\n\",\n       \"  }\\n\",\n       \"\\n\",\n       \"  .colab-df-spinner {\\n\",\n       \"    border: 2px solid var(--fill-color);\\n\",\n       \"    border-color: transparent;\\n\",\n       \"    border-bottom-color: var(--fill-color);\\n\",\n       \"    animation:\\n\",\n       \"      spin 1s steps(1) infinite;\\n\",\n       \"  }\\n\",\n       \"\\n\",\n       \"  @keyframes spin {\\n\",\n       \"    0% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-bottom-color: var(--fill-color);\\n\",\n       \"      border-left-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"    20% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-left-color: var(--fill-color);\\n\",\n       \"      border-top-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"    30% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-left-color: var(--fill-color);\\n\",\n       \"      border-top-color: var(--fill-color);\\n\",\n       \"      border-right-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"    40% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-right-color: var(--fill-color);\\n\",\n       \"      border-top-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"    60% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-right-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"    80% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-right-color: var(--fill-color);\\n\",\n       \"      border-bottom-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"    90% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-bottom-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"  }\\n\",\n       \"</style>\\n\",\n       \"\\n\",\n       \"  <script>\\n\",\n       \"    async function quickchart(key) {\\n\",\n       \"      const quickchartButtonEl =\\n\",\n       \"        document.querySelector('#' + key + ' button');\\n\",\n       \"      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\\n\",\n       \"      quickchartButtonEl.classList.add('colab-df-spinner');\\n\",\n       \"      try {\\n\",\n       \"        const charts = await google.colab.kernel.invokeFunction(\\n\",\n       \"            'suggestCharts', [key], {});\\n\",\n       \"      } catch (error) {\\n\",\n       \"        console.error('Error during call to suggestCharts:', error);\\n\",\n       \"      }\\n\",\n       \"      quickchartButtonEl.classList.remove('colab-df-spinner');\\n\",\n       \"      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\\n\",\n       \"    }\\n\",\n       \"    (() => {\\n\",\n       \"      let quickchartButtonEl =\\n\",\n       \"        document.querySelector('#df-f12d3e26-f443-4559-9ce1-d8186fb06540 button');\\n\",\n       \"      quickchartButtonEl.style.display =\\n\",\n       \"        google.colab.kernel.accessAllowed ? 'block' : 'none';\\n\",\n       \"    })();\\n\",\n       \"  </script>\\n\",\n       \"</div>\\n\",\n       \"\\n\",\n       \"    </div>\\n\",\n       \"  </div>\\n\"\n      ],\n      \"text/plain\": [\n       \"       Gebelik Sayısı      Glukoz  Kan Basıncı  Cilt Kalınlığı     İnsülin  \\\\\\n\",\n       \"count      768.000000  768.000000   768.000000      768.000000  768.000000   \\n\",\n       \"mean         3.845052  120.894531    69.105469       20.536458   79.799479   \\n\",\n       \"std          3.369578   31.972618    19.355807       15.952218  115.244002   \\n\",\n       \"min          0.000000    0.000000     0.000000        0.000000    0.000000   \\n\",\n       \"25%          1.000000   99.000000    62.000000        0.000000    0.000000   \\n\",\n       \"50%          3.000000  117.000000    72.000000       23.000000   30.500000   \\n\",\n       \"75%          6.000000  140.250000    80.000000       32.000000  127.250000   \\n\",\n       \"max         17.000000  199.000000   122.000000       99.000000  846.000000   \\n\",\n       \"\\n\",\n       \"       Vücut Kitle İndeksi  Diyabet Soy Ağacı Fonksiyonu         Yaş  \\\\\\n\",\n       \"count           768.000000                    768.000000  768.000000   \\n\",\n       \"mean             31.992578                      0.471876   33.240885   \\n\",\n       \"std               7.884160                      0.331329   11.760232   \\n\",\n       \"min               0.000000                      0.078000   21.000000   \\n\",\n       \"25%              27.300000                      0.243750   24.000000   \\n\",\n       \"50%              32.000000                      0.372500   29.000000   \\n\",\n       \"75%              36.600000                      0.626250   41.000000   \\n\",\n       \"max              67.100000                      2.420000   81.000000   \\n\",\n       \"\\n\",\n       \"            Sonuç  \\n\",\n       \"count  768.000000  \\n\",\n       \"mean     0.348958  \\n\",\n       \"std      0.476951  \\n\",\n       \"min      0.000000  \\n\",\n       \"25%      0.000000  \\n\",\n       \"50%      0.000000  \\n\",\n       \"75%      1.000000  \\n\",\n       \"max      1.000000  \"\n      ]\n     },\n     \"execution_count\": 146,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"diabetes_data_copy.describe()\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 147,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 331\n    },\n    \"id\": \"4GpFFS1RtW62\",\n    \"outputId\": \"0ddd8f3d-0553-4bb5-e8c4-5419956428ef\"\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"application/vnd.google.colaboratory.intrinsic+json\": {\n       \"summary\": \"{\\n  \\\"name\\\": \\\"diabetes_data_copy\\\",\\n  \\\"rows\\\": 9,\\n  \\\"fields\\\": [\\n    {\\n      \\\"column\\\": \\\"count\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 0.0,\\n        \\\"min\\\": 768.0,\\n        \\\"max\\\": 768.0,\\n        \\\"num_unique_values\\\": 1,\\n        \\\"samples\\\": [\\n          768.0\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"mean\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 41.69163241067674,\\n        \\\"min\\\": 0.3489583333333333,\\n        \\\"max\\\": 120.89453125,\\n        \\\"num_unique_values\\\": 9,\\n        \\\"samples\\\": [\\n          33.240885416666664\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"std\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 36.0792507611304,\\n        \\\"min\\\": 0.3313285950127749,\\n        \\\"max\\\": 115.24400235133817,\\n        \\\"num_unique_values\\\": 9,\\n        \\\"samples\\\": [\\n          11.760231540678685\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"min\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 6.996797553166735,\\n        \\\"min\\\": 0.0,\\n        \\\"max\\\": 21.0,\\n        \\\"num_unique_values\\\": 3,\\n        \\\"samples\\\": [\\n          0.0\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"25%\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 35.17914698813063,\\n        \\\"min\\\": 0.0,\\n        \\\"max\\\": 99.0,\\n        \\\"num_unique_values\\\": 7,\\n        \\\"samples\\\": [\\n          1.0\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"50%\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 38.3128147168513,\\n        \\\"min\\\": 0.0,\\n        \\\"max\\\": 117.0,\\n        \\\"num_unique_values\\\": 9,\\n        \\\"samples\\\": [\\n          29.0\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"75%\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 52.85340145451851,\\n        \\\"min\\\": 0.62625,\\n        \\\"max\\\": 140.25,\\n        \\\"num_unique_values\\\": 9,\\n        \\\"samples\\\": [\\n          41.0\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"max\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 265.214896284336,\\n        \\\"min\\\": 1.0,\\n        \\\"max\\\": 846.0,\\n        \\\"num_unique_values\\\": 9,\\n        \\\"samples\\\": [\\n          81.0\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    }\\n  ]\\n}\",\n       \"type\": \"dataframe\"\n      },\n      \"text/html\": [\n       \"\\n\",\n       \"  <div id=\\\"df-5e1bbcef-46f8-4cd3-b1ee-53b2aac8b14b\\\" class=\\\"colab-df-container\\\">\\n\",\n       \"    <div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>count</th>\\n\",\n       \"      <th>mean</th>\\n\",\n       \"      <th>std</th>\\n\",\n       \"      <th>min</th>\\n\",\n       \"      <th>25%</th>\\n\",\n       \"      <th>50%</th>\\n\",\n       \"      <th>75%</th>\\n\",\n       \"      <th>max</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>Gebelik Sayısı</th>\\n\",\n       \"      <td>768.0</td>\\n\",\n       \"      <td>3.845052</td>\\n\",\n       \"      <td>3.369578</td>\\n\",\n       \"      <td>0.000</td>\\n\",\n       \"      <td>1.00000</td>\\n\",\n       \"      <td>3.0000</td>\\n\",\n       \"      <td>6.00000</td>\\n\",\n       \"      <td>17.00</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>Glukoz</th>\\n\",\n       \"      <td>768.0</td>\\n\",\n       \"      <td>120.894531</td>\\n\",\n       \"      <td>31.972618</td>\\n\",\n       \"      <td>0.000</td>\\n\",\n       \"      <td>99.00000</td>\\n\",\n       \"      <td>117.0000</td>\\n\",\n       \"      <td>140.25000</td>\\n\",\n       \"      <td>199.00</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>Kan Basıncı</th>\\n\",\n       \"      <td>768.0</td>\\n\",\n       \"      <td>69.105469</td>\\n\",\n       \"      <td>19.355807</td>\\n\",\n       \"      <td>0.000</td>\\n\",\n       \"      <td>62.00000</td>\\n\",\n       \"      <td>72.0000</td>\\n\",\n       \"      <td>80.00000</td>\\n\",\n       \"      <td>122.00</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>Cilt Kalınlığı</th>\\n\",\n       \"      <td>768.0</td>\\n\",\n       \"      <td>20.536458</td>\\n\",\n       \"      <td>15.952218</td>\\n\",\n       \"      <td>0.000</td>\\n\",\n       \"      <td>0.00000</td>\\n\",\n       \"      <td>23.0000</td>\\n\",\n       \"      <td>32.00000</td>\\n\",\n       \"      <td>99.00</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>İnsülin</th>\\n\",\n       \"      <td>768.0</td>\\n\",\n       \"      <td>79.799479</td>\\n\",\n       \"      <td>115.244002</td>\\n\",\n       \"      <td>0.000</td>\\n\",\n       \"      <td>0.00000</td>\\n\",\n       \"      <td>30.5000</td>\\n\",\n       \"      <td>127.25000</td>\\n\",\n       \"      <td>846.00</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>Vücut Kitle İndeksi</th>\\n\",\n       \"      <td>768.0</td>\\n\",\n       \"      <td>31.992578</td>\\n\",\n       \"      <td>7.884160</td>\\n\",\n       \"      <td>0.000</td>\\n\",\n       \"      <td>27.30000</td>\\n\",\n       \"      <td>32.0000</td>\\n\",\n       \"      <td>36.60000</td>\\n\",\n       \"      <td>67.10</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>Diyabet Soy Ağacı Fonksiyonu</th>\\n\",\n       \"      <td>768.0</td>\\n\",\n       \"      <td>0.471876</td>\\n\",\n       \"      <td>0.331329</td>\\n\",\n       \"      <td>0.078</td>\\n\",\n       \"      <td>0.24375</td>\\n\",\n       \"      <td>0.3725</td>\\n\",\n       \"      <td>0.62625</td>\\n\",\n       \"      <td>2.42</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>Yaş</th>\\n\",\n       \"      <td>768.0</td>\\n\",\n       \"      <td>33.240885</td>\\n\",\n       \"      <td>11.760232</td>\\n\",\n       \"      <td>21.000</td>\\n\",\n       \"      <td>24.00000</td>\\n\",\n       \"      <td>29.0000</td>\\n\",\n       \"      <td>41.00000</td>\\n\",\n       \"      <td>81.00</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>Sonuç</th>\\n\",\n       \"      <td>768.0</td>\\n\",\n       \"      <td>0.348958</td>\\n\",\n       \"      <td>0.476951</td>\\n\",\n       \"      <td>0.000</td>\\n\",\n       \"      <td>0.00000</td>\\n\",\n       \"      <td>0.0000</td>\\n\",\n       \"      <td>1.00000</td>\\n\",\n       \"      <td>1.00</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"</div>\\n\",\n       \"    <div class=\\\"colab-df-buttons\\\">\\n\",\n       \"\\n\",\n       \"  <div class=\\\"colab-df-container\\\">\\n\",\n       \"    <button class=\\\"colab-df-convert\\\" onclick=\\\"convertToInteractive('df-5e1bbcef-46f8-4cd3-b1ee-53b2aac8b14b')\\\"\\n\",\n       \"            title=\\\"Convert this dataframe to an interactive table.\\\"\\n\",\n       \"            style=\\\"display:none;\\\">\\n\",\n       \"\\n\",\n       \"  <svg xmlns=\\\"http://www.w3.org/2000/svg\\\" height=\\\"24px\\\" viewBox=\\\"0 -960 960 960\\\">\\n\",\n       \"    <path d=\\\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 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'block' : 'none';\\n\",\n       \"\\n\",\n       \"      async function convertToInteractive(key) {\\n\",\n       \"        const element = document.querySelector('#df-5e1bbcef-46f8-4cd3-b1ee-53b2aac8b14b');\\n\",\n       \"        const dataTable =\\n\",\n       \"          await google.colab.kernel.invokeFunction('convertToInteractive',\\n\",\n       \"                                                    [key], {});\\n\",\n       \"        if (!dataTable) return;\\n\",\n       \"\\n\",\n       \"        const docLinkHtml = 'Like what you see? Visit the ' +\\n\",\n       \"          '<a target=\\\"_blank\\\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\\n\",\n       \"          + ' to learn more about interactive tables.';\\n\",\n       \"        element.innerHTML = '';\\n\",\n       \"        dataTable['output_type'] = 'display_data';\\n\",\n       \"        await google.colab.output.renderOutput(dataTable, element);\\n\",\n       \"        const docLink = document.createElement('div');\\n\",\n       \"        docLink.innerHTML = docLinkHtml;\\n\",\n       \"        element.appendChild(docLink);\\n\",\n       \"      }\\n\",\n       \"    </script>\\n\",\n       \"  </div>\\n\",\n       \"\\n\",\n       \"\\n\",\n       \"<div id=\\\"df-559e7054-7052-4d51-80c6-906a55525579\\\">\\n\",\n       \"  <button class=\\\"colab-df-quickchart\\\" onclick=\\\"quickchart('df-559e7054-7052-4d51-80c6-906a55525579')\\\"\\n\",\n       \"            title=\\\"Suggest charts\\\"\\n\",\n       \"            style=\\\"display:none;\\\">\\n\",\n       \"\\n\",\n       \"<svg xmlns=\\\"http://www.w3.org/2000/svg\\\" height=\\\"24px\\\"viewBox=\\\"0 0 24 24\\\"\\n\",\n       \"     width=\\\"24px\\\">\\n\",\n       \"    <g>\\n\",\n       \"        <path d=\\\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\\\"/>\\n\",\n       \"    </g>\\n\",\n       \"</svg>\\n\",\n       \"  </button>\\n\",\n       \"\\n\",\n       \"<style>\\n\",\n       \"  .colab-df-quickchart {\\n\",\n       \"      --bg-color: #E8F0FE;\\n\",\n       \"      --fill-color: #1967D2;\\n\",\n       \"      --hover-bg-color: #E2EBFA;\\n\",\n       \"      --hover-fill-color: #174EA6;\\n\",\n       \"      --disabled-fill-color: #AAA;\\n\",\n       \"      --disabled-bg-color: #DDD;\\n\",\n       \"  }\\n\",\n       \"\\n\",\n       \"  [theme=dark] .colab-df-quickchart {\\n\",\n       \"      --bg-color: #3B4455;\\n\",\n       \"      --fill-color: #D2E3FC;\\n\",\n       \"      --hover-bg-color: #434B5C;\\n\",\n       \"      --hover-fill-color: #FFFFFF;\\n\",\n       \"      --disabled-bg-color: #3B4455;\\n\",\n       \"      --disabled-fill-color: #666;\\n\",\n       \"  }\\n\",\n       \"\\n\",\n       \"  .colab-df-quickchart {\\n\",\n       \"    background-color: var(--bg-color);\\n\",\n       \"    border: none;\\n\",\n       \"    border-radius: 50%;\\n\",\n       \"    cursor: pointer;\\n\",\n       \"    display: none;\\n\",\n       \"    fill: var(--fill-color);\\n\",\n       \"    height: 32px;\\n\",\n       \"    padding: 0;\\n\",\n       \"    width: 32px;\\n\",\n       \"  }\\n\",\n       \"\\n\",\n       \"  .colab-df-quickchart:hover {\\n\",\n       \"    background-color: var(--hover-bg-color);\\n\",\n       \"    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\\n\",\n       \"    fill: var(--button-hover-fill-color);\\n\",\n       \"  }\\n\",\n       \"\\n\",\n       \"  .colab-df-quickchart-complete:disabled,\\n\",\n       \"  .colab-df-quickchart-complete:disabled:hover {\\n\",\n       \"    background-color: var(--disabled-bg-color);\\n\",\n       \"    fill: var(--disabled-fill-color);\\n\",\n       \"    box-shadow: none;\\n\",\n       \"  }\\n\",\n       \"\\n\",\n       \"  .colab-df-spinner {\\n\",\n       \"    border: 2px solid var(--fill-color);\\n\",\n       \"    border-color: transparent;\\n\",\n       \"    border-bottom-color: var(--fill-color);\\n\",\n       \"    animation:\\n\",\n       \"      spin 1s steps(1) infinite;\\n\",\n       \"  }\\n\",\n       \"\\n\",\n       \"  @keyframes spin {\\n\",\n       \"    0% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-bottom-color: var(--fill-color);\\n\",\n       \"      border-left-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"    20% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-left-color: var(--fill-color);\\n\",\n       \"      border-top-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"    30% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-left-color: var(--fill-color);\\n\",\n       \"      border-top-color: var(--fill-color);\\n\",\n       \"      border-right-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"    40% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-right-color: var(--fill-color);\\n\",\n       \"      border-top-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"    60% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-right-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"    80% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-right-color: var(--fill-color);\\n\",\n       \"      border-bottom-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"    90% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-bottom-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"  }\\n\",\n       \"</style>\\n\",\n       \"\\n\",\n       \"  <script>\\n\",\n       \"    async function quickchart(key) {\\n\",\n       \"      const quickchartButtonEl =\\n\",\n       \"        document.querySelector('#' + key + ' button');\\n\",\n       \"      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\\n\",\n       \"      quickchartButtonEl.classList.add('colab-df-spinner');\\n\",\n       \"      try {\\n\",\n       \"        const charts = await google.colab.kernel.invokeFunction(\\n\",\n       \"            'suggestCharts', [key], {});\\n\",\n       \"      } catch (error) {\\n\",\n       \"        console.error('Error during call to suggestCharts:', error);\\n\",\n       \"      }\\n\",\n       \"      quickchartButtonEl.classList.remove('colab-df-spinner');\\n\",\n       \"      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\\n\",\n       \"    }\\n\",\n       \"    (() => {\\n\",\n       \"      let quickchartButtonEl =\\n\",\n       \"        document.querySelector('#df-559e7054-7052-4d51-80c6-906a55525579 button');\\n\",\n       \"      quickchartButtonEl.style.display =\\n\",\n       \"        google.colab.kernel.accessAllowed ? 'block' : 'none';\\n\",\n       \"    })();\\n\",\n       \"  </script>\\n\",\n       \"</div>\\n\",\n       \"\\n\",\n       \"    </div>\\n\",\n       \"  </div>\\n\"\n      ],\n      \"text/plain\": [\n       \"                              count        mean         std     min       25%  \\\\\\n\",\n       \"Gebelik Sayısı                768.0    3.845052    3.369578   0.000   1.00000   \\n\",\n       \"Glukoz                        768.0  120.894531   31.972618   0.000  99.00000   \\n\",\n       \"Kan Basıncı                   768.0   69.105469   19.355807   0.000  62.00000   \\n\",\n       \"Cilt Kalınlığı                768.0   20.536458   15.952218   0.000   0.00000   \\n\",\n       \"İnsülin                       768.0   79.799479  115.244002   0.000   0.00000   \\n\",\n       \"Vücut Kitle İndeksi           768.0   31.992578    7.884160   0.000  27.30000   \\n\",\n       \"Diyabet Soy Ağacı Fonksiyonu  768.0    0.471876    0.331329   0.078   0.24375   \\n\",\n       \"Yaş                           768.0   33.240885   11.760232  21.000  24.00000   \\n\",\n       \"Sonuç                         768.0    0.348958    0.476951   0.000   0.00000   \\n\",\n       \"\\n\",\n       \"                                   50%        75%     max  \\n\",\n       \"Gebelik Sayısı                  3.0000    6.00000   17.00  \\n\",\n       \"Glukoz                        117.0000  140.25000  199.00  \\n\",\n       \"Kan Basıncı                    72.0000   80.00000  122.00  \\n\",\n       \"Cilt Kalınlığı                 23.0000   32.00000   99.00  \\n\",\n       \"İnsülin                        30.5000  127.25000  846.00  \\n\",\n       \"Vücut Kitle İndeksi            32.0000   36.60000   67.10  \\n\",\n       \"Diyabet Soy Ağacı Fonksiyonu    0.3725    0.62625    2.42  \\n\",\n       \"Yaş                            29.0000   41.00000   81.00  \\n\",\n       \"Sonuç                           0.0000    1.00000    1.00  \"\n      ]\n     },\n     \"execution_count\": 147,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"diabetes_data_copy.describe().T\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"1IL0m601dCWG\"\n   },\n   \"source\": [\n    \"1. **count (sayı)**:\\n\",\n    \"  veri setinde 768 gözlem bulunmaktadır.\\n\",\n    \"\\n\",\n    \"2. **mean (ortalama)**:\\n\",\n    \"   - Her sütundaki değerlerin aritmetik ortalamasıdır. Bu, her özelliğin merkezi eğilimini gösterir.\\n\",\n    \"\\n\",\n    \"3. **std (standart sapma)**:\\n\",\n    \"   - Her sütundaki değerlerin standart sapmasını belirtir. Bu, verilerin ortalamadan ne kadar sapma gösterdiğini ifade eder. Standart sapma ne kadar büyükse, değerler ortalamadan o kadar farklıdır.\\n\",\n    \"\\n\",\n    \"4. **min (minimum)**:\\n\",\n    \"   - Her sütundaki en küçük değeri belirtir.\\n\",\n    \"\\n\",\n    \"5. **25% (birinci çeyrek)**:\\n\",\n    \"   - Her sütundaki verilerin %25'inin altında kaldığı değeri belirtir. Bu, veri setindeki ilk çeyreklik değerdir.\\n\",\n    \"\\n\",\n    \"6. **50% (medyan/ikinci çeyrek)**:\\n\",\n    \"   - Her sütundaki verilerin %50'sinin altında kaldığı değeri belirtir. Bu aynı zamanda medyan değerdir ve verilerin ortanca noktasını gösterir.\\n\",\n    \"\\n\",\n    \"7. **75% (üçüncü çeyrek)**:\\n\",\n    \"   - Her sütundaki verilerin %75'inin altında kaldığı değeri belirtir. Bu, veri setindeki üçüncü çeyreklik değerdir.\\n\",\n    \"\\n\",\n    \"8. **max (maksimum)**:\\n\",\n    \"   - Her sütundaki en büyük değeri belirtir.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"t5qsjn-piE4g\"\n   },\n   \"source\": [\n    \"## Veri setinin histogramı\\n\",\n    \"Histogramlar, bir değişkenin dağılımını görselleştirmek için kullanılır. Histogramlar, veri setindeki değerlerin frekansını belirli aralıklara bölerek bu değerlerin dağılımını gösterir.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 148,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 0\n    },\n    \"id\": \"FqeH975btbOX\",\n    \"outputId\": \"f09fbdbb-39a5-49ad-ed0e-4637a0c5d72a\"\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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     \"text/plain\": [\n       \"<Figure size 2000x2000 with 9 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"p = diabetes_data.hist(figsize = (20,20))\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 149,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 0\n    },\n    \"id\": \"3NUSQNYJtfwN\",\n    \"outputId\": \"46351021-521e-4608-9a60-6e3fa38042a4\"\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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     \"text/plain\": [\n       \"<Figure size 2000x2000 with 9 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"p = diabetes_data_copy.hist(figsize = (20,20))\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 150,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"CUfaT4-4sYnl\",\n    \"outputId\": \"e9d5d26f-fd36-4491-b75d-44f7de39c9d5\"\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"(768, 9)\"\n      ]\n     },\n     \"execution_count\": 150,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"diabetes_data.shape\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 151,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 0\n    },\n    \"id\": \"kivsO6yUsd8w\",\n    \"outputId\": \"9e26ca77-b03b-46f5-8758-87a12a055e52\"\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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\\n\",\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"sns.countplot(y=diabetes_data.dtypes ,data=diabetes_data)\\n\",\n    \"plt.xlabel(\\\"veri türü sayısı\\\")\\n\",\n    \"plt.ylabel(\\\"Veri Türü\\\")\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"S62ZRIfljNSW\"\n   },\n   \"source\": [\n    \"# Boş Değerlerin tespit Edilmesi ve Doldurulması\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"SkwUrZCxhvTw\"\n   },\n   \"source\": [\n    \"## 0(Sıfır) Olarak girilmiş değerlerin tespit edilmesi\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 152,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"CwnYmysytZOm\",\n    \"outputId\": \"a3728803-6ab9-4f9d-9ed6-18703402832e\"\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Pregnancies                   0\\n\",\n      \"Glucose                       5\\n\",\n      \"BloodPressure                35\\n\",\n      \"SkinThickness               227\\n\",\n      \"Insulin                     374\\n\",\n      \"BMI                          11\\n\",\n      \"DiabetesPedigreeFunction      0\\n\",\n      \"Age                           0\\n\",\n      \"Outcome                       0\\n\",\n      \"dtype: int64\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"# Veri setinin derin bir kopyasını oluşturun\\n\",\n    \"diabetes_data_copy_2 = pd.read_csv('data/diabetes.csv')\\n\",\n    \"\\n\",\n    \"# 0 değerlerini NaN ile değiştirin\\n\",\n    \"diabetes_data_copy_2[['Glucose', 'BloodPressure', 'SkinThickness', 'Insulin', 'BMI']] = diabetes_data_copy_2[['Glucose', 'BloodPressure', 'SkinThickness', 'Insulin', 'BMI']].replace(0, np.NaN)\\n\",\n    \"\\n\",\n    \"\\n\",\n    \"print(diabetes_data_copy_2.isnull().sum())\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"SBiRfS5limiJ\"\n   },\n   \"source\": [\n    \"##Veri Setindeki Boş Değerleri Doldurma\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"0g7305INjYnx\"\n   },\n   \"source\": [\n    \"### Ortalama ile doldurma\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 153,\n   \"metadata\": {\n    \"id\": \"C1Lh1846tdXm\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"dd_ortalama = diabetes_data_copy_2\\n\",\n    \"\\n\",\n    \"dd_ortalama['Glucose'].fillna(dd_ortalama['Glucose'].mean(), inplace = True)\\n\",\n    \"dd_ortalama['BloodPressure'].fillna(dd_ortalama['BloodPressure'].mean(), inplace = True)\\n\",\n    \"dd_ortalama['SkinThickness'].fillna(dd_ortalama['SkinThickness'].median(), inplace = True)\\n\",\n    \"dd_ortalama['Insulin'].fillna(dd_ortalama['Insulin'].median(), inplace = True)\\n\",\n    \"dd_ortalama['BMI'].fillna(dd_ortalama['BMI'].median(), inplace = True)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 154,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"906gtcmfIImg\",\n    \"outputId\": \"37c8a944-5e97-4d43-c4ec-a807f1b215f4\"\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Pregnancies                 0\\n\",\n      \"Glucose                     0\\n\",\n      \"BloodPressure               0\\n\",\n      \"SkinThickness               0\\n\",\n      \"Insulin                     0\\n\",\n      \"BMI                         0\\n\",\n      \"DiabetesPedigreeFunction    0\\n\",\n      \"Age                         0\\n\",\n      \"Outcome                     0\\n\",\n      \"dtype: int64\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"print(dd_ortalama.isnull().sum())\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"th8YLBp8kLLk\"\n   },\n   \"source\": [\n    \"### medyan ile doldurma\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 155,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"LU2bnNqukKhJ\",\n    \"outputId\": \"c5b89195-984b-4bba-eeda-a4d963498bf2\"\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Pregnancies                 0\\n\",\n      \"Glucose                     0\\n\",\n      \"BloodPressure               0\\n\",\n      \"SkinThickness               0\\n\",\n      \"Insulin                     0\\n\",\n      \"BMI                         0\\n\",\n      \"DiabetesPedigreeFunction    0\\n\",\n      \"Age                         0\\n\",\n      \"Outcome                     0\\n\",\n      \"dtype: int64\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"dd_median = diabetes_data_copy_2\\n\",\n    \"\\n\",\n    \"dd_median = diabetes_data.fillna(dd_median.median())\\n\",\n    \"\\n\",\n    \"print(dd_median.isnull().sum())\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"1aod4CYgUahl\"\n   },\n   \"source\": [\n    \"### Mod ile doldurma\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 156,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"WaVgstyKkrPZ\",\n    \"outputId\": \"6e9010e0-8fce-436a-f8a6-bc1fec3719b9\"\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Pregnancies                 0\\n\",\n      \"Glucose                     0\\n\",\n      \"BloodPressure               0\\n\",\n      \"SkinThickness               0\\n\",\n      \"Insulin                     0\\n\",\n      \"BMI                         0\\n\",\n      \"DiabetesPedigreeFunction    0\\n\",\n      \"Age                         0\\n\",\n      \"Outcome                     0\\n\",\n      \"dtype: int64\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"dd_mod = diabetes_data_copy_2\\n\",\n    \"\\n\",\n    \"dd_mod = dd_mod.apply(lambda x: x.fillna(x.mode()[0]))\\n\",\n    \"print(dd_mod.isnull().sum())\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"Zj8_C8ZWk9y2\"\n   },\n   \"source\": [\n    \"###K-NN ile doldurma\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 157,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"YiTl4V8VlBAm\",\n    \"outputId\": \"0ce35fb9-3cd7-481e-cc49-ce9f73d7db4b\"\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Pregnancies                 0\\n\",\n      \"Glucose                     0\\n\",\n      \"BloodPressure               0\\n\",\n      \"SkinThickness               0\\n\",\n      \"Insulin                     0\\n\",\n      \"BMI                         0\\n\",\n      \"DiabetesPedigreeFunction    0\\n\",\n      \"Age                         0\\n\",\n      \"Outcome                     0\\n\",\n      \"dtype: int64\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"from sklearn.impute import KNNImputer\\n\",\n    \"\\n\",\n    \"# Eksik değerleri KNN ile doldurun\\n\",\n    \"imputer = KNNImputer(n_neighbors=5)\\n\",\n    \"dd_KNN = imputer.fit_transform(diabetes_data_copy_2)\\n\",\n    \"\\n\",\n    \"\\n\",\n    \"dd_KNN = pd.DataFrame(dd_KNN, columns=diabetes_data.columns)\\n\",\n    \"\\n\",\n    \"\\n\",\n    \"print(dd_KNN.isnull().sum())\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 158,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 709\n    },\n    \"id\": \"fXPgr-RQtlc-\",\n    \"outputId\": \"e689bfee-e57b-4ab7-ebfe-1ec0df88fc1a\"\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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\\n\",\n      \"text/plain\": [\n       \"<Figure size 2500x1000 with 3 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"import missingno as msno\\n\",\n    \"p=msno.bar(diabetes_data)\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"dGEmpeUhuiM1\"\n   },\n   \"source\": [\n    \"# Veri görselleştirme\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 159,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 525\n    },\n    \"id\": \"RGSlm2-zttCm\",\n    \"outputId\": \"425cc17f-ce4c-4d06-951b-e25e7d880af2\"\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Outcome\\n\",\n      \"0    500\\n\",\n      \"1    268\\n\",\n      \"Name: count, dtype: int64\\n\"\n     ]\n    },\n    {\n     \"data\": {\n      \"image/png\": 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\\n\",\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"color_wheel = {1: \\\"#0392cf\\\",\\n\",\n    \"               2: \\\"#7bc043\\\"}\\n\",\n    \"colors = diabetes_data[\\\"Outcome\\\"].map(lambda x: color_wheel.get(x + 1))\\n\",\n    \"print(diabetes_data.Outcome.value_counts())\\n\",\n    \"p=diabetes_data.Outcome.value_counts().plot(kind=\\\"bar\\\")\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 160,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 1000\n    },\n    \"id\": \"1UkiLKzFtth-\",\n    \"outputId\": \"fbdf93a3-22e3-4629-a21f-5999a664fea0\"\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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\\n\",\n      \"text/plain\": [\n       \"<Figure size 2500x2500 with 81 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"from pandas.plotting import scatter_matrix\\n\",\n    \"p=scatter_matrix(diabetes_data,figsize=(25, 25))\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 161,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 1000\n    },\n    \"id\": \"dOWeQ0ZztvQO\",\n    \"outputId\": \"3b93ca18-dafd-440e-a56a-fbca642cd1df\"\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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\\n\",\n      \"text/plain\": [\n       \"<Figure size 2087.97x2000 with 72 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"import seaborn as sns\\n\",\n    \"\\n\",\n    \"p=sns.pairplot(diabetes_data, hue = 'Outcome')\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 162,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 1000\n    },\n    \"id\": \"eZiuPZhXuP2o\",\n    \"outputId\": \"4f65d974-5e8b-4d70-e202-28919e58bb0b\"\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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\\n\",\n      \"text/plain\": [\n       \"<Figure size 2087.97x2000 with 72 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"p=sns.pairplot(diabetes_data_copy_2, hue = 'Outcome')\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"yNxcKVoauxbG\"\n   },\n   \"source\": [\n    \"## Korelasyon-Orjinal veri\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 163,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 1000\n    },\n    \"id\": \"R4J4CYiAuAlf\",\n    \"outputId\": \"b9ed4353-3408-405d-a15a-eaf72c5ef6b2\"\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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\\n\",\n      \"text/plain\": [\n       \"<Figure size 1200x1000 with 2 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"plt.figure(figsize=(12,10))  # on this line I just set the size of figure to 12 by 10.\\n\",\n    \"p=sns.heatmap(diabetes_data.corr(), annot=True,cmap ='RdYlGn')  # seaborn has very simple solution for heatmap\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"PAzxVKEJvIRN\"\n   },\n   \"source\": [\n    \"## Korelasyon-0lar silinmiş veri(Ortalama)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 164,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 1000\n    },\n    \"id\": \"zCnDudwXuBR_\",\n    \"outputId\": \"e20bbe14-de0c-4e09-b59d-5df7b78cb05b\"\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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\\n\",\n      \"text/plain\": [\n       \"<Figure size 1200x1000 with 2 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"plt.figure(figsize=(12,10))  # on this line I just set the size of figure to 12 by 10.\\n\",\n    \"p=sns.heatmap(dd_ortalama.corr(), annot=True,cmap ='RdYlGn')  # seaborn has very simple solution for heatmap\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"Hlu5gQHC3E8p\"\n   },\n   \"source\": [\n    \"## Korelasyon-0lar silinmiş veri(Median)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 165,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 0\n    },\n    \"id\": \"0yafWz033MaN\",\n    \"outputId\": \"ef03af43-269b-41dd-b018-d5279eaf4c6b\"\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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\\n\",\n      \"text/plain\": [\n       \"<Figure size 1200x1000 with 2 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"plt.figure(figsize=(12,10))  # on this line I just set the size of figure to 12 by 10.\\n\",\n    \"p=sns.heatmap(dd_median.corr(), annot=True,cmap ='RdYlGn')  # seaborn has very simple solution for heatmap\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"qL9Muwnz3HkF\"\n   },\n   \"source\": [\n    \"## Korelasyon-0lar silinmiş veri(Mod)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 166,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 1000\n    },\n    \"id\": \"yMXfKyrL3S8S\",\n    \"outputId\": \"e4f0ac70-6b89-4da6-8c77-ea7aec24a2e9\"\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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\\n\",\n      \"text/plain\": [\n       \"<Figure size 1200x1000 with 2 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"plt.figure(figsize=(12,10))  # on this line I just set the size of figure to 12 by 10.\\n\",\n    \"p=sns.heatmap(dd_mod.corr(), annot=True,cmap ='RdYlGn')  # seaborn has very simple solution for heatmap\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"GKQGg8Jn3Jhq\"\n   },\n   \"source\": [\n    \"## Korelasyon-0lar silinmiş veri(KNN)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 167,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 1000\n    },\n    \"id\": \"Hf-wlxGq3WDO\",\n    \"outputId\": \"205015e3-9f55-430a-f111-06dc7ce4bfac\"\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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\\n\",\n      \"text/plain\": [\n       \"<Figure size 1200x1000 with 2 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"plt.figure(figsize=(12,10))  # on this line I just set the size of figure to 12 by 10.\\n\",\n    \"p=sns.heatmap(dd_KNN.corr(), annot=True,cmap ='RdYlGn')  # seaborn has very simple solution for heatmap\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"fiTagbpY0XSR\"\n   },\n   \"source\": [\n    \"# Veri Ölçeklendirme\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 168,\n   \"metadata\": {\n    \"id\": \"r0El2y-ruDC-\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"from sklearn.preprocessing import StandardScaler\\n\",\n    \"sc_X = StandardScaler()\\n\",\n    \"X =  pd.DataFrame(sc_X.fit_transform(dd_ortalama.drop([\\\"Outcome\\\"],axis = 1),),\\n\",\n    \"        columns=['Pregnancies', 'Glucose', 'BloodPressure', 'SkinThickness', 'Insulin',\\n\",\n    \"       'BMI', 'DiabetesPedigreeFunction', 'Age'])\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 169,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 206\n    },\n    \"id\": \"yHV9kxc4uFCu\",\n    \"outputId\": \"43acc129-7f0a-448a-f8a4-aa6caf19499c\"\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"application/vnd.google.colaboratory.intrinsic+json\": {\n       \"summary\": \"{\\n  \\\"name\\\": \\\"X\\\",\\n  \\\"rows\\\": 768,\\n  \\\"fields\\\": [\\n    {\\n      \\\"column\\\": \\\"Pregnancies\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 1.0006516781401997,\\n        \\\"min\\\": -1.1418515161634994,\\n        \\\"max\\\": 3.906578350084603,\\n        \\\"num_unique_values\\\": 17,\\n        \\\"samples\\\": [\\n          0.6399472601593604,\\n          -0.8448850534430228,\\n          -0.2509521280020695\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"Glucose\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 1.0006516781401997,\\n        \\\"min\\\": -2.5541306394868957,\\n        \\\"max\\\": 2.54185012945309,\\n        \\\"num_unique_values\\\": 136,\\n        \\\"samples\\\": [\\n          0.9637399558458689,\\n          -0.6801248083283201,\\n          -0.31847456020999854\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"BloodPressure\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 1.0006516781401997,\\n        \\\"min\\\": -4.004244590729369,\\n        \\\"max\\\": 4.102655043735656,\\n        \\\"num_unique_values\\\": 47,\\n        \\\"samples\\\": [\\n          1.1246102800546265,\\n          -2.184328346257629,\\n          1.04188681439682\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"SkinThickness\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 1.0006516781401997,\\n        \\\"min\\\": -2.516428628788288,\\n        \\\"max\\\": 7.955376612725657,\\n        \\\"num_unique_values\\\": 50,\\n        \\\"samples\\\": [\\n          0.7844665016889337,\\n          -1.9473087787060086,\\n          -0.12612525844271366\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"Insulin\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 1.0006516781401997,\\n        \\\"min\\\": -1.4673527974365268,\\n        \\\"max\\\": 8.170441917982268,\\n        \\\"num_unique_values\\\": 185,\\n        \\\"samples\\\": [\\n          -0.8186550762064155,\\n          -1.4210172459200903,\\n          1.5444580511318469\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"BMI\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 1.0006516781401997,\\n        \\\"min\\\": -2.0747827319108394,\\n        \\\"max\\\": 5.042396703004941,\\n        \\\"num_unique_values\\\": 247,\\n        \\\"samples\\\": [\\n          -1.827355225993522,\\n          -0.2117991579451545,\\n          0.8215745432389365\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"DiabetesPedigreeFunction\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 1.0006516781401997,\\n        \\\"min\\\": -1.1895531764897842,\\n        \\\"max\\\": 5.88356476587794,\\n        \\\"num_unique_values\\\": 517,\\n        \\\"samples\\\": [\\n          3.802702997179665,\\n          -0.13855187676990025,\\n          -1.008346055848425\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"Age\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 1.0006516781401997,\\n        \\\"min\\\": -1.0415494364835023,\\n        \\\"max\\\": 4.063715751598595,\\n        \\\"num_unique_values\\\": 52,\\n        \\\"samples\\\": [\\n          2.276872935769861,\\n          1.1707321450187398,\\n          3.2979259733862807\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    }\\n  ]\\n}\",\n       \"type\": \"dataframe\",\n       \"variable_name\": \"X\"\n      },\n      \"text/html\": [\n       \"\\n\",\n       \"  <div id=\\\"df-d0a94734-4a78-416a-91f1-5b56091a7fd5\\\" class=\\\"colab-df-container\\\">\\n\",\n       \"    <div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>Pregnancies</th>\\n\",\n       \"      <th>Glucose</th>\\n\",\n       \"      <th>BloodPressure</th>\\n\",\n       \"      <th>SkinThickness</th>\\n\",\n       \"      <th>Insulin</th>\\n\",\n       \"      <th>BMI</th>\\n\",\n       \"      <th>DiabetesPedigreeFunction</th>\\n\",\n       \"      <th>Age</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>0</th>\\n\",\n       \"      <td>0.639947</td>\\n\",\n       \"      <td>0.865108</td>\\n\",\n       \"      <td>-0.033518</td>\\n\",\n       \"      <td>0.670643</td>\\n\",\n       \"      <td>-0.181541</td>\\n\",\n       \"      <td>0.166619</td>\\n\",\n       \"      <td>0.468492</td>\\n\",\n       \"      <td>1.425995</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>1</th>\\n\",\n       \"      <td>-0.844885</td>\\n\",\n       \"      <td>-1.206162</td>\\n\",\n       \"      <td>-0.529859</td>\\n\",\n       \"      <td>-0.012301</td>\\n\",\n       \"      <td>-0.181541</td>\\n\",\n       \"      <td>-0.852200</td>\\n\",\n       \"      <td>-0.365061</td>\\n\",\n       \"      <td>-0.190672</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>2</th>\\n\",\n       \"      <td>1.233880</td>\\n\",\n       \"      <td>2.015813</td>\\n\",\n       \"      <td>-0.695306</td>\\n\",\n       \"      <td>-0.012301</td>\\n\",\n       \"      <td>-0.181541</td>\\n\",\n       \"      <td>-1.332500</td>\\n\",\n       \"      <td>0.604397</td>\\n\",\n       \"      <td>-0.105584</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>3</th>\\n\",\n       \"      <td>-0.844885</td>\\n\",\n       \"      <td>-1.074652</td>\\n\",\n       \"      <td>-0.529859</td>\\n\",\n       \"      <td>-0.695245</td>\\n\",\n       \"      <td>-0.540642</td>\\n\",\n       \"      <td>-0.633881</td>\\n\",\n       \"      <td>-0.920763</td>\\n\",\n       \"      <td>-1.041549</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>4</th>\\n\",\n       \"      <td>-1.141852</td>\\n\",\n       \"      <td>0.503458</td>\\n\",\n       \"      <td>-2.680669</td>\\n\",\n       \"      <td>0.670643</td>\\n\",\n       \"      <td>0.316566</td>\\n\",\n       \"      <td>1.549303</td>\\n\",\n       \"      <td>5.484909</td>\\n\",\n       \"      <td>-0.020496</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"</div>\\n\",\n       \"    <div class=\\\"colab-df-buttons\\\">\\n\",\n       \"\\n\",\n       \"  <div class=\\\"colab-df-container\\\">\\n\",\n       \"    <button class=\\\"colab-df-convert\\\" onclick=\\\"convertToInteractive('df-d0a94734-4a78-416a-91f1-5b56091a7fd5')\\\"\\n\",\n       \"            title=\\\"Convert this dataframe to an interactive table.\\\"\\n\",\n       \"            style=\\\"display:none;\\\">\\n\",\n       \"\\n\",\n       \"  <svg xmlns=\\\"http://www.w3.org/2000/svg\\\" height=\\\"24px\\\" viewBox=\\\"0 -960 960 960\\\">\\n\",\n       \"    <path d=\\\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 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67, 0.15);\\n\",\n       \"      fill: #174EA6;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .colab-df-buttons div {\\n\",\n       \"      margin-bottom: 4px;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    [theme=dark] .colab-df-convert {\\n\",\n       \"      background-color: #3B4455;\\n\",\n       \"      fill: #D2E3FC;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    [theme=dark] .colab-df-convert:hover {\\n\",\n       \"      background-color: #434B5C;\\n\",\n       \"      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\\n\",\n       \"      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\\n\",\n       \"      fill: #FFFFFF;\\n\",\n       \"    }\\n\",\n       \"  </style>\\n\",\n       \"\\n\",\n       \"    <script>\\n\",\n       \"      const buttonEl =\\n\",\n       \"        document.querySelector('#df-d0a94734-4a78-416a-91f1-5b56091a7fd5 button.colab-df-convert');\\n\",\n       \"      buttonEl.style.display =\\n\",\n       \"       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'block' : 'none';\\n\",\n       \"\\n\",\n       \"      async function convertToInteractive(key) {\\n\",\n       \"        const element = document.querySelector('#df-d0a94734-4a78-416a-91f1-5b56091a7fd5');\\n\",\n       \"        const dataTable =\\n\",\n       \"          await google.colab.kernel.invokeFunction('convertToInteractive',\\n\",\n       \"                                                    [key], {});\\n\",\n       \"        if (!dataTable) return;\\n\",\n       \"\\n\",\n       \"        const docLinkHtml = 'Like what you see? Visit the ' +\\n\",\n       \"          '<a target=\\\"_blank\\\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\\n\",\n       \"          + ' to learn more about interactive tables.';\\n\",\n       \"        element.innerHTML = '';\\n\",\n       \"        dataTable['output_type'] = 'display_data';\\n\",\n       \"        await google.colab.output.renderOutput(dataTable, element);\\n\",\n       \"        const docLink = document.createElement('div');\\n\",\n       \"        docLink.innerHTML = docLinkHtml;\\n\",\n       \"        element.appendChild(docLink);\\n\",\n       \"      }\\n\",\n       \"    </script>\\n\",\n       \"  </div>\\n\",\n       \"\\n\",\n       \"\\n\",\n       \"<div id=\\\"df-ab68f5e9-3d97-47fc-99f6-c57a81078111\\\">\\n\",\n       \"  <button class=\\\"colab-df-quickchart\\\" onclick=\\\"quickchart('df-ab68f5e9-3d97-47fc-99f6-c57a81078111')\\\"\\n\",\n       \"            title=\\\"Suggest charts\\\"\\n\",\n       \"  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     \"  .colab-df-quickchart-complete:disabled,\\n\",\n       \"  .colab-df-quickchart-complete:disabled:hover {\\n\",\n       \"    background-color: var(--disabled-bg-color);\\n\",\n       \"    fill: var(--disabled-fill-color);\\n\",\n       \"    box-shadow: none;\\n\",\n       \"  }\\n\",\n       \"\\n\",\n       \"  .colab-df-spinner {\\n\",\n       \"    border: 2px solid var(--fill-color);\\n\",\n       \"    border-color: transparent;\\n\",\n       \"    border-bottom-color: var(--fill-color);\\n\",\n       \"    animation:\\n\",\n       \"      spin 1s steps(1) infinite;\\n\",\n       \"  }\\n\",\n       \"\\n\",\n       \"  @keyframes spin {\\n\",\n       \"    0% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-bottom-color: var(--fill-color);\\n\",\n       \"      border-left-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"    20% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-left-color: var(--fill-color);\\n\",\n       \"      border-top-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"    30% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-left-color: var(--fill-color);\\n\",\n       \"      border-top-color: var(--fill-color);\\n\",\n       \"      border-right-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"    40% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-right-color: var(--fill-color);\\n\",\n       \"      border-top-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"    60% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-right-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"    80% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-right-color: var(--fill-color);\\n\",\n       \"      border-bottom-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"    90% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-bottom-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"  }\\n\",\n       \"</style>\\n\",\n       \"\\n\",\n       \"  <script>\\n\",\n       \"    async function quickchart(key) {\\n\",\n       \"      const quickchartButtonEl =\\n\",\n       \"        document.querySelector('#' + key + ' button');\\n\",\n       \"      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\\n\",\n       \"      quickchartButtonEl.classList.add('colab-df-spinner');\\n\",\n       \"      try {\\n\",\n       \"        const charts = await google.colab.kernel.invokeFunction(\\n\",\n       \"            'suggestCharts', [key], {});\\n\",\n       \"      } catch (error) {\\n\",\n       \"        console.error('Error during call to suggestCharts:', error);\\n\",\n       \"      }\\n\",\n       \"      quickchartButtonEl.classList.remove('colab-df-spinner');\\n\",\n       \"      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\\n\",\n       \"    }\\n\",\n       \"    (() => {\\n\",\n       \"      let quickchartButtonEl =\\n\",\n       \"        document.querySelector('#df-ab68f5e9-3d97-47fc-99f6-c57a81078111 button');\\n\",\n       \"      quickchartButtonEl.style.display =\\n\",\n       \"        google.colab.kernel.accessAllowed ? 'block' : 'none';\\n\",\n       \"    })();\\n\",\n       \"  </script>\\n\",\n       \"</div>\\n\",\n       \"\\n\",\n       \"    </div>\\n\",\n       \"  </div>\\n\"\n      ],\n      \"text/plain\": [\n       \"   Pregnancies   Glucose  BloodPressure  SkinThickness   Insulin       BMI  \\\\\\n\",\n       \"0     0.639947  0.865108      -0.033518       0.670643 -0.181541  0.166619   \\n\",\n       \"1    -0.844885 -1.206162      -0.529859      -0.012301 -0.181541 -0.852200   \\n\",\n       \"2     1.233880  2.015813      -0.695306      -0.012301 -0.181541 -1.332500   \\n\",\n       \"3    -0.844885 -1.074652      -0.529859      -0.695245 -0.540642 -0.633881   \\n\",\n       \"4    -1.141852  0.503458      -2.680669       0.670643  0.316566  1.549303   \\n\",\n       \"\\n\",\n       \"   DiabetesPedigreeFunction       Age  \\n\",\n       \"0                  0.468492  1.425995  \\n\",\n       \"1                 -0.365061 -0.190672  \\n\",\n       \"2                  0.604397 -0.105584  \\n\",\n       \"3                 -0.920763 -1.041549  \\n\",\n       \"4                  5.484909 -0.020496  \"\n      ]\n     },\n     \"execution_count\": 169,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"X.head()\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 170,\n   \"metadata\": {\n    \"id\": \"RB25MHCHuGYm\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"#X = diabetes_data.drop(\\\"Outcome\\\",axis = 1)\\n\",\n    \"y = dd_ortalama.Outcome\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"G7812Bzm0lTl\"\n   },\n   \"source\": [\n    \"#KNN\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 171,\n   \"metadata\": {\n    \"id\": \"-sPonfTuuI0-\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"#importing train_test_split\\n\",\n    \"from sklearn.model_selection import train_test_split\\n\",\n    \"X_train,X_test,y_train,y_test = train_test_split(X,y,test_size=1/3,random_state=42, stratify=y)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 172,\n   \"metadata\": {\n    \"id\": \"cZWPczMquLT2\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"from sklearn.neighbors import KNeighborsClassifier\\n\",\n    \"\\n\",\n    \"\\n\",\n    \"test_scores = []\\n\",\n    \"train_scores = []\\n\",\n    \"\\n\",\n    \"for i in range(1,15):\\n\",\n    \"\\n\",\n    \"    knn = KNeighborsClassifier(i)\\n\",\n    \"    knn.fit(X_train,y_train)\\n\",\n    \"\\n\",\n    \"    train_scores.append(knn.score(X_train,y_train))\\n\",\n    \"    test_scores.append(knn.score(X_test,y_test))\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 173,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"nnQMgWrkuM-u\",\n    \"outputId\": \"270e476c-ef32-42b8-8d94-ea19f0001c7d\"\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Max train score 100.0 % and k = [1]\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"## score that comes from testing on the same datapoints that were used for training\\n\",\n    \"max_train_score = max(train_scores)\\n\",\n    \"train_scores_ind = [i for i, v in enumerate(train_scores) if v == max_train_score]\\n\",\n    \"print('Max train score {} % and k = {}'.format(max_train_score*100,list(map(lambda x: x+1, train_scores_ind))))\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 174,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"6JLFRw4quOou\",\n    \"outputId\": \"31e7be79-5765-4599-c7ef-60e27dca387b\"\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Max test score 76.5625 % and k = [11]\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"max_test_score = max(test_scores)\\n\",\n    \"test_scores_ind = [i for i, v in enumerate(test_scores) if v == max_test_score]\\n\",\n    \"print('Max test score {} % and k = {}'.format(max_test_score*100,list(map(lambda x: x+1, test_scores_ind))))\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 175,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 450\n    },\n    \"id\": \"I6ZOVmLQuQxP\",\n    \"outputId\": \"9c4574fd-6b96-4820-e36c-866414d83152\"\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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\\n\",\n      \"text/plain\": [\n       \"<Figure size 1200x500 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"plt.figure(figsize=(12, 5))\\n\",\n    \"p = sns.lineplot(x=range(1, 15), y=train_scores, marker='*', label='Train Score')\\n\",\n    \"p = sns.lineplot(x=range(1, 15), y=test_scores, marker='o', label='Test Score')\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 176,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"vLOdHrEAuS4f\",\n    \"outputId\": \"ac88731f-4e48-4944-f3d9-73f27f135595\"\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"0.765625\"\n      ]\n     },\n     \"execution_count\": 176,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"#Setup a knn classifier with k neighbors\\n\",\n    \"knn = KNeighborsClassifier(11)\\n\",\n    \"\\n\",\n    \"knn.fit(X_train,y_train)\\n\",\n    \"knn.score(X_test,y_test)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 177,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 457\n    },\n    \"id\": \"P9mhmolVuUut\",\n    \"outputId\": \"ca1065f8-79ad-4954-eed3-6ee5bdced9d1\"\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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\\n\",\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"value = 20000\\n\",\n    \"width = 20000\\n\",\n    \"plot_decision_regions(X.values, y.values, clf=knn, legend=2,\\n\",\n    \"                      filler_feature_values={2: value, 3: value, 4: value, 5: value, 6: value, 7: value},\\n\",\n    \"                      filler_feature_ranges={2: width, 3: width, 4: width, 5: width, 6: width, 7: width},\\n\",\n    \"                      X_highlight=X_test.values)\\n\",\n    \"\\n\",\n    \"# Adding axes annotations\\n\",\n    \"#plt.xlabel('sepal length [cm]')\\n\",\n    \"#plt.ylabel('petal length [cm]')\\n\",\n    \"plt.title('KNN with Diabetes Data')\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"teoBtspK271m\"\n   },\n   \"source\": [\n    \"**Confusion Matrix (Karmaşıklık Matrisi):**\\n\",\n    \"![Uygulama.jpg](data:image/jpeg;base64,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   \"\\n\",\n    \" Bir sınıflandırma modelinin performansını değerlendirmek için kullanılan bir metriktir.\\n\",\n    \" Bu matris, modelin gerçek ve tahmin edilen sınıf etiketlerini karşılaştırır ve bu karşılaştırmayı dört farklı kategoriye ayırır: doğru pozitif (true positive - TP), yanlış pozitif (false positive - FP), doğru negatif (true negative - TN) ve yanlış negatif (false negative - FN).\\n\",\n    \"\\n\",\n    \">True Positive (TP): Gerçek etiketi pozitif olan ve modelin de doğru bir şekilde pozitif olarak tahmin ettiği örnekler.\\n\",\n    \"\\n\",\n    \">False Positive (FP): Gerçek etiketi negatif olan ancak modelin pozitif olarak yanlış bir şekilde tahmin ettiği örnekler.\\n\",\n    \"\\n\",\n    \">True Negative (TN): Gerçek etiketi negatif olan ve modelin de doğru bir şekilde negatif olarak tahmin ettiği örnekler.\\n\",\n    \"\\n\",\n    \">False Negative (FN): Gerçek etiketi pozitif olan ancak modelin negatif olarak yanlış bir şekilde tahmin ettiği örnekler.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"lkGNGPAc37Jv\"\n   },\n   \"source\": [\n    \"**Sınıflandırma Değerlendirme Metrikleri:**\\n\",\n    \" Sınıflandırma problemlerinde kullanılan F1 score, recall ve precision metrikleri modelin performansını değerlendirmek için kullanılan önemli ölçütlerdir. Bu metriklerin her biri farklı açılardan modelin performansını değerlendirir ve birbirleriyle ilişkilidir.\\n\",\n    \"\\n\",\n    \"\\n\",\n    \"1. **Accuracy (Doğruluk)**: Doğruluk, doğru tahmin edilen örneklerin toplam örnek sayısına oranıdır. Bu metrik, tüm sınıfların dengeli olduğu durumlarda kullanılabilir. Ancak, dengesiz sınıflar için tek başına yeterli olmayabilir.\\n\",\n    \"\\n\",\n    \"$$\\n\",\n    \"\\\\text{Accuracy} = \\\\frac{TP + TN}{TP + TN + FP + FN}\\n\",\n    \"$$\\n\",\n    \"\\n\",\n    \"\\n\",\n    \"\\n\",\n    \"2. **Precision (Hassasiyet)**: Precision, modelin pozitif olarak tahmin ettiği örneklerin ne kadarının gerçekten pozitif olduğunu gösterir.\\n\",\n    \"$$\\n\",\n    \" \\\\text{Precision} = \\\\frac{TP}{TP + FP}\\n\",\n    \"$$\\n\",\n    \"\\n\",\n    \"   Yüksek precision değeri, modelin pozitif olarak tahmin ettiği örneklerin çoğunun gerçekten pozitif olduğunu gösterir.\\n\",\n    \"\\n\",\n    \"3. **Recall (Duyarlılık)**: Recall, gerçek pozitif örneklerin ne kadarının doğru bir şekilde pozitif olarak tahmin edildiğini gösterir.\\n\",\n    \"$$\\n\",\n    \"  \\\\text{Recall} = \\\\frac{TP}{TP + FN}\\n\",\n    \"  $$\\n\",\n    \"\\n\",\n    \"  Yüksek recall değeri, gerçek pozitif örneklerin çoğunun doğru bir şekilde tanındığını gösterir.\\n\",\n    \"\\n\",\n    \"4. **F1 Score**: F1 score, precision ve recall metriklerinin harmonik ortalamasını alarak hesaplanır. Bu metrik, precision ve recall arasında denge sağlar ve dengeli bir performans ölçütü sunar.\\n\",\n    \"\\n\",\n    \"  $$\\n\",\n    \"   \\\\text{F1 Score} = 2 \\\\times \\\\frac{\\\\text{Precision} \\\\times \\\\text{Recall}}{\\\\text{Precision} + \\\\text{Recall}}\\n\",\n    \"   $$\\n\",\n    \"\\n\",\n    \"   F1 score, modelin hem precision hem de recall açısından iyi performans göstermesi gereken durumlarda tercih edilir. Özellikle dengeli sınıflar veya dengesiz sınıflar (imbalance classes) için önemlidir.\\n\",\n    \"\\n\",\n    \"5. **ROC ve AUC (Receiver Operating Characteristic Curve ve Area Under the Curve)**: ROC eğrisi, modelin farklı kesim noktalarında (thresholds) duyarlılık (recall) ve özgüllük (specificity) arasındaki ilişkiyi gösteren bir grafiktir. AUC, ROC eğrisinin altındaki alanı ifade eder. AUC değeri, modelin sınıflar arasındaki ayrım yeteneğini ölçer.\\n\",\n    \"\\n\",\n    \"İlişki:\\n\",\n    \"- Precision, modelin pozitif tahminlerinin doğruluğuna odaklanırken, recall gerçek pozitiflerin ne kadarını kapsadığına odaklanır.\\n\",\n    \"- F1 score, precision ve recall'in harmonik ortalamasını alır, bu nedenle yüksek bir F1 score hem precision hem de recall'in yüksek olduğu bir durumu gösterir.\\n\",\n    \"- Precision ve recall arasında genellikle bir denge vardır. Precision arttıkça recall azalabilir ve tam tersi. F1 score, bu dengeyi göz önünde bulundurarak modelin performansını değerlendirir.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 178,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 175\n    },\n    \"id\": \"nnRdoGoUupcu\",\n    \"outputId\": \"ff932fe8-8564-4a45-e94c-1d5863c8c096\"\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"application/vnd.google.colaboratory.intrinsic+json\": {\n       \"summary\": \"{\\n  \\\"name\\\": \\\"pd\\\",\\n  \\\"rows\\\": 3,\\n  \\\"fields\\\": [\\n    {\\n      \\\"column\\\": \\\"True\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"string\\\",\\n        \\\"num_unique_values\\\": 3,\\n        \\\"samples\\\": [\\n          0,\\n          1,\\n          \\\"All\\\"\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": 0,\\n      \\\"properties\\\": 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--fill-color: #D2E3FC;\\n\",\n       \"      --hover-bg-color: #434B5C;\\n\",\n       \"      --hover-fill-color: #FFFFFF;\\n\",\n       \"      --disabled-bg-color: #3B4455;\\n\",\n       \"      --disabled-fill-color: #666;\\n\",\n       \"  }\\n\",\n       \"\\n\",\n       \"  .colab-df-quickchart {\\n\",\n       \"    background-color: var(--bg-color);\\n\",\n       \"    border: none;\\n\",\n       \"    border-radius: 50%;\\n\",\n       \"    cursor: pointer;\\n\",\n       \"    display: none;\\n\",\n       \"    fill: var(--fill-color);\\n\",\n       \"    height: 32px;\\n\",\n       \"    padding: 0;\\n\",\n       \"    width: 32px;\\n\",\n       \"  }\\n\",\n       \"\\n\",\n       \"  .colab-df-quickchart:hover {\\n\",\n       \"    background-color: var(--hover-bg-color);\\n\",\n       \"    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\\n\",\n       \"    fill: var(--button-hover-fill-color);\\n\",\n       \"  }\\n\",\n       \"\\n\",\n       \"  .colab-df-quickchart-complete:disabled,\\n\",\n       \"  .colab-df-quickchart-complete:disabled:hover {\\n\",\n       \"    background-color: var(--disabled-bg-color);\\n\",\n       \"    fill: var(--disabled-fill-color);\\n\",\n       \"    box-shadow: none;\\n\",\n       \"  }\\n\",\n       \"\\n\",\n       \"  .colab-df-spinner {\\n\",\n       \"    border: 2px solid var(--fill-color);\\n\",\n       \"    border-color: transparent;\\n\",\n       \"    border-bottom-color: var(--fill-color);\\n\",\n       \"    animation:\\n\",\n       \"      spin 1s steps(1) infinite;\\n\",\n       \"  }\\n\",\n       \"\\n\",\n       \"  @keyframes spin {\\n\",\n       \"    0% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-bottom-color: var(--fill-color);\\n\",\n       \"      border-left-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"    20% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-left-color: var(--fill-color);\\n\",\n       \"      border-top-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"    30% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-left-color: var(--fill-color);\\n\",\n       \"      border-top-color: var(--fill-color);\\n\",\n       \"      border-right-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"    40% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-right-color: var(--fill-color);\\n\",\n       \"      border-top-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"    60% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-right-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"    80% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-right-color: var(--fill-color);\\n\",\n       \"      border-bottom-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"    90% {\\n\",\n       \"      border-color: transparent;\\n\",\n       \"      border-bottom-color: var(--fill-color);\\n\",\n       \"    }\\n\",\n       \"  }\\n\",\n       \"</style>\\n\",\n       \"\\n\",\n       \"  <script>\\n\",\n       \"    async function quickchart(key) {\\n\",\n       \"      const quickchartButtonEl =\\n\",\n       \"        document.querySelector('#' + key + ' button');\\n\",\n       \"      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\\n\",\n       \"      quickchartButtonEl.classList.add('colab-df-spinner');\\n\",\n       \"      try {\\n\",\n       \"        const charts = await google.colab.kernel.invokeFunction(\\n\",\n       \"            'suggestCharts', [key], {});\\n\",\n       \"      } catch (error) {\\n\",\n       \"        console.error('Error during call to suggestCharts:', error);\\n\",\n       \"      }\\n\",\n       \"      quickchartButtonEl.classList.remove('colab-df-spinner');\\n\",\n       \"      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\\n\",\n       \"    }\\n\",\n       \"    (() => {\\n\",\n       \"      let quickchartButtonEl =\\n\",\n       \"        document.querySelector('#df-33b9c962-f0bb-47f7-9103-dd883ec6126a button');\\n\",\n       \"      quickchartButtonEl.style.display =\\n\",\n       \"        google.colab.kernel.accessAllowed ? 'block' : 'none';\\n\",\n       \"    })();\\n\",\n       \"  </script>\\n\",\n       \"</div>\\n\",\n       \"\\n\",\n       \"    </div>\\n\",\n       \"  </div>\\n\"\n      ],\n      \"text/plain\": [\n       \"Predicted    0   1  All\\n\",\n       \"True                   \\n\",\n       \"0          142  25  167\\n\",\n       \"1           35  54   89\\n\",\n       \"All        177  79  256\"\n      ]\n     },\n     \"execution_count\": 178,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"#import confusion_matrix\\n\",\n    \"from sklearn.metrics import confusion_matrix\\n\",\n    \"#let us get the predictions using the classifier we had fit above\\n\",\n    \"y_pred = knn.predict(X_test)\\n\",\n    \"confusion_matrix(y_test,y_pred)\\n\",\n    \"pd.crosstab(y_test, y_pred, rownames=['True'], colnames=['Predicted'], margins=True)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 179,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 535\n    },\n    \"id\": \"AEA7R5j5ur5m\",\n    \"outputId\": \"727f0d19-e71c-46a1-b273-4498e1972b7d\"\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"Text(0.5, 19.049999999999997, 'Predicted label')\"\n      ]\n     },\n     \"execution_count\": 179,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"image/png\": 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\\n\",\n      \"text/plain\": [\n       \"<Figure size 640x480 with 2 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"y_pred = knn.predict(X_test)\\n\",\n    \"from sklearn import metrics\\n\",\n    \"cnf_matrix = metrics.confusion_matrix(y_test, y_pred)\\n\",\n    \"p = sns.heatmap(pd.DataFrame(cnf_matrix), annot=True, cmap=\\\"YlGnBu\\\" ,fmt='g')\\n\",\n    \"plt.title('Confusion matrix', y=1.1)\\n\",\n    \"plt.ylabel('Actual label')\\n\",\n    \"plt.xlabel('Predicted label')\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 180,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"BL3e3p-5uuL3\",\n    \"outputId\": \"d84d0eb9-77e0-40ef-e3e6-5f502f72cb61\"\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"              precision    recall  f1-score   support\\n\",\n      \"\\n\",\n      \"           0       0.80      0.85      0.83       167\\n\",\n      \"           1       0.68      0.61      0.64        89\\n\",\n      \"\\n\",\n      \"    accuracy                           0.77       256\\n\",\n      \"   macro avg       0.74      0.73      0.73       256\\n\",\n      \"weighted avg       0.76      0.77      0.76       256\\n\",\n      \"\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"from sklearn.metrics import classification_report\\n\",\n    \"print(classification_report(y_test,y_pred))\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 181,\n   \"metadata\": {\n    \"id\": \"t7CvR5XpuxQN\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"from sklearn.metrics import roc_curve\\n\",\n    \"y_pred_proba = knn.predict_proba(X_test)[:,1]\\n\",\n    \"fpr, tpr, thresholds = roc_curve(y_test, y_pred_proba)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 182,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 480\n    },\n    \"id\": \"qzv9k5Ojuzku\",\n    \"outputId\": \"00d4b4c3-4d05-47b7-d7f5-7fa1b5dfc6fa\"\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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\\n\",\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"plt.plot([0,1],[0,1],'k--')\\n\",\n    \"plt.plot(fpr,tpr, label='Knn')\\n\",\n    \"plt.xlabel('fpr')\\n\",\n    \"plt.ylabel('tpr')\\n\",\n    \"plt.title('Knn(n_neighbors=11) ROC curve')\\n\",\n    \"plt.show()\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 183,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"j5OS_0ewu1AN\",\n    \"outputId\": \"166f0aee-404a-4b2a-d891-20afd7ef1859\"\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"0.8193500639171096\"\n      ]\n     },\n     \"execution_count\": 183,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"#Area under ROC curve\\n\",\n    \"from sklearn.metrics import roc_auc_score\\n\",\n    \"roc_auc_score(y_test,y_pred_proba)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 184,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"G-gFS0cDu29G\",\n    \"outputId\": \"fbf17d18-8d17-47f3-93ad-3ba8d4e808ca\"\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Best Score:0.7721840251252015\\n\",\n      \"Best Parameters: {'n_neighbors': 25}\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"#import GridSearchCV\\n\",\n    \"from sklearn.model_selection import GridSearchCV\\n\",\n    \"#In case of classifier like knn the parameter to be tuned is n_neighbors\\n\",\n    \"param_grid = {'n_neighbors':np.arange(1,50)}\\n\",\n    \"knn = KNeighborsClassifier()\\n\",\n    \"knn_cv= GridSearchCV(knn,param_grid,cv=5)\\n\",\n    \"knn_cv.fit(X,y)\\n\",\n    \"\\n\",\n    \"print(\\\"Best Score:\\\" + str(knn_cv.best_score_))\\n\",\n    \"print(\\\"Best Parameters: \\\" + str(knn_cv.best_params_))\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"f4vD8U174gai\"\n   },\n   \"source\": [\n    \"# Farklı Boşluk Doldurma Yöntemlerinin Karşılaştrılması\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 185,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 0\n    },\n    \"id\": \"DYM91Iqo-3f2\",\n    \"outputId\": \"d0f7cc1b-2bc9-4760-b4ca-3a0c2c684661\"\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Confusion Matrix for veri_seti :\\n\",\n      \" Predicted   0   1  All\\n\",\n      \"True                  \\n\",\n      \"0          70  29   99\\n\",\n      \"1          21  34   55\\n\",\n      \"All        91  63  154\\n\"\n     ]\n    },\n    {\n     \"data\": {\n      \"image/png\": 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\\n\",\n      \"text/plain\": [\n       \"<Figure size 640x480 with 2 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Confusion Matrix for veri_seti :\\n\",\n      \" Predicted   0   1  All\\n\",\n      \"True                  \\n\",\n      \"0          70  29   99\\n\",\n      \"1          23  32   55\\n\",\n      \"All        93  61  154\\n\"\n     ]\n    },\n    {\n     \"data\": {\n      \"image/png\": 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\\n\",\n      \"text/plain\": [\n       \"<Figure size 640x480 with 2 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Confusion Matrix for veri_seti :\\n\",\n      \" Predicted   0   1  All\\n\",\n      \"True                  \\n\",\n      \"0          70  29   99\\n\",\n      \"1          21  34   55\\n\",\n      \"All        91  63  154\\n\"\n     ]\n    },\n    {\n     \"data\": {\n      \"image/png\": 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\\n\",\n      \"text/plain\": [\n       \"<Figure size 640x480 with 2 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Confusion Matrix for veri_seti :\\n\",\n      \" Predicted  0.0  1.0  All\\n\",\n      \"True                    \\n\",\n      \"0.0         70   29   99\\n\",\n      \"1.0         21   34   55\\n\",\n      \"All         91   63  154\\n\"\n     ]\n    },\n    {\n     \"data\": {\n      \"image/png\": 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\\n\",\n      \"text/plain\": [\n       \"<Figure size 640x480 with 2 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"from sklearn.model_selection import train_test_split\\n\",\n    \"from sklearn.neighbors import KNeighborsClassifier\\n\",\n    \"from sklearn.metrics import confusion_matrix\\n\",\n    \"import seaborn as sns\\n\",\n    \"import pandas as pd\\n\",\n    \"import matplotlib.pyplot as plt\\n\",\n    \"\\n\",\n    \"# Veri setlerini yükleyin\\n\",\n    \"veri_setleri = [dd_ortalama, dd_median, dd_mod, dd_KNN]\\n\",\n    \"\\n\",\n    \"for veri_seti in veri_setleri:\\n\",\n    \"    # Veri setini yükleyin\\n\",\n    \"    veri = veri_seti\\n\",\n    \"\\n\",\n    \"    # Bağımsız değişkenler ve hedef değişken arasında ayırma\\n\",\n    \"    X = veri.drop('Outcome', axis=1)\\n\",\n    \"    y = veri['Outcome']\\n\",\n    \"\\n\",\n    \"    # Eğitim ve test setlerini oluşturma\\n\",\n    \"    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\\n\",\n    \"\\n\",\n    \"    # K-NN sınıflandırıcı modelini oluşturma\\n\",\n    \"    knn = KNeighborsClassifier(n_neighbors=5)\\n\",\n    \"\\n\",\n    \"    # Modeli eğitme\\n\",\n    \"    knn.fit(X_train, y_train)\\n\",\n    \"\\n\",\n    \"    # Test seti üzerinde tahmin yapma\\n\",\n    \"    y_pred = knn.predict(X_test)\\n\",\n    \"\\n\",\n    \"    # Confusion matrisi oluşturma\\n\",\n    \"    cm = confusion_matrix(y_test, y_pred)\\n\",\n    \"\\n\",\n    \"    # Confusion matrisini çapraz tablo olarak oluşturma\\n\",\n    \"    crosstab = pd.crosstab(y_test, y_pred, rownames=['True'], colnames=['Predicted'], margins=True)\\n\",\n    \"    print(\\\"Confusion Matrix for\\\", 'veri_seti', \\\":\\\\n\\\", crosstab)\\n\",\n    \"\\n\",\n    \"    # Confusion matrisini görselleştirme\\n\",\n    \"    p = sns.heatmap(pd.DataFrame(cm), annot=True, cmap=\\\"YlGnBu\\\", fmt='g')\\n\",\n    \"    plt.show()\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"HDpr8SHDfnqp\"\n   },\n   \"source\": [\n    \"# PCA Uygulaması\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 186,\n   \"metadata\": {\n    \"id\": \"o7ZLCWZ759bc\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"# Gerekli kütüphanelerin yüklenmesi\\n\",\n    \"import pandas as pd\\n\",\n    \"from sklearn.model_selection import train_test_split\\n\",\n    \"from sklearn.preprocessing import StandardScaler\\n\",\n    \"from sklearn.decomposition import PCA\\n\",\n    \"from sklearn.neighbors import KNeighborsClassifier\\n\",\n    \"from sklearn.metrics import accuracy_score\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 187,\n   \"metadata\": {\n    \"id\": \"w5atvqvazQYF\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"# Verisetinin yüklenmesi (diabetes veri seti)\\n\",\n    \"url = \\\"https://raw.githubusercontent.com/jbrownlee/Datasets/master/pima-indians-diabetes.data.csv\\\"\\n\",\n    \"columns = ['Pregnancies', 'Glucose', 'BloodPressure', 'SkinThickness', 'Insulin', 'BMI', 'DiabetesPedigreeFunction', 'Age', 'Outcome']\\n\",\n    \"df = pd.read_csv(url, names=columns)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 188,\n   \"metadata\": {\n    \"id\": \"xvfBHQevzUEs\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"# Özellikler ve hedef değişkenin ayrılması\\n\",\n    \"X = df.drop('Outcome', axis=1)\\n\",\n    \"y = df['Outcome']\\n\",\n    \"\\n\",\n    \"# Veriyi eğitim ve test setlerine ayırma\\n\",\n    \"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 189,\n   \"metadata\": {\n    \"id\": \"D4655CRFzV3H\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"# Verinin standartlaştırılması\\n\",\n    \"scaler = StandardScaler()\\n\",\n    \"X_train_scaled = scaler.fit_transform(X_train)\\n\",\n    \"X_test_scaled = scaler.transform(X_test)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 190,\n   \"metadata\": {\n    \"id\": \"eFnILDm7zXgZ\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"# PCA uygulaması\\n\",\n    \"pca = PCA(n_components=2)\\n\",\n    \"X_train_pca = pca.fit_transform(X_train_scaled)\\n\",\n    \"X_test_pca = pca.transform(X_test_scaled)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 191,\n   \"metadata\": {\n    \"id\": \"DPA5SuWGzZLG\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"# KNN sınıflandırıcı oluşturulması ve eğitilmesi (PCA olmadan)\\n\",\n    \"knn = KNeighborsClassifier(n_neighbors=5)\\n\",\n    \"knn.fit(X_train_scaled, y_train)\\n\",\n    \"y_pred = knn.predict(X_test_scaled)\\n\",\n    \"accuracy_without_pca = accuracy_score(y_test, y_pred)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 192,\n   \"metadata\": {\n    \"id\": \"z8vWb6n0za6p\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"# KNN sınıflandırıcı oluşturulması ve eğitilmesi (PCA ile)\\n\",\n    \"knn_pca = KNeighborsClassifier(n_neighbors=5)\\n\",\n    \"knn_pca.fit(X_train_pca, y_train)\\n\",\n    \"y_pred_pca = knn_pca.predict(X_test_pca)\\n\",\n    \"accuracy_with_pca = accuracy_score(y_test, y_pred_pca)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 193,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"_cGbDshszcUl\",\n    \"outputId\": \"7618538c-dc51-4693-9a41-040009869ca5\"\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"PCA olmadan doğruluk: 0.6948051948051948\\n\",\n      \"PCA ile doğruluk: 0.6428571428571429\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"print(f\\\"PCA olmadan doğruluk: {accuracy_without_pca}\\\")\\n\",\n    \"print(f\\\"PCA ile doğruluk: {accuracy_with_pca}\\\")\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"BHAdQc7Rz9GU\"\n   },\n   \"source\": [\n    \"##Boşlukların doldurulduğu veri setine PCA Uygulama\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 194,\n   \"metadata\": {\n    \"id\": \"3vajMBWchTNP\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"import pandas as pd\\n\",\n    \"from sklearn.model_selection import train_test_split\\n\",\n    \"from sklearn.preprocessing import StandardScaler\\n\",\n    \"from sklearn.decomposition import PCA\\n\",\n    \"from sklearn.neighbors import KNeighborsClassifier\\n\",\n    \"from sklearn.metrics import accuracy_score\\n\",\n    \"from sklearn.impute import SimpleImputer\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 195,\n   \"metadata\": {\n    \"id\": \"dRKerpYyzoM0\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"df=dd_ortalama\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 196,\n   \"metadata\": {\n    \"id\": \"VguBiEpxzrVt\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"# Özellikler ve hedef değişkenin ayrılması\\n\",\n    \"X = df.drop('Outcome', axis=1)\\n\",\n    \"y = df['Outcome']\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 197,\n   \"metadata\": {\n    \"id\": \"Up-oAldUztPF\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"# Eksik değerlerin ortalama ile doldurulması\\n\",\n    \"imputer = SimpleImputer(strategy='mean')\\n\",\n    \"X_imputed = imputer.fit_transform(X)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 198,\n   \"metadata\": {\n    \"id\": \"qyCdlND2zvhd\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"# Veriyi eğitim ve test setlerine ayırma\\n\",\n    \"X_train, X_test, y_train, y_test = train_test_split(X_imputed, y, test_size=0.2, random_state=42)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 199,\n   \"metadata\": {\n    \"id\": \"7q2SrJ4OzxoK\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"# Verinin standartlaştırılması\\n\",\n    \"scaler = StandardScaler()\\n\",\n    \"X_train_scaled = scaler.fit_transform(X_train)\\n\",\n    \"X_test_scaled = scaler.transform(X_test)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 200,\n   \"metadata\": {\n    \"id\": \"IkSbHDqJzzVt\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"# PCA uygulaması\\n\",\n    \"pca = PCA(n_components=2)\\n\",\n    \"X_train_pca = pca.fit_transform(X_train_scaled)\\n\",\n    \"X_test_pca = pca.transform(X_test_scaled)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 201,\n   \"metadata\": {\n    \"id\": \"ZoFV87r-z08r\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"# KNN sınıflandırıcı oluşturulması ve eğitilmesi (PCA olmadan)\\n\",\n    \"knn = KNeighborsClassifier(n_neighbors=5)\\n\",\n    \"knn.fit(X_train_scaled, y_train)\\n\",\n    \"y_pred = knn.predict(X_test_scaled)\\n\",\n    \"accuracy_without_pca_0 = accuracy_score(y_test, y_pred)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 202,\n   \"metadata\": {\n    \"id\": \"DLpZmntFz2kk\"\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"# KNN sınıflandırıcı oluşturulması ve eğitilmesi (PCA ile)\\n\",\n    \"knn_pca = KNeighborsClassifier(n_neighbors=5)\\n\",\n    \"knn_pca.fit(X_train_pca, y_train)\\n\",\n    \"y_pred_pca = knn_pca.predict(X_test_pca)\\n\",\n    \"accuracy_with_pca_0 = accuracy_score(y_test, y_pred_pca)\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 203,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"gHVefyC7z4FV\",\n    \"outputId\": \"f1b3da7e-1f61-4c57-810d-7cd0e79df5fa\"\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"PCA olmadan doğruluk(Boşluksuz): 0.7272727272727273\\n\",\n      \"PCA ile doğruluk(Boşluksuz): 0.6818181818181818\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"print(f\\\"PCA olmadan doğruluk(Boşluksuz): {accuracy_without_pca_0}\\\")\\n\",\n    \"print(f\\\"PCA ile doğruluk(Boşluksuz): {accuracy_with_pca_0}\\\")\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {\n    \"id\": \"hsal_O8-2rpb\"\n   },\n   \"source\": [\n    \"##PCA Uygulaması Görselleştirme\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 204,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"rK3P3OBL1YLg\",\n    \"outputId\": \"11edfefd-08ce-4212-c52e-e90ce9c3380c\"\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"PCA olmadan doğruluk: 0.6948051948051948\\n\",\n      \"PCA ile doğruluk: 0.6428571428571429\\n\",\n      \"PCA olmadan doğruluk(Boşluksuz): 0.7272727272727273\\n\",\n      \"PCA ile doğruluk(Boşluksuz): 0.6818181818181818\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"print(f\\\"PCA olmadan doğruluk: {accuracy_without_pca}\\\")\\n\",\n    \"print(f\\\"PCA ile doğruluk: {accuracy_with_pca}\\\")\\n\",\n    \"print(f\\\"PCA olmadan doğruluk(Boşluksuz): {accuracy_without_pca_0}\\\")\\n\",\n    \"print(f\\\"PCA ile doğruluk(Boşluksuz): {accuracy_with_pca_0}\\\")\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 205,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\"\n    },\n    \"id\": \"52b608L-1kCd\",\n    \"outputId\": \"16d98592-1a19-4079-818c-ba870db9ec07\"\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Metrik                              Doğruluk\\n\",\n      \"--------------------------------  ----------\\n\",\n      \"PCA olmadan doğruluk                0.694805\\n\",\n      \"PCA ile doğruluk                    0.642857\\n\",\n      \"PCA olmadan doğruluk (Boşluksuz)    0.727273\\n\",\n      \"PCA ile doğruluk (Boşluksuz)        0.681818\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"from tabulate import tabulate\\n\",\n    \"\\n\",\n    \"data = [\\n\",\n    \"    [\\\"PCA olmadan doğruluk\\\", accuracy_without_pca],\\n\",\n    \"    [\\\"PCA ile doğruluk\\\", accuracy_with_pca],\\n\",\n    \"    [\\\"PCA olmadan doğruluk (Boşluksuz)\\\", accuracy_without_pca_0],\\n\",\n    \"    [\\\"PCA ile doğruluk (Boşluksuz)\\\", accuracy_with_pca_0]\\n\",\n    \"]\\n\",\n    \"\\n\",\n    \"print(tabulate(data, headers=[\\\"Metrik\\\", \\\"Doğruluk\\\"]))\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 206,\n   \"metadata\": {\n    \"colab\": {\n     \"base_uri\": \"https://localhost:8080/\",\n     \"height\": 601\n    },\n    \"id\": \"80AqnkMOhRP-\",\n    \"outputId\": \"664c6238-7cb7-4de8-a0f5-8144d27f1cab\"\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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\\n\",\n      \"text/plain\": [\n       \"<Figure size 1000x600 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"import matplotlib.pyplot as plt\\n\",\n    \"\\n\",\n    \"# Veriler\\n\",\n    \"metrics = [\\\"PCA olmadan doğruluk\\\", \\\"PCA ile doğruluk\\\", \\\"PCA olmadan doğruluk (Boşluksuz)\\\", \\\"PCA ile doğruluk (Boşluksuz)\\\"]\\n\",\n    \"accuracies = [accuracy_without_pca, accuracy_with_pca, accuracy_without_pca_0, accuracy_with_pca_0]\\n\",\n    \"\\n\",\n    \"# Bar grafik oluşturma\\n\",\n    \"plt.figure(figsize=(10, 6))\\n\",\n    \"plt.bar(metrics, accuracies, color=['blue', 'green', 'red', 'orange'])\\n\",\n    \"\\n\",\n    \"# Eksen etiketleri ve başlık ekleme\\n\",\n    \"plt.xlabel('Metrik')\\n\",\n    \"plt.ylabel('Doğruluk')\\n\",\n    \"plt.title('Model Doğrulukları')\\n\",\n    \"\\n\",\n    \"# Grafik gösterme\\n\",\n    \"plt.xticks(rotation=45, ha='right')\\n\",\n    \"plt.tight_layout()\\n\",\n    \"plt.show()\\n\"\n   ]\n  }\n ],\n \"metadata\": {\n  \"accelerator\": \"GPU\",\n  \"colab\": {\n   \"gpuType\": \"T4\",\n   \"provenance\": [],\n   \"toc_visible\": true\n  },\n  \"kernelspec\": {\n   \"display_name\": \"Python 3 (ipykernel)\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 3\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython3\",\n   \"version\": \"3.10.6\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 4\n}\n"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Uygulama_2/data/car_prices.csv",
    "content": "car_ID,symboling,CarName,fueltype,aspiration,doornumber,carbody,drivewheel,enginelocation,wheelbase,carlength,carwidth,carheight,curbweight,enginetype,cylindernumber,enginesize,fuelsystem,boreratio,stroke,compressionratio,horsepower,peakrpm,citympg,highwaympg,price\r\n1,3,alfa-romero giulia,gas,std,two,convertible,rwd,front,88.6,168.8,64.1,48.8,2548,dohc,four,130,mpfi,3.47,2.68,9,111,5000,21,27,13495\r\n2,3,alfa-romero stelvio,gas,std,two,convertible,rwd,front,88.6,168.8,64.1,48.8,2548,dohc,four,130,mpfi,3.47,2.68,9,111,5000,21,27,16500\r\n3,1,alfa-romero Quadrifoglio,gas,std,two,hatchback,rwd,front,94.5,171.2,65.5,52.4,2823,ohcv,six,152,mpfi,2.68,3.47,9,154,5000,19,26,16500\r\n4,2,audi 100 ls,gas,std,four,sedan,fwd,front,99.8,176.6,66.2,54.3,2337,ohc,four,109,mpfi,3.19,3.4,10,102,5500,24,30,13950\r\n5,2,audi 100ls,gas,std,four,sedan,4wd,front,99.4,176.6,66.4,54.3,2824,ohc,five,136,mpfi,3.19,3.4,8,115,5500,18,22,17450\r\n6,2,audi fox,gas,std,two,sedan,fwd,front,99.8,177.3,66.3,53.1,2507,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,25,15250\r\n7,1,audi 100ls,gas,std,four,sedan,fwd,front,105.8,192.7,71.4,55.7,2844,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,25,17710\r\n8,1,audi 5000,gas,std,four,wagon,fwd,front,105.8,192.7,71.4,55.7,2954,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,25,18920\r\n9,1,audi 4000,gas,turbo,four,sedan,fwd,front,105.8,192.7,71.4,55.9,3086,ohc,five,131,mpfi,3.13,3.4,8.3,140,5500,17,20,23875\r\n10,0,audi 5000s (diesel),gas,turbo,two,hatchback,4wd,front,99.5,178.2,67.9,52,3053,ohc,five,131,mpfi,3.13,3.4,7,160,5500,16,22,17859.167\r\n11,2,bmw 320i,gas,std,two,sedan,rwd,front,101.2,176.8,64.8,54.3,2395,ohc,four,108,mpfi,3.5,2.8,8.8,101,5800,23,29,16430\r\n12,0,bmw 320i,gas,std,four,sedan,rwd,front,101.2,176.8,64.8,54.3,2395,ohc,four,108,mpfi,3.5,2.8,8.8,101,5800,23,29,16925\r\n13,0,bmw x1,gas,std,two,sedan,rwd,front,101.2,176.8,64.8,54.3,2710,ohc,six,164,mpfi,3.31,3.19,9,121,4250,21,28,20970\r\n14,0,bmw x3,gas,std,four,sedan,rwd,front,101.2,176.8,64.8,54.3,2765,ohc,six,164,mpfi,3.31,3.19,9,121,4250,21,28,21105\r\n15,1,bmw z4,gas,std,four,sedan,rwd,front,103.5,189,66.9,55.7,3055,ohc,six,164,mpfi,3.31,3.19,9,121,4250,20,25,24565\r\n16,0,bmw x4,gas,std,four,sedan,rwd,front,103.5,189,66.9,55.7,3230,ohc,six,209,mpfi,3.62,3.39,8,182,5400,16,22,30760\r\n17,0,bmw x5,gas,std,two,sedan,rwd,front,103.5,193.8,67.9,53.7,3380,ohc,six,209,mpfi,3.62,3.39,8,182,5400,16,22,41315\r\n18,0,bmw x3,gas,std,four,sedan,rwd,front,110,197,70.9,56.3,3505,ohc,six,209,mpfi,3.62,3.39,8,182,5400,15,20,36880\r\n19,2,chevrolet impala,gas,std,two,hatchback,fwd,front,88.4,141.1,60.3,53.2,1488,l,three,61,2bbl,2.91,3.03,9.5,48,5100,47,53,5151\r\n20,1,chevrolet monte carlo,gas,std,two,hatchback,fwd,front,94.5,155.9,63.6,52,1874,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,6295\r\n21,0,chevrolet vega 2300,gas,std,four,sedan,fwd,front,94.5,158.8,63.6,52,1909,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,6575\r\n22,1,dodge rampage,gas,std,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,1876,ohc,four,90,2bbl,2.97,3.23,9.41,68,5500,37,41,5572\r\n23,1,dodge challenger se,gas,std,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,1876,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6377\r\n24,1,dodge d200,gas,turbo,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,2128,ohc,four,98,mpfi,3.03,3.39,7.6,102,5500,24,30,7957\r\n25,1,dodge monaco (sw),gas,std,four,hatchback,fwd,front,93.7,157.3,63.8,50.6,1967,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6229\r\n26,1,dodge colt hardtop,gas,std,four,sedan,fwd,front,93.7,157.3,63.8,50.6,1989,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6692\r\n27,1,dodge colt (sw),gas,std,four,sedan,fwd,front,93.7,157.3,63.8,50.6,1989,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,7609\r\n28,1,dodge coronet custom,gas,turbo,two,sedan,fwd,front,93.7,157.3,63.8,50.6,2191,ohc,four,98,mpfi,3.03,3.39,7.6,102,5500,24,30,8558\r\n29,-1,dodge dart custom,gas,std,four,wagon,fwd,front,103.3,174.6,64.6,59.8,2535,ohc,four,122,2bbl,3.34,3.46,8.5,88,5000,24,30,8921\r\n30,3,dodge coronet custom (sw),gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2811,ohc,four,156,mfi,3.6,3.9,7,145,5000,19,24,12964\r\n31,2,honda civic,gas,std,two,hatchback,fwd,front,86.6,144.6,63.9,50.8,1713,ohc,four,92,1bbl,2.91,3.41,9.6,58,4800,49,54,6479\r\n32,2,honda civic cvcc,gas,std,two,hatchback,fwd,front,86.6,144.6,63.9,50.8,1819,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,31,38,6855\r\n33,1,honda civic,gas,std,two,hatchback,fwd,front,93.7,150,64,52.6,1837,ohc,four,79,1bbl,2.91,3.07,10.1,60,5500,38,42,5399\r\n34,1,honda accord cvcc,gas,std,two,hatchback,fwd,front,93.7,150,64,52.6,1940,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,30,34,6529\r\n35,1,honda civic cvcc,gas,std,two,hatchback,fwd,front,93.7,150,64,52.6,1956,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,30,34,7129\r\n36,0,honda accord lx,gas,std,four,sedan,fwd,front,96.5,163.4,64,54.5,2010,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,30,34,7295\r\n37,0,honda civic 1500 gl,gas,std,four,wagon,fwd,front,96.5,157.1,63.9,58.3,2024,ohc,four,92,1bbl,2.92,3.41,9.2,76,6000,30,34,7295\r\n38,0,honda accord,gas,std,two,hatchback,fwd,front,96.5,167.5,65.2,53.3,2236,ohc,four,110,1bbl,3.15,3.58,9,86,5800,27,33,7895\r\n39,0,honda civic 1300,gas,std,two,hatchback,fwd,front,96.5,167.5,65.2,53.3,2289,ohc,four,110,1bbl,3.15,3.58,9,86,5800,27,33,9095\r\n40,0,honda prelude,gas,std,four,sedan,fwd,front,96.5,175.4,65.2,54.1,2304,ohc,four,110,1bbl,3.15,3.58,9,86,5800,27,33,8845\r\n41,0,honda accord,gas,std,four,sedan,fwd,front,96.5,175.4,62.5,54.1,2372,ohc,four,110,1bbl,3.15,3.58,9,86,5800,27,33,10295\r\n42,0,honda civic,gas,std,four,sedan,fwd,front,96.5,175.4,65.2,54.1,2465,ohc,four,110,mpfi,3.15,3.58,9,101,5800,24,28,12945\r\n43,1,honda civic (auto),gas,std,two,sedan,fwd,front,96.5,169.1,66,51,2293,ohc,four,110,2bbl,3.15,3.58,9.1,100,5500,25,31,10345\r\n44,0,isuzu MU-X,gas,std,four,sedan,rwd,front,94.3,170.7,61.8,53.5,2337,ohc,four,111,2bbl,3.31,3.23,8.5,78,4800,24,29,6785\r\n45,1,isuzu D-Max ,gas,std,two,sedan,fwd,front,94.5,155.9,63.6,52,1874,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,8916.5\r\n46,0,isuzu D-Max V-Cross,gas,std,four,sedan,fwd,front,94.5,155.9,63.6,52,1909,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,8916.5\r\n47,2,isuzu D-Max ,gas,std,two,hatchback,rwd,front,96,172.6,65.2,51.4,2734,ohc,four,119,spfi,3.43,3.23,9.2,90,5000,24,29,11048\r\n48,0,jaguar xj,gas,std,four,sedan,rwd,front,113,199.6,69.6,52.8,4066,dohc,six,258,mpfi,3.63,4.17,8.1,176,4750,15,19,32250\r\n49,0,jaguar xf,gas,std,four,sedan,rwd,front,113,199.6,69.6,52.8,4066,dohc,six,258,mpfi,3.63,4.17,8.1,176,4750,15,19,35550\r\n50,0,jaguar xk,gas,std,two,sedan,rwd,front,102,191.7,70.6,47.8,3950,ohcv,twelve,326,mpfi,3.54,2.76,11.5,262,5000,13,17,36000\r\n51,1,maxda rx3,gas,std,two,hatchback,fwd,front,93.1,159.1,64.2,54.1,1890,ohc,four,91,2bbl,3.03,3.15,9,68,5000,30,31,5195\r\n52,1,maxda glc deluxe,gas,std,two,hatchback,fwd,front,93.1,159.1,64.2,54.1,1900,ohc,four,91,2bbl,3.03,3.15,9,68,5000,31,38,6095\r\n53,1,mazda rx2 coupe,gas,std,two,hatchback,fwd,front,93.1,159.1,64.2,54.1,1905,ohc,four,91,2bbl,3.03,3.15,9,68,5000,31,38,6795\r\n54,1,mazda rx-4,gas,std,four,sedan,fwd,front,93.1,166.8,64.2,54.1,1945,ohc,four,91,2bbl,3.03,3.15,9,68,5000,31,38,6695\r\n55,1,mazda glc deluxe,gas,std,four,sedan,fwd,front,93.1,166.8,64.2,54.1,1950,ohc,four,91,2bbl,3.08,3.15,9,68,5000,31,38,7395\r\n56,3,mazda 626,gas,std,two,hatchback,rwd,front,95.3,169,65.7,49.6,2380,rotor,two,70,4bbl,3.33,3.255,9.4,101,6000,17,23,10945\r\n57,3,mazda glc,gas,std,two,hatchback,rwd,front,95.3,169,65.7,49.6,2380,rotor,two,70,4bbl,3.33,3.255,9.4,101,6000,17,23,11845\r\n58,3,mazda rx-7 gs,gas,std,two,hatchback,rwd,front,95.3,169,65.7,49.6,2385,rotor,two,70,4bbl,3.33,3.255,9.4,101,6000,17,23,13645\r\n59,3,mazda glc 4,gas,std,two,hatchback,rwd,front,95.3,169,65.7,49.6,2500,rotor,two,80,mpfi,3.33,3.255,9.4,135,6000,16,23,15645\r\n60,1,mazda 626,gas,std,two,hatchback,fwd,front,98.8,177.8,66.5,53.7,2385,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,8845\r\n61,0,mazda glc custom l,gas,std,four,sedan,fwd,front,98.8,177.8,66.5,55.5,2410,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,8495\r\n62,1,mazda glc custom,gas,std,two,hatchback,fwd,front,98.8,177.8,66.5,53.7,2385,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,10595\r\n63,0,mazda rx-4,gas,std,four,sedan,fwd,front,98.8,177.8,66.5,55.5,2410,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,10245\r\n64,0,mazda glc deluxe,diesel,std,four,sedan,fwd,front,98.8,177.8,66.5,55.5,2443,ohc,four,122,idi,3.39,3.39,22.7,64,4650,36,42,10795\r\n65,0,mazda 626,gas,std,four,hatchback,fwd,front,98.8,177.8,66.5,55.5,2425,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,11245\r\n66,0,mazda glc,gas,std,four,sedan,rwd,front,104.9,175,66.1,54.4,2670,ohc,four,140,mpfi,3.76,3.16,8,120,5000,19,27,18280\r\n67,0,mazda rx-7 gs,diesel,std,four,sedan,rwd,front,104.9,175,66.1,54.4,2700,ohc,four,134,idi,3.43,3.64,22,72,4200,31,39,18344\r\n68,-1,buick electra 225 custom,diesel,turbo,four,sedan,rwd,front,110,190.9,70.3,56.5,3515,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,25552\r\n69,-1,buick century luxus (sw),diesel,turbo,four,wagon,rwd,front,110,190.9,70.3,58.7,3750,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,28248\r\n70,0,buick century,diesel,turbo,two,hardtop,rwd,front,106.7,187.5,70.3,54.9,3495,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,28176\r\n71,-1,buick skyhawk,diesel,turbo,four,sedan,rwd,front,115.6,202.6,71.7,56.3,3770,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,31600\r\n72,-1,buick opel isuzu deluxe,gas,std,four,sedan,rwd,front,115.6,202.6,71.7,56.5,3740,ohcv,eight,234,mpfi,3.46,3.1,8.3,155,4750,16,18,34184\r\n73,3,buick skylark,gas,std,two,convertible,rwd,front,96.6,180.3,70.5,50.8,3685,ohcv,eight,234,mpfi,3.46,3.1,8.3,155,4750,16,18,35056\r\n74,0,buick century special,gas,std,four,sedan,rwd,front,120.9,208.1,71.7,56.7,3900,ohcv,eight,308,mpfi,3.8,3.35,8,184,4500,14,16,40960\r\n75,1,buick regal sport coupe (turbo),gas,std,two,hardtop,rwd,front,112,199.2,72,55.4,3715,ohcv,eight,304,mpfi,3.8,3.35,8,184,4500,14,16,45400\r\n76,1,mercury cougar,gas,turbo,two,hatchback,rwd,front,102.7,178.4,68,54.8,2910,ohc,four,140,mpfi,3.78,3.12,8,175,5000,19,24,16503\r\n77,2,mitsubishi mirage,gas,std,two,hatchback,fwd,front,93.7,157.3,64.4,50.8,1918,ohc,four,92,2bbl,2.97,3.23,9.4,68,5500,37,41,5389\r\n78,2,mitsubishi lancer,gas,std,two,hatchback,fwd,front,93.7,157.3,64.4,50.8,1944,ohc,four,92,2bbl,2.97,3.23,9.4,68,5500,31,38,6189\r\n79,2,mitsubishi outlander,gas,std,two,hatchback,fwd,front,93.7,157.3,64.4,50.8,2004,ohc,four,92,2bbl,2.97,3.23,9.4,68,5500,31,38,6669\r\n80,1,mitsubishi g4,gas,turbo,two,hatchback,fwd,front,93,157.3,63.8,50.8,2145,ohc,four,98,spdi,3.03,3.39,7.6,102,5500,24,30,7689\r\n81,3,mitsubishi mirage g4,gas,turbo,two,hatchback,fwd,front,96.3,173,65.4,49.4,2370,ohc,four,110,spdi,3.17,3.46,7.5,116,5500,23,30,9959\r\n82,3,mitsubishi g4,gas,std,two,hatchback,fwd,front,96.3,173,65.4,49.4,2328,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,25,32,8499\r\n83,3,mitsubishi outlander,gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2833,ohc,four,156,spdi,3.58,3.86,7,145,5000,19,24,12629\r\n84,3,mitsubishi g4,gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2921,ohc,four,156,spdi,3.59,3.86,7,145,5000,19,24,14869\r\n85,3,mitsubishi mirage g4,gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2926,ohc,four,156,spdi,3.59,3.86,7,145,5000,19,24,14489\r\n86,1,mitsubishi montero,gas,std,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2365,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,25,32,6989\r\n87,1,mitsubishi pajero,gas,std,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2405,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,25,32,8189\r\n88,1,mitsubishi outlander,gas,turbo,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2403,ohc,four,110,spdi,3.17,3.46,7.5,116,5500,23,30,9279\r\n89,-1,mitsubishi mirage g4,gas,std,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2403,ohc,four,110,spdi,3.17,3.46,7.5,116,5500,23,30,9279\r\n90,1,Nissan versa,gas,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,1889,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,5499\r\n91,1,nissan gt-r,diesel,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,2017,ohc,four,103,idi,2.99,3.47,21.9,55,4800,45,50,7099\r\n92,1,nissan rogue,gas,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,1918,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,6649\r\n93,1,nissan latio,gas,std,four,sedan,fwd,front,94.5,165.3,63.8,54.5,1938,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,6849\r\n94,1,nissan titan,gas,std,four,wagon,fwd,front,94.5,170.2,63.8,53.5,2024,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7349\r\n95,1,nissan leaf,gas,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,1951,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7299\r\n96,1,nissan juke,gas,std,two,hatchback,fwd,front,94.5,165.6,63.8,53.3,2028,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7799\r\n97,1,nissan latio,gas,std,four,sedan,fwd,front,94.5,165.3,63.8,54.5,1971,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7499\r\n98,1,nissan note,gas,std,four,wagon,fwd,front,94.5,170.2,63.8,53.5,2037,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7999\r\n99,2,nissan clipper,gas,std,two,hardtop,fwd,front,95.1,162.4,63.8,53.3,2008,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,8249\r\n100,0,nissan rogue,gas,std,four,hatchback,fwd,front,97.2,173.4,65.2,54.7,2324,ohc,four,120,2bbl,3.33,3.47,8.5,97,5200,27,34,8949\r\n101,0,nissan nv200,gas,std,four,sedan,fwd,front,97.2,173.4,65.2,54.7,2302,ohc,four,120,2bbl,3.33,3.47,8.5,97,5200,27,34,9549\r\n102,0,nissan dayz,gas,std,four,sedan,fwd,front,100.4,181.7,66.5,55.1,3095,ohcv,six,181,mpfi,3.43,3.27,9,152,5200,17,22,13499\r\n103,0,nissan fuga,gas,std,four,wagon,fwd,front,100.4,184.6,66.5,56.1,3296,ohcv,six,181,mpfi,3.43,3.27,9,152,5200,17,22,14399\r\n104,0,nissan otti,gas,std,four,sedan,fwd,front,100.4,184.6,66.5,55.1,3060,ohcv,six,181,mpfi,3.43,3.27,9,152,5200,19,25,13499\r\n105,3,nissan teana,gas,std,two,hatchback,rwd,front,91.3,170.7,67.9,49.7,3071,ohcv,six,181,mpfi,3.43,3.27,9,160,5200,19,25,17199\r\n106,3,nissan kicks,gas,turbo,two,hatchback,rwd,front,91.3,170.7,67.9,49.7,3139,ohcv,six,181,mpfi,3.43,3.27,7.8,200,5200,17,23,19699\r\n107,1,nissan clipper,gas,std,two,hatchback,rwd,front,99.2,178.5,67.9,49.7,3139,ohcv,six,181,mpfi,3.43,3.27,9,160,5200,19,25,18399\r\n108,0,peugeot 504,gas,std,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3020,l,four,120,mpfi,3.46,3.19,8.4,97,5000,19,24,11900\r\n109,0,peugeot 304,diesel,turbo,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3197,l,four,152,idi,3.7,3.52,21,95,4150,28,33,13200\r\n110,0,peugeot 504 (sw),gas,std,four,wagon,rwd,front,114.2,198.9,68.4,58.7,3230,l,four,120,mpfi,3.46,3.19,8.4,97,5000,19,24,12440\r\n111,0,peugeot 504,diesel,turbo,four,wagon,rwd,front,114.2,198.9,68.4,58.7,3430,l,four,152,idi,3.7,3.52,21,95,4150,25,25,13860\r\n112,0,peugeot 504,gas,std,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3075,l,four,120,mpfi,3.46,2.19,8.4,95,5000,19,24,15580\r\n113,0,peugeot 604sl,diesel,turbo,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3252,l,four,152,idi,3.7,3.52,21,95,4150,28,33,16900\r\n114,0,peugeot 504,gas,std,four,wagon,rwd,front,114.2,198.9,68.4,56.7,3285,l,four,120,mpfi,3.46,2.19,8.4,95,5000,19,24,16695\r\n115,0,peugeot 505s turbo diesel,diesel,turbo,four,wagon,rwd,front,114.2,198.9,68.4,58.7,3485,l,four,152,idi,3.7,3.52,21,95,4150,25,25,17075\r\n116,0,peugeot 504,gas,std,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3075,l,four,120,mpfi,3.46,3.19,8.4,97,5000,19,24,16630\r\n117,0,peugeot 504,diesel,turbo,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3252,l,four,152,idi,3.7,3.52,21,95,4150,28,33,17950\r\n118,0,peugeot 604sl,gas,turbo,four,sedan,rwd,front,108,186.7,68.3,56,3130,l,four,134,mpfi,3.61,3.21,7,142,5600,18,24,18150\r\n119,1,plymouth fury iii,gas,std,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,1918,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,37,41,5572\r\n120,1,plymouth cricket,gas,turbo,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,2128,ohc,four,98,spdi,3.03,3.39,7.6,102,5500,24,30,7957\r\n121,1,plymouth fury iii,gas,std,four,hatchback,fwd,front,93.7,157.3,63.8,50.6,1967,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6229\r\n122,1,plymouth satellite custom (sw),gas,std,four,sedan,fwd,front,93.7,167.3,63.8,50.8,1989,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6692\r\n123,1,plymouth fury gran sedan,gas,std,four,sedan,fwd,front,93.7,167.3,63.8,50.8,2191,ohc,four,98,2bbl,2.97,3.23,9.4,68,5500,31,38,7609\r\n124,-1,plymouth valiant,gas,std,four,wagon,fwd,front,103.3,174.6,64.6,59.8,2535,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,24,30,8921\r\n125,3,plymouth duster,gas,turbo,two,hatchback,rwd,front,95.9,173.2,66.3,50.2,2818,ohc,four,156,spdi,3.59,3.86,7,145,5000,19,24,12764\r\n126,3,porsche macan,gas,std,two,hatchback,rwd,front,94.5,168.9,68.3,50.2,2778,ohc,four,151,mpfi,3.94,3.11,9.5,143,5500,19,27,22018\r\n127,3,porcshce panamera,gas,std,two,hardtop,rwd,rear,89.5,168.9,65,51.6,2756,ohcf,six,194,mpfi,3.74,2.9,9.5,207,5900,17,25,32528\r\n128,3,porsche cayenne,gas,std,two,hardtop,rwd,rear,89.5,168.9,65,51.6,2756,ohcf,six,194,mpfi,3.74,2.9,9.5,207,5900,17,25,34028\r\n129,3,porsche boxter,gas,std,two,convertible,rwd,rear,89.5,168.9,65,51.6,2800,ohcf,six,194,mpfi,3.74,2.9,9.5,207,5900,17,25,37028\r\n130,1,porsche cayenne,gas,std,two,hatchback,rwd,front,98.4,175.7,72.3,50.5,3366,dohcv,eight,203,mpfi,3.94,3.11,10,288,5750,17,28,31400.5\r\n131,0,renault 12tl,gas,std,four,wagon,fwd,front,96.1,181.5,66.5,55.2,2579,ohc,four,132,mpfi,3.46,3.9,8.7,90,5100,23,31,9295\r\n132,2,renault 5 gtl,gas,std,two,hatchback,fwd,front,96.1,176.8,66.6,50.5,2460,ohc,four,132,mpfi,3.46,3.9,8.7,90,5100,23,31,9895\r\n133,3,saab 99e,gas,std,two,hatchback,fwd,front,99.1,186.6,66.5,56.1,2658,ohc,four,121,mpfi,3.54,3.07,9.31,110,5250,21,28,11850\r\n134,2,saab 99le,gas,std,four,sedan,fwd,front,99.1,186.6,66.5,56.1,2695,ohc,four,121,mpfi,3.54,3.07,9.3,110,5250,21,28,12170\r\n135,3,saab 99le,gas,std,two,hatchback,fwd,front,99.1,186.6,66.5,56.1,2707,ohc,four,121,mpfi,2.54,2.07,9.3,110,5250,21,28,15040\r\n136,2,saab 99gle,gas,std,four,sedan,fwd,front,99.1,186.6,66.5,56.1,2758,ohc,four,121,mpfi,3.54,3.07,9.3,110,5250,21,28,15510\r\n137,3,saab 99gle,gas,turbo,two,hatchback,fwd,front,99.1,186.6,66.5,56.1,2808,dohc,four,121,mpfi,3.54,3.07,9,160,5500,19,26,18150\r\n138,2,saab 99e,gas,turbo,four,sedan,fwd,front,99.1,186.6,66.5,56.1,2847,dohc,four,121,mpfi,3.54,3.07,9,160,5500,19,26,18620\r\n139,2,subaru,gas,std,two,hatchback,fwd,front,93.7,156.9,63.4,53.7,2050,ohcf,four,97,2bbl,3.62,2.36,9,69,4900,31,36,5118\r\n140,2,subaru dl,gas,std,two,hatchback,fwd,front,93.7,157.9,63.6,53.7,2120,ohcf,four,108,2bbl,3.62,2.64,8.7,73,4400,26,31,7053\r\n141,2,subaru dl,gas,std,two,hatchback,4wd,front,93.3,157.3,63.8,55.7,2240,ohcf,four,108,2bbl,3.62,2.64,8.7,73,4400,26,31,7603\r\n142,0,subaru,gas,std,four,sedan,fwd,front,97.2,172,65.4,52.5,2145,ohcf,four,108,2bbl,3.62,2.64,9.5,82,4800,32,37,7126\r\n143,0,subaru brz,gas,std,four,sedan,fwd,front,97.2,172,65.4,52.5,2190,ohcf,four,108,2bbl,3.62,2.64,9.5,82,4400,28,33,7775\r\n144,0,subaru baja,gas,std,four,sedan,fwd,front,97.2,172,65.4,52.5,2340,ohcf,four,108,mpfi,3.62,2.64,9,94,5200,26,32,9960\r\n145,0,subaru r1,gas,std,four,sedan,4wd,front,97,172,65.4,54.3,2385,ohcf,four,108,2bbl,3.62,2.64,9,82,4800,24,25,9233\r\n146,0,subaru r2,gas,turbo,four,sedan,4wd,front,97,172,65.4,54.3,2510,ohcf,four,108,mpfi,3.62,2.64,7.7,111,4800,24,29,11259\r\n147,0,subaru trezia,gas,std,four,wagon,fwd,front,97,173.5,65.4,53,2290,ohcf,four,108,2bbl,3.62,2.64,9,82,4800,28,32,7463\r\n148,0,subaru tribeca,gas,std,four,wagon,fwd,front,97,173.5,65.4,53,2455,ohcf,four,108,mpfi,3.62,2.64,9,94,5200,25,31,10198\r\n149,0,subaru dl,gas,std,four,wagon,4wd,front,96.9,173.6,65.4,54.9,2420,ohcf,four,108,2bbl,3.62,2.64,9,82,4800,23,29,8013\r\n150,0,subaru dl,gas,turbo,four,wagon,4wd,front,96.9,173.6,65.4,54.9,2650,ohcf,four,108,mpfi,3.62,2.64,7.7,111,4800,23,23,11694\r\n151,1,toyota corona mark ii,gas,std,two,hatchback,fwd,front,95.7,158.7,63.6,54.5,1985,ohc,four,92,2bbl,3.05,3.03,9,62,4800,35,39,5348\r\n152,1,toyota corona,gas,std,two,hatchback,fwd,front,95.7,158.7,63.6,54.5,2040,ohc,four,92,2bbl,3.05,3.03,9,62,4800,31,38,6338\r\n153,1,toyota corolla 1200,gas,std,four,hatchback,fwd,front,95.7,158.7,63.6,54.5,2015,ohc,four,92,2bbl,3.05,3.03,9,62,4800,31,38,6488\r\n154,0,toyota corona hardtop,gas,std,four,wagon,fwd,front,95.7,169.7,63.6,59.1,2280,ohc,four,92,2bbl,3.05,3.03,9,62,4800,31,37,6918\r\n155,0,toyota corolla 1600 (sw),gas,std,four,wagon,4wd,front,95.7,169.7,63.6,59.1,2290,ohc,four,92,2bbl,3.05,3.03,9,62,4800,27,32,7898\r\n156,0,toyota carina,gas,std,four,wagon,4wd,front,95.7,169.7,63.6,59.1,3110,ohc,four,92,2bbl,3.05,3.03,9,62,4800,27,32,8778\r\n157,0,toyota mark ii,gas,std,four,sedan,fwd,front,95.7,166.3,64.4,53,2081,ohc,four,98,2bbl,3.19,3.03,9,70,4800,30,37,6938\r\n158,0,toyota corolla 1200,gas,std,four,hatchback,fwd,front,95.7,166.3,64.4,52.8,2109,ohc,four,98,2bbl,3.19,3.03,9,70,4800,30,37,7198\r\n159,0,toyota corona,diesel,std,four,sedan,fwd,front,95.7,166.3,64.4,53,2275,ohc,four,110,idi,3.27,3.35,22.5,56,4500,34,36,7898\r\n160,0,toyota corolla,diesel,std,four,hatchback,fwd,front,95.7,166.3,64.4,52.8,2275,ohc,four,110,idi,3.27,3.35,22.5,56,4500,38,47,7788\r\n161,0,toyota corona,gas,std,four,sedan,fwd,front,95.7,166.3,64.4,53,2094,ohc,four,98,2bbl,3.19,3.03,9,70,4800,38,47,7738\r\n162,0,toyota corolla,gas,std,four,hatchback,fwd,front,95.7,166.3,64.4,52.8,2122,ohc,four,98,2bbl,3.19,3.03,9,70,4800,28,34,8358\r\n163,0,toyota mark ii,gas,std,four,sedan,fwd,front,95.7,166.3,64.4,52.8,2140,ohc,four,98,2bbl,3.19,3.03,9,70,4800,28,34,9258\r\n164,1,toyota corolla liftback,gas,std,two,sedan,rwd,front,94.5,168.7,64,52.6,2169,ohc,four,98,2bbl,3.19,3.03,9,70,4800,29,34,8058\r\n165,1,toyota corona,gas,std,two,hatchback,rwd,front,94.5,168.7,64,52.6,2204,ohc,four,98,2bbl,3.19,3.03,9,70,4800,29,34,8238\r\n166,1,toyota celica gt liftback,gas,std,two,sedan,rwd,front,94.5,168.7,64,52.6,2265,dohc,four,98,mpfi,3.24,3.08,9.4,112,6600,26,29,9298\r\n167,1,toyota corolla tercel,gas,std,two,hatchback,rwd,front,94.5,168.7,64,52.6,2300,dohc,four,98,mpfi,3.24,3.08,9.4,112,6600,26,29,9538\r\n168,2,toyota corona liftback,gas,std,two,hardtop,rwd,front,98.4,176.2,65.6,52,2540,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,8449\r\n169,2,toyota corolla,gas,std,two,hardtop,rwd,front,98.4,176.2,65.6,52,2536,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,9639\r\n170,2,toyota starlet,gas,std,two,hatchback,rwd,front,98.4,176.2,65.6,52,2551,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,9989\r\n171,2,toyota tercel,gas,std,two,hardtop,rwd,front,98.4,176.2,65.6,52,2679,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,11199\r\n172,2,toyota corolla,gas,std,two,hatchback,rwd,front,98.4,176.2,65.6,52,2714,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,11549\r\n173,2,toyota cressida,gas,std,two,convertible,rwd,front,98.4,176.2,65.6,53,2975,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,17669\r\n174,-1,toyota corolla,gas,std,four,sedan,fwd,front,102.4,175.6,66.5,54.9,2326,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,29,34,8948\r\n175,-1,toyota celica gt,diesel,turbo,four,sedan,fwd,front,102.4,175.6,66.5,54.9,2480,ohc,four,110,idi,3.27,3.35,22.5,73,4500,30,33,10698\r\n176,-1,toyota corona,gas,std,four,hatchback,fwd,front,102.4,175.6,66.5,53.9,2414,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,27,32,9988\r\n177,-1,toyota corolla,gas,std,four,sedan,fwd,front,102.4,175.6,66.5,54.9,2414,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,27,32,10898\r\n178,-1,toyota mark ii,gas,std,four,hatchback,fwd,front,102.4,175.6,66.5,53.9,2458,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,27,32,11248\r\n179,3,toyota corolla liftback,gas,std,two,hatchback,rwd,front,102.9,183.5,67.7,52,2976,dohc,six,171,mpfi,3.27,3.35,9.3,161,5200,20,24,16558\r\n180,3,toyota corona,gas,std,two,hatchback,rwd,front,102.9,183.5,67.7,52,3016,dohc,six,171,mpfi,3.27,3.35,9.3,161,5200,19,24,15998\r\n181,-1,toyota starlet,gas,std,four,sedan,rwd,front,104.5,187.8,66.5,54.1,3131,dohc,six,171,mpfi,3.27,3.35,9.2,156,5200,20,24,15690\r\n182,-1,toyouta tercel,gas,std,four,wagon,rwd,front,104.5,187.8,66.5,54.1,3151,dohc,six,161,mpfi,3.27,3.35,9.2,156,5200,19,24,15750\r\n183,2,vokswagen rabbit,diesel,std,two,sedan,fwd,front,97.3,171.7,65.5,55.7,2261,ohc,four,97,idi,3.01,3.4,23,52,4800,37,46,7775\r\n184,2,volkswagen 1131 deluxe sedan,gas,std,two,sedan,fwd,front,97.3,171.7,65.5,55.7,2209,ohc,four,109,mpfi,3.19,3.4,9,85,5250,27,34,7975\r\n185,2,volkswagen model 111,diesel,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2264,ohc,four,97,idi,3.01,3.4,23,52,4800,37,46,7995\r\n186,2,volkswagen type 3,gas,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2212,ohc,four,109,mpfi,3.19,3.4,9,85,5250,27,34,8195\r\n187,2,volkswagen 411 (sw),gas,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2275,ohc,four,109,mpfi,3.19,3.4,9,85,5250,27,34,8495\r\n188,2,volkswagen super beetle,diesel,turbo,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2319,ohc,four,97,idi,3.01,3.4,23,68,4500,37,42,9495\r\n189,2,volkswagen dasher,gas,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2300,ohc,four,109,mpfi,3.19,3.4,10,100,5500,26,32,9995\r\n190,3,vw dasher,gas,std,two,convertible,fwd,front,94.5,159.3,64.2,55.6,2254,ohc,four,109,mpfi,3.19,3.4,8.5,90,5500,24,29,11595\r\n191,3,vw rabbit,gas,std,two,hatchback,fwd,front,94.5,165.7,64,51.4,2221,ohc,four,109,mpfi,3.19,3.4,8.5,90,5500,24,29,9980\r\n192,0,volkswagen rabbit,gas,std,four,sedan,fwd,front,100.4,180.2,66.9,55.1,2661,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,24,13295\r\n193,0,volkswagen rabbit custom,diesel,turbo,four,sedan,fwd,front,100.4,180.2,66.9,55.1,2579,ohc,four,97,idi,3.01,3.4,23,68,4500,33,38,13845\r\n194,0,volkswagen dasher,gas,std,four,wagon,fwd,front,100.4,183.1,66.9,55.1,2563,ohc,four,109,mpfi,3.19,3.4,9,88,5500,25,31,12290\r\n195,-2,volvo 145e (sw),gas,std,four,sedan,rwd,front,104.3,188.8,67.2,56.2,2912,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,23,28,12940\r\n196,-1,volvo 144ea,gas,std,four,wagon,rwd,front,104.3,188.8,67.2,57.5,3034,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,23,28,13415\r\n197,-2,volvo 244dl,gas,std,four,sedan,rwd,front,104.3,188.8,67.2,56.2,2935,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,24,28,15985\r\n198,-1,volvo 245,gas,std,four,wagon,rwd,front,104.3,188.8,67.2,57.5,3042,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,24,28,16515\r\n199,-2,volvo 264gl,gas,turbo,four,sedan,rwd,front,104.3,188.8,67.2,56.2,3045,ohc,four,130,mpfi,3.62,3.15,7.5,162,5100,17,22,18420\r\n200,-1,volvo diesel,gas,turbo,four,wagon,rwd,front,104.3,188.8,67.2,57.5,3157,ohc,four,130,mpfi,3.62,3.15,7.5,162,5100,17,22,18950\r\n201,-1,volvo 145e (sw),gas,std,four,sedan,rwd,front,109.1,188.8,68.9,55.5,2952,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,23,28,16845\r\n202,-1,volvo 144ea,gas,turbo,four,sedan,rwd,front,109.1,188.8,68.8,55.5,3049,ohc,four,141,mpfi,3.78,3.15,8.7,160,5300,19,25,19045\r\n203,-1,volvo 244dl,gas,std,four,sedan,rwd,front,109.1,188.8,68.9,55.5,3012,ohcv,six,173,mpfi,3.58,2.87,8.8,134,5500,18,23,21485\r\n204,-1,volvo 246,diesel,turbo,four,sedan,rwd,front,109.1,188.8,68.9,55.5,3217,ohc,six,145,idi,3.01,3.4,23,106,4800,26,27,22470\r\n205,-1,volvo 264gl,gas,turbo,four,sedan,rwd,front,109.1,188.8,68.9,55.5,3062,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,19,25,22625\r\n"
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Good\",\"E\",\"I1\",62.3,58,3080,6.33,6.38,3.96\n\"1906\",1,\"Ideal\",\"H\",\"I1\",61.3,57,3080,6.41,6.44,3.94\n\"1907\",1,\"Fair\",\"J\",\"VS1\",66.6,57,3080,6.07,6.03,4.03\n\"1908\",1,\"Premium\",\"H\",\"SI2\",59.4,60,3080,6.49,6.4,3.83\n\"1909\",1,\"Premium\",\"H\",\"SI2\",62.8,60,3080,6.46,6.34,4.02\n\"1910\",0.82,\"Premium\",\"F\",\"SI1\",61.1,60,3080,6.02,5.96,3.66\n\"1911\",0.71,\"Ideal\",\"H\",\"VS2\",61.8,55,3080,5.75,5.78,3.56\n\"1912\",0.71,\"Ideal\",\"H\",\"VS2\",61.8,55,3080,5.73,5.75,3.55\n\"1913\",0.79,\"Very Good\",\"D\",\"SI2\",63.2,57,3081,5.81,5.86,3.69\n\"1914\",0.75,\"Ideal\",\"F\",\"VS2\",62.1,57,3081,5.8,5.82,3.61\n\"1915\",0.79,\"Ideal\",\"F\",\"SI1\",62,55,3081,5.93,5.95,3.68\n\"1916\",0.71,\"Ideal\",\"E\",\"VS1\",62.2,57,3081,5.74,5.7,3.56\n\"1917\",0.8,\"Very Good\",\"F\",\"SI1\",63.5,58,3082,5.89,5.85,3.73\n\"1918\",0.91,\"Very 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Good\",\"E\",\"SI2\",61,59,3084,5.73,5.78,3.51\n\"1933\",0.81,\"Premium\",\"I\",\"VVS2\",62.9,59,3084,5.95,5.84,3.71\n\"1934\",0.53,\"Ideal\",\"E\",\"VVS1\",61.8,55,3084,5.19,5.24,3.22\n\"1935\",0.61,\"Ideal\",\"E\",\"VVS1\",62.2,56,3084,5.43,5.47,3.39\n\"1936\",0.85,\"Ideal\",\"G\",\"SI1\",62,54,3084,6.08,6.11,3.78\n\"1937\",0.75,\"Good\",\"E\",\"VS2\",62.6,58,3084,5.73,5.78,3.6\n\"1938\",0.9,\"Good\",\"E\",\"SI2\",64.1,57,3084,6.09,6.07,3.9\n\"1939\",0.9,\"Very Good\",\"E\",\"SI2\",63.4,62,3084,6.02,6,3.81\n\"1940\",0.9,\"Premium\",\"E\",\"SI2\",60.7,61,3084,6.22,6.16,3.76\n\"1941\",0.9,\"Premium\",\"E\",\"SI2\",59.5,61,3084,6.3,6.24,3.73\n\"1942\",0.9,\"Fair\",\"E\",\"SI2\",64.5,55,3084,6.12,6.03,3.92\n\"1943\",0.9,\"Fair\",\"E\",\"SI2\",65.8,58,3084,6.02,5.98,3.95\n\"1944\",0.9,\"Premium\",\"E\",\"SI2\",63,57,3084,6.08,6.05,3.82\n\"1945\",0.81,\"Ideal\",\"H\",\"VS2\",61.6,56,3084,6.03,5.98,3.7\n\"1946\",0.81,\"Premium\",\"G\",\"VS2\",61.2,60,3084,6,5.99,3.67\n\"1947\",0.9,\"Very Good\",\"E\",\"SI2\",63.1,54,3084,6.2,6.17,3.9\n\"1948\",1.02,\"Fair\",\"I\",\"SI2\",64.5,56,3084,6.28,6.25,4.04\n\"1949\",0.72,\"Ideal\",\"F\",\"VS1\",62.4,56,3084,5.76,5.72,3.58\n\"1950\",0.75,\"Very Good\",\"D\",\"SI1\",63.9,56,3085,5.73,5.75,3.67\n\"1951\",0.84,\"Premium\",\"E\",\"SI2\",59.2,59,3086,6.19,6.14,3.65\n\"1952\",0.75,\"Ideal\",\"E\",\"VS1\",61.8,55,3086,5.85,5.87,3.62\n\"1953\",0.7,\"Good\",\"D\",\"VS2\",63.9,58,3087,5.58,5.62,3.58\n\"1954\",0.7,\"Good\",\"D\",\"VS2\",63.2,60,3087,5.56,5.61,3.53\n\"1955\",0.91,\"Very Good\",\"H\",\"SI1\",63,57,3087,6.1,6.19,3.87\n\"1956\",0.7,\"Good\",\"D\",\"VS2\",64.1,59,3087,5.49,5.56,3.54\n\"1957\",0.76,\"Ideal\",\"E\",\"SI1\",62.4,57,3087,5.83,5.87,3.65\n\"1958\",0.74,\"Ideal\",\"D\",\"VS2\",61.9,56,3087,5.84,5.79,3.6\n\"1959\",1.01,\"Good\",\"J\",\"SI2\",63.7,60,3088,6.4,6.29,4.05\n\"1960\",1.01,\"Very Good\",\"J\",\"SI2\",63.3,53,3088,6.35,6.31,4.01\n\"1961\",0.79,\"Premium\",\"F\",\"VS2\",60.7,60,3089,5.95,5.97,3.62\n\"1962\",0.77,\"Ideal\",\"H\",\"SI1\",61.3,56,3089,5.87,5.91,3.61\n\"1963\",0.73,\"Ideal\",\"G\",\"SI1\",61.4,57,3089,5.74,5.79,3.54\n\"1964\",0.73,\"Ideal\",\"G\",\"SI1\",60.9,57,3089,5.81,5.85,3.55\n\"1965\",0.73,\"Ideal\",\"G\",\"SI1\",60.6,57,3089,5.84,5.87,3.55\n\"1966\",0.73,\"Ideal\",\"G\",\"SI1\",61.9,55,3089,5.76,5.8,3.58\n\"1967\",0.73,\"Ideal\",\"G\",\"SI1\",61.2,57,3089,5.79,5.86,3.56\n\"1968\",0.73,\"Ideal\",\"G\",\"SI1\",61.7,57,3089,5.78,5.81,3.57\n\"1969\",0.71,\"Ideal\",\"D\",\"VS1\",62.5,57,3090,5.71,5.68,3.56\n\"1970\",0.58,\"Ideal\",\"F\",\"VVS1\",61.7,55,3090,5.36,5.39,3.31\n\"1971\",0.87,\"Ideal\",\"F\",\"SI2\",62.2,56,3090,6.03,6.13,3.78\n\"1972\",0.71,\"Premium\",\"D\",\"VS1\",58.1,62,3090,5.89,5.84,3.41\n\"1973\",0.72,\"Ideal\",\"E\",\"VS2\",60.8,57,3091,5.79,5.82,3.53\n\"1974\",0.92,\"Premium\",\"J\",\"VS2\",60.9,62,3091,6.31,6.26,3.83\n\"1975\",1.2,\"Premium\",\"G\",\"I1\",60.3,58,3091,6.82,6.77,4.1\n\"1976\",0.8,\"Premium\",\"E\",\"SI1\",62.9,60,3091,5.89,5.87,3.7\n\"1977\",0.98,\"Very Good\",\"H\",\"SI2\",63.4,57,3091,6.41,6.32,4.04\n\"1978\",0.7,\"Very Good\",\"D\",\"VS2\",60.7,58,3092,5.7,5.73,3.47\n\"1979\",0.7,\"Ideal\",\"D\",\"VS2\",61.6,58,3092,5.66,5.7,3.5\n\"1980\",0.7,\"Ideal\",\"D\",\"VS2\",62.3,55,3092,5.67,5.7,3.54\n\"1981\",0.8,\"Very Good\",\"F\",\"SI1\",63.1,58,3093,5.89,5.93,3.73\n\"1982\",0.7,\"Ideal\",\"E\",\"VS2\",62,57,3093,5.68,5.71,3.53\n\"1983\",0.7,\"Ideal\",\"D\",\"VS1\",61.9,57,3093,5.69,5.72,3.53\n\"1984\",0.72,\"Ideal\",\"E\",\"VVS2\",62.1,57,3093,5.76,5.74,3.57\n\"1985\",0.71,\"Ideal\",\"G\",\"VVS2\",62.5,57,3095,5.7,5.73,3.57\n\"1986\",0.7,\"Very Good\",\"E\",\"VS1\",63.4,57,3095,5.63,5.67,3.58\n\"1987\",0.81,\"Very Good\",\"G\",\"SI1\",62.3,59,3095,5.93,5.98,3.71\n\"1988\",0.94,\"Premium\",\"F\",\"SI2\",62.3,59,3095,6.32,6.23,3.91\n\"1989\",0.9,\"Premium\",\"H\",\"SI1\",62.4,56,3095,6.13,6.05,3.8\n\"1990\",0.71,\"Very Good\",\"D\",\"VS2\",63.1,59,3096,5.64,5.67,3.57\n\"1991\",0.71,\"Very Good\",\"D\",\"VS2\",63,58,3096,5.65,5.68,3.57\n\"1992\",0.77,\"Good\",\"H\",\"VVS1\",63.1,57,3096,5.83,5.86,3.69\n\"1993\",0.91,\"Premium\",\"F\",\"SI2\",62.1,56,3096,6.26,6.21,3.87\n\"1994\",0.81,\"Ideal\",\"I\",\"SI1\",61.3,56,3097,6.23,6.27,3.83\n\"1995\",0.81,\"Premium\",\"F\",\"SI1\",60.3,59,3097,5.98,6.05,3.63\n\"1996\",0.52,\"Ideal\",\"E\",\"VVS1\",61.8,55,3097,5.19,5.2,3.21\n\"1997\",0.53,\"Ideal\",\"D\",\"VVS1\",61.6,55,3097,5.21,5.27,3.23\n\"1998\",1.29,\"Good\",\"I\",\"I1\",64.2,54,3098,6.93,6.83,4.42\n\"1999\",0.9,\"Very Good\",\"I\",\"SI2\",60.4,58,3099,6.25,6.31,3.79\n\"2000\",0.72,\"Ideal\",\"D\",\"VS2\",61.8,57,3099,5.76,5.73,3.55\n\"2001\",0.94,\"Premium\",\"G\",\"SI2\",63,59,3099,6.16,6.1,3.86\n\"2002\",0.93,\"Ideal\",\"I\",\"SI2\",62.3,57,3101,6.2,6.22,3.87\n\"2003\",0.74,\"Ideal\",\"F\",\"VVS2\",61.5,54,3101,5.84,5.86,3.6\n\"2004\",0.81,\"Ideal\",\"E\",\"SI2\",62.1,55,3101,5.94,5.98,3.7\n\"2005\",0.71,\"Premium\",\"E\",\"VS2\",62.2,59,3101,5.79,5.76,3.59\n\"2006\",0.72,\"Very Good\",\"D\",\"SI1\",60.5,57,3102,5.85,5.89,3.55\n\"2007\",0.9,\"Very Good\",\"J\",\"VS1\",62.6,55,3102,6.11,6.13,3.83\n\"2008\",0.72,\"Ideal\",\"G\",\"VS1\",61.3,56,3102,5.77,5.82,3.55\n\"2009\",0.9,\"Ideal\",\"J\",\"SI1\",62.6,54,3102,6.16,6.23,3.88\n\"2010\",0.83,\"Ideal\",\"E\",\"SI2\",61.9,53,3103,6.04,6.08,3.75\n\"2011\",0.66,\"Ideal\",\"D\",\"VVS2\",61.6,57,3103,5.57,5.64,3.45\n\"2012\",0.71,\"Ideal\",\"E\",\"VS2\",62.2,56,3103,5.7,5.75,3.56\n\"2013\",0.78,\"Premium\",\"D\",\"SI1\",61.8,59,3103,5.93,5.88,3.65\n\"2014\",0.81,\"Very Good\",\"H\",\"VS1\",63.6,57,3104,5.87,5.9,3.74\n\"2015\",0.71,\"Very Good\",\"F\",\"VVS1\",63.3,58,3104,5.67,5.64,3.58\n\"2016\",0.9,\"Fair\",\"G\",\"SI2\",55.9,62,3104,6.35,6.42,3.57\n\"2017\",0.9,\"Fair\",\"G\",\"SI2\",64.7,58,3104,5.94,6.03,3.87\n\"2018\",0.9,\"Ideal\",\"I\",\"SI2\",62.8,55,3104,6.19,6.14,3.87\n\"2019\",0.7,\"Premium\",\"F\",\"VVS2\",62.6,59,3105,5.66,5.62,3.53\n\"2020\",0.78,\"Ideal\",\"I\",\"VS1\",61.9,56,3105,5.91,5.94,3.67\n\"2021\",0.78,\"Ideal\",\"I\",\"VS1\",60.7,56,3105,5.97,6.03,3.64\n\"2022\",0.9,\"Very Good\",\"H\",\"SI2\",59.5,63,3105,6.31,6.26,3.74\n\"2023\",0.9,\"Premium\",\"H\",\"SI2\",62.4,61,3105,6.11,6.03,3.79\n\"2024\",0.9,\"Very Good\",\"H\",\"SI2\",61.1,63,3105,6.19,6.12,3.76\n\"2025\",1.52,\"Good\",\"E\",\"I1\",57.3,58,3105,7.53,7.42,4.28\n\"2026\",1.52,\"Good\",\"E\",\"I1\",57.3,58,3105,7.53,7.42,4.28\n\"2027\",0.9,\"Ideal\",\"J\",\"VS2\",59.8,56,3105,6.27,6.24,3.74\n\"2028\",0.9,\"Fair\",\"H\",\"SI2\",65.6,58,3105,6.05,5.95,3.95\n\"2029\",0.75,\"Premium\",\"D\",\"SI1\",58.9,60,3105,5.99,5.97,3.52\n\"2030\",0.7,\"Premium\",\"G\",\"VVS1\",61.2,56,3105,5.75,5.68,3.5\n\"2031\",0.9,\"Very Good\",\"H\",\"SI2\",63.4,60,3105,6.08,6.03,3.84\n\"2032\",0.72,\"Ideal\",\"F\",\"VS1\",62.4,55,3105,5.78,5.75,3.6\n\"2033\",0.9,\"Premium\",\"H\",\"SI2\",59.6,59,3105,6.38,6.24,3.76\n\"2034\",0.9,\"Good\",\"H\",\"SI2\",64.1,58,3105,6.05,6.02,3.87\n\"2035\",0.72,\"Premium\",\"F\",\"VVS2\",61.6,59,3105,5.78,5.72,3.54\n\"2036\",0.79,\"Ideal\",\"E\",\"SI1\",62.1,54,3107,5.92,5.96,3.69\n\"2037\",0.79,\"Good\",\"E\",\"SI1\",63.2,56,3107,5.83,5.91,3.71\n\"2038\",0.7,\"Very Good\",\"E\",\"VS1\",63.4,56,3107,5.6,5.63,3.56\n\"2039\",0.7,\"Ideal\",\"E\",\"VS1\",62.2,58,3107,5.62,5.69,3.52\n\"2040\",0.7,\"Good\",\"D\",\"VS1\",60.4,63,3107,5.73,5.76,3.47\n\"2041\",0.32,\"Good\",\"E\",\"SI1\",63.2,56,561,4.35,4.38,2.76\n\"2042\",0.32,\"Ideal\",\"I\",\"VVS2\",61.5,56,561,4.4,4.42,2.71\n\"2043\",0.32,\"Ideal\",\"H\",\"VS1\",61.3,55,561,4.41,4.43,2.71\n\"2044\",0.32,\"Premium\",\"G\",\"VS2\",61,59,561,4.42,4.46,2.71\n\"2045\",0.32,\"Premium\",\"H\",\"VS1\",61.3,60,561,4.33,4.38,2.67\n\"2046\",0.32,\"Premium\",\"G\",\"VS2\",62.3,60,561,4.37,4.4,2.73\n\"2047\",0.32,\"Ideal\",\"I\",\"VVS2\",62.6,54,561,4.37,4.41,2.75\n\"2048\",0.32,\"Very Good\",\"E\",\"SI1\",61.6,56,561,4.39,4.41,2.71\n\"2049\",0.32,\"Ideal\",\"G\",\"VS2\",61.8,57,561,4.38,4.42,2.72\n\"2050\",0.32,\"Very Good\",\"G\",\"VS2\",62.4,59,561,4.33,4.36,2.71\n\"2051\",0.32,\"Good\",\"E\",\"SI1\",63.1,56,561,4.36,4.39,2.76\n\"2052\",0.32,\"Very Good\",\"H\",\"VS1\",61.7,61,561,4.38,4.43,2.72\n\"2053\",0.32,\"Premium\",\"G\",\"VS2\",62,58,561,4.33,4.38,2.7\n\"2054\",0.32,\"Premium\",\"G\",\"VS2\",62.6,59,561,4.33,4.36,2.72\n\"2055\",0.32,\"Very Good\",\"E\",\"SI1\",62.8,57,561,4.34,4.39,2.74\n\"2056\",0.32,\"Premium\",\"G\",\"VS2\",62.6,60,561,4.33,4.36,2.72\n\"2057\",0.32,\"Very Good\",\"H\",\"VS1\",60.5,59,561,4.41,4.42,2.67\n\"2058\",0.32,\"Very Good\",\"E\",\"SI1\",62.2,57,561,4.38,4.43,2.74\n\"2059\",0.32,\"Premium\",\"H\",\"VS1\",60.6,60,561,4.4,4.44,2.68\n\"2060\",0.32,\"Ideal\",\"G\",\"VS2\",60.3,57,561,4.43,4.46,2.68\n\"2061\",0.32,\"Very Good\",\"E\",\"VS2\",60.5,58,561,4.4,4.42,2.67\n\"2062\",0.32,\"Very Good\",\"H\",\"VS1\",62.9,54,561,4.37,4.41,2.76\n\"2063\",0.32,\"Premium\",\"E\",\"SI1\",60.2,60,561,4.39,4.44,2.66\n\"2064\",0.32,\"Premium\",\"G\",\"VS2\",62.1,60,561,4.34,4.39,2.71\n\"2065\",0.32,\"Premium\",\"I\",\"VVS2\",61.9,59,561,4.35,4.38,2.7\n\"2066\",0.32,\"Premium\",\"H\",\"VS1\",62.4,58,561,4.35,4.4,2.73\n\"2067\",0.32,\"Premium\",\"G\",\"VS2\",61.5,58,561,4.35,4.4,2.69\n\"2068\",0.32,\"Ideal\",\"E\",\"SI1\",61.9,56,561,4.39,4.43,2.73\n\"2069\",0.32,\"Premium\",\"G\",\"VS2\",61.5,60,561,4.4,4.42,2.71\n\"2070\",0.32,\"Premium\",\"E\",\"SI1\",61.9,59,561,4.36,4.39,2.71\n\"2071\",0.76,\"Premium\",\"E\",\"VS2\",63,59,3107,5.79,5.76,3.64\n\"2072\",0.9,\"Good\",\"I\",\"VS2\",62.4,65,3107,6.12,6.09,3.81\n\"2073\",0.9,\"Very Good\",\"G\",\"SI2\",63.3,59,3107,6.12,6.07,3.86\n\"2074\",0.76,\"Premium\",\"E\",\"VS2\",60.3,60,3107,5.97,5.94,3.59\n\"2075\",0.81,\"Premium\",\"H\",\"VS1\",61.7,58,3107,5.98,5.95,3.68\n\"2076\",0.77,\"Ideal\",\"F\",\"SI1\",61.5,56,3108,5.89,5.95,3.64\n\"2077\",0.74,\"Premium\",\"E\",\"VS2\",62.4,59,3108,5.77,5.73,3.59\n\"2078\",0.75,\"Premium\",\"E\",\"VS2\",59.9,61,3108,5.97,5.91,3.56\n\"2079\",0.7,\"Very Good\",\"E\",\"VS1\",62,60,3109,5.61,5.64,3.49\n\"2080\",0.7,\"Premium\",\"F\",\"VVS1\",61.9,59,3109,5.67,5.6,3.49\n\"2081\",0.81,\"Ideal\",\"E\",\"SI1\",62.4,57,3109,5.92,5.97,3.71\n\"2082\",1.01,\"Good\",\"H\",\"I1\",63.2,58,3110,6.33,6.39,4.02\n\"2083\",0.76,\"Very Good\",\"E\",\"VS2\",61,58,3111,5.88,5.93,3.6\n\"2084\",1.01,\"Good\",\"H\",\"SI2\",64.1,56,3111,6.37,6.3,4.06\n\"2085\",0.8,\"Ideal\",\"H\",\"VS1\",63.1,58,3111,5.89,5.96,3.74\n\"2086\",0.68,\"Very Good\",\"F\",\"VVS2\",57.3,60,3112,5.83,5.89,3.36\n\"2087\",0.91,\"Very 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Good\",\"J\",\"VS1\",62.3,56,3231,6.19,6.23,3.87\n\"2647\",0.7,\"Very Good\",\"D\",\"VS1\",62.9,60,3231,5.57,5.62,3.52\n\"2648\",0.83,\"Ideal\",\"E\",\"SI1\",62.7,57,3231,5.96,6.01,3.75\n\"2649\",0.59,\"Very Good\",\"D\",\"VVS1\",61.8,57,3234,5.37,5.41,3.33\n\"2650\",1,\"Good\",\"J\",\"SI2\",62.7,58,3234,6.28,6.32,3.95\n\"2651\",0.71,\"Ideal\",\"H\",\"IF\",62.2,57,3234,5.7,5.74,3.56\n\"2652\",1.05,\"Very Good\",\"E\",\"I1\",62.2,61,3234,6.48,6.51,4.04\n\"2653\",0.7,\"Ideal\",\"G\",\"VVS2\",59.9,58,3234,5.78,5.8,3.47\n\"2654\",0.71,\"Ideal\",\"D\",\"VS2\",61.4,56,3234,5.74,5.79,3.54\n\"2655\",0.7,\"Very Good\",\"F\",\"VVS2\",58.7,63,3234,5.82,5.79,3.41\n\"2656\",1.05,\"Ideal\",\"H\",\"SI2\",60.6,57,3234,6.59,6.55,3.98\n\"2657\",0.7,\"Premium\",\"G\",\"VVS1\",62.8,58,3234,5.68,5.62,3.55\n\"2658\",0.77,\"Premium\",\"E\",\"VS2\",60.5,59,3234,5.98,5.92,3.6\n\"2659\",0.7,\"Very Good\",\"G\",\"VVS2\",60,60,3235,5.78,5.85,3.49\n\"2660\",0.8,\"Very 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Good\",\"G\",\"SI2\",62,59,3238,6.19,6.22,3.85\n\"2672\",0.7,\"Ideal\",\"E\",\"VVS2\",62.8,56,3238,5.68,5.6,3.54\n\"2673\",0.71,\"Ideal\",\"E\",\"VS1\",60.4,56,3238,5.8,5.85,3.52\n\"2674\",0.71,\"Ideal\",\"E\",\"VS1\",62.7,57,3238,5.66,5.69,3.56\n\"2675\",0.7,\"Good\",\"D\",\"VS1\",57.8,60,3239,5.85,5.87,3.39\n\"2676\",0.7,\"Premium\",\"D\",\"VS1\",60.6,58,3239,5.73,5.75,3.48\n\"2677\",0.7,\"Very Good\",\"D\",\"VS1\",61.5,55,3239,5.7,5.74,3.52\n\"2678\",0.73,\"Ideal\",\"I\",\"VVS1\",61.8,57,3239,5.75,5.77,3.56\n\"2679\",0.9,\"Very Good\",\"E\",\"SI2\",63.2,61,3239,6.06,5.99,3.81\n\"2680\",0.77,\"Very Good\",\"G\",\"VS1\",62.3,58,3240,5.82,5.86,3.64\n\"2681\",0.77,\"Very Good\",\"D\",\"SI1\",59.9,59,3241,5.9,5.95,3.55\n\"2682\",0.79,\"Ideal\",\"D\",\"SI1\",61.2,56,3242,5.95,6.02,3.66\n\"2683\",0.72,\"Ideal\",\"F\",\"SI1\",60.2,57,3242,5.83,5.86,3.52\n\"2684\",0.9,\"Very Good\",\"H\",\"SI1\",63.2,61,3242,6.12,6.03,3.84\n\"2685\",0.77,\"Very Good\",\"G\",\"VS1\",60.9,55,3243,5.9,5.96,3.61\n\"2686\",0.81,\"Very Good\",\"E\",\"SI1\",61.9,58,3243,5.92,5.97,3.68\n\"2687\",0.68,\"Ideal\",\"E\",\"VS1\",61.3,55,3243,5.67,5.71,3.49\n\"2688\",0.71,\"Ideal\",\"D\",\"VS2\",63,56,3245,5.69,5.65,3.58\n\"2689\",0.9,\"Good\",\"G\",\"SI2\",64.1,56,3246,6.12,6.08,3.91\n\"2690\",0.74,\"Ideal\",\"F\",\"VS2\",60.8,57,3246,5.85,5.87,3.56\n\"2691\",0.84,\"Ideal\",\"D\",\"SI2\",61.8,56,3246,6.04,6.06,3.74\n\"2692\",0.9,\"Good\",\"I\",\"VS2\",63.7,61,3246,6.1,6.06,3.87\n\"2693\",0.9,\"Premium\",\"G\",\"SI2\",62.1,58,3246,6.13,6.08,3.79\n\"2694\",0.9,\"Good\",\"I\",\"VS2\",63.8,55,3246,6.16,6.07,3.9\n\"2695\",0.9,\"Good\",\"G\",\"SI2\",63.8,59,3246,6.05,6.02,3.85\n\"2696\",0.9,\"Very Good\",\"G\",\"SI2\",63.4,59,3246,6.08,6.04,3.84\n\"2697\",0.9,\"Good\",\"G\",\"SI2\",63.8,56,3246,6.16,6.13,3.92\n\"2698\",0.9,\"Premium\",\"G\",\"SI2\",61.1,58,3246,6.22,6.18,3.79\n\"2699\",1.03,\"Fair\",\"J\",\"SI2\",56.2,62,3246,6.73,6.69,3.77\n\"2700\",0.9,\"Fair\",\"I\",\"VS2\",65.4,60,3246,6.03,5.96,3.93\n\"2701\",0.31,\"Ideal\",\"G\",\"VS2\",62.2,54,562,4.38,4.4,2.73\n\"2702\",0.31,\"Ideal\",\"G\",\"VS2\",62.2,54,562,4.34,4.38,2.71\n\"2703\",0.31,\"Ideal\",\"G\",\"VS2\",60.8,56,562,4.38,4.4,2.67\n\"2704\",0.31,\"Ideal\",\"G\",\"VS2\",61.1,57,562,4.37,4.4,2.68\n\"2705\",0.31,\"Ideal\",\"G\",\"VS2\",62.2,53,562,4.37,4.38,2.72\n\"2706\",0.31,\"Ideal\",\"H\",\"VS1\",62,53,562,4.34,4.37,2.7\n\"2707\",0.31,\"Ideal\",\"H\",\"VS1\",61.3,55,562,4.36,4.38,2.68\n\"2708\",0.39,\"Very Good\",\"H\",\"SI2\",62.4,59,562,4.58,4.65,2.88\n\"2709\",0.29,\"Very 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Good\",\"E\",\"VVS2\",60.8,61,564,4.12,4.13,2.51\n\"2724\",0.26,\"Very Good\",\"E\",\"VVS2\",61.7,61,564,4.08,4.12,2.53\n\"2725\",0.26,\"Good\",\"F\",\"VVS1\",63.3,57,564,4.05,4.07,2.57\n\"2726\",0.36,\"Ideal\",\"G\",\"SI2\",61.8,56,565,4.58,4.61,2.84\n\"2727\",0.34,\"Ideal\",\"E\",\"SI1\",61.9,55,565,4.51,4.53,2.8\n\"2728\",0.34,\"Ideal\",\"E\",\"SI1\",62.6,55,565,4.46,4.49,2.8\n\"2729\",0.31,\"Ideal\",\"D\",\"SI1\",61.3,56,565,4.36,4.41,2.69\n\"2730\",0.31,\"Ideal\",\"D\",\"SI1\",61.7,55,565,4.37,4.41,2.71\n\"2731\",0.9,\"Good\",\"G\",\"SI2\",64.1,63,3246,6.02,5.99,3.85\n\"2732\",0.9,\"Premium\",\"I\",\"VS2\",62.8,61,3246,6.12,6.02,3.81\n\"2733\",0.91,\"Ideal\",\"F\",\"SI2\",61.1,55,3246,6.24,6.19,3.8\n\"2734\",0.7,\"Very Good\",\"F\",\"VVS2\",62.5,58,3247,5.63,5.67,3.53\n\"2735\",0.7,\"Very 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Good\",\"H\",\"VS2\",61.7,59,3249,5.95,6.02,3.69\n\"2748\",0.76,\"Ideal\",\"E\",\"VS2\",61.5,56,3249,5.89,5.92,3.63\n\"2749\",0.76,\"Good\",\"E\",\"VS2\",63.2,56,3249,5.82,5.86,3.69\n\"2750\",0.76,\"Ideal\",\"H\",\"VVS2\",61,56,3249,5.85,5.91,3.59\n\"2751\",0.73,\"Ideal\",\"F\",\"SI1\",61.7,55,3249,5.79,5.82,3.58\n\"2752\",0.81,\"Good\",\"G\",\"VS2\",62.9,58,3250,5.88,5.94,3.72\n\"2753\",0.9,\"Good\",\"H\",\"SI2\",63.6,60,3250,6.06,6.11,3.87\n\"2754\",0.9,\"Very Good\",\"H\",\"SI2\",59.6,59,3250,6.38,6.24,3.76\n\"2755\",0.9,\"Very Good\",\"H\",\"SI2\",62.4,58,3250,6.11,6.16,3.83\n\"2756\",0.72,\"Premium\",\"F\",\"VVS2\",61.1,58,3250,5.78,5.84,3.55\n\"2757\",0.83,\"Good\",\"E\",\"SI1\",63.7,59,3250,5.95,5.89,3.77\n\"2758\",0.9,\"Fair\",\"G\",\"SI1\",65.2,59,3250,6.05,6.01,3.93\n\"2759\",0.9,\"Good\",\"G\",\"SI1\",64.2,58,3250,6.04,6.01,3.87\n\"2760\",0.93,\"Premium\",\"J\",\"VS2\",62.3,60,3250,6.3,6.23,3.9\n\"2761\",0.73,\"Premium\",\"D\",\"VS2\",59.8,58,3250,5.89,5.85,3.51\n\"2762\",0.9,\"Very 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Good\",\"E\",\"SI2\",61.9,57,8288,7.44,7.48,4.62\n\"19717\",1.53,\"Ideal\",\"H\",\"SI1\",61.9,58,8289,7.38,7.42,4.58\n\"19718\",1.5,\"Very Good\",\"E\",\"SI2\",62.2,58,8291,7.31,7.35,4.56\n\"19719\",1.5,\"Very Good\",\"I\",\"SI1\",63.1,59,8291,7.16,7.23,4.54\n\"19720\",1.5,\"Ideal\",\"I\",\"SI1\",62.7,57,8291,7.21,7.3,4.55\n\"19721\",1.23,\"Premium\",\"G\",\"VS1\",59.6,60,8293,6.99,6.94,4.15\n\"19722\",1.21,\"Premium\",\"G\",\"VS2\",60.3,60,8294,6.89,6.83,4.14\n\"19723\",1.21,\"Premium\",\"H\",\"IF\",62.2,58,8294,6.8,6.83,4.24\n\"19724\",1.21,\"Ideal\",\"G\",\"VS2\",61.5,56,8294,6.83,6.88,4.22\n\"19725\",1.09,\"Ideal\",\"G\",\"VVS2\",61.2,57,8295,6.62,6.66,4.06\n\"19726\",1.09,\"Ideal\",\"G\",\"VS1\",60.4,58,8296,6.67,6.7,4.04\n\"19727\",1.24,\"Very 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Good\",\"H\",\"SI2\",62.3,56,8301,7.33,7.38,4.58\n\"19736\",1.55,\"Ideal\",\"J\",\"SI1\",62.4,57,8301,7.5,7.45,4.67\n\"19737\",1.02,\"Ideal\",\"E\",\"VS1\",62.2,54,8303,6.43,6.46,4.01\n\"19738\",1.21,\"Premium\",\"G\",\"VS1\",59.5,58,8305,6.97,7.01,4.16\n\"19739\",1.09,\"Ideal\",\"G\",\"VS1\",60.3,57,8305,6.68,6.73,4.04\n\"19740\",1.02,\"Ideal\",\"G\",\"IF\",62.5,57,8311,6.44,6.37,4\n\"19741\",1.51,\"Premium\",\"D\",\"SI2\",61.4,56,8311,7.37,7.32,4.51\n\"19742\",1.27,\"Very Good\",\"D\",\"SI1\",62.5,58,8312,6.87,6.92,4.31\n\"19743\",1.51,\"Good\",\"I\",\"SI1\",63.7,58,8313,7.22,7.26,4.61\n\"19744\",1.22,\"Ideal\",\"G\",\"VS1\",61.3,56,8313,6.93,6.88,4.23\n\"19745\",1.47,\"Premium\",\"F\",\"SI2\",61.6,60,8314,7.38,7.33,4.53\n\"19746\",1.14,\"Very Good\",\"E\",\"VS1\",63.1,59,8315,6.63,6.61,4.18\n\"19747\",1.5,\"Good\",\"I\",\"VS2\",61.9,60,8316,7.25,7.28,4.5\n\"19748\",1.5,\"Premium\",\"G\",\"SI2\",60.7,58,8316,7.39,7.33,4.47\n\"19749\",1.5,\"Premium\",\"E\",\"SI2\",62.7,59,8316,7.3,7.22,4.55\n\"19750\",1.02,\"Very Good\",\"E\",\"VS1\",62.9,54,8317,6.38,6.46,4.04\n\"19751\",1.56,\"Very Good\",\"H\",\"SI2\",59.9,59,8317,7.47,7.52,4.49\n\"19752\",1.02,\"Ideal\",\"G\",\"VVS1\",61.5,57,8317,6.47,6.44,3.97\n\"19753\",1.01,\"Premium\",\"F\",\"VVS2\",61.8,59,8319,6.46,6.42,3.98\n\"19754\",1.06,\"Premium\",\"G\",\"VVS1\",61.1,58,8319,6.57,6.53,4\n\"19755\",1.2,\"Ideal\",\"G\",\"VS2\",59.9,61,8321,6.85,6.88,4.11\n\"19756\",1.08,\"Ideal\",\"F\",\"VS1\",62.1,53,8321,6.6,6.64,4.11\n\"19757\",1.72,\"Premium\",\"J\",\"SI1\",61.7,58,8324,7.71,7.81,4.79\n\"19758\",1.56,\"Premium\",\"J\",\"VS1\",61.1,59,8324,7.49,7.52,4.58\n\"19759\",1.59,\"Ideal\",\"J\",\"SI1\",62.4,55,8325,7.48,7.45,4.66\n\"19760\",1.11,\"Premium\",\"E\",\"VS1\",61.2,58,8329,6.69,6.65,4.08\n\"19761\",1.01,\"Very Good\",\"F\",\"VS2\",62,60,8330,6.36,6.39,3.95\n\"19762\",1.6,\"Premium\",\"H\",\"SI2\",59.4,59,8333,7.6,7.55,4.5\n\"19763\",1.5,\"Premium\",\"H\",\"SI2\",62.5,60,8333,7.32,7.25,4.55\n\"19764\",1,\"Premium\",\"D\",\"VS1\",61.9,55,8333,6.4,6.36,3.95\n\"19765\",1,\"Premium\",\"D\",\"VS1\",62.2,55,8333,6.46,6.4,4\n\"19766\",1.2,\"Very Good\",\"F\",\"VS2\",62.6,56,8334,6.73,6.78,4.23\n\"19767\",1.2,\"Ideal\",\"F\",\"VS2\",62.3,55,8334,6.79,6.83,4.24\n\"19768\",1.65,\"Ideal\",\"J\",\"SI1\",62.5,56,8334,7.59,7.54,4.73\n\"19769\",1.01,\"Good\",\"D\",\"VS1\",64.1,55,8339,6.29,6.38,4.06\n\"19770\",1.22,\"Very Good\",\"G\",\"VS2\",62.3,58,8340,6.79,6.82,4.24\n\"19771\",1.04,\"Premium\",\"D\",\"VS1\",62.3,59,8341,6.48,6.39,4.01\n\"19772\",1.04,\"Ideal\",\"D\",\"VS1\",59.1,56,8341,6.65,6.59,3.91\n\"19773\",1.51,\"Ideal\",\"I\",\"SI1\",61.1,59,8342,7.4,7.37,4.51\n\"19774\",1.52,\"Premium\",\"F\",\"SI2\",62.3,59,8342,7.37,7.33,4.58\n\"19775\",1.06,\"Ideal\",\"F\",\"VS1\",61.7,57,8344,6.55,6.57,4.05\n\"19776\",1.14,\"Ideal\",\"G\",\"VS1\",61.4,57,8346,6.75,6.81,4.16\n\"19777\",1.16,\"Premium\",\"E\",\"VS1\",58.7,58,8346,6.89,6.87,4.04\n\"19778\",1.02,\"Ideal\",\"D\",\"VS1\",62.6,57,8347,6.4,6.44,4.02\n\"19779\",1.08,\"Ideal\",\"G\",\"VVS1\",61.6,56,8347,6.6,6.65,4.08\n\"19780\",1.5,\"Good\",\"J\",\"VS1\",60.7,61,8347,7.27,7.3,4.42\n\"19781\",1.01,\"Very Good\",\"E\",\"VS1\",59.4,59,8348,6.52,6.54,3.88\n\"19782\",1.21,\"Ideal\",\"E\",\"VS1\",62.2,57,8348,6.83,6.8,4.24\n\"19783\",1.21,\"Ideal\",\"F\",\"VS2\",61.5,56,8348,6.87,6.83,4.21\n\"19784\",1.15,\"Very Good\",\"G\",\"VVS2\",58.4,59,8349,6.84,6.92,4.02\n\"19785\",1.13,\"Premium\",\"E\",\"VS1\",61.1,59,8353,6.72,6.69,4.1\n\"19786\",1.51,\"Fair\",\"I\",\"SI1\",68.3,57,8355,6.95,6.87,4.72\n\"19787\",1.64,\"Very Good\",\"F\",\"SI2\",63.2,57,8357,7.56,7.47,4.75\n\"19788\",1.13,\"Very Good\",\"E\",\"VS2\",61.9,61,8358,6.61,6.64,4.1\n\"19789\",1.06,\"Ideal\",\"G\",\"VVS2\",61.7,56,8358,6.59,6.56,4.06\n\"19790\",1,\"Good\",\"E\",\"VVS1\",63.4,59,8359,6.27,6.24,4\n\"19791\",1.07,\"Premium\",\"D\",\"VS1\",62,60,8359,6.55,6.49,4.04\n\"19792\",1.16,\"Very Good\",\"G\",\"VVS2\",62.3,59,8361,6.69,6.72,4.18\n\"19793\",1.81,\"Fair\",\"J\",\"SI1\",56.2,62,8362,8.14,8.09,4.56\n\"19794\",1.22,\"Premium\",\"G\",\"VS2\",61.8,58,8362,6.91,6.84,4.25\n\"19795\",1.22,\"Ideal\",\"G\",\"VS2\",61.4,56,8362,6.9,6.88,4.23\n\"19796\",1.57,\"Ideal\",\"J\",\"VS2\",62.3,54,8363,7.5,7.49,4.67\n\"19797\",1.74,\"Premium\",\"J\",\"VS2\",61.9,62,8364,7.62,7.54,4.7\n\"19798\",1.09,\"Ideal\",\"G\",\"VVS2\",60.6,57,8364,6.62,6.7,4.05\n\"19799\",1.25,\"Ideal\",\"H\",\"VS1\",62.1,57,8365,6.89,6.92,4.29\n\"19800\",1.53,\"Premium\",\"H\",\"SI1\",62.4,60,8365,7.34,7.31,4.57\n\"19801\",1.71,\"Premium\",\"I\",\"SI2\",59,60,8366,7.86,7.83,4.63\n\"19802\",1.52,\"Premium\",\"J\",\"VS1\",61.2,59,8366,7.39,7.36,4.51\n\"19803\",1,\"Ideal\",\"G\",\"VVS1\",61.9,57,8366,6.43,6.39,3.97\n\"19804\",1.52,\"Premium\",\"D\",\"SI2\",58.6,62,8366,7.56,7.45,4.41\n\"19805\",1.73,\"Good\",\"E\",\"I1\",63.6,59,8370,7.6,7.56,4.82\n\"19806\",1.51,\"Premium\",\"J\",\"VS1\",62.1,58,8371,7.36,7.4,4.58\n\"19807\",1.5,\"Ideal\",\"I\",\"SI1\",62.3,56,8371,7.35,7.41,4.6\n\"19808\",1.51,\"Very Good\",\"H\",\"SI2\",60.8,56,8372,7.41,7.46,4.52\n\"19809\",1.01,\"Very Good\",\"G\",\"VVS1\",61.8,59,8373,6.47,6.41,3.98\n\"19810\",1,\"Good\",\"D\",\"VVS2\",60.2,62,8374,6.42,6.46,3.88\n\"19811\",1.03,\"Very Good\",\"F\",\"VVS2\",61.3,57,8375,6.49,6.53,3.99\n\"19812\",1.22,\"Very Good\",\"G\",\"VS2\",62.7,58,8377,6.8,6.72,4.24\n\"19813\",1.6,\"Ideal\",\"I\",\"SI2\",61.9,57,8377,7.48,7.51,4.64\n\"19814\",1.6,\"Very Good\",\"F\",\"SI2\",60.5,60,8377,7.52,7.55,4.56\n\"19815\",1.2,\"Good\",\"E\",\"VS2\",63.6,57,8380,6.74,6.68,4.27\n\"19816\",1.23,\"Premium\",\"G\",\"VS1\",62.8,56,8381,6.86,6.81,4.29\n\"19817\",1.23,\"Premium\",\"G\",\"VS1\",61.8,58,8381,6.88,6.84,4.24\n\"19818\",1.75,\"Good\",\"H\",\"SI2\",64.1,56,8385,7.59,7.55,4.85\n\"19819\",1.03,\"Ideal\",\"G\",\"VVS2\",60.7,57,8385,6.5,6.58,3.97\n\"19820\",1.33,\"Ideal\",\"H\",\"VS2\",59.5,57,8385,7.18,7.23,4.29\n\"19821\",1.2,\"Good\",\"G\",\"VS1\",63.6,58,8387,6.59,6.56,4.18\n\"19822\",1.51,\"Fair\",\"F\",\"SI1\",65.8,56,8387,7.16,7.12,4.7\n\"19823\",1.51,\"Premium\",\"H\",\"SI2\",62.4,58,8388,7.36,7.31,4.58\n\"19824\",1.5,\"Very Good\",\"J\",\"VVS2\",63.3,56,8391,7.18,7.29,4.58\n\"19825\",1.31,\"Ideal\",\"H\",\"VS1\",62.4,56,8392,7,6.98,4.36\n\"19826\",1.07,\"Ideal\",\"G\",\"VVS2\",62.4,54,8393,6.51,6.56,4.08\n\"19827\",1.12,\"Ideal\",\"G\",\"VS1\",62.5,54,8394,6.65,6.69,4.17\n\"19828\",1.51,\"Ideal\",\"I\",\"SI1\",61.2,60,8396,7.39,7.37,4.52\n\"19829\",1.51,\"Ideal\",\"I\",\"SI1\",59.4,61,8396,7.52,7.46,4.45\n\"19830\",1.7,\"Premium\",\"F\",\"SI2\",60.2,61,8397,7.79,7.68,4.66\n\"19831\",1.03,\"Ideal\",\"G\",\"VVS1\",62,56,8398,6.54,6.5,4.04\n\"19832\",1.5,\"Premium\",\"F\",\"SI1\",60,60,8400,7.48,7.42,4.47\n\"19833\",1.51,\"Ideal\",\"I\",\"SI1\",62.7,57,8400,7.35,7.3,4.59\n\"19834\",1.11,\"Ideal\",\"G\",\"VS2\",61.6,56,8400,6.62,6.65,4.09\n\"19835\",1,\"Premium\",\"F\",\"VVS2\",61.2,60,8400,6.43,6.38,3.92\n\"19836\",1.25,\"Ideal\",\"E\",\"VS2\",62.6,56,8400,6.89,6.84,4.3\n\"19837\",1.01,\"Very Good\",\"E\",\"VVS2\",61.6,58,8401,6.4,6.46,3.96\n\"19838\",1.02,\"Ideal\",\"G\",\"VVS2\",62.1,57,8401,6.43,6.45,4\n\"19839\",1.02,\"Ideal\",\"G\",\"VVS2\",61.6,57,8401,6.45,6.47,3.98\n\"19840\",1.02,\"Ideal\",\"G\",\"VVS2\",62.7,57,8401,6.41,6.45,4.03\n\"19841\",1.21,\"Premium\",\"G\",\"VS2\",62.8,59,8402,6.84,6.76,4.27\n\"19842\",1.21,\"Very Good\",\"F\",\"VS2\",62.9,54,8403,6.78,6.82,4.28\n\"19843\",1.01,\"Very Good\",\"E\",\"VS1\",60.4,60,8403,6.43,6.48,3.9\n\"19844\",1.13,\"Ideal\",\"E\",\"VS2\",62,54,8404,6.7,6.66,4.14\n\"19845\",1.23,\"Very Good\",\"H\",\"VVS1\",62.5,58,8405,6.77,6.82,4.25\n\"19846\",1.08,\"Ideal\",\"F\",\"VS1\",61.4,55,8405,6.61,6.69,4.08\n\"19847\",1.12,\"Very Good\",\"G\",\"VVS1\",60.9,57,8408,6.67,6.72,4.08\n\"19848\",1.52,\"Very Good\",\"H\",\"SI2\",62.8,58,8408,7.25,7.3,4.57\n\"19849\",2.04,\"Premium\",\"I\",\"I1\",59.3,61,8408,8.3,8.25,4.91\n\"19850\",1.5,\"Very Good\",\"I\",\"SI1\",63.1,54,8408,7.34,7.31,4.62\n\"19851\",1.54,\"Premium\",\"E\",\"SI2\",59.9,60,8408,7.49,7.38,4.46\n\"19852\",1.18,\"Very Good\",\"G\",\"VS2\",62.7,54.7,8411,6.74,6.77,4.23\n\"19853\",1.22,\"Ideal\",\"H\",\"VS1\",61.9,54,8411,6.88,6.9,4.26\n\"19854\",1.06,\"Ideal\",\"E\",\"VS1\",62.1,57,8413,6.49,6.52,4.04\n\"19855\",1.2,\"Ideal\",\"G\",\"VS2\",62.8,54,8414,6.75,6.79,4.25\n\"19856\",1.18,\"Ideal\",\"G\",\"VS1\",61.3,56,8414,6.81,6.83,4.17\n\"19857\",1.01,\"Good\",\"E\",\"VVS2\",63.9,58,8415,6.31,6.37,4.05\n\"19858\",1.5,\"Very Good\",\"J\",\"VVS1\",62.3,62,8415,7.16,7.23,4.48\n\"19859\",1.06,\"Very 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Good\",\"G\",\"SI2\",61.1,61,8419,7.43,7.46,4.55\n\"19867\",2.68,\"Premium\",\"G\",\"I1\",58.6,60,8419,9.11,9.07,5.33\n\"19868\",1.4,\"Premium\",\"D\",\"SI2\",61.8,54,8419,7.21,7.16,4.44\n\"19869\",1.46,\"Ideal\",\"E\",\"SI2\",62.3,55,8421,7.29,7.25,4.53\n\"19870\",1.09,\"Ideal\",\"F\",\"VS1\",60.6,57,8422,6.62,6.64,4.02\n\"19871\",1.37,\"Premium\",\"H\",\"VS1\",60.9,59,8424,7.17,7.24,4.39\n\"19872\",1.44,\"Premium\",\"I\",\"VS1\",62.6,59,8426,7.08,7.14,4.45\n\"19873\",1.52,\"Premium\",\"J\",\"VS1\",62.2,59,8426,7.32,7.38,4.57\n\"19874\",1.52,\"Premium\",\"J\",\"VVS2\",58.3,62,8427,7.61,7.49,4.4\n\"19875\",1.5,\"Very 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Good\",\"H\",\"VVS2\",61.3,55,8438,6.94,6.96,4.26\n\"19889\",1.59,\"Good\",\"G\",\"SI1\",63.8,56,8441,7.41,7.34,4.71\n\"19890\",1.2,\"Good\",\"G\",\"VS1\",63.4,56,8442,6.7,6.74,4.26\n\"19891\",1.2,\"Premium\",\"G\",\"VS1\",60.2,60,8442,6.82,6.87,4.12\n\"19892\",1.2,\"Ideal\",\"G\",\"VS1\",62.3,56,8442,6.77,6.82,4.23\n\"19893\",1.2,\"Very Good\",\"G\",\"VS1\",60.2,60,8442,6.91,7,4.19\n\"19894\",1.2,\"Good\",\"G\",\"VS1\",62.8,59,8442,6.64,6.7,4.19\n\"19895\",2.25,\"Very Good\",\"J\",\"SI2\",60.6,63,8442,8.45,8.38,5.1\n\"19896\",1.51,\"Very Good\",\"H\",\"SI2\",60.2,59,8444,7.33,7.43,4.44\n\"19897\",1.02,\"Premium\",\"F\",\"VVS2\",61.5,60,8445,6.5,6.45,3.98\n\"19898\",1.21,\"Premium\",\"H\",\"IF\",62.2,58,8446,6.83,6.8,4.24\n\"19899\",1,\"Premium\",\"F\",\"VVS2\",59.9,60,8448,6.46,6.5,3.88\n\"19900\",1.24,\"Premium\",\"G\",\"VS1\",62,55,8449,6.95,6.89,4.29\n\"19901\",1.24,\"Ideal\",\"G\",\"VS1\",61.1,57,8449,6.98,6.91,4.24\n\"19902\",1.05,\"Ideal\",\"D\",\"VS2\",61,56,8451,6.54,6.61,4.01\n\"19903\",1.06,\"Ideal\",\"G\",\"VS1\",62.3,55,8451,6.5,6.53,4.06\n\"19904\",1.21,\"Ideal\",\"F\",\"VS2\",61.2,57,8452,6.87,6.82,4.19\n\"19905\",1.2,\"Very Good\",\"F\",\"VS2\",62.9,55,8454,6.75,6.8,4.26\n\"19906\",1.03,\"Ideal\",\"G\",\"VVS1\",62.4,57,8454,6.39,6.47,4.01\n\"19907\",1.09,\"Premium\",\"G\",\"VVS2\",59.5,61,8454,6.74,6.7,4\n\"19908\",1.53,\"Very Good\",\"G\",\"SI2\",62.1,61,8455,7.28,7.3,4.53\n\"19909\",1.65,\"Ideal\",\"E\",\"SI2\",58.7,56,8455,7.76,7.73,4.55\n\"19910\",1.21,\"Premium\",\"G\",\"VS1\",59.5,58,8456,7.01,6.97,4.16\n\"19911\",1.21,\"Premium\",\"G\",\"VS1\",62.7,58,8456,6.79,6.74,4.24\n\"19912\",1.24,\"Ideal\",\"D\",\"SI1\",60.4,57,8457,6.95,7.02,4.22\n\"19913\",1.8,\"Premium\",\"I\",\"SI2\",61.8,59,8457,7.9,7.8,4.85\n\"19914\",1.28,\"Premium\",\"G\",\"VS2\",61.4,58,8458,7,6.92,4.27\n\"19915\",1.51,\"Very Good\",\"F\",\"SI2\",63.2,60,8462,7.2,7.27,4.57\n\"19916\",1.27,\"Premium\",\"D\",\"SI1\",62.5,58,8463,6.92,6.87,4.31\n\"19917\",1.51,\"Good\",\"I\",\"SI1\",63.7,58,8464,7.26,7.22,4.61\n\"19918\",1.23,\"Ideal\",\"G\",\"VS1\",61.8,57,8465,6.89,6.86,4.25\n\"19919\",1.4,\"Premium\",\"I\",\"VVS2\",62,58,8467,7.22,7.16,4.46\n\"19920\",1.5,\"Good\",\"J\",\"VS1\",64.1,55,8467,7.23,7.13,4.6\n\"19921\",1,\"Very Good\",\"F\",\"VVS2\",63.2,56,8467,6.42,6.37,4.04\n\"19922\",2.5,\"Premium\",\"H\",\"I1\",59.9,60,8467,8.75,8.67,5.22\n\"19923\",1.03,\"Premium\",\"D\",\"VVS2\",61.7,59,8469,6.43,6.48,3.98\n\"19924\",1.56,\"Very Good\",\"I\",\"SI1\",60.2,61,8470,7.5,7.59,4.54\n\"19925\",1.01,\"Premium\",\"F\",\"VVS2\",61.8,59,8470,6.46,6.42,3.98\n\"19926\",1.5,\"Ideal\",\"H\",\"SI2\",62.4,58,8471,7.29,7.26,4.54\n\"19927\",1.5,\"Very Good\",\"I\",\"SI1\",60.7,58,8475,7.34,7.4,4.47\n\"19928\",1.56,\"Premium\",\"J\",\"VS1\",61.1,59,8476,7.52,7.49,4.58\n\"19929\",1.39,\"Premium\",\"F\",\"SI1\",62.1,58,8476,7.1,7.16,4.43\n\"19930\",1.52,\"Premium\",\"I\",\"SI1\",61.9,58,8477,7.37,7.42,4.58\n\"19931\",1.54,\"Ideal\",\"J\",\"VS2\",62.7,56,8479,7.32,7.36,4.6\n\"19932\",1.34,\"Premium\",\"E\",\"VS2\",58.2,60,8480,7.26,7.21,4.21\n\"19933\",1.08,\"Ideal\",\"D\",\"VS2\",61.9,58,8481,6.54,6.57,4.06\n\"19934\",1.03,\"Ideal\",\"G\",\"VVS2\",61.2,57,8483,6.48,6.52,3.98\n\"19935\",1.22,\"Ideal\",\"G\",\"VS2\",59.9,56,8485,7.01,6.97,4.19\n\"19936\",1.02,\"Ideal\",\"G\",\"VVS1\",62.6,56,8485,6.39,6.42,4.01\n\"19937\",1.23,\"Premium\",\"F\",\"VS2\",62.9,58,8486,6.82,6.76,4.27\n\"19938\",1.2,\"Ideal\",\"F\",\"VS2\",62.3,55,8486,6.83,6.79,4.24\n\"19939\",1.2,\"Ideal\",\"F\",\"VS2\",62.6,56,8486,6.78,6.73,4.23\n\"19940\",1.66,\"Premium\",\"J\",\"SI1\",60.7,58,8487,7.72,7.63,4.66\n\"19941\",1.06,\"Ideal\",\"G\",\"VVS1\",61.6,57,8488,6.53,6.55,4.03\n\"19942\",1.02,\"Premium\",\"G\",\"IF\",61.8,59,8489,6.41,6.46,3.98\n\"19943\",1.24,\"Ideal\",\"H\",\"VVS1\",62.3,54,8489,6.88,6.9,4.29\n\"19944\",1.5,\"Premium\",\"H\",\"SI2\",62.3,60,8490,7.22,7.3,4.52\n\"19945\",1.2,\"Very Good\",\"G\",\"VS2\",63.2,56,8491,6.82,6.75,4.29\n\"19946\",1.07,\"Ideal\",\"G\",\"VVS2\",61.8,55,8491,6.57,6.61,4.07\n\"19947\",2.34,\"Premium\",\"I\",\"I1\",61.5,60,8491,8.47,8.43,5.2\n\"19948\",1.5,\"Good\",\"E\",\"SI2\",64.5,58,8492,7.06,7.11,4.57\n\"19949\",1.66,\"Good\",\"J\",\"VS2\",64.4,54,8496,7.45,7.54,4.83\n\"19950\",1.55,\"Ideal\",\"J\",\"VS2\",61.4,55,8498,7.41,7.49,4.58\n\"19951\",1.25,\"Ideal\",\"H\",\"VS2\",61.1,55,8498,6.94,6.97,4.25\n\"19952\",1.53,\"Premium\",\"H\",\"SI2\",62.5,59,8499,7.4,7.36,4.61\n\"19953\",1.53,\"Ideal\",\"H\",\"SI2\",61.9,57,8499,7.42,7.34,4.57\n\"19954\",1.15,\"Premium\",\"G\",\"VVS2\",58.4,59,8501,6.92,6.84,4.02\n\"19955\",1.32,\"Ideal\",\"I\",\"VVS1\",61,56,8501,7.09,7.07,4.32\n\"19956\",1.21,\"Premium\",\"G\",\"VS2\",61,58,8504,6.88,6.82,4.18\n\"19957\",1.24,\"Ideal\",\"G\",\"VS2\",62.1,56,8504,6.87,6.91,4.28\n\"19958\",1.21,\"Very Good\",\"F\",\"VS2\",61.6,58,8505,6.79,6.88,4.21\n\"19959\",1.7,\"Ideal\",\"J\",\"SI2\",60.5,57,8505,7.74,7.84,4.71\n\"19960\",1.11,\"Ideal\",\"H\",\"VVS1\",60.8,56,8508,6.68,6.76,4.08\n\"19961\",1.23,\"Ideal\",\"H\",\"VVS2\",61.6,57,8509,6.87,6.92,4.25\n\"19962\",1.4,\"Premium\",\"G\",\"SI1\",62.5,58,8511,7.12,7.06,4.43\n\"19963\",1.52,\"Premium\",\"G\",\"SI1\",62.2,58,8512,7.39,7.33,4.58\n\"19964\",1.08,\"Very Good\",\"D\",\"VS1\",60.5,58,8513,6.53,6.63,3.98\n\"19965\",1.59,\"Very Good\",\"J\",\"VS1\",60.1,60,8515,7.56,7.59,4.55\n\"19966\",1.59,\"Very Good\",\"J\",\"VS1\",60.7,59,8515,7.49,7.54,4.56\n\"19967\",1.56,\"Ideal\",\"H\",\"SI2\",62.1,58,8517,7.35,7.41,4.58\n\"19968\",1.5,\"Good\",\"D\",\"SI2\",62.4,61,8517,7.23,7.36,4.55\n\"19969\",1.56,\"Ideal\",\"E\",\"SI2\",61.2,56,8518,7.53,7.49,4.59\n\"19970\",1.5,\"Very Good\",\"D\",\"SI2\",63.3,57,8518,7.27,7.2,4.58\n\"19971\",1.5,\"Good\",\"D\",\"SI2\",63.8,58,8518,7.2,7.16,4.58\n\"19972\",1.5,\"Premium\",\"D\",\"SI2\",58.9,60,8518,7.48,7.45,4.4\n\"19973\",1.16,\"Very Good\",\"E\",\"VS2\",62.1,58,8520,6.63,6.7,4.14\n\"19974\",1.52,\"Premium\",\"I\",\"SI1\",61.2,60,8521,7.41,7.36,4.52\n\"19975\",1.2,\"Good\",\"D\",\"VS2\",62.4,60,8521,6.69,6.77,4.2\n\"19976\",1.23,\"Ideal\",\"F\",\"VS1\",61.3,57,8523,6.86,6.93,4.23\n\"19977\",1.51,\"Premium\",\"J\",\"VS1\",62.1,58,8524,7.4,7.36,4.58\n\"19978\",1.51,\"Very Good\",\"J\",\"VS1\",61.2,63,8524,7.31,7.24,4.45\n\"19979\",1.51,\"Premium\",\"J\",\"VS1\",61.8,61,8524,7.26,7.21,4.47\n\"19980\",1.51,\"Ideal\",\"J\",\"VS1\",61.9,56,8524,7.41,7.35,4.57\n\"19981\",1.01,\"Very Good\",\"F\",\"VVS2\",61.9,56,8525,6.42,6.48,3.99\n\"19982\",1.59,\"Very Good\",\"J\",\"VS2\",62.9,58.1,8526,7.39,7.45,4.66\n\"19983\",1.03,\"Premium\",\"F\",\"VVS2\",61.3,57,8527,6.53,6.49,3.99\n\"19984\",1.11,\"Very 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Good\",\"G\",\"SI2\",58.5,62,8580,7.4,7.44,4.34\n\"20113\",1.25,\"Very Good\",\"G\",\"VS1\",62.7,56,8580,6.81,6.93,4.31\n\"20114\",1.52,\"Premium\",\"J\",\"VS1\",62.2,59,8580,7.38,7.32,4.57\n\"20115\",1.2,\"Premium\",\"F\",\"VS1\",62.3,58,8580,6.78,6.71,4.2\n\"20116\",1.51,\"Very Good\",\"F\",\"SI2\",62.7,60,8581,7.25,7.32,4.57\n\"20117\",1.29,\"Ideal\",\"G\",\"VS2\",62.5,57,8582,6.89,6.92,4.35\n\"20118\",1.31,\"Ideal\",\"H\",\"VS1\",61.5,55,8583,7.05,7.02,4.33\n\"20119\",1.31,\"Ideal\",\"H\",\"VS1\",61.5,56,8583,7.06,7,4.32\n\"20120\",1.22,\"Premium\",\"G\",\"VS1\",62.2,59,8583,6.82,6.87,4.26\n\"20121\",1.58,\"Premium\",\"I\",\"VS2\",59.4,61,8583,7.66,7.63,4.54\n\"20122\",1.24,\"Ideal\",\"G\",\"VS1\",61.9,54,8584,6.89,6.92,4.27\n\"20123\",1.23,\"Ideal\",\"H\",\"IF\",61.3,57,8585,6.92,6.87,4.23\n\"20124\",1.64,\"Premium\",\"I\",\"SI2\",61.3,58,8587,7.58,7.62,4.66\n\"20125\",1.2,\"Ideal\",\"F\",\"VS2\",61.2,53,8588,6.88,6.85,4.2\n\"20126\",1.5,\"Very Good\",\"I\",\"SI1\",60.4,61,8590,7.35,7.39,4.45\n\"20127\",1.65,\"Premium\",\"I\",\"SI2\",62,59,8590,7.61,7.54,4.7\n\"20128\",1.2,\"Ideal\",\"F\",\"VS2\",62.3,56,8590,6.82,6.79,4.24\n\"20129\",1.04,\"Ideal\",\"G\",\"VVS2\",62.5,55,8590,6.53,6.47,4.06\n\"20130\",1.1,\"Very 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Good\",\"D\",\"VS1\",60.5,57,10681,6.79,6.86,4.13\n\"22628\",1.71,\"Very Good\",\"I\",\"SI1\",62.4,59,10681,7.63,7.6,4.75\n\"22629\",1.68,\"Ideal\",\"J\",\"VS1\",61.1,57,10681,7.64,7.7,4.69\n\"22630\",1.57,\"Very Good\",\"I\",\"VS1\",62.7,58,10682,7.41,7.43,4.65\n\"22631\",1.5,\"Very Good\",\"F\",\"SI1\",63.4,60,10684,7.2,7.27,4.59\n\"22632\",1.59,\"Very Good\",\"D\",\"SI2\",59.9,59,10685,7.6,7.52,4.53\n\"22633\",1.21,\"Ideal\",\"G\",\"VS1\",61.3,57,10685,6.82,6.87,4.2\n\"22634\",1.21,\"Ideal\",\"G\",\"VS1\",61.6,57,10685,6.85,6.87,4.22\n\"22635\",1.21,\"Ideal\",\"G\",\"VS1\",61.8,57,10685,6.81,6.86,4.23\n\"22636\",1.51,\"Premium\",\"H\",\"VS2\",60.7,58,10685,7.45,7.4,4.51\n\"22637\",1.51,\"Ideal\",\"H\",\"VS2\",62.6,57,10685,7.37,7.33,4.6\n\"22638\",2,\"Ideal\",\"F\",\"I1\",60.3,56,10685,8.27,8.16,4.94\n\"22639\",1.71,\"Premium\",\"H\",\"SI2\",62.5,57,10687,7.67,7.62,4.78\n\"22640\",1.01,\"Ideal\",\"F\",\"IF\",62,58,10688,6.41,6.46,3.99\n\"22641\",1.51,\"Premium\",\"G\",\"SI1\",62.2,58,10688,7.3,7.26,4.53\n\"22642\",1.51,\"Premium\",\"G\",\"SI1\",62.4,62,10688,7.25,7.12,4.48\n\"22643\",1.66,\"Ideal\",\"I\",\"VS1\",61,55,10691,7.67,7.64,4.67\n\"22644\",1.5,\"Good\",\"H\",\"VS2\",63.9,60,10692,7.17,7.22,4.6\n\"22645\",1.5,\"Ideal\",\"H\",\"VS2\",62.2,57,10692,7.27,7.33,4.54\n\"22646\",1.01,\"Very Good\",\"E\",\"VVS1\",61.6,58,10693,6.45,6.57,4.01\n\"22647\",1.51,\"Ideal\",\"F\",\"SI1\",62.5,57,10693,7.27,7.32,4.56\n\"22648\",1.51,\"Premium\",\"F\",\"SI1\",62.2,58,10693,7.27,7.29,4.53\n\"22649\",1.54,\"Ideal\",\"D\",\"SI1\",63,54,10694,7.33,7.28,4.6\n\"22650\",1.01,\"Good\",\"E\",\"VVS1\",63.1,57,10696,6.36,6.39,4.02\n\"22651\",1.51,\"Good\",\"E\",\"SI1\",63.5,57,10696,7.23,7.28,4.61\n\"22652\",1.72,\"Very Good\",\"G\",\"SI2\",62.4,59,10697,7.63,7.67,4.77\n\"22653\",1.53,\"Ideal\",\"E\",\"SI2\",61,55,10698,7.44,7.5,4.55\n\"22654\",1.1,\"Very Good\",\"F\",\"VVS1\",59.8,54,10701,6.74,6.77,4.04\n\"22655\",1.82,\"Very Good\",\"I\",\"SI2\",62.3,60,10701,7.71,7.76,4.82\n\"22656\",1.56,\"Premium\",\"H\",\"VS2\",62.5,59,10702,7.3,7.33,4.57\n\"22657\",1.54,\"Premium\",\"H\",\"VS2\",61.8,59,10702,7.35,7.4,4.56\n\"22658\",1.14,\"Ideal\",\"E\",\"VVS2\",62.3,55,10703,6.71,6.68,4.17\n\"22659\",1.01,\"Very 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Good\",\"G\",\"VVS1\",60.3,59,11214,6.99,7.03,4.23\n\"23208\",1,\"Very Good\",\"E\",\"IF\",62.5,55,11214,6.28,6.39,3.96\n\"23209\",1.5,\"Very Good\",\"G\",\"VS1\",59.1,62,11216,7.38,7.42,4.37\n\"23210\",1.62,\"Ideal\",\"I\",\"VS2\",61.8,55,11217,7.56,7.59,4.68\n\"23211\",1.26,\"Ideal\",\"G\",\"VVS1\",61.7,56,11218,6.96,6.98,4.3\n\"23212\",1.5,\"Very 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Good\",\"D\",\"SI1\",63.1,57,11863,7.31,7.24,4.59\n\"23805\",1.65,\"Premium\",\"G\",\"SI1\",61,58,11864,7.66,7.62,4.66\n\"23806\",1.67,\"Very Good\",\"I\",\"VS1\",61.6,59.1,11867,7.61,7.64,4.7\n\"23807\",1.73,\"Premium\",\"G\",\"VS1\",61.6,60,11867,7.67,7.62,4.71\n\"23808\",1.35,\"Premium\",\"G\",\"VVS2\",60.2,59,11868,7.2,7.16,4.32\n\"23809\",1.55,\"Ideal\",\"I\",\"VVS1\",62.1,56,11869,7.36,7.43,4.59\n\"23810\",1.7,\"Good\",\"H\",\"SI1\",63.9,56,11869,7.61,7.53,4.84\n\"23811\",1.22,\"Ideal\",\"F\",\"VVS2\",62.2,54,11870,6.83,6.87,4.26\n\"23812\",1.55,\"Premium\",\"E\",\"SI1\",60.1,58,11871,7.55,7.5,4.52\n\"23813\",1.51,\"Premium\",\"E\",\"SI1\",63,58,11873,7.33,7.27,4.6\n\"23814\",1.71,\"Very Good\",\"D\",\"SI2\",63.5,59,11873,7.57,7.59,4.81\n\"23815\",1.53,\"Very Good\",\"D\",\"SI1\",59.2,57,11873,7.52,7.55,4.46\n\"23816\",1.5,\"Premium\",\"F\",\"SI1\",62.9,59,11878,7.34,7.29,4.6\n\"23817\",1.5,\"Very Good\",\"I\",\"VS1\",63.3,54,11879,7.26,7.33,4.62\n\"23818\",1.22,\"Ideal\",\"F\",\"VVS2\",62.7,54,11880,6.79,6.84,4.27\n\"23819\",1.2,\"Ideal\",\"E\",\"VVS2\",61.5,57,11883,6.79,6.89,4.21\n\"23820\",1.83,\"Premium\",\"I\",\"SI1\",62.9,55,11883,7.9,7.78,4.93\n\"23821\",1.17,\"Ideal\",\"F\",\"VVS1\",62.1,57,11886,6.82,6.73,4.21\n\"23822\",2.08,\"Ideal\",\"I\",\"SI2\",62,56,11886,8.21,8.1,5.06\n\"23823\",1.7,\"Premium\",\"I\",\"VS2\",62.2,58,11888,7.65,7.6,4.74\n\"23824\",1.09,\"Ideal\",\"F\",\"IF\",61.6,55,11888,6.59,6.65,4.08\n\"23825\",1.68,\"Ideal\",\"E\",\"SI2\",60.4,55,11888,7.79,7.7,4.68\n\"23826\",1.54,\"Premium\",\"F\",\"SI1\",60.9,59,11897,7.56,7.46,4.57\n\"23827\",2,\"Premium\",\"J\",\"SI2\",61.9,55,11899,8.09,8.06,5\n\"23828\",2,\"Premium\",\"J\",\"SI2\",59.8,60,11899,8.13,8.09,4.85\n\"23829\",1.56,\"Premium\",\"F\",\"SI1\",60.7,59,11901,7.55,7.45,4.55\n\"23830\",2.01,\"Premium\",\"F\",\"SI2\",62,60,11903,7.88,7.82,4.87\n\"23831\",1.52,\"Very Good\",\"H\",\"VVS2\",63,60,11904,7.25,7.3,4.58\n\"23832\",1.27,\"Premium\",\"F\",\"VVS2\",61.3,60,11905,6.99,6.9,4.26\n\"23833\",1.18,\"Ideal\",\"E\",\"VVS2\",61.5,57,11906,6.8,6.75,4.17\n\"23834\",1.52,\"Very Good\",\"H\",\"VS1\",63.5,60,11912,7.28,7.24,4.61\n\"23835\",1.2,\"Very Good\",\"F\",\"VVS1\",59.8,63,11913,6.82,6.8,4.07\n\"23836\",1.51,\"Ideal\",\"G\",\"SI1\",61.6,57,11917,7.34,7.31,4.52\n\"23837\",1.51,\"Ideal\",\"G\",\"SI1\",62.4,56,11917,7.36,7.33,4.59\n\"23838\",1.7,\"Good\",\"I\",\"VS1\",58,60,11921,7.84,7.88,4.56\n\"23839\",1.56,\"Ideal\",\"H\",\"VS2\",61.6,57,11922,7.51,7.45,4.61\n\"23840\",1.01,\"Very Good\",\"D\",\"VVS1\",63.9,56,11923,6.32,6.36,4.05\n\"23841\",1.51,\"Very Good\",\"G\",\"VS2\",62.8,57,11923,7.25,7.3,4.57\n\"23842\",2.1,\"Fair\",\"G\",\"SI2\",65,56,11923,8.09,7.98,5.21\n\"23843\",1.7,\"Ideal\",\"E\",\"SI2\",59.6,59,11924,7.73,7.83,4.64\n\"23844\",2.01,\"Very 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Good\",\"D\",\"SI1\",63.3,59,709,4.25,4.22,2.68\n\"29820\",0.3,\"Premium\",\"D\",\"SI1\",62.3,59,709,4.25,4.22,2.64\n\"29821\",0.3,\"Premium\",\"D\",\"SI1\",61.7,60,709,4.28,4.25,2.63\n\"29822\",0.3,\"Premium\",\"F\",\"VS1\",61,60,709,4.3,4.22,2.6\n\"29823\",0.35,\"Good\",\"H\",\"VS2\",63.7,57,709,4.53,4.48,2.87\n\"29824\",0.3,\"Premium\",\"D\",\"SI1\",61.3,60,709,4.32,4.26,2.63\n\"29825\",0.31,\"Very Good\",\"E\",\"VVS2\",61.5,55,710,4.37,4.41,2.7\n\"29826\",0.31,\"Very Good\",\"G\",\"VVS1\",63,56,710,4.26,4.28,2.69\n\"29827\",0.3,\"Very Good\",\"G\",\"VVS1\",63.2,55,710,4.28,4.3,2.71\n\"29828\",0.38,\"Very Good\",\"H\",\"VS2\",61.6,56,710,4.68,4.71,2.89\n\"29829\",0.42,\"Very 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Good\",\"D\",\"VS2\",62,58,710,4.29,4.32,2.67\n\"29891\",0.3,\"Ideal\",\"E\",\"VS1\",60.7,57,710,4.31,4.36,2.63\n\"29892\",0.3,\"Ideal\",\"D\",\"VS2\",61.8,55,710,4.3,4.34,2.67\n\"29893\",0.3,\"Premium\",\"D\",\"VS2\",62.3,58,710,4.29,4.32,2.68\n\"29894\",0.3,\"Ideal\",\"D\",\"VS2\",62,55,710,4.31,4.34,2.68\n\"29895\",0.3,\"Premium\",\"D\",\"VS2\",60.4,59,710,4.32,4.35,2.62\n\"29896\",0.3,\"Premium\",\"D\",\"VS2\",61.7,59,710,4.25,4.28,2.63\n\"29897\",0.3,\"Premium\",\"E\",\"VS1\",61.3,59,710,4.28,4.33,2.64\n\"29898\",0.3,\"Premium\",\"D\",\"VS2\",60.6,58,710,4.32,4.36,2.63\n\"29899\",0.3,\"Ideal\",\"D\",\"VS2\",62.5,57,710,4.25,4.29,2.67\n\"29900\",0.3,\"Very Good\",\"D\",\"VS2\",62.2,58,710,4.25,4.3,2.66\n\"29901\",0.31,\"Very Good\",\"F\",\"VVS2\",61.6,56,711,4.34,4.38,2.68\n\"29902\",0.4,\"Very Good\",\"G\",\"SI1\",61,56,711,4.77,4.8,2.92\n\"29903\",0.44,\"Very Good\",\"F\",\"SI2\",61.9,59,711,4.85,4.9,3.02\n\"29904\",0.39,\"Ideal\",\"F\",\"SI1\",61.8,55,711,4.66,4.71,2.9\n\"29905\",0.41,\"Ideal\",\"F\",\"SI1\",61.8,56,711,4.75,4.79,2.95\n\"29906\",0.41,\"Ideal\",\"F\",\"SI1\",62.6,54,711,4.74,4.78,2.98\n\"29907\",0.41,\"Ideal\",\"F\",\"SI1\",61.8,55,711,4.75,4.8,2.95\n\"29908\",0.41,\"Ideal\",\"E\",\"SI1\",61.5,55,711,4.78,4.81,2.95\n\"29909\",0.35,\"Good\",\"E\",\"VS2\",57.8,60,711,4.64,4.67,2.69\n\"29910\",0.39,\"Very Good\",\"I\",\"VS2\",59.6,57,712,4.77,4.82,2.86\n\"29911\",0.29,\"Very Good\",\"G\",\"VS2\",61.5,58,712,4.25,4.27,2.62\n\"29912\",0.34,\"Ideal\",\"F\",\"VVS2\",61.8,56,712,4.47,4.49,2.77\n\"29913\",0.42,\"Very Good\",\"I\",\"SI1\",61,55.8,712,4.83,4.86,2.96\n\"29914\",0.3,\"Premium\",\"D\",\"VS1\",61.9,58,712,4.28,4.32,2.66\n\"29915\",0.34,\"Very Good\",\"G\",\"VVS2\",60.4,57,713,4.53,4.56,2.74\n\"29916\",0.33,\"Ideal\",\"G\",\"VVS2\",62.3,56,713,4.43,4.47,2.77\n\"29917\",0.33,\"Ideal\",\"G\",\"VVS2\",61.9,55,713,4.41,4.44,2.74\n\"29918\",0.33,\"Ideal\",\"G\",\"VVS2\",61.5,55,713,4.47,4.51,2.76\n\"29919\",0.33,\"Ideal\",\"H\",\"VVS1\",61.8,55,713,4.42,4.44,2.74\n\"29920\",0.32,\"Ideal\",\"D\",\"VS2\",61.3,57,713,4.44,4.46,2.73\n\"29921\",0.32,\"Ideal\",\"D\",\"VS2\",61.1,56,713,4.42,4.45,2.71\n\"29922\",0.32,\"Ideal\",\"E\",\"VS1\",61.4,55,713,4.42,4.44,2.72\n\"29923\",0.32,\"Ideal\",\"E\",\"VS1\",61.1,56,713,4.42,4.45,2.71\n\"29924\",0.31,\"Ideal\",\"D\",\"VS1\",61.1,56,713,4.33,4.37,2.66\n\"29925\",0.31,\"Ideal\",\"D\",\"VS1\",61.6,55,713,4.3,4.33,2.66\n\"29926\",0.31,\"Ideal\",\"D\",\"VS1\",60.6,57,713,4.36,4.39,2.65\n\"29927\",0.36,\"Ideal\",\"D\",\"SI1\",61.9,55.7,713,4.57,4.59,2.84\n\"29928\",0.38,\"Good\",\"F\",\"VS2\",63.4,62,713,4.52,4.56,2.88\n\"29929\",0.43,\"Premium\",\"E\",\"I1\",58.4,62,713,5,4.94,2.9\n\"29930\",0.5,\"Fair\",\"F\",\"I1\",63.8,58,713,5.08,4.97,3.21\n\"29931\",0.37,\"Very Good\",\"I\",\"VVS2\",60.9,58,714,4.64,4.68,2.84\n\"29932\",0.38,\"Ideal\",\"H\",\"VS1\",62.1,55.4,714,4.63,4.68,2.89\n\"29933\",0.32,\"Ideal\",\"D\",\"SI1\",61.2,56,714,4.45,4.47,2.73\n\"29934\",0.34,\"Premium\",\"G\",\"VS2\",59.6,62,714,4.56,4.54,2.71\n\"29935\",0.34,\"Good\",\"G\",\"VS2\",57.5,61,714,4.66,4.6,2.66\n\"29936\",0.34,\"Ideal\",\"E\",\"SI1\",62.2,54,714,4.5,4.47,2.79\n\"29937\",0.34,\"Very Good\",\"E\",\"SI1\",63.4,55,714,4.46,4.44,2.82\n\"29938\",0.34,\"Very Good\",\"E\",\"SI1\",63.3,57,714,4.47,4.44,2.82\n\"29939\",0.34,\"Very Good\",\"E\",\"SI1\",63.5,55,714,4.47,4.44,2.83\n\"29940\",0.29,\"Ideal\",\"F\",\"VVS2\",61.1,58,715,4.26,4.28,2.61\n\"29941\",0.31,\"Ideal\",\"G\",\"SI1\",61.3,58,443,4.37,4.4,2.69\n\"29942\",0.29,\"Very Good\",\"H\",\"VS1\",62.2,56,444,4.24,4.27,2.64\n\"29943\",0.29,\"Ideal\",\"I\",\"VS1\",61.7,56,444,4.22,4.27,2.62\n\"29944\",0.32,\"Premium\",\"E\",\"I1\",60.9,58,444,4.42,4.38,2.68\n\"29945\",0.27,\"Very Good\",\"H\",\"VVS2\",61.2,58,445,4.16,4.2,2.56\n\"29946\",0.26,\"Very Good\",\"I\",\"SI1\",59.2,60,445,4.2,4.24,2.5\n\"29947\",0.25,\"Ideal\",\"H\",\"VS1\",61.5,56,445,4.05,4.08,2.5\n\"29948\",0.25,\"Ideal\",\"H\",\"VS1\",62.6,53,445,4.04,4.08,2.54\n\"29949\",0.33,\"Very Good\",\"I\",\"SI1\",61.4,58,445,4.46,4.5,2.75\n\"29950\",0.33,\"Ideal\",\"I\",\"SI1\",61.5,57,445,4.46,4.49,2.75\n\"29951\",0.33,\"Premium\",\"I\",\"SI1\",61.3,59,445,4.46,4.51,2.75\n\"29952\",0.33,\"Ideal\",\"I\",\"SI1\",62.7,56,445,4.4,4.44,2.77\n\"29953\",0.33,\"Very Good\",\"I\",\"SI1\",62.8,58,445,4.39,4.43,2.77\n\"29954\",0.33,\"Good\",\"I\",\"SI1\",63.6,57,445,4.39,4.42,2.8\n\"29955\",0.33,\"Good\",\"I\",\"SI1\",63.2,58,445,4.36,4.38,2.76\n\"29956\",0.32,\"Ideal\",\"G\",\"SI1\",62.6,55,445,4.38,4.41,2.75\n\"29957\",0.23,\"Premium\",\"F\",\"VVS2\",61.3,59,445,3.94,3.99,2.43\n\"29958\",0.34,\"Good\",\"E\",\"SI2\",63.1,56,445,4.46,4.51,2.83\n\"29959\",0.35,\"Ideal\",\"J\",\"VS2\",61.8,55,446,4.54,4.56,2.81\n\"29960\",0.35,\"Ideal\",\"J\",\"VS2\",61.4,55,446,4.55,4.57,2.8\n\"29961\",0.31,\"Ideal\",\"G\",\"SI1\",61.7,54,446,4.38,4.4,2.71\n\"29962\",0.31,\"Ideal\",\"G\",\"SI1\",61.2,55,446,4.37,4.39,2.68\n\"29963\",0.36,\"Premium\",\"F\",\"SI2\",60.3,59,446,4.62,4.57,2.77\n\"29964\",0.31,\"Very Good\",\"H\",\"SI1\",62.4,60,446,4.32,4.34,2.7\n\"29965\",0.31,\"Very Good\",\"H\",\"SI1\",61.1,55,446,4.35,4.39,2.67\n\"29966\",0.31,\"Very Good\",\"H\",\"SI1\",61.4,55,446,4.36,4.44,2.7\n\"29967\",0.31,\"Good\",\"H\",\"SI1\",63.6,57,446,4.32,4.33,2.75\n\"29968\",0.31,\"Ideal\",\"H\",\"SI1\",62.7,56,446,4.33,4.38,2.73\n\"29969\",0.31,\"Very Good\",\"H\",\"SI1\",62.3,55,446,4.34,4.36,2.71\n\"29970\",0.31,\"Very Good\",\"H\",\"SI1\",61.1,57,446,4.32,4.35,2.65\n\"29971\",0.29,\"Ideal\",\"F\",\"VVS1\",61.1,57,715,4.26,4.29,2.61\n\"29972\",0.32,\"Ideal\",\"D\",\"SI1\",62.1,54,715,4.4,4.45,2.75\n\"29973\",0.32,\"Ideal\",\"D\",\"SI1\",61.5,56,715,4.41,4.44,2.72\n\"29974\",0.32,\"Ideal\",\"D\",\"SI1\",60.9,55,715,4.45,4.48,2.72\n\"29975\",0.32,\"Ideal\",\"D\",\"SI1\",61.5,54,715,4.42,4.46,2.73\n\"29976\",0.35,\"Ideal\",\"I\",\"IF\",61.8,55,715,4.55,4.57,2.82\n\"29977\",0.35,\"Ideal\",\"I\",\"IF\",61.1,56,715,4.56,4.6,2.8\n\"29978\",0.35,\"Ideal\",\"I\",\"IF\",61.5,55,715,4.53,4.57,2.8\n\"29979\",0.38,\"Very Good\",\"G\",\"VS2\",59.7,62,715,4.66,4.68,2.79\n\"29980\",0.39,\"Very Good\",\"F\",\"VS2\",62.1,59,716,4.69,4.71,2.92\n\"29981\",0.39,\"Ideal\",\"G\",\"SI2\",60.9,56,716,4.78,4.74,2.9\n\"29982\",0.31,\"Ideal\",\"F\",\"VVS2\",61.2,56,716,4.4,4.43,2.7\n\"29983\",0.43,\"Ideal\",\"I\",\"VS2\",62,55,716,4.84,4.87,3.01\n\"29984\",0.43,\"Ideal\",\"I\",\"VS2\",61.9,54,716,4.87,4.88,3.02\n\"29985\",0.43,\"Ideal\",\"I\",\"VS2\",61.8,55,716,4.85,4.89,3.01\n\"29986\",0.32,\"Ideal\",\"E\",\"VS2\",61.5,56,716,4.43,4.45,2.73\n\"29987\",0.32,\"Ideal\",\"F\",\"VS1\",61.9,57,716,4.38,4.41,2.72\n\"29988\",0.32,\"Ideal\",\"F\",\"VS1\",61.9,56,716,4.39,4.43,2.73\n\"29989\",0.32,\"Ideal\",\"F\",\"VS1\",61,54,716,4.42,4.44,2.7\n\"29990\",0.32,\"Ideal\",\"F\",\"VS1\",61.6,57,716,4.39,4.42,2.71\n\"29991\",0.32,\"Ideal\",\"F\",\"VS1\",61.7,56,716,4.39,4.42,2.72\n\"29992\",0.32,\"Ideal\",\"F\",\"VS1\",61,56,716,4.45,4.48,2.72\n\"29993\",0.43,\"Ideal\",\"D\",\"SI2\",62.6,56,716,4.84,4.88,3.04\n\"29994\",0.43,\"Premium\",\"E\",\"SI2\",61.2,59,716,4.82,4.89,2.97\n\"29995\",0.43,\"Ideal\",\"H\",\"SI1\",62.5,57,716,4.79,4.84,3.01\n\"29996\",0.43,\"Premium\",\"E\",\"SI2\",60.8,58,716,4.86,4.88,2.96\n\"29997\",0.43,\"Premium\",\"D\",\"SI2\",62.6,58,716,4.79,4.82,3.01\n\"29998\",0.43,\"Ideal\",\"E\",\"SI2\",62.1,56,716,4.84,4.85,3.01\n\"29999\",0.43,\"Ideal\",\"D\",\"SI2\",61,57,716,4.81,4.86,2.95\n\"30000\",0.43,\"Very 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10\",0.3,\"Premium\",\"E\",\"VS2\",61.8,58,844,4.28,4.26,2.64\n\"33911\",0.3,\"Ideal\",\"E\",\"VS2\",62.4,56,844,4.28,4.25,2.66\n\"33912\",0.3,\"Premium\",\"E\",\"VS2\",62.6,58,844,4.28,4.25,2.67\n\"33913\",0.3,\"Premium\",\"E\",\"VS2\",62.8,59,844,4.26,4.24,2.67\n\"33914\",0.3,\"Premium\",\"E\",\"VS2\",62.2,60,844,4.28,4.24,2.65\n\"33915\",0.3,\"Ideal\",\"E\",\"VS2\",62.4,57,844,4.29,4.24,2.66\n\"33916\",0.3,\"Premium\",\"E\",\"VS2\",62,60,844,4.26,4.23,2.63\n\"33917\",0.3,\"Ideal\",\"E\",\"VS2\",62.4,57,844,4.26,4.24,2.65\n\"33918\",0.3,\"Premium\",\"E\",\"VS2\",62.9,58,844,4.24,4.22,2.66\n\"33919\",0.3,\"Premium\",\"E\",\"VS2\",62.9,58,844,4.27,4.22,2.67\n\"33920\",0.47,\"Good\",\"E\",\"SI2\",56.5,62,844,5.17,5.09,2.9\n\"33921\",0.37,\"Ideal\",\"F\",\"SI1\",60.2,53,844,4.74,4.7,2.84\n\"33922\",0.3,\"Premium\",\"E\",\"VS2\",62.5,59,844,4.3,4.27,2.68\n\"33923\",0.3,\"Ideal\",\"E\",\"VS2\",62.6,56,844,4.34,4.29,2.7\n\"33924\",0.3,\"Ideal\",\"E\",\"VS2\",62.4,56,844,4.33,4.26,2.68\n\"33925\",0.37,\"Ideal\",\"E\",\"VVS2\",62.2,56,844,4.6,4.63,2.87\n\"33926\",0.37,\"Ideal\",\"E\",\"VVS2\",61.8,54,844,4.6,4.63,2.85\n\"33927\",0.37,\"Very 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Good\",\"F\",\"VS1\",62.7,57,883,4.71,4.64,2.93\n\"35040\",0.44,\"Ideal\",\"D\",\"SI1\",62.4,57,883,4.86,4.89,3.04\n\"35041\",0.4,\"Ideal\",\"G\",\"VVS2\",61.4,53,883,4.73,4.81,2.93\n\"35042\",0.32,\"Ideal\",\"E\",\"VVS2\",61.1,55,883,4.41,4.46,2.71\n\"35043\",0.32,\"Ideal\",\"G\",\"IF\",62.3,54,883,4.39,4.4,2.74\n\"35044\",0.4,\"Good\",\"F\",\"VS1\",63,62,883,4.65,4.68,2.94\n\"35045\",0.42,\"Premium\",\"F\",\"VS2\",61.9,58,884,4.76,4.8,2.96\n\"35046\",0.42,\"Ideal\",\"I\",\"VVS1\",60.2,57,884,4.85,4.88,2.93\n\"35047\",0.42,\"Ideal\",\"I\",\"VVS1\",62.7,55,884,4.77,4.8,3\n\"35048\",0.42,\"Very Good\",\"F\",\"VS2\",61.7,59,884,4.75,4.82,2.95\n\"35049\",0.42,\"Ideal\",\"I\",\"VVS1\",62.4,57,884,4.79,4.83,3\n\"35050\",0.36,\"Ideal\",\"G\",\"VVS1\",62.1,56,884,4.58,4.6,2.85\n\"35051\",0.42,\"Ideal\",\"I\",\"VVS1\",62.5,57,884,4.77,4.8,2.99\n\"35052\",0.42,\"Ideal\",\"I\",\"VVS1\",62,55,884,4.8,4.88,3\n\"35053\",0.31,\"Ideal\",\"F\",\"VVS1\",61.8,56,884,4.33,4.37,2.69\n\"35054\",0.31,\"Ideal\",\"F\",\"VVS1\",61,57,884,4.38,4.39,2.67\n\"35055\",0.47,\"Ideal\",\"I\",\"VS2\",62.1,54,884,4.99,5.03,3.11\n\"35056\",0.47,\"Ideal\",\"I\",\"VS2\",62.1,53,884,4.99,5.02,3.11\n\"35057\",0.47,\"Ideal\",\"I\",\"VS2\",62.1,54,884,4.98,5,3.1\n\"35058\",0.38,\"Ideal\",\"D\",\"SI1\",61.8,55,884,4.67,4.69,2.89\n\"35059\",0.38,\"Ideal\",\"D\",\"SI1\",61.3,57,884,4.67,4.7,2.87\n\"35060\",0.4,\"Premium\",\"D\",\"SI1\",60.9,60,884,4.78,4.74,2.9\n\"35061\",0.35,\"Very 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Good\",\"J\",\"SI1\",63.2,55,1000,5.07,5.03,3.19\n\"37805\",0.35,\"Very Good\",\"G\",\"IF\",60.5,56,1001,4.56,4.6,2.77\n\"37806\",0.41,\"Ideal\",\"F\",\"VVS1\",61.3,56,1001,4.8,4.82,2.95\n\"37807\",0.34,\"Ideal\",\"E\",\"VVS1\",61.8,57,1001,4.47,4.5,2.77\n\"37808\",0.35,\"Ideal\",\"G\",\"IF\",62,54,1001,4.54,4.56,2.82\n\"37809\",0.35,\"Ideal\",\"G\",\"IF\",61.7,55,1001,4.52,4.55,2.8\n\"37810\",0.35,\"Ideal\",\"G\",\"IF\",61.5,55,1001,4.53,4.57,2.8\n\"37811\",0.35,\"Ideal\",\"G\",\"IF\",61.9,54,1001,4.56,4.58,2.83\n\"37812\",0.35,\"Ideal\",\"G\",\"IF\",61.3,55,1001,4.57,4.6,2.81\n\"37813\",0.44,\"Good\",\"E\",\"VS2\",59,64,1001,5.01,4.94,2.93\n\"37814\",0.7,\"Fair\",\"G\",\"I1\",66.9,55,1001,5.6,5.52,3.72\n\"37815\",0.52,\"Premium\",\"G\",\"SI2\",62.5,59,1001,5.1,5.07,3.18\n\"37816\",0.36,\"Ideal\",\"D\",\"VS1\",61.8,55,1002,4.58,4.54,2.82\n\"37817\",0.36,\"Very Good\",\"G\",\"IF\",60.4,62,1002,4.6,4.64,2.79\n\"37818\",0.41,\"Good\",\"E\",\"VVS1\",63.5,57,1002,4.73,4.75,3.01\n\"37819\",0.51,\"Good\",\"G\",\"SI2\",63.2,57,1002,5.03,5.07,3.19\n\"37820\",0.32,\"Ideal\",\"F\",\"VVS2\",61.3,56,1002,4.42,4.45,2.72\n\"37821\",0.53,\"Ideal\",\"J\",\"SI2\",62.3,58,1002,5.13,5.17,3.21\n\"37822\",0.31,\"Ideal\",\"E\",\"IF\",61.3,58,1002,4.37,4.4,2.69\n\"37823\",0.33,\"Ideal\",\"D\",\"VS2\",62.1,56,1002,4.48,4.44,2.77\n\"37824\",0.33,\"Ideal\",\"E\",\"VS1\",61.6,56,1002,4.46,4.43,2.74\n\"37825\",0.33,\"Premium\",\"E\",\"VS1\",61.6,58,1002,4.45,4.41,2.73\n\"37826\",0.33,\"Premium\",\"E\",\"VS1\",60.9,58,1002,4.49,4.45,2.72\n\"37827\",0.33,\"Ideal\",\"E\",\"VS1\",60.2,57,1002,4.52,4.48,2.71\n\"37828\",0.33,\"Ideal\",\"E\",\"VS1\",59.6,56,1002,4.54,4.49,2.69\n\"37829\",0.33,\"Ideal\",\"E\",\"VS1\",60.6,57,1002,4.54,4.5,2.74\n\"37830\",0.33,\"Ideal\",\"D\",\"VS2\",62.1,56,1002,4.47,4.42,2.76\n\"37831\",0.33,\"Ideal\",\"D\",\"VS2\",61.8,56,1002,4.48,4.45,2.76\n\"37832\",0.33,\"Ideal\",\"D\",\"VS2\",61.8,56,1002,4.44,4.4,2.73\n\"37833\",0.33,\"Ideal\",\"D\",\"VS2\",60.7,57,1002,4.5,4.46,2.72\n\"37834\",0.33,\"Ideal\",\"D\",\"VS2\",60.9,55,1002,4.5,4.46,2.73\n\"37835\",0.33,\"Ideal\",\"D\",\"VS2\",60.9,55,1002,4.5,4.47,2.73\n\"37836\",0.33,\"Ideal\",\"D\",\"VS2\",61.9,53,1002,4.49,4.46,2.77\n\"37837\",0.33,\"Premium\",\"D\",\"VS2\",60.7,58,1002,4.5,4.46,2.72\n\"37838\",0.33,\"Ideal\",\"D\",\"VS2\",62.1,55,1002,4.46,4.43,2.76\n\"37839\",0.33,\"Ideal\",\"D\",\"VS2\",62.1,54,1002,4.46,4.43,2.76\n\"37840\",0.33,\"Ideal\",\"D\",\"VS2\",62.3,56,1002,4.46,4.43,2.77\n\"37841\",0.33,\"Ideal\",\"D\",\"VS2\",62.5,56,1002,4.46,4.43,2.78\n\"37842\",0.33,\"Ideal\",\"D\",\"VS2\",62.8,54,1002,4.46,4.43,2.79\n\"37843\",0.33,\"Ideal\",\"D\",\"VS2\",62.3,57,1002,4.45,4.41,2.76\n\"37844\",0.33,\"Ideal\",\"D\",\"VS2\",62.5,55,1002,4.45,4.41,2.77\n\"37845\",0.33,\"Ideal\",\"D\",\"VS2\",61.9,56,1002,4.44,4.42,2.74\n\"37846\",0.33,\"Ideal\",\"D\",\"VS2\",61.9,57,1002,4.47,4.42,2.75\n\"37847\",0.33,\"Ideal\",\"D\",\"VS2\",62.6,56,1002,4.43,4.39,2.76\n\"37848\",0.33,\"Premium\",\"D\",\"VS2\",61.2,58,1002,4.44,4.41,2.71\n\"37849\",0.33,\"Ideal\",\"E\",\"VS1\",62.6,57,1002,4.42,4.4,2.76\n\"37850\",0.33,\"Premium\",\"E\",\"VS1\",61.5,59,1002,4.46,4.42,2.73\n\"37851\",0.33,\"Ideal\",\"E\",\"VS1\",62.7,57,1002,4.45,4.38,2.77\n\"37852\",0.46,\"Fair\",\"G\",\"VS2\",65.3,56,1002,4.83,4.76,3.13\n\"37853\",0.33,\"Premium\",\"D\",\"VVS2\",62.6,56,1002,4.47,4.44,2.79\n\"37854\",0.37,\"Very 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Good\",\"D\",\"VS1\",62.9,55,1004,4.73,4.77,2.99\n\"37869\",0.39,\"Ideal\",\"G\",\"VVS1\",58.8,62,1004,4.77,4.79,2.81\n\"37870\",0.38,\"Ideal\",\"F\",\"VS1\",61.1,56,1004,4.7,4.65,2.86\n\"37871\",0.39,\"Ideal\",\"E\",\"VS1\",62.2,53.3,1004,4.68,4.7,2.92\n\"37872\",0.39,\"Ideal\",\"E\",\"VS1\",62.3,54.4,1004,4.66,4.69,2.91\n\"37873\",0.41,\"Ideal\",\"E\",\"VS1\",61.6,54,1004,4.77,4.8,2.95\n\"37874\",0.39,\"Ideal\",\"E\",\"VS1\",62.7,53.6,1004,4.67,4.69,2.93\n\"37875\",0.51,\"Ideal\",\"J\",\"SI1\",61.5,56,1004,5.14,5.17,3.17\n\"37876\",0.32,\"Ideal\",\"E\",\"IF\",60.6,60,1004,4.43,4.45,2.69\n\"37877\",0.51,\"Premium\",\"G\",\"SI2\",59.9,60,1004,5.14,5.07,3.06\n\"37878\",0.42,\"Very Good\",\"E\",\"VS1\",62.9,57,1005,4.75,4.79,3\n\"37879\",0.38,\"Very Good\",\"D\",\"VS2\",63.1,55,1005,4.6,4.59,2.9\n\"37880\",0.43,\"Ideal\",\"G\",\"VS1\",61.6,55.1,1005,4.85,4.89,3\n\"37881\",0.4,\"Very Good\",\"G\",\"VS1\",63.4,56,1005,4.72,4.68,2.98\n\"37882\",0.4,\"Ideal\",\"E\",\"VS1\",61.2,55,1005,4.79,4.76,2.92\n\"37883\",0.48,\"Premium\",\"E\",\"SI2\",62.9,60,1005,4.93,4.9,3.09\n\"37884\",0.3,\"Very Good\",\"E\",\"VVS1\",61.8,56,1006,4.29,4.32,2.66\n\"37885\",0.46,\"Ideal\",\"I\",\"VVS2\",61.4,57,1006,4.96,5,3.06\n\"37886\",0.42,\"Ideal\",\"D\",\"VS1\",61.4,55,1006,4.8,4.9,2.98\n\"37887\",0.5,\"Premium\",\"G\",\"SI2\",61.9,58,1006,5.12,5.09,3.16\n\"37888\",0.47,\"Ideal\",\"H\",\"VS2\",62,54,1006,4.99,5.01,3.1\n\"37889\",0.33,\"Ideal\",\"D\",\"VS1\",61.3,55,1006,4.46,4.48,2.74\n\"37890\",0.36,\"Ideal\",\"G\",\"IF\",62,57,1006,4.54,4.58,2.82\n\"37891\",0.37,\"Premium\",\"D\",\"VS1\",61.9,58,1006,4.62,4.56,2.84\n\"37892\",0.46,\"Very Good\",\"F\",\"SI1\",63.1,56,1006,4.9,4.87,3.08\n\"37893\",0.41,\"Ideal\",\"F\",\"VS1\",62.1,56,1007,4.77,4.8,2.97\n\"37894\",0.41,\"Very 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2.3,54,1013,4.33,4.31,2.69\n\"38127\",0.3,\"Ideal\",\"G\",\"VVS1\",62.3,55,1013,4.31,4.29,2.68\n\"38128\",0.3,\"Ideal\",\"G\",\"VVS1\",61.7,57,1013,4.32,4.3,2.66\n\"38129\",0.3,\"Ideal\",\"G\",\"VVS1\",61.3,56,1013,4.34,4.3,2.65\n\"38130\",0.3,\"Premium\",\"G\",\"VVS1\",62.1,56,1013,4.31,4.29,2.67\n\"38131\",0.3,\"Very 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Good\",\"D\",\"SI1\",63.1,59,1015,4.71,4.7,2.97\n\"38195\",0.41,\"Very Good\",\"E\",\"SI1\",63.2,56,1015,4.74,4.72,2.99\n\"38196\",0.5,\"Very Good\",\"D\",\"SI2\",63.1,56,1015,5.05,4.96,3.16\n\"38197\",0.5,\"Good\",\"D\",\"SI2\",58.5,64,1015,5.2,5.12,3.02\n\"38198\",0.41,\"Premium\",\"D\",\"SI1\",60.5,60,1015,4.81,4.77,2.9\n\"38199\",0.5,\"Premium\",\"F\",\"SI2\",62.3,59,1016,5.1,5.04,3.16\n\"38200\",0.5,\"Ideal\",\"F\",\"SI2\",61.6,57,1016,5.14,5.08,3.15\n\"38201\",0.44,\"Very Good\",\"H\",\"VVS1\",63.1,56,1016,4.83,4.87,3.06\n\"38202\",0.44,\"Very 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Good\",\"D\",\"VS1\",62.3,59,1018,4.72,4.79,2.96\n\"38238\",0.41,\"Very Good\",\"D\",\"VS1\",61.7,58,1018,4.76,4.8,2.95\n\"38239\",0.35,\"Very Good\",\"D\",\"VS1\",60.8,56,1018,4.56,4.58,2.78\n\"38240\",0.32,\"Very Good\",\"E\",\"IF\",61.4,55,1018,4.43,4.46,2.73\n\"38241\",0.39,\"Ideal\",\"D\",\"VVS2\",60,56,1018,4.77,4.79,2.87\n\"38242\",0.41,\"Ideal\",\"D\",\"VS1\",61.2,57,1018,4.77,4.81,2.93\n\"38243\",0.41,\"Ideal\",\"D\",\"VS1\",62.3,56,1018,4.71,4.79,2.96\n\"38244\",0.32,\"Ideal\",\"E\",\"IF\",62.3,54,1018,4.38,4.41,2.74\n\"38245\",0.32,\"Ideal\",\"E\",\"IF\",62.9,54,1018,4.37,4.41,2.76\n\"38246\",0.32,\"Ideal\",\"E\",\"IF\",61.1,56,1018,4.42,4.48,2.72\n\"38247\",0.32,\"Ideal\",\"E\",\"IF\",61.1,58,1018,4.42,4.45,2.71\n\"38248\",0.32,\"Ideal\",\"E\",\"IF\",62.3,53,1018,4.39,4.41,2.74\n\"38249\",0.32,\"Ideal\",\"E\",\"IF\",61.9,55,1018,4.38,4.41,2.72\n\"38250\",0.36,\"Ideal\",\"D\",\"VS1\",62.8,55,1018,4.55,4.52,2.85\n\"38251\",0.31,\"Ideal\",\"J\",\"SI1\",62.4,53,379,4.38,4.4,2.74\n\"38252\",0.31,\"Very Good\",\"J\",\"VS2\",62.3,60,380,4.29,4.34,2.69\n\"38253\",0.31,\"Premium\",\"J\",\"VS2\",62.5,60,380,4.31,4.36,2.71\n\"38254\",0.31,\"Very Good\",\"J\",\"VS2\",62.7,58,380,4.3,4.34,2.71\n\"38255\",0.31,\"Premium\",\"J\",\"VS2\",62.4,60,380,4.29,4.33,2.69\n\"38256\",0.26,\"Very Good\",\"F\",\"VS2\",62.5,55,381,4.05,4.08,2.54\n\"38257\",0.28,\"Very Good\",\"G\",\"SI1\",62,55,382,4.2,4.25,2.62\n\"38258\",0.3,\"Very Good\",\"I\",\"SI1\",62.5,57,382,4.27,4.3,2.68\n\"38259\",0.3,\"Ideal\",\"G\",\"SI2\",61.7,57,382,4.26,4.3,2.64\n\"38260\",0.3,\"Ideal\",\"G\",\"SI2\",62.5,56,382,4.28,4.3,2.68\n\"38261\",0.3,\"Ideal\",\"I\",\"SI1\",61.8,57,382,4.3,4.34,2.67\n\"38262\",0.26,\"Premium\",\"H\",\"VS1\",62.3,59,382,4.06,4.1,2.54\n\"38263\",0.26,\"Premium\",\"G\",\"VS1\",61.3,60,382,4.07,4.12,2.51\n\"38264\",0.31,\"Very Good\",\"I\",\"SI2\",60.6,61,383,4.4,4.45,2.68\n\"38265\",0.27,\"Ideal\",\"H\",\"SI1\",61.3,55,383,4.17,4.21,2.57\n\"38266\",0.24,\"Good\",\"F\",\"VS1\",60.2,65,383,3.97,4,2.4\n\"38267\",0.29,\"Very Good\",\"I\",\"VS2\",62.4,55,384,4.25,4.27,2.66\n\"38268\",0.26,\"Very Good\",\"E\",\"SI1\",62,54,384,4.08,4.11,2.54\n\"38269\",0.3,\"Ideal\",\"J\",\"VS2\",62.1,56,384,4.29,4.34,2.68\n\"38270\",0.3,\"Ideal\",\"J\",\"VS2\",61.6,56,384,4.31,4.33,2.66\n\"38271\",0.23,\"Ideal\",\"G\",\"VS1\",61.6,55,384,3.96,3.99,2.45\n\"38272\",0.32,\"Ideal\",\"J\",\"SI1\",61.8,54.9,384,4.39,4.42,2.72\n\"38273\",0.26,\"Ideal\",\"I\",\"VS2\",62,56,385,4.13,4.09,2.55\n\"38274\",0.21,\"Very Good\",\"E\",\"VS2\",63.2,54,386,3.82,3.78,2.4\n\"38275\",0.21,\"Premium\",\"E\",\"VS2\",60.5,59,386,3.87,3.83,2.33\n\"38276\",0.21,\"Premium\",\"E\",\"VS2\",59.6,56,386,3.93,3.89,2.33\n\"38277\",0.21,\"Premium\",\"D\",\"VS2\",61.6,59,386,3.82,3.78,2.34\n\"38278\",0.21,\"Premium\",\"D\",\"VS2\",60.6,60,386,3.85,3.81,2.32\n\"38279\",0.21,\"Premium\",\"D\",\"VS2\",59.1,62,386,3.89,3.86,2.29\n\"38280\",0.21,\"Premium\",\"D\",\"VS2\",58.3,59,386,3.96,3.93,2.3\n\"38281\",0.28,\"Very Good\",\"E\",\"VS2\",63.7,58,487,4.12,4.14,2.63\n\"38282\",0.28,\"Very Good\",\"F\",\"VS2\",62.7,58,487,4.14,4.15,2.6\n\"38283\",0.28,\"Very Good\",\"F\",\"VS2\",61.7,58,487,4.17,4.19,2.58\n\"38284\",0.28,\"Very Good\",\"F\",\"VS2\",60.8,58,487,4.19,4.26,2.57\n\"38285\",0.28,\"Very Good\",\"F\",\"VS1\",62.1,59,487,4.16,4.21,2.6\n\"38286\",0.28,\"Very Good\",\"F\",\"VS1\",60.8,58,487,4.24,4.28,2.59\n\"38287\",0.28,\"Very Good\",\"F\",\"VS1\",61,59,487,4.18,4.24,2.57\n\"38288\",0.28,\"Very Good\",\"F\",\"VS1\",61,59,487,4.23,4.29,2.6\n\"38289\",0.28,\"Very Good\",\"E\",\"VS1\",60.9,59,487,4.19,4.22,2.56\n\"38290\",0.28,\"Very Good\",\"E\",\"VS1\",60.2,58,487,4.23,4.27,2.56\n\"38291\",0.28,\"Very Good\",\"E\",\"VS1\",59.5,59,487,4.29,4.35,2.57\n\"38292\",0.28,\"Very Good\",\"E\",\"VS1\",58.9,58,487,4.27,4.32,2.53\n\"38293\",0.28,\"Very Good\",\"D\",\"VS1\",61.7,58,487,4.19,4.24,2.6\n\"38294\",0.28,\"Ideal\",\"D\",\"VS2\",61.2,57,487,4.2,4.23,2.58\n\"38295\",0.3,\"Ideal\",\"G\",\"SI1\",61.2,56,487,4.33,4.36,2.65\n\"38296\",0.3,\"Ideal\",\"G\",\"SI1\",60.6,57,487,4.34,4.37,2.63\n\"38297\",0.3,\"Ideal\",\"G\",\"SI1\",61.8,56,487,4.31,4.34,2.67\n\"38298\",0.28,\"Good\",\"F\",\"VS1\",58.3,58,487,4.33,4.35,2.53\n\"38299\",0.28,\"Ideal\",\"E\",\"VS1\",61.4,56,487,4.2,4.24,2.59\n\"38300\",0.28,\"Ideal\",\"D\",\"VS2\",62.4,57,487,4.16,4.2,2.61\n\"38301\",0.37,\"Ideal\",\"J\",\"VS1\",62.6,57,487,4.54,4.57,2.85\n\"38302\",0.35,\"Very Good\",\"D\",\"SI2\",62.4,57,487,4.47,4.5,2.8\n\"38303\",0.28,\"Ideal\",\"E\",\"VS1\",62,56,487,4.18,4.21,2.6\n\"38304\",0.37,\"Ideal\",\"J\",\"VS1\",62.4,55,487,4.59,4.64,2.88\n\"38305\",0.37,\"Very Good\",\"F\",\"SI2\",60.7,57,487,4.62,4.67,2.82\n\"38306\",0.37,\"Good\",\"G\",\"SI2\",63.4,57,487,4.55,4.57,2.89\n\"38307\",0.37,\"Very Good\",\"F\",\"SI2\",60.2,60,487,4.6,4.7,2.8\n\"38308\",0.37,\"Good\",\"G\",\"SI2\",63.3,55,487,4.58,4.61,2.91\n\"38309\",0.31,\"Good\",\"I\",\"SI1\",64.3,55,488,4.29,4.27,2.75\n\"38310\",0.31,\"Premium\",\"J\",\"VS2\",62.7,58,488,4.34,4.3,2.71\n\"38311\",0.46,\"Ideal\",\"J\",\"VVS1\",61.8,56,1018,4.97,4.93,3.06\n\"38312\",0.46,\"Ideal\",\"J\",\"VVS1\",62.5,56,1018,4.93,4.89,3.07\n\"38313\",0.46,\"Ideal\",\"F\",\"SI1\",62.5,56,1018,4.94,4.92,3.08\n\"38314\",0.44,\"Premium\",\"F\",\"VS2\",61.1,62,1018,4.98,4.92,3.03\n\"38315\",0.44,\"Good\",\"F\",\"SI1\",56.9,61,1018,5.12,5.07,2.9\n\"38316\",0.41,\"Very Good\",\"E\",\"VVS2\",63.8,58,1019,4.67,4.7,2.99\n\"38317\",0.52,\"Very Good\",\"J\",\"SI1\",62.5,59,1019,5.14,5.16,3.22\n\"38318\",0.41,\"Ideal\",\"D\",\"VS1\",62.6,55,1019,4.75,4.77,2.98\n\"38319\",0.52,\"Ideal\",\"I\",\"SI1\",62,54,1019,5.17,5.19,3.21\n\"38320\",0.57,\"Ideal\",\"G\",\"I1\",59.5,57,1019,5.46,5.42,3.24\n\"38321\",0.5,\"Very Good\",\"F\",\"SI2\",63.1,60,1020,5,5.04,3.17\n\"38322\",0.5,\"Very Good\",\"F\",\"SI2\",62.9,57,1020,5.02,5.06,3.17\n\"38323\",0.5,\"Very Good\",\"F\",\"SI2\",62.5,56,1020,5.05,5.09,3.17\n\"38324\",0.4,\"Ideal\",\"E\",\"VS2\",61.9,54,1020,4.74,4.73,2.93\n\"38325\",0.53,\"Ideal\",\"H\",\"SI2\",61.6,54,1020,5.22,5.26,3.23\n\"38326\",0.53,\"Ideal\",\"H\",\"SI2\",61.9,54,1020,5.21,5.23,3.23\n\"38327\",0.5,\"Ideal\",\"F\",\"SI2\",61.3,58,1020,5.1,5.12,3.13\n\"38328\",0.32,\"Premium\",\"E\",\"VVS1\",60.8,58,1020,4.41,4.38,2.67\n\"38329\",0.32,\"Premium\",\"E\",\"VVS1\",60.5,58,1020,4.47,4.42,2.69\n\"38330\",0.32,\"Ideal\",\"E\",\"VVS1\",61.7,55,1020,4.42,4.39,2.72\n\"38331\",0.32,\"Ideal\",\"E\",\"VVS1\",60.9,57,1020,4.45,4.42,2.7\n\"38332\",0.32,\"Ideal\",\"E\",\"VVS1\",61.6,56,1020,4.42,4.41,2.72\n\"38333\",0.32,\"Ideal\",\"E\",\"VVS1\",61.3,57,1020,4.43,4.38,2.7\n\"38334\",0.32,\"Ideal\",\"E\",\"VVS1\",61.7,56,1020,4.42,4.4,2.72\n\"38335\",0.32,\"Premium\",\"E\",\"VVS1\",61.8,59,1020,4.39,4.35,2.7\n\"38336\",0.32,\"Ideal\",\"E\",\"VVS1\",61.9,55,1020,4.41,4.38,2.72\n\"38337\",0.51,\"Premium\",\"J\",\"SI1\",62.6,59,1020,5.1,5.06,3.18\n\"38338\",0.32,\"Ideal\",\"G\",\"IF\",60.5,57,1020,4.44,4.42,2.68\n\"38339\",0.32,\"Premium\",\"G\",\"IF\",59.4,59,1020,4.51,4.48,2.67\n\"38340\",0.32,\"Ideal\",\"G\",\"IF\",61.8,55,1020,4.43,4.41,2.73\n\"38341\",0.32,\"Premium\",\"G\",\"IF\",59.9,58,1020,4.43,4.42,2.65\n\"38342\",0.32,\"Premium\",\"G\",\"IF\",62,60,1020,4.41,4.37,2.72\n\"38343\",0.32,\"Ideal\",\"G\",\"IF\",62.9,55,1020,4.41,4.37,2.76\n\"38344\",0.32,\"Premium\",\"G\",\"IF\",61.8,55,1020,4.45,4.39,2.73\n\"38345\",0.32,\"Ideal\",\"G\",\"IF\",62.4,55,1020,4.42,4.4,2.75\n\"38346\",0.32,\"Ideal\",\"G\",\"IF\",61.2,57,1020,4.43,4.4,2.7\n\"38347\",0.32,\"Ideal\",\"G\",\"IF\",60.9,56,1020,4.43,4.41,2.69\n\"38348\",0.48,\"Premium\",\"F\",\"SI1\",59.6,59,1020,5.13,5.11,3.05\n\"38349\",0.5,\"Premium\",\"G\",\"I1\",62.2,59,1020,5.07,5.03,3.14\n\"38350\",0.4,\"Ideal\",\"G\",\"SI1\",62.6,55,1020,4.71,4.69,2.93\n\"38351\",0.34,\"Premium\",\"F\",\"VS1\",61.5,55,1020,4.58,4.49,2.79\n\"38352\",0.51,\"Premium\",\"J\",\"VS2\",61.5,58,1020,5.14,5.1,3.15\n\"38353\",0.47,\"Very Good\",\"F\",\"SI1\",61.1,61,1021,4.97,5.01,3.05\n\"38354\",0.36,\"Ideal\",\"F\",\"VVS1\",61.5,54,1021,4.59,4.62,2.83\n\"38355\",0.33,\"Ideal\",\"F\",\"VVS1\",61.8,57,1021,4.47,4.43,2.75\n\"38356\",0.33,\"Ideal\",\"F\",\"VVS1\",61.9,56,1021,4.47,4.42,2.75\n\"38357\",0.33,\"Ideal\",\"D\",\"VVS2\",60.9,57,1021,4.48,4.46,2.72\n\"38358\",0.33,\"Ideal\",\"F\",\"VVS1\",62.4,55,1021,4.42,4.4,2.75\n\"38359\",0.33,\"Ideal\",\"F\",\"VVS1\",61.7,57,1021,4.47,4.44,2.75\n\"38360\",0.33,\"Ideal\",\"F\",\"VVS1\",62.4,55,1021,4.47,4.44,2.78\n\"38361\",0.33,\"Ideal\",\"F\",\"VVS1\",61.9,55,1021,4.44,4.42,2.74\n\"38362\",0.33,\"Ideal\",\"F\",\"VVS1\",61.8,57,1021,4.46,4.44,2.75\n\"38363\",0.33,\"Ideal\",\"D\",\"VVS2\",61.1,56,1021,4.46,4.44,2.72\n\"38364\",0.4,\"Premium\",\"H\",\"VS1\",61.3,59,1021,4.79,4.74,2.92\n\"38365\",0.38,\"Premium\",\"D\",\"VS2\",60.8,58,1021,4.73,4.68,2.86\n\"38366\",0.6,\"Very 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Good\",\"H\",\"SI1\",60,55,1148,5.2,5.23,3.13\n\"40534\",0.38,\"Premium\",\"G\",\"IF\",62.5,60,1148,4.61,4.64,2.89\n\"40535\",0.43,\"Ideal\",\"F\",\"VVS2\",61.5,55,1148,4.85,4.88,2.99\n\"40536\",0.39,\"Ideal\",\"F\",\"VVS1\",61.7,57,1148,4.68,4.71,2.89\n\"40537\",0.51,\"Ideal\",\"G\",\"SI2\",62.1,56,1148,5.1,5.13,3.18\n\"40538\",0.34,\"Ideal\",\"F\",\"IF\",60.7,57,1148,4.53,4.5,2.74\n\"40539\",0.36,\"Premium\",\"G\",\"IF\",62.5,60,1148,4.53,4.49,2.82\n\"40540\",0.36,\"Premium\",\"G\",\"IF\",61,59,1148,4.6,4.55,2.79\n\"40541\",0.36,\"Ideal\",\"G\",\"IF\",61.6,55,1148,4.59,4.57,2.82\n\"40542\",0.41,\"Premium\",\"G\",\"VVS1\",59.7,60,1148,4.85,4.83,2.89\n\"40543\",0.35,\"Premium\",\"E\",\"IF\",59,61,1148,4.64,4.62,2.73\n\"40544\",0.61,\"Very Good\",\"J\",\"SI1\",60.8,58,1149,5.46,5.49,3.33\n\"40545\",0.55,\"Very Good\",\"I\",\"SI1\",63.6,57,1149,5.15,5.19,3.29\n\"40546\",0.45,\"Good\",\"D\",\"VS2\",63.7,61,1149,4.81,4.73,3.04\n\"40547\",0.42,\"Ideal\",\"G\",\"VVS1\",61.9,56,1150,4.8,4.85,2.98\n\"40548\",0.52,\"Ideal\",\"G\",\"SI2\",61.3,56,1150,5.19,5.22,3.19\n\"40549\",0.41,\"Good\",\"F\",\"VVS2\",59.2,63,1150,4.82,4.87,2.87\n\"40550\",0.4,\"Ideal\",\"E\",\"VS2\",61.4,57,1150,4.78,4.75,2.92\n\"40551\",0.57,\"Very Good\",\"I\",\"SI1\",61.1,61,1151,5.34,5.37,3.27\n\"40552\",0.41,\"Ideal\",\"D\",\"VS1\",61.3,54,1151,4.8,4.83,2.95\n\"40553\",0.41,\"Ideal\",\"F\",\"IF\",62.2,54,1151,4.76,4.79,2.97\n\"40554\",0.41,\"Very Good\",\"D\",\"VS1\",62.9,57,1151,4.73,4.75,2.98\n\"40555\",0.41,\"Ideal\",\"G\",\"VVS1\",61.7,55,1151,4.77,4.79,2.95\n\"40556\",0.41,\"Ideal\",\"D\",\"VS1\",61,57,1151,4.78,4.82,2.93\n\"40557\",0.41,\"Ideal\",\"D\",\"VS1\",61.8,57,1151,4.75,4.8,2.95\n\"40558\",0.41,\"Ideal\",\"G\",\"VVS1\",62,56,1151,4.78,4.8,2.97\n\"40559\",0.41,\"Very 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Good\",\"G\",\"SI1\",60.6,61,1161,5.17,5.19,3.14\n\"40728\",0.62,\"Ideal\",\"I\",\"SI2\",62.5,55,1161,5.45,5.49,3.42\n\"40729\",0.51,\"Ideal\",\"H\",\"SI1\",62.1,54,1161,5.13,5.15,3.19\n\"40730\",0.51,\"Ideal\",\"H\",\"SI1\",61.3,57,1161,5.1,5.14,3.14\n\"40731\",0.35,\"Very Good\",\"D\",\"VVS2\",60,56,1162,4.61,4.63,2.77\n\"40732\",0.37,\"Ideal\",\"E\",\"VVS2\",61.6,55,1162,4.62,4.63,2.85\n\"40733\",0.35,\"Ideal\",\"D\",\"VVS2\",60.8,56,1162,4.58,4.6,2.79\n\"40734\",0.54,\"Ideal\",\"F\",\"SI2\",61.2,56,1162,5.27,5.28,3.23\n\"40735\",0.46,\"Very 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Good\",\"D\",\"VVS2\",62.6,55,1168,4.7,4.72,2.95\n\"40784\",0.61,\"Good\",\"E\",\"I1\",63.4,57.1,1168,5.37,5.43,3.42\n\"40785\",0.4,\"Ideal\",\"F\",\"VVS1\",61.4,56,1168,4.77,4.81,2.94\n\"40786\",0.4,\"Ideal\",\"F\",\"VVS1\",61.8,58,1168,4.72,4.76,2.93\n\"40787\",0.4,\"Ideal\",\"F\",\"VVS1\",62.3,54,1168,4.75,4.78,2.97\n\"40788\",0.4,\"Ideal\",\"F\",\"VVS1\",61.9,55,1168,4.75,4.78,2.95\n\"40789\",0.4,\"Ideal\",\"F\",\"VVS1\",61.7,55,1168,4.77,4.79,2.95\n\"40790\",0.31,\"Ideal\",\"F\",\"IF\",61.4,56,1168,4.37,4.42,2.7\n\"40791\",0.31,\"Ideal\",\"F\",\"IF\",61,56,1168,4.38,4.41,2.68\n\"40792\",0.31,\"Ideal\",\"F\",\"IF\",61.2,57,1168,4.35,4.38,2.67\n\"40793\",0.31,\"Ideal\",\"F\",\"IF\",61.4,56,1168,4.4,4.43,2.71\n\"40794\",0.46,\"Good\",\"F\",\"VS1\",59.9,61.9,1168,5.02,5.06,3.01\n\"40795\",0.46,\"Good\",\"F\",\"VS1\",61.6,62.2,1168,4.84,5,3.04\n\"40796\",0.41,\"Very 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Good\",\"H\",\"SI1\",62,57,1170,5.11,5.19,3.19\n\"40810\",0.51,\"Good\",\"E\",\"SI1\",63.6,59,1170,5.13,5.06,3.24\n\"40811\",0.52,\"Ideal\",\"G\",\"SI2\",61.5,56,1170,5.15,5.19,3.18\n\"40812\",0.54,\"Ideal\",\"I\",\"SI1\",60,59,1170,5.29,5.31,3.18\n\"40813\",0.54,\"Ideal\",\"I\",\"SI1\",62.4,55,1170,5.19,5.23,3.25\n\"40814\",0.52,\"Good\",\"F\",\"SI2\",61.5,60.5,1170,5.11,5.16,3.16\n\"40815\",0.39,\"Ideal\",\"D\",\"VS1\",61.9,57,1170,4.71,4.69,2.91\n\"40816\",0.32,\"Ideal\",\"E\",\"IF\",62.6,55,1170,4.41,4.38,2.75\n\"40817\",0.38,\"Ideal\",\"D\",\"VS1\",62.4,56,1170,4.68,4.64,2.91\n\"40818\",0.32,\"Ideal\",\"E\",\"IF\",61.9,56,1170,4.42,4.4,2.73\n\"40819\",0.32,\"Premium\",\"E\",\"IF\",61.6,58,1170,4.39,4.38,2.7\n\"40820\",0.39,\"Ideal\",\"D\",\"VS1\",62,57,1170,4.71,4.67,2.91\n\"40821\",0.51,\"Ideal\",\"E\",\"SI2\",63,56,1170,5.14,5.12,3.23\n\"40822\",0.39,\"Premium\",\"G\",\"VVS1\",59.9,59,1170,4.75,4.73,2.84\n\"40823\",0.39,\"Ideal\",\"G\",\"VVS1\",62.3,57,1170,4.7,4.64,2.91\n\"40824\",0.39,\"Premium\",\"G\",\"VVS1\",60.4,59,1170,4.75,4.72,2.86\n\"40825\",0.39,\"Ideal\",\"D\",\"VS1\",60.3,56,1170,4.77,4.71,2.86\n\"40826\",0.52,\"Very 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Good\",\"F\",\"SI2\",63,56,1173,5.34,5.26,3.34\n\"40846\",0.46,\"Premium\",\"E\",\"VS2\",61.5,60,1173,4.95,4.91,3.03\n\"40847\",0.46,\"Premium\",\"E\",\"VS2\",58.5,61,1173,5.1,5.05,2.97\n\"40848\",0.38,\"Ideal\",\"D\",\"VVS1\",62,57,1173,4.6,4.69,2.88\n\"40849\",0.53,\"Ideal\",\"I\",\"VS2\",61.9,54,1173,5.21,5.23,3.23\n\"40850\",0.56,\"Ideal\",\"G\",\"SI2\",61.9,54,1173,5.29,5.34,3.29\n\"40851\",0.55,\"Ideal\",\"G\",\"SI2\",62.1,56,1173,5.25,5.28,3.27\n\"40852\",0.54,\"Ideal\",\"F\",\"SI2\",61,56,1173,5.24,5.29,3.21\n\"40853\",0.57,\"Ideal\",\"I\",\"SI1\",62.5,55,1173,5.28,5.32,3.31\n\"40854\",0.53,\"Premium\",\"G\",\"SI2\",60.8,58,1173,5.21,5.19,3.16\n\"40855\",0.5,\"Ideal\",\"G\",\"SI1\",62.2,56,1173,5.13,5.08,3.17\n\"40856\",0.49,\"Very Good\",\"D\",\"SI1\",58.6,60,1174,5.14,5.2,3.03\n\"40857\",0.53,\"Very Good\",\"E\",\"SI2\",63,57,1174,5.13,5.16,3.24\n\"40858\",0.34,\"Ideal\",\"D\",\"VVS2\",61.3,56,1174,4.48,4.52,2.76\n\"40859\",0.34,\"Ideal\",\"F\",\"VVS1\",61.6,56,1174,4.5,4.53,2.78\n\"40860\",0.34,\"Ideal\",\"F\",\"VVS1\",61.1,56,1174,4.5,4.53,2.76\n\"40861\",0.33,\"Ideal\",\"E\",\"VVS1\",61.2,55,1174,4.48,4.51,2.75\n\"40862\",0.61,\"Fair\",\"J\",\"VS2\",58.2,56,1174,5.74,5.49,3.27\n\"40863\",0.52,\"Very Good\",\"E\",\"SI2\",62.4,59,1175,5.13,5.16,3.21\n\"40864\",0.56,\"Very Good\",\"I\",\"SI1\",61.8,56,1175,5.22,5.3,3.25\n\"40865\",0.52,\"Very Good\",\"H\",\"SI1\",59.3,59,1175,5.25,5.28,3.12\n\"40866\",0.55,\"Ideal\",\"F\",\"SI2\",62.4,56,1175,5.22,5.26,3.27\n\"40867\",0.55,\"Ideal\",\"F\",\"SI2\",62.3,57,1175,5.22,5.27,3.27\n\"40868\",0.55,\"Ideal\",\"F\",\"SI2\",61.2,56,1175,5.23,5.29,3.22\n\"40869\",0.55,\"Good\",\"H\",\"SI1\",63.6,55,1175,5.18,5.23,3.31\n\"40870\",0.55,\"Premium\",\"F\",\"SI2\",60.6,58,1175,5.28,5.31,3.21\n\"40871\",0.64,\"Ideal\",\"G\",\"SI2\",62.2,53,1175,5.54,5.56,3.45\n\"40872\",0.51,\"Ideal\",\"G\",\"SI1\",61.5,54,1175,5.17,5.21,3.19\n\"40873\",0.5,\"Good\",\"D\",\"SI2\",61.9,63,1175,5.05,5.07,3.13\n\"40874\",0.5,\"Fair\",\"H\",\"VS2\",65.1,59,1175,5.02,5.06,3.28\n\"40875\",0.73,\"Fair\",\"I\",\"I1\",66.1,58,1175,5.63,5.5,3.68\n\"40876\",0.5,\"Very Good\",\"I\",\"VS2\",61.7,58,1176,5.08,5.13,3.15\n\"40877\",0.42,\"Ideal\",\"E\",\"VVS1\",61.8,56,1176,4.81,4.83,2.98\n\"40878\",0.52,\"Ideal\",\"F\",\"SI2\",61.4,56,1176,5.18,5.21,3.19\n\"40879\",0.38,\"Ideal\",\"E\",\"VVS2\",61.6,55,1176,4.72,4.67,2.89\n\"40880\",0.33,\"Ideal\",\"D\",\"VVS1\",61,55,1176,4.52,4.47,2.74\n\"40881\",0.57,\"Very Good\",\"I\",\"SI1\",63.3,56,1176,5.29,5.27,3.34\n\"40882\",0.38,\"Ideal\",\"E\",\"VVS2\",62.2,56,1176,4.65,4.58,2.87\n\"40883\",0.38,\"Ideal\",\"E\",\"VVS2\",61.9,57,1176,4.65,4.63,2.87\n\"40884\",0.38,\"Ideal\",\"E\",\"VVS2\",61.6,55,1176,4.66,4.63,2.86\n\"40885\",0.57,\"Premium\",\"J\",\"VS2\",60.2,62,1176,5.4,5.33,3.23\n\"40886\",0.57,\"Premium\",\"F\",\"SI2\",61.7,59,1176,5.34,5.31,3.29\n\"40887\",0.57,\"Premium\",\"F\",\"SI2\",61.4,56,1176,5.38,5.29,3.28\n\"40888\",0.56,\"Premium\",\"G\",\"SI1\",61.7,58,1176,5.31,5.29,3.27\n\"40889\",0.42,\"Premium\",\"F\",\"VS1\",62.7,61,1176,4.77,4.74,2.98\n\"40890\",0.56,\"Fair\",\"F\",\"SI1\",61.6,61,1176,5.38,5.21,3.26\n\"40891\",0.5,\"Fair\",\"E\",\"SI1\",65,58,1176,4.98,4.9,3.21\n\"40892\",0.38,\"Ideal\",\"E\",\"VVS2\",62,57,1176,4.62,4.61,2.86\n\"40893\",0.51,\"Premium\",\"E\",\"SI2\",61.8,58,1177,5.08,5.11,3.15\n\"40894\",0.51,\"Ideal\",\"E\",\"SI2\",62.7,53,1177,5.09,5.12,3.2\n\"40895\",0.42,\"Ideal\",\"E\",\"VS1\",60.6,57,1177,4.84,4.86,2.94\n\"40896\",0.44,\"Ideal\",\"H\",\"IF\",61.9,54,1177,4.9,4.95,3.05\n\"40897\",0.44,\"Ideal\",\"H\",\"IF\",61.4,55,1177,4.92,4.95,3.03\n\"40898\",0.41,\"Ideal\",\"D\",\"VS2\",59.7,57,1177,4.87,4.84,2.9\n\"40899\",0.41,\"Ideal\",\"D\",\"VS2\",61.7,55,1177,4.8,4.76,2.95\n\"40900\",0.47,\"Very Good\",\"H\",\"VS2\",57.2,60,1178,5.18,5.21,2.97\n\"40901\",0.45,\"Ideal\",\"H\",\"VVS1\",61.8,57,1178,4.92,4.95,3.05\n\"40902\",0.5,\"Ideal\",\"H\",\"SI1\",62,56,1178,5.09,5.12,3.16\n\"40903\",0.54,\"Ideal\",\"H\",\"SI1\",62.1,56,1178,5.18,5.26,3.24\n\"40904\",0.47,\"Ideal\",\"I\",\"IF\",62.2,55,1178,4.99,5.01,3.11\n\"40905\",0.5,\"Very Good\",\"H\",\"VS2\",61.8,63,1178,5.08,5.05,3.13\n\"40906\",0.5,\"Premium\",\"D\",\"SI2\",58.5,60,1178,5.21,5.19,3.04\n\"40907\",0.55,\"Very Good\",\"J\",\"VS2\",62.9,54,1179,5.23,5.29,3.31\n\"40908\",0.46,\"Very Good\",\"G\",\"VS1\",61.4,59.7,1179,4.94,4.97,3.05\n\"40909\",0.56,\"Very 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Good\",\"D\",\"VS1\",61.2,58,1199,4.82,4.88,2.97\n\"41155\",0.41,\"Ideal\",\"G\",\"VVS2\",61.7,55,1199,4.81,4.85,2.98\n\"41156\",0.4,\"Ideal\",\"G\",\"IF\",61.2,56,1199,4.74,4.77,2.91\n\"41157\",0.48,\"Good\",\"G\",\"VS1\",58.6,62,1199,5.14,5.2,3.03\n\"41158\",0.52,\"Good\",\"E\",\"SI2\",60.5,62,1199,5.15,5.2,3.13\n\"41159\",0.38,\"Very Good\",\"F\",\"VVS1\",61.6,58,1200,4.61,4.65,2.85\n\"41160\",0.38,\"Ideal\",\"D\",\"VVS2\",61.5,57,1200,4.63,4.67,2.86\n\"41161\",0.38,\"Ideal\",\"F\",\"VVS1\",61.9,54,1200,4.67,4.7,2.9\n\"41162\",0.38,\"Ideal\",\"D\",\"VVS2\",61.3,56,1200,4.63,4.73,2.87\n\"41163\",0.38,\"Very Good\",\"D\",\"VVS2\",61.9,56,1200,4.63,4.65,2.87\n\"41164\",0.52,\"Very Good\",\"E\",\"SI2\",62.9,56,1200,5.08,5.12,3.21\n\"41165\",0.38,\"Ideal\",\"F\",\"VVS1\",62.2,57,1200,4.64,4.68,2.9\n\"41166\",0.38,\"Very 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Good\",\"E\",\"VVS2\",60.5,58,1205,4.76,4.8,2.89\n\"41203\",0.46,\"Good\",\"D\",\"VS2\",63.2,56,1205,4.89,4.92,3.1\n\"41204\",0.41,\"Ideal\",\"F\",\"VVS1\",61.2,57,1205,4.79,4.85,2.95\n\"41205\",0.53,\"Ideal\",\"H\",\"SI1\",62.2,54,1205,5.18,5.23,3.24\n\"41206\",0.53,\"Ideal\",\"H\",\"SI1\",62,54,1205,5.17,5.22,3.22\n\"41207\",0.53,\"Ideal\",\"H\",\"SI1\",61.5,54,1205,5.21,5.26,3.22\n\"41208\",0.51,\"Premium\",\"E\",\"SI2\",62,57,1205,5.13,5.09,3.17\n\"41209\",0.51,\"Premium\",\"E\",\"SI2\",62.7,52,1205,5.15,5.12,3.22\n\"41210\",0.51,\"Ideal\",\"E\",\"SI2\",61,56,1205,5.2,5.16,3.16\n\"41211\",0.51,\"Premium\",\"E\",\"SI2\",60.3,56,1205,5.22,5.19,3.14\n\"41212\",0.53,\"Premium\",\"G\",\"SI1\",62.1,62,1206,5.15,5.13,3.19\n\"41213\",0.56,\"Premium\",\"E\",\"SI2\",62.6,59,1206,5.2,5.24,3.27\n\"41214\",0.52,\"Ideal\",\"H\",\"SI1\",61.5,56,1206,5.16,5.21,3.19\n\"41215\",0.4,\"Ideal\",\"F\",\"VVS1\",61.7,57,1206,4.75,4.72,2.92\n\"41216\",0.4,\"Ideal\",\"F\",\"VVS1\",61.5,56,1206,4.77,4.73,2.92\n\"41217\",0.4,\"Premium\",\"D\",\"VVS2\",62,61,1206,4.72,4.7,2.92\n\"41218\",0.7,\"Premium\",\"G\",\"I1\",62.3,56,1206,5.66,5.61,3.51\n\"41219\",0.43,\"Premium\",\"G\",\"VVS1\",62,59,1207,4.8,4.82,2.98\n\"41220\",0.43,\"Ideal\",\"G\",\"VVS1\",61.5,56,1207,4.85,4.87,2.99\n\"41221\",0.43,\"Very Good\",\"G\",\"VVS1\",62.3,59,1207,4.77,4.83,2.99\n\"41222\",0.43,\"Ideal\",\"G\",\"VVS1\",61.4,55,1207,4.86,4.91,3\n\"41223\",0.43,\"Ideal\",\"G\",\"VVS1\",62,55,1207,4.82,4.85,3\n\"41224\",0.43,\"Premium\",\"G\",\"VVS1\",60.3,58,1207,4.87,4.91,2.95\n\"41225\",0.43,\"Premium\",\"G\",\"VVS1\",60.9,58,1207,4.88,4.91,2.98\n\"41226\",0.43,\"Ideal\",\"G\",\"VVS1\",60.5,57,1207,4.86,4.92,2.96\n\"41227\",0.43,\"Ideal\",\"D\",\"VS1\",62.1,56,1207,4.85,4.87,3.02\n\"41228\",0.43,\"Very Good\",\"G\",\"VVS1\",61.3,57,1207,4.85,4.87,2.98\n\"41229\",0.43,\"Premium\",\"G\",\"VVS1\",62.2,58,1207,4.78,4.83,2.99\n\"41230\",0.4,\"Very Good\",\"E\",\"IF\",62.9,58,1207,4.68,4.77,2.97\n\"41231\",0.43,\"Ideal\",\"D\",\"VS1\",61.6,56,1207,4.85,4.86,2.99\n\"41232\",0.43,\"Ideal\",\"D\",\"VS1\",62.1,55,1207,4.83,4.86,3.01\n\"41233\",0.43,\"Ideal\",\"D\",\"VS1\",61.9,55,1207,4.85,4.87,3.01\n\"41234\",0.44,\"Ideal\",\"G\",\"VVS1\",60.3,57,1207,4.92,4.96,2.98\n\"41235\",0.33,\"Ideal\",\"E\",\"VVS1\",61.6,56,1207,4.44,4.46,2.74\n\"41236\",0.39,\"Premium\",\"E\",\"VVS2\",61.1,59,1207,4.74,4.68,2.88\n\"41237\",0.33,\"Ideal\",\"E\",\"IF\",61.9,57,1207,4.45,4.41,2.74\n\"41238\",0.33,\"Premium\",\"E\",\"IF\",60.8,58,1207,4.49,4.46,2.72\n\"41239\",0.33,\"Premium\",\"D\",\"VVS1\",61.8,58,1207,4.43,4.4,2.73\n\"41240\",0.57,\"Very 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Good\",\"H\",\"SI1\",61.8,56,1219,5.34,5.38,3.31\n\"41361\",0.38,\"Ideal\",\"H\",\"VVS1\",60.7,55,1219,4.71,4.74,2.87\n\"41362\",0.52,\"Premium\",\"H\",\"SI1\",62.6,55,1219,5.16,5.12,3.22\n\"41363\",0.52,\"Very Good\",\"H\",\"SI1\",63.1,57,1219,5.14,5.09,3.23\n\"41364\",0.52,\"Premium\",\"F\",\"SI2\",61.7,58,1219,5.16,5.12,3.17\n\"41365\",0.65,\"Premium\",\"I\",\"SI2\",60.7,58,1219,5.65,5.62,3.42\n\"41366\",0.5,\"Premium\",\"H\",\"SI1\",62.1,60,1219,5.06,5.02,3.13\n\"41367\",0.43,\"Very Good\",\"H\",\"VVS1\",60.2,55,1220,4.92,4.95,2.97\n\"41368\",0.5,\"Very Good\",\"F\",\"SI1\",63.2,57,1220,5.03,5.06,3.19\n\"41369\",0.4,\"Very Good\",\"G\",\"IF\",61.2,57,1220,4.77,4.79,2.92\n\"41370\",0.51,\"Very Good\",\"G\",\"SI1\",63,53,1220,5.1,5.13,3.22\n\"41371\",0.51,\"Good\",\"G\",\"SI1\",63.6,55,1220,5.03,5.06,3.21\n\"41372\",0.51,\"Good\",\"F\",\"SI1\",63.1,54,1220,5.06,5.12,3.21\n\"41373\",0.51,\"Very 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Good\",\"D\",\"VVS2\",59.1,59.9,1225,4.71,4.75,2.79\n\"41409\",0.49,\"Premium\",\"G\",\"VS2\",61,59,1225,5.13,5.06,3.11\n\"41410\",0.56,\"Premium\",\"F\",\"SI2\",59.1,58,1225,5.44,5.38,3.2\n\"41411\",0.5,\"Fair\",\"F\",\"VS2\",64.9,58,1225,4.99,4.9,3.21\n\"41412\",0.47,\"Very Good\",\"F\",\"VS2\",59.6,58.1,1226,5.07,5.11,3.03\n\"41413\",0.53,\"Good\",\"D\",\"SI2\",63.9,55,1226,5.1,5.14,3.27\n\"41414\",0.53,\"Very Good\",\"D\",\"SI2\",59.3,61,1226,5.26,5.29,3.13\n\"41415\",0.47,\"Ideal\",\"F\",\"VS2\",60.7,56.1,1226,5.02,5.08,3.07\n\"41416\",0.4,\"Ideal\",\"D\",\"VS2\",61.6,55,1226,4.75,4.79,2.94\n\"41417\",0.53,\"Ideal\",\"H\",\"SI1\",62.4,59,1226,5.18,5.21,3.24\n\"41418\",0.47,\"Good\",\"G\",\"VS2\",60.1,60.3,1226,5.02,5.07,3.03\n\"41419\",0.55,\"Premium\",\"G\",\"SI1\",60.7,56,1226,5.38,5.32,3.25\n\"41420\",0.52,\"Ideal\",\"F\",\"SI2\",60.9,57,1226,5.22,5.2,3.17\n\"41421\",0.58,\"Premium\",\"F\",\"SI2\",63,56,1226,5.34,5.26,3.34\n\"41422\",0.52,\"Very 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Good\",\"H\",\"SI1\",62.4,58,389,4.23,4.29,2.66\n\"41587\",0.3,\"Ideal\",\"I\",\"VS2\",62.1,58,389,4.27,4.29,2.66\n\"41588\",0.3,\"Ideal\",\"H\",\"SI1\",61.9,54,389,4.33,4.36,2.69\n\"41589\",0.23,\"Very Good\",\"H\",\"VVS2\",59.2,61,389,4,4.04,2.38\n\"41590\",0.32,\"Very Good\",\"J\",\"SI1\",62.3,57,389,4.33,4.44,2.73\n\"41591\",0.31,\"Premium\",\"H\",\"SI2\",59.5,59,390,4.39,4.45,2.63\n\"41592\",0.23,\"Very Good\",\"G\",\"VS1\",62.2,55,391,3.93,3.95,2.45\n\"41593\",0.24,\"Very Good\",\"G\",\"VS1\",61.2,56,391,4,4.03,2.46\n\"41594\",0.24,\"Very Good\",\"G\",\"VS1\",62.4,56,391,3.99,4.03,2.5\n\"41595\",0.23,\"Very 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Good\",\"D\",\"SI2\",63.2,56,1243,5.05,5.01,3.18\n\"41724\",0.41,\"Ideal\",\"H\",\"IF\",61.8,55,1243,4.79,4.76,2.95\n\"41725\",0.41,\"Ideal\",\"H\",\"IF\",62.9,54,1243,4.74,4.71,2.97\n\"41726\",0.41,\"Ideal\",\"H\",\"IF\",62.1,56,1243,4.76,4.74,2.95\n\"41727\",0.41,\"Ideal\",\"E\",\"VVS2\",60,57,1243,4.85,4.81,2.9\n\"41728\",0.41,\"Premium\",\"E\",\"VVS2\",60.9,60,1243,4.82,4.81,2.93\n\"41729\",0.41,\"Ideal\",\"E\",\"VVS2\",62.2,54,1243,4.79,4.76,2.97\n\"41730\",0.41,\"Ideal\",\"E\",\"VVS2\",61.4,56,1243,4.81,4.77,2.94\n\"41731\",0.41,\"Ideal\",\"E\",\"VVS2\",61,56,1243,4.82,4.79,2.93\n\"41732\",0.41,\"Ideal\",\"E\",\"VVS2\",61.5,55,1243,4.83,4.79,2.96\n\"41733\",0.41,\"Ideal\",\"E\",\"VVS2\",61.1,56,1243,4.85,4.8,2.95\n\"41734\",0.41,\"Ideal\",\"E\",\"VVS2\",62.8,54,1243,4.77,4.72,2.98\n\"41735\",0.41,\"Premium\",\"E\",\"VVS2\",61.8,59,1243,4.78,4.74,2.94\n\"41736\",0.41,\"Ideal\",\"E\",\"VVS2\",61.9,56,1243,4.78,4.75,2.95\n\"41737\",0.41,\"Ideal\",\"E\",\"VVS2\",62.3,56,1243,4.78,4.75,2.97\n\"41738\",0.41,\"Ideal\",\"E\",\"VVS2\",61.8,57,1243,4.8,4.75,2.95\n\"41739\",0.41,\"Ideal\",\"E\",\"VVS2\",60.9,56,1243,4.81,4.75,2.91\n\"41740\",0.41,\"Ideal\",\"E\",\"VVS2\",61.4,57,1243,4.79,4.76,2.93\n\"41741\",0.41,\"Ideal\",\"E\",\"VVS2\",62,56,1243,4.76,4.72,2.94\n\"41742\",0.5,\"Ideal\",\"D\",\"SI2\",62.8,56,1243,5.06,5.03,3.17\n\"41743\",0.5,\"Premium\",\"D\",\"SI2\",62.6,58,1243,5.04,4.96,3.13\n\"41744\",0.51,\"Very 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Good\",\"E\",\"VS2\",62.6,58,1245,4.91,4.96,3.09\n\"41759\",0.43,\"Ideal\",\"H\",\"IF\",62.2,55,1245,4.84,4.87,3.02\n\"41760\",0.43,\"Very Good\",\"E\",\"VVS2\",60.8,57,1245,4.89,4.92,2.98\n\"41761\",0.43,\"Ideal\",\"E\",\"VVS2\",62,57,1245,4.84,4.87,3.01\n\"41762\",0.42,\"Ideal\",\"G\",\"VVS1\",62.8,55,1245,4.78,4.8,3.01\n\"41763\",0.38,\"Ideal\",\"E\",\"VVS1\",61.9,53.7,1245,4.66,4.67,2.89\n\"41764\",0.38,\"Ideal\",\"E\",\"VVS1\",62.4,53.2,1245,4.62,4.66,2.9\n\"41765\",0.44,\"Ideal\",\"I\",\"VS1\",61.4,55,1245,4.89,4.92,3.01\n\"41766\",0.52,\"Ideal\",\"H\",\"SI1\",61.7,55,1245,5.17,5.21,3.2\n\"41767\",0.53,\"Ideal\",\"H\",\"SI1\",61.1,55,1245,5.24,5.28,3.21\n\"41768\",0.46,\"Good\",\"G\",\"VVS2\",60.2,60.5,1245,4.98,5.04,3.02\n\"41769\",0.44,\"Very 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Good\",\"F\",\"SI2\",58.6,59,1247,5.53,5.57,3.25\n\"41779\",0.35,\"Premium\",\"D\",\"VVS1\",60.8,58,1247,4.55,4.53,2.76\n\"41780\",0.35,\"Ideal\",\"D\",\"VVS1\",61.5,57,1247,4.55,4.52,2.79\n\"41781\",0.57,\"Premium\",\"H\",\"SI1\",61.6,58,1247,5.37,5.34,3.3\n\"41782\",0.57,\"Ideal\",\"H\",\"SI1\",62.1,57,1247,5.32,5.3,3.3\n\"41783\",0.54,\"Ideal\",\"D\",\"SI2\",61.3,57,1247,5.27,5.24,3.22\n\"41784\",0.57,\"Premium\",\"F\",\"SI2\",60.4,58,1247,5.4,5.37,3.25\n\"41785\",0.54,\"Very Good\",\"H\",\"SI1\",61,57,1248,5.22,5.27,3.2\n\"41786\",0.59,\"Ideal\",\"E\",\"SI2\",61.6,54,1248,5.42,5.45,3.35\n\"41787\",0.55,\"Ideal\",\"H\",\"SI1\",61.5,54,1248,5.3,5.33,3.27\n\"41788\",0.39,\"Ideal\",\"E\",\"IF\",62.5,57,1248,4.7,4.74,2.95\n\"41789\",0.31,\"Premium\",\"D\",\"IF\",60.2,59,1248,4.42,4.39,2.65\n\"41790\",0.52,\"Premium\",\"G\",\"SI1\",62.6,58,1249,5.13,5.1,3.2\n\"41791\",0.41,\"Very Good\",\"E\",\"VVS2\",61.6,60,1249,4.75,4.77,2.93\n\"41792\",0.41,\"Very Good\",\"E\",\"VVS1\",62.9,58,1249,4.72,4.75,2.98\n\"41793\",0.54,\"Good\",\"D\",\"SI2\",63.2,57,1249,5.16,5.19,3.27\n\"41794\",0.52,\"Premium\",\"G\",\"SI1\",62.7,58,1249,5.13,5.07,3.2\n\"41795\",0.52,\"Premium\",\"G\",\"SI1\",60.6,61,1249,5.19,5.17,3.14\n\"41796\",0.49,\"Fair\",\"D\",\"VS2\",57.5,68,1249,5.18,5.11,2.96\n\"41797\",0.5,\"Ideal\",\"E\",\"SI1\",60.6,57,1250,5.19,5.14,3.13\n\"41798\",0.6,\"Very Good\",\"E\",\"SI2\",63.2,60,1250,5.32,5.28,3.35\n\"41799\",0.6,\"Very Good\",\"E\",\"SI2\",63.2,60,1250,5.32,5.28,3.35\n\"41800\",0.4,\"Very Good\",\"E\",\"VS1\",62.7,55,1250,4.69,4.72,2.95\n\"41801\",0.5,\"Very Good\",\"F\",\"SI1\",62.8,56,1250,5.03,5.06,3.17\n\"41802\",0.5,\"Very Good\",\"F\",\"SI1\",62.7,59,1250,5.04,5.07,3.17\n\"41803\",0.5,\"Very Good\",\"F\",\"SI1\",61.2,61,1250,5.06,5.1,3.11\n\"41804\",0.5,\"Very Good\",\"F\",\"SI1\",62.3,60,1250,5.07,5.11,3.17\n\"41805\",0.53,\"Very Good\",\"F\",\"SI1\",59.6,58,1250,5.28,5.33,3.16\n\"41806\",0.51,\"Premium\",\"G\",\"SI1\",62,56,1250,5.14,5.12,3.18\n\"41807\",0.5,\"Premium\",\"F\",\"SI1\",62.2,59,1250,5.07,5.03,3.14\n\"41808\",0.4,\"Ideal\",\"E\",\"VS1\",62.4,58,1250,4.7,4.72,2.94\n\"41809\",0.6,\"Ideal\",\"H\",\"SI2\",61.7,54,1250,5.44,5.48,3.37\n\"41810\",0.52,\"Ideal\",\"F\",\"SI1\",61.6,57,1250,5.16,5.19,3.19\n\"41811\",0.54,\"Good\",\"E\",\"SI2\",63.8,54,1250,5.18,5.17,3.3\n\"41812\",0.54,\"Ideal\",\"E\",\"SI2\",62.1,56,1250,5.22,5.18,3.23\n\"41813\",0.54,\"Premium\",\"E\",\"SI2\",61.9,58,1250,5.24,5.19,3.23\n\"41814\",0.54,\"Very Good\",\"E\",\"SI2\",63.4,56,1250,5.18,5.14,3.27\n\"41815\",0.43,\"Ideal\",\"F\",\"VVS2\",62.2,55,1250,4.85,4.83,3.01\n\"41816\",0.43,\"Ideal\",\"F\",\"VVS2\",61.8,57,1250,4.85,4.83,2.99\n\"41817\",0.43,\"Ideal\",\"F\",\"VVS2\",61.9,56,1250,4.84,4.82,2.99\n\"41818\",0.43,\"Premium\",\"F\",\"VVS2\",61.6,60,1250,4.86,4.82,2.98\n\"41819\",0.43,\"Ideal\",\"F\",\"VVS2\",61.9,56,1250,4.87,4.82,3\n\"41820\",0.6,\"Ideal\",\"G\",\"SI2\",59.1,56,1250,5.58,5.52,3.28\n\"41821\",0.85,\"Fair\",\"H\",\"I1\",66.9,54,1250,5.98,5.75,3.94\n\"41822\",0.5,\"Ideal\",\"D\",\"SI2\",61,57,1250,5.15,5.12,3.13\n\"41823\",0.5,\"Ideal\",\"D\",\"SI2\",62.3,54,1250,5.11,5.06,3.17\n\"41824\",0.51,\"Premium\",\"H\",\"SI1\",61.6,56,1250,5.19,5.14,3.18\n\"41825\",0.51,\"Very Good\",\"H\",\"VS2\",59.8,57,1251,5.22,5.25,3.13\n\"41826\",0.48,\"Very Good\",\"F\",\"VS2\",61.1,58,1251,5.05,5.11,3.11\n\"41827\",0.31,\"Ideal\",\"D\",\"IF\",61.1,56,1251,4.39,4.42,2.69\n\"41828\",0.42,\"Ideal\",\"G\",\"IF\",62,57,1251,4.8,4.82,2.98\n\"41829\",0.46,\"Ideal\",\"E\",\"VS2\",62.1,57,1251,4.93,4.89,3.05\n\"41830\",0.46,\"Ideal\",\"H\",\"VS2\",61.5,55,1252,4.98,5.01,3.07\n\"41831\",0.4,\"Ideal\",\"E\",\"VS1\",61.3,56,1252,4.76,4.8,2.93\n\"41832\",0.32,\"Good\",\"D\",\"IF\",57.8,56,1252,4.55,4.65,2.66\n\"41833\",0.62,\"Premium\",\"G\",\"SI1\",59.3,58,1253,5.6,5.56,3.31\n\"41834\",0.56,\"Ideal\",\"H\",\"SI1\",60.3,58,1253,5.35,5.4,3.24\n\"41835\",0.5,\"Fair\",\"D\",\"SI1\",64.6,59,1253,4.93,4.95,3.19\n\"41836\",0.62,\"Premium\",\"J\",\"VS2\",61.2,59,1253,5.52,5.42,3.35\n\"41837\",0.44,\"Premium\",\"F\",\"VVS2\",61.6,58,1253,4.89,4.85,3\n\"41838\",0.44,\"Ideal\",\"F\",\"VVS2\",60.9,55,1253,4.96,4.92,3.01\n\"41839\",0.5,\"Premium\",\"H\",\"VS1\",62.7,59,1253,5.03,4.98,3.14\n\"41840\",0.59,\"Very Good\",\"H\",\"SI2\",61.2,60,1254,5.38,5.43,3.31\n\"41841\",0.51,\"Ideal\",\"G\",\"SI1\",61.5,55.5,1254,5.13,5.19,3.17\n\"41842\",0.4,\"Good\",\"D\",\"VS1\",56.3,59,1254,4.94,4.97,2.79\n\"41843\",0.35,\"Ideal\",\"E\",\"IF\",61.4,56,1254,4.56,4.53,2.79\n\"41844\",0.35,\"Ideal\",\"E\",\"IF\",62.2,56,1254,4.52,4.51,2.81\n\"41845\",0.45,\"Good\",\"G\",\"VVS1\",64,57,1254,4.86,4.82,3.1\n\"41846\",0.41,\"Very Good\",\"F\",\"IF\",63.3,56,1255,4.69,4.75,2.99\n\"41847\",0.54,\"Very Good\",\"F\",\"SI1\",63,57,1255,5.18,5.23,3.28\n\"41848\",0.51,\"Good\",\"D\",\"SI1\",64,58,1255,5.03,5.06,3.23\n\"41849\",0.58,\"Ideal\",\"H\",\"SI1\",62.2,57,1255,5.34,5.37,3.33\n\"41850\",0.53,\"Ideal\",\"H\",\"SI1\",61.9,56,1255,5.17,5.23,3.22\n\"41851\",0.53,\"Ideal\",\"G\",\"SI1\",61.8,58,1255,5.16,5.19,3.2\n\"41852\",0.53,\"Ideal\",\"G\",\"SI1\",62,60,1255,5.18,5.2,3.22\n\"41853\",0.44,\"Ideal\",\"H\",\"IF\",62,57,1255,4.87,4.91,3.02\n\"41854\",0.39,\"Good\",\"D\",\"VVS2\",63.6,60.2,1255,4.58,4.62,2.93\n\"41855\",0.61,\"Ideal\",\"E\",\"I1\",63.4,57,1255,5.43,5.37,3.42\n\"41856\",0.61,\"Premium\",\"G\",\"SI1\",60.8,60,1255,5.42,5.42,3.31\n\"41857\",0.7,\"Good\",\"H\",\"I1\",57.4,63,1255,5.89,5.8,3.36\n\"41858\",0.55,\"Ideal\",\"F\",\"SI2\",61.1,56,1256,5.29,5.32,3.24\n\"41859\",0.46,\"Very Good\",\"E\",\"VS1\",62.9,52,1257,4.9,4.95,3.1\n\"41860\",0.59,\"Very Good\",\"I\",\"SI1\",61.7,55.2,1257,5.39,5.41,3.33\n\"41861\",0.59,\"Very Good\",\"J\",\"VS2\",60.8,56.6,1257,5.42,5.47,3.31\n\"41862\",0.33,\"Ideal\",\"D\",\"VVS1\",60.5,56,1257,4.5,4.53,2.73\n\"41863\",0.64,\"Ideal\",\"I\",\"SI2\",61.2,55,1257,5.54,5.6,3.41\n\"41864\",0.4,\"Ideal\",\"G\",\"IF\",61.1,56,1257,4.76,4.79,2.92\n\"41865\",0.4,\"Ideal\",\"G\",\"IF\",61.5,57,1257,4.72,4.76,2.91\n\"41866\",0.38,\"Premium\",\"F\",\"VVS1\",61.6,58,1257,4.65,4.61,2.85\n\"41867\",0.38,\"Ideal\",\"F\",\"VVS1\",61.9,54,1257,4.7,4.67,2.9\n\"41868\",0.38,\"Premium\",\"D\",\"VVS2\",61.9,56,1257,4.65,4.63,2.87\n\"41869\",0.38,\"Ideal\",\"D\",\"VVS2\",61.5,57,1257,4.67,4.63,2.86\n\"41870\",0.38,\"Ideal\",\"F\",\"VVS1\",62.2,57,1257,4.68,4.64,2.9\n\"41871\",0.38,\"Premium\",\"F\",\"VVS1\",61.6,58,1257,4.66,4.63,2.86\n\"41872\",0.38,\"Premium\",\"F\",\"VVS1\",59.2,58,1257,4.8,4.76,2.83\n\"41873\",0.38,\"Ideal\",\"D\",\"VVS2\",61.5,56,1257,4.66,4.64,2.86\n\"41874\",0.38,\"Premium\",\"D\",\"VVS2\",60,62,1257,4.73,4.7,2.83\n\"41875\",0.5,\"Very Good\",\"D\",\"SI1\",63.5,57,1257,5.09,5.05,3.22\n\"41876\",0.38,\"Ideal\",\"D\",\"VVS2\",61.3,56,1257,4.73,4.63,2.87\n\"41877\",0.5,\"Fair\",\"G\",\"VS1\",65.7,63,1257,4.97,4.87,3.23\n\"41878\",0.5,\"Fair\",\"G\",\"VS1\",67.6,56,1257,5.02,4.89,3.35\n\"41879\",0.5,\"Good\",\"D\",\"SI1\",63.9,56,1257,5.02,4.93,3.18\n\"41880\",0.57,\"Premium\",\"F\",\"SI1\",61.1,60,1257,5.44,5.33,3.24\n\"41881\",0.46,\"Very Good\",\"F\",\"VS2\",59.9,55,1258,5.06,5.08,3.04\n\"41882\",0.56,\"Good\",\"D\",\"SI2\",63.2,54,1258,5.24,5.26,3.32\n\"41883\",0.57,\"Ideal\",\"I\",\"VS2\",61.6,54,1258,5.35,5.4,3.31\n\"41884\",0.59,\"Ideal\",\"G\",\"SI2\",60.6,56,1258,5.44,5.46,3.3\n\"41885\",0.54,\"Ideal\",\"I\",\"VS2\",61.5,55,1259,5.25,5.29,3.24\n\"41886\",0.54,\"Ideal\",\"I\",\"VS2\",61.1,55,1259,5.27,5.31,3.23\n\"41887\",0.5,\"Ideal\",\"E\",\"SI1\",62.4,56,1259,5.03,5.07,3.15\n\"41888\",0.41,\"Ideal\",\"G\",\"IF\",62.4,54,1259,4.77,4.82,2.99\n\"41889\",0.41,\"Ideal\",\"G\",\"IF\",61.6,55,1259,4.78,4.83,2.96\n\"41890\",0.41,\"Ideal\",\"G\",\"IF\",62.4,54,1259,4.76,4.79,2.98\n\"41891\",0.41,\"Ideal\",\"G\",\"IF\",61.7,56,1259,4.78,4.81,2.96\n\"41892\",0.41,\"Ideal\",\"G\",\"IF\",61.7,56,1259,4.79,4.81,2.96\n\"41893\",0.5,\"Good\",\"G\",\"VS2\",59.3,65,1259,5.1,5.12,3.03\n\"41894\",0.5,\"Good\",\"E\",\"SI1\",61.8,62,1259,5.05,5.08,3.13\n\"41895\",0.56,\"Very Good\",\"E\",\"SI2\",63.5,57,1259,5.24,5.21,3.32\n\"41896\",0.51,\"Good\",\"G\",\"SI1\",63.7,55,1259,5.1,5.07,3.24\n\"41897\",0.55,\"Very Good\",\"F\",\"SI1\",62.9,58,1260,5.23,5.26,3.3\n\"41898\",0.44,\"Ideal\",\"F\",\"VVS1\",61.5,57,1260,4.86,4.9,3\n\"41899\",0.54,\"Ideal\",\"I\",\"VS2\",61.9,56,1260,5.2,5.26,3.24\n\"41900\",0.54,\"Ideal\",\"F\",\"SI1\",61.5,55,1260,5.23,5.28,3.23\n\"41901\",0.55,\"Ideal\",\"J\",\"VS2\",61.7,54,1260,5.34,5.29,3.28\n\"41902\",0.59,\"Very Good\",\"J\",\"VS2\",62.1,57,1261,5.34,5.39,3.33\n\"41903\",0.52,\"Very Good\",\"F\",\"SI1\",60,58,1261,5.21,5.26,3.14\n\"41904\",0.52,\"Very Good\",\"F\",\"SI1\",61.3,56,1261,5.2,5.24,3.2\n\"41905\",0.51,\"Very Good\",\"G\",\"SI1\",63.1,56,1261,5.08,5.16,3.23\n\"41906\",0.51,\"Very Good\",\"G\",\"SI1\",61.9,57,1261,5.09,5.15,3.17\n\"41907\",0.51,\"Very Good\",\"G\",\"SI1\",59.7,58,1261,5.2,5.26,3.12\n\"41908\",0.4,\"Very Good\",\"F\",\"IF\",62.9,55,1261,4.68,4.7,2.95\n\"41909\",0.43,\"Ideal\",\"F\",\"VVS1\",60.3,59,1261,4.89,4.93,2.96\n\"41910\",0.4,\"Ideal\",\"F\",\"IF\",61.8,55,1261,4.74,4.8,2.95\n\"41911\",0.47,\"Ideal\",\"E\",\"VS2\",61.7,56,1261,5.01,4.98,3.08\n\"41912\",0.49,\"Premium\",\"F\",\"VS2\",59.2,57,1261,5.21,5.16,3.07\n\"41913\",0.42,\"Very Good\",\"E\",\"VVS2\",59.4,60,1262,4.88,4.91,2.91\n\"41914\",0.6,\"Very Good\",\"J\",\"VS2\",60,59.4,1262,5.47,5.51,3.29\n\"41915\",0.5,\"Very Good\",\"H\",\"VS2\",62.8,58,1262,5.03,5.07,3.17\n\"41916\",0.58,\"Very Good\",\"H\",\"SI1\",62.4,55,1262,5.32,5.36,3.33\n\"41917\",0.52,\"Very Good\",\"I\",\"VS1\",61.5,56.3,1262,5.16,5.19,3.18\n\"41918\",0.57,\"Good\",\"D\",\"SI2\",63.8,57,1262,5.24,5.26,3.35\n\"41919\",1.03,\"Fair\",\"E\",\"I1\",78.2,54,1262,5.72,5.59,4.42\n\"41920\",0.48,\"Good\",\"G\",\"VS1\",57.8,60.9,1262,5.12,5.19,2.97\n\"41921\",0.45,\"Good\",\"F\",\"VS1\",60.1,61.8,1262,4.96,4.98,2.99\n\"41922\",0.53,\"Ideal\",\"E\",\"SI2\",63,57,1262,5.16,5.13,3.24\n\"41923\",0.46,\"Very Good\",\"D\",\"VS2\",63.2,56,1262,4.92,4.89,3.1\n\"41924\",0.5,\"Premium\",\"E\",\"SI2\",60.1,60,1262,5.13,5.05,3.06\n\"41925\",0.4,\"Ideal\",\"F\",\"VVS1\",62.5,57,1263,4.72,4.75,2.96\n\"41926\",0.4,\"Ideal\",\"F\",\"VVS1\",61.7,56,1263,4.72,4.75,2.92\n\"41927\",0.4,\"Premium\",\"F\",\"VVS1\",60.8,59,1263,4.74,4.76,2.89\n\"41928\",0.4,\"Premium\",\"D\",\"VVS2\",60.4,59,1263,4.76,4.77,2.88\n\"41929\",0.4,\"Ideal\",\"F\",\"VVS1\",61.3,56,1263,4.73,4.76,2.91\n\"41930\",0.4,\"Ideal\",\"F\",\"VVS1\",61.3,55,1263,4.75,4.78,2.92\n\"41931\",0.45,\"Very Good\",\"G\",\"VVS1\",60.1,58,1263,4.95,4.97,2.98\n\"41932\",0.4,\"Very Good\",\"D\",\"VVS2\",62.2,54,1263,4.75,4.77,2.96\n\"41933\",0.4,\"Ideal\",\"D\",\"VVS2\",61.9,56,1263,4.74,4.76,2.94\n\"41934\",0.4,\"Premium\",\"F\",\"VVS1\",61.1,59,1263,4.75,4.78,2.91\n\"41935\",0.4,\"Premium\",\"D\",\"VVS2\",60.7,60,1263,4.74,4.78,2.89\n\"41936\",0.4,\"Very Good\",\"F\",\"VVS1\",61.9,57,1263,4.69,4.71,2.91\n\"41937\",0.4,\"Ideal\",\"D\",\"VVS2\",62,56,1263,4.71,4.74,2.93\n\"41938\",0.4,\"Premium\",\"D\",\"VVS2\",60.8,59,1263,4.76,4.81,2.91\n\"41939\",0.45,\"Premium\",\"G\",\"VVS1\",60.8,58,1263,4.92,4.98,3.01\n\"41940\",0.4,\"Ideal\",\"F\",\"VVS1\",60.7,56,1263,4.77,4.79,2.9\n\"41941\",0.29,\"Very Good\",\"D\",\"VS1\",62.9,55,504,4.21,4.25,2.66\n\"41942\",0.28,\"Very Good\",\"H\",\"VVS1\",59.9,62,504,4.23,4.28,2.55\n\"41943\",0.28,\"Premium\",\"G\",\"VVS2\",60.2,60,504,4.24,4.26,2.56\n\"41944\",0.28,\"Very Good\",\"H\",\"VVS1\",61.5,58,504,4.17,4.22,2.58\n\"41945\",0.35,\"Premium\",\"H\",\"SI1\",62.4,58,504,4.47,4.54,2.81\n\"41946\",0.35,\"Very Good\",\"H\",\"SI1\",61.3,55,504,4.55,4.58,2.8\n\"41947\",0.35,\"Good\",\"H\",\"SI1\",63.2,57,504,4.48,4.51,2.84\n\"41948\",0.29,\"Ideal\",\"D\",\"VS1\",61.7,57,504,4.23,4.26,2.62\n\"41949\",0.35,\"Good\",\"H\",\"SI1\",63.3,54,504,4.51,4.53,2.86\n\"41950\",0.23,\"Very Good\",\"F\",\"VVS2\",61.2,55,505,3.97,4.01,2.44\n\"41951\",0.23,\"Very Good\",\"F\",\"VVS2\",60.4,61,505,3.93,3.95,2.38\n\"41952\",0.23,\"Very Good\",\"F\",\"VVS2\",63.3,57,505,3.91,3.93,2.48\n\"41953\",0.23,\"Very Good\",\"F\",\"VVS2\",62.9,57,505,3.9,3.95,2.47\n\"41954\",0.23,\"Very Good\",\"E\",\"VVS2\",61.6,61,505,3.92,3.97,2.43\n\"41955\",0.23,\"Very Good\",\"E\",\"VVS2\",60.6,60,505,3.93,3.99,2.4\n\"41956\",0.23,\"Very Good\",\"E\",\"VVS2\",62.6,59,505,3.93,3.96,2.47\n\"41957\",0.23,\"Very Good\",\"E\",\"VVS2\",61.2,60,505,3.97,4,2.44\n\"41958\",0.23,\"Very Good\",\"E\",\"VVS2\",61.9,60,505,3.93,3.96,2.44\n\"41959\",0.23,\"Very Good\",\"E\",\"VVS2\",60.8,61,505,3.91,3.94,2.39\n\"41960\",0.23,\"Very Good\",\"E\",\"VVS2\",61.3,57,505,3.97,4.02,2.45\n\"41961\",0.23,\"Very Good\",\"E\",\"VVS2\",64.1,58,505,3.85,3.89,2.48\n\"41962\",0.23,\"Very Good\",\"E\",\"VVS2\",61.4,62,505,3.9,3.95,2.41\n\"41963\",0.23,\"Very Good\",\"E\",\"VVS2\",61.6,57,505,3.95,3.97,2.44\n\"41964\",0.23,\"Very Good\",\"E\",\"VVS2\",62.3,55,505,3.9,3.93,2.44\n\"41965\",0.23,\"Very Good\",\"E\",\"VVS2\",62.7,55,505,3.9,3.95,2.46\n\"41966\",0.23,\"Very Good\",\"E\",\"VVS2\",61.1,59,505,3.94,3.98,2.42\n\"41967\",0.23,\"Very Good\",\"E\",\"VVS2\",61.1,58,505,3.93,3.99,2.42\n\"41968\",0.23,\"Very Good\",\"E\",\"VVS2\",62.8,58,505,3.92,3.94,2.47\n\"41969\",0.23,\"Very Good\",\"E\",\"VVS2\",61.2,60,505,3.92,3.96,2.41\n\"41970\",0.23,\"Very Good\",\"E\",\"VVS2\",61.4,60,505,3.93,3.98,2.43\n\"41971\",0.4,\"Ideal\",\"D\",\"VVS2\",61.3,56,1263,4.75,4.78,2.92\n\"41972\",0.4,\"Premium\",\"F\",\"VVS1\",60.2,59,1263,4.74,4.76,2.86\n\"41973\",0.4,\"Ideal\",\"D\",\"VVS2\",62.2,55,1263,4.72,4.74,2.94\n\"41974\",0.54,\"Good\",\"D\",\"SI1\",63.7,57,1263,5.22,5.14,3.3\n\"41975\",0.53,\"Ideal\",\"I\",\"VS1\",61.6,55,1263,5.21,5.25,3.22\n\"41976\",0.55,\"Premium\",\"F\",\"SI2\",60.6,58,1263,5.31,5.28,3.21\n\"41977\",0.55,\"Good\",\"H\",\"SI1\",63.6,55,1263,5.23,5.18,3.31\n\"41978\",0.55,\"Ideal\",\"F\",\"SI2\",62.4,56,1263,5.26,5.22,3.27\n\"41979\",0.55,\"Ideal\",\"F\",\"SI2\",62.3,57,1263,5.27,5.22,3.27\n\"41980\",0.55,\"Ideal\",\"F\",\"SI2\",61.2,56,1263,5.29,5.23,3.22\n\"41981\",0.51,\"Ideal\",\"D\",\"SI2\",61.9,56,1264,5.1,5.15,3.17\n\"41982\",0.51,\"Ideal\",\"D\",\"SI2\",62.5,55,1264,5.12,5.15,3.21\n\"41983\",0.51,\"Very Good\",\"D\",\"SI2\",62.8,57,1264,5.1,5.12,3.21\n\"41984\",0.51,\"Ideal\",\"D\",\"SI2\",59.8,55,1264,5.17,5.23,3.11\n\"41985\",0.51,\"Ideal\",\"D\",\"SI2\",61.1,56,1264,5.16,5.18,3.16\n\"41986\",0.51,\"Premium\",\"D\",\"SI2\",62,58,1264,5.08,5.12,3.16\n\"41987\",0.43,\"Ideal\",\"G\",\"VVS1\",60.5,57,1264,4.92,4.86,2.96\n\"41988\",0.43,\"Premium\",\"G\",\"VVS1\",60.3,58,1264,4.91,4.87,2.95\n\"41989\",0.43,\"Premium\",\"G\",\"VVS1\",60.9,58,1264,4.91,4.88,2.98\n\"41990\",0.43,\"Ideal\",\"G\",\"VVS1\",61.4,55,1264,4.91,4.86,3\n\"41991\",0.43,\"Premium\",\"G\",\"VVS1\",62.3,59,1264,4.83,4.77,2.99\n\"41992\",0.43,\"Premium\",\"G\",\"VVS1\",62.2,58,1264,4.83,4.78,2.99\n\"41993\",0.43,\"Premium\",\"G\",\"VVS1\",62,59,1264,4.82,4.8,2.98\n\"41994\",0.43,\"Ideal\",\"G\",\"VVS1\",62,55,1264,4.85,4.82,3\n\"41995\",0.43,\"Premium\",\"G\",\"VVS1\",61.3,57,1264,4.87,4.85,2.98\n\"41996\",0.43,\"Ideal\",\"G\",\"VVS1\",61.5,56,1264,4.87,4.85,2.99\n\"41997\",0.43,\"Ideal\",\"D\",\"VS1\",61.6,56,1264,4.86,4.85,2.99\n\"41998\",0.43,\"Ideal\",\"D\",\"VS1\",61.9,55,1264,4.87,4.85,3.01\n\"41999\",0.43,\"Ideal\",\"D\",\"VS1\",62.1,56,1264,4.87,4.85,3.02\n\"42000\",0.43,\"Ideal\",\"D\",\"VS1\",62.1,55,1264,4.86,4.83,3.01\n\"42001\",0.59,\"Premium\",\"H\",\"SI1\",62.4,58,1265,5.42,5.35,3.36\n\"42002\",0.51,\"Very Good\",\"F\",\"SI1\",62,54,1265,5.15,5.18,3.2\n\"42003\",0.59,\"Very Good\",\"F\",\"SI2\",63.7,57,1265,5.31,5.36,3.4\n\"42004\",0.58,\"Very Good\",\"E\",\"SI2\",63.5,60,1265,5.24,5.28,3.34\n\"42005\",0.51,\"Very Good\",\"E\",\"SI2\",58.3,63,1265,5.21,5.26,3.05\n\"42006\",0.59,\"Premium\",\"H\",\"SI1\",62.9,60,1265,5.34,5.24,3.33\n\"42007\",0.59,\"Ideal\",\"F\",\"SI2\",61.8,55,1265,5.41,5.44,3.35\n\"42008\",0.51,\"Ideal\",\"E\",\"SI2\",62.7,53,1265,5.12,5.09,3.2\n\"42009\",0.51,\"Premium\",\"E\",\"SI2\",61.7,58,1265,5.14,5.07,3.15\n\"42010\",0.59,\"Premium\",\"H\",\"SI1\",61.9,59,1265,5.43,5.34,3.33\n\"42011\",0.51,\"Premium\",\"E\",\"SI2\",61.8,58,1265,5.11,5.08,3.15\n\"42012\",0.58,\"Very Good\",\"J\",\"VS2\",62.9,58,1266,5.3,5.32,3.34\n\"42013\",0.51,\"Good\",\"E\",\"SI1\",57.4,62,1266,5.24,5.29,3.02\n\"42014\",0.35,\"Ideal\",\"D\",\"VVS1\",62,54,1266,4.56,4.57,2.83\n\"42015\",0.54,\"Ideal\",\"I\",\"VS2\",60.1,58,1266,5.28,5.34,3.19\n\"42016\",0.5,\"Ideal\",\"I\",\"VS1\",61,57,1266,5.11,5.13,3.12\n\"42017\",0.54,\"Ideal\",\"E\",\"SI2\",60.4,57,1266,5.27,5.3,3.19\n\"42018\",0.52,\"Ideal\",\"G\",\"SI1\",61.7,56,1266,5.18,5.22,3.21\n\"42019\",0.53,\"Premium\",\"F\",\"SI1\",62.2,58,1266,5.19,5.16,3.22\n\"42020\",0.57,\"Very Good\",\"I\",\"VS2\",62.2,55,1267,5.33,5.34,3.32\n\"42021\",0.46,\"Very Good\",\"E\",\"VS2\",59.8,59.6,1267,5.07,5.14,3.05\n\"42022\",0.52,\"Very Good\",\"F\",\"SI1\",62.6,58,1267,5.11,5.14,3.21\n\"42023\",0.52,\"Very Good\",\"F\",\"SI1\",63.7,58,1267,5.11,5.13,3.26\n\"42024\",0.52,\"Very Good\",\"G\",\"SI1\",59.4,60,1267,5.23,5.28,3.12\n\"42025\",0.52,\"Very Good\",\"G\",\"SI1\",60,57,1267,5.25,5.29,3.16\n\"42026\",0.53,\"Very Good\",\"G\",\"SI1\",62.5,55,1267,5.12,5.24,3.24\n\"42027\",0.38,\"Ideal\",\"E\",\"VVS1\",61.9,56,1267,4.64,4.67,2.88\n\"42028\",0.38,\"Ideal\",\"E\",\"VVS1\",62.4,56,1267,4.64,4.67,2.9\n\"42029\",0.38,\"Ideal\",\"E\",\"VVS1\",62.6,56,1267,4.6,4.64,2.89\n\"42030\",0.38,\"Premium\",\"E\",\"VVS1\",61.9,58,1267,4.62,4.66,2.87\n\"42031\",0.46,\"Good\",\"E\",\"VS2\",60.9,62,1267,4.93,4.96,3.01\n\"42032\",0.53,\"Good\",\"F\",\"SI1\",63.8,56,1268,5.13,5.16,3.28\n\"42033\",0.53,\"Ideal\",\"F\",\"SI1\",62.4,57,1268,5.18,5.21,3.24\n\"42034\",0.53,\"Good\",\"G\",\"SI1\",63.8,56,1268,5.14,5.18,3.29\n\"42035\",0.53,\"Good\",\"F\",\"SI1\",63.8,58,1268,5.12,5.17,3.28\n\"42036\",0.53,\"Premium\",\"G\",\"SI1\",61.3,58,1268,5.16,5.21,3.18\n\"42037\",0.53,\"Very Good\",\"F\",\"SI1\",62.9,57,1268,5.15,5.18,3.25\n\"42038\",0.51,\"Ideal\",\"I\",\"VS2\",60.5,58,1268,5.15,5.2,3.13\n\"42039\",0.54,\"Ideal\",\"H\",\"SI1\",61.1,56,1268,5.25,5.27,3.21\n\"42040\",0.53,\"Ideal\",\"H\",\"SI1\",61,56,1268,5.23,5.26,3.2\n\"42041\",0.53,\"Ideal\",\"H\",\"SI1\",60.8,56,1268,5.27,5.29,3.21\n\"42042\",0.53,\"Ideal\",\"H\",\"SI1\",61.3,55,1268,5.23,5.27,3.22\n\"42043\",0.48,\"Good\",\"F\",\"VS1\",61.5,60.7,1268,4.99,5.05,3.09\n\"42044\",0.51,\"Good\",\"D\",\"SI2\",63.8,56,1268,5.09,5.07,3.24\n\"42045\",0.51,\"Good\",\"D\",\"SI2\",63.9,55,1268,5.1,5.04,3.24\n\"42046\",0.51,\"Ideal\",\"E\",\"SI2\",58.3,62,1268,5.2,5.19,3.04\n\"42047\",0.51,\"Very Good\",\"H\",\"VS2\",63.5,60,1268,5.04,5.01,3.19\n\"42048\",0.55,\"Premium\",\"E\",\"SI2\",59.7,58,1269,5.33,5.35,3.19\n\"42049\",0.41,\"Ideal\",\"H\",\"VS1\",61.1,56,1269,4.83,4.86,2.96\n\"42050\",0.41,\"Ideal\",\"G\",\"IF\",61.5,57,1269,4.78,4.82,2.95\n\"42051\",0.42,\"Good\",\"E\",\"VVS2\",64.1,57,1269,4.7,4.73,3.02\n\"42052\",0.55,\"Premium\",\"H\",\"VS2\",59.9,61,1270,5.31,5.28,3.17\n\"42053\",0.57,\"Very Good\",\"J\",\"VS1\",62.9,57,1270,5.25,5.28,3.31\n\"42054\",0.55,\"Very Good\",\"H\",\"SI1\",59.4,58,1270,5.36,5.38,3.19\n\"42055\",0.38,\"Ideal\",\"D\",\"VVS1\",60.7,57,1270,4.69,4.74,2.86\n\"42056\",0.47,\"Ideal\",\"D\",\"VS2\",60.3,57,1270,5.02,5.07,3.04\n\"42057\",0.61,\"Ideal\",\"F\",\"SI2\",61,56,1270,5.48,5.53,3.36\n\"42058\",0.56,\"Ideal\",\"H\",\"SI1\",62.3,53,1270,5.28,5.31,3.3\n\"42059\",0.55,\"Ideal\",\"H\",\"SI1\",62.4,57,1270,5.23,5.28,3.28\n\"42060\",0.56,\"Ideal\",\"H\",\"SI1\",61.9,54,1270,5.3,5.33,3.29\n\"42061\",0.48,\"Premium\",\"H\",\"VS1\",60.7,61,1270,5.04,5.01,3.05\n\"42062\",0.51,\"Very Good\",\"F\",\"SI1\",63.7,55,1271,5.06,5.11,3.24\n\"42063\",0.55,\"Very Good\",\"F\",\"SI1\",63.6,57,1271,5.17,5.21,3.3\n\"42064\",0.62,\"Ideal\",\"I\",\"SI1\",61.9,54,1271,5.48,5.5,3.4\n\"42065\",0.39,\"Very Good\",\"G\",\"IF\",63.5,56,1271,4.67,4.65,2.96\n\"42066\",0.39,\"Premium\",\"G\",\"IF\",59.8,55,1271,4.84,4.77,2.87\n\"42067\",0.62,\"Premium\",\"E\",\"SI2\",60.7,58,1271,5.53,5.51,3.35\n\"42068\",0.5,\"Fair\",\"G\",\"VS1\",64.9,57,1271,4.98,4.94,3.22\n\"42069\",0.5,\"Ideal\",\"D\",\"SI1\",62.7,57,1272,5.06,5.08,3.18\n\"42070\",0.5,\"Premium\",\"D\",\"SI1\",62.2,58,1272,5.08,5.12,3.17\n\"42071\",0.5,\"Very Good\",\"F\",\"VS2\",63,57,1272,5.02,5.1,3.19\n\"42072\",0.55,\"Good\",\"D\",\"SI2\",63.2,56,1272,5.21,5.24,3.3\n\"42073\",0.55,\"Good\",\"D\",\"SI2\",63.3,56,1272,5.21,5.24,3.31\n\"42074\",0.55,\"Ideal\",\"D\",\"SI2\",61.3,57,1272,5.23,5.28,3.22\n\"42075\",0.6,\"Premium\",\"F\",\"SI2\",59.5,61,1272,5.48,5.45,3.26\n\"42076\",0.34,\"Ideal\",\"D\",\"VVS1\",61.2,57,1272,4.51,4.54,2.77\n\"42077\",0.34,\"Ideal\",\"D\",\"VVS1\",61.8,54,1272,4.49,4.54,2.79\n\"42078\",0.46,\"Very Good\",\"F\",\"VS2\",59.6,58.2,1273,4.99,5.06,3\n\"42079\",0.52,\"Very Good\",\"F\",\"SI2\",57.9,61,1273,5.28,5.33,3.07\n\"42080\",0.57,\"Very Good\",\"G\",\"SI1\",60.4,58,1273,5.37,5.42,3.26\n\"42081\",0.53,\"Ideal\",\"G\",\"SI1\",63,54,1273,5.18,5.14,3.25\n\"42082\",0.53,\"Premium\",\"G\",\"SI1\",61,59,1273,5.25,5.21,3.19\n\"42083\",0.53,\"Premium\",\"G\",\"SI1\",61.3,58,1273,5.22,5.19,3.19\n\"42084\",0.55,\"Ideal\",\"E\",\"SI2\",61.8,55,1273,5.26,5.29,3.26\n\"42085\",0.55,\"Premium\",\"E\",\"SI2\",61.9,58,1273,5.24,5.2,3.23\n\"42086\",0.42,\"Ideal\",\"H\",\"IF\",61.7,55,1273,4.84,4.82,2.98\n\"42087\",0.42,\"Ideal\",\"H\",\"IF\",61.9,56,1273,4.81,4.79,2.97\n\"42088\",0.42,\"Ideal\",\"E\",\"VVS2\",62.3,55,1273,4.81,4.76,2.98\n\"42089\",0.42,\"Ideal\",\"E\",\"VVS2\",61.8,56,1273,4.8,4.78,2.96\n\"42090\",0.42,\"Ideal\",\"E\",\"VVS2\",61.3,56,1273,4.85,4.81,2.96\n\"42091\",0.55,\"Ideal\",\"E\",\"SI2\",62,56,1273,5.27,5.22,3.25\n\"42092\",0.7,\"Fair\",\"E\",\"I1\",66.1,58,1273,5.61,5.51,3.67\n\"42093\",0.64,\"Premium\",\"H\",\"SI1\",60,59,1274,5.63,5.57,3.36\n\"42094\",0.45,\"Very 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Good\",\"E\",\"SI1\",63.7,58,1293,5.02,5.06,3.21\n\"42254\",0.47,\"Good\",\"E\",\"VS1\",65.4,56,1293,4.85,4.9,3.19\n\"42255\",0.5,\"Good\",\"E\",\"SI1\",62.5,59,1293,5.04,5.07,3.16\n\"42256\",0.52,\"Good\",\"D\",\"SI2\",63.7,55,1293,5.11,5.1,3.25\n\"42257\",0.56,\"Fair\",\"H\",\"VS2\",52.7,70,1293,5.71,5.57,2.97\n\"42258\",0.46,\"Premium\",\"E\",\"VS1\",62,58,1294,4.95,4.98,3.08\n\"42259\",0.59,\"Good\",\"I\",\"VS2\",63.4,56,1294,5.33,5.37,3.39\n\"42260\",0.47,\"Good\",\"E\",\"VS2\",58.4,60.3,1294,5.08,5.17,3\n\"42261\",0.49,\"Good\",\"F\",\"VS1\",58.5,61.5,1294,5.18,5.21,3.04\n\"42262\",0.49,\"Good\",\"F\",\"VS1\",59.2,60.9,1294,5.08,5.18,3.04\n\"42263\",0.32,\"Premium\",\"F\",\"VVS1\",60.7,58,1294,4.43,4.4,2.68\n\"42264\",0.44,\"Premium\",\"G\",\"VVS1\",60.9,59,1294,4.96,4.9,3\n\"42265\",0.44,\"Ideal\",\"G\",\"VVS1\",61.8,55,1294,4.91,4.86,3.02\n\"42266\",0.44,\"Ideal\",\"G\",\"VVS1\",61.6,56,1294,4.9,4.88,3.01\n\"42267\",0.44,\"Ideal\",\"D\",\"VS1\",62.3,55,1294,4.88,4.84,3.03\n\"42268\",0.44,\"Ideal\",\"D\",\"VS1\",62.3,55,1294,4.88,4.85,3.03\n\"42269\",0.48,\"Premium\",\"F\",\"VS2\",58.7,58,1294,5.22,5.17,3.05\n\"42270\",0.48,\"Premium\",\"F\",\"VS2\",60.1,59,1294,5.12,5.1,3.07\n\"42271\",0.23,\"Very 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Good\",\"H\",\"SI1\",63,55,505,4.51,4.54,2.85\n\"42294\",0.32,\"Very Good\",\"I\",\"VS1\",62.6,58,505,4.38,4.4,2.75\n\"42295\",0.36,\"Good\",\"E\",\"SI2\",63.7,54,505,4.52,4.55,2.89\n\"42296\",0.32,\"Very Good\",\"H\",\"VS2\",63,57,505,4.33,4.37,2.74\n\"42297\",0.36,\"Ideal\",\"H\",\"SI1\",61.5,57,505,4.57,4.6,2.82\n\"42298\",0.32,\"Ideal\",\"H\",\"VS2\",62,55,505,4.38,4.4,2.72\n\"42299\",0.32,\"Premium\",\"H\",\"VS2\",61.4,60,505,4.39,4.41,2.7\n\"42300\",0.32,\"Very Good\",\"H\",\"VS2\",62.7,54,505,4.39,4.41,2.76\n\"42301\",0.51,\"Premium\",\"E\",\"SI2\",59.5,60,1294,5.25,5.17,3.1\n\"42302\",0.44,\"Ideal\",\"D\",\"VS1\",61.1,56,1294,4.95,4.91,3.01\n\"42303\",0.44,\"Ideal\",\"D\",\"VS1\",61.3,56,1294,4.92,4.87,3\n\"42304\",0.44,\"Ideal\",\"D\",\"VS1\",61.6,56,1294,4.92,4.85,3.01\n\"42305\",0.5,\"Very Good\",\"F\",\"SI1\",61.4,57,1295,5.08,5.12,3.13\n\"42306\",0.55,\"Very Good\",\"D\",\"SI2\",63.3,56,1295,5.22,5.24,3.31\n\"42307\",0.41,\"Premium\",\"D\",\"VVS2\",62.5,58,1295,4.72,4.75,2.96\n\"42308\",0.41,\"Ideal\",\"F\",\"VVS1\",62.1,57,1295,4.75,4.79,2.96\n\"42309\",0.41,\"Ideal\",\"F\",\"VVS1\",62.3,55,1295,4.74,4.79,2.97\n\"42310\",0.41,\"Ideal\",\"F\",\"VVS1\",61.8,55,1295,4.76,4.78,2.95\n\"42311\",0.41,\"Ideal\",\"F\",\"VVS1\",62.3,57,1295,4.73,4.77,2.96\n\"42312\",0.41,\"Ideal\",\"F\",\"VVS1\",60.3,56,1295,4.8,4.85,2.91\n\"42313\",0.41,\"Premium\",\"F\",\"VVS1\",61.3,59,1295,4.73,4.79,2.92\n\"42314\",0.41,\"Premium\",\"F\",\"VVS1\",61.8,59,1295,4.74,4.77,2.94\n\"42315\",0.41,\"Ideal\",\"F\",\"VVS1\",61.7,57,1295,4.77,4.8,2.95\n\"42316\",0.41,\"Premium\",\"D\",\"VVS2\",61.8,58,1295,4.75,4.79,2.95\n\"42317\",0.41,\"Ideal\",\"F\",\"VVS1\",60.7,56,1295,4.81,4.85,2.93\n\"42318\",0.41,\"Very 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Good\",\"G\",\"I1\",62.5,58,1298,5.74,5.82,3.61\n\"42341\",0.43,\"Ideal\",\"H\",\"VVS1\",61.5,56,1298,4.86,4.89,3\n\"42342\",0.41,\"Good\",\"E\",\"VVS1\",64.1,55,1298,4.71,4.68,3.01\n\"42343\",0.42,\"Ideal\",\"I\",\"VVS2\",61.2,57,1299,4.83,4.87,2.97\n\"42344\",0.57,\"Ideal\",\"F\",\"SI1\",61.6,56,1299,5.33,5.36,3.29\n\"42345\",0.5,\"Good\",\"E\",\"VS2\",64.1,58,1299,5.01,5.03,3.22\n\"42346\",0.42,\"Ideal\",\"H\",\"VS1\",61,57,1299,4.85,4.89,2.97\n\"42347\",0.52,\"Ideal\",\"E\",\"SI2\",61.9,56,1299,5.17,5.19,3.2\n\"42348\",0.46,\"Ideal\",\"H\",\"SI1\",61.2,56,1299,4.97,5,3.05\n\"42349\",0.39,\"Premium\",\"E\",\"VVS1\",60.7,58,1300,4.69,4.73,2.86\n\"42350\",0.39,\"Premium\",\"G\",\"IF\",59,60,1300,4.75,4.78,2.81\n\"42351\",0.39,\"Ideal\",\"E\",\"VVS2\",61.6,56,1300,4.69,4.73,2.9\n\"42352\",0.39,\"Ideal\",\"E\",\"VVS2\",60.5,57,1300,4.72,4.74,2.86\n\"42353\",0.59,\"Ideal\",\"I\",\"VS2\",62,54,1300,5.4,5.43,3.36\n\"42354\",0.32,\"Ideal\",\"E\",\"IF\",61.2,57,1300,4.4,4.43,2.7\n\"42355\",0.38,\"Ideal\",\"E\",\"IF\",61.4,55,1300,4.68,4.7,2.88\n\"42356\",0.51,\"Very Good\",\"I\",\"VS1\",62.5,59,1301,5.1,5.14,3.2\n\"42357\",0.51,\"Ideal\",\"I\",\"VS1\",61.8,56,1301,5.1,5.13,3.16\n\"42358\",0.59,\"Very Good\",\"F\",\"SI2\",63.4,57,1301,5.32,5.28,3.36\n\"42359\",0.5,\"Very Good\",\"H\",\"VS2\",62.3,58,1302,5.05,5.12,3.17\n\"42360\",0.46,\"Premium\",\"E\",\"VS2\",62.2,58,1302,4.99,4.95,3.09\n\"42361\",0.61,\"Premium\",\"F\",\"SI2\",60.9,58,1303,5.44,5.52,3.34\n\"42362\",0.61,\"Good\",\"I\",\"VS2\",63.4,55,1303,5.42,5.46,3.45\n\"42363\",0.61,\"Ideal\",\"F\",\"SI2\",62.3,57,1303,5.38,5.44,3.37\n\"42364\",0.53,\"Ideal\",\"E\",\"SI1\",61.2,54,1303,5.21,5.25,3.2\n\"42365\",0.52,\"Premium\",\"E\",\"SI1\",59,59,1303,5.3,5.21,3.1\n\"42366\",0.35,\"Ideal\",\"D\",\"VVS1\",61,55,1303,4.62,4.59,2.81\n\"42367\",0.51,\"Very Good\",\"E\",\"SI1\",62.9,57,1304,5.06,5.11,3.2\n\"42368\",0.51,\"Very Good\",\"E\",\"SI1\",61.2,61,1304,5.13,5.16,3.15\n\"42369\",0.51,\"Good\",\"E\",\"SI1\",63.3,59,1304,5.05,5.09,3.21\n\"42370\",0.56,\"Premium\",\"G\",\"SI1\",62.4,58,1304,5.23,5.29,3.28\n\"42371\",0.51,\"Fair\",\"D\",\"SI1\",65.2,55,1304,5.05,5.01,3.28\n\"42372\",0.54,\"Ideal\",\"I\",\"VS1\",61.2,58,1304,5.24,5.29,3.22\n\"42373\",0.57,\"Ideal\",\"H\",\"SI1\",61.6,60,1304,5.33,5.35,3.29\n\"42374\",0.5,\"Ideal\",\"F\",\"SI1\",62,55,1304,5.08,5.12,3.16\n\"42375\",0.41,\"Ideal\",\"F\",\"IF\",61.7,56,1304,4.79,4.83,2.97\n\"42376\",0.43,\"Ideal\",\"H\",\"IF\",62.2,55,1304,4.87,4.84,3.02\n\"42377\",0.43,\"Ideal\",\"E\",\"VVS2\",62,57,1304,4.87,4.84,3.01\n\"42378\",0.43,\"Premium\",\"E\",\"VVS2\",60.8,57,1304,4.92,4.89,2.98\n\"42379\",0.51,\"Very Good\",\"E\",\"SI1\",63.1,56,1305,5.07,5.1,3.21\n\"42380\",0.59,\"Ideal\",\"E\",\"SI2\",62.5,57,1305,5.32,5.37,3.34\n\"42381\",0.71,\"Premium\",\"J\",\"SI2\",61.8,54,1305,5.74,5.7,3.53\n\"42382\",0.6,\"Fair\",\"G\",\"SI1\",64.5,56,1305,5.27,5.24,3.39\n\"42383\",0.5,\"Ideal\",\"F\",\"SI2\",62,55,1305,5.12,5.09,3.16\n\"42384\",0.5,\"Very Good\",\"D\",\"SI2\",60.8,55,1306,5.14,5.16,3.13\n\"42385\",0.46,\"Ideal\",\"G\",\"VVS2\",62.4,54.4,1306,4.93,4.98,3.09\n\"42386\",0.5,\"Ideal\",\"H\",\"VS2\",60.3,55,1306,5.16,5.21,3.13\n\"42387\",0.61,\"Ideal\",\"G\",\"SI2\",60.5,56,1306,5.49,5.59,3.35\n\"42388\",0.6,\"Good\",\"J\",\"VS1\",58.9,60.5,1306,5.5,5.57,3.26\n\"42389\",0.6,\"Good\",\"F\",\"SI2\",62,62,1306,5.33,5.4,3.32\n\"42390\",0.52,\"Premium\",\"G\",\"SI1\",59.7,60,1306,5.22,5.2,3.11\n\"42391\",0.53,\"Very Good\",\"D\",\"SI2\",60.2,56,1307,5.23,5.26,3.16\n\"42392\",0.42,\"Ideal\",\"E\",\"VVS1\",59.7,56,1307,4.88,4.91,2.92\n\"42393\",0.54,\"Ideal\",\"F\",\"SI1\",61.2,56,1307,5.23,5.29,3.22\n\"42394\",0.46,\"Good\",\"F\",\"VVS1\",66.5,55,1307,4.77,4.82,3.19\n\"42395\",0.58,\"Premium\",\"G\",\"SI2\",61.2,59,1307,5.4,5.36,3.29\n\"42396\",0.53,\"Premium\",\"E\",\"SI1\",62.3,60,1307,5.27,5.17,3.25\n\"42397\",0.61,\"Premium\",\"D\",\"SI2\",60.8,57,1308,5.48,5.4,3.31\n\"42398\",0.51,\"Very Good\",\"F\",\"SI1\",62.9,56,1308,5.05,5.1,3.19\n\"42399\",0.51,\"Premium\",\"F\",\"SI1\",59.4,60,1308,5.19,5.21,3.09\n\"42400\",0.51,\"Good\",\"F\",\"SI1\",63.6,58,1308,5.05,5.08,3.22\n\"42401\",0.43,\"Ideal\",\"E\",\"VVS2\",61.8,57,1308,4.79,4.85,2.98\n\"42402\",0.57,\"Ideal\",\"F\",\"SI2\",62.2,53,1308,5.34,5.4,3.34\n\"42403\",0.53,\"Ideal\",\"G\",\"SI1\",62.3,55,1308,5.13,5.24,3.23\n\"42404\",0.53,\"Ideal\",\"G\",\"SI1\",62.7,55,1308,5.15,5.19,3.24\n\"42405\",0.61,\"Premium\",\"I\",\"VS2\",58.8,58,1308,5.59,5.53,3.27\n\"42406\",0.57,\"Very Good\",\"H\",\"SI1\",63.1,54,1309,5.3,5.28,3.34\n\"42407\",0.57,\"Premium\",\"H\",\"SI1\",59.3,58,1309,5.46,5.4,3.22\n\"42408\",0.52,\"Very Good\",\"I\",\"VS1\",61,58,1310,5.18,5.22,3.17\n\"42409\",0.42,\"Ideal\",\"H\",\"VVS1\",61.1,56,1310,4.86,4.9,2.98\n\"42410\",0.42,\"Ideal\",\"G\",\"IF\",62,57,1310,4.82,4.8,2.98\n\"42411\",0.31,\"Ideal\",\"D\",\"IF\",61.1,56,1310,4.42,4.39,2.69\n\"42412\",0.54,\"Good\",\"D\",\"SI1\",63.7,57,1310,5.22,5.14,3.3\n\"42413\",0.48,\"Very Good\",\"F\",\"VS2\",62.6,55,1311,5,5.07,3.15\n\"42414\",0.45,\"Very Good\",\"D\",\"VS2\",62.9,58.4,1311,4.83,4.86,3.04\n\"42415\",0.52,\"Very Good\",\"G\",\"SI1\",61.7,57,1311,5.13,5.16,3.17\n\"42416\",0.52,\"Very Good\",\"G\",\"SI1\",61.1,56,1311,5.19,5.23,3.18\n\"42417\",0.66,\"Very Good\",\"F\",\"SI2\",61.6,54,1311,5.62,5.64,3.47\n\"42418\",0.54,\"Very Good\",\"F\",\"SI2\",61.2,57.4,1311,5.23,5.25,3.21\n\"42419\",0.33,\"Ideal\",\"E\",\"VVS1\",61.9,57,1312,4.43,4.46,2.75\n\"42420\",0.35,\"Ideal\",\"F\",\"IF\",60.9,55,1312,4.58,4.61,2.8\n\"42421\",0.51,\"Premium\",\"G\",\"SI1\",60.3,61,1312,5.19,5.12,3.11\n\"42422\",0.51,\"Premium\",\"G\",\"SI1\",62.4,58,1312,5.13,5.07,3.18\n\"42423\",0.51,\"Good\",\"G\",\"SI1\",63.6,55,1312,5.06,5.03,3.21\n\"42424\",0.51,\"Ideal\",\"G\",\"SI1\",63,53,1312,5.13,5.1,3.22\n\"42425\",0.51,\"Good\",\"F\",\"SI1\",63.6,56,1312,5.11,5.08,3.24\n\"42426\",0.51,\"Very Good\",\"F\",\"SI1\",63.1,54,1312,5.12,5.06,3.21\n\"42427\",0.51,\"Good\",\"F\",\"SI1\",63.8,56,1312,5.08,5.04,3.23\n\"42428\",0.51,\"Ideal\",\"H\",\"VS2\",61.2,53,1312,5.22,5.18,3.18\n\"42429\",0.41,\"Very Good\",\"F\",\"IF\",61.6,58,1313,4.75,4.79,2.94\n\"42430\",0.55,\"Ideal\",\"F\",\"SI2\",61.1,56,1313,5.25,5.33,3.24\n\"42431\",0.57,\"Ideal\",\"G\",\"VS2\",60.7,56,1313,5.4,5.37,3.27\n\"42432\",0.54,\"Very Good\",\"F\",\"SI1\",64,59,1314,5.14,5.18,3.3\n\"42433\",0.53,\"Ideal\",\"H\",\"VS2\",62.5,56,1314,5.15,5.19,3.23\n\"42434\",0.46,\"Premium\",\"G\",\"VVS2\",61.3,60,1314,4.94,5.01,3.05\n\"42435\",0.53,\"Ideal\",\"D\",\"SI2\",60.4,57,1314,5.26,5.3,3.19\n\"42436\",0.53,\"Ideal\",\"D\",\"SI2\",61.9,55,1314,5.19,5.24,3.23\n\"42437\",0.53,\"Ideal\",\"D\",\"SI2\",61.4,56,1314,5.22,5.24,3.21\n\"42438\",0.53,\"Very Good\",\"D\",\"SI2\",62.9,54,1314,5.13,5.17,3.24\n\"42439\",0.53,\"Ideal\",\"H\",\"VS2\",62.4,56,1314,5.17,5.18,3.23\n\"42440\",0.43,\"Ideal\",\"D\",\"VS2\",61.3,55,1314,4.84,4.88,2.98\n\"42441\",0.55,\"Ideal\",\"H\",\"SI1\",61.6,55,1314,5.29,5.32,3.27\n\"42442\",0.54,\"Ideal\",\"G\",\"SI1\",62.5,56,1314,5.2,5.24,3.26\n\"42443\",0.5,\"Premium\",\"E\",\"SI1\",62.6,56,1314,5.07,5.06,3.17\n\"42444\",0.55,\"Premium\",\"I\",\"VS2\",61.7,55,1314,5.35,5.29,3.28\n\"42445\",0.51,\"Very Good\",\"E\",\"SI1\",61.6,53,1315,5.16,5.19,3.19\n\"42446\",0.57,\"Very Good\",\"E\",\"SI2\",61.2,57,1315,5.31,5.35,3.26\n\"42447\",0.42,\"Good\",\"D\",\"VS1\",57.3,62,1315,4.95,5,2.85\n\"42448\",0.53,\"Ideal\",\"E\",\"SI2\",60.9,57,1315,5.23,5.21,3.18\n\"42449\",0.53,\"Good\",\"I\",\"VS1\",64.3,55,1315,5.17,5.13,3.31\n\"42450\",0.51,\"Ideal\",\"I\",\"VVS2\",62.5,54.3,1316,5.09,5.12,3.19\n\"42451\",0.5,\"Good\",\"E\",\"SI1\",63.3,59,1316,4.99,5.03,3.17\n\"42452\",0.5,\"Good\",\"E\",\"SI1\",63.8,55,1316,5.04,5.09,3.23\n\"42453\",0.5,\"Ideal\",\"E\",\"SI1\",62.2,57,1316,5.05,5.11,3.16\n\"42454\",0.5,\"Ideal\",\"E\",\"SI1\",61.6,57,1316,5.09,5.13,3.15\n\"42455\",0.5,\"Good\",\"E\",\"SI1\",63.7,56,1316,5.02,5.06,3.21\n\"42456\",0.55,\"Very Good\",\"F\",\"SI1\",60.7,57,1316,5.27,5.3,3.21\n\"42457\",0.5,\"Premium\",\"E\",\"SI1\",60.2,58,1316,5.15,5.18,3.11\n\"42458\",0.5,\"Good\",\"G\",\"VS2\",57.9,61,1316,5.2,5.23,3.02\n\"42459\",0.5,\"Premium\",\"E\",\"SI1\",62,59,1316,5.06,5.1,3.15\n\"42460\",0.5,\"Good\",\"E\",\"SI1\",63.2,57,1316,5.03,5.06,3.19\n\"42461\",0.5,\"Very Good\",\"E\",\"SI1\",63,58,1316,5.04,5.08,3.19\n\"42462\",0.55,\"Ideal\",\"F\",\"SI1\",61.8,55,1316,5.22,5.27,3.24\n\"42463\",0.5,\"Very Good\",\"E\",\"SI1\",60.7,61,1316,5.09,5.12,3.1\n\"42464\",0.5,\"Good\",\"E\",\"SI1\",63.3,58,1316,4.99,5.03,3.17\n\"42465\",0.5,\"Very Good\",\"E\",\"SI1\",61.5,62,1316,5.06,5.09,3.12\n\"42466\",0.55,\"Premium\",\"G\",\"SI1\",61.3,59,1316,5.23,5.28,3.22\n\"42467\",0.5,\"Premium\",\"E\",\"SI1\",62.3,58,1316,5.09,5.15,3.19\n\"42468\",0.52,\"Ideal\",\"I\",\"VVS2\",62.2,57,1316,5.18,5.11,3.2\n\"42469\",0.55,\"Very Good\",\"G\",\"SI1\",60.1,61,1316,5.32,5.29,3.19\n\"42470\",0.66,\"Ideal\",\"J\",\"VS2\",62.1,55,1316,5.6,5.64,3.49\n\"42471\",0.53,\"Ideal\",\"D\",\"SI2\",61.6,55,1316,5.21,5.24,3.22\n\"42472\",0.54,\"Very Good\",\"I\",\"VS2\",62.3,56,1317,5.17,5.22,3.24\n\"42473\",0.5,\"Very Good\",\"I\",\"VS1\",61.5,55,1317,5.12,5.16,3.16\n\"42474\",0.5,\"Ideal\",\"F\",\"SI1\",61.3,56,1317,5.13,5.09,3.13\n\"42475\",0.5,\"Ideal\",\"E\",\"SI1\",63,56,1317,5.13,5.06,3.21\n\"42476\",0.51,\"Very Good\",\"E\",\"SI1\",62.2,55,1318,5.09,5.11,3.17\n\"42477\",0.51,\"Very Good\",\"E\",\"SI1\",60.8,55,1318,5.17,5.2,3.15\n\"42478\",0.5,\"Very Good\",\"D\",\"SI1\",61.6,59,1318,5.12,5.14,3.16\n\"42479\",0.43,\"Ideal\",\"G\",\"IF\",62.5,54,1318,4.83,4.86,3.03\n\"42480\",0.43,\"Ideal\",\"G\",\"IF\",62.4,54,1318,4.84,4.87,3.03\n\"42481\",0.43,\"Ideal\",\"G\",\"IF\",61.3,56,1318,4.86,4.9,2.99\n\"42482\",0.43,\"Ideal\",\"G\",\"IF\",61.9,53,1318,4.87,4.88,3.02\n\"42483\",0.59,\"Good\",\"F\",\"SI1\",59.5,62,1318,5.45,5.5,3.26\n\"42484\",0.38,\"Good\",\"E\",\"IF\",59.1,58,1318,4.74,4.77,2.81\n\"42485\",0.53,\"Premium\",\"D\",\"SI2\",59.3,61,1318,5.29,5.26,3.13\n\"42486\",0.53,\"Good\",\"D\",\"SI2\",63.9,55,1318,5.14,5.1,3.27\n\"42487\",0.47,\"Ideal\",\"D\",\"VS2\",61.9,56,1319,4.99,5.03,3.1\n\"42488\",0.55,\"Ideal\",\"H\",\"SI1\",62.1,56,1319,5.2,5.26,3.25\n\"42489\",0.52,\"Ideal\",\"G\",\"SI1\",62.2,54,1319,5.16,5.19,3.22\n\"42490\",0.31,\"Ideal\",\"E\",\"IF\",61,57,1319,4.36,4.39,2.67\n\"42491\",0.44,\"Ideal\",\"F\",\"VVS1\",61.5,57,1319,4.9,4.86,3\n\"42492\",0.59,\"Premium\",\"F\",\"SI2\",61.9,61,1319,5.38,5.33,3.31\n\"42493\",0.52,\"Very Good\",\"H\",\"VS1\",59.6,57,1320,5.25,5.34,3.15\n\"42494\",0.47,\"Very Good\",\"E\",\"VS2\",62.6,57,1320,4.92,4.95,3.09\n\"42495\",0.48,\"Very Good\",\"E\",\"VS2\",59.9,58.9,1320,5.07,5.12,3.06\n\"42496\",0.51,\"Very Good\",\"F\",\"SI1\",61.7,55,1320,5.14,5.16,3.18\n\"42497\",0.53,\"Very Good\",\"F\",\"SI1\",61.5,59,1320,5.15,5.19,3.18\n\"42498\",0.54,\"Very Good\",\"E\",\"SI1\",62.2,61,1320,5.24,5.15,3.23\n\"42499\",0.52,\"Ideal\",\"D\",\"SI2\",60.7,56,1320,5.22,5.25,3.18\n\"42500\",0.55,\"Ideal\",\"I\",\"SI1\",61.2,55,1320,5.28,5.33,3.25\n\"42501\",0.57,\"Premium\",\"E\",\"SI2\",61,60,1320,5.36,5.32,3.26\n\"42502\",0.57,\"Premium\",\"E\",\"SI2\",60.7,57,1320,5.42,5.35,3.27\n\"42503\",0.46,\"Very Good\",\"D\",\"VS2\",61.2,57,1321,4.96,5,3.05\n\"42504\",0.55,\"Premium\",\"G\",\"SI1\",62.1,56,1321,5.28,5.22,3.26\n\"42505\",0.55,\"Premium\",\"G\",\"SI1\",61.8,59,1321,5.25,5.2,3.23\n\"42506\",0.51,\"Ideal\",\"G\",\"SI1\",61.9,56,1321,5.11,5.17,3.17\n\"42507\",0.53,\"Very Good\",\"F\",\"SI1\",60.9,60,1322,5.16,5.22,3.16\n\"42508\",0.53,\"Very Good\",\"F\",\"SI1\",62.5,57,1322,5.19,5.24,3.26\n\"42509\",0.5,\"Ideal\",\"I\",\"VVS2\",61.8,57,1322,5.09,5.11,3.15\n\"42510\",0.41,\"Ideal\",\"F\",\"VS2\",61.5,56,1322,4.79,4.83,2.96\n\"42511\",0.56,\"Ideal\",\"G\",\"SI1\",61.2,59,1322,5.26,5.32,3.24\n\"42512\",0.51,\"Ideal\",\"F\",\"SI1\",61.2,56,1322,5.19,5.21,3.18\n\"42513\",0.54,\"Good\",\"E\",\"SI1\",57.2,59,1323,5.37,5.32,3.06\n\"42514\",0.52,\"Very Good\",\"D\",\"SI1\",62.7,56,1323,5.08,5.13,3.2\n\"42515\",0.48,\"Premium\",\"E\",\"VS2\",62.5,61,1323,5.01,4.97,3.12\n\"42516\",0.41,\"Ideal\",\"F\",\"VVS2\",61.4,57,1323,4.77,4.81,2.94\n\"42517\",0.41,\"Ideal\",\"F\",\"VVS2\",61.2,56,1323,4.78,4.82,2.94\n\"42518\",0.5,\"Fair\",\"F\",\"VS2\",64.6,58,1323,5.01,4.99,3.23\n\"42519\",0.5,\"Fair\",\"D\",\"SI1\",65.1,58,1323,5,4.96,3.24\n\"42520\",0.5,\"Fair\",\"D\",\"SI1\",64.6,58,1323,5,4.97,3.22\n\"42521\",0.5,\"Fair\",\"D\",\"SI1\",65.7,56,1323,5.01,4.97,3.28\n\"42522\",0.45,\"Premium\",\"G\",\"VVS1\",60.1,58,1323,4.97,4.95,2.98\n\"42523\",0.45,\"Premium\",\"G\",\"VVS1\",60.8,58,1323,4.98,4.92,3.01\n\"42524\",0.4,\"Premium\",\"F\",\"VVS1\",60.2,59,1323,4.76,4.74,2.86\n\"42525\",0.4,\"Premium\",\"F\",\"VVS1\",60.8,59,1323,4.76,4.74,2.89\n\"42526\",0.4,\"Premium\",\"F\",\"VVS1\",61.1,59,1323,4.78,4.75,2.91\n\"42527\",0.4,\"Ideal\",\"F\",\"VVS1\",61.3,55,1323,4.78,4.75,2.92\n\"42528\",0.4,\"Ideal\",\"F\",\"VVS1\",60.7,56,1323,4.79,4.77,2.9\n\"42529\",0.4,\"Premium\",\"F\",\"VVS1\",61.9,57,1323,4.71,4.69,2.91\n\"42530\",0.4,\"Ideal\",\"F\",\"VVS1\",61.7,56,1323,4.75,4.72,2.92\n\"42531\",0.4,\"Ideal\",\"F\",\"VVS1\",62.5,57,1323,4.75,4.72,2.96\n\"42532\",0.4,\"Ideal\",\"F\",\"VVS1\",61.3,56,1323,4.76,4.73,2.91\n\"42533\",0.4,\"Premium\",\"D\",\"VVS2\",62.2,54,1323,4.77,4.75,2.96\n\"42534\",0.4,\"Ideal\",\"D\",\"VVS2\",61.3,56,1323,4.78,4.75,2.92\n\"42535\",0.4,\"Premium\",\"D\",\"VVS2\",60.4,59,1323,4.77,4.76,2.88\n\"42536\",0.4,\"Premium\",\"D\",\"VVS2\",60.8,59,1323,4.81,4.76,2.91\n\"42537\",0.4,\"Ideal\",\"D\",\"VVS2\",62,56,1323,4.74,4.71,2.93\n\"42538\",0.4,\"Ideal\",\"D\",\"VVS2\",62.2,55,1323,4.74,4.72,2.94\n\"42539\",0.4,\"Ideal\",\"D\",\"VVS2\",61.9,56,1323,4.76,4.74,2.94\n\"42540\",0.4,\"Premium\",\"D\",\"VVS2\",60.7,60,1323,4.78,4.74,2.89\n\"42541\",0.5,\"Premium\",\"F\",\"VS2\",61.7,60,1323,5.06,5.02,3.11\n\"42542\",0.5,\"Good\",\"F\",\"VS2\",64,57,1323,5.08,5.04,3.23\n\"42543\",0.6,\"Premium\",\"F\",\"SI1\",62.9,59,1323,5.39,5.31,3.37\n\"42544\",0.53,\"Premium\",\"F\",\"SI1\",61.4,58,1324,5.19,5.17,3.18\n\"42545\",0.58,\"Ideal\",\"J\",\"VS2\",60.9,57,1324,5.38,5.4,3.28\n\"42546\",0.58,\"Ideal\",\"J\",\"VS1\",61.9,58,1324,5.31,5.35,3.3\n\"42547\",0.85,\"Fair\",\"H\",\"I1\",61,61,1324,6.2,6,3.73\n\"42548\",0.85,\"Fair\",\"H\",\"I1\",66.7,59,1324,5.86,5.78,3.88\n\"42549\",0.59,\"Very Good\",\"E\",\"SI2\",60.5,58,1325,5.43,5.51,3.31\n\"42550\",0.52,\"Ideal\",\"G\",\"SI1\",62.4,55,1325,5.15,5.17,3.22\n\"42551\",0.52,\"Very Good\",\"F\",\"SI1\",61,59,1326,5.18,5.21,3.17\n\"42552\",0.53,\"Very Good\",\"E\",\"SI1\",63.3,56,1326,5.13,5.17,3.26\n\"42553\",0.46,\"Ideal\",\"D\",\"VS2\",62.7,57,1326,4.89,4.93,3.08\n\"42554\",0.46,\"Very Good\",\"D\",\"VS2\",60.9,58,1326,4.94,4.97,3.02\n\"42555\",0.42,\"Premium\",\"F\",\"VVS1\",60.5,58,1326,4.81,4.84,2.92\n\"42556\",0.42,\"Ideal\",\"F\",\"VVS1\",61.3,56,1326,4.82,4.83,2.96\n\"42557\",0.42,\"Ideal\",\"D\",\"VVS2\",62.6,56,1326,4.77,4.79,2.99\n\"42558\",0.42,\"Ideal\",\"F\",\"VVS1\",62,55,1326,4.81,4.84,2.99\n\"42559\",0.42,\"Ideal\",\"D\",\"VVS2\",62.1,55,1326,4.78,4.81,2.98\n\"42560\",0.42,\"Ideal\",\"D\",\"VVS2\",62.5,57,1326,4.77,4.8,2.99\n\"42561\",0.42,\"Ideal\",\"D\",\"VVS2\",62.1,55,1326,4.79,4.81,2.98\n\"42562\",0.42,\"Ideal\",\"D\",\"VVS2\",61.4,56,1326,4.82,4.85,2.97\n\"42563\",0.57,\"Ideal\",\"I\",\"VS2\",61.5,56,1326,5.32,5.35,3.28\n\"42564\",0.45,\"Very Good\",\"G\",\"VVS1\",62.2,58,1327,4.9,4.97,3.07\n\"42565\",0.55,\"Very Good\",\"H\",\"VS2\",60.2,59,1327,5.36,5.24,3.19\n\"42566\",0.42,\"Ideal\",\"E\",\"VVS1\",62,55,1327,4.81,4.83,2.99\n\"42567\",0.62,\"Ideal\",\"G\",\"SI2\",62.1,55,1327,5.46,5.49,3.4\n\"42568\",0.54,\"Ideal\",\"F\",\"SI1\",61.5,55,1327,5.25,5.28,3.24\n\"42569\",0.38,\"Ideal\",\"E\",\"VVS1\",61.9,56,1327,4.67,4.64,2.88\n\"42570\",0.38,\"Ideal\",\"E\",\"VVS1\",62.4,56,1327,4.67,4.64,2.9\n\"42571\",0.38,\"Ideal\",\"E\",\"VVS1\",62.6,56,1327,4.64,4.6,2.89\n\"42572\",0.38,\"Premium\",\"E\",\"VVS1\",61.9,58,1327,4.66,4.62,2.87\n\"42573\",0.55,\"Ideal\",\"I\",\"VS2\",58.5,62,1327,5.4,5.39,3.16\n\"42574\",0.5,\"Fair\",\"G\",\"VS1\",60.3,66,1327,5.13,5.09,3.08\n\"42575\",0.59,\"Good\",\"E\",\"SI2\",57.4,62,1327,5.53,5.49,3.16\n\"42576\",0.51,\"Very Good\",\"H\",\"VS2\",60.1,59.8,1328,5.14,5.19,3.1\n\"42577\",0.53,\"Good\",\"E\",\"SI1\",57.8,57,1328,5.33,5.29,3.07\n\"42578\",0.62,\"Premium\",\"F\",\"SI2\",61.7,60,1329,5.48,5.45,3.37\n\"42579\",0.43,\"Ideal\",\"H\",\"VS1\",61.2,55,1329,4.87,4.9,2.99\n\"42580\",0.51,\"Ideal\",\"G\",\"SI1\",61.3,55,1329,5.18,5.22,3.19\n\"42581\",0.53,\"Ideal\",\"G\",\"SI1\",62.4,55,1329,5.21,5.18,3.24\n\"42582\",0.59,\"Ideal\",\"J\",\"VS1\",58.7,56,1330,5.52,5.48,3.23\n\"42583\",0.51,\"Very Good\",\"E\",\"SI1\",63,58,1330,4.99,5.08,3.17\n\"42584\",0.52,\"Ideal\",\"E\",\"SI1\",61.4,57,1330,5.15,5.18,3.17\n\"42585\",0.45,\"Ideal\",\"D\",\"VS1\",62.3,56,1330,4.88,4.91,3.05\n\"42586\",0.52,\"Very Good\",\"E\",\"SI1\",63,54,1330,5.11,5.15,3.23\n\"42587\",0.35,\"Ideal\",\"D\",\"VVS1\",60.8,55,1330,4.58,4.6,2.79\n\"42588\",0.35,\"Ideal\",\"D\",\"VVS1\",60.6,56,1330,4.58,4.59,2.78\n\"42589\",0.58,\"Ideal\",\"G\",\"SI1\",61.4,55,1330,5.38,5.41,3.31\n\"42590\",0.54,\"Premium\",\"F\",\"SI1\",61.8,60,1330,5.22,5.2,3.22\n\"42591\",0.65,\"Very Good\",\"H\",\"SI2\",62,56,1331,5.53,5.56,3.44\n\"42592\",0.5,\"Very Good\",\"E\",\"SI1\",62.7,55,1331,5.06,5.09,3.18\n\"42593\",0.5,\"Very Good\",\"E\",\"SI1\",60.9,58,1331,5.1,5.14,3.12\n\"42594\",0.5,\"Very Good\",\"E\",\"SI1\",61.9,53,1331,5.14,5.16,3.19\n\"42595\",0.31,\"Very Good\",\"D\",\"IF\",62,56,1331,4.33,4.35,2.69\n\"42596\",0.5,\"Ideal\",\"E\",\"SI1\",62.2,57,1331,5.05,5.08,3.15\n\"42597\",0.5,\"Ideal\",\"E\",\"SI1\",62.8,57,1331,5.05,5.08,3.18\n\"42598\",0.5,\"Ideal\",\"E\",\"SI1\",59.7,62,1331,5.16,5.19,3.09\n\"42599\",0.5,\"Ideal\",\"E\",\"SI1\",59.1,61,1331,5.16,5.19,3.06\n\"42600\",0.5,\"Good\",\"E\",\"SI1\",58.5,59,1331,5.2,5.23,3.05\n\"42601\",0.32,\"Premium\",\"H\",\"VS2\",59.5,58,505,4.47,4.5,2.67\n\"42602\",0.32,\"Ideal\",\"I\",\"VS1\",60.9,56,505,4.44,4.46,2.71\n\"42603\",0.32,\"Good\",\"I\",\"VS1\",63.2,54,505,4.38,4.42,2.78\n\"42604\",0.36,\"Ideal\",\"I\",\"VS2\",61.8,55,505,4.58,4.61,2.84\n\"42605\",0.32,\"Very Good\",\"I\",\"VS1\",62.4,56,505,4.31,4.37,2.71\n\"42606\",0.32,\"Premium\",\"H\",\"VS2\",60.7,60,505,4.39,4.41,2.67\n\"42607\",0.32,\"Very Good\",\"I\",\"VS1\",59.8,60,505,4.44,4.46,2.66\n\"42608\",0.36,\"Premium\",\"E\",\"SI2\",60.6,59,505,4.57,4.61,2.78\n\"42609\",0.32,\"Very 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Good\",\"D\",\"SI1\",63.5,57,1337,5.04,5.1,3.22\n\"42688\",0.45,\"Ideal\",\"E\",\"VVS2\",61.9,56,1337,4.91,4.95,3.05\n\"42689\",0.52,\"Ideal\",\"F\",\"SI1\",60.4,56,1337,5.31,5.29,3.2\n\"42690\",0.5,\"Ideal\",\"E\",\"SI1\",60.6,59,1337,5.13,5.16,3.12\n\"42691\",0.5,\"Ideal\",\"E\",\"SI1\",61.6,57,1337,5.08,5.11,3.14\n\"42692\",0.5,\"Ideal\",\"E\",\"SI1\",61.9,60,1337,5.06,5.09,3.14\n\"42693\",0.54,\"Good\",\"H\",\"VS2\",63.2,55,1338,5.2,5.24,3.3\n\"42694\",0.54,\"Ideal\",\"H\",\"VS2\",60.1,57,1338,5.28,5.33,3.19\n\"42695\",0.54,\"Very Good\",\"H\",\"VS2\",62.6,58,1338,5.16,5.19,3.24\n\"42696\",0.46,\"Ideal\",\"H\",\"VVS1\",62.4,53.4,1338,4.95,5.01,3.1\n\"42697\",0.6,\"Ideal\",\"D\",\"SI2\",61.3,59,1338,5.42,5.48,3.34\n\"42698\",0.52,\"Premium\",\"F\",\"SI1\",59.5,59,1338,5.31,5.24,3.14\n\"42699\",0.52,\"Very Good\",\"G\",\"SI1\",63.3,55,1338,5.1,5.07,3.22\n\"42700\",0.52,\"Good\",\"G\",\"SI1\",63.6,56,1338,5.09,5.07,3.23\n\"42701\",0.52,\"Very Good\",\"G\",\"SI1\",63.3,57,1338,5.11,5.08,3.22\n\"42702\",0.52,\"Premium\",\"G\",\"SI1\",59.6,62,1338,5.23,5.18,3.1\n\"42703\",0.52,\"Premium\",\"G\",\"SI1\",62.8,61,1338,5.14,5.11,3.22\n\"42704\",0.52,\"Good\",\"F\",\"SI1\",63.8,56,1338,5.12,5.07,3.25\n\"42705\",0.52,\"Premium\",\"F\",\"SI1\",58.6,61,1338,5.3,5.28,3.1\n\"42706\",0.56,\"Very Good\",\"F\",\"SI1\",63.3,56,1338,5.26,5.22,3.32\n\"42707\",0.52,\"Ideal\",\"G\",\"SI1\",62.6,56,1338,5.16,5.13,3.22\n\"42708\",0.5,\"Good\",\"F\",\"VS2\",65.3,57,1339,4.93,4.97,3.23\n\"42709\",0.57,\"Very Good\",\"G\",\"SI1\",61.9,59,1340,5.28,5.31,3.28\n\"42710\",0.56,\"Premium\",\"G\",\"SI1\",60.2,59,1340,5.34,5.36,3.22\n\"42711\",0.56,\"Ideal\",\"F\",\"SI1\",61.4,57,1340,5.28,5.3,3.25\n\"42712\",0.56,\"Very Good\",\"G\",\"SI1\",58.8,59,1340,5.38,5.4,3.17\n\"42713\",0.56,\"Ideal\",\"G\",\"SI1\",62.5,56,1340,5.21,5.28,3.28\n\"42714\",0.56,\"Good\",\"F\",\"SI1\",63.2,56,1340,5.24,5.29,3.33\n\"42715\",0.54,\"Ideal\",\"E\",\"SI2\",60.6,57,1340,5.28,5.25,3.19\n\"42716\",0.54,\"Ideal\",\"E\",\"SI2\",60.7,56,1340,5.3,5.25,3.2\n\"42717\",0.54,\"Ideal\",\"E\",\"SI2\",60.4,57,1340,5.33,5.27,3.2\n\"42718\",0.51,\"Fair\",\"E\",\"SI1\",55.8,61,1340,5.43,5.35,3.01\n\"42719\",0.51,\"Very Good\",\"E\",\"SI1\",60.3,63,1340,5.13,5.06,3.07\n\"42720\",0.51,\"Premium\",\"E\",\"SI1\",58.2,61,1340,5.27,5.22,3.05\n\"42721\",0.54,\"Premium\",\"G\",\"SI1\",61.1,60,1340,5.24,5.2,3.19\n\"42722\",0.53,\"Ideal\",\"I\",\"VVS2\",61.2,56,1341,5.21,5.28,3.21\n\"42723\",0.52,\"Ideal\",\"E\",\"SI1\",62.1,54,1341,5.17,5.2,3.22\n\"42724\",0.68,\"Good\",\"J\",\"VS1\",61.6,65,1341,5.63,5.57,3.45\n\"42725\",0.6,\"Premium\",\"H\",\"SI1\",58.9,61,1341,5.54,5.5,3.25\n\"42726\",0.43,\"Ideal\",\"G\",\"IF\",61.6,57,1341,4.84,4.81,2.97\n\"42727\",0.37,\"Ideal\",\"F\",\"VVS1\",59.2,57,1342,4.71,4.75,2.8\n\"42728\",0.58,\"Ideal\",\"D\",\"SI2\",62.7,56,1342,5.3,5.32,3.33\n\"42729\",0.58,\"Ideal\",\"D\",\"SI2\",61.2,57,1342,5.36,5.4,3.29\n\"42730\",0.6,\"Ideal\",\"I\",\"SI1\",62.2,58,1342,5.37,5.41,3.35\n\"42731\",0.52,\"Very Good\",\"G\",\"SI1\",63.1,58,1343,5.11,5.13,3.23\n\"42732\",0.52,\"Very Good\",\"E\",\"SI1\",61.1,62,1343,5.16,5.18,3.16\n\"42733\",0.52,\"Very 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Good\",\"E\",\"SI1\",61,58,1343,5.1,5.13,3.12\n\"42742\",0.51,\"Ideal\",\"E\",\"SI1\",62.3,56,1343,5.12,5.15,3.2\n\"42743\",0.51,\"Good\",\"E\",\"SI1\",63.9,56,1343,5.07,5.11,3.25\n\"42744\",0.51,\"Good\",\"G\",\"VS2\",63.5,57,1343,5.05,5.06,3.21\n\"42745\",0.51,\"Premium\",\"E\",\"SI1\",61.8,58,1343,5.11,5.15,3.17\n\"42746\",0.51,\"Good\",\"E\",\"SI1\",63.5,54,1343,5.07,5.1,3.23\n\"42747\",0.51,\"Good\",\"E\",\"SI1\",63.2,61,1343,5.05,5.08,3.2\n\"42748\",0.51,\"Premium\",\"G\",\"VS2\",61.3,59,1343,5.11,5.17,3.15\n\"42749\",0.51,\"Good\",\"E\",\"SI1\",63.9,54,1343,5.05,5.09,3.24\n\"42750\",0.51,\"Very Good\",\"G\",\"VS2\",62.6,57,1343,5.1,5.15,3.21\n\"42751\",0.51,\"Very Good\",\"H\",\"VS1\",62.5,58,1343,5.09,5.12,3.19\n\"42752\",0.51,\"Ideal\",\"G\",\"VS2\",62,56,1343,5.11,5.18,3.19\n\"42753\",0.58,\"Ideal\",\"G\",\"SI2\",62.2,55,1343,5.4,5.36,3.35\n\"42754\",0.56,\"Ideal\",\"I\",\"SI1\",61.3,56,1343,5.28,5.31,3.25\n\"42755\",0.56,\"Ideal\",\"H\",\"SI1\",61.9,58,1343,5.27,5.3,3.27\n\"42756\",0.54,\"Very Good\",\"D\",\"SI2\",63.2,57,1343,5.19,5.16,3.27\n\"42757\",0.52,\"Premium\",\"D\",\"SI1\",59.7,60,1344,5.26,5.19,3.12\n\"42758\",0.46,\"Very Good\",\"E\",\"VS2\",58.9,59.4,1345,5.05,5.1,2.99\n\"42759\",0.62,\"Premium\",\"G\",\"SI2\",60.2,61,1345,5.49,5.44,3.29\n\"42760\",0.56,\"Ideal\",\"G\",\"SI1\",62.5,57,1345,5.26,5.23,3.28\n\"42761\",0.5,\"Very Good\",\"F\",\"VS2\",63.4,57,1345,5.01,4.96,3.16\n\"42762\",0.56,\"Ideal\",\"G\",\"SI1\",62.9,56,1345,5.27,5.25,3.31\n\"42763\",0.56,\"Premium\",\"G\",\"SI1\",62.8,55,1345,5.28,5.26,3.31\n\"42764\",0.54,\"Very Good\",\"F\",\"SI1\",61.2,55,1346,5.23,5.29,3.22\n\"42765\",0.57,\"Very 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Good\",\"I\",\"SI1\",63.4,55,1356,5.39,5.43,3.43\n\"42833\",0.58,\"Ideal\",\"D\",\"SI2\",61.7,54,1356,5.4,5.43,3.34\n\"42834\",0.58,\"Ideal\",\"D\",\"SI2\",63.4,57,1356,5.29,5.34,3.37\n\"42835\",0.51,\"Ideal\",\"E\",\"SI1\",61.5,54,1356,5.15,5.19,3.18\n\"42836\",0.41,\"Premium\",\"F\",\"VVS1\",58.9,58,1356,4.87,4.84,2.86\n\"42837\",0.41,\"Ideal\",\"F\",\"VVS1\",62.3,53,1356,4.8,4.77,2.98\n\"42838\",0.41,\"Premium\",\"F\",\"VVS1\",62.1,56,1356,4.79,4.78,2.97\n\"42839\",0.41,\"Ideal\",\"F\",\"VVS1\",60.9,56,1356,4.83,4.79,2.93\n\"42840\",0.41,\"Ideal\",\"F\",\"VVS1\",60.3,56,1356,4.85,4.8,2.91\n\"42841\",0.41,\"Ideal\",\"F\",\"VVS1\",60.7,56,1356,4.85,4.81,2.93\n\"42842\",0.41,\"Ideal\",\"F\",\"VVS1\",62.1,57,1356,4.79,4.75,2.96\n\"42843\",0.41,\"Ideal\",\"F\",\"VVS1\",61.8,55,1356,4.78,4.76,2.95\n\"42844\",0.41,\"Ideal\",\"F\",\"VVS1\",61.9,56,1356,4.79,4.77,2.96\n\"42845\",0.41,\"Ideal\",\"F\",\"VVS1\",61.7,57,1356,4.8,4.77,2.95\n\"42846\",0.41,\"Ideal\",\"F\",\"VVS1\",62.3,57,1356,4.77,4.73,2.96\n\"42847\",0.41,\"Premium\",\"F\",\"VVS1\",61.3,59,1356,4.79,4.73,2.92\n\"42848\",0.41,\"Premium\",\"F\",\"VVS1\",61.8,59,1356,4.77,4.74,2.94\n\"42849\",0.41,\"Ideal\",\"F\",\"VVS1\",62,55,1356,4.78,4.74,2.95\n\"42850\",0.41,\"Ideal\",\"F\",\"VVS1\",62.3,55,1356,4.79,4.74,2.97\n\"42851\",0.41,\"Ideal\",\"F\",\"VVS1\",61.8,57,1356,4.79,4.75,2.95\n\"42852\",0.41,\"Ideal\",\"D\",\"VVS2\",62.3,57,1356,4.76,4.74,2.96\n\"42853\",0.41,\"Premium\",\"D\",\"VVS2\",61.8,58,1356,4.79,4.75,2.95\n\"42854\",0.41,\"Ideal\",\"D\",\"VVS2\",62.3,55,1356,4.77,4.76,2.97\n\"42855\",0.41,\"Premium\",\"D\",\"VVS2\",61.2,62,1356,4.82,4.78,2.94\n\"42856\",0.41,\"Ideal\",\"D\",\"VVS2\",62.1,56,1356,4.78,4.76,2.96\n\"42857\",0.41,\"Premium\",\"D\",\"VVS2\",62.5,58,1356,4.75,4.72,2.96\n\"42858\",0.54,\"Premium\",\"G\",\"SI1\",60.8,59,1356,5.27,5.23,3.19\n\"42859\",0.53,\"Premium\",\"H\",\"VS2\",59.1,59,1356,5.33,5.26,3.13\n\"42860\",0.54,\"Premium\",\"E\",\"SI1\",59.5,61,1356,5.31,5.28,3.15\n\"42861\",0.5,\"Very 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Good\",\"G\",\"SI1\",61.8,55,1361,5.28,5.33,3.28\n\"42899\",0.54,\"Premium\",\"E\",\"SI1\",60.2,58,1361,5.27,5.3,3.18\n\"42900\",0.54,\"Good\",\"H\",\"VS1\",63.2,58,1361,5.12,5.16,3.25\n\"42901\",0.54,\"Good\",\"H\",\"VS1\",63.2,60,1361,5.13,5.16,3.25\n\"42902\",0.59,\"Good\",\"F\",\"SI1\",59.1,58,1361,5.46,5.5,3.24\n\"42903\",0.51,\"Good\",\"E\",\"SI1\",57.4,62,1361,5.29,5.24,3.02\n\"42904\",0.59,\"Very Good\",\"E\",\"SI2\",62.9,58,1362,5.33,5.39,3.37\n\"42905\",0.71,\"Fair\",\"J\",\"SI2\",66.1,58,1362,5.53,5.43,3.62\n\"42906\",0.5,\"Good\",\"H\",\"VVS2\",61.9,64.3,1362,5.01,5.03,3.11\n\"42907\",0.39,\"Premium\",\"E\",\"VVS1\",60.7,58,1362,4.73,4.69,2.86\n\"42908\",0.39,\"Premium\",\"G\",\"IF\",59,60,1362,4.78,4.75,2.81\n\"42909\",0.51,\"Very Good\",\"E\",\"SI1\",60.8,57,1363,5.12,5.17,3.13\n\"42910\",0.55,\"Premium\",\"H\",\"VS2\",62.1,58,1363,5.24,5.29,3.27\n\"42911\",0.55,\"Ideal\",\"D\",\"SI2\",60.9,57,1363,5.26,5.29,3.21\n\"42912\",0.52,\"Very Good\",\"J\",\"VVS1\",61.7,55.5,1363,5.17,5.19,3.19\n\"42913\",0.41,\"Ideal\",\"E\",\"VVS2\",61.6,55,1363,4.81,4.84,2.97\n\"42914\",0.41,\"Ideal\",\"E\",\"VVS2\",60.5,57,1363,4.83,4.86,2.93\n\"42915\",0.51,\"Good\",\"D\",\"SI1\",58.7,58,1363,5.21,5.25,3.07\n\"42916\",0.53,\"Good\",\"G\",\"SI1\",63.8,56,1363,5.18,5.14,3.29\n\"42917\",0.53,\"Ideal\",\"F\",\"SI1\",62.4,57,1363,5.21,5.18,3.24\n\"42918\",0.53,\"Good\",\"F\",\"SI1\",63.8,58,1363,5.17,5.12,3.28\n\"42919\",0.53,\"Good\",\"F\",\"SI1\",63.8,56,1363,5.16,5.13,3.28\n\"42920\",0.53,\"Ideal\",\"F\",\"SI1\",62.9,57,1363,5.18,5.15,3.25\n\"42921\",0.5,\"Premium\",\"D\",\"SI1\",61.4,59,1363,5.12,5.08,3.13\n\"42922\",0.53,\"Fair\",\"E\",\"SI1\",64.5,53,1363,5.16,5.15,3.33\n\"42923\",0.53,\"Premium\",\"G\",\"SI1\",61.3,58,1363,5.21,5.16,3.18\n\"42924\",0.41,\"Very Good\",\"D\",\"VVS2\",61.2,55,1364,4.79,4.82,2.95\n\"42925\",0.57,\"Good\",\"G\",\"SI1\",63.3,55,1364,5.29,5.32,3.36\n\"42926\",0.57,\"Ideal\",\"G\",\"SI1\",61.7,56,1364,5.33,5.37,3.3\n\"42927\",0.57,\"Good\",\"F\",\"SI1\",63.2,55,1364,5.26,5.31,3.34\n\"42928\",0.57,\"Good\",\"G\",\"SI1\",63.5,55,1364,5.28,5.3,3.36\n\"42929\",0.57,\"Very Good\",\"F\",\"SI1\",58.6,57,1364,5.37,5.59,3.21\n\"42930\",0.62,\"Ideal\",\"F\",\"SI2\",61.8,55,1364,5.5,5.51,3.4\n\"42931\",0.32,\"Premium\",\"H\",\"VS2\",60.7,58,505,4.43,4.46,2.7\n\"42932\",0.32,\"Ideal\",\"H\",\"VS2\",61.5,56,505,4.38,4.4,2.7\n\"42933\",0.32,\"Premium\",\"H\",\"VS2\",60.5,59,505,4.39,4.43,2.67\n\"42934\",0.32,\"Very Good\",\"H\",\"VS2\",62.4,58,505,4.33,4.36,2.71\n\"42935\",0.36,\"Very 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Good\",\"E\",\"SI1\",63,59,1406,5.25,5.17,3.28\n\"43339\",0.56,\"Ideal\",\"I\",\"VS1\",60.5,55,1406,5.33,5.39,3.24\n\"43340\",0.4,\"Ideal\",\"F\",\"IF\",61.9,54,1406,4.75,4.81,2.96\n\"43341\",0.51,\"Premium\",\"F\",\"SI1\",59.7,59,1406,5.2,5.15,3.09\n\"43342\",0.51,\"Premium\",\"F\",\"SI1\",59.4,60,1406,5.21,5.19,3.09\n\"43343\",0.51,\"Good\",\"F\",\"SI1\",63.6,58,1406,5.08,5.05,3.22\n\"43344\",0.51,\"Ideal\",\"F\",\"SI1\",62.9,56,1406,5.1,5.05,3.19\n\"43345\",0.51,\"Good\",\"F\",\"SI1\",64.2,59,1406,5.04,5.02,3.23\n\"43346\",0.57,\"Premium\",\"E\",\"SI1\",58.9,59,1406,5.41,5.35,3.17\n\"43347\",0.51,\"Ideal\",\"F\",\"SI1\",60,57,1406,5.25,5.21,3.14\n\"43348\",0.51,\"Ideal\",\"F\",\"SI1\",61.3,56,1406,5.19,5.16,3.17\n\"43349\",0.37,\"Ideal\",\"F\",\"VVS1\",59.2,57,1406,4.75,4.71,2.8\n\"43350\",0.51,\"Premium\",\"D\",\"SI2\",59.5,61,1406,5.19,5.16,3.08\n\"43351\",0.5,\"Very 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Good\",\"F\",\"SI1\",59.5,61,1410,5.28,5.41,3.18\n\"43388\",0.5,\"Very Good\",\"H\",\"VS1\",62.5,58,1410,5.04,5.1,3.17\n\"43389\",0.5,\"Ideal\",\"E\",\"SI1\",62.2,57,1410,5.06,5.1,3.16\n\"43390\",0.5,\"Ideal\",\"E\",\"SI1\",62.3,56,1410,5.06,5.12,3.17\n\"43391\",0.62,\"Good\",\"D\",\"SI2\",64,56,1410,5.42,5.39,3.46\n\"43392\",0.57,\"Ideal\",\"I\",\"VS2\",61.8,57,1410,5.31,5.34,3.29\n\"43393\",0.57,\"Ideal\",\"I\",\"VS2\",61.9,57,1410,5.3,5.33,3.29\n\"43394\",0.5,\"Ideal\",\"I\",\"VS2\",61.9,56,1410,5.08,5.13,3.16\n\"43395\",0.54,\"Ideal\",\"E\",\"SI1\",61.6,57,1410,5.23,5.26,3.23\n\"43396\",0.5,\"Ideal\",\"E\",\"SI1\",61.6,55,1410,5.09,5.13,3.15\n\"43397\",0.62,\"Fair\",\"D\",\"SI2\",64.6,57,1410,5.39,5.33,3.46\n\"43398\",0.5,\"Very Good\",\"H\",\"VS2\",61.2,55,1411,5.12,5.16,3.15\n\"43399\",0.64,\"Fair\",\"I\",\"VS2\",55.3,69,1411,5.85,5.69,3.19\n\"43400\",0.59,\"Premium\",\"F\",\"SI1\",61.7,60,1412,5.37,5.39,3.32\n\"43401\",0.59,\"Very Good\",\"G\",\"SI1\",63,57,1412,5.35,5.38,3.38\n\"43402\",0.59,\"Very Good\",\"F\",\"SI1\",61.7,57,1412,5.39,5.43,3.34\n\"43403\",0.46,\"Ideal\",\"G\",\"VVS1\",62,54,1412,4.97,5,3.09\n\"43404\",0.46,\"Ideal\",\"G\",\"VVS1\",61.5,55,1412,4.97,5.01,3.07\n\"43405\",0.52,\"Ideal\",\"E\",\"SI2\",61,57,1412,5.18,5.21,3.17\n\"43406\",0.53,\"Ideal\",\"H\",\"VS2\",62.5,56,1412,5.19,5.15,3.23\n\"43407\",0.53,\"Ideal\",\"H\",\"VS2\",62.4,56,1412,5.18,5.17,3.23\n\"43408\",0.53,\"Ideal\",\"D\",\"SI2\",62.9,54,1412,5.17,5.13,3.24\n\"43409\",0.53,\"Ideal\",\"D\",\"SI2\",60.4,57,1412,5.3,5.26,3.19\n\"43410\",0.53,\"Ideal\",\"D\",\"SI2\",61.4,56,1412,5.24,5.22,3.21\n\"43411\",0.53,\"Ideal\",\"D\",\"SI2\",61.9,55,1412,5.24,5.19,3.23\n\"43412\",0.53,\"Ideal\",\"H\",\"VS2\",62.6,57,1412,5.17,5.15,3.23\n\"43413\",0.53,\"Premium\",\"H\",\"VS2\",61.4,52,1412,5.29,5.26,3.24\n\"43414\",0.46,\"Very 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Good\",\"J\",\"SI1\",63,57,1966,5.69,5.74,3.6\n\"48386\",0.5,\"Ideal\",\"G\",\"VVS1\",62.2,56,1966,5.1,5.12,3.18\n\"48387\",0.5,\"Premium\",\"G\",\"VVS1\",61,60,1966,5.08,5.12,3.11\n\"48388\",0.59,\"Ideal\",\"G\",\"VVS2\",62.2,56,1966,5.37,5.4,3.35\n\"48389\",0.5,\"Good\",\"G\",\"VVS1\",63.3,56,1966,5.07,5.1,3.22\n\"48390\",0.5,\"Very Good\",\"G\",\"VVS1\",62.3,59,1966,5.01,5.04,3.13\n\"48391\",0.5,\"Ideal\",\"G\",\"VVS1\",62.7,57,1966,5.07,5.1,3.19\n\"48392\",0.7,\"Very Good\",\"G\",\"SI2\",58.2,63,1966,5.82,5.79,3.38\n\"48393\",0.72,\"Ideal\",\"J\",\"SI1\",62.6,56,1966,5.67,5.74,3.57\n\"48394\",0.5,\"Good\",\"G\",\"VVS1\",60,62,1966,5.12,5.18,3.09\n\"48395\",0.7,\"Premium\",\"I\",\"VS2\",63,60,1966,5.62,5.59,3.53\n\"48396\",0.7,\"Premium\",\"F\",\"SI2\",58.4,61,1966,5.86,5.79,3.4\n\"48397\",0.64,\"Very Good\",\"D\",\"SI1\",62.2,55,1967,5.51,5.55,3.44\n\"48398\",0.64,\"Ideal\",\"D\",\"SI1\",62.1,56,1967,5.5,5.55,3.43\n\"48399\",0.52,\"Ideal\",\"H\",\"IF\",59.2,58,1967,5.23,5.31,3.12\n\"48400\",0.59,\"Ideal\",\"E\",\"VS2\",62.3,55,1968,5.35,5.38,3.34\n\"48401\",0.71,\"Premium\",\"J\",\"VS2\",60.1,61,1968,5.82,5.77,3.48\n\"48402\",0.83,\"Good\",\"F\",\"SI2\",63.7,59,1968,5.91,5.86,3.75\n\"48403\",0.7,\"Very Good\",\"J\",\"VVS2\",63.2,55,1968,5.63,5.57,3.54\n\"48404\",0.64,\"Very Good\",\"D\",\"SI1\",62.3,58,1969,5.49,5.53,3.43\n\"48405\",0.72,\"Good\",\"G\",\"SI1\",64,59,1969,5.59,5.63,3.59\n\"48406\",0.52,\"Ideal\",\"G\",\"VVS1\",61,57,1969,5.18,5.2,3.17\n\"48407\",0.61,\"Very Good\",\"H\",\"VVS2\",60.5,57,1970,5.52,5.54,3.35\n\"48408\",0.61,\"Very Good\",\"H\",\"VVS2\",61.4,57,1970,5.46,5.5,3.36\n\"48409\",0.72,\"Very Good\",\"H\",\"SI2\",62.6,53,1970,5.75,5.78,3.61\n\"48410\",0.72,\"Very Good\",\"H\",\"SI2\",62.9,57,1970,5.64,5.68,3.56\n\"48411\",0.51,\"Very Good\",\"E\",\"VS1\",61.8,54.7,1970,5.12,5.15,31.8\n\"48412\",0.51,\"Very Good\",\"E\",\"VS1\",62.8,57.1,1970,5.07,5.1,3.2\n\"48413\",0.6,\"Ideal\",\"F\",\"VS2\",61.9,57,1970,5.39,5.43,3.35\n\"48414\",0.76,\"Premium\",\"G\",\"SI2\",62.6,55,1970,5.87,5.82,3.66\n\"48415\",0.65,\"Premium\",\"F\",\"VS2\",59.6,58,1970,5.65,5.62,3.36\n\"48416\",0.73,\"Premium\",\"F\",\"SI2\",60.2,59,1971,5.87,5.82,3.52\n\"48417\",0.61,\"Very Good\",\"F\",\"VS2\",62.9,58,1971,5.33,5.39,3.37\n\"48418\",0.7,\"Very Good\",\"I\",\"VS1\",62.4,58,1971,5.62,5.67,3.52\n\"48419\",0.61,\"Very Good\",\"F\",\"VS2\",59.6,61,1971,5.5,5.58,3.3\n\"48420\",0.51,\"Premium\",\"G\",\"VVS1\",61.6,59,1971,5.12,5.08,3.14\n\"48421\",0.7,\"Ideal\",\"J\",\"VS2\",61.5,57,1971,5.7,5.74,3.52\n\"48422\",0.61,\"Good\",\"F\",\"VS2\",63,64.2,1971,5.29,5.32,3.34\n\"48423\",0.51,\"Very Good\",\"G\",\"VVS1\",63.2,58,1971,5.11,5.08,3.22\n\"48424\",0.7,\"Premium\",\"E\",\"SI1\",61.1,60,1971,5.69,5.56,3.44\n\"48425\",0.5,\"Premium\",\"H\",\"IF\",61.4,61,1971,5.14,5.03,3.12\n\"48426\",0.51,\"Premium\",\"F\",\"VS1\",61.7,58,1971,5.11,5.07,3.14\n\"48427\",0.71,\"Very Good\",\"H\",\"SI2\",63.7,56,1972,5.62,5.65,3.59\n\"48428\",0.57,\"Ideal\",\"G\",\"VS1\",61.4,55,1972,5.34,5.38,3.29\n\"48429\",0.7,\"Very Good\",\"I\",\"SI1\",63.8,56,1973,5.58,5.62,3.57\n\"48430\",0.7,\"Ideal\",\"H\",\"SI2\",63.1,54,1973,5.64,5.68,3.57\n\"48431\",0.7,\"Ideal\",\"J\",\"VS2\",61.9,57,1974,5.65,5.69,3.51\n\"48432\",0.7,\"Ideal\",\"J\",\"SI1\",62.3,57,1974,5.69,5.71,3.55\n\"48433\",0.51,\"Premium\",\"G\",\"VVS2\",59.1,59,1974,5.21,5.18,3.07\n\"48434\",0.51,\"Ideal\",\"G\",\"VVS2\",60.1,56,1974,5.22,5.19,3.13\n\"48435\",0.51,\"Premium\",\"G\",\"VVS2\",61.7,58,1974,5.18,5.13,3.18\n\"48436\",0.51,\"Ideal\",\"G\",\"VVS2\",61.2,55,1974,5.18,5.15,3.16\n\"48437\",0.51,\"Ideal\",\"G\",\"VVS2\",61.1,56,1974,5.19,5.15,3.16\n\"48438\",0.51,\"Ideal\",\"G\",\"VVS2\",61.9,55,1974,5.19,5.15,3.2\n\"48439\",0.51,\"Ideal\",\"G\",\"VVS2\",61.5,57,1974,5.18,5.13,3.17\n\"48440\",0.51,\"Ideal\",\"G\",\"VVS2\",61.3,57,1974,5.15,5.12,3.15\n\"48441\",0.51,\"Premium\",\"G\",\"VVS2\",61.5,56,1974,5.15,5.12,3.16\n\"48442\",0.51,\"Ideal\",\"G\",\"VVS2\",61.6,56,1974,5.17,5.12,3.17\n\"48443\",0.51,\"Ideal\",\"G\",\"VVS2\",62.9,57,1974,5.12,5.09,3.21\n\"48444\",0.51,\"Ideal\",\"G\",\"VVS2\",62.6,57,1974,5.12,5.1,3.2\n\"48445\",0.51,\"Ideal\",\"G\",\"VVS2\",61.8,56,1974,5.16,5.1,3.17\n\"48446\",0.51,\"Premium\",\"G\",\"VVS2\",61.7,58,1974,5.14,5.11,3.16\n\"48447\",0.51,\"Very Good\",\"G\",\"VVS2\",63.1,58,1974,5.11,5.07,3.21\n\"48448\",0.7,\"Premium\",\"H\",\"SI2\",61,59,1974,5.76,5.71,3.5\n\"48449\",0.7,\"Fair\",\"F\",\"SI1\",65.3,54,1974,5.58,5.54,3.63\n\"48450\",0.55,\"Ideal\",\"E\",\"VS1\",61.7,55,1975,5.27,5.29,3.26\n\"48451\",0.55,\"Very Good\",\"D\",\"VS2\",58.5,58.4,1975,5.39,5.42,3.16\n\"48452\",0.55,\"Ideal\",\"E\",\"VS1\",62.2,55,1975,5.22,5.26,3.26\n\"48453\",0.55,\"Ideal\",\"E\",\"VS1\",61.1,55,1975,5.3,5.33,3.25\n\"48454\",0.55,\"Premium\",\"D\",\"VS1\",62,58,1975,5.26,5.28,3.27\n\"48455\",0.55,\"Very Good\",\"F\",\"VS1\",61.2,56.4,1975,5.28,5.33,3.25\n\"48456\",0.58,\"Premium\",\"G\",\"VVS2\",61.4,61,1975,5.43,5.38,3.32\n\"48457\",0.58,\"Premium\",\"G\",\"VVS2\",61.5,60,1975,5.37,5.33,3.29\n\"48458\",0.73,\"Very Good\",\"E\",\"SI2\",63.1,59,1975,5.76,5.72,3.62\n\"48459\",0.51,\"Ideal\",\"G\",\"VVS2\",62.7,55,1976,5.08,5.1,3.19\n\"48460\",0.57,\"Ideal\",\"G\",\"VVS2\",60.5,56,1976,5.36,5.38,3.25\n\"48461\",0.5,\"Good\",\"G\",\"IF\",64,55,1976,5.05,5.08,3.24\n\"48462\",0.56,\"Ideal\",\"G\",\"VVS2\",61.6,56,1976,5.29,5.32,3.27\n\"48463\",0.61,\"Good\",\"H\",\"VVS2\",58.7,64,1976,5.53,5.5,3.24\n\"48464\",0.61,\"Premium\",\"D\",\"SI1\",62.3,58,1976,5.45,5.4,3.38\n\"48465\",0.58,\"Very Good\",\"D\",\"VS2\",60.2,57,1977,5.41,5.45,3.27\n\"48466\",0.7,\"Very Good\",\"I\",\"SI2\",61.8,58,1977,5.65,5.71,3.51\n\"48467\",0.71,\"Premium\",\"G\",\"SI2\",62.3,55,1977,5.72,5.68,3.55\n\"48468\",0.51,\"Premium\",\"D\",\"VS2\",60.1,59,1977,5.19,5.16,3.11\n\"48469\",0.5,\"Very Good\",\"F\",\"VVS1\",63.5,60,1978,4.98,5.04,3.18\n\"48470\",0.74,\"Very Good\",\"J\",\"VS2\",62.3,55,1978,5.79,5.83,3.62\n\"48471\",0.66,\"Very Good\",\"H\",\"VS1\",61.6,58.1,1978,5.54,5.58,3.42\n\"48472\",0.52,\"Ideal\",\"F\",\"VVS2\",62.1,54,1978,5.17,5.2,3.22\n\"48473\",0.59,\"Ideal\",\"D\",\"VS2\",61.4,57,1978,5.39,5.4,3.31\n\"48474\",0.56,\"Ideal\",\"E\",\"VS1\",61,57,1978,5.32,5.34,3.25\n\"48475\",0.66,\"Good\",\"H\",\"VS1\",59.8,60.9,1978,5.62,5.68,3.38\n\"48476\",0.7,\"Good\",\"F\",\"SI2\",63.3,58,1978,5.57,5.61,3.54\n\"48477\",0.58,\"Very Good\",\"H\",\"VVS1\",63.3,55,1979,5.27,5.31,3.35\n\"48478\",0.71,\"Very Good\",\"J\",\"SI1\",59.7,57,1979,5.84,5.88,3.5\n\"48479\",0.7,\"Very Good\",\"J\",\"SI1\",61.7,57,1979,5.65,5.69,3.5\n\"48480\",0.56,\"Ideal\",\"G\",\"VVS2\",61.2,55,1979,5.35,5.37,3.28\n\"48481\",0.58,\"Ideal\",\"F\",\"VS1\",61.2,57,1979,5.36,5.39,3.29\n\"48482\",0.58,\"Ideal\",\"F\",\"VS1\",59.9,59,1979,5.42,5.47,3.26\n\"48483\",0.51,\"Good\",\"E\",\"VVS2\",62,60.5,1980,5.05,5.08,3.15\n\"48484\",0.55,\"Premium\",\"H\",\"VVS1\",61.1,57,1980,5.35,5.26,3.24\n\"48485\",0.55,\"Ideal\",\"F\",\"VS1\",62,55,1980,5.29,5.26,3.27\n\"48486\",0.55,\"Ideal\",\"F\",\"VS1\",61.6,57,1980,5.29,5.23,3.24\n\"48487\",0.55,\"Ideal\",\"F\",\"VS1\",61.9,56,1980,5.29,5.25,3.26\n\"48488\",0.5,\"Premium\",\"D\",\"VS2\",61.3,61,1980,5.1,5.04,3.11\n\"48489\",0.5,\"Fair\",\"D\",\"VVS2\",67.6,57,1980,4.95,4.84,3.31\n\"48490\",0.75,\"Premium\",\"G\",\"SI1\",59.4,62,1980,5.95,5.91,3.52\n\"48491\",0.67,\"Very Good\",\"H\",\"VS1\",63.4,59,1981,5.53,5.57,3.52\n\"48492\",0.55,\"Ideal\",\"G\",\"VVS2\",62,56,1981,5.26,5.28,3.27\n\"48493\",0.54,\"Ideal\",\"G\",\"VVS2\",61.9,57,1981,5.22,5.25,3.24\n\"48494\",0.66,\"Ideal\",\"D\",\"VS2\",61.8,56,1981,5.6,5.57,3.45\n\"48495\",0.52,\"Ideal\",\"F\",\"VS2\",61.5,56,1981,5.19,5.21,3.2\n\"48496\",0.57,\"Ideal\",\"D\",\"VS2\",61.8,55,1981,5.32,5.34,3.29\n\"48497\",0.56,\"Ideal\",\"F\",\"VS1\",61.7,55.1,1981,5.29,5.33,3.27\n\"48498\",0.54,\"Ideal\",\"H\",\"IF\",61.5,54,1981,5.27,5.3,3.25\n\"48499\",0.7,\"Fair\",\"H\",\"VS2\",57,58,1981,5.87,5.89,3.35\n\"48500\",0.7,\"Fair\",\"H\",\"VS2\",64.9,56,1981,5.49,5.51,3.57\n\"48501\",0.71,\"Very Good\",\"J\",\"VS1\",63.3,55,1981,5.66,5.62,3.57\n\"48502\",0.57,\"Ideal\",\"E\",\"VS1\",62.9,57,1982,5.29,5.27,3.32\n\"48503\",0.54,\"Ideal\",\"G\",\"VVS1\",61.3,56,1982,5.23,5.28,3.22\n\"48504\",0.57,\"Ideal\",\"D\",\"VS1\",61.8,55,1982,5.31,5.37,3.3\n\"48505\",0.59,\"Premium\",\"H\",\"VVS1\",62,58,1982,5.38,5.36,3.33\n\"48506\",0.74,\"Fair\",\"J\",\"VS1\",58.8,68,1982,5.91,5.8,3.44\n\"48507\",0.7,\"Premium\",\"H\",\"SI2\",61.7,58,1982,5.72,5.69,3.52\n\"48508\",0.7,\"Fair\",\"G\",\"SI1\",65,59,1982,5.57,5.5,3.6\n\"48509\",0.54,\"Very Good\",\"G\",\"VVS1\",60.6,55,1983,5.28,5.31,3.21\n\"48510\",0.61,\"Very Good\",\"E\",\"SI1\",62.2,60,1983,5.44,5.4,3.37\n\"48511\",0.58,\"Ideal\",\"F\",\"VS1\",62.1,56,1983,5.32,5.38,3.32\n\"48512\",0.54,\"Ideal\",\"H\",\"VVS2\",60.9,57,1983,5.26,5.22,3.19\n\"48513\",0.6,\"Very Good\",\"D\",\"VS2\",61.5,59,1984,5.4,5.43,3.33\n\"48514\",0.58,\"Ideal\",\"E\",\"VS2\",61.1,57,1984,5.41,5.39,3.3\n\"48515\",0.58,\"Ideal\",\"G\",\"VS1\",62.6,54,1984,5.34,5.3,3.33\n\"48516\",0.58,\"Premium\",\"G\",\"VS1\",61.5,58,1984,5.41,5.35,3.31\n\"48517\",0.58,\"Ideal\",\"E\",\"VS2\",61.9,57,1984,5.37,5.33,3.31\n\"48518\",0.58,\"Ideal\",\"E\",\"VS2\",61.6,55,1984,5.38,5.33,3.3\n\"48519\",0.58,\"Ideal\",\"E\",\"VS2\",61.9,56,1984,5.38,5.35,3.32\n\"48520\",0.76,\"Premium\",\"H\",\"SI2\",59,59,1985,6.05,6.02,3.56\n\"48521\",0.54,\"Ideal\",\"G\",\"VVS2\",61.4,55,1985,5.22,5.3,3.23\n\"48522\",0.54,\"Ideal\",\"G\",\"VVS2\",60.6,56,1985,5.26,5.27,3.19\n\"48523\",0.54,\"Ideal\",\"G\",\"VVS2\",61,56,1985,5.25,5.3,3.22\n\"48524\",0.54,\"Ideal\",\"G\",\"VVS2\",61.8,56,1985,5.23,5.25,3.24\n\"48525\",0.54,\"Ideal\",\"G\",\"VVS2\",62.1,56,1985,5.19,5.22,3.23\n\"48526\",0.54,\"Ideal\",\"G\",\"VVS2\",61.5,54,1985,5.24,5.26,3.23\n\"48527\",0.51,\"Ideal\",\"E\",\"VS2\",61.6,55,1985,5.15,5.2,3.19\n\"48528\",0.74,\"Ideal\",\"J\",\"VS1\",61.2,56,1985,5.82,5.87,3.58\n\"48529\",0.59,\"Very Good\",\"D\",\"VS2\",59.2,56,1986,5.47,5.54,3.26\n\"48530\",0.55,\"Very Good\",\"E\",\"VS1\",61.6,55,1986,5.26,5.28,3.25\n\"48531\",0.71,\"Very Good\",\"J\",\"SI2\",60.9,55,1986,5.76,5.87,3.54\n\"48532\",0.73,\"Very Good\",\"G\",\"SI2\",62.6,56,1986,5.77,5.79,3.62\n\"48533\",0.51,\"Ideal\",\"D\",\"VS2\",61.1,56,1986,5.16,5.2,3.17\n\"48534\",0.71,\"Very Good\",\"H\",\"SI1\",62.5,63,1986,5.66,5.63,3.53\n\"48535\",0.54,\"Ideal\",\"D\",\"VS1\",61.6,54,1987,5.24,5.25,3.23\n\"48536\",0.46,\"Ideal\",\"G\",\"IF\",61.7,56,1987,4.97,5.01,3.08\n\"48537\",0.46,\"Ideal\",\"G\",\"IF\",61.1,56,1987,5,5.02,3.06\n\"48538\",0.7,\"Premium\",\"D\",\"SI2\",60.8,61,1987,5.69,5.64,3.45\n\"48539\",0.5,\"Premium\",\"G\",\"VVS1\",61.3,57,1987,5.15,5.07,3.13\n\"48540\",0.5,\"Premium\",\"F\",\"VVS2\",62.7,56,1987,5.08,5.03,3.17\n\"48541\",0.72,\"Premium\",\"J\",\"SI1\",62.1,59,1987,5.75,5.71,3.56\n\"48542\",0.5,\"Very Good\",\"G\",\"VVS1\",59.6,63,1987,5.16,5.11,3.06\n\"48543\",0.72,\"Very Good\",\"J\",\"VS1\",62.7,58,1988,5.67,5.72,3.57\n\"48544\",0.54,\"Very Good\",\"D\",\"VS1\",59.9,57,1988,5.38,5.3,3.2\n\"48545\",0.52,\"Ideal\",\"I\",\"IF\",60.2,56,1988,5.23,5.27,3.16\n\"48546\",0.7,\"Good\",\"F\",\"SI1\",63.5,59,1988,5.58,5.64,3.56\n\"48547\",0.61,\"Very Good\",\"F\",\"VS2\",61.8,56,1989,5.42,5.46,3.36\n\"48548\",0.72,\"Very Good\",\"J\",\"SI1\",63,58,1989,5.67,5.7,3.58\n\"48549\",0.74,\"Good\",\"H\",\"VS2\",59.2,64,1989,5.79,5.66,3.4\n\"48550\",0.65,\"Ideal\",\"E\",\"SI1\",62.7,54,1989,5.58,5.56,3.49\n\"48551\",0.54,\"Premium\",\"F\",\"VS2\",62,59,1989,5.22,5.16,3.22\n\"48552\",0.51,\"Premium\",\"E\",\"VS1\",61.6,57,1989,5.13,5.1,3.15\n\"48553\",0.55,\"Ideal\",\"D\",\"VS1\",61.7,55,1990,5.26,5.25,3.24\n\"48554\",0.7,\"Very Good\",\"D\",\"SI2\",60.9,60,1990,5.68,5.72,3.47\n\"48555\",0.58,\"Premium\",\"G\",\"VVS2\",59.7,59,1990,5.4,5.45,3.24\n\"48556\",0.67,\"Good\",\"G\",\"VS2\",63.8,60,1990,5.5,5.47,3.5\n\"48557\",0.53,\"Ideal\",\"G\",\"VVS1\",62.1,54,1990,5.2,5.23,3.24\n\"48558\",0.7,\"Fair\",\"F\",\"SI2\",57.1,64,1990,5.81,5.86,3.33\n\"48559\",0.63,\"Very Good\",\"H\",\"VS1\",61.1,57,1991,5.5,5.54,3.37\n\"48560\",0.71,\"Ideal\",\"E\",\"SI2\",62.6,55,1991,5.72,5.68,3.57\n\"48561\",0.64,\"Ideal\",\"D\",\"SI1\",62.1,57,1991,5.52,5.49,3.42\n\"48562\",0.56,\"Ideal\",\"D\",\"VS2\",61.2,56,1991,5.31,5.38,3.27\n\"48563\",0.55,\"Ideal\",\"G\",\"VS1\",60.9,55,1991,5.34,5.37,3.26\n\"48564\",0.52,\"Ideal\",\"D\",\"VS1\",60.9,56,1991,5.19,5.22,3.17\n\"48565\",0.64,\"Ideal\",\"I\",\"IF\",62,54,1991,5.53,5.56,3.44\n\"48566\",0.5,\"Good\",\"G\",\"VVS2\",64.4,57,1991,4.97,5.05,3.22\n\"48567\",0.72,\"Premium\",\"I\",\"VS2\",61.1,61,1991,5.79,5.74,3.52\n\"48568\",0.59,\"Premium\",\"G\",\"VS1\",62.5,53,1991,5.46,5.35,3.38\n\"48569\",0.38,\"Ideal\",\"D\",\"VVS1\",61.6,55,1992,4.66,4.69,2.88\n\"48570\",0.63,\"Ideal\",\"D\",\"SI1\",62,56,1992,5.55,5.48,3.42\n\"48571\",0.46,\"Very Good\",\"D\",\"VVS1\",61.6,59,1993,4.92,4.97,3.05\n\"48572\",0.71,\"Very Good\",\"J\",\"VS1\",64.1,58,1993,5.61,5.65,3.61\n\"48573\",0.59,\"Very Good\",\"E\",\"VS1\",61.6,61,1993,5.34,5.37,3.3\n\"48574\",0.71,\"Very Good\",\"G\",\"SI2\",63,56,1993,5.62,5.65,3.55\n\"48575\",0.53,\"Ideal\",\"G\",\"VVS2\",61.7,54.5,1993,5.2,5.26,3.23\n\"48576\",0.56,\"Ideal\",\"G\",\"VVS1\",61.7,57,1993,5.29,5.31,3.27\n\"48577\",0.54,\"Premium\",\"E\",\"VS2\",61.3,59,1993,5.26,5.21,3.21\n\"48578\",0.54,\"Premium\",\"D\",\"VS2\",61.1,55,1993,5.37,5.24,3.24\n\"48579\",0.54,\"Ideal\",\"D\",\"VS2\",61.1,56,1993,5.29,5.25,3.22\n\"48580\",0.54,\"Premium\",\"D\",\"VS2\",60.6,58,1993,5.3,5.26,3.2\n\"48581\",0.54,\"Premium\",\"D\",\"VS2\",60.9,58,1993,5.31,5.27,3.22\n\"48582\",0.54,\"Ideal\",\"D\",\"VS2\",61.1,57,1993,5.25,5.22,3.2\n\"48583\",0.54,\"Ideal\",\"D\",\"VS2\",61.3,56,1993,5.26,5.22,3.21\n\"48584\",0.54,\"Ideal\",\"D\",\"VS2\",61.8,57,1993,5.26,5.22,3.24\n\"48585\",0.54,\"Ideal\",\"D\",\"VS2\",62.6,57,1993,5.24,5.18,3.26\n\"48586\",0.54,\"Ideal\",\"D\",\"VS2\",61.1,57,1993,5.29,5.19,3.2\n\"48587\",0.54,\"Ideal\",\"D\",\"VS2\",61.8,56,1993,5.24,5.21,3.23\n\"48588\",0.54,\"Premium\",\"D\",\"VS2\",61.5,58,1993,5.26,5.21,3.22\n\"48589\",0.54,\"Premium\",\"D\",\"VS2\",61.7,58,1993,5.24,5.16,3.21\n\"48590\",0.54,\"Premium\",\"D\",\"VS1\",61.1,58,1994,5.24,5.3,3.22\n\"48591\",0.59,\"Ideal\",\"E\",\"SI1\",61.6,55,1994,5.41,5.43,3.34\n\"48592\",0.71,\"Fair\",\"G\",\"SI2\",65.6,61,1994,5.46,5.37,3.55\n\"48593\",0.52,\"Very Good\",\"D\",\"VS1\",59.6,57,1995,5.24,5.3,3.14\n\"48594\",0.7,\"Good\",\"I\",\"SI1\",63.6,55,1995,5.62,5.58,3.56\n\"48595\",0.7,\"Fair\",\"H\",\"SI1\",61,66,1995,5.68,5.64,3.45\n\"48596\",0.7,\"Very Good\",\"H\",\"SI2\",63.1,55,1995,5.71,5.66,3.59\n\"48597\",0.7,\"Very Good\",\"I\",\"VS1\",63.3,55,1995,5.64,5.6,3.56\n\"48598\",0.7,\"Fair\",\"G\",\"SI1\",61.6,66,1995,5.62,5.57,3.45\n\"48599\",0.7,\"Fair\",\"I\",\"VS2\",64.4,55,1996,5.6,5.55,3.59\n\"48600\",0.55,\"Ideal\",\"E\",\"VS1\",61.2,54,1996,5.3,5.32,3.25\n\"48601\",0.6,\"Ideal\",\"D\",\"SI1\",62.2,56,1996,5.44,5.4,3.37\n\"48602\",0.6,\"Premium\",\"D\",\"SI1\",60.4,60,1996,5.48,5.44,3.3\n\"48603\",0.72,\"Ideal\",\"J\",\"VVS2\",61.6,56,1996,5.76,5.73,3.54\n\"48604\",0.63,\"Premium\",\"H\",\"VS1\",61.7,59,1996,5.53,5.49,3.4\n\"48605\",0.77,\"Premium\",\"G\",\"SI2\",61.2,58,1996,5.99,5.96,3.64\n\"48606\",0.7,\"Very Good\",\"J\",\"VS2\",63.2,57,1997,5.63,5.66,3.57\n\"48607\",1,\"Fair\",\"I\",\"I1\",66.9,57,1997,6.15,6.03,4.09\n\"48608\",0.57,\"Very Good\",\"D\",\"VS2\",61.4,56,1998,5.34,5.37,3.29\n\"48609\",0.57,\"Ideal\",\"D\",\"VS2\",61.8,56,1998,5.31,5.34,3.29\n\"48610\",0.7,\"Fair\",\"E\",\"SI2\",64.4,58,1998,5.58,5.51,3.57\n\"48611\",0.7,\"Fair\",\"E\",\"SI2\",65.3,56,1998,5.57,5.54,3.63\n\"48612\",0.51,\"Ideal\",\"F\",\"VVS2\",62.2,55,1998,5.12,5.11,3.18\n\"48613\",0.51,\"Ideal\",\"F\",\"VVS2\",61.9,56,1998,5.13,5.15,3.18\n\"48614\",0.51,\"Ideal\",\"F\",\"VVS2\",61.7,56,1998,5.12,5.15,3.17\n\"48615\",0.79,\"Premium\",\"H\",\"SI2\",61.6,58,1998,5.98,5.94,3.67\n\"48616\",0.75,\"Premium\",\"J\",\"VS1\",61.6,57,1998,5.88,5.84,3.61\n\"48617\",0.54,\"Ideal\",\"G\",\"SI1\",60,57,1999,5.31,5.36,3.2\n\"48618\",0.7,\"Fair\",\"G\",\"SI2\",61.5,66,1999,5.55,5.6,3.43\n\"48619\",0.7,\"Very Good\",\"H\",\"SI2\",61.5,63,1999,5.63,5.59,3.45\n\"48620\",0.7,\"Very Good\",\"I\",\"SI1\",63.5,59,1999,5.65,5.62,3.58\n\"48621\",0.7,\"Premium\",\"H\",\"SI2\",62.1,62,1999,5.67,5.63,3.51\n\"48622\",0.7,\"Good\",\"H\",\"SI2\",63.6,54,1999,5.67,5.62,3.59\n\"48623\",0.56,\"Premium\",\"G\",\"VS1\",61,60,1999,5.39,5.32,3.27\n\"48624\",0.59,\"Very Good\",\"F\",\"SI1\",63.4,54,2000,5.35,5.4,3.41\n\"48625\",0.7,\"Ideal\",\"J\",\"VS1\",62.8,56,2000,5.64,5.66,3.55\n\"48626\",0.7,\"Good\",\"E\",\"SI1\",64.4,58,2000,5.48,5.52,3.54\n\"48627\",0.7,\"Fair\",\"E\",\"SI1\",57.2,66,2000,5.76,5.74,3.29\n\"48628\",0.58,\"Very Good\",\"F\",\"VS1\",61.5,60,2001,5.32,5.38,3.29\n\"48629\",0.77,\"Very Good\",\"J\",\"SI2\",61.2,56,2001,5.91,5.96,3.63\n\"48630\",0.77,\"Very Good\",\"J\",\"SI2\",61.3,58,2001,5.84,5.91,3.6\n\"48631\",0.3,\"Fair\",\"D\",\"SI2\",64.6,54,536,4.29,4.25,2.76\n\"48632\",0.34,\"Premium\",\"J\",\"VS2\",62.3,60,536,4.49,4.46,2.79\n\"48633\",0.34,\"Good\",\"F\",\"SI2\",63.9,56,536,4.43,4.4,2.82\n\"48634\",0.3,\"Very Good\",\"G\",\"SI1\",63.2,55,536,4.29,4.26,2.7\n\"48635\",0.3,\"Good\",\"D\",\"SI2\",60.8,65,536,4.29,4.26,2.6\n\"48636\",0.37,\"Very Good\",\"H\",\"VS2\",61.2,54,537,4.62,4.7,2.85\n\"48637\",0.37,\"Ideal\",\"I\",\"VS2\",61.5,56,537,4.6,4.63,2.84\n\"48638\",0.34,\"Ideal\",\"F\",\"SI1\",61.1,56,537,4.52,4.55,2.77\n\"48639\",0.31,\"Premium\",\"I\",\"SI1\",62.3,58,537,4.38,4.35,2.72\n\"48640\",0.31,\"Premium\",\"I\",\"SI1\",60.1,59,537,4.41,4.38,2.64\n\"48641\",0.31,\"Premium\",\"I\",\"SI1\",59.6,58,537,4.44,4.39,2.63\n\"48642\",0.31,\"Premium\",\"I\",\"SI1\",62.8,60,537,4.31,4.29,2.7\n\"48643\",0.31,\"Ideal\",\"I\",\"SI1\",62.5,56,537,4.35,4.29,2.7\n\"48644\",0.31,\"Ideal\",\"I\",\"SI1\",62.2,56,537,4.37,4.34,2.71\n\"48645\",0.27,\"Ideal\",\"E\",\"VS2\",60.8,56,537,4.25,4.23,2.58\n\"48646\",0.31,\"Premium\",\"D\",\"SI1\",58.5,59,537,4.49,4.44,2.61\n\"48647\",0.23,\"Good\",\"G\",\"VVS2\",63.8,56,537,3.94,3.9,2.5\n\"48648\",0.34,\"Ideal\",\"H\",\"VS2\",61.7,57,537,4.46,4.48,2.76\n\"48649\",0.34,\"Premium\",\"I\",\"VS1\",61,60,537,4.48,4.51,2.74\n\"48650\",0.34,\"Good\",\"H\",\"VS2\",63.7,57,537,4.42,4.44,2.82\n\"48651\",0.34,\"Premium\",\"H\",\"VS2\",61.1,58,537,4.47,4.5,2.74\n\"48652\",0.36,\"Premium\",\"G\",\"SI1\",61.8,59,537,4.55,4.57,2.82\n\"48653\",0.36,\"Premium\",\"D\",\"SI2\",61.2,59,537,4.56,4.59,2.8\n\"48654\",0.36,\"Good\",\"G\",\"SI1\",63.3,56,537,4.5,4.53,2.86\n\"48655\",0.34,\"Premium\",\"H\",\"VS2\",61.7,60,537,4.47,4.51,2.77\n\"48656\",0.34,\"Very Good\",\"H\",\"VS2\",62.4,60,537,4.41,4.44,2.76\n\"48657\",0.34,\"Premium\",\"I\",\"VS1\",59.5,59,537,4.55,4.59,2.72\n\"48658\",0.34,\"Premium\",\"H\",\"VS2\",60.2,60,537,4.51,4.56,2.73\n\"48659\",0.34,\"Good\",\"H\",\"VS2\",63.1,56,537,4.41,4.46,2.8\n\"48660\",0.34,\"Good\",\"H\",\"VS2\",63.2,55,537,4.46,4.5,2.83\n\"48661\",0.72,\"Very Good\",\"G\",\"SI2\",63.4,57,2001,5.67,5.71,3.61\n\"48662\",0.73,\"Very Good\",\"H\",\"SI1\",62.2,57,2001,5.77,5.8,3.6\n\"48663\",0.55,\"Ideal\",\"E\",\"VS1\",61.2,57,2001,5.28,5.3,3.24\n\"48664\",0.55,\"Ideal\",\"E\",\"VS1\",62,56,2001,5.24,5.27,3.26\n\"48665\",0.53,\"Ideal\",\"G\",\"VVS1\",61.4,57,2001,5.18,5.21,3.19\n\"48666\",0.75,\"Ideal\",\"J\",\"VS2\",61.5,54,2001,5.87,5.9,3.62\n\"48667\",0.71,\"Ideal\",\"J\",\"SI1\",60.7,61,2001,5.72,5.77,3.49\n\"48668\",0.57,\"Premium\",\"D\",\"SI1\",62.6,56,2001,5.4,5.34,3.36\n\"48669\",0.61,\"Ideal\",\"F\",\"VS2\",62.4,55,2002,5.42,5.45,3.39\n\"48670\",0.71,\"Fair\",\"E\",\"SI2\",64.8,63,2002,5.63,5.51,3.61\n\"48671\",0.74,\"Premium\",\"E\",\"SI2\",62.2,57,2002,5.79,5.77,3.59\n\"48672\",0.5,\"Very Good\",\"F\",\"VVS2\",61.9,56,2003,5.09,5.12,3.16\n\"48673\",0.5,\"Very Good\",\"E\",\"VVS2\",60.9,59,2003,5.07,5.11,3.1\n\"48674\",0.74,\"Very Good\",\"J\",\"VS2\",60.8,58,2003,5.79,5.85,3.54\n\"48675\",0.71,\"Very Good\",\"I\",\"SI2\",60.4,59,2003,5.76,5.79,3.49\n\"48676\",0.54,\"Very Good\",\"D\",\"VS1\",62.1,59,2004,5.18,5.19,3.22\n\"48677\",0.56,\"Ideal\",\"G\",\"VVS2\",61.4,54,2004,5.33,5.35,3.28\n\"48678\",0.54,\"Ideal\",\"D\",\"VS1\",62.1,57,2004,5.19,5.22,3.23\n\"48679\",0.51,\"Ideal\",\"G\",\"VVS1\",62.6,57,2005,5.08,5.14,3.2\n\"48680\",0.51,\"Very Good\",\"G\",\"VVS1\",60.1,56,2005,5.16,5.35,3.16\n\"48681\",0.51,\"Ideal\",\"G\",\"VVS1\",62.3,55,2005,5.1,5.14,3.19\n\"48682\",0.53,\"Ideal\",\"G\",\"VVS1\",60.8,56,2005,5.22,5.24,3.18\n\"48683\",0.53,\"Ideal\",\"G\",\"VVS1\",61.8,56,2005,5.18,5.2,3.21\n\"48684\",0.53,\"Ideal\",\"G\",\"VVS1\",61.2,55,2005,5.19,5.23,3.19\n\"48685\",0.7,\"Premium\",\"J\",\"VS1\",60.9,58,2005,5.73,5.66,3.47\n\"48686\",0.77,\"Premium\",\"J\",\"VS1\",62.2,61,2005,5.85,5.82,3.63\n\"48687\",0.77,\"Fair\",\"J\",\"VS1\",61.2,66,2005,5.92,5.83,3.6\n\"48688\",0.77,\"Good\",\"E\",\"SI2\",64.1,56,2005,5.84,5.77,3.72\n\"48689\",0.71,\"Ideal\",\"H\",\"SI1\",60.8,57,2006,5.77,5.81,3.52\n\"48690\",0.72,\"Ideal\",\"J\",\"VS1\",62.7,57,2006,5.71,5.74,3.59\n\"48691\",0.71,\"Premium\",\"H\",\"SI1\",61,58,2006,5.73,5.77,3.51\n\"48692\",0.58,\"Ideal\",\"H\",\"VVS1\",61.6,56,2006,5.35,5.39,3.31\n\"48693\",0.76,\"Very Good\",\"D\",\"SI2\",59.1,63,2006,5.91,5.84,3.47\n\"48694\",0.67,\"Very Good\",\"D\",\"SI1\",60.2,60,2007,5.61,5.68,3.4\n\"48695\",0.71,\"Good\",\"I\",\"VS1\",64.2,57,2007,5.62,5.57,3.59\n\"48696\",0.54,\"Ideal\",\"G\",\"VVS1\",62.2,53.9,2007,5.22,5.25,3.26\n\"48697\",0.57,\"Very Good\",\"E\",\"VS1\",59.1,57,2008,5.43,5.5,3.23\n\"48698\",0.71,\"Very Good\",\"I\",\"SI1\",62.9,59,2008,5.66,5.7,3.57\n\"48699\",0.5,\"Good\",\"E\",\"VVS1\",58.3,62,2008,5.16,5.23,3.03\n\"48700\",0.65,\"Very Good\",\"G\",\"VS2\",63.2,57,2009,5.54,5.47,3.48\n\"48701\",0.54,\"Premium\",\"D\",\"VS2\",62.2,56,2009,5.27,5.21,3.26\n\"48702\",0.62,\"Premium\",\"F\",\"VS2\",62.3,60,2009,5.46,5.39,3.38\n\"48703\",0.56,\"Very Good\",\"G\",\"VVS2\",61.4,57,2010,5.26,5.32,3.25\n\"48704\",0.56,\"Very Good\",\"G\",\"VVS2\",61.6,56,2010,5.29,5.31,3.27\n\"48705\",0.6,\"Very Good\",\"D\",\"VS2\",63.7,56,2010,5.34,5.36,3.41\n\"48706\",0.7,\"Good\",\"I\",\"VS2\",57.1,61,2010,5.9,5.93,3.38\n\"48707\",0.56,\"Ideal\",\"E\",\"VS1\",61.1,56,2010,5.29,5.34,3.25\n\"48708\",0.7,\"Good\",\"I\",\"VS2\",63.6,58,2010,5.57,5.59,3.55\n\"48709\",0.7,\"Very Good\",\"G\",\"SI1\",61.7,57,2010,5.65,5.8,3.53\n\"48710\",0.56,\"Ideal\",\"E\",\"VS1\",61.8,55,2010,5.28,5.33,3.28\n\"48711\",0.7,\"Premium\",\"G\",\"SI1\",61.5,58,2010,5.69,5.76,3.52\n\"48712\",0.56,\"Ideal\",\"E\",\"VS1\",61.8,56,2010,5.28,5.33,3.28\n\"48713\",0.7,\"Premium\",\"H\",\"VS2\",61.7,59,2010,5.66,5.68,3.5\n\"48714\",0.67,\"Ideal\",\"G\",\"VS2\",62.5,56,2010,5.64,5.56,3.5\n\"48715\",0.52,\"Ideal\",\"D\",\"VS1\",61,56,2010,5.2,5.23,3.18\n\"48716\",0.77,\"Premium\",\"J\",\"SI1\",61.8,59,2010,5.86,5.82,3.61\n\"48717\",0.77,\"Very Good\",\"J\",\"SI1\",63.3,57,2010,5.84,5.79,3.68\n\"48718\",0.7,\"Ideal\",\"F\",\"SI2\",62.6,53,2011,5.72,5.69,3.57\n\"48719\",0.56,\"Premium\",\"D\",\"VS2\",61.5,58,2011,5.33,5.28,3.26\n\"48720\",0.63,\"Fair\",\"E\",\"VS2\",65.7,60,2011,5.41,5.31,3.52\n\"48721\",0.52,\"Premium\",\"G\",\"VVS2\",61.5,62,2012,5.17,5.14,3.17\n\"48722\",0.52,\"Ideal\",\"G\",\"VVS2\",60.8,57,2012,5.21,5.16,3.15\n\"48723\",0.52,\"Ideal\",\"G\",\"VVS2\",61.8,57,2012,5.19,5.14,3.19\n\"48724\",0.52,\"Premium\",\"G\",\"VVS2\",61.1,59,2012,5.2,5.15,3.16\n\"48725\",0.52,\"Ideal\",\"G\",\"VVS2\",62.4,55,2012,5.19,5.17,3.23\n\"48726\",0.52,\"Ideal\",\"G\",\"VVS2\",61.5,56,2012,5.2,5.18,3.19\n\"48727\",0.52,\"Ideal\",\"G\",\"VVS2\",61,56,2012,5.24,5.18,3.18\n\"48728\",0.52,\"Ideal\",\"G\",\"VVS2\",59.8,57,2012,5.26,5.24,3.14\n\"48729\",0.52,\"Ideal\",\"G\",\"VVS2\",62.1,56,2012,5.17,5.14,3.2\n\"48730\",0.52,\"Ideal\",\"G\",\"VVS2\",61.9,55,2012,5.16,5.14,3.19\n\"48731\",0.52,\"Ideal\",\"G\",\"VVS2\",61.7,56,2012,5.16,5.14,3.18\n\"48732\",0.52,\"Premium\",\"G\",\"VVS2\",61.2,59,2012,5.16,5.14,3.15\n\"48733\",0.52,\"Ideal\",\"G\",\"VVS2\",62.1,57,2012,5.17,5.13,3.2\n\"48734\",0.52,\"Ideal\",\"G\",\"VVS2\",62.3,55,2012,5.16,5.12,3.2\n\"48735\",0.52,\"Premium\",\"G\",\"VVS2\",61.8,59,2012,5.16,5.13,3.18\n\"48736\",0.78,\"Ideal\",\"I\",\"VS2\",62,56,2012,5.93,5.87,3.66\n\"48737\",0.78,\"Ideal\",\"H\",\"SI2\",61.9,54,2012,5.89,5.85,3.63\n\"48738\",0.5,\"Very Good\",\"F\",\"VVS2\",61,61,2013,5.09,5.11,3.11\n\"48739\",0.63,\"Ideal\",\"D\",\"VS2\",61.5,54,2013,5.54,5.58,3.42\n\"48740\",0.56,\"Premium\",\"G\",\"VS1\",59.9,60,2013,5.41,5.37,3.23\n\"48741\",0.72,\"Very Good\",\"G\",\"SI2\",62.1,59,2015,5.66,5.73,3.54\n\"48742\",0.53,\"Ideal\",\"G\",\"VVS1\",61.3,56,2015,5.22,5.26,3.21\n\"48743\",0.57,\"Good\",\"D\",\"VS2\",58.3,61,2015,5.42,5.45,3.17\n\"48744\",0.76,\"Good\",\"J\",\"VS1\",62.6,61.9,2015,5.7,5.75,3.58\n\"48745\",0.71,\"Good\",\"D\",\"SI2\",56.6,63,2015,5.9,5.76,3.3\n\"48746\",0.7,\"Premium\",\"G\",\"SI1\",59.9,58,2016,5.8,5.68,3.44\n\"48747\",0.56,\"Premium\",\"F\",\"SI1\",62.7,59,2016,5.27,5.22,3.29\n\"48748\",0.8,\"Premium\",\"J\",\"SI1\",58.4,59,2016,6.12,6.04,3.55\n\"48749\",0.54,\"Very Good\",\"D\",\"VS1\",63,54,2016,5.19,5.23,3.28\n\"48750\",0.55,\"Ideal\",\"G\",\"VVS2\",60.5,58,2016,5.3,5.34,3.22\n\"48751\",0.56,\"Ideal\",\"F\",\"VS1\",61.7,54,2016,5.34,5.3,3.28\n\"48752\",0.56,\"Ideal\",\"F\",\"VS1\",61.9,55,2016,5.36,5.32,3.3\n\"48753\",0.5,\"Ideal\",\"F\",\"VVS2\",59.9,58,2016,5.14,5.17,3.09\n\"48754\",0.76,\"Good\",\"I\",\"SI1\",64.1,59,2016,5.75,5.73,3.68\n\"48755\",0.7,\"Good\",\"G\",\"SI1\",64,55,2016,5.62,5.59,3.59\n\"48756\",0.7,\"Fair\",\"G\",\"SI1\",64.8,59,2016,5.65,5.56,3.63\n\"48757\",0.56,\"Ideal\",\"F\",\"VS1\",61.7,56,2016,5.32,5.28,3.27\n\"48758\",0.56,\"Ideal\",\"F\",\"VS1\",61.7,54,2016,5.32,5.28,3.27\n\"48759\",0.56,\"Ideal\",\"F\",\"VS1\",61.7,56,2016,5.33,5.3,3.28\n\"48760\",0.5,\"Premium\",\"F\",\"VVS2\",60.9,58,2016,5.13,5.09,3.11\n\"48761\",0.5,\"Ideal\",\"F\",\"VVS2\",62,56,2016,5.08,5.05,3.14\n\"48762\",0.56,\"Premium\",\"F\",\"VS1\",58.2,60,2016,5.41,5.38,3.14\n\"48763\",0.6,\"Premium\",\"E\",\"SI1\",59.6,59,2016,5.52,5.48,3.28\n\"48764\",0.66,\"Good\",\"F\",\"SI1\",60.4,60.1,2017,5.59,5.65,3.39\n\"48765\",1.01,\"Premium\",\"I\",\"I1\",59.2,57,2017,6.58,6.44,3.85\n\"48766\",0.7,\"Very Good\",\"H\",\"SI1\",59.2,59,2018,5.79,5.86,3.45\n\"48767\",0.5,\"Ideal\",\"F\",\"VVS1\",62,58,2018,5.06,5.07,3.14\n\"48768\",0.55,\"Ideal\",\"D\",\"SI1\",60.9,56,2018,5.31,5.34,3.24\n\"48769\",0.59,\"Ideal\",\"G\",\"VS1\",62.1,55,2018,5.4,5.35,3.34\n\"48770\",0.6,\"Ideal\",\"D\",\"VS2\",60.4,57,2019,5.49,5.53,3.33\n\"48771\",0.53,\"Ideal\",\"E\",\"VS1\",61.6,55.6,2019,5.19,5.24,3.22\n\"48772\",0.57,\"Premium\",\"D\",\"VS2\",60.8,59,2019,5.38,5.34,3.26\n\"48773\",0.72,\"Premium\",\"E\",\"SI2\",61.6,59,2019,5.83,5.68,3.55\n\"48774\",0.7,\"Very Good\",\"F\",\"SI2\",58.8,57,2020,5.85,5.89,3.45\n\"48775\",0.7,\"Premium\",\"H\",\"SI1\",62.3,58,2020,5.63,5.57,3.49\n\"48776\",0.7,\"Good\",\"F\",\"SI2\",58.1,61,2020,5.76,5.8,3.36\n\"48777\",0.55,\"Ideal\",\"D\",\"VS1\",61.5,56,2020,5.28,5.26,3.24\n\"48778\",0.51,\"Good\",\"E\",\"VVS1\",58.6,65,2020,5.32,5.24,3.1\n\"48779\",0.7,\"Premium\",\"H\",\"SI1\",62.2,59,2020,5.7,5.65,3.53\n\"48780\",0.7,\"Premium\",\"H\",\"SI1\",62.7,59,2020,5.68,5.63,3.55\n\"48781\",0.51,\"Premium\",\"E\",\"VS1\",58.2,58,2020,5.33,5.29,3.09\n\"48782\",0.58,\"Very Good\",\"G\",\"VVS2\",59.1,59.6,2021,5.39,5.42,3.19\n\"48783\",0.52,\"Very Good\",\"E\",\"VS1\",61.8,60,2021,5.14,5.18,3.19\n\"48784\",0.59,\"Very Good\",\"E\",\"VS1\",60,56,2021,5.46,5.5,3.29\n\"48785\",0.7,\"Very Good\",\"I\",\"SI1\",61.1,56,2021,5.74,5.75,3.51\n\"48786\",0.53,\"Ideal\",\"D\",\"SI1\",60.4,57,2021,5.28,5.31,3.2\n\"48787\",0.53,\"Ideal\",\"D\",\"SI1\",61.5,55,2021,5.19,5.22,3.2\n\"48788\",0.62,\"Very Good\",\"D\",\"VS2\",59,59,2022,5.59,5.66,3.32\n\"48789\",0.55,\"Ideal\",\"G\",\"VVS2\",61.9,56,2022,5.23,5.27,3.25\n\"48790\",0.55,\"Ideal\",\"G\",\"VVS2\",62,57,2022,5.22,5.26,3.25\n\"48791\",0.55,\"Ideal\",\"G\",\"VVS2\",62.5,56,2022,5.22,5.25,3.27\n\"48792\",0.72,\"Premium\",\"G\",\"SI2\",62.8,61,2022,5.68,5.59,3.54\n\"48793\",0.8,\"Premium\",\"J\",\"SI2\",60.2,59,2022,6.07,5.95,3.62\n\"48794\",0.83,\"Premium\",\"J\",\"SI1\",59.3,59,2022,6.17,6.1,3.64\n\"48795\",0.78,\"Premium\",\"J\",\"SI2\",60.6,58,2022,5.94,5.91,3.59\n\"48796\",0.73,\"Good\",\"F\",\"SI2\",63.4,55,2023,5.71,5.75,3.63\n\"48797\",0.7,\"Premium\",\"F\",\"SI1\",60.8,59,2023,5.73,5.71,3.48\n\"48798\",0.71,\"Ideal\",\"G\",\"SI2\",62.2,56,2023,5.7,5.74,3.56\n\"48799\",0.71,\"Ideal\",\"H\",\"SI2\",61.8,55,2024,5.75,5.7,3.54\n\"48800\",0.59,\"Ideal\",\"G\",\"VVS2\",61,57,2024,5.41,5.44,3.31\n\"48801\",0.7,\"Very Good\",\"I\",\"VS2\",60.7,59,2025,5.75,5.79,3.5\n\"48802\",0.61,\"Very Good\",\"E\",\"VS1\",59.6,63,2025,5.44,5.57,3.28\n\"48803\",0.55,\"Ideal\",\"G\",\"VS1\",62.2,54.3,2025,5.24,5.27,3.27\n\"48804\",0.51,\"Ideal\",\"F\",\"VVS2\",61.4,56,2025,5.16,5.17,3.17\n\"48805\",0.5,\"Ideal\",\"F\",\"VVS2\",62.2,54,2025,5.07,5.12,3.17\n\"48806\",0.5,\"Ideal\",\"F\",\"VVS2\",62,53.6,2025,5.09,5.13,3.18\n\"48807\",0.75,\"Ideal\",\"J\",\"VS2\",62.3,57,2025,5.84,5.81,3.63\n\"48808\",0.5,\"Ideal\",\"D\",\"VS1\",61.6,57,2025,5.13,5.09,3.15\n\"48809\",0.56,\"Ideal\",\"D\",\"VS1\",60.4,56,2026,5.36,5.33,3.23\n\"48810\",0.72,\"Very Good\",\"I\",\"SI1\",59.8,58,2026,5.84,5.87,3.5\n\"48811\",0.76,\"Ideal\",\"J\",\"VS2\",61.8,54,2026,5.87,5.91,3.64\n\"48812\",0.76,\"Ideal\",\"J\",\"VS2\",61.7,56,2026,5.85,5.88,3.62\n\"48813\",0.55,\"Ideal\",\"F\",\"VS2\",61.4,57,2026,5.26,5.3,3.24\n\"48814\",0.7,\"Good\",\"E\",\"SI2\",59.9,57,2026,5.75,5.8,3.46\n\"48815\",0.56,\"Ideal\",\"D\",\"VS1\",61.7,56,2026,5.33,5.3,3.28\n\"48816\",0.56,\"Very Good\",\"E\",\"VS1\",62,58.9,2027,5.25,5.29,3.27\n\"48817\",0.51,\"Ideal\",\"G\",\"VVS1\",61.4,55,2027,5.15,5.18,3.17\n\"48818\",0.51,\"Premium\",\"G\",\"VVS1\",62.4,58,2027,5.13,5.09,3.19\n\"48819\",0.51,\"Good\",\"G\",\"VVS1\",63.9,57,2027,5.08,5.06,3.24\n\"48820\",0.51,\"Premium\",\"G\",\"VVS1\",60.2,58,2027,5.24,5.2,3.14\n\"48821\",0.72,\"Very Good\",\"J\",\"VS2\",62.2,58,2028,5.68,5.73,3.55\n\"48822\",0.7,\"Very Good\",\"I\",\"SI1\",61.4,57,2028,5.72,5.75,3.52\n\"48823\",0.55,\"Ideal\",\"G\",\"VVS2\",61.4,56,2028,5.27,5.28,3.24\n\"48824\",0.7,\"Good\",\"E\",\"SI2\",62.9,56,2028,5.63,5.66,3.55\n\"48825\",0.71,\"Good\",\"I\",\"VS2\",64.2,58,2028,5.52,5.57,3.56\n\"48826\",0.7,\"Good\",\"I\",\"SI1\",58.2,61,2028,5.8,5.84,3.39\n\"48827\",0.71,\"Very Good\",\"I\",\"SI1\",60.4,63,2028,5.8,5.73,3.48\n\"48828\",0.71,\"Premium\",\"H\",\"SI2\",62.4,56,2028,5.7,5.64,3.54\n\"48829\",0.71,\"Good\",\"G\",\"VS2\",63.5,59,2029,5.63,5.67,3.59\n\"48830\",0.52,\"Ideal\",\"G\",\"VVS1\",62,55,2029,5.15,5.18,3.2\n\"48831\",0.7,\"Good\",\"H\",\"SI1\",63.3,60,2029,5.57,5.65,3.55\n\"48832\",0.61,\"Ideal\",\"D\",\"SI1\",62,55,2029,5.47,5.44,3.38\n\"48833\",0.53,\"Ideal\",\"F\",\"VVS2\",62.7,56,2030,5.16,6.2,3.25\n\"48834\",0.72,\"Premium\",\"F\",\"SI1\",59.3,60,2030,5.91,5.86,3.49\n\"48835\",0.54,\"Ideal\",\"G\",\"VVS1\",62,57,2030,5.25,5.21,3.24\n\"48836\",0.57,\"Ideal\",\"E\",\"VS1\",61.6,56.9,2030,5.29,5.36,3.28\n\"48837\",0.55,\"Premium\",\"E\",\"VS2\",62.3,60,2030,5.26,5.18,3.25\n\"48838\",0.55,\"Ideal\",\"D\",\"VS2\",61.4,57,2030,5.31,5.27,3.25\n\"48839\",0.55,\"Premium\",\"D\",\"VS2\",61.3,60,2030,5.29,5.28,3.24\n\"48840\",0.55,\"Ideal\",\"D\",\"VS2\",61.5,56,2030,5.28,5.25,3.24\n\"48841\",0.55,\"Ideal\",\"D\",\"VS2\",61.8,54,2030,5.29,5.26,3.26\n\"48842\",0.55,\"Ideal\",\"D\",\"VS2\",62.3,55,2030,5.29,5.24,3.28\n\"48843\",0.55,\"Ideal\",\"E\",\"VS2\",62.5,56,2030,5.26,5.23,3.28\n\"48844\",0.55,\"Premium\",\"E\",\"VS2\",61.1,58,2030,5.3,5.28,3.23\n\"48845\",0.73,\"Very Good\",\"J\",\"SI1\",60.1,62,2031,5.85,5.9,3.53\n\"48846\",0.53,\"Ideal\",\"H\",\"VS2\",61.4,56,2031,5.2,5.23,3.2\n\"48847\",0.71,\"Ideal\",\"G\",\"SI2\",61.8,56,2031,5.7,5.72,3.53\n\"48848\",0.81,\"Fair\",\"F\",\"SI2\",65.7,57,2031,5.8,5.75,3.79\n\"48849\",0.63,\"Very Good\",\"F\",\"VS2\",63,56.2,2032,5.38,5.48,3.42\n\"48850\",0.73,\"Fair\",\"G\",\"SI1\",65.5,56,2032,5.68,5.62,3.7\n\"48851\",0.56,\"Ideal\",\"E\",\"VS1\",61.3,55,2032,5.32,5.29,3.25\n\"48852\",0.56,\"Premium\",\"E\",\"VS1\",62.6,58,2032,5.28,5.23,3.29\n\"48853\",0.7,\"Good\",\"E\",\"SI2\",63.6,65,2032,5.67,5.55,3.57\n\"48854\",0.82,\"Good\",\"J\",\"SI1\",57.5,62,2033,6.2,6.25,3.58\n\"48855\",0.82,\"Good\",\"J\",\"SI1\",57.4,59,2033,6.19,6.25,3.57\n\"48856\",0.5,\"Ideal\",\"D\",\"VS1\",62.3,54.3,2033,5.05,5.12,3.17\n\"48857\",0.5,\"Ideal\",\"D\",\"VS1\",62.4,53.7,2033,5.08,5.12,3.18\n\"48858\",0.5,\"Ideal\",\"D\",\"VS1\",62.2,54.4,2033,5.07,5.11,3.16\n\"48859\",0.7,\"Very Good\",\"I\",\"VS2\",64.2,55,2034,5.57,5.61,3.59\n\"48860\",0.59,\"Very Good\",\"F\",\"VS1\",61.7,59,2034,5.35,5.38,3.31\n\"48861\",0.7,\"Good\",\"I\",\"SI1\",64.3,57,2034,5.59,5.63,3.61\n\"48862\",0.7,\"Good\",\"I\",\"SI1\",63.6,61,2034,5.59,5.63,3.57\n\"48863\",0.7,\"Very Good\",\"H\",\"SI2\",59.9,57,2034,5.74,5.77,3.45\n\"48864\",0.7,\"Good\",\"I\",\"SI1\",63.8,57,2034,5.63,5.66,3.6\n\"48865\",0.7,\"Very Good\",\"H\",\"SI2\",62.8,59,2034,5.62,5.65,3.54\n\"48866\",0.71,\"Ideal\",\"J\",\"VS1\",61.9,55,2034,5.75,5.69,3.54\n\"48867\",0.5,\"Ideal\",\"E\",\"VS1\",61.1,58,2034,5.12,5.08,3.11\n\"48868\",0.52,\"Very Good\",\"F\",\"VVS2\",62.9,57,2035,5.11,5.13,3.22\n\"48869\",0.78,\"Very Good\",\"J\",\"SI1\",59.4,62,2035,6.01,6.05,3.58\n\"48870\",0.78,\"Good\",\"J\",\"SI1\",58,62,2035,6.01,6.05,3.5\n\"48871\",0.7,\"Fair\",\"F\",\"SI2\",64.9,58,2035,5.46,5.59,3.59\n\"48872\",0.51,\"Premium\",\"G\",\"VVS2\",60.9,61,2035,5.17,5.11,3.13\n\"48873\",1,\"Fair\",\"I\",\"I1\",64.5,58,2035,6.33,6.1,4.01\n\"48874\",0.61,\"Very Good\",\"E\",\"VS2\",60,57,2036,5.52,5.55,3.32\n\"48875\",0.71,\"Very Good\",\"F\",\"SI2\",60.9,56,2036,5.8,5.83,3.54\n\"48876\",0.71,\"Very Good\",\"F\",\"SI2\",63.3,56,2036,5.68,5.73,3.61\n\"48877\",0.58,\"Premium\",\"F\",\"VS2\",61.9,57,2036,5.47,5.36,3.35\n\"48878\",0.76,\"Very Good\",\"J\",\"VS1\",59.3,63,2036,6.12,5.93,3.55\n\"48879\",1.01,\"Fair\",\"E\",\"I1\",64.5,54,2036,6.31,6.22,4.03\n\"48880\",0.56,\"Very 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Good\",\"G\",\"SI1\",62.5,60,2042,5.64,5.68,3.54\n\"48922\",0.7,\"Very Good\",\"H\",\"VS2\",61.8,58,2042,5.66,5.73,3.52\n\"48923\",0.7,\"Premium\",\"G\",\"SI1\",59.1,59,2042,5.77,5.83,3.43\n\"48924\",0.7,\"Premium\",\"G\",\"SI1\",61.2,60,2042,5.7,5.74,3.5\n\"48925\",0.7,\"Very Good\",\"G\",\"SI1\",60.6,57,2042,5.73,5.79,3.49\n\"48926\",0.7,\"Very Good\",\"G\",\"SI1\",61.9,56,2042,5.68,5.73,3.53\n\"48927\",0.74,\"Very Good\",\"F\",\"SI2\",63.2,58,2042,5.75,5.71,3.62\n\"48928\",0.55,\"Ideal\",\"G\",\"VVS1\",62,55,2042,5.25,5.27,3.26\n\"48929\",0.74,\"Premium\",\"F\",\"SI1\",58.8,61,2042,5.88,5.82,3.44\n\"48930\",0.74,\"Premium\",\"E\",\"SI1\",61.4,57,2042,5.83,5.79,3.57\n\"48931\",0.74,\"Premium\",\"I\",\"SI2\",59.8,58,2042,5.93,5.88,3.53\n\"48932\",0.53,\"Very 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Good\",\"H\",\"SI1\",62.9,56,2048,5.64,5.68,3.56\n\"48959\",0.79,\"Good\",\"J\",\"VS2\",57.6,59,2048,6.13,6.06,3.51\n\"48960\",0.61,\"Ideal\",\"I\",\"VVS1\",61.9,56,2048,5.41,5.45,3.36\n\"48961\",0.36,\"Ideal\",\"D\",\"SI2\",62,56,537,4.56,4.6,2.84\n\"48962\",0.36,\"Very Good\",\"G\",\"SI1\",62,59,537,4.53,4.56,2.82\n\"48963\",0.34,\"Premium\",\"H\",\"VS2\",61.3,60,537,4.47,4.53,2.76\n\"48964\",0.34,\"Premium\",\"H\",\"VS2\",59,59,537,4.55,4.61,2.7\n\"48965\",0.36,\"Very Good\",\"G\",\"SI1\",61.8,60,537,4.53,4.57,2.81\n\"48966\",0.34,\"Very Good\",\"H\",\"VS2\",61.9,56,537,4.46,4.49,2.77\n\"48967\",0.34,\"Ideal\",\"H\",\"VS2\",62.2,56,537,4.48,4.53,2.8\n\"48968\",0.34,\"Ideal\",\"H\",\"VS2\",62.6,54,537,4.45,4.5,2.8\n\"48969\",0.34,\"Ideal\",\"H\",\"VS2\",61.5,54,537,4.5,4.54,2.78\n\"48970\",0.34,\"Very 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Good\",\"J\",\"I1\",63.1,57,2048,6.12,6.06,3.84\n\"48997\",0.71,\"Premium\",\"H\",\"SI1\",62.3,61,2049,5.65,5.61,3.51\n\"48998\",0.59,\"Ideal\",\"I\",\"VVS1\",61.2,56,2049,5.42,5.46,3.33\n\"48999\",0.71,\"Fair\",\"H\",\"SI1\",65.1,55,2049,5.69,5.65,3.69\n\"49000\",0.72,\"Very Good\",\"G\",\"SI2\",59.7,56,2050,5.83,5.89,3.5\n\"49001\",0.73,\"Fair\",\"G\",\"SI2\",64.7,60,2050,5.68,5.64,3.66\n\"49002\",0.67,\"Premium\",\"G\",\"VS2\",61,57,2050,5.68,5.63,3.45\n\"49003\",0.67,\"Premium\",\"G\",\"VS2\",61,61,2050,5.66,5.61,3.44\n\"49004\",0.74,\"Premium\",\"I\",\"SI2\",61,60,2051,5.8,5.75,3.52\n\"49005\",0.51,\"Very Good\",\"F\",\"VVS2\",62.7,56,2051,5.11,5.13,3.21\n\"49006\",0.53,\"Ideal\",\"G\",\"VVS2\",60.4,56,2051,5.29,5.24,3.18\n\"49007\",0.53,\"Ideal\",\"G\",\"VVS2\",61.7,56,2051,5.23,5.2,3.22\n\"49008\",0.53,\"Ideal\",\"G\",\"VVS2\",61.4,57,2051,5.26,5.19,3.21\n\"49009\",0.53,\"Ideal\",\"G\",\"VVS2\",62.2,54,2051,5.22,5.17,3.23\n\"49010\",0.7,\"Fair\",\"H\",\"SI1\",64.7,58,2051,5.59,5.54,3.6\n\"49011\",0.57,\"Premium\",\"F\",\"SI1\",62.1,59,2052,5.31,5.28,3.29\n\"49012\",0.71,\"Very Good\",\"I\",\"VS2\",62.3,58,2052,5.68,5.72,3.55\n\"49013\",0.62,\"Ideal\",\"H\",\"VVS2\",62,56,2052,5.46,5.48,3.39\n\"49014\",0.5,\"Very Good\",\"F\",\"VVS2\",61.8,56,2052,5.11,5.15,3.17\n\"49015\",0.5,\"Ideal\",\"F\",\"VVS2\",62,55,2052,5.1,5.12,3.17\n\"49016\",0.5,\"Premium\",\"F\",\"VVS2\",61.9,58,2052,5.07,5.1,3.15\n\"49017\",0.5,\"Very 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Good\",\"I\",\"VS2\",62.4,63,2054,5.8,5.84,3.63\n\"49032\",0.51,\"Ideal\",\"F\",\"VVS2\",60.4,56,2054,5.18,5.22,3.14\n\"49033\",0.73,\"Ideal\",\"J\",\"VS2\",62.8,55,2054,5.69,5.72,3.58\n\"49034\",0.55,\"Ideal\",\"D\",\"VS1\",61.4,57,2054,5.26,5.29,3.24\n\"49035\",0.7,\"Ideal\",\"I\",\"SI1\",61.9,58,2054,5.67,5.7,3.52\n\"49036\",0.62,\"Ideal\",\"E\",\"SI1\",61.7,54,2054,5.53,5.49,3.4\n\"49037\",0.71,\"Very Good\",\"H\",\"SI2\",63.3,58,2055,5.65,5.69,3.59\n\"49038\",0.52,\"Ideal\",\"G\",\"IF\",61.5,56,2055,5.16,5.21,3.19\n\"49039\",0.56,\"Ideal\",\"G\",\"VVS1\",62.3,55,2055,5.25,5.31,3.29\n\"49040\",0.66,\"Good\",\"G\",\"VS1\",59,62,2055,5.66,5.72,3.35\n\"49041\",0.71,\"Fair\",\"G\",\"SI2\",64.8,58,2055,5.6,5.57,3.62\n\"49042\",0.5,\"Premium\",\"E\",\"VS1\",61.9,59,2055,5.1,5.08,3.15\n\"49043\",0.51,\"Very 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Good\",\"G\",\"SI1\",60.7,58,2074,5.7,5.73,3.47\n\"49172\",0.7,\"Very 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Good\",\"H\",\"SI1\",62.4,58,2076,5.67,5.7,3.55\n\"49192\",0.71,\"Very Good\",\"H\",\"SI1\",61.4,58,2076,5.72,5.78,3.53\n\"49193\",0.71,\"Very Good\",\"H\",\"SI1\",61.2,56,2076,5.69,5.72,3.49\n\"49194\",0.61,\"Good\",\"F\",\"VS1\",61.9,60,2076,5.39,5.41,3.34\n\"49195\",0.7,\"Very Good\",\"H\",\"SI2\",60,60,2077,5.76,5.8,3.47\n\"49196\",0.55,\"Ideal\",\"G\",\"VVS1\",61.2,56,2077,5.27,5.3,3.24\n\"49197\",0.55,\"Ideal\",\"G\",\"VVS1\",60,56,2077,5.35,5.39,3.21\n\"49198\",0.58,\"Very Good\",\"G\",\"VVS2\",62,57,2078,5.33,5.34,3.31\n\"49199\",0.59,\"Ideal\",\"D\",\"VS2\",61.7,56,2078,5.39,5.41,3.33\n\"49200\",0.52,\"Very Good\",\"F\",\"VVS2\",61.5,57,2079,5.18,5.22,3.19\n\"49201\",0.72,\"Very Good\",\"G\",\"SI2\",62.5,56,2079,5.68,5.71,3.56\n\"49202\",0.6,\"Ideal\",\"E\",\"VS2\",61.2,56,2079,5.44,5.45,3.33\n\"49203\",0.55,\"Ideal\",\"E\",\"VS1\",61.9,55,2079,5.3,5.24,3.25\n\"49204\",0.7,\"Ideal\",\"I\",\"SI2\",62.1,57,2079,5.66,5.71,3.53\n\"49205\",0.72,\"Ideal\",\"G\",\"SI2\",62.1,54,2079,5.77,5.82,3.6\n\"49206\",0.72,\"Ideal\",\"G\",\"SI2\",62.5,57,2079,5.71,5.75,3.58\n\"49207\",0.66,\"Ideal\",\"D\",\"SI1\",62.7,55,2079,5.56,5.61,3.5\n\"49208\",0.52,\"Fair\",\"E\",\"VVS2\",57.2,64,2079,5.27,5.36,3.04\n\"49209\",0.55,\"Ideal\",\"E\",\"VS1\",62.2,55,2079,5.26,5.22,3.26\n\"49210\",0.55,\"Ideal\",\"E\",\"VS1\",61.7,55,2079,5.29,5.27,3.26\n\"49211\",0.55,\"Ideal\",\"E\",\"VS1\",61.1,55,2079,5.33,5.3,3.25\n\"49212\",0.7,\"Good\",\"E\",\"SI1\",59.8,64,2079,5.75,5.69,3.42\n\"49213\",0.55,\"Ideal\",\"D\",\"VS2\",58.5,58,2079,5.42,5.39,3.16\n\"49214\",0.55,\"Ideal\",\"F\",\"VS1\",61.2,56,2079,5.33,5.28,3.25\n\"49215\",0.67,\"Very 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Good\",\"E\",\"VVS1\",61.8,59,539,4.11,4.14,2.55\n\"49292\",0.33,\"Ideal\",\"H\",\"VS2\",61.8,54,539,4.45,4.48,2.76\n\"49293\",0.33,\"Ideal\",\"H\",\"VS2\",60.6,56,539,4.51,4.54,2.74\n\"49294\",0.33,\"Ideal\",\"H\",\"VS2\",61.1,56,539,4.5,4.54,2.76\n\"49295\",0.33,\"Ideal\",\"H\",\"VS2\",61,55,539,4.49,4.52,2.75\n\"49296\",0.3,\"Ideal\",\"H\",\"VS1\",62.3,55.1,539,4.29,4.32,2.68\n\"49297\",0.3,\"Ideal\",\"H\",\"VS1\",62.2,54,539,4.29,4.33,2.68\n\"49298\",0.39,\"Ideal\",\"J\",\"SI1\",62.6,53,539,4.68,4.71,2.94\n\"49299\",0.41,\"Good\",\"I\",\"SI2\",63.5,57,539,4.7,4.72,2.99\n\"49300\",0.41,\"Premium\",\"I\",\"SI2\",61.6,59,539,4.76,4.79,2.94\n\"49301\",0.31,\"Good\",\"H\",\"VS1\",64,59,539,4.25,4.28,2.73\n\"49302\",0.32,\"Very Good\",\"G\",\"SI1\",62,58.5,540,4.36,4.41,2.72\n\"49303\",0.32,\"Ideal\",\"I\",\"VVS2\",61.7,56,540,4.4,4.42,2.72\n\"49304\",0.24,\"Ideal\",\"F\",\"VVS2\",61.4,59,540,4,4.05,2.47\n\"49305\",0.24,\"Ideal\",\"F\",\"VVS2\",61.5,56,540,3.99,4.01,2.46\n\"49306\",0.35,\"Ideal\",\"J\",\"VVS1\",62.1,53,540,4.53,4.55,2.82\n\"49307\",0.3,\"Ideal\",\"I\",\"VVS1\",62.1,57,540,4.29,4.34,2.68\n\"49308\",0.3,\"Ideal\",\"I\",\"VVS1\",61.8,54,540,4.32,4.35,2.68\n\"49309\",0.3,\"Ideal\",\"I\",\"VVS1\",62.1,54,540,4.29,4.31,2.67\n\"49310\",0.4,\"Ideal\",\"H\",\"SI2\",62.6,55,540,4.7,4.72,2.95\n\"49311\",0.4,\"Ideal\",\"H\",\"SI2\",62.2,55,540,4.75,4.77,2.96\n\"49312\",0.34,\"Ideal\",\"G\",\"SI1\",61.9,55,540,4.5,4.52,2.79\n\"49313\",0.34,\"Ideal\",\"G\",\"SI1\",61.5,55,540,4.49,4.52,2.77\n\"49314\",0.34,\"Ideal\",\"G\",\"SI1\",61.8,54,540,4.48,4.51,2.78\n\"49315\",0.3,\"Good\",\"G\",\"VVS2\",57.9,61,540,4.4,4.42,2.56\n\"49316\",0.32,\"Ideal\",\"G\",\"SI2\",63,56,540,4.35,4.32,2.73\n\"49317\",0.32,\"Premium\",\"G\",\"SI2\",61.6,59,540,4.38,4.35,2.69\n\"49318\",0.32,\"Premium\",\"G\",\"SI2\",62.4,59,540,4.4,4.35,2.73\n\"49319\",0.32,\"Ideal\",\"G\",\"SI2\",62.5,55,540,4.4,4.37,2.74\n\"49320\",0.32,\"Very 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Good\",\"H\",\"SI2\",63.4,55,2094,5.59,5.64,3.56\n\"49334\",0.79,\"Good\",\"I\",\"SI1\",63.9,55,2095,5.85,5.8,3.72\n\"49335\",0.7,\"Very Good\",\"G\",\"SI1\",62.2,58,2095,5.63,5.66,3.51\n\"49336\",0.57,\"Ideal\",\"G\",\"VVS2\",60.7,55,2095,5.34,5.36,3.25\n\"49337\",0.57,\"Ideal\",\"G\",\"VVS2\",61.7,56,2095,5.3,5.33,3.28\n\"49338\",0.57,\"Ideal\",\"G\",\"VVS2\",61.7,54,2095,5.32,5.41,3.31\n\"49339\",0.79,\"Very Good\",\"I\",\"SI1\",63.3,57,2095,5.86,5.83,3.7\n\"49340\",0.81,\"Very Good\",\"G\",\"SI2\",63.2,60,2095,5.82,5.79,3.67\n\"49341\",0.58,\"Premium\",\"G\",\"VVS2\",59.7,59,2095,5.45,5.4,3.24\n\"49342\",0.71,\"Good\",\"H\",\"SI1\",63.5,57,2096,5.63,5.67,3.59\n\"49343\",0.71,\"Good\",\"H\",\"SI1\",63.1,57,2096,5.61,5.65,3.55\n\"49344\",0.71,\"Good\",\"H\",\"SI1\",63.5,57,2096,5.64,5.67,3.59\n\"49345\",0.71,\"Very Good\",\"H\",\"SI1\",62.5,60,2096,5.68,5.75,3.57\n\"49346\",0.71,\"Premium\",\"H\",\"SI1\",62.1,58,2096,5.72,5.75,3.56\n\"49347\",0.61,\"Very Good\",\"D\",\"VS1\",62.4,57,2096,5.44,5.46,3.4\n\"49348\",0.71,\"Premium\",\"E\",\"SI2\",60.4,61,2096,5.79,5.77,3.49\n\"49349\",0.57,\"Ideal\",\"F\",\"VS2\",60.7,56,2096,5.37,5.41,3.27\n\"49350\",0.7,\"Ideal\",\"J\",\"SI1\",60.3,57,2096,5.75,5.79,3.48\n\"49351\",0.7,\"Ideal\",\"J\",\"SI1\",61,56,2096,5.69,5.82,3.51\n\"49352\",0.54,\"Ideal\",\"H\",\"IF\",60.9,57,2096,5.26,5.31,3.22\n\"49353\",0.51,\"Ideal\",\"G\",\"IF\",62.4,54,2096,5.12,5.17,3.21\n\"49354\",0.56,\"Ideal\",\"F\",\"VS1\",62.1,56,2097,5.32,5.28,3.29\n\"49355\",0.71,\"Very Good\",\"F\",\"SI2\",59,58,2098,5.84,5.89,3.46\n\"49356\",0.71,\"Very Good\",\"F\",\"SI2\",63.6,56,2098,5.58,5.67,3.58\n\"49357\",0.71,\"Very Good\",\"I\",\"SI1\",62,56,2098,5.69,5.72,3.54\n\"49358\",0.51,\"Ideal\",\"F\",\"VVS2\",61.8,56,2098,5.13,5.16,3.18\n\"49359\",0.51,\"Ideal\",\"F\",\"VVS2\",61.7,56,2098,5.14,5.16,3.18\n\"49360\",0.51,\"Ideal\",\"F\",\"VVS2\",61.9,56,2098,5.09,5.14,3.16\n\"49361\",0.55,\"Ideal\",\"I\",\"IF\",60.1,56,2098,5.33,5.38,3.22\n\"49362\",0.73,\"Good\",\"J\",\"VS2\",60.8,63,2098,5.67,5.78,3.48\n\"49363\",1,\"Good\",\"F\",\"I1\",63.9,59,2098,6.27,6.2,3.99\n\"49364\",0.53,\"Premium\",\"E\",\"SI1\",61.8,60,2099,5.21,5.18,3.21\n\"49365\",0.72,\"Ideal\",\"J\",\"VS2\",61.4,57,2099,5.76,5.8,3.55\n\"49366\",0.6,\"Ideal\",\"F\",\"VS2\",60.9,55,2099,5.49,5.51,3.34\n\"49367\",0.57,\"Ideal\",\"D\",\"VS2\",61.7,56,2099,5.3,5.37,3.29\n\"49368\",0.7,\"Ideal\",\"E\",\"SI2\",62.9,56,2100,5.66,5.6,3.54\n\"49369\",0.7,\"Very Good\",\"F\",\"SI1\",63.2,56,2100,5.61,5.5,3.51\n\"49370\",0.56,\"Very Good\",\"E\",\"VVS2\",62.6,57,2100,5.25,5.23,3.28\n\"49371\",0.7,\"Very Good\",\"F\",\"SI2\",61.2,57,2100,5.67,5.74,3.49\n\"49372\",0.5,\"Ideal\",\"D\",\"VVS2\",60.4,54,2100,5.17,5.23,3.14\n\"49373\",0.81,\"Ideal\",\"J\",\"SI2\",62.2,57,2100,5.95,5.92,3.69\n\"49374\",0.7,\"Good\",\"F\",\"SI2\",59,57,2100,5.8,5.83,3.43\n\"49375\",0.54,\"Premium\",\"D\",\"VS1\",61.1,58,2100,5.3,5.24,3.22\n\"49376\",0.7,\"Fair\",\"H\",\"VS1\",62,73,2100,5.65,5.54,3.47\n\"49377\",0.7,\"Premium\",\"G\",\"SI2\",61.3,58,2100,5.75,5.67,3.5\n\"49378\",0.5,\"Ideal\",\"E\",\"VS2\",60.5,56,2100,5.18,5.16,3.13\n\"49379\",0.73,\"Very Good\",\"J\",\"VS2\",62.7,57,2101,5.71,5.74,3.59\n\"49380\",0.73,\"Ideal\",\"J\",\"VS2\",62.3,55,2101,5.74,5.78,3.59\n\"49381\",0.66,\"Good\",\"G\",\"VS2\",58.1,59.9,2101,5.68,5.72,3.31\n\"49382\",0.55,\"Very Good\",\"F\",\"VVS2\",63.1,56,2102,5.19,5.23,3.29\n\"49383\",0.51,\"Very Good\",\"G\",\"IF\",62.6,56,2102,5.09,5.13,3.2\n\"49384\",0.48,\"Ideal\",\"E\",\"VVS2\",60.7,56,2102,5.04,5.08,3.07\n\"49385\",0.75,\"Fair\",\"F\",\"SI2\",65.1,57,2102,5.7,5.66,3.7\n\"49386\",0.62,\"Premium\",\"E\",\"VS2\",60,59,2102,5.58,5.56,3.34\n\"49387\",0.73,\"Premium\",\"H\",\"SI2\",61.2,58,2102,5.84,5.8,3.56\n\"49388\",0.71,\"Fair\",\"F\",\"SI2\",65.2,55.5,2103,5.52,5.58,3.62\n\"49389\",0.57,\"Ideal\",\"D\",\"VS2\",61.8,56,2103,5.34,5.31,3.29\n\"49390\",0.57,\"Ideal\",\"D\",\"VS2\",61.4,56,2103,5.37,5.34,3.29\n\"49391\",0.59,\"Ideal\",\"D\",\"VS2\",61.9,56,2103,5.39,5.34,3.32\n\"49392\",0.7,\"Very Good\",\"D\",\"SI2\",63.7,58,2104,5.56,5.62,3.56\n\"49393\",0.71,\"Very Good\",\"G\",\"SI1\",62.3,57,2104,5.7,5.76,3.57\n\"49394\",0.71,\"Good\",\"I\",\"VS1\",63.8,53,2104,5.7,5.64,3.62\n\"49395\",0.71,\"Fair\",\"I\",\"VS1\",64.5,56,2104,5.61,5.56,3.6\n\"49396\",0.75,\"Ideal\",\"J\",\"VS2\",61.2,56,2104,5.86,5.9,3.6\n\"49397\",0.5,\"Ideal\",\"G\",\"IF\",61.5,56,2104,5.11,5.14,3.15\n\"49398\",0.71,\"Premium\",\"I\",\"VS1\",61.9,58,2104,5.76,5.71,3.55\n\"49399\",0.5,\"Very Good\",\"E\",\"VVS2\",62.6,59,2105,5.02,5.05,3.15\n\"49400\",0.5,\"Very Good\",\"E\",\"VVS2\",61.5,59,2105,5.08,5.1,3.13\n\"49401\",0.5,\"Very Good\",\"E\",\"VVS2\",62,55,2105,5.08,5.11,3.16\n\"49402\",0.6,\"Premium\",\"G\",\"VVS2\",59.7,60,2105,5.55,5.5,3.3\n\"49403\",0.6,\"Ideal\",\"G\",\"VS1\",61.3,57,2105,5.4,5.47,3.33\n\"49404\",0.52,\"Ideal\",\"E\",\"VS1\",61.9,55,2105,5.16,5.18,3.2\n\"49405\",0.58,\"Premium\",\"E\",\"VS1\",60.7,58,2105,5.41,5.36,3.27\n\"49406\",0.5,\"Very Good\",\"E\",\"VVS2\",59.1,61,2106,5.19,5.23,3.08\n\"49407\",0.75,\"Very Good\",\"H\",\"SI2\",60.4,60,2106,5.89,5.93,3.57\n\"49408\",0.7,\"Very Good\",\"H\",\"SI1\",63.5,57,2106,5.59,5.66,3.59\n\"49409\",0.74,\"Ideal\",\"J\",\"VVS2\",61.7,55,2106,5.83,5.87,3.61\n\"49410\",0.7,\"Very Good\",\"G\",\"SI1\",61.8,56,2106,5.7,5.76,3.54\n\"49411\",0.7,\"Premium\",\"G\",\"SI1\",62.2,58,2106,5.69,5.76,3.56\n\"49412\",0.7,\"Very Good\",\"G\",\"SI1\",62.5,57,2106,5.63,5.7,3.54\n\"49413\",0.7,\"Very Good\",\"I\",\"VVS2\",58.6,60,2106,5.79,5.91,3.43\n\"49414\",0.7,\"Very Good\",\"G\",\"SI1\",62.1,58,2106,5.66,5.7,3.53\n\"49415\",0.7,\"Very Good\",\"H\",\"VS2\",62.1,55,2106,5.66,5.71,3.53\n\"49416\",0.63,\"Ideal\",\"D\",\"VS2\",61.1,55,2106,5.6,5.56,3.41\n\"49417\",0.6,\"Premium\",\"D\",\"SI1\",62.8,61,2106,5.41,5.33,3.37\n\"49418\",0.53,\"Ideal\",\"G\",\"VVS1\",61.4,57,2106,5.21,5.18,3.19\n\"49419\",0.65,\"Ideal\",\"H\",\"VS1\",61.8,55,2106,5.6,5.56,3.45\n\"49420\",0.55,\"Ideal\",\"E\",\"VS1\",62,56,2107,5.27,5.24,3.26\n\"49421\",0.55,\"Ideal\",\"E\",\"VS1\",61.2,57,2107,5.3,5.28,3.24\n\"49422\",0.77,\"Ideal\",\"F\",\"SI2\",62,56,2107,5.92,5.86,3.65\n\"49423\",0.71,\"Very Good\",\"G\",\"SI2\",63.2,59,2107,5.6,5.64,3.55\n\"49424\",0.7,\"Very Good\",\"H\",\"SI1\",62.2,56,2107,5.64,5.67,3.52\n\"49425\",0.7,\"Very Good\",\"H\",\"SI1\",61.5,57,2107,5.64,5.68,3.48\n\"49426\",0.7,\"Very Good\",\"H\",\"SI1\",61,58,2107,5.67,5.7,3.47\n\"49427\",0.7,\"Very Good\",\"H\",\"SI1\",62.7,56,2107,5.6,5.62,3.52\n\"49428\",0.7,\"Premium\",\"F\",\"SI2\",61.9,62,2107,5.69,5.66,3.51\n\"49429\",0.7,\"Premium\",\"F\",\"SI2\",61.7,62,2107,5.69,5.65,3.5\n\"49430\",0.7,\"Ideal\",\"J\",\"VS1\",61.4,55,2107,5.72,5.75,3.53\n\"49431\",0.7,\"Ideal\",\"H\",\"SI1\",61.1,58,2107,5.69,5.7,3.48\n\"49432\",0.7,\"Ideal\",\"H\",\"SI1\",61.9,57,2107,5.66,5.69,3.51\n\"49433\",0.73,\"Premium\",\"H\",\"SI1\",62.2,57,2107,5.8,5.77,3.6\n\"49434\",0.61,\"Ideal\",\"F\",\"VS2\",62.4,55,2108,5.45,5.42,3.39\n\"49435\",1.01,\"Very Good\",\"G\",\"I1\",63.1,60,2108,6.42,6.25,3.99\n\"49436\",0.72,\"Very Good\",\"I\",\"VS2\",61.8,60,2109,5.72,5.76,3.55\n\"49437\",0.54,\"Ideal\",\"F\",\"VVS2\",61,57,2109,5.26,5.3,3.22\n\"49438\",0.6,\"Ideal\",\"G\",\"VS1\",60.2,57,2109,5.49,5.54,3.32\n\"49439\",0.7,\"Good\",\"F\",\"SI2\",60.6,61,2109,5.71,5.77,3.48\n\"49440\",0.7,\"Good\",\"F\",\"SI2\",61.6,61,2109,5.66,5.68,3.49\n\"49441\",0.74,\"Premium\",\"G\",\"SI2\",62.8,57,2109,5.77,5.73,3.61\n\"49442\",0.57,\"Ideal\",\"E\",\"VS1\",61.3,57,2110,5.34,5.37,3.28\n\"49443\",0.7,\"Ideal\",\"H\",\"SI2\",62.1,55,2110,5.69,5.72,3.54\n\"49444\",0.7,\"Ideal\",\"H\",\"SI2\",61.6,54,2110,5.71,5.75,3.53\n\"49445\",0.7,\"Ideal\",\"I\",\"SI1\",61.6,53,2110,5.73,5.76,3.54\n\"49446\",0.7,\"Ideal\",\"I\",\"SI1\",61.9,58,2110,5.66,5.68,3.51\n\"49447\",0.7,\"Ideal\",\"I\",\"SI1\",62.5,55,2110,5.68,5.71,3.56\n\"49448\",0.7,\"Ideal\",\"I\",\"SI1\",62.5,55,2110,5.7,5.73,3.57\n\"49449\",0.51,\"Ideal\",\"G\",\"VVS1\",61,57,2111,5.17,5.16,3.15\n\"49450\",0.71,\"Very Good\",\"I\",\"VS2\",59.5,57,2111,5.85,5.88,3.49\n\"49451\",0.75,\"Very Good\",\"F\",\"SI2\",58.6,60,2111,5.99,6.03,3.52\n\"49452\",0.7,\"Ideal\",\"I\",\"VS2\",61.1,57,2111,5.7,5.75,3.5\n\"49453\",0.71,\"Ideal\",\"I\",\"SI1\",62.6,54,2111,5.68,5.73,3.57\n\"49454\",0.52,\"Ideal\",\"I\",\"IF\",60.9,57,2111,5.17,5.21,3.16\n\"49455\",0.7,\"Good\",\"E\",\"SI1\",61.6,61,2111,5.64,5.66,3.48\n\"49456\",0.51,\"Ideal\",\"G\",\"VVS1\",62.6,57,2111,5.14,5.08,3.2\n\"49457\",0.51,\"Ideal\",\"G\",\"VVS1\",62.3,55,2111,5.14,5.1,3.19\n\"49458\",0.51,\"Premium\",\"G\",\"VVS1\",60.1,56,2111,5.35,5.16,3.16\n\"49459\",0.6,\"Very Good\",\"E\",\"VS1\",60.9,58,2112,5.43,5.48,3.32\n\"49460\",0.71,\"Premium\",\"H\",\"SI1\",62.4,59,2112,5.65,5.6,3.51\n\"49461\",0.6,\"Ideal\",\"E\",\"VS2\",62,56,2112,5.4,5.43,3.36\n\"49462\",0.71,\"Fair\",\"H\",\"SI1\",65.1,56,2112,5.63,5.55,3.64\n\"49463\",0.72,\"Ideal\",\"H\",\"SI2\",61.4,55,2112,5.81,5.78,3.56\n\"49464\",0.72,\"Ideal\",\"J\",\"VS1\",62.7,57,2112,5.74,5.71,3.59\n\"49465\",1,\"Fair\",\"I\",\"I1\",65.4,57,2112,6.28,6.2,4.08\n\"49466\",0.55,\"Premium\",\"E\",\"VS2\",59.7,57,2112,5.39,5.36,3.21\n\"49467\",0.52,\"Very Good\",\"G\",\"VVS1\",61.1,58,2113,5.19,5.22,3.18\n\"49468\",0.54,\"Very Good\",\"D\",\"VS2\",60.7,57,2113,5.24,5.29,3.2\n\"49469\",0.47,\"Ideal\",\"E\",\"VVS2\",61.6,56,2113,4.97,5.01,3.07\n\"49470\",0.47,\"Ideal\",\"F\",\"VVS1\",61.6,56,2113,5,5.02,3.09\n\"49471\",0.7,\"Ideal\",\"H\",\"SI1\",62.1,56,2113,5.74,5.67,3.54\n\"49472\",0.64,\"Very Good\",\"E\",\"VS2\",63.4,54,2114,5.52,5.49,3.49\n\"49473\",0.68,\"Very Good\",\"G\",\"VS1\",60.7,58,2114,5.68,5.75,3.47\n\"49474\",0.72,\"Very Good\",\"G\",\"SI2\",60.6,57,2114,5.79,5.86,3.53\n\"49475\",0.72,\"Very Good\",\"G\",\"SI2\",60.6,61,2114,5.73,5.79,3.49\n\"49476\",0.5,\"Very Good\",\"D\",\"VVS2\",61.7,59,2115,5.02,5.09,3.12\n\"49477\",0.72,\"Premium\",\"G\",\"SI2\",62.6,60,2115,5.7,5.65,3.55\n\"49478\",0.54,\"Very Good\",\"F\",\"VVS2\",63.2,54,2115,5.2,5.18,3.28\n\"49479\",0.61,\"Ideal\",\"E\",\"VS2\",59.7,57,2115,5.57,5.52,3.31\n\"49480\",0.75,\"Good\",\"G\",\"SI2\",63.9,62,2115,5.66,5.61,3.6\n\"49481\",0.78,\"Good\",\"I\",\"SI1\",63.1,56,2116,5.82,5.88,3.69\n\"49482\",0.52,\"Ideal\",\"E\",\"VVS2\",62.3,57,2116,5.12,5.15,3.2\n\"49483\",0.55,\"Ideal\",\"G\",\"VVS1\",62.6,56,2116,5.24,5.27,3.29\n\"49484\",0.7,\"Good\",\"E\",\"SI2\",61,64,2116,5.63,5.69,3.45\n\"49485\",0.7,\"Fair\",\"I\",\"VS2\",64.7,60,2117,5.55,5.49,3.57\n\"49486\",0.7,\"Very Good\",\"G\",\"SI1\",63.2,58,2117,5.64,5.6,3.55\n\"49487\",0.7,\"Good\",\"G\",\"SI1\",63.8,59,2117,5.62,5.58,3.57\n\"49488\",0.58,\"Ideal\",\"F\",\"VS1\",60.6,55,2117,5.41,5.48,3.3\n\"49489\",0.7,\"Good\",\"H\",\"SI1\",65,57,2117,5.52,5.59,3.61\n\"49490\",0.7,\"Good\",\"I\",\"VS2\",63.6,58,2117,5.59,5.57,3.55\n\"49491\",0.56,\"Ideal\",\"E\",\"VS1\",61.8,55,2117,5.33,5.28,3.28\n\"49492\",0.56,\"Ideal\",\"E\",\"VS1\",61.1,56,2117,5.34,5.29,3.25\n\"49493\",0.56,\"Ideal\",\"E\",\"VS1\",61.8,56,2117,5.33,5.28,3.28\n\"49494\",0.7,\"Very Good\",\"G\",\"SI2\",63.2,57,2117,5.7,5.66,3.59\n\"49495\",0.7,\"Fair\",\"G\",\"SI2\",65.2,56,2117,5.63,5.54,3.64\n\"49496\",1,\"Fair\",\"J\",\"SI2\",69.9,61,2117,6.13,5.86,4.23\n\"49497\",0.7,\"Fair\",\"I\",\"VVS2\",64.7,55,2117,5.62,5.51,3.6\n\"49498\",0.56,\"Ideal\",\"H\",\"VVS2\",61.8,56,2118,5.28,5.33,3.28\n\"49499\",0.56,\"Ideal\",\"F\",\"VVS2\",61,56,2119,5.33,5.35,3.26\n\"49500\",0.55,\"Ideal\",\"F\",\"VS1\",60.5,57,2119,5.3,5.34,3.22\n\"49501\",0.55,\"Ideal\",\"F\",\"VS1\",61.8,55,2119,5.28,5.3,3.27\n\"49502\",0.55,\"Ideal\",\"D\",\"VS1\",61.8,55,2119,5.29,5.32,3.28\n\"49503\",0.76,\"Very Good\",\"I\",\"SI1\",62,58,2120,5.84,5.9,3.64\n\"49504\",0.55,\"Ideal\",\"H\",\"IF\",61.5,55,2120,5.25,5.29,3.25\n\"49505\",0.55,\"Ideal\",\"H\",\"IF\",61.9,56,2120,5.26,5.34,3.26\n\"49506\",0.61,\"Good\",\"F\",\"VS1\",60.6,60.3,2120,5.46,5.51,3.32\n\"49507\",0.71,\"Good\",\"E\",\"SI2\",58.8,63,2120,5.75,5.88,3.42\n\"49508\",0.7,\"Fair\",\"G\",\"SI1\",56.6,61,2120,5.86,5.95,3.34\n\"49509\",0.5,\"Very Good\",\"F\",\"VVS1\",62.2,57,2121,5.03,5.07,3.14\n\"49510\",0.73,\"Ideal\",\"J\",\"VS1\",62,53,2121,5.78,5.82,3.6\n\"49511\",0.7,\"Good\",\"F\",\"SI1\",63.8,58,2121,5.56,5.67,3.58\n\"49512\",0.7,\"Good\",\"G\",\"SI1\",64,57,2121,5.63,5.58,3.59\n\"49513\",0.7,\"Fair\",\"F\",\"SI1\",66,56,2121,5.59,5.56,3.68\n\"49514\",0.8,\"Ideal\",\"H\",\"SI2\",62.4,57,2122,5.91,5.83,3.66\n\"49515\",0.5,\"Very Good\",\"F\",\"VVS1\",61.1,55,2122,5.14,5.18,3.15\n\"49516\",0.75,\"Premium\",\"I\",\"SI1\",62.5,58,2122,5.77,5.82,3.62\n\"49517\",0.73,\"Ideal\",\"I\",\"SI1\",62,56,2122,5.75,5.8,3.58\n\"49518\",0.57,\"Ideal\",\"D\",\"VS1\",61.5,54,2122,5.36,5.38,3.3\n\"49519\",0.71,\"Ideal\",\"H\",\"SI2\",61.5,56,2122,5.71,5.74,3.52\n\"49520\",0.71,\"Ideal\",\"H\",\"SI2\",62.1,57,2122,5.68,5.76,3.55\n\"49521\",0.61,\"Very Good\",\"H\",\"VS1\",60.1,56,2123,5.55,5.59,3.35\n\"49522\",0.72,\"Very Good\",\"J\",\"SI1\",57.6,63,2123,5.89,5.95,3.41\n\"49523\",0.71,\"Very Good\",\"E\",\"SI2\",62.1,57,2123,5.71,5.76,3.56\n\"49524\",0.54,\"Ideal\",\"G\",\"VVS1\",61.8,55,2123,5.24,5.27,3.25\n\"49525\",0.54,\"Very Good\",\"G\",\"VVS1\",60.7,56,2123,5.25,5.3,3.2\n\"49526\",0.54,\"Ideal\",\"G\",\"VVS1\",62.2,56,2123,5.2,5.22,3.24\n\"49527\",0.71,\"Very Good\",\"D\",\"SI2\",59.7,60,2123,5.79,5.84,3.47\n\"49528\",0.52,\"Ideal\",\"F\",\"VS1\",61.3,56,2123,5.19,5.22,3.19\n\"49529\",0.59,\"Premium\",\"F\",\"SI1\",62.2,60,2124,5.37,5.33,3.33\n\"49530\",0.59,\"Very Good\",\"F\",\"SI1\",63.1,57,2124,5.39,5.36,3.39\n\"49531\",0.61,\"Good\",\"E\",\"VS2\",60.8,59,2124,5.41,5.48,3.31\n\"49532\",0.6,\"Premium\",\"E\",\"VS2\",59.3,60,2124,5.51,5.46,3.25\n\"49533\",0.6,\"Ideal\",\"D\",\"VS2\",60.4,57,2125,5.53,5.49,3.33\n\"49534\",0.78,\"Very Good\",\"H\",\"SI2\",62.9,55,2125,5.83,5.87,3.68\n\"49535\",0.59,\"Ideal\",\"G\",\"VVS2\",62.7,56,2125,5.33,5.36,3.35\n\"49536\",0.59,\"Ideal\",\"G\",\"VVS2\",62.6,57,2125,5.33,5.37,3.35\n\"49537\",0.71,\"Good\",\"F\",\"SI1\",64.3,57,2125,5.62,5.55,3.59\n\"49538\",0.72,\"Very Good\",\"E\",\"SI2\",59.4,63,2125,5.87,5.82,3.47\n\"49539\",0.72,\"Fair\",\"E\",\"SI2\",68.4,64,2125,5.38,5.32,3.66\n\"49540\",0.72,\"Premium\",\"E\",\"SI2\",61.7,58,2125,5.79,5.74,3.56\n\"49541\",0.7,\"Fair\",\"E\",\"SI1\",65.1,56,2125,5.49,5.41,3.55\n\"49542\",0.72,\"Very Good\",\"F\",\"SI2\",58.5,60,2126,5.86,5.93,3.45\n\"49543\",0.63,\"Very Good\",\"H\",\"VVS1\",62,57,2127,5.47,5.5,3.4\n\"49544\",0.7,\"Good\",\"F\",\"SI1\",63.1,56,2127,5.63,5.66,3.56\n\"49545\",0.71,\"Premium\",\"I\",\"VS2\",62.7,59,2127,5.66,5.69,3.56\n\"49546\",0.54,\"Very Good\",\"G\",\"IF\",62.5,58,2128,5.19,5.27,3.27\n\"49547\",0.7,\"Very Good\",\"I\",\"VS1\",63.1,54,2129,5.61,5.67,3.56\n\"49548\",0.77,\"Very Good\",\"H\",\"SI2\",63.6,58,2129,5.77,5.81,3.68\n\"49549\",0.71,\"Very Good\",\"F\",\"SI2\",59.5,58,2129,5.82,5.87,3.48\n\"49550\",0.59,\"Ideal\",\"G\",\"VS1\",61.3,55,2129,5.42,5.44,3.33\n\"49551\",0.55,\"Ideal\",\"G\",\"VVS2\",62.5,56,2129,5.25,5.22,3.27\n\"49552\",0.55,\"Ideal\",\"G\",\"VVS2\",62,57,2129,5.26,5.22,3.25\n\"49553\",0.55,\"Ideal\",\"G\",\"VVS2\",61.9,56,2129,5.27,5.23,3.25\n\"49554\",0.77,\"Premium\",\"G\",\"SI2\",61.3,58,2129,5.94,5.88,3.62\n\"49555\",0.91,\"Fair\",\"I\",\"SI2\",65,58,2129,6.05,6.02,3.92\n\"49556\",0.81,\"Premium\",\"J\",\"VS2\",60.6,60,2129,6.04,6,3.65\n\"49557\",0.71,\"Good\",\"F\",\"SI2\",64.1,60,2130,0,0,0\n\"49558\",0.71,\"Good\",\"F\",\"SI2\",64.1,60,2130,0,0,0\n\"49559\",0.6,\"Very Good\",\"G\",\"VVS2\",62.2,56,2130,5.39,5.42,3.36\n\"49560\",0.78,\"Very Good\",\"I\",\"SI2\",60.6,60,2130,5.91,5.93,3.59\n\"49561\",0.67,\"Very Good\",\"G\",\"VS2\",59.4,59.4,2131,5.71,5.8,3.41\n\"49562\",0.67,\"Very Good\",\"G\",\"VS2\",61.7,59.7,2131,5.56,5.61,3.45\n\"49563\",0.7,\"Very Good\",\"F\",\"SI2\",62.9,56,2131,5.68,5.71,3.58\n\"49564\",0.53,\"Ideal\",\"F\",\"VVS2\",61.6,55,2131,5.21,5.24,3.22\n\"49565\",0.66,\"Ideal\",\"H\",\"VS1\",61,57,2131,5.61,5.66,3.43\n\"49566\",0.6,\"Ideal\",\"G\",\"VS1\",61.6,56,2131,5.44,5.47,3.36\n\"49567\",0.72,\"Ideal\",\"H\",\"SI2\",61.5,56,2131,5.8,5.75,3.55\n\"49568\",0.62,\"Good\",\"F\",\"VVS2\",59.9,62,2131,5.51,5.53,3.3\n\"49569\",0.67,\"Good\",\"G\",\"VS2\",57.5,60.1,2131,5.78,5.83,3.34\n\"49570\",0.71,\"Good\",\"H\",\"SI1\",58.3,61,2131,5.84,5.79,3.39\n\"49571\",0.72,\"Fair\",\"I\",\"VVS2\",65.7,57,2131,5.56,5.64,3.68\n\"49572\",0.64,\"Premium\",\"F\",\"VS2\",62.2,55,2131,5.53,5.5,3.43\n\"49573\",0.74,\"Premium\",\"G\",\"SI1\",58.3,58,2131,5.97,5.93,3.47\n\"49574\",0.59,\"Ideal\",\"G\",\"VVS2\",61,57,2131,5.44,5.41,3.31\n\"49575\",0.5,\"Very Good\",\"E\",\"VVS2\",61.5,60,2132,5.04,5.08,3.11\n\"49576\",0.78,\"Very Good\",\"I\",\"SI2\",62.5,58,2132,5.82,5.89,3.66\n\"49577\",0.58,\"Ideal\",\"G\",\"VVS2\",61.9,57,2132,5.33,5.36,3.31\n\"49578\",0.55,\"Ideal\",\"G\",\"VS1\",62.2,54,2132,5.27,5.24,3.27\n\"49579\",0.58,\"Ideal\",\"G\",\"VVS2\",61.8,56,2133,5.35,5.36,3.31\n\"49580\",0.83,\"Fair\",\"H\",\"SI2\",65.1,59,2133,5.84,5.81,3.79\n\"49581\",0.55,\"Ideal\",\"D\",\"VS2\",61.7,55,2133,5.27,5.29,3.26\n\"49582\",0.55,\"Ideal\",\"H\",\"IF\",61.7,55,2133,5.27,5.29,3.26\n\"49583\",0.71,\"Very Good\",\"F\",\"SI2\",59.2,60,2134,5.85,5.91,3.48\n\"49584\",0.65,\"Premium\",\"D\",\"SI1\",60.5,58,2134,5.61,5.57,3.38\n\"49585\",1.04,\"Fair\",\"F\",\"I1\",65.4,60,2134,6.39,6.3,4.15\n\"49586\",0.7,\"Very Good\",\"H\",\"SI2\",62,59,2135,5.68,5.7,3.53\n\"49587\",0.58,\"Ideal\",\"G\",\"VVS2\",61.6,56,2135,5.37,5.4,3.31\n\"49588\",0.7,\"Premium\",\"E\",\"SI2\",62,55,2135,5.65,5.61,3.49\n\"49589\",0.7,\"Premium\",\"E\",\"SI2\",59.8,61,2135,5.76,5.74,3.44\n\"49590\",0.56,\"Ideal\",\"H\",\"IF\",61.3,56,2135,5.32,5.35,3.27\n\"49591\",0.53,\"Very Good\",\"G\",\"VVS1\",58.9,60,2136,5.23,5.3,3.1\n\"49592\",0.72,\"Very Good\",\"J\",\"VS1\",62.3,57,2136,5.73,5.77,3.58\n\"49593\",0.7,\"Very Good\",\"I\",\"SI1\",62.2,58,2136,5.63,5.66,3.51\n\"49594\",0.72,\"Ideal\",\"J\",\"VVS2\",60.9,58,2136,5.74,5.78,3.51\n\"49595\",0.71,\"Ideal\",\"G\",\"SI1\",61.4,57,2136,5.76,5.8,3.55\n\"49596\",0.71,\"Very Good\",\"G\",\"VS2\",63.5,59,2137,5.67,5.63,3.59\n\"49597\",0.71,\"Very Good\",\"I\",\"VVS2\",61.9,58,2137,5.72,5.75,3.55\n\"49598\",0.7,\"Very Good\",\"H\",\"VS2\",63.2,57,2137,5.58,5.62,3.54\n\"49599\",0.71,\"Very Good\",\"G\",\"SI1\",63.2,58,2137,5.58,5.68,3.56\n\"49600\",0.71,\"Premium\",\"F\",\"SI2\",60.2,60,2137,5.8,5.77,3.48\n\"49601\",0.52,\"Ideal\",\"F\",\"VVS2\",60.6,56,2137,5.22,5.24,3.17\n\"49602\",0.6,\"Ideal\",\"E\",\"VS2\",62.3,53.8,2137,5.41,5.45,3.38\n\"49603\",0.53,\"Ideal\",\"G\",\"IF\",62.7,56,2137,5.23,5.13,3.25\n\"49604\",0.7,\"Good\",\"H\",\"VS2\",64.1,58,2137,5.51,5.57,3.55\n\"49605\",0.7,\"Good\",\"H\",\"VS2\",64.5,57,2137,5.53,5.57,3.58\n\"49606\",0.7,\"Good\",\"G\",\"SI1\",64.6,59,2137,5.49,5.54,3.56\n\"49607\",0.74,\"Very Good\",\"H\",\"SI2\",63.1,55,2138,5.72,5.78,3.63\n\"49608\",0.71,\"Very Good\",\"F\",\"SI2\",60.5,62,2138,5.75,5.79,3.49\n\"49609\",0.7,\"Very Good\",\"H\",\"VS2\",61.4,54,2138,5.77,5.66,3.51\n\"49610\",0.51,\"Ideal\",\"F\",\"VVS2\",60.3,56,2138,5.2,5.23,3.15\n\"49611\",0.52,\"Ideal\",\"F\",\"VS1\",61.5,56,2138,5.19,5.22,3.2\n\"49612\",0.7,\"Ideal\",\"H\",\"SI1\",61.2,58,2138,5.74,5.77,3.52\n\"49613\",0.9,\"Fair\",\"E\",\"I1\",59.9,66,2138,6.18,6.14,3.69\n\"49614\",0.66,\"Good\",\"F\",\"VS2\",64.1,56,2138,5.5,5.46,3.51\n\"49615\",0.7,\"Ideal\",\"F\",\"SI2\",62.8,55,2138,5.68,5.65,3.56\n\"49616\",0.9,\"Fair\",\"H\",\"SI2\",64.4,59,2138,6.03,5.99,3.87\n\"49617\",0.72,\"Ideal\",\"J\",\"VVS1\",62.4,58,2139,5.71,5.76,3.58\n\"49618\",0.72,\"Ideal\",\"G\",\"SI2\",62.1,59,2139,5.71,5.76,3.56\n\"49619\",0.66,\"Good\",\"G\",\"VS1\",61.6,61,2139,5.56,5.63,3.43\n\"49620\",0.46,\"Good\",\"D\",\"IF\",58.6,59,2139,5.06,5.11,2.98\n\"49621\",0.32,\"Ideal\",\"F\",\"SI2\",62.6,56,540,4.41,4.37,2.75\n\"49622\",0.32,\"Very Good\",\"F\",\"SI2\",63.1,56,540,4.38,4.34,2.75\n\"49623\",0.3,\"Ideal\",\"I\",\"VS2\",62.6,56,540,4.31,4.29,2.69\n\"49624\",0.3,\"Very Good\",\"H\",\"SI1\",59.4,63,540,4.4,4.35,2.6\n\"49625\",0.3,\"Good\",\"H\",\"SI1\",63.9,55,540,4.27,4.24,2.72\n\"49626\",0.3,\"Premium\",\"H\",\"SI1\",61.3,61,540,4.27,4.25,2.61\n\"49627\",0.3,\"Premium\",\"H\",\"SI1\",62.9,56,540,4.31,4.28,2.7\n\"49628\",0.3,\"Premium\",\"E\",\"SI2\",61.9,58,540,4.31,4.28,2.66\n\"49629\",0.32,\"Ideal\",\"J\",\"VS1\",61.3,57,540,4.43,4.41,2.71\n\"49630\",0.32,\"Premium\",\"J\",\"VS1\",60.6,59,540,4.46,4.42,2.69\n\"49631\",0.32,\"Premium\",\"J\",\"VS1\",61.9,58,540,4.39,4.33,2.7\n\"49632\",0.32,\"Premium\",\"J\",\"VS1\",61.7,58,540,4.4,4.38,2.71\n\"49633\",0.32,\"Premium\",\"I\",\"SI1\",61.6,61,540,4.4,4.36,2.7\n\"49634\",0.32,\"Premium\",\"I\",\"SI1\",61.1,59,540,4.42,4.38,2.69\n\"49635\",0.32,\"Premium\",\"I\",\"SI1\",59.9,61,540,4.47,4.44,2.67\n\"49636\",0.32,\"Very Good\",\"I\",\"SI1\",63.5,57,540,4.33,4.3,2.74\n\"49637\",0.32,\"Premium\",\"G\",\"SI2\",61,59,540,4.42,4.36,2.68\n\"49638\",0.32,\"Premium\",\"G\",\"SI2\",62.3,58,540,4.42,4.37,2.74\n\"49639\",0.32,\"Very Good\",\"G\",\"SI2\",63.4,55,540,4.35,4.32,2.75\n\"49640\",0.32,\"Premium\",\"G\",\"SI2\",62.7,58,540,4.39,4.35,2.74\n\"49641\",0.32,\"Ideal\",\"G\",\"SI2\",62.5,57,540,4.38,4.35,2.73\n\"49642\",0.32,\"Premium\",\"F\",\"SI2\",59.7,59,540,4.48,4.43,2.66\n\"49643\",0.32,\"Good\",\"F\",\"SI2\",63.8,55,540,4.35,4.34,2.77\n\"49644\",0.3,\"Ideal\",\"H\",\"SI1\",62.6,55,540,4.32,4.28,2.69\n\"49645\",0.3,\"Premium\",\"H\",\"SI1\",61.2,60,540,4.31,4.29,2.63\n\"49646\",0.3,\"Premium\",\"H\",\"SI1\",61.3,58,540,4.33,4.29,2.64\n\"49647\",0.3,\"Premium\",\"H\",\"SI1\",59.5,62,540,4.35,4.32,2.58\n\"49648\",0.3,\"Premium\",\"H\",\"SI1\",59.3,59,540,4.38,4.36,2.59\n\"49649\",0.3,\"Premium\",\"H\",\"SI1\",62.9,58,540,4.24,4.22,2.66\n\"49650\",0.3,\"Premium\",\"H\",\"SI1\",62.6,58,540,4.28,4.22,2.66\n\"49651\",0.7,\"Premium\",\"F\",\"SI2\",59.6,60,2139,5.77,5.71,3.42\n\"49652\",0.59,\"Ideal\",\"F\",\"VS1\",61.1,56,2140,5.43,5.47,3.33\n\"49653\",0.82,\"Good\",\"J\",\"SI1\",57.4,59,2140,6.25,6.19,3.57\n\"49654\",0.82,\"Good\",\"J\",\"SI1\",57.5,62,2140,6.25,6.2,3.58\n\"49655\",0.71,\"Very Good\",\"H\",\"SI2\",61.8,58,2141,5.67,5.73,3.52\n\"49656\",0.7,\"Very Good\",\"G\",\"SI2\",60.7,58,2141,5.74,5.76,3.49\n\"49657\",0.7,\"Very Good\",\"G\",\"SI2\",60.7,58,2141,5.74,5.8,3.5\n\"49658\",0.7,\"Very Good\",\"G\",\"SI2\",61.7,60,2141,5.67,5.7,3.51\n\"49659\",0.71,\"Very Good\",\"I\",\"SI1\",61.8,56,2141,5.73,5.76,3.55\n\"49660\",0.71,\"Very Good\",\"I\",\"SI1\",61.5,58,2141,5.67,5.72,3.5\n\"49661\",0.71,\"Very Good\",\"I\",\"SI1\",58.9,59,2141,5.78,5.84,3.42\n\"49662\",0.71,\"Very Good\",\"H\",\"SI1\",64,58,2141,5.57,5.61,3.58\n\"49663\",0.71,\"Ideal\",\"I\",\"VS2\",61,58,2141,5.77,5.81,3.53\n\"49664\",0.6,\"Ideal\",\"E\",\"VS2\",60.6,56,2141,5.47,5.52,3.33\n\"49665\",0.62,\"Ideal\",\"G\",\"VS1\",61.8,57,2141,5.47,5.5,3.39\n\"49666\",0.6,\"Very Good\",\"H\",\"VVS1\",61.5,56,2142,5.43,5.46,3.35\n\"49667\",0.75,\"Premium\",\"I\",\"SI1\",62.7,61,2142,5.75,5.71,3.59\n\"49668\",0.7,\"Ideal\",\"I\",\"VS1\",63.1,54,2142,5.61,5.67,3.56\n\"49669\",0.7,\"Ideal\",\"I\",\"VS1\",63,54,2142,5.63,5.7,3.57\n\"49670\",0.7,\"Good\",\"I\",\"SI1\",63.8,57,2142,5.66,5.63,3.6\n\"49671\",0.7,\"Ideal\",\"H\",\"SI2\",59.9,57,2142,5.77,5.74,3.45\n\"49672\",0.7,\"Good\",\"I\",\"SI1\",63.6,61,2142,5.63,5.59,3.57\n\"49673\",0.7,\"Good\",\"I\",\"SI1\",64.3,57,2142,5.63,5.59,3.61\n\"49674\",0.6,\"Premium\",\"F\",\"VS1\",59.4,58,2142,5.52,5.45,3.26\n\"49675\",0.6,\"Ideal\",\"F\",\"VS1\",62.9,57,2142,5.35,5.31,3.35\n\"49676\",0.7,\"Premium\",\"H\",\"SI2\",62.8,59,2142,5.65,5.62,3.54\n\"49677\",0.6,\"Ideal\",\"F\",\"VVS2\",63,55,2143,5.39,5.37,3.39\n\"49678\",0.9,\"Good\",\"F\",\"I1\",64.3,58,2143,6.09,6.05,3.9\n\"49679\",0.53,\"Ideal\",\"E\",\"VS1\",61.4,56,2143,5.21,5.25,3.21\n\"49680\",0.53,\"Ideal\",\"E\",\"VS1\",60.1,57,2143,5.25,5.31,3.17\n\"49681\",0.76,\"Ideal\",\"G\",\"SI2\",62.1,54,2143,5.88,5.84,3.64\n\"49682\",0.72,\"Very Good\",\"J\",\"VVS2\",63,59,2144,5.7,5.72,3.6\n\"49683\",0.73,\"Good\",\"I\",\"VS2\",63.7,58,2144,5.69,5.64,3.61\n\"49684\",0.52,\"Fair\",\"F\",\"IF\",64.6,58,2144,5.04,5.17,3.3\n\"49685\",0.72,\"Premium\",\"H\",\"SI2\",61.8,56,2144,5.79,5.73,3.56\n\"49686\",0.56,\"Ideal\",\"E\",\"VS1\",61.9,57,2145,5.31,5.29,3.28\n\"49687\",0.59,\"Very Good\",\"E\",\"VS2\",59.4,63,2145,5.42,5.46,3.23\n\"49688\",0.71,\"Ideal\",\"I\",\"VVS2\",61.6,56,2145,5.72,5.8,3.56\n\"49689\",0.7,\"Very Good\",\"H\",\"VS1\",62.2,57,2145,5.67,5.72,3.54\n\"49690\",0.7,\"Very Good\",\"H\",\"VS1\",62.4,57,2145,5.64,5.7,3.54\n\"49691\",0.51,\"Ideal\",\"D\",\"VVS2\",62,55,2145,5.13,5.16,3.19\n\"49692\",0.5,\"Ideal\",\"F\",\"VVS1\",62.6,53.1,2145,5.08,5.11,3.19\n\"49693\",0.71,\"Good\",\"I\",\"VS2\",61.1,60.6,2145,5.71,5.74,3.49\n\"49694\",0.51,\"Very Good\",\"E\",\"VVS2\",62.8,57,2146,5.06,5.1,3.19\n\"49695\",0.52,\"Ideal\",\"D\",\"VS1\",60.4,56,2146,5.24,5.26,3.17\n\"49696\",0.51,\"Ideal\",\"G\",\"IF\",62.9,58,2146,5.07,5.11,3.2\n\"49697\",0.55,\"Very Good\",\"F\",\"VVS2\",62.4,59,2147,5.2,5.22,3.25\n\"49698\",0.62,\"Very Good\",\"E\",\"VS1\",60.1,56,2147,5.56,5.58,3.35\n\"49699\",0.71,\"Very Good\",\"F\",\"SI2\",62.8,58,2147,5.63,5.7,3.56\n\"49700\",0.7,\"Very Good\",\"I\",\"SI1\",63,56,2147,5.61,5.66,3.55\n\"49701\",0.7,\"Very Good\",\"I\",\"SI1\",62.2,55,2147,5.62,5.67,3.51\n\"49702\",0.53,\"Premium\",\"D\",\"VS1\",60,61,2147,5.3,5.26,3.17\n\"49703\",0.71,\"Very Good\",\"G\",\"SI1\",63.2,58,2147,5.68,5.65,3.58\n\"49704\",0.61,\"Ideal\",\"D\",\"VS2\",61,57,2147,5.45,5.47,3.33\n\"49705\",0.6,\"Ideal\",\"G\",\"VS1\",61.2,56,2147,5.43,5.47,3.33\n\"49706\",0.6,\"Ideal\",\"G\",\"VS1\",61.1,57,2147,5.41,5.45,3.32\n\"49707\",0.6,\"Ideal\",\"G\",\"VS1\",62.5,56,2147,5.37,5.41,3.36\n\"49708\",0.77,\"Ideal\",\"J\",\"SI1\",61.6,55,2147,5.87,5.93,3.63\n\"49709\",0.71,\"Premium\",\"G\",\"SI2\",60.6,59,2147,5.78,5.74,3.49\n\"49710\",0.57,\"Ideal\",\"G\",\"VVS2\",61.9,56,2147,5.3,5.29,3.28\n\"49711\",0.53,\"Premium\",\"D\",\"VS1\",59.2,60,2147,5.37,5.31,3.16\n\"49712\",0.71,\"Premium\",\"G\",\"SI2\",62.7,60,2147,5.69,5.63,3.55\n\"49713\",0.73,\"Fair\",\"D\",\"SI2\",65.5,60,2147,5.64,5.54,3.66\n\"49714\",0.5,\"Very 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Good\",\"H\",\"SI2\",62.4,59,2160,5.67,5.71,3.55\n\"49764\",0.53,\"Ideal\",\"F\",\"VVS2\",61.9,56,2160,5.18,5.22,3.22\n\"49765\",0.53,\"Ideal\",\"F\",\"VVS2\",60.8,56,2160,5.22,5.24,3.18\n\"49766\",0.53,\"Ideal\",\"F\",\"VVS2\",61.3,57,2160,5.2,5.24,3.2\n\"49767\",0.5,\"Premium\",\"F\",\"VVS2\",63,57,2160,5.05,5.01,3.17\n\"49768\",0.5,\"Premium\",\"F\",\"VVS2\",62.3,58,2160,5.11,5.06,3.17\n\"49769\",0.5,\"Premium\",\"F\",\"VVS2\",61.9,58,2160,5.1,5.07,3.15\n\"49770\",0.5,\"Ideal\",\"F\",\"VVS2\",61.6,56,2160,5.11,5.08,3.14\n\"49771\",0.5,\"Ideal\",\"F\",\"VVS2\",62.2,54,2160,5.11,5.09,3.17\n\"49772\",0.5,\"Ideal\",\"F\",\"VVS2\",62,55,2160,5.12,5.1,3.17\n\"49773\",0.5,\"Premium\",\"F\",\"VVS2\",61.8,56,2160,5.15,5.11,3.17\n\"49774\",0.34,\"Fair\",\"F\",\"I1\",55.8,62,2160,4.72,4.6,2.6\n\"49775\",0.62,\"Very 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Good\",\"I\",\"VS2\",62.4,63,2162,5.84,5.8,3.63\n\"49791\",0.73,\"Premium\",\"G\",\"SI1\",60.8,58,2163,5.82,5.85,3.55\n\"49792\",0.73,\"Premium\",\"G\",\"SI1\",62,58,2163,5.75,5.8,3.58\n\"49793\",0.85,\"Good\",\"J\",\"SI1\",59.2,64,2163,6.13,6.17,3.64\n\"49794\",0.51,\"Ideal\",\"F\",\"VVS1\",61.7,57,2163,5.12,5.15,3.17\n\"49795\",0.53,\"Ideal\",\"E\",\"VS2\",61.8,55,2163,5.21,5.24,3.23\n\"49796\",0.7,\"Ideal\",\"I\",\"VS1\",62.7,57,2163,5.63,5.67,3.54\n\"49797\",0.7,\"Ideal\",\"F\",\"SI2\",60.1,57,2163,5.78,5.81,3.48\n\"49798\",0.51,\"Ideal\",\"G\",\"IF\",61.3,56,2163,5.15,5.19,3.16\n\"49799\",0.73,\"Ideal\",\"F\",\"SI2\",59.6,56,2164,5.89,5.85,3.5\n\"49800\",0.78,\"Very Good\",\"J\",\"SI1\",58,61,2164,6.07,6.13,3.54\n\"49801\",0.7,\"Very 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Good\",\"E\",\"VVS2\",59.3,56,2168,5.25,5.3,3.13\n\"49835\",0.72,\"Very Good\",\"H\",\"SI1\",63.7,57,2168,5.66,5.7,3.62\n\"49836\",0.82,\"Premium\",\"J\",\"SI1\",61.2,58,2168,5.99,6.04,3.68\n\"49837\",0.52,\"Ideal\",\"F\",\"VVS2\",61.6,57,2168,5.16,5.2,3.19\n\"49838\",0.52,\"Ideal\",\"F\",\"VVS2\",62,55,2168,5.16,5.2,3.21\n\"49839\",0.54,\"Ideal\",\"F\",\"VVS2\",61.9,56,2168,5.2,5.23,3.23\n\"49840\",0.71,\"Ideal\",\"F\",\"SI2\",61.6,56,2168,5.73,5.67,3.51\n\"49841\",0.59,\"Ideal\",\"G\",\"VVS2\",62.2,56,2169,5.35,5.39,3.34\n\"49842\",0.71,\"Premium\",\"H\",\"VS2\",61.3,58,2169,5.76,5.82,3.55\n\"49843\",0.71,\"Premium\",\"F\",\"SI2\",62.1,60,2169,5.68,5.62,3.51\n\"49844\",0.78,\"Ideal\",\"J\",\"SI1\",61.1,56,2169,5.95,5.97,3.64\n\"49845\",0.71,\"Premium\",\"F\",\"SI2\",62.3,60,2169,5.7,5.67,3.54\n\"49846\",0.74,\"Very Good\",\"J\",\"VS1\",62.7,58,2170,5.75,5.8,3.62\n\"49847\",0.53,\"Very Good\",\"D\",\"VS1\",60.5,58,2170,5.27,5.3,3.2\n\"49848\",0.72,\"Very 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Good\",\"F\",\"VVS2\",61.4,57,2175,5.2,5.22,3.2\n\"49871\",0.53,\"Ideal\",\"F\",\"VVS2\",62.2,54,2175,5.19,5.22,3.24\n\"49872\",0.53,\"Ideal\",\"F\",\"VVS2\",62.1,56,2175,5.15,5.22,3.22\n\"49873\",0.71,\"Ideal\",\"H\",\"VS1\",61.6,57,2175,5.74,5.79,3.55\n\"49874\",0.59,\"Ideal\",\"D\",\"VS1\",60.9,56,2175,5.39,5.44,3.3\n\"49875\",0.76,\"Premium\",\"I\",\"VS2\",62.8,61,2175,5.78,5.74,3.62\n\"49876\",0.7,\"Premium\",\"H\",\"SI1\",62,61,2176,6.65,5.69,3.46\n\"49877\",0.7,\"Premium\",\"H\",\"SI1\",60.9,62,2176,5.72,5.67,3.47\n\"49878\",0.7,\"Very Good\",\"H\",\"SI1\",63.4,61,2176,5.62,5.58,3.55\n\"49879\",0.7,\"Good\",\"H\",\"SI1\",63.8,58,2176,5.66,5.59,3.59\n\"49880\",0.7,\"Fair\",\"H\",\"SI1\",64.5,59,2176,5.54,5.51,3.56\n\"49881\",0.7,\"Premium\",\"H\",\"SI1\",60.3,55,2176,5.8,5.75,3.48\n\"49882\",0.7,\"Good\",\"H\",\"SI1\",60.2,64,2176,5.72,5.65,3.42\n\"49883\",0.7,\"Very 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Good\",\"I\",\"SI1\",59.1,58,2180,5.87,5.91,3.48\n\"49909\",0.54,\"Ideal\",\"F\",\"VVS2\",62.1,54,2180,5.24,5.26,3.26\n\"49910\",0.71,\"Premium\",\"G\",\"SI1\",58.9,62,2181,5.85,5.79,3.43\n\"49911\",0.71,\"Premium\",\"H\",\"VS2\",62.8,59,2181,5.68,5.63,3.55\n\"49912\",0.61,\"Ideal\",\"G\",\"VS1\",61.5,56,2182,5.48,5.5,3.38\n\"49913\",0.63,\"Ideal\",\"F\",\"VS2\",61.2,56,2182,5.56,5.51,3.39\n\"49914\",0.7,\"Ideal\",\"F\",\"SI2\",61.1,56,2183,5.71,5.78,3.51\n\"49915\",0.5,\"Good\",\"E\",\"VVS2\",58.9,61,2183,5.18,5.2,3.06\n\"49916\",0.7,\"Premium\",\"F\",\"SI1\",62.6,55,2184,5.65,4.5,3\n\"49917\",0.71,\"Very Good\",\"G\",\"SI1\",62.9,56,2184,5.68,5.73,3.59\n\"49918\",0.7,\"Ideal\",\"H\",\"SI1\",61.2,56,2184,5.69,5.74,3.5\n\"49919\",0.7,\"Premium\",\"G\",\"SI1\",61.8,59,2184,5.68,5.59,3.48\n\"49920\",0.7,\"Very Good\",\"G\",\"SI1\",63.3,61,2184,5.6,5.55,3.53\n\"49921\",0.7,\"Premium\",\"G\",\"SI1\",62,61,2184,5.67,5.62,3.5\n\"49922\",0.73,\"Ideal\",\"J\",\"SI1\",62,55,2184,5.75,5.86,3.6\n\"49923\",0.77,\"Good\",\"I\",\"VS1\",64.1,55,2184,5.8,5.86,3.73\n\"49924\",0.77,\"Fair\",\"I\",\"VS1\",65.1,57,2184,5.65,5.77,3.72\n\"49925\",0.7,\"Very Good\",\"G\",\"SI1\",63.5,61,2184,5.64,5.61,3.57\n\"49926\",0.7,\"Very Good\",\"E\",\"SI1\",59.1,63,2184,5.89,5.81,3.46\n\"49927\",0.7,\"Premium\",\"H\",\"SI2\",60.2,61,2184,5.76,5.66,3.44\n\"49928\",0.7,\"Ideal\",\"H\",\"VS2\",61.4,54,2184,5.77,5.66,3.51\n\"49929\",0.7,\"Premium\",\"F\",\"SI2\",62.9,60,2184,5.57,5.49,3.48\n\"49930\",0.7,\"Premium\",\"F\",\"SI2\",62.9,57,2184,5.64,5.61,3.53\n\"49931\",0.7,\"Premium\",\"F\",\"SI2\",59.8,56,2184,5.78,5.73,3.44\n\"49932\",0.7,\"Ideal\",\"H\",\"SI1\",62,55,2184,5.71,5.68,3.53\n\"49933\",0.7,\"Premium\",\"H\",\"VS2\",62.2,58,2184,5.74,5.68,3.55\n\"49934\",0.51,\"Premium\",\"E\",\"VVS2\",62.1,57,2185,5.18,5.15,3.21\n\"49935\",0.71,\"Very Good\",\"I\",\"VS2\",62.8,59,2185,5.64,5.67,3.55\n\"49936\",0.71,\"Very Good\",\"I\",\"VS2\",60.4,60,2185,5.72,5.8,3.48\n\"49937\",0.58,\"Good\",\"E\",\"VS1\",58.6,64,2185,5.4,5.46,3.18\n\"49938\",0.7,\"Ideal\",\"I\",\"SI1\",62.6,56,2187,5.66,5.69,3.55\n\"49939\",0.7,\"Good\",\"H\",\"VS2\",58.9,65,2187,5.69,5.76,3.37\n\"49940\",0.7,\"Good\",\"H\",\"VS2\",56.7,63,2187,5.87,5.92,3.34\n\"49941\",0.63,\"Very Good\",\"G\",\"VVS2\",63.3,59.2,2188,5.42,5.44,3.44\n\"49942\",0.7,\"Very Good\",\"I\",\"VS2\",62.1,56,2188,5.7,5.74,3.55\n\"49943\",0.56,\"Very Good\",\"D\",\"VS1\",60.8,60,2188,5.32,5.34,3.24\n\"49944\",0.71,\"Very Good\",\"H\",\"SI1\",62.2,56,2188,5.72,5.76,3.57\n\"49945\",0.72,\"Good\",\"F\",\"SI1\",63.9,62,2188,5.7,5.63,3.62\n\"49946\",0.52,\"Ideal\",\"F\",\"VVS1\",60.9,57,2188,5.2,5.25,3.18\n\"49947\",0.63,\"Good\",\"F\",\"VS1\",61.6,60.7,2188,5.46,5.52,3.38\n\"49948\",0.58,\"Very 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Good\",\"G\",\"VVS2\",60.9,57,541,4.28,4.32,2.61\n\"49976\",0.29,\"Very Good\",\"G\",\"VVS2\",61.9,56,541,4.27,4.3,2.65\n\"49977\",0.29,\"Very Good\",\"G\",\"VVS2\",61.6,56,541,4.24,4.28,2.63\n\"49978\",0.29,\"Very Good\",\"G\",\"VVS2\",60.2,59,541,4.27,4.3,2.58\n\"49979\",0.31,\"Very Good\",\"I\",\"VVS1\",63.6,55,541,4.27,4.32,2.73\n\"49980\",0.3,\"Very Good\",\"G\",\"VS2\",61.7,56,541,4.32,4.35,2.67\n\"49981\",0.8,\"Good\",\"F\",\"SI2\",63.9,57,2189,5.86,5.84,3.74\n\"49982\",0.6,\"Ideal\",\"E\",\"VS2\",61.2,56,2189,5.45,5.44,3.33\n\"49983\",0.73,\"Premium\",\"F\",\"SI1\",60.6,59,2190,5.81,5.77,3.51\n\"49984\",0.6,\"Ideal\",\"G\",\"VVS2\",61.2,56,2190,5.43,5.45,3.33\n\"49985\",0.71,\"Ideal\",\"E\",\"SI2\",62.3,57,2190,5.66,5.74,3.55\n\"49986\",0.74,\"Good\",\"F\",\"SI2\",59.3,61,2190,5.87,5.97,3.51\n\"49987\",0.7,\"Good\",\"F\",\"SI1\",57.9,63,2190,5.8,5.84,3.37\n\"49988\",0.73,\"Good\",\"F\",\"SI2\",58.1,62,2191,5.92,5.93,3.44\n\"49989\",0.7,\"Very Good\",\"F\",\"SI1\",63.7,55,2192,5.62,5.69,3.6\n\"49990\",0.7,\"Good\",\"E\",\"SI2\",63.7,61,2192,5.6,5.64,3.58\n\"49991\",0.5,\"Ideal\",\"E\",\"VS1\",61.7,57,2192,5.11,5.13,3.16\n\"49992\",0.57,\"Ideal\",\"E\",\"VS1\",61.8,55,2192,5.34,5.39,3.32\n\"49993\",0.58,\"Ideal\",\"E\",\"VS1\",60.6,57,2192,5.4,5.45,3.29\n\"49994\",0.58,\"Ideal\",\"E\",\"VS1\",62.9,54,2192,5.34,5.31,3.35\n\"49995\",0.58,\"Premium\",\"E\",\"VS1\",61.8,55,2192,5.39,5.35,3.32\n\"49996\",0.61,\"Premium\",\"G\",\"VS1\",62.7,57,2192,5.43,5.36,3.38\n\"49997\",0.58,\"Fair\",\"E\",\"VS1\",57.9,56,2192,5.52,5.49,3.19\n\"49998\",0.58,\"Premium\",\"E\",\"VS2\",59.6,59,2192,5.43,5.38,3.22\n\"49999\",0.58,\"Premium\",\"D\",\"VS1\",61.4,58,2192,5.37,5.34,3.29\n\"50000\",0.59,\"Ideal\",\"H\",\"VVS1\",62.1,55,2193,5.38,5.41,3.35\n\"50001\",0.57,\"Ideal\",\"F\",\"VS1\",61,56,2193,5.36,5.4,3.28\n\"50002\",0.76,\"Fair\",\"H\",\"SI1\",65.5,59,2193,5.75,5.66,3.74\n\"50003\",0.74,\"Premium\",\"I\",\"VS1\",62.9,57,2193,5.79,5.76,3.63\n\"50004\",0.74,\"Fair\",\"H\",\"VS1\",66.3,63,2193,5.63,5.5,3.69\n\"50005\",0.7,\"Premium\",\"E\",\"SI1\",62.4,60,2194,5.72,5.63,3.54\n\"50006\",0.71,\"Ideal\",\"G\",\"SI2\",59.5,57,2194,5.86,5.78,3.46\n\"50007\",0.7,\"Very Good\",\"F\",\"SI2\",60.7,58,2195,5.73,5.77,3.49\n\"50008\",0.83,\"Good\",\"J\",\"SI1\",63.8,58,2195,5.95,5.97,3.8\n\"50009\",0.57,\"Ideal\",\"H\",\"IF\",62.2,56,2195,5.3,5.33,3.3\n\"50010\",0.51,\"Good\",\"F\",\"VVS2\",62.4,63,2195,5.05,5.08,3.16\n\"50011\",0.95,\"Premium\",\"J\",\"I1\",61.7,59,2195,6.32,6.26,3.88\n\"50012\",0.73,\"Very Good\",\"H\",\"SI1\",62.8,55,2196,5.71,5.75,3.6\n\"50013\",0.62,\"Premium\",\"E\",\"VS1\",62.2,58,2196,5.41,5.46,3.38\n\"50014\",0.7,\"Ideal\",\"F\",\"SI1\",61.3,57,2196,5.76,5.79,3.54\n\"50015\",0.7,\"Premium\",\"F\",\"SI1\",60.4,58,2196,5.76,5.82,3.5\n\"50016\",0.7,\"Very Good\",\"F\",\"SI1\",62.7,57,2196,5.63,5.67,3.54\n\"50017\",0.7,\"Very Good\",\"F\",\"SI1\",62.4,56,2196,5.64,5.7,3.54\n\"50018\",0.7,\"Premium\",\"F\",\"SI1\",62.3,58,2196,5.67,5.72,3.55\n\"50019\",0.7,\"Very Good\",\"F\",\"SI1\",59.8,60,2196,5.75,5.83,3.46\n\"50020\",0.7,\"Premium\",\"F\",\"SI1\",62.1,59,2196,5.68,5.72,3.54\n\"50021\",0.7,\"Very Good\",\"F\",\"SI1\",62.3,57,2196,5.65,5.69,3.53\n\"50022\",0.7,\"Very Good\",\"F\",\"SI1\",62.6,56,2196,5.66,5.72,3.56\n\"50023\",0.61,\"Good\",\"F\",\"VS1\",60,65,2196,5.53,5.47,3.3\n\"50024\",0.51,\"Ideal\",\"G\",\"VVS2\",61.8,56,2197,5.11,5.15,3.16\n\"50025\",0.51,\"Ideal\",\"G\",\"VVS2\",61.6,55,2197,5.13,5.16,3.17\n\"50026\",0.73,\"Very Good\",\"D\",\"SI1\",62.2,57,2197,5.74,5.78,3.58\n\"50027\",0.73,\"Premium\",\"F\",\"SI2\",61.4,58,2197,5.83,5.8,3.57\n\"50028\",0.73,\"Premium\",\"I\",\"VS1\",61.8,62,2197,5.78,5.72,3.55\n\"50029\",0.51,\"Ideal\",\"F\",\"VVS2\",61.7,56,2197,5.11,5.13,3.16\n\"50030\",0.62,\"Ideal\",\"H\",\"VVS1\",61.1,56,2197,5.48,5.52,3.36\n\"50031\",0.72,\"Ideal\",\"H\",\"SI1\",60.3,59,2197,5.77,5.83,3.5\n\"50032\",0.54,\"Very Good\",\"F\",\"VVS2\",60.2,59,2198,5.27,5.3,3.18\n\"50033\",0.74,\"Very Good\",\"H\",\"SI2\",62.8,59,2198,5.72,5.77,3.61\n\"50034\",0.72,\"Very Good\",\"H\",\"SI1\",63,58,2198,5.68,5.71,3.59\n\"50035\",0.71,\"Premium\",\"F\",\"SI1\",60.9,59,2198,5.74,5.69,3.48\n\"50036\",0.71,\"Very Good\",\"F\",\"SI1\",63.2,56,2198,5.66,5.61,3.56\n\"50037\",0.71,\"Very Good\",\"F\",\"SI1\",63.3,60,2198,5.61,5.54,3.53\n\"50038\",0.71,\"Fair\",\"D\",\"SI2\",64.6,60,2198,5.62,5.59,3.62\n\"50039\",0.71,\"Fair\",\"F\",\"SI1\",57,68,2198,6.05,5.87,3.4\n\"50040\",0.71,\"Very Good\",\"I\",\"VS1\",63.3,58,2198,5.68,5.66,3.59\n\"50041\",0.9,\"Very Good\",\"F\",\"I1\",61.9,59,2199,6.16,6.18,3.82\n\"50042\",0.81,\"Premium\",\"J\",\"SI1\",61.8,57,2199,6.02,5.96,3.7\n\"50043\",0.49,\"Ideal\",\"E\",\"VVS2\",61.9,56,2199,5.05,5.1,3.14\n\"50044\",0.79,\"Premium\",\"J\",\"SI1\",59.1,57,2199,6.08,6.06,3.59\n\"50045\",0.7,\"Very Good\",\"I\",\"VS2\",61.8,59,2200,5.67,5.73,3.52\n\"50046\",0.59,\"Very Good\",\"D\",\"VS2\",62.9,56.7,2200,5.37,5.39,3.38\n\"50047\",0.59,\"Very Good\",\"E\",\"VS1\",61.2,58,2200,5.4,5.45,3.32\n\"50048\",0.7,\"Very Good\",\"H\",\"SI1\",61.5,55,2200,5.72,5.76,3.53\n\"50049\",0.9,\"Very Good\",\"E\",\"I1\",62.4,63,2200,6.13,6.01,3.79\n\"50050\",0.78,\"Premium\",\"F\",\"SI2\",62.8,56,2200,5.9,5.86,3.69\n\"50051\",0.7,\"Ideal\",\"F\",\"SI1\",62.6,56,2200,5.69,5.66,3.55\n\"50052\",0.83,\"Ideal\",\"H\",\"SI2\",60.7,57,2201,6.08,6.05,3.68\n\"50053\",0.58,\"Very Good\",\"F\",\"VVS2\",60,57,2201,5.44,5.42,3.26\n\"50054\",0.71,\"Very Good\",\"G\",\"SI1\",62.7,59,2201,5.65,5.67,3.55\n\"50055\",0.74,\"Premium\",\"H\",\"SI1\",60.9,60,2201,5.81,5.75,3.52\n\"50056\",0.6,\"Ideal\",\"F\",\"VS1\",61.9,55,2201,5.4,5.42,3.35\n\"50057\",0.83,\"Ideal\",\"I\",\"VS2\",62.9,56,2201,5.98,5.94,3.75\n\"50058\",0.7,\"Very Good\",\"I\",\"VS2\",62.8,59,2202,5.56,5.61,3.51\n\"50059\",0.57,\"Ideal\",\"E\",\"VS2\",61.3,57,2202,5.29,5.38,3.27\n\"50060\",0.57,\"Ideal\",\"E\",\"VS2\",61,54,2202,5.39,5.43,3.3\n\"50061\",0.56,\"Ideal\",\"G\",\"VVS1\",62,56,2202,5.28,5.3,3.28\n\"50062\",0.71,\"Very Good\",\"I\",\"VS1\",63.1,57,2202,5.68,5.58,3.55\n\"50063\",0.71,\"Premium\",\"I\",\"VS1\",62.5,61,2202,5.68,5.64,3.54\n\"50064\",0.8,\"Premium\",\"J\",\"VS1\",61.6,60,2202,5.94,5.88,3.64\n\"50065\",0.56,\"Ideal\",\"F\",\"VVS2\",61.2,57,2202,5.31,5.35,3.26\n\"50066\",0.61,\"Ideal\",\"D\",\"VS2\",62,56,2202,5.43,5.48,3.38\n\"50067\",0.54,\"Ideal\",\"F\",\"VS1\",61.5,55,2202,5.26,5.27,3.24\n\"50068\",0.7,\"Ideal\",\"H\",\"SI2\",61.6,56,2202,5.69,5.71,3.51\n\"50069\",0.71,\"Ideal\",\"F\",\"SI2\",61.6,56,2202,5.68,5.74,3.52\n\"50070\",0.69,\"Good\",\"G\",\"VS1\",60.8,64,2202,5.77,5.66,3.47\n\"50071\",0.71,\"Premium\",\"I\",\"VS1\",62.5,59,2202,5.75,5.71,3.58\n\"50072\",0.51,\"Premium\",\"F\",\"VS2\",61.1,58,2203,5.19,5.16,3.16\n\"50073\",0.72,\"Premium\",\"J\",\"VVS1\",61.4,61,2203,5.77,5.7,3.52\n\"50074\",0.51,\"Premium\",\"F\",\"VVS2\",60.5,59,2203,5.17,5.15,3.12\n\"50075\",0.51,\"Ideal\",\"F\",\"VVS2\",62.2,56,2203,5.12,5.08,3.17\n\"50076\",0.72,\"Fair\",\"H\",\"SI2\",65.9,57,2203,5.6,5.54,3.67\n\"50077\",0.51,\"Ideal\",\"F\",\"VVS2\",62.6,57,2203,5.13,5.1,3.2\n\"50078\",0.51,\"Ideal\",\"F\",\"VVS2\",62.4,57,2203,5.12,5.08,3.18\n\"50079\",0.51,\"Ideal\",\"F\",\"VVS2\",61.2,56,2203,5.19,5.17,3.17\n\"50080\",0.51,\"Ideal\",\"F\",\"VVS2\",61.2,56,2203,5.19,5.17,3.17\n\"50081\",0.51,\"Premium\",\"D\",\"VS1\",60,58,2203,5.19,5.14,3.1\n\"50082\",0.52,\"Very Good\",\"F\",\"VVS1\",61.7,56,2205,5.17,5.22,3.2\n\"50083\",0.63,\"Ideal\",\"E\",\"VS2\",62.1,56,2205,5.49,5.52,3.42\n\"50084\",0.76,\"Very Good\",\"J\",\"VS2\",61.2,57,2206,5.86,5.91,3.6\n\"50085\",0.71,\"Very Good\",\"G\",\"SI1\",62.1,58,2206,5.68,5.72,3.54\n\"50086\",0.71,\"Very Good\",\"G\",\"SI1\",62.4,57,2206,5.66,5.69,3.54\n\"50087\",0.72,\"Very Good\",\"H\",\"VS1\",62.8,56,2206,5.72,5.77,3.61\n\"50088\",1.01,\"Premium\",\"H\",\"I1\",58.4,60,2206,6.53,6.48,3.8\n\"50089\",0.74,\"Premium\",\"G\",\"SI2\",60.1,58,2206,5.89,5.86,3.53\n\"50090\",0.5,\"Ideal\",\"E\",\"VVS2\",61.7,55.7,2206,5.09,5.12,3.13\n\"50091\",0.62,\"Ideal\",\"G\",\"VS1\",60.7,55,2206,5.55,5.59,3.38\n\"50092\",0.57,\"Ideal\",\"G\",\"VVS2\",60.7,55,2206,5.36,5.34,3.25\n\"50093\",0.57,\"Ideal\",\"G\",\"VVS2\",61.7,56,2206,5.33,5.3,3.28\n\"50094\",0.57,\"Ideal\",\"G\",\"VVS2\",61.7,54,2206,5.41,5.32,3.31\n\"50095\",0.61,\"Premium\",\"D\",\"VS1\",62.4,57,2207,5.46,5.44,3.4\n\"50096\",0.71,\"Premium\",\"H\",\"SI1\",62.4,62,2207,5.67,5.64,3.53\n\"50097\",0.62,\"Ideal\",\"I\",\"VVS1\",61.1,55,2207,5.52,5.57,3.39\n\"50098\",0.61,\"Ideal\",\"D\",\"VS2\",61,57,2207,5.49,5.53,3.36\n\"50099\",0.71,\"Very Good\",\"H\",\"SI1\",63.5,57,2207,5.67,5.64,3.59\n\"50100\",0.71,\"Premium\",\"H\",\"SI1\",62.5,60,2207,5.75,5.68,3.57\n\"50101\",0.71,\"Very Good\",\"H\",\"SI1\",63.1,57,2207,5.65,5.61,3.55\n\"50102\",0.71,\"Very Good\",\"H\",\"SI1\",63.5,57,2207,5.67,5.63,3.59\n\"50103\",0.71,\"Good\",\"H\",\"SI1\",64,61,2207,5.61,5.54,3.57\n\"50104\",0.71,\"Fair\",\"I\",\"VS2\",64.7,60,2208,5.54,5.46,3.56\n\"50105\",0.72,\"Very Good\",\"J\",\"VVS1\",60.1,58,2208,5.8,5.84,3.5\n\"50106\",0.51,\"Ideal\",\"F\",\"VVS1\",60.9,57,2208,5.16,5.21,3.16\n\"50107\",0.62,\"Ideal\",\"E\",\"VS2\",62,54.5,2208,5.46,5.48,3.39\n\"50108\",0.51,\"Ideal\",\"G\",\"IF\",61.4,54,2208,5.18,5.24,3.2\n\"50109\",0.7,\"Fair\",\"G\",\"SI2\",58.6,56,2208,5.8,5.74,3.38\n\"50110\",0.71,\"Premium\",\"G\",\"SI2\",62.1,58,2208,5.72,5.68,3.54\n\"50111\",0.7,\"Very Good\",\"G\",\"SI1\",63.6,58,2209,5.61,5.65,3.58\n\"50112\",0.7,\"Very Good\",\"G\",\"SI1\",62.8,58,2209,5.64,5.69,3.56\n\"50113\",0.71,\"Ideal\",\"H\",\"VS1\",62.1,55,2209,5.68,5.72,3.54\n\"50114\",0.51,\"Ideal\",\"E\",\"VVS2\",61.7,57,2209,5.11,5.14,3.16\n\"50115\",0.7,\"Good\",\"G\",\"SI1\",62.7,59,2209,5.57,5.63,3.51\n\"50116\",0.71,\"Very Good\",\"H\",\"SI1\",63.1,56,2210,5.62,5.69,3.57\n\"50117\",0.7,\"Very Good\",\"D\",\"SI1\",63.7,59,2210,5.59,5.65,3.58\n\"50118\",0.65,\"Ideal\",\"H\",\"VVS2\",61.6,58,2210,5.56,5.6,3.44\n\"50119\",0.5,\"Ideal\",\"F\",\"VVS2\",60.5,56,2210,5.15,5.09,3.1\n\"50120\",0.5,\"Ideal\",\"F\",\"VVS2\",61.3,59,2210,5.05,5.1,3.11\n\"50121\",0.73,\"Ideal\",\"G\",\"SI2\",61.8,56,2210,5.76,5.8,3.57\n\"50122\",0.54,\"Ideal\",\"H\",\"IF\",60.3,55,2210,5.29,5.33,3.2\n\"50123\",0.57,\"Ideal\",\"H\",\"IF\",61,57,2210,5.35,5.38,3.27\n\"50124\",0.5,\"Ideal\",\"D\",\"VVS2\",60.4,54,2211,5.23,5.17,3.14\n\"50125\",0.66,\"Very Good\",\"G\",\"VVS2\",60.5,59,2211,5.67,5.72,3.44\n\"50126\",0.51,\"Very Good\",\"E\",\"VVS2\",61.4,59,2211,5.1,5.16,3.15\n\"50127\",0.47,\"Fair\",\"D\",\"IF\",60.6,60,2211,5.09,4.98,3.05\n\"50128\",0.51,\"Ideal\",\"E\",\"VVS2\",62.8,56,2211,5.13,5.15,3.23\n\"50129\",0.58,\"Ideal\",\"D\",\"VS1\",61.8,56,2211,5.34,5.37,3.31\n\"50130\",0.58,\"Ideal\",\"H\",\"IF\",61.6,57,2211,5.34,5.37,3.3\n\"50131\",0.63,\"Premium\",\"F\",\"VS2\",61,61,2211,5.6,5.49,3.38\n\"50132\",0.63,\"Very Good\",\"D\",\"SI1\",63.1,58,2211,5.49,5.44,3.45\n\"50133\",0.67,\"Premium\",\"F\",\"VS2\",62.5,59,2211,5.58,5.53,3.47\n\"50134\",0.7,\"Good\",\"F\",\"VS2\",63.5,56,2212,5.64,5.45,3.52\n\"50135\",0.7,\"Very Good\",\"G\",\"VS1\",62.9,59,2212,5.56,5.63,3.52\n\"50136\",0.72,\"Premium\",\"G\",\"SI1\",61.2,62,2212,5.75,5.72,3.51\n\"50137\",0.7,\"Very Good\",\"H\",\"SI1\",62.1,59,2213,5.62,5.66,3.5\n\"50138\",0.7,\"Premium\",\"F\",\"SI2\",61.8,60,2213,5.65,5.71,3.51\n\"50139\",0.59,\"Very Good\",\"E\",\"VVS2\",59.8,57,2214,5.48,5.53,3.29\n\"50140\",0.71,\"Good\",\"I\",\"VS2\",64.3,63,2214,5.63,5.56,3.6\n\"50141\",0.7,\"Very Good\",\"H\",\"SI1\",62.8,57,2214,5.61,5.66,3.54\n\"50142\",0.61,\"Ideal\",\"E\",\"VS1\",62.2,56,2214,5.43,5.41,3.37\n\"50143\",0.6,\"Premium\",\"D\",\"VS2\",59.6,59,2214,5.53,5.47,3.28\n\"50144\",0.75,\"Premium\",\"E\",\"SI2\",61.9,55,2214,5.89,5.84,3.63\n\"50145\",0.71,\"Ideal\",\"G\",\"SI1\",62.5,57,2215,5.72,5.64,3.55\n\"50146\",0.71,\"Good\",\"G\",\"SI1\",63.9,56,2215,5.62,5.59,3.58\n\"50147\",0.73,\"Ideal\",\"I\",\"SI1\",62,57,2215,5.74,5.77,3.56\n\"50148\",0.64,\"Ideal\",\"E\",\"SI1\",60.9,57,2215,5.56,5.58,3.39\n\"50149\",0.7,\"Premium\",\"E\",\"SI2\",61.1,61,2215,5.74,5.69,3.49\n\"50150\",0.71,\"Good\",\"E\",\"SI2\",57.8,60,2215,5.86,5.83,3.38\n\"50151\",0.71,\"Good\",\"D\",\"SI2\",64.3,56,2215,5.64,5.59,3.61\n\"50152\",0.71,\"Premium\",\"G\",\"SI1\",62.8,61,2215,5.64,5.59,3.53\n\"50153\",0.71,\"Premium\",\"E\",\"SI2\",62.1,62,2215,5.7,5.67,3.53\n\"50154\",0.71,\"Premium\",\"G\",\"SI1\",58.5,58,2215,5.87,5.82,3.42\n\"50155\",0.75,\"Premium\",\"G\",\"SI2\",61,58,2216,5.9,5.94,3.61\n\"50156\",0.54,\"Ideal\",\"F\",\"VVS2\",61.2,55,2216,5.25,5.27,3.22\n\"50157\",0.72,\"Premium\",\"I\",\"VS2\",60.9,60,2216,5.76,5.8,3.52\n\"50158\",0.52,\"Ideal\",\"F\",\"VVS2\",61.8,56,2216,5.2,5.17,3.2\n\"50159\",0.52,\"Ideal\",\"D\",\"VVS2\",59.9,57,2217,5.21,5.28,3.14\n\"50160\",0.57,\"Ideal\",\"G\",\"VVS1\",61.9,57,2217,5.31,5.35,3.3\n\"50161\",0.71,\"Very Good\",\"J\",\"VVS1\",59.7,58,2218,5.8,5.83,3.47\n\"50162\",0.72,\"Very Good\",\"G\",\"SI2\",61.9,59,2218,5.67,5.71,3.52\n\"50163\",0.71,\"Very Good\",\"I\",\"SI1\",62.6,59,2218,5.67,5.7,3.56\n\"50164\",0.7,\"Good\",\"H\",\"SI1\",63.7,59,2218,5.53,5.59,3.54\n\"50165\",0.7,\"Premium\",\"H\",\"VS2\",60.8,58,2218,5.71,5.68,3.46\n\"50166\",0.7,\"Good\",\"G\",\"SI1\",63.9,58,2218,5.57,5.51,3.54\n\"50167\",0.54,\"Ideal\",\"F\",\"VVS2\",61.4,56,2218,5.27,5.29,3.24\n\"50168\",0.73,\"Ideal\",\"I\",\"SI2\",62.4,56,2218,5.74,5.77,3.59\n\"50169\",0.71,\"Ideal\",\"I\",\"SI1\",62.5,57,2218,5.69,5.74,3.57\n\"50170\",0.7,\"Premium\",\"D\",\"SI1\",61.4,59,2218,5.67,5.64,3.47\n\"50171\",0.56,\"Premium\",\"F\",\"VVS1\",61.1,56,2218,5.41,5.3,3.27\n\"50172\",0.71,\"Very Good\",\"I\",\"VS2\",61.4,56,2219,5.73,5.79,3.53\n\"50173\",0.5,\"Very Good\",\"F\",\"IF\",59.7,60,2219,5.18,5.24,3.11\n\"50174\",0.51,\"Very Good\",\"D\",\"VVS2\",62.4,58,2220,5.1,5.13,3.19\n\"50175\",1.03,\"Good\",\"J\",\"I1\",58.2,64,2220,6.64,6.69,3.88\n\"50176\",0.52,\"Ideal\",\"E\",\"VVS2\",60.9,56,2220,5.21,5.24,3.18\n\"50177\",0.55,\"Ideal\",\"E\",\"VS1\",61.5,56,2220,5.26,5.29,3.24\n\"50178\",0.71,\"Very Good\",\"F\",\"SI1\",62.1,58,2221,5.64,5.72,3.53\n\"50179\",0.7,\"Good\",\"D\",\"SI2\",63.1,60,2221,5.56,5.62,3.53\n\"50180\",0.64,\"Very Good\",\"E\",\"VS2\",60.5,58.1,2222,5.59,5.62,3.39\n\"50181\",0.74,\"Very Good\",\"H\",\"SI2\",62.1,58,2222,5.82,5.78,3.6\n\"50182\",0.64,\"Ideal\",\"F\",\"VS1\",61.9,56.8,2222,5.55,5.6,3.45\n\"50183\",0.64,\"Good\",\"F\",\"VS1\",57.7,61,2222,5.68,5.75,3.29\n\"50184\",0.66,\"Ideal\",\"H\",\"VS1\",62.7,55,2222,5.6,5.57,3.5\n\"50185\",0.7,\"Premium\",\"D\",\"SI2\",61.8,55,2222,5.71,5.68,3.52\n\"50186\",0.51,\"Very Good\",\"F\",\"VVS1\",62.6,57,2223,5.06,5.1,3.18\n\"50187\",0.8,\"Very Good\",\"J\",\"SI1\",61.6,56,2224,5.94,5.98,3.67\n\"50188\",0.7,\"Very Good\",\"E\",\"SI2\",61.8,60,2224,5.61,5.65,3.48\n\"50189\",0.55,\"Ideal\",\"D\",\"VS2\",60.6,56,2224,5.3,5.36,3.23\n\"50190\",0.64,\"Ideal\",\"D\",\"VS2\",60.7,59,2224,5.58,5.62,3.4\n\"50191\",0.72,\"Ideal\",\"F\",\"SI2\",62,55,2224,5.75,5.79,3.58\n\"50192\",0.68,\"Premium\",\"E\",\"SI1\",62,59,2224,5.67,5.65,3.51\n\"50193\",0.71,\"Premium\",\"H\",\"SI2\",60.5,60,2224,5.81,5.73,3.49\n\"50194\",0.71,\"Very Good\",\"E\",\"SI2\",63.3,57,2225,5.65,5.69,3.59\n\"50195\",0.91,\"Good\",\"E\",\"I1\",57.7,63,2225,6.3,6.35,3.65\n\"50196\",0.61,\"Ideal\",\"E\",\"VS2\",61.7,56,2225,5.46,5.43,3.36\n\"50197\",0.52,\"Ideal\",\"D\",\"VS2\",61.8,55,2225,5.19,5.23,3.22\n\"50198\",0.71,\"Very Good\",\"J\",\"VVS2\",61.1,58,2226,5.7,5.75,3.5\n\"50199\",0.71,\"Very Good\",\"I\",\"VS1\",62.9,59,2226,5.68,5.71,3.58\n\"50200\",0.71,\"Ideal\",\"J\",\"VVS2\",60.3,61,2226,5.76,5.79,3.48\n\"50201\",0.9,\"Good\",\"G\",\"I1\",63.6,61,2226,6.03,6.07,3.85\n\"50202\",0.71,\"Good\",\"E\",\"SI2\",58.7,61,2226,5.73,5.78,3.38\n\"50203\",0.69,\"Very Good\",\"D\",\"SI1\",57.6,62,2227,5.83,5.9,3.38\n\"50204\",0.76,\"Premium\",\"H\",\"SI1\",59.8,57,2227,5.93,5.91,3.54\n\"50205\",0.8,\"Premium\",\"J\",\"SI1\",60.1,57,2227,6.03,5.98,3.61\n\"50206\",0.58,\"Ideal\",\"F\",\"VS1\",62.4,57,2227,5.36,5.32,3.33\n\"50207\",0.58,\"Ideal\",\"F\",\"VS1\",61.9,56,2227,5.36,5.33,3.31\n\"50208\",0.58,\"Ideal\",\"F\",\"VS1\",60.3,57,2227,5.47,5.44,3.29\n\"50209\",0.75,\"Very Good\",\"H\",\"SI2\",61.9,56,2228,5.79,5.87,3.61\n\"50210\",0.78,\"Very Good\",\"I\",\"SI1\",63.1,56,2228,5.88,5.82,3.69\n\"50211\",0.74,\"Ideal\",\"I\",\"SI1\",62,53,2229,5.83,5.84,3.62\n\"50212\",0.7,\"Good\",\"E\",\"SI2\",57.5,58,2229,5.8,5.85,3.35\n\"50213\",0.8,\"Good\",\"D\",\"SI2\",64,60,2229,5.91,5.81,3.75\n\"50214\",0.72,\"Good\",\"F\",\"SI1\",63.9,62,2229,5.7,5.63,3.62\n\"50215\",0.7,\"Very Good\",\"E\",\"SI2\",61.1,62,2230,5.68,5.72,3.48\n\"50216\",0.7,\"Ideal\",\"F\",\"SI1\",61.9,57,2230,5.66,5.75,3.53\n\"50217\",0.7,\"Very Good\",\"F\",\"SI1\",62.2,58,2230,5.66,5.69,3.53\n\"50218\",0.7,\"Ideal\",\"F\",\"SI1\",62.2,57,2230,5.67,5.74,3.55\n\"50219\",0.7,\"Premium\",\"F\",\"SI1\",61.9,58,2230,5.69,5.74,3.54\n\"50220\",0.7,\"Very Good\",\"F\",\"SI1\",61.8,58,2230,5.67,5.72,3.52\n\"50221\",0.7,\"Very Good\",\"F\",\"SI1\",61.7,61,2230,5.67,5.7,3.51\n\"50222\",0.7,\"Very Good\",\"F\",\"SI1\",61.6,55,2230,5.66,5.7,3.5\n\"50223\",0.52,\"Ideal\",\"E\",\"VVS2\",62,54,2230,5.16,5.19,3.21\n\"50224\",0.53,\"Ideal\",\"E\",\"VVS2\",62,58,2230,5.16,5.2,3.21\n\"50225\",0.56,\"Ideal\",\"G\",\"VS1\",61,56,2230,5.31,5.35,3.25\n\"50226\",0.7,\"Very Good\",\"F\",\"SI1\",60.6,58,2231,5.73,5.78,3.49\n\"50227\",0.54,\"Ideal\",\"F\",\"VVS2\",61,54,2231,5.28,5.3,3.23\n\"50228\",0.54,\"Ideal\",\"F\",\"VVS2\",61.6,56,2231,5.23,5.26,3.23\n\"50229\",0.71,\"Premium\",\"H\",\"SI2\",62.7,57,2231,5.71,5.64,3.56\n\"50230\",0.82,\"Very 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Good\",\"E\",\"SI1\",59.1,59,544,4.42,4.44,2.62\n\"50311\",0.7,\"Good\",\"E\",\"SI2\",57.8,61,2239,5.89,5.85,3.39\n\"50312\",0.7,\"Premium\",\"F\",\"SI1\",59.4,60,2239,5.77,5.74,3.42\n\"50313\",0.7,\"Premium\",\"F\",\"SI1\",61.2,59,2239,5.7,5.64,3.47\n\"50314\",0.71,\"Good\",\"I\",\"VS1\",59.1,63.4,2239,5.76,5.81,3.42\n\"50315\",0.7,\"Premium\",\"D\",\"SI2\",63,56,2239,5.67,5.64,3.56\n\"50316\",0.7,\"Ideal\",\"E\",\"SI2\",61.2,55,2239,5.76,5.68,3.5\n\"50317\",1.06,\"Fair\",\"I\",\"I1\",64.5,57,2239,6.47,6.33,4.13\n\"50318\",0.71,\"Very Good\",\"G\",\"SI1\",63.1,60,2240,5.6,5.69,3.56\n\"50319\",0.78,\"Ideal\",\"G\",\"SI2\",61.9,55,2240,5.91,5.94,3.67\n\"50320\",0.7,\"Ideal\",\"I\",\"VS2\",62,54.1,2240,5.7,5.73,3.55\n\"50321\",0.7,\"Ideal\",\"I\",\"VS2\",61.9,53.2,2240,5.68,5.71,3.56\n\"50322\",0.7,\"Ideal\",\"I\",\"VS2\",62.1,54.6,2240,5.68,5.72,3.54\n\"50323\",0.7,\"Ideal\",\"H\",\"SI1\",61.4,57,2240,5.64,5.76,3.5\n\"50324\",0.71,\"Good\",\"G\",\"SI1\",64.1,58,2240,5.6,5.63,3.6\n\"50325\",0.65,\"Very Good\",\"F\",\"VS2\",64,55.3,2241,5.5,5.57,3.54\n\"50326\",0.63,\"Very Good\",\"G\",\"VS1\",59.9,57,2241,5.57,5.62,3.35\n\"50327\",0.58,\"Ideal\",\"E\",\"VS1\",60.8,57,2241,5.41,5.42,3.29\n\"50328\",0.7,\"Fair\",\"E\",\"SI1\",66.7,59,2241,5.49,5.45,3.65\n\"50329\",0.72,\"Ideal\",\"F\",\"SI2\",62.1,57,2241,5.72,5.75,3.56\n\"50330\",0.65,\"Good\",\"G\",\"VS1\",60,60.4,2241,5.6,5.7,3.39\n\"50331\",0.83,\"Ideal\",\"J\",\"VS2\",61.5,57,2241,6.08,6.03,3.72\n\"50332\",0.83,\"Premium\",\"J\",\"SI2\",59.1,60,2241,6.13,6.12,3.62\n\"50333\",0.7,\"Very Good\",\"D\",\"SI1\",64,53,2242,5.57,5.61,3.58\n\"50334\",0.61,\"Ideal\",\"G\",\"VVS2\",61.6,54,2242,5.45,5.49,3.37\n\"50335\",0.55,\"Ideal\",\"F\",\"VVS2\",62.4,55,2242,5.24,5.28,3.28\n\"50336\",0.65,\"Ideal\",\"G\",\"VS1\",60.6,60,2242,5.58,5.61,3.39\n\"50337\",0.7,\"Good\",\"D\",\"SI2\",58.3,60,2242,5.81,5.89,3.41\n\"50338\",0.7,\"Good\",\"F\",\"SI1\",63.7,58,2242,5.62,5.65,3.59\n\"50339\",0.61,\"Very 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Good\",\"H\",\"SI1\",62.9,58,2246,5.62,5.66,3.55\n\"50354\",0.73,\"Premium\",\"I\",\"VS2\",59.7,59,2246,5.81,5.94,3.51\n\"50355\",0.8,\"Fair\",\"G\",\"SI2\",61.2,58,2246,5.96,5.93,3.64\n\"50356\",0.61,\"Ideal\",\"F\",\"VS1\",61.9,57,2246,5.42,5.46,3.37\n\"50357\",0.72,\"Very Good\",\"G\",\"SI2\",63.3,58,2246,5.72,5.68,3.61\n\"50358\",0.78,\"Ideal\",\"G\",\"SI2\",61.7,55,2246,5.92,5.88,3.64\n\"50359\",0.72,\"Premium\",\"G\",\"SI1\",60.6,59,2246,5.8,5.76,3.5\n\"50360\",0.72,\"Premium\",\"G\",\"SI1\",60.6,62,2246,5.81,5.77,3.51\n\"50361\",0.72,\"Very Good\",\"F\",\"SI2\",63.1,58,2246,5.69,5.63,3.57\n\"50362\",0.77,\"Premium\",\"F\",\"SI2\",61.6,58,2247,5.9,5.88,3.63\n\"50363\",0.53,\"Ideal\",\"G\",\"IF\",61.8,57,2247,5.18,5.22,3.21\n\"50364\",0.53,\"Ideal\",\"G\",\"IF\",61.4,56,2247,5.2,5.24,3.21\n\"50365\",0.53,\"Ideal\",\"G\",\"IF\",61.9,56,2247,5.18,5.22,3.21\n\"50366\",0.7,\"Good\",\"D\",\"SI2\",63.6,62,2247,5.61,5.55,3.55\n\"50367\",0.61,\"Ideal\",\"E\",\"VS2\",61.9,53,2248,5.45,5.5,3.39\n\"50368\",0.75,\"Ideal\",\"F\",\"SI2\",59.2,60,2248,5.87,5.92,3.49\n\"50369\",0.71,\"Premium\",\"H\",\"VS2\",62,54,2249,5.73,5.69,3.54\n\"50370\",0.72,\"Ideal\",\"J\",\"VVS1\",62.5,56,2249,5.71,5.74,3.58\n\"50371\",0.7,\"Ideal\",\"I\",\"VS2\",61.2,55,2249,5.75,5.77,3.53\n\"50372\",0.71,\"Premium\",\"D\",\"SI1\",58.1,61,2249,5.81,5.79,3.37\n\"50373\",0.7,\"Very Good\",\"F\",\"SI1\",62.8,57,2250,5.61,5.66,3.54\n\"50374\",0.53,\"Ideal\",\"G\",\"VVS2\",61.4,57,2250,5.17,5.2,3.18\n\"50375\",0.7,\"Very Good\",\"F\",\"VS2\",61.1,62,2250,5.64,5.69,3.46\n\"50376\",0.53,\"Ideal\",\"E\",\"VVS2\",62.5,57,2250,5.12,5.18,3.22\n\"50377\",0.6,\"Ideal\",\"H\",\"VS1\",61.3,55,2250,5.47,5.49,3.36\n\"50378\",0.44,\"Good\",\"D\",\"VVS1\",59.2,57,2250,4.96,5,2.95\n\"50379\",0.75,\"Premium\",\"G\",\"SI2\",63,58,2250,5.81,5.77,3.62\n\"50380\",0.7,\"Fair\",\"G\",\"VS1\",68.5,58,2250,5.47,5.34,3.7\n\"50381\",0.7,\"Very Good\",\"F\",\"VS2\",63.5,56,2250,5.64,5.45,3.52\n\"50382\",0.75,\"Good\",\"J\",\"SI1\",63.9,56,2250,5.76,5.71,3.66\n\"50383\",0.55,\"Very Good\",\"D\",\"VS1\",59.5,56,2251,5.35,5.38,3.19\n\"50384\",0.7,\"Premium\",\"H\",\"VS2\",61,59,2251,5.72,5.65,3.47\n\"50385\",0.52,\"Ideal\",\"F\",\"VVS1\",59.8,59,2251,5.21,5.25,3.13\n\"50386\",0.52,\"Ideal\",\"F\",\"VVS1\",61.9,55,2251,5.17,5.2,3.21\n\"50387\",0.55,\"Ideal\",\"D\",\"VS1\",61.3,56,2251,5.28,5.32,3.25\n\"50388\",0.71,\"Good\",\"G\",\"SI1\",62.3,56,2251,5.68,5.72,3.55\n\"50389\",0.61,\"Premium\",\"D\",\"VS2\",62.3,55,2251,5.47,5.42,3.39\n\"50390\",0.78,\"Very Good\",\"H\",\"SI2\",61.8,59,2252,5.85,5.9,3.63\n\"50391\",0.72,\"Very Good\",\"E\",\"SI2\",62.3,58,2252,5.7,5.76,3.57\n\"50392\",0.72,\"Ideal\",\"H\",\"SI2\",60.8,56,2252,5.79,5.83,3.53\n\"50393\",0.76,\"Ideal\",\"F\",\"SI2\",61.6,57,2253,5.91,5.85,3.62\n\"50394\",0.7,\"Good\",\"H\",\"VS2\",61.4,56,2253,5.73,5.8,3.54\n\"50395\",0.52,\"Very Good\",\"E\",\"VVS2\",61.2,58,2254,5.17,5.19,3.17\n\"50396\",0.59,\"Very Good\",\"D\",\"VS1\",62.6,58,2254,5.34,5.39,3.36\n\"50397\",0.72,\"Good\",\"D\",\"SI2\",64.1,57,2254,5.64,5.71,3.64\n\"50398\",0.52,\"Ideal\",\"G\",\"VS2\",62,55,2255,5.16,5.19,3.21\n\"50399\",0.73,\"Ideal\",\"F\",\"SI2\",61.5,55,2255,5.79,5.85,3.58\n\"50400\",0.73,\"Ideal\",\"F\",\"SI2\",60.5,59,2255,5.83,5.88,3.54\n\"50401\",0.71,\"Ideal\",\"I\",\"SI1\",61.4,56,2255,5.73,5.77,3.53\n\"50402\",0.71,\"Ideal\",\"I\",\"SI1\",61.7,55,2255,5.74,5.77,3.55\n\"50403\",0.59,\"Very Good\",\"G\",\"VVS1\",61.5,55,2256,5.4,5.43,3.33\n\"50404\",0.71,\"Very Good\",\"E\",\"SI2\",61.9,63,2256,5.69,5.74,3.54\n\"50405\",0.58,\"Ideal\",\"G\",\"VVS1\",61.3,56,2256,5.36,5.4,3.3\n\"50406\",0.73,\"Premium\",\"E\",\"SI2\",62.2,55,2256,5.81,5.71,3.58\n\"50407\",0.57,\"Ideal\",\"E\",\"SI1\",61.9,57,2257,5.35,5.31,3.3\n\"50408\",0.7,\"Very Good\",\"E\",\"SI2\",62,60,2257,5.67,5.72,3.53\n\"50409\",0.77,\"Ideal\",\"J\",\"VS2\",62.5,57,2257,5.8,5.91,3.66\n\"50410\",0.77,\"Ideal\",\"J\",\"SI1\",62,57,2257,5.84,5.87,3.63\n\"50411\",1.01,\"Premium\",\"F\",\"I1\",62.6,57,2257,6.42,6.3,3.99\n\"50412\",0.71,\"Ideal\",\"E\",\"SI1\",61.6,53,2258,5.79,5.73,3.55\n\"50413\",0.73,\"Ideal\",\"J\",\"VS2\",62,56,2258,5.76,5.79,3.58\n\"50414\",0.71,\"Good\",\"G\",\"VS2\",64.1,56,2258,5.64,5.6,3.6\n\"50415\",0.71,\"Good\",\"F\",\"SI1\",64.3,58,2258,5.61,5.55,3.59\n\"50416\",0.67,\"Good\",\"D\",\"SI1\",63.8,57,2258,5.53,5.48,3.51\n\"50417\",0.71,\"Ideal\",\"H\",\"SI2\",59.4,57,2258,5.87,5.81,3.47\n\"50418\",0.71,\"Very Good\",\"H\",\"SI1\",60.1,63,2258,5.72,5.69,3.43\n\"50419\",0.71,\"Very Good\",\"H\",\"SI2\",63.2,58,2259,5.63,5.67,3.57\n\"50420\",0.53,\"Ideal\",\"F\",\"VVS2\",61,56,2259,5.26,5.24,3.2\n\"50421\",0.55,\"Ideal\",\"F\",\"VVS2\",60.7,56,2259,5.31,5.34,3.23\n\"50422\",0.57,\"Ideal\",\"G\",\"VVS1\",62,55,2259,5.33,5.35,3.31\n\"50423\",0.7,\"Ideal\",\"F\",\"SI2\",62,55,2259,5.69,5.73,3.54\n\"50424\",0.83,\"Very Good\",\"G\",\"SI2\",63.1,61,2259,5.96,5.92,3.75\n\"50425\",0.5,\"Very Good\",\"G\",\"VVS2\",60,56,2260,5.18,5.21,3.12\n\"50426\",1.07,\"Premium\",\"I\",\"I1\",59.8,59,2260,6.68,6.62,3.98\n\"50427\",0.56,\"Ideal\",\"F\",\"VVS2\",62.2,54.3,2260,5.26,5.29,3.28\n\"50428\",0.62,\"Ideal\",\"E\",\"VS2\",61.9,57,2260,5.47,5.44,3.38\n\"50429\",0.73,\"Ideal\",\"H\",\"SI2\",61.6,57,2260,5.79,5.81,3.57\n\"50430\",0.74,\"Very Good\",\"F\",\"SI2\",63.1,55,2261,5.77,5.74,3.63\n\"50431\",0.74,\"Very Good\",\"G\",\"SI2\",62.8,59,2262,5.71,5.76,3.6\n\"50432\",0.71,\"Ideal\",\"F\",\"SI1\",62.5,57,2262,5.68,5.74,3.57\n\"50433\",0.71,\"Ideal\",\"D\",\"SI2\",60.2,57,2262,5.77,5.83,3.49\n\"50434\",0.71,\"Premium\",\"F\",\"SI1\",60.3,60,2262,5.76,5.79,3.48\n\"50435\",0.77,\"Very Good\",\"I\",\"VS2\",63.4,58,2262,5.81,5.74,3.66\n\"50436\",0.76,\"Premium\",\"J\",\"VS1\",61.1,58,2262,5.91,5.85,3.59\n\"50437\",0.77,\"Good\",\"H\",\"SI2\",58.6,64,2262,6.01,5.93,3.5\n\"50438\",0.72,\"Premium\",\"I\",\"SI1\",61.5,59,2262,5.78,5.73,3.54\n\"50439\",0.7,\"Very Good\",\"E\",\"SI2\",62,59,2263,5.61,5.68,3.5\n\"50440\",0.7,\"Very Good\",\"E\",\"SI2\",61.5,60,2263,5.65,5.7,3.49\n\"50441\",0.7,\"Very Good\",\"E\",\"SI2\",59.8,58,2263,5.72,5.85,3.46\n\"50442\",0.7,\"Very Good\",\"E\",\"SI2\",62.6,55,2263,5.62,5.69,3.54\n\"50443\",0.8,\"Very Good\",\"H\",\"SI2\",59.7,58,2263,6.03,6.09,3.62\n\"50444\",0.58,\"Ideal\",\"F\",\"VVS2\",61.8,56,2263,5.37,5.41,3.33\n\"50445\",0.53,\"Ideal\",\"E\",\"VVS2\",61.9,55,2263,5.19,5.22,3.22\n\"50446\",0.6,\"Ideal\",\"D\",\"SI1\",61.4,55,2263,5.45,5.47,3.35\n\"50447\",0.6,\"Ideal\",\"D\",\"SI1\",61.7,56,2263,5.39,5.44,3.34\n\"50448\",0.7,\"Very Good\",\"F\",\"SI1\",63.3,59,2264,5.57,5.62,3.54\n\"50449\",0.7,\"Very Good\",\"F\",\"SI1\",63.5,59,2264,5.59,5.65,3.57\n\"50450\",0.7,\"Very Good\",\"F\",\"SI1\",63.4,59,2264,5.59,5.64,3.56\n\"50451\",0.7,\"Very Good\",\"F\",\"SI1\",61.1,59,2264,5.68,5.78,3.5\n\"50452\",0.7,\"Ideal\",\"F\",\"SI1\",59.9,57,2264,5.74,5.82,3.46\n\"50453\",0.7,\"Premium\",\"F\",\"SI1\",60.5,58,2264,5.77,5.84,3.51\n\"50454\",0.71,\"Ideal\",\"G\",\"SI2\",61.5,55,2264,5.74,5.78,3.54\n\"50455\",0.71,\"Ideal\",\"G\",\"SI2\",61.1,56,2264,5.75,5.77,3.52\n\"50456\",0.7,\"Good\",\"D\",\"SI2\",63.3,56,2264,5.6,5.65,3.56\n\"50457\",0.77,\"Good\",\"I\",\"SI1\",62.3,55,2264,5.88,5.93,3.68\n\"50458\",0.7,\"Good\",\"F\",\"SI1\",58.7,61,2264,5.77,5.81,3.4\n\"50459\",0.7,\"Premium\",\"J\",\"IF\",60.5,59,2264,5.73,5.67,3.45\n\"50460\",0.74,\"Very Good\",\"H\",\"SI2\",63.1,56,2264,5.78,5.75,3.64\n\"50461\",1,\"Premium\",\"G\",\"I1\",59,60,2264,6.49,6.43,3.82\n\"50462\",0.78,\"Very Good\",\"H\",\"SI2\",63.5,56,2265,5.82,5.86,3.71\n\"50463\",0.72,\"Very Good\",\"G\",\"SI1\",62.8,59,2265,5.69,5.74,3.59\n\"50464\",0.72,\"Premium\",\"E\",\"SI1\",62.1,58,2265,5.69,5.72,3.54\n\"50465\",0.72,\"Ideal\",\"E\",\"SI1\",59.8,57,2265,5.86,5.91,3.52\n\"50466\",0.71,\"Ideal\",\"I\",\"VS2\",63.1,57,2265,5.66,5.71,3.59\n\"50467\",0.72,\"Ideal\",\"I\",\"VS1\",62.3,55,2265,5.79,5.69,3.58\n\"50468\",0.61,\"Very Good\",\"D\",\"VS2\",61.5,57,2266,5.45,5.48,3.36\n\"50469\",0.71,\"Very Good\",\"H\",\"SI1\",60.7,60,2266,5.73,5.76,3.49\n\"50470\",0.71,\"Very Good\",\"G\",\"SI1\",61.2,61,2266,5.66,5.71,3.48\n\"50471\",0.53,\"Ideal\",\"D\",\"VS2\",61.6,56,2266,5.2,5.22,3.21\n\"50472\",0.71,\"Ideal\",\"G\",\"SI2\",61.7,55,2266,5.71,5.74,3.53\n\"50473\",0.71,\"Ideal\",\"G\",\"SI2\",62.3,56,2266,5.68,5.72,3.55\n\"50474\",0.55,\"Good\",\"F\",\"IF\",60.8,60,2266,5.26,5.36,3.23\n\"50475\",0.71,\"Premium\",\"I\",\"VS1\",61.9,59,2266,5.71,5.67,3.52\n\"50476\",0.71,\"Very Good\",\"F\",\"SI2\",63.4,57,2266,5.7,5.63,3.59\n\"50477\",0.71,\"Ideal\",\"I\",\"VS1\",62,58,2266,5.75,5.72,3.55\n\"50478\",0.7,\"Very Good\",\"F\",\"SI1\",62.3,57,2267,5.62,5.65,3.51\n\"50479\",0.52,\"Ideal\",\"G\",\"IF\",61.7,56,2267,5.15,5.19,3.19\n\"50480\",0.7,\"Good\",\"G\",\"SI2\",60.1,65,2268,5.7,5.65,3.41\n\"50481\",0.7,\"Premium\",\"H\",\"SI1\",62.2,57,2268,5.74,5.71,3.56\n\"50482\",0.55,\"Ideal\",\"F\",\"VVS2\",62,55,2268,5.26,5.29,3.27\n\"50483\",0.7,\"Ideal\",\"I\",\"VS2\",62.2,55,2268,5.73,5.69,3.55\n\"50484\",0.7,\"Ideal\",\"G\",\"SI2\",62.6,56,2268,5.69,5.66,3.55\n\"50485\",0.7,\"Good\",\"I\",\"VS2\",63.9,65,2268,5.6,5.56,3.56\n\"50486\",0.7,\"Premium\",\"G\",\"SI2\",58,60,2268,5.91,5.88,3.42\n\"50487\",0.7,\"Good\",\"I\",\"VS2\",57.5,62,2268,5.81,5.78,3.33\n\"50488\",0.7,\"Premium\",\"G\",\"SI2\",60,60,2268,5.69,5.65,3.51\n\"50489\",0.7,\"Premium\",\"F\",\"SI1\",62.5,62,2268,5.63,5.57,3.5\n\"50490\",0.7,\"Premium\",\"I\",\"VS2\",60.8,59,2268,5.71,5.68,3.46\n\"50491\",0.7,\"Fair\",\"H\",\"VS2\",65,56,2268,5.6,5.5,3.61\n\"50492\",0.7,\"Premium\",\"G\",\"SI2\",58.5,60,2268,5.85,5.81,3.41\n\"50493\",0.7,\"Premium\",\"G\",\"SI2\",61.9,58,2268,5.64,5.6,3.48\n\"50494\",0.75,\"Premium\",\"G\",\"SI2\",62.7,58,2268,5.82,5.76,3.63\n\"50495\",0.7,\"Premium\",\"F\",\"SI1\",61.8,59,2268,5.76,5.67,3.53\n\"50496\",0.73,\"Ideal\",\"H\",\"SI1\",62.9,56,2269,5.79,5.75,3.63\n\"50497\",0.53,\"Ideal\",\"F\",\"VVS2\",61,57,2269,5.23,5.26,3.22\n\"50498\",0.6,\"Very Good\",\"F\",\"VS2\",60.8,56,2270,5.45,5.48,3.32\n\"50499\",0.6,\"Very Good\",\"E\",\"VS1\",60,58,2270,5.5,5.56,3.32\n\"50500\",0.7,\"Ideal\",\"I\",\"VS2\",61.4,56,2270,5.72,5.75,3.52\n\"50501\",0.7,\"Ideal\",\"G\",\"SI2\",61.2,56,2270,5.73,5.78,3.52\n\"50502\",0.6,\"Ideal\",\"H\",\"IF\",61.9,56,2270,5.4,5.45,3.36\n\"50503\",0.67,\"Good\",\"E\",\"VS2\",61.6,61,2270,5.57,5.6,3.44\n\"50504\",0.71,\"Ideal\",\"I\",\"VS2\",62.1,57,2270,5.72,5.64,3.53\n\"50505\",0.71,\"Good\",\"I\",\"VS2\",64.3,63,2270,5.63,5.56,3.6\n\"50506\",0.78,\"Very Good\",\"I\",\"SI2\",60.6,58,2271,5.92,5.97,3.6\n\"50507\",0.53,\"Ideal\",\"E\",\"VVS2\",62.9,54,2271,5.19,5.15,3.25\n\"50508\",0.54,\"Ideal\",\"G\",\"IF\",62.3,56,2271,5.19,5.21,3.24\n\"50509\",0.54,\"Ideal\",\"G\",\"IF\",62.5,57,2271,5.16,5.2,3.24\n\"50510\",0.7,\"Good\",\"I\",\"VS1\",64.4,60,2271,5.51,5.58,3.57\n\"50511\",0.7,\"Good\",\"I\",\"VS1\",64.3,58,2271,5.56,5.61,3.59\n\"50512\",0.71,\"Premium\",\"E\",\"SI2\",61.8,57,2271,5.73,5.67,3.52\n\"50513\",0.5,\"Ideal\",\"D\",\"VVS2\",61,56,2272,5.11,5.15,3.13\n\"50514\",0.71,\"Ideal\",\"I\",\"VS2\",62,54,2272,5.73,5.77,3.56\n\"50515\",0.7,\"Very Good\",\"I\",\"VS2\",62.3,58,2273,5.58,5.65,3.5\n\"50516\",0.7,\"Very Good\",\"H\",\"SI1\",60.9,59,2273,5.72,5.75,3.49\n\"50517\",0.75,\"Premium\",\"I\",\"SI1\",62,60,2273,5.8,5.75,3.57\n\"50518\",0.7,\"Premium\",\"E\",\"SI2\",62.1,59,2273,5.65,5.63,3.5\n\"50519\",0.7,\"Premium\",\"E\",\"SI2\",62.9,59,2273,5.71,5.64,3.57\n\"50520\",0.53,\"Ideal\",\"E\",\"VVS2\",62.2,54,2273,5.19,5.23,3.24\n\"50521\",0.53,\"Ideal\",\"F\",\"VVS1\",62.1,53.2,2273,5.17,5.21,3.22\n\"50522\",0.7,\"Fair\",\"G\",\"VS2\",57.3,63,2273,5.78,5.84,3.33\n\"50523\",0.7,\"Very Good\",\"E\",\"SI2\",63.1,56,2273,5.66,5.63,3.56\n\"50524\",0.61,\"Very Good\",\"F\",\"VVS2\",60.5,58.5,2274,5.44,5.64,3.34\n\"50525\",0.71,\"Very Good\",\"G\",\"SI1\",63.3,56,2274,5.66,5.69,3.59\n\"50526\",0.71,\"Very Good\",\"G\",\"SI1\",62.7,58,2274,5.7,5.72,3.58\n\"50527\",0.7,\"Ideal\",\"E\",\"VS2\",61.4,57,2274,5.72,5.78,3.53\n\"50528\",0.75,\"Very Good\",\"F\",\"SI2\",60.5,57,2274,5.88,5.95,3.58\n\"50529\",0.75,\"Premium\",\"F\",\"SI2\",60.9,58,2274,5.88,5.91,3.59\n\"50530\",0.7,\"Very Good\",\"I\",\"VS1\",62.4,59,2274,5.55,5.64,3.49\n\"50531\",0.7,\"Good\",\"I\",\"VS1\",63.2,55,2274,5.58,5.63,3.54\n\"50532\",0.71,\"Fair\",\"G\",\"VS2\",65.7,56,2274,5.51,5.54,3.63\n\"50533\",0.81,\"Premium\",\"G\",\"SI2\",59,57,2274,6.14,6.1,3.61\n\"50534\",0.57,\"Premium\",\"E\",\"VS2\",62.2,59,2274,5.29,5.26,3.28\n\"50535\",0.54,\"Ideal\",\"G\",\"VS1\",60.7,57,2274,5.29,5.26,3.2\n\"50536\",0.5,\"Very Good\",\"E\",\"VVS2\",62.4,55,2275,5.08,5.11,3.18\n\"50537\",0.48,\"Very Good\",\"E\",\"VVS1\",60.6,56,2275,5.13,5.06,3.09\n\"50538\",0.7,\"Very Good\",\"E\",\"SI1\",61.3,61,2275,5.66,5.7,3.48\n\"50539\",0.77,\"Ideal\",\"G\",\"SI2\",61.2,57,2275,5.94,5.98,3.65\n\"50540\",0.77,\"Premium\",\"I\",\"VS2\",61.6,58,2275,5.92,5.96,3.66\n\"50541\",0.53,\"Ideal\",\"F\",\"VVS2\",61.4,56,2275,5.19,5.23,3.2\n\"50542\",0.52,\"Ideal\",\"E\",\"VS1\",61.8,56,2275,5.17,5.19,3.2\n\"50543\",0.66,\"Good\",\"F\",\"VS2\",61.5,60.8,2275,5.55,5.6,3.43\n\"50544\",0.66,\"Good\",\"G\",\"VS1\",59.6,60.2,2275,5.66,5.71,3.38\n\"50545\",0.79,\"Premium\",\"H\",\"SI1\",61.8,59,2275,5.97,5.91,3.67\n\"50546\",0.71,\"Premium\",\"F\",\"SI2\",62.1,60,2275,5.7,5.66,3.53\n\"50547\",0.7,\"Very Good\",\"H\",\"VS2\",62.9,58,2276,5.6,5.65,3.54\n\"50548\",0.7,\"Very Good\",\"H\",\"VS2\",62.3,56,2276,5.66,5.7,3.54\n\"50549\",0.7,\"Very Good\",\"G\",\"SI1\",62.8,57,2276,5.62,5.66,3.54\n\"50550\",0.7,\"Very Good\",\"G\",\"SI1\",63,59,2276,5.64,5.67,3.56\n\"50551\",0.7,\"Ideal\",\"I\",\"VVS2\",62.5,54,2276,5.69,5.74,3.57\n\"50552\",0.7,\"Ideal\",\"I\",\"VVS2\",62.1,58,2276,5.63,5.68,3.51\n\"50553\",0.73,\"Ideal\",\"F\",\"SI2\",62.1,56,2276,5.77,5.8,3.59\n\"50554\",0.73,\"Ideal\",\"F\",\"SI2\",62.7,57,2276,5.75,5.79,3.62\n\"50555\",0.7,\"Ideal\",\"G\",\"SI1\",62.1,58,2276,5.67,5.69,3.53\n\"50556\",0.7,\"Ideal\",\"G\",\"SI1\",62.4,56,2276,5.66,5.69,3.54\n\"50557\",0.7,\"Good\",\"I\",\"SI1\",58.5,61,2276,5.76,5.82,3.39\n\"50558\",0.74,\"Very Good\",\"J\",\"IF\",60.3,58,2277,5.82,5.86,3.52\n\"50559\",0.72,\"Good\",\"H\",\"SI1\",63.7,59,2277,5.63,5.68,3.6\n\"50560\",0.72,\"Premium\",\"H\",\"SI1\",62.7,59,2277,5.69,5.73,3.58\n\"50561\",0.72,\"Very Good\",\"H\",\"SI1\",61.5,56,2277,5.77,5.8,3.56\n\"50562\",0.74,\"Very Good\",\"G\",\"SI2\",63,56,2277,5.75,5.77,3.63\n\"50563\",0.71,\"Very Good\",\"H\",\"VS1\",62.8,58,2277,5.67,5.7,3.57\n\"50564\",0.79,\"Ideal\",\"I\",\"SI2\",62.1,56,2277,5.92,5.97,3.69\n\"50565\",0.55,\"Premium\",\"E\",\"VS1\",59.6,60,2277,5.41,5.36,3.15\n\"50566\",0.7,\"Very Good\",\"F\",\"SI1\",59.1,59,2278,5.76,5.91,3.45\n\"50567\",0.7,\"Very Good\",\"F\",\"SI1\",63.1,54,2278,5.64,5.67,3.57\n\"50568\",0.77,\"Very Good\",\"F\",\"SI2\",61.1,59,2278,5.85,5.95,3.59\n\"50569\",0.75,\"Good\",\"E\",\"SI2\",63.2,57,2278,5.76,5.82,3.66\n\"50570\",0.75,\"Ideal\",\"E\",\"SI2\",62.1,57,2278,5.81,5.85,3.62\n\"50571\",0.73,\"Ideal\",\"G\",\"SI1\",61.6,57,2278,5.81,5.79,3.57\n\"50572\",0.61,\"Ideal\",\"E\",\"VS2\",62.2,54,2278,5.51,5.49,3.42\n\"50573\",0.85,\"Good\",\"J\",\"SI1\",59.2,64,2278,6.17,6.13,3.64\n\"50574\",0.73,\"Fair\",\"H\",\"VS2\",65.9,55,2278,5.68,5.64,3.74\n\"50575\",0.73,\"Ideal\",\"H\",\"SI2\",62.3,56,2278,5.78,5.72,3.58\n\"50576\",0.73,\"Premium\",\"E\",\"SI2\",61.8,58,2278,5.76,5.71,3.54\n\"50577\",0.7,\"Very Good\",\"H\",\"VS1\",60.3,63,2279,5.73,5.77,3.47\n\"50578\",0.56,\"Premium\",\"E\",\"VVS2\",61.5,58,2279,5.3,5.33,3.27\n\"50579\",0.56,\"Ideal\",\"G\",\"IF\",62,56,2279,5.28,5.33,3.29\n\"50580\",0.72,\"Ideal\",\"J\",\"IF\",62,55,2279,5.74,5.77,3.57\n\"50581\",0.71,\"Very Good\",\"D\",\"SI2\",61.8,63,2279,5.73,5.67,3.52\n\"50582\",0.53,\"Very Good\",\"E\",\"VVS2\",62.3,55,2280,5.18,5.22,3.23\n\"50583\",1,\"Fair\",\"F\",\"I1\",68,57,2280,6.14,6.05,4.15\n\"50584\",0.7,\"Very Good\",\"G\",\"SI1\",62.7,55,2281,5.63,5.66,3.54\n\"50585\",0.7,\"Very Good\",\"E\",\"SI2\",59.5,56,2281,5.79,5.81,3.45\n\"50586\",0.56,\"Ideal\",\"F\",\"VVS2\",62.3,54,2281,5.29,5.34,3.31\n\"50587\",0.53,\"Good\",\"F\",\"VVS2\",62.5,65,2281,5.11,5.17,3.21\n\"50588\",0.74,\"Very Good\",\"E\",\"SI2\",63,58,2282,5.73,5.77,3.62\n\"50589\",0.7,\"Good\",\"G\",\"VS2\",63.1,58,2282,5.66,5.69,3.58\n\"50590\",0.7,\"Very Good\",\"G\",\"VS2\",58.2,60,2282,5.84,5.78,3.38\n\"50591\",0.71,\"Good\",\"F\",\"SI2\",64.5,55.6,2282,5.58,5.61,3.6\n\"50592\",0.71,\"Good\",\"H\",\"SI1\",58.4,62.1,2282,5.8,5.83,3.4\n\"50593\",0.65,\"Ideal\",\"E\",\"VS2\",62,56,2282,5.6,5.57,3.46\n\"50594\",0.77,\"Premium\",\"F\",\"SI2\",62.2,58,2282,5.9,5.85,3.66\n\"50595\",0.81,\"Very Good\",\"J\",\"VS2\",60.4,59,2283,6.04,6.11,3.67\n\"50596\",0.71,\"Good\",\"I\",\"VVS2\",63.7,56,2283,5.68,5.63,3.6\n\"50597\",0.71,\"Premium\",\"G\",\"SI1\",62.3,56,2283,5.69,5.65,3.53\n\"50598\",0.5,\"Ideal\",\"F\",\"VVS2\",61.8,53,2283,5.13,5.18,3.19\n\"50599\",0.61,\"Ideal\",\"F\",\"VS1\",61.8,57,2283,5.43,5.47,3.37\n\"50600\",0.7,\"Ideal\",\"E\",\"SI2\",62.5,54,2283,5.68,5.71,3.56\n\"50601\",0.82,\"Premium\",\"J\",\"SI1\",61.2,58,2283,6.04,5.99,3.68\n\"50602\",0.59,\"Ideal\",\"G\",\"VVS2\",62.2,56,2283,5.39,5.35,3.34\n\"50603\",0.92,\"Fair\",\"H\",\"SI2\",66.1,57,2283,6.22,6,4.05\n\"50604\",0.72,\"Very Good\",\"D\",\"SI1\",62.9,58,2285,5.7,5.72,3.59\n\"50605\",0.7,\"Premium\",\"G\",\"SI1\",61.6,58,2285,5.71,5.65,3.5\n\"50606\",0.7,\"Premium\",\"G\",\"SI1\",61.6,61,2285,5.7,5.63,3.49\n\"50607\",0.61,\"Ideal\",\"E\",\"VS1\",61.7,55,2285,5.45,5.47,3.37\n\"50608\",0.7,\"Ideal\",\"H\",\"SI2\",60.4,58,2285,5.82,5.77,3.5\n\"50609\",0.61,\"Ideal\",\"G\",\"VS2\",61.6,55,2286,5.46,5.48,3.37\n\"50610\",0.7,\"Very Good\",\"H\",\"VS2\",60,55,2287,5.73,5.77,3.45\n\"50611\",0.27,\"Ideal\",\"H\",\"VS2\",60.5,57,397,4.17,4.19,2.53\n\"50612\",0.27,\"Premium\",\"G\",\"VS2\",62.4,59,397,4.11,4.13,2.57\n\"50613\",0.26,\"Very Good\",\"H\",\"VS1\",62,56,399,4.08,4.11,2.54\n\"50614\",0.25,\"Very Good\",\"D\",\"VS2\",61.1,60,399,4.07,4.11,2.5\n\"50615\",0.27,\"Very Good\",\"G\",\"VS1\",58.8,57,399,4.25,4.36,2.53\n\"50616\",0.24,\"Good\",\"F\",\"VS1\",62.5,60,399,3.96,3.98,2.48\n\"50617\",0.25,\"Good\",\"D\",\"VS1\",57.6,60,399,4.15,4.18,2.4\n\"50618\",0.31,\"Ideal\",\"J\",\"VS2\",61.8,54.1,400,4.35,4.38,2.7\n\"50619\",0.31,\"Ideal\",\"J\",\"VS2\",62.1,53.6,400,4.36,4.39,2.72\n\"50620\",0.23,\"Very Good\",\"E\",\"VS2\",62.4,60,400,3.9,3.92,2.44\n\"50621\",0.23,\"Premium\",\"E\",\"VS1\",61.8,60,400,3.91,3.95,2.43\n\"50622\",0.26,\"Very Good\",\"F\",\"SI1\",61.3,55,401,4.15,4.21,2.56\n\"50623\",0.26,\"Very Good\",\"F\",\"SI1\",61.4,56,401,4.13,4.16,2.54\n\"50624\",0.3,\"Ideal\",\"E\",\"SI2\",62.1,54,401,4.32,4.35,2.69\n\"50625\",0.3,\"Ideal\",\"E\",\"SI2\",62.1,55,401,4.3,4.33,2.68\n\"50626\",0.3,\"Ideal\",\"E\",\"SI2\",62,54,401,4.33,4.35,2.69\n\"50627\",0.3,\"Ideal\",\"E\",\"SI2\",60.9,59,401,4.29,4.32,2.62\n\"50628\",0.25,\"Good\",\"H\",\"VVS1\",60.6,64,401,4.05,4.07,2.46\n\"50629\",0.23,\"Very Good\",\"D\",\"VS2\",61.6,58,402,3.96,3.99,2.45\n\"50630\",0.23,\"Very Good\",\"D\",\"VS2\",63.1,58,402,3.91,3.95,2.48\n\"50631\",0.23,\"Very Good\",\"D\",\"VS2\",62.9,57,402,3.92,3.97,2.48\n\"50632\",0.23,\"Very Good\",\"E\",\"VS2\",60.8,58,402,3.98,4.02,2.43\n\"50633\",0.23,\"Very Good\",\"E\",\"VS2\",60.5,58,402,3.92,3.95,2.38\n\"50634\",0.23,\"Very Good\",\"E\",\"VS2\",60.8,58,402,3.97,4.05,2.44\n\"50635\",0.23,\"Very Good\",\"F\",\"VS2\",63.4,56,402,3.84,3.89,2.45\n\"50636\",0.23,\"Very Good\",\"F\",\"VS2\",61,59,402,3.95,3.99,2.42\n\"50637\",0.23,\"Very Good\",\"F\",\"VS2\",59.1,59,402,4.02,4.07,2.39\n\"50638\",0.23,\"Very Good\",\"F\",\"VS2\",61.6,59,402,3.96,4,2.45\n\"50639\",0.23,\"Very Good\",\"F\",\"VS2\",59.4,57,402,4.06,4.09,2.42\n\"50640\",0.23,\"Very Good\",\"F\",\"VS1\",61.9,58,402,3.9,4.02,2.45\n\"50641\",0.31,\"Premium\",\"G\",\"VS2\",61.2,58,544,4.32,4.37,2.66\n\"50642\",0.31,\"Good\",\"G\",\"VS2\",63.6,56,544,4.26,4.29,2.72\n\"50643\",0.31,\"Good\",\"E\",\"SI1\",63.7,57,544,4.29,4.31,2.74\n\"50644\",0.31,\"Ideal\",\"H\",\"VS1\",62.2,57,544,4.34,4.37,2.71\n\"50645\",0.31,\"Ideal\",\"G\",\"VS2\",61.7,57,544,4.33,4.36,2.68\n\"50646\",0.31,\"Very Good\",\"E\",\"SI1\",63,57,544,4.29,4.32,2.71\n\"50647\",0.31,\"Ideal\",\"E\",\"SI1\",62.7,57,544,4.29,4.32,2.7\n\"50648\",0.31,\"Good\",\"E\",\"SI1\",63.6,57,544,4.28,4.3,2.73\n\"50649\",0.31,\"Good\",\"H\",\"VS1\",63.2,57,544,4.29,4.32,2.72\n\"50650\",0.31,\"Premium\",\"E\",\"VS2\",60.5,60,544,4.34,4.39,2.64\n\"50651\",0.31,\"Good\",\"E\",\"SI1\",63.5,55,544,4.31,4.35,2.75\n\"50652\",0.31,\"Very Good\",\"G\",\"VS2\",63,54,544,4.33,4.37,2.74\n\"50653\",0.31,\"Premium\",\"H\",\"VS1\",62.4,58,544,4.32,4.36,2.71\n\"50654\",0.31,\"Ideal\",\"G\",\"VS2\",61.4,57,544,4.33,4.37,2.67\n\"50655\",0.31,\"Very Good\",\"E\",\"SI1\",63,59,544,4.26,4.31,2.7\n\"50656\",0.31,\"Good\",\"E\",\"SI1\",63.4,55,544,4.29,4.32,2.73\n\"50657\",0.31,\"Good\",\"G\",\"VS2\",63.5,58,544,4.22,4.29,2.7\n\"50658\",0.31,\"Very Good\",\"E\",\"SI1\",62,58,544,4.3,4.35,2.68\n\"50659\",0.31,\"Ideal\",\"H\",\"VS1\",62.6,55,544,4.31,4.35,2.71\n\"50660\",0.31,\"Ideal\",\"G\",\"VS2\",61.4,56,544,4.34,4.36,2.67\n\"50661\",0.3,\"Very Good\",\"E\",\"VS2\",62.9,58,544,4.27,4.31,2.7\n\"50662\",0.31,\"Good\",\"E\",\"SI1\",63.2,59,544,4.28,4.33,2.72\n\"50663\",0.31,\"Ideal\",\"G\",\"VS2\",61.7,55,544,4.35,4.37,2.69\n\"50664\",0.31,\"Very Good\",\"H\",\"VS1\",61.4,56,544,4.37,4.39,2.69\n\"50665\",0.31,\"Very Good\",\"E\",\"SI1\",62.7,58,544,4.31,4.33,2.71\n\"50666\",0.31,\"Good\",\"E\",\"SI1\",63.1,57,544,4.28,4.31,2.71\n\"50667\",0.31,\"Ideal\",\"G\",\"VS2\",61.8,57,544,4.34,4.36,2.69\n\"50668\",0.31,\"Premium\",\"I\",\"VVS2\",59.4,59,544,4.41,4.44,2.63\n\"50669\",0.31,\"Ideal\",\"G\",\"VS2\",59.6,57,544,4.4,4.43,2.63\n\"50670\",0.31,\"Very Good\",\"I\",\"VVS2\",61.6,59,544,4.31,4.33,2.66\n\"50671\",0.7,\"Very Good\",\"G\",\"VS1\",60.5,62,2287,5.72,5.76,3.47\n\"50672\",0.34,\"Ideal\",\"D\",\"IF\",62.1,57,2287,4.46,4.52,2.79\n\"50673\",0.34,\"Ideal\",\"D\",\"IF\",59.8,57,2287,4.57,4.59,2.74\n\"50674\",0.7,\"Ideal\",\"I\",\"SI1\",62.6,54,2287,5.63,5.71,3.55\n\"50675\",0.7,\"Ideal\",\"I\",\"SI1\",62.8,56,2287,5.64,5.67,3.55\n\"50676\",0.7,\"Ideal\",\"I\",\"SI1\",61,57,2287,5.71,5.74,3.5\n\"50677\",0.5,\"Ideal\",\"G\",\"IF\",60.8,54,2287,5.19,5.2,3.16\n\"50678\",0.76,\"Premium\",\"F\",\"SI2\",59.3,59,2287,5.97,5.93,3.53\n\"50679\",1.01,\"Fair\",\"G\",\"I1\",64.5,56,2287,6.32,6.26,4.06\n\"50680\",0.7,\"Very Good\",\"I\",\"VS1\",62.7,58,2288,5.61,5.65,3.53\n\"50681\",0.73,\"Very Good\",\"I\",\"VS1\",62.4,56,2288,5.72,5.76,3.58\n\"50682\",0.53,\"Ideal\",\"E\",\"VVS2\",62.4,56,2288,5.15,5.17,3.22\n\"50683\",0.76,\"Ideal\",\"H\",\"SI2\",63,56,2288,5.81,5.84,3.67\n\"50684\",0.7,\"Ideal\",\"F\",\"SI1\",61.3,57,2288,5.72,5.77,3.52\n\"50685\",0.62,\"Good\",\"D\",\"VS2\",58.9,64,2288,5.62,5.55,3.29\n\"50686\",0.74,\"Ideal\",\"H\",\"SI2\",61.4,56,2289,5.78,5.84,3.57\n\"50687\",0.54,\"Ideal\",\"G\",\"IF\",61.2,57,2289,5.26,5.28,3.22\n\"50688\",0.54,\"Ideal\",\"G\",\"IF\",61.5,55,2289,5.24,5.3,3.23\n\"50689\",0.51,\"Very Good\",\"D\",\"VVS2\",63.1,58,2289,5.1,5.07,3.21\n\"50690\",0.7,\"Good\",\"F\",\"SI1\",64.1,56,2289,5.63,5.6,3.6\n\"50691\",0.53,\"Premium\",\"F\",\"VS2\",60.6,58,2290,5.26,5.2,3.17\n\"50692\",0.53,\"Ideal\",\"F\",\"VS2\",61.6,56,2290,5.26,5.23,3.23\n\"50693\",0.57,\"Very Good\",\"F\",\"VVS2\",62.6,58,2290,5.28,5.3,3.31\n\"50694\",0.7,\"Very Good\",\"E\",\"SI2\",60.1,56,2290,5.76,5.79,3.47\n\"50695\",0.7,\"Fair\",\"G\",\"VS1\",65.2,57,2290,5.56,5.52,3.61\n\"50696\",0.44,\"Ideal\",\"D\",\"VVS1\",60.6,56,2290,4.95,4.99,3.01\n\"50697\",0.44,\"Ideal\",\"D\",\"VVS1\",61,57,2290,4.91,4.93,3\n\"50698\",0.53,\"Ideal\",\"F\",\"VVS2\",62.1,56,2290,5.22,5.15,3.22\n\"50699\",0.53,\"Ideal\",\"F\",\"VVS2\",62.2,54,2290,5.22,5.19,3.24\n\"50700\",0.7,\"Good\",\"F\",\"VS2\",63.8,60,2290,5.61,5.52,3.55\n\"50701\",0.56,\"Premium\",\"F\",\"VVS2\",59.5,61,2290,5.36,5.33,3.18\n\"50702\",0.53,\"Premium\",\"F\",\"VVS2\",61.4,57,2290,5.22,5.2,3.2\n\"50703\",0.53,\"Ideal\",\"F\",\"VVS2\",61.3,55,2291,5.23,5.27,3.22\n\"50704\",0.53,\"Ideal\",\"F\",\"VVS2\",61.3,56,2291,5.21,5.24,3.2\n\"50705\",0.71,\"Ideal\",\"F\",\"SI2\",60.7,57,2291,5.78,5.81,3.52\n\"50706\",1.01,\"Very Good\",\"D\",\"I1\",63.4,61,2291,6.38,6.3,4.02\n\"50707\",0.74,\"Premium\",\"D\",\"SI2\",61.8,59,2291,5.85,5.83,3.61\n\"50708\",0.8,\"Premium\",\"J\",\"VS1\",60.8,59,2292,6,5.94,3.63\n\"50709\",0.77,\"Ideal\",\"J\",\"VS2\",61.9,54,2292,5.89,5.94,3.66\n\"50710\",0.56,\"Ideal\",\"D\",\"VS1\",62.5,56,2292,5.26,5.3,3.3\n\"50711\",0.77,\"Fair\",\"I\",\"VVS2\",59.2,66,2292,5.96,5.9,3.51\n\"50712\",0.7,\"Very Good\",\"G\",\"SI1\",63.5,56,2293,5.64,5.7,3.6\n\"50713\",0.77,\"Very Good\",\"H\",\"SI2\",63.3,58,2293,5.78,5.76,3.65\n\"50714\",0.53,\"Ideal\",\"G\",\"IF\",60.6,56,2293,5.27,5.33,3.21\n\"50715\",0.53,\"Ideal\",\"G\",\"IF\",60.3,56,2293,5.29,5.33,3.2\n\"50716\",0.67,\"Good\",\"F\",\"VS1\",62.3,62,2293,5.5,5.59,3.46\n\"50717\",0.7,\"Premium\",\"H\",\"VS1\",62.3,59,2293,5.71,5.66,3.54\n\"50718\",1.05,\"Fair\",\"H\",\"I1\",61.8,57,2293,6.51,6.4,3.99\n\"50719\",0.7,\"Very Good\",\"I\",\"VS1\",61.4,57,2294,5.72,5.74,3.52\n\"50720\",0.72,\"Very Good\",\"D\",\"SI2\",59.8,60,2294,5.76,5.81,3.46\n\"50721\",0.8,\"Very Good\",\"H\",\"SI2\",62.7,57,2294,5.88,5.95,3.71\n\"50722\",0.71,\"Premium\",\"I\",\"VS2\",62.1,59,2294,5.7,5.73,3.55\n\"50723\",0.55,\"Ideal\",\"F\",\"VVS2\",61.5,57,2294,5.24,5.27,3.23\n\"50724\",0.55,\"Ideal\",\"F\",\"VVS2\",60.8,56,2294,5.27,5.32,3.22\n\"50725\",0.59,\"Ideal\",\"E\",\"VS1\",62.3,56,2294,5.4,5.38,3.36\n\"50726\",0.7,\"Ideal\",\"H\",\"SI1\",62.5,56,2294,5.64,5.69,3.54\n\"50727\",0.7,\"Ideal\",\"H\",\"SI1\",62.6,55,2294,5.65,5.7,3.55\n\"50728\",0.7,\"Ideal\",\"H\",\"SI1\",62.5,55,2294,5.69,5.71,3.56\n\"50729\",0.7,\"Ideal\",\"H\",\"SI1\",62.2,55,2294,5.67,5.71,3.54\n\"50730\",0.85,\"Premium\",\"J\",\"VS2\",60.7,58,2295,6.12,6.08,3.71\n\"50731\",0.72,\"Ideal\",\"G\",\"SI2\",62.6,52,2295,5.74,5.77,3.6\n\"50732\",0.72,\"Ideal\",\"G\",\"SI2\",62.3,54,2295,5.76,5.79,3.6\n\"50733\",0.75,\"Premium\",\"I\",\"SI1\",59.1,58,2295,5.91,5.87,3.48\n\"50734\",0.74,\"Ideal\",\"F\",\"SI2\",60.3,58,2295,5.84,5.82,3.51\n\"50735\",0.75,\"Premium\",\"H\",\"SI2\",63,58,2295,5.79,5.76,3.64\n\"50736\",0.7,\"Very 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Good\",\"F\",\"SI2\",61.5,59,2307,5.88,5.95,3.63\n\"50810\",0.7,\"Very Good\",\"E\",\"SI2\",63.2,61,2307,5.62,5.59,3.54\n\"50811\",0.7,\"Premium\",\"E\",\"SI2\",60.6,59,2307,5.76,5.73,3.48\n\"50812\",0.54,\"Ideal\",\"D\",\"VS2\",61.6,55,2307,5.25,5.27,3.24\n\"50813\",0.81,\"Ideal\",\"J\",\"SI1\",62,56,2307,6,6.03,3.73\n\"50814\",0.7,\"Good\",\"E\",\"SI2\",63.7,61,2307,5.64,5.6,3.58\n\"50815\",0.7,\"Premium\",\"E\",\"SI2\",62.9,59,2307,5.67,5.59,3.54\n\"50816\",0.75,\"Premium\",\"D\",\"SI2\",60.3,61,2307,5.88,5.86,3.54\n\"50817\",0.76,\"Ideal\",\"J\",\"VS1\",61.9,54,2307,5.88,5.84,3.63\n\"50818\",0.71,\"Ideal\",\"G\",\"SI1\",61.1,57,2307,5.79,5.73,3.52\n\"50819\",0.71,\"Ideal\",\"I\",\"VVS2\",62.4,54,2308,5.72,5.75,3.58\n\"50820\",0.71,\"Ideal\",\"E\",\"SI1\",61.5,57,2308,5.74,5.78,3.54\n\"50821\",0.71,\"Ideal\",\"E\",\"SI1\",62,56,2308,5.72,5.77,3.56\n\"50822\",0.72,\"Good\",\"E\",\"SI2\",57.9,56,2308,5.93,5.85,3.41\n\"50823\",0.72,\"Ideal\",\"E\",\"SI2\",61.8,55,2308,5.77,5.75,3.56\n\"50824\",0.71,\"Good\",\"F\",\"SI1\",63.7,58,2308,5.65,5.62,3.59\n\"50825\",0.64,\"Ideal\",\"H\",\"VVS1\",62.2,58,2308,5.49,5.51,3.42\n\"50826\",0.67,\"Very 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Good\",\"H\",\"VS2\",63.6,56,2312,5.6,5.63,3.57\n\"50853\",0.7,\"Very Good\",\"F\",\"SI1\",61.4,59,2312,5.67,5.7,3.49\n\"50854\",0.7,\"Very Good\",\"F\",\"SI1\",60.3,59,2312,5.73,5.78,3.47\n\"50855\",0.7,\"Very Good\",\"F\",\"SI1\",61.3,58,2312,5.7,5.72,3.5\n\"50856\",0.7,\"Very Good\",\"E\",\"SI1\",60.3,60,2312,5.77,5.81,3.49\n\"50857\",0.78,\"Fair\",\"F\",\"SI2\",64.6,53,2312,5.83,5.78,3.75\n\"50858\",0.72,\"Ideal\",\"I\",\"VS2\",61.6,55,2312,5.76,5.78,3.55\n\"50859\",0.7,\"Ideal\",\"G\",\"SI1\",61.1,57,2312,5.72,5.77,3.51\n\"50860\",0.7,\"Good\",\"D\",\"SI2\",59.3,64,2312,5.8,5.76,3.43\n\"50861\",0.54,\"Premium\",\"E\",\"VVS2\",61,59,2313,5.28,5.27,3.22\n\"50862\",0.7,\"Very Good\",\"F\",\"SI1\",61.7,59,2313,5.64,5.68,3.49\n\"50863\",0.71,\"Very Good\",\"E\",\"SI2\",62.2,58,2313,5.68,5.73,3.55\n\"50864\",0.82,\"Very 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Good\",\"G\",\"IF\",60.2,60,2314,5.29,5.38,3.21\n\"50877\",0.7,\"Good\",\"E\",\"VS2\",63.8,56,2314,5.58,5.61,3.57\n\"50878\",0.72,\"Premium\",\"F\",\"SI1\",61.6,60,2314,5.79,5.73,3.55\n\"50879\",0.7,\"Premium\",\"G\",\"VS2\",62.1,60,2314,5.71,5.65,3.53\n\"50880\",0.71,\"Good\",\"H\",\"VS1\",63.6,55,2315,5.58,5.65,3.57\n\"50881\",0.71,\"Ideal\",\"I\",\"VS2\",62.1,59,2315,5.73,5.7,3.55\n\"50882\",0.7,\"Very Good\",\"I\",\"VS2\",60.1,57,2316,5.79,5.82,3.49\n\"50883\",0.78,\"Very Good\",\"H\",\"SI2\",62.7,56,2316,5.85,5.89,3.68\n\"50884\",0.76,\"Very Good\",\"I\",\"SI1\",57.5,62,2316,6.03,6.08,3.48\n\"50885\",0.83,\"Good\",\"H\",\"SI2\",63.9,56,2316,5.93,5.99,3.81\n\"50886\",0.72,\"Premium\",\"G\",\"SI1\",61.3,56,2316,5.79,5.76,3.54\n\"50887\",0.9,\"Premium\",\"F\",\"I1\",61.9,59,2316,6.18,6.16,3.82\n\"50888\",0.6,\"Premium\",\"F\",\"VVS2\",62.4,56,2316,5.44,5.39,3.38\n\"50889\",0.72,\"Premium\",\"H\",\"VS2\",61.7,56,2316,5.77,5.73,3.55\n\"50890\",0.59,\"Very 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Good\",\"F\",\"SI2\",59.7,57,2334,5.97,6.05,3.59\n\"51085\",0.54,\"Ideal\",\"F\",\"VVS2\",62.3,53.7,2334,5.22,5.26,3.26\n\"51086\",0.89,\"Fair\",\"I\",\"VS1\",68.2,65,2334,5.82,5.74,3.94\n\"51087\",0.52,\"Ideal\",\"D\",\"VVS2\",59.9,57,2334,5.28,5.21,3.14\n\"51088\",0.72,\"Premium\",\"H\",\"SI1\",59.9,58,2334,5.85,5.81,3.49\n\"51089\",0.7,\"Very Good\",\"H\",\"VS2\",60,57,2335,5.74,5.8,3.46\n\"51090\",0.7,\"Very Good\",\"E\",\"SI2\",59.8,58,2335,5.74,5.76,3.44\n\"51091\",0.73,\"Premium\",\"E\",\"SI2\",60.6,59,2335,5.85,5.8,3.53\n\"51092\",0.73,\"Ideal\",\"I\",\"VS2\",62.2,54,2335,5.76,5.78,3.59\n\"51093\",0.7,\"Ideal\",\"G\",\"SI1\",61.1,55,2335,5.72,5.76,3.51\n\"51094\",0.71,\"Ideal\",\"F\",\"SI1\",60.9,56,2335,5.79,5.81,3.53\n\"51095\",0.7,\"Good\",\"I\",\"VVS2\",59.7,59,2335,5.73,5.77,3.43\n\"51096\",0.73,\"Very Good\",\"E\",\"SI2\",63.2,60,2335,5.76,5.71,3.62\n\"51097\",0.71,\"Very 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Good\",\"H\",\"SI2\",62.2,55.1,2339,5.7,5.72,3.55\n\"51123\",0.82,\"Fair\",\"G\",\"SI1\",66.4,54,2339,5.87,5.82,3.88\n\"51124\",0.7,\"Premium\",\"D\",\"SI1\",62.1,62,2339,5.63,5.58,3.48\n\"51125\",0.7,\"Fair\",\"D\",\"SI1\",66.5,55,2339,5.51,5.47,3.65\n\"51126\",0.57,\"Ideal\",\"F\",\"VVS1\",61.9,54.8,2339,5.3,5.36,3.3\n\"51127\",0.6,\"Ideal\",\"E\",\"VS1\",59.6,59,2339,5.52,5.45,3.27\n\"51128\",1.05,\"Premium\",\"I\",\"I1\",61.8,56,2339,6.53,6.48,4.02\n\"51129\",0.72,\"Ideal\",\"I\",\"VVS2\",62.4,53,2340,5.75,5.78,3.6\n\"51130\",0.71,\"Ideal\",\"E\",\"SI2\",58.7,57,2340,5.89,5.86,3.44\n\"51131\",0.58,\"Ideal\",\"F\",\"VVS2\",62,55,2340,5.32,5.4,3.31\n\"51132\",0.72,\"Ideal\",\"F\",\"SI2\",61.7,55,2340,5.77,5.81,3.57\n\"51133\",0.78,\"Premium\",\"F\",\"SI2\",60.6,57,2340,5.98,5.94,3.61\n\"51134\",0.53,\"Ideal\",\"D\",\"VS1\",61.6,56,2340,5.23,5.19,3.21\n\"51135\",0.71,\"Premium\",\"E\",\"SI2\",60.5,59,2340,5.78,5.75,3.49\n\"51136\",0.65,\"Ideal\",\"F\",\"VS1\",62.2,57,2340,5.6,5.53,3.46\n\"51137\",0.78,\"Ideal\",\"E\",\"SI2\",60.8,56,2340,5.98,5.92,3.62\n\"51138\",0.73,\"Premium\",\"E\",\"SI2\",60.1,59,2341,5.87,5.82,3.51\n\"51139\",0.51,\"Premium\",\"F\",\"VVS1\",62.6,57,2341,5.1,5.06,3.18\n\"51140\",1.01,\"Fair\",\"I\",\"I1\",56.1,63,2342,6.7,6.65,3.74\n\"51141\",0.71,\"Ideal\",\"G\",\"SI1\",62.8,56,2342,5.72,5.75,3.6\n\"51142\",0.91,\"Good\",\"E\",\"I1\",57.7,63,2342,6.35,6.3,3.65\n\"51143\",0.7,\"Premium\",\"E\",\"SI2\",61.8,60,2342,5.65,5.61,3.48\n\"51144\",0.7,\"Very Good\",\"F\",\"SI1\",60.3,57,2343,5.73,5.77,3.47\n\"51145\",0.71,\"Very Good\",\"F\",\"SI1\",63.1,57,2343,5.69,5.66,3.58\n\"51146\",0.7,\"Ideal\",\"I\",\"SI1\",61.2,55,2343,5.71,5.76,3.51\n\"51147\",0.7,\"Ideal\",\"F\",\"SI1\",61.8,58,2343,5.7,5.75,3.54\n\"51148\",0.71,\"Premium\",\"E\",\"SI2\",62.7,59,2343,5.7,5.66,3.56\n\"51149\",0.71,\"Very Good\",\"E\",\"SI2\",58.4,63,2343,5.85,5.8,3.4\n\"51150\",0.71,\"Premium\",\"F\",\"SI2\",62,59,2343,5.68,5.65,3.51\n\"51151\",1.02,\"Good\",\"G\",\"I1\",57.4,59,2344,6.64,6.6,3.8\n\"51152\",0.81,\"Premium\",\"H\",\"SI2\",60,59,2344,6.03,5.97,3.62\n\"51153\",0.9,\"Good\",\"G\",\"I1\",63.6,61,2344,6.07,6.03,3.85\n\"51154\",0.62,\"Fair\",\"E\",\"VS1\",58.8,67,2344,5.66,5.57,3.29\n\"51155\",0.63,\"Premium\",\"E\",\"VS2\",62.4,59,2344,5.5,5.46,3.42\n\"51156\",0.62,\"Ideal\",\"F\",\"VS1\",61.9,55,2344,5.46,5.19,3.39\n\"51157\",0.71,\"Very Good\",\"F\",\"SI1\",64,58,2345,5.59,5.66,3.6\n\"51158\",0.72,\"Very Good\",\"E\",\"SI2\",59.8,58,2345,5.84,5.86,3.5\n\"51159\",0.72,\"Very Good\",\"I\",\"SI1\",63.2,57,2345,5.71,5.75,3.62\n\"51160\",0.71,\"Premium\",\"F\",\"SI1\",60.2,60,2345,5.79,5.71,3.46\n\"51161\",0.72,\"Ideal\",\"E\",\"SI2\",62.7,57,2345,5.71,5.78,3.6\n\"51162\",0.71,\"Ideal\",\"G\",\"SI1\",61.5,57,2345,5.74,5.78,3.54\n\"51163\",0.59,\"Ideal\",\"F\",\"VVS2\",61.2,56,2345,5.45,5.43,3.33\n\"51164\",0.71,\"Premium\",\"F\",\"SI1\",58.5,59,2345,5.87,5.82,3.42\n\"51165\",0.71,\"Good\",\"F\",\"SI1\",63.6,54,2345,5.65,5.61,3.58\n\"51166\",0.51,\"Premium\",\"F\",\"VS1\",60.2,58,2346,5.25,5.21,3.15\n\"51167\",0.71,\"Very Good\",\"F\",\"SI1\",62.1,59,2346,5.64,5.73,3.53\n\"51168\",0.8,\"Premium\",\"H\",\"SI2\",62.2,58,2346,5.99,5.93,3.71\n\"51169\",0.71,\"Ideal\",\"F\",\"SI1\",62.7,55,2346,5.65,5.74,3.57\n\"51170\",0.79,\"Good\",\"H\",\"SI2\",59.2,58,2346,6.05,6.07,3.59\n\"51171\",0.5,\"Ideal\",\"E\",\"VVS2\",62.4,54,2346,5.11,5.09,3.18\n\"51172\",0.5,\"Ideal\",\"E\",\"VVS2\",62.2,57,2346,5.08,5.05,3.15\n\"51173\",0.73,\"Premium\",\"F\",\"SI1\",59.3,61,2346,5.85,5.82,3.46\n\"51174\",0.34,\"Ideal\",\"D\",\"IF\",62.1,57,2346,4.52,4.46,2.79\n\"51175\",0.34,\"Ideal\",\"D\",\"IF\",59.8,57,2346,4.59,4.57,2.74\n\"51176\",0.73,\"Premium\",\"F\",\"SI1\",61.6,62,2346,5.76,5.71,3.53\n\"51177\",0.73,\"Premium\",\"F\",\"SI1\",62.4,55,2346,5.78,5.71,3.59\n\"51178\",0.75,\"Very Good\",\"F\",\"SI1\",63.1,58,2347,5.7,5.74,3.61\n\"51179\",0.76,\"Very Good\",\"F\",\"SI2\",63.3,55,2347,5.79,5.83,3.68\n\"51180\",0.6,\"Ideal\",\"G\",\"VVS2\",62,57,2347,5.41,5.46,3.37\n\"51181\",0.71,\"Ideal\",\"E\",\"VS2\",62.5,56,2347,5.7,5.75,3.58\n\"51182\",0.7,\"Good\",\"H\",\"VS2\",59.7,57,2347,5.75,5.8,3.45\n\"51183\",0.72,\"Ideal\",\"I\",\"VS2\",62.1,58,2347,5.74,5.72,3.57\n\"51184\",0.78,\"Very Good\",\"H\",\"SI2\",63.1,56,2348,5.84,5.88,3.7\n\"51185\",0.78,\"Very Good\",\"I\",\"SI1\",63.5,57,2348,5.79,5.86,3.7\n\"51186\",0.7,\"Premium\",\"D\",\"SI2\",62.8,61,2348,5.61,5.57,3.51\n\"51187\",0.79,\"Very Good\",\"H\",\"SI2\",63.2,55,2348,5.93,5.9,3.74\n\"51188\",0.7,\"Premium\",\"F\",\"SI1\",62.8,59,2348,5.66,5.59,3.53\n\"51189\",0.7,\"Premium\",\"F\",\"SI1\",61.6,55,2348,5.7,5.66,3.5\n\"51190\",0.7,\"Premium\",\"F\",\"SI1\",61.7,61,2348,5.7,5.67,3.51\n\"51191\",0.91,\"Good\",\"I\",\"SI1\",64,58,2348,6.01,5.99,3.84\n\"51192\",0.7,\"Ideal\",\"F\",\"SI1\",61.5,56,2348,5.74,5.7,3.52\n\"51193\",0.7,\"Very Good\",\"E\",\"SI1\",62.9,57,2349,5.6,5.66,3.54\n\"51194\",0.7,\"Premium\",\"E\",\"SI1\",60.1,58,2349,5.81,5.83,3.5\n\"51195\",0.81,\"Premium\",\"J\",\"VS1\",61.7,61,2350,5.94,5.9,3.65\n\"51196\",0.6,\"Premium\",\"F\",\"VVS2\",61.3,59,2350,5.45,5.41,3.33\n\"51197\",0.73,\"Ideal\",\"G\",\"SI1\",62.5,55,2351,5.78,5.74,3.6\n\"51198\",0.61,\"Very Good\",\"G\",\"VVS2\",62.3,59,2351,5.4,5.45,3.38\n\"51199\",0.57,\"Very 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Good\",\"I\",\"SI1\",62,56,2352,5.81,5.84,3.61\n\"51212\",0.71,\"Premium\",\"H\",\"VS2\",62.2,59,2352,5.68,5.64,3.52\n\"51213\",0.71,\"Premium\",\"F\",\"SI1\",62.2,58,2352,5.74,5.67,3.55\n\"51214\",0.7,\"Ideal\",\"G\",\"SI1\",61.9,57,2352,5.69,5.65,3.51\n\"51215\",0.7,\"Premium\",\"G\",\"SI1\",60.3,61,2352,5.75,5.72,3.46\n\"51216\",0.7,\"Ideal\",\"G\",\"SI1\",62.2,56,2352,5.72,5.69,3.55\n\"51217\",0.7,\"Premium\",\"G\",\"SI1\",62.8,58,2352,5.66,5.62,3.54\n\"51218\",0.71,\"Ideal\",\"G\",\"SI1\",62.9,57,2352,5.67,5.62,3.55\n\"51219\",0.59,\"Ideal\",\"D\",\"VS2\",60.9,57,2352,5.42,5.48,3.32\n\"51220\",0.5,\"Ideal\",\"H\",\"IF\",61.8,56,2352,5.1,5.13,3.16\n\"51221\",0.7,\"Premium\",\"I\",\"VVS2\",60.1,59,2352,5.8,5.72,3.46\n\"51222\",0.71,\"Good\",\"F\",\"SI1\",63.9,57,2352,5.61,5.57,3.57\n\"51223\",0.71,\"Fair\",\"E\",\"SI1\",64.7,59,2352,5.61,5.58,3.62\n\"51224\",0.71,\"Fair\",\"D\",\"SI1\",65.1,59,2352,5.59,5.56,3.63\n\"51225\",0.7,\"Premium\",\"G\",\"SI1\",62,61,2352,5.71,5.68,3.53\n\"51226\",0.7,\"Fair\",\"G\",\"SI1\",61.7,66,2352,5.7,5.58,3.48\n\"51227\",0.7,\"Premium\",\"G\",\"SI1\",59,62,2352,5.77,5.75,3.4\n\"51228\",0.7,\"Fair\",\"D\",\"SI1\",64.9,64,2352,5.57,5.5,3.59\n\"51229\",0.7,\"Good\",\"H\",\"VS2\",59.1,65,2352,5.85,5.75,3.43\n\"51230\",0.72,\"Premium\",\"G\",\"SI1\",62.8,60,2352,5.78,5.68,3.6\n\"51231\",0.7,\"Fair\",\"E\",\"VS2\",65.6,61,2352,5.62,5.47,3.64\n\"51232\",0.56,\"Ideal\",\"E\",\"VS1\",60,55,2352,5.43,5.4,3.25\n\"51233\",0.7,\"Ideal\",\"G\",\"SI1\",62.7,57,2352,5.69,5.64,3.55\n\"51234\",0.71,\"Premium\",\"G\",\"SI1\",60.4,59,2352,5.81,5.75,3.49\n\"51235\",0.7,\"Very Good\",\"G\",\"VS2\",63.2,57,2353,5.61,5.66,3.56\n\"51236\",0.72,\"Very Good\",\"G\",\"SI1\",63.1,57,2353,5.66,5.72,3.59\n\"51237\",0.7,\"Ideal\",\"I\",\"VVS2\",62.5,54,2353,5.68,5.71,3.56\n\"51238\",0.7,\"Ideal\",\"I\",\"VVS2\",62.3,55,2353,5.66,5.7,3.54\n\"51239\",0.7,\"Ideal\",\"I\",\"VVS2\",62.1,56,2353,5.65,5.71,3.53\n\"51240\",0.7,\"Good\",\"G\",\"VS2\",63.8,59,2353,5.51,5.55,3.53\n\"51241\",0.74,\"Very Good\",\"I\",\"VS1\",63.4,57,2353,5.81,5.76,3.67\n\"51242\",0.71,\"Very Good\",\"H\",\"SI1\",62.1,61,2354,5.63,5.71,3.52\n\"51243\",0.7,\"Premium\",\"F\",\"SI1\",61.5,57,2354,5.74,5.68,3.51\n\"51244\",0.72,\"Ideal\",\"H\",\"SI1\",62.3,54,2354,5.78,5.75,3.59\n\"51245\",0.71,\"Good\",\"H\",\"SI1\",57.9,62,2354,5.82,5.86,3.38\n\"51246\",0.7,\"Premium\",\"F\",\"SI1\",62.5,59,2354,5.67,5.65,3.54\n\"51247\",0.7,\"Very 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Good\",\"I\",\"VS1\",63.5,57,2369,5.66,5.68,3.6\n\"51399\",0.74,\"Good\",\"H\",\"VS2\",57.5,57,2369,5.94,6.01,3.44\n\"51400\",0.7,\"Premium\",\"F\",\"VS2\",61.1,62,2369,5.69,5.64,3.46\n\"51401\",0.74,\"Premium\",\"D\",\"SI1\",59.5,60,2369,5.95,5.88,3.52\n\"51402\",0.77,\"Premium\",\"H\",\"SI1\",60.7,58,2369,5.95,5.91,3.6\n\"51403\",0.56,\"Ideal\",\"D\",\"VS1\",61.6,57,2369,5.33,5.29,3.27\n\"51404\",0.7,\"Fair\",\"F\",\"VS2\",65.5,57,2369,5.55,5.41,3.59\n\"51405\",0.71,\"Very Good\",\"F\",\"SI1\",63.7,56,2370,5.63,5.67,3.6\n\"51406\",0.54,\"Premium\",\"E\",\"VVS1\",62.7,58,2370,5.16,5.21,3.25\n\"51407\",0.97,\"Ideal\",\"J\",\"I1\",61.6,54,2370,6.34,6.28,3.89\n\"51408\",0.7,\"Good\",\"E\",\"SI1\",58.3,64,2370,5.77,5.69,3.34\n\"51409\",0.71,\"Ideal\",\"E\",\"SI2\",61.7,57,2370,5.72,5.76,3.54\n\"51410\",0.79,\"Premium\",\"H\",\"SI2\",62.8,57,2370,5.91,5.88,3.7\n\"51411\",0.73,\"Premium\",\"I\",\"VS1\",61.2,59,2371,5.82,5.84,3.57\n\"51412\",0.73,\"Premium\",\"I\",\"VS1\",60.3,58,2371,5.83,5.87,3.53\n\"51413\",0.8,\"Premium\",\"F\",\"SI2\",58.5,62,2371,6.08,6.05,3.55\n\"51414\",0.52,\"Ideal\",\"E\",\"VVS2\",61.9,55,2371,5.15,5.19,3.2\n\"51415\",0.77,\"Good\",\"E\",\"SI2\",58.1,63,2371,6.02,6.06,3.5\n\"51416\",0.76,\"Ideal\",\"H\",\"SI1\",62.4,55,2371,5.87,5.83,3.65\n\"51417\",0.7,\"Ideal\",\"G\",\"VS2\",62.1,55,2371,5.63,5.61,3.49\n\"51418\",0.62,\"Ideal\",\"F\",\"VS1\",61.2,54,2371,5.55,5.52,3.39\n\"51419\",0.72,\"Ideal\",\"H\",\"SI2\",61.3,56,2372,5.75,5.77,3.53\n\"51420\",0.53,\"Ideal\",\"G\",\"IF\",62.1,57,2372,5.16,5.21,3.22\n\"51421\",0.75,\"Very 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Good\",\"E\",\"SI2\",62.7,59,2397,5.7,5.75,3.59\n\"51662\",0.71,\"Ideal\",\"I\",\"VS1\",61.6,54.7,2397,5.71,5.85,3.54\n\"51663\",0.73,\"Ideal\",\"I\",\"VS1\",60.7,56,2397,5.85,5.81,3.54\n\"51664\",0.7,\"Very Good\",\"I\",\"VVS2\",63.1,57,2398,5.63,5.68,3.57\n\"51665\",0.7,\"Very Good\",\"I\",\"VS1\",62.4,56,2398,5.65,5.69,3.54\n\"51666\",0.55,\"Ideal\",\"G\",\"IF\",62,55,2398,5.25,5.29,3.27\n\"51667\",0.7,\"Ideal\",\"H\",\"VS2\",62.4,56,2398,5.63,5.72,3.54\n\"51668\",0.7,\"Ideal\",\"I\",\"VS1\",62.4,56,2398,5.66,5.68,3.54\n\"51669\",0.7,\"Ideal\",\"I\",\"VS1\",62.1,57,2398,5.69,5.71,3.54\n\"51670\",0.7,\"Ideal\",\"F\",\"SI2\",62.1,57,2398,5.65,5.69,3.52\n\"51671\",0.72,\"Ideal\",\"E\",\"SI2\",62.3,54,2398,5.75,5.78,3.59\n\"51672\",0.72,\"Ideal\",\"E\",\"SI2\",61.9,55,2398,5.76,5.78,3.57\n\"51673\",0.7,\"Ideal\",\"E\",\"SI2\",61.9,57,2398,5.66,5.69,3.51\n\"51674\",0.71,\"Ideal\",\"E\",\"SI2\",61.2,57,2398,5.74,5.82,3.54\n\"51675\",0.67,\"Good\",\"F\",\"VVS2\",63.8,61,2398,5.46,5.54,3.52\n\"51676\",0.72,\"Premium\",\"H\",\"SI1\",62.7,59,2398,5.73,5.69,3.58\n\"51677\",0.71,\"Premium\",\"H\",\"VS1\",62.8,58,2398,5.7,5.67,3.57\n\"51678\",0.72,\"Premium\",\"H\",\"SI1\",62.5,57,2398,5.73,5.67,3.56\n\"51679\",0.72,\"Ideal\",\"H\",\"SI1\",58.9,56,2398,5.91,5.88,3.47\n\"51680\",0.74,\"Premium\",\"G\",\"SI2\",62.5,56,2398,5.81,5.75,3.61\n\"51681\",0.72,\"Premium\",\"H\",\"SI1\",61.5,56,2398,5.8,5.77,3.56\n\"51682\",0.72,\"Good\",\"H\",\"SI1\",63.7,59,2398,5.68,5.63,3.6\n\"51683\",0.74,\"Premium\",\"G\",\"SI2\",63,56,2398,5.77,5.75,3.63\n\"51684\",1,\"Fair\",\"G\",\"I1\",64.9,56,2398,6.2,6.14,4.01\n\"51685\",0.74,\"Very Good\",\"G\",\"SI2\",63.3,57,2398,5.73,5.7,3.62\n\"51686\",0.55,\"Very Good\",\"E\",\"VVS2\",60.4,56,2399,5.36,5.38,3.24\n\"51687\",0.76,\"Ideal\",\"I\",\"SI1\",61.6,54,2399,5.86,5.92,3.63\n\"51688\",0.55,\"Ideal\",\"G\",\"IF\",60.6,56,2399,5.31,5.33,3.22\n\"51689\",0.56,\"Ideal\",\"G\",\"IF\",62,56,2399,5.33,5.28,3.29\n\"51690\",0.7,\"Very Good\",\"H\",\"VS1\",60.3,63,2399,5.77,5.73,3.47\n\"51691\",0.62,\"Premium\",\"G\",\"VVS2\",59.2,59,2399,5.58,5.56,3.3\n\"51692\",0.7,\"Fair\",\"F\",\"VS1\",55.9,62,2399,5.94,5.83,3.29\n\"51693\",0.76,\"Premium\",\"E\",\"SI2\",60,59,2399,5.94,5.9,3.55\n\"51694\",0.76,\"Ideal\",\"I\",\"SI1\",61.8,57,2399,5.89,5.83,3.62\n\"51695\",0.71,\"Very Good\",\"I\",\"VVS2\",59.5,60,2400,5.82,5.87,3.48\n\"51696\",0.7,\"Very Good\",\"H\",\"VS1\",60.1,61,2400,5.74,5.81,3.47\n\"51697\",0.7,\"Very Good\",\"F\",\"VS2\",61.4,57,2400,5.73,5.76,3.53\n\"51698\",0.7,\"Very Good\",\"F\",\"VS2\",60.5,57,2400,5.74,5.79,3.49\n\"51699\",0.78,\"Ideal\",\"I\",\"VS2\",60.9,57,2400,5.92,5.97,3.62\n\"51700\",0.7,\"Very Good\",\"F\",\"VS2\",62.2,56,2400,5.7,5.74,3.56\n\"51701\",0.7,\"Very Good\",\"F\",\"VS2\",62.4,59,2400,5.64,5.71,3.54\n\"51702\",0.7,\"Very Good\",\"F\",\"VS2\",62.9,56,2400,5.66,5.73,3.58\n\"51703\",0.7,\"Very Good\",\"F\",\"VS2\",60.3,59,2400,5.76,5.79,3.48\n\"51704\",0.7,\"Very Good\",\"F\",\"VS2\",62.1,58,2400,5.68,5.72,3.54\n\"51705\",0.7,\"Very Good\",\"F\",\"VS2\",61.2,56,2400,5.72,5.78,3.52\n\"51706\",0.7,\"Very Good\",\"F\",\"VS2\",58.9,57,2400,5.79,5.85,3.43\n\"51707\",0.58,\"Very Good\",\"D\",\"VVS2\",63,56,2400,5.28,5.35,3.35\n\"51708\",0.71,\"Ideal\",\"G\",\"SI1\",61.2,58,2400,5.77,5.79,3.54\n\"51709\",0.8,\"Fair\",\"G\",\"SI2\",67.1,56,2400,5.76,5.73,3.85\n\"51710\",0.58,\"Ideal\",\"F\",\"VS2\",61.8,57,2401,5.39,5.35,3.32\n\"51711\",0.72,\"Very Good\",\"I\",\"VS1\",60.7,56,2401,5.78,5.82,3.52\n\"51712\",0.7,\"Very Good\",\"F\",\"SI1\",63.5,56,2401,5.58,5.66,3.57\n\"51713\",0.78,\"Very Good\",\"G\",\"SI2\",63.7,55.9,2401,5.82,5.85,3.72\n\"51714\",0.72,\"Very Good\",\"E\",\"SI2\",62.2,59,2401,5.72,5.79,3.58\n\"51715\",0.7,\"Very Good\",\"F\",\"SI1\",62.9,59,2401,5.62,5.67,3.55\n\"51716\",0.7,\"Very Good\",\"F\",\"SI1\",61.3,59,2401,5.68,5.74,3.5\n\"51717\",0.7,\"Good\",\"F\",\"SI1\",61.6,65,2401,5.71,5.66,3.5\n\"51718\",0.7,\"Good\",\"F\",\"SI1\",57.2,63,2401,5.84,5.87,3.35\n\"51719\",0.7,\"Premium\",\"F\",\"SI1\",62.2,59,2401,5.69,5.73,3.55\n\"51720\",0.7,\"Good\",\"F\",\"SI1\",63.8,60,2401,5.6,5.63,3.58\n\"51721\",0.7,\"Good\",\"F\",\"VS1\",64,56,2401,5.6,5.65,3.6\n\"51722\",0.77,\"Ideal\",\"F\",\"SI2\",61.7,56,2401,5.91,5.96,3.66\n\"51723\",0.7,\"Ideal\",\"F\",\"SI1\",61.8,55,2401,5.71,5.75,3.54\n\"51724\",0.7,\"Very Good\",\"F\",\"SI1\",59.8,59,2401,5.74,5.8,3.45\n\"51725\",0.7,\"Ideal\",\"D\",\"SI2\",60.3,56,2401,5.73,5.77,3.47\n\"51726\",0.7,\"Premium\",\"F\",\"SI1\",61.9,59,2401,5.69,5.71,3.53\n\"51727\",0.7,\"Good\",\"F\",\"SI1\",63.2,57,2401,5.62,5.68,3.57\n\"51728\",0.72,\"Ideal\",\"E\",\"SI2\",61.3,55,2401,5.75,5.84,3.55\n\"51729\",0.78,\"Fair\",\"G\",\"SI2\",64.9,55.2,2401,5.75,5.82,3.76\n\"51730\",0.58,\"Ideal\",\"F\",\"VVS2\",61.9,56,2401,5.38,5.35,3.32\n\"51731\",0.73,\"Fair\",\"G\",\"VS2\",60.1,65,2401,5.91,5.81,3.52\n\"51732\",0.71,\"Fair\",\"H\",\"VS1\",66.4,62,2401,5.54,5.49,3.66\n\"51733\",0.71,\"Premium\",\"H\",\"VS1\",61.7,56,2401,5.81,5.67,3.54\n\"51734\",0.58,\"Ideal\",\"F\",\"VVS2\",62.5,56,2401,5.34,5.29,3.32\n\"51735\",0.58,\"Premium\",\"D\",\"VS1\",59.2,60,2401,5.46,5.41,3.22\n\"51736\",0.73,\"Very 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Good\",\"H\",\"SI2\",62.6,59,2405,5.81,5.85,3.65\n\"51751\",0.82,\"Premium\",\"I\",\"SI1\",62.6,57,2405,5.98,5.94,3.73\n\"51752\",0.7,\"Ideal\",\"E\",\"SI2\",60.6,56,2405,5.73,5.78,3.49\n\"51753\",0.7,\"Good\",\"E\",\"SI2\",60.7,61,2405,5.69,5.71,3.46\n\"51754\",0.72,\"Premium\",\"G\",\"VS2\",62.3,59,2405,5.77,5.69,3.57\n\"51755\",0.65,\"Very Good\",\"F\",\"VS1\",59.3,56,2406,5.64,5.76,3.37\n\"51756\",0.7,\"Premium\",\"H\",\"VVS1\",60.9,60,2406,5.76,5.71,3.49\n\"51757\",0.62,\"Ideal\",\"F\",\"VS1\",62,54,2406,5.46,5.5,3.4\n\"51758\",0.65,\"Good\",\"E\",\"VS2\",57.8,61.2,2406,5.72,5.78,3.32\n\"51759\",0.65,\"Good\",\"F\",\"VS1\",61.7,60.3,2406,5.53,5.57,3.42\n\"51760\",0.7,\"Ideal\",\"E\",\"SI1\",62.4,55,2407,5.69,5.64,3.54\n\"51761\",0.7,\"Premium\",\"E\",\"SI1\",61.9,59,2407,5.74,5.66,3.53\n\"51762\",0.53,\"Ideal\",\"D\",\"VVS2\",62.2,56,2407,5.19,5.23,3.24\n\"51763\",0.53,\"Ideal\",\"E\",\"VVS1\",61.7,57,2407,5.17,5.21,3.2\n\"51764\",0.7,\"Good\",\"E\",\"SI1\",63.6,62,2407,5.6,5.57,3.55\n\"51765\",0.7,\"Very Good\",\"F\",\"SI1\",60.3,59,2409,5.73,5.82,3.48\n\"51766\",0.7,\"Very Good\",\"F\",\"SI1\",61.1,57,2409,5.7,5.73,3.49\n\"51767\",0.7,\"Very Good\",\"D\",\"SI1\",61,59,2409,5.67,5.7,3.47\n\"51768\",0.7,\"Ideal\",\"F\",\"SI1\",62.2,56,2409,5.68,5.7,3.54\n\"51769\",0.7,\"Ideal\",\"F\",\"SI1\",62.1,55,2409,5.68,5.72,3.54\n\"51770\",0.7,\"Good\",\"F\",\"SI1\",58.7,60,2409,5.75,5.81,3.39\n\"51771\",0.73,\"Very Good\",\"E\",\"SI2\",63.3,57,2409,5.72,5.69,3.61\n\"51772\",0.8,\"Premium\",\"H\",\"SI2\",61.6,59,2409,5.92,5.86,3.63\n\"51773\",0.71,\"Premium\",\"F\",\"SI2\",59.6,59,2409,5.79,5.75,3.44\n\"51774\",0.73,\"Premium\",\"E\",\"SI2\",60.8,60,2409,5.87,5.78,3.54\n\"51775\",0.72,\"Ideal\",\"H\",\"SI2\",61.3,55,2410,5.78,5.81,3.55\n\"51776\",0.74,\"Ideal\",\"F\",\"SI2\",61.6,55,2410,5.81,5.87,3.6\n\"51777\",0.7,\"Ideal\",\"F\",\"SI1\",62.6,55,2410,5.67,5.7,3.56\n\"51778\",0.71,\"Premium\",\"E\",\"SI2\",59,60,2410,5.9,5.87,3.47\n\"51779\",0.61,\"Very Good\",\"G\",\"IF\",63,58,2411,5.36,5.43,3.4\n\"51780\",0.7,\"Good\",\"F\",\"SI2\",64.1,59,2411,5.58,5.53,3.56\n\"51781\",0.7,\"Very Good\",\"I\",\"VS1\",63.1,57,2411,5.67,5.59,3.55\n\"51782\",0.6,\"Ideal\",\"G\",\"VVS2\",61.6,55,2413,5.44,5.47,3.36\n\"51783\",0.8,\"Very Good\",\"I\",\"VS2\",63.3,55,2414,5.88,5.93,3.74\n\"51784\",0.81,\"Fair\",\"I\",\"VS2\",64.6,59,2414,5.83,5.78,3.75\n\"51785\",0.7,\"Ideal\",\"G\",\"SI1\",61.9,56,2414,5.66,5.71,3.52\n\"51786\",0.72,\"Fair\",\"D\",\"VS2\",65.4,56,2414,5.68,5.6,3.69\n\"51787\",0.7,\"Premium\",\"F\",\"SI1\",60.8,58,2415,5.78,5.74,3.5\n\"51788\",0.74,\"Premium\",\"F\",\"SI1\",60.7,59,2415,5.85,5.82,3.54\n\"51789\",0.7,\"Fair\",\"H\",\"VS1\",65.8,56,2415,5.54,5.49,3.63\n\"51790\",0.7,\"Ideal\",\"G\",\"SI1\",60.9,57,2415,5.79,5.77,3.52\n\"51791\",0.7,\"Very Good\",\"I\",\"VVS2\",63.4,59,2415,5.6,5.57,3.54\n\"51792\",0.7,\"Very Good\",\"I\",\"VVS2\",63.3,55,2415,5.67,5.61,3.57\n\"51793\",0.7,\"Good\",\"E\",\"VS2\",64.2,60,2415,5.64,5.58,3.6\n\"51794\",0.7,\"Very Good\",\"I\",\"VVS2\",60.1,63,2415,5.81,5.74,3.47\n\"51795\",0.7,\"Ideal\",\"F\",\"SI1\",62,55,2415,5.72,5.7,3.54\n\"51796\",0.7,\"Premium\",\"E\",\"VS2\",63,61,2415,5.64,5.51,3.51\n\"51797\",0.7,\"Good\",\"F\",\"VS2\",63.9,53,2415,5.65,5.61,3.6\n\"51798\",0.7,\"Premium\",\"D\",\"VS2\",61.3,58,2415,5.72,5.67,3.48\n\"51799\",0.7,\"Premium\",\"G\",\"SI1\",62.6,60,2415,5.61,5.57,3.5\n\"51800\",0.75,\"Premium\",\"D\",\"SI2\",60.6,56,2415,5.94,5.9,3.59\n\"51801\",0.7,\"Premium\",\"H\",\"VS2\",60.7,59,2415,5.68,5.66,3.44\n\"51802\",0.7,\"Very Good\",\"H\",\"VS2\",63.4,60,2415,5.61,5.59,3.55\n\"51803\",0.7,\"Premium\",\"I\",\"VVS2\",62.4,61,2415,5.75,5.6,3.54\n\"51804\",0.7,\"Ideal\",\"D\",\"SI2\",62,57,2415,5.68,5.65,3.51\n\"51805\",0.7,\"Premium\",\"G\",\"SI1\",60.5,57,2415,5.75,5.68,3.46\n\"51806\",0.75,\"Premium\",\"G\",\"SI1\",60.4,58,2415,5.88,5.84,3.54\n\"51807\",0.71,\"Very Good\",\"F\",\"SI1\",63,55,2416,5.65,5.71,3.58\n\"51808\",0.71,\"Good\",\"E\",\"VS2\",63.2,57,2416,5.63,5.66,3.56\n\"51809\",0.72,\"Ideal\",\"E\",\"SI1\",60.9,57,2416,5.83,5.86,3.56\n\"51810\",0.71,\"Ideal\",\"D\",\"SI2\",62.3,56,2416,5.68,5.72,3.55\n\"51811\",0.71,\"Ideal\",\"D\",\"SI2\",61.5,55,2416,5.72,5.8,3.54\n\"51812\",0.71,\"Ideal\",\"F\",\"SI1\",61.6,56,2416,5.71,5.75,3.53\n\"51813\",1.01,\"Ideal\",\"I\",\"I1\",61.6,56,2416,6.45,6.43,3.97\n\"51814\",0.7,\"Ideal\",\"I\",\"SI1\",62.8,56,2417,5.63,5.68,3.55\n\"51815\",0.76,\"Very Good\",\"H\",\"SI2\",59.8,58,2418,5.94,5.96,3.56\n\"51816\",0.72,\"Premium\",\"H\",\"VS2\",61.6,57,2418,5.84,5.78,3.58\n\"51817\",0.64,\"Ideal\",\"F\",\"VS2\",62.3,56,2419,5.51,5.53,3.44\n\"51818\",0.64,\"Ideal\",\"F\",\"VS2\",61.1,56,2419,5.57,5.59,3.41\n\"51819\",0.5,\"Ideal\",\"F\",\"IF\",61.2,57,2419,5.11,5.15,3.14\n\"51820\",0.51,\"Premium\",\"E\",\"VVS2\",59.3,59,2419,5.25,5.17,3.09\n\"51821\",0.72,\"Ideal\",\"I\",\"VVS2\",62.2,54,2420,5.73,5.78,3.58\n\"51822\",0.71,\"Good\",\"E\",\"SI1\",63.1,59,2420,5.62,5.75,3.59\n\"51823\",0.71,\"Very Good\",\"E\",\"SI1\",62,55,2420,5.72,5.76,3.56\n\"51824\",0.79,\"Premium\",\"H\",\"SI1\",63,54,2420,5.9,5.86,3.69\n\"51825\",0.72,\"Ideal\",\"G\",\"SI2\",61.5,55,2420,5.79,5.82,3.57\n\"51826\",0.64,\"Ideal\",\"H\",\"IF\",60.5,57,2420,5.58,5.62,3.39\n\"51827\",0.7,\"Very Good\",\"I\",\"VVS1\",60.9,60,2421,5.68,5.71,3.47\n\"51828\",0.7,\"Very Good\",\"H\",\"VS1\",59.5,60,2421,5.74,5.76,3.42\n\"51829\",0.7,\"Very Good\",\"E\",\"SI1\",63.1,56,2421,5.62,5.69,3.57\n\"51830\",0.7,\"Ideal\",\"F\",\"SI2\",61.4,55,2421,5.73,5.77,3.53\n\"51831\",0.7,\"Good\",\"H\",\"VS1\",59.4,62,2421,5.71,5.74,3.4\n\"51832\",0.72,\"Good\",\"F\",\"SI1\",63.6,55,2421,5.71,5.64,3.61\n\"51833\",0.58,\"Ideal\",\"D\",\"VVS2\",63,56,2421,5.35,5.28,3.35\n\"51834\",0.7,\"Very Good\",\"H\",\"VS1\",62.1,56,2422,5.65,5.68,3.52\n\"51835\",0.76,\"Very Good\",\"G\",\"SI2\",62,57,2422,5.82,5.86,3.62\n\"51836\",0.72,\"Ideal\",\"F\",\"SI2\",62,55,2422,5.76,5.79,3.58\n\"51837\",0.72,\"Ideal\",\"F\",\"SI2\",61.2,54,2422,5.81,5.86,3.57\n\"51838\",0.72,\"Very Good\",\"G\",\"VS1\",63.5,55,2422,5.75,5.68,3.63\n\"51839\",0.78,\"Ideal\",\"I\",\"VS2\",60.9,57,2422,5.97,5.92,3.62\n\"51840\",0.9,\"Fair\",\"I\",\"SI2\",67.7,61,2422,6.04,5.86,4.03\n\"51841\",0.71,\"Very Good\",\"H\",\"VS1\",62.6,58,2423,5.72,5.75,3.59\n\"51842\",0.74,\"Very Good\",\"G\",\"SI2\",63.8,56,2423,5.7,5.74,3.65\n\"51843\",0.71,\"Very Good\",\"E\",\"SI2\",62.2,58,2423,5.65,5.7,3.53\n\"51844\",0.74,\"Ideal\",\"G\",\"SI2\",62.7,56,2423,5.75,5.8,3.62\n\"51845\",0.71,\"Ideal\",\"G\",\"SI1\",61.4,55,2423,5.75,5.79,3.54\n\"51846\",0.7,\"Good\",\"F\",\"SI1\",63.8,60,2423,5.63,5.6,3.58\n\"51847\",0.7,\"Premium\",\"F\",\"SI1\",62.9,59,2423,5.67,5.62,3.55\n\"51848\",0.7,\"Premium\",\"F\",\"SI1\",62.2,59,2423,5.73,5.69,3.55\n\"51849\",0.7,\"Ideal\",\"F\",\"SI1\",61.8,55,2423,5.75,5.71,3.54\n\"51850\",0.7,\"Premium\",\"F\",\"SI1\",61.3,59,2423,5.74,5.68,3.5\n\"51851\",0.7,\"Premium\",\"F\",\"SI1\",61.9,59,2423,5.71,5.69,3.53\n\"51852\",0.7,\"Very Good\",\"F\",\"SI1\",63.2,57,2423,5.68,5.62,3.57\n\"51853\",0.7,\"Ideal\",\"D\",\"SI2\",60.3,56,2423,5.77,5.73,3.47\n\"51854\",0.7,\"Premium\",\"D\",\"SI2\",59.5,60,2423,5.78,5.73,3.43\n\"51855\",0.7,\"Premium\",\"F\",\"SI1\",61,59,2423,5.75,5.69,3.49\n\"51856\",0.54,\"Ideal\",\"G\",\"VVS2\",61.4,55,2424,5.28,5.31,3.25\n\"51857\",0.79,\"Very Good\",\"I\",\"SI1\",62.5,57,2425,5.89,5.91,3.69\n\"51858\",0.76,\"Good\",\"G\",\"SI1\",57.7,63,2425,5.97,6.05,3.47\n\"51859\",0.77,\"Ideal\",\"I\",\"SI2\",61.6,57,2425,5.87,5.92,3.63\n\"51860\",0.76,\"Premium\",\"F\",\"SI2\",62.3,55,2425,5.88,5.84,3.65\n\"51861\",0.76,\"Premium\",\"H\",\"SI1\",60,60,2425,5.8,5.76,3.76\n\"51862\",0.52,\"Very Good\",\"D\",\"VVS2\",59.8,55,2426,5.28,5.35,3.18\n\"51863\",0.73,\"Very Good\",\"I\",\"VS2\",62.8,59,2426,5.72,5.75,3.6\n\"51864\",0.74,\"Very Good\",\"H\",\"SI1\",62.4,58,2426,5.71,5.76,3.58\n\"51865\",0.52,\"Ideal\",\"D\",\"VVS2\",62,56,2426,5.14,5.18,3.2\n\"51866\",0.52,\"Ideal\",\"D\",\"VVS2\",60.4,57,2426,5.25,5.28,3.18\n\"51867\",0.73,\"Ideal\",\"I\",\"VS2\",61.9,56,2426,5.77,5.82,3.59\n\"51868\",0.78,\"Ideal\",\"J\",\"VS1\",61.4,57,2426,5.9,5.93,3.63\n\"51869\",0.56,\"Fair\",\"E\",\"VVS2\",57.3,60,2426,5.5,5.57,3.17\n\"51870\",0.71,\"Very Good\",\"F\",\"SI1\",62.8,59,2427,5.62,5.66,3.54\n\"51871\",0.71,\"Ideal\",\"F\",\"SI1\",61.4,55,2427,5.75,5.82,3.55\n\"51872\",0.52,\"Ideal\",\"F\",\"IF\",60.3,60,2427,5.24,5.27,3.17\n\"51873\",0.67,\"Good\",\"E\",\"VS1\",60.4,65,2427,5.67,5.65,3.42\n\"51874\",0.7,\"Good\",\"H\",\"VVS2\",63.7,54,2427,5.72,5.62,3.61\n\"51875\",0.71,\"Very Good\",\"H\",\"VS1\",62.8,59,2428,5.61,5.7,3.55\n\"51876\",0.71,\"Good\",\"I\",\"VVS2\",63.1,58,2428,5.64,5.71,3.58\n\"51877\",0.71,\"Premium\",\"I\",\"VVS2\",61.9,60,2428,5.69,5.75,3.54\n\"51878\",0.71,\"Good\",\"G\",\"SI1\",63.6,56,2428,5.65,5.67,3.6\n\"51879\",0.71,\"Very Good\",\"H\",\"VS2\",59.2,63,2428,5.81,5.85,3.45\n\"51880\",0.71,\"Good\",\"I\",\"VVS2\",63.6,57,2428,5.66,5.69,3.61\n\"51881\",0.7,\"Good\",\"H\",\"VS2\",62.2,61.6,2428,5.63,5.66,3.51\n\"51882\",0.7,\"Very Good\",\"H\",\"VS2\",62.8,58,2429,5.67,5.7,3.57\n\"51883\",0.61,\"Very Good\",\"D\",\"VS1\",62.4,59.1,2429,5.42,5.45,3.39\n\"51884\",0.8,\"Premium\",\"G\",\"SI2\",61.8,58,2429,5.92,5.98,3.68\n\"51885\",0.8,\"Ideal\",\"G\",\"SI2\",62.1,57,2429,5.95,6.03,3.72\n\"51886\",0.56,\"Ideal\",\"E\",\"VVS2\",61.5,57,2429,5.27,5.34,3.26\n\"51887\",0.7,\"Ideal\",\"H\",\"VS2\",62.4,58,2429,5.67,5.71,3.55\n\"51888\",0.72,\"Premium\",\"D\",\"SI2\",60.5,60,2429,5.82,5.72,3.49\n\"51889\",0.73,\"Very Good\",\"H\",\"VS2\",61.3,60,2430,5.72,5.79,3.53\n\"51890\",0.78,\"Good\",\"D\",\"SI2\",57.5,63,2430,6.13,6.05,3.5\n\"51891\",0.52,\"Ideal\",\"E\",\"VVS2\",61.8,56,2430,5.15,5.18,3.19\n\"51892\",0.72,\"Ideal\",\"I\",\"VS1\",61.7,54.5,2430,5.77,5.8,3.57\n\"51893\",0.72,\"Ideal\",\"I\",\"VS1\",62.1,55,2430,5.73,5.76,3.56\n\"51894\",0.6,\"Very Good\",\"D\",\"VS1\",61.4,59,2431,5.41,5.44,3.33\n\"51895\",0.73,\"Ideal\",\"E\",\"SI2\",61.3,54,2431,5.8,5.88,3.58\n\"51896\",0.73,\"Ideal\",\"E\",\"SI2\",62.8,55,2431,5.73,5.76,3.61\n\"51897\",0.78,\"Ideal\",\"F\",\"SI2\",59.7,57,2431,6.01,5.98,3.58\n\"51898\",0.71,\"Very Good\",\"H\",\"VS2\",62.6,56,2432,5.68,5.72,3.57\n\"51899\",0.71,\"Very Good\",\"I\",\"VS1\",62.2,59,2432,5.7,5.74,3.56\n\"51900\",0.71,\"Ideal\",\"I\",\"VS1\",61.5,60,2432,5.7,5.74,3.52\n\"51901\",0.7,\"Very Good\",\"G\",\"VS2\",61.3,57,2433,5.66,5.7,3.48\n\"51902\",0.66,\"Premium\",\"E\",\"VS1\",60.8,59,2433,5.58,5.6,3.4\n\"51903\",0.53,\"Ideal\",\"E\",\"VVS2\",61.8,55,2433,5.16,5.19,3.2\n\"51904\",0.73,\"Very Good\",\"G\",\"SI1\",60.8,56,2434,5.82,5.85,3.55\n\"51905\",0.61,\"Ideal\",\"E\",\"VS2\",61.4,56,2434,5.47,5.51,3.37\n\"51906\",0.73,\"Ideal\",\"E\",\"SI2\",61,57,2434,5.81,5.87,3.56\n\"51907\",0.73,\"Ideal\",\"E\",\"SI2\",60.4,56,2434,5.81,5.89,3.54\n\"51908\",0.7,\"Good\",\"E\",\"SI2\",63.7,55,2435,5.63,5.58,3.57\n\"51909\",0.72,\"Ideal\",\"D\",\"SI2\",62.3,57,2435,5.75,5.8,3.6\n\"51910\",0.7,\"Premium\",\"H\",\"VS1\",60.2,56,2435,5.78,5.71,3.46\n\"51911\",0.81,\"Ideal\",\"H\",\"SI1\",62.1,54,2435,6,6.02,3.73\n\"51912\",0.73,\"Good\",\"F\",\"SI1\",64.3,59,2435,5.67,5.62,3.63\n\"51913\",0.71,\"Good\",\"D\",\"SI2\",63.3,55,2436,5.65,5.72,3.6\n\"51914\",0.71,\"Very Good\",\"F\",\"SI1\",62.3,60,2436,5.65,5.68,3.53\n\"51915\",0.71,\"Very Good\",\"F\",\"SI1\",61.8,58,2436,5.72,5.81,3.56\n\"51916\",0.7,\"Ideal\",\"E\",\"SI2\",62.3,58,2436,5.66,5.7,3.54\n\"51917\",0.7,\"Ideal\",\"I\",\"SI1\",61.8,57,2436,5.67,5.72,3.52\n\"51918\",0.7,\"Very Good\",\"G\",\"VS2\",59,60,2437,5.76,5.83,3.42\n\"51919\",0.7,\"Very Good\",\"G\",\"VS1\",62.5,58,2437,5.63,5.69,3.54\n\"51920\",0.7,\"Very Good\",\"F\",\"VS2\",60.5,58,2437,5.78,5.83,3.51\n\"51921\",0.7,\"Very Good\",\"F\",\"VS2\",62.7,57,2437,5.61,5.65,3.53\n\"51922\",0.7,\"Ideal\",\"G\",\"VS1\",62.7,57,2437,5.66,5.7,3.56\n\"51923\",0.71,\"Very Good\",\"E\",\"VS2\",63.2,57,2437,5.66,5.63,3.56\n\"51924\",0.5,\"Good\",\"E\",\"VVS2\",61.6,62,2437,5.04,5.09,3.12\n\"51925\",0.7,\"Fair\",\"E\",\"VS2\",65.7,55,2437,5.45,5.51,3.6\n\"51926\",0.9,\"Fair\",\"J\",\"SI1\",64.6,61,2438,5.92,5.87,3.81\n\"51927\",0.61,\"Ideal\",\"H\",\"IF\",62,54.4,2438,5.44,5.47,3.38\n\"51928\",0.93,\"Good\",\"J\",\"SI1\",63.7,54,2438,6.15,6.09,3.9\n\"51929\",0.96,\"Fair\",\"G\",\"SI2\",72.2,56,2438,6.01,5.81,4.28\n\"51930\",0.81,\"Ideal\",\"I\",\"SI1\",62.5,57,2439,5.98,5.92,3.72\n\"51931\",0.72,\"Very Good\",\"F\",\"SI1\",62.6,55,2440,5.71,5.76,3.59\n\"51932\",0.78,\"Good\",\"H\",\"VS2\",63.7,60,2440,5.77,5.73,3.66\n\"51933\",0.74,\"Ideal\",\"I\",\"VS1\",62.1,56,2440,5.75,5.82,3.59\n\"51934\",0.63,\"Ideal\",\"D\",\"VS1\",61.6,55,2440,5.52,5.55,3.41\n\"51935\",0.72,\"Ideal\",\"F\",\"SI1\",62.5,57,2440,5.65,5.74,3.56\n\"51936\",0.72,\"Ideal\",\"F\",\"SI1\",61.8,57,2440,5.68,5.74,3.53\n\"51937\",0.72,\"Ideal\",\"F\",\"SI1\",62.1,55,2440,5.73,5.8,3.58\n\"51938\",0.55,\"Ideal\",\"G\",\"IF\",60,57,2440,5.33,5.39,3.22\n\"51939\",0.72,\"Very Good\",\"I\",\"VS1\",63.7,57,2441,5.66,5.7,3.62\n\"51940\",0.72,\"Very Good\",\"I\",\"VS1\",63.8,59,2441,5.63,5.71,3.62\n\"51941\",0.73,\"Very Good\",\"E\",\"SI1\",58.6,57,2441,5.91,6,3.49\n\"51942\",0.7,\"Good\",\"F\",\"VS1\",64,57,2441,5.62,5.54,3.57\n\"51943\",0.7,\"Good\",\"F\",\"VS1\",63.7,57,2441,5.55,5.62,3.56\n\"51944\",0.7,\"Premium\",\"F\",\"SI1\",61.6,58,2441,5.7,5.73,3.52\n\"51945\",0.56,\"Ideal\",\"E\",\"VVS2\",62.6,54,2441,5.28,5.32,3.32\n\"51946\",0.72,\"Premium\",\"G\",\"VS2\",62.4,57,2441,5.73,5.72,3.57\n\"51947\",0.71,\"Premium\",\"E\",\"SI1\",59.1,60,2441,5.87,5.84,3.46\n\"51948\",0.71,\"Premium\",\"E\",\"SI1\",60.4,62,2441,5.72,5.67,3.44\n\"51949\",0.52,\"Ideal\",\"H\",\"IF\",61.4,56,2441,5.19,5.23,3.2\n\"51950\",0.71,\"Very Good\",\"E\",\"SI1\",63.1,59,2441,5.75,5.62,3.59\n\"51951\",0.7,\"Premium\",\"E\",\"SI2\",60.6,58,2442,5.78,5.73,3.49\n\"51952\",0.56,\"Very Good\",\"E\",\"VVS2\",60.5,57,2442,5.32,5.36,3.23\n\"51953\",0.56,\"Very Good\",\"E\",\"VVS2\",60.7,57,2442,5.31,5.36,3.24\n\"51954\",0.63,\"Ideal\",\"G\",\"VVS2\",62.6,56,2442,5.45,5.48,3.42\n\"51955\",0.57,\"Ideal\",\"E\",\"VVS2\",62.1,54.6,2442,5.31,5.35,3.31\n\"51956\",0.85,\"Ideal\",\"J\",\"VS2\",61.7,55,2442,6.08,6.11,3.76\n\"51957\",0.6,\"Ideal\",\"E\",\"VS1\",61.6,55,2442,5.43,5.48,3.36\n\"51958\",0.79,\"Ideal\",\"I\",\"SI1\",61.6,57,2442,5.94,6,3.68\n\"51959\",0.56,\"Ideal\",\"G\",\"IF\",62,56,2442,5.3,5.32,3.29\n\"51960\",0.56,\"Ideal\",\"G\",\"IF\",61.4,57,2442,5.29,5.32,3.26\n\"51961\",0.3,\"Ideal\",\"G\",\"VS2\",62.6,58,545,4.25,4.28,2.67\n\"51962\",0.3,\"Ideal\",\"G\",\"VS2\",61.6,57,545,4.3,4.33,2.66\n\"51963\",0.3,\"Ideal\",\"H\",\"VS1\",61.4,57,545,4.31,4.32,2.65\n\"51964\",0.3,\"Ideal\",\"H\",\"VS1\",62.1,56,545,4.28,4.32,2.67\n\"51965\",0.3,\"Ideal\",\"H\",\"VS1\",61.9,58,545,4.3,4.32,2.67\n\"51966\",0.3,\"Ideal\",\"H\",\"VS1\",62.2,57,545,4.28,4.31,2.67\n\"51967\",0.3,\"Ideal\",\"H\",\"VS1\",62.4,55,545,4.32,4.34,2.7\n\"51968\",0.3,\"Ideal\",\"G\",\"SI1\",62,55,545,4.28,4.3,2.66\n\"51969\",0.26,\"Ideal\",\"H\",\"IF\",62.1,55,545,4.09,4.13,2.55\n\"51970\",0.26,\"Ideal\",\"H\",\"IF\",61.2,57,545,4.13,4.16,2.53\n\"51971\",0.29,\"Good\",\"F\",\"SI1\",57.4,61,545,4.39,4.42,2.53\n\"51972\",0.33,\"Premium\",\"E\",\"SI1\",59.6,60,545,4.51,4.48,2.68\n\"51973\",0.26,\"Premium\",\"D\",\"VS1\",60,56,546,4.18,4.15,2.5\n\"51974\",0.24,\"Very Good\",\"F\",\"VVS2\",60.9,55,547,4.07,4.08,2.48\n\"51975\",0.26,\"Very Good\",\"E\",\"VVS2\",64.3,57,547,3.99,4.03,2.58\n\"51976\",0.26,\"Very Good\",\"F\",\"VVS1\",59,61,547,4.17,4.2,2.47\n\"51977\",0.26,\"Very Good\",\"E\",\"VVS1\",62.9,61,547,4.01,4.06,2.54\n\"51978\",0.26,\"Very Good\",\"E\",\"IF\",58.7,63,547,4.19,4.23,2.47\n\"51979\",0.32,\"Ideal\",\"H\",\"SI1\",61.9,54,547,4.39,4.43,2.73\n\"51980\",0.31,\"Ideal\",\"E\",\"SI1\",61.5,55,547,4.39,4.42,2.71\n\"51981\",0.3,\"Ideal\",\"D\",\"SI1\",61,58,547,4.32,4.33,2.64\n\"51982\",0.29,\"Premium\",\"G\",\"VS1\",62.1,59,547,4.25,4.22,2.63\n\"51983\",0.38,\"Good\",\"H\",\"SI2\",63.4,57,547,4.58,4.63,2.92\n\"51984\",0.25,\"Very Good\",\"F\",\"VVS2\",61.9,57,548,4.07,4.11,2.53\n\"51985\",0.25,\"Very Good\",\"F\",\"VVS2\",63,57,548,3.98,4.08,2.54\n\"51986\",0.25,\"Very Good\",\"F\",\"VVS2\",59.3,59,548,4.15,4.18,2.47\n\"51987\",0.25,\"Very Good\",\"E\",\"VVS2\",62.2,57,548,4.02,4.12,2.53\n\"51988\",0.25,\"Very Good\",\"E\",\"VVS2\",62.2,58,548,4.03,4.11,2.53\n\"51989\",0.25,\"Very Good\",\"E\",\"VVS2\",61.7,57,548,4.08,4.12,2.53\n\"51990\",0.25,\"Very Good\",\"E\",\"VVS2\",63.2,59,548,3.98,4,2.52\n\"51991\",0.56,\"Ideal\",\"G\",\"IF\",61.8,56,2442,5.28,5.34,3.28\n\"51992\",0.59,\"Fair\",\"F\",\"VS2\",64.4,56,2443,5.31,5.28,3.41\n\"51993\",0.66,\"Very Good\",\"E\",\"VS2\",63.3,56.3,2443,5.47,5.55,3.48\n\"51994\",0.72,\"Ideal\",\"H\",\"VS2\",62,56,2443,5.8,5.74,3.58\n\"51995\",0.71,\"Ideal\",\"G\",\"VS2\",62.9,56,2443,5.73,5.68,3.59\n\"51996\",0.71,\"Premium\",\"G\",\"VS2\",60.3,59,2443,5.79,5.76,3.48\n\"51997\",0.7,\"Good\",\"I\",\"VS1\",61.1,61,2443,5.65,5.7,3.47\n\"51998\",0.71,\"Premium\",\"G\",\"VS2\",63,54,2443,5.69,5.64,3.57\n\"51999\",0.76,\"Premium\",\"F\",\"SI1\",62.5,59,2443,5.79,5.77,3.61\n\"52000\",0.83,\"Very Good\",\"J\",\"VS2\",60.5,55,2444,6.08,6.11,3.69\n\"52001\",0.81,\"Very Good\",\"I\",\"VS2\",62.6,59.7,2444,5.86,5.92,3.69\n\"52002\",0.72,\"Very Good\",\"H\",\"VS2\",62.5,58,2444,5.67,5.73,3.56\n\"52003\",0.78,\"Premium\",\"F\",\"SI2\",62.7,56,2444,5.87,5.84,3.67\n\"52004\",0.7,\"Premium\",\"E\",\"SI1\",62,60,2444,5.72,5.67,3.53\n\"52005\",0.7,\"Premium\",\"E\",\"SI1\",60,62,2444,5.79,5.75,3.46\n\"52006\",0.7,\"Premium\",\"E\",\"SI1\",61.2,60,2444,5.71,5.69,3.49\n\"52007\",0.81,\"Ideal\",\"I\",\"VS2\",62.4,54.8,2444,5.98,6.01,3.75\n\"52008\",0.6,\"Ideal\",\"D\",\"VS2\",62,55,2444,5.39,5.42,3.35\n\"52009\",0.83,\"Ideal\",\"I\",\"SI2\",61.2,59,2444,6.03,6.06,3.7\n\"52010\",0.59,\"Ideal\",\"G\",\"IF\",62,54,2444,5.38,5.43,3.35\n\"52011\",0.78,\"Good\",\"F\",\"SI2\",62.7,61,2444,5.8,5.84,3.65\n\"52012\",0.7,\"Good\",\"D\",\"SI1\",59.9,63,2444,5.74,5.81,3.46\n\"52013\",0.85,\"Premium\",\"G\",\"SI2\",62,58,2444,6.08,6.04,3.76\n\"52014\",0.6,\"Premium\",\"G\",\"VVS1\",60,58,2444,5.53,5.43,3.29\n\"52015\",0.7,\"Very Good\",\"F\",\"SI1\",63.1,60,2445,5.62,5.63,3.55\n\"52016\",0.73,\"Very Good\",\"F\",\"SI1\",62.5,56,2445,5.69,5.73,3.57\n\"52017\",0.7,\"Ideal\",\"F\",\"SI1\",60.8,60,2445,5.74,5.78,3.5\n\"52018\",0.7,\"Good\",\"F\",\"SI1\",61.1,61,2445,5.68,5.71,3.48\n\"52019\",0.71,\"Ideal\",\"F\",\"SI2\",65.3,53,2445,5.64,5.58,3.67\n\"52020\",0.73,\"Very Good\",\"H\",\"VS1\",58.7,61,2446,5.9,5.95,3.48\n\"52021\",0.72,\"Good\",\"F\",\"SI1\",60.4,61,2446,5.75,5.8,3.49\n\"52022\",0.73,\"Premium\",\"F\",\"VS2\",58.9,60,2446,5.9,5.81,3.45\n\"52023\",0.57,\"Ideal\",\"E\",\"VVS2\",62,57,2447,5.29,5.33,3.29\n\"52024\",0.57,\"Ideal\",\"E\",\"VVS2\",61.5,56,2447,5.31,5.35,3.28\n\"52025\",0.53,\"Ideal\",\"F\",\"IF\",62.4,55,2447,5.2,5.19,3.24\n\"52026\",0.74,\"Premium\",\"G\",\"SI1\",59.6,59,2447,5.94,5.87,3.52\n\"52027\",0.74,\"Premium\",\"E\",\"SI2\",59,55,2447,6.03,5.94,3.53\n\"52028\",0.76,\"Good\",\"G\",\"SI1\",57.7,63,2447,6.05,5.97,3.47\n\"52029\",0.8,\"Premium\",\"F\",\"SI2\",61.4,58,2447,5.95,5.93,3.65\n\"52030\",0.71,\"Very Good\",\"I\",\"VVS2\",61.5,58,2448,5.73,5.81,3.55\n\"52031\",0.71,\"Very Good\",\"G\",\"SI1\",61.7,59,2448,5.72,5.78,3.55\n\"52032\",0.72,\"Ideal\",\"G\",\"SI2\",60.8,57,2449,5.79,5.82,3.52\n\"52033\",0.71,\"Good\",\"I\",\"VVS2\",63.6,57,2450,5.69,5.66,3.61\n\"52034\",0.71,\"Very Good\",\"I\",\"VVS2\",63.1,58,2450,5.71,5.64,3.58\n\"52035\",0.71,\"Premium\",\"I\",\"VVS2\",61.9,60,2450,5.75,5.69,3.54\n\"52036\",0.71,\"Very Good\",\"E\",\"VS2\",63.4,60,2450,5.71,5.67,3.61\n\"52037\",0.71,\"Very Good\",\"E\",\"VS2\",63.4,61,2450,5.6,5.57,3.54\n\"52038\",0.71,\"Premium\",\"G\",\"SI1\",58.9,62,2450,5.92,5.83,3.46\n\"52039\",0.71,\"Ideal\",\"I\",\"VVS1\",61.2,57,2450,5.79,5.76,3.53\n\"52040\",0.71,\"Good\",\"D\",\"SI1\",56.8,62,2450,5.93,5.89,3.37\n\"52041\",0.71,\"Very Good\",\"H\",\"VS2\",59.2,63,2450,5.85,5.81,3.45\n\"52042\",0.71,\"Premium\",\"E\",\"SI2\",62.6,58,2450,5.7,5.67,3.56\n\"52043\",0.71,\"Ideal\",\"H\",\"VS2\",60.9,55,2450,5.76,5.74,3.5\n\"52044\",0.74,\"Very Good\",\"H\",\"VS2\",62.9,57,2451,5.73,5.78,3.62\n\"52045\",0.76,\"Premium\",\"E\",\"SI2\",62.4,58,2451,5.83,5.86,3.65\n\"52046\",0.55,\"Very Good\",\"G\",\"VVS1\",61.5,55.1,2451,5.26,5.28,3.24\n\"52047\",0.73,\"Ideal\",\"I\",\"VVS2\",60.1,56,2451,5.88,5.86,3.53\n\"52048\",0.8,\"Premium\",\"G\",\"SI2\",61.4,56,2451,5.99,5.96,3.67\n\"52049\",0.8,\"Very Good\",\"G\",\"SI2\",63.1,59,2451,5.85,5.78,3.67\n\"52050\",0.72,\"Ideal\",\"G\",\"SI2\",61.3,56,2451,5.76,5.81,3.55\n\"52051\",0.79,\"Good\",\"I\",\"VS2\",58.5,62,2451,5.99,6.04,3.52\n\"52052\",0.72,\"Good\",\"I\",\"VS1\",61.3,63,2451,5.67,5.75,3.5\n\"52053\",0.72,\"Ideal\",\"I\",\"VVS2\",61.2,59,2452,5.75,5.79,3.53\n\"52054\",0.74,\"Premium\",\"F\",\"SI1\",58.7,58,2452,5.93,5.86,3.46\n\"52055\",0.71,\"Ideal\",\"D\",\"SI2\",61.9,56,2452,5.78,5.73,3.56\n\"52056\",1.02,\"Premium\",\"F\",\"I1\",59.6,59,2452,6.51,6.45,3.87\n\"52057\",0.7,\"Very Good\",\"H\",\"VS1\",62.5,61,2453,5.62,5.67,3.53\n\"52058\",0.7,\"Very Good\",\"H\",\"VS1\",61.2,55,2453,5.68,5.72,3.49\n\"52059\",0.7,\"Very Good\",\"F\",\"SI1\",59.2,60,2453,5.77,5.79,3.42\n\"52060\",0.7,\"Very Good\",\"E\",\"SI2\",60.4,59,2453,5.7,5.75,3.46\n\"52061\",0.7,\"Ideal\",\"E\",\"SI2\",62.1,56,2453,5.65,5.68,3.52\n\"52062\",0.75,\"Good\",\"E\",\"SI2\",63.8,55,2453,5.74,5.8,3.68\n\"52063\",0.7,\"Good\",\"E\",\"SI2\",63.5,56,2453,5.6,5.68,3.58\n\"52064\",0.7,\"Very Good\",\"E\",\"SI2\",62.8,59,2453,5.64,5.69,3.56\n\"52065\",0.73,\"Ideal\",\"I\",\"VS2\",61.7,55,2453,5.79,5.82,3.58\n\"52066\",0.7,\"Ideal\",\"F\",\"SI1\",62.6,57,2453,5.59,5.62,3.51\n\"52067\",0.79,\"Ideal\",\"G\",\"SI2\",60.8,57,2453,5.99,5.96,3.63\n\"52068\",0.71,\"Very Good\",\"G\",\"VS2\",63.5,57,2454,5.61,5.64,3.57\n\"52069\",0.54,\"Ideal\",\"F\",\"VVS2\",62,55,2454,5.24,5.25,3.25\n\"52070\",0.5,\"Ideal\",\"D\",\"VS1\",60.6,57,2454,5.15,5.18,3.13\n\"52071\",0.96,\"Premium\",\"I\",\"SI2\",59.1,62,2454,6.48,6.38,3.79\n\"52072\",0.71,\"Very Good\",\"E\",\"SI1\",61.9,56,2455,5.68,5.72,3.53\n\"52073\",0.81,\"Ideal\",\"J\",\"VS2\",62.1,56,2455,5.94,5.97,3.7\n\"52074\",0.73,\"Ideal\",\"F\",\"SI2\",62.5,56,2455,5.73,5.75,3.59\n\"52075\",0.7,\"Very Good\",\"F\",\"VS2\",63.4,56,2455,5.69,5.63,3.59\n\"52076\",0.71,\"Very Good\",\"I\",\"VVS1\",63,58,2456,5.68,5.72,3.59\n\"52077\",0.71,\"Very Good\",\"I\",\"VVS1\",63.5,57,2456,5.65,5.68,3.6\n\"52078\",0.75,\"Ideal\",\"G\",\"SI1\",62.2,57,2456,5.8,5.84,3.62\n\"52079\",0.82,\"Premium\",\"G\",\"SI2\",62.3,58,2456,5.96,5.98,3.72\n\"52080\",0.53,\"Ideal\",\"E\",\"VVS2\",60.5,57,2456,5.24,5.28,3.18\n\"52081\",0.78,\"Ideal\",\"J\",\"VS2\",62.3,55,2456,5.88,5.91,3.67\n\"52082\",0.72,\"Ideal\",\"F\",\"SI2\",61.8,57,2456,5.75,5.78,3.56\n\"52083\",0.84,\"Ideal\",\"J\",\"VS1\",62,55,2456,6.07,6.06,3.76\n\"52084\",0.77,\"Good\",\"H\",\"SI1\",57.2,65,2457,6.08,6.02,3.46\n\"52085\",0.77,\"Premium\",\"H\",\"SI1\",60.9,60,2457,5.89,5.87,3.58\n\"52086\",0.77,\"Premium\",\"H\",\"SI1\",61.6,60,2457,5.91,5.87,3.59\n\"52087\",0.72,\"Ideal\",\"D\",\"SI2\",62.3,57,2457,5.8,5.75,3.6\n\"52088\",0.71,\"Premium\",\"F\",\"SI1\",62.3,57,2458,5.73,5.66,3.55\n\"52089\",0.71,\"Ideal\",\"E\",\"SI2\",61.9,56,2458,5.73,5.76,3.56\n\"52090\",0.72,\"Ideal\",\"H\",\"SI1\",62.2,58,2458,5.72,5.76,3.57\n\"52091\",0.71,\"Premium\",\"F\",\"SI1\",62.3,60,2458,5.68,5.65,3.53\n\"52092\",0.71,\"Very Good\",\"D\",\"SI2\",63.3,55,2458,5.72,5.65,3.6\n\"52093\",0.71,\"Fair\",\"F\",\"SI1\",59.8,70,2458,5.89,5.72,3.48\n\"52094\",0.75,\"Ideal\",\"F\",\"SI2\",62.4,56,2458,5.84,5.79,3.63\n\"52095\",0.74,\"Very Good\",\"I\",\"VS2\",60.9,56,2459,5.83,5.86,3.56\n\"52096\",0.7,\"Very Good\",\"E\",\"SI1\",62.6,56,2459,5.65,5.69,3.55\n\"52097\",0.81,\"Ideal\",\"G\",\"SI2\",61.7,57,2459,5.98,6.01,3.7\n\"52098\",0.7,\"Premium\",\"F\",\"VS2\",61.2,59,2459,5.73,5.68,3.49\n\"52099\",0.7,\"Premium\",\"G\",\"VS1\",58.3,58,2459,5.9,5.86,3.43\n\"52100\",0.74,\"Ideal\",\"I\",\"VS2\",61.5,57,2459,5.81,5.86,3.59\n\"52101\",0.55,\"Ideal\",\"D\",\"VS2\",60.2,56,2459,5.33,5.38,3.22\n\"52102\",0.69,\"Ideal\",\"F\",\"SI1\",61.3,55,2459,5.72,5.74,3.51\n\"52103\",0.7,\"Ideal\",\"E\",\"SI1\",62.3,57,2459,5.67,5.7,3.54\n\"52104\",0.7,\"Good\",\"E\",\"SI1\",61.7,59,2459,5.62,5.66,3.48\n\"52105\",0.8,\"Very Good\",\"F\",\"SI2\",61,60,2460,5.95,5.98,3.64\n\"52106\",0.47,\"Ideal\",\"D\",\"VVS1\",62.1,55,2460,4.98,5.01,3.1\n\"52107\",0.47,\"Ideal\",\"D\",\"VVS1\",62,54,2460,4.99,5.01,3.1\n\"52108\",0.7,\"Ideal\",\"G\",\"SI1\",60.5,57,2460,5.74,5.79,3.49\n\"52109\",0.61,\"Ideal\",\"H\",\"IF\",59.4,59,2461,5.55,5.59,3.31\n\"52110\",0.7,\"Good\",\"D\",\"SI2\",59.3,60,2461,5.74,5.8,3.42\n\"52111\",0.91,\"Premium\",\"F\",\"SI2\",60.5,59,2461,6.21,6.19,3.75\n\"52112\",0.91,\"Good\",\"F\",\"SI2\",56.9,62,2461,6.51,6.45,3.69\n\"52113\",0.71,\"Very Good\",\"G\",\"VS2\",63.1,56,2462,5.58,5.77,3.58\n\"52114\",0.75,\"Very Good\",\"G\",\"SI1\",62.3,59,2462,5.77,5.81,3.61\n\"52115\",0.72,\"Very Good\",\"H\",\"VS2\",61.4,57,2462,5.75,5.79,3.54\n\"52116\",0.56,\"Ideal\",\"F\",\"VVS2\",61.9,56,2462,5.29,5.32,3.28\n\"52117\",0.71,\"Ideal\",\"I\",\"VVS2\",60.6,57,2463,5.73,5.78,3.49\n\"52118\",0.74,\"Very Good\",\"H\",\"VS2\",59.9,57,2463,5.87,5.91,3.53\n\"52119\",0.75,\"Very Good\",\"F\",\"SI1\",60.6,60,2463,5.88,5.91,3.57\n\"52120\",0.56,\"Ideal\",\"E\",\"VVS2\",62.6,54,2463,5.32,5.28,3.32\n\"52121\",0.7,\"Premium\",\"F\",\"SI1\",61.6,58,2463,5.73,5.7,3.52\n\"52122\",0.7,\"Premium\",\"E\",\"SI2\",60.8,59,2463,5.75,5.7,3.48\n\"52123\",0.7,\"Very Good\",\"G\",\"VS2\",63.3,56,2464,5.59,5.66,3.56\n\"52124\",0.7,\"Very Good\",\"E\",\"SI2\",61.5,59,2464,5.7,5.74,3.52\n\"52125\",0.91,\"Premium\",\"E\",\"I1\",59.6,59,2464,6.29,6.32,3.76\n\"52126\",0.74,\"Ideal\",\"E\",\"SI2\",61.9,56,2464,5.8,5.83,3.6\n\"52127\",0.76,\"Ideal\",\"G\",\"SI2\",62.7,56,2466,5.81,5.86,3.66\n\"52128\",0.72,\"Ideal\",\"F\",\"SI2\",61.1,59,2466,5.74,5.79,3.52\n\"52129\",0.6,\"Ideal\",\"G\",\"VVS2\",61.3,56,2467,5.43,5.46,3.34\n\"52130\",0.75,\"Very 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Good\",\"H\",\"VS1\",63.3,59,2484,5.62,5.66,3.57\n\"52225\",0.75,\"Premium\",\"H\",\"VS2\",60.8,57,2484,5.9,5.87,3.58\n\"52226\",0.8,\"Premium\",\"G\",\"SI2\",62.1,55,2484,5.96,5.9,3.68\n\"52227\",0.8,\"Good\",\"G\",\"SI2\",63.7,58,2484,5.88,5.83,3.73\n\"52228\",0.7,\"Ideal\",\"H\",\"VS1\",61.9,55,2484,5.66,5.72,3.52\n\"52229\",0.8,\"Premium\",\"G\",\"SI2\",59.7,62,2484,6.02,5.98,3.58\n\"52230\",0.75,\"Premium\",\"D\",\"SI1\",61.3,59,2484,5.89,5.82,3.59\n\"52231\",0.6,\"Fair\",\"F\",\"VVS2\",60.1,66,2484,5.48,5.44,3.28\n\"52232\",0.72,\"Premium\",\"H\",\"VS2\",61.4,57,2484,5.79,5.75,3.54\n\"52233\",0.72,\"Premium\",\"D\",\"SI2\",60.3,58,2484,5.81,5.76,3.49\n\"52234\",0.73,\"Very Good\",\"F\",\"SI2\",58,61,2485,5.94,5.99,3.46\n\"52235\",0.6,\"Very Good\",\"G\",\"VVS1\",60,58,2485,5.53,5.43,3.29\n\"52236\",0.57,\"Very Good\",\"E\",\"VVS2\",60,61,2485,5.36,5.44,3.24\n\"52237\",0.8,\"Very 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Good\",\"G\",\"SI2\",62.9,56.9,2493,5.89,5.96,3.73\n\"52281\",0.72,\"Ideal\",\"I\",\"VVS1\",62.9,57,2493,5.68,5.77,3.6\n\"52282\",0.84,\"Ideal\",\"J\",\"SI1\",61.8,56,2493,6.04,6.07,3.74\n\"52283\",0.85,\"Fair\",\"I\",\"SI1\",65.8,65,2493,5.88,5.79,3.84\n\"52284\",0.59,\"Very Good\",\"E\",\"VVS2\",61.7,59,2494,5.37,5.36,3.31\n\"52285\",0.71,\"Good\",\"E\",\"SI1\",63.2,57,2494,5.67,5.72,3.6\n\"52286\",0.71,\"Good\",\"F\",\"VS2\",63.6,58,2494,5.67,5.62,3.59\n\"52287\",0.71,\"Very Good\",\"G\",\"VS1\",63.3,56,2494,5.67,5.64,3.58\n\"52288\",0.71,\"Ideal\",\"E\",\"SI1\",61.7,56,2494,5.74,5.77,3.55\n\"52289\",0.58,\"Good\",\"F\",\"VVS2\",62.2,61,2494,5.37,5.44,3.36\n\"52290\",0.71,\"Very Good\",\"I\",\"VVS2\",62.5,57,2495,5.68,5.74,3.57\n\"52291\",0.25,\"Very Good\",\"E\",\"VVS2\",62.2,61,548,3.98,4.03,2.49\n\"52292\",0.25,\"Very Good\",\"D\",\"VVS2\",62.1,57,548,4.02,4.07,2.51\n\"52293\",0.25,\"Very Good\",\"D\",\"VVS2\",62,61,548,3.99,4.04,2.49\n\"52294\",0.25,\"Very Good\",\"D\",\"VVS2\",61.1,59,548,4.03,4.05,2.47\n\"52295\",0.25,\"Very Good\",\"D\",\"VVS2\",62.8,56,548,4,4.03,2.52\n\"52296\",0.25,\"Very Good\",\"F\",\"VVS1\",64.2,58,548,3.96,4.01,2.56\n\"52297\",0.25,\"Very Good\",\"E\",\"VVS1\",57.7,62,548,4.16,4.19,2.41\n\"52298\",0.25,\"Very Good\",\"E\",\"VVS1\",62.6,57,548,3.98,4.01,2.5\n\"52299\",0.32,\"Very Good\",\"G\",\"VS2\",59.9,59,548,4.46,4.48,2.67\n\"52300\",0.25,\"Very Good\",\"F\",\"IF\",59.4,62,548,4.12,4.13,2.45\n\"52301\",0.32,\"Ideal\",\"I\",\"VVS2\",61.2,56,548,4.41,4.45,2.71\n\"52302\",0.23,\"Ideal\",\"E\",\"VS2\",61.7,55,548,3.98,4,2.46\n\"52303\",0.23,\"Ideal\",\"E\",\"VS2\",61.8,54,548,3.94,3.96,2.44\n\"52304\",0.23,\"Ideal\",\"F\",\"VS1\",61.4,55,548,3.96,3.99,2.44\n\"52305\",0.23,\"Ideal\",\"F\",\"VS1\",61.1,56,548,3.97,3.99,2.43\n\"52306\",0.25,\"Good\",\"D\",\"VVS2\",57.5,61,548,4.16,4.19,2.4\n\"52307\",0.32,\"Good\",\"G\",\"VS1\",60.8,62,548,4.4,4.45,2.69\n\"52308\",0.29,\"Premium\",\"E\",\"SI1\",58.4,60,548,4.34,4.32,2.53\n\"52309\",0.31,\"Ideal\",\"D\",\"SI1\",61.9,57,548,4.36,4.39,2.71\n\"52310\",0.31,\"Ideal\",\"D\",\"SI1\",62.3,56,548,4.32,4.35,2.7\n\"52311\",0.23,\"Very Good\",\"D\",\"VVS2\",58.9,60,549,4.03,3.95,2.35\n\"52312\",0.38,\"Very Good\",\"I\",\"VS2\",62.4,56,549,4.65,4.58,2.88\n\"52313\",0.3,\"Ideal\",\"F\",\"SI1\",61.4,55,550,4.31,4.34,2.65\n\"52314\",0.3,\"Ideal\",\"F\",\"SI1\",60.9,55,550,4.34,4.38,2.66\n\"52315\",0.23,\"Premium\",\"G\",\"VVS2\",58.1,59,550,4.09,4.03,2.36\n\"52316\",0.32,\"Premium\",\"D\",\"SI1\",62.2,60,550,4.34,4.37,2.71\n\"52317\",0.32,\"Good\",\"D\",\"SI1\",63.8,55,550,4.35,4.36,2.78\n\"52318\",0.33,\"Very Good\",\"F\",\"SI1\",59.9,61,550,4.44,4.47,2.67\n\"52319\",0.33,\"Premium\",\"F\",\"SI1\",60.9,59,550,4.42,4.45,2.7\n\"52320\",0.33,\"Very Good\",\"F\",\"SI1\",62.8,58,550,4.4,4.42,2.77\n\"52321\",0.5,\"Very Good\",\"E\",\"VVS1\",60.1,56,2495,5.16,5.19,3.11\n\"52322\",0.71,\"Very Good\",\"H\",\"VS2\",61.6,60,2495,5.7,5.73,3.52\n\"52323\",0.8,\"Ideal\",\"F\",\"SI2\",62,57,2495,5.96,5.98,3.7\n\"52324\",0.7,\"Premium\",\"G\",\"VS1\",59.3,62,2496,5.8,5.74,3.42\n\"52325\",0.7,\"Very Good\",\"E\",\"SI1\",61.9,60,2496,5.6,5.67,3.49\n\"52326\",0.7,\"Good\",\"E\",\"SI1\",63.2,57,2496,5.61,5.63,3.55\n\"52327\",0.73,\"Ideal\",\"I\",\"VVS2\",62.3,55,2496,5.76,5.77,3.59\n\"52328\",0.73,\"Premium\",\"I\",\"VVS2\",60.6,58,2496,5.78,5.84,3.52\n\"52329\",0.73,\"Premium\",\"H\",\"VS2\",61,58,2496,5.76,5.84,3.54\n\"52330\",0.75,\"Premium\",\"H\",\"VS2\",59.1,58,2496,5.93,6.02,3.53\n\"52331\",0.73,\"Premium\",\"I\",\"VVS2\",61.5,58,2496,5.73,5.78,3.54\n\"52332\",0.78,\"Ideal\",\"G\",\"SI1\",61,57,2496,5.94,5.99,3.64\n\"52333\",0.56,\"Premium\",\"E\",\"VVS2\",59.2,56,2496,5.49,5.39,3.22\n\"52334\",0.7,\"Premium\",\"E\",\"VS2\",61.1,58,2496,5.78,5.7,3.51\n\"52335\",0.7,\"Good\",\"G\",\"VS2\",63.8,55,2496,5.66,5.59,3.59\n\"52336\",0.74,\"Ideal\",\"H\",\"VS2\",62.5,54,2497,5.76,5.82,3.62\n\"52337\",0.72,\"Good\",\"H\",\"VS2\",61.8,61,2497,5.68,5.75,3.53\n\"52338\",0.75,\"Good\",\"E\",\"SI2\",59.7,62,2497,5.85,5.88,3.5\n\"52339\",0.7,\"Very Good\",\"G\",\"VS1\",63.1,57,2497,5.7,5.61,3.57\n\"52340\",0.7,\"Very Good\",\"H\",\"VS2\",62.9,57,2498,5.6,5.66,3.54\n\"52341\",0.71,\"Premium\",\"H\",\"VVS2\",61.9,59,2498,5.73,5.7,3.54\n\"52342\",0.73,\"Premium\",\"D\",\"SI1\",60.5,58,2498,5.85,5.82,3.53\n\"52343\",0.72,\"Ideal\",\"I\",\"VS1\",61.4,58,2498,5.73,5.77,3.53\n\"52344\",0.7,\"Good\",\"E\",\"SI1\",57.5,62,2498,5.81,5.85,3.35\n\"52345\",0.72,\"Fair\",\"E\",\"SI1\",56.9,61,2498,5.91,5.97,3.38\n\"52346\",0.79,\"Premium\",\"H\",\"SI1\",60.1,60,2498,6.04,5.98,3.61\n\"52347\",0.55,\"Very Good\",\"E\",\"VVS2\",60.6,56,2499,5.33,5.36,3.24\n\"52348\",0.55,\"Ideal\",\"E\",\"VVS2\",61.4,56,2499,5.28,5.31,3.25\n\"52349\",0.7,\"Ideal\",\"H\",\"SI1\",61.8,53,2499,5.71,5.74,3.54\n\"52350\",0.82,\"Premium\",\"H\",\"SI2\",59.5,62,2499,6.13,6.07,3.63\n\"52351\",0.75,\"Very Good\",\"F\",\"SI1\",62.1,57,2500,5.82,5.88,3.63\n\"52352\",0.7,\"Fair\",\"H\",\"VVS2\",65.8,58,2500,5.49,5.42,3.59\n\"52353\",0.51,\"Very Good\",\"E\",\"VVS1\",59.9,57,2501,5.22,5.24,3.14\n\"52354\",0.7,\"Very Good\",\"G\",\"VS2\",59.6,60,2501,5.71,5.8,3.43\n\"52355\",0.77,\"Very Good\",\"I\",\"VS1\",62.6,55,2501,5.85,5.9,3.68\n\"52356\",0.72,\"Ideal\",\"G\",\"SI2\",61.8,56,2501,5.72,5.76,3.55\n\"52357\",0.74,\"Ideal\",\"E\",\"SI2\",59.2,59,2501,5.92,5.97,3.52\n\"52358\",0.74,\"Ideal\",\"E\",\"SI2\",61.7,57,2501,5.78,5.82,3.58\n\"52359\",0.62,\"Ideal\",\"H\",\"IF\",60.5,58,2501,5.48,5.52,3.33\n\"52360\",0.75,\"Premium\",\"F\",\"SI2\",62.2,58,2501,5.87,5.8,3.57\n\"52361\",0.8,\"Very Good\",\"H\",\"SI2\",63.4,58,2502,5.87,5.84,3.71\n\"52362\",0.71,\"Very Good\",\"I\",\"SI1\",60,56,2502,5.86,5.83,3.51\n\"52363\",0.54,\"Ideal\",\"E\",\"VVS2\",61.1,56,2502,5.26,5.31,3.22\n\"52364\",0.54,\"Good\",\"E\",\"VVS2\",60.1,61,2502,5.3,5.38,3.21\n\"52365\",0.73,\"Very Good\",\"F\",\"VS2\",58.9,60,2503,5.9,5.81,3.45\n\"52366\",0.63,\"Ideal\",\"E\",\"VS1\",61.5,56,2503,5.5,5.53,3.39\n\"52367\",0.9,\"Good\",\"I\",\"SI2\",64,55,2503,6.11,6.05,3.89\n\"52368\",0.81,\"Very Good\",\"H\",\"SI2\",62.1,56,2504,5.95,5.99,3.71\n\"52369\",0.73,\"Premium\",\"F\",\"SI1\",61.9,60,2504,5.78,5.81,3.59\n\"52370\",0.73,\"Ideal\",\"D\",\"SI2\",62.4,56,2504,5.72,5.75,3.58\n\"52371\",0.7,\"Premium\",\"F\",\"SI1\",62.1,58,2504,5.64,5.7,3.52\n\"52372\",0.52,\"Ideal\",\"F\",\"IF\",60.3,57,2504,5.23,5.28,3.17\n\"52373\",0.74,\"Very Good\",\"G\",\"SI2\",60.3,57,2505,5.85,5.87,3.54\n\"52374\",0.72,\"Very Good\",\"H\",\"SI1\",60.3,55,2505,5.84,5.85,3.52\n\"52375\",0.54,\"Premium\",\"D\",\"VVS2\",62,59,2505,5.17,5.22,3.22\n\"52376\",0.71,\"Very Good\",\"F\",\"SI1\",59,61,2505,5.84,5.88,3.46\n\"52377\",0.71,\"Ideal\",\"D\",\"SI2\",61,56,2505,5.77,5.8,3.53\n\"52378\",0.44,\"Ideal\",\"G\",\"IF\",61.6,55,2506,4.9,4.93,3.03\n\"52379\",0.7,\"Very Good\",\"G\",\"VS2\",60.6,60,2507,5.67,5.78,3.47\n\"52380\",0.7,\"Very Good\",\"G\",\"VS2\",61.9,55,2507,5.63,5.71,3.51\n\"52381\",0.7,\"Very Good\",\"G\",\"VS2\",62.7,57,2507,5.65,5.7,3.56\n\"52382\",0.7,\"Very Good\",\"F\",\"VS2\",63,58,2507,5.59,5.62,3.53\n\"52383\",0.62,\"Ideal\",\"G\",\"VVS2\",62.6,57,2507,5.42,5.47,3.41\n\"52384\",0.57,\"Ideal\",\"E\",\"VVS2\",61,57,2507,5.37,5.36,3.27\n\"52385\",0.7,\"Ideal\",\"G\",\"VS2\",60.8,57,2507,5.67,5.74,3.47\n\"52386\",0.79,\"Ideal\",\"I\",\"SI1\",61.2,55,2507,5.95,5.98,3.65\n\"52387\",0.57,\"Premium\",\"E\",\"VVS2\",60,61,2507,5.44,5.36,3.24\n\"52388\",0.8,\"Premium\",\"I\",\"SI1\",60.9,60,2507,6.01,5.95,3.64\n\"52389\",0.57,\"Ideal\",\"F\",\"VVS1\",60.7,57,2507,5.39,5.36,3.26\n\"52390\",0.7,\"Very Good\",\"H\",\"VS2\",57.9,62,2508,5.8,5.9,3.39\n\"52391\",0.71,\"Very Good\",\"D\",\"SI1\",63.1,56,2508,5.66,5.62,3.56\n\"52392\",0.62,\"Ideal\",\"D\",\"VS1\",61.9,57,2508,5.47,5.55,3.41\n\"52393\",0.58,\"Ideal\",\"G\",\"IF\",60.9,57,2508,5.39,5.46,3.3\n\"52394\",0.82,\"Fair\",\"F\",\"SI2\",56.7,70,2508,6.28,6.16,3.53\n\"52395\",0.7,\"Very Good\",\"D\",\"SI1\",63.2,55,2509,5.62,5.65,3.56\n\"52396\",0.58,\"Ideal\",\"F\",\"VVS2\",62,56,2509,5.32,5.36,3.31\n\"52397\",0.58,\"Ideal\",\"F\",\"VVS2\",62.2,56,2509,5.32,5.35,3.32\n\"52398\",0.6,\"Ideal\",\"G\",\"VVS1\",61.5,56,2509,5.44,5.47,3.35\n\"52399\",0.56,\"Ideal\",\"G\",\"VVS2\",61,57,2510,5.32,5.36,3.26\n\"52400\",0.73,\"Premium\",\"E\",\"SI1\",61.8,59,2510,5.8,5.73,3.56\n\"52401\",0.56,\"Ideal\",\"F\",\"VVS1\",62.1,56,2510,5.29,5.3,3.29\n\"52402\",0.65,\"Premium\",\"G\",\"VVS1\",59.3,57,2510,5.59,5.47,3.28\n\"52403\",0.71,\"Very Good\",\"E\",\"SI1\",63.1,58,2511,5.65,5.69,3.58\n\"52404\",0.72,\"Ideal\",\"I\",\"VS2\",62.2,56,2511,5.69,5.75,3.56\n\"52405\",0.6,\"Good\",\"E\",\"VVS2\",64.2,55,2511,5.31,5.34,3.42\n\"52406\",0.71,\"Good\",\"E\",\"SI1\",60.8,62,2511,5.7,5.74,3.48\n\"52407\",0.71,\"Ideal\",\"E\",\"SI2\",59.5,57,2511,5.87,5.82,3.48\n\"52408\",0.71,\"Ideal\",\"G\",\"VS2\",62.5,57,2511,5.72,5.68,3.56\n\"52409\",0.71,\"Ideal\",\"G\",\"VS2\",61.7,57,2511,5.75,5.72,3.54\n\"52410\",0.71,\"Ideal\",\"E\",\"SI2\",65.5,55,2511,5.62,5.56,3.66\n\"52411\",0.52,\"Ideal\",\"E\",\"VS1\",61.4,57,2512,5.21,5.18,3.19\n\"52412\",0.7,\"Very Good\",\"G\",\"VS1\",60.8,56,2512,5.72,5.76,3.49\n\"52413\",0.7,\"Premium\",\"G\",\"VS1\",61,59,2512,5.68,5.77,3.49\n\"52414\",0.7,\"Ideal\",\"G\",\"VS1\",60.6,57,2512,5.7,5.75,3.47\n\"52415\",0.7,\"Premium\",\"G\",\"VS1\",61.4,59,2512,5.59,5.74,3.51\n\"52416\",0.7,\"Premium\",\"G\",\"VS1\",62.6,60,2512,5.58,5.66,3.52\n\"52417\",0.7,\"Good\",\"D\",\"SI1\",63.6,60,2512,5.59,5.51,3.51\n\"52418\",0.82,\"Premium\",\"G\",\"SI2\",60.7,61,2512,6.01,5.98,3.64\n\"52419\",0.74,\"Premium\",\"E\",\"SI2\",58.8,60,2512,5.93,5.91,3.48\n\"52420\",0.82,\"Good\",\"G\",\"SI2\",63.8,60,2512,5.89,5.84,3.74\n\"52421\",0.78,\"Very Good\",\"E\",\"SI2\",60,63,2512,5.99,5.95,3.58\n\"52422\",0.7,\"Premium\",\"D\",\"SI1\",61.2,58,2512,5.74,5.7,3.5\n\"52423\",1.3,\"Fair\",\"H\",\"I1\",64.4,57,2512,6.93,6.86,4.44\n\"52424\",0.77,\"Very Good\",\"I\",\"VS2\",63.2,58,2513,5.79,5.85,3.68\n\"52425\",0.77,\"Very Good\",\"H\",\"VS2\",63,57,2513,5.79,5.87,3.67\n\"52426\",0.7,\"Very Good\",\"G\",\"VS2\",58.2,59,2513,5.87,5.95,3.44\n\"52427\",0.73,\"Ideal\",\"I\",\"VVS2\",61.9,55,2513,5.8,5.84,3.6\n\"52428\",0.75,\"Very Good\",\"H\",\"VS1\",59.3,59,2513,5.87,6,3.52\n\"52429\",0.7,\"Very Good\",\"I\",\"VVS1\",61.2,58,2513,5.65,5.72,3.48\n\"52430\",0.7,\"Premium\",\"I\",\"VVS1\",61.2,59,2513,5.65,5.69,3.47\n\"52431\",0.7,\"Very Good\",\"E\",\"VS2\",61.7,60,2513,5.67,5.7,3.51\n\"52432\",0.7,\"Very Good\",\"H\",\"VS2\",63,55.4,2513,5.67,5.7,3.58\n\"52433\",0.7,\"Ideal\",\"I\",\"VVS1\",62.3,55,2513,5.64,5.7,3.53\n\"52434\",0.7,\"Very Good\",\"E\",\"VS2\",62.6,56,2513,5.65,5.69,3.55\n\"52435\",0.7,\"Very Good\",\"I\",\"VVS1\",62.9,58,2513,5.65,5.67,3.56\n\"52436\",0.7,\"Premium\",\"I\",\"VVS1\",59.1,60,2513,5.77,5.8,3.42\n\"52437\",0.7,\"Premium\",\"H\",\"VVS2\",62.1,58,2513,5.66,5.71,3.53\n\"52438\",0.63,\"Ideal\",\"E\",\"VS2\",60.8,57,2513,5.53,5.55,3.37\n\"52439\",0.63,\"Ideal\",\"E\",\"VS2\",61.5,56,2513,5.48,5.54,3.39\n\"52440\",0.71,\"Ideal\",\"G\",\"SI1\",62.1,54,2513,5.72,5.77,3.57\n\"52441\",0.71,\"Ideal\",\"G\",\"SI1\",62.1,54,2513,5.72,5.75,3.56\n\"52442\",0.7,\"Very Good\",\"E\",\"SI2\",62.6,57,2514,5.64,5.67,3.54\n\"52443\",0.72,\"Ideal\",\"D\",\"SI2\",61.1,58,2514,5.76,5.79,3.53\n\"52444\",0.72,\"Ideal\",\"F\",\"SI1\",62.4,57,2514,5.71,5.74,3.57\n\"52445\",0.53,\"Premium\",\"E\",\"VVS1\",60.8,59,2514,5.23,5.17,3.16\n\"52446\",0.53,\"Premium\",\"D\",\"VVS2\",62.7,60,2514,5.19,5.12,3.23\n\"52447\",0.71,\"Very Good\",\"G\",\"SI1\",61.6,61,2515,5.7,5.72,3.52\n\"52448\",0.78,\"Very Good\",\"F\",\"SI2\",63,57,2515,5.85,5.9,3.7\n\"52449\",0.59,\"Premium\",\"D\",\"VVS2\",62.6,58,2515,5.34,5.4,3.36\n\"52450\",0.71,\"Premium\",\"G\",\"VS2\",62.8,58,2515,5.74,5.69,3.59\n\"52451\",0.71,\"Ideal\",\"G\",\"VS2\",62.4,57,2515,5.69,5.66,3.54\n\"52452\",0.59,\"Ideal\",\"E\",\"VVS2\",61.8,56,2515,5.39,5.42,3.34\n\"52453\",0.59,\"Ideal\",\"E\",\"VVS2\",61,58,2515,5.39,5.43,3.3\n\"52454\",0.7,\"Ideal\",\"F\",\"SI1\",62.3,56,2515,5.68,5.72,3.55\n\"52455\",0.7,\"Ideal\",\"F\",\"SI1\",62.7,57,2515,5.66,5.7,3.56\n\"52456\",0.71,\"Very Good\",\"G\",\"VS2\",63.1,58,2515,5.69,5.6,3.56\n\"52457\",0.71,\"Premium\",\"G\",\"VS2\",60.4,61,2515,5.81,5.77,3.5\n\"52458\",0.81,\"Premium\",\"G\",\"SI2\",62.5,57,2515,5.95,5.89,3.7\n\"52459\",0.7,\"Ideal\",\"G\",\"VS2\",61.2,57,2515,5.77,5.7,3.51\n\"52460\",0.7,\"Fair\",\"F\",\"VS2\",66.4,53,2516,5.51,5.49,3.65\n\"52461\",0.71,\"Premium\",\"E\",\"SI1\",61.8,56,2516,5.77,5.72,3.55\n\"52462\",0.71,\"Ideal\",\"D\",\"SI2\",60.4,56,2516,5.79,5.83,3.51\n\"52463\",0.68,\"Good\",\"F\",\"VS1\",60,60.8,2516,5.67,5.71,3.41\n\"52464\",0.71,\"Very Good\",\"E\",\"SI1\",63.2,57,2516,5.72,5.67,3.6\n\"52465\",0.7,\"Ideal\",\"F\",\"SI1\",61.1,57,2516,5.75,5.71,3.5\n\"52466\",0.7,\"Very Good\",\"G\",\"SI1\",64.3,56,2517,5.56,5.58,3.58\n\"52467\",0.75,\"Very Good\",\"E\",\"SI1\",62.4,57,2517,5.79,5.85,3.63\n\"52468\",0.76,\"Very Good\",\"H\",\"VS2\",63.4,58,2517,5.78,5.74,3.65\n\"52469\",0.8,\"Ideal\",\"G\",\"SI2\",62,56,2517,5.98,5.92,3.69\n\"52470\",0.71,\"Good\",\"H\",\"VVS2\",63,59,2517,5.64,5.67,3.56\n\"52471\",0.96,\"Fair\",\"J\",\"SI1\",67.3,56,2517,6.06,6.01,4.06\n\"52472\",0.71,\"Ideal\",\"G\",\"SI1\",61.7,56,2518,5.74,5.77,3.55\n\"52473\",0.7,\"Premium\",\"E\",\"SI1\",61.9,60,2518,5.67,5.6,3.49\n\"52474\",0.7,\"Very Good\",\"E\",\"SI1\",63.2,57,2518,5.63,5.61,3.55\n\"52475\",0.76,\"Fair\",\"D\",\"SI2\",55.5,69,2518,6.16,6.07,3.39\n\"52476\",0.73,\"Premium\",\"D\",\"SI2\",62.4,58,2519,5.72,5.67,3.56\n\"52477\",0.71,\"Very 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Good\",\"J\",\"VVS1\",62.8,58,2532,5.78,5.84,3.65\n\"52545\",0.74,\"Premium\",\"H\",\"VS2\",62.1,56,2532,5.83,5.79,3.61\n\"52546\",0.76,\"Very Good\",\"F\",\"SI1\",62.7,57,2533,5.81,5.86,3.66\n\"52547\",0.65,\"Ideal\",\"E\",\"VS1\",61.4,59,2533,5.53,5.57,3.41\n\"52548\",0.6,\"Ideal\",\"G\",\"IF\",62.2,55,2533,5.36,5.44,3.36\n\"52549\",0.81,\"Premium\",\"H\",\"SI2\",62.2,56,2534,5.98,5.92,3.7\n\"52550\",0.57,\"Ideal\",\"E\",\"VVS2\",61.9,55,2534,5.34,5.36,3.31\n\"52551\",0.81,\"Good\",\"H\",\"SI1\",63,58,2534,5.79,5.87,3.67\n\"52552\",0.7,\"Premium\",\"G\",\"VS1\",61,59,2535,5.77,5.68,3.49\n\"52553\",0.58,\"Premium\",\"E\",\"VS2\",61.5,58,2535,5.41,5.38,3.32\n\"52554\",0.7,\"Ideal\",\"F\",\"VS2\",60.8,56,2535,5.77,5.71,3.49\n\"52555\",0.7,\"Ideal\",\"F\",\"VS2\",62,57,2535,5.71,5.67,3.53\n\"52556\",0.7,\"Very 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Good\",\"E\",\"SI1\",60.9,59,2537,5.67,5.76,3.48\n\"52577\",0.7,\"Very Good\",\"E\",\"SI1\",63,55,2537,5.61,5.66,3.55\n\"52578\",0.71,\"Ideal\",\"G\",\"VS2\",61.6,55,2537,5.74,5.78,3.55\n\"52579\",0.7,\"Ideal\",\"E\",\"SI1\",62.8,56,2537,5.69,5.72,3.58\n\"52580\",0.7,\"Ideal\",\"E\",\"SI1\",60.6,57,2537,5.71,5.77,3.48\n\"52581\",0.7,\"Ideal\",\"E\",\"SI1\",61.9,55,2537,5.74,5.77,3.56\n\"52582\",0.7,\"Very Good\",\"G\",\"VS2\",63.3,57,2538,5.62,5.66,3.57\n\"52583\",0.59,\"Premium\",\"D\",\"VVS2\",62.6,58,2538,5.4,5.34,3.36\n\"52584\",0.97,\"Fair\",\"J\",\"SI2\",60.8,67,2538,6.41,6.32,3.87\n\"52585\",0.7,\"Very Good\",\"G\",\"VS2\",59.3,60,2539,5.77,5.83,3.43\n\"52586\",0.79,\"Good\",\"D\",\"SI2\",63.9,56,2539,5.89,5.84,3.75\n\"52587\",0.72,\"Ideal\",\"I\",\"VS1\",60.7,57,2539,5.78,5.81,3.51\n\"52588\",0.79,\"Ideal\",\"I\",\"SI1\",60.5,58,2539,5.97,5.99,3.62\n\"52589\",0.73,\"Fair\",\"D\",\"SI1\",64.5,56,2539,5.7,5.65,3.66\n\"52590\",0.96,\"Fair\",\"G\",\"SI2\",66.8,61,2539,6.15,6.04,4.07\n\"52591\",0.7,\"Very Good\",\"H\",\"VS1\",62.3,57,2540,5.68,5.72,3.55\n\"52592\",0.72,\"Very Good\",\"F\",\"SI1\",62.3,57,2540,5.72,5.77,3.58\n\"52593\",1.03,\"Good\",\"I\",\"I1\",57.9,59,2540,6.67,6.62,3.85\n\"52594\",0.96,\"Fair\",\"I\",\"SI2\",66.3,58,2540,6.07,5.9,3.97\n\"52595\",0.7,\"Ideal\",\"H\",\"VVS1\",62,57,2541,5.66,5.7,3.52\n\"52596\",0.75,\"Good\",\"D\",\"SI2\",59.9,61,2541,5.9,5.96,3.55\n\"52597\",0.53,\"Very Good\",\"D\",\"VVS2\",60.5,57,2542,5.23,5.31,3.19\n\"52598\",0.53,\"Very Good\",\"E\",\"IF\",59.8,60,2542,5.28,5.35,3.18\n\"52599\",0.8,\"Good\",\"E\",\"SI2\",61.4,59,2542,5.94,6.01,3.67\n\"52600\",0.7,\"Ideal\",\"E\",\"SI1\",62.2,57,2542,5.72,5.67,3.54\n\"52601\",0.71,\"Very Good\",\"G\",\"VS2\",61.5,57,2543,5.69,5.73,3.51\n\"52602\",0.83,\"Very Good\",\"G\",\"SI2\",63.3,57,2543,5.97,5.91,3.76\n\"52603\",0.83,\"Premium\",\"G\",\"SI2\",61.9,56,2543,6.04,5.97,3.72\n\"52604\",0.71,\"Ideal\",\"G\",\"VS2\",62.5,56,2543,5.67,5.72,3.56\n\"52605\",0.84,\"Very Good\",\"J\",\"VS1\",61.9,58,2544,6.03,6.05,3.74\n\"52606\",0.61,\"Ideal\",\"G\",\"VVS1\",62.7,58,2544,5.39,5.43,3.39\n\"52607\",0.83,\"Premium\",\"E\",\"SI2\",62,61,2544,6.05,5.98,3.73\n\"52608\",0.82,\"Premium\",\"F\",\"SI2\",62.5,59,2544,6,5.94,3.73\n\"52609\",0.7,\"Very Good\",\"G\",\"SI1\",62.5,59,2545,5.69,5.73,3.57\n\"52610\",0.75,\"Very Good\",\"G\",\"SI1\",60.9,58,2545,5.84,5.88,3.57\n\"52611\",0.81,\"Very 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Good\",\"F\",\"SI1\",60.9,60,551,4.52,4.55,2.76\n\"52626\",0.33,\"Ideal\",\"H\",\"VS2\",60.7,55,551,4.48,4.51,2.73\n\"52627\",0.36,\"Ideal\",\"F\",\"SI1\",61.1,57,551,4.57,4.6,2.8\n\"52628\",0.35,\"Very Good\",\"H\",\"SI2\",63.2,61,551,4.49,4.47,2.83\n\"52629\",0.35,\"Premium\",\"H\",\"SI2\",62,58,551,4.5,4.47,2.78\n\"52630\",0.37,\"Premium\",\"G\",\"SI1\",62.1,60,551,4.54,4.61,2.84\n\"52631\",0.37,\"Very Good\",\"G\",\"SI1\",60,57,551,4.67,4.7,2.81\n\"52632\",0.32,\"Ideal\",\"G\",\"VS1\",61.3,55,551,4.43,4.45,2.72\n\"52633\",0.33,\"Very Good\",\"I\",\"VVS2\",61.6,57,552,4.43,4.45,2.73\n\"52634\",0.3,\"Very Good\",\"G\",\"VVS2\",61.6,56,552,4.27,4.3,2.64\n\"52635\",0.27,\"Very Good\",\"F\",\"VVS2\",61.3,62,552,4.15,4.2,2.56\n\"52636\",0.24,\"Very Good\",\"F\",\"VVS2\",62.2,58,552,3.97,4.01,2.48\n\"52637\",0.24,\"Very Good\",\"F\",\"VVS2\",62.3,58,552,3.95,3.98,2.47\n\"52638\",0.24,\"Very Good\",\"F\",\"VVS2\",62.8,58,552,3.95,3.98,2.49\n\"52639\",0.24,\"Very Good\",\"F\",\"VVS2\",62,58,552,3.95,3.98,2.46\n\"52640\",0.24,\"Very Good\",\"F\",\"VVS2\",60.5,59,552,3.98,4.05,2.43\n\"52641\",0.27,\"Very Good\",\"E\",\"VVS2\",62,60,552,4.15,4.17,2.58\n\"52642\",0.24,\"Very Good\",\"E\",\"VVS2\",62.9,59,552,3.97,4.01,2.51\n\"52643\",0.24,\"Very Good\",\"E\",\"VVS2\",60.8,58,552,3.99,4.03,2.44\n\"52644\",0.24,\"Very Good\",\"E\",\"VVS2\",63.1,56,552,3.92,3.97,2.49\n\"52645\",0.24,\"Very Good\",\"E\",\"VVS2\",60.3,58,552,4.03,4.06,2.44\n\"52646\",0.24,\"Very Good\",\"E\",\"VVS2\",60,57,552,4.07,4.1,2.45\n\"52647\",0.24,\"Very Good\",\"E\",\"VVS2\",62.4,58,552,3.96,3.99,2.48\n\"52648\",0.24,\"Very Good\",\"E\",\"VVS2\",60.9,58,552,4.03,4.05,2.46\n\"52649\",0.24,\"Very Good\",\"E\",\"VVS2\",61.6,59,552,3.98,4.01,2.46\n\"52650\",0.24,\"Very Good\",\"E\",\"VVS2\",58.5,59,552,4.04,4.09,2.38\n\"52651\",0.62,\"Ideal\",\"G\",\"VVS2\",61.8,57,2548,5.44,5.47,3.37\n\"52652\",0.72,\"Ideal\",\"H\",\"VS2\",62.3,52,2548,5.76,5.82,3.61\n\"52653\",0.7,\"Ideal\",\"H\",\"SI1\",60.5,57,2548,5.81,5.79,3.51\n\"52654\",0.72,\"Ideal\",\"G\",\"SI1\",61.4,54,2548,5.79,5.81,3.56\n\"52655\",0.73,\"Ideal\",\"G\",\"SI1\",60.1,57,2548,5.87,5.91,3.54\n\"52656\",0.72,\"Ideal\",\"G\",\"SI1\",61.9,54,2548,5.78,5.81,3.59\n\"52657\",0.71,\"Very Good\",\"G\",\"VS2\",63.3,56,2549,5.67,5.74,3.61\n\"52658\",0.73,\"Very Good\",\"F\",\"SI1\",60.4,57,2549,5.86,5.89,3.55\n\"52659\",0.71,\"Very Good\",\"I\",\"VVS1\",63,58,2549,5.6,5.67,3.55\n\"52660\",0.71,\"Premium\",\"H\",\"VS2\",62.1,58.5,2549,5.68,5.73,3.55\n\"52661\",0.71,\"Good\",\"I\",\"VVS1\",63.8,56,2549,5.65,5.7,3.62\n\"52662\",0.71,\"Good\",\"I\",\"VVS1\",63.4,57,2549,5.67,5.71,3.61\n\"52663\",0.71,\"Very Good\",\"I\",\"VVS1\",63,58,2549,5.66,5.68,3.57\n\"52664\",0.71,\"Premium\",\"I\",\"VVS1\",62,58,2549,5.65,5.7,3.52\n\"52665\",0.77,\"Good\",\"G\",\"SI2\",63.9,59,2550,5.84,5.78,3.71\n\"52666\",0.74,\"Very Good\",\"I\",\"VVS2\",61,59,2550,5.83,5.85,3.56\n\"52667\",0.72,\"Very Good\",\"H\",\"VS2\",60.8,59,2550,5.74,5.77,3.55\n\"52668\",0.78,\"Very Good\",\"F\",\"SI2\",62.2,59,2550,5.89,5.94,3.68\n\"52669\",0.72,\"Premium\",\"G\",\"VS2\",62.3,57,2550,5.74,5.69,3.56\n\"52670\",0.8,\"Ideal\",\"G\",\"VS2\",60.1,57,2550,6.05,6.02,3.63\n\"52671\",0.7,\"Premium\",\"D\",\"SI1\",62.6,58,2550,5.67,5.6,3.53\n\"52672\",0.52,\"Ideal\",\"D\",\"VS1\",61.3,56,2550,5.21,5.22,3.2\n\"52673\",0.71,\"Ideal\",\"E\",\"SI2\",62.7,56,2550,5.68,5.71,3.57\n\"52674\",0.7,\"Premium\",\"G\",\"VS2\",62.9,62,2550,5.63,5.57,3.52\n\"52675\",0.72,\"Premium\",\"G\",\"VS2\",61.4,57,2550,5.83,5.77,3.56\n\"52676\",0.88,\"Fair\",\"I\",\"VS2\",57.4,67,2550,6.49,6.36,3.69\n\"52677\",0.7,\"Fair\",\"D\",\"SI1\",66.2,57,2550,5.56,5.41,3.63\n\"52678\",0.76,\"Very Good\",\"I\",\"VS2\",63.3,57,2551,5.79,5.83,3.68\n\"52679\",0.75,\"Very Good\",\"D\",\"SI2\",63.3,58,2551,5.76,5.8,3.66\n\"52680\",0.59,\"Ideal\",\"F\",\"VVS2\",61.7,56,2551,5.38,5.41,3.33\n\"52681\",0.59,\"Ideal\",\"F\",\"VVS2\",62.1,57,2551,5.37,5.38,3.34\n\"52682\",0.76,\"Ideal\",\"I\",\"VS2\",61.8,58,2551,5.84,5.87,3.62\n\"52683\",0.71,\"Ideal\",\"D\",\"SI2\",62.7,55,2551,5.67,5.71,3.57\n\"52684\",0.7,\"Ideal\",\"D\",\"SI2\",60.4,56,2551,5.78,5.81,3.5\n\"52685\",0.7,\"Ideal\",\"F\",\"SI1\",60.6,56,2551,5.72,5.79,3.49\n\"52686\",0.59,\"Ideal\",\"G\",\"IF\",59.5,58,2551,5.49,5.57,3.29\n\"52687\",0.58,\"Ideal\",\"E\",\"VVS2\",62.1,56,2551,5.36,5.33,3.32\n\"52688\",0.7,\"Very Good\",\"F\",\"VS2\",62.8,58,2552,5.6,5.64,3.53\n\"52689\",0.7,\"Very Good\",\"F\",\"VS2\",63.9,59,2552,5.56,5.61,3.57\n\"52690\",0.71,\"Premium\",\"E\",\"SI1\",60.1,60,2552,5.78,5.73,3.45\n\"52691\",0.74,\"Premium\",\"G\",\"SI1\",61,60,2553,5.85,5.76,3.54\n\"52692\",0.69,\"Very Good\",\"G\",\"VVS2\",63.8,53.7,2553,5.6,5.72,3.61\n\"52693\",0.7,\"Very Good\",\"F\",\"SI1\",60,58,2553,5.75,5.79,3.46\n\"52694\",0.7,\"Very Good\",\"F\",\"SI1\",61.5,60,2553,5.65,5.7,3.49\n\"52695\",0.71,\"Very Good\",\"F\",\"SI1\",62.4,58,2553,5.64,5.68,3.53\n\"52696\",0.7,\"Ideal\",\"E\",\"VS2\",61.9,57,2553,5.69,5.74,3.54\n\"52697\",0.7,\"Very Good\",\"E\",\"VS2\",61.4,57,2553,5.7,5.73,3.51\n\"52698\",0.7,\"Very Good\",\"E\",\"VS2\",62.8,57,2553,5.66,5.68,3.56\n\"52699\",0.75,\"Premium\",\"H\",\"VS2\",62.8,56,2553,5.8,5.76,3.63\n\"52700\",0.8,\"Very Good\",\"H\",\"SI1\",63.2,54,2553,5.93,5.88,3.73\n\"52701\",0.59,\"Ideal\",\"E\",\"VVS2\",60.2,56,2553,5.46,5.51,3.3\n\"52702\",0.76,\"Ideal\",\"G\",\"SI2\",61.7,55,2553,5.87,5.9,3.63\n\"52703\",0.7,\"Ideal\",\"D\",\"SI2\",62.1,55,2553,5.68,5.73,3.54\n\"52704\",0.7,\"Fair\",\"G\",\"VS1\",57.1,62,2553,5.89,5.94,3.38\n\"52705\",0.74,\"Premium\",\"H\",\"VS2\",60.2,58,2553,5.92,5.88,3.55\n\"52706\",0.8,\"Premium\",\"H\",\"SI1\",62.5,55,2553,5.97,5.93,3.72\n\"52707\",0.74,\"Fair\",\"H\",\"VS2\",66.1,61,2553,5.6,5.57,3.69\n\"52708\",0.8,\"Premium\",\"H\",\"SI1\",62.5,59,2553,5.96,5.91,3.71\n\"52709\",0.8,\"Ideal\",\"H\",\"SI1\",62.4,57,2553,5.97,5.95,3.72\n\"52710\",0.74,\"Premium\",\"F\",\"SI1\",62.7,59,2553,5.78,5.73,3.61\n\"52711\",0.74,\"Premium\",\"G\",\"SI1\",60.5,58,2553,5.93,5.88,3.57\n\"52712\",0.74,\"Premium\",\"E\",\"SI2\",59.1,60,2553,5.98,5.94,3.52\n\"52713\",0.52,\"Premium\",\"D\",\"VVS1\",58.8,61,2553,5.31,5.27,3.11\n\"52714\",0.63,\"Premium\",\"D\",\"VS1\",59.2,61,2554,5.6,5.55,3.3\n\"52715\",0.59,\"Very Good\",\"F\",\"IF\",62.8,56,2554,5.31,5.36,3.35\n\"52716\",0.71,\"Premium\",\"E\",\"SI1\",60.8,55,2554,5.85,5.8,3.54\n\"52717\",0.56,\"Ideal\",\"F\",\"VVS2\",61.3,57,2554,5.31,5.35,3.26\n\"52718\",0.71,\"Premium\",\"E\",\"SI1\",63,58,2554,5.72,5.68,3.59\n\"52719\",0.57,\"Ideal\",\"F\",\"VVS1\",62.3,55,2555,5.31,5.32,3.31\n\"52720\",0.79,\"Premium\",\"F\",\"SI2\",62.2,57,2555,5.94,5.9,3.68\n\"52721\",0.74,\"Ideal\",\"F\",\"SI2\",60.6,57,2555,5.88,5.84,3.55\n\"52722\",0.61,\"Ideal\",\"E\",\"VS2\",61.8,56,2556,5.42,5.46,3.36\n\"52723\",0.73,\"Very Good\",\"H\",\"VS1\",61.4,58,2557,5.75,5.85,3.56\n\"52724\",0.76,\"Very Good\",\"H\",\"SI1\",61.4,57,2557,5.89,5.94,3.63\n\"52725\",0.82,\"Ideal\",\"I\",\"VS1\",61.4,57,2557,5.98,6.03,3.69\n\"52726\",0.74,\"Ideal\",\"I\",\"VS1\",60.8,57,2557,5.86,5.88,3.57\n\"52727\",0.71,\"Ideal\",\"I\",\"VS1\",62.2,54,2557,5.71,5.75,3.56\n\"52728\",0.73,\"Ideal\",\"D\",\"SI2\",61.9,57,2557,5.76,5.81,3.58\n\"52729\",0.7,\"Very Good\",\"H\",\"VVS2\",62.6,57,2558,5.63,5.65,3.53\n\"52730\",0.7,\"Very Good\",\"H\",\"VVS2\",62.5,55,2558,5.65,5.68,3.54\n\"52731\",0.74,\"Very Good\",\"D\",\"SI2\",61.4,57,2558,5.82,5.84,3.58\n\"52732\",0.88,\"Good\",\"I\",\"SI1\",60.2,64,2558,6.18,6.22,3.73\n\"52733\",0.55,\"Ideal\",\"F\",\"VVS2\",62.3,54,2558,5.27,5.29,3.29\n\"52734\",0.77,\"Ideal\",\"I\",\"VS2\",61.2,59,2558,5.91,5.95,3.63\n\"52735\",0.71,\"Very Good\",\"I\",\"VVS1\",63.3,57,2559,5.65,5.69,3.59\n\"52736\",0.7,\"Very Good\",\"F\",\"VS2\",61.7,57,2559,5.71,5.74,3.54\n\"52737\",0.71,\"Very Good\",\"H\",\"VS1\",62.7,57,2559,5.66,5.72,3.57\n\"52738\",0.71,\"Ideal\",\"I\",\"VVS2\",61.4,58,2559,5.7,5.76,3.52\n\"52739\",0.73,\"Ideal\",\"E\",\"SI2\",60.9,57,2559,5.8,5.83,3.54\n\"52740\",0.71,\"Good\",\"F\",\"VS1\",58,61,2559,5.83,5.85,3.39\n\"52741\",0.81,\"Ideal\",\"E\",\"SI2\",62,55,2559,6,5.96,3.71\n\"52742\",0.81,\"Premium\",\"E\",\"SI2\",59.9,61,2559,6.08,6.05,3.63\n\"52743\",0.51,\"Ideal\",\"E\",\"VVS2\",62.4,59,2559,5.07,5.12,3.18\n\"52744\",0.71,\"Ideal\",\"I\",\"VVS1\",62.6,57,2559,5.66,5.69,3.55\n\"52745\",0.71,\"Ideal\",\"I\",\"VVS1\",62.4,55,2559,5.69,5.76,3.57\n\"52746\",0.71,\"Ideal\",\"H\",\"VS2\",61.7,55,2559,5.73,5.77,3.55\n\"52747\",0.71,\"Ideal\",\"H\",\"VS1\",62.2,57,2559,5.66,5.73,3.54\n\"52748\",0.71,\"Ideal\",\"H\",\"VS1\",62.4,56,2559,5.66,5.71,3.55\n\"52749\",0.7,\"Good\",\"E\",\"VS2\",59.2,64,2559,5.8,5.75,3.42\n\"52750\",0.6,\"Premium\",\"F\",\"VVS2\",61.1,58,2560,5.41,5.45,3.32\n\"52751\",0.7,\"Ideal\",\"E\",\"SI2\",62.2,56,2560,5.67,5.64,3.52\n\"52752\",0.7,\"Fair\",\"D\",\"VS2\",65.2,59,2560,5.58,5.55,3.63\n\"52753\",0.74,\"Premium\",\"F\",\"VS2\",62.3,58,2560,5.77,5.72,3.58\n\"52754\",0.78,\"Ideal\",\"G\",\"SI2\",62.1,54,2561,5.92,5.94,3.68\n\"52755\",0.73,\"Ideal\",\"I\",\"VVS1\",61.7,57,2561,5.83,5.78,3.58\n\"52756\",0.72,\"Very Good\",\"I\",\"VVS1\",62.8,56,2562,5.69,5.75,3.59\n\"52757\",0.7,\"Very Good\",\"G\",\"VS2\",62.5,54,2562,5.63,5.69,3.54\n\"52758\",0.71,\"Very Good\",\"H\",\"VS1\",63.9,60,2562,5.54,5.6,3.56\n\"52759\",0.72,\"Very Good\",\"E\",\"SI1\",62,57,2562,5.73,5.76,3.56\n\"52760\",0.81,\"Very Good\",\"H\",\"SI1\",59.1,57,2562,6.09,6.16,3.62\n\"52761\",0.62,\"Ideal\",\"D\",\"VS1\",61,57,2562,5.51,5.54,3.37\n\"52762\",0.7,\"Premium\",\"D\",\"SI2\",59.3,59,2562,5.79,5.74,3.42\n\"52763\",0.75,\"Ideal\",\"I\",\"VS1\",59.9,57,2562,5.96,5.9,3.56\n\"52764\",0.7,\"Very Good\",\"D\",\"SI1\",58.3,62,2563,5.78,5.84,3.39\n\"52765\",0.77,\"Premium\",\"G\",\"SI1\",60.7,58,2563,5.95,5.98,3.62\n\"52766\",0.7,\"Very Good\",\"G\",\"VS2\",58.7,53,2563,5.83,5.86,3.43\n\"52767\",0.53,\"Ideal\",\"D\",\"VVS2\",62.2,56,2563,5.18,5.21,3.23\n\"52768\",0.77,\"Ideal\",\"E\",\"SI2\",62,54,2563,5.89,5.92,3.66\n\"52769\",0.72,\"Good\",\"F\",\"SI1\",64,61,2563,5.67,5.62,3.61\n\"52770\",0.73,\"Very Good\",\"E\",\"SI1\",60.2,60,2564,5.81,5.86,3.51\n\"52771\",0.73,\"Very Good\",\"G\",\"SI1\",58.8,61,2564,5.87,5.93,3.47\n\"52772\",0.8,\"Very Good\",\"F\",\"SI2\",59.7,56,2564,6.05,6.11,3.63\n\"52773\",0.8,\"Ideal\",\"F\",\"SI2\",61.8,56,2564,5.97,6,3.7\n\"52774\",0.75,\"Ideal\",\"I\",\"VS1\",61.9,54.1,2564,5.82,5.85,3.61\n\"52775\",0.71,\"Ideal\",\"D\",\"SI2\",61.5,56.2,2564,5.73,5.75,3.53\n\"52776\",0.91,\"Premium\",\"F\",\"SI2\",59.8,58,2564,6.29,6.26,3.75\n\"52777\",0.73,\"Very Good\",\"I\",\"VVS2\",62.3,58,2565,5.75,5.78,3.59\n\"52778\",0.7,\"Very Good\",\"I\",\"VVS1\",62.1,58,2565,5.62,5.65,3.5\n\"52779\",0.78,\"Very Good\",\"E\",\"SI1\",63.4,56,2565,5.84,5.9,3.72\n\"52780\",0.7,\"Very Good\",\"D\",\"SI1\",63.7,60,2565,5.57,5.61,3.56\n\"52781\",0.63,\"Ideal\",\"E\",\"VS1\",61.9,55,2565,5.46,5.5,3.4\n\"52782\",0.83,\"Ideal\",\"H\",\"SI2\",62.3,54,2565,6.04,6.07,3.77\n\"52783\",0.7,\"Very Good\",\"H\",\"VS2\",61.8,58,2567,5.64,5.68,3.5\n\"52784\",0.72,\"Very Good\",\"E\",\"SI1\",62.9,54,2567,5.72,5.76,3.61\n\"52785\",0.58,\"Ideal\",\"F\",\"VVS2\",62.2,56,2567,5.32,5.36,3.32\n\"52786\",0.7,\"Ideal\",\"G\",\"SI1\",61.9,58,2567,5.66,5.69,3.51\n\"52787\",0.72,\"Premium\",\"D\",\"SI1\",63,57,2567,5.74,5.69,3.6\n\"52788\",0.97,\"Very Good\",\"I\",\"SI2\",63.4,58,2567,6.34,6.2,3.98\n\"52789\",0.58,\"Very Good\",\"E\",\"VVS1\",59.4,63,2568,5.42,5.32,3.19\n\"52790\",0.72,\"Ideal\",\"F\",\"VS2\",61.9,54,2568,5.77,5.74,3.56\n\"52791\",0.6,\"Ideal\",\"H\",\"VVS1\",61,56,2568,5.44,5.47,3.33\n\"52792\",0.61,\"Very Good\",\"G\",\"VVS1\",61.1,56,2569,5.47,5.5,3.35\n\"52793\",0.71,\"Very Good\",\"H\",\"VS1\",62.1,55,2569,5.71,5.72,3.55\n\"52794\",0.7,\"Good\",\"E\",\"SI1\",63.8,57,2569,5.59,5.63,3.58\n\"52795\",0.7,\"Good\",\"E\",\"SI1\",63.3,60,2569,5.56,5.59,3.53\n\"52796\",0.7,\"Very Good\",\"E\",\"SI1\",59.1,62,2569,5.74,5.8,3.41\n\"52797\",0.7,\"Very Good\",\"E\",\"SI1\",61.7,62,2569,5.64,5.68,3.49\n\"52798\",0.7,\"Good\",\"E\",\"SI1\",63.5,58,2569,5.62,5.65,3.58\n\"52799\",0.55,\"Ideal\",\"F\",\"VVS1\",62.2,57,2569,5.25,5.27,3.27\n\"52800\",0.71,\"Very Good\",\"E\",\"SI1\",60.3,58,2570,5.8,5.85,3.51\n\"52801\",0.83,\"Ideal\",\"J\",\"VS2\",62.1,56,2570,5.98,6.03,3.73\n\"52802\",0.6,\"Ideal\",\"G\",\"IF\",62,55,2570,5.39,5.44,3.36\n\"52803\",0.7,\"Good\",\"D\",\"SI1\",61.6,62,2570,5.67,5.72,3.51\n\"52804\",0.94,\"Ideal\",\"F\",\"I1\",61.5,55,2571,6.34,6.37,3.91\n\"52805\",0.71,\"Premium\",\"F\",\"VS2\",61,59,2571,5.72,5.69,3.48\n\"52806\",1.3,\"Fair\",\"E\",\"I1\",66.5,58,2571,6.79,6.75,4.5\n\"52807\",0.71,\"Premium\",\"I\",\"VVS1\",62,58,2572,5.7,5.65,3.52\n\"52808\",0.71,\"Very 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Good\",\"F\",\"SI1\",62.3,58,2573,5.8,5.86,3.63\n\"52823\",0.7,\"Ideal\",\"F\",\"SI1\",61.4,57,2573,5.67,5.69,3.49\n\"52824\",0.7,\"Premium\",\"D\",\"SI2\",60.4,60,2573,5.74,5.79,3.48\n\"52825\",0.75,\"Premium\",\"F\",\"SI1\",61.7,58,2573,5.85,5.88,3.62\n\"52826\",0.7,\"Good\",\"F\",\"SI1\",58.7,64,2573,5.77,5.78,3.39\n\"52827\",0.7,\"Very Good\",\"F\",\"SI1\",59.4,59,2573,5.75,5.8,3.43\n\"52828\",0.7,\"Ideal\",\"F\",\"SI1\",62.1,56,2573,5.65,5.67,3.51\n\"52829\",0.7,\"Ideal\",\"G\",\"VS1\",61.4,55,2573,5.74,5.69,3.51\n\"52830\",0.84,\"Premium\",\"G\",\"SI2\",62.6,58,2573,6.01,5.98,3.75\n\"52831\",0.71,\"Good\",\"E\",\"SI1\",61.5,61,2573,5.64,5.67,3.48\n\"52832\",0.71,\"Good\",\"E\",\"SI1\",58.4,61,2573,5.85,5.93,3.44\n\"52833\",0.7,\"Ideal\",\"F\",\"VS2\",62.8,56,2573,5.7,5.67,3.57\n\"52834\",0.7,\"Premium\",\"F\",\"VS2\",62,56,2573,5.72,5.67,3.53\n\"52835\",0.84,\"Premium\",\"E\",\"SI2\",62.4,58,2574,5.99,5.97,3.74\n\"52836\",0.71,\"Very Good\",\"G\",\"VS2\",63.1,54,2574,5.64,5.7,3.58\n\"52837\",0.71,\"Very Good\",\"E\",\"SI1\",59.7,58,2574,5.76,5.8,3.45\n\"52838\",0.74,\"Very Good\",\"E\",\"SI2\",61,57,2574,5.83,5.88,3.57\n\"52839\",0.74,\"Premium\",\"G\",\"VS1\",59.5,58,2574,5.95,5.89,3.52\n\"52840\",0.7,\"Very Good\",\"E\",\"SI1\",62.7,55,2575,5.63,5.67,3.54\n\"52841\",0.52,\"Ideal\",\"F\",\"IF\",60.6,57,2575,5.21,5.22,3.16\n\"52842\",0.73,\"Ideal\",\"I\",\"VVS1\",61.9,55,2575,5.78,5.82,3.59\n\"52843\",0.7,\"Ideal\",\"D\",\"SI2\",61.3,57,2575,5.73,5.76,3.52\n\"52844\",0.7,\"Ideal\",\"D\",\"SI2\",60.6,56.6,2575,5.75,5.77,3.49\n\"52845\",0.7,\"Ideal\",\"D\",\"SI2\",62.1,56,2575,5.67,5.71,3.53\n\"52846\",0.7,\"Ideal\",\"E\",\"SI1\",62.3,56,2575,5.68,5.72,3.55\n\"52847\",0.7,\"Ideal\",\"E\",\"SI1\",60.2,57,2575,5.78,5.82,3.49\n\"52848\",0.61,\"Ideal\",\"G\",\"IF\",61.7,55,2575,5.44,5.49,3.37\n\"52849\",0.7,\"Fair\",\"G\",\"VS2\",66.5,57,2575,5.4,5.46,3.61\n\"52850\",0.7,\"Premium\",\"E\",\"SI1\",61,56,2576,5.75,5.69,3.49\n\"52851\",0.7,\"Ideal\",\"E\",\"SI1\",61.8,56,2576,5.72,5.68,3.52\n\"52852\",0.67,\"Ideal\",\"G\",\"VVS1\",62.4,55,2577,5.6,5.62,3.5\n\"52853\",0.7,\"Good\",\"G\",\"VS1\",63.5,61,2577,5.6,5.64,3.57\n\"52854\",0.83,\"Fair\",\"I\",\"VS2\",64.9,58,2577,5.9,5.84,3.81\n\"52855\",0.59,\"Premium\",\"E\",\"VS2\",62.5,56,2578,5.4,5.36,3.36\n\"52856\",0.59,\"Premium\",\"E\",\"VS2\",60.1,59,2578,5.46,5.42,3.27\n\"52857\",0.72,\"Very Good\",\"G\",\"VS2\",62,56,2578,5.75,5.77,3.57\n\"52858\",0.72,\"Very Good\",\"E\",\"SI1\",62.1,57,2578,5.69,5.75,3.55\n\"52859\",0.72,\"Ideal\",\"G\",\"VS2\",62.7,56,2578,5.72,5.76,3.6\n\"52860\",0.76,\"Ideal\",\"H\",\"SI1\",62,56,2578,5.89,5.85,3.64\n\"52861\",0.5,\"Fair\",\"E\",\"VS2\",79,73,2579,5.21,5.18,4.09\n\"52862\",0.5,\"Fair\",\"E\",\"VS2\",79,73,2579,5.21,5.18,4.09\n\"52863\",0.51,\"Very Good\",\"E\",\"VVS1\",62.2,60,2579,5.08,5.12,3.17\n\"52864\",0.76,\"Very Good\",\"G\",\"SI1\",63.7,58,2579,5.75,5.8,3.68\n\"52865\",0.73,\"Premium\",\"D\",\"SI1\",62.5,59,2579,5.75,5.68,3.57\n\"52866\",0.89,\"Fair\",\"G\",\"SI2\",58.9,66,2579,6.26,6.16,3.66\n\"52867\",0.76,\"Premium\",\"E\",\"SI2\",60.8,57,2580,5.89,5.85,3.57\n\"52868\",0.73,\"Ideal\",\"E\",\"SI2\",61.2,54,2581,5.88,5.86,3.59\n\"52869\",0.73,\"Ideal\",\"E\",\"SI1\",61.9,57,2581,5.74,5.79,3.57\n\"52870\",0.88,\"Good\",\"I\",\"SI1\",60.2,64,2581,6.22,6.18,3.73\n\"52871\",0.73,\"Ideal\",\"E\",\"SI2\",60.9,57,2581,5.83,5.8,3.54\n\"52872\",0.73,\"Premium\",\"G\",\"VS2\",60.3,57,2581,5.88,5.82,3.53\n\"52873\",0.55,\"Ideal\",\"F\",\"VVS2\",62.3,54,2581,5.29,5.27,3.29\n\"52874\",0.54,\"Ideal\",\"F\",\"VVS2\",60.7,56,2582,5.27,5.3,3.21\n\"52875\",0.71,\"Ideal\",\"I\",\"VS2\",61.6,57,2582,5.7,5.62,3.49\n\"52876\",0.53,\"Good\",\"E\",\"VVS2\",63.4,61,2582,5.11,5.18,3.26\n\"52877\",0.82,\"Very Good\",\"I\",\"VS1\",63.6,58.9,2583,5.88,5.93,3.76\n\"52878\",0.74,\"Very Good\",\"F\",\"SI1\",61.5,58,2583,5.82,5.85,3.59\n\"52879\",0.74,\"Very Good\",\"F\",\"SI1\",59.8,58,2583,5.89,5.94,3.54\n\"52880\",0.78,\"Ideal\",\"G\",\"SI1\",62.8,56,2583,5.88,5.84,3.68\n\"52881\",0.54,\"Ideal\",\"D\",\"VVS2\",61.6,54,2583,5.25,5.27,3.24\n\"52882\",0.73,\"Ideal\",\"H\",\"VS2\",62,54,2583,5.79,5.83,3.6\n\"52883\",0.73,\"Ideal\",\"G\",\"SI1\",62.1,54,2583,5.78,5.81,3.6\n\"52884\",0.73,\"Ideal\",\"G\",\"SI1\",62,54,2583,5.81,5.84,3.61\n\"52885\",0.74,\"Ideal\",\"F\",\"SI1\",62.2,54,2583,5.79,5.85,3.62\n\"52886\",0.7,\"Good\",\"D\",\"SI2\",58.2,63,2583,5.78,5.83,3.38\n\"52887\",0.72,\"Premium\",\"H\",\"VS2\",60.7,59,2583,5.84,5.8,3.53\n\"52888\",0.77,\"Very Good\",\"I\",\"VS2\",60.2,59,2584,5.89,5.97,3.57\n\"52889\",0.84,\"Very Good\",\"G\",\"SI2\",62.9,55,2584,5.99,6.12,3.8\n\"52890\",0.72,\"Premium\",\"F\",\"VS2\",62.7,59,2584,5.71,5.75,3.59\n\"52891\",0.55,\"Very Good\",\"D\",\"VVS2\",61.3,57,2585,5.26,5.28,3.23\n\"52892\",0.55,\"Very Good\",\"E\",\"VVS1\",61.2,57,2585,5.27,5.29,3.23\n\"52893\",0.73,\"Very Good\",\"G\",\"SI1\",60.6,59,2585,5.83,5.85,3.54\n\"52894\",0.7,\"Very Good\",\"H\",\"VVS2\",58.8,58,2585,5.88,5.78,3.43\n\"52895\",0.72,\"Ideal\",\"H\",\"VS1\",61.9,56,2585,5.73,5.78,3.56\n\"52896\",0.72,\"Very Good\",\"E\",\"VS2\",61.9,56,2585,5.75,5.79,3.57\n\"52897\",0.73,\"Ideal\",\"G\",\"SI2\",61.8,56,2585,5.76,5.83,3.58\n\"52898\",0.81,\"Premium\",\"H\",\"SI1\",59.1,57,2585,6.16,6.09,3.62\n\"52899\",0.71,\"Very Good\",\"I\",\"VVS2\",60.6,56,2586,5.82,5.77,3.51\n\"52900\",0.78,\"Very Good\",\"F\",\"SI2\",62.4,59,2586,5.86,5.91,3.67\n\"52901\",0.73,\"Ideal\",\"G\",\"VS2\",62.5,56,2586,5.78,5.74,3.6\n\"52902\",0.72,\"Ideal\",\"I\",\"VS1\",61.4,58,2586,5.73,5.76,3.53\n\"52903\",0.72,\"Ideal\",\"I\",\"VS1\",62.5,55,2586,5.74,5.78,3.6\n\"52904\",0.75,\"Ideal\",\"F\",\"SI2\",62.1,55,2586,5.83,5.87,3.63\n\"52905\",0.72,\"Ideal\",\"F\",\"SI1\",62.7,57,2586,5.69,5.73,3.58\n\"52906\",0.7,\"Premium\",\"G\",\"VS2\",58.7,53,2586,5.86,5.83,3.43\n\"52907\",0.77,\"Very Good\",\"G\",\"SI1\",63.2,57,2586,5.86,5.76,3.67\n\"52908\",0.64,\"Ideal\",\"G\",\"VVS2\",60.7,57,2587,5.58,5.63,3.4\n\"52909\",0.64,\"Ideal\",\"G\",\"VVS2\",61.8,56,2587,5.53,5.56,3.43\n\"52910\",0.64,\"Ideal\",\"G\",\"VVS2\",61.8,54,2587,5.53,5.56,3.42\n\"52911\",0.76,\"Ideal\",\"H\",\"SI1\",61.8,56,2587,5.88,5.84,3.62\n\"52912\",0.71,\"Ideal\",\"G\",\"VS2\",62.1,57,2587,5.71,5.63,3.52\n\"52913\",0.71,\"Very Good\",\"F\",\"VS2\",63.1,58,2588,5.65,5.7,3.58\n\"52914\",0.73,\"Ideal\",\"F\",\"SI2\",61.9,55,2588,5.78,5.82,3.59\n\"52915\",0.75,\"Premium\",\"H\",\"VS1\",58.9,62,2588,5.96,5.93,3.5\n\"52916\",0.7,\"Premium\",\"D\",\"SI1\",59.8,57,2589,5.79,5.74,3.45\n\"52917\",0.72,\"Good\",\"F\",\"VS2\",64.1,64,2589,5.66,5.6,3.61\n\"52918\",0.71,\"Very Good\",\"H\",\"VS1\",63.7,57,2590,5.63,5.67,3.6\n\"52919\",0.71,\"Very Good\",\"E\",\"SI1\",59.3,59,2590,5.83,5.87,3.47\n\"52920\",0.71,\"Very Good\",\"F\",\"SI1\",62.4,59,2590,5.64,5.7,3.54\n\"52921\",0.71,\"Premium\",\"E\",\"VS2\",62.4,60,2590,5.66,5.68,3.54\n\"52922\",0.71,\"Very Good\",\"E\",\"VS2\",62.9,55,2590,5.72,5.76,3.61\n\"52923\",0.58,\"Ideal\",\"D\",\"VS2\",60.8,57,2590,5.4,5.42,3.29\n\"52924\",0.58,\"Ideal\",\"D\",\"VS2\",61.5,56,2590,5.37,5.4,3.31\n\"52925\",0.71,\"Ideal\",\"H\",\"VS1\",60.9,58,2590,5.74,5.79,3.51\n\"52926\",0.71,\"Ideal\",\"E\",\"SI1\",60.3,57,2590,5.77,5.81,3.49\n\"52927\",0.72,\"Ideal\",\"E\",\"SI1\",62.9,54,2590,5.76,5.72,3.61\n\"52928\",0.57,\"Very Good\",\"F\",\"VVS1\",61.9,56,2591,5.31,5.34,3.29\n\"52929\",0.8,\"Very Good\",\"I\",\"VS2\",62,54.2,2591,5.94,5.99,3.7\n\"52930\",0.7,\"Very Good\",\"G\",\"VS1\",61,57,2591,5.69,5.72,3.48\n\"52931\",0.77,\"Very Good\",\"H\",\"SI1\",60.4,58,2591,5.9,5.93,3.57\n\"52932\",0.72,\"Ideal\",\"I\",\"VVS2\",61.3,56,2591,5.77,5.8,3.55\n\"52933\",0.7,\"Good\",\"F\",\"VS2\",60.1,56,2591,5.73,5.78,3.46\n\"52934\",0.7,\"Good\",\"F\",\"VS2\",62.9,61,2591,5.6,5.63,3.53\n\"52935\",0.7,\"Good\",\"F\",\"VS2\",62.6,61,2591,5.56,5.62,3.5\n\"52936\",0.7,\"Good\",\"G\",\"VS1\",60.6,61,2591,5.71,5.77,3.48\n\"52937\",0.7,\"Premium\",\"E\",\"SI1\",59.1,62,2592,5.8,5.74,3.41\n\"52938\",0.7,\"Very Good\",\"E\",\"SI1\",63.5,58,2592,5.65,5.62,3.58\n\"52939\",0.7,\"Very Good\",\"E\",\"SI1\",63.3,60,2592,5.59,5.56,3.53\n\"52940\",0.7,\"Premium\",\"E\",\"SI1\",62.5,61,2592,5.72,5.57,3.55\n\"52941\",0.7,\"Premium\",\"E\",\"SI1\",61.7,62,2592,5.68,5.64,3.49\n\"52942\",0.7,\"Very Good\",\"F\",\"VS2\",61.6,60,2593,5.63,5.71,3.49\n\"52943\",0.7,\"Very Good\",\"F\",\"VS2\",62.3,61,2593,5.55,5.62,3.48\n\"52944\",0.7,\"Very Good\",\"F\",\"VS2\",63.3,56,2593,5.62,5.66,3.57\n\"52945\",0.76,\"Very Good\",\"H\",\"SI1\",63,58,2593,5.78,5.8,3.65\n\"52946\",0.76,\"Very Good\",\"H\",\"SI1\",63.3,58,2593,5.79,5.81,3.67\n\"52947\",0.7,\"Very Good\",\"E\",\"VS2\",60.2,57,2593,5.77,5.82,3.49\n\"52948\",0.7,\"Very Good\",\"E\",\"VS2\",62.5,57,2593,5.64,5.68,3.54\n\"52949\",0.7,\"Ideal\",\"G\",\"VS2\",61.8,54,2593,5.71,5.74,3.54\n\"52950\",0.84,\"Ideal\",\"H\",\"SI2\",59.9,59,2593,6.13,6.2,3.69\n\"52951\",0.24,\"Very Good\",\"D\",\"VVS2\",60.6,59,552,4,4.02,2.43\n\"52952\",0.24,\"Very Good\",\"D\",\"VVS2\",62.9,58,552,3.96,3.99,2.5\n\"52953\",0.24,\"Very Good\",\"D\",\"VVS2\",62.4,58,552,3.94,4.01,2.48\n\"52954\",0.24,\"Very Good\",\"F\",\"VVS1\",59.2,59,552,4.04,4.07,2.4\n\"52955\",0.24,\"Very Good\",\"F\",\"VVS1\",59,58,552,4.07,4.1,2.41\n\"52956\",0.24,\"Very Good\",\"F\",\"VVS1\",59,59,552,4.05,4.08,2.4\n\"52957\",0.24,\"Very Good\",\"F\",\"VVS1\",58.7,59,552,4.04,4.1,2.39\n\"52958\",0.24,\"Very Good\",\"F\",\"VVS1\",61.8,59,552,3.93,4,2.45\n\"52959\",0.24,\"Very Good\",\"E\",\"VVS1\",62.2,59,552,3.99,4.02,2.49\n\"52960\",0.24,\"Very Good\",\"E\",\"VVS1\",59.7,58,552,4.07,4.1,2.44\n\"52961\",0.24,\"Very Good\",\"E\",\"VVS1\",63.7,57,552,3.92,3.93,2.5\n\"52962\",0.24,\"Very Good\",\"E\",\"VVS1\",62.5,59,552,3.96,4.01,2.49\n\"52963\",0.24,\"Very Good\",\"E\",\"VVS1\",62.7,59,552,3.97,4,2.5\n\"52964\",0.24,\"Very Good\",\"F\",\"IF\",60.4,58,552,4.02,4.06,2.44\n\"52965\",0.24,\"Very Good\",\"F\",\"IF\",60,57,552,4.07,4.1,2.45\n\"52966\",0.24,\"Ideal\",\"F\",\"VVS2\",60.7,56,552,3.98,4.03,2.43\n\"52967\",0.24,\"Ideal\",\"F\",\"VVS2\",61.1,57,552,4.03,4.06,2.47\n\"52968\",0.24,\"Ideal\",\"F\",\"VVS2\",62.6,57,552,3.93,3.96,2.47\n\"52969\",0.24,\"Ideal\",\"F\",\"VVS2\",61.8,56,552,3.97,4.02,2.47\n\"52970\",0.24,\"Ideal\",\"F\",\"VVS2\",61.6,54,552,4,4.09,2.49\n\"52971\",0.4,\"Ideal\",\"J\",\"SI1\",62.2,57,552,4.71,4.74,2.94\n\"52972\",0.37,\"Ideal\",\"H\",\"SI1\",61.1,55,552,4.64,4.69,2.85\n\"52973\",0.37,\"Ideal\",\"H\",\"SI1\",62.1,56,552,4.6,4.61,2.86\n\"52974\",0.37,\"Ideal\",\"H\",\"SI1\",60.9,57,552,4.63,4.67,2.83\n\"52975\",0.35,\"Ideal\",\"F\",\"SI1\",61.5,54,552,4.54,4.6,2.81\n\"52976\",0.24,\"Good\",\"F\",\"VVS1\",58.3,57,552,4.1,4.14,2.4\n\"52977\",0.3,\"Very Good\",\"D\",\"SI1\",63,58,552,4.24,4.27,2.68\n\"52978\",0.35,\"Very Good\",\"H\",\"VS2\",61.8,56,552,4.54,4.58,2.82\n\"52979\",0.3,\"Premium\",\"D\",\"SI1\",59.7,59,552,4.34,4.37,2.6\n\"52980\",0.3,\"Ideal\",\"D\",\"SI1\",61,56,552,4.3,4.33,2.63\n\"52981\",0.82,\"Premium\",\"E\",\"SI2\",62,59,2593,6.02,5.94,3.71\n\"52982\",0.71,\"Very Good\",\"H\",\"VVS2\",62.5,56,2594,5.65,5.68,3.54\n\"52983\",0.72,\"Very 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Good\",\"G\",\"VS2\",62.9,57,2598,5.69,5.72,3.59\n\"53015\",0.77,\"Ideal\",\"I\",\"VVS2\",62.1,55,2598,5.85,5.9,3.65\n\"53016\",0.52,\"Ideal\",\"F\",\"IF\",60.6,57,2598,5.22,5.21,3.16\n\"53017\",0.71,\"Good\",\"G\",\"VS2\",64,55,2599,5.65,5.67,3.62\n\"53018\",0.71,\"Good\",\"G\",\"VS2\",64.2,58,2599,5.59,5.62,3.6\n\"53019\",0.71,\"Very Good\",\"G\",\"VS2\",62.1,62,2599,5.65,5.71,3.53\n\"53020\",0.76,\"Very Good\",\"H\",\"VS2\",58.7,61,2599,5.96,5.99,3.51\n\"53021\",0.81,\"Good\",\"H\",\"SI1\",65,56,2599,5.85,5.88,3.81\n\"53022\",0.73,\"Premium\",\"F\",\"SI1\",61.2,60,2599,5.78,5.73,3.52\n\"53023\",0.74,\"Very Good\",\"I\",\"VVS2\",62.8,55,2600,5.75,5.78,3.62\n\"53024\",0.78,\"Very Good\",\"H\",\"SI1\",63.1,58,2600,5.85,5.88,3.7\n\"53025\",0.7,\"Fair\",\"E\",\"SI2\",65,54,2600,5.56,5.52,3.6\n\"53026\",0.76,\"Very Good\",\"I\",\"VS1\",63.1,58,2601,5.77,5.79,3.65\n\"53027\",0.61,\"Ideal\",\"G\",\"IF\",61.8,52,2601,5.46,5.55,3.4\n\"53028\",0.82,\"Very Good\",\"I\",\"SI1\",60.5,58,2602,6.01,6.08,3.66\n\"53029\",0.82,\"Very Good\",\"I\",\"SI1\",62.3,58,2602,5.94,6,3.72\n\"53030\",0.72,\"Ideal\",\"I\",\"VVS2\",61,57,2602,5.81,5.84,3.55\n\"53031\",0.72,\"Ideal\",\"I\",\"VVS2\",61.6,57,2602,5.73,5.76,3.54\n\"53032\",1.01,\"Premium\",\"J\",\"I1\",60.7,59,2602,6.42,6.39,3.89\n\"53033\",0.7,\"Premium\",\"H\",\"VVS1\",58.3,60,2603,5.83,5.8,3.39\n\"53034\",0.7,\"Very Good\",\"E\",\"SI1\",62.3,57,2604,5.63,5.7,3.53\n\"53035\",0.71,\"Very Good\",\"G\",\"SI1\",62.8,55,2604,5.68,5.73,3.58\n\"53036\",0.71,\"Very Good\",\"G\",\"SI1\",60.2,58,2604,5.71,5.75,3.45\n\"53037\",0.7,\"Very Good\",\"D\",\"SI1\",59.4,63,2604,5.76,5.78,3.43\n\"53038\",0.7,\"Very Good\",\"F\",\"VS1\",62.4,56,2604,5.62,5.7,3.53\n\"53039\",0.53,\"Ideal\",\"E\",\"VVS1\",62.1,55,2604,5.18,5.23,3.23\n\"53040\",0.74,\"Ideal\",\"G\",\"VS2\",61.3,55,2604,5.82,5.89,3.59\n\"53041\",0.71,\"Ideal\",\"G\",\"SI1\",62.5,57,2604,5.67,5.69,3.55\n\"53042\",0.81,\"Good\",\"D\",\"SI2\",63.8,55,2604,5.91,5.89,3.77\n\"53043\",0.73,\"Ideal\",\"H\",\"SI1\",61.5,55,2605,5.79,5.84,3.57\n\"53044\",0.71,\"Good\",\"E\",\"SI1\",63.8,54,2606,5.66,5.72,3.63\n\"53045\",0.71,\"Very Good\",\"E\",\"SI1\",61.1,57,2606,5.69,5.73,3.49\n\"53046\",0.71,\"Very Good\",\"E\",\"SI1\",61.7,61,2606,5.74,5.76,3.55\n\"53047\",0.71,\"Ideal\",\"I\",\"VVS1\",61.4,56,2606,5.73,5.76,3.53\n\"53048\",0.71,\"Ideal\",\"I\",\"VVS1\",62.3,56,2606,5.7,5.73,3.56\n\"53049\",0.8,\"Ideal\",\"I\",\"VS2\",61.6,58,2606,5.99,6.03,3.7\n\"53050\",0.7,\"Good\",\"E\",\"VS2\",60.1,62,2606,5.77,5.74,3.46\n\"53051\",0.72,\"Premium\",\"F\",\"VS2\",62.7,59,2607,5.75,5.71,3.59\n\"53052\",0.7,\"Ideal\",\"H\",\"VS2\",62.8,55,2607,5.67,5.63,3.55\n\"53053\",0.76,\"Ideal\",\"F\",\"SI1\",62.7,57,2607,5.82,5.85,3.66\n\"53054\",0.76,\"Premium\",\"F\",\"SI1\",60.3,58,2607,5.91,5.96,3.58\n\"53055\",0.76,\"Ideal\",\"F\",\"SI1\",60.1,57,2607,5.95,5.99,3.59\n\"53056\",0.72,\"Ideal\",\"F\",\"VS2\",61.1,56,2607,5.83,5.79,3.55\n\"53057\",0.72,\"Ideal\",\"F\",\"VS2\",62,57,2607,5.77,5.72,3.56\n\"53058\",0.72,\"Premium\",\"G\",\"VS1\",60.9,60,2607,5.78,5.75,3.51\n\"53059\",0.92,\"Premium\",\"F\",\"I1\",60.7,58,2607,6.29,6.26,3.81\n\"53060\",0.54,\"Premium\",\"E\",\"VS1\",62.7,60,2608,5.14,5.1,3.21\n\"53061\",0.72,\"Very Good\",\"E\",\"SI1\",63.1,60,2608,5.65,5.7,3.58\n\"53062\",0.75,\"Good\",\"D\",\"SI1\",64.1,54,2608,5.78,5.76,3.7\n\"53063\",0.72,\"Ideal\",\"E\",\"SI1\",62.1,57,2608,5.71,5.75,3.56\n\"53064\",0.72,\"Ideal\",\"H\",\"VS1\",61.9,56,2608,5.78,5.73,3.56\n\"53065\",0.72,\"Fair\",\"H\",\"VVS2\",56.5,68,2608,6.03,5.89,3.37\n\"53066\",0.72,\"Very Good\",\"E\",\"SI2\",63.4,58,2608,5.66,5.64,3.58\n\"53067\",0.7,\"Good\",\"H\",\"VVS2\",63.8,57,2608,5.61,5.51,3.55\n\"53068\",0.81,\"Good\",\"E\",\"I1\",64.1,59,2608,5.89,5.85,3.76\n\"53069\",0.55,\"Ideal\",\"E\",\"VVS1\",62.9,57,2609,5.25,5.21,3.29\n\"53070\",0.75,\"Ideal\",\"E\",\"SI2\",61.7,55,2609,5.9,5.86,3.63\n\"53071\",0.74,\"Ideal\",\"I\",\"VS1\",60.7,55,2609,5.84,5.88,3.56\n\"53072\",0.72,\"Very Good\",\"E\",\"SI1\",57.9,58,2610,5.92,5.96,3.44\n\"53073\",0.71,\"Ideal\",\"D\",\"SI2\",61.3,57,2610,5.71,5.78,3.52\n\"53074\",0.71,\"Ideal\",\"F\",\"SI1\",61.5,56,2610,5.69,5.76,3.52\n\"53075\",0.71,\"Ideal\",\"D\",\"SI2\",61.5,56,2610,5.74,5.78,3.54\n\"53076\",0.89,\"Premium\",\"H\",\"SI2\",62.2,59,2610,6.17,6.15,3.83\n\"53077\",0.59,\"Very Good\",\"G\",\"IF\",60.9,57,2611,5.38,5.42,3.29\n\"53078\",0.9,\"Ideal\",\"F\",\"I1\",61.8,57,2611,6.13,6.2,3.81\n\"53079\",0.59,\"Ideal\",\"F\",\"VVS2\",62,55,2611,5.36,5.38,3.33\n\"53080\",0.59,\"Ideal\",\"G\",\"IF\",62.5,57,2611,5.34,5.38,3.35\n\"53081\",0.7,\"Good\",\"H\",\"VVS2\",60.5,62,2611,5.66,5.74,3.45\n\"53082\",1.02,\"Ideal\",\"J\",\"SI2\",61.6,55,2611,6.49,6.43,3.98\n\"53083\",0.56,\"Very Good\",\"D\",\"VVS2\",61.6,59,2612,5.27,5.34,3.27\n\"53084\",0.72,\"Very 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Good\",\"E\",\"SI1\",63.2,57,2613,5.8,5.75,3.65\n\"53096\",0.75,\"Ideal\",\"I\",\"VS1\",63,57,2613,5.8,5.82,3.66\n\"53097\",0.71,\"Premium\",\"G\",\"SI1\",62.5,58,2613,5.66,5.61,3.52\n\"53098\",0.71,\"Ideal\",\"F\",\"SI2\",62.1,55.7,2614,5.7,5.75,3.56\n\"53099\",0.77,\"Premium\",\"E\",\"SI2\",61.7,61,2614,5.93,5.9,3.65\n\"53100\",0.71,\"Ideal\",\"I\",\"VS2\",61.8,55,2614,5.7,5.73,3.53\n\"53101\",0.7,\"Ideal\",\"E\",\"SI1\",62.4,55,2614,5.67,5.7,3.55\n\"53102\",0.7,\"Ideal\",\"E\",\"SI1\",62.7,57,2614,5.64,5.66,3.54\n\"53103\",0.7,\"Ideal\",\"E\",\"SI1\",60.6,57,2614,5.76,5.79,3.5\n\"53104\",0.83,\"Good\",\"G\",\"SI2\",63.7,56,2614,5.92,5.95,3.78\n\"53105\",0.57,\"Ideal\",\"E\",\"VVS2\",62.3,54,2615,5.3,5.35,3.32\n\"53106\",0.57,\"Ideal\",\"E\",\"VVS2\",61.9,54.3,2615,5.31,5.33,3.29\n\"53107\",0.57,\"Ideal\",\"E\",\"VVS2\",61.5,55.9,2615,5.31,5.35,3.28\n\"53108\",0.8,\"Very Good\",\"G\",\"SI2\",63,55,2616,5.92,5.95,3.74\n\"53109\",0.8,\"Premium\",\"I\",\"VS2\",62.9,61,2616,5.84,5.77,3.65\n\"53110\",0.7,\"Ideal\",\"E\",\"VS2\",62.2,55,2616,5.72,5.69,3.55\n\"53111\",0.81,\"Premium\",\"G\",\"SI2\",62.2,59,2616,5.96,5.9,3.69\n\"53112\",0.81,\"Very Good\",\"I\",\"VS2\",60.4,63,2616,5.97,5.95,3.6\n\"53113\",0.54,\"Ideal\",\"E\",\"VVS2\",62.2,54,2616,5.23,5.26,3.26\n\"53114\",0.7,\"Ideal\",\"I\",\"VS1\",61.9,56,2616,5.69,5.72,3.53\n\"53115\",0.78,\"Ideal\",\"H\",\"SI1\",61.1,57,2616,5.9,5.94,3.62\n\"53116\",0.7,\"Very Good\",\"E\",\"SI1\",63.2,57,2617,5.6,5.67,3.56\n\"53117\",0.7,\"Very Good\",\"E\",\"SI1\",62.5,59,2617,5.66,5.7,3.55\n\"53118\",0.75,\"Very Good\",\"G\",\"SI1\",62.3,55,2617,5.81,5.85,3.63\n\"53119\",0.81,\"Good\",\"I\",\"VS2\",63.8,58,2617,5.84,5.89,3.74\n\"53120\",0.58,\"Ideal\",\"D\",\"VVS2\",62.1,57,2617,5.32,5.4,3.32\n\"53121\",0.7,\"Ideal\",\"E\",\"SI1\",60.2,58,2617,5.75,5.78,3.47\n\"53122\",0.74,\"Premium\",\"E\",\"SI2\",62.6,58,2617,5.77,5.73,3.6\n\"53123\",0.74,\"Fair\",\"E\",\"SI2\",66.7,62,2617,5.49,5.43,3.64\n\"53124\",0.74,\"Very Good\",\"E\",\"SI2\",63.1,57,2617,5.8,5.76,3.65\n\"53125\",0.82,\"Ideal\",\"H\",\"SI1\",62.4,56,2617,6.05,6,3.76\n\"53126\",0.74,\"Ideal\",\"E\",\"SI2\",60.9,57,2617,5.89,5.83,3.57\n\"53127\",0.66,\"Very Good\",\"E\",\"VS1\",61,57.8,2618,5.64,5.69,3.45\n\"53128\",0.72,\"Very Good\",\"E\",\"SI1\",62.5,58,2618,5.68,5.72,3.56\n\"53129\",0.75,\"Very Good\",\"D\",\"SI2\",63.6,58,2618,5.71,5.76,3.65\n\"53130\",0.62,\"Premium\",\"E\",\"VVS2\",62,56,2618,5.48,5.42,3.38\n\"53131\",0.7,\"Ideal\",\"H\",\"VVS1\",61.7,54,2618,5.72,5.76,3.54\n\"53132\",0.53,\"Ideal\",\"F\",\"VVS1\",61.4,56,2618,5.21,5.25,3.21\n\"53133\",0.72,\"Ideal\",\"D\",\"SI2\",61.8,56,2618,5.75,5.78,3.56\n\"53134\",0.75,\"Ideal\",\"D\",\"SI2\",61.5,55,2618,5.85,5.89,3.61\n\"53135\",0.93,\"Very Good\",\"D\",\"I1\",63.4,60,2618,6.18,6.15,3.91\n\"53136\",0.71,\"Ideal\",\"E\",\"SI2\",61.2,57,2619,5.75,5.78,3.53\n\"53137\",0.7,\"Ideal\",\"I\",\"VVS1\",61.5,57,2620,5.72,5.75,3.52\n\"53138\",0.72,\"Good\",\"D\",\"SI2\",59.7,61,2620,5.78,5.84,3.47\n\"53139\",0.74,\"Premium\",\"G\",\"VS2\",60.2,60,2621,5.84,5.82,3.51\n\"53140\",0.56,\"Ideal\",\"E\",\"VVS2\",62.1,57,2622,5.26,5.3,3.28\n\"53141\",0.71,\"Ideal\",\"H\",\"VS2\",62.2,56,2622,5.68,5.74,3.55\n\"53142\",0.7,\"Ideal\",\"F\",\"VS2\",62.3,55,2622,5.71,5.65,3.54\n\"53143\",0.78,\"Ideal\",\"F\",\"SI2\",61.2,56,2622,5.93,5.97,3.64\n\"53144\",0.8,\"Ideal\",\"F\",\"SI2\",62.7,55,2622,5.94,5.9,3.71\n\"53145\",0.76,\"Premium\",\"H\",\"VS2\",58.7,61,2622,5.99,5.96,3.51\n\"53146\",0.75,\"Premium\",\"G\",\"SI1\",59.1,59,2622,5.98,5.9,3.51\n\"53147\",1.2,\"Fair\",\"F\",\"I1\",65.7,56,2622,6.65,6.58,4.35\n\"53148\",0.73,\"Very Good\",\"I\",\"VVS1\",61.9,57,2623,5.75,5.79,3.57\n\"53149\",0.8,\"Very 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Good\",\"I\",\"VVS1\",62.5,60,552,4.24,4.27,2.66\n\"53311\",0.72,\"Ideal\",\"I\",\"VS2\",61.8,55,2650,5.75,5.78,3.56\n\"53312\",0.72,\"Ideal\",\"I\",\"VS2\",61.2,57,2650,5.75,5.79,3.53\n\"53313\",0.72,\"Ideal\",\"I\",\"VS2\",61.7,56,2650,5.73,5.78,3.55\n\"53314\",0.72,\"Ideal\",\"I\",\"VS2\",61.8,56,2650,5.72,5.77,3.56\n\"53315\",0.71,\"Ideal\",\"G\",\"SI1\",62.1,56,2650,5.69,5.74,3.55\n\"53316\",0.72,\"Ideal\",\"F\",\"SI2\",61.9,54.1,2651,5.73,5.83,3.57\n\"53317\",0.72,\"Very Good\",\"E\",\"SI2\",60.1,55.8,2651,5.83,5.85,3.51\n\"53318\",0.71,\"Ideal\",\"E\",\"SI1\",62.9,57,2651,5.67,5.72,3.58\n\"53319\",0.71,\"Good\",\"E\",\"SI1\",59.2,61,2651,5.8,5.85,3.45\n\"53320\",0.76,\"Very Good\",\"G\",\"SI1\",62.6,56,2652,5.86,5.9,3.68\n\"53321\",0.8,\"Very Good\",\"F\",\"SI2\",61.5,56,2652,5.93,5.98,3.66\n\"53322\",0.71,\"Very Good\",\"D\",\"SI1\",63.2,56,2652,5.69,5.73,3.61\n\"53323\",0.6,\"Ideal\",\"F\",\"VVS2\",62.3,56,2652,5.37,5.41,3.36\n\"53324\",0.78,\"Ideal\",\"I\",\"VS2\",61.2,58,2652,5.88,5.92,3.61\n\"53325\",0.78,\"Ideal\",\"I\",\"VS2\",59.8,58,2652,5.98,6.02,3.59\n\"53326\",0.75,\"Ideal\",\"E\",\"SI1\",61.5,56,2652,5.88,5.84,3.6\n\"53327\",0.72,\"Ideal\",\"I\",\"VVS1\",61.3,57,2654,5.75,5.77,3.53\n\"53328\",0.73,\"Ideal\",\"G\",\"SI1\",62.1,56,2654,5.74,5.79,3.58\n\"53329\",0.74,\"Ideal\",\"G\",\"SI1\",61.9,56,2654,5.8,5.83,3.6\n\"53330\",0.71,\"Ideal\",\"E\",\"SI1\",61.5,57,2654,5.7,5.75,3.52\n\"53331\",0.71,\"Ideal\",\"E\",\"VS2\",61.8,57,2654,5.73,5.7,3.53\n\"53332\",0.79,\"Very Good\",\"F\",\"SI2\",62.6,57,2655,5.84,5.86,3.66\n\"53333\",0.72,\"Very Good\",\"E\",\"SI2\",59.7,59,2655,5.77,5.82,3.46\n\"53334\",0.81,\"Very Good\",\"I\",\"VS1\",63.2,59,2655,5.9,5.84,3.71\n\"53335\",0.74,\"Ideal\",\"F\",\"SI2\",62,56,2655,5.78,5.82,3.6\n\"53336\",0.62,\"Ideal\",\"G\",\"IF\",62.2,54,2655,5.46,5.51,3.41\n\"53337\",0.74,\"Ideal\",\"D\",\"SI1\",62.2,57,2655,5.81,5.77,3.6\n\"53338\",0.74,\"Premium\",\"D\",\"SI1\",60.6,60,2655,5.88,5.84,3.55\n\"53339\",1.2,\"Fair\",\"G\",\"I1\",64.4,55,2655,6.77,6.61,4.31\n\"53340\",0.55,\"Very Good\",\"E\",\"VVS2\",59.9,58,2656,5.29,5.33,3.18\n\"53341\",0.7,\"Very Good\",\"D\",\"SI1\",60.3,60,2656,5.74,5.77,3.47\n\"53342\",0.84,\"Very Good\",\"F\",\"SI2\",62.8,57,2656,5.99,6.04,3.78\n\"53343\",0.73,\"Ideal\",\"H\",\"SI1\",62,55,2656,5.76,5.85,3.6\n\"53344\",0.7,\"Ideal\",\"E\",\"SI1\",62.6,57,2656,5.64,5.67,3.54\n\"53345\",0.7,\"Ideal\",\"E\",\"SI1\",62.6,55,2656,5.62,5.66,3.53\n\"53346\",0.7,\"Ideal\",\"E\",\"SI1\",61.4,57,2656,5.71,5.75,3.52\n\"53347\",0.57,\"Ideal\",\"F\",\"IF\",61.3,56,2656,5.32,5.36,3.28\n\"53348\",0.79,\"Premium\",\"F\",\"SI1\",62.8,55,2656,5.94,5.88,3.71\n\"53349\",0.7,\"Fair\",\"G\",\"VS2\",64.4,56,2657,5.64,5.57,3.61\n\"53350\",0.7,\"Premium\",\"F\",\"SI1\",58.6,59,2657,5.83,5.78,3.4\n\"53351\",0.7,\"Good\",\"H\",\"VVS2\",63.8,57,2657,5.61,5.51,3.55\n\"53352\",0.7,\"Premium\",\"E\",\"VS2\",62,60,2657,5.7,5.59,3.5\n\"53353\",1,\"Good\",\"D\",\"I1\",57.8,62,2657,6.51,6.47,3.75\n\"53354\",1,\"Ideal\",\"J\",\"SI2\",61.2,56,2657,6.49,6.38,3.94\n\"53355\",0.8,\"Ideal\",\"G\",\"SI2\",63,56,2657,5.85,5.9,3.7\n\"53356\",0.8,\"Ideal\",\"G\",\"SI2\",62.2,57,2657,5.93,5.96,3.7\n\"53357\",0.7,\"Good\",\"E\",\"VS1\",65.5,57,2657,5.46,5.54,3.6\n\"53358\",0.7,\"Premium\",\"G\",\"VS2\",58.1,55,2657,5.83,5.8,3.38\n\"53359\",0.7,\"Very Good\",\"G\",\"VS2\",63.3,56,2657,5.63,5.59,3.55\n\"53360\",0.7,\"Premium\",\"G\",\"VS2\",59.4,59,2657,5.79,5.76,3.43\n\"53361\",0.7,\"Premium\",\"G\",\"VS2\",60.9,60,2657,5.72,5.68,3.47\n\"53362\",0.7,\"Ideal\",\"F\",\"VS2\",61.6,57,2657,5.76,5.71,3.53\n\"53363\",0.7,\"Premium\",\"F\",\"VS2\",60.2,59,2657,5.78,5.74,3.47\n\"53364\",0.7,\"Premium\",\"G\",\"VS2\",62.2,61,2657,5.59,5.54,3.46\n\"53365\",0.77,\"Premium\",\"G\",\"SI1\",62.7,57,2657,5.85,5.79,3.65\n\"53366\",0.7,\"Very Good\",\"G\",\"VS2\",63.1,55,2657,5.64,5.61,3.55\n\"53367\",0.77,\"Premium\",\"G\",\"SI1\",61.6,59,2657,5.9,5.85,3.62\n\"53368\",0.7,\"Premium\",\"E\",\"SI1\",58.6,60,2657,5.78,5.75,3.38\n\"53369\",0.53,\"Ideal\",\"F\",\"IF\",61.3,57,2658,5.19,5.21,3.19\n\"53370\",0.61,\"Ideal\",\"D\",\"VS1\",61.9,56,2658,5.43,5.45,3.37\n\"53371\",0.67,\"Premium\",\"G\",\"VVS2\",60.1,60,2658,5.66,5.58,3.38\n\"53372\",0.61,\"Ideal\",\"G\",\"IF\",62.3,56,2659,5.42,5.46,3.39\n\"53373\",0.71,\"Premium\",\"D\",\"VS2\",62.7,58,2659,5.53,5.67,3.54\n\"53374\",0.75,\"Ideal\",\"I\",\"VS1\",61.1,59,2659,5.85,5.87,3.58\n\"53375\",0.73,\"Ideal\",\"G\",\"SI1\",60.7,56,2659,5.89,5.81,3.55\n\"53376\",0.85,\"Ideal\",\"H\",\"SI2\",61.8,54,2659,6.1,6.07,3.76\n\"53377\",0.61,\"Ideal\",\"F\",\"VVS2\",61.5,56,2660,5.44,5.49,3.36\n\"53378\",0.71,\"Ideal\",\"I\",\"SI1\",61.9,56,2660,5.71,5.74,3.54\n\"53379\",0.71,\"Ideal\",\"I\",\"SI1\",61.3,56,2660,5.72,5.75,3.52\n\"53380\",0.73,\"Ideal\",\"E\",\"SI1\",60.1,56,2661,5.91,5.87,3.54\n\"53381\",0.87,\"Premium\",\"F\",\"SI2\",61.5,57,2661,6.13,6.1,3.76\n\"53382\",0.7,\"Very Good\",\"F\",\"SI1\",60.6,60,2662,5.71,5.75,3.47\n\"53383\",0.71,\"Very Good\",\"F\",\"VS2\",62.2,56,2662,5.7,5.72,3.55\n\"53384\",0.7,\"Ideal\",\"F\",\"SI1\",61.7,54,2662,5.72,5.75,3.54\n\"53385\",0.7,\"Ideal\",\"F\",\"SI1\",62.6,55,2662,5.67,5.68,3.55\n\"53386\",0.7,\"Ideal\",\"F\",\"SI1\",61.7,58,2662,5.67,5.7,3.51\n\"53387\",0.8,\"Good\",\"G\",\"SI1\",65.3,57,2662,5.78,5.85,3.8\n\"53388\",0.79,\"Very Good\",\"H\",\"SI1\",63.2,59,2663,5.87,5.84,3.7\n\"53389\",0.76,\"Very Good\",\"H\",\"SI1\",61.6,58,2663,5.88,5.91,3.63\n\"53390\",0.71,\"Ideal\",\"E\",\"SI1\",61.7,56,2663,5.72,5.75,3.54\n\"53391\",0.55,\"Ideal\",\"E\",\"VVS2\",61.1,57,2664,5.3,5.33,3.24\n\"53392\",0.78,\"Ideal\",\"E\",\"SI1\",62.7,56,2664,5.88,5.83,3.67\n\"53393\",0.77,\"Good\",\"D\",\"SI2\",63.8,58,2665,5.81,5.78,3.7\n\"53394\",0.7,\"Ideal\",\"F\",\"SI1\",59.8,55,2665,5.83,5.75,3.46\n\"53395\",0.74,\"Very Good\",\"I\",\"VVS1\",62.6,57,2666,5.76,5.78,3.61\n\"53396\",0.9,\"Fair\",\"I\",\"VS2\",65.8,55,2666,6.05,6.01,3.97\n\"53397\",0.72,\"Premium\",\"E\",\"SI1\",61.3,58,2666,5.81,5.78,3.55\n\"53398\",0.83,\"Ideal\",\"H\",\"SI2\",61.1,59,2666,6.05,6.1,3.71\n\"53399\",0.72,\"Premium\",\"E\",\"SI1\",63,56,2666,5.76,5.73,3.62\n\"53400\",0.72,\"Ideal\",\"E\",\"SI1\",61.2,56,2666,5.79,5.75,3.53\n\"53401\",0.77,\"Very Good\",\"F\",\"SI2\",60.1,56,2667,5.94,5.97,3.58\n\"53402\",0.72,\"Very Good\",\"E\",\"VS2\",61.4,58,2667,5.78,5.82,3.56\n\"53403\",0.71,\"Ideal\",\"F\",\"SI2\",61.8,57,2667,5.69,5.72,3.53\n\"53404\",0.58,\"Premium\",\"F\",\"VS1\",61.1,59,2668,5.39,5.35,3.28\n\"53405\",0.76,\"Very Good\",\"E\",\"SI1\",63,59,2668,5.76,5.8,3.64\n\"53406\",0.76,\"Ideal\",\"H\",\"VS2\",62.7,57,2668,5.82,5.86,3.66\n\"53407\",0.82,\"Ideal\",\"E\",\"SI2\",62.1,55,2668,6.04,6.01,3.74\n\"53408\",0.71,\"Ideal\",\"F\",\"SI2\",61.5,55,2668,5.78,5.75,3.54\n\"53409\",0.7,\"Premium\",\"F\",\"VS1\",61.7,60,2669,5.67,5.64,3.49\n\"53410\",0.71,\"Ideal\",\"F\",\"SI1\",60.9,55,2669,5.74,5.88,3.54\n\"53411\",0.7,\"Premium\",\"F\",\"VS1\",62.2,58,2669,5.63,5.59,3.49\n\"53412\",0.96,\"Premium\",\"I\",\"SI2\",61.3,60,2669,6.45,6.25,3.9\n\"53413\",0.77,\"Very Good\",\"G\",\"SI1\",63,59,2670,5.82,5.84,3.67\n\"53414\",0.8,\"Very Good\",\"H\",\"SI1\",62.3,59,2670,5.95,6,3.72\n\"53415\",0.7,\"Ideal\",\"G\",\"VS1\",62.6,56,2670,5.65,5.7,3.55\n\"53416\",0.72,\"Very Good\",\"F\",\"SI1\",63.1,56,2670,5.68,5.67,3.58\n\"53417\",0.72,\"Ideal\",\"D\",\"SI2\",62.7,55,2670,5.72,5.7,3.58\n\"53418\",0.72,\"Premium\",\"D\",\"SI2\",60.5,58,2670,5.88,5.79,3.53\n\"53419\",0.72,\"Premium\",\"F\",\"SI1\",59.5,62,2670,5.85,5.74,3.45\n\"53420\",0.72,\"Very Good\",\"F\",\"SI1\",63.4,58,2670,5.69,5.66,3.6\n\"53421\",0.72,\"Very Good\",\"G\",\"VS1\",60,59,2671,5.8,5.84,3.49\n\"53422\",0.7,\"Very Good\",\"E\",\"VS1\",62.7,60,2671,5.59,5.64,3.52\n\"53423\",0.71,\"Premium\",\"G\",\"VS2\",60.3,60,2671,5.76,5.81,3.49\n\"53424\",0.71,\"Very Good\",\"G\",\"VS2\",61.9,62,2671,5.69,5.72,3.53\n\"53425\",0.54,\"Ideal\",\"D\",\"VVS2\",61.3,56,2671,5.22,5.26,3.21\n\"53426\",0.7,\"Ideal\",\"F\",\"VS2\",62,56,2671,5.71,5.74,3.55\n\"53427\",0.7,\"Ideal\",\"F\",\"VS2\",61.8,54,2671,5.68,5.71,3.52\n\"53428\",0.73,\"Ideal\",\"D\",\"SI2\",61.8,57,2671,5.75,5.78,3.56\n\"53429\",0.7,\"Ideal\",\"F\",\"SI1\",60.3,58,2671,5.76,5.81,3.49\n\"53430\",0.7,\"Ideal\",\"F\",\"SI1\",60.7,57,2671,5.78,5.82,3.52\n\"53431\",0.7,\"Ideal\",\"F\",\"SI1\",61.1,56,2671,5.74,5.78,3.52\n\"53432\",0.72,\"Good\",\"F\",\"VS2\",58,57,2671,5.93,6.01,3.46\n\"53433\",0.74,\"Premium\",\"F\",\"SI1\",61.4,59,2671,5.82,5.81,3.57\n\"53434\",0.7,\"Very Good\",\"F\",\"SI1\",62.5,59,2672,5.66,5.54,3.5\n\"53435\",0.96,\"Fair\",\"H\",\"SI2\",67.6,63,2672,5.99,5.84,4.01\n\"53436\",0.72,\"Very Good\",\"F\",\"SI1\",61.1,54,2673,5.82,5.84,3.56\n\"53437\",0.7,\"Very Good\",\"E\",\"VS2\",62.9,56,2673,5.61,5.67,3.55\n\"53438\",0.7,\"Premium\",\"E\",\"VS2\",60.9,59,2673,5.68,5.71,3.47\n\"53439\",0.7,\"Premium\",\"E\",\"VS2\",60.8,58,2673,5.7,5.74,3.48\n\"53440\",0.73,\"Good\",\"H\",\"VS1\",64.1,58.8,2673,5.63,5.67,3.62\n\"53441\",0.81,\"Ideal\",\"E\",\"SI2\",61.4,57,2673,6,5.97,3.68\n\"53442\",0.7,\"Very Good\",\"G\",\"SI1\",59.1,62,2674,5.8,5.91,3.46\n\"53443\",0.92,\"Very Good\",\"D\",\"I1\",63,58,2674,6.13,6.18,3.88\n\"53444\",0.75,\"Good\",\"E\",\"SI1\",63.4,57,2674,5.75,5.77,3.65\n\"53445\",0.71,\"Premium\",\"E\",\"SI1\",60.3,60,2674,5.77,5.74,3.47\n\"53446\",0.72,\"Ideal\",\"F\",\"SI2\",61.9,54,2674,5.83,5.73,3.57\n\"53447\",0.72,\"Ideal\",\"F\",\"SI2\",60.8,56,2674,5.82,5.79,3.53\n\"53448\",0.72,\"Ideal\",\"E\",\"SI2\",60.1,56,2674,5.85,5.83,3.51\n\"53449\",0.73,\"Very Good\",\"F\",\"SI1\",61.4,60,2675,5.74,5.76,3.53\n\"53450\",0.52,\"Ideal\",\"E\",\"VVS2\",61.3,56,2675,5.18,5.2,3.18\n\"53451\",0.7,\"Very Good\",\"G\",\"VS1\",59.2,58,2676,5.8,5.83,3.44\n\"53452\",0.7,\"Very Good\",\"G\",\"VS1\",61.7,59,2676,5.66,5.69,3.5\n\"53453\",0.91,\"Good\",\"I\",\"SI1\",64.2,59,2676,5.98,6.05,3.86\n\"53454\",0.56,\"Ideal\",\"F\",\"VVS2\",61.1,57,2676,5.32,5.35,3.25\n\"53455\",0.7,\"Ideal\",\"F\",\"VS2\",62.2,55,2676,5.66,5.72,3.54\n\"53456\",0.7,\"Very Good\",\"D\",\"SI1\",61.1,57,2677,5.74,5.66,3.48\n\"53457\",0.48,\"Very Good\",\"D\",\"IF\",60.6,55,2677,5.08,5.12,3.09\n\"53458\",0.77,\"Ideal\",\"E\",\"SI2\",62.4,56,2677,5.83,5.86,3.65\n\"53459\",0.8,\"Ideal\",\"I\",\"SI1\",62.6,56.1,2677,5.87,5.92,3.7\n\"53460\",0.7,\"Ideal\",\"E\",\"SI1\",62.8,55,2677,5.65,5.69,3.56\n\"53461\",0.92,\"Good\",\"G\",\"SI2\",63.8,57,2677,6.19,6.13,3.93\n\"53462\",0.72,\"Ideal\",\"I\",\"VVS1\",61.3,57,2678,5.77,5.75,3.53\n\"53463\",0.73,\"Very Good\",\"E\",\"SI1\",63.2,58,2679,5.71,5.74,3.62\n\"53464\",0.72,\"Premium\",\"G\",\"VVS2\",60.7,60,2679,5.8,5.87,3.54\n\"53465\",0.7,\"Premium\",\"E\",\"SI1\",60.7,58,2679,5.73,5.74,3.48\n\"53466\",0.59,\"Ideal\",\"F\",\"VVS2\",62,54,2679,5.36,5.38,3.33\n\"53467\",0.76,\"Ideal\",\"I\",\"VS1\",61.5,57,2679,5.85,5.89,3.61\n\"53468\",0.64,\"Ideal\",\"E\",\"VS1\",60.8,56,2679,5.61,5.59,3.41\n\"53469\",0.9,\"Good\",\"I\",\"SI2\",60.9,63,2680,6.13,6.21,3.76\n\"53470\",0.71,\"Ideal\",\"E\",\"SI1\",61.7,56,2680,5.69,5.72,3.52\n\"53471\",0.75,\"Ideal\",\"I\",\"VS2\",60.4,59,2680,5.86,5.9,3.55\n\"53472\",0.76,\"Ideal\",\"E\",\"SI2\",61.5,55,2680,5.88,5.93,3.63\n\"53473\",0.76,\"Ideal\",\"E\",\"SI2\",61.6,55,2680,5.87,5.92,3.63\n\"53474\",0.76,\"Ideal\",\"E\",\"SI2\",61.5,57,2680,5.83,5.87,3.6\n\"53475\",0.76,\"Good\",\"E\",\"SI2\",58.8,59,2680,5.95,5.99,3.51\n\"53476\",0.7,\"Very Good\",\"G\",\"VVS2\",63.6,57,2681,5.59,5.63,3.57\n\"53477\",0.71,\"Very Good\",\"D\",\"SI1\",63.2,58,2681,5.65,5.68,3.58\n\"53478\",0.7,\"Very Good\",\"D\",\"SI1\",58.2,60,2681,5.75,5.79,3.36\n\"53479\",0.7,\"Good\",\"D\",\"SI1\",62.6,60,2681,5.57,5.61,3.5\n\"53480\",0.71,\"Ideal\",\"I\",\"VS2\",62.2,55,2681,5.71,5.73,3.56\n\"53481\",0.71,\"Ideal\",\"E\",\"SI1\",62.4,56,2681,5.68,5.7,3.55\n\"53482\",0.9,\"Premium\",\"F\",\"SI2\",58.5,60,2681,6.3,6.25,3.67\n\"53483\",0.77,\"Very Good\",\"I\",\"VS1\",62.2,59,2682,5.83,5.85,3.63\n\"53484\",0.71,\"Very Good\",\"E\",\"VS2\",63.7,54,2682,5.65,5.66,3.6\n\"53485\",0.76,\"Ideal\",\"F\",\"SI1\",61.7,55,2682,5.87,5.9,3.63\n\"53486\",0.76,\"Ideal\",\"D\",\"SI2\",62.2,57,2682,5.83,5.85,3.63\n\"53487\",0.57,\"Ideal\",\"F\",\"VVS1\",62.5,56,2682,5.27,5.32,3.31\n\"53488\",0.5,\"Ideal\",\"E\",\"VVS1\",61.9,58,2682,5.07,5.11,3.15\n\"53489\",0.53,\"Ideal\",\"F\",\"IF\",61.3,57,2682,5.21,5.19,3.19\n\"53490\",0.7,\"Very Good\",\"H\",\"VVS1\",63.5,58,2682,5.63,5.59,3.56\n\"53491\",0.71,\"Premium\",\"D\",\"VS2\",62.7,58,2683,5.67,5.53,3.54\n\"53492\",0.71,\"Very Good\",\"D\",\"SI1\",61,58,2683,5.71,5.87,3.53\n\"53493\",0.75,\"Premium\",\"F\",\"SI1\",61.5,58,2683,5.83,5.87,3.6\n\"53494\",0.73,\"Ideal\",\"D\",\"SI2\",62.4,56,2683,5.74,5.77,3.59\n\"53495\",1.01,\"Premium\",\"J\",\"SI2\",58.3,62,2683,6.49,6.43,3.77\n\"53496\",1.01,\"Fair\",\"J\",\"SI2\",66.9,58,2683,6.13,6.07,4.08\n\"53497\",0.73,\"Premium\",\"G\",\"VS1\",63,57,2683,5.75,5.67,3.6\n\"53498\",0.73,\"Premium\",\"F\",\"VS2\",62.3,60,2683,5.77,5.73,3.58\n\"53499\",1.01,\"Premium\",\"J\",\"SI2\",59.3,56,2683,6.51,6.45,3.84\n\"53500\",0.74,\"Very Good\",\"F\",\"SI1\",62.9,57,2684,5.76,5.79,3.63\n\"53501\",0.71,\"Very Good\",\"E\",\"SI1\",63.5,57,2685,5.63,5.68,3.59\n\"53502\",0.72,\"Premium\",\"G\",\"VS1\",61.7,59,2685,5.71,5.66,3.51\n\"53503\",0.71,\"Ideal\",\"H\",\"VS1\",62.8,57,2685,5.65,5.72,3.57\n\"53504\",0.74,\"Good\",\"F\",\"SI2\",62.6,65,2685,5.66,5.69,3.55\n\"53505\",0.71,\"Fair\",\"G\",\"VS1\",65.5,55,2686,5.62,5.53,3.65\n\"53506\",0.7,\"Very Good\",\"D\",\"SI1\",63.5,58,2686,5.61,5.64,3.57\n\"53507\",0.7,\"Very 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Good\",\"I\",\"SI1\",60.3,58,2701,6,6.04,3.63\n\"53606\",0.7,\"Ideal\",\"F\",\"VVS2\",61.9,55,2701,5.72,5.68,3.53\n\"53607\",0.71,\"Ideal\",\"I\",\"IF\",61.7,59,2701,5.7,5.74,3.53\n\"53608\",0.74,\"Ideal\",\"F\",\"SI1\",62.5,56,2702,5.8,5.76,3.61\n\"53609\",0.75,\"Good\",\"E\",\"SI2\",62.3,58,2702,5.78,5.81,3.61\n\"53610\",0.72,\"Premium\",\"G\",\"VVS2\",60.7,60,2703,5.87,5.8,3.54\n\"53611\",0.35,\"Ideal\",\"I\",\"VS1\",61.6,56,552,4.54,4.58,2.81\n\"53612\",0.35,\"Very Good\",\"H\",\"VS2\",59.6,62,552,4.57,4.62,2.74\n\"53613\",0.3,\"Very Good\",\"D\",\"SI1\",62.2,58,552,4.28,4.31,2.67\n\"53614\",0.3,\"Very Good\",\"D\",\"SI1\",62.2,61,552,4.24,4.28,2.65\n\"53615\",0.3,\"Premium\",\"D\",\"SI1\",62.2,58,552,4.28,4.31,2.67\n\"53616\",0.3,\"Ideal\",\"I\",\"VVS1\",62.4,56,552,4.3,4.32,2.69\n\"53617\",0.3,\"Very Good\",\"D\",\"SI1\",62.1,58,552,4.25,4.28,2.65\n\"53618\",0.3,\"Very Good\",\"D\",\"SI1\",61,61,552,4.27,4.29,2.61\n\"53619\",0.3,\"Ideal\",\"D\",\"SI1\",61.9,56,552,4.28,4.31,2.66\n\"53620\",0.3,\"Ideal\",\"I\",\"VVS1\",61.1,57,552,4.32,4.36,2.65\n\"53621\",0.3,\"Good\",\"D\",\"SI1\",63.2,56,552,4.24,4.27,2.69\n\"53622\",0.35,\"Premium\",\"I\",\"VS1\",61.1,60,552,4.52,4.58,2.78\n\"53623\",0.3,\"Good\",\"D\",\"SI1\",63.8,57,552,4.27,4.29,2.73\n\"53624\",0.3,\"Premium\",\"I\",\"VVS1\",62.2,58,552,4.28,4.31,2.67\n\"53625\",0.3,\"Ideal\",\"D\",\"SI1\",62,56,552,4.3,4.34,2.68\n\"53626\",0.3,\"Good\",\"I\",\"VVS1\",63.1,57,552,4.27,4.29,2.7\n\"53627\",0.35,\"Very Good\",\"I\",\"VS1\",60.7,62,552,4.53,4.59,2.77\n\"53628\",0.3,\"Very Good\",\"D\",\"SI1\",61.3,60,552,4.26,4.32,2.63\n\"53629\",0.3,\"Premium\",\"D\",\"SI1\",61.7,59,552,4.28,4.31,2.65\n\"53630\",0.35,\"Premium\",\"I\",\"VS1\",61.8,58,552,4.5,4.53,2.79\n\"53631\",0.3,\"Very 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Good\",\"D\",\"SI2\",63.7,57,2708,5.87,5.9,3.75\n\"53665\",0.72,\"Good\",\"G\",\"VS2\",63.1,57,2708,5.71,5.74,3.61\n\"53666\",1.09,\"Premium\",\"I\",\"SI2\",62.3,62,2708,6.63,6.57,4.11\n\"53667\",0.81,\"Ideal\",\"J\",\"VS2\",62.1,56,2708,5.92,5.97,3.69\n\"53668\",0.71,\"Very Good\",\"H\",\"VVS2\",63,58,2709,5.64,5.72,3.58\n\"53669\",0.71,\"Very Good\",\"F\",\"VS2\",61.3,56,2709,5.7,5.76,3.51\n\"53670\",0.74,\"Very Good\",\"H\",\"VS1\",61.9,59.1,2709,5.74,5.77,3.56\n\"53671\",0.84,\"Ideal\",\"J\",\"VS2\",61.1,57,2709,6.09,6.12,3.73\n\"53672\",0.71,\"Ideal\",\"E\",\"VS2\",61.7,56,2709,5.73,5.75,3.54\n\"53673\",0.7,\"Ideal\",\"H\",\"VS1\",61.9,56,2710,5.7,5.73,3.54\n\"53674\",0.7,\"Fair\",\"G\",\"VVS2\",65.3,61,2710,5.58,5.48,3.61\n\"53675\",0.71,\"Very 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Good\",\"G\",\"SI2\",61.6,57,2725,6.02,6.06,3.72\n\"53762\",0.76,\"Ideal\",\"F\",\"VS2\",61.6,55,2725,5.88,5.9,3.63\n\"53763\",0.81,\"Ideal\",\"G\",\"SI1\",62.6,55,2725,5.97,5.94,3.73\n\"53764\",0.76,\"Very Good\",\"G\",\"VS2\",59.8,58,2726,5.92,5.96,3.55\n\"53765\",0.7,\"Very Good\",\"D\",\"SI1\",62.6,57,2726,5.67,5.7,3.56\n\"53766\",0.7,\"Very Good\",\"D\",\"SI1\",61.8,55,2726,5.73,5.76,3.55\n\"53767\",0.7,\"Ideal\",\"F\",\"VS1\",62.5,56,2726,5.7,5.73,3.57\n\"53768\",0.7,\"Ideal\",\"F\",\"VS1\",62,55,2726,5.71,5.74,3.55\n\"53769\",0.7,\"Very 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Good\",\"I\",\"SI1\",63.3,59,2730,6.26,6.22,3.95\n\"53795\",0.92,\"Premium\",\"I\",\"SI1\",60.4,59,2730,6.31,6.24,3.79\n\"53796\",0.62,\"Ideal\",\"E\",\"VS1\",61.3,56,2731,5.52,5.54,3.39\n\"53797\",0.72,\"Ideal\",\"E\",\"SI1\",62.6,57,2731,5.69,5.74,3.58\n\"53798\",0.72,\"Ideal\",\"E\",\"SI1\",61.3,56,2731,5.77,5.81,3.55\n\"53799\",0.72,\"Ideal\",\"D\",\"SI1\",61.6,55,2731,5.75,5.8,3.56\n\"53800\",0.66,\"Ideal\",\"F\",\"VVS2\",61.2,57,2732,5.63,5.58,3.43\n\"53801\",0.9,\"Fair\",\"I\",\"VS1\",68.7,62,2732,5.83,5.79,3.99\n\"53802\",0.53,\"Ideal\",\"D\",\"VVS1\",62,57,2732,5.16,5.2,3.21\n\"53803\",0.72,\"Premium\",\"D\",\"SI1\",62.6,59,2732,5.74,5.7,3.58\n\"53804\",0.9,\"Good\",\"H\",\"SI1\",63.8,56,2732,6.07,6.02,3.86\n\"53805\",0.72,\"Premium\",\"E\",\"SI1\",59.5,59,2732,5.87,5.83,3.48\n\"53806\",0.72,\"Ideal\",\"F\",\"VS2\",62.8,55,2732,5.74,5.69,3.59\n\"53807\",0.9,\"Premium\",\"H\",\"SI2\",61.1,58,2732,6.21,6.13,3.77\n\"53808\",0.72,\"Very Good\",\"G\",\"VS2\",63.1,57,2732,5.74,5.71,3.61\n\"53809\",0.81,\"Very Good\",\"G\",\"SI1\",60.7,56,2733,6.06,6.09,3.69\n\"53810\",0.7,\"Ideal\",\"H\",\"VS2\",61.4,56,2733,5.72,5.75,3.52\n\"53811\",0.73,\"Ideal\",\"I\",\"SI1\",61.7,55,2733,5.78,5.82,3.58\n\"53812\",0.52,\"Ideal\",\"F\",\"IF\",61.7,57,2733,5.13,5.17,3.18\n\"53813\",0.75,\"Very Good\",\"F\",\"SI1\",63.4,58,2734,5.75,5.79,3.66\n\"53814\",0.7,\"Very Good\",\"D\",\"SI1\",63.4,58,2734,5.63,5.66,3.58\n\"53815\",0.77,\"Good\",\"H\",\"VVS2\",64.3,57.9,2734,5.7,5.86,3.71\n\"53816\",0.71,\"Premium\",\"E\",\"VS2\",59,59,2735,5.88,5.78,3.44\n\"53817\",0.71,\"Premium\",\"E\",\"VS2\",62.1,59,2735,5.72,5.68,3.54\n\"53818\",0.71,\"Very Good\",\"E\",\"SI1\",61.3,59,2735,5.69,5.73,3.5\n\"53819\",0.81,\"Very Good\",\"E\",\"SI2\",63.7,57,2735,5.86,5.94,3.76\n\"53820\",0.71,\"Premium\",\"E\",\"VS2\",62.5,60,2735,5.7,5.66,3.55\n\"53821\",0.71,\"Premium\",\"G\",\"VS2\",63,56,2735,5.7,5.69,3.59\n\"53822\",0.71,\"Premium\",\"E\",\"VS2\",59.9,58,2735,5.81,5.78,3.47\n\"53823\",0.79,\"Premium\",\"D\",\"SI2\",61.8,58,2735,5.95,5.89,3.66\n\"53824\",0.77,\"Ideal\",\"I\",\"VS1\",60.9,57,2736,5.92,5.94,3.61\n\"53825\",0.7,\"Very Good\",\"F\",\"VS2\",61.6,60,2737,5.59,5.65,3.46\n\"53826\",0.7,\"Very Good\",\"F\",\"VS2\",61.7,63,2737,5.61,5.64,3.47\n\"53827\",0.7,\"Premium\",\"E\",\"VS2\",62.8,61,2737,5.66,5.62,3.54\n\"53828\",0.7,\"Premium\",\"E\",\"VS2\",62.3,59,2737,5.7,5.64,3.53\n\"53829\",0.7,\"Very 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Good\",\"I\",\"I1\",61.6,61,2745,6.45,6.47,3.98\n\"53877\",0.7,\"Ideal\",\"E\",\"SI1\",61.7,55,2745,5.71,5.74,3.53\n\"53878\",0.77,\"Premium\",\"F\",\"SI1\",60,61,2745,5.97,5.93,3.57\n\"53879\",0.51,\"Ideal\",\"E\",\"VVS1\",61.9,54,2745,5.17,5.11,3.18\n\"53880\",1.04,\"Fair\",\"G\",\"SI2\",65.2,57,2745,6.25,6.23,4.07\n\"53881\",0.73,\"Premium\",\"G\",\"VS2\",60.7,58,2746,5.82,5.87,3.55\n\"53882\",0.72,\"Ideal\",\"G\",\"VS1\",62.6,53,2746,5.76,5.78,3.61\n\"53883\",0.71,\"Fair\",\"D\",\"VS1\",65.4,59,2747,5.62,5.58,3.66\n\"53884\",0.7,\"Very Good\",\"G\",\"VS1\",61.4,55,2748,5.7,5.74,3.51\n\"53885\",0.81,\"Ideal\",\"D\",\"SI1\",61.5,57,2748,6,6.03,3.7\n\"53886\",0.75,\"Very Good\",\"I\",\"VVS2\",62,59,2749,5.81,5.83,3.61\n\"53887\",0.7,\"Good\",\"D\",\"VS2\",58,62,2749,5.78,5.87,3.38\n\"53888\",0.52,\"Ideal\",\"F\",\"IF\",61.5,57,2749,5.15,5.19,3.18\n\"53889\",0.83,\"Premium\",\"G\",\"SI2\",61.6,57,2749,6.06,6.02,3.72\n\"53890\",0.8,\"Ideal\",\"G\",\"SI2\",62.2,56,2749,5.95,5.91,3.69\n\"53891\",0.73,\"Good\",\"E\",\"SI1\",57.9,55,2749,6,5.96,3.46\n\"53892\",0.56,\"Ideal\",\"E\",\"VVS1\",62.1,56,2750,5.28,5.29,3.28\n\"53893\",0.7,\"Ideal\",\"F\",\"VS1\",62.5,56,2751,5.73,5.7,3.57\n\"53894\",0.7,\"Ideal\",\"F\",\"VS1\",62,55,2751,5.74,5.71,3.55\n\"53895\",0.71,\"Ideal\",\"G\",\"SI1\",60.5,56.4,2751,5.76,5.8,3.5\n\"53896\",0.7,\"Good\",\"F\",\"VS1\",57.8,61,2751,5.83,5.79,3.36\n\"53897\",0.83,\"Ideal\",\"G\",\"SI2\",62.4,54,2751,6.01,6.08,3.77\n\"53898\",1.02,\"Good\",\"H\",\"I1\",64.3,63,2751,6.28,6.23,4.02\n\"53899\",0.65,\"Very Good\",\"D\",\"VS1\",60.8,57.2,2752,5.55,5.63,3.4\n\"53900\",0.72,\"Ideal\",\"H\",\"VVS2\",62.3,56,2752,5.74,5.81,3.6\n\"53901\",0.73,\"Ideal\",\"H\",\"VS2\",62.5,58,2752,5.71,5.75,3.58\n\"53902\",0.57,\"Premium\",\"E\",\"VS1\",61.6,58,2753,5.36,5.33,3.29\n\"53903\",0.77,\"Very Good\",\"E\",\"SI2\",59.9,61,2753,5.98,6.01,3.59\n\"53904\",0.75,\"Very Good\",\"E\",\"SI1\",62.9,57,2753,5.79,5.84,3.66\n\"53905\",0.7,\"Premium\",\"E\",\"SI1\",61.3,58,2753,5.68,5.71,3.49\n\"53906\",0.7,\"Premium\",\"E\",\"SI1\",60,59,2753,5.75,5.79,3.46\n\"53907\",0.75,\"Very Good\",\"E\",\"SI1\",63,55,2753,5.76,5.79,3.64\n\"53908\",0.7,\"Very Good\",\"E\",\"SI1\",61,57,2753,5.68,5.73,3.48\n\"53909\",0.7,\"Very Good\",\"E\",\"SI1\",61.2,57,2753,5.68,5.73,3.49\n\"53910\",0.7,\"Very Good\",\"E\",\"SI1\",62.7,59,2753,5.63,5.67,3.54\n\"53911\",0.7,\"Premium\",\"E\",\"SI1\",60.5,58,2753,5.74,5.77,3.48\n\"53912\",0.57,\"Premium\",\"E\",\"IF\",59.8,60,2753,5.43,5.38,3.23\n\"53913\",0.61,\"Premium\",\"F\",\"VVS1\",61.8,59,2753,5.48,5.4,3.36\n\"53914\",0.8,\"Good\",\"G\",\"VS2\",64.2,58,2753,5.84,5.81,3.74\n\"53915\",0.84,\"Good\",\"I\",\"VS1\",63.7,59,2753,5.94,5.9,3.77\n\"53916\",0.77,\"Ideal\",\"E\",\"SI2\",62.1,56,2753,5.84,5.86,3.63\n\"53917\",0.74,\"Good\",\"D\",\"SI1\",63.1,59,2753,5.71,5.74,3.61\n\"53918\",0.9,\"Very Good\",\"J\",\"SI1\",63.2,60,2753,6.12,6.09,3.86\n\"53919\",0.76,\"Premium\",\"I\",\"VS1\",59.3,62,2753,5.93,5.85,3.49\n\"53920\",0.76,\"Ideal\",\"I\",\"VVS1\",62.2,55,2753,5.89,5.87,3.66\n\"53921\",0.7,\"Very Good\",\"E\",\"VS2\",62.4,60,2755,5.57,5.61,3.49\n\"53922\",0.7,\"Very Good\",\"E\",\"VS2\",62.8,60,2755,5.59,5.65,3.53\n\"53923\",0.7,\"Very Good\",\"D\",\"VS1\",63.1,59,2755,5.67,5.58,3.55\n\"53924\",0.73,\"Ideal\",\"I\",\"VS2\",61.3,56,2756,5.8,5.84,3.57\n\"53925\",0.73,\"Ideal\",\"I\",\"VS2\",61.6,55,2756,5.82,5.84,3.59\n\"53926\",0.79,\"Ideal\",\"I\",\"SI1\",61.6,56,2756,5.95,5.97,3.67\n\"53927\",0.71,\"Ideal\",\"E\",\"SI1\",61.9,56,2756,5.71,5.73,3.54\n\"53928\",0.79,\"Good\",\"F\",\"SI1\",58.1,59,2756,6.06,6.13,3.54\n\"53929\",0.79,\"Premium\",\"E\",\"SI2\",61.4,58,2756,6.03,5.96,3.68\n\"53930\",0.71,\"Ideal\",\"G\",\"VS1\",61.4,56,2756,5.76,5.73,3.53\n\"53931\",0.71,\"Premium\",\"E\",\"SI1\",60.5,55,2756,5.79,5.74,3.49\n\"53932\",0.71,\"Premium\",\"F\",\"SI1\",59.8,62,2756,5.74,5.73,3.43\n\"53933\",0.7,\"Very Good\",\"E\",\"VS2\",60.5,59,2757,5.71,5.76,3.47\n\"53934\",0.7,\"Very Good\",\"E\",\"VS2\",61.2,59,2757,5.69,5.72,3.49\n\"53935\",0.72,\"Premium\",\"D\",\"SI1\",62.7,59,2757,5.69,5.73,3.58\n\"53936\",0.72,\"Ideal\",\"D\",\"SI1\",60.8,57,2757,5.75,5.76,3.5\n\"53937\",0.72,\"Good\",\"D\",\"SI1\",63.1,55,2757,5.69,5.75,3.61\n\"53938\",0.7,\"Very Good\",\"D\",\"SI1\",62.8,60,2757,5.66,5.68,3.56\n\"53939\",0.86,\"Premium\",\"H\",\"SI2\",61,58,2757,6.15,6.12,3.74\n\"53940\",0.75,\"Ideal\",\"D\",\"SI2\",62.2,55,2757,5.83,5.87,3.64\n"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Uygulama_2/reg_car_prices.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"# Car Price Prediction\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Problem Statement\\n\",\n    \"A Chinese automobile company Geely Auto aspires to enter the US market by setting up their manufacturing unit there and producing cars locally to give competition to their US and European counterparts. \\n\",\n    \"\\n\",\n    \"They have contracted an automobile consulting company to understand the factors on which the pricing of cars depends. Specifically, they want to understand the factors affecting the pricing of cars in the American market, since those may be very different from the Chinese market. The company wants to know:\\n\",\n    \"\\n\",\n    \"    - Which variables are significant in predicting the price of a car\\n\",\n    \"    - How well those variables describe the price of a car\\n\",\n    \"\\n\",\n    \"Based on various market surveys, the consulting firm has gathered a large dataset of different types of cars across the Americal market. \"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Business Goal \\n\",\n    \"\\n\",\n    \"You are required to model the price of cars with the available independent variables. It will be used by the management to understand how exactly the prices vary with the independent variables. They can accordingly manipulate the design of the cars, the business strategy etc. to meet certain price levels. Further, the model will be a good way for management to understand the pricing dynamics of a new market. \"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:11.529782Z\",\n     \"start_time\": \"2024-05-31T14:32:11.526523Z\"\n    }\n   },\n   \"source\": [\n    \"import warnings\\n\",\n    \"\\n\",\n    \"import numpy\\n\",\n    \"\\n\",\n    \"warnings.filterwarnings('ignore')\\n\",\n    \"\\n\",\n    \"#importing the libraries\\n\",\n    \"import numpy as np\\n\",\n    \"import pandas as pd\\n\",\n    \"import matplotlib.pyplot as plt\\n\",\n    \"import seaborn as sns\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": 1\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Step 1: Reading and Understanding the Data\\n\",\n    \"\\n\",\n    \"Let's start with the following steps:\\n\",\n    \"\\n\",\n    \"1. Importing data using the pandas library\\n\",\n    \"2. Understanding the structure of the data\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:11.963661Z\",\n     \"start_time\": \"2024-05-31T14:32:11.940529Z\"\n    }\n   },\n   \"source\": [\n    \"cars = pd.read_csv('./data/car_prices.csv')\\n\",\n    \"cars.head()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"   car_ID  symboling                   CarName fueltype aspiration doornumber  \\\\\\n\",\n       \"0       1          3        alfa-romero giulia      gas        std        two   \\n\",\n       \"1       2          3       alfa-romero stelvio      gas        std        two   \\n\",\n       \"2       3          1  alfa-romero Quadrifoglio      gas        std        two   \\n\",\n       \"3       4          2               audi 100 ls      gas        std       four   \\n\",\n       \"4       5          2                audi 100ls      gas        std       four   \\n\",\n       \"\\n\",\n       \"       carbody drivewheel enginelocation  wheelbase  ...  enginesize  \\\\\\n\",\n       \"0  convertible        rwd          front       88.6  ...         130   \\n\",\n       \"1  convertible        rwd          front       88.6  ...         130   \\n\",\n       \"2    hatchback        rwd          front       94.5  ...         152   \\n\",\n       \"3        sedan        fwd          front       99.8  ...         109   \\n\",\n       \"4        sedan        4wd          front       99.4  ...         136   \\n\",\n       \"\\n\",\n       \"   fuelsystem  boreratio  stroke compressionratio horsepower  peakrpm citympg  \\\\\\n\",\n       \"0        mpfi       3.47    2.68              9.0        111     5000      21   \\n\",\n       \"1        mpfi       3.47    2.68              9.0        111     5000      21   \\n\",\n       \"2        mpfi       2.68    3.47              9.0        154     5000      19   \\n\",\n       \"3        mpfi       3.19    3.40             10.0        102     5500      24   \\n\",\n       \"4        mpfi       3.19    3.40              8.0        115     5500      18   \\n\",\n       \"\\n\",\n       \"   highwaympg    price  \\n\",\n       \"0          27  13495.0  \\n\",\n       \"1          27  16500.0  \\n\",\n       \"2          26  16500.0  \\n\",\n       \"3          30  13950.0  \\n\",\n       \"4          22  17450.0  \\n\",\n       \"\\n\",\n       \"[5 rows x 26 columns]\"\n      ],\n      \"text/html\": [\n       \"<div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>car_ID</th>\\n\",\n       \"      <th>symboling</th>\\n\",\n       \"      <th>CarName</th>\\n\",\n       \"      <th>fueltype</th>\\n\",\n       \"      <th>aspiration</th>\\n\",\n       \"      <th>doornumber</th>\\n\",\n       \"      <th>carbody</th>\\n\",\n       \"      <th>drivewheel</th>\\n\",\n       \"      <th>enginelocation</th>\\n\",\n       \"      <th>wheelbase</th>\\n\",\n       \"      <th>...</th>\\n\",\n       \"      <th>enginesize</th>\\n\",\n       \"      <th>fuelsystem</th>\\n\",\n       \"      <th>boreratio</th>\\n\",\n       \"      <th>stroke</th>\\n\",\n       \"      <th>compressionratio</th>\\n\",\n       \"      <th>horsepower</th>\\n\",\n       \"      <th>peakrpm</th>\\n\",\n       \"      <th>citympg</th>\\n\",\n       \"      <th>highwaympg</th>\\n\",\n       \"      <th>price</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>0</th>\\n\",\n       \"      <td>1</td>\\n\",\n       \"      <td>3</td>\\n\",\n       \"      <td>alfa-romero giulia</td>\\n\",\n       \"      <td>gas</td>\\n\",\n       \"      <td>std</td>\\n\",\n       \"      <td>two</td>\\n\",\n       \"      <td>convertible</td>\\n\",\n       \"      <td>rwd</td>\\n\",\n       \"      <td>front</td>\\n\",\n       \"      <td>88.6</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>130</td>\\n\",\n       \"      <td>mpfi</td>\\n\",\n       \"      <td>3.47</td>\\n\",\n       \"      <td>2.68</td>\\n\",\n       \"      <td>9.0</td>\\n\",\n       \"      <td>111</td>\\n\",\n       \"      <td>5000</td>\\n\",\n       \"      <td>21</td>\\n\",\n       \"      <td>27</td>\\n\",\n       \"      <td>13495.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>1</th>\\n\",\n       \"      <td>2</td>\\n\",\n       \"      <td>3</td>\\n\",\n       \"      <td>alfa-romero stelvio</td>\\n\",\n       \"      <td>gas</td>\\n\",\n       \"      <td>std</td>\\n\",\n       \"      <td>two</td>\\n\",\n       \"      <td>convertible</td>\\n\",\n       \"      <td>rwd</td>\\n\",\n       \"      <td>front</td>\\n\",\n       \"      <td>88.6</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>130</td>\\n\",\n       \"      <td>mpfi</td>\\n\",\n       \"      <td>3.47</td>\\n\",\n       \"      <td>2.68</td>\\n\",\n       \"      <td>9.0</td>\\n\",\n       \"      <td>111</td>\\n\",\n       \"      <td>5000</td>\\n\",\n       \"      <td>21</td>\\n\",\n       \"      <td>27</td>\\n\",\n       \"      <td>16500.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>2</th>\\n\",\n       \"      <td>3</td>\\n\",\n       \"      <td>1</td>\\n\",\n       \"      <td>alfa-romero Quadrifoglio</td>\\n\",\n       \"      <td>gas</td>\\n\",\n       \"      <td>std</td>\\n\",\n       \"      <td>two</td>\\n\",\n       \"      <td>hatchback</td>\\n\",\n       \"      <td>rwd</td>\\n\",\n       \"      <td>front</td>\\n\",\n       \"      <td>94.5</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>152</td>\\n\",\n       \"      <td>mpfi</td>\\n\",\n       \"      <td>2.68</td>\\n\",\n       \"      <td>3.47</td>\\n\",\n       \"      <td>9.0</td>\\n\",\n       \"      <td>154</td>\\n\",\n       \"      <td>5000</td>\\n\",\n       \"      <td>19</td>\\n\",\n       \"      <td>26</td>\\n\",\n       \"      <td>16500.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>3</th>\\n\",\n       \"      <td>4</td>\\n\",\n       \"      <td>2</td>\\n\",\n       \"      <td>audi 100 ls</td>\\n\",\n       \"      <td>gas</td>\\n\",\n       \"      <td>std</td>\\n\",\n       \"      <td>four</td>\\n\",\n       \"      <td>sedan</td>\\n\",\n       \"      <td>fwd</td>\\n\",\n       \"      <td>front</td>\\n\",\n       \"      <td>99.8</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>109</td>\\n\",\n       \"      <td>mpfi</td>\\n\",\n       \"      <td>3.19</td>\\n\",\n       \"      <td>3.40</td>\\n\",\n       \"      <td>10.0</td>\\n\",\n       \"      <td>102</td>\\n\",\n       \"      <td>5500</td>\\n\",\n       \"      <td>24</td>\\n\",\n       \"      <td>30</td>\\n\",\n       \"      <td>13950.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>4</th>\\n\",\n       \"      <td>5</td>\\n\",\n       \"      <td>2</td>\\n\",\n       \"      <td>audi 100ls</td>\\n\",\n       \"      <td>gas</td>\\n\",\n       \"      <td>std</td>\\n\",\n       \"      <td>four</td>\\n\",\n       \"      <td>sedan</td>\\n\",\n       \"      <td>4wd</td>\\n\",\n       \"      <td>front</td>\\n\",\n       \"      <td>99.4</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>136</td>\\n\",\n       \"      <td>mpfi</td>\\n\",\n       \"      <td>3.19</td>\\n\",\n       \"      <td>3.40</td>\\n\",\n       \"      <td>8.0</td>\\n\",\n       \"      <td>115</td>\\n\",\n       \"      <td>5500</td>\\n\",\n       \"      <td>18</td>\\n\",\n       \"      <td>22</td>\\n\",\n       \"      <td>17450.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"<p>5 rows × 26 columns</p>\\n\",\n       \"</div>\"\n      ]\n     },\n     \"execution_count\": 2,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 2\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:12.074898Z\",\n     \"start_time\": \"2024-05-31T14:32:11.985502Z\"\n    }\n   },\n   \"source\": [\n    \"cars.shape\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"(205, 26)\"\n      ]\n     },\n     \"execution_count\": 3,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 3\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:12.297609Z\",\n     \"start_time\": \"2024-05-31T14:32:12.076348Z\"\n    }\n   },\n   \"source\": [\n    \"cars.describe()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"           car_ID   symboling   wheelbase   carlength    carwidth   carheight  \\\\\\n\",\n       \"count  205.000000  205.000000  205.000000  205.000000  205.000000  205.000000   \\n\",\n       \"mean   103.000000    0.834146   98.756585  174.049268   65.907805   53.724878   \\n\",\n       \"std     59.322565    1.245307    6.021776   12.337289    2.145204    2.443522   \\n\",\n       \"min      1.000000   -2.000000   86.600000  141.100000   60.300000   47.800000   \\n\",\n       \"25%     52.000000    0.000000   94.500000  166.300000   64.100000   52.000000   \\n\",\n       \"50%    103.000000    1.000000   97.000000  173.200000   65.500000   54.100000   \\n\",\n       \"75%    154.000000    2.000000  102.400000  183.100000   66.900000   55.500000   \\n\",\n       \"max    205.000000    3.000000  120.900000  208.100000   72.300000   59.800000   \\n\",\n       \"\\n\",\n       \"        curbweight  enginesize   boreratio      stroke  compressionratio  \\\\\\n\",\n       \"count   205.000000  205.000000  205.000000  205.000000        205.000000   \\n\",\n       \"mean   2555.565854  126.907317    3.329756    3.255415         10.142537   \\n\",\n       \"std     520.680204   41.642693    0.270844    0.313597          3.972040   \\n\",\n       \"min    1488.000000   61.000000    2.540000    2.070000          7.000000   \\n\",\n       \"25%    2145.000000   97.000000    3.150000    3.110000          8.600000   \\n\",\n       \"50%    2414.000000  120.000000    3.310000    3.290000          9.000000   \\n\",\n       \"75%    2935.000000  141.000000    3.580000    3.410000          9.400000   \\n\",\n       \"max    4066.000000  326.000000    3.940000    4.170000         23.000000   \\n\",\n       \"\\n\",\n       \"       horsepower      peakrpm     citympg  highwaympg         price  \\n\",\n       \"count  205.000000   205.000000  205.000000  205.000000    205.000000  \\n\",\n       \"mean   104.117073  5125.121951   25.219512   30.751220  13276.710571  \\n\",\n       \"std     39.544167   476.985643    6.542142    6.886443   7988.852332  \\n\",\n       \"min     48.000000  4150.000000   13.000000   16.000000   5118.000000  \\n\",\n       \"25%     70.000000  4800.000000   19.000000   25.000000   7788.000000  \\n\",\n       \"50%     95.000000  5200.000000   24.000000   30.000000  10295.000000  \\n\",\n       \"75%    116.000000  5500.000000   30.000000   34.000000  16503.000000  \\n\",\n       \"max    288.000000  6600.000000   49.000000   54.000000  45400.000000  \"\n      ],\n      \"text/html\": [\n       \"<div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>car_ID</th>\\n\",\n       \"      <th>symboling</th>\\n\",\n       \"      <th>wheelbase</th>\\n\",\n       \"      <th>carlength</th>\\n\",\n       \"      <th>carwidth</th>\\n\",\n       \"      <th>carheight</th>\\n\",\n       \"      <th>curbweight</th>\\n\",\n       \"      <th>enginesize</th>\\n\",\n       \"      <th>boreratio</th>\\n\",\n       \"      <th>stroke</th>\\n\",\n       \"      <th>compressionratio</th>\\n\",\n       \"      <th>horsepower</th>\\n\",\n       \"      <th>peakrpm</th>\\n\",\n       \"      <th>citympg</th>\\n\",\n       \"      <th>highwaympg</th>\\n\",\n       \"      <th>price</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>count</th>\\n\",\n       \"      <td>205.000000</td>\\n\",\n       \"      <td>205.000000</td>\\n\",\n       \"      <td>205.000000</td>\\n\",\n       \"      <td>205.000000</td>\\n\",\n       \"      <td>205.000000</td>\\n\",\n       \"      <td>205.000000</td>\\n\",\n       \"      <td>205.000000</td>\\n\",\n       \"      <td>205.000000</td>\\n\",\n       \"      <td>205.000000</td>\\n\",\n       \"      <td>205.000000</td>\\n\",\n       \"      <td>205.000000</td>\\n\",\n       \"      <td>205.000000</td>\\n\",\n       \"      <td>205.000000</td>\\n\",\n       \"      <td>205.000000</td>\\n\",\n       \"      <td>205.000000</td>\\n\",\n       \"      <td>205.000000</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>mean</th>\\n\",\n       \"      <td>103.000000</td>\\n\",\n       \"      <td>0.834146</td>\\n\",\n       \"      <td>98.756585</td>\\n\",\n       \"      <td>174.049268</td>\\n\",\n       \"      <td>65.907805</td>\\n\",\n       \"      <td>53.724878</td>\\n\",\n       \"      <td>2555.565854</td>\\n\",\n       \"      <td>126.907317</td>\\n\",\n       \"      <td>3.329756</td>\\n\",\n       \"      <td>3.255415</td>\\n\",\n       \"      <td>10.142537</td>\\n\",\n       \"      <td>104.117073</td>\\n\",\n       \"      <td>5125.121951</td>\\n\",\n       \"      <td>25.219512</td>\\n\",\n       \"      <td>30.751220</td>\\n\",\n       \"      <td>13276.710571</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>std</th>\\n\",\n       \"      <td>59.322565</td>\\n\",\n       \"      <td>1.245307</td>\\n\",\n       \"      <td>6.021776</td>\\n\",\n       \"      <td>12.337289</td>\\n\",\n       \"      <td>2.145204</td>\\n\",\n       \"      <td>2.443522</td>\\n\",\n       \"      <td>520.680204</td>\\n\",\n       \"      <td>41.642693</td>\\n\",\n       \"      <td>0.270844</td>\\n\",\n       \"      <td>0.313597</td>\\n\",\n       \"      <td>3.972040</td>\\n\",\n       \"      <td>39.544167</td>\\n\",\n       \"      <td>476.985643</td>\\n\",\n       \"      <td>6.542142</td>\\n\",\n       \"      <td>6.886443</td>\\n\",\n       \"      <td>7988.852332</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>min</th>\\n\",\n       \"      <td>1.000000</td>\\n\",\n       \"      <td>-2.000000</td>\\n\",\n       \"      <td>86.600000</td>\\n\",\n       \"      <td>141.100000</td>\\n\",\n       \"      <td>60.300000</td>\\n\",\n       \"      <td>47.800000</td>\\n\",\n       \"      <td>1488.000000</td>\\n\",\n       \"      <td>61.000000</td>\\n\",\n       \"      <td>2.540000</td>\\n\",\n       \"      <td>2.070000</td>\\n\",\n       \"      <td>7.000000</td>\\n\",\n       \"      <td>48.000000</td>\\n\",\n       \"      <td>4150.000000</td>\\n\",\n       \"      <td>13.000000</td>\\n\",\n       \"      <td>16.000000</td>\\n\",\n       \"      <td>5118.000000</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>25%</th>\\n\",\n       \"      <td>52.000000</td>\\n\",\n       \"      <td>0.000000</td>\\n\",\n       \"      <td>94.500000</td>\\n\",\n       \"      <td>166.300000</td>\\n\",\n       \"      <td>64.100000</td>\\n\",\n       \"      <td>52.000000</td>\\n\",\n       \"      <td>2145.000000</td>\\n\",\n       \"      <td>97.000000</td>\\n\",\n       \"      <td>3.150000</td>\\n\",\n       \"      <td>3.110000</td>\\n\",\n       \"      <td>8.600000</td>\\n\",\n       \"      <td>70.000000</td>\\n\",\n       \"      <td>4800.000000</td>\\n\",\n       \"      <td>19.000000</td>\\n\",\n       \"      <td>25.000000</td>\\n\",\n       \"      <td>7788.000000</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>50%</th>\\n\",\n       \"      <td>103.000000</td>\\n\",\n       \"      <td>1.000000</td>\\n\",\n       \"      <td>97.000000</td>\\n\",\n       \"      <td>173.200000</td>\\n\",\n       \"      <td>65.500000</td>\\n\",\n       \"      <td>54.100000</td>\\n\",\n       \"      <td>2414.000000</td>\\n\",\n       \"      <td>120.000000</td>\\n\",\n       \"      <td>3.310000</td>\\n\",\n       \"      <td>3.290000</td>\\n\",\n       \"      <td>9.000000</td>\\n\",\n       \"      <td>95.000000</td>\\n\",\n       \"      <td>5200.000000</td>\\n\",\n       \"      <td>24.000000</td>\\n\",\n       \"      <td>30.000000</td>\\n\",\n       \"      <td>10295.000000</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>75%</th>\\n\",\n       \"      <td>154.000000</td>\\n\",\n       \"      <td>2.000000</td>\\n\",\n       \"      <td>102.400000</td>\\n\",\n       \"      <td>183.100000</td>\\n\",\n       \"      <td>66.900000</td>\\n\",\n       \"      <td>55.500000</td>\\n\",\n       \"      <td>2935.000000</td>\\n\",\n       \"      <td>141.000000</td>\\n\",\n       \"      <td>3.580000</td>\\n\",\n       \"      <td>3.410000</td>\\n\",\n       \"      <td>9.400000</td>\\n\",\n       \"      <td>116.000000</td>\\n\",\n       \"      <td>5500.000000</td>\\n\",\n       \"      <td>30.000000</td>\\n\",\n       \"      <td>34.000000</td>\\n\",\n       \"      <td>16503.000000</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>max</th>\\n\",\n       \"      <td>205.000000</td>\\n\",\n       \"      <td>3.000000</td>\\n\",\n       \"      <td>120.900000</td>\\n\",\n       \"      <td>208.100000</td>\\n\",\n       \"      <td>72.300000</td>\\n\",\n       \"      <td>59.800000</td>\\n\",\n       \"      <td>4066.000000</td>\\n\",\n       \"      <td>326.000000</td>\\n\",\n       \"      <td>3.940000</td>\\n\",\n       \"      <td>4.170000</td>\\n\",\n       \"      <td>23.000000</td>\\n\",\n       \"      <td>288.000000</td>\\n\",\n       \"      <td>6600.000000</td>\\n\",\n       \"      <td>49.000000</td>\\n\",\n       \"      <td>54.000000</td>\\n\",\n       \"      <td>45400.000000</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"</div>\"\n      ]\n     },\n     \"execution_count\": 4,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 4\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:12.423945Z\",\n     \"start_time\": \"2024-05-31T14:32:12.299213Z\"\n    }\n   },\n   \"source\": [\n    \"cars.info()\"\n   ],\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"<class 'pandas.core.frame.DataFrame'>\\n\",\n      \"RangeIndex: 205 entries, 0 to 204\\n\",\n      \"Data columns (total 26 columns):\\n\",\n      \" #   Column            Non-Null Count  Dtype  \\n\",\n      \"---  ------            --------------  -----  \\n\",\n      \" 0   car_ID            205 non-null    int64  \\n\",\n      \" 1   symboling         205 non-null    int64  \\n\",\n      \" 2   CarName           205 non-null    object \\n\",\n      \" 3   fueltype          205 non-null    object \\n\",\n      \" 4   aspiration        205 non-null    object \\n\",\n      \" 5   doornumber        205 non-null    object \\n\",\n      \" 6   carbody           205 non-null    object \\n\",\n      \" 7   drivewheel        205 non-null    object \\n\",\n      \" 8   enginelocation    205 non-null    object \\n\",\n      \" 9   wheelbase         205 non-null    float64\\n\",\n      \" 10  carlength         205 non-null    float64\\n\",\n      \" 11  carwidth          205 non-null    float64\\n\",\n      \" 12  carheight         205 non-null    float64\\n\",\n      \" 13  curbweight        205 non-null    int64  \\n\",\n      \" 14  enginetype        205 non-null    object \\n\",\n      \" 15  cylindernumber    205 non-null    object \\n\",\n      \" 16  enginesize        205 non-null    int64  \\n\",\n      \" 17  fuelsystem        205 non-null    object \\n\",\n      \" 18  boreratio         205 non-null    float64\\n\",\n      \" 19  stroke            205 non-null    float64\\n\",\n      \" 20  compressionratio  205 non-null    float64\\n\",\n      \" 21  horsepower        205 non-null    int64  \\n\",\n      \" 22  peakrpm           205 non-null    int64  \\n\",\n      \" 23  citympg           205 non-null    int64  \\n\",\n      \" 24  highwaympg        205 non-null    int64  \\n\",\n      \" 25  price             205 non-null    float64\\n\",\n      \"dtypes: float64(8), int64(8), object(10)\\n\",\n      \"memory usage: 41.8+ KB\\n\"\n     ]\n    }\n   ],\n   \"execution_count\": 5\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Step 2 : Data Cleaning and Preparation\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:12.641146Z\",\n     \"start_time\": \"2024-05-31T14:32:12.425558Z\"\n    }\n   },\n   \"source\": [\n    \"#Splitting company name from CarName column\\n\",\n    \"CompanyName = cars['CarName'].apply(lambda x : x.split(' ')[0])\\n\",\n    \"cars.insert(3,\\\"CompanyName\\\",CompanyName)\\n\",\n    \"cars.drop(['CarName'],axis=1,inplace=True)\\n\",\n    \"cars.head()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"   car_ID  symboling  CompanyName fueltype aspiration doornumber      carbody  \\\\\\n\",\n       \"0       1          3  alfa-romero      gas        std        two  convertible   \\n\",\n       \"1       2          3  alfa-romero      gas        std        two  convertible   \\n\",\n       \"2       3          1  alfa-romero      gas        std        two    hatchback   \\n\",\n       \"3       4          2         audi      gas        std       four        sedan   \\n\",\n       \"4       5          2         audi      gas        std       four        sedan   \\n\",\n       \"\\n\",\n       \"  drivewheel enginelocation  wheelbase  ...  enginesize  fuelsystem  \\\\\\n\",\n       \"0        rwd          front       88.6  ...         130        mpfi   \\n\",\n       \"1        rwd          front       88.6  ...         130        mpfi   \\n\",\n       \"2        rwd          front       94.5  ...         152        mpfi   \\n\",\n       \"3        fwd          front       99.8  ...         109        mpfi   \\n\",\n       \"4        4wd          front       99.4  ...         136        mpfi   \\n\",\n       \"\\n\",\n       \"   boreratio  stroke compressionratio horsepower  peakrpm citympg  highwaympg  \\\\\\n\",\n       \"0       3.47    2.68              9.0        111     5000      21          27   \\n\",\n       \"1       3.47    2.68              9.0        111     5000      21          27   \\n\",\n       \"2       2.68    3.47              9.0        154     5000      19          26   \\n\",\n       \"3       3.19    3.40             10.0        102     5500      24          30   \\n\",\n       \"4       3.19    3.40              8.0        115     5500      18          22   \\n\",\n       \"\\n\",\n       \"     price  \\n\",\n       \"0  13495.0  \\n\",\n       \"1  16500.0  \\n\",\n       \"2  16500.0  \\n\",\n       \"3  13950.0  \\n\",\n       \"4  17450.0  \\n\",\n       \"\\n\",\n       \"[5 rows x 26 columns]\"\n      ],\n      \"text/html\": [\n       \"<div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>car_ID</th>\\n\",\n       \"      <th>symboling</th>\\n\",\n       \"      <th>CompanyName</th>\\n\",\n       \"      <th>fueltype</th>\\n\",\n       \"      <th>aspiration</th>\\n\",\n       \"      <th>doornumber</th>\\n\",\n       \"      <th>carbody</th>\\n\",\n       \"      <th>drivewheel</th>\\n\",\n       \"      <th>enginelocation</th>\\n\",\n       \"      <th>wheelbase</th>\\n\",\n       \"      <th>...</th>\\n\",\n       \"      <th>enginesize</th>\\n\",\n       \"      <th>fuelsystem</th>\\n\",\n       \"      <th>boreratio</th>\\n\",\n       \"      <th>stroke</th>\\n\",\n       \"      <th>compressionratio</th>\\n\",\n       \"      <th>horsepower</th>\\n\",\n       \"      <th>peakrpm</th>\\n\",\n       \"      <th>citympg</th>\\n\",\n       \"      <th>highwaympg</th>\\n\",\n       \"      <th>price</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>0</th>\\n\",\n       \"      <td>1</td>\\n\",\n       \"      <td>3</td>\\n\",\n       \"      <td>alfa-romero</td>\\n\",\n       \"      <td>gas</td>\\n\",\n       \"      <td>std</td>\\n\",\n       \"      <td>two</td>\\n\",\n       \"      <td>convertible</td>\\n\",\n       \"      <td>rwd</td>\\n\",\n       \"      <td>front</td>\\n\",\n       \"      <td>88.6</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>130</td>\\n\",\n       \"      <td>mpfi</td>\\n\",\n       \"      <td>3.47</td>\\n\",\n       \"      <td>2.68</td>\\n\",\n       \"      <td>9.0</td>\\n\",\n       \"      <td>111</td>\\n\",\n       \"      <td>5000</td>\\n\",\n       \"      <td>21</td>\\n\",\n       \"      <td>27</td>\\n\",\n       \"      <td>13495.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>1</th>\\n\",\n       \"      <td>2</td>\\n\",\n       \"      <td>3</td>\\n\",\n       \"      <td>alfa-romero</td>\\n\",\n       \"      <td>gas</td>\\n\",\n       \"      <td>std</td>\\n\",\n       \"      <td>two</td>\\n\",\n       \"      <td>convertible</td>\\n\",\n       \"      <td>rwd</td>\\n\",\n       \"      <td>front</td>\\n\",\n       \"      <td>88.6</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>130</td>\\n\",\n       \"      <td>mpfi</td>\\n\",\n       \"      <td>3.47</td>\\n\",\n       \"      <td>2.68</td>\\n\",\n       \"      <td>9.0</td>\\n\",\n       \"      <td>111</td>\\n\",\n       \"      <td>5000</td>\\n\",\n       \"      <td>21</td>\\n\",\n       \"      <td>27</td>\\n\",\n       \"      <td>16500.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>2</th>\\n\",\n       \"      <td>3</td>\\n\",\n       \"      <td>1</td>\\n\",\n       \"      <td>alfa-romero</td>\\n\",\n       \"      <td>gas</td>\\n\",\n       \"      <td>std</td>\\n\",\n       \"      <td>two</td>\\n\",\n       \"      <td>hatchback</td>\\n\",\n       \"      <td>rwd</td>\\n\",\n       \"      <td>front</td>\\n\",\n       \"      <td>94.5</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>152</td>\\n\",\n       \"      <td>mpfi</td>\\n\",\n       \"      <td>2.68</td>\\n\",\n       \"      <td>3.47</td>\\n\",\n       \"      <td>9.0</td>\\n\",\n       \"      <td>154</td>\\n\",\n       \"      <td>5000</td>\\n\",\n       \"      <td>19</td>\\n\",\n       \"      <td>26</td>\\n\",\n       \"      <td>16500.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>3</th>\\n\",\n       \"      <td>4</td>\\n\",\n       \"      <td>2</td>\\n\",\n       \"      <td>audi</td>\\n\",\n       \"      <td>gas</td>\\n\",\n       \"      <td>std</td>\\n\",\n       \"      <td>four</td>\\n\",\n       \"      <td>sedan</td>\\n\",\n       \"      <td>fwd</td>\\n\",\n       \"      <td>front</td>\\n\",\n       \"      <td>99.8</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>109</td>\\n\",\n       \"      <td>mpfi</td>\\n\",\n       \"      <td>3.19</td>\\n\",\n       \"      <td>3.40</td>\\n\",\n       \"      <td>10.0</td>\\n\",\n       \"      <td>102</td>\\n\",\n       \"      <td>5500</td>\\n\",\n       \"      <td>24</td>\\n\",\n       \"      <td>30</td>\\n\",\n       \"      <td>13950.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>4</th>\\n\",\n       \"      <td>5</td>\\n\",\n       \"      <td>2</td>\\n\",\n       \"      <td>audi</td>\\n\",\n       \"      <td>gas</td>\\n\",\n       \"      <td>std</td>\\n\",\n       \"      <td>four</td>\\n\",\n       \"      <td>sedan</td>\\n\",\n       \"      <td>4wd</td>\\n\",\n       \"      <td>front</td>\\n\",\n       \"      <td>99.4</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>136</td>\\n\",\n       \"      <td>mpfi</td>\\n\",\n       \"      <td>3.19</td>\\n\",\n       \"      <td>3.40</td>\\n\",\n       \"      <td>8.0</td>\\n\",\n       \"      <td>115</td>\\n\",\n       \"      <td>5500</td>\\n\",\n       \"      <td>18</td>\\n\",\n       \"      <td>22</td>\\n\",\n       \"      <td>17450.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"<p>5 rows × 26 columns</p>\\n\",\n       \"</div>\"\n      ]\n     },\n     \"execution_count\": 6,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 6\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:12.981031Z\",\n     \"start_time\": \"2024-05-31T14:32:12.643240Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"cars['fuelsystem'].value_counts()\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"fuelsystem\\n\",\n       \"mpfi    94\\n\",\n       \"2bbl    66\\n\",\n       \"idi     20\\n\",\n       \"1bbl    11\\n\",\n       \"spdi     9\\n\",\n       \"4bbl     3\\n\",\n       \"mfi      1\\n\",\n       \"spfi     1\\n\",\n       \"Name: count, dtype: int64\"\n      ]\n     },\n     \"execution_count\": 7,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 7\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:13.162942Z\",\n     \"start_time\": \"2024-05-31T14:32:12.982120Z\"\n    }\n   },\n   \"source\": [\n    \"cars.CompanyName.unique()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"array(['alfa-romero', 'audi', 'bmw', 'chevrolet', 'dodge', 'honda',\\n\",\n       \"       'isuzu', 'jaguar', 'maxda', 'mazda', 'buick', 'mercury',\\n\",\n       \"       'mitsubishi', 'Nissan', 'nissan', 'peugeot', 'plymouth', 'porsche',\\n\",\n       \"       'porcshce', 'renault', 'saab', 'subaru', 'toyota', 'toyouta',\\n\",\n       \"       'vokswagen', 'volkswagen', 'vw', 'volvo'], dtype=object)\"\n      ]\n     },\n     \"execution_count\": 8,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 8\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"##### Fixing invalid values\\n\",\n    \"- There seems to be some spelling error in the CompanyName column.\\n\",\n    \"\\n\",\n    \"    - `maxda` = `mazda`\\n\",\n    \"    - `Nissan` = `nissan`\\n\",\n    \"    - `porsche` = `porcshce`\\n\",\n    \"    - `toyota` = `toyouta`\\n\",\n    \"    - `vokswagen` = `volkswagen` =  `vw`\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:13.277218Z\",\n     \"start_time\": \"2024-05-31T14:32:13.164477Z\"\n    }\n   },\n   \"source\": [\n    \"cars.CompanyName = cars.CompanyName.str.lower()\\n\",\n    \"\\n\",\n    \"def replace_name(a,b):\\n\",\n    \"    cars.CompanyName.replace(a,b,inplace=True)\\n\",\n    \"\\n\",\n    \"replace_name('maxda','mazda')\\n\",\n    \"replace_name('porcshce','porsche')\\n\",\n    \"replace_name('toyouta','toyota')\\n\",\n    \"replace_name('vokswagen','volkswagen')\\n\",\n    \"replace_name('vw','volkswagen')\\n\",\n    \"\\n\",\n    \"cars.CompanyName.unique()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"array(['alfa-romero', 'audi', 'bmw', 'chevrolet', 'dodge', 'honda',\\n\",\n       \"       'isuzu', 'jaguar', 'mazda', 'buick', 'mercury', 'mitsubishi',\\n\",\n       \"       'nissan', 'peugeot', 'plymouth', 'porsche', 'renault', 'saab',\\n\",\n       \"       'subaru', 'toyota', 'volkswagen', 'volvo'], dtype=object)\"\n      ]\n     },\n     \"execution_count\": 9,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 9\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:13.429655Z\",\n     \"start_time\": \"2024-05-31T14:32:13.278807Z\"\n    }\n   },\n   \"source\": [\n    \"#Checking for duplicates\\n\",\n    \"cars.loc[cars.duplicated()]\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"Empty DataFrame\\n\",\n       \"Columns: [car_ID, symboling, CompanyName, fueltype, aspiration, doornumber, carbody, drivewheel, enginelocation, wheelbase, carlength, carwidth, carheight, curbweight, enginetype, cylindernumber, enginesize, fuelsystem, boreratio, stroke, compressionratio, horsepower, peakrpm, citympg, highwaympg, price]\\n\",\n       \"Index: []\\n\",\n       \"\\n\",\n       \"[0 rows x 26 columns]\"\n      ],\n      \"text/html\": [\n       \"<div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>car_ID</th>\\n\",\n       \"      <th>symboling</th>\\n\",\n       \"      <th>CompanyName</th>\\n\",\n       \"      <th>fueltype</th>\\n\",\n       \"      <th>aspiration</th>\\n\",\n       \"      <th>doornumber</th>\\n\",\n       \"      <th>carbody</th>\\n\",\n       \"      <th>drivewheel</th>\\n\",\n       \"      <th>enginelocation</th>\\n\",\n       \"      <th>wheelbase</th>\\n\",\n       \"      <th>...</th>\\n\",\n       \"      <th>enginesize</th>\\n\",\n       \"      <th>fuelsystem</th>\\n\",\n       \"      <th>boreratio</th>\\n\",\n       \"      <th>stroke</th>\\n\",\n       \"      <th>compressionratio</th>\\n\",\n       \"      <th>horsepower</th>\\n\",\n       \"      <th>peakrpm</th>\\n\",\n       \"      <th>citympg</th>\\n\",\n       \"      <th>highwaympg</th>\\n\",\n       \"      <th>price</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"<p>0 rows × 26 columns</p>\\n\",\n       \"</div>\"\n      ]\n     },\n     \"execution_count\": 10,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 10\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:13.528933Z\",\n     \"start_time\": \"2024-05-31T14:32:13.432160Z\"\n    }\n   },\n   \"source\": [\n    \"cars.columns\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"Index(['car_ID', 'symboling', 'CompanyName', 'fueltype', 'aspiration',\\n\",\n       \"       'doornumber', 'carbody', 'drivewheel', 'enginelocation', 'wheelbase',\\n\",\n       \"       'carlength', 'carwidth', 'carheight', 'curbweight', 'enginetype',\\n\",\n       \"       'cylindernumber', 'enginesize', 'fuelsystem', 'boreratio', 'stroke',\\n\",\n       \"       'compressionratio', 'horsepower', 'peakrpm', 'citympg', 'highwaympg',\\n\",\n       \"       'price'],\\n\",\n       \"      dtype='object')\"\n      ]\n     },\n     \"execution_count\": 11,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 11\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Step 3: Visualizing the data\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:14.065791Z\",\n     \"start_time\": \"2024-05-31T14:32:13.530250Z\"\n    }\n   },\n   \"source\": [\n    \"plt.figure(figsize=(20,8))\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,1)\\n\",\n    \"plt.title('Car Price Distribution Plot')\\n\",\n    \"sns.distplot(cars.price)\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,2)\\n\",\n    \"plt.title('Car Price Spread')\\n\",\n    \"sns.boxplot(y=cars.price)\\n\",\n    \"\\n\",\n    \"plt.show()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 2000x800 with 2 Axes>\"\n      ],\n      \"image/png\": 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    },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 12\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:14.073056Z\",\n     \"start_time\": \"2024-05-31T14:32:14.067323Z\"\n    }\n   },\n   \"source\": [\n    \"print(cars.price.describe(percentiles = [0.25,0.50,0.75,0.85,0.90,1]))\"\n   ],\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"count      205.000000\\n\",\n      \"mean     13276.710571\\n\",\n      \"std       7988.852332\\n\",\n      \"min       5118.000000\\n\",\n      \"25%       7788.000000\\n\",\n      \"50%      10295.000000\\n\",\n      \"75%      16503.000000\\n\",\n      \"85%      18500.000000\\n\",\n      \"90%      22563.000000\\n\",\n      \"100%     45400.000000\\n\",\n      \"max      45400.000000\\n\",\n      \"Name: price, dtype: float64\\n\"\n     ]\n    }\n   ],\n   \"execution_count\": 13\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Inference :\\n\",\n    \"\\n\",\n    \"1. The plot seemed to be right-skewed, meaning that the most prices in the dataset are low(Below 15,000).\\n\",\n    \"2. There is a significant difference between the mean and the median of the price distribution.\\n\",\n    \"3. The data points are far spread out from the mean, which indicates a high variance in the car prices.(85% of the prices are below 18,500, whereas the remaining 15% are between 18,500 and 45,400.)\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Step 3.1 : Visualising Categorical Data\\n\",\n    \"\\n\",\n    \"    - CompanyName\\n\",\n    \"    - Symboling\\n\",\n    \"    - fueltype\\n\",\n    \"    - enginetype\\n\",\n    \"    - carbody\\n\",\n    \"    - doornumber\\n\",\n    \"    - enginelocation\\n\",\n    \"    - fuelsystem\\n\",\n    \"    - cylindernumber\\n\",\n    \"    - aspiration\\n\",\n    \"    - drivewheel\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:14.867453Z\",\n     \"start_time\": \"2024-05-31T14:32:14.074652Z\"\n    }\n   },\n   \"source\": [\n    \"plt.figure(figsize=(25, 6))\\n\",\n    \"\\n\",\n    \"plt.subplot(1,3,1)\\n\",\n    \"plt1 = cars.CompanyName.value_counts().plot(kind='bar')\\n\",\n    \"plt.title('Companies Histogram')\\n\",\n    \"plt1.set(xlabel = 'Car company', ylabel='Frequency of company')\\n\",\n    \"\\n\",\n    \"plt.subplot(1,3,2)\\n\",\n    \"plt1 = cars.fueltype.value_counts().plot(kind='bar')\\n\",\n    \"plt.title('Fuel Type Histogram')\\n\",\n    \"plt1.set(xlabel = 'Fuel Type', ylabel='Frequency of fuel type')\\n\",\n    \"\\n\",\n    \"plt.subplot(1,3,3)\\n\",\n    \"plt1 = cars.carbody.value_counts().plot(kind='bar')\\n\",\n    \"plt.title('Car Type Histogram')\\n\",\n    \"plt1.set(xlabel = 'Car Type', ylabel='Frequency of Car type')\\n\",\n    \"\\n\",\n    \"plt.show()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 2500x600 with 3 Axes>\"\n      ],\n      \"image/png\": 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    },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 14\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Inference :\\n\",\n    \"\\n\",\n    \"1. `Toyota` seemed to be favored car company.\\n\",\n    \"2. Number of `gas` fueled cars are more than `diesel`.\\n\",\n    \"3. `sedan` is the top car type prefered.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:15.396641Z\",\n     \"start_time\": \"2024-05-31T14:32:14.869049Z\"\n    }\n   },\n   \"source\": [\n    \"plt.figure(figsize=(20,8))\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,1)\\n\",\n    \"plt.title('Symboling Histogram')\\n\",\n    \"sns.countplot(x=cars['symboling'], palette=(\\\"cubehelix\\\"))\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,2)\\n\",\n    \"plt.title('Symboling vs Price')\\n\",\n    \"sns.boxplot(x=cars.symboling, y=cars.price, palette=(\\\"cubehelix\\\"))\\n\",\n    \"\\n\",\n    \"plt.show()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 2000x800 with 2 Axes>\"\n      ],\n      \"image/png\": 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    },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 15\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Inference :\\n\",\n    \"\\n\",\n    \"1. It seems that the symboling with `0` and `1` values have high number of rows (i.e. They are most sold.)\\n\",\n    \"2. The cars with `-1` symboling seems to be high priced (as it makes sense too, insurance risk rating -1 is quite good). But it seems that symboling with `3` value has the price range similar to `-2` value. There is a dip in price at symboling `1`.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:16.115650Z\",\n     \"start_time\": \"2024-05-31T14:32:15.400815Z\"\n    }\n   },\n   \"source\": [\n    \"plt.figure(figsize=(20,8))\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,1)\\n\",\n    \"plt.title('Engine Type Histogram')\\n\",\n    \"sns.countplot(cars.enginetype, palette=(\\\"Blues_d\\\"))\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,2)\\n\",\n    \"plt.title('Engine Type vs Price')\\n\",\n    \"sns.boxplot(x=cars.enginetype, y=cars.price, palette=(\\\"PuBuGn\\\"))\\n\",\n    \"\\n\",\n    \"plt.show()\\n\",\n    \"\\n\",\n    \"df = pd.DataFrame(cars.groupby(['enginetype'])['price'].mean().sort_values(ascending = False))\\n\",\n    \"df.plot.bar(figsize=(8,6))\\n\",\n    \"plt.title('Engine Type vs Average Price')\\n\",\n    \"plt.show()\\n\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 2000x800 with 2 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 16\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Inference :\\n\",\n    \"\\n\",\n    \"1. `ohc` Engine type seems to be most favored type.\\n\",\n    \"2. `ohcv` has the highest price range (While `dohcv` has only one row), `ohc` and `ohcf` have the low price range.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:16.646500Z\",\n     \"start_time\": \"2024-05-31T14:32:16.116967Z\"\n    }\n   },\n   \"source\": [\n    \"plt.figure(figsize=(25, 6))\\n\",\n    \"\\n\",\n    \"df = pd.DataFrame(cars.groupby(['CompanyName'])['price'].mean().sort_values(ascending = False))\\n\",\n    \"df.plot.bar()\\n\",\n    \"plt.title('Company Name vs Average Price')\\n\",\n    \"plt.show()\\n\",\n    \"\\n\",\n    \"df = pd.DataFrame(cars.groupby(['fueltype'])['price'].mean().sort_values(ascending = False))\\n\",\n    \"df.plot.bar()\\n\",\n    \"plt.title('Fuel Type vs Average Price')\\n\",\n    \"plt.show()\\n\",\n    \"\\n\",\n    \"df = pd.DataFrame(cars.groupby(['carbody'])['price'].mean().sort_values(ascending = False))\\n\",\n    \"df.plot.bar()\\n\",\n    \"plt.title('Car Type vs Average Price')\\n\",\n    \"plt.show()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 2500x600 with 0 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ],\n      \"image/png\": 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nlF/Xo0UMtWrTQs88+q8TERB05ckTr16/Xzz//nGIoLaP17dtXmzdvVseOHdWmTRt5enoqOjpa69at09KlS5U3b94sWTdyBkIO8Bjq16+vNWvWaO7cufr555/11VdfycXFRd7e3ho4cKA1HJQrV07Tp0/X1KlTNWHCBBUqVEivv/66ChYs+MCho/Tk4uJiXYDufhOO7+rRo4cOHz6szz//XNevX1dgYKCGDx8uNzc3a5uAgAAtX75c//3vf7V48WIlJCSocOHCqlKlinW+y6PcvYPp+vXrNndV3dWxY0f98ssv2rx5s27duqXixYvr/fffV9euXR94zLt3kAUHBz/0c2fMmKFDhw7Jx8dHTz/9tKpWrapdu3apdevW913ld9SoUapcubKWLVum//znPzKZTCpRooReeeWVVK2RlJa+79evn1xdXfXNN98oMjJS/v7+mjt3rt544w2bYTQ3NzctWrRIs2fP1rp167R69Wq5u7urbNmyeu+992wmsWeWokWL6uuvv9a0adMUHh6u+Ph4FS1aVC+88IJ1qC8r1o2cgcc6AAY3btw4ffvtt9q8ebNNaJH+/8M+p02b9sgrE8hcV69eVc2aNfX+++/fd/VqAI/GnBzAwG7evKk1a9bopZdeShFwkHXcuHEjxba787pq1aqV2eUAhsFwFWBAsbGx2rJli9avX6/Lly8rNDTU3iXhIdauXatVq1bphRdeUO7cubVr1y59//33CgoKUvXq1e1dHpBtEXIAAzp27Jj69esnDw8PDR069IFr2yBr8Pb2lslk0pw5c3T9+nV5eHgoNDTUunAigMfDnBwAAGBIzMkBAACGRMgBAACGlKPn5CQnJ+v27dtydHRM8VRmAACQNVksFiUnJ8vJySnFo1zulaNDzu3bt++7FDkAAMj6fH19bRbM/LccHXLupj9fX1/rc2ayG7PZrP3792frczAK+iJroT+yDvoi6zBKX9w9j4ddxZFyeMi5O0RlMpmydWdLxjgHo6Avshb6I+ugL7IOo/TFo6aaMPEYAAAYEiEHAAAYEiEHAAAYUo6ekwMAQHozm81KSkqydxn3ZTabJd15KGxWnpPj7OycLvURcgAASAcWi0X//POPLl++bO9SHshiscjJyUmnT5/O8uvD5c+fX08//fQT1UnIAQAgHdwNOEWKFFHu3LmzZIiwWCxKTEyUm5tblqxPulNjQkKCLl68KEkqVqzYYx+LkAMAwBMym83WgOPh4WHvch7o7krBrq6uWTbkSJKbm5sk6eLFiypSpMhjD10x8RgAgCd0dw5O7ty57VyJcdz9Lp9kfhMhBwCAdJKVr45kN+nxXRJyAACAIRFyAABAmpw7d07e3t6KioqydykPxcRjAAAykDnZIpNj5gxjZdZnFStWTJs2bVKBAgUy/LOeBCEHAIAMZHJ0UJ9lu3XsYnyGfk75Iu6a1q5qhn6GJN26dUsuLi4qXLhwhn/WkyLkAACQwY5djNef56/au4z76tixoypUqCBJ+u677+Tk5KTXX39dffr0kYODg4KDg9WqVSudPn1aP/30kxo1aqRevXqpfv36Wr16tSpWrChJOnr0qCZPnqwdO3bIYrGoYsWKGj9+vEqXLi1J+uabbzRv3jydO3dOJUqUUMeOHdW+ffsMPTdCjgHcXU8AAIDHsWrVKr322mv65ptvdODAAQ0bNkzFixdXmzZtJEnz5s1Tz5491atXr/u+/8KFC+rQoYNq1aqlL7/8Uu7u7tq1a5du374tSVqzZo2mTZumYcOGqWLFioqKitLHH3+s3Llzq0WLFhl2XoScDJbR46Mmk0mVKlXKsOPflZljygCAzFWsWDENHjxYDg4OKleunI4cOaIFCxZYQ85zzz2nLl26WNufO3fO5v1LliyRu7u7pkyZImdnZ0nSM888Y90/Y8YMDRw4UI0aNZIklSpVSseOHdPy5csJOdlZZo3FZqTMGucFANiHn5+fzbo0/v7+mj9/vvWBnpUrV37o+6OiolSjRg1rwLlXQkKCzpw5oyFDhujjjz+2br99+7by5MmTTmdwf4ScTJCVx2IBAHiUR02LcHV1feC+hIQESdLo0aPl5+dns8/RMWNXsiHkAACQw+3bt8/m9d69e1WmTJlUPzPK29tbq1atUlJSUoqrOYUKFVKRIkV09uxZvfLKK+lWc2qwGCCQjpgEDiA7On/+vMLCwnTixAl9//33Wrx4sUJDQ1P9/vbt2ys+Pl59+/bV/v37derUKa1evVonTpyQJPXu3Vuff/65Fi5cqJMnT+rw4cNasWKF5s+fn1GnJIkrOchhMnICNZPAATxI+SLuWfozXn31Vd24cUOtW7eWyWRSaGio2rZtm+r3FyhQQF9++aUmTZqkjh07ytHRURUrVlT16tUlSa1bt5arq6vmzp2riRMnKnfu3PLy8lKnTp0eu+bUIOQgR8nuE8GZBA5kP+ZkS6b93D7uH0FOTk4aMmSIRo4cmWLfL7/8kmJbyZIldfjwYZttPj4+mjt37gM/IyQkRCEhIWmu7UkQcpDjMBEcQGbKzCuvXOW1xZwcAABgSFzJAQAgB1u0aJG9S8gwXMkBAACGRMgBACCdWCwWe5dgGOnxXRJyAAB4QncXwLu7ui+e3N3v8n6Pikgt5uQAAPCETCaT8ufPr4sXL0qScufObfMsqKzCYrHo5s2bcnR0zJL1SXdqTEhI0MWLF5U/f/5Ur7p8P4QcAADSwdNPPy1J1qCTFVksFuujF7JqyLkrf/781u/0cRFyAABIBw4ODipWrJiKFCmipKQke5dzX2azWYcOHVL58uWf6ApJRnN2dk6X+gg5AACkI5PJlGUDhNlslnTnqeFZtcb0xMRjAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSGkKObNnz1arVq1UtWpVBQYG6t1339WJEyds2ty8eVMjR45UQECAqlatqvfee08xMTE2bc6fP6/u3bvLz89PgYGBmjBhgm7fvm3TZtu2bWrRooUqV66shg0bauXKlSnqWbJkiYKDg+Xr66vWrVtr3759aTkdAABgYGkKOdu3b1f79u319ddfa/78+bp9+7a6du2qhIQEa5tx48Zpw4YNmjp1qhYtWqSLFy+qV69e1v1ms1lvv/22kpKStGzZMo0fP16rVq3S9OnTrW3Onj2rt99+WwEBAfruu+/UqVMnDR06VBs3brS2Wbt2rcLCwtSzZ0+tWrVKPj4+6tq1q2JjY5/k+wAAAAaRppAzd+5ctWzZUhUqVJCPj4/Gjx+v8+fP688//5QkXbt2TStWrNDAgQMVGBioypUra9y4cdq9e7f27NkjSdq0aZOOHTumSZMmqWLFiqpbt6769OmjJUuW6NatW5KkZcuWqWTJkho4cKA8PT3VoUMHvfTSS1qwYIG1lvnz56tNmzZq1aqVypcvr5EjR8rV1VUrVqxIn28GAABka080J+fatWuSpHz58kmSDhw4oKSkJNWuXdvaxtPTU8WLF7eGnD179sjLy0uFChWytgkKClJ8fLyOHTtmbRMYGGjzWUFBQdZj3Lp1S3/++afN5zg6Oqp27dravXv3k5wSAAAwCKfHfWNycrLGjRunatWqycvLS5IUExMjZ2dn5c2b16ath4eHoqOjrW3uDTiSrK8f1SY+Pl43btzQlStXZDab5eHhkeJz/j1HKDXMZnOa35NaJpMpw46d2TLye8osRukPI/RFRrv7HfFd2R99kXUYpS9SW/9jh5yRI0fq6NGjWrp06eMeIsvYv39/hhzXzc1NlSpVypBj28Phw4eVmJho7zIem5H6I7v3RWbKqJ9vpB19kXXklL54rJAzatQo/frrr1q8eLGefvpp6/ZChQopKSlJV69etbmaExsbq8KFC1vb/PsuqLt3X93b5t93ZMXExMjd3V2urq5ydHSUyWRKMck4NjY2xRWg1PD19TXMX/gZydvb294l4H/oi0czm83av38/P99ZAH2RdRilL+6ex6OkKeRYLBaNHj1aP/74oxYtWqRSpUrZ7K9cubKcnZ0VGRmpl156SZJ04sQJnT9/Xv7+/pIkf39/zZo1S7Gxsdbhpi1btsjd3V3ly5e3tvn9999tjr1lyxbrMVxcXPTss88qMjJSDRo0kHRn+CwyMlIdOnRIyylJujOEkZ07O7PwHWUd9EXq8fOdddAXWUdO6Ys0TTweOXKk1qxZo08++URPPfWUoqOjFR0drRs3bkiS8uTJo1atWmn8+PHaunWrDhw4oMGDB6tq1arWgBIUFKTy5curf//+OnTokDZu3KipU6eqffv2cnFxkSS1a9dOZ8+e1cSJE3X8+HEtWbJEERER6ty5s7WWN998U19//bVWrVql48ePa8SIEUpMTFTLli3T55sBAADZWpqu5Hz11VeSpI4dO9psDwsLs4aLwYMHy9HRUb1799atW7cUFBSk4cOHW9uaTCbNmjVLI0aMUNu2beXm5qYWLVqod+/e1jalSpXS7NmzFRYWpoULF+rpp5/WmDFjVKdOHWubpk2bKi4uTtOnT1d0dLQqVqyoOXPmPNZwFQAAMJ40hZzDhw8/sk2uXLk0fPhwm2DzbyVKlNAXX3zx0OMEBARo9erVD23ToUOHxxqeAgAAxsezqwAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCGlOeTs2LFDPXr0UFBQkLy9vfXTTz/Z7B84cKC8vb1t/nXt2tWmzeXLl/Xhhx+qWrVqqlGjhgYPHqzr16/btDl06JDeeOMN+fr6qm7duvriiy9S1BIREaHGjRvL19dXISEh+u2339J6OgAAwKDSHHISEhLk7e2t4cOHP7BNnTp1tGnTJuu/KVOm2Ozv16+fjh07pvnz52vWrFn6448/NGzYMOv++Ph4de3aVcWLF9fKlSvVv39/zZw5U8uXL7e22bVrlz788EO99tprWr16terXr6+ePXvqyJEjaT0lAABgQE5pfUPdunVVt27dh7ZxcXFR4cKF77vv+PHj2rhxo7799lv5+vpKkoYOHaru3burf//+Klq0qNasWaOkpCSNGzdOLi4uqlChgqKiojR//ny1bdtWkrRw4ULVqVNHb731liTp/fff15YtW7R48WKNGjUqracFAAAMJs0hJzW2b9+uwMBA5c2bV88995zef/99FShQQJK0e/du5c2b1xpwJKl27dpydHTUvn371LBhQ+3Zs0c1atSQi4uLtU1QUJC++OILXblyRfny5dOePXvUuXNnm88NCgpKMXyWGmaz+fFONBVMJlOGHTuzZeT3lFmM0h9G6IuMdvc74ruyP/oi6zBKX6S2/nQPOXXq1FHDhg1VsmRJnT17VlOmTFG3bt20fPlymUwmxcTEqGDBgrZFODkpX758io6OliTFxMSoZMmSNm0KFSpk3ZcvXz7FxMRYt93l4eGhmJiYNNe8f//+NL8nNdzc3FSpUqUMObY9HD58WImJifYu47EZqT+ye19kpoz6+Uba0RdZR07pi3QPOc2aNbP+77sTjxs0aGC9upMV+fr6GuYv/Izk7e1t7xLwP/TFo5nNZu3fv5+f7yyAvsg6jNIXd8/jUTJkuOpepUqVUoECBXT69GkFBgaqUKFCiouLs2lz+/ZtXblyxTqPp1ChQimuyNx9fffqzf3axMbGpri6kxomkylbd3Zm4TvKOuiL1OPnO+ugL7KOnNIXGb5Ozj///KPLly9bA0zVqlV19epVHThwwNpm69atSk5OVpUqVSRJ/v7++uOPP5SUlGRts2XLFj3zzDPKly+ftc3WrVttPmvLli3y9/fP4DMCAADZQZpDzvXr1xUVFaWoqChJ0rlz5xQVFaXz58/r+vXrmjBhgvbs2aNz584pMjJS7777rsqUKaM6depIkjw9PVWnTh19/PHH2rdvn3bu3KnRo0erWbNmKlq0qCQpJCREzs7OGjJkiI4ePaq1a9dq4cKFevPNN611hIaGauPGjZo3b56OHz+uGTNm6MCBA+rQoUN6fC8AACCbS/Nw1YEDBxQaGmp9HRYWJklq0aKFRowYoSNHjmj16tW6du2aihQpoueff159+vSxuVNq8uTJGj16tDp16iRHR0c1atRIQ4cOte7PkyeP5s6dq1GjRqlly5YqUKCA3n33Xevt45JUrVo1TZ48WVOnTtWUKVNUtmxZffrpp/Ly8nqsLwIAABhLmkNOQECADh8+/MD9c+fOfeQx8ufPr08++eShbXx8fLR06dKHtmnSpImaNGnyyM8DAAA5D8+uAgAAhkTIAQAAhkTIAWBYbm5u9i4BgB0RcgDYhTnZkqHHN5lMqlSpUoauBZLR5wDgyWT4YoAAcD8mRwf1WbZbxy7G27uUx1K+iLumtatq7zIAPAQhB4DdHLsYrz/PX7V3GQAMiuEqAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAABgSIQcAECGc3Nzs3cJyIEIOQCQw5mTLRl6fJPJpEqVKslkMmXo52T0eSD7cbJ3AQAA+zI5OqjPst06djHe3qU8tvJF3DWtXVV7l4EshpADANCxi/H68/xVe5cBpCuGqwAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAgCERcgAAyEHc3NzsXUKmIeQAAJBFmJMtGXp8k8mkSpUqyWQyZejnZPR5pJaTvQsAAAB3mBwd1GfZbh27GG/vUh5b+SLumtauqr3LkPQYIWfHjh2aO3euDhw4oOjoaH366adq0KCBdb/FYtH06dP1zTff6OrVq6pWrZpGjBihsmXLWttcvnxZo0eP1oYNG+To6KhGjRppyJAheuqpp6xtDh06pFGjRmn//v0qWLCgOnTooG7dutnUEhERoWnTpumvv/5S2bJl1a9fP9WtW/cxvgYAALKGYxfj9ef5q/YuwxDSPFyVkJAgb29vDR8+/L77v/jiCy1atEgjRozQ119/LTc3N3Xt2lU3b960tunXr5+OHTum+fPna9asWfrjjz80bNgw6/74+Hh17dpVxYsX18qVK9W/f3/NnDlTy5cvt7bZtWuXPvzwQ7322mtavXq16tevr549e+rIkSNpPSUAAGBAaQ45devW1QcffKCGDRum2GexWLRw4UK98847atCggXx8fDRx4kRdvHhRP/30kyTp+PHj2rhxo8aMGSM/Pz/VqFFDQ4cO1Q8//KALFy5IktasWaOkpCSNGzdOFSpUULNmzdSxY0fNnz/f+lkLFy5UnTp19NZbb8nT01Pvv/++KlWqpMWLFz/udwEAAAwkXefknDt3TtHR0apdu7Z1W548eeTn56fdu3erWbNm2r17t/LmzStfX19rm9q1a8vR0VH79u1Tw4YNtWfPHtWoUUMuLi7WNkFBQfriiy905coV5cuXT3v27FHnzp1tPj8oKMgaptLCbDan/WRTKaMnd2WmjPyeMotR+oO+yDroi6wlu/cHfZG+x07XkBMdHS1J8vDwsNnu4eGhmJgYSVJMTIwKFixoW4STk/Lly2d9f0xMjEqWLGnTplChQtZ9+fLlU0xMjHXb/T4nLfbv35/m96SGm5ubKlWqlCHHtofDhw8rMTHR3mU8NiP1B32RddAXWUt27g/6Iv1xd5UkX19fQ6XnjOLt7W3vEvA/9EXWQV9kLfRH1pGRfWE2m1N1gSJdQ07hwoUlSbGxsSpSpIh1e2xsrHx8fCTduSITFxdn877bt2/rypUr1vcXKlQoxRWZu6/vXr25X5vY2NgUV3dSw2QyEXJSge8o66Avsg76ImuhP7KOrNAX6boYYMmSJVW4cGFFRkZat8XHx2vv3r2qWvXOPfNVq1bV1atXdeDAAWubrVu3Kjk5WVWqVJEk+fv7648//lBSUpK1zZYtW/TMM88oX7581jZbt261+fwtW7bI398/PU8JAABkU2kOOdevX1dUVJSioqIk3ZlsHBUVpfPnz8vBwUGhoaH67LPP9PPPP+vw4cPq37+/ihQpYl1Lx9PTU3Xq1NHHH3+sffv2aefOnRo9erSaNWumokWLSpJCQkLk7OysIUOG6OjRo1q7dq0WLlyoN99801pHaGioNm7cqHnz5un48eOaMWOGDhw4oA4dOqTH9wIAALK5NA9XHThwQKGhodbXYWFhkqQWLVpo/Pjx6tatmxITEzVs2DBdvXpV1atX15w5c5QrVy7reyZPnqzRo0erU6dO1sUAhw4dat2fJ08ezZ07V6NGjVLLli1VoEABvfvuu2rbtq21TbVq1TR58mRNnTpVU6ZMUdmyZfXpp5/Ky8vrsb4IAABgLGkOOQEBATp8+PAD9zs4OKhPnz7q06fPA9vkz59fn3zyyUM/x8fHR0uXLn1omyZNmqhJkyYPLxgAAORIPKATAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYUrqHnBkzZsjb29vmX+PGja37b968qZEjRyogIEBVq1bVe++9p5iYGJtjnD9/Xt27d5efn58CAwM1YcIE3b5926bNtm3b1KJFC1WuXFkNGzbUypUr0/tUAABANuaUEQetUKGC5s+fb31tMpms/3vcuHH67bffNHXqVOXJk0ejR49Wr169tGzZMkmS2WzW22+/rUKFCmnZsmW6ePGiBgwYIGdnZ/Xt21eSdPbsWb399ttq166dJk+erMjISA0dOlSFCxdWnTp1MuKUAABANpMhIcdkMqlw4cIptl+7dk0rVqzQ5MmTFRgYKOlO6GnatKn27Nkjf39/bdq0SceOHdP8+fNVqFAhVaxYUX369NHkyZPVq1cvubi4aNmyZSpZsqQGDhwoSfL09NTOnTu1YMECQg4AAJCUQSHn9OnTCgoKUq5cueTv768PP/xQxYsX14EDB5SUlKTatWtb23p6eqp48eLWkLNnzx55eXmpUKFC1jZBQUEaMWKEjh07pkqVKmnPnj3WkHRvm3Hjxj1WvWaz+fFONBXuvYqV3WXk95RZjNIf9EXWQV9kLdm9P+iL9D12uoecKlWqKCwsTM8884yio6P16aefqn379goPD1dMTIycnZ2VN29em/d4eHgoOjpakhQTE2MTcCRZXz+qTXx8vG7cuCFXV9c01bx///40tU8tNzc3VapUKUOObQ+HDx9WYmKivct4bEbqD/oi66Avspbs3B/0RfpL95BTt25d6//28fGRn5+f6tWrp4iIiDSHj8zi6+trqPScUby9ve1dAv6Hvsg66Iushf7IOjKyL8xmc6ouUGTIcNW98ubNq7Jly+rMmTOqXbu2kpKSdPXqVZurObGxsdY5PIUKFdK+fftsjnH37qt72/z7jqyYmBi5u7s/VpAymUyEnFTgO8o66Iusg77IWuiPrCMr9EWGr5Nz/fp1nT17VoULF1blypXl7OysyMhI6/4TJ07o/Pnz8vf3lyT5+/vryJEjio2NtbbZsmWL3N3dVb58eWubrVu32nzOli1brMcAAABI95AzYcIEbd++XefOndOuXbvUq1cvOTo66uWXX1aePHnUqlUrjR8/Xlu3btWBAwc0ePBgVa1a1RpQgoKCVL58efXv31+HDh3Sxo0bNXXqVLVv314uLi6SpHbt2uns2bOaOHGijh8/riVLligiIkKdO3dO79MBAADZVLoPV/3zzz/q27evLl++rIIFC6p69er6+uuvVbBgQUnS4MGD5ejoqN69e+vWrVsKCgrS8OHDre83mUyaNWuWRowYobZt28rNzU0tWrRQ7969rW1KlSql2bNnKywsTAsXLtTTTz+tMWPGcPs4AACwSveQ85///Oeh+3PlyqXhw4fbBJt/K1GihL744ouHHicgIECrV69+nBIBAEAOwLOrAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIRFyAACAIWX7kLNkyRIFBwfL19dXrVu31r59++xdEgAAyAKydchZu3atwsLC1LNnT61atUo+Pj7q2rWrYmNj7V0aAACws2wdcubPn682bdqoVatWKl++vEaOHClXV1etWLHC3qUBAAA7y7Yh59atW/rzzz9Vu3Zt6zZHR0fVrl1bu3fvtmNlAAAgK3CydwGP69KlSzKbzfLw8LDZ7uHhoRMnTqTqGBaLRdKdwGQymdK9RkkymUyq+PRTypUxh88U5Qo/JbPZLLPZbO9Snlh27w/6IuugL7IWo/QHfZE6d4999/f4g2TbkJMekpOTJUkHDx7M0M953VOSZ+4M/YyMZdGePXvsXUS6yd79QV9kHfRF1mKc/qAvUu/u7/EHybYhp0CBAjKZTCkmGcfGxqpQoUKpOoaTk5N8fX3l6OgoBweHjCgTAACkM4vFouTkZDk5PTzGZNuQ4+LiomeffVaRkZFq0KCBpDuJLjIyUh06dEjVMRwdHeXi4pKRZQIAADvJtiFHkt58800NGDBAlStXVpUqVfTll18qMTFRLVu2tHdpAADAzrJ1yGnatKni4uI0ffp0RUdHq2LFipozZ06qh6sAAIBxOVgeNTUZAAAgG8q26+QAAAA8DCEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHAAAYEiEHSAenT5/Wxo0bdePGDUmPfmgcAGSWpKSkB+6Li4vLxEoyH+vkZFMnTpzQ4sWLdfz4cUmSp6enOnTooHLlytm5spzl0qVL+uCDD7R161Y5ODjo//7v/1SqVCkNGjRI+fLl08CBA+1dYo5hNpu1cuVKbd26VbGxsSke3Ldw4UI7VZbzxMTEaMKECYqMjFRcXFyK0B8VFWWnynKm9957T9OnT0/xjMaYmBh17txZ33//vZ0qy3jZesXjnGr9+vXq27evKleuLH9/f0nS3r17FRISoilTpuill16yb4E5SFhYmEwmk3799Vc1adLEur1p06YaP348IScTjR07VqtWrVLdunVVoUIFHrprRwMHDtTff/+td999V0WKFLF3OTne+fPnNWTIEI0bN866LTo6WqGhoapQoYIdK8sEFmQ79evXt0ydOjXF9mnTplnq169vh4pyrtq1a1uioqIsFovF4u/vbzlz5ozFYrFYzpw5Y/H397dnaTlOrVq1LL/++qu9y4Dlzs/CwYMH7V0G/ic2NtbSuHFjy7hx4ywWi8Xyzz//WBo1amTp3bu3xWw227m6jMWVnGwoOjpar776aortr7zyiubOnZv5BeVgCQkJcnV1TbH98uXLPOE+kzk7O6t06dL2LgOSihUrxry0LKRgwYKaN2+e3njjDUnSr7/+qkqVKmny5MlydDT21Fxjn51B1apVS3/88UeK7Tt37lSNGjXsUFHOVaNGDa1evdpmW3JysubMmaOAgAD7FJVDdenSRQsXLuSXaxYwePBgffLJJzp37py9S8H/FCtWTPPmzVN4eLh8fX01ZcoUmUwme5eV4Zh4nA199dVXmj59upo0aSI/Pz9Jd+bkrFu3Tu+9957NGHj9+vXtVWaOcOTIEXXu3FmVKlXS1q1bFRwcrGPHjunKlSv66quvuLKQiXr27Klt27YpX758qlChgpycbC9Uz5w5006V5Tw1a9ZUYmKizGazXF1d5ezsbLN/+/btdqos56hZs+Z956UlJibKxcXFJuAYuT8IOdmQj49Pqto5ODhwF0MmuHbtmhYvXqxDhw4pISFBlSpVUvv27ZlwmckGDRr00P1hYWGZVAlWrVr10P0tWrTIpEpyrkf1wb2M3B+EHAAAYEhMPAbS6NChQ6lum9qrboDRmM1m/fTTT9a1vCpUqKDg4OAcMQ8kq/ntt9/k6OioOnXq2GzftGmTzGaz6tata6fKMh5XcrKp7du3a968eTaLAb711ltMPM4EPj4+cnBweOQEV4YLM9+6desUERGhv//+O8Uqr2m5fI8nc/r0aXXv3l0XLlzQM888I0k6efKknn76aX3++efMVctkISEh6tevX4ow8/vvv2vy5Mlas2aNnSrLeFzJyYa+++47DR48WA0bNlTHjh0lSbt27VLnzp0VFhamkJAQO1dobD///LO9S8B9LFy4UP/5z3/UsmVL/fzzz2rZsqXOnj2r/fv3q3379vYuL0cZM2aMSpUqpeXLlyt//vyS7qwO/tFHH2nMmDH6/PPP7VtgDnP69Gl5enqm2F6uXDmdOXPGDhVlHkJONjRr1ix99NFH6ty5s3VbaGio5s+fr//+97+EnAxWokQJe5eA+1i6dKlGjx6tl19+WStXrlS3bt1UqlQpTZs2TVeuXLF3eTnKjh07bAKOJBUoUED9+vXT66+/br/Ccqg8efLo7NmzKlmypM32M2fOyM3NzU5VZQ7WycmGzp49q3r16qXYHhwczLoUdnDixAmNGjVKnTp1UqdOnTRq1CidOHHC3mXlOH///beqVq0qSXJ1ddX169clSc2bN9cPP/xgz9JyHBcXF+v3f6/r16+nuJ0cGa9+/foaN26czVWb06dPa/z48QoODrZjZRmPkJMNFStWTJGRkSm2b9myRcWKFbNDRTnX+vXrFRISoj///FM+Pj7y8fHRwYMHFRISovXr19u7vBylUKFC1is2xYoV0549eyRJ586dY4HATPbiiy9q2LBh2rt3rywWiywWi/bs2aMRI0YY/pdqVvTRRx8pd+7catKkiYKDgxUcHKymTZsqf/78GjBggL3Ly1BMPM6Gli5dqnHjxqlVq1bWv1x37dqlVatWaciQIWrXrp2dK8w5GjRooJCQEPXp08dm+/Tp07VmzRr99NNPdqos5xkyZIiKFSumXr16acmSJZo4caKqVaumAwcOqGHDhjYPJ0TGunr1qgYMGKANGzZYF2U0m80KDg7W+PHjlSdPHjtXmPNYLBZt3rxZhw4dkqurq7y9vVWzZk17l5XhCDnZ1I8//qh58+ZZh0XKlSunrl27qkGDBnauLGfx8/PTmjVrVKZMGZvtp06dUvPmzbV37147VZbzJCcnKzk52fpL9YcfftDu3btVpkwZtW3blmeJ2cGpU6es/x/l6emZ4ucEyGiEHOAJdOvWTY0bN1arVq1stq9YsUJr167lgakAsoSEhATt2LFD58+fT7G8QmhoqJ2qynjcXZUN1a9fX99++60KFChgs/3q1atq0aIFtzhnsHu/3+DgYE2ePFl//vnnfZ8jhozFwoxZ04MeoeHg4KBcuXKpdOnSql+/vs3dV8g4Bw8eVPfu3ZWYmKjExETly5dPly5dkpubmwoWLGjokMOVnGzIx8dHmzdvloeHh832mJgYvfjiizpw4ICdKssZeHZY1nHvwoz3exjhveiLzNOxY0cdPHhQycnJNosBmkwmlStXTidPnpSDg4OWLl2q8uXL27la4+vYsaPKli2rkSNHqnr16lqzZo2cnJz00UcfKTQ0VI0aNbJ3iRmGKznZyL1XEDZu3GgzeS85OVmRkZGs4ZIJ0nL1ABnr3p+JqKgoTZgwQV27dpW/v78kac+ePZo/f74++ugjO1WYM929ShMWFiZ3d3dJdx5kO2TIEFWvXl1t2rTRhx9+qLCwMIZ0M0FUVJRGjhwpR0dHmUwm3bp1S6VKldJHH32kAQMGEHKQNfTs2VPSnSsEAwcOtNnn5OSkEiVKpNgOGNm9ob5Pnz4aOnSozdL1Pj4+KlasmKZNm8ak/Ew0d+5czZ8/3xpwpDsL0r333nvq0qWLOnXqpJ49e6pLly52rDLncHJykqPjnRVjPDw8dP78eXl6esrd3V3//POPnavLWIScbOTuFYTg4GB9++23KliwoJ0rypkWLlyotm3bKleuXFq4cOFD2xp5rDurOXLkSIoVXSWpZMmSOnbsmB0qyrni4+MVGxubYigqLi5O8fHxkqS8efOmmACLjFGpUiXt379fZcuWVc2aNTV9+nRdunRJ3333nSpUqGDv8jIUIScb+uWXX+xdQo62YMEChYSEKFeuXFqwYMED2zk4OBByMpGnp6dmz56tMWPGWG8Xv3XrlmbPnn3f5/Yg4wQHB2vw4MEaOHCgfH19JUn79+/XhAkTrFfU9u3bp7Jly9qxypzjgw8+sK5A/cEHH6h///4aMWKEypYta/j1o5h4nE086orBvfjFipxo37596tGjhywWi7y9vSVJhw8floODg2bNmqUqVarYucKc4/r16woLC9Pq1atlNpslSSaTSS1atNCgQYOUO3du60TwihUr2rNUGBwhJ5v491Loly5dUmJiovLmzSvpzu3jd28H5BbyzDNz5kx17do1xUPubty4oTlz5qhXr152qixnSkhIUHh4uM0CdC+//LJy585t58pypuvXr+vs2bOSpFKlSumpp56yc0U5W2xsrE6ePCnpzgKyOWHKAyEnGwoPD9fSpUs1duxYlStXTtKdh0R+/PHHatu2rV555RU7V5hzVKxYUZs2bUpxO/+lS5dUu3ZtblsGYHfx8fEaOXKk1q5da3NlrUmTJho+fLihH7PBnJxsaNq0aZo+fbo14Eh3UvmgQYPUu3dvQk4metD6LIcOHVK+fPnsUFHOtnr1ai1fvlxnz57V8uXLVaJECS1YsEAlS5bk7qpMtn//fkVEROjvv/9OMcF45syZdqoqZxo6dKiioqI0a9Ys6/MOd+/erbFjx2rYsGH6z3/+Y+cKMw4hJxuKjo7W7du3U2xPTk5WbGysHSrKeWrWrCkHBwc5ODjopZdesgk6ZrNZCQkJPCg1ky1dulTTp09Xp06d9Nlnnyk5OVnSnbt4vvzyS0JOJvrhhx80YMAABQUFadOmTQoKCtLJkycVGxurhg0b2ru8HOfXX3/VnDlzVKNGDeu2OnXqaMyYMXrrrbfsWFnGI+RkQ4GBgRo+fLjGjBmjZ599VpJ04MABjRgxQoGBgXauLmcYPHiwLBaLBg8erPfee8/mcq+zs7NKlChh/YsJmWPx4sUaM2aMGjRooM8//9y6vXLlypowYYIdK8t5Zs2apUGDBql9+/aqWrWqhgwZopIlS2rYsGEqXLiwvcvLcfLnz3/fISl3d3frvE6jIuRkQ+PGjdOAAQPUqlUr6xOXzWazgoKCNHbsWDtXlzO0aNFCt2/floODg5577jkVK1bM3iXleOfOnbvvnTouLi5KTEy0Q0U519mzZ62LMrq4uCghIUEODg7q3LmzOnXqpN69e9u5wpzlnXfe0fjx4zVx4kRryIyOjtakSZP07rvv2rm6jEXIyWYsFotu3LihGTNm6J9//tHx48cl3ZmTc/cZMcgcTk5OGjFihNauXWvvUqA7i/5FRUWleLTJxo0bWScnk+XNm9e6LkuRIkV09OhReXt76+rVqwTOTPLqq6/aDKOfOnVK9erVs/5B9vfff8vZ2VlxcXGGHlon5GQzFotFjRo10vfff6+yZcuymJadValS5b6/WJH53nzzTY0aNUq3bt2SdGfdnO+//16ff/65xowZY+fqcpaaNWtqy5Yt8vb2VuPGjTV27Fht3bpVW7ZsYUg9kzAH7Q5uIc+GmjVrprFjx1ofQgj7Wbt2raZMmaLOnTvr2WefTbFeTmqfWI70sWbNGs2cOVNnzpyRJBUtWlS9evVS69at7VxZznL58mXdvHlTRYsWVXJysubMmaNdu3apbNmyeuedd7jzEJmGkJMN/fLLL5ozZ45GjBghLy8ve5eTo90vxDg4OFhvLWednMxz48YNWSwWubm5KTExUUePHtWuXbvk6empOnXq2Lu8HKV///4KCAhQzZo1Vbp0aXuXg/+5deuW4uLirHce3lW8eHE7VZTxCDnZUM2aNZWYmCiz2SxnZ2e5urra7N++fbudKst5/vrrr4fuZxgr83Tp0kUNGzbU66+/rqtXr6pJkyZycnLSpUuXNHDgQL3xxhv2LjHHGDJkiP744w+dPn1aRYsWVc2aNa2hhyH2zHfy5EkNGTJEu3fvttmeE/4YI+RkQ6tWrXro/hYtWmRSJUDWERAQoMWLF6tChQr65ptvtGjRIq1evVrr16/X9OnTFRERYe8Sc5wLFy5ox44d2r59u3bs2KFTp06pcOHC+v333+1dWo7Srl07OTk5qVu3bipSpEiKBUyNPKzOxONsiBCTtaxevVrLli3TuXPnWGXXjm7cuGF9NtKmTZvUqFEjOTo6yt/fX+fPn7dzdTlT3rx5lT9/fuXLl0958+aVyWTKEc9LymoOHTqkFStW5Mi7DB3tXQCezM2bNxUfH2/zD5ln6dKlGj9+vOrWratr166lWGUXmad06dL66aef9Pfff2vTpk16/vnnJd15KKG7u7udq8tZpkyZonbt2ikgIECffPKJbt68qW7dumnz5s1avXq1vcvLcTw9PXXp0iV7l2EXDFdlQwkJCZo8ebIiIiJ0+fLlFPuNPL6a1TRt2lR9+/ZVgwYNVLVqVa1Zs0alSpXSkSNH1LFjR23bts3eJeYY69atU79+/WQ2mxUYGKh58+ZJkmbPnq0dO3Zozpw5dq4w5/Dx8VHBggXVuXNnNWzYkDW87ODeP3j379+vadOm6YMPPpCXl5ecnZ1t2hr5jwCGq7KhSZMmadu2bRoxYoT69++vYcOG6cKFC1q+fLk+/PBDe5eXo7DKbtbRuHFjVa9eXdHR0TZzDAIDAxk2zGSrV6/W9u3btX37ds2bN0/Ozs6qVauW9R+hJ+PVqFHDZu6NxWJR586dbdrkhInHhJxsaMOGDZowYYICAgI0aNAg1ahRQ2XKlFHx4sUVHh7OU8gzEavsZi2FCxdO8WykKlWq2KmanMvHx0c+Pj4KDQ2VdGdOyIIFCzRq1CglJycb+pdqVrFw4UJ7l5AlEHKyoStXrqhUqVKS7lxmvHLliiSpevXqGjlypD1Ly3FYZRdIyWKx6ODBg9q+fbu2bdumXbt2KT4+Xt7e3qpZs6a9y8sRatWqZe8SsgRCTjZUsmRJnTt3TsWLF1e5cuUUERGhKlWqaMOGDfd90iwyTuvWrZUrVy5NnTpViYmJ+vDDD1WkSBENHjxYzZo1s3d5gF3UqlVLCQkJ8vb2Vq1atdSmTRvVqFHD8E+8zqpWrFih3Llzq0mTJjbbIyIidOPGDUPfscvE42xowYIFcnR0VGhoqLZs2aIePXrIYrHo9u3bGjhwoDp16mTvEnOkxMREJSQkyMPDw96lAHb166+/qkaNGoae0JqdvPTSSxo5cqSee+45m+3bt2/Xxx9/rPXr19upsoxHyDGAv/76S3/++adKly5t6EWdsqL//ve/CgkJsQ4fAkBW4+vrq4iICJUsWdJm+7lz59S0aVPt27fPTpVlPIarsqnIyEhFRkYqNjY2xXNIwsLC7FRVzrNu3TrNmDFDfn5+CgkJUZMmTVjsDECW4uHhocOHD6cIOYcOHVL+/PntU1QmYTHAbGjmzJnq0qWLIiMjdenSJV29etXmHzLPmjVrtGbNGtWqVUvz5s3TCy+8oO7duys8PJxbyAFkCc2aNdPYsWO1detWmc1mmc1mRUZGaty4cYafO8hwVTYUFBSkfv366dVXX7V3KfiXnTt36vvvv9e6det08+ZN7dq1y94lAcjhbt26pf79+2vdunVycrozgJOcnKzmzZtr5MiRcnFxsXOFGYfhqmwoKSlJ1apVs3cZuI/cuXPL1dVVzs7Oun79ur3LAQC5uLho6tSpOnXqlKKiouTq6iovL68U63sZEcNV2dBrr72m8PBwe5eB/zl79qw+++wzNWvWTK1atdLBgwf13nvvafPmzfYuDQA0c+ZMJSYmqmzZsmrSpInq1aunEiVK6MaNG5o5c6a9y8tQDFdlE/dOJk5OTtbq1avl7e0tb29v6+XHuwYNGpTZ5eVYbdq00f79++Xt7a2QkBC9/PLLKlq0qL3LAgCrihUratOmTSmWt7h06ZJq165t6BWoGa7KJg4ePGjz+u6t4keOHLHZfu+zSpDxAgMDNW7cOJUvX97epQDAfd19RtW/HTp0SPny5bNDRZmHKzkAABhQzZo15eDgoGvXrsnd3d0m6JjNZiUkJKhdu3YaPny4HavMWIQc4AmYzWatXLlSW7duve+aRTwkD4C9rFq1ShaLRYMHD9bgwYNtHvvj7OysEiVKqGrVqnasMOMxXAU8gbFjx2rVqlWqW7euKlSowHAhgCzj7jOpSpYsqapVq8rZ2dnOFWU+ruQATyAgIEATJ05U3bp17V0KADzSzZs3lZSUZLPNyM8Y40oO8AScnZ1VunRpe5cBAA+UmJioSZMmKSIiQpcvX06x38h3V7FODvAEunTpooULF4oLogCyqokTJ2rr1q0aMWKEXFxcNGbMGL333nsqUqSIJkyYYO/yMhRXcoAnsHPnTm3btk2///67KlSokGLNIqMvtAUg69uwYYMmTJiggIAADRo0SDVq1FCZMmVUvHhxhYeH65VXXrF3iRmGkAM8gbx586phw4b2LgMAHujKlSsqVaqUpDvzb65cuSJJql69ukaOHGnP0jIcIQd4AveuRA0AWVHJkiV17tw5FS9eXOXKlVNERISqVKmiDRs22NxWbkTcXQWkg7i4OJ04cUKSVK5cORUsWNDOFQHAHQsWLJCjo6NCQ0O1ZcsW9ejRQxaLRbdv39bAgQPVqVMne5eYYQg5wBNISEjQ6NGj9d1331kXAjSZTGrevLk+/vhjubm52blCALD1119/6c8//1Tp0qWtjwgyKkIO8ASGDRumLVu26OOPP1b16tUl3ZmMPGbMGNWuXdvw490AsofIyEhFRkbed2V2Iw+7MycHeALr16/X9OnTFRAQYN1Wt25d5cqVS++//z4hB4DdzZw5U59++qkqV66swoUL56iV2Qk5wBO4ceOGChUqlGK7h4eHbty4YYeKAMDWsmXLFBYWpldffdXepWQ6FgMEnoC/v7+mT5+umzdvWrfduHFDM2fOlL+/v/0KA4D/SUpKUrVq1exdhl0wJwd4AocPH9Zbb72lW7duWSfwHTp0SC4uLpo3b54qVKhg5woB5HSTJk1S7ty51bNnT3uXkukIOcATSkxMVHh4uPUWck9PT4WEhMjV1dXOlQHIqe6dTJycnKzVq1fL29tb3t7eKVZmHzRoUGaXl2mYkwM8gdmzZ8vDw0Nt2rSx2f7tt98qLi5O3bt3t1NlAHKygwcP2ry+e6X5yJEjNtuNPgmZKznAEwgODtbkyZNTjHfv3btXH3zwgX755Rc7VQYAYOIx8ASio6NVuHDhFNsLFiyo6OhoO1QEALiLkAM8gWLFimnXrl0ptu/cuVNFihSxQ0UAgLuYkwM8gdatW2vcuHG6ffu2nnvuOUl3VhadNGmSunTpYufqACBnY04O8AQsFosmT56sRYsWKSkpSZKUK1cuvfXWW+rVq5edqwOAnI2QA6SD69ev6/jx43J1dVXZsmXl4uJi75IAIMcj5AAAAENi4jEAADAkQg4AADAkQg4AADAkQg6AbK9jx44aO3Zsuh935cqVqlGjRrofF0DmIOQAAABDIuQAyLZu3bpl7xIAZGGEHACZKjk5WV988YUaNmyoypUr68UXX9Rnn30mSZo0aZJeeukl+fn5qX79+po6dap1kUVJmjFjhpo3b65vvvlGwcHBqlKlinWf2WzWqFGjVL16dQUEBGjq1Km6d4WMK1euqH///qpZs6b8/Pz01ltv6dSpUza1rVy5Ui+++KL8/PzUs2dPXb582brv3Llz8vHx0f79+23es2DBAtWrV0/Jycnp+C0BSA881gFApvrkk0/0zTffaNCgQapevbouXryokydPSpKeeuophYWFqUiRIjpy5Ig+/vhjPfXUU+rWrZv1/WfOnNH69es1c+ZMOTr+/7/TVq1apddee03ffPONDhw4oGHDhql48eJq06aNJGngwIE6ffq0PvvsM7m7u2vSpEnq3r27fvjhBzk7O2vv3r0aMmSI+vbtqwYNGmjjxo2aMWOG9fglS5ZU7dq1tXLlSvn6+lq3r1y5Ui1atLCpBUAWYQGATHLt2jVL5cqVLV9//XWq2s+ZM8fSokUL6+vp06dbnn32WUtsbKxNuw4dOliaNGliSU5Otm6bNGmSpUmTJhaLxWI5efKkxcvLy7Jz507r/ri4OEuVKlUsa9eutVgsFkvfvn0t3bp1sznu+++/b6levbr19Q8//GCpWbOm5ebNmxaLxWI5cOCAxdvb23L27NlUnQ+AzMWfHgAyzYkTJ3Tr1i3rw0z/be3atWrXrp2ef/55Va1aVVOnTtXff/9t06Z48eIqWLBgivf6+fnJwcHB+trf31+nT5+W2WzW8ePH5eTkJD8/P+v+AgUK6JlnntHx48clScePH7cZ/rp7jHs1aNBAjo6O+vHHHyXduXoUEBCgkiVLpv5LAJBpCDkAMk2uXLkeuG/37t3q16+f6tatq1mzZmnVqlXq0aOHzZwcSXJzc8voMh/IxcVFr776qlauXKlbt24pPDxcrVq1sls9AB6OkAMg05QtW1aurq7aunVrin27d+9W8eLF9c4778jX11dly5bV+fPnU33sffv22bzeu3evypQpI5PJJE9PT92+fVt79+617r906ZJOnjyp8uXLS5I8PT3ve4x/a926tbZs2aKlS5fKbDarUaNGqa4RQOZi4jGATJMrVy5169ZNkyZNkrOzs6pVq6a4uDgdPXpUZcqU0d9//60ffvhBvr6++vXXX/XTTz+l+tjnz59XWFiY2rZtq4MHD2rx4sUaMGCApDvhqn79+vr44481cuRIubu7a/LkySpatKjq168v6c6Cgq+//rrmzp2r+vXra9OmTdq4cWOKz/H09JSfn58mT56sVq1aydXVNX2+HADpjis5ADLVu+++qzfffFPTp09X06ZN9cEHHyguLk7169dXp06dNGrUKDVv3ly7d+/WO++8k+rjvvrqq7px44Zat26tUaNGKTQ0VG3btrXuDwsL07PPPqsePXqobdu2slgs+vzzz+Xs7Czpzvyb0aNHa+HChWrevLk2bdr0wM9/7bXXlJSUxFAVkMU5WCz3LCQBAHikTz/9VOvWrVN4eLi9SwHwEFzJAYBUun79uo4cOaIlS5aoY8eO9i4HwCMQcgAglUaPHq2WLVuqVq1aDFUB2QDDVQAAwJC4kgMAAAyJkAMAAAyJkAMAAAyJkAMAAAyJkAMAAAyJkAMAAAyJkAMAAAyJkAMAAAyJkAMAAAzp/wH2MZ+VC/h+QQAAAABJRU5ErkJggg==\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 17\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Inference :\\n\",\n    \"\\n\",\n    \"1. `Jaguar` and `Buick` seem to have highest average price.\\n\",\n    \"2. `diesel` has higher average price than  gas.\\n\",\n    \"3. `hardtop` and `convertible` have higher average price.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:17.186365Z\",\n     \"start_time\": \"2024-05-31T14:32:16.647874Z\"\n    }\n   },\n   \"source\": [\n    \"plt.figure(figsize=(15,5))\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,1)\\n\",\n    \"plt.title('Door Number Histogram')\\n\",\n    \"sns.countplot(cars.doornumber, palette=(\\\"plasma\\\"))\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,2)\\n\",\n    \"plt.title('Door Number vs Price')\\n\",\n    \"sns.boxplot(x=cars.doornumber, y=cars.price, palette=(\\\"plasma\\\"))\\n\",\n    \"\\n\",\n    \"plt.show()\\n\",\n    \"\\n\",\n    \"plt.figure(figsize=(15,5))\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,1)\\n\",\n    \"plt.title('Aspiration Histogram')\\n\",\n    \"sns.countplot(cars.aspiration, palette=(\\\"plasma\\\"))\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,2)\\n\",\n    \"plt.title('Aspiration vs Price')\\n\",\n    \"sns.boxplot(x=cars.aspiration, y=cars.price, palette=(\\\"plasma\\\"))\\n\",\n    \"\\n\",\n    \"plt.show()\\n\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 1500x500 with 2 Axes>\"\n      ],\n      \"image/png\": 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    },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 1500x500 with 2 Axes>\"\n      ],\n      \"image/png\": 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ZnZ2d17txZkZGRDqwOAJDfcXVUAAAA5Mg777yjn376SSdPntShQ4f0zjvvaMeOHWrdurWOHz+uDz74QHv37tXJkyf19ddfa9iwYWrQoIFq1Kgh6dYFFvz8/DR06FAdPHhQW7Zs0ZQpU9S5c2djtlGnTp104sQJTZo0SYmJiVqyZIk2btyoHj16GHW8+OKLWrFihdasWaPExESNHj1a165dU7t27RzxtCAf27x5sxYvXiwXFxeb7S4uLlq8eLE2b97soMoAAAUBM+EAAACQI6mpqRo2bJjOnj2rEiVKKCAgQHPnztWjjz6q06dPKy4uTgsXLtTVq1dVrlw5Pf744+rXr59xf5PJpJkzZ2r06NHq2LGjihUrprZt22rgwIFGn0qVKmnWrFmKjY3VwoULVbZsWY0bN04RERFGn5YtW+rcuXOaNm2akpOTVbNmTc2ZMyfHp6OicDKbzZowYYIkqUGDBurRo4d8fX2VmJio+fPna+vWrZo4caIaN27M6coAgBxxslqtVkcXkZ+YzWbFx8frwORDOhN/xtHlAACAe1SmVhl1W2Xf0xYzjh9CQkL4z/t9jNepcPvpp5/Uv39/BQcHa+bMmXJ2/r+ThiwWi1566SXt3r1b06dPV4MGDRxYKQDgfpKd4wdORwUAAABQ6O3cuVOS1Lt3b5sATrq1JlyvXr1s+gEAkF2EcAAAAADw//3TiUJOTk55XAkAoKAhhAMAAABQ6NWrV0+SNHv2bFksFps2i8Wi2bNn2/QDACC7COEAAAAAFHp169ZVqVKltHv3bg0ZMkQJCQm6cuWKEhISNGTIEO3evVulS5dW3bp1HV0qACCf4uqoAAAAAAo9k8mkYcOGKTo6Wj/99JO2bt1qtBUtWlROTk4aOnQoF+0AAOQYM+EAAAAAQFJkZKRiY2NVunRpm+1eXl6KjY1VZGSkgyoDABQEzIQDAAAAgP8vMjJSjRs3Vnx8vFJSUuTt7a2QkBBmwAEA7hkhHAAAAAD8hclk4gIMAIBcx+moAAAAAAAAgJ0xEw4AAAAA/sJsNnM6KgAg1xHCAQAAAMD/t3nzZk2dOlWnT582tpUrV06DBg3iwgwAgHtCCAcAAAAAuhXARUdH69FHH1WXLl3k6uqqtLQ0xcXFKTo6miukAgDuCSEcAAAAgELPbDZr6tSpqlGjho4cOaKtW7cabWXLllWNGjU0bdo0NW7cmFNTAQA5woUZAAAAABR68fHxOn36tA4cOKDq1atrzpw52rx5s+bMmaPq1avrwIEDSkpKUnx8vKNLBQDkU4RwAAAAAAq9s2fPSpIaNWqkSZMmKSgoSMWLF1dQUJAmTZqksLAwm34AAGQXIRwAAACAQu/8+fOSpCZNmsjZ2fa/Sc7Oznrsscds+gEAkF2EcAAAAAAKPU9PT0nSd999J4vFYtNmsVj07bff2vQDACC7COEAAAAAFHplypSRJMXFxWno0KFKSEjQlStXlJCQoKFDh2r79u02/QAUTmazWTt37tSXX36pnTt3ymw2O7ok5CNcHRUAAABAoRcSEqJy5crJ09NTR44cUa9evYy28uXLq0aNGrpw4YJCQkIcVyQAh9q8ebOmTp2q06dPG9vKlSunQYMGKTIy0oGVIb9gJhwAAACAQs9kMmnQoEE6ePCgqlWrpg4dOqhNmzbq0KGDqlatqoMHD2rgwIEymUyOLhWAA2zevFnR0dHy8/OzuXqyn5+foqOjtXnzZkeXiHyAmXAAAAAAICkyMlKdO3fWsmXLbE4xM5lM6ty5MzNdgELKbDZr6tSpCg8P16RJk4yLt2RcPXno0KGaNm2aGjduTFCPOyKEAwAAAADdmumyZMkSPfroowoLC5Orq6vS0tIUFxenJUuWKDAwkCAOKITi4+N1+vRpjR079rZXT+7evbt69eql+Ph41atXz0FVIj8ghAMAAABQ6P3TTBdJateuHTNdgEIsJSVFkuTr63vb9mrVqtn0A/4Ja8IBAAAAKPQyZrp07979H2e6JCUlKT4+3jEFAnAYb29vSVJiYuJt248ePWrTD/gnhHAAAAAACr2/znQxm83auXOnvvzyS+3cuVNms5mZLkAhlnH15AULFshisdi0WSwWLViwQOXLl+fqybgrTkcFAAAAUOhlzGD59NNPtWbNGp0+fdpoK1eunNq0aWPTD0DhkXH15OjoaA0dOlTdu3dXtWrVdPToUS1YsEBbt25VbGwsp6rjrgjhAAAAABR6ISEhKlWqlD788EOFh4dr7Nix8vX1VWJioubPn68ZM2aodOnSzHQBCqnIyEjFxsZq6tSp6tWrl7G9fPnyio2N5aItyBJCOAAAAACQZLVas3UbQOESGRmpxo0bKz4+XikpKfL29lZISAgz4JBlhHAAAAAACr34+HidP39effv21dq1azPNdOnbt69mzJih+Ph41atXz4GVAnAkk8nEewByjBAOAAAAQKGXccGFDh06qGvXrplmuly/fl0zZszgwgwAgBwjhAMAAABQ6GVccCExMVFBQUGZZrocPXrUph8AANnl7OgCAAAAAMDRQkJCVK5cOS1YsEAWi8WmzWKxaMGCBSpfvjwXZgAA5BghHAAAAHJk6dKlat26terWrau6deuqY8eO+u6774z2GzduKCYmRg0bNlRoaKgGDBiQ6VS+pKQk9e7dW8HBwQoLC9PEiRN18+ZNmz4//vij2rZtq8DAQLVo0UKrV6/OVMuSJUvUtGlTBQUFqX379tqzZ499Bo0Cy2QyadCgQdq6dauGDh2qhIQEXblyRQkJCRo6dKi2bt2qgQMHsgA7ACDHCOEAAACQI2XLltXgwYO1evVqrVq1So888ohefvll/frrr5Kk8ePHa/PmzZoyZYoWLVqks2fPqn///sb9zWaz+vTpo/T0dC1fvlwTJkzQmjVrNG3aNKPPiRMn1KdPHzVs2FCfffaZunfvrpEjR2rLli1Gnw0bNig2NlYvv/yy1qxZoxo1aqhnz55KTU3NuycDBUJkZKRiY2N15MgR9erVS02bNlWvXr2UmJio2NhYRUZGOrpEAEA+xppwAAAAyJGmTZva3P7Pf/6jZcuWKT4+XmXLltWqVas0efJkhYWFSboVyrVs2VLx8fEKCQnR1q1bdeTIEc2bN0/e3t6qWbOmBg0apMmTJ6t///5ydXXV8uXLVbFiRQ0fPlyS5Ovrq507d2r+/PmKiIiQJM2bN08dOnRQVFSUJCkmJkbffvutVq1apd69e+fhM4KCIDIyUo0bN850YQZmwAEA7hUhHAAAAO6Z2WzWF198oatXryo0NFR79+5Venq6GjVqZPTx9fVV+fLljRAuPj5e/v7+Ngvdh4eHa/To0Tpy5Ihq1aql+Ph4I8T7a5/x48dLktLS0rRv3z716dPHaHd2dlajRo20a9euHI8F+Pvab/xcAABuJzt/HwjhAAAAkGOHDh1Sp06ddOPGDRUvXlwffPCB/Pz8dODAAbm4uKhkyZI2/b28vJScnCxJxiyjv8q4fbc+ly9f1vXr13XhwgWZzWZ5eXllepyMq1lmV0JCQo7uBwAAcCeEcAAAAMixqlWrau3atbp06ZK+/PJLDRs2TIsXL3Z0WfckKCiIUw8BAECWmM3mLH+ARwgHAACAHHN1dVXlypUlSYGBgUpISNDChQv11FNPKT09XRcvXrSZDZeamiofHx9Jt2a0/f0qphlXT/1rn79fUTUlJUXu7u5yc3OTs7OzTCZTposwpKamZppBl1Umk4kQDgAA5DqujgoAAIBcY7FYlJaWpsDAQLm4uCguLs5oO3r0qJKSkoy1tkJCQnT48GGbAG3btm1yd3eXn5+f0Wf79u02j7Ft2zZjH66urqpdu7bN41gsFsXFxSk0NNROowQAAMg+ZsIBAAAgR9555x01btxY5cqV05UrV/Tf//5XO3bs0Ny5c1WiRAlFRUVpwoQJ8vDwkLu7u8aNG6fQ0FAjQAsPD5efn5+GDh2qIUOGKDk5WVOmTFHnzp3l6uoqSerUqZOWLFmiSZMmKSoqStu3b9fGjRs1a9Yso44XX3xRw4YNU2BgoOrUqaMFCxbo2rVrateunSOeFgAAgNsihAMAAECOpKamatiwYTp79qxKlCihgIAAzZ07V48++qgkacSIEXJ2dtbAgQOVlpam8PBwjRo1yri/yWTSzJkzNXr0aHXs2FHFihVT27ZtNXDgQKNPpUqVNGvWLMXGxmrhwoUqW7asxo0bp4iICKNPy5Ytde7cOU2bNk3JycmqWbOm5syZk+PTUQEAAOzByWq1Wh1dRH5iNpsVHx+vA5MP6Uz8GUeXAwAA7lGZWmXUbVUXuz5GxvFDSEgIa43dx3idAABAdmXn+IE14QAAAAAAAAA7I4QDAAAAAAAA7IwQDgAAAAAAALCzHF+Y4eLFi9qzZ49SU1P192Xl2rRpc691AQAAAAAAAAVGjkK4b775RoMHD9bVq1fl7u4uJycno83JyYkQDgAAAAAAAPiLHIVwEydOVFRUlF599VUVK1Yst2sCAAAAAAAACpQcrQn3xx9/qFu3bgRwAAAAAAAAQBbkaCZceHi4EhISVKlSpdyuBwAAAAAAFCCnTp3SpUuXHF0G7qJEiRKqUKGCo8so0HIUwjVp0kRvv/22EhMT5e/vryJFbHfTrFmzXCkOAAAAAADkX+fPn9dzzz0ni8Xi6FJwFyaTSRs2bJCnp6ejSymwchTCvfHGG5KkDz74IFObk5OTDhw4cG9VAQAAAACAfM/T01MrV64sUDPhjh07plGjRikmJkZVqlRxdDm5pkSJEgRwdpajEO7gwYO5XQcAAAAAACiACuopjlWqVFGNGjUcXQbykRxdmAEAAAAAAABA1uVoJpwk7dixQx9//LESExMlSb6+vurVq5fq16+fa8UBAAAAAAAABUGOZsJ99tlnevHFF+Xm5qauXbuqa9eucnNzU48ePbRu3brcrhEAAAAAAADI13I0E27mzJkaMmSIevToYWzr1q2b5s2bpw8//FCtW7fOrfruW6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    },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 18\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Inference :\\n\",\n    \"\\n\",\n    \"1. `doornumber` variable is not affacting the price much. There is no sugnificant difference between the categories in it.\\n\",\n    \"2. It seems aspiration with `turbo` have higher price range than the `std`(though it has some high values outside the whiskers.)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:19.129997Z\",\n     \"start_time\": \"2024-05-31T14:32:17.189409Z\"\n    }\n   },\n   \"source\": [\n    \"def plot_count(x,fig):\\n\",\n    \"    plt.subplot(4,2,fig)\\n\",\n    \"    plt.title(x+' Histogram')\\n\",\n    \"    sns.countplot(cars[x],palette=(\\\"magma\\\"))\\n\",\n    \"    plt.subplot(4,2,(fig+1))\\n\",\n    \"    plt.title(x+' vs Price')\\n\",\n    \"    sns.boxplot(x=cars[x], y=cars.price, palette=(\\\"magma\\\"))\\n\",\n    \"    \\n\",\n    \"plt.figure(figsize=(15,20))\\n\",\n    \"\\n\",\n    \"plot_count('enginelocation', 1)\\n\",\n    \"plot_count('cylindernumber', 3)\\n\",\n    \"plot_count('fuelsystem', 5)\\n\",\n    \"plot_count('drivewheel', 7)\\n\",\n    \"\\n\",\n    \"plt.tight_layout()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 1500x2000 with 8 Axes>\"\n      ],\n      \"image/png\": 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    },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 19\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Inference :\\n\",\n    \"\\n\",\n    \"1. Very few datapoints for `enginelocation` categories to make an inference.\\n\",\n    \"2. Most common number of cylinders are `four`, `six` and `five`. Though `eight` cylinders have the highest price range.\\n\",\n    \"3. `mpfi` and `2bbl` are most common type of fuel systems. `mpfi` and `idi` having the highest price range. But there are few data for other categories to derive any meaningful inference\\n\",\n    \"4. A very significant difference in drivewheel category. Most high ranged cars seeme to prefer `rwd` drivewheel.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Step 3.2 : Visualising numerical data\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:20.028466Z\",\n     \"start_time\": \"2024-05-31T14:32:19.131068Z\"\n    }\n   },\n   \"source\": [\n    \"def scatter(x,fig):\\n\",\n    \"    plt.subplot(5,2,fig)\\n\",\n    \"    plt.scatter(cars[x],cars['price'])\\n\",\n    \"    plt.title(x+' vs Price')\\n\",\n    \"    plt.ylabel('Price')\\n\",\n    \"    plt.xlabel(x)\\n\",\n    \"\\n\",\n    \"plt.figure(figsize=(10,20))\\n\",\n    \"\\n\",\n    \"scatter('carlength', 1)\\n\",\n    \"scatter('carwidth', 2)\\n\",\n    \"scatter('carheight', 3)\\n\",\n    \"scatter('curbweight', 4)\\n\",\n    \"\\n\",\n    \"plt.tight_layout()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 1000x2000 with 4 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 20\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Inference :\\n\",\n    \"\\n\",\n    \"1. `carwidth`, `carlength` and `curbweight` seems to have a poitive correlation with `price`. \\n\",\n    \"2. `carheight` doesn't show any significant trend with price.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:22.100551Z\",\n     \"start_time\": \"2024-05-31T14:32:20.029860Z\"\n    }\n   },\n   \"source\": [\n    \"def pp(x,y,z):\\n\",\n    \"    sns.pairplot(cars, x_vars=[x,y,z], y_vars='price',size=4, aspect=1, kind='scatter')\\n\",\n    \"    plt.show()\\n\",\n    \"\\n\",\n    \"pp('enginesize', 'boreratio', 'stroke')\\n\",\n    \"pp('compressionratio', 'horsepower', 'peakrpm')\\n\",\n    \"pp('wheelbase', 'citympg', 'highwaympg')\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 1200x400 with 3 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 1200x400 with 3 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 1200x400 with 3 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 21\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Inference :\\n\",\n    \"\\n\",\n    \"1. `enginesize`, `boreratio`, `horsepower`, `wheelbase` - seem to have a significant positive correlation with price.\\n\",\n    \"2. `citympg`, `highwaympg` - seem to have a significant negative correlation with price.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:22.106705Z\",\n     \"start_time\": \"2024-05-31T14:32:22.102004Z\"\n    }\n   },\n   \"source\": [\n    \"np.corrcoef(cars['carlength'], cars['carwidth'])[0, 1]\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"0.841118268481846\"\n      ]\n     },\n     \"execution_count\": 22,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 22\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Step 4 : Deriving new features\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:22.192658Z\",\n     \"start_time\": \"2024-05-31T14:32:22.108045Z\"\n    }\n   },\n   \"source\": [\n    \"#Fuel economy\\n\",\n    \"cars['fueleconomy'] = (0.55 * cars['citympg']) + (0.45 * cars['highwaympg'])\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": 23\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:22.276276Z\",\n     \"start_time\": \"2024-05-31T14:32:22.194082Z\"\n    }\n   },\n   \"source\": [\n    \"#Binning the Car Companies based on avg prices of each Company.\\n\",\n    \"cars['price'] = cars['price'].astype('int')\\n\",\n    \"temp = cars.copy()\\n\",\n    \"table = temp.groupby(['CompanyName'])['price'].mean()\\n\",\n    \"temp = temp.merge(table.reset_index(), how='left',on='CompanyName')\\n\",\n    \"bins = [0,10000,20000,40000]\\n\",\n    \"cars_bin=['Budget','Medium','Highend']\\n\",\n    \"cars['carsrange'] = pd.cut(temp['price_y'],bins,right=False,labels=cars_bin)\\n\",\n    \"cars.head()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"   car_ID  symboling  CompanyName fueltype aspiration doornumber      carbody  \\\\\\n\",\n       \"0       1          3  alfa-romero      gas        std        two  convertible   \\n\",\n       \"1       2          3  alfa-romero      gas        std        two  convertible   \\n\",\n       \"2       3          1  alfa-romero      gas        std        two    hatchback   \\n\",\n       \"3       4          2         audi      gas        std       four        sedan   \\n\",\n       \"4       5          2         audi      gas        std       four        sedan   \\n\",\n       \"\\n\",\n       \"  drivewheel enginelocation  wheelbase  ...  boreratio  stroke  \\\\\\n\",\n       \"0        rwd          front       88.6  ...       3.47    2.68   \\n\",\n       \"1        rwd          front       88.6  ...       3.47    2.68   \\n\",\n       \"2        rwd          front       94.5  ...       2.68    3.47   \\n\",\n       \"3        fwd          front       99.8  ...       3.19    3.40   \\n\",\n       \"4        4wd          front       99.4  ...       3.19    3.40   \\n\",\n       \"\\n\",\n       \"   compressionratio  horsepower peakrpm citympg  highwaympg  price  \\\\\\n\",\n       \"0               9.0         111    5000      21          27  13495   \\n\",\n       \"1               9.0         111    5000      21          27  16500   \\n\",\n       \"2               9.0         154    5000      19          26  16500   \\n\",\n       \"3              10.0         102    5500      24          30  13950   \\n\",\n       \"4               8.0         115    5500      18          22  17450   \\n\",\n       \"\\n\",\n       \"   fueleconomy  carsrange  \\n\",\n       \"0        23.70     Medium  \\n\",\n       \"1        23.70     Medium  \\n\",\n       \"2        22.15     Medium  \\n\",\n       \"3        26.70     Medium  \\n\",\n       \"4        19.80     Medium  \\n\",\n       \"\\n\",\n       \"[5 rows x 28 columns]\"\n      ],\n      \"text/html\": [\n       \"<div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>car_ID</th>\\n\",\n       \"      <th>symboling</th>\\n\",\n       \"      <th>CompanyName</th>\\n\",\n       \"      <th>fueltype</th>\\n\",\n       \"      <th>aspiration</th>\\n\",\n       \"      <th>doornumber</th>\\n\",\n       \"      <th>carbody</th>\\n\",\n       \"      <th>drivewheel</th>\\n\",\n       \"      <th>enginelocation</th>\\n\",\n       \"      <th>wheelbase</th>\\n\",\n       \"      <th>...</th>\\n\",\n       \"      <th>boreratio</th>\\n\",\n       \"      <th>stroke</th>\\n\",\n       \"      <th>compressionratio</th>\\n\",\n       \"      <th>horsepower</th>\\n\",\n       \"      <th>peakrpm</th>\\n\",\n       \"      <th>citympg</th>\\n\",\n       \"      <th>highwaympg</th>\\n\",\n       \"      <th>price</th>\\n\",\n       \"      <th>fueleconomy</th>\\n\",\n       \"      <th>carsrange</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>0</th>\\n\",\n       \"      <td>1</td>\\n\",\n       \"      <td>3</td>\\n\",\n       \"      <td>alfa-romero</td>\\n\",\n       \"      <td>gas</td>\\n\",\n       \"      <td>std</td>\\n\",\n       \"      <td>two</td>\\n\",\n       \"      <td>convertible</td>\\n\",\n       \"      <td>rwd</td>\\n\",\n       \"      <td>front</td>\\n\",\n       \"      <td>88.6</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>3.47</td>\\n\",\n       \"      <td>2.68</td>\\n\",\n       \"      <td>9.0</td>\\n\",\n       \"      <td>111</td>\\n\",\n       \"      <td>5000</td>\\n\",\n       \"      <td>21</td>\\n\",\n       \"      <td>27</td>\\n\",\n       \"      <td>13495</td>\\n\",\n       \"      <td>23.70</td>\\n\",\n       \"      <td>Medium</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>1</th>\\n\",\n       \"      <td>2</td>\\n\",\n       \"      <td>3</td>\\n\",\n       \"      <td>alfa-romero</td>\\n\",\n       \"      <td>gas</td>\\n\",\n       \"      <td>std</td>\\n\",\n       \"      <td>two</td>\\n\",\n       \"      <td>convertible</td>\\n\",\n       \"      <td>rwd</td>\\n\",\n       \"      <td>front</td>\\n\",\n       \"      <td>88.6</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>3.47</td>\\n\",\n       \"      <td>2.68</td>\\n\",\n       \"      <td>9.0</td>\\n\",\n       \"      <td>111</td>\\n\",\n       \"      <td>5000</td>\\n\",\n       \"      <td>21</td>\\n\",\n       \"      <td>27</td>\\n\",\n       \"      <td>16500</td>\\n\",\n       \"      <td>23.70</td>\\n\",\n       \"      <td>Medium</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>2</th>\\n\",\n       \"      <td>3</td>\\n\",\n       \"      <td>1</td>\\n\",\n       \"      <td>alfa-romero</td>\\n\",\n       \"      <td>gas</td>\\n\",\n       \"      <td>std</td>\\n\",\n       \"      <td>two</td>\\n\",\n       \"      <td>hatchback</td>\\n\",\n       \"      <td>rwd</td>\\n\",\n       \"      <td>front</td>\\n\",\n       \"      <td>94.5</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>2.68</td>\\n\",\n       \"      <td>3.47</td>\\n\",\n       \"      <td>9.0</td>\\n\",\n       \"      <td>154</td>\\n\",\n       \"      <td>5000</td>\\n\",\n       \"      <td>19</td>\\n\",\n       \"      <td>26</td>\\n\",\n       \"      <td>16500</td>\\n\",\n       \"      <td>22.15</td>\\n\",\n       \"      <td>Medium</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>3</th>\\n\",\n       \"      <td>4</td>\\n\",\n       \"      <td>2</td>\\n\",\n       \"      <td>audi</td>\\n\",\n       \"      <td>gas</td>\\n\",\n       \"      <td>std</td>\\n\",\n       \"      <td>four</td>\\n\",\n       \"      <td>sedan</td>\\n\",\n       \"      <td>fwd</td>\\n\",\n       \"      <td>front</td>\\n\",\n       \"      <td>99.8</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>3.19</td>\\n\",\n       \"      <td>3.40</td>\\n\",\n       \"      <td>10.0</td>\\n\",\n       \"      <td>102</td>\\n\",\n       \"      <td>5500</td>\\n\",\n       \"      <td>24</td>\\n\",\n       \"      <td>30</td>\\n\",\n       \"      <td>13950</td>\\n\",\n       \"      <td>26.70</td>\\n\",\n       \"      <td>Medium</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>4</th>\\n\",\n       \"      <td>5</td>\\n\",\n       \"      <td>2</td>\\n\",\n       \"      <td>audi</td>\\n\",\n       \"      <td>gas</td>\\n\",\n       \"      <td>std</td>\\n\",\n       \"      <td>four</td>\\n\",\n       \"      <td>sedan</td>\\n\",\n       \"      <td>4wd</td>\\n\",\n       \"      <td>front</td>\\n\",\n       \"      <td>99.4</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>3.19</td>\\n\",\n       \"      <td>3.40</td>\\n\",\n       \"      <td>8.0</td>\\n\",\n       \"      <td>115</td>\\n\",\n       \"      <td>5500</td>\\n\",\n       \"      <td>18</td>\\n\",\n       \"      <td>22</td>\\n\",\n       \"      <td>17450</td>\\n\",\n       \"      <td>19.80</td>\\n\",\n       \"      <td>Medium</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"<p>5 rows × 28 columns</p>\\n\",\n       \"</div>\"\n      ]\n     },\n     \"execution_count\": 24,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 24\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Step 5 : Bivariate Analysis\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:22.670798Z\",\n     \"start_time\": \"2024-05-31T14:32:22.277475Z\"\n    }\n   },\n   \"source\": [\n    \"plt.figure(figsize=(8,6))\\n\",\n    \"\\n\",\n    \"plt.title('Fuel economy vs Price')\\n\",\n    \"sns.scatterplot(x=cars['fueleconomy'],y=cars['price'],hue=cars['drivewheel'])\\n\",\n    \"plt.xlabel('Fuel Economy')\\n\",\n    \"plt.ylabel('Price')\\n\",\n    \"\\n\",\n    \"plt.show()\\n\",\n    \"plt.tight_layout()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 800x600 with 1 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 640x480 with 0 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 25\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Inference :\\n\",\n    \"\\n\",\n    \"1. `fueleconomy` has an obvios `negative correlation` with price and is significant.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:23.085815Z\",\n     \"start_time\": \"2024-05-31T14:32:22.672021Z\"\n    }\n   },\n   \"source\": [\n    \"plt.figure(figsize=(25, 6))\\n\",\n    \"\\n\",\n    \"df = pd.DataFrame(cars.groupby(['fuelsystem','drivewheel','carsrange'])['price'].mean().unstack(fill_value=0))\\n\",\n    \"df.plot.bar()\\n\",\n    \"plt.title('Car Range vs Average Price')\\n\",\n    \"plt.show()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 2500x600 with 0 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 640x480 with 1 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 26\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Inference :\\n\",\n    \"\\n\",\n    \"1. High ranged cars prefer `rwd` drivewheel with `idi` or `mpfi` fuelsystem.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### List of significant variables after Visual analysis :\\n\",\n    \"\\n\",\n    \"    - Car Range \\n\",\n    \"    - Engine Type \\n\",\n    \"    - Fuel type \\n\",\n    \"    - Car Body \\n\",\n    \"    - Aspiration \\n\",\n    \"    - Cylinder Number \\n\",\n    \"    - Drivewheel \\n\",\n    \"    - Curbweight \\n\",\n    \"    - Car Length\\n\",\n    \"    - Car width\\n\",\n    \"    - Engine Size \\n\",\n    \"    - Boreratio \\n\",\n    \"    - Horse Power \\n\",\n    \"    - Wheel base \\n\",\n    \"    - Fuel Economy \"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:23.100332Z\",\n     \"start_time\": \"2024-05-31T14:32:23.086888Z\"\n    }\n   },\n   \"source\": [\n    \"cars_lr = cars[['price', 'fueltype', 'aspiration','carbody', 'drivewheel','wheelbase',\\n\",\n    \"                  'curbweight', 'enginetype', 'cylindernumber', 'enginesize', 'boreratio','horsepower', \\n\",\n    \"                    'fueleconomy', 'carlength','carwidth', 'carsrange']]\\n\",\n    \"cars_lr.head()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"   price fueltype aspiration      carbody drivewheel  wheelbase  curbweight  \\\\\\n\",\n       \"0  13495      gas        std  convertible        rwd       88.6        2548   \\n\",\n       \"1  16500      gas        std  convertible        rwd       88.6        2548   \\n\",\n       \"2  16500      gas        std    hatchback        rwd       94.5        2823   \\n\",\n       \"3  13950      gas        std        sedan        fwd       99.8        2337   \\n\",\n       \"4  17450      gas        std        sedan        4wd       99.4        2824   \\n\",\n       \"\\n\",\n       \"  enginetype cylindernumber  enginesize  boreratio  horsepower  fueleconomy  \\\\\\n\",\n       \"0       dohc           four         130       3.47         111        23.70   \\n\",\n       \"1       dohc           four         130       3.47         111        23.70   \\n\",\n       \"2       ohcv            six         152       2.68         154        22.15   \\n\",\n       \"3        ohc           four         109       3.19         102        26.70   \\n\",\n       \"4        ohc           five         136       3.19         115        19.80   \\n\",\n       \"\\n\",\n       \"   carlength  carwidth carsrange  \\n\",\n       \"0      168.8      64.1    Medium  \\n\",\n       \"1      168.8      64.1    Medium  \\n\",\n       \"2      171.2      65.5    Medium  \\n\",\n       \"3      176.6      66.2    Medium  \\n\",\n       \"4      176.6      66.4    Medium  \"\n      ],\n      \"text/html\": [\n       \"<div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>price</th>\\n\",\n       \"      <th>fueltype</th>\\n\",\n       \"      <th>aspiration</th>\\n\",\n       \"      <th>carbody</th>\\n\",\n       \"      <th>drivewheel</th>\\n\",\n       \"      <th>wheelbase</th>\\n\",\n       \"      <th>curbweight</th>\\n\",\n       \"      <th>enginetype</th>\\n\",\n       \"      <th>cylindernumber</th>\\n\",\n       \"      <th>enginesize</th>\\n\",\n       \"      <th>boreratio</th>\\n\",\n       \"      <th>horsepower</th>\\n\",\n       \"      <th>fueleconomy</th>\\n\",\n       \"      <th>carlength</th>\\n\",\n       \"      <th>carwidth</th>\\n\",\n       \"      <th>carsrange</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>0</th>\\n\",\n       \"      <td>13495</td>\\n\",\n       \"      <td>gas</td>\\n\",\n       \"      <td>std</td>\\n\",\n       \"      <td>convertible</td>\\n\",\n       \"      <td>rwd</td>\\n\",\n       \"      <td>88.6</td>\\n\",\n       \"      <td>2548</td>\\n\",\n       \"      <td>dohc</td>\\n\",\n       \"      <td>four</td>\\n\",\n       \"      <td>130</td>\\n\",\n       \"      <td>3.47</td>\\n\",\n       \"      <td>111</td>\\n\",\n       \"      <td>23.70</td>\\n\",\n       \"      <td>168.8</td>\\n\",\n       \"      <td>64.1</td>\\n\",\n       \"      <td>Medium</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>1</th>\\n\",\n       \"      <td>16500</td>\\n\",\n       \"      <td>gas</td>\\n\",\n       \"      <td>std</td>\\n\",\n       \"      <td>convertible</td>\\n\",\n       \"      <td>rwd</td>\\n\",\n       \"      <td>88.6</td>\\n\",\n       \"      <td>2548</td>\\n\",\n       \"      <td>dohc</td>\\n\",\n       \"      <td>four</td>\\n\",\n       \"      <td>130</td>\\n\",\n       \"      <td>3.47</td>\\n\",\n       \"      <td>111</td>\\n\",\n       \"      <td>23.70</td>\\n\",\n       \"      <td>168.8</td>\\n\",\n       \"      <td>64.1</td>\\n\",\n       \"      <td>Medium</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>2</th>\\n\",\n       \"      <td>16500</td>\\n\",\n       \"      <td>gas</td>\\n\",\n       \"      <td>std</td>\\n\",\n       \"      <td>hatchback</td>\\n\",\n       \"      <td>rwd</td>\\n\",\n       \"      <td>94.5</td>\\n\",\n       \"      <td>2823</td>\\n\",\n       \"      <td>ohcv</td>\\n\",\n       \"      <td>six</td>\\n\",\n       \"      <td>152</td>\\n\",\n       \"      <td>2.68</td>\\n\",\n       \"      <td>154</td>\\n\",\n       \"      <td>22.15</td>\\n\",\n       \"      <td>171.2</td>\\n\",\n       \"      <td>65.5</td>\\n\",\n       \"      <td>Medium</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>3</th>\\n\",\n       \"      <td>13950</td>\\n\",\n       \"      <td>gas</td>\\n\",\n       \"      <td>std</td>\\n\",\n       \"      <td>sedan</td>\\n\",\n       \"      <td>fwd</td>\\n\",\n       \"      <td>99.8</td>\\n\",\n       \"      <td>2337</td>\\n\",\n       \"      <td>ohc</td>\\n\",\n       \"      <td>four</td>\\n\",\n       \"      <td>109</td>\\n\",\n       \"      <td>3.19</td>\\n\",\n       \"      <td>102</td>\\n\",\n       \"      <td>26.70</td>\\n\",\n       \"      <td>176.6</td>\\n\",\n       \"      <td>66.2</td>\\n\",\n       \"      <td>Medium</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>4</th>\\n\",\n       \"      <td>17450</td>\\n\",\n       \"      <td>gas</td>\\n\",\n       \"      <td>std</td>\\n\",\n       \"      <td>sedan</td>\\n\",\n       \"      <td>4wd</td>\\n\",\n       \"      <td>99.4</td>\\n\",\n       \"      <td>2824</td>\\n\",\n       \"      <td>ohc</td>\\n\",\n       \"      <td>five</td>\\n\",\n       \"      <td>136</td>\\n\",\n       \"      <td>3.19</td>\\n\",\n       \"      <td>115</td>\\n\",\n       \"      <td>19.80</td>\\n\",\n       \"      <td>176.6</td>\\n\",\n       \"      <td>66.4</td>\\n\",\n       \"      <td>Medium</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"</div>\"\n      ]\n     },\n     \"execution_count\": 27,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 27\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:36.082326Z\",\n     \"start_time\": \"2024-05-31T14:32:23.101451Z\"\n    }\n   },\n   \"source\": [\n    \"sns.pairplot(cars_lr)\\n\",\n    \"plt.show()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 2250x2250 with 90 Axes>\"\n      ],\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 28\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Step 6 : Dummy Variables\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:36.098593Z\",\n     \"start_time\": \"2024-05-31T14:32:36.083614Z\"\n    }\n   },\n   \"source\": [\n    \"# Defining the map function\\n\",\n    \"def dummies(x,df):\\n\",\n    \"    temp = pd.get_dummies(df[x], drop_first = True)\\n\",\n    \"    df = pd.concat([df, temp], axis = 1)\\n\",\n    \"    df.drop([x], axis = 1, inplace = True)\\n\",\n    \"    return df\\n\",\n    \"# Applying the function to the cars_lr\\n\",\n    \"\\n\",\n    \"cars_lr = dummies('fueltype',cars_lr)\\n\",\n    \"cars_lr = dummies('aspiration',cars_lr)\\n\",\n    \"cars_lr = dummies('carbody',cars_lr)\\n\",\n    \"cars_lr = dummies('drivewheel',cars_lr)\\n\",\n    \"cars_lr = dummies('enginetype',cars_lr)\\n\",\n    \"cars_lr = dummies('cylindernumber',cars_lr)\\n\",\n    \"cars_lr = dummies('carsrange',cars_lr)\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": 29\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:36.199147Z\",\n     \"start_time\": \"2024-05-31T14:32:36.100188Z\"\n    }\n   },\n   \"source\": [\n    \"cars_lr.head()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"   price  wheelbase  curbweight  enginesize  boreratio  horsepower  \\\\\\n\",\n       \"0  13495       88.6        2548         130       3.47         111   \\n\",\n       \"1  16500       88.6        2548         130       3.47         111   \\n\",\n       \"2  16500       94.5        2823         152       2.68         154   \\n\",\n       \"3  13950       99.8        2337         109       3.19         102   \\n\",\n       \"4  17450       99.4        2824         136       3.19         115   \\n\",\n       \"\\n\",\n       \"   fueleconomy  carlength  carwidth   gas  ...   ohcv  rotor   five   four  \\\\\\n\",\n       \"0        23.70      168.8      64.1  True  ...  False  False  False   True   \\n\",\n       \"1        23.70      168.8      64.1  True  ...  False  False  False   True   \\n\",\n       \"2        22.15      171.2      65.5  True  ...   True  False  False  False   \\n\",\n       \"3        26.70      176.6      66.2  True  ...  False  False  False   True   \\n\",\n       \"4        19.80      176.6      66.4  True  ...  False  False   True  False   \\n\",\n       \"\\n\",\n       \"     six  three  twelve    two  Medium  Highend  \\n\",\n       \"0  False  False   False  False    True    False  \\n\",\n       \"1  False  False   False  False    True    False  \\n\",\n       \"2   True  False   False  False    True    False  \\n\",\n       \"3  False  False   False  False    True    False  \\n\",\n       \"4  False  False   False  False    True    False  \\n\",\n       \"\\n\",\n       \"[5 rows x 31 columns]\"\n      ],\n      \"text/html\": [\n       \"<div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>price</th>\\n\",\n       \"      <th>wheelbase</th>\\n\",\n       \"      <th>curbweight</th>\\n\",\n       \"      <th>enginesize</th>\\n\",\n       \"      <th>boreratio</th>\\n\",\n       \"      <th>horsepower</th>\\n\",\n       \"      <th>fueleconomy</th>\\n\",\n       \"      <th>carlength</th>\\n\",\n       \"      <th>carwidth</th>\\n\",\n       \"      <th>gas</th>\\n\",\n       \"      <th>...</th>\\n\",\n       \"      <th>ohcv</th>\\n\",\n       \"      <th>rotor</th>\\n\",\n       \"      <th>five</th>\\n\",\n       \"      <th>four</th>\\n\",\n       \"      <th>six</th>\\n\",\n       \"      <th>three</th>\\n\",\n       \"      <th>twelve</th>\\n\",\n       \"      <th>two</th>\\n\",\n       \"      <th>Medium</th>\\n\",\n       \"      <th>Highend</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>0</th>\\n\",\n       \"      <td>13495</td>\\n\",\n       \"      <td>88.6</td>\\n\",\n       \"      <td>2548</td>\\n\",\n       \"      <td>130</td>\\n\",\n       \"      <td>3.47</td>\\n\",\n       \"      <td>111</td>\\n\",\n       \"      <td>23.70</td>\\n\",\n       \"      <td>168.8</td>\\n\",\n       \"      <td>64.1</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>1</th>\\n\",\n       \"      <td>16500</td>\\n\",\n       \"      <td>88.6</td>\\n\",\n       \"      <td>2548</td>\\n\",\n       \"      <td>130</td>\\n\",\n       \"      <td>3.47</td>\\n\",\n       \"      <td>111</td>\\n\",\n       \"      <td>23.70</td>\\n\",\n       \"      <td>168.8</td>\\n\",\n       \"      <td>64.1</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>2</th>\\n\",\n       \"      <td>16500</td>\\n\",\n       \"      <td>94.5</td>\\n\",\n       \"      <td>2823</td>\\n\",\n       \"      <td>152</td>\\n\",\n       \"      <td>2.68</td>\\n\",\n       \"      <td>154</td>\\n\",\n       \"      <td>22.15</td>\\n\",\n       \"      <td>171.2</td>\\n\",\n       \"      <td>65.5</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>3</th>\\n\",\n       \"      <td>13950</td>\\n\",\n       \"      <td>99.8</td>\\n\",\n       \"      <td>2337</td>\\n\",\n       \"      <td>109</td>\\n\",\n       \"      <td>3.19</td>\\n\",\n       \"      <td>102</td>\\n\",\n       \"      <td>26.70</td>\\n\",\n       \"      <td>176.6</td>\\n\",\n       \"      <td>66.2</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>4</th>\\n\",\n       \"      <td>17450</td>\\n\",\n       \"      <td>99.4</td>\\n\",\n       \"      <td>2824</td>\\n\",\n       \"      <td>136</td>\\n\",\n       \"      <td>3.19</td>\\n\",\n       \"      <td>115</td>\\n\",\n       \"      <td>19.80</td>\\n\",\n       \"      <td>176.6</td>\\n\",\n       \"      <td>66.4</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"<p>5 rows × 31 columns</p>\\n\",\n       \"</div>\"\n      ]\n     },\n     \"execution_count\": 30,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 30\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:36.289168Z\",\n     \"start_time\": \"2024-05-31T14:32:36.200465Z\"\n    }\n   },\n   \"source\": [\n    \"cars_lr.shape\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"(205, 31)\"\n      ]\n     },\n     \"execution_count\": 31,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 31\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Step 7 : Train-Test Split and feature scaling\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:36.434983Z\",\n     \"start_time\": \"2024-05-31T14:32:36.290600Z\"\n    }\n   },\n   \"source\": [\n    \"from sklearn.model_selection import train_test_split\\n\",\n    \"\\n\",\n    \"np.random.seed(0)\\n\",\n    \"df_train, df_test = train_test_split(cars_lr, train_size = 0.7, test_size = 0.3, random_state = 100)\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": 32\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:36.440069Z\",\n     \"start_time\": \"2024-05-31T14:32:36.436197Z\"\n    }\n   },\n   \"source\": [\n    \"from sklearn.preprocessing import MinMaxScaler\\n\",\n    \"\\n\",\n    \"scaler = MinMaxScaler()\\n\",\n    \"num_vars = ['wheelbase', 'curbweight', 'enginesize', 'boreratio', 'horsepower','fueleconomy','carlength','carwidth','price']\\n\",\n    \"#df_train[num_vars] = scaler.fit_transform(df_train[num_vars])\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": 33\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:36.686550Z\",\n     \"start_time\": \"2024-05-31T14:32:36.441328Z\"\n    }\n   },\n   \"source\": [\n    \"df_train.head()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"     price  wheelbase  curbweight  enginesize  boreratio  horsepower  \\\\\\n\",\n       \"122   7609       93.7        2191          98       2.97          68   \\n\",\n       \"125  22018       94.5        2778         151       3.94         143   \\n\",\n       \"166   9538       94.5        2300          98       3.24         112   \\n\",\n       \"1    16500       88.6        2548         130       3.47         111   \\n\",\n       \"199  18950      104.3        3157         130       3.62         162   \\n\",\n       \"\\n\",\n       \"     fueleconomy  carlength  carwidth   gas  ...   ohcv  rotor   five  four  \\\\\\n\",\n       \"122        34.15      167.3      63.8  True  ...  False  False  False  True   \\n\",\n       \"125        22.60      168.9      68.3  True  ...  False  False  False  True   \\n\",\n       \"166        27.35      168.7      64.0  True  ...  False  False  False  True   \\n\",\n       \"1          23.70      168.8      64.1  True  ...  False  False  False  True   \\n\",\n       \"199        19.25      188.8      67.2  True  ...  False  False  False  True   \\n\",\n       \"\\n\",\n       \"       six  three  twelve    two  Medium  Highend  \\n\",\n       \"122  False  False   False  False   False    False  \\n\",\n       \"125  False  False   False  False   False     True  \\n\",\n       \"166  False  False   False  False   False    False  \\n\",\n       \"1    False  False   False  False    True    False  \\n\",\n       \"199  False  False   False  False    True    False  \\n\",\n       \"\\n\",\n       \"[5 rows x 31 columns]\"\n      ],\n      \"text/html\": [\n       \"<div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>price</th>\\n\",\n       \"      <th>wheelbase</th>\\n\",\n       \"      <th>curbweight</th>\\n\",\n       \"      <th>enginesize</th>\\n\",\n       \"      <th>boreratio</th>\\n\",\n       \"      <th>horsepower</th>\\n\",\n       \"      <th>fueleconomy</th>\\n\",\n       \"      <th>carlength</th>\\n\",\n       \"      <th>carwidth</th>\\n\",\n       \"      <th>gas</th>\\n\",\n       \"      <th>...</th>\\n\",\n       \"      <th>ohcv</th>\\n\",\n       \"      <th>rotor</th>\\n\",\n       \"      <th>five</th>\\n\",\n       \"      <th>four</th>\\n\",\n       \"      <th>six</th>\\n\",\n       \"      <th>three</th>\\n\",\n       \"      <th>twelve</th>\\n\",\n       \"      <th>two</th>\\n\",\n       \"      <th>Medium</th>\\n\",\n       \"      <th>Highend</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>122</th>\\n\",\n       \"      <td>7609</td>\\n\",\n       \"      <td>93.7</td>\\n\",\n       \"      <td>2191</td>\\n\",\n       \"      <td>98</td>\\n\",\n       \"      <td>2.97</td>\\n\",\n       \"      <td>68</td>\\n\",\n       \"      <td>34.15</td>\\n\",\n       \"      <td>167.3</td>\\n\",\n       \"      <td>63.8</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>125</th>\\n\",\n       \"      <td>22018</td>\\n\",\n       \"      <td>94.5</td>\\n\",\n       \"      <td>2778</td>\\n\",\n       \"      <td>151</td>\\n\",\n       \"      <td>3.94</td>\\n\",\n       \"      <td>143</td>\\n\",\n       \"      <td>22.60</td>\\n\",\n       \"      <td>168.9</td>\\n\",\n       \"      <td>68.3</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>166</th>\\n\",\n       \"      <td>9538</td>\\n\",\n       \"      <td>94.5</td>\\n\",\n       \"      <td>2300</td>\\n\",\n       \"      <td>98</td>\\n\",\n       \"      <td>3.24</td>\\n\",\n       \"      <td>112</td>\\n\",\n       \"      <td>27.35</td>\\n\",\n       \"      <td>168.7</td>\\n\",\n       \"      <td>64.0</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>1</th>\\n\",\n       \"      <td>16500</td>\\n\",\n       \"      <td>88.6</td>\\n\",\n       \"      <td>2548</td>\\n\",\n       \"      <td>130</td>\\n\",\n       \"      <td>3.47</td>\\n\",\n       \"      <td>111</td>\\n\",\n       \"      <td>23.70</td>\\n\",\n       \"      <td>168.8</td>\\n\",\n       \"      <td>64.1</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>199</th>\\n\",\n       \"      <td>18950</td>\\n\",\n       \"      <td>104.3</td>\\n\",\n       \"      <td>3157</td>\\n\",\n       \"      <td>130</td>\\n\",\n       \"      <td>3.62</td>\\n\",\n       \"      <td>162</td>\\n\",\n       \"      <td>19.25</td>\\n\",\n       \"      <td>188.8</td>\\n\",\n       \"      <td>67.2</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"<p>5 rows × 31 columns</p>\\n\",\n       \"</div>\"\n      ]\n     },\n     \"execution_count\": 34,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 34\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:36.896756Z\",\n     \"start_time\": \"2024-05-31T14:32:36.688153Z\"\n    }\n   },\n   \"source\": [\n    \"df_train.describe()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"              price   wheelbase   curbweight  enginesize   boreratio  \\\\\\n\",\n       \"count    143.000000  143.000000   143.000000  143.000000  143.000000   \\n\",\n       \"mean   13056.335664   98.523077  2539.510490  124.958042    3.307413   \\n\",\n       \"std     7807.031621    5.961835   544.650539   40.974034    0.260997   \\n\",\n       \"min     5118.000000   86.600000  1488.000000   61.000000    2.680000   \\n\",\n       \"25%     7554.000000   94.500000  2121.000000   97.000000    3.065000   \\n\",\n       \"50%    10198.000000   96.500000  2405.000000  110.000000    3.310000   \\n\",\n       \"75%    16465.000000  101.200000  2930.500000  141.000000    3.540000   \\n\",\n       \"max    41315.000000  115.600000  4066.000000  326.000000    3.940000   \\n\",\n       \"\\n\",\n       \"       horsepower  fueleconomy   carlength    carwidth  \\n\",\n       \"count  143.000000   143.000000  143.000000  143.000000  \\n\",\n       \"mean   102.552448    27.858741  173.416783   65.839860  \\n\",\n       \"std     39.722750     6.778955   12.598122    2.214203  \\n\",\n       \"min     48.000000    14.800000  141.100000   60.300000  \\n\",\n       \"25%     70.000000    22.050000  165.650000   63.950000  \\n\",\n       \"50%     94.000000    27.350000  172.000000   65.400000  \\n\",\n       \"75%    116.000000    33.475000  182.300000   66.900000  \\n\",\n       \"max    288.000000    51.250000  202.600000   72.300000  \"\n      ],\n      \"text/html\": [\n       \"<div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>price</th>\\n\",\n       \"      <th>wheelbase</th>\\n\",\n       \"      <th>curbweight</th>\\n\",\n       \"      <th>enginesize</th>\\n\",\n       \"      <th>boreratio</th>\\n\",\n       \"      <th>horsepower</th>\\n\",\n       \"      <th>fueleconomy</th>\\n\",\n       \"      <th>carlength</th>\\n\",\n       \"      <th>carwidth</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>count</th>\\n\",\n       \"      <td>143.000000</td>\\n\",\n       \"      <td>143.000000</td>\\n\",\n       \"      <td>143.000000</td>\\n\",\n       \"      <td>143.000000</td>\\n\",\n       \"      <td>143.000000</td>\\n\",\n       \"      <td>143.000000</td>\\n\",\n       \"      <td>143.000000</td>\\n\",\n       \"      <td>143.000000</td>\\n\",\n       \"      <td>143.000000</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>mean</th>\\n\",\n       \"      <td>13056.335664</td>\\n\",\n       \"      <td>98.523077</td>\\n\",\n       \"      <td>2539.510490</td>\\n\",\n       \"      <td>124.958042</td>\\n\",\n       \"      <td>3.307413</td>\\n\",\n       \"      <td>102.552448</td>\\n\",\n       \"      <td>27.858741</td>\\n\",\n       \"      <td>173.416783</td>\\n\",\n       \"      <td>65.839860</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>std</th>\\n\",\n       \"      <td>7807.031621</td>\\n\",\n       \"      <td>5.961835</td>\\n\",\n       \"      <td>544.650539</td>\\n\",\n       \"      <td>40.974034</td>\\n\",\n       \"      <td>0.260997</td>\\n\",\n       \"      <td>39.722750</td>\\n\",\n       \"      <td>6.778955</td>\\n\",\n       \"      <td>12.598122</td>\\n\",\n       \"      <td>2.214203</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>min</th>\\n\",\n       \"      <td>5118.000000</td>\\n\",\n       \"      <td>86.600000</td>\\n\",\n       \"      <td>1488.000000</td>\\n\",\n       \"      <td>61.000000</td>\\n\",\n       \"      <td>2.680000</td>\\n\",\n       \"      <td>48.000000</td>\\n\",\n       \"      <td>14.800000</td>\\n\",\n       \"      <td>141.100000</td>\\n\",\n       \"      <td>60.300000</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>25%</th>\\n\",\n       \"      <td>7554.000000</td>\\n\",\n       \"      <td>94.500000</td>\\n\",\n       \"      <td>2121.000000</td>\\n\",\n       \"      <td>97.000000</td>\\n\",\n       \"      <td>3.065000</td>\\n\",\n       \"      <td>70.000000</td>\\n\",\n       \"      <td>22.050000</td>\\n\",\n       \"      <td>165.650000</td>\\n\",\n       \"      <td>63.950000</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>50%</th>\\n\",\n       \"      <td>10198.000000</td>\\n\",\n       \"      <td>96.500000</td>\\n\",\n       \"      <td>2405.000000</td>\\n\",\n       \"      <td>110.000000</td>\\n\",\n       \"      <td>3.310000</td>\\n\",\n       \"      <td>94.000000</td>\\n\",\n       \"      <td>27.350000</td>\\n\",\n       \"      <td>172.000000</td>\\n\",\n       \"      <td>65.400000</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>75%</th>\\n\",\n       \"      <td>16465.000000</td>\\n\",\n       \"      <td>101.200000</td>\\n\",\n       \"      <td>2930.500000</td>\\n\",\n       \"      <td>141.000000</td>\\n\",\n       \"      <td>3.540000</td>\\n\",\n       \"      <td>116.000000</td>\\n\",\n       \"      <td>33.475000</td>\\n\",\n       \"      <td>182.300000</td>\\n\",\n       \"      <td>66.900000</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>max</th>\\n\",\n       \"      <td>41315.000000</td>\\n\",\n       \"      <td>115.600000</td>\\n\",\n       \"      <td>4066.000000</td>\\n\",\n       \"      <td>326.000000</td>\\n\",\n       \"      <td>3.940000</td>\\n\",\n       \"      <td>288.000000</td>\\n\",\n       \"      <td>51.250000</td>\\n\",\n       \"      <td>202.600000</td>\\n\",\n       \"      <td>72.300000</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"</div>\"\n      ]\n     },\n     \"execution_count\": 35,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 35\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:39.201936Z\",\n     \"start_time\": \"2024-05-31T14:32:36.898093Z\"\n    }\n   },\n   \"source\": [\n    \"#Correlation using heatmap\\n\",\n    \"plt.figure(figsize = (30, 25))\\n\",\n    \"sns.heatmap(df_train.corr(), annot = True, cmap=\\\"YlGnBu\\\")\\n\",\n    \"plt.show()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<Figure size 3000x2500 with 2 Axes>\"\n      ],\n      \"image/png\": 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    },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 36\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"Highly correlated variables to price are - `curbweight`, `enginesize`, `horsepower`,`carwidth` and `highend`.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {},\n   \"source\": [\n    \"#Dividing data into X and y variables\\n\",\n    \"y_train = df_train['price']\\n\",\n    \"X_train = df_train.drop(['price'], axis = 1)\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": 37\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Step 8 : Model Building\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Building model using statsmodel, for the detailed statistics\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:39.286903Z\",\n     \"start_time\": \"2024-05-31T14:32:39.207876Z\"\n    }\n   },\n   \"source\": [\n    \"#X_train_rfe = X_train[X_train.columns[rfe.support_]]\\n\",\n    \"#X_train_rfe.head()\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": 38\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:39.461473Z\",\n     \"start_time\": \"2024-05-31T14:32:39.288225Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"from pandas import DataFrame\\n\",\n    \"from sklearn.metrics import r2_score\\n\",\n    \"from sklearn.linear_model import LinearRegression\\n\",\n    \"from sklearn. linear_model import Lasso\\n\",\n    \"from sklearn.tree import DecisionTreeRegressor\\n\",\n    \"from sklearn.ensemble import RandomForestRegressor\\n\",\n    \"from sklearn.neighbors import KNeighborsRegressor\\n\",\n    \"from xgboost import XGBRegressor\\n\",\n    \"import time\\n\",\n    \"from sklearn.preprocessing import StandardScaler\\n\",\n    \"from sklearn.pipeline import Pipeline\\n\",\n    \"\\n\",\n    \"def train_and_validate(train: DataFrame, test: DataFrame):\\n\",\n    \"    scaler = StandardScaler()\\n\",\n    \"    train_x = scaler.fit_transform(train.drop(['price'], axis = 1))\\n\",\n    \"    train_y = train['price']\\n\",\n    \"    test_x = scaler.transform(test.drop(['price'], axis = 1))\\n\",\n    \"    test_y = test['price']\\n\",\n    \"    start = time.time()\\n\",\n    \"    linear_model = XGBRegressor()\\n\",\n    \"    linear_model.fit(train_x, train_y)\\n\",\n    \"    pred = linear_model.predict(test_x)\\n\",\n    \"    return r2_score(test_y, pred), time.time() - start, test_y, pred\\n\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": 39\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:39.482167Z\",\n     \"start_time\": \"2024-05-31T14:32:39.462664Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"df_train\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"     price  wheelbase  curbweight  enginesize  boreratio  horsepower  \\\\\\n\",\n       \"122   7609       93.7        2191          98       2.97          68   \\n\",\n       \"125  22018       94.5        2778         151       3.94         143   \\n\",\n       \"166   9538       94.5        2300          98       3.24         112   \\n\",\n       \"1    16500       88.6        2548         130       3.47         111   \\n\",\n       \"199  18950      104.3        3157         130       3.62         162   \\n\",\n       \"..     ...        ...         ...         ...        ...         ...   \\n\",\n       \"87    9279       96.3        2403         110       3.17         116   \\n\",\n       \"103  13499      100.4        3060         181       3.43         152   \\n\",\n       \"67   25552      110.0        3515         183       3.58         123   \\n\",\n       \"24    6229       93.7        1967          90       2.97          68   \\n\",\n       \"8    23875      105.8        3086         131       3.13         140   \\n\",\n       \"\\n\",\n       \"     fueleconomy  carlength  carwidth    gas  ...   ohcv  rotor   five   four  \\\\\\n\",\n       \"122        34.15      167.3      63.8   True  ...  False  False  False   True   \\n\",\n       \"125        22.60      168.9      68.3   True  ...  False  False  False   True   \\n\",\n       \"166        27.35      168.7      64.0   True  ...  False  False  False   True   \\n\",\n       \"1          23.70      168.8      64.1   True  ...  False  False  False   True   \\n\",\n       \"199        19.25      188.8      67.2   True  ...  False  False  False   True   \\n\",\n       \"..           ...        ...       ...    ...  ...    ...    ...    ...    ...   \\n\",\n       \"87         26.15      172.4      65.4   True  ...  False  False  False   True   \\n\",\n       \"103        21.70      184.6      66.5   True  ...   True  False  False  False   \\n\",\n       \"67         23.35      190.9      70.3  False  ...  False  False   True  False   \\n\",\n       \"24         34.15      157.3      63.8   True  ...  False  False  False   True   \\n\",\n       \"8          18.35      192.7      71.4   True  ...  False  False   True  False   \\n\",\n       \"\\n\",\n       \"       six  three  twelve    two  Medium  Highend  \\n\",\n       \"122  False  False   False  False   False    False  \\n\",\n       \"125  False  False   False  False   False     True  \\n\",\n       \"166  False  False   False  False   False    False  \\n\",\n       \"1    False  False   False  False    True    False  \\n\",\n       \"199  False  False   False  False    True    False  \\n\",\n       \"..     ...    ...     ...    ...     ...      ...  \\n\",\n       \"87   False  False   False  False   False    False  \\n\",\n       \"103   True  False   False  False    True    False  \\n\",\n       \"67   False  False   False  False   False     True  \\n\",\n       \"24   False  False   False  False   False    False  \\n\",\n       \"8    False  False   False  False    True    False  \\n\",\n       \"\\n\",\n       \"[143 rows x 31 columns]\"\n      ],\n      \"text/html\": [\n       \"<div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>price</th>\\n\",\n       \"      <th>wheelbase</th>\\n\",\n       \"      <th>curbweight</th>\\n\",\n       \"      <th>enginesize</th>\\n\",\n       \"      <th>boreratio</th>\\n\",\n       \"      <th>horsepower</th>\\n\",\n       \"      <th>fueleconomy</th>\\n\",\n       \"      <th>carlength</th>\\n\",\n       \"      <th>carwidth</th>\\n\",\n       \"      <th>gas</th>\\n\",\n       \"      <th>...</th>\\n\",\n       \"      <th>ohcv</th>\\n\",\n       \"      <th>rotor</th>\\n\",\n       \"      <th>five</th>\\n\",\n       \"      <th>four</th>\\n\",\n       \"      <th>six</th>\\n\",\n       \"      <th>three</th>\\n\",\n       \"      <th>twelve</th>\\n\",\n       \"      <th>two</th>\\n\",\n       \"      <th>Medium</th>\\n\",\n       \"      <th>Highend</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>122</th>\\n\",\n       \"      <td>7609</td>\\n\",\n       \"      <td>93.7</td>\\n\",\n       \"      <td>2191</td>\\n\",\n       \"      <td>98</td>\\n\",\n       \"      <td>2.97</td>\\n\",\n       \"      <td>68</td>\\n\",\n       \"      <td>34.15</td>\\n\",\n       \"      <td>167.3</td>\\n\",\n       \"      <td>63.8</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>125</th>\\n\",\n       \"      <td>22018</td>\\n\",\n       \"      <td>94.5</td>\\n\",\n       \"      <td>2778</td>\\n\",\n       \"      <td>151</td>\\n\",\n       \"      <td>3.94</td>\\n\",\n       \"      <td>143</td>\\n\",\n       \"      <td>22.60</td>\\n\",\n       \"      <td>168.9</td>\\n\",\n       \"      <td>68.3</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>166</th>\\n\",\n       \"      <td>9538</td>\\n\",\n       \"      <td>94.5</td>\\n\",\n       \"      <td>2300</td>\\n\",\n       \"      <td>98</td>\\n\",\n       \"      <td>3.24</td>\\n\",\n       \"      <td>112</td>\\n\",\n       \"      <td>27.35</td>\\n\",\n       \"      <td>168.7</td>\\n\",\n       \"      <td>64.0</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>1</th>\\n\",\n       \"      <td>16500</td>\\n\",\n       \"      <td>88.6</td>\\n\",\n       \"      <td>2548</td>\\n\",\n       \"      <td>130</td>\\n\",\n       \"      <td>3.47</td>\\n\",\n       \"      <td>111</td>\\n\",\n       \"      <td>23.70</td>\\n\",\n       \"      <td>168.8</td>\\n\",\n       \"      <td>64.1</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>199</th>\\n\",\n       \"      <td>18950</td>\\n\",\n       \"      <td>104.3</td>\\n\",\n       \"      <td>3157</td>\\n\",\n       \"      <td>130</td>\\n\",\n       \"      <td>3.62</td>\\n\",\n       \"      <td>162</td>\\n\",\n       \"      <td>19.25</td>\\n\",\n       \"      <td>188.8</td>\\n\",\n       \"      <td>67.2</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>...</th>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>87</th>\\n\",\n       \"      <td>9279</td>\\n\",\n       \"      <td>96.3</td>\\n\",\n       \"      <td>2403</td>\\n\",\n       \"      <td>110</td>\\n\",\n       \"      <td>3.17</td>\\n\",\n       \"      <td>116</td>\\n\",\n       \"      <td>26.15</td>\\n\",\n       \"      <td>172.4</td>\\n\",\n       \"      <td>65.4</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>103</th>\\n\",\n       \"      <td>13499</td>\\n\",\n       \"      <td>100.4</td>\\n\",\n       \"      <td>3060</td>\\n\",\n       \"      <td>181</td>\\n\",\n       \"      <td>3.43</td>\\n\",\n       \"      <td>152</td>\\n\",\n       \"      <td>21.70</td>\\n\",\n       \"      <td>184.6</td>\\n\",\n       \"      <td>66.5</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>67</th>\\n\",\n       \"      <td>25552</td>\\n\",\n       \"      <td>110.0</td>\\n\",\n       \"      <td>3515</td>\\n\",\n       \"      <td>183</td>\\n\",\n       \"      <td>3.58</td>\\n\",\n       \"      <td>123</td>\\n\",\n       \"      <td>23.35</td>\\n\",\n       \"      <td>190.9</td>\\n\",\n       \"      <td>70.3</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>24</th>\\n\",\n       \"      <td>6229</td>\\n\",\n       \"      <td>93.7</td>\\n\",\n       \"      <td>1967</td>\\n\",\n       \"      <td>90</td>\\n\",\n       \"      <td>2.97</td>\\n\",\n       \"      <td>68</td>\\n\",\n       \"      <td>34.15</td>\\n\",\n       \"      <td>157.3</td>\\n\",\n       \"      <td>63.8</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>8</th>\\n\",\n       \"      <td>23875</td>\\n\",\n       \"      <td>105.8</td>\\n\",\n       \"      <td>3086</td>\\n\",\n       \"      <td>131</td>\\n\",\n       \"      <td>3.13</td>\\n\",\n       \"      <td>140</td>\\n\",\n       \"      <td>18.35</td>\\n\",\n       \"      <td>192.7</td>\\n\",\n       \"      <td>71.4</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"<p>143 rows × 31 columns</p>\\n\",\n       \"</div>\"\n      ]\n     },\n     \"execution_count\": 40,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 40\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:39.638855Z\",\n     \"start_time\": \"2024-05-31T14:32:39.483158Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"# Training on Complete Dataset\\n\",\n    \"\\n\",\n    \"r2_comp, time_comp, real, pred = train_and_validate(df_train, df_test)\\n\",\n    \"\\n\",\n    \"res_df = DataFrame(data=[real, pred], columns=['real', 'pred'])\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": 41\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:39.712562Z\",\n     \"start_time\": \"2024-05-31T14:32:39.643540Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"pred\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"array([ 8171.1797,  8968.868 , 10592.594 ,  9422.642 ,  7554.31  ,\\n\",\n       \"        9646.521 , 18859.232 , 17986.652 , 12106.08  , 18316.863 ,\\n\",\n       \"       21525.902 , 18360.135 , 12024.218 , 10504.227 , 35555.34  ,\\n\",\n       \"        7095.988 ,  8473.977 , 12590.652 , 14999.057 , 13654.667 ,\\n\",\n       \"       15105.035 , 15903.503 , 34028.125 ,  5295.339 , 11302.8545,\\n\",\n       \"       15220.184 , 13510.142 , 26575.566 , 16429.57  , 10445.565 ,\\n\",\n       \"        5940.45  , 38496.758 , 17094.35  , 18697.057 , 11945.194 ,\\n\",\n       \"       11239.924 , 14526.949 , 11250.242 ,  6647.2515, 10619.062 ,\\n\",\n       \"       36309.332 , 11466.116 ,  7919.33  ,  7632.959 ,  5836.259 ,\\n\",\n       \"        9539.68  ,  6692.2188,  9314.147 ,  9779.59  ,  9952.502 ,\\n\",\n       \"        6094.294 , 11302.8545,  8228.126 ,  9859.138 , 22020.787 ,\\n\",\n       \"        8473.977 , 10759.272 , 10754.997 , 13363.8   ,  9779.59  ,\\n\",\n       \"        7801.612 , 34019.008 ], dtype=float32)\"\n      ]\n     },\n     \"execution_count\": 42,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 42\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:39.889969Z\",\n     \"start_time\": \"2024-05-31T14:32:39.713761Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"real\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"160     7738\\n\",\n       \"186     8495\\n\",\n       \"59      8845\\n\",\n       \"165     9298\\n\",\n       \"140     7603\\n\",\n       \"       ...  \\n\",\n       \"28      8921\\n\",\n       \"29     12964\\n\",\n       \"182     7775\\n\",\n       \"40     10295\\n\",\n       \"128    37028\\n\",\n       \"Name: price, Length: 62, dtype: int64\"\n      ]\n     },\n     \"execution_count\": 43,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 43\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:40.022500Z\",\n     \"start_time\": \"2024-05-31T14:32:39.891311Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"r2_comp\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"0.9130956530570984\"\n      ]\n     },\n     \"execution_count\": 44,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 44\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:40.146500Z\",\n     \"start_time\": \"2024-05-31T14:32:40.024098Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"time_comp\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"0.05462145805358887\"\n      ]\n     },\n     \"execution_count\": 45,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 45\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:40.229361Z\",\n     \"start_time\": \"2024-05-31T14:32:40.147893Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"df_train\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"     price  wheelbase  curbweight  enginesize  boreratio  horsepower  \\\\\\n\",\n       \"122   7609       93.7        2191          98       2.97          68   \\n\",\n       \"125  22018       94.5        2778         151       3.94         143   \\n\",\n       \"166   9538       94.5        2300          98       3.24         112   \\n\",\n       \"1    16500       88.6        2548         130       3.47         111   \\n\",\n       \"199  18950      104.3        3157         130       3.62         162   \\n\",\n       \"..     ...        ...         ...         ...        ...         ...   \\n\",\n       \"87    9279       96.3        2403         110       3.17         116   \\n\",\n       \"103  13499      100.4        3060         181       3.43         152   \\n\",\n       \"67   25552      110.0        3515         183       3.58         123   \\n\",\n       \"24    6229       93.7        1967          90       2.97          68   \\n\",\n       \"8    23875      105.8        3086         131       3.13         140   \\n\",\n       \"\\n\",\n       \"     fueleconomy  carlength  carwidth    gas  ...   ohcv  rotor   five   four  \\\\\\n\",\n       \"122        34.15      167.3      63.8   True  ...  False  False  False   True   \\n\",\n       \"125        22.60      168.9      68.3   True  ...  False  False  False   True   \\n\",\n       \"166        27.35      168.7      64.0   True  ...  False  False  False   True   \\n\",\n       \"1          23.70      168.8      64.1   True  ...  False  False  False   True   \\n\",\n       \"199        19.25      188.8      67.2   True  ...  False  False  False   True   \\n\",\n       \"..           ...        ...       ...    ...  ...    ...    ...    ...    ...   \\n\",\n       \"87         26.15      172.4      65.4   True  ...  False  False  False   True   \\n\",\n       \"103        21.70      184.6      66.5   True  ...   True  False  False  False   \\n\",\n       \"67         23.35      190.9      70.3  False  ...  False  False   True  False   \\n\",\n       \"24         34.15      157.3      63.8   True  ...  False  False  False   True   \\n\",\n       \"8          18.35      192.7      71.4   True  ...  False  False   True  False   \\n\",\n       \"\\n\",\n       \"       six  three  twelve    two  Medium  Highend  \\n\",\n       \"122  False  False   False  False   False    False  \\n\",\n       \"125  False  False   False  False   False     True  \\n\",\n       \"166  False  False   False  False   False    False  \\n\",\n       \"1    False  False   False  False    True    False  \\n\",\n       \"199  False  False   False  False    True    False  \\n\",\n       \"..     ...    ...     ...    ...     ...      ...  \\n\",\n       \"87   False  False   False  False   False    False  \\n\",\n       \"103   True  False   False  False    True    False  \\n\",\n       \"67   False  False   False  False   False     True  \\n\",\n       \"24   False  False   False  False   False    False  \\n\",\n       \"8    False  False   False  False    True    False  \\n\",\n       \"\\n\",\n       \"[143 rows x 31 columns]\"\n      ],\n      \"text/html\": [\n       \"<div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>price</th>\\n\",\n       \"      <th>wheelbase</th>\\n\",\n       \"      <th>curbweight</th>\\n\",\n       \"      <th>enginesize</th>\\n\",\n       \"      <th>boreratio</th>\\n\",\n       \"      <th>horsepower</th>\\n\",\n       \"      <th>fueleconomy</th>\\n\",\n       \"      <th>carlength</th>\\n\",\n       \"      <th>carwidth</th>\\n\",\n       \"      <th>gas</th>\\n\",\n       \"      <th>...</th>\\n\",\n       \"      <th>ohcv</th>\\n\",\n       \"      <th>rotor</th>\\n\",\n       \"      <th>five</th>\\n\",\n       \"      <th>four</th>\\n\",\n       \"      <th>six</th>\\n\",\n       \"      <th>three</th>\\n\",\n       \"      <th>twelve</th>\\n\",\n       \"      <th>two</th>\\n\",\n       \"      <th>Medium</th>\\n\",\n       \"      <th>Highend</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>122</th>\\n\",\n       \"      <td>7609</td>\\n\",\n       \"      <td>93.7</td>\\n\",\n       \"      <td>2191</td>\\n\",\n       \"      <td>98</td>\\n\",\n       \"      <td>2.97</td>\\n\",\n       \"      <td>68</td>\\n\",\n       \"      <td>34.15</td>\\n\",\n       \"      <td>167.3</td>\\n\",\n       \"      <td>63.8</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>125</th>\\n\",\n       \"      <td>22018</td>\\n\",\n       \"      <td>94.5</td>\\n\",\n       \"      <td>2778</td>\\n\",\n       \"      <td>151</td>\\n\",\n       \"      <td>3.94</td>\\n\",\n       \"      <td>143</td>\\n\",\n       \"      <td>22.60</td>\\n\",\n       \"      <td>168.9</td>\\n\",\n       \"      <td>68.3</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>166</th>\\n\",\n       \"      <td>9538</td>\\n\",\n       \"      <td>94.5</td>\\n\",\n       \"      <td>2300</td>\\n\",\n       \"      <td>98</td>\\n\",\n       \"      <td>3.24</td>\\n\",\n       \"      <td>112</td>\\n\",\n       \"      <td>27.35</td>\\n\",\n       \"      <td>168.7</td>\\n\",\n       \"      <td>64.0</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>1</th>\\n\",\n       \"      <td>16500</td>\\n\",\n       \"      <td>88.6</td>\\n\",\n       \"      <td>2548</td>\\n\",\n       \"      <td>130</td>\\n\",\n       \"      <td>3.47</td>\\n\",\n       \"      <td>111</td>\\n\",\n       \"      <td>23.70</td>\\n\",\n       \"      <td>168.8</td>\\n\",\n       \"      <td>64.1</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>199</th>\\n\",\n       \"      <td>18950</td>\\n\",\n       \"      <td>104.3</td>\\n\",\n       \"      <td>3157</td>\\n\",\n       \"      <td>130</td>\\n\",\n       \"      <td>3.62</td>\\n\",\n       \"      <td>162</td>\\n\",\n       \"      <td>19.25</td>\\n\",\n       \"      <td>188.8</td>\\n\",\n       \"      <td>67.2</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>...</th>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>87</th>\\n\",\n       \"      <td>9279</td>\\n\",\n       \"      <td>96.3</td>\\n\",\n       \"      <td>2403</td>\\n\",\n       \"      <td>110</td>\\n\",\n       \"      <td>3.17</td>\\n\",\n       \"      <td>116</td>\\n\",\n       \"      <td>26.15</td>\\n\",\n       \"      <td>172.4</td>\\n\",\n       \"      <td>65.4</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>103</th>\\n\",\n       \"      <td>13499</td>\\n\",\n       \"      <td>100.4</td>\\n\",\n       \"      <td>3060</td>\\n\",\n       \"      <td>181</td>\\n\",\n       \"      <td>3.43</td>\\n\",\n       \"      <td>152</td>\\n\",\n       \"      <td>21.70</td>\\n\",\n       \"      <td>184.6</td>\\n\",\n       \"      <td>66.5</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>67</th>\\n\",\n       \"      <td>25552</td>\\n\",\n       \"      <td>110.0</td>\\n\",\n       \"      <td>3515</td>\\n\",\n       \"      <td>183</td>\\n\",\n       \"      <td>3.58</td>\\n\",\n       \"      <td>123</td>\\n\",\n       \"      <td>23.35</td>\\n\",\n       \"      <td>190.9</td>\\n\",\n       \"      <td>70.3</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>24</th>\\n\",\n       \"      <td>6229</td>\\n\",\n       \"      <td>93.7</td>\\n\",\n       \"      <td>1967</td>\\n\",\n       \"      <td>90</td>\\n\",\n       \"      <td>2.97</td>\\n\",\n       \"      <td>68</td>\\n\",\n       \"      <td>34.15</td>\\n\",\n       \"      <td>157.3</td>\\n\",\n       \"      <td>63.8</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>8</th>\\n\",\n       \"      <td>23875</td>\\n\",\n       \"      <td>105.8</td>\\n\",\n       \"      <td>3086</td>\\n\",\n       \"      <td>131</td>\\n\",\n       \"      <td>3.13</td>\\n\",\n       \"      <td>140</td>\\n\",\n       \"      <td>18.35</td>\\n\",\n       \"      <td>192.7</td>\\n\",\n       \"      <td>71.4</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"      <td>True</td>\\n\",\n       \"      <td>False</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"<p>143 rows × 31 columns</p>\\n\",\n       \"</div>\"\n      ]\n     },\n     \"execution_count\": 46,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 46\n  },\n  {\n   \"metadata\": {},\n   \"cell_type\": \"markdown\",\n   \"source\": \"En iyi Özellikler: `curbweight`, `enginesize`, `horsepower`,`carwidth` and `highend`.\"\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:40.373414Z\",\n     \"start_time\": \"2024-05-31T14:32:40.230681Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"# Training on Correlation Selected Features\\n\",\n    \"\\n\",\n    \"selected_features = [\\\"curbweight\\\", \\n\",\n    \"                     \\\"enginesize\\\", \\n\",\n    \"                     \\\"horsepower\\\", \\n\",\n    \"                     \\\"carwidth\\\",\\n\",\n    \"                     \\\"Highend\\\"]\\n\",\n    \"\\n\",\n    \"data_train_sel = df_train[selected_features]\\n\",\n    \"data_test_sel = df_test[selected_features]\\n\",\n    \"data_train_sel['price'] = df_train['price']\\n\",\n    \"data_test_sel['price'] = df_test['price']\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": 47\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:40.718009Z\",\n     \"start_time\": \"2024-05-31T14:32:40.374655Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"r2_comp, time_comp, real, pred = train_and_validate(data_train_sel, data_test_sel)\\n\",\n    \"\\n\",\n    \"res_df = DataFrame(data=[real, pred], columns=['real', 'pred'])\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": 48\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:40.796807Z\",\n     \"start_time\": \"2024-05-31T14:32:40.719341Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"r2_comp\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"0.907562255859375\"\n      ]\n     },\n     \"execution_count\": 49,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 49\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:40.871864Z\",\n     \"start_time\": \"2024-05-31T14:32:40.798397Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"time_comp\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"0.0318756103515625\"\n      ]\n     },\n     \"execution_count\": 50,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 50\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-05-31T14:32:40.875766Z\",\n     \"start_time\": \"2024-05-31T14:32:40.873521Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": \"\",\n   \"outputs\": [],\n   \"execution_count\": 50\n  }\n ],\n \"metadata\": {\n  \"kernelspec\": {\n   \"display_name\": \"Python 3\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 3\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython3\",\n   \"version\": \"3.7.0\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 1\n}\n"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Mayis_2024/Uygulama_2/reg_diamonds.ipynb",
    "content": "{\r\n \"cells\": [\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"id\": \"initial_id\",\r\n   \"metadata\": {\r\n    \"collapsed\": true\r\n   },\r\n   \"source\": [\r\n    \"import warnings\\n\",\r\n    \"warnings.filterwarnings('ignore')\\n\",\r\n    \"\\n\",\r\n    \"import numpy as np \\n\",\r\n    \"import pandas as pd \\n\",\r\n    \"import matplotlib.pyplot as plotter\\n\",\r\n    \"import seaborn as sns\\n\",\r\n    \"\\n\",\r\n    \"from sklearn.preprocessing import LabelEncoder\\n\",\r\n    \"from sklearn.model_selection import train_test_split\\n\",\r\n    \"from sklearn.preprocessing import StandardScaler\\n\",\r\n    \"from sklearn.pipeline import Pipeline\\n\",\r\n    \"\\n\",\r\n    \"from sklearn.linear_model import LinearRegression\\n\",\r\n    \"from sklearn. linear_model import Lasso\\n\",\r\n    \"from sklearn.tree import DecisionTreeRegressor\\n\",\r\n    \"from sklearn.ensemble import RandomForestRegressor\\n\",\r\n    \"from sklearn.neighbors import KNeighborsRegressor\\n\",\r\n    \"from xgboost import XGBRegressor\\n\",\r\n    \"\\n\",\r\n    \"from sklearn.model_selection import cross_val_score\\n\",\r\n    \"from sklearn.metrics import mean_squared_error\\n\",\r\n    \"from sklearn import metrics \"\r\n   ],\r\n   \"outputs\": [],\r\n   \"execution_count\": null\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"data_df = pd.read_csv(\\\"./data/diamonds.csv\\\")\\n\",\r\n    \"data_df.sample(10)\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false\r\n   },\r\n   \"id\": \"743e17792969cf46\",\r\n   \"outputs\": [],\r\n   \"execution_count\": null\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"data_df.info()\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false\r\n   },\r\n   \"id\": \"7a5570159ae83d99\",\r\n   \"outputs\": [],\r\n   \"execution_count\": null\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"plotter.figure(figsize=(10,8))\\n\",\r\n    \"cols = [\\\"#A0522D\\\",\\\"#A52A2A\\\",\\\"#CD853F\\\",\\\"#F4A460\\\",\\\"#DEB887\\\"]\\n\",\r\n    \"ax = sns.violinplot(x=\\\"cut\\\",y=\\\"price\\\", data=data_df, palette=cols,scale= \\\"count\\\")\\n\",\r\n    \"ax.set_title(\\\"Diamond Cut for Price\\\", color=\\\"#774571\\\", fontsize = 20)\\n\",\r\n    \"ax.set_ylabel(\\\"Price\\\", color=\\\"#4e4c39\\\", fontsize = 15)\\n\",\r\n    \"ax.set_xlabel(\\\"Cut\\\", color=\\\"#4e4c39\\\", fontsize = 15)\\n\",\r\n    \"plotter.show()\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false\r\n   },\r\n   \"id\": \"804aa2416a05940d\",\r\n   \"outputs\": [],\r\n   \"execution_count\": null\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"plotter.figure(figsize=(12,8))\\n\",\r\n    \"ax = sns.violinplot(x=\\\"color\\\",y=\\\"price\\\", data=data_df, palette=cols,scale= \\\"count\\\")\\n\",\r\n    \"ax.set_title(\\\"Diamond Colors for Price\\\", color=\\\"#774571\\\", fontsize = 20)\\n\",\r\n    \"ax.set_ylabel(\\\"Price\\\", color=\\\"#4e4c39\\\", fontsize = 15)\\n\",\r\n    \"ax.set_xlabel(\\\"Color\\\", color=\\\"#4e4c39\\\", fontsize = 15)\\n\",\r\n    \"plotter.show()\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false\r\n   },\r\n   \"id\": \"cb82efb874199a1c\",\r\n   \"outputs\": [],\r\n   \"execution_count\": null\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"plotter.figure(figsize=(13,8))\\n\",\r\n    \"ax = sns.violinplot(x=\\\"clarity\\\",y=\\\"price\\\", data=data_df, palette=cols,scale= \\\"count\\\")\\n\",\r\n    \"ax.set_title(\\\"Diamond Clarity for Price\\\", color=\\\"#774571\\\", fontsize = 20)\\n\",\r\n    \"ax.set_ylabel(\\\"Price\\\", color=\\\"#4e4c39\\\", fontsize = 15)\\n\",\r\n    \"ax.set_xlabel(\\\"Clarity\\\", color=\\\"#4e4c39\\\", fontsize = 15)\\n\",\r\n    \"plotter.show()\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false\r\n   },\r\n   \"id\": \"5a494793deff2c0d\",\r\n   \"outputs\": [],\r\n   \"execution_count\": null\r\n  },\r\n  {\r\n   \"metadata\": {},\r\n   \"cell_type\": \"code\",\r\n   \"source\": \"data_df['clarity'].unique()\",\r\n   \"id\": \"cfc20ae6a22560fc\",\r\n   \"outputs\": [],\r\n   \"execution_count\": null\r\n  },\r\n  {\r\n   \"metadata\": {},\r\n   \"cell_type\": \"code\",\r\n   \"source\": \"data_df['color'].unique()\",\r\n   \"id\": \"a1875cbf4612cca4\",\r\n   \"outputs\": [],\r\n   \"execution_count\": null\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"data_df.describe().T\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false\r\n   },\r\n   \"id\": \"b739ccdc12c3e9b9\",\r\n   \"outputs\": [],\r\n   \"execution_count\": null\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"ax = sns.pairplot(data_df, hue= \\\"cut\\\", palette = cols)\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false\r\n   },\r\n   \"id\": \"70a288d653feae6\",\r\n   \"outputs\": [],\r\n   \"execution_count\": null\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"lm = sns.lmplot(x=\\\"price\\\", y=\\\"y\\\", data=data_df, scatter_kws={\\\"color\\\": \\\"#BC8F8F\\\"}, line_kws={\\\"color\\\": \\\"#8B4513\\\"})\\n\",\r\n    \"plotter.title(\\\"Line Plot on Price vs 'y'\\\", color=\\\"#774571\\\", fontsize = 20)\\n\",\r\n    \"plotter.show()\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false\r\n   },\r\n   \"id\": \"e6a0d06087f8e577\",\r\n   \"outputs\": [],\r\n   \"execution_count\": null\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"lm = sns.lmplot(x=\\\"price\\\", y=\\\"z\\\", data=data_df, scatter_kws={\\\"color\\\": \\\"#BC8F8F\\\"}, line_kws={\\\"color\\\": \\\"#8B4513\\\"})\\n\",\r\n    \"plotter.title(\\\"Line Plot on Price vs 'z'\\\", color=\\\"#774571\\\", fontsize = 20)\\n\",\r\n    \"plotter.show()\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false\r\n   },\r\n   \"id\": \"8c02ae3f0aadc1b5\",\r\n   \"outputs\": [],\r\n   \"execution_count\": null\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"lm = sns.lmplot(x=\\\"price\\\", y=\\\"depth\\\", data=data_df, scatter_kws={\\\"color\\\": \\\"#BC8F8F\\\"}, line_kws={\\\"color\\\": \\\"#8B4513\\\"})\\n\",\r\n    \"plotter.title(\\\"Line Plot on Price vs 'depth'\\\", color=\\\"#774571\\\", fontsize = 20)\\n\",\r\n    \"plotter.show()\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false\r\n   },\r\n   \"id\": \"65d4d6b27abe2b0e\",\r\n   \"outputs\": [],\r\n   \"execution_count\": null\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"lm = sns.lmplot(x=\\\"price\\\", y=\\\"table\\\", data=data_df, scatter_kws={\\\"color\\\": \\\"#BC8F8F\\\"}, line_kws={\\\"color\\\": \\\"#8B4513\\\"})\\n\",\r\n    \"plotter.title(\\\"Line Plot on Price vs 'Table'\\\", color=\\\"#774571\\\", fontsize = 20)\\n\",\r\n    \"plotter.show()\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false\r\n   },\r\n   \"id\": \"10f925bdb5fb340d\",\r\n   \"outputs\": [],\r\n   \"execution_count\": null\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"# Removing the feature \\\"Unnamed\\\"\\n\",\r\n    \"data_df = data_df.drop([\\\"Unnamed: 0\\\"], axis=1)\\n\",\r\n    \"data_df.shape\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false\r\n   },\r\n   \"id\": \"1b4632a6b9c76cfc\",\r\n   \"outputs\": [],\r\n   \"execution_count\": null\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"# Removing the datapoints having min 0 value in either x, y or z features \\n\",\r\n    \"data_df = data_df.drop(data_df[data_df[\\\"x\\\"]==0].index)\\n\",\r\n    \"data_df = data_df.drop(data_df[data_df[\\\"y\\\"]==0].index)\\n\",\r\n    \"data_df = data_df.drop(data_df[data_df[\\\"z\\\"]==0].index)\\n\",\r\n    \"data_df.shape\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false\r\n   },\r\n   \"id\": \"de25a847981e7683\",\r\n   \"outputs\": [],\r\n   \"execution_count\": null\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"# Dropping the outliers (since we have huge dataset) by defining appropriate measures across features \\n\",\r\n    \"data_df = data_df[(data_df[\\\"depth\\\"]<75)&(data_df[\\\"depth\\\"]>45)]\\n\",\r\n    \"data_df = data_df[(data_df[\\\"table\\\"]<80)&(data_df[\\\"table\\\"]>40)]\\n\",\r\n    \"data_df = data_df[(data_df[\\\"x\\\"]<40)]\\n\",\r\n    \"data_df = data_df[(data_df[\\\"y\\\"]<40)]\\n\",\r\n    \"data_df = data_df[(data_df[\\\"z\\\"]<40)&(data_df[\\\"z\\\"]>2)]\\n\",\r\n    \"data_df.shape \"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false\r\n   },\r\n   \"id\": \"78357bd081f5f3f0\",\r\n   \"outputs\": [],\r\n   \"execution_count\": null\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"# Making a copy to keep original data in its form intact\\n\",\r\n    \"data1 = data_df.copy()\\n\",\r\n    \"\\n\",\r\n    \"# Applying label encoder to columns with categorical data\\n\",\r\n    \"columns = ['cut','color','clarity']\\n\",\r\n    \"label_encoder = LabelEncoder()\\n\",\r\n    \"for col in columns:\\n\",\r\n    \"    data1[col] = label_encoder.fit_transform(data1[col])\\n\",\r\n    \"data1.describe()\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false\r\n   },\r\n   \"id\": \"bf245268582bb6b4\",\r\n   \"outputs\": [],\r\n   \"execution_count\": null\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"cmap = sns.diverging_palette(205, 133, 63, as_cmap=True)\\n\",\r\n    \"cols = ([\\\"#682F2F\\\", \\\"#9E726F\\\", \\\"#D6B2B1\\\", \\\"#B9C0C9\\\", \\\"#9F8A78\\\", \\\"#F3AB60\\\"])\\n\",\r\n    \"corrmat= data1.corr()\\n\",\r\n    \"f, ax = plotter.subplots(figsize=(15,12))\\n\",\r\n    \"sns.heatmap(corrmat,cmap=cols,annot=True)\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false\r\n   },\r\n   \"id\": \"a9d4e454535e619c\",\r\n   \"outputs\": [],\r\n   \"execution_count\": null\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"# Defining the independent and dependent variables\\n\",\r\n    \"X= data1.drop([\\\"price\\\"],axis =1)\\n\",\r\n    \"y= data1[\\\"price\\\"]\\n\",\r\n    \"X_train, X_test, y_train, y_test = train_test_split(X, y,test_size=0.20, random_state=25)\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false\r\n   },\r\n   \"id\": \"8b1b6f0cef045e37\",\r\n   \"outputs\": [],\r\n   \"execution_count\": null\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"# Building pipelins of standard scaler and model for various regressors.\\n\",\r\n    \"\\n\",\r\n    \"pipeline_lr=Pipeline([(\\\"scalar1\\\",StandardScaler()),\\n\",\r\n    \"                     (\\\"lr\\\",LinearRegression())])\\n\",\r\n    \"\\n\",\r\n    \"pipeline_lasso=Pipeline([(\\\"scalar2\\\", StandardScaler()),\\n\",\r\n    \"                      (\\\"lasso\\\",Lasso())])\\n\",\r\n    \"\\n\",\r\n    \"pipeline_dt=Pipeline([(\\\"scalar3\\\",StandardScaler()),\\n\",\r\n    \"                     (\\\"dt\\\",DecisionTreeRegressor())])\\n\",\r\n    \"\\n\",\r\n    \"pipeline_rf=Pipeline([(\\\"scalar4\\\",StandardScaler()),\\n\",\r\n    \"                     (\\\"rf\\\",RandomForestRegressor())])\\n\",\r\n    \"\\n\",\r\n    \"\\n\",\r\n    \"pipeline_kn=Pipeline([(\\\"scalar5\\\",StandardScaler()),\\n\",\r\n    \"                     (\\\"kn\\\",KNeighborsRegressor())])\\n\",\r\n    \"\\n\",\r\n    \"\\n\",\r\n    \"pipeline_xgb=Pipeline([(\\\"scalar6\\\",StandardScaler()),\\n\",\r\n    \"                     (\\\"xgb\\\",XGBRegressor())])\\n\",\r\n    \"\\n\",\r\n    \"# List of all the pipelines\\n\",\r\n    \"pipelines = [pipeline_lr, pipeline_lasso, pipeline_dt, pipeline_rf, pipeline_kn, pipeline_xgb]\\n\",\r\n    \"\\n\",\r\n    \"# Dictionary of pipelines and model types for ease of reference\\n\",\r\n    \"pipeline_dict = {0: \\\"LinearRegression\\\", 1: \\\"Lasso\\\", 2: \\\"DecisionTree\\\", 3: \\\"RandomForest\\\",4: \\\"KNeighbors\\\", 5: \\\"XGBRegressor\\\"}\\n\",\r\n    \"\\n\",\r\n    \"# Fit the pipelines\\n\",\r\n    \"for pipe in pipelines:\\n\",\r\n    \"    pipe.fit(X_train, y_train)\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false\r\n   },\r\n   \"id\": \"4edb211dfa94c038\",\r\n   \"outputs\": [],\r\n   \"execution_count\": null\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"cv_results_rms = []\\n\",\r\n    \"for i, model in enumerate(pipelines):\\n\",\r\n    \"    cv_score = cross_val_score(model, X_train,y_train,scoring=\\\"neg_root_mean_squared_error\\\", cv=12)\\n\",\r\n    \"    cv_results_rms.append(cv_score)\\n\",\r\n    \"    print(\\\"%s: %f \\\" % (pipeline_dict[i], -1 * cv_score.mean()))\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false\r\n   },\r\n   \"id\": \"f8ffbd831940335b\",\r\n   \"outputs\": [],\r\n   \"execution_count\": null\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"# Model prediction on test data with XGBClassifier which gave us the least RMSE \\n\",\r\n    \"pred = pipeline_xgb.predict(X_test)\\n\",\r\n    \"print(\\\"R^2:\\\",metrics.r2_score(y_test, pred))\\n\",\r\n    \"print(\\\"Adjusted R^2:\\\",1 - (1-metrics.r2_score(y_test, pred))*(len(y_test)-1)/(len(y_test)-X_test.shape[1]-1))\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false\r\n   },\r\n   \"id\": \"501fb6bb0a11cb2e\",\r\n   \"execution_count\": null,\r\n   \"outputs\": []\r\n  }\r\n ],\r\n \"metadata\": {\r\n  \"kernelspec\": {\r\n   \"display_name\": \"Python 3\",\r\n   \"language\": \"python\",\r\n   \"name\": \"python3\"\r\n  },\r\n  \"language_info\": {\r\n   \"codemirror_mode\": {\r\n    \"name\": \"ipython\",\r\n    \"version\": 2\r\n   },\r\n   \"file_extension\": \".py\",\r\n   \"mimetype\": \"text/x-python\",\r\n   \"name\": \"python\",\r\n   \"nbconvert_exporter\": \"python\",\r\n   \"pygments_lexer\": \"ipython2\",\r\n   \"version\": \"2.7.6\"\r\n  }\r\n },\r\n \"nbformat\": 4,\r\n \"nbformat_minor\": 5\r\n}\r\n"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Temmuz_2024/Regresyon/data/car_prices.csv",
    "content": "car_ID,symboling,CarName,fueltype,aspiration,doornumber,carbody,drivewheel,enginelocation,wheelbase,carlength,carwidth,carheight,curbweight,enginetype,cylindernumber,enginesize,fuelsystem,boreratio,stroke,compressionratio,horsepower,peakrpm,citympg,highwaympg,price\r\n1,3,alfa-romero giulia,gas,std,two,convertible,rwd,front,88.6,168.8,64.1,48.8,2548,dohc,four,130,mpfi,3.47,2.68,9,111,5000,21,27,13495\r\n2,3,alfa-romero stelvio,gas,std,two,convertible,rwd,front,88.6,168.8,64.1,48.8,2548,dohc,four,130,mpfi,3.47,2.68,9,111,5000,21,27,16500\r\n3,1,alfa-romero Quadrifoglio,gas,std,two,hatchback,rwd,front,94.5,171.2,65.5,52.4,2823,ohcv,six,152,mpfi,2.68,3.47,9,154,5000,19,26,16500\r\n4,2,audi 100 ls,gas,std,four,sedan,fwd,front,99.8,176.6,66.2,54.3,2337,ohc,four,109,mpfi,3.19,3.4,10,102,5500,24,30,13950\r\n5,2,audi 100ls,gas,std,four,sedan,4wd,front,99.4,176.6,66.4,54.3,2824,ohc,five,136,mpfi,3.19,3.4,8,115,5500,18,22,17450\r\n6,2,audi fox,gas,std,two,sedan,fwd,front,99.8,177.3,66.3,53.1,2507,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,25,15250\r\n7,1,audi 100ls,gas,std,four,sedan,fwd,front,105.8,192.7,71.4,55.7,2844,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,25,17710\r\n8,1,audi 5000,gas,std,four,wagon,fwd,front,105.8,192.7,71.4,55.7,2954,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,25,18920\r\n9,1,audi 4000,gas,turbo,four,sedan,fwd,front,105.8,192.7,71.4,55.9,3086,ohc,five,131,mpfi,3.13,3.4,8.3,140,5500,17,20,23875\r\n10,0,audi 5000s (diesel),gas,turbo,two,hatchback,4wd,front,99.5,178.2,67.9,52,3053,ohc,five,131,mpfi,3.13,3.4,7,160,5500,16,22,17859.167\r\n11,2,bmw 320i,gas,std,two,sedan,rwd,front,101.2,176.8,64.8,54.3,2395,ohc,four,108,mpfi,3.5,2.8,8.8,101,5800,23,29,16430\r\n12,0,bmw 320i,gas,std,four,sedan,rwd,front,101.2,176.8,64.8,54.3,2395,ohc,four,108,mpfi,3.5,2.8,8.8,101,5800,23,29,16925\r\n13,0,bmw x1,gas,std,two,sedan,rwd,front,101.2,176.8,64.8,54.3,2710,ohc,six,164,mpfi,3.31,3.19,9,121,4250,21,28,20970\r\n14,0,bmw x3,gas,std,four,sedan,rwd,front,101.2,176.8,64.8,54.3,2765,ohc,six,164,mpfi,3.31,3.19,9,121,4250,21,28,21105\r\n15,1,bmw z4,gas,std,four,sedan,rwd,front,103.5,189,66.9,55.7,3055,ohc,six,164,mpfi,3.31,3.19,9,121,4250,20,25,24565\r\n16,0,bmw x4,gas,std,four,sedan,rwd,front,103.5,189,66.9,55.7,3230,ohc,six,209,mpfi,3.62,3.39,8,182,5400,16,22,30760\r\n17,0,bmw x5,gas,std,two,sedan,rwd,front,103.5,193.8,67.9,53.7,3380,ohc,six,209,mpfi,3.62,3.39,8,182,5400,16,22,41315\r\n18,0,bmw x3,gas,std,four,sedan,rwd,front,110,197,70.9,56.3,3505,ohc,six,209,mpfi,3.62,3.39,8,182,5400,15,20,36880\r\n19,2,chevrolet impala,gas,std,two,hatchback,fwd,front,88.4,141.1,60.3,53.2,1488,l,three,61,2bbl,2.91,3.03,9.5,48,5100,47,53,5151\r\n20,1,chevrolet monte carlo,gas,std,two,hatchback,fwd,front,94.5,155.9,63.6,52,1874,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,6295\r\n21,0,chevrolet vega 2300,gas,std,four,sedan,fwd,front,94.5,158.8,63.6,52,1909,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,6575\r\n22,1,dodge rampage,gas,std,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,1876,ohc,four,90,2bbl,2.97,3.23,9.41,68,5500,37,41,5572\r\n23,1,dodge challenger se,gas,std,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,1876,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6377\r\n24,1,dodge d200,gas,turbo,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,2128,ohc,four,98,mpfi,3.03,3.39,7.6,102,5500,24,30,7957\r\n25,1,dodge monaco (sw),gas,std,four,hatchback,fwd,front,93.7,157.3,63.8,50.6,1967,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6229\r\n26,1,dodge colt hardtop,gas,std,four,sedan,fwd,front,93.7,157.3,63.8,50.6,1989,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6692\r\n27,1,dodge colt (sw),gas,std,four,sedan,fwd,front,93.7,157.3,63.8,50.6,1989,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,7609\r\n28,1,dodge coronet custom,gas,turbo,two,sedan,fwd,front,93.7,157.3,63.8,50.6,2191,ohc,four,98,mpfi,3.03,3.39,7.6,102,5500,24,30,8558\r\n29,-1,dodge dart custom,gas,std,four,wagon,fwd,front,103.3,174.6,64.6,59.8,2535,ohc,four,122,2bbl,3.34,3.46,8.5,88,5000,24,30,8921\r\n30,3,dodge coronet custom (sw),gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2811,ohc,four,156,mfi,3.6,3.9,7,145,5000,19,24,12964\r\n31,2,honda civic,gas,std,two,hatchback,fwd,front,86.6,144.6,63.9,50.8,1713,ohc,four,92,1bbl,2.91,3.41,9.6,58,4800,49,54,6479\r\n32,2,honda civic cvcc,gas,std,two,hatchback,fwd,front,86.6,144.6,63.9,50.8,1819,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,31,38,6855\r\n33,1,honda civic,gas,std,two,hatchback,fwd,front,93.7,150,64,52.6,1837,ohc,four,79,1bbl,2.91,3.07,10.1,60,5500,38,42,5399\r\n34,1,honda accord cvcc,gas,std,two,hatchback,fwd,front,93.7,150,64,52.6,1940,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,30,34,6529\r\n35,1,honda civic cvcc,gas,std,two,hatchback,fwd,front,93.7,150,64,52.6,1956,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,30,34,7129\r\n36,0,honda accord lx,gas,std,four,sedan,fwd,front,96.5,163.4,64,54.5,2010,ohc,four,92,1bbl,2.91,3.41,9.2,76,6000,30,34,7295\r\n37,0,honda civic 1500 gl,gas,std,four,wagon,fwd,front,96.5,157.1,63.9,58.3,2024,ohc,four,92,1bbl,2.92,3.41,9.2,76,6000,30,34,7295\r\n38,0,honda accord,gas,std,two,hatchback,fwd,front,96.5,167.5,65.2,53.3,2236,ohc,four,110,1bbl,3.15,3.58,9,86,5800,27,33,7895\r\n39,0,honda civic 1300,gas,std,two,hatchback,fwd,front,96.5,167.5,65.2,53.3,2289,ohc,four,110,1bbl,3.15,3.58,9,86,5800,27,33,9095\r\n40,0,honda prelude,gas,std,four,sedan,fwd,front,96.5,175.4,65.2,54.1,2304,ohc,four,110,1bbl,3.15,3.58,9,86,5800,27,33,8845\r\n41,0,honda accord,gas,std,four,sedan,fwd,front,96.5,175.4,62.5,54.1,2372,ohc,four,110,1bbl,3.15,3.58,9,86,5800,27,33,10295\r\n42,0,honda civic,gas,std,four,sedan,fwd,front,96.5,175.4,65.2,54.1,2465,ohc,four,110,mpfi,3.15,3.58,9,101,5800,24,28,12945\r\n43,1,honda civic (auto),gas,std,two,sedan,fwd,front,96.5,169.1,66,51,2293,ohc,four,110,2bbl,3.15,3.58,9.1,100,5500,25,31,10345\r\n44,0,isuzu MU-X,gas,std,four,sedan,rwd,front,94.3,170.7,61.8,53.5,2337,ohc,four,111,2bbl,3.31,3.23,8.5,78,4800,24,29,6785\r\n45,1,isuzu D-Max ,gas,std,two,sedan,fwd,front,94.5,155.9,63.6,52,1874,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,8916.5\r\n46,0,isuzu D-Max V-Cross,gas,std,four,sedan,fwd,front,94.5,155.9,63.6,52,1909,ohc,four,90,2bbl,3.03,3.11,9.6,70,5400,38,43,8916.5\r\n47,2,isuzu D-Max ,gas,std,two,hatchback,rwd,front,96,172.6,65.2,51.4,2734,ohc,four,119,spfi,3.43,3.23,9.2,90,5000,24,29,11048\r\n48,0,jaguar xj,gas,std,four,sedan,rwd,front,113,199.6,69.6,52.8,4066,dohc,six,258,mpfi,3.63,4.17,8.1,176,4750,15,19,32250\r\n49,0,jaguar xf,gas,std,four,sedan,rwd,front,113,199.6,69.6,52.8,4066,dohc,six,258,mpfi,3.63,4.17,8.1,176,4750,15,19,35550\r\n50,0,jaguar xk,gas,std,two,sedan,rwd,front,102,191.7,70.6,47.8,3950,ohcv,twelve,326,mpfi,3.54,2.76,11.5,262,5000,13,17,36000\r\n51,1,maxda rx3,gas,std,two,hatchback,fwd,front,93.1,159.1,64.2,54.1,1890,ohc,four,91,2bbl,3.03,3.15,9,68,5000,30,31,5195\r\n52,1,maxda glc deluxe,gas,std,two,hatchback,fwd,front,93.1,159.1,64.2,54.1,1900,ohc,four,91,2bbl,3.03,3.15,9,68,5000,31,38,6095\r\n53,1,mazda rx2 coupe,gas,std,two,hatchback,fwd,front,93.1,159.1,64.2,54.1,1905,ohc,four,91,2bbl,3.03,3.15,9,68,5000,31,38,6795\r\n54,1,mazda rx-4,gas,std,four,sedan,fwd,front,93.1,166.8,64.2,54.1,1945,ohc,four,91,2bbl,3.03,3.15,9,68,5000,31,38,6695\r\n55,1,mazda glc deluxe,gas,std,four,sedan,fwd,front,93.1,166.8,64.2,54.1,1950,ohc,four,91,2bbl,3.08,3.15,9,68,5000,31,38,7395\r\n56,3,mazda 626,gas,std,two,hatchback,rwd,front,95.3,169,65.7,49.6,2380,rotor,two,70,4bbl,3.33,3.255,9.4,101,6000,17,23,10945\r\n57,3,mazda glc,gas,std,two,hatchback,rwd,front,95.3,169,65.7,49.6,2380,rotor,two,70,4bbl,3.33,3.255,9.4,101,6000,17,23,11845\r\n58,3,mazda rx-7 gs,gas,std,two,hatchback,rwd,front,95.3,169,65.7,49.6,2385,rotor,two,70,4bbl,3.33,3.255,9.4,101,6000,17,23,13645\r\n59,3,mazda glc 4,gas,std,two,hatchback,rwd,front,95.3,169,65.7,49.6,2500,rotor,two,80,mpfi,3.33,3.255,9.4,135,6000,16,23,15645\r\n60,1,mazda 626,gas,std,two,hatchback,fwd,front,98.8,177.8,66.5,53.7,2385,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,8845\r\n61,0,mazda glc custom l,gas,std,four,sedan,fwd,front,98.8,177.8,66.5,55.5,2410,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,8495\r\n62,1,mazda glc custom,gas,std,two,hatchback,fwd,front,98.8,177.8,66.5,53.7,2385,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,10595\r\n63,0,mazda rx-4,gas,std,four,sedan,fwd,front,98.8,177.8,66.5,55.5,2410,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,10245\r\n64,0,mazda glc deluxe,diesel,std,four,sedan,fwd,front,98.8,177.8,66.5,55.5,2443,ohc,four,122,idi,3.39,3.39,22.7,64,4650,36,42,10795\r\n65,0,mazda 626,gas,std,four,hatchback,fwd,front,98.8,177.8,66.5,55.5,2425,ohc,four,122,2bbl,3.39,3.39,8.6,84,4800,26,32,11245\r\n66,0,mazda glc,gas,std,four,sedan,rwd,front,104.9,175,66.1,54.4,2670,ohc,four,140,mpfi,3.76,3.16,8,120,5000,19,27,18280\r\n67,0,mazda rx-7 gs,diesel,std,four,sedan,rwd,front,104.9,175,66.1,54.4,2700,ohc,four,134,idi,3.43,3.64,22,72,4200,31,39,18344\r\n68,-1,buick electra 225 custom,diesel,turbo,four,sedan,rwd,front,110,190.9,70.3,56.5,3515,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,25552\r\n69,-1,buick century luxus (sw),diesel,turbo,four,wagon,rwd,front,110,190.9,70.3,58.7,3750,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,28248\r\n70,0,buick century,diesel,turbo,two,hardtop,rwd,front,106.7,187.5,70.3,54.9,3495,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,28176\r\n71,-1,buick skyhawk,diesel,turbo,four,sedan,rwd,front,115.6,202.6,71.7,56.3,3770,ohc,five,183,idi,3.58,3.64,21.5,123,4350,22,25,31600\r\n72,-1,buick opel isuzu deluxe,gas,std,four,sedan,rwd,front,115.6,202.6,71.7,56.5,3740,ohcv,eight,234,mpfi,3.46,3.1,8.3,155,4750,16,18,34184\r\n73,3,buick skylark,gas,std,two,convertible,rwd,front,96.6,180.3,70.5,50.8,3685,ohcv,eight,234,mpfi,3.46,3.1,8.3,155,4750,16,18,35056\r\n74,0,buick century special,gas,std,four,sedan,rwd,front,120.9,208.1,71.7,56.7,3900,ohcv,eight,308,mpfi,3.8,3.35,8,184,4500,14,16,40960\r\n75,1,buick regal sport coupe (turbo),gas,std,two,hardtop,rwd,front,112,199.2,72,55.4,3715,ohcv,eight,304,mpfi,3.8,3.35,8,184,4500,14,16,45400\r\n76,1,mercury cougar,gas,turbo,two,hatchback,rwd,front,102.7,178.4,68,54.8,2910,ohc,four,140,mpfi,3.78,3.12,8,175,5000,19,24,16503\r\n77,2,mitsubishi mirage,gas,std,two,hatchback,fwd,front,93.7,157.3,64.4,50.8,1918,ohc,four,92,2bbl,2.97,3.23,9.4,68,5500,37,41,5389\r\n78,2,mitsubishi lancer,gas,std,two,hatchback,fwd,front,93.7,157.3,64.4,50.8,1944,ohc,four,92,2bbl,2.97,3.23,9.4,68,5500,31,38,6189\r\n79,2,mitsubishi outlander,gas,std,two,hatchback,fwd,front,93.7,157.3,64.4,50.8,2004,ohc,four,92,2bbl,2.97,3.23,9.4,68,5500,31,38,6669\r\n80,1,mitsubishi g4,gas,turbo,two,hatchback,fwd,front,93,157.3,63.8,50.8,2145,ohc,four,98,spdi,3.03,3.39,7.6,102,5500,24,30,7689\r\n81,3,mitsubishi mirage g4,gas,turbo,two,hatchback,fwd,front,96.3,173,65.4,49.4,2370,ohc,four,110,spdi,3.17,3.46,7.5,116,5500,23,30,9959\r\n82,3,mitsubishi g4,gas,std,two,hatchback,fwd,front,96.3,173,65.4,49.4,2328,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,25,32,8499\r\n83,3,mitsubishi outlander,gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2833,ohc,four,156,spdi,3.58,3.86,7,145,5000,19,24,12629\r\n84,3,mitsubishi g4,gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2921,ohc,four,156,spdi,3.59,3.86,7,145,5000,19,24,14869\r\n85,3,mitsubishi mirage g4,gas,turbo,two,hatchback,fwd,front,95.9,173.2,66.3,50.2,2926,ohc,four,156,spdi,3.59,3.86,7,145,5000,19,24,14489\r\n86,1,mitsubishi montero,gas,std,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2365,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,25,32,6989\r\n87,1,mitsubishi pajero,gas,std,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2405,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,25,32,8189\r\n88,1,mitsubishi outlander,gas,turbo,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2403,ohc,four,110,spdi,3.17,3.46,7.5,116,5500,23,30,9279\r\n89,-1,mitsubishi mirage g4,gas,std,four,sedan,fwd,front,96.3,172.4,65.4,51.6,2403,ohc,four,110,spdi,3.17,3.46,7.5,116,5500,23,30,9279\r\n90,1,Nissan versa,gas,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,1889,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,5499\r\n91,1,nissan gt-r,diesel,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,2017,ohc,four,103,idi,2.99,3.47,21.9,55,4800,45,50,7099\r\n92,1,nissan rogue,gas,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,1918,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,6649\r\n93,1,nissan latio,gas,std,four,sedan,fwd,front,94.5,165.3,63.8,54.5,1938,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,6849\r\n94,1,nissan titan,gas,std,four,wagon,fwd,front,94.5,170.2,63.8,53.5,2024,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7349\r\n95,1,nissan leaf,gas,std,two,sedan,fwd,front,94.5,165.3,63.8,54.5,1951,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7299\r\n96,1,nissan juke,gas,std,two,hatchback,fwd,front,94.5,165.6,63.8,53.3,2028,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7799\r\n97,1,nissan latio,gas,std,four,sedan,fwd,front,94.5,165.3,63.8,54.5,1971,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7499\r\n98,1,nissan note,gas,std,four,wagon,fwd,front,94.5,170.2,63.8,53.5,2037,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,7999\r\n99,2,nissan clipper,gas,std,two,hardtop,fwd,front,95.1,162.4,63.8,53.3,2008,ohc,four,97,2bbl,3.15,3.29,9.4,69,5200,31,37,8249\r\n100,0,nissan rogue,gas,std,four,hatchback,fwd,front,97.2,173.4,65.2,54.7,2324,ohc,four,120,2bbl,3.33,3.47,8.5,97,5200,27,34,8949\r\n101,0,nissan nv200,gas,std,four,sedan,fwd,front,97.2,173.4,65.2,54.7,2302,ohc,four,120,2bbl,3.33,3.47,8.5,97,5200,27,34,9549\r\n102,0,nissan dayz,gas,std,four,sedan,fwd,front,100.4,181.7,66.5,55.1,3095,ohcv,six,181,mpfi,3.43,3.27,9,152,5200,17,22,13499\r\n103,0,nissan fuga,gas,std,four,wagon,fwd,front,100.4,184.6,66.5,56.1,3296,ohcv,six,181,mpfi,3.43,3.27,9,152,5200,17,22,14399\r\n104,0,nissan otti,gas,std,four,sedan,fwd,front,100.4,184.6,66.5,55.1,3060,ohcv,six,181,mpfi,3.43,3.27,9,152,5200,19,25,13499\r\n105,3,nissan teana,gas,std,two,hatchback,rwd,front,91.3,170.7,67.9,49.7,3071,ohcv,six,181,mpfi,3.43,3.27,9,160,5200,19,25,17199\r\n106,3,nissan kicks,gas,turbo,two,hatchback,rwd,front,91.3,170.7,67.9,49.7,3139,ohcv,six,181,mpfi,3.43,3.27,7.8,200,5200,17,23,19699\r\n107,1,nissan clipper,gas,std,two,hatchback,rwd,front,99.2,178.5,67.9,49.7,3139,ohcv,six,181,mpfi,3.43,3.27,9,160,5200,19,25,18399\r\n108,0,peugeot 504,gas,std,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3020,l,four,120,mpfi,3.46,3.19,8.4,97,5000,19,24,11900\r\n109,0,peugeot 304,diesel,turbo,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3197,l,four,152,idi,3.7,3.52,21,95,4150,28,33,13200\r\n110,0,peugeot 504 (sw),gas,std,four,wagon,rwd,front,114.2,198.9,68.4,58.7,3230,l,four,120,mpfi,3.46,3.19,8.4,97,5000,19,24,12440\r\n111,0,peugeot 504,diesel,turbo,four,wagon,rwd,front,114.2,198.9,68.4,58.7,3430,l,four,152,idi,3.7,3.52,21,95,4150,25,25,13860\r\n112,0,peugeot 504,gas,std,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3075,l,four,120,mpfi,3.46,2.19,8.4,95,5000,19,24,15580\r\n113,0,peugeot 604sl,diesel,turbo,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3252,l,four,152,idi,3.7,3.52,21,95,4150,28,33,16900\r\n114,0,peugeot 504,gas,std,four,wagon,rwd,front,114.2,198.9,68.4,56.7,3285,l,four,120,mpfi,3.46,2.19,8.4,95,5000,19,24,16695\r\n115,0,peugeot 505s turbo diesel,diesel,turbo,four,wagon,rwd,front,114.2,198.9,68.4,58.7,3485,l,four,152,idi,3.7,3.52,21,95,4150,25,25,17075\r\n116,0,peugeot 504,gas,std,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3075,l,four,120,mpfi,3.46,3.19,8.4,97,5000,19,24,16630\r\n117,0,peugeot 504,diesel,turbo,four,sedan,rwd,front,107.9,186.7,68.4,56.7,3252,l,four,152,idi,3.7,3.52,21,95,4150,28,33,17950\r\n118,0,peugeot 604sl,gas,turbo,four,sedan,rwd,front,108,186.7,68.3,56,3130,l,four,134,mpfi,3.61,3.21,7,142,5600,18,24,18150\r\n119,1,plymouth fury iii,gas,std,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,1918,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,37,41,5572\r\n120,1,plymouth cricket,gas,turbo,two,hatchback,fwd,front,93.7,157.3,63.8,50.8,2128,ohc,four,98,spdi,3.03,3.39,7.6,102,5500,24,30,7957\r\n121,1,plymouth fury iii,gas,std,four,hatchback,fwd,front,93.7,157.3,63.8,50.6,1967,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6229\r\n122,1,plymouth satellite custom (sw),gas,std,four,sedan,fwd,front,93.7,167.3,63.8,50.8,1989,ohc,four,90,2bbl,2.97,3.23,9.4,68,5500,31,38,6692\r\n123,1,plymouth fury gran sedan,gas,std,four,sedan,fwd,front,93.7,167.3,63.8,50.8,2191,ohc,four,98,2bbl,2.97,3.23,9.4,68,5500,31,38,7609\r\n124,-1,plymouth valiant,gas,std,four,wagon,fwd,front,103.3,174.6,64.6,59.8,2535,ohc,four,122,2bbl,3.35,3.46,8.5,88,5000,24,30,8921\r\n125,3,plymouth duster,gas,turbo,two,hatchback,rwd,front,95.9,173.2,66.3,50.2,2818,ohc,four,156,spdi,3.59,3.86,7,145,5000,19,24,12764\r\n126,3,porsche macan,gas,std,two,hatchback,rwd,front,94.5,168.9,68.3,50.2,2778,ohc,four,151,mpfi,3.94,3.11,9.5,143,5500,19,27,22018\r\n127,3,porcshce panamera,gas,std,two,hardtop,rwd,rear,89.5,168.9,65,51.6,2756,ohcf,six,194,mpfi,3.74,2.9,9.5,207,5900,17,25,32528\r\n128,3,porsche cayenne,gas,std,two,hardtop,rwd,rear,89.5,168.9,65,51.6,2756,ohcf,six,194,mpfi,3.74,2.9,9.5,207,5900,17,25,34028\r\n129,3,porsche boxter,gas,std,two,convertible,rwd,rear,89.5,168.9,65,51.6,2800,ohcf,six,194,mpfi,3.74,2.9,9.5,207,5900,17,25,37028\r\n130,1,porsche cayenne,gas,std,two,hatchback,rwd,front,98.4,175.7,72.3,50.5,3366,dohcv,eight,203,mpfi,3.94,3.11,10,288,5750,17,28,31400.5\r\n131,0,renault 12tl,gas,std,four,wagon,fwd,front,96.1,181.5,66.5,55.2,2579,ohc,four,132,mpfi,3.46,3.9,8.7,90,5100,23,31,9295\r\n132,2,renault 5 gtl,gas,std,two,hatchback,fwd,front,96.1,176.8,66.6,50.5,2460,ohc,four,132,mpfi,3.46,3.9,8.7,90,5100,23,31,9895\r\n133,3,saab 99e,gas,std,two,hatchback,fwd,front,99.1,186.6,66.5,56.1,2658,ohc,four,121,mpfi,3.54,3.07,9.31,110,5250,21,28,11850\r\n134,2,saab 99le,gas,std,four,sedan,fwd,front,99.1,186.6,66.5,56.1,2695,ohc,four,121,mpfi,3.54,3.07,9.3,110,5250,21,28,12170\r\n135,3,saab 99le,gas,std,two,hatchback,fwd,front,99.1,186.6,66.5,56.1,2707,ohc,four,121,mpfi,2.54,2.07,9.3,110,5250,21,28,15040\r\n136,2,saab 99gle,gas,std,four,sedan,fwd,front,99.1,186.6,66.5,56.1,2758,ohc,four,121,mpfi,3.54,3.07,9.3,110,5250,21,28,15510\r\n137,3,saab 99gle,gas,turbo,two,hatchback,fwd,front,99.1,186.6,66.5,56.1,2808,dohc,four,121,mpfi,3.54,3.07,9,160,5500,19,26,18150\r\n138,2,saab 99e,gas,turbo,four,sedan,fwd,front,99.1,186.6,66.5,56.1,2847,dohc,four,121,mpfi,3.54,3.07,9,160,5500,19,26,18620\r\n139,2,subaru,gas,std,two,hatchback,fwd,front,93.7,156.9,63.4,53.7,2050,ohcf,four,97,2bbl,3.62,2.36,9,69,4900,31,36,5118\r\n140,2,subaru dl,gas,std,two,hatchback,fwd,front,93.7,157.9,63.6,53.7,2120,ohcf,four,108,2bbl,3.62,2.64,8.7,73,4400,26,31,7053\r\n141,2,subaru dl,gas,std,two,hatchback,4wd,front,93.3,157.3,63.8,55.7,2240,ohcf,four,108,2bbl,3.62,2.64,8.7,73,4400,26,31,7603\r\n142,0,subaru,gas,std,four,sedan,fwd,front,97.2,172,65.4,52.5,2145,ohcf,four,108,2bbl,3.62,2.64,9.5,82,4800,32,37,7126\r\n143,0,subaru brz,gas,std,four,sedan,fwd,front,97.2,172,65.4,52.5,2190,ohcf,four,108,2bbl,3.62,2.64,9.5,82,4400,28,33,7775\r\n144,0,subaru baja,gas,std,four,sedan,fwd,front,97.2,172,65.4,52.5,2340,ohcf,four,108,mpfi,3.62,2.64,9,94,5200,26,32,9960\r\n145,0,subaru r1,gas,std,four,sedan,4wd,front,97,172,65.4,54.3,2385,ohcf,four,108,2bbl,3.62,2.64,9,82,4800,24,25,9233\r\n146,0,subaru r2,gas,turbo,four,sedan,4wd,front,97,172,65.4,54.3,2510,ohcf,four,108,mpfi,3.62,2.64,7.7,111,4800,24,29,11259\r\n147,0,subaru trezia,gas,std,four,wagon,fwd,front,97,173.5,65.4,53,2290,ohcf,four,108,2bbl,3.62,2.64,9,82,4800,28,32,7463\r\n148,0,subaru tribeca,gas,std,four,wagon,fwd,front,97,173.5,65.4,53,2455,ohcf,four,108,mpfi,3.62,2.64,9,94,5200,25,31,10198\r\n149,0,subaru dl,gas,std,four,wagon,4wd,front,96.9,173.6,65.4,54.9,2420,ohcf,four,108,2bbl,3.62,2.64,9,82,4800,23,29,8013\r\n150,0,subaru dl,gas,turbo,four,wagon,4wd,front,96.9,173.6,65.4,54.9,2650,ohcf,four,108,mpfi,3.62,2.64,7.7,111,4800,23,23,11694\r\n151,1,toyota corona mark ii,gas,std,two,hatchback,fwd,front,95.7,158.7,63.6,54.5,1985,ohc,four,92,2bbl,3.05,3.03,9,62,4800,35,39,5348\r\n152,1,toyota corona,gas,std,two,hatchback,fwd,front,95.7,158.7,63.6,54.5,2040,ohc,four,92,2bbl,3.05,3.03,9,62,4800,31,38,6338\r\n153,1,toyota corolla 1200,gas,std,four,hatchback,fwd,front,95.7,158.7,63.6,54.5,2015,ohc,four,92,2bbl,3.05,3.03,9,62,4800,31,38,6488\r\n154,0,toyota corona hardtop,gas,std,four,wagon,fwd,front,95.7,169.7,63.6,59.1,2280,ohc,four,92,2bbl,3.05,3.03,9,62,4800,31,37,6918\r\n155,0,toyota corolla 1600 (sw),gas,std,four,wagon,4wd,front,95.7,169.7,63.6,59.1,2290,ohc,four,92,2bbl,3.05,3.03,9,62,4800,27,32,7898\r\n156,0,toyota carina,gas,std,four,wagon,4wd,front,95.7,169.7,63.6,59.1,3110,ohc,four,92,2bbl,3.05,3.03,9,62,4800,27,32,8778\r\n157,0,toyota mark ii,gas,std,four,sedan,fwd,front,95.7,166.3,64.4,53,2081,ohc,four,98,2bbl,3.19,3.03,9,70,4800,30,37,6938\r\n158,0,toyota corolla 1200,gas,std,four,hatchback,fwd,front,95.7,166.3,64.4,52.8,2109,ohc,four,98,2bbl,3.19,3.03,9,70,4800,30,37,7198\r\n159,0,toyota corona,diesel,std,four,sedan,fwd,front,95.7,166.3,64.4,53,2275,ohc,four,110,idi,3.27,3.35,22.5,56,4500,34,36,7898\r\n160,0,toyota corolla,diesel,std,four,hatchback,fwd,front,95.7,166.3,64.4,52.8,2275,ohc,four,110,idi,3.27,3.35,22.5,56,4500,38,47,7788\r\n161,0,toyota corona,gas,std,four,sedan,fwd,front,95.7,166.3,64.4,53,2094,ohc,four,98,2bbl,3.19,3.03,9,70,4800,38,47,7738\r\n162,0,toyota corolla,gas,std,four,hatchback,fwd,front,95.7,166.3,64.4,52.8,2122,ohc,four,98,2bbl,3.19,3.03,9,70,4800,28,34,8358\r\n163,0,toyota mark ii,gas,std,four,sedan,fwd,front,95.7,166.3,64.4,52.8,2140,ohc,four,98,2bbl,3.19,3.03,9,70,4800,28,34,9258\r\n164,1,toyota corolla liftback,gas,std,two,sedan,rwd,front,94.5,168.7,64,52.6,2169,ohc,four,98,2bbl,3.19,3.03,9,70,4800,29,34,8058\r\n165,1,toyota corona,gas,std,two,hatchback,rwd,front,94.5,168.7,64,52.6,2204,ohc,four,98,2bbl,3.19,3.03,9,70,4800,29,34,8238\r\n166,1,toyota celica gt liftback,gas,std,two,sedan,rwd,front,94.5,168.7,64,52.6,2265,dohc,four,98,mpfi,3.24,3.08,9.4,112,6600,26,29,9298\r\n167,1,toyota corolla tercel,gas,std,two,hatchback,rwd,front,94.5,168.7,64,52.6,2300,dohc,four,98,mpfi,3.24,3.08,9.4,112,6600,26,29,9538\r\n168,2,toyota corona liftback,gas,std,two,hardtop,rwd,front,98.4,176.2,65.6,52,2540,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,8449\r\n169,2,toyota corolla,gas,std,two,hardtop,rwd,front,98.4,176.2,65.6,52,2536,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,9639\r\n170,2,toyota starlet,gas,std,two,hatchback,rwd,front,98.4,176.2,65.6,52,2551,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,9989\r\n171,2,toyota tercel,gas,std,two,hardtop,rwd,front,98.4,176.2,65.6,52,2679,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,11199\r\n172,2,toyota corolla,gas,std,two,hatchback,rwd,front,98.4,176.2,65.6,52,2714,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,11549\r\n173,2,toyota cressida,gas,std,two,convertible,rwd,front,98.4,176.2,65.6,53,2975,ohc,four,146,mpfi,3.62,3.5,9.3,116,4800,24,30,17669\r\n174,-1,toyota corolla,gas,std,four,sedan,fwd,front,102.4,175.6,66.5,54.9,2326,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,29,34,8948\r\n175,-1,toyota celica gt,diesel,turbo,four,sedan,fwd,front,102.4,175.6,66.5,54.9,2480,ohc,four,110,idi,3.27,3.35,22.5,73,4500,30,33,10698\r\n176,-1,toyota corona,gas,std,four,hatchback,fwd,front,102.4,175.6,66.5,53.9,2414,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,27,32,9988\r\n177,-1,toyota corolla,gas,std,four,sedan,fwd,front,102.4,175.6,66.5,54.9,2414,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,27,32,10898\r\n178,-1,toyota mark ii,gas,std,four,hatchback,fwd,front,102.4,175.6,66.5,53.9,2458,ohc,four,122,mpfi,3.31,3.54,8.7,92,4200,27,32,11248\r\n179,3,toyota corolla liftback,gas,std,two,hatchback,rwd,front,102.9,183.5,67.7,52,2976,dohc,six,171,mpfi,3.27,3.35,9.3,161,5200,20,24,16558\r\n180,3,toyota corona,gas,std,two,hatchback,rwd,front,102.9,183.5,67.7,52,3016,dohc,six,171,mpfi,3.27,3.35,9.3,161,5200,19,24,15998\r\n181,-1,toyota starlet,gas,std,four,sedan,rwd,front,104.5,187.8,66.5,54.1,3131,dohc,six,171,mpfi,3.27,3.35,9.2,156,5200,20,24,15690\r\n182,-1,toyouta tercel,gas,std,four,wagon,rwd,front,104.5,187.8,66.5,54.1,3151,dohc,six,161,mpfi,3.27,3.35,9.2,156,5200,19,24,15750\r\n183,2,vokswagen rabbit,diesel,std,two,sedan,fwd,front,97.3,171.7,65.5,55.7,2261,ohc,four,97,idi,3.01,3.4,23,52,4800,37,46,7775\r\n184,2,volkswagen 1131 deluxe sedan,gas,std,two,sedan,fwd,front,97.3,171.7,65.5,55.7,2209,ohc,four,109,mpfi,3.19,3.4,9,85,5250,27,34,7975\r\n185,2,volkswagen model 111,diesel,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2264,ohc,four,97,idi,3.01,3.4,23,52,4800,37,46,7995\r\n186,2,volkswagen type 3,gas,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2212,ohc,four,109,mpfi,3.19,3.4,9,85,5250,27,34,8195\r\n187,2,volkswagen 411 (sw),gas,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2275,ohc,four,109,mpfi,3.19,3.4,9,85,5250,27,34,8495\r\n188,2,volkswagen super beetle,diesel,turbo,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2319,ohc,four,97,idi,3.01,3.4,23,68,4500,37,42,9495\r\n189,2,volkswagen dasher,gas,std,four,sedan,fwd,front,97.3,171.7,65.5,55.7,2300,ohc,four,109,mpfi,3.19,3.4,10,100,5500,26,32,9995\r\n190,3,vw dasher,gas,std,two,convertible,fwd,front,94.5,159.3,64.2,55.6,2254,ohc,four,109,mpfi,3.19,3.4,8.5,90,5500,24,29,11595\r\n191,3,vw rabbit,gas,std,two,hatchback,fwd,front,94.5,165.7,64,51.4,2221,ohc,four,109,mpfi,3.19,3.4,8.5,90,5500,24,29,9980\r\n192,0,volkswagen rabbit,gas,std,four,sedan,fwd,front,100.4,180.2,66.9,55.1,2661,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,24,13295\r\n193,0,volkswagen rabbit custom,diesel,turbo,four,sedan,fwd,front,100.4,180.2,66.9,55.1,2579,ohc,four,97,idi,3.01,3.4,23,68,4500,33,38,13845\r\n194,0,volkswagen dasher,gas,std,four,wagon,fwd,front,100.4,183.1,66.9,55.1,2563,ohc,four,109,mpfi,3.19,3.4,9,88,5500,25,31,12290\r\n195,-2,volvo 145e (sw),gas,std,four,sedan,rwd,front,104.3,188.8,67.2,56.2,2912,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,23,28,12940\r\n196,-1,volvo 144ea,gas,std,four,wagon,rwd,front,104.3,188.8,67.2,57.5,3034,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,23,28,13415\r\n197,-2,volvo 244dl,gas,std,four,sedan,rwd,front,104.3,188.8,67.2,56.2,2935,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,24,28,15985\r\n198,-1,volvo 245,gas,std,four,wagon,rwd,front,104.3,188.8,67.2,57.5,3042,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,24,28,16515\r\n199,-2,volvo 264gl,gas,turbo,four,sedan,rwd,front,104.3,188.8,67.2,56.2,3045,ohc,four,130,mpfi,3.62,3.15,7.5,162,5100,17,22,18420\r\n200,-1,volvo diesel,gas,turbo,four,wagon,rwd,front,104.3,188.8,67.2,57.5,3157,ohc,four,130,mpfi,3.62,3.15,7.5,162,5100,17,22,18950\r\n201,-1,volvo 145e (sw),gas,std,four,sedan,rwd,front,109.1,188.8,68.9,55.5,2952,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,23,28,16845\r\n202,-1,volvo 144ea,gas,turbo,four,sedan,rwd,front,109.1,188.8,68.8,55.5,3049,ohc,four,141,mpfi,3.78,3.15,8.7,160,5300,19,25,19045\r\n203,-1,volvo 244dl,gas,std,four,sedan,rwd,front,109.1,188.8,68.9,55.5,3012,ohcv,six,173,mpfi,3.58,2.87,8.8,134,5500,18,23,21485\r\n204,-1,volvo 246,diesel,turbo,four,sedan,rwd,front,109.1,188.8,68.9,55.5,3217,ohc,six,145,idi,3.01,3.4,23,106,4800,26,27,22470\r\n205,-1,volvo 264gl,gas,turbo,four,sedan,rwd,front,109.1,188.8,68.9,55.5,3062,ohc,four,141,mpfi,3.78,3.15,9.5,114,5400,19,25,22625\r\n"
  },
  {
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Good\",\"E\",\"I1\",62.3,58,3080,6.33,6.38,3.96\n\"1906\",1,\"Ideal\",\"H\",\"I1\",61.3,57,3080,6.41,6.44,3.94\n\"1907\",1,\"Fair\",\"J\",\"VS1\",66.6,57,3080,6.07,6.03,4.03\n\"1908\",1,\"Premium\",\"H\",\"SI2\",59.4,60,3080,6.49,6.4,3.83\n\"1909\",1,\"Premium\",\"H\",\"SI2\",62.8,60,3080,6.46,6.34,4.02\n\"1910\",0.82,\"Premium\",\"F\",\"SI1\",61.1,60,3080,6.02,5.96,3.66\n\"1911\",0.71,\"Ideal\",\"H\",\"VS2\",61.8,55,3080,5.75,5.78,3.56\n\"1912\",0.71,\"Ideal\",\"H\",\"VS2\",61.8,55,3080,5.73,5.75,3.55\n\"1913\",0.79,\"Very Good\",\"D\",\"SI2\",63.2,57,3081,5.81,5.86,3.69\n\"1914\",0.75,\"Ideal\",\"F\",\"VS2\",62.1,57,3081,5.8,5.82,3.61\n\"1915\",0.79,\"Ideal\",\"F\",\"SI1\",62,55,3081,5.93,5.95,3.68\n\"1916\",0.71,\"Ideal\",\"E\",\"VS1\",62.2,57,3081,5.74,5.7,3.56\n\"1917\",0.8,\"Very Good\",\"F\",\"SI1\",63.5,58,3082,5.89,5.85,3.73\n\"1918\",0.91,\"Very 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Good\",\"E\",\"SI2\",61,59,3084,5.73,5.78,3.51\n\"1933\",0.81,\"Premium\",\"I\",\"VVS2\",62.9,59,3084,5.95,5.84,3.71\n\"1934\",0.53,\"Ideal\",\"E\",\"VVS1\",61.8,55,3084,5.19,5.24,3.22\n\"1935\",0.61,\"Ideal\",\"E\",\"VVS1\",62.2,56,3084,5.43,5.47,3.39\n\"1936\",0.85,\"Ideal\",\"G\",\"SI1\",62,54,3084,6.08,6.11,3.78\n\"1937\",0.75,\"Good\",\"E\",\"VS2\",62.6,58,3084,5.73,5.78,3.6\n\"1938\",0.9,\"Good\",\"E\",\"SI2\",64.1,57,3084,6.09,6.07,3.9\n\"1939\",0.9,\"Very Good\",\"E\",\"SI2\",63.4,62,3084,6.02,6,3.81\n\"1940\",0.9,\"Premium\",\"E\",\"SI2\",60.7,61,3084,6.22,6.16,3.76\n\"1941\",0.9,\"Premium\",\"E\",\"SI2\",59.5,61,3084,6.3,6.24,3.73\n\"1942\",0.9,\"Fair\",\"E\",\"SI2\",64.5,55,3084,6.12,6.03,3.92\n\"1943\",0.9,\"Fair\",\"E\",\"SI2\",65.8,58,3084,6.02,5.98,3.95\n\"1944\",0.9,\"Premium\",\"E\",\"SI2\",63,57,3084,6.08,6.05,3.82\n\"1945\",0.81,\"Ideal\",\"H\",\"VS2\",61.6,56,3084,6.03,5.98,3.7\n\"1946\",0.81,\"Premium\",\"G\",\"VS2\",61.2,60,3084,6,5.99,3.67\n\"1947\",0.9,\"Very Good\",\"E\",\"SI2\",63.1,54,3084,6.2,6.17,3.9\n\"1948\",1.02,\"Fair\",\"I\",\"SI2\",64.5,56,3084,6.28,6.25,4.04\n\"1949\",0.72,\"Ideal\",\"F\",\"VS1\",62.4,56,3084,5.76,5.72,3.58\n\"1950\",0.75,\"Very Good\",\"D\",\"SI1\",63.9,56,3085,5.73,5.75,3.67\n\"1951\",0.84,\"Premium\",\"E\",\"SI2\",59.2,59,3086,6.19,6.14,3.65\n\"1952\",0.75,\"Ideal\",\"E\",\"VS1\",61.8,55,3086,5.85,5.87,3.62\n\"1953\",0.7,\"Good\",\"D\",\"VS2\",63.9,58,3087,5.58,5.62,3.58\n\"1954\",0.7,\"Good\",\"D\",\"VS2\",63.2,60,3087,5.56,5.61,3.53\n\"1955\",0.91,\"Very Good\",\"H\",\"SI1\",63,57,3087,6.1,6.19,3.87\n\"1956\",0.7,\"Good\",\"D\",\"VS2\",64.1,59,3087,5.49,5.56,3.54\n\"1957\",0.76,\"Ideal\",\"E\",\"SI1\",62.4,57,3087,5.83,5.87,3.65\n\"1958\",0.74,\"Ideal\",\"D\",\"VS2\",61.9,56,3087,5.84,5.79,3.6\n\"1959\",1.01,\"Good\",\"J\",\"SI2\",63.7,60,3088,6.4,6.29,4.05\n\"1960\",1.01,\"Very Good\",\"J\",\"SI2\",63.3,53,3088,6.35,6.31,4.01\n\"1961\",0.79,\"Premium\",\"F\",\"VS2\",60.7,60,3089,5.95,5.97,3.62\n\"1962\",0.77,\"Ideal\",\"H\",\"SI1\",61.3,56,3089,5.87,5.91,3.61\n\"1963\",0.73,\"Ideal\",\"G\",\"SI1\",61.4,57,3089,5.74,5.79,3.54\n\"1964\",0.73,\"Ideal\",\"G\",\"SI1\",60.9,57,3089,5.81,5.85,3.55\n\"1965\",0.73,\"Ideal\",\"G\",\"SI1\",60.6,57,3089,5.84,5.87,3.55\n\"1966\",0.73,\"Ideal\",\"G\",\"SI1\",61.9,55,3089,5.76,5.8,3.58\n\"1967\",0.73,\"Ideal\",\"G\",\"SI1\",61.2,57,3089,5.79,5.86,3.56\n\"1968\",0.73,\"Ideal\",\"G\",\"SI1\",61.7,57,3089,5.78,5.81,3.57\n\"1969\",0.71,\"Ideal\",\"D\",\"VS1\",62.5,57,3090,5.71,5.68,3.56\n\"1970\",0.58,\"Ideal\",\"F\",\"VVS1\",61.7,55,3090,5.36,5.39,3.31\n\"1971\",0.87,\"Ideal\",\"F\",\"SI2\",62.2,56,3090,6.03,6.13,3.78\n\"1972\",0.71,\"Premium\",\"D\",\"VS1\",58.1,62,3090,5.89,5.84,3.41\n\"1973\",0.72,\"Ideal\",\"E\",\"VS2\",60.8,57,3091,5.79,5.82,3.53\n\"1974\",0.92,\"Premium\",\"J\",\"VS2\",60.9,62,3091,6.31,6.26,3.83\n\"1975\",1.2,\"Premium\",\"G\",\"I1\",60.3,58,3091,6.82,6.77,4.1\n\"1976\",0.8,\"Premium\",\"E\",\"SI1\",62.9,60,3091,5.89,5.87,3.7\n\"1977\",0.98,\"Very Good\",\"H\",\"SI2\",63.4,57,3091,6.41,6.32,4.04\n\"1978\",0.7,\"Very Good\",\"D\",\"VS2\",60.7,58,3092,5.7,5.73,3.47\n\"1979\",0.7,\"Ideal\",\"D\",\"VS2\",61.6,58,3092,5.66,5.7,3.5\n\"1980\",0.7,\"Ideal\",\"D\",\"VS2\",62.3,55,3092,5.67,5.7,3.54\n\"1981\",0.8,\"Very Good\",\"F\",\"SI1\",63.1,58,3093,5.89,5.93,3.73\n\"1982\",0.7,\"Ideal\",\"E\",\"VS2\",62,57,3093,5.68,5.71,3.53\n\"1983\",0.7,\"Ideal\",\"D\",\"VS1\",61.9,57,3093,5.69,5.72,3.53\n\"1984\",0.72,\"Ideal\",\"E\",\"VVS2\",62.1,57,3093,5.76,5.74,3.57\n\"1985\",0.71,\"Ideal\",\"G\",\"VVS2\",62.5,57,3095,5.7,5.73,3.57\n\"1986\",0.7,\"Very Good\",\"E\",\"VS1\",63.4,57,3095,5.63,5.67,3.58\n\"1987\",0.81,\"Very Good\",\"G\",\"SI1\",62.3,59,3095,5.93,5.98,3.71\n\"1988\",0.94,\"Premium\",\"F\",\"SI2\",62.3,59,3095,6.32,6.23,3.91\n\"1989\",0.9,\"Premium\",\"H\",\"SI1\",62.4,56,3095,6.13,6.05,3.8\n\"1990\",0.71,\"Very Good\",\"D\",\"VS2\",63.1,59,3096,5.64,5.67,3.57\n\"1991\",0.71,\"Very Good\",\"D\",\"VS2\",63,58,3096,5.65,5.68,3.57\n\"1992\",0.77,\"Good\",\"H\",\"VVS1\",63.1,57,3096,5.83,5.86,3.69\n\"1993\",0.91,\"Premium\",\"F\",\"SI2\",62.1,56,3096,6.26,6.21,3.87\n\"1994\",0.81,\"Ideal\",\"I\",\"SI1\",61.3,56,3097,6.23,6.27,3.83\n\"1995\",0.81,\"Premium\",\"F\",\"SI1\",60.3,59,3097,5.98,6.05,3.63\n\"1996\",0.52,\"Ideal\",\"E\",\"VVS1\",61.8,55,3097,5.19,5.2,3.21\n\"1997\",0.53,\"Ideal\",\"D\",\"VVS1\",61.6,55,3097,5.21,5.27,3.23\n\"1998\",1.29,\"Good\",\"I\",\"I1\",64.2,54,3098,6.93,6.83,4.42\n\"1999\",0.9,\"Very Good\",\"I\",\"SI2\",60.4,58,3099,6.25,6.31,3.79\n\"2000\",0.72,\"Ideal\",\"D\",\"VS2\",61.8,57,3099,5.76,5.73,3.55\n\"2001\",0.94,\"Premium\",\"G\",\"SI2\",63,59,3099,6.16,6.1,3.86\n\"2002\",0.93,\"Ideal\",\"I\",\"SI2\",62.3,57,3101,6.2,6.22,3.87\n\"2003\",0.74,\"Ideal\",\"F\",\"VVS2\",61.5,54,3101,5.84,5.86,3.6\n\"2004\",0.81,\"Ideal\",\"E\",\"SI2\",62.1,55,3101,5.94,5.98,3.7\n\"2005\",0.71,\"Premium\",\"E\",\"VS2\",62.2,59,3101,5.79,5.76,3.59\n\"2006\",0.72,\"Very Good\",\"D\",\"SI1\",60.5,57,3102,5.85,5.89,3.55\n\"2007\",0.9,\"Very Good\",\"J\",\"VS1\",62.6,55,3102,6.11,6.13,3.83\n\"2008\",0.72,\"Ideal\",\"G\",\"VS1\",61.3,56,3102,5.77,5.82,3.55\n\"2009\",0.9,\"Ideal\",\"J\",\"SI1\",62.6,54,3102,6.16,6.23,3.88\n\"2010\",0.83,\"Ideal\",\"E\",\"SI2\",61.9,53,3103,6.04,6.08,3.75\n\"2011\",0.66,\"Ideal\",\"D\",\"VVS2\",61.6,57,3103,5.57,5.64,3.45\n\"2012\",0.71,\"Ideal\",\"E\",\"VS2\",62.2,56,3103,5.7,5.75,3.56\n\"2013\",0.78,\"Premium\",\"D\",\"SI1\",61.8,59,3103,5.93,5.88,3.65\n\"2014\",0.81,\"Very Good\",\"H\",\"VS1\",63.6,57,3104,5.87,5.9,3.74\n\"2015\",0.71,\"Very Good\",\"F\",\"VVS1\",63.3,58,3104,5.67,5.64,3.58\n\"2016\",0.9,\"Fair\",\"G\",\"SI2\",55.9,62,3104,6.35,6.42,3.57\n\"2017\",0.9,\"Fair\",\"G\",\"SI2\",64.7,58,3104,5.94,6.03,3.87\n\"2018\",0.9,\"Ideal\",\"I\",\"SI2\",62.8,55,3104,6.19,6.14,3.87\n\"2019\",0.7,\"Premium\",\"F\",\"VVS2\",62.6,59,3105,5.66,5.62,3.53\n\"2020\",0.78,\"Ideal\",\"I\",\"VS1\",61.9,56,3105,5.91,5.94,3.67\n\"2021\",0.78,\"Ideal\",\"I\",\"VS1\",60.7,56,3105,5.97,6.03,3.64\n\"2022\",0.9,\"Very Good\",\"H\",\"SI2\",59.5,63,3105,6.31,6.26,3.74\n\"2023\",0.9,\"Premium\",\"H\",\"SI2\",62.4,61,3105,6.11,6.03,3.79\n\"2024\",0.9,\"Very Good\",\"H\",\"SI2\",61.1,63,3105,6.19,6.12,3.76\n\"2025\",1.52,\"Good\",\"E\",\"I1\",57.3,58,3105,7.53,7.42,4.28\n\"2026\",1.52,\"Good\",\"E\",\"I1\",57.3,58,3105,7.53,7.42,4.28\n\"2027\",0.9,\"Ideal\",\"J\",\"VS2\",59.8,56,3105,6.27,6.24,3.74\n\"2028\",0.9,\"Fair\",\"H\",\"SI2\",65.6,58,3105,6.05,5.95,3.95\n\"2029\",0.75,\"Premium\",\"D\",\"SI1\",58.9,60,3105,5.99,5.97,3.52\n\"2030\",0.7,\"Premium\",\"G\",\"VVS1\",61.2,56,3105,5.75,5.68,3.5\n\"2031\",0.9,\"Very Good\",\"H\",\"SI2\",63.4,60,3105,6.08,6.03,3.84\n\"2032\",0.72,\"Ideal\",\"F\",\"VS1\",62.4,55,3105,5.78,5.75,3.6\n\"2033\",0.9,\"Premium\",\"H\",\"SI2\",59.6,59,3105,6.38,6.24,3.76\n\"2034\",0.9,\"Good\",\"H\",\"SI2\",64.1,58,3105,6.05,6.02,3.87\n\"2035\",0.72,\"Premium\",\"F\",\"VVS2\",61.6,59,3105,5.78,5.72,3.54\n\"2036\",0.79,\"Ideal\",\"E\",\"SI1\",62.1,54,3107,5.92,5.96,3.69\n\"2037\",0.79,\"Good\",\"E\",\"SI1\",63.2,56,3107,5.83,5.91,3.71\n\"2038\",0.7,\"Very Good\",\"E\",\"VS1\",63.4,56,3107,5.6,5.63,3.56\n\"2039\",0.7,\"Ideal\",\"E\",\"VS1\",62.2,58,3107,5.62,5.69,3.52\n\"2040\",0.7,\"Good\",\"D\",\"VS1\",60.4,63,3107,5.73,5.76,3.47\n\"2041\",0.32,\"Good\",\"E\",\"SI1\",63.2,56,561,4.35,4.38,2.76\n\"2042\",0.32,\"Ideal\",\"I\",\"VVS2\",61.5,56,561,4.4,4.42,2.71\n\"2043\",0.32,\"Ideal\",\"H\",\"VS1\",61.3,55,561,4.41,4.43,2.71\n\"2044\",0.32,\"Premium\",\"G\",\"VS2\",61,59,561,4.42,4.46,2.71\n\"2045\",0.32,\"Premium\",\"H\",\"VS1\",61.3,60,561,4.33,4.38,2.67\n\"2046\",0.32,\"Premium\",\"G\",\"VS2\",62.3,60,561,4.37,4.4,2.73\n\"2047\",0.32,\"Ideal\",\"I\",\"VVS2\",62.6,54,561,4.37,4.41,2.75\n\"2048\",0.32,\"Very Good\",\"E\",\"SI1\",61.6,56,561,4.39,4.41,2.71\n\"2049\",0.32,\"Ideal\",\"G\",\"VS2\",61.8,57,561,4.38,4.42,2.72\n\"2050\",0.32,\"Very Good\",\"G\",\"VS2\",62.4,59,561,4.33,4.36,2.71\n\"2051\",0.32,\"Good\",\"E\",\"SI1\",63.1,56,561,4.36,4.39,2.76\n\"2052\",0.32,\"Very Good\",\"H\",\"VS1\",61.7,61,561,4.38,4.43,2.72\n\"2053\",0.32,\"Premium\",\"G\",\"VS2\",62,58,561,4.33,4.38,2.7\n\"2054\",0.32,\"Premium\",\"G\",\"VS2\",62.6,59,561,4.33,4.36,2.72\n\"2055\",0.32,\"Very Good\",\"E\",\"SI1\",62.8,57,561,4.34,4.39,2.74\n\"2056\",0.32,\"Premium\",\"G\",\"VS2\",62.6,60,561,4.33,4.36,2.72\n\"2057\",0.32,\"Very Good\",\"H\",\"VS1\",60.5,59,561,4.41,4.42,2.67\n\"2058\",0.32,\"Very Good\",\"E\",\"SI1\",62.2,57,561,4.38,4.43,2.74\n\"2059\",0.32,\"Premium\",\"H\",\"VS1\",60.6,60,561,4.4,4.44,2.68\n\"2060\",0.32,\"Ideal\",\"G\",\"VS2\",60.3,57,561,4.43,4.46,2.68\n\"2061\",0.32,\"Very Good\",\"E\",\"VS2\",60.5,58,561,4.4,4.42,2.67\n\"2062\",0.32,\"Very Good\",\"H\",\"VS1\",62.9,54,561,4.37,4.41,2.76\n\"2063\",0.32,\"Premium\",\"E\",\"SI1\",60.2,60,561,4.39,4.44,2.66\n\"2064\",0.32,\"Premium\",\"G\",\"VS2\",62.1,60,561,4.34,4.39,2.71\n\"2065\",0.32,\"Premium\",\"I\",\"VVS2\",61.9,59,561,4.35,4.38,2.7\n\"2066\",0.32,\"Premium\",\"H\",\"VS1\",62.4,58,561,4.35,4.4,2.73\n\"2067\",0.32,\"Premium\",\"G\",\"VS2\",61.5,58,561,4.35,4.4,2.69\n\"2068\",0.32,\"Ideal\",\"E\",\"SI1\",61.9,56,561,4.39,4.43,2.73\n\"2069\",0.32,\"Premium\",\"G\",\"VS2\",61.5,60,561,4.4,4.42,2.71\n\"2070\",0.32,\"Premium\",\"E\",\"SI1\",61.9,59,561,4.36,4.39,2.71\n\"2071\",0.76,\"Premium\",\"E\",\"VS2\",63,59,3107,5.79,5.76,3.64\n\"2072\",0.9,\"Good\",\"I\",\"VS2\",62.4,65,3107,6.12,6.09,3.81\n\"2073\",0.9,\"Very Good\",\"G\",\"SI2\",63.3,59,3107,6.12,6.07,3.86\n\"2074\",0.76,\"Premium\",\"E\",\"VS2\",60.3,60,3107,5.97,5.94,3.59\n\"2075\",0.81,\"Premium\",\"H\",\"VS1\",61.7,58,3107,5.98,5.95,3.68\n\"2076\",0.77,\"Ideal\",\"F\",\"SI1\",61.5,56,3108,5.89,5.95,3.64\n\"2077\",0.74,\"Premium\",\"E\",\"VS2\",62.4,59,3108,5.77,5.73,3.59\n\"2078\",0.75,\"Premium\",\"E\",\"VS2\",59.9,61,3108,5.97,5.91,3.56\n\"2079\",0.7,\"Very Good\",\"E\",\"VS1\",62,60,3109,5.61,5.64,3.49\n\"2080\",0.7,\"Premium\",\"F\",\"VVS1\",61.9,59,3109,5.67,5.6,3.49\n\"2081\",0.81,\"Ideal\",\"E\",\"SI1\",62.4,57,3109,5.92,5.97,3.71\n\"2082\",1.01,\"Good\",\"H\",\"I1\",63.2,58,3110,6.33,6.39,4.02\n\"2083\",0.76,\"Very Good\",\"E\",\"VS2\",61,58,3111,5.88,5.93,3.6\n\"2084\",1.01,\"Good\",\"H\",\"SI2\",64.1,56,3111,6.37,6.3,4.06\n\"2085\",0.8,\"Ideal\",\"H\",\"VS1\",63.1,58,3111,5.89,5.96,3.74\n\"2086\",0.68,\"Very Good\",\"F\",\"VVS2\",57.3,60,3112,5.83,5.89,3.36\n\"2087\",0.91,\"Very 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Good\",\"J\",\"VS1\",62.3,56,3231,6.19,6.23,3.87\n\"2647\",0.7,\"Very Good\",\"D\",\"VS1\",62.9,60,3231,5.57,5.62,3.52\n\"2648\",0.83,\"Ideal\",\"E\",\"SI1\",62.7,57,3231,5.96,6.01,3.75\n\"2649\",0.59,\"Very Good\",\"D\",\"VVS1\",61.8,57,3234,5.37,5.41,3.33\n\"2650\",1,\"Good\",\"J\",\"SI2\",62.7,58,3234,6.28,6.32,3.95\n\"2651\",0.71,\"Ideal\",\"H\",\"IF\",62.2,57,3234,5.7,5.74,3.56\n\"2652\",1.05,\"Very Good\",\"E\",\"I1\",62.2,61,3234,6.48,6.51,4.04\n\"2653\",0.7,\"Ideal\",\"G\",\"VVS2\",59.9,58,3234,5.78,5.8,3.47\n\"2654\",0.71,\"Ideal\",\"D\",\"VS2\",61.4,56,3234,5.74,5.79,3.54\n\"2655\",0.7,\"Very Good\",\"F\",\"VVS2\",58.7,63,3234,5.82,5.79,3.41\n\"2656\",1.05,\"Ideal\",\"H\",\"SI2\",60.6,57,3234,6.59,6.55,3.98\n\"2657\",0.7,\"Premium\",\"G\",\"VVS1\",62.8,58,3234,5.68,5.62,3.55\n\"2658\",0.77,\"Premium\",\"E\",\"VS2\",60.5,59,3234,5.98,5.92,3.6\n\"2659\",0.7,\"Very Good\",\"G\",\"VVS2\",60,60,3235,5.78,5.85,3.49\n\"2660\",0.8,\"Very 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Good\",\"G\",\"SI2\",62,59,3238,6.19,6.22,3.85\n\"2672\",0.7,\"Ideal\",\"E\",\"VVS2\",62.8,56,3238,5.68,5.6,3.54\n\"2673\",0.71,\"Ideal\",\"E\",\"VS1\",60.4,56,3238,5.8,5.85,3.52\n\"2674\",0.71,\"Ideal\",\"E\",\"VS1\",62.7,57,3238,5.66,5.69,3.56\n\"2675\",0.7,\"Good\",\"D\",\"VS1\",57.8,60,3239,5.85,5.87,3.39\n\"2676\",0.7,\"Premium\",\"D\",\"VS1\",60.6,58,3239,5.73,5.75,3.48\n\"2677\",0.7,\"Very Good\",\"D\",\"VS1\",61.5,55,3239,5.7,5.74,3.52\n\"2678\",0.73,\"Ideal\",\"I\",\"VVS1\",61.8,57,3239,5.75,5.77,3.56\n\"2679\",0.9,\"Very Good\",\"E\",\"SI2\",63.2,61,3239,6.06,5.99,3.81\n\"2680\",0.77,\"Very Good\",\"G\",\"VS1\",62.3,58,3240,5.82,5.86,3.64\n\"2681\",0.77,\"Very Good\",\"D\",\"SI1\",59.9,59,3241,5.9,5.95,3.55\n\"2682\",0.79,\"Ideal\",\"D\",\"SI1\",61.2,56,3242,5.95,6.02,3.66\n\"2683\",0.72,\"Ideal\",\"F\",\"SI1\",60.2,57,3242,5.83,5.86,3.52\n\"2684\",0.9,\"Very Good\",\"H\",\"SI1\",63.2,61,3242,6.12,6.03,3.84\n\"2685\",0.77,\"Very Good\",\"G\",\"VS1\",60.9,55,3243,5.9,5.96,3.61\n\"2686\",0.81,\"Very Good\",\"E\",\"SI1\",61.9,58,3243,5.92,5.97,3.68\n\"2687\",0.68,\"Ideal\",\"E\",\"VS1\",61.3,55,3243,5.67,5.71,3.49\n\"2688\",0.71,\"Ideal\",\"D\",\"VS2\",63,56,3245,5.69,5.65,3.58\n\"2689\",0.9,\"Good\",\"G\",\"SI2\",64.1,56,3246,6.12,6.08,3.91\n\"2690\",0.74,\"Ideal\",\"F\",\"VS2\",60.8,57,3246,5.85,5.87,3.56\n\"2691\",0.84,\"Ideal\",\"D\",\"SI2\",61.8,56,3246,6.04,6.06,3.74\n\"2692\",0.9,\"Good\",\"I\",\"VS2\",63.7,61,3246,6.1,6.06,3.87\n\"2693\",0.9,\"Premium\",\"G\",\"SI2\",62.1,58,3246,6.13,6.08,3.79\n\"2694\",0.9,\"Good\",\"I\",\"VS2\",63.8,55,3246,6.16,6.07,3.9\n\"2695\",0.9,\"Good\",\"G\",\"SI2\",63.8,59,3246,6.05,6.02,3.85\n\"2696\",0.9,\"Very Good\",\"G\",\"SI2\",63.4,59,3246,6.08,6.04,3.84\n\"2697\",0.9,\"Good\",\"G\",\"SI2\",63.8,56,3246,6.16,6.13,3.92\n\"2698\",0.9,\"Premium\",\"G\",\"SI2\",61.1,58,3246,6.22,6.18,3.79\n\"2699\",1.03,\"Fair\",\"J\",\"SI2\",56.2,62,3246,6.73,6.69,3.77\n\"2700\",0.9,\"Fair\",\"I\",\"VS2\",65.4,60,3246,6.03,5.96,3.93\n\"2701\",0.31,\"Ideal\",\"G\",\"VS2\",62.2,54,562,4.38,4.4,2.73\n\"2702\",0.31,\"Ideal\",\"G\",\"VS2\",62.2,54,562,4.34,4.38,2.71\n\"2703\",0.31,\"Ideal\",\"G\",\"VS2\",60.8,56,562,4.38,4.4,2.67\n\"2704\",0.31,\"Ideal\",\"G\",\"VS2\",61.1,57,562,4.37,4.4,2.68\n\"2705\",0.31,\"Ideal\",\"G\",\"VS2\",62.2,53,562,4.37,4.38,2.72\n\"2706\",0.31,\"Ideal\",\"H\",\"VS1\",62,53,562,4.34,4.37,2.7\n\"2707\",0.31,\"Ideal\",\"H\",\"VS1\",61.3,55,562,4.36,4.38,2.68\n\"2708\",0.39,\"Very Good\",\"H\",\"SI2\",62.4,59,562,4.58,4.65,2.88\n\"2709\",0.29,\"Very 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Good\",\"E\",\"VVS2\",60.8,61,564,4.12,4.13,2.51\n\"2724\",0.26,\"Very Good\",\"E\",\"VVS2\",61.7,61,564,4.08,4.12,2.53\n\"2725\",0.26,\"Good\",\"F\",\"VVS1\",63.3,57,564,4.05,4.07,2.57\n\"2726\",0.36,\"Ideal\",\"G\",\"SI2\",61.8,56,565,4.58,4.61,2.84\n\"2727\",0.34,\"Ideal\",\"E\",\"SI1\",61.9,55,565,4.51,4.53,2.8\n\"2728\",0.34,\"Ideal\",\"E\",\"SI1\",62.6,55,565,4.46,4.49,2.8\n\"2729\",0.31,\"Ideal\",\"D\",\"SI1\",61.3,56,565,4.36,4.41,2.69\n\"2730\",0.31,\"Ideal\",\"D\",\"SI1\",61.7,55,565,4.37,4.41,2.71\n\"2731\",0.9,\"Good\",\"G\",\"SI2\",64.1,63,3246,6.02,5.99,3.85\n\"2732\",0.9,\"Premium\",\"I\",\"VS2\",62.8,61,3246,6.12,6.02,3.81\n\"2733\",0.91,\"Ideal\",\"F\",\"SI2\",61.1,55,3246,6.24,6.19,3.8\n\"2734\",0.7,\"Very Good\",\"F\",\"VVS2\",62.5,58,3247,5.63,5.67,3.53\n\"2735\",0.7,\"Very 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Good\",\"H\",\"VS2\",61.7,59,3249,5.95,6.02,3.69\n\"2748\",0.76,\"Ideal\",\"E\",\"VS2\",61.5,56,3249,5.89,5.92,3.63\n\"2749\",0.76,\"Good\",\"E\",\"VS2\",63.2,56,3249,5.82,5.86,3.69\n\"2750\",0.76,\"Ideal\",\"H\",\"VVS2\",61,56,3249,5.85,5.91,3.59\n\"2751\",0.73,\"Ideal\",\"F\",\"SI1\",61.7,55,3249,5.79,5.82,3.58\n\"2752\",0.81,\"Good\",\"G\",\"VS2\",62.9,58,3250,5.88,5.94,3.72\n\"2753\",0.9,\"Good\",\"H\",\"SI2\",63.6,60,3250,6.06,6.11,3.87\n\"2754\",0.9,\"Very Good\",\"H\",\"SI2\",59.6,59,3250,6.38,6.24,3.76\n\"2755\",0.9,\"Very Good\",\"H\",\"SI2\",62.4,58,3250,6.11,6.16,3.83\n\"2756\",0.72,\"Premium\",\"F\",\"VVS2\",61.1,58,3250,5.78,5.84,3.55\n\"2757\",0.83,\"Good\",\"E\",\"SI1\",63.7,59,3250,5.95,5.89,3.77\n\"2758\",0.9,\"Fair\",\"G\",\"SI1\",65.2,59,3250,6.05,6.01,3.93\n\"2759\",0.9,\"Good\",\"G\",\"SI1\",64.2,58,3250,6.04,6.01,3.87\n\"2760\",0.93,\"Premium\",\"J\",\"VS2\",62.3,60,3250,6.3,6.23,3.9\n\"2761\",0.73,\"Premium\",\"D\",\"VS2\",59.8,58,3250,5.89,5.85,3.51\n\"2762\",0.9,\"Very 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Good\",\"E\",\"SI2\",61.9,57,8288,7.44,7.48,4.62\n\"19717\",1.53,\"Ideal\",\"H\",\"SI1\",61.9,58,8289,7.38,7.42,4.58\n\"19718\",1.5,\"Very Good\",\"E\",\"SI2\",62.2,58,8291,7.31,7.35,4.56\n\"19719\",1.5,\"Very Good\",\"I\",\"SI1\",63.1,59,8291,7.16,7.23,4.54\n\"19720\",1.5,\"Ideal\",\"I\",\"SI1\",62.7,57,8291,7.21,7.3,4.55\n\"19721\",1.23,\"Premium\",\"G\",\"VS1\",59.6,60,8293,6.99,6.94,4.15\n\"19722\",1.21,\"Premium\",\"G\",\"VS2\",60.3,60,8294,6.89,6.83,4.14\n\"19723\",1.21,\"Premium\",\"H\",\"IF\",62.2,58,8294,6.8,6.83,4.24\n\"19724\",1.21,\"Ideal\",\"G\",\"VS2\",61.5,56,8294,6.83,6.88,4.22\n\"19725\",1.09,\"Ideal\",\"G\",\"VVS2\",61.2,57,8295,6.62,6.66,4.06\n\"19726\",1.09,\"Ideal\",\"G\",\"VS1\",60.4,58,8296,6.67,6.7,4.04\n\"19727\",1.24,\"Very 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Good\",\"H\",\"SI2\",62.3,56,8301,7.33,7.38,4.58\n\"19736\",1.55,\"Ideal\",\"J\",\"SI1\",62.4,57,8301,7.5,7.45,4.67\n\"19737\",1.02,\"Ideal\",\"E\",\"VS1\",62.2,54,8303,6.43,6.46,4.01\n\"19738\",1.21,\"Premium\",\"G\",\"VS1\",59.5,58,8305,6.97,7.01,4.16\n\"19739\",1.09,\"Ideal\",\"G\",\"VS1\",60.3,57,8305,6.68,6.73,4.04\n\"19740\",1.02,\"Ideal\",\"G\",\"IF\",62.5,57,8311,6.44,6.37,4\n\"19741\",1.51,\"Premium\",\"D\",\"SI2\",61.4,56,8311,7.37,7.32,4.51\n\"19742\",1.27,\"Very Good\",\"D\",\"SI1\",62.5,58,8312,6.87,6.92,4.31\n\"19743\",1.51,\"Good\",\"I\",\"SI1\",63.7,58,8313,7.22,7.26,4.61\n\"19744\",1.22,\"Ideal\",\"G\",\"VS1\",61.3,56,8313,6.93,6.88,4.23\n\"19745\",1.47,\"Premium\",\"F\",\"SI2\",61.6,60,8314,7.38,7.33,4.53\n\"19746\",1.14,\"Very Good\",\"E\",\"VS1\",63.1,59,8315,6.63,6.61,4.18\n\"19747\",1.5,\"Good\",\"I\",\"VS2\",61.9,60,8316,7.25,7.28,4.5\n\"19748\",1.5,\"Premium\",\"G\",\"SI2\",60.7,58,8316,7.39,7.33,4.47\n\"19749\",1.5,\"Premium\",\"E\",\"SI2\",62.7,59,8316,7.3,7.22,4.55\n\"19750\",1.02,\"Very Good\",\"E\",\"VS1\",62.9,54,8317,6.38,6.46,4.04\n\"19751\",1.56,\"Very Good\",\"H\",\"SI2\",59.9,59,8317,7.47,7.52,4.49\n\"19752\",1.02,\"Ideal\",\"G\",\"VVS1\",61.5,57,8317,6.47,6.44,3.97\n\"19753\",1.01,\"Premium\",\"F\",\"VVS2\",61.8,59,8319,6.46,6.42,3.98\n\"19754\",1.06,\"Premium\",\"G\",\"VVS1\",61.1,58,8319,6.57,6.53,4\n\"19755\",1.2,\"Ideal\",\"G\",\"VS2\",59.9,61,8321,6.85,6.88,4.11\n\"19756\",1.08,\"Ideal\",\"F\",\"VS1\",62.1,53,8321,6.6,6.64,4.11\n\"19757\",1.72,\"Premium\",\"J\",\"SI1\",61.7,58,8324,7.71,7.81,4.79\n\"19758\",1.56,\"Premium\",\"J\",\"VS1\",61.1,59,8324,7.49,7.52,4.58\n\"19759\",1.59,\"Ideal\",\"J\",\"SI1\",62.4,55,8325,7.48,7.45,4.66\n\"19760\",1.11,\"Premium\",\"E\",\"VS1\",61.2,58,8329,6.69,6.65,4.08\n\"19761\",1.01,\"Very Good\",\"F\",\"VS2\",62,60,8330,6.36,6.39,3.95\n\"19762\",1.6,\"Premium\",\"H\",\"SI2\",59.4,59,8333,7.6,7.55,4.5\n\"19763\",1.5,\"Premium\",\"H\",\"SI2\",62.5,60,8333,7.32,7.25,4.55\n\"19764\",1,\"Premium\",\"D\",\"VS1\",61.9,55,8333,6.4,6.36,3.95\n\"19765\",1,\"Premium\",\"D\",\"VS1\",62.2,55,8333,6.46,6.4,4\n\"19766\",1.2,\"Very Good\",\"F\",\"VS2\",62.6,56,8334,6.73,6.78,4.23\n\"19767\",1.2,\"Ideal\",\"F\",\"VS2\",62.3,55,8334,6.79,6.83,4.24\n\"19768\",1.65,\"Ideal\",\"J\",\"SI1\",62.5,56,8334,7.59,7.54,4.73\n\"19769\",1.01,\"Good\",\"D\",\"VS1\",64.1,55,8339,6.29,6.38,4.06\n\"19770\",1.22,\"Very Good\",\"G\",\"VS2\",62.3,58,8340,6.79,6.82,4.24\n\"19771\",1.04,\"Premium\",\"D\",\"VS1\",62.3,59,8341,6.48,6.39,4.01\n\"19772\",1.04,\"Ideal\",\"D\",\"VS1\",59.1,56,8341,6.65,6.59,3.91\n\"19773\",1.51,\"Ideal\",\"I\",\"SI1\",61.1,59,8342,7.4,7.37,4.51\n\"19774\",1.52,\"Premium\",\"F\",\"SI2\",62.3,59,8342,7.37,7.33,4.58\n\"19775\",1.06,\"Ideal\",\"F\",\"VS1\",61.7,57,8344,6.55,6.57,4.05\n\"19776\",1.14,\"Ideal\",\"G\",\"VS1\",61.4,57,8346,6.75,6.81,4.16\n\"19777\",1.16,\"Premium\",\"E\",\"VS1\",58.7,58,8346,6.89,6.87,4.04\n\"19778\",1.02,\"Ideal\",\"D\",\"VS1\",62.6,57,8347,6.4,6.44,4.02\n\"19779\",1.08,\"Ideal\",\"G\",\"VVS1\",61.6,56,8347,6.6,6.65,4.08\n\"19780\",1.5,\"Good\",\"J\",\"VS1\",60.7,61,8347,7.27,7.3,4.42\n\"19781\",1.01,\"Very Good\",\"E\",\"VS1\",59.4,59,8348,6.52,6.54,3.88\n\"19782\",1.21,\"Ideal\",\"E\",\"VS1\",62.2,57,8348,6.83,6.8,4.24\n\"19783\",1.21,\"Ideal\",\"F\",\"VS2\",61.5,56,8348,6.87,6.83,4.21\n\"19784\",1.15,\"Very Good\",\"G\",\"VVS2\",58.4,59,8349,6.84,6.92,4.02\n\"19785\",1.13,\"Premium\",\"E\",\"VS1\",61.1,59,8353,6.72,6.69,4.1\n\"19786\",1.51,\"Fair\",\"I\",\"SI1\",68.3,57,8355,6.95,6.87,4.72\n\"19787\",1.64,\"Very Good\",\"F\",\"SI2\",63.2,57,8357,7.56,7.47,4.75\n\"19788\",1.13,\"Very Good\",\"E\",\"VS2\",61.9,61,8358,6.61,6.64,4.1\n\"19789\",1.06,\"Ideal\",\"G\",\"VVS2\",61.7,56,8358,6.59,6.56,4.06\n\"19790\",1,\"Good\",\"E\",\"VVS1\",63.4,59,8359,6.27,6.24,4\n\"19791\",1.07,\"Premium\",\"D\",\"VS1\",62,60,8359,6.55,6.49,4.04\n\"19792\",1.16,\"Very Good\",\"G\",\"VVS2\",62.3,59,8361,6.69,6.72,4.18\n\"19793\",1.81,\"Fair\",\"J\",\"SI1\",56.2,62,8362,8.14,8.09,4.56\n\"19794\",1.22,\"Premium\",\"G\",\"VS2\",61.8,58,8362,6.91,6.84,4.25\n\"19795\",1.22,\"Ideal\",\"G\",\"VS2\",61.4,56,8362,6.9,6.88,4.23\n\"19796\",1.57,\"Ideal\",\"J\",\"VS2\",62.3,54,8363,7.5,7.49,4.67\n\"19797\",1.74,\"Premium\",\"J\",\"VS2\",61.9,62,8364,7.62,7.54,4.7\n\"19798\",1.09,\"Ideal\",\"G\",\"VVS2\",60.6,57,8364,6.62,6.7,4.05\n\"19799\",1.25,\"Ideal\",\"H\",\"VS1\",62.1,57,8365,6.89,6.92,4.29\n\"19800\",1.53,\"Premium\",\"H\",\"SI1\",62.4,60,8365,7.34,7.31,4.57\n\"19801\",1.71,\"Premium\",\"I\",\"SI2\",59,60,8366,7.86,7.83,4.63\n\"19802\",1.52,\"Premium\",\"J\",\"VS1\",61.2,59,8366,7.39,7.36,4.51\n\"19803\",1,\"Ideal\",\"G\",\"VVS1\",61.9,57,8366,6.43,6.39,3.97\n\"19804\",1.52,\"Premium\",\"D\",\"SI2\",58.6,62,8366,7.56,7.45,4.41\n\"19805\",1.73,\"Good\",\"E\",\"I1\",63.6,59,8370,7.6,7.56,4.82\n\"19806\",1.51,\"Premium\",\"J\",\"VS1\",62.1,58,8371,7.36,7.4,4.58\n\"19807\",1.5,\"Ideal\",\"I\",\"SI1\",62.3,56,8371,7.35,7.41,4.6\n\"19808\",1.51,\"Very Good\",\"H\",\"SI2\",60.8,56,8372,7.41,7.46,4.52\n\"19809\",1.01,\"Very Good\",\"G\",\"VVS1\",61.8,59,8373,6.47,6.41,3.98\n\"19810\",1,\"Good\",\"D\",\"VVS2\",60.2,62,8374,6.42,6.46,3.88\n\"19811\",1.03,\"Very Good\",\"F\",\"VVS2\",61.3,57,8375,6.49,6.53,3.99\n\"19812\",1.22,\"Very Good\",\"G\",\"VS2\",62.7,58,8377,6.8,6.72,4.24\n\"19813\",1.6,\"Ideal\",\"I\",\"SI2\",61.9,57,8377,7.48,7.51,4.64\n\"19814\",1.6,\"Very Good\",\"F\",\"SI2\",60.5,60,8377,7.52,7.55,4.56\n\"19815\",1.2,\"Good\",\"E\",\"VS2\",63.6,57,8380,6.74,6.68,4.27\n\"19816\",1.23,\"Premium\",\"G\",\"VS1\",62.8,56,8381,6.86,6.81,4.29\n\"19817\",1.23,\"Premium\",\"G\",\"VS1\",61.8,58,8381,6.88,6.84,4.24\n\"19818\",1.75,\"Good\",\"H\",\"SI2\",64.1,56,8385,7.59,7.55,4.85\n\"19819\",1.03,\"Ideal\",\"G\",\"VVS2\",60.7,57,8385,6.5,6.58,3.97\n\"19820\",1.33,\"Ideal\",\"H\",\"VS2\",59.5,57,8385,7.18,7.23,4.29\n\"19821\",1.2,\"Good\",\"G\",\"VS1\",63.6,58,8387,6.59,6.56,4.18\n\"19822\",1.51,\"Fair\",\"F\",\"SI1\",65.8,56,8387,7.16,7.12,4.7\n\"19823\",1.51,\"Premium\",\"H\",\"SI2\",62.4,58,8388,7.36,7.31,4.58\n\"19824\",1.5,\"Very Good\",\"J\",\"VVS2\",63.3,56,8391,7.18,7.29,4.58\n\"19825\",1.31,\"Ideal\",\"H\",\"VS1\",62.4,56,8392,7,6.98,4.36\n\"19826\",1.07,\"Ideal\",\"G\",\"VVS2\",62.4,54,8393,6.51,6.56,4.08\n\"19827\",1.12,\"Ideal\",\"G\",\"VS1\",62.5,54,8394,6.65,6.69,4.17\n\"19828\",1.51,\"Ideal\",\"I\",\"SI1\",61.2,60,8396,7.39,7.37,4.52\n\"19829\",1.51,\"Ideal\",\"I\",\"SI1\",59.4,61,8396,7.52,7.46,4.45\n\"19830\",1.7,\"Premium\",\"F\",\"SI2\",60.2,61,8397,7.79,7.68,4.66\n\"19831\",1.03,\"Ideal\",\"G\",\"VVS1\",62,56,8398,6.54,6.5,4.04\n\"19832\",1.5,\"Premium\",\"F\",\"SI1\",60,60,8400,7.48,7.42,4.47\n\"19833\",1.51,\"Ideal\",\"I\",\"SI1\",62.7,57,8400,7.35,7.3,4.59\n\"19834\",1.11,\"Ideal\",\"G\",\"VS2\",61.6,56,8400,6.62,6.65,4.09\n\"19835\",1,\"Premium\",\"F\",\"VVS2\",61.2,60,8400,6.43,6.38,3.92\n\"19836\",1.25,\"Ideal\",\"E\",\"VS2\",62.6,56,8400,6.89,6.84,4.3\n\"19837\",1.01,\"Very Good\",\"E\",\"VVS2\",61.6,58,8401,6.4,6.46,3.96\n\"19838\",1.02,\"Ideal\",\"G\",\"VVS2\",62.1,57,8401,6.43,6.45,4\n\"19839\",1.02,\"Ideal\",\"G\",\"VVS2\",61.6,57,8401,6.45,6.47,3.98\n\"19840\",1.02,\"Ideal\",\"G\",\"VVS2\",62.7,57,8401,6.41,6.45,4.03\n\"19841\",1.21,\"Premium\",\"G\",\"VS2\",62.8,59,8402,6.84,6.76,4.27\n\"19842\",1.21,\"Very Good\",\"F\",\"VS2\",62.9,54,8403,6.78,6.82,4.28\n\"19843\",1.01,\"Very Good\",\"E\",\"VS1\",60.4,60,8403,6.43,6.48,3.9\n\"19844\",1.13,\"Ideal\",\"E\",\"VS2\",62,54,8404,6.7,6.66,4.14\n\"19845\",1.23,\"Very Good\",\"H\",\"VVS1\",62.5,58,8405,6.77,6.82,4.25\n\"19846\",1.08,\"Ideal\",\"F\",\"VS1\",61.4,55,8405,6.61,6.69,4.08\n\"19847\",1.12,\"Very Good\",\"G\",\"VVS1\",60.9,57,8408,6.67,6.72,4.08\n\"19848\",1.52,\"Very Good\",\"H\",\"SI2\",62.8,58,8408,7.25,7.3,4.57\n\"19849\",2.04,\"Premium\",\"I\",\"I1\",59.3,61,8408,8.3,8.25,4.91\n\"19850\",1.5,\"Very Good\",\"I\",\"SI1\",63.1,54,8408,7.34,7.31,4.62\n\"19851\",1.54,\"Premium\",\"E\",\"SI2\",59.9,60,8408,7.49,7.38,4.46\n\"19852\",1.18,\"Very Good\",\"G\",\"VS2\",62.7,54.7,8411,6.74,6.77,4.23\n\"19853\",1.22,\"Ideal\",\"H\",\"VS1\",61.9,54,8411,6.88,6.9,4.26\n\"19854\",1.06,\"Ideal\",\"E\",\"VS1\",62.1,57,8413,6.49,6.52,4.04\n\"19855\",1.2,\"Ideal\",\"G\",\"VS2\",62.8,54,8414,6.75,6.79,4.25\n\"19856\",1.18,\"Ideal\",\"G\",\"VS1\",61.3,56,8414,6.81,6.83,4.17\n\"19857\",1.01,\"Good\",\"E\",\"VVS2\",63.9,58,8415,6.31,6.37,4.05\n\"19858\",1.5,\"Very Good\",\"J\",\"VVS1\",62.3,62,8415,7.16,7.23,4.48\n\"19859\",1.06,\"Very 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Good\",\"G\",\"SI2\",61.1,61,8419,7.43,7.46,4.55\n\"19867\",2.68,\"Premium\",\"G\",\"I1\",58.6,60,8419,9.11,9.07,5.33\n\"19868\",1.4,\"Premium\",\"D\",\"SI2\",61.8,54,8419,7.21,7.16,4.44\n\"19869\",1.46,\"Ideal\",\"E\",\"SI2\",62.3,55,8421,7.29,7.25,4.53\n\"19870\",1.09,\"Ideal\",\"F\",\"VS1\",60.6,57,8422,6.62,6.64,4.02\n\"19871\",1.37,\"Premium\",\"H\",\"VS1\",60.9,59,8424,7.17,7.24,4.39\n\"19872\",1.44,\"Premium\",\"I\",\"VS1\",62.6,59,8426,7.08,7.14,4.45\n\"19873\",1.52,\"Premium\",\"J\",\"VS1\",62.2,59,8426,7.32,7.38,4.57\n\"19874\",1.52,\"Premium\",\"J\",\"VVS2\",58.3,62,8427,7.61,7.49,4.4\n\"19875\",1.5,\"Very 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Good\",\"H\",\"VVS2\",61.3,55,8438,6.94,6.96,4.26\n\"19889\",1.59,\"Good\",\"G\",\"SI1\",63.8,56,8441,7.41,7.34,4.71\n\"19890\",1.2,\"Good\",\"G\",\"VS1\",63.4,56,8442,6.7,6.74,4.26\n\"19891\",1.2,\"Premium\",\"G\",\"VS1\",60.2,60,8442,6.82,6.87,4.12\n\"19892\",1.2,\"Ideal\",\"G\",\"VS1\",62.3,56,8442,6.77,6.82,4.23\n\"19893\",1.2,\"Very Good\",\"G\",\"VS1\",60.2,60,8442,6.91,7,4.19\n\"19894\",1.2,\"Good\",\"G\",\"VS1\",62.8,59,8442,6.64,6.7,4.19\n\"19895\",2.25,\"Very Good\",\"J\",\"SI2\",60.6,63,8442,8.45,8.38,5.1\n\"19896\",1.51,\"Very Good\",\"H\",\"SI2\",60.2,59,8444,7.33,7.43,4.44\n\"19897\",1.02,\"Premium\",\"F\",\"VVS2\",61.5,60,8445,6.5,6.45,3.98\n\"19898\",1.21,\"Premium\",\"H\",\"IF\",62.2,58,8446,6.83,6.8,4.24\n\"19899\",1,\"Premium\",\"F\",\"VVS2\",59.9,60,8448,6.46,6.5,3.88\n\"19900\",1.24,\"Premium\",\"G\",\"VS1\",62,55,8449,6.95,6.89,4.29\n\"19901\",1.24,\"Ideal\",\"G\",\"VS1\",61.1,57,8449,6.98,6.91,4.24\n\"19902\",1.05,\"Ideal\",\"D\",\"VS2\",61,56,8451,6.54,6.61,4.01\n\"19903\",1.06,\"Ideal\",\"G\",\"VS1\",62.3,55,8451,6.5,6.53,4.06\n\"19904\",1.21,\"Ideal\",\"F\",\"VS2\",61.2,57,8452,6.87,6.82,4.19\n\"19905\",1.2,\"Very Good\",\"F\",\"VS2\",62.9,55,8454,6.75,6.8,4.26\n\"19906\",1.03,\"Ideal\",\"G\",\"VVS1\",62.4,57,8454,6.39,6.47,4.01\n\"19907\",1.09,\"Premium\",\"G\",\"VVS2\",59.5,61,8454,6.74,6.7,4\n\"19908\",1.53,\"Very Good\",\"G\",\"SI2\",62.1,61,8455,7.28,7.3,4.53\n\"19909\",1.65,\"Ideal\",\"E\",\"SI2\",58.7,56,8455,7.76,7.73,4.55\n\"19910\",1.21,\"Premium\",\"G\",\"VS1\",59.5,58,8456,7.01,6.97,4.16\n\"19911\",1.21,\"Premium\",\"G\",\"VS1\",62.7,58,8456,6.79,6.74,4.24\n\"19912\",1.24,\"Ideal\",\"D\",\"SI1\",60.4,57,8457,6.95,7.02,4.22\n\"19913\",1.8,\"Premium\",\"I\",\"SI2\",61.8,59,8457,7.9,7.8,4.85\n\"19914\",1.28,\"Premium\",\"G\",\"VS2\",61.4,58,8458,7,6.92,4.27\n\"19915\",1.51,\"Very Good\",\"F\",\"SI2\",63.2,60,8462,7.2,7.27,4.57\n\"19916\",1.27,\"Premium\",\"D\",\"SI1\",62.5,58,8463,6.92,6.87,4.31\n\"19917\",1.51,\"Good\",\"I\",\"SI1\",63.7,58,8464,7.26,7.22,4.61\n\"19918\",1.23,\"Ideal\",\"G\",\"VS1\",61.8,57,8465,6.89,6.86,4.25\n\"19919\",1.4,\"Premium\",\"I\",\"VVS2\",62,58,8467,7.22,7.16,4.46\n\"19920\",1.5,\"Good\",\"J\",\"VS1\",64.1,55,8467,7.23,7.13,4.6\n\"19921\",1,\"Very Good\",\"F\",\"VVS2\",63.2,56,8467,6.42,6.37,4.04\n\"19922\",2.5,\"Premium\",\"H\",\"I1\",59.9,60,8467,8.75,8.67,5.22\n\"19923\",1.03,\"Premium\",\"D\",\"VVS2\",61.7,59,8469,6.43,6.48,3.98\n\"19924\",1.56,\"Very Good\",\"I\",\"SI1\",60.2,61,8470,7.5,7.59,4.54\n\"19925\",1.01,\"Premium\",\"F\",\"VVS2\",61.8,59,8470,6.46,6.42,3.98\n\"19926\",1.5,\"Ideal\",\"H\",\"SI2\",62.4,58,8471,7.29,7.26,4.54\n\"19927\",1.5,\"Very Good\",\"I\",\"SI1\",60.7,58,8475,7.34,7.4,4.47\n\"19928\",1.56,\"Premium\",\"J\",\"VS1\",61.1,59,8476,7.52,7.49,4.58\n\"19929\",1.39,\"Premium\",\"F\",\"SI1\",62.1,58,8476,7.1,7.16,4.43\n\"19930\",1.52,\"Premium\",\"I\",\"SI1\",61.9,58,8477,7.37,7.42,4.58\n\"19931\",1.54,\"Ideal\",\"J\",\"VS2\",62.7,56,8479,7.32,7.36,4.6\n\"19932\",1.34,\"Premium\",\"E\",\"VS2\",58.2,60,8480,7.26,7.21,4.21\n\"19933\",1.08,\"Ideal\",\"D\",\"VS2\",61.9,58,8481,6.54,6.57,4.06\n\"19934\",1.03,\"Ideal\",\"G\",\"VVS2\",61.2,57,8483,6.48,6.52,3.98\n\"19935\",1.22,\"Ideal\",\"G\",\"VS2\",59.9,56,8485,7.01,6.97,4.19\n\"19936\",1.02,\"Ideal\",\"G\",\"VVS1\",62.6,56,8485,6.39,6.42,4.01\n\"19937\",1.23,\"Premium\",\"F\",\"VS2\",62.9,58,8486,6.82,6.76,4.27\n\"19938\",1.2,\"Ideal\",\"F\",\"VS2\",62.3,55,8486,6.83,6.79,4.24\n\"19939\",1.2,\"Ideal\",\"F\",\"VS2\",62.6,56,8486,6.78,6.73,4.23\n\"19940\",1.66,\"Premium\",\"J\",\"SI1\",60.7,58,8487,7.72,7.63,4.66\n\"19941\",1.06,\"Ideal\",\"G\",\"VVS1\",61.6,57,8488,6.53,6.55,4.03\n\"19942\",1.02,\"Premium\",\"G\",\"IF\",61.8,59,8489,6.41,6.46,3.98\n\"19943\",1.24,\"Ideal\",\"H\",\"VVS1\",62.3,54,8489,6.88,6.9,4.29\n\"19944\",1.5,\"Premium\",\"H\",\"SI2\",62.3,60,8490,7.22,7.3,4.52\n\"19945\",1.2,\"Very Good\",\"G\",\"VS2\",63.2,56,8491,6.82,6.75,4.29\n\"19946\",1.07,\"Ideal\",\"G\",\"VVS2\",61.8,55,8491,6.57,6.61,4.07\n\"19947\",2.34,\"Premium\",\"I\",\"I1\",61.5,60,8491,8.47,8.43,5.2\n\"19948\",1.5,\"Good\",\"E\",\"SI2\",64.5,58,8492,7.06,7.11,4.57\n\"19949\",1.66,\"Good\",\"J\",\"VS2\",64.4,54,8496,7.45,7.54,4.83\n\"19950\",1.55,\"Ideal\",\"J\",\"VS2\",61.4,55,8498,7.41,7.49,4.58\n\"19951\",1.25,\"Ideal\",\"H\",\"VS2\",61.1,55,8498,6.94,6.97,4.25\n\"19952\",1.53,\"Premium\",\"H\",\"SI2\",62.5,59,8499,7.4,7.36,4.61\n\"19953\",1.53,\"Ideal\",\"H\",\"SI2\",61.9,57,8499,7.42,7.34,4.57\n\"19954\",1.15,\"Premium\",\"G\",\"VVS2\",58.4,59,8501,6.92,6.84,4.02\n\"19955\",1.32,\"Ideal\",\"I\",\"VVS1\",61,56,8501,7.09,7.07,4.32\n\"19956\",1.21,\"Premium\",\"G\",\"VS2\",61,58,8504,6.88,6.82,4.18\n\"19957\",1.24,\"Ideal\",\"G\",\"VS2\",62.1,56,8504,6.87,6.91,4.28\n\"19958\",1.21,\"Very Good\",\"F\",\"VS2\",61.6,58,8505,6.79,6.88,4.21\n\"19959\",1.7,\"Ideal\",\"J\",\"SI2\",60.5,57,8505,7.74,7.84,4.71\n\"19960\",1.11,\"Ideal\",\"H\",\"VVS1\",60.8,56,8508,6.68,6.76,4.08\n\"19961\",1.23,\"Ideal\",\"H\",\"VVS2\",61.6,57,8509,6.87,6.92,4.25\n\"19962\",1.4,\"Premium\",\"G\",\"SI1\",62.5,58,8511,7.12,7.06,4.43\n\"19963\",1.52,\"Premium\",\"G\",\"SI1\",62.2,58,8512,7.39,7.33,4.58\n\"19964\",1.08,\"Very Good\",\"D\",\"VS1\",60.5,58,8513,6.53,6.63,3.98\n\"19965\",1.59,\"Very Good\",\"J\",\"VS1\",60.1,60,8515,7.56,7.59,4.55\n\"19966\",1.59,\"Very Good\",\"J\",\"VS1\",60.7,59,8515,7.49,7.54,4.56\n\"19967\",1.56,\"Ideal\",\"H\",\"SI2\",62.1,58,8517,7.35,7.41,4.58\n\"19968\",1.5,\"Good\",\"D\",\"SI2\",62.4,61,8517,7.23,7.36,4.55\n\"19969\",1.56,\"Ideal\",\"E\",\"SI2\",61.2,56,8518,7.53,7.49,4.59\n\"19970\",1.5,\"Very Good\",\"D\",\"SI2\",63.3,57,8518,7.27,7.2,4.58\n\"19971\",1.5,\"Good\",\"D\",\"SI2\",63.8,58,8518,7.2,7.16,4.58\n\"19972\",1.5,\"Premium\",\"D\",\"SI2\",58.9,60,8518,7.48,7.45,4.4\n\"19973\",1.16,\"Very Good\",\"E\",\"VS2\",62.1,58,8520,6.63,6.7,4.14\n\"19974\",1.52,\"Premium\",\"I\",\"SI1\",61.2,60,8521,7.41,7.36,4.52\n\"19975\",1.2,\"Good\",\"D\",\"VS2\",62.4,60,8521,6.69,6.77,4.2\n\"19976\",1.23,\"Ideal\",\"F\",\"VS1\",61.3,57,8523,6.86,6.93,4.23\n\"19977\",1.51,\"Premium\",\"J\",\"VS1\",62.1,58,8524,7.4,7.36,4.58\n\"19978\",1.51,\"Very Good\",\"J\",\"VS1\",61.2,63,8524,7.31,7.24,4.45\n\"19979\",1.51,\"Premium\",\"J\",\"VS1\",61.8,61,8524,7.26,7.21,4.47\n\"19980\",1.51,\"Ideal\",\"J\",\"VS1\",61.9,56,8524,7.41,7.35,4.57\n\"19981\",1.01,\"Very Good\",\"F\",\"VVS2\",61.9,56,8525,6.42,6.48,3.99\n\"19982\",1.59,\"Very Good\",\"J\",\"VS2\",62.9,58.1,8526,7.39,7.45,4.66\n\"19983\",1.03,\"Premium\",\"F\",\"VVS2\",61.3,57,8527,6.53,6.49,3.99\n\"19984\",1.11,\"Very 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Good\",\"G\",\"SI2\",58.5,62,8580,7.4,7.44,4.34\n\"20113\",1.25,\"Very Good\",\"G\",\"VS1\",62.7,56,8580,6.81,6.93,4.31\n\"20114\",1.52,\"Premium\",\"J\",\"VS1\",62.2,59,8580,7.38,7.32,4.57\n\"20115\",1.2,\"Premium\",\"F\",\"VS1\",62.3,58,8580,6.78,6.71,4.2\n\"20116\",1.51,\"Very Good\",\"F\",\"SI2\",62.7,60,8581,7.25,7.32,4.57\n\"20117\",1.29,\"Ideal\",\"G\",\"VS2\",62.5,57,8582,6.89,6.92,4.35\n\"20118\",1.31,\"Ideal\",\"H\",\"VS1\",61.5,55,8583,7.05,7.02,4.33\n\"20119\",1.31,\"Ideal\",\"H\",\"VS1\",61.5,56,8583,7.06,7,4.32\n\"20120\",1.22,\"Premium\",\"G\",\"VS1\",62.2,59,8583,6.82,6.87,4.26\n\"20121\",1.58,\"Premium\",\"I\",\"VS2\",59.4,61,8583,7.66,7.63,4.54\n\"20122\",1.24,\"Ideal\",\"G\",\"VS1\",61.9,54,8584,6.89,6.92,4.27\n\"20123\",1.23,\"Ideal\",\"H\",\"IF\",61.3,57,8585,6.92,6.87,4.23\n\"20124\",1.64,\"Premium\",\"I\",\"SI2\",61.3,58,8587,7.58,7.62,4.66\n\"20125\",1.2,\"Ideal\",\"F\",\"VS2\",61.2,53,8588,6.88,6.85,4.2\n\"20126\",1.5,\"Very Good\",\"I\",\"SI1\",60.4,61,8590,7.35,7.39,4.45\n\"20127\",1.65,\"Premium\",\"I\",\"SI2\",62,59,8590,7.61,7.54,4.7\n\"20128\",1.2,\"Ideal\",\"F\",\"VS2\",62.3,56,8590,6.82,6.79,4.24\n\"20129\",1.04,\"Ideal\",\"G\",\"VVS2\",62.5,55,8590,6.53,6.47,4.06\n\"20130\",1.1,\"Very 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Good\",\"D\",\"VS1\",60.5,57,10681,6.79,6.86,4.13\n\"22628\",1.71,\"Very Good\",\"I\",\"SI1\",62.4,59,10681,7.63,7.6,4.75\n\"22629\",1.68,\"Ideal\",\"J\",\"VS1\",61.1,57,10681,7.64,7.7,4.69\n\"22630\",1.57,\"Very Good\",\"I\",\"VS1\",62.7,58,10682,7.41,7.43,4.65\n\"22631\",1.5,\"Very Good\",\"F\",\"SI1\",63.4,60,10684,7.2,7.27,4.59\n\"22632\",1.59,\"Very Good\",\"D\",\"SI2\",59.9,59,10685,7.6,7.52,4.53\n\"22633\",1.21,\"Ideal\",\"G\",\"VS1\",61.3,57,10685,6.82,6.87,4.2\n\"22634\",1.21,\"Ideal\",\"G\",\"VS1\",61.6,57,10685,6.85,6.87,4.22\n\"22635\",1.21,\"Ideal\",\"G\",\"VS1\",61.8,57,10685,6.81,6.86,4.23\n\"22636\",1.51,\"Premium\",\"H\",\"VS2\",60.7,58,10685,7.45,7.4,4.51\n\"22637\",1.51,\"Ideal\",\"H\",\"VS2\",62.6,57,10685,7.37,7.33,4.6\n\"22638\",2,\"Ideal\",\"F\",\"I1\",60.3,56,10685,8.27,8.16,4.94\n\"22639\",1.71,\"Premium\",\"H\",\"SI2\",62.5,57,10687,7.67,7.62,4.78\n\"22640\",1.01,\"Ideal\",\"F\",\"IF\",62,58,10688,6.41,6.46,3.99\n\"22641\",1.51,\"Premium\",\"G\",\"SI1\",62.2,58,10688,7.3,7.26,4.53\n\"22642\",1.51,\"Premium\",\"G\",\"SI1\",62.4,62,10688,7.25,7.12,4.48\n\"22643\",1.66,\"Ideal\",\"I\",\"VS1\",61,55,10691,7.67,7.64,4.67\n\"22644\",1.5,\"Good\",\"H\",\"VS2\",63.9,60,10692,7.17,7.22,4.6\n\"22645\",1.5,\"Ideal\",\"H\",\"VS2\",62.2,57,10692,7.27,7.33,4.54\n\"22646\",1.01,\"Very Good\",\"E\",\"VVS1\",61.6,58,10693,6.45,6.57,4.01\n\"22647\",1.51,\"Ideal\",\"F\",\"SI1\",62.5,57,10693,7.27,7.32,4.56\n\"22648\",1.51,\"Premium\",\"F\",\"SI1\",62.2,58,10693,7.27,7.29,4.53\n\"22649\",1.54,\"Ideal\",\"D\",\"SI1\",63,54,10694,7.33,7.28,4.6\n\"22650\",1.01,\"Good\",\"E\",\"VVS1\",63.1,57,10696,6.36,6.39,4.02\n\"22651\",1.51,\"Good\",\"E\",\"SI1\",63.5,57,10696,7.23,7.28,4.61\n\"22652\",1.72,\"Very Good\",\"G\",\"SI2\",62.4,59,10697,7.63,7.67,4.77\n\"22653\",1.53,\"Ideal\",\"E\",\"SI2\",61,55,10698,7.44,7.5,4.55\n\"22654\",1.1,\"Very Good\",\"F\",\"VVS1\",59.8,54,10701,6.74,6.77,4.04\n\"22655\",1.82,\"Very Good\",\"I\",\"SI2\",62.3,60,10701,7.71,7.76,4.82\n\"22656\",1.56,\"Premium\",\"H\",\"VS2\",62.5,59,10702,7.3,7.33,4.57\n\"22657\",1.54,\"Premium\",\"H\",\"VS2\",61.8,59,10702,7.35,7.4,4.56\n\"22658\",1.14,\"Ideal\",\"E\",\"VVS2\",62.3,55,10703,6.71,6.68,4.17\n\"22659\",1.01,\"Very 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Good\",\"G\",\"VVS1\",60.3,59,11214,6.99,7.03,4.23\n\"23208\",1,\"Very Good\",\"E\",\"IF\",62.5,55,11214,6.28,6.39,3.96\n\"23209\",1.5,\"Very Good\",\"G\",\"VS1\",59.1,62,11216,7.38,7.42,4.37\n\"23210\",1.62,\"Ideal\",\"I\",\"VS2\",61.8,55,11217,7.56,7.59,4.68\n\"23211\",1.26,\"Ideal\",\"G\",\"VVS1\",61.7,56,11218,6.96,6.98,4.3\n\"23212\",1.5,\"Very 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Good\",\"D\",\"SI1\",63.1,57,11863,7.31,7.24,4.59\n\"23805\",1.65,\"Premium\",\"G\",\"SI1\",61,58,11864,7.66,7.62,4.66\n\"23806\",1.67,\"Very Good\",\"I\",\"VS1\",61.6,59.1,11867,7.61,7.64,4.7\n\"23807\",1.73,\"Premium\",\"G\",\"VS1\",61.6,60,11867,7.67,7.62,4.71\n\"23808\",1.35,\"Premium\",\"G\",\"VVS2\",60.2,59,11868,7.2,7.16,4.32\n\"23809\",1.55,\"Ideal\",\"I\",\"VVS1\",62.1,56,11869,7.36,7.43,4.59\n\"23810\",1.7,\"Good\",\"H\",\"SI1\",63.9,56,11869,7.61,7.53,4.84\n\"23811\",1.22,\"Ideal\",\"F\",\"VVS2\",62.2,54,11870,6.83,6.87,4.26\n\"23812\",1.55,\"Premium\",\"E\",\"SI1\",60.1,58,11871,7.55,7.5,4.52\n\"23813\",1.51,\"Premium\",\"E\",\"SI1\",63,58,11873,7.33,7.27,4.6\n\"23814\",1.71,\"Very Good\",\"D\",\"SI2\",63.5,59,11873,7.57,7.59,4.81\n\"23815\",1.53,\"Very Good\",\"D\",\"SI1\",59.2,57,11873,7.52,7.55,4.46\n\"23816\",1.5,\"Premium\",\"F\",\"SI1\",62.9,59,11878,7.34,7.29,4.6\n\"23817\",1.5,\"Very Good\",\"I\",\"VS1\",63.3,54,11879,7.26,7.33,4.62\n\"23818\",1.22,\"Ideal\",\"F\",\"VVS2\",62.7,54,11880,6.79,6.84,4.27\n\"23819\",1.2,\"Ideal\",\"E\",\"VVS2\",61.5,57,11883,6.79,6.89,4.21\n\"23820\",1.83,\"Premium\",\"I\",\"SI1\",62.9,55,11883,7.9,7.78,4.93\n\"23821\",1.17,\"Ideal\",\"F\",\"VVS1\",62.1,57,11886,6.82,6.73,4.21\n\"23822\",2.08,\"Ideal\",\"I\",\"SI2\",62,56,11886,8.21,8.1,5.06\n\"23823\",1.7,\"Premium\",\"I\",\"VS2\",62.2,58,11888,7.65,7.6,4.74\n\"23824\",1.09,\"Ideal\",\"F\",\"IF\",61.6,55,11888,6.59,6.65,4.08\n\"23825\",1.68,\"Ideal\",\"E\",\"SI2\",60.4,55,11888,7.79,7.7,4.68\n\"23826\",1.54,\"Premium\",\"F\",\"SI1\",60.9,59,11897,7.56,7.46,4.57\n\"23827\",2,\"Premium\",\"J\",\"SI2\",61.9,55,11899,8.09,8.06,5\n\"23828\",2,\"Premium\",\"J\",\"SI2\",59.8,60,11899,8.13,8.09,4.85\n\"23829\",1.56,\"Premium\",\"F\",\"SI1\",60.7,59,11901,7.55,7.45,4.55\n\"23830\",2.01,\"Premium\",\"F\",\"SI2\",62,60,11903,7.88,7.82,4.87\n\"23831\",1.52,\"Very Good\",\"H\",\"VVS2\",63,60,11904,7.25,7.3,4.58\n\"23832\",1.27,\"Premium\",\"F\",\"VVS2\",61.3,60,11905,6.99,6.9,4.26\n\"23833\",1.18,\"Ideal\",\"E\",\"VVS2\",61.5,57,11906,6.8,6.75,4.17\n\"23834\",1.52,\"Very Good\",\"H\",\"VS1\",63.5,60,11912,7.28,7.24,4.61\n\"23835\",1.2,\"Very Good\",\"F\",\"VVS1\",59.8,63,11913,6.82,6.8,4.07\n\"23836\",1.51,\"Ideal\",\"G\",\"SI1\",61.6,57,11917,7.34,7.31,4.52\n\"23837\",1.51,\"Ideal\",\"G\",\"SI1\",62.4,56,11917,7.36,7.33,4.59\n\"23838\",1.7,\"Good\",\"I\",\"VS1\",58,60,11921,7.84,7.88,4.56\n\"23839\",1.56,\"Ideal\",\"H\",\"VS2\",61.6,57,11922,7.51,7.45,4.61\n\"23840\",1.01,\"Very Good\",\"D\",\"VVS1\",63.9,56,11923,6.32,6.36,4.05\n\"23841\",1.51,\"Very Good\",\"G\",\"VS2\",62.8,57,11923,7.25,7.3,4.57\n\"23842\",2.1,\"Fair\",\"G\",\"SI2\",65,56,11923,8.09,7.98,5.21\n\"23843\",1.7,\"Ideal\",\"E\",\"SI2\",59.6,59,11924,7.73,7.83,4.64\n\"23844\",2.01,\"Very 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Good\",\"D\",\"SI1\",63.3,59,709,4.25,4.22,2.68\n\"29820\",0.3,\"Premium\",\"D\",\"SI1\",62.3,59,709,4.25,4.22,2.64\n\"29821\",0.3,\"Premium\",\"D\",\"SI1\",61.7,60,709,4.28,4.25,2.63\n\"29822\",0.3,\"Premium\",\"F\",\"VS1\",61,60,709,4.3,4.22,2.6\n\"29823\",0.35,\"Good\",\"H\",\"VS2\",63.7,57,709,4.53,4.48,2.87\n\"29824\",0.3,\"Premium\",\"D\",\"SI1\",61.3,60,709,4.32,4.26,2.63\n\"29825\",0.31,\"Very Good\",\"E\",\"VVS2\",61.5,55,710,4.37,4.41,2.7\n\"29826\",0.31,\"Very Good\",\"G\",\"VVS1\",63,56,710,4.26,4.28,2.69\n\"29827\",0.3,\"Very Good\",\"G\",\"VVS1\",63.2,55,710,4.28,4.3,2.71\n\"29828\",0.38,\"Very Good\",\"H\",\"VS2\",61.6,56,710,4.68,4.71,2.89\n\"29829\",0.42,\"Very 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Good\",\"D\",\"VS2\",62,58,710,4.29,4.32,2.67\n\"29891\",0.3,\"Ideal\",\"E\",\"VS1\",60.7,57,710,4.31,4.36,2.63\n\"29892\",0.3,\"Ideal\",\"D\",\"VS2\",61.8,55,710,4.3,4.34,2.67\n\"29893\",0.3,\"Premium\",\"D\",\"VS2\",62.3,58,710,4.29,4.32,2.68\n\"29894\",0.3,\"Ideal\",\"D\",\"VS2\",62,55,710,4.31,4.34,2.68\n\"29895\",0.3,\"Premium\",\"D\",\"VS2\",60.4,59,710,4.32,4.35,2.62\n\"29896\",0.3,\"Premium\",\"D\",\"VS2\",61.7,59,710,4.25,4.28,2.63\n\"29897\",0.3,\"Premium\",\"E\",\"VS1\",61.3,59,710,4.28,4.33,2.64\n\"29898\",0.3,\"Premium\",\"D\",\"VS2\",60.6,58,710,4.32,4.36,2.63\n\"29899\",0.3,\"Ideal\",\"D\",\"VS2\",62.5,57,710,4.25,4.29,2.67\n\"29900\",0.3,\"Very Good\",\"D\",\"VS2\",62.2,58,710,4.25,4.3,2.66\n\"29901\",0.31,\"Very Good\",\"F\",\"VVS2\",61.6,56,711,4.34,4.38,2.68\n\"29902\",0.4,\"Very Good\",\"G\",\"SI1\",61,56,711,4.77,4.8,2.92\n\"29903\",0.44,\"Very Good\",\"F\",\"SI2\",61.9,59,711,4.85,4.9,3.02\n\"29904\",0.39,\"Ideal\",\"F\",\"SI1\",61.8,55,711,4.66,4.71,2.9\n\"29905\",0.41,\"Ideal\",\"F\",\"SI1\",61.8,56,711,4.75,4.79,2.95\n\"29906\",0.41,\"Ideal\",\"F\",\"SI1\",62.6,54,711,4.74,4.78,2.98\n\"29907\",0.41,\"Ideal\",\"F\",\"SI1\",61.8,55,711,4.75,4.8,2.95\n\"29908\",0.41,\"Ideal\",\"E\",\"SI1\",61.5,55,711,4.78,4.81,2.95\n\"29909\",0.35,\"Good\",\"E\",\"VS2\",57.8,60,711,4.64,4.67,2.69\n\"29910\",0.39,\"Very Good\",\"I\",\"VS2\",59.6,57,712,4.77,4.82,2.86\n\"29911\",0.29,\"Very Good\",\"G\",\"VS2\",61.5,58,712,4.25,4.27,2.62\n\"29912\",0.34,\"Ideal\",\"F\",\"VVS2\",61.8,56,712,4.47,4.49,2.77\n\"29913\",0.42,\"Very Good\",\"I\",\"SI1\",61,55.8,712,4.83,4.86,2.96\n\"29914\",0.3,\"Premium\",\"D\",\"VS1\",61.9,58,712,4.28,4.32,2.66\n\"29915\",0.34,\"Very Good\",\"G\",\"VVS2\",60.4,57,713,4.53,4.56,2.74\n\"29916\",0.33,\"Ideal\",\"G\",\"VVS2\",62.3,56,713,4.43,4.47,2.77\n\"29917\",0.33,\"Ideal\",\"G\",\"VVS2\",61.9,55,713,4.41,4.44,2.74\n\"29918\",0.33,\"Ideal\",\"G\",\"VVS2\",61.5,55,713,4.47,4.51,2.76\n\"29919\",0.33,\"Ideal\",\"H\",\"VVS1\",61.8,55,713,4.42,4.44,2.74\n\"29920\",0.32,\"Ideal\",\"D\",\"VS2\",61.3,57,713,4.44,4.46,2.73\n\"29921\",0.32,\"Ideal\",\"D\",\"VS2\",61.1,56,713,4.42,4.45,2.71\n\"29922\",0.32,\"Ideal\",\"E\",\"VS1\",61.4,55,713,4.42,4.44,2.72\n\"29923\",0.32,\"Ideal\",\"E\",\"VS1\",61.1,56,713,4.42,4.45,2.71\n\"29924\",0.31,\"Ideal\",\"D\",\"VS1\",61.1,56,713,4.33,4.37,2.66\n\"29925\",0.31,\"Ideal\",\"D\",\"VS1\",61.6,55,713,4.3,4.33,2.66\n\"29926\",0.31,\"Ideal\",\"D\",\"VS1\",60.6,57,713,4.36,4.39,2.65\n\"29927\",0.36,\"Ideal\",\"D\",\"SI1\",61.9,55.7,713,4.57,4.59,2.84\n\"29928\",0.38,\"Good\",\"F\",\"VS2\",63.4,62,713,4.52,4.56,2.88\n\"29929\",0.43,\"Premium\",\"E\",\"I1\",58.4,62,713,5,4.94,2.9\n\"29930\",0.5,\"Fair\",\"F\",\"I1\",63.8,58,713,5.08,4.97,3.21\n\"29931\",0.37,\"Very Good\",\"I\",\"VVS2\",60.9,58,714,4.64,4.68,2.84\n\"29932\",0.38,\"Ideal\",\"H\",\"VS1\",62.1,55.4,714,4.63,4.68,2.89\n\"29933\",0.32,\"Ideal\",\"D\",\"SI1\",61.2,56,714,4.45,4.47,2.73\n\"29934\",0.34,\"Premium\",\"G\",\"VS2\",59.6,62,714,4.56,4.54,2.71\n\"29935\",0.34,\"Good\",\"G\",\"VS2\",57.5,61,714,4.66,4.6,2.66\n\"29936\",0.34,\"Ideal\",\"E\",\"SI1\",62.2,54,714,4.5,4.47,2.79\n\"29937\",0.34,\"Very Good\",\"E\",\"SI1\",63.4,55,714,4.46,4.44,2.82\n\"29938\",0.34,\"Very Good\",\"E\",\"SI1\",63.3,57,714,4.47,4.44,2.82\n\"29939\",0.34,\"Very Good\",\"E\",\"SI1\",63.5,55,714,4.47,4.44,2.83\n\"29940\",0.29,\"Ideal\",\"F\",\"VVS2\",61.1,58,715,4.26,4.28,2.61\n\"29941\",0.31,\"Ideal\",\"G\",\"SI1\",61.3,58,443,4.37,4.4,2.69\n\"29942\",0.29,\"Very Good\",\"H\",\"VS1\",62.2,56,444,4.24,4.27,2.64\n\"29943\",0.29,\"Ideal\",\"I\",\"VS1\",61.7,56,444,4.22,4.27,2.62\n\"29944\",0.32,\"Premium\",\"E\",\"I1\",60.9,58,444,4.42,4.38,2.68\n\"29945\",0.27,\"Very Good\",\"H\",\"VVS2\",61.2,58,445,4.16,4.2,2.56\n\"29946\",0.26,\"Very Good\",\"I\",\"SI1\",59.2,60,445,4.2,4.24,2.5\n\"29947\",0.25,\"Ideal\",\"H\",\"VS1\",61.5,56,445,4.05,4.08,2.5\n\"29948\",0.25,\"Ideal\",\"H\",\"VS1\",62.6,53,445,4.04,4.08,2.54\n\"29949\",0.33,\"Very Good\",\"I\",\"SI1\",61.4,58,445,4.46,4.5,2.75\n\"29950\",0.33,\"Ideal\",\"I\",\"SI1\",61.5,57,445,4.46,4.49,2.75\n\"29951\",0.33,\"Premium\",\"I\",\"SI1\",61.3,59,445,4.46,4.51,2.75\n\"29952\",0.33,\"Ideal\",\"I\",\"SI1\",62.7,56,445,4.4,4.44,2.77\n\"29953\",0.33,\"Very Good\",\"I\",\"SI1\",62.8,58,445,4.39,4.43,2.77\n\"29954\",0.33,\"Good\",\"I\",\"SI1\",63.6,57,445,4.39,4.42,2.8\n\"29955\",0.33,\"Good\",\"I\",\"SI1\",63.2,58,445,4.36,4.38,2.76\n\"29956\",0.32,\"Ideal\",\"G\",\"SI1\",62.6,55,445,4.38,4.41,2.75\n\"29957\",0.23,\"Premium\",\"F\",\"VVS2\",61.3,59,445,3.94,3.99,2.43\n\"29958\",0.34,\"Good\",\"E\",\"SI2\",63.1,56,445,4.46,4.51,2.83\n\"29959\",0.35,\"Ideal\",\"J\",\"VS2\",61.8,55,446,4.54,4.56,2.81\n\"29960\",0.35,\"Ideal\",\"J\",\"VS2\",61.4,55,446,4.55,4.57,2.8\n\"29961\",0.31,\"Ideal\",\"G\",\"SI1\",61.7,54,446,4.38,4.4,2.71\n\"29962\",0.31,\"Ideal\",\"G\",\"SI1\",61.2,55,446,4.37,4.39,2.68\n\"29963\",0.36,\"Premium\",\"F\",\"SI2\",60.3,59,446,4.62,4.57,2.77\n\"29964\",0.31,\"Very Good\",\"H\",\"SI1\",62.4,60,446,4.32,4.34,2.7\n\"29965\",0.31,\"Very Good\",\"H\",\"SI1\",61.1,55,446,4.35,4.39,2.67\n\"29966\",0.31,\"Very Good\",\"H\",\"SI1\",61.4,55,446,4.36,4.44,2.7\n\"29967\",0.31,\"Good\",\"H\",\"SI1\",63.6,57,446,4.32,4.33,2.75\n\"29968\",0.31,\"Ideal\",\"H\",\"SI1\",62.7,56,446,4.33,4.38,2.73\n\"29969\",0.31,\"Very Good\",\"H\",\"SI1\",62.3,55,446,4.34,4.36,2.71\n\"29970\",0.31,\"Very Good\",\"H\",\"SI1\",61.1,57,446,4.32,4.35,2.65\n\"29971\",0.29,\"Ideal\",\"F\",\"VVS1\",61.1,57,715,4.26,4.29,2.61\n\"29972\",0.32,\"Ideal\",\"D\",\"SI1\",62.1,54,715,4.4,4.45,2.75\n\"29973\",0.32,\"Ideal\",\"D\",\"SI1\",61.5,56,715,4.41,4.44,2.72\n\"29974\",0.32,\"Ideal\",\"D\",\"SI1\",60.9,55,715,4.45,4.48,2.72\n\"29975\",0.32,\"Ideal\",\"D\",\"SI1\",61.5,54,715,4.42,4.46,2.73\n\"29976\",0.35,\"Ideal\",\"I\",\"IF\",61.8,55,715,4.55,4.57,2.82\n\"29977\",0.35,\"Ideal\",\"I\",\"IF\",61.1,56,715,4.56,4.6,2.8\n\"29978\",0.35,\"Ideal\",\"I\",\"IF\",61.5,55,715,4.53,4.57,2.8\n\"29979\",0.38,\"Very Good\",\"G\",\"VS2\",59.7,62,715,4.66,4.68,2.79\n\"29980\",0.39,\"Very Good\",\"F\",\"VS2\",62.1,59,716,4.69,4.71,2.92\n\"29981\",0.39,\"Ideal\",\"G\",\"SI2\",60.9,56,716,4.78,4.74,2.9\n\"29982\",0.31,\"Ideal\",\"F\",\"VVS2\",61.2,56,716,4.4,4.43,2.7\n\"29983\",0.43,\"Ideal\",\"I\",\"VS2\",62,55,716,4.84,4.87,3.01\n\"29984\",0.43,\"Ideal\",\"I\",\"VS2\",61.9,54,716,4.87,4.88,3.02\n\"29985\",0.43,\"Ideal\",\"I\",\"VS2\",61.8,55,716,4.85,4.89,3.01\n\"29986\",0.32,\"Ideal\",\"E\",\"VS2\",61.5,56,716,4.43,4.45,2.73\n\"29987\",0.32,\"Ideal\",\"F\",\"VS1\",61.9,57,716,4.38,4.41,2.72\n\"29988\",0.32,\"Ideal\",\"F\",\"VS1\",61.9,56,716,4.39,4.43,2.73\n\"29989\",0.32,\"Ideal\",\"F\",\"VS1\",61,54,716,4.42,4.44,2.7\n\"29990\",0.32,\"Ideal\",\"F\",\"VS1\",61.6,57,716,4.39,4.42,2.71\n\"29991\",0.32,\"Ideal\",\"F\",\"VS1\",61.7,56,716,4.39,4.42,2.72\n\"29992\",0.32,\"Ideal\",\"F\",\"VS1\",61,56,716,4.45,4.48,2.72\n\"29993\",0.43,\"Ideal\",\"D\",\"SI2\",62.6,56,716,4.84,4.88,3.04\n\"29994\",0.43,\"Premium\",\"E\",\"SI2\",61.2,59,716,4.82,4.89,2.97\n\"29995\",0.43,\"Ideal\",\"H\",\"SI1\",62.5,57,716,4.79,4.84,3.01\n\"29996\",0.43,\"Premium\",\"E\",\"SI2\",60.8,58,716,4.86,4.88,2.96\n\"29997\",0.43,\"Premium\",\"D\",\"SI2\",62.6,58,716,4.79,4.82,3.01\n\"29998\",0.43,\"Ideal\",\"E\",\"SI2\",62.1,56,716,4.84,4.85,3.01\n\"29999\",0.43,\"Ideal\",\"D\",\"SI2\",61,57,716,4.81,4.86,2.95\n\"30000\",0.43,\"Very 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10\",0.3,\"Premium\",\"E\",\"VS2\",61.8,58,844,4.28,4.26,2.64\n\"33911\",0.3,\"Ideal\",\"E\",\"VS2\",62.4,56,844,4.28,4.25,2.66\n\"33912\",0.3,\"Premium\",\"E\",\"VS2\",62.6,58,844,4.28,4.25,2.67\n\"33913\",0.3,\"Premium\",\"E\",\"VS2\",62.8,59,844,4.26,4.24,2.67\n\"33914\",0.3,\"Premium\",\"E\",\"VS2\",62.2,60,844,4.28,4.24,2.65\n\"33915\",0.3,\"Ideal\",\"E\",\"VS2\",62.4,57,844,4.29,4.24,2.66\n\"33916\",0.3,\"Premium\",\"E\",\"VS2\",62,60,844,4.26,4.23,2.63\n\"33917\",0.3,\"Ideal\",\"E\",\"VS2\",62.4,57,844,4.26,4.24,2.65\n\"33918\",0.3,\"Premium\",\"E\",\"VS2\",62.9,58,844,4.24,4.22,2.66\n\"33919\",0.3,\"Premium\",\"E\",\"VS2\",62.9,58,844,4.27,4.22,2.67\n\"33920\",0.47,\"Good\",\"E\",\"SI2\",56.5,62,844,5.17,5.09,2.9\n\"33921\",0.37,\"Ideal\",\"F\",\"SI1\",60.2,53,844,4.74,4.7,2.84\n\"33922\",0.3,\"Premium\",\"E\",\"VS2\",62.5,59,844,4.3,4.27,2.68\n\"33923\",0.3,\"Ideal\",\"E\",\"VS2\",62.6,56,844,4.34,4.29,2.7\n\"33924\",0.3,\"Ideal\",\"E\",\"VS2\",62.4,56,844,4.33,4.26,2.68\n\"33925\",0.37,\"Ideal\",\"E\",\"VVS2\",62.2,56,844,4.6,4.63,2.87\n\"33926\",0.37,\"Ideal\",\"E\",\"VVS2\",61.8,54,844,4.6,4.63,2.85\n\"33927\",0.37,\"Very 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Good\",\"F\",\"VS1\",62.7,57,883,4.71,4.64,2.93\n\"35040\",0.44,\"Ideal\",\"D\",\"SI1\",62.4,57,883,4.86,4.89,3.04\n\"35041\",0.4,\"Ideal\",\"G\",\"VVS2\",61.4,53,883,4.73,4.81,2.93\n\"35042\",0.32,\"Ideal\",\"E\",\"VVS2\",61.1,55,883,4.41,4.46,2.71\n\"35043\",0.32,\"Ideal\",\"G\",\"IF\",62.3,54,883,4.39,4.4,2.74\n\"35044\",0.4,\"Good\",\"F\",\"VS1\",63,62,883,4.65,4.68,2.94\n\"35045\",0.42,\"Premium\",\"F\",\"VS2\",61.9,58,884,4.76,4.8,2.96\n\"35046\",0.42,\"Ideal\",\"I\",\"VVS1\",60.2,57,884,4.85,4.88,2.93\n\"35047\",0.42,\"Ideal\",\"I\",\"VVS1\",62.7,55,884,4.77,4.8,3\n\"35048\",0.42,\"Very Good\",\"F\",\"VS2\",61.7,59,884,4.75,4.82,2.95\n\"35049\",0.42,\"Ideal\",\"I\",\"VVS1\",62.4,57,884,4.79,4.83,3\n\"35050\",0.36,\"Ideal\",\"G\",\"VVS1\",62.1,56,884,4.58,4.6,2.85\n\"35051\",0.42,\"Ideal\",\"I\",\"VVS1\",62.5,57,884,4.77,4.8,2.99\n\"35052\",0.42,\"Ideal\",\"I\",\"VVS1\",62,55,884,4.8,4.88,3\n\"35053\",0.31,\"Ideal\",\"F\",\"VVS1\",61.8,56,884,4.33,4.37,2.69\n\"35054\",0.31,\"Ideal\",\"F\",\"VVS1\",61,57,884,4.38,4.39,2.67\n\"35055\",0.47,\"Ideal\",\"I\",\"VS2\",62.1,54,884,4.99,5.03,3.11\n\"35056\",0.47,\"Ideal\",\"I\",\"VS2\",62.1,53,884,4.99,5.02,3.11\n\"35057\",0.47,\"Ideal\",\"I\",\"VS2\",62.1,54,884,4.98,5,3.1\n\"35058\",0.38,\"Ideal\",\"D\",\"SI1\",61.8,55,884,4.67,4.69,2.89\n\"35059\",0.38,\"Ideal\",\"D\",\"SI1\",61.3,57,884,4.67,4.7,2.87\n\"35060\",0.4,\"Premium\",\"D\",\"SI1\",60.9,60,884,4.78,4.74,2.9\n\"35061\",0.35,\"Very 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Good\",\"J\",\"SI1\",63.2,55,1000,5.07,5.03,3.19\n\"37805\",0.35,\"Very Good\",\"G\",\"IF\",60.5,56,1001,4.56,4.6,2.77\n\"37806\",0.41,\"Ideal\",\"F\",\"VVS1\",61.3,56,1001,4.8,4.82,2.95\n\"37807\",0.34,\"Ideal\",\"E\",\"VVS1\",61.8,57,1001,4.47,4.5,2.77\n\"37808\",0.35,\"Ideal\",\"G\",\"IF\",62,54,1001,4.54,4.56,2.82\n\"37809\",0.35,\"Ideal\",\"G\",\"IF\",61.7,55,1001,4.52,4.55,2.8\n\"37810\",0.35,\"Ideal\",\"G\",\"IF\",61.5,55,1001,4.53,4.57,2.8\n\"37811\",0.35,\"Ideal\",\"G\",\"IF\",61.9,54,1001,4.56,4.58,2.83\n\"37812\",0.35,\"Ideal\",\"G\",\"IF\",61.3,55,1001,4.57,4.6,2.81\n\"37813\",0.44,\"Good\",\"E\",\"VS2\",59,64,1001,5.01,4.94,2.93\n\"37814\",0.7,\"Fair\",\"G\",\"I1\",66.9,55,1001,5.6,5.52,3.72\n\"37815\",0.52,\"Premium\",\"G\",\"SI2\",62.5,59,1001,5.1,5.07,3.18\n\"37816\",0.36,\"Ideal\",\"D\",\"VS1\",61.8,55,1002,4.58,4.54,2.82\n\"37817\",0.36,\"Very Good\",\"G\",\"IF\",60.4,62,1002,4.6,4.64,2.79\n\"37818\",0.41,\"Good\",\"E\",\"VVS1\",63.5,57,1002,4.73,4.75,3.01\n\"37819\",0.51,\"Good\",\"G\",\"SI2\",63.2,57,1002,5.03,5.07,3.19\n\"37820\",0.32,\"Ideal\",\"F\",\"VVS2\",61.3,56,1002,4.42,4.45,2.72\n\"37821\",0.53,\"Ideal\",\"J\",\"SI2\",62.3,58,1002,5.13,5.17,3.21\n\"37822\",0.31,\"Ideal\",\"E\",\"IF\",61.3,58,1002,4.37,4.4,2.69\n\"37823\",0.33,\"Ideal\",\"D\",\"VS2\",62.1,56,1002,4.48,4.44,2.77\n\"37824\",0.33,\"Ideal\",\"E\",\"VS1\",61.6,56,1002,4.46,4.43,2.74\n\"37825\",0.33,\"Premium\",\"E\",\"VS1\",61.6,58,1002,4.45,4.41,2.73\n\"37826\",0.33,\"Premium\",\"E\",\"VS1\",60.9,58,1002,4.49,4.45,2.72\n\"37827\",0.33,\"Ideal\",\"E\",\"VS1\",60.2,57,1002,4.52,4.48,2.71\n\"37828\",0.33,\"Ideal\",\"E\",\"VS1\",59.6,56,1002,4.54,4.49,2.69\n\"37829\",0.33,\"Ideal\",\"E\",\"VS1\",60.6,57,1002,4.54,4.5,2.74\n\"37830\",0.33,\"Ideal\",\"D\",\"VS2\",62.1,56,1002,4.47,4.42,2.76\n\"37831\",0.33,\"Ideal\",\"D\",\"VS2\",61.8,56,1002,4.48,4.45,2.76\n\"37832\",0.33,\"Ideal\",\"D\",\"VS2\",61.8,56,1002,4.44,4.4,2.73\n\"37833\",0.33,\"Ideal\",\"D\",\"VS2\",60.7,57,1002,4.5,4.46,2.72\n\"37834\",0.33,\"Ideal\",\"D\",\"VS2\",60.9,55,1002,4.5,4.46,2.73\n\"37835\",0.33,\"Ideal\",\"D\",\"VS2\",60.9,55,1002,4.5,4.47,2.73\n\"37836\",0.33,\"Ideal\",\"D\",\"VS2\",61.9,53,1002,4.49,4.46,2.77\n\"37837\",0.33,\"Premium\",\"D\",\"VS2\",60.7,58,1002,4.5,4.46,2.72\n\"37838\",0.33,\"Ideal\",\"D\",\"VS2\",62.1,55,1002,4.46,4.43,2.76\n\"37839\",0.33,\"Ideal\",\"D\",\"VS2\",62.1,54,1002,4.46,4.43,2.76\n\"37840\",0.33,\"Ideal\",\"D\",\"VS2\",62.3,56,1002,4.46,4.43,2.77\n\"37841\",0.33,\"Ideal\",\"D\",\"VS2\",62.5,56,1002,4.46,4.43,2.78\n\"37842\",0.33,\"Ideal\",\"D\",\"VS2\",62.8,54,1002,4.46,4.43,2.79\n\"37843\",0.33,\"Ideal\",\"D\",\"VS2\",62.3,57,1002,4.45,4.41,2.76\n\"37844\",0.33,\"Ideal\",\"D\",\"VS2\",62.5,55,1002,4.45,4.41,2.77\n\"37845\",0.33,\"Ideal\",\"D\",\"VS2\",61.9,56,1002,4.44,4.42,2.74\n\"37846\",0.33,\"Ideal\",\"D\",\"VS2\",61.9,57,1002,4.47,4.42,2.75\n\"37847\",0.33,\"Ideal\",\"D\",\"VS2\",62.6,56,1002,4.43,4.39,2.76\n\"37848\",0.33,\"Premium\",\"D\",\"VS2\",61.2,58,1002,4.44,4.41,2.71\n\"37849\",0.33,\"Ideal\",\"E\",\"VS1\",62.6,57,1002,4.42,4.4,2.76\n\"37850\",0.33,\"Premium\",\"E\",\"VS1\",61.5,59,1002,4.46,4.42,2.73\n\"37851\",0.33,\"Ideal\",\"E\",\"VS1\",62.7,57,1002,4.45,4.38,2.77\n\"37852\",0.46,\"Fair\",\"G\",\"VS2\",65.3,56,1002,4.83,4.76,3.13\n\"37853\",0.33,\"Premium\",\"D\",\"VVS2\",62.6,56,1002,4.47,4.44,2.79\n\"37854\",0.37,\"Very 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Good\",\"D\",\"VS1\",62.9,55,1004,4.73,4.77,2.99\n\"37869\",0.39,\"Ideal\",\"G\",\"VVS1\",58.8,62,1004,4.77,4.79,2.81\n\"37870\",0.38,\"Ideal\",\"F\",\"VS1\",61.1,56,1004,4.7,4.65,2.86\n\"37871\",0.39,\"Ideal\",\"E\",\"VS1\",62.2,53.3,1004,4.68,4.7,2.92\n\"37872\",0.39,\"Ideal\",\"E\",\"VS1\",62.3,54.4,1004,4.66,4.69,2.91\n\"37873\",0.41,\"Ideal\",\"E\",\"VS1\",61.6,54,1004,4.77,4.8,2.95\n\"37874\",0.39,\"Ideal\",\"E\",\"VS1\",62.7,53.6,1004,4.67,4.69,2.93\n\"37875\",0.51,\"Ideal\",\"J\",\"SI1\",61.5,56,1004,5.14,5.17,3.17\n\"37876\",0.32,\"Ideal\",\"E\",\"IF\",60.6,60,1004,4.43,4.45,2.69\n\"37877\",0.51,\"Premium\",\"G\",\"SI2\",59.9,60,1004,5.14,5.07,3.06\n\"37878\",0.42,\"Very Good\",\"E\",\"VS1\",62.9,57,1005,4.75,4.79,3\n\"37879\",0.38,\"Very Good\",\"D\",\"VS2\",63.1,55,1005,4.6,4.59,2.9\n\"37880\",0.43,\"Ideal\",\"G\",\"VS1\",61.6,55.1,1005,4.85,4.89,3\n\"37881\",0.4,\"Very Good\",\"G\",\"VS1\",63.4,56,1005,4.72,4.68,2.98\n\"37882\",0.4,\"Ideal\",\"E\",\"VS1\",61.2,55,1005,4.79,4.76,2.92\n\"37883\",0.48,\"Premium\",\"E\",\"SI2\",62.9,60,1005,4.93,4.9,3.09\n\"37884\",0.3,\"Very Good\",\"E\",\"VVS1\",61.8,56,1006,4.29,4.32,2.66\n\"37885\",0.46,\"Ideal\",\"I\",\"VVS2\",61.4,57,1006,4.96,5,3.06\n\"37886\",0.42,\"Ideal\",\"D\",\"VS1\",61.4,55,1006,4.8,4.9,2.98\n\"37887\",0.5,\"Premium\",\"G\",\"SI2\",61.9,58,1006,5.12,5.09,3.16\n\"37888\",0.47,\"Ideal\",\"H\",\"VS2\",62,54,1006,4.99,5.01,3.1\n\"37889\",0.33,\"Ideal\",\"D\",\"VS1\",61.3,55,1006,4.46,4.48,2.74\n\"37890\",0.36,\"Ideal\",\"G\",\"IF\",62,57,1006,4.54,4.58,2.82\n\"37891\",0.37,\"Premium\",\"D\",\"VS1\",61.9,58,1006,4.62,4.56,2.84\n\"37892\",0.46,\"Very Good\",\"F\",\"SI1\",63.1,56,1006,4.9,4.87,3.08\n\"37893\",0.41,\"Ideal\",\"F\",\"VS1\",62.1,56,1007,4.77,4.8,2.97\n\"37894\",0.41,\"Very 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2.3,54,1013,4.33,4.31,2.69\n\"38127\",0.3,\"Ideal\",\"G\",\"VVS1\",62.3,55,1013,4.31,4.29,2.68\n\"38128\",0.3,\"Ideal\",\"G\",\"VVS1\",61.7,57,1013,4.32,4.3,2.66\n\"38129\",0.3,\"Ideal\",\"G\",\"VVS1\",61.3,56,1013,4.34,4.3,2.65\n\"38130\",0.3,\"Premium\",\"G\",\"VVS1\",62.1,56,1013,4.31,4.29,2.67\n\"38131\",0.3,\"Very 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Good\",\"D\",\"SI1\",63.1,59,1015,4.71,4.7,2.97\n\"38195\",0.41,\"Very Good\",\"E\",\"SI1\",63.2,56,1015,4.74,4.72,2.99\n\"38196\",0.5,\"Very Good\",\"D\",\"SI2\",63.1,56,1015,5.05,4.96,3.16\n\"38197\",0.5,\"Good\",\"D\",\"SI2\",58.5,64,1015,5.2,5.12,3.02\n\"38198\",0.41,\"Premium\",\"D\",\"SI1\",60.5,60,1015,4.81,4.77,2.9\n\"38199\",0.5,\"Premium\",\"F\",\"SI2\",62.3,59,1016,5.1,5.04,3.16\n\"38200\",0.5,\"Ideal\",\"F\",\"SI2\",61.6,57,1016,5.14,5.08,3.15\n\"38201\",0.44,\"Very Good\",\"H\",\"VVS1\",63.1,56,1016,4.83,4.87,3.06\n\"38202\",0.44,\"Very 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Good\",\"D\",\"VS1\",62.3,59,1018,4.72,4.79,2.96\n\"38238\",0.41,\"Very Good\",\"D\",\"VS1\",61.7,58,1018,4.76,4.8,2.95\n\"38239\",0.35,\"Very Good\",\"D\",\"VS1\",60.8,56,1018,4.56,4.58,2.78\n\"38240\",0.32,\"Very Good\",\"E\",\"IF\",61.4,55,1018,4.43,4.46,2.73\n\"38241\",0.39,\"Ideal\",\"D\",\"VVS2\",60,56,1018,4.77,4.79,2.87\n\"38242\",0.41,\"Ideal\",\"D\",\"VS1\",61.2,57,1018,4.77,4.81,2.93\n\"38243\",0.41,\"Ideal\",\"D\",\"VS1\",62.3,56,1018,4.71,4.79,2.96\n\"38244\",0.32,\"Ideal\",\"E\",\"IF\",62.3,54,1018,4.38,4.41,2.74\n\"38245\",0.32,\"Ideal\",\"E\",\"IF\",62.9,54,1018,4.37,4.41,2.76\n\"38246\",0.32,\"Ideal\",\"E\",\"IF\",61.1,56,1018,4.42,4.48,2.72\n\"38247\",0.32,\"Ideal\",\"E\",\"IF\",61.1,58,1018,4.42,4.45,2.71\n\"38248\",0.32,\"Ideal\",\"E\",\"IF\",62.3,53,1018,4.39,4.41,2.74\n\"38249\",0.32,\"Ideal\",\"E\",\"IF\",61.9,55,1018,4.38,4.41,2.72\n\"38250\",0.36,\"Ideal\",\"D\",\"VS1\",62.8,55,1018,4.55,4.52,2.85\n\"38251\",0.31,\"Ideal\",\"J\",\"SI1\",62.4,53,379,4.38,4.4,2.74\n\"38252\",0.31,\"Very Good\",\"J\",\"VS2\",62.3,60,380,4.29,4.34,2.69\n\"38253\",0.31,\"Premium\",\"J\",\"VS2\",62.5,60,380,4.31,4.36,2.71\n\"38254\",0.31,\"Very Good\",\"J\",\"VS2\",62.7,58,380,4.3,4.34,2.71\n\"38255\",0.31,\"Premium\",\"J\",\"VS2\",62.4,60,380,4.29,4.33,2.69\n\"38256\",0.26,\"Very Good\",\"F\",\"VS2\",62.5,55,381,4.05,4.08,2.54\n\"38257\",0.28,\"Very Good\",\"G\",\"SI1\",62,55,382,4.2,4.25,2.62\n\"38258\",0.3,\"Very Good\",\"I\",\"SI1\",62.5,57,382,4.27,4.3,2.68\n\"38259\",0.3,\"Ideal\",\"G\",\"SI2\",61.7,57,382,4.26,4.3,2.64\n\"38260\",0.3,\"Ideal\",\"G\",\"SI2\",62.5,56,382,4.28,4.3,2.68\n\"38261\",0.3,\"Ideal\",\"I\",\"SI1\",61.8,57,382,4.3,4.34,2.67\n\"38262\",0.26,\"Premium\",\"H\",\"VS1\",62.3,59,382,4.06,4.1,2.54\n\"38263\",0.26,\"Premium\",\"G\",\"VS1\",61.3,60,382,4.07,4.12,2.51\n\"38264\",0.31,\"Very Good\",\"I\",\"SI2\",60.6,61,383,4.4,4.45,2.68\n\"38265\",0.27,\"Ideal\",\"H\",\"SI1\",61.3,55,383,4.17,4.21,2.57\n\"38266\",0.24,\"Good\",\"F\",\"VS1\",60.2,65,383,3.97,4,2.4\n\"38267\",0.29,\"Very Good\",\"I\",\"VS2\",62.4,55,384,4.25,4.27,2.66\n\"38268\",0.26,\"Very Good\",\"E\",\"SI1\",62,54,384,4.08,4.11,2.54\n\"38269\",0.3,\"Ideal\",\"J\",\"VS2\",62.1,56,384,4.29,4.34,2.68\n\"38270\",0.3,\"Ideal\",\"J\",\"VS2\",61.6,56,384,4.31,4.33,2.66\n\"38271\",0.23,\"Ideal\",\"G\",\"VS1\",61.6,55,384,3.96,3.99,2.45\n\"38272\",0.32,\"Ideal\",\"J\",\"SI1\",61.8,54.9,384,4.39,4.42,2.72\n\"38273\",0.26,\"Ideal\",\"I\",\"VS2\",62,56,385,4.13,4.09,2.55\n\"38274\",0.21,\"Very Good\",\"E\",\"VS2\",63.2,54,386,3.82,3.78,2.4\n\"38275\",0.21,\"Premium\",\"E\",\"VS2\",60.5,59,386,3.87,3.83,2.33\n\"38276\",0.21,\"Premium\",\"E\",\"VS2\",59.6,56,386,3.93,3.89,2.33\n\"38277\",0.21,\"Premium\",\"D\",\"VS2\",61.6,59,386,3.82,3.78,2.34\n\"38278\",0.21,\"Premium\",\"D\",\"VS2\",60.6,60,386,3.85,3.81,2.32\n\"38279\",0.21,\"Premium\",\"D\",\"VS2\",59.1,62,386,3.89,3.86,2.29\n\"38280\",0.21,\"Premium\",\"D\",\"VS2\",58.3,59,386,3.96,3.93,2.3\n\"38281\",0.28,\"Very Good\",\"E\",\"VS2\",63.7,58,487,4.12,4.14,2.63\n\"38282\",0.28,\"Very Good\",\"F\",\"VS2\",62.7,58,487,4.14,4.15,2.6\n\"38283\",0.28,\"Very Good\",\"F\",\"VS2\",61.7,58,487,4.17,4.19,2.58\n\"38284\",0.28,\"Very Good\",\"F\",\"VS2\",60.8,58,487,4.19,4.26,2.57\n\"38285\",0.28,\"Very Good\",\"F\",\"VS1\",62.1,59,487,4.16,4.21,2.6\n\"38286\",0.28,\"Very Good\",\"F\",\"VS1\",60.8,58,487,4.24,4.28,2.59\n\"38287\",0.28,\"Very Good\",\"F\",\"VS1\",61,59,487,4.18,4.24,2.57\n\"38288\",0.28,\"Very Good\",\"F\",\"VS1\",61,59,487,4.23,4.29,2.6\n\"38289\",0.28,\"Very Good\",\"E\",\"VS1\",60.9,59,487,4.19,4.22,2.56\n\"38290\",0.28,\"Very Good\",\"E\",\"VS1\",60.2,58,487,4.23,4.27,2.56\n\"38291\",0.28,\"Very Good\",\"E\",\"VS1\",59.5,59,487,4.29,4.35,2.57\n\"38292\",0.28,\"Very Good\",\"E\",\"VS1\",58.9,58,487,4.27,4.32,2.53\n\"38293\",0.28,\"Very Good\",\"D\",\"VS1\",61.7,58,487,4.19,4.24,2.6\n\"38294\",0.28,\"Ideal\",\"D\",\"VS2\",61.2,57,487,4.2,4.23,2.58\n\"38295\",0.3,\"Ideal\",\"G\",\"SI1\",61.2,56,487,4.33,4.36,2.65\n\"38296\",0.3,\"Ideal\",\"G\",\"SI1\",60.6,57,487,4.34,4.37,2.63\n\"38297\",0.3,\"Ideal\",\"G\",\"SI1\",61.8,56,487,4.31,4.34,2.67\n\"38298\",0.28,\"Good\",\"F\",\"VS1\",58.3,58,487,4.33,4.35,2.53\n\"38299\",0.28,\"Ideal\",\"E\",\"VS1\",61.4,56,487,4.2,4.24,2.59\n\"38300\",0.28,\"Ideal\",\"D\",\"VS2\",62.4,57,487,4.16,4.2,2.61\n\"38301\",0.37,\"Ideal\",\"J\",\"VS1\",62.6,57,487,4.54,4.57,2.85\n\"38302\",0.35,\"Very Good\",\"D\",\"SI2\",62.4,57,487,4.47,4.5,2.8\n\"38303\",0.28,\"Ideal\",\"E\",\"VS1\",62,56,487,4.18,4.21,2.6\n\"38304\",0.37,\"Ideal\",\"J\",\"VS1\",62.4,55,487,4.59,4.64,2.88\n\"38305\",0.37,\"Very Good\",\"F\",\"SI2\",60.7,57,487,4.62,4.67,2.82\n\"38306\",0.37,\"Good\",\"G\",\"SI2\",63.4,57,487,4.55,4.57,2.89\n\"38307\",0.37,\"Very Good\",\"F\",\"SI2\",60.2,60,487,4.6,4.7,2.8\n\"38308\",0.37,\"Good\",\"G\",\"SI2\",63.3,55,487,4.58,4.61,2.91\n\"38309\",0.31,\"Good\",\"I\",\"SI1\",64.3,55,488,4.29,4.27,2.75\n\"38310\",0.31,\"Premium\",\"J\",\"VS2\",62.7,58,488,4.34,4.3,2.71\n\"38311\",0.46,\"Ideal\",\"J\",\"VVS1\",61.8,56,1018,4.97,4.93,3.06\n\"38312\",0.46,\"Ideal\",\"J\",\"VVS1\",62.5,56,1018,4.93,4.89,3.07\n\"38313\",0.46,\"Ideal\",\"F\",\"SI1\",62.5,56,1018,4.94,4.92,3.08\n\"38314\",0.44,\"Premium\",\"F\",\"VS2\",61.1,62,1018,4.98,4.92,3.03\n\"38315\",0.44,\"Good\",\"F\",\"SI1\",56.9,61,1018,5.12,5.07,2.9\n\"38316\",0.41,\"Very Good\",\"E\",\"VVS2\",63.8,58,1019,4.67,4.7,2.99\n\"38317\",0.52,\"Very Good\",\"J\",\"SI1\",62.5,59,1019,5.14,5.16,3.22\n\"38318\",0.41,\"Ideal\",\"D\",\"VS1\",62.6,55,1019,4.75,4.77,2.98\n\"38319\",0.52,\"Ideal\",\"I\",\"SI1\",62,54,1019,5.17,5.19,3.21\n\"38320\",0.57,\"Ideal\",\"G\",\"I1\",59.5,57,1019,5.46,5.42,3.24\n\"38321\",0.5,\"Very Good\",\"F\",\"SI2\",63.1,60,1020,5,5.04,3.17\n\"38322\",0.5,\"Very Good\",\"F\",\"SI2\",62.9,57,1020,5.02,5.06,3.17\n\"38323\",0.5,\"Very Good\",\"F\",\"SI2\",62.5,56,1020,5.05,5.09,3.17\n\"38324\",0.4,\"Ideal\",\"E\",\"VS2\",61.9,54,1020,4.74,4.73,2.93\n\"38325\",0.53,\"Ideal\",\"H\",\"SI2\",61.6,54,1020,5.22,5.26,3.23\n\"38326\",0.53,\"Ideal\",\"H\",\"SI2\",61.9,54,1020,5.21,5.23,3.23\n\"38327\",0.5,\"Ideal\",\"F\",\"SI2\",61.3,58,1020,5.1,5.12,3.13\n\"38328\",0.32,\"Premium\",\"E\",\"VVS1\",60.8,58,1020,4.41,4.38,2.67\n\"38329\",0.32,\"Premium\",\"E\",\"VVS1\",60.5,58,1020,4.47,4.42,2.69\n\"38330\",0.32,\"Ideal\",\"E\",\"VVS1\",61.7,55,1020,4.42,4.39,2.72\n\"38331\",0.32,\"Ideal\",\"E\",\"VVS1\",60.9,57,1020,4.45,4.42,2.7\n\"38332\",0.32,\"Ideal\",\"E\",\"VVS1\",61.6,56,1020,4.42,4.41,2.72\n\"38333\",0.32,\"Ideal\",\"E\",\"VVS1\",61.3,57,1020,4.43,4.38,2.7\n\"38334\",0.32,\"Ideal\",\"E\",\"VVS1\",61.7,56,1020,4.42,4.4,2.72\n\"38335\",0.32,\"Premium\",\"E\",\"VVS1\",61.8,59,1020,4.39,4.35,2.7\n\"38336\",0.32,\"Ideal\",\"E\",\"VVS1\",61.9,55,1020,4.41,4.38,2.72\n\"38337\",0.51,\"Premium\",\"J\",\"SI1\",62.6,59,1020,5.1,5.06,3.18\n\"38338\",0.32,\"Ideal\",\"G\",\"IF\",60.5,57,1020,4.44,4.42,2.68\n\"38339\",0.32,\"Premium\",\"G\",\"IF\",59.4,59,1020,4.51,4.48,2.67\n\"38340\",0.32,\"Ideal\",\"G\",\"IF\",61.8,55,1020,4.43,4.41,2.73\n\"38341\",0.32,\"Premium\",\"G\",\"IF\",59.9,58,1020,4.43,4.42,2.65\n\"38342\",0.32,\"Premium\",\"G\",\"IF\",62,60,1020,4.41,4.37,2.72\n\"38343\",0.32,\"Ideal\",\"G\",\"IF\",62.9,55,1020,4.41,4.37,2.76\n\"38344\",0.32,\"Premium\",\"G\",\"IF\",61.8,55,1020,4.45,4.39,2.73\n\"38345\",0.32,\"Ideal\",\"G\",\"IF\",62.4,55,1020,4.42,4.4,2.75\n\"38346\",0.32,\"Ideal\",\"G\",\"IF\",61.2,57,1020,4.43,4.4,2.7\n\"38347\",0.32,\"Ideal\",\"G\",\"IF\",60.9,56,1020,4.43,4.41,2.69\n\"38348\",0.48,\"Premium\",\"F\",\"SI1\",59.6,59,1020,5.13,5.11,3.05\n\"38349\",0.5,\"Premium\",\"G\",\"I1\",62.2,59,1020,5.07,5.03,3.14\n\"38350\",0.4,\"Ideal\",\"G\",\"SI1\",62.6,55,1020,4.71,4.69,2.93\n\"38351\",0.34,\"Premium\",\"F\",\"VS1\",61.5,55,1020,4.58,4.49,2.79\n\"38352\",0.51,\"Premium\",\"J\",\"VS2\",61.5,58,1020,5.14,5.1,3.15\n\"38353\",0.47,\"Very Good\",\"F\",\"SI1\",61.1,61,1021,4.97,5.01,3.05\n\"38354\",0.36,\"Ideal\",\"F\",\"VVS1\",61.5,54,1021,4.59,4.62,2.83\n\"38355\",0.33,\"Ideal\",\"F\",\"VVS1\",61.8,57,1021,4.47,4.43,2.75\n\"38356\",0.33,\"Ideal\",\"F\",\"VVS1\",61.9,56,1021,4.47,4.42,2.75\n\"38357\",0.33,\"Ideal\",\"D\",\"VVS2\",60.9,57,1021,4.48,4.46,2.72\n\"38358\",0.33,\"Ideal\",\"F\",\"VVS1\",62.4,55,1021,4.42,4.4,2.75\n\"38359\",0.33,\"Ideal\",\"F\",\"VVS1\",61.7,57,1021,4.47,4.44,2.75\n\"38360\",0.33,\"Ideal\",\"F\",\"VVS1\",62.4,55,1021,4.47,4.44,2.78\n\"38361\",0.33,\"Ideal\",\"F\",\"VVS1\",61.9,55,1021,4.44,4.42,2.74\n\"38362\",0.33,\"Ideal\",\"F\",\"VVS1\",61.8,57,1021,4.46,4.44,2.75\n\"38363\",0.33,\"Ideal\",\"D\",\"VVS2\",61.1,56,1021,4.46,4.44,2.72\n\"38364\",0.4,\"Premium\",\"H\",\"VS1\",61.3,59,1021,4.79,4.74,2.92\n\"38365\",0.38,\"Premium\",\"D\",\"VS2\",60.8,58,1021,4.73,4.68,2.86\n\"38366\",0.6,\"Very 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Good\",\"H\",\"SI1\",60,55,1148,5.2,5.23,3.13\n\"40534\",0.38,\"Premium\",\"G\",\"IF\",62.5,60,1148,4.61,4.64,2.89\n\"40535\",0.43,\"Ideal\",\"F\",\"VVS2\",61.5,55,1148,4.85,4.88,2.99\n\"40536\",0.39,\"Ideal\",\"F\",\"VVS1\",61.7,57,1148,4.68,4.71,2.89\n\"40537\",0.51,\"Ideal\",\"G\",\"SI2\",62.1,56,1148,5.1,5.13,3.18\n\"40538\",0.34,\"Ideal\",\"F\",\"IF\",60.7,57,1148,4.53,4.5,2.74\n\"40539\",0.36,\"Premium\",\"G\",\"IF\",62.5,60,1148,4.53,4.49,2.82\n\"40540\",0.36,\"Premium\",\"G\",\"IF\",61,59,1148,4.6,4.55,2.79\n\"40541\",0.36,\"Ideal\",\"G\",\"IF\",61.6,55,1148,4.59,4.57,2.82\n\"40542\",0.41,\"Premium\",\"G\",\"VVS1\",59.7,60,1148,4.85,4.83,2.89\n\"40543\",0.35,\"Premium\",\"E\",\"IF\",59,61,1148,4.64,4.62,2.73\n\"40544\",0.61,\"Very Good\",\"J\",\"SI1\",60.8,58,1149,5.46,5.49,3.33\n\"40545\",0.55,\"Very Good\",\"I\",\"SI1\",63.6,57,1149,5.15,5.19,3.29\n\"40546\",0.45,\"Good\",\"D\",\"VS2\",63.7,61,1149,4.81,4.73,3.04\n\"40547\",0.42,\"Ideal\",\"G\",\"VVS1\",61.9,56,1150,4.8,4.85,2.98\n\"40548\",0.52,\"Ideal\",\"G\",\"SI2\",61.3,56,1150,5.19,5.22,3.19\n\"40549\",0.41,\"Good\",\"F\",\"VVS2\",59.2,63,1150,4.82,4.87,2.87\n\"40550\",0.4,\"Ideal\",\"E\",\"VS2\",61.4,57,1150,4.78,4.75,2.92\n\"40551\",0.57,\"Very Good\",\"I\",\"SI1\",61.1,61,1151,5.34,5.37,3.27\n\"40552\",0.41,\"Ideal\",\"D\",\"VS1\",61.3,54,1151,4.8,4.83,2.95\n\"40553\",0.41,\"Ideal\",\"F\",\"IF\",62.2,54,1151,4.76,4.79,2.97\n\"40554\",0.41,\"Very Good\",\"D\",\"VS1\",62.9,57,1151,4.73,4.75,2.98\n\"40555\",0.41,\"Ideal\",\"G\",\"VVS1\",61.7,55,1151,4.77,4.79,2.95\n\"40556\",0.41,\"Ideal\",\"D\",\"VS1\",61,57,1151,4.78,4.82,2.93\n\"40557\",0.41,\"Ideal\",\"D\",\"VS1\",61.8,57,1151,4.75,4.8,2.95\n\"40558\",0.41,\"Ideal\",\"G\",\"VVS1\",62,56,1151,4.78,4.8,2.97\n\"40559\",0.41,\"Very 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Good\",\"G\",\"SI1\",60.6,61,1161,5.17,5.19,3.14\n\"40728\",0.62,\"Ideal\",\"I\",\"SI2\",62.5,55,1161,5.45,5.49,3.42\n\"40729\",0.51,\"Ideal\",\"H\",\"SI1\",62.1,54,1161,5.13,5.15,3.19\n\"40730\",0.51,\"Ideal\",\"H\",\"SI1\",61.3,57,1161,5.1,5.14,3.14\n\"40731\",0.35,\"Very Good\",\"D\",\"VVS2\",60,56,1162,4.61,4.63,2.77\n\"40732\",0.37,\"Ideal\",\"E\",\"VVS2\",61.6,55,1162,4.62,4.63,2.85\n\"40733\",0.35,\"Ideal\",\"D\",\"VVS2\",60.8,56,1162,4.58,4.6,2.79\n\"40734\",0.54,\"Ideal\",\"F\",\"SI2\",61.2,56,1162,5.27,5.28,3.23\n\"40735\",0.46,\"Very 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Good\",\"D\",\"VVS2\",62.6,55,1168,4.7,4.72,2.95\n\"40784\",0.61,\"Good\",\"E\",\"I1\",63.4,57.1,1168,5.37,5.43,3.42\n\"40785\",0.4,\"Ideal\",\"F\",\"VVS1\",61.4,56,1168,4.77,4.81,2.94\n\"40786\",0.4,\"Ideal\",\"F\",\"VVS1\",61.8,58,1168,4.72,4.76,2.93\n\"40787\",0.4,\"Ideal\",\"F\",\"VVS1\",62.3,54,1168,4.75,4.78,2.97\n\"40788\",0.4,\"Ideal\",\"F\",\"VVS1\",61.9,55,1168,4.75,4.78,2.95\n\"40789\",0.4,\"Ideal\",\"F\",\"VVS1\",61.7,55,1168,4.77,4.79,2.95\n\"40790\",0.31,\"Ideal\",\"F\",\"IF\",61.4,56,1168,4.37,4.42,2.7\n\"40791\",0.31,\"Ideal\",\"F\",\"IF\",61,56,1168,4.38,4.41,2.68\n\"40792\",0.31,\"Ideal\",\"F\",\"IF\",61.2,57,1168,4.35,4.38,2.67\n\"40793\",0.31,\"Ideal\",\"F\",\"IF\",61.4,56,1168,4.4,4.43,2.71\n\"40794\",0.46,\"Good\",\"F\",\"VS1\",59.9,61.9,1168,5.02,5.06,3.01\n\"40795\",0.46,\"Good\",\"F\",\"VS1\",61.6,62.2,1168,4.84,5,3.04\n\"40796\",0.41,\"Very 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Good\",\"H\",\"SI1\",62,57,1170,5.11,5.19,3.19\n\"40810\",0.51,\"Good\",\"E\",\"SI1\",63.6,59,1170,5.13,5.06,3.24\n\"40811\",0.52,\"Ideal\",\"G\",\"SI2\",61.5,56,1170,5.15,5.19,3.18\n\"40812\",0.54,\"Ideal\",\"I\",\"SI1\",60,59,1170,5.29,5.31,3.18\n\"40813\",0.54,\"Ideal\",\"I\",\"SI1\",62.4,55,1170,5.19,5.23,3.25\n\"40814\",0.52,\"Good\",\"F\",\"SI2\",61.5,60.5,1170,5.11,5.16,3.16\n\"40815\",0.39,\"Ideal\",\"D\",\"VS1\",61.9,57,1170,4.71,4.69,2.91\n\"40816\",0.32,\"Ideal\",\"E\",\"IF\",62.6,55,1170,4.41,4.38,2.75\n\"40817\",0.38,\"Ideal\",\"D\",\"VS1\",62.4,56,1170,4.68,4.64,2.91\n\"40818\",0.32,\"Ideal\",\"E\",\"IF\",61.9,56,1170,4.42,4.4,2.73\n\"40819\",0.32,\"Premium\",\"E\",\"IF\",61.6,58,1170,4.39,4.38,2.7\n\"40820\",0.39,\"Ideal\",\"D\",\"VS1\",62,57,1170,4.71,4.67,2.91\n\"40821\",0.51,\"Ideal\",\"E\",\"SI2\",63,56,1170,5.14,5.12,3.23\n\"40822\",0.39,\"Premium\",\"G\",\"VVS1\",59.9,59,1170,4.75,4.73,2.84\n\"40823\",0.39,\"Ideal\",\"G\",\"VVS1\",62.3,57,1170,4.7,4.64,2.91\n\"40824\",0.39,\"Premium\",\"G\",\"VVS1\",60.4,59,1170,4.75,4.72,2.86\n\"40825\",0.39,\"Ideal\",\"D\",\"VS1\",60.3,56,1170,4.77,4.71,2.86\n\"40826\",0.52,\"Very 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Good\",\"F\",\"SI2\",63,56,1173,5.34,5.26,3.34\n\"40846\",0.46,\"Premium\",\"E\",\"VS2\",61.5,60,1173,4.95,4.91,3.03\n\"40847\",0.46,\"Premium\",\"E\",\"VS2\",58.5,61,1173,5.1,5.05,2.97\n\"40848\",0.38,\"Ideal\",\"D\",\"VVS1\",62,57,1173,4.6,4.69,2.88\n\"40849\",0.53,\"Ideal\",\"I\",\"VS2\",61.9,54,1173,5.21,5.23,3.23\n\"40850\",0.56,\"Ideal\",\"G\",\"SI2\",61.9,54,1173,5.29,5.34,3.29\n\"40851\",0.55,\"Ideal\",\"G\",\"SI2\",62.1,56,1173,5.25,5.28,3.27\n\"40852\",0.54,\"Ideal\",\"F\",\"SI2\",61,56,1173,5.24,5.29,3.21\n\"40853\",0.57,\"Ideal\",\"I\",\"SI1\",62.5,55,1173,5.28,5.32,3.31\n\"40854\",0.53,\"Premium\",\"G\",\"SI2\",60.8,58,1173,5.21,5.19,3.16\n\"40855\",0.5,\"Ideal\",\"G\",\"SI1\",62.2,56,1173,5.13,5.08,3.17\n\"40856\",0.49,\"Very Good\",\"D\",\"SI1\",58.6,60,1174,5.14,5.2,3.03\n\"40857\",0.53,\"Very Good\",\"E\",\"SI2\",63,57,1174,5.13,5.16,3.24\n\"40858\",0.34,\"Ideal\",\"D\",\"VVS2\",61.3,56,1174,4.48,4.52,2.76\n\"40859\",0.34,\"Ideal\",\"F\",\"VVS1\",61.6,56,1174,4.5,4.53,2.78\n\"40860\",0.34,\"Ideal\",\"F\",\"VVS1\",61.1,56,1174,4.5,4.53,2.76\n\"40861\",0.33,\"Ideal\",\"E\",\"VVS1\",61.2,55,1174,4.48,4.51,2.75\n\"40862\",0.61,\"Fair\",\"J\",\"VS2\",58.2,56,1174,5.74,5.49,3.27\n\"40863\",0.52,\"Very Good\",\"E\",\"SI2\",62.4,59,1175,5.13,5.16,3.21\n\"40864\",0.56,\"Very Good\",\"I\",\"SI1\",61.8,56,1175,5.22,5.3,3.25\n\"40865\",0.52,\"Very Good\",\"H\",\"SI1\",59.3,59,1175,5.25,5.28,3.12\n\"40866\",0.55,\"Ideal\",\"F\",\"SI2\",62.4,56,1175,5.22,5.26,3.27\n\"40867\",0.55,\"Ideal\",\"F\",\"SI2\",62.3,57,1175,5.22,5.27,3.27\n\"40868\",0.55,\"Ideal\",\"F\",\"SI2\",61.2,56,1175,5.23,5.29,3.22\n\"40869\",0.55,\"Good\",\"H\",\"SI1\",63.6,55,1175,5.18,5.23,3.31\n\"40870\",0.55,\"Premium\",\"F\",\"SI2\",60.6,58,1175,5.28,5.31,3.21\n\"40871\",0.64,\"Ideal\",\"G\",\"SI2\",62.2,53,1175,5.54,5.56,3.45\n\"40872\",0.51,\"Ideal\",\"G\",\"SI1\",61.5,54,1175,5.17,5.21,3.19\n\"40873\",0.5,\"Good\",\"D\",\"SI2\",61.9,63,1175,5.05,5.07,3.13\n\"40874\",0.5,\"Fair\",\"H\",\"VS2\",65.1,59,1175,5.02,5.06,3.28\n\"40875\",0.73,\"Fair\",\"I\",\"I1\",66.1,58,1175,5.63,5.5,3.68\n\"40876\",0.5,\"Very Good\",\"I\",\"VS2\",61.7,58,1176,5.08,5.13,3.15\n\"40877\",0.42,\"Ideal\",\"E\",\"VVS1\",61.8,56,1176,4.81,4.83,2.98\n\"40878\",0.52,\"Ideal\",\"F\",\"SI2\",61.4,56,1176,5.18,5.21,3.19\n\"40879\",0.38,\"Ideal\",\"E\",\"VVS2\",61.6,55,1176,4.72,4.67,2.89\n\"40880\",0.33,\"Ideal\",\"D\",\"VVS1\",61,55,1176,4.52,4.47,2.74\n\"40881\",0.57,\"Very Good\",\"I\",\"SI1\",63.3,56,1176,5.29,5.27,3.34\n\"40882\",0.38,\"Ideal\",\"E\",\"VVS2\",62.2,56,1176,4.65,4.58,2.87\n\"40883\",0.38,\"Ideal\",\"E\",\"VVS2\",61.9,57,1176,4.65,4.63,2.87\n\"40884\",0.38,\"Ideal\",\"E\",\"VVS2\",61.6,55,1176,4.66,4.63,2.86\n\"40885\",0.57,\"Premium\",\"J\",\"VS2\",60.2,62,1176,5.4,5.33,3.23\n\"40886\",0.57,\"Premium\",\"F\",\"SI2\",61.7,59,1176,5.34,5.31,3.29\n\"40887\",0.57,\"Premium\",\"F\",\"SI2\",61.4,56,1176,5.38,5.29,3.28\n\"40888\",0.56,\"Premium\",\"G\",\"SI1\",61.7,58,1176,5.31,5.29,3.27\n\"40889\",0.42,\"Premium\",\"F\",\"VS1\",62.7,61,1176,4.77,4.74,2.98\n\"40890\",0.56,\"Fair\",\"F\",\"SI1\",61.6,61,1176,5.38,5.21,3.26\n\"40891\",0.5,\"Fair\",\"E\",\"SI1\",65,58,1176,4.98,4.9,3.21\n\"40892\",0.38,\"Ideal\",\"E\",\"VVS2\",62,57,1176,4.62,4.61,2.86\n\"40893\",0.51,\"Premium\",\"E\",\"SI2\",61.8,58,1177,5.08,5.11,3.15\n\"40894\",0.51,\"Ideal\",\"E\",\"SI2\",62.7,53,1177,5.09,5.12,3.2\n\"40895\",0.42,\"Ideal\",\"E\",\"VS1\",60.6,57,1177,4.84,4.86,2.94\n\"40896\",0.44,\"Ideal\",\"H\",\"IF\",61.9,54,1177,4.9,4.95,3.05\n\"40897\",0.44,\"Ideal\",\"H\",\"IF\",61.4,55,1177,4.92,4.95,3.03\n\"40898\",0.41,\"Ideal\",\"D\",\"VS2\",59.7,57,1177,4.87,4.84,2.9\n\"40899\",0.41,\"Ideal\",\"D\",\"VS2\",61.7,55,1177,4.8,4.76,2.95\n\"40900\",0.47,\"Very Good\",\"H\",\"VS2\",57.2,60,1178,5.18,5.21,2.97\n\"40901\",0.45,\"Ideal\",\"H\",\"VVS1\",61.8,57,1178,4.92,4.95,3.05\n\"40902\",0.5,\"Ideal\",\"H\",\"SI1\",62,56,1178,5.09,5.12,3.16\n\"40903\",0.54,\"Ideal\",\"H\",\"SI1\",62.1,56,1178,5.18,5.26,3.24\n\"40904\",0.47,\"Ideal\",\"I\",\"IF\",62.2,55,1178,4.99,5.01,3.11\n\"40905\",0.5,\"Very Good\",\"H\",\"VS2\",61.8,63,1178,5.08,5.05,3.13\n\"40906\",0.5,\"Premium\",\"D\",\"SI2\",58.5,60,1178,5.21,5.19,3.04\n\"40907\",0.55,\"Very Good\",\"J\",\"VS2\",62.9,54,1179,5.23,5.29,3.31\n\"40908\",0.46,\"Very Good\",\"G\",\"VS1\",61.4,59.7,1179,4.94,4.97,3.05\n\"40909\",0.56,\"Very 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Good\",\"D\",\"VS1\",61.2,58,1199,4.82,4.88,2.97\n\"41155\",0.41,\"Ideal\",\"G\",\"VVS2\",61.7,55,1199,4.81,4.85,2.98\n\"41156\",0.4,\"Ideal\",\"G\",\"IF\",61.2,56,1199,4.74,4.77,2.91\n\"41157\",0.48,\"Good\",\"G\",\"VS1\",58.6,62,1199,5.14,5.2,3.03\n\"41158\",0.52,\"Good\",\"E\",\"SI2\",60.5,62,1199,5.15,5.2,3.13\n\"41159\",0.38,\"Very Good\",\"F\",\"VVS1\",61.6,58,1200,4.61,4.65,2.85\n\"41160\",0.38,\"Ideal\",\"D\",\"VVS2\",61.5,57,1200,4.63,4.67,2.86\n\"41161\",0.38,\"Ideal\",\"F\",\"VVS1\",61.9,54,1200,4.67,4.7,2.9\n\"41162\",0.38,\"Ideal\",\"D\",\"VVS2\",61.3,56,1200,4.63,4.73,2.87\n\"41163\",0.38,\"Very Good\",\"D\",\"VVS2\",61.9,56,1200,4.63,4.65,2.87\n\"41164\",0.52,\"Very Good\",\"E\",\"SI2\",62.9,56,1200,5.08,5.12,3.21\n\"41165\",0.38,\"Ideal\",\"F\",\"VVS1\",62.2,57,1200,4.64,4.68,2.9\n\"41166\",0.38,\"Very 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Good\",\"E\",\"VVS2\",60.5,58,1205,4.76,4.8,2.89\n\"41203\",0.46,\"Good\",\"D\",\"VS2\",63.2,56,1205,4.89,4.92,3.1\n\"41204\",0.41,\"Ideal\",\"F\",\"VVS1\",61.2,57,1205,4.79,4.85,2.95\n\"41205\",0.53,\"Ideal\",\"H\",\"SI1\",62.2,54,1205,5.18,5.23,3.24\n\"41206\",0.53,\"Ideal\",\"H\",\"SI1\",62,54,1205,5.17,5.22,3.22\n\"41207\",0.53,\"Ideal\",\"H\",\"SI1\",61.5,54,1205,5.21,5.26,3.22\n\"41208\",0.51,\"Premium\",\"E\",\"SI2\",62,57,1205,5.13,5.09,3.17\n\"41209\",0.51,\"Premium\",\"E\",\"SI2\",62.7,52,1205,5.15,5.12,3.22\n\"41210\",0.51,\"Ideal\",\"E\",\"SI2\",61,56,1205,5.2,5.16,3.16\n\"41211\",0.51,\"Premium\",\"E\",\"SI2\",60.3,56,1205,5.22,5.19,3.14\n\"41212\",0.53,\"Premium\",\"G\",\"SI1\",62.1,62,1206,5.15,5.13,3.19\n\"41213\",0.56,\"Premium\",\"E\",\"SI2\",62.6,59,1206,5.2,5.24,3.27\n\"41214\",0.52,\"Ideal\",\"H\",\"SI1\",61.5,56,1206,5.16,5.21,3.19\n\"41215\",0.4,\"Ideal\",\"F\",\"VVS1\",61.7,57,1206,4.75,4.72,2.92\n\"41216\",0.4,\"Ideal\",\"F\",\"VVS1\",61.5,56,1206,4.77,4.73,2.92\n\"41217\",0.4,\"Premium\",\"D\",\"VVS2\",62,61,1206,4.72,4.7,2.92\n\"41218\",0.7,\"Premium\",\"G\",\"I1\",62.3,56,1206,5.66,5.61,3.51\n\"41219\",0.43,\"Premium\",\"G\",\"VVS1\",62,59,1207,4.8,4.82,2.98\n\"41220\",0.43,\"Ideal\",\"G\",\"VVS1\",61.5,56,1207,4.85,4.87,2.99\n\"41221\",0.43,\"Very Good\",\"G\",\"VVS1\",62.3,59,1207,4.77,4.83,2.99\n\"41222\",0.43,\"Ideal\",\"G\",\"VVS1\",61.4,55,1207,4.86,4.91,3\n\"41223\",0.43,\"Ideal\",\"G\",\"VVS1\",62,55,1207,4.82,4.85,3\n\"41224\",0.43,\"Premium\",\"G\",\"VVS1\",60.3,58,1207,4.87,4.91,2.95\n\"41225\",0.43,\"Premium\",\"G\",\"VVS1\",60.9,58,1207,4.88,4.91,2.98\n\"41226\",0.43,\"Ideal\",\"G\",\"VVS1\",60.5,57,1207,4.86,4.92,2.96\n\"41227\",0.43,\"Ideal\",\"D\",\"VS1\",62.1,56,1207,4.85,4.87,3.02\n\"41228\",0.43,\"Very Good\",\"G\",\"VVS1\",61.3,57,1207,4.85,4.87,2.98\n\"41229\",0.43,\"Premium\",\"G\",\"VVS1\",62.2,58,1207,4.78,4.83,2.99\n\"41230\",0.4,\"Very Good\",\"E\",\"IF\",62.9,58,1207,4.68,4.77,2.97\n\"41231\",0.43,\"Ideal\",\"D\",\"VS1\",61.6,56,1207,4.85,4.86,2.99\n\"41232\",0.43,\"Ideal\",\"D\",\"VS1\",62.1,55,1207,4.83,4.86,3.01\n\"41233\",0.43,\"Ideal\",\"D\",\"VS1\",61.9,55,1207,4.85,4.87,3.01\n\"41234\",0.44,\"Ideal\",\"G\",\"VVS1\",60.3,57,1207,4.92,4.96,2.98\n\"41235\",0.33,\"Ideal\",\"E\",\"VVS1\",61.6,56,1207,4.44,4.46,2.74\n\"41236\",0.39,\"Premium\",\"E\",\"VVS2\",61.1,59,1207,4.74,4.68,2.88\n\"41237\",0.33,\"Ideal\",\"E\",\"IF\",61.9,57,1207,4.45,4.41,2.74\n\"41238\",0.33,\"Premium\",\"E\",\"IF\",60.8,58,1207,4.49,4.46,2.72\n\"41239\",0.33,\"Premium\",\"D\",\"VVS1\",61.8,58,1207,4.43,4.4,2.73\n\"41240\",0.57,\"Very 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Good\",\"H\",\"SI1\",61.8,56,1219,5.34,5.38,3.31\n\"41361\",0.38,\"Ideal\",\"H\",\"VVS1\",60.7,55,1219,4.71,4.74,2.87\n\"41362\",0.52,\"Premium\",\"H\",\"SI1\",62.6,55,1219,5.16,5.12,3.22\n\"41363\",0.52,\"Very Good\",\"H\",\"SI1\",63.1,57,1219,5.14,5.09,3.23\n\"41364\",0.52,\"Premium\",\"F\",\"SI2\",61.7,58,1219,5.16,5.12,3.17\n\"41365\",0.65,\"Premium\",\"I\",\"SI2\",60.7,58,1219,5.65,5.62,3.42\n\"41366\",0.5,\"Premium\",\"H\",\"SI1\",62.1,60,1219,5.06,5.02,3.13\n\"41367\",0.43,\"Very Good\",\"H\",\"VVS1\",60.2,55,1220,4.92,4.95,2.97\n\"41368\",0.5,\"Very Good\",\"F\",\"SI1\",63.2,57,1220,5.03,5.06,3.19\n\"41369\",0.4,\"Very Good\",\"G\",\"IF\",61.2,57,1220,4.77,4.79,2.92\n\"41370\",0.51,\"Very Good\",\"G\",\"SI1\",63,53,1220,5.1,5.13,3.22\n\"41371\",0.51,\"Good\",\"G\",\"SI1\",63.6,55,1220,5.03,5.06,3.21\n\"41372\",0.51,\"Good\",\"F\",\"SI1\",63.1,54,1220,5.06,5.12,3.21\n\"41373\",0.51,\"Very 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Good\",\"D\",\"VVS2\",59.1,59.9,1225,4.71,4.75,2.79\n\"41409\",0.49,\"Premium\",\"G\",\"VS2\",61,59,1225,5.13,5.06,3.11\n\"41410\",0.56,\"Premium\",\"F\",\"SI2\",59.1,58,1225,5.44,5.38,3.2\n\"41411\",0.5,\"Fair\",\"F\",\"VS2\",64.9,58,1225,4.99,4.9,3.21\n\"41412\",0.47,\"Very Good\",\"F\",\"VS2\",59.6,58.1,1226,5.07,5.11,3.03\n\"41413\",0.53,\"Good\",\"D\",\"SI2\",63.9,55,1226,5.1,5.14,3.27\n\"41414\",0.53,\"Very Good\",\"D\",\"SI2\",59.3,61,1226,5.26,5.29,3.13\n\"41415\",0.47,\"Ideal\",\"F\",\"VS2\",60.7,56.1,1226,5.02,5.08,3.07\n\"41416\",0.4,\"Ideal\",\"D\",\"VS2\",61.6,55,1226,4.75,4.79,2.94\n\"41417\",0.53,\"Ideal\",\"H\",\"SI1\",62.4,59,1226,5.18,5.21,3.24\n\"41418\",0.47,\"Good\",\"G\",\"VS2\",60.1,60.3,1226,5.02,5.07,3.03\n\"41419\",0.55,\"Premium\",\"G\",\"SI1\",60.7,56,1226,5.38,5.32,3.25\n\"41420\",0.52,\"Ideal\",\"F\",\"SI2\",60.9,57,1226,5.22,5.2,3.17\n\"41421\",0.58,\"Premium\",\"F\",\"SI2\",63,56,1226,5.34,5.26,3.34\n\"41422\",0.52,\"Very 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Good\",\"H\",\"SI1\",62.4,58,389,4.23,4.29,2.66\n\"41587\",0.3,\"Ideal\",\"I\",\"VS2\",62.1,58,389,4.27,4.29,2.66\n\"41588\",0.3,\"Ideal\",\"H\",\"SI1\",61.9,54,389,4.33,4.36,2.69\n\"41589\",0.23,\"Very Good\",\"H\",\"VVS2\",59.2,61,389,4,4.04,2.38\n\"41590\",0.32,\"Very Good\",\"J\",\"SI1\",62.3,57,389,4.33,4.44,2.73\n\"41591\",0.31,\"Premium\",\"H\",\"SI2\",59.5,59,390,4.39,4.45,2.63\n\"41592\",0.23,\"Very Good\",\"G\",\"VS1\",62.2,55,391,3.93,3.95,2.45\n\"41593\",0.24,\"Very Good\",\"G\",\"VS1\",61.2,56,391,4,4.03,2.46\n\"41594\",0.24,\"Very Good\",\"G\",\"VS1\",62.4,56,391,3.99,4.03,2.5\n\"41595\",0.23,\"Very 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Good\",\"D\",\"SI2\",63.2,56,1243,5.05,5.01,3.18\n\"41724\",0.41,\"Ideal\",\"H\",\"IF\",61.8,55,1243,4.79,4.76,2.95\n\"41725\",0.41,\"Ideal\",\"H\",\"IF\",62.9,54,1243,4.74,4.71,2.97\n\"41726\",0.41,\"Ideal\",\"H\",\"IF\",62.1,56,1243,4.76,4.74,2.95\n\"41727\",0.41,\"Ideal\",\"E\",\"VVS2\",60,57,1243,4.85,4.81,2.9\n\"41728\",0.41,\"Premium\",\"E\",\"VVS2\",60.9,60,1243,4.82,4.81,2.93\n\"41729\",0.41,\"Ideal\",\"E\",\"VVS2\",62.2,54,1243,4.79,4.76,2.97\n\"41730\",0.41,\"Ideal\",\"E\",\"VVS2\",61.4,56,1243,4.81,4.77,2.94\n\"41731\",0.41,\"Ideal\",\"E\",\"VVS2\",61,56,1243,4.82,4.79,2.93\n\"41732\",0.41,\"Ideal\",\"E\",\"VVS2\",61.5,55,1243,4.83,4.79,2.96\n\"41733\",0.41,\"Ideal\",\"E\",\"VVS2\",61.1,56,1243,4.85,4.8,2.95\n\"41734\",0.41,\"Ideal\",\"E\",\"VVS2\",62.8,54,1243,4.77,4.72,2.98\n\"41735\",0.41,\"Premium\",\"E\",\"VVS2\",61.8,59,1243,4.78,4.74,2.94\n\"41736\",0.41,\"Ideal\",\"E\",\"VVS2\",61.9,56,1243,4.78,4.75,2.95\n\"41737\",0.41,\"Ideal\",\"E\",\"VVS2\",62.3,56,1243,4.78,4.75,2.97\n\"41738\",0.41,\"Ideal\",\"E\",\"VVS2\",61.8,57,1243,4.8,4.75,2.95\n\"41739\",0.41,\"Ideal\",\"E\",\"VVS2\",60.9,56,1243,4.81,4.75,2.91\n\"41740\",0.41,\"Ideal\",\"E\",\"VVS2\",61.4,57,1243,4.79,4.76,2.93\n\"41741\",0.41,\"Ideal\",\"E\",\"VVS2\",62,56,1243,4.76,4.72,2.94\n\"41742\",0.5,\"Ideal\",\"D\",\"SI2\",62.8,56,1243,5.06,5.03,3.17\n\"41743\",0.5,\"Premium\",\"D\",\"SI2\",62.6,58,1243,5.04,4.96,3.13\n\"41744\",0.51,\"Very 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Good\",\"E\",\"VS2\",62.6,58,1245,4.91,4.96,3.09\n\"41759\",0.43,\"Ideal\",\"H\",\"IF\",62.2,55,1245,4.84,4.87,3.02\n\"41760\",0.43,\"Very Good\",\"E\",\"VVS2\",60.8,57,1245,4.89,4.92,2.98\n\"41761\",0.43,\"Ideal\",\"E\",\"VVS2\",62,57,1245,4.84,4.87,3.01\n\"41762\",0.42,\"Ideal\",\"G\",\"VVS1\",62.8,55,1245,4.78,4.8,3.01\n\"41763\",0.38,\"Ideal\",\"E\",\"VVS1\",61.9,53.7,1245,4.66,4.67,2.89\n\"41764\",0.38,\"Ideal\",\"E\",\"VVS1\",62.4,53.2,1245,4.62,4.66,2.9\n\"41765\",0.44,\"Ideal\",\"I\",\"VS1\",61.4,55,1245,4.89,4.92,3.01\n\"41766\",0.52,\"Ideal\",\"H\",\"SI1\",61.7,55,1245,5.17,5.21,3.2\n\"41767\",0.53,\"Ideal\",\"H\",\"SI1\",61.1,55,1245,5.24,5.28,3.21\n\"41768\",0.46,\"Good\",\"G\",\"VVS2\",60.2,60.5,1245,4.98,5.04,3.02\n\"41769\",0.44,\"Very 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Good\",\"F\",\"SI2\",58.6,59,1247,5.53,5.57,3.25\n\"41779\",0.35,\"Premium\",\"D\",\"VVS1\",60.8,58,1247,4.55,4.53,2.76\n\"41780\",0.35,\"Ideal\",\"D\",\"VVS1\",61.5,57,1247,4.55,4.52,2.79\n\"41781\",0.57,\"Premium\",\"H\",\"SI1\",61.6,58,1247,5.37,5.34,3.3\n\"41782\",0.57,\"Ideal\",\"H\",\"SI1\",62.1,57,1247,5.32,5.3,3.3\n\"41783\",0.54,\"Ideal\",\"D\",\"SI2\",61.3,57,1247,5.27,5.24,3.22\n\"41784\",0.57,\"Premium\",\"F\",\"SI2\",60.4,58,1247,5.4,5.37,3.25\n\"41785\",0.54,\"Very Good\",\"H\",\"SI1\",61,57,1248,5.22,5.27,3.2\n\"41786\",0.59,\"Ideal\",\"E\",\"SI2\",61.6,54,1248,5.42,5.45,3.35\n\"41787\",0.55,\"Ideal\",\"H\",\"SI1\",61.5,54,1248,5.3,5.33,3.27\n\"41788\",0.39,\"Ideal\",\"E\",\"IF\",62.5,57,1248,4.7,4.74,2.95\n\"41789\",0.31,\"Premium\",\"D\",\"IF\",60.2,59,1248,4.42,4.39,2.65\n\"41790\",0.52,\"Premium\",\"G\",\"SI1\",62.6,58,1249,5.13,5.1,3.2\n\"41791\",0.41,\"Very Good\",\"E\",\"VVS2\",61.6,60,1249,4.75,4.77,2.93\n\"41792\",0.41,\"Very Good\",\"E\",\"VVS1\",62.9,58,1249,4.72,4.75,2.98\n\"41793\",0.54,\"Good\",\"D\",\"SI2\",63.2,57,1249,5.16,5.19,3.27\n\"41794\",0.52,\"Premium\",\"G\",\"SI1\",62.7,58,1249,5.13,5.07,3.2\n\"41795\",0.52,\"Premium\",\"G\",\"SI1\",60.6,61,1249,5.19,5.17,3.14\n\"41796\",0.49,\"Fair\",\"D\",\"VS2\",57.5,68,1249,5.18,5.11,2.96\n\"41797\",0.5,\"Ideal\",\"E\",\"SI1\",60.6,57,1250,5.19,5.14,3.13\n\"41798\",0.6,\"Very Good\",\"E\",\"SI2\",63.2,60,1250,5.32,5.28,3.35\n\"41799\",0.6,\"Very Good\",\"E\",\"SI2\",63.2,60,1250,5.32,5.28,3.35\n\"41800\",0.4,\"Very Good\",\"E\",\"VS1\",62.7,55,1250,4.69,4.72,2.95\n\"41801\",0.5,\"Very Good\",\"F\",\"SI1\",62.8,56,1250,5.03,5.06,3.17\n\"41802\",0.5,\"Very Good\",\"F\",\"SI1\",62.7,59,1250,5.04,5.07,3.17\n\"41803\",0.5,\"Very Good\",\"F\",\"SI1\",61.2,61,1250,5.06,5.1,3.11\n\"41804\",0.5,\"Very Good\",\"F\",\"SI1\",62.3,60,1250,5.07,5.11,3.17\n\"41805\",0.53,\"Very Good\",\"F\",\"SI1\",59.6,58,1250,5.28,5.33,3.16\n\"41806\",0.51,\"Premium\",\"G\",\"SI1\",62,56,1250,5.14,5.12,3.18\n\"41807\",0.5,\"Premium\",\"F\",\"SI1\",62.2,59,1250,5.07,5.03,3.14\n\"41808\",0.4,\"Ideal\",\"E\",\"VS1\",62.4,58,1250,4.7,4.72,2.94\n\"41809\",0.6,\"Ideal\",\"H\",\"SI2\",61.7,54,1250,5.44,5.48,3.37\n\"41810\",0.52,\"Ideal\",\"F\",\"SI1\",61.6,57,1250,5.16,5.19,3.19\n\"41811\",0.54,\"Good\",\"E\",\"SI2\",63.8,54,1250,5.18,5.17,3.3\n\"41812\",0.54,\"Ideal\",\"E\",\"SI2\",62.1,56,1250,5.22,5.18,3.23\n\"41813\",0.54,\"Premium\",\"E\",\"SI2\",61.9,58,1250,5.24,5.19,3.23\n\"41814\",0.54,\"Very Good\",\"E\",\"SI2\",63.4,56,1250,5.18,5.14,3.27\n\"41815\",0.43,\"Ideal\",\"F\",\"VVS2\",62.2,55,1250,4.85,4.83,3.01\n\"41816\",0.43,\"Ideal\",\"F\",\"VVS2\",61.8,57,1250,4.85,4.83,2.99\n\"41817\",0.43,\"Ideal\",\"F\",\"VVS2\",61.9,56,1250,4.84,4.82,2.99\n\"41818\",0.43,\"Premium\",\"F\",\"VVS2\",61.6,60,1250,4.86,4.82,2.98\n\"41819\",0.43,\"Ideal\",\"F\",\"VVS2\",61.9,56,1250,4.87,4.82,3\n\"41820\",0.6,\"Ideal\",\"G\",\"SI2\",59.1,56,1250,5.58,5.52,3.28\n\"41821\",0.85,\"Fair\",\"H\",\"I1\",66.9,54,1250,5.98,5.75,3.94\n\"41822\",0.5,\"Ideal\",\"D\",\"SI2\",61,57,1250,5.15,5.12,3.13\n\"41823\",0.5,\"Ideal\",\"D\",\"SI2\",62.3,54,1250,5.11,5.06,3.17\n\"41824\",0.51,\"Premium\",\"H\",\"SI1\",61.6,56,1250,5.19,5.14,3.18\n\"41825\",0.51,\"Very Good\",\"H\",\"VS2\",59.8,57,1251,5.22,5.25,3.13\n\"41826\",0.48,\"Very Good\",\"F\",\"VS2\",61.1,58,1251,5.05,5.11,3.11\n\"41827\",0.31,\"Ideal\",\"D\",\"IF\",61.1,56,1251,4.39,4.42,2.69\n\"41828\",0.42,\"Ideal\",\"G\",\"IF\",62,57,1251,4.8,4.82,2.98\n\"41829\",0.46,\"Ideal\",\"E\",\"VS2\",62.1,57,1251,4.93,4.89,3.05\n\"41830\",0.46,\"Ideal\",\"H\",\"VS2\",61.5,55,1252,4.98,5.01,3.07\n\"41831\",0.4,\"Ideal\",\"E\",\"VS1\",61.3,56,1252,4.76,4.8,2.93\n\"41832\",0.32,\"Good\",\"D\",\"IF\",57.8,56,1252,4.55,4.65,2.66\n\"41833\",0.62,\"Premium\",\"G\",\"SI1\",59.3,58,1253,5.6,5.56,3.31\n\"41834\",0.56,\"Ideal\",\"H\",\"SI1\",60.3,58,1253,5.35,5.4,3.24\n\"41835\",0.5,\"Fair\",\"D\",\"SI1\",64.6,59,1253,4.93,4.95,3.19\n\"41836\",0.62,\"Premium\",\"J\",\"VS2\",61.2,59,1253,5.52,5.42,3.35\n\"41837\",0.44,\"Premium\",\"F\",\"VVS2\",61.6,58,1253,4.89,4.85,3\n\"41838\",0.44,\"Ideal\",\"F\",\"VVS2\",60.9,55,1253,4.96,4.92,3.01\n\"41839\",0.5,\"Premium\",\"H\",\"VS1\",62.7,59,1253,5.03,4.98,3.14\n\"41840\",0.59,\"Very Good\",\"H\",\"SI2\",61.2,60,1254,5.38,5.43,3.31\n\"41841\",0.51,\"Ideal\",\"G\",\"SI1\",61.5,55.5,1254,5.13,5.19,3.17\n\"41842\",0.4,\"Good\",\"D\",\"VS1\",56.3,59,1254,4.94,4.97,2.79\n\"41843\",0.35,\"Ideal\",\"E\",\"IF\",61.4,56,1254,4.56,4.53,2.79\n\"41844\",0.35,\"Ideal\",\"E\",\"IF\",62.2,56,1254,4.52,4.51,2.81\n\"41845\",0.45,\"Good\",\"G\",\"VVS1\",64,57,1254,4.86,4.82,3.1\n\"41846\",0.41,\"Very Good\",\"F\",\"IF\",63.3,56,1255,4.69,4.75,2.99\n\"41847\",0.54,\"Very Good\",\"F\",\"SI1\",63,57,1255,5.18,5.23,3.28\n\"41848\",0.51,\"Good\",\"D\",\"SI1\",64,58,1255,5.03,5.06,3.23\n\"41849\",0.58,\"Ideal\",\"H\",\"SI1\",62.2,57,1255,5.34,5.37,3.33\n\"41850\",0.53,\"Ideal\",\"H\",\"SI1\",61.9,56,1255,5.17,5.23,3.22\n\"41851\",0.53,\"Ideal\",\"G\",\"SI1\",61.8,58,1255,5.16,5.19,3.2\n\"41852\",0.53,\"Ideal\",\"G\",\"SI1\",62,60,1255,5.18,5.2,3.22\n\"41853\",0.44,\"Ideal\",\"H\",\"IF\",62,57,1255,4.87,4.91,3.02\n\"41854\",0.39,\"Good\",\"D\",\"VVS2\",63.6,60.2,1255,4.58,4.62,2.93\n\"41855\",0.61,\"Ideal\",\"E\",\"I1\",63.4,57,1255,5.43,5.37,3.42\n\"41856\",0.61,\"Premium\",\"G\",\"SI1\",60.8,60,1255,5.42,5.42,3.31\n\"41857\",0.7,\"Good\",\"H\",\"I1\",57.4,63,1255,5.89,5.8,3.36\n\"41858\",0.55,\"Ideal\",\"F\",\"SI2\",61.1,56,1256,5.29,5.32,3.24\n\"41859\",0.46,\"Very Good\",\"E\",\"VS1\",62.9,52,1257,4.9,4.95,3.1\n\"41860\",0.59,\"Very Good\",\"I\",\"SI1\",61.7,55.2,1257,5.39,5.41,3.33\n\"41861\",0.59,\"Very Good\",\"J\",\"VS2\",60.8,56.6,1257,5.42,5.47,3.31\n\"41862\",0.33,\"Ideal\",\"D\",\"VVS1\",60.5,56,1257,4.5,4.53,2.73\n\"41863\",0.64,\"Ideal\",\"I\",\"SI2\",61.2,55,1257,5.54,5.6,3.41\n\"41864\",0.4,\"Ideal\",\"G\",\"IF\",61.1,56,1257,4.76,4.79,2.92\n\"41865\",0.4,\"Ideal\",\"G\",\"IF\",61.5,57,1257,4.72,4.76,2.91\n\"41866\",0.38,\"Premium\",\"F\",\"VVS1\",61.6,58,1257,4.65,4.61,2.85\n\"41867\",0.38,\"Ideal\",\"F\",\"VVS1\",61.9,54,1257,4.7,4.67,2.9\n\"41868\",0.38,\"Premium\",\"D\",\"VVS2\",61.9,56,1257,4.65,4.63,2.87\n\"41869\",0.38,\"Ideal\",\"D\",\"VVS2\",61.5,57,1257,4.67,4.63,2.86\n\"41870\",0.38,\"Ideal\",\"F\",\"VVS1\",62.2,57,1257,4.68,4.64,2.9\n\"41871\",0.38,\"Premium\",\"F\",\"VVS1\",61.6,58,1257,4.66,4.63,2.86\n\"41872\",0.38,\"Premium\",\"F\",\"VVS1\",59.2,58,1257,4.8,4.76,2.83\n\"41873\",0.38,\"Ideal\",\"D\",\"VVS2\",61.5,56,1257,4.66,4.64,2.86\n\"41874\",0.38,\"Premium\",\"D\",\"VVS2\",60,62,1257,4.73,4.7,2.83\n\"41875\",0.5,\"Very Good\",\"D\",\"SI1\",63.5,57,1257,5.09,5.05,3.22\n\"41876\",0.38,\"Ideal\",\"D\",\"VVS2\",61.3,56,1257,4.73,4.63,2.87\n\"41877\",0.5,\"Fair\",\"G\",\"VS1\",65.7,63,1257,4.97,4.87,3.23\n\"41878\",0.5,\"Fair\",\"G\",\"VS1\",67.6,56,1257,5.02,4.89,3.35\n\"41879\",0.5,\"Good\",\"D\",\"SI1\",63.9,56,1257,5.02,4.93,3.18\n\"41880\",0.57,\"Premium\",\"F\",\"SI1\",61.1,60,1257,5.44,5.33,3.24\n\"41881\",0.46,\"Very Good\",\"F\",\"VS2\",59.9,55,1258,5.06,5.08,3.04\n\"41882\",0.56,\"Good\",\"D\",\"SI2\",63.2,54,1258,5.24,5.26,3.32\n\"41883\",0.57,\"Ideal\",\"I\",\"VS2\",61.6,54,1258,5.35,5.4,3.31\n\"41884\",0.59,\"Ideal\",\"G\",\"SI2\",60.6,56,1258,5.44,5.46,3.3\n\"41885\",0.54,\"Ideal\",\"I\",\"VS2\",61.5,55,1259,5.25,5.29,3.24\n\"41886\",0.54,\"Ideal\",\"I\",\"VS2\",61.1,55,1259,5.27,5.31,3.23\n\"41887\",0.5,\"Ideal\",\"E\",\"SI1\",62.4,56,1259,5.03,5.07,3.15\n\"41888\",0.41,\"Ideal\",\"G\",\"IF\",62.4,54,1259,4.77,4.82,2.99\n\"41889\",0.41,\"Ideal\",\"G\",\"IF\",61.6,55,1259,4.78,4.83,2.96\n\"41890\",0.41,\"Ideal\",\"G\",\"IF\",62.4,54,1259,4.76,4.79,2.98\n\"41891\",0.41,\"Ideal\",\"G\",\"IF\",61.7,56,1259,4.78,4.81,2.96\n\"41892\",0.41,\"Ideal\",\"G\",\"IF\",61.7,56,1259,4.79,4.81,2.96\n\"41893\",0.5,\"Good\",\"G\",\"VS2\",59.3,65,1259,5.1,5.12,3.03\n\"41894\",0.5,\"Good\",\"E\",\"SI1\",61.8,62,1259,5.05,5.08,3.13\n\"41895\",0.56,\"Very Good\",\"E\",\"SI2\",63.5,57,1259,5.24,5.21,3.32\n\"41896\",0.51,\"Good\",\"G\",\"SI1\",63.7,55,1259,5.1,5.07,3.24\n\"41897\",0.55,\"Very Good\",\"F\",\"SI1\",62.9,58,1260,5.23,5.26,3.3\n\"41898\",0.44,\"Ideal\",\"F\",\"VVS1\",61.5,57,1260,4.86,4.9,3\n\"41899\",0.54,\"Ideal\",\"I\",\"VS2\",61.9,56,1260,5.2,5.26,3.24\n\"41900\",0.54,\"Ideal\",\"F\",\"SI1\",61.5,55,1260,5.23,5.28,3.23\n\"41901\",0.55,\"Ideal\",\"J\",\"VS2\",61.7,54,1260,5.34,5.29,3.28\n\"41902\",0.59,\"Very Good\",\"J\",\"VS2\",62.1,57,1261,5.34,5.39,3.33\n\"41903\",0.52,\"Very Good\",\"F\",\"SI1\",60,58,1261,5.21,5.26,3.14\n\"41904\",0.52,\"Very Good\",\"F\",\"SI1\",61.3,56,1261,5.2,5.24,3.2\n\"41905\",0.51,\"Very Good\",\"G\",\"SI1\",63.1,56,1261,5.08,5.16,3.23\n\"41906\",0.51,\"Very Good\",\"G\",\"SI1\",61.9,57,1261,5.09,5.15,3.17\n\"41907\",0.51,\"Very Good\",\"G\",\"SI1\",59.7,58,1261,5.2,5.26,3.12\n\"41908\",0.4,\"Very Good\",\"F\",\"IF\",62.9,55,1261,4.68,4.7,2.95\n\"41909\",0.43,\"Ideal\",\"F\",\"VVS1\",60.3,59,1261,4.89,4.93,2.96\n\"41910\",0.4,\"Ideal\",\"F\",\"IF\",61.8,55,1261,4.74,4.8,2.95\n\"41911\",0.47,\"Ideal\",\"E\",\"VS2\",61.7,56,1261,5.01,4.98,3.08\n\"41912\",0.49,\"Premium\",\"F\",\"VS2\",59.2,57,1261,5.21,5.16,3.07\n\"41913\",0.42,\"Very Good\",\"E\",\"VVS2\",59.4,60,1262,4.88,4.91,2.91\n\"41914\",0.6,\"Very Good\",\"J\",\"VS2\",60,59.4,1262,5.47,5.51,3.29\n\"41915\",0.5,\"Very Good\",\"H\",\"VS2\",62.8,58,1262,5.03,5.07,3.17\n\"41916\",0.58,\"Very Good\",\"H\",\"SI1\",62.4,55,1262,5.32,5.36,3.33\n\"41917\",0.52,\"Very Good\",\"I\",\"VS1\",61.5,56.3,1262,5.16,5.19,3.18\n\"41918\",0.57,\"Good\",\"D\",\"SI2\",63.8,57,1262,5.24,5.26,3.35\n\"41919\",1.03,\"Fair\",\"E\",\"I1\",78.2,54,1262,5.72,5.59,4.42\n\"41920\",0.48,\"Good\",\"G\",\"VS1\",57.8,60.9,1262,5.12,5.19,2.97\n\"41921\",0.45,\"Good\",\"F\",\"VS1\",60.1,61.8,1262,4.96,4.98,2.99\n\"41922\",0.53,\"Ideal\",\"E\",\"SI2\",63,57,1262,5.16,5.13,3.24\n\"41923\",0.46,\"Very Good\",\"D\",\"VS2\",63.2,56,1262,4.92,4.89,3.1\n\"41924\",0.5,\"Premium\",\"E\",\"SI2\",60.1,60,1262,5.13,5.05,3.06\n\"41925\",0.4,\"Ideal\",\"F\",\"VVS1\",62.5,57,1263,4.72,4.75,2.96\n\"41926\",0.4,\"Ideal\",\"F\",\"VVS1\",61.7,56,1263,4.72,4.75,2.92\n\"41927\",0.4,\"Premium\",\"F\",\"VVS1\",60.8,59,1263,4.74,4.76,2.89\n\"41928\",0.4,\"Premium\",\"D\",\"VVS2\",60.4,59,1263,4.76,4.77,2.88\n\"41929\",0.4,\"Ideal\",\"F\",\"VVS1\",61.3,56,1263,4.73,4.76,2.91\n\"41930\",0.4,\"Ideal\",\"F\",\"VVS1\",61.3,55,1263,4.75,4.78,2.92\n\"41931\",0.45,\"Very Good\",\"G\",\"VVS1\",60.1,58,1263,4.95,4.97,2.98\n\"41932\",0.4,\"Very Good\",\"D\",\"VVS2\",62.2,54,1263,4.75,4.77,2.96\n\"41933\",0.4,\"Ideal\",\"D\",\"VVS2\",61.9,56,1263,4.74,4.76,2.94\n\"41934\",0.4,\"Premium\",\"F\",\"VVS1\",61.1,59,1263,4.75,4.78,2.91\n\"41935\",0.4,\"Premium\",\"D\",\"VVS2\",60.7,60,1263,4.74,4.78,2.89\n\"41936\",0.4,\"Very Good\",\"F\",\"VVS1\",61.9,57,1263,4.69,4.71,2.91\n\"41937\",0.4,\"Ideal\",\"D\",\"VVS2\",62,56,1263,4.71,4.74,2.93\n\"41938\",0.4,\"Premium\",\"D\",\"VVS2\",60.8,59,1263,4.76,4.81,2.91\n\"41939\",0.45,\"Premium\",\"G\",\"VVS1\",60.8,58,1263,4.92,4.98,3.01\n\"41940\",0.4,\"Ideal\",\"F\",\"VVS1\",60.7,56,1263,4.77,4.79,2.9\n\"41941\",0.29,\"Very Good\",\"D\",\"VS1\",62.9,55,504,4.21,4.25,2.66\n\"41942\",0.28,\"Very Good\",\"H\",\"VVS1\",59.9,62,504,4.23,4.28,2.55\n\"41943\",0.28,\"Premium\",\"G\",\"VVS2\",60.2,60,504,4.24,4.26,2.56\n\"41944\",0.28,\"Very Good\",\"H\",\"VVS1\",61.5,58,504,4.17,4.22,2.58\n\"41945\",0.35,\"Premium\",\"H\",\"SI1\",62.4,58,504,4.47,4.54,2.81\n\"41946\",0.35,\"Very Good\",\"H\",\"SI1\",61.3,55,504,4.55,4.58,2.8\n\"41947\",0.35,\"Good\",\"H\",\"SI1\",63.2,57,504,4.48,4.51,2.84\n\"41948\",0.29,\"Ideal\",\"D\",\"VS1\",61.7,57,504,4.23,4.26,2.62\n\"41949\",0.35,\"Good\",\"H\",\"SI1\",63.3,54,504,4.51,4.53,2.86\n\"41950\",0.23,\"Very Good\",\"F\",\"VVS2\",61.2,55,505,3.97,4.01,2.44\n\"41951\",0.23,\"Very Good\",\"F\",\"VVS2\",60.4,61,505,3.93,3.95,2.38\n\"41952\",0.23,\"Very Good\",\"F\",\"VVS2\",63.3,57,505,3.91,3.93,2.48\n\"41953\",0.23,\"Very Good\",\"F\",\"VVS2\",62.9,57,505,3.9,3.95,2.47\n\"41954\",0.23,\"Very Good\",\"E\",\"VVS2\",61.6,61,505,3.92,3.97,2.43\n\"41955\",0.23,\"Very Good\",\"E\",\"VVS2\",60.6,60,505,3.93,3.99,2.4\n\"41956\",0.23,\"Very Good\",\"E\",\"VVS2\",62.6,59,505,3.93,3.96,2.47\n\"41957\",0.23,\"Very Good\",\"E\",\"VVS2\",61.2,60,505,3.97,4,2.44\n\"41958\",0.23,\"Very Good\",\"E\",\"VVS2\",61.9,60,505,3.93,3.96,2.44\n\"41959\",0.23,\"Very Good\",\"E\",\"VVS2\",60.8,61,505,3.91,3.94,2.39\n\"41960\",0.23,\"Very Good\",\"E\",\"VVS2\",61.3,57,505,3.97,4.02,2.45\n\"41961\",0.23,\"Very Good\",\"E\",\"VVS2\",64.1,58,505,3.85,3.89,2.48\n\"41962\",0.23,\"Very Good\",\"E\",\"VVS2\",61.4,62,505,3.9,3.95,2.41\n\"41963\",0.23,\"Very Good\",\"E\",\"VVS2\",61.6,57,505,3.95,3.97,2.44\n\"41964\",0.23,\"Very Good\",\"E\",\"VVS2\",62.3,55,505,3.9,3.93,2.44\n\"41965\",0.23,\"Very Good\",\"E\",\"VVS2\",62.7,55,505,3.9,3.95,2.46\n\"41966\",0.23,\"Very Good\",\"E\",\"VVS2\",61.1,59,505,3.94,3.98,2.42\n\"41967\",0.23,\"Very Good\",\"E\",\"VVS2\",61.1,58,505,3.93,3.99,2.42\n\"41968\",0.23,\"Very Good\",\"E\",\"VVS2\",62.8,58,505,3.92,3.94,2.47\n\"41969\",0.23,\"Very Good\",\"E\",\"VVS2\",61.2,60,505,3.92,3.96,2.41\n\"41970\",0.23,\"Very Good\",\"E\",\"VVS2\",61.4,60,505,3.93,3.98,2.43\n\"41971\",0.4,\"Ideal\",\"D\",\"VVS2\",61.3,56,1263,4.75,4.78,2.92\n\"41972\",0.4,\"Premium\",\"F\",\"VVS1\",60.2,59,1263,4.74,4.76,2.86\n\"41973\",0.4,\"Ideal\",\"D\",\"VVS2\",62.2,55,1263,4.72,4.74,2.94\n\"41974\",0.54,\"Good\",\"D\",\"SI1\",63.7,57,1263,5.22,5.14,3.3\n\"41975\",0.53,\"Ideal\",\"I\",\"VS1\",61.6,55,1263,5.21,5.25,3.22\n\"41976\",0.55,\"Premium\",\"F\",\"SI2\",60.6,58,1263,5.31,5.28,3.21\n\"41977\",0.55,\"Good\",\"H\",\"SI1\",63.6,55,1263,5.23,5.18,3.31\n\"41978\",0.55,\"Ideal\",\"F\",\"SI2\",62.4,56,1263,5.26,5.22,3.27\n\"41979\",0.55,\"Ideal\",\"F\",\"SI2\",62.3,57,1263,5.27,5.22,3.27\n\"41980\",0.55,\"Ideal\",\"F\",\"SI2\",61.2,56,1263,5.29,5.23,3.22\n\"41981\",0.51,\"Ideal\",\"D\",\"SI2\",61.9,56,1264,5.1,5.15,3.17\n\"41982\",0.51,\"Ideal\",\"D\",\"SI2\",62.5,55,1264,5.12,5.15,3.21\n\"41983\",0.51,\"Very Good\",\"D\",\"SI2\",62.8,57,1264,5.1,5.12,3.21\n\"41984\",0.51,\"Ideal\",\"D\",\"SI2\",59.8,55,1264,5.17,5.23,3.11\n\"41985\",0.51,\"Ideal\",\"D\",\"SI2\",61.1,56,1264,5.16,5.18,3.16\n\"41986\",0.51,\"Premium\",\"D\",\"SI2\",62,58,1264,5.08,5.12,3.16\n\"41987\",0.43,\"Ideal\",\"G\",\"VVS1\",60.5,57,1264,4.92,4.86,2.96\n\"41988\",0.43,\"Premium\",\"G\",\"VVS1\",60.3,58,1264,4.91,4.87,2.95\n\"41989\",0.43,\"Premium\",\"G\",\"VVS1\",60.9,58,1264,4.91,4.88,2.98\n\"41990\",0.43,\"Ideal\",\"G\",\"VVS1\",61.4,55,1264,4.91,4.86,3\n\"41991\",0.43,\"Premium\",\"G\",\"VVS1\",62.3,59,1264,4.83,4.77,2.99\n\"41992\",0.43,\"Premium\",\"G\",\"VVS1\",62.2,58,1264,4.83,4.78,2.99\n\"41993\",0.43,\"Premium\",\"G\",\"VVS1\",62,59,1264,4.82,4.8,2.98\n\"41994\",0.43,\"Ideal\",\"G\",\"VVS1\",62,55,1264,4.85,4.82,3\n\"41995\",0.43,\"Premium\",\"G\",\"VVS1\",61.3,57,1264,4.87,4.85,2.98\n\"41996\",0.43,\"Ideal\",\"G\",\"VVS1\",61.5,56,1264,4.87,4.85,2.99\n\"41997\",0.43,\"Ideal\",\"D\",\"VS1\",61.6,56,1264,4.86,4.85,2.99\n\"41998\",0.43,\"Ideal\",\"D\",\"VS1\",61.9,55,1264,4.87,4.85,3.01\n\"41999\",0.43,\"Ideal\",\"D\",\"VS1\",62.1,56,1264,4.87,4.85,3.02\n\"42000\",0.43,\"Ideal\",\"D\",\"VS1\",62.1,55,1264,4.86,4.83,3.01\n\"42001\",0.59,\"Premium\",\"H\",\"SI1\",62.4,58,1265,5.42,5.35,3.36\n\"42002\",0.51,\"Very Good\",\"F\",\"SI1\",62,54,1265,5.15,5.18,3.2\n\"42003\",0.59,\"Very Good\",\"F\",\"SI2\",63.7,57,1265,5.31,5.36,3.4\n\"42004\",0.58,\"Very Good\",\"E\",\"SI2\",63.5,60,1265,5.24,5.28,3.34\n\"42005\",0.51,\"Very Good\",\"E\",\"SI2\",58.3,63,1265,5.21,5.26,3.05\n\"42006\",0.59,\"Premium\",\"H\",\"SI1\",62.9,60,1265,5.34,5.24,3.33\n\"42007\",0.59,\"Ideal\",\"F\",\"SI2\",61.8,55,1265,5.41,5.44,3.35\n\"42008\",0.51,\"Ideal\",\"E\",\"SI2\",62.7,53,1265,5.12,5.09,3.2\n\"42009\",0.51,\"Premium\",\"E\",\"SI2\",61.7,58,1265,5.14,5.07,3.15\n\"42010\",0.59,\"Premium\",\"H\",\"SI1\",61.9,59,1265,5.43,5.34,3.33\n\"42011\",0.51,\"Premium\",\"E\",\"SI2\",61.8,58,1265,5.11,5.08,3.15\n\"42012\",0.58,\"Very Good\",\"J\",\"VS2\",62.9,58,1266,5.3,5.32,3.34\n\"42013\",0.51,\"Good\",\"E\",\"SI1\",57.4,62,1266,5.24,5.29,3.02\n\"42014\",0.35,\"Ideal\",\"D\",\"VVS1\",62,54,1266,4.56,4.57,2.83\n\"42015\",0.54,\"Ideal\",\"I\",\"VS2\",60.1,58,1266,5.28,5.34,3.19\n\"42016\",0.5,\"Ideal\",\"I\",\"VS1\",61,57,1266,5.11,5.13,3.12\n\"42017\",0.54,\"Ideal\",\"E\",\"SI2\",60.4,57,1266,5.27,5.3,3.19\n\"42018\",0.52,\"Ideal\",\"G\",\"SI1\",61.7,56,1266,5.18,5.22,3.21\n\"42019\",0.53,\"Premium\",\"F\",\"SI1\",62.2,58,1266,5.19,5.16,3.22\n\"42020\",0.57,\"Very Good\",\"I\",\"VS2\",62.2,55,1267,5.33,5.34,3.32\n\"42021\",0.46,\"Very Good\",\"E\",\"VS2\",59.8,59.6,1267,5.07,5.14,3.05\n\"42022\",0.52,\"Very Good\",\"F\",\"SI1\",62.6,58,1267,5.11,5.14,3.21\n\"42023\",0.52,\"Very Good\",\"F\",\"SI1\",63.7,58,1267,5.11,5.13,3.26\n\"42024\",0.52,\"Very Good\",\"G\",\"SI1\",59.4,60,1267,5.23,5.28,3.12\n\"42025\",0.52,\"Very Good\",\"G\",\"SI1\",60,57,1267,5.25,5.29,3.16\n\"42026\",0.53,\"Very Good\",\"G\",\"SI1\",62.5,55,1267,5.12,5.24,3.24\n\"42027\",0.38,\"Ideal\",\"E\",\"VVS1\",61.9,56,1267,4.64,4.67,2.88\n\"42028\",0.38,\"Ideal\",\"E\",\"VVS1\",62.4,56,1267,4.64,4.67,2.9\n\"42029\",0.38,\"Ideal\",\"E\",\"VVS1\",62.6,56,1267,4.6,4.64,2.89\n\"42030\",0.38,\"Premium\",\"E\",\"VVS1\",61.9,58,1267,4.62,4.66,2.87\n\"42031\",0.46,\"Good\",\"E\",\"VS2\",60.9,62,1267,4.93,4.96,3.01\n\"42032\",0.53,\"Good\",\"F\",\"SI1\",63.8,56,1268,5.13,5.16,3.28\n\"42033\",0.53,\"Ideal\",\"F\",\"SI1\",62.4,57,1268,5.18,5.21,3.24\n\"42034\",0.53,\"Good\",\"G\",\"SI1\",63.8,56,1268,5.14,5.18,3.29\n\"42035\",0.53,\"Good\",\"F\",\"SI1\",63.8,58,1268,5.12,5.17,3.28\n\"42036\",0.53,\"Premium\",\"G\",\"SI1\",61.3,58,1268,5.16,5.21,3.18\n\"42037\",0.53,\"Very Good\",\"F\",\"SI1\",62.9,57,1268,5.15,5.18,3.25\n\"42038\",0.51,\"Ideal\",\"I\",\"VS2\",60.5,58,1268,5.15,5.2,3.13\n\"42039\",0.54,\"Ideal\",\"H\",\"SI1\",61.1,56,1268,5.25,5.27,3.21\n\"42040\",0.53,\"Ideal\",\"H\",\"SI1\",61,56,1268,5.23,5.26,3.2\n\"42041\",0.53,\"Ideal\",\"H\",\"SI1\",60.8,56,1268,5.27,5.29,3.21\n\"42042\",0.53,\"Ideal\",\"H\",\"SI1\",61.3,55,1268,5.23,5.27,3.22\n\"42043\",0.48,\"Good\",\"F\",\"VS1\",61.5,60.7,1268,4.99,5.05,3.09\n\"42044\",0.51,\"Good\",\"D\",\"SI2\",63.8,56,1268,5.09,5.07,3.24\n\"42045\",0.51,\"Good\",\"D\",\"SI2\",63.9,55,1268,5.1,5.04,3.24\n\"42046\",0.51,\"Ideal\",\"E\",\"SI2\",58.3,62,1268,5.2,5.19,3.04\n\"42047\",0.51,\"Very Good\",\"H\",\"VS2\",63.5,60,1268,5.04,5.01,3.19\n\"42048\",0.55,\"Premium\",\"E\",\"SI2\",59.7,58,1269,5.33,5.35,3.19\n\"42049\",0.41,\"Ideal\",\"H\",\"VS1\",61.1,56,1269,4.83,4.86,2.96\n\"42050\",0.41,\"Ideal\",\"G\",\"IF\",61.5,57,1269,4.78,4.82,2.95\n\"42051\",0.42,\"Good\",\"E\",\"VVS2\",64.1,57,1269,4.7,4.73,3.02\n\"42052\",0.55,\"Premium\",\"H\",\"VS2\",59.9,61,1270,5.31,5.28,3.17\n\"42053\",0.57,\"Very Good\",\"J\",\"VS1\",62.9,57,1270,5.25,5.28,3.31\n\"42054\",0.55,\"Very Good\",\"H\",\"SI1\",59.4,58,1270,5.36,5.38,3.19\n\"42055\",0.38,\"Ideal\",\"D\",\"VVS1\",60.7,57,1270,4.69,4.74,2.86\n\"42056\",0.47,\"Ideal\",\"D\",\"VS2\",60.3,57,1270,5.02,5.07,3.04\n\"42057\",0.61,\"Ideal\",\"F\",\"SI2\",61,56,1270,5.48,5.53,3.36\n\"42058\",0.56,\"Ideal\",\"H\",\"SI1\",62.3,53,1270,5.28,5.31,3.3\n\"42059\",0.55,\"Ideal\",\"H\",\"SI1\",62.4,57,1270,5.23,5.28,3.28\n\"42060\",0.56,\"Ideal\",\"H\",\"SI1\",61.9,54,1270,5.3,5.33,3.29\n\"42061\",0.48,\"Premium\",\"H\",\"VS1\",60.7,61,1270,5.04,5.01,3.05\n\"42062\",0.51,\"Very Good\",\"F\",\"SI1\",63.7,55,1271,5.06,5.11,3.24\n\"42063\",0.55,\"Very Good\",\"F\",\"SI1\",63.6,57,1271,5.17,5.21,3.3\n\"42064\",0.62,\"Ideal\",\"I\",\"SI1\",61.9,54,1271,5.48,5.5,3.4\n\"42065\",0.39,\"Very Good\",\"G\",\"IF\",63.5,56,1271,4.67,4.65,2.96\n\"42066\",0.39,\"Premium\",\"G\",\"IF\",59.8,55,1271,4.84,4.77,2.87\n\"42067\",0.62,\"Premium\",\"E\",\"SI2\",60.7,58,1271,5.53,5.51,3.35\n\"42068\",0.5,\"Fair\",\"G\",\"VS1\",64.9,57,1271,4.98,4.94,3.22\n\"42069\",0.5,\"Ideal\",\"D\",\"SI1\",62.7,57,1272,5.06,5.08,3.18\n\"42070\",0.5,\"Premium\",\"D\",\"SI1\",62.2,58,1272,5.08,5.12,3.17\n\"42071\",0.5,\"Very Good\",\"F\",\"VS2\",63,57,1272,5.02,5.1,3.19\n\"42072\",0.55,\"Good\",\"D\",\"SI2\",63.2,56,1272,5.21,5.24,3.3\n\"42073\",0.55,\"Good\",\"D\",\"SI2\",63.3,56,1272,5.21,5.24,3.31\n\"42074\",0.55,\"Ideal\",\"D\",\"SI2\",61.3,57,1272,5.23,5.28,3.22\n\"42075\",0.6,\"Premium\",\"F\",\"SI2\",59.5,61,1272,5.48,5.45,3.26\n\"42076\",0.34,\"Ideal\",\"D\",\"VVS1\",61.2,57,1272,4.51,4.54,2.77\n\"42077\",0.34,\"Ideal\",\"D\",\"VVS1\",61.8,54,1272,4.49,4.54,2.79\n\"42078\",0.46,\"Very Good\",\"F\",\"VS2\",59.6,58.2,1273,4.99,5.06,3\n\"42079\",0.52,\"Very Good\",\"F\",\"SI2\",57.9,61,1273,5.28,5.33,3.07\n\"42080\",0.57,\"Very Good\",\"G\",\"SI1\",60.4,58,1273,5.37,5.42,3.26\n\"42081\",0.53,\"Ideal\",\"G\",\"SI1\",63,54,1273,5.18,5.14,3.25\n\"42082\",0.53,\"Premium\",\"G\",\"SI1\",61,59,1273,5.25,5.21,3.19\n\"42083\",0.53,\"Premium\",\"G\",\"SI1\",61.3,58,1273,5.22,5.19,3.19\n\"42084\",0.55,\"Ideal\",\"E\",\"SI2\",61.8,55,1273,5.26,5.29,3.26\n\"42085\",0.55,\"Premium\",\"E\",\"SI2\",61.9,58,1273,5.24,5.2,3.23\n\"42086\",0.42,\"Ideal\",\"H\",\"IF\",61.7,55,1273,4.84,4.82,2.98\n\"42087\",0.42,\"Ideal\",\"H\",\"IF\",61.9,56,1273,4.81,4.79,2.97\n\"42088\",0.42,\"Ideal\",\"E\",\"VVS2\",62.3,55,1273,4.81,4.76,2.98\n\"42089\",0.42,\"Ideal\",\"E\",\"VVS2\",61.8,56,1273,4.8,4.78,2.96\n\"42090\",0.42,\"Ideal\",\"E\",\"VVS2\",61.3,56,1273,4.85,4.81,2.96\n\"42091\",0.55,\"Ideal\",\"E\",\"SI2\",62,56,1273,5.27,5.22,3.25\n\"42092\",0.7,\"Fair\",\"E\",\"I1\",66.1,58,1273,5.61,5.51,3.67\n\"42093\",0.64,\"Premium\",\"H\",\"SI1\",60,59,1274,5.63,5.57,3.36\n\"42094\",0.45,\"Very 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Good\",\"E\",\"SI1\",63.7,58,1293,5.02,5.06,3.21\n\"42254\",0.47,\"Good\",\"E\",\"VS1\",65.4,56,1293,4.85,4.9,3.19\n\"42255\",0.5,\"Good\",\"E\",\"SI1\",62.5,59,1293,5.04,5.07,3.16\n\"42256\",0.52,\"Good\",\"D\",\"SI2\",63.7,55,1293,5.11,5.1,3.25\n\"42257\",0.56,\"Fair\",\"H\",\"VS2\",52.7,70,1293,5.71,5.57,2.97\n\"42258\",0.46,\"Premium\",\"E\",\"VS1\",62,58,1294,4.95,4.98,3.08\n\"42259\",0.59,\"Good\",\"I\",\"VS2\",63.4,56,1294,5.33,5.37,3.39\n\"42260\",0.47,\"Good\",\"E\",\"VS2\",58.4,60.3,1294,5.08,5.17,3\n\"42261\",0.49,\"Good\",\"F\",\"VS1\",58.5,61.5,1294,5.18,5.21,3.04\n\"42262\",0.49,\"Good\",\"F\",\"VS1\",59.2,60.9,1294,5.08,5.18,3.04\n\"42263\",0.32,\"Premium\",\"F\",\"VVS1\",60.7,58,1294,4.43,4.4,2.68\n\"42264\",0.44,\"Premium\",\"G\",\"VVS1\",60.9,59,1294,4.96,4.9,3\n\"42265\",0.44,\"Ideal\",\"G\",\"VVS1\",61.8,55,1294,4.91,4.86,3.02\n\"42266\",0.44,\"Ideal\",\"G\",\"VVS1\",61.6,56,1294,4.9,4.88,3.01\n\"42267\",0.44,\"Ideal\",\"D\",\"VS1\",62.3,55,1294,4.88,4.84,3.03\n\"42268\",0.44,\"Ideal\",\"D\",\"VS1\",62.3,55,1294,4.88,4.85,3.03\n\"42269\",0.48,\"Premium\",\"F\",\"VS2\",58.7,58,1294,5.22,5.17,3.05\n\"42270\",0.48,\"Premium\",\"F\",\"VS2\",60.1,59,1294,5.12,5.1,3.07\n\"42271\",0.23,\"Very 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Good\",\"H\",\"SI1\",63,55,505,4.51,4.54,2.85\n\"42294\",0.32,\"Very Good\",\"I\",\"VS1\",62.6,58,505,4.38,4.4,2.75\n\"42295\",0.36,\"Good\",\"E\",\"SI2\",63.7,54,505,4.52,4.55,2.89\n\"42296\",0.32,\"Very Good\",\"H\",\"VS2\",63,57,505,4.33,4.37,2.74\n\"42297\",0.36,\"Ideal\",\"H\",\"SI1\",61.5,57,505,4.57,4.6,2.82\n\"42298\",0.32,\"Ideal\",\"H\",\"VS2\",62,55,505,4.38,4.4,2.72\n\"42299\",0.32,\"Premium\",\"H\",\"VS2\",61.4,60,505,4.39,4.41,2.7\n\"42300\",0.32,\"Very Good\",\"H\",\"VS2\",62.7,54,505,4.39,4.41,2.76\n\"42301\",0.51,\"Premium\",\"E\",\"SI2\",59.5,60,1294,5.25,5.17,3.1\n\"42302\",0.44,\"Ideal\",\"D\",\"VS1\",61.1,56,1294,4.95,4.91,3.01\n\"42303\",0.44,\"Ideal\",\"D\",\"VS1\",61.3,56,1294,4.92,4.87,3\n\"42304\",0.44,\"Ideal\",\"D\",\"VS1\",61.6,56,1294,4.92,4.85,3.01\n\"42305\",0.5,\"Very Good\",\"F\",\"SI1\",61.4,57,1295,5.08,5.12,3.13\n\"42306\",0.55,\"Very Good\",\"D\",\"SI2\",63.3,56,1295,5.22,5.24,3.31\n\"42307\",0.41,\"Premium\",\"D\",\"VVS2\",62.5,58,1295,4.72,4.75,2.96\n\"42308\",0.41,\"Ideal\",\"F\",\"VVS1\",62.1,57,1295,4.75,4.79,2.96\n\"42309\",0.41,\"Ideal\",\"F\",\"VVS1\",62.3,55,1295,4.74,4.79,2.97\n\"42310\",0.41,\"Ideal\",\"F\",\"VVS1\",61.8,55,1295,4.76,4.78,2.95\n\"42311\",0.41,\"Ideal\",\"F\",\"VVS1\",62.3,57,1295,4.73,4.77,2.96\n\"42312\",0.41,\"Ideal\",\"F\",\"VVS1\",60.3,56,1295,4.8,4.85,2.91\n\"42313\",0.41,\"Premium\",\"F\",\"VVS1\",61.3,59,1295,4.73,4.79,2.92\n\"42314\",0.41,\"Premium\",\"F\",\"VVS1\",61.8,59,1295,4.74,4.77,2.94\n\"42315\",0.41,\"Ideal\",\"F\",\"VVS1\",61.7,57,1295,4.77,4.8,2.95\n\"42316\",0.41,\"Premium\",\"D\",\"VVS2\",61.8,58,1295,4.75,4.79,2.95\n\"42317\",0.41,\"Ideal\",\"F\",\"VVS1\",60.7,56,1295,4.81,4.85,2.93\n\"42318\",0.41,\"Very 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Good\",\"G\",\"I1\",62.5,58,1298,5.74,5.82,3.61\n\"42341\",0.43,\"Ideal\",\"H\",\"VVS1\",61.5,56,1298,4.86,4.89,3\n\"42342\",0.41,\"Good\",\"E\",\"VVS1\",64.1,55,1298,4.71,4.68,3.01\n\"42343\",0.42,\"Ideal\",\"I\",\"VVS2\",61.2,57,1299,4.83,4.87,2.97\n\"42344\",0.57,\"Ideal\",\"F\",\"SI1\",61.6,56,1299,5.33,5.36,3.29\n\"42345\",0.5,\"Good\",\"E\",\"VS2\",64.1,58,1299,5.01,5.03,3.22\n\"42346\",0.42,\"Ideal\",\"H\",\"VS1\",61,57,1299,4.85,4.89,2.97\n\"42347\",0.52,\"Ideal\",\"E\",\"SI2\",61.9,56,1299,5.17,5.19,3.2\n\"42348\",0.46,\"Ideal\",\"H\",\"SI1\",61.2,56,1299,4.97,5,3.05\n\"42349\",0.39,\"Premium\",\"E\",\"VVS1\",60.7,58,1300,4.69,4.73,2.86\n\"42350\",0.39,\"Premium\",\"G\",\"IF\",59,60,1300,4.75,4.78,2.81\n\"42351\",0.39,\"Ideal\",\"E\",\"VVS2\",61.6,56,1300,4.69,4.73,2.9\n\"42352\",0.39,\"Ideal\",\"E\",\"VVS2\",60.5,57,1300,4.72,4.74,2.86\n\"42353\",0.59,\"Ideal\",\"I\",\"VS2\",62,54,1300,5.4,5.43,3.36\n\"42354\",0.32,\"Ideal\",\"E\",\"IF\",61.2,57,1300,4.4,4.43,2.7\n\"42355\",0.38,\"Ideal\",\"E\",\"IF\",61.4,55,1300,4.68,4.7,2.88\n\"42356\",0.51,\"Very Good\",\"I\",\"VS1\",62.5,59,1301,5.1,5.14,3.2\n\"42357\",0.51,\"Ideal\",\"I\",\"VS1\",61.8,56,1301,5.1,5.13,3.16\n\"42358\",0.59,\"Very Good\",\"F\",\"SI2\",63.4,57,1301,5.32,5.28,3.36\n\"42359\",0.5,\"Very Good\",\"H\",\"VS2\",62.3,58,1302,5.05,5.12,3.17\n\"42360\",0.46,\"Premium\",\"E\",\"VS2\",62.2,58,1302,4.99,4.95,3.09\n\"42361\",0.61,\"Premium\",\"F\",\"SI2\",60.9,58,1303,5.44,5.52,3.34\n\"42362\",0.61,\"Good\",\"I\",\"VS2\",63.4,55,1303,5.42,5.46,3.45\n\"42363\",0.61,\"Ideal\",\"F\",\"SI2\",62.3,57,1303,5.38,5.44,3.37\n\"42364\",0.53,\"Ideal\",\"E\",\"SI1\",61.2,54,1303,5.21,5.25,3.2\n\"42365\",0.52,\"Premium\",\"E\",\"SI1\",59,59,1303,5.3,5.21,3.1\n\"42366\",0.35,\"Ideal\",\"D\",\"VVS1\",61,55,1303,4.62,4.59,2.81\n\"42367\",0.51,\"Very Good\",\"E\",\"SI1\",62.9,57,1304,5.06,5.11,3.2\n\"42368\",0.51,\"Very Good\",\"E\",\"SI1\",61.2,61,1304,5.13,5.16,3.15\n\"42369\",0.51,\"Good\",\"E\",\"SI1\",63.3,59,1304,5.05,5.09,3.21\n\"42370\",0.56,\"Premium\",\"G\",\"SI1\",62.4,58,1304,5.23,5.29,3.28\n\"42371\",0.51,\"Fair\",\"D\",\"SI1\",65.2,55,1304,5.05,5.01,3.28\n\"42372\",0.54,\"Ideal\",\"I\",\"VS1\",61.2,58,1304,5.24,5.29,3.22\n\"42373\",0.57,\"Ideal\",\"H\",\"SI1\",61.6,60,1304,5.33,5.35,3.29\n\"42374\",0.5,\"Ideal\",\"F\",\"SI1\",62,55,1304,5.08,5.12,3.16\n\"42375\",0.41,\"Ideal\",\"F\",\"IF\",61.7,56,1304,4.79,4.83,2.97\n\"42376\",0.43,\"Ideal\",\"H\",\"IF\",62.2,55,1304,4.87,4.84,3.02\n\"42377\",0.43,\"Ideal\",\"E\",\"VVS2\",62,57,1304,4.87,4.84,3.01\n\"42378\",0.43,\"Premium\",\"E\",\"VVS2\",60.8,57,1304,4.92,4.89,2.98\n\"42379\",0.51,\"Very Good\",\"E\",\"SI1\",63.1,56,1305,5.07,5.1,3.21\n\"42380\",0.59,\"Ideal\",\"E\",\"SI2\",62.5,57,1305,5.32,5.37,3.34\n\"42381\",0.71,\"Premium\",\"J\",\"SI2\",61.8,54,1305,5.74,5.7,3.53\n\"42382\",0.6,\"Fair\",\"G\",\"SI1\",64.5,56,1305,5.27,5.24,3.39\n\"42383\",0.5,\"Ideal\",\"F\",\"SI2\",62,55,1305,5.12,5.09,3.16\n\"42384\",0.5,\"Very Good\",\"D\",\"SI2\",60.8,55,1306,5.14,5.16,3.13\n\"42385\",0.46,\"Ideal\",\"G\",\"VVS2\",62.4,54.4,1306,4.93,4.98,3.09\n\"42386\",0.5,\"Ideal\",\"H\",\"VS2\",60.3,55,1306,5.16,5.21,3.13\n\"42387\",0.61,\"Ideal\",\"G\",\"SI2\",60.5,56,1306,5.49,5.59,3.35\n\"42388\",0.6,\"Good\",\"J\",\"VS1\",58.9,60.5,1306,5.5,5.57,3.26\n\"42389\",0.6,\"Good\",\"F\",\"SI2\",62,62,1306,5.33,5.4,3.32\n\"42390\",0.52,\"Premium\",\"G\",\"SI1\",59.7,60,1306,5.22,5.2,3.11\n\"42391\",0.53,\"Very Good\",\"D\",\"SI2\",60.2,56,1307,5.23,5.26,3.16\n\"42392\",0.42,\"Ideal\",\"E\",\"VVS1\",59.7,56,1307,4.88,4.91,2.92\n\"42393\",0.54,\"Ideal\",\"F\",\"SI1\",61.2,56,1307,5.23,5.29,3.22\n\"42394\",0.46,\"Good\",\"F\",\"VVS1\",66.5,55,1307,4.77,4.82,3.19\n\"42395\",0.58,\"Premium\",\"G\",\"SI2\",61.2,59,1307,5.4,5.36,3.29\n\"42396\",0.53,\"Premium\",\"E\",\"SI1\",62.3,60,1307,5.27,5.17,3.25\n\"42397\",0.61,\"Premium\",\"D\",\"SI2\",60.8,57,1308,5.48,5.4,3.31\n\"42398\",0.51,\"Very Good\",\"F\",\"SI1\",62.9,56,1308,5.05,5.1,3.19\n\"42399\",0.51,\"Premium\",\"F\",\"SI1\",59.4,60,1308,5.19,5.21,3.09\n\"42400\",0.51,\"Good\",\"F\",\"SI1\",63.6,58,1308,5.05,5.08,3.22\n\"42401\",0.43,\"Ideal\",\"E\",\"VVS2\",61.8,57,1308,4.79,4.85,2.98\n\"42402\",0.57,\"Ideal\",\"F\",\"SI2\",62.2,53,1308,5.34,5.4,3.34\n\"42403\",0.53,\"Ideal\",\"G\",\"SI1\",62.3,55,1308,5.13,5.24,3.23\n\"42404\",0.53,\"Ideal\",\"G\",\"SI1\",62.7,55,1308,5.15,5.19,3.24\n\"42405\",0.61,\"Premium\",\"I\",\"VS2\",58.8,58,1308,5.59,5.53,3.27\n\"42406\",0.57,\"Very Good\",\"H\",\"SI1\",63.1,54,1309,5.3,5.28,3.34\n\"42407\",0.57,\"Premium\",\"H\",\"SI1\",59.3,58,1309,5.46,5.4,3.22\n\"42408\",0.52,\"Very Good\",\"I\",\"VS1\",61,58,1310,5.18,5.22,3.17\n\"42409\",0.42,\"Ideal\",\"H\",\"VVS1\",61.1,56,1310,4.86,4.9,2.98\n\"42410\",0.42,\"Ideal\",\"G\",\"IF\",62,57,1310,4.82,4.8,2.98\n\"42411\",0.31,\"Ideal\",\"D\",\"IF\",61.1,56,1310,4.42,4.39,2.69\n\"42412\",0.54,\"Good\",\"D\",\"SI1\",63.7,57,1310,5.22,5.14,3.3\n\"42413\",0.48,\"Very Good\",\"F\",\"VS2\",62.6,55,1311,5,5.07,3.15\n\"42414\",0.45,\"Very Good\",\"D\",\"VS2\",62.9,58.4,1311,4.83,4.86,3.04\n\"42415\",0.52,\"Very Good\",\"G\",\"SI1\",61.7,57,1311,5.13,5.16,3.17\n\"42416\",0.52,\"Very Good\",\"G\",\"SI1\",61.1,56,1311,5.19,5.23,3.18\n\"42417\",0.66,\"Very Good\",\"F\",\"SI2\",61.6,54,1311,5.62,5.64,3.47\n\"42418\",0.54,\"Very Good\",\"F\",\"SI2\",61.2,57.4,1311,5.23,5.25,3.21\n\"42419\",0.33,\"Ideal\",\"E\",\"VVS1\",61.9,57,1312,4.43,4.46,2.75\n\"42420\",0.35,\"Ideal\",\"F\",\"IF\",60.9,55,1312,4.58,4.61,2.8\n\"42421\",0.51,\"Premium\",\"G\",\"SI1\",60.3,61,1312,5.19,5.12,3.11\n\"42422\",0.51,\"Premium\",\"G\",\"SI1\",62.4,58,1312,5.13,5.07,3.18\n\"42423\",0.51,\"Good\",\"G\",\"SI1\",63.6,55,1312,5.06,5.03,3.21\n\"42424\",0.51,\"Ideal\",\"G\",\"SI1\",63,53,1312,5.13,5.1,3.22\n\"42425\",0.51,\"Good\",\"F\",\"SI1\",63.6,56,1312,5.11,5.08,3.24\n\"42426\",0.51,\"Very Good\",\"F\",\"SI1\",63.1,54,1312,5.12,5.06,3.21\n\"42427\",0.51,\"Good\",\"F\",\"SI1\",63.8,56,1312,5.08,5.04,3.23\n\"42428\",0.51,\"Ideal\",\"H\",\"VS2\",61.2,53,1312,5.22,5.18,3.18\n\"42429\",0.41,\"Very Good\",\"F\",\"IF\",61.6,58,1313,4.75,4.79,2.94\n\"42430\",0.55,\"Ideal\",\"F\",\"SI2\",61.1,56,1313,5.25,5.33,3.24\n\"42431\",0.57,\"Ideal\",\"G\",\"VS2\",60.7,56,1313,5.4,5.37,3.27\n\"42432\",0.54,\"Very Good\",\"F\",\"SI1\",64,59,1314,5.14,5.18,3.3\n\"42433\",0.53,\"Ideal\",\"H\",\"VS2\",62.5,56,1314,5.15,5.19,3.23\n\"42434\",0.46,\"Premium\",\"G\",\"VVS2\",61.3,60,1314,4.94,5.01,3.05\n\"42435\",0.53,\"Ideal\",\"D\",\"SI2\",60.4,57,1314,5.26,5.3,3.19\n\"42436\",0.53,\"Ideal\",\"D\",\"SI2\",61.9,55,1314,5.19,5.24,3.23\n\"42437\",0.53,\"Ideal\",\"D\",\"SI2\",61.4,56,1314,5.22,5.24,3.21\n\"42438\",0.53,\"Very Good\",\"D\",\"SI2\",62.9,54,1314,5.13,5.17,3.24\n\"42439\",0.53,\"Ideal\",\"H\",\"VS2\",62.4,56,1314,5.17,5.18,3.23\n\"42440\",0.43,\"Ideal\",\"D\",\"VS2\",61.3,55,1314,4.84,4.88,2.98\n\"42441\",0.55,\"Ideal\",\"H\",\"SI1\",61.6,55,1314,5.29,5.32,3.27\n\"42442\",0.54,\"Ideal\",\"G\",\"SI1\",62.5,56,1314,5.2,5.24,3.26\n\"42443\",0.5,\"Premium\",\"E\",\"SI1\",62.6,56,1314,5.07,5.06,3.17\n\"42444\",0.55,\"Premium\",\"I\",\"VS2\",61.7,55,1314,5.35,5.29,3.28\n\"42445\",0.51,\"Very Good\",\"E\",\"SI1\",61.6,53,1315,5.16,5.19,3.19\n\"42446\",0.57,\"Very Good\",\"E\",\"SI2\",61.2,57,1315,5.31,5.35,3.26\n\"42447\",0.42,\"Good\",\"D\",\"VS1\",57.3,62,1315,4.95,5,2.85\n\"42448\",0.53,\"Ideal\",\"E\",\"SI2\",60.9,57,1315,5.23,5.21,3.18\n\"42449\",0.53,\"Good\",\"I\",\"VS1\",64.3,55,1315,5.17,5.13,3.31\n\"42450\",0.51,\"Ideal\",\"I\",\"VVS2\",62.5,54.3,1316,5.09,5.12,3.19\n\"42451\",0.5,\"Good\",\"E\",\"SI1\",63.3,59,1316,4.99,5.03,3.17\n\"42452\",0.5,\"Good\",\"E\",\"SI1\",63.8,55,1316,5.04,5.09,3.23\n\"42453\",0.5,\"Ideal\",\"E\",\"SI1\",62.2,57,1316,5.05,5.11,3.16\n\"42454\",0.5,\"Ideal\",\"E\",\"SI1\",61.6,57,1316,5.09,5.13,3.15\n\"42455\",0.5,\"Good\",\"E\",\"SI1\",63.7,56,1316,5.02,5.06,3.21\n\"42456\",0.55,\"Very Good\",\"F\",\"SI1\",60.7,57,1316,5.27,5.3,3.21\n\"42457\",0.5,\"Premium\",\"E\",\"SI1\",60.2,58,1316,5.15,5.18,3.11\n\"42458\",0.5,\"Good\",\"G\",\"VS2\",57.9,61,1316,5.2,5.23,3.02\n\"42459\",0.5,\"Premium\",\"E\",\"SI1\",62,59,1316,5.06,5.1,3.15\n\"42460\",0.5,\"Good\",\"E\",\"SI1\",63.2,57,1316,5.03,5.06,3.19\n\"42461\",0.5,\"Very Good\",\"E\",\"SI1\",63,58,1316,5.04,5.08,3.19\n\"42462\",0.55,\"Ideal\",\"F\",\"SI1\",61.8,55,1316,5.22,5.27,3.24\n\"42463\",0.5,\"Very Good\",\"E\",\"SI1\",60.7,61,1316,5.09,5.12,3.1\n\"42464\",0.5,\"Good\",\"E\",\"SI1\",63.3,58,1316,4.99,5.03,3.17\n\"42465\",0.5,\"Very Good\",\"E\",\"SI1\",61.5,62,1316,5.06,5.09,3.12\n\"42466\",0.55,\"Premium\",\"G\",\"SI1\",61.3,59,1316,5.23,5.28,3.22\n\"42467\",0.5,\"Premium\",\"E\",\"SI1\",62.3,58,1316,5.09,5.15,3.19\n\"42468\",0.52,\"Ideal\",\"I\",\"VVS2\",62.2,57,1316,5.18,5.11,3.2\n\"42469\",0.55,\"Very Good\",\"G\",\"SI1\",60.1,61,1316,5.32,5.29,3.19\n\"42470\",0.66,\"Ideal\",\"J\",\"VS2\",62.1,55,1316,5.6,5.64,3.49\n\"42471\",0.53,\"Ideal\",\"D\",\"SI2\",61.6,55,1316,5.21,5.24,3.22\n\"42472\",0.54,\"Very Good\",\"I\",\"VS2\",62.3,56,1317,5.17,5.22,3.24\n\"42473\",0.5,\"Very Good\",\"I\",\"VS1\",61.5,55,1317,5.12,5.16,3.16\n\"42474\",0.5,\"Ideal\",\"F\",\"SI1\",61.3,56,1317,5.13,5.09,3.13\n\"42475\",0.5,\"Ideal\",\"E\",\"SI1\",63,56,1317,5.13,5.06,3.21\n\"42476\",0.51,\"Very Good\",\"E\",\"SI1\",62.2,55,1318,5.09,5.11,3.17\n\"42477\",0.51,\"Very Good\",\"E\",\"SI1\",60.8,55,1318,5.17,5.2,3.15\n\"42478\",0.5,\"Very Good\",\"D\",\"SI1\",61.6,59,1318,5.12,5.14,3.16\n\"42479\",0.43,\"Ideal\",\"G\",\"IF\",62.5,54,1318,4.83,4.86,3.03\n\"42480\",0.43,\"Ideal\",\"G\",\"IF\",62.4,54,1318,4.84,4.87,3.03\n\"42481\",0.43,\"Ideal\",\"G\",\"IF\",61.3,56,1318,4.86,4.9,2.99\n\"42482\",0.43,\"Ideal\",\"G\",\"IF\",61.9,53,1318,4.87,4.88,3.02\n\"42483\",0.59,\"Good\",\"F\",\"SI1\",59.5,62,1318,5.45,5.5,3.26\n\"42484\",0.38,\"Good\",\"E\",\"IF\",59.1,58,1318,4.74,4.77,2.81\n\"42485\",0.53,\"Premium\",\"D\",\"SI2\",59.3,61,1318,5.29,5.26,3.13\n\"42486\",0.53,\"Good\",\"D\",\"SI2\",63.9,55,1318,5.14,5.1,3.27\n\"42487\",0.47,\"Ideal\",\"D\",\"VS2\",61.9,56,1319,4.99,5.03,3.1\n\"42488\",0.55,\"Ideal\",\"H\",\"SI1\",62.1,56,1319,5.2,5.26,3.25\n\"42489\",0.52,\"Ideal\",\"G\",\"SI1\",62.2,54,1319,5.16,5.19,3.22\n\"42490\",0.31,\"Ideal\",\"E\",\"IF\",61,57,1319,4.36,4.39,2.67\n\"42491\",0.44,\"Ideal\",\"F\",\"VVS1\",61.5,57,1319,4.9,4.86,3\n\"42492\",0.59,\"Premium\",\"F\",\"SI2\",61.9,61,1319,5.38,5.33,3.31\n\"42493\",0.52,\"Very Good\",\"H\",\"VS1\",59.6,57,1320,5.25,5.34,3.15\n\"42494\",0.47,\"Very Good\",\"E\",\"VS2\",62.6,57,1320,4.92,4.95,3.09\n\"42495\",0.48,\"Very Good\",\"E\",\"VS2\",59.9,58.9,1320,5.07,5.12,3.06\n\"42496\",0.51,\"Very Good\",\"F\",\"SI1\",61.7,55,1320,5.14,5.16,3.18\n\"42497\",0.53,\"Very Good\",\"F\",\"SI1\",61.5,59,1320,5.15,5.19,3.18\n\"42498\",0.54,\"Very Good\",\"E\",\"SI1\",62.2,61,1320,5.24,5.15,3.23\n\"42499\",0.52,\"Ideal\",\"D\",\"SI2\",60.7,56,1320,5.22,5.25,3.18\n\"42500\",0.55,\"Ideal\",\"I\",\"SI1\",61.2,55,1320,5.28,5.33,3.25\n\"42501\",0.57,\"Premium\",\"E\",\"SI2\",61,60,1320,5.36,5.32,3.26\n\"42502\",0.57,\"Premium\",\"E\",\"SI2\",60.7,57,1320,5.42,5.35,3.27\n\"42503\",0.46,\"Very Good\",\"D\",\"VS2\",61.2,57,1321,4.96,5,3.05\n\"42504\",0.55,\"Premium\",\"G\",\"SI1\",62.1,56,1321,5.28,5.22,3.26\n\"42505\",0.55,\"Premium\",\"G\",\"SI1\",61.8,59,1321,5.25,5.2,3.23\n\"42506\",0.51,\"Ideal\",\"G\",\"SI1\",61.9,56,1321,5.11,5.17,3.17\n\"42507\",0.53,\"Very Good\",\"F\",\"SI1\",60.9,60,1322,5.16,5.22,3.16\n\"42508\",0.53,\"Very Good\",\"F\",\"SI1\",62.5,57,1322,5.19,5.24,3.26\n\"42509\",0.5,\"Ideal\",\"I\",\"VVS2\",61.8,57,1322,5.09,5.11,3.15\n\"42510\",0.41,\"Ideal\",\"F\",\"VS2\",61.5,56,1322,4.79,4.83,2.96\n\"42511\",0.56,\"Ideal\",\"G\",\"SI1\",61.2,59,1322,5.26,5.32,3.24\n\"42512\",0.51,\"Ideal\",\"F\",\"SI1\",61.2,56,1322,5.19,5.21,3.18\n\"42513\",0.54,\"Good\",\"E\",\"SI1\",57.2,59,1323,5.37,5.32,3.06\n\"42514\",0.52,\"Very Good\",\"D\",\"SI1\",62.7,56,1323,5.08,5.13,3.2\n\"42515\",0.48,\"Premium\",\"E\",\"VS2\",62.5,61,1323,5.01,4.97,3.12\n\"42516\",0.41,\"Ideal\",\"F\",\"VVS2\",61.4,57,1323,4.77,4.81,2.94\n\"42517\",0.41,\"Ideal\",\"F\",\"VVS2\",61.2,56,1323,4.78,4.82,2.94\n\"42518\",0.5,\"Fair\",\"F\",\"VS2\",64.6,58,1323,5.01,4.99,3.23\n\"42519\",0.5,\"Fair\",\"D\",\"SI1\",65.1,58,1323,5,4.96,3.24\n\"42520\",0.5,\"Fair\",\"D\",\"SI1\",64.6,58,1323,5,4.97,3.22\n\"42521\",0.5,\"Fair\",\"D\",\"SI1\",65.7,56,1323,5.01,4.97,3.28\n\"42522\",0.45,\"Premium\",\"G\",\"VVS1\",60.1,58,1323,4.97,4.95,2.98\n\"42523\",0.45,\"Premium\",\"G\",\"VVS1\",60.8,58,1323,4.98,4.92,3.01\n\"42524\",0.4,\"Premium\",\"F\",\"VVS1\",60.2,59,1323,4.76,4.74,2.86\n\"42525\",0.4,\"Premium\",\"F\",\"VVS1\",60.8,59,1323,4.76,4.74,2.89\n\"42526\",0.4,\"Premium\",\"F\",\"VVS1\",61.1,59,1323,4.78,4.75,2.91\n\"42527\",0.4,\"Ideal\",\"F\",\"VVS1\",61.3,55,1323,4.78,4.75,2.92\n\"42528\",0.4,\"Ideal\",\"F\",\"VVS1\",60.7,56,1323,4.79,4.77,2.9\n\"42529\",0.4,\"Premium\",\"F\",\"VVS1\",61.9,57,1323,4.71,4.69,2.91\n\"42530\",0.4,\"Ideal\",\"F\",\"VVS1\",61.7,56,1323,4.75,4.72,2.92\n\"42531\",0.4,\"Ideal\",\"F\",\"VVS1\",62.5,57,1323,4.75,4.72,2.96\n\"42532\",0.4,\"Ideal\",\"F\",\"VVS1\",61.3,56,1323,4.76,4.73,2.91\n\"42533\",0.4,\"Premium\",\"D\",\"VVS2\",62.2,54,1323,4.77,4.75,2.96\n\"42534\",0.4,\"Ideal\",\"D\",\"VVS2\",61.3,56,1323,4.78,4.75,2.92\n\"42535\",0.4,\"Premium\",\"D\",\"VVS2\",60.4,59,1323,4.77,4.76,2.88\n\"42536\",0.4,\"Premium\",\"D\",\"VVS2\",60.8,59,1323,4.81,4.76,2.91\n\"42537\",0.4,\"Ideal\",\"D\",\"VVS2\",62,56,1323,4.74,4.71,2.93\n\"42538\",0.4,\"Ideal\",\"D\",\"VVS2\",62.2,55,1323,4.74,4.72,2.94\n\"42539\",0.4,\"Ideal\",\"D\",\"VVS2\",61.9,56,1323,4.76,4.74,2.94\n\"42540\",0.4,\"Premium\",\"D\",\"VVS2\",60.7,60,1323,4.78,4.74,2.89\n\"42541\",0.5,\"Premium\",\"F\",\"VS2\",61.7,60,1323,5.06,5.02,3.11\n\"42542\",0.5,\"Good\",\"F\",\"VS2\",64,57,1323,5.08,5.04,3.23\n\"42543\",0.6,\"Premium\",\"F\",\"SI1\",62.9,59,1323,5.39,5.31,3.37\n\"42544\",0.53,\"Premium\",\"F\",\"SI1\",61.4,58,1324,5.19,5.17,3.18\n\"42545\",0.58,\"Ideal\",\"J\",\"VS2\",60.9,57,1324,5.38,5.4,3.28\n\"42546\",0.58,\"Ideal\",\"J\",\"VS1\",61.9,58,1324,5.31,5.35,3.3\n\"42547\",0.85,\"Fair\",\"H\",\"I1\",61,61,1324,6.2,6,3.73\n\"42548\",0.85,\"Fair\",\"H\",\"I1\",66.7,59,1324,5.86,5.78,3.88\n\"42549\",0.59,\"Very Good\",\"E\",\"SI2\",60.5,58,1325,5.43,5.51,3.31\n\"42550\",0.52,\"Ideal\",\"G\",\"SI1\",62.4,55,1325,5.15,5.17,3.22\n\"42551\",0.52,\"Very Good\",\"F\",\"SI1\",61,59,1326,5.18,5.21,3.17\n\"42552\",0.53,\"Very Good\",\"E\",\"SI1\",63.3,56,1326,5.13,5.17,3.26\n\"42553\",0.46,\"Ideal\",\"D\",\"VS2\",62.7,57,1326,4.89,4.93,3.08\n\"42554\",0.46,\"Very Good\",\"D\",\"VS2\",60.9,58,1326,4.94,4.97,3.02\n\"42555\",0.42,\"Premium\",\"F\",\"VVS1\",60.5,58,1326,4.81,4.84,2.92\n\"42556\",0.42,\"Ideal\",\"F\",\"VVS1\",61.3,56,1326,4.82,4.83,2.96\n\"42557\",0.42,\"Ideal\",\"D\",\"VVS2\",62.6,56,1326,4.77,4.79,2.99\n\"42558\",0.42,\"Ideal\",\"F\",\"VVS1\",62,55,1326,4.81,4.84,2.99\n\"42559\",0.42,\"Ideal\",\"D\",\"VVS2\",62.1,55,1326,4.78,4.81,2.98\n\"42560\",0.42,\"Ideal\",\"D\",\"VVS2\",62.5,57,1326,4.77,4.8,2.99\n\"42561\",0.42,\"Ideal\",\"D\",\"VVS2\",62.1,55,1326,4.79,4.81,2.98\n\"42562\",0.42,\"Ideal\",\"D\",\"VVS2\",61.4,56,1326,4.82,4.85,2.97\n\"42563\",0.57,\"Ideal\",\"I\",\"VS2\",61.5,56,1326,5.32,5.35,3.28\n\"42564\",0.45,\"Very Good\",\"G\",\"VVS1\",62.2,58,1327,4.9,4.97,3.07\n\"42565\",0.55,\"Very Good\",\"H\",\"VS2\",60.2,59,1327,5.36,5.24,3.19\n\"42566\",0.42,\"Ideal\",\"E\",\"VVS1\",62,55,1327,4.81,4.83,2.99\n\"42567\",0.62,\"Ideal\",\"G\",\"SI2\",62.1,55,1327,5.46,5.49,3.4\n\"42568\",0.54,\"Ideal\",\"F\",\"SI1\",61.5,55,1327,5.25,5.28,3.24\n\"42569\",0.38,\"Ideal\",\"E\",\"VVS1\",61.9,56,1327,4.67,4.64,2.88\n\"42570\",0.38,\"Ideal\",\"E\",\"VVS1\",62.4,56,1327,4.67,4.64,2.9\n\"42571\",0.38,\"Ideal\",\"E\",\"VVS1\",62.6,56,1327,4.64,4.6,2.89\n\"42572\",0.38,\"Premium\",\"E\",\"VVS1\",61.9,58,1327,4.66,4.62,2.87\n\"42573\",0.55,\"Ideal\",\"I\",\"VS2\",58.5,62,1327,5.4,5.39,3.16\n\"42574\",0.5,\"Fair\",\"G\",\"VS1\",60.3,66,1327,5.13,5.09,3.08\n\"42575\",0.59,\"Good\",\"E\",\"SI2\",57.4,62,1327,5.53,5.49,3.16\n\"42576\",0.51,\"Very Good\",\"H\",\"VS2\",60.1,59.8,1328,5.14,5.19,3.1\n\"42577\",0.53,\"Good\",\"E\",\"SI1\",57.8,57,1328,5.33,5.29,3.07\n\"42578\",0.62,\"Premium\",\"F\",\"SI2\",61.7,60,1329,5.48,5.45,3.37\n\"42579\",0.43,\"Ideal\",\"H\",\"VS1\",61.2,55,1329,4.87,4.9,2.99\n\"42580\",0.51,\"Ideal\",\"G\",\"SI1\",61.3,55,1329,5.18,5.22,3.19\n\"42581\",0.53,\"Ideal\",\"G\",\"SI1\",62.4,55,1329,5.21,5.18,3.24\n\"42582\",0.59,\"Ideal\",\"J\",\"VS1\",58.7,56,1330,5.52,5.48,3.23\n\"42583\",0.51,\"Very Good\",\"E\",\"SI1\",63,58,1330,4.99,5.08,3.17\n\"42584\",0.52,\"Ideal\",\"E\",\"SI1\",61.4,57,1330,5.15,5.18,3.17\n\"42585\",0.45,\"Ideal\",\"D\",\"VS1\",62.3,56,1330,4.88,4.91,3.05\n\"42586\",0.52,\"Very Good\",\"E\",\"SI1\",63,54,1330,5.11,5.15,3.23\n\"42587\",0.35,\"Ideal\",\"D\",\"VVS1\",60.8,55,1330,4.58,4.6,2.79\n\"42588\",0.35,\"Ideal\",\"D\",\"VVS1\",60.6,56,1330,4.58,4.59,2.78\n\"42589\",0.58,\"Ideal\",\"G\",\"SI1\",61.4,55,1330,5.38,5.41,3.31\n\"42590\",0.54,\"Premium\",\"F\",\"SI1\",61.8,60,1330,5.22,5.2,3.22\n\"42591\",0.65,\"Very Good\",\"H\",\"SI2\",62,56,1331,5.53,5.56,3.44\n\"42592\",0.5,\"Very Good\",\"E\",\"SI1\",62.7,55,1331,5.06,5.09,3.18\n\"42593\",0.5,\"Very Good\",\"E\",\"SI1\",60.9,58,1331,5.1,5.14,3.12\n\"42594\",0.5,\"Very Good\",\"E\",\"SI1\",61.9,53,1331,5.14,5.16,3.19\n\"42595\",0.31,\"Very Good\",\"D\",\"IF\",62,56,1331,4.33,4.35,2.69\n\"42596\",0.5,\"Ideal\",\"E\",\"SI1\",62.2,57,1331,5.05,5.08,3.15\n\"42597\",0.5,\"Ideal\",\"E\",\"SI1\",62.8,57,1331,5.05,5.08,3.18\n\"42598\",0.5,\"Ideal\",\"E\",\"SI1\",59.7,62,1331,5.16,5.19,3.09\n\"42599\",0.5,\"Ideal\",\"E\",\"SI1\",59.1,61,1331,5.16,5.19,3.06\n\"42600\",0.5,\"Good\",\"E\",\"SI1\",58.5,59,1331,5.2,5.23,3.05\n\"42601\",0.32,\"Premium\",\"H\",\"VS2\",59.5,58,505,4.47,4.5,2.67\n\"42602\",0.32,\"Ideal\",\"I\",\"VS1\",60.9,56,505,4.44,4.46,2.71\n\"42603\",0.32,\"Good\",\"I\",\"VS1\",63.2,54,505,4.38,4.42,2.78\n\"42604\",0.36,\"Ideal\",\"I\",\"VS2\",61.8,55,505,4.58,4.61,2.84\n\"42605\",0.32,\"Very Good\",\"I\",\"VS1\",62.4,56,505,4.31,4.37,2.71\n\"42606\",0.32,\"Premium\",\"H\",\"VS2\",60.7,60,505,4.39,4.41,2.67\n\"42607\",0.32,\"Very Good\",\"I\",\"VS1\",59.8,60,505,4.44,4.46,2.66\n\"42608\",0.36,\"Premium\",\"E\",\"SI2\",60.6,59,505,4.57,4.61,2.78\n\"42609\",0.32,\"Very 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Good\",\"D\",\"SI1\",63.5,57,1337,5.04,5.1,3.22\n\"42688\",0.45,\"Ideal\",\"E\",\"VVS2\",61.9,56,1337,4.91,4.95,3.05\n\"42689\",0.52,\"Ideal\",\"F\",\"SI1\",60.4,56,1337,5.31,5.29,3.2\n\"42690\",0.5,\"Ideal\",\"E\",\"SI1\",60.6,59,1337,5.13,5.16,3.12\n\"42691\",0.5,\"Ideal\",\"E\",\"SI1\",61.6,57,1337,5.08,5.11,3.14\n\"42692\",0.5,\"Ideal\",\"E\",\"SI1\",61.9,60,1337,5.06,5.09,3.14\n\"42693\",0.54,\"Good\",\"H\",\"VS2\",63.2,55,1338,5.2,5.24,3.3\n\"42694\",0.54,\"Ideal\",\"H\",\"VS2\",60.1,57,1338,5.28,5.33,3.19\n\"42695\",0.54,\"Very Good\",\"H\",\"VS2\",62.6,58,1338,5.16,5.19,3.24\n\"42696\",0.46,\"Ideal\",\"H\",\"VVS1\",62.4,53.4,1338,4.95,5.01,3.1\n\"42697\",0.6,\"Ideal\",\"D\",\"SI2\",61.3,59,1338,5.42,5.48,3.34\n\"42698\",0.52,\"Premium\",\"F\",\"SI1\",59.5,59,1338,5.31,5.24,3.14\n\"42699\",0.52,\"Very Good\",\"G\",\"SI1\",63.3,55,1338,5.1,5.07,3.22\n\"42700\",0.52,\"Good\",\"G\",\"SI1\",63.6,56,1338,5.09,5.07,3.23\n\"42701\",0.52,\"Very Good\",\"G\",\"SI1\",63.3,57,1338,5.11,5.08,3.22\n\"42702\",0.52,\"Premium\",\"G\",\"SI1\",59.6,62,1338,5.23,5.18,3.1\n\"42703\",0.52,\"Premium\",\"G\",\"SI1\",62.8,61,1338,5.14,5.11,3.22\n\"42704\",0.52,\"Good\",\"F\",\"SI1\",63.8,56,1338,5.12,5.07,3.25\n\"42705\",0.52,\"Premium\",\"F\",\"SI1\",58.6,61,1338,5.3,5.28,3.1\n\"42706\",0.56,\"Very Good\",\"F\",\"SI1\",63.3,56,1338,5.26,5.22,3.32\n\"42707\",0.52,\"Ideal\",\"G\",\"SI1\",62.6,56,1338,5.16,5.13,3.22\n\"42708\",0.5,\"Good\",\"F\",\"VS2\",65.3,57,1339,4.93,4.97,3.23\n\"42709\",0.57,\"Very Good\",\"G\",\"SI1\",61.9,59,1340,5.28,5.31,3.28\n\"42710\",0.56,\"Premium\",\"G\",\"SI1\",60.2,59,1340,5.34,5.36,3.22\n\"42711\",0.56,\"Ideal\",\"F\",\"SI1\",61.4,57,1340,5.28,5.3,3.25\n\"42712\",0.56,\"Very Good\",\"G\",\"SI1\",58.8,59,1340,5.38,5.4,3.17\n\"42713\",0.56,\"Ideal\",\"G\",\"SI1\",62.5,56,1340,5.21,5.28,3.28\n\"42714\",0.56,\"Good\",\"F\",\"SI1\",63.2,56,1340,5.24,5.29,3.33\n\"42715\",0.54,\"Ideal\",\"E\",\"SI2\",60.6,57,1340,5.28,5.25,3.19\n\"42716\",0.54,\"Ideal\",\"E\",\"SI2\",60.7,56,1340,5.3,5.25,3.2\n\"42717\",0.54,\"Ideal\",\"E\",\"SI2\",60.4,57,1340,5.33,5.27,3.2\n\"42718\",0.51,\"Fair\",\"E\",\"SI1\",55.8,61,1340,5.43,5.35,3.01\n\"42719\",0.51,\"Very Good\",\"E\",\"SI1\",60.3,63,1340,5.13,5.06,3.07\n\"42720\",0.51,\"Premium\",\"E\",\"SI1\",58.2,61,1340,5.27,5.22,3.05\n\"42721\",0.54,\"Premium\",\"G\",\"SI1\",61.1,60,1340,5.24,5.2,3.19\n\"42722\",0.53,\"Ideal\",\"I\",\"VVS2\",61.2,56,1341,5.21,5.28,3.21\n\"42723\",0.52,\"Ideal\",\"E\",\"SI1\",62.1,54,1341,5.17,5.2,3.22\n\"42724\",0.68,\"Good\",\"J\",\"VS1\",61.6,65,1341,5.63,5.57,3.45\n\"42725\",0.6,\"Premium\",\"H\",\"SI1\",58.9,61,1341,5.54,5.5,3.25\n\"42726\",0.43,\"Ideal\",\"G\",\"IF\",61.6,57,1341,4.84,4.81,2.97\n\"42727\",0.37,\"Ideal\",\"F\",\"VVS1\",59.2,57,1342,4.71,4.75,2.8\n\"42728\",0.58,\"Ideal\",\"D\",\"SI2\",62.7,56,1342,5.3,5.32,3.33\n\"42729\",0.58,\"Ideal\",\"D\",\"SI2\",61.2,57,1342,5.36,5.4,3.29\n\"42730\",0.6,\"Ideal\",\"I\",\"SI1\",62.2,58,1342,5.37,5.41,3.35\n\"42731\",0.52,\"Very Good\",\"G\",\"SI1\",63.1,58,1343,5.11,5.13,3.23\n\"42732\",0.52,\"Very Good\",\"E\",\"SI1\",61.1,62,1343,5.16,5.18,3.16\n\"42733\",0.52,\"Very 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Good\",\"E\",\"SI1\",61,58,1343,5.1,5.13,3.12\n\"42742\",0.51,\"Ideal\",\"E\",\"SI1\",62.3,56,1343,5.12,5.15,3.2\n\"42743\",0.51,\"Good\",\"E\",\"SI1\",63.9,56,1343,5.07,5.11,3.25\n\"42744\",0.51,\"Good\",\"G\",\"VS2\",63.5,57,1343,5.05,5.06,3.21\n\"42745\",0.51,\"Premium\",\"E\",\"SI1\",61.8,58,1343,5.11,5.15,3.17\n\"42746\",0.51,\"Good\",\"E\",\"SI1\",63.5,54,1343,5.07,5.1,3.23\n\"42747\",0.51,\"Good\",\"E\",\"SI1\",63.2,61,1343,5.05,5.08,3.2\n\"42748\",0.51,\"Premium\",\"G\",\"VS2\",61.3,59,1343,5.11,5.17,3.15\n\"42749\",0.51,\"Good\",\"E\",\"SI1\",63.9,54,1343,5.05,5.09,3.24\n\"42750\",0.51,\"Very Good\",\"G\",\"VS2\",62.6,57,1343,5.1,5.15,3.21\n\"42751\",0.51,\"Very Good\",\"H\",\"VS1\",62.5,58,1343,5.09,5.12,3.19\n\"42752\",0.51,\"Ideal\",\"G\",\"VS2\",62,56,1343,5.11,5.18,3.19\n\"42753\",0.58,\"Ideal\",\"G\",\"SI2\",62.2,55,1343,5.4,5.36,3.35\n\"42754\",0.56,\"Ideal\",\"I\",\"SI1\",61.3,56,1343,5.28,5.31,3.25\n\"42755\",0.56,\"Ideal\",\"H\",\"SI1\",61.9,58,1343,5.27,5.3,3.27\n\"42756\",0.54,\"Very Good\",\"D\",\"SI2\",63.2,57,1343,5.19,5.16,3.27\n\"42757\",0.52,\"Premium\",\"D\",\"SI1\",59.7,60,1344,5.26,5.19,3.12\n\"42758\",0.46,\"Very Good\",\"E\",\"VS2\",58.9,59.4,1345,5.05,5.1,2.99\n\"42759\",0.62,\"Premium\",\"G\",\"SI2\",60.2,61,1345,5.49,5.44,3.29\n\"42760\",0.56,\"Ideal\",\"G\",\"SI1\",62.5,57,1345,5.26,5.23,3.28\n\"42761\",0.5,\"Very Good\",\"F\",\"VS2\",63.4,57,1345,5.01,4.96,3.16\n\"42762\",0.56,\"Ideal\",\"G\",\"SI1\",62.9,56,1345,5.27,5.25,3.31\n\"42763\",0.56,\"Premium\",\"G\",\"SI1\",62.8,55,1345,5.28,5.26,3.31\n\"42764\",0.54,\"Very Good\",\"F\",\"SI1\",61.2,55,1346,5.23,5.29,3.22\n\"42765\",0.57,\"Very 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Good\",\"I\",\"SI1\",63.4,55,1356,5.39,5.43,3.43\n\"42833\",0.58,\"Ideal\",\"D\",\"SI2\",61.7,54,1356,5.4,5.43,3.34\n\"42834\",0.58,\"Ideal\",\"D\",\"SI2\",63.4,57,1356,5.29,5.34,3.37\n\"42835\",0.51,\"Ideal\",\"E\",\"SI1\",61.5,54,1356,5.15,5.19,3.18\n\"42836\",0.41,\"Premium\",\"F\",\"VVS1\",58.9,58,1356,4.87,4.84,2.86\n\"42837\",0.41,\"Ideal\",\"F\",\"VVS1\",62.3,53,1356,4.8,4.77,2.98\n\"42838\",0.41,\"Premium\",\"F\",\"VVS1\",62.1,56,1356,4.79,4.78,2.97\n\"42839\",0.41,\"Ideal\",\"F\",\"VVS1\",60.9,56,1356,4.83,4.79,2.93\n\"42840\",0.41,\"Ideal\",\"F\",\"VVS1\",60.3,56,1356,4.85,4.8,2.91\n\"42841\",0.41,\"Ideal\",\"F\",\"VVS1\",60.7,56,1356,4.85,4.81,2.93\n\"42842\",0.41,\"Ideal\",\"F\",\"VVS1\",62.1,57,1356,4.79,4.75,2.96\n\"42843\",0.41,\"Ideal\",\"F\",\"VVS1\",61.8,55,1356,4.78,4.76,2.95\n\"42844\",0.41,\"Ideal\",\"F\",\"VVS1\",61.9,56,1356,4.79,4.77,2.96\n\"42845\",0.41,\"Ideal\",\"F\",\"VVS1\",61.7,57,1356,4.8,4.77,2.95\n\"42846\",0.41,\"Ideal\",\"F\",\"VVS1\",62.3,57,1356,4.77,4.73,2.96\n\"42847\",0.41,\"Premium\",\"F\",\"VVS1\",61.3,59,1356,4.79,4.73,2.92\n\"42848\",0.41,\"Premium\",\"F\",\"VVS1\",61.8,59,1356,4.77,4.74,2.94\n\"42849\",0.41,\"Ideal\",\"F\",\"VVS1\",62,55,1356,4.78,4.74,2.95\n\"42850\",0.41,\"Ideal\",\"F\",\"VVS1\",62.3,55,1356,4.79,4.74,2.97\n\"42851\",0.41,\"Ideal\",\"F\",\"VVS1\",61.8,57,1356,4.79,4.75,2.95\n\"42852\",0.41,\"Ideal\",\"D\",\"VVS2\",62.3,57,1356,4.76,4.74,2.96\n\"42853\",0.41,\"Premium\",\"D\",\"VVS2\",61.8,58,1356,4.79,4.75,2.95\n\"42854\",0.41,\"Ideal\",\"D\",\"VVS2\",62.3,55,1356,4.77,4.76,2.97\n\"42855\",0.41,\"Premium\",\"D\",\"VVS2\",61.2,62,1356,4.82,4.78,2.94\n\"42856\",0.41,\"Ideal\",\"D\",\"VVS2\",62.1,56,1356,4.78,4.76,2.96\n\"42857\",0.41,\"Premium\",\"D\",\"VVS2\",62.5,58,1356,4.75,4.72,2.96\n\"42858\",0.54,\"Premium\",\"G\",\"SI1\",60.8,59,1356,5.27,5.23,3.19\n\"42859\",0.53,\"Premium\",\"H\",\"VS2\",59.1,59,1356,5.33,5.26,3.13\n\"42860\",0.54,\"Premium\",\"E\",\"SI1\",59.5,61,1356,5.31,5.28,3.15\n\"42861\",0.5,\"Very 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Good\",\"G\",\"SI1\",61.8,55,1361,5.28,5.33,3.28\n\"42899\",0.54,\"Premium\",\"E\",\"SI1\",60.2,58,1361,5.27,5.3,3.18\n\"42900\",0.54,\"Good\",\"H\",\"VS1\",63.2,58,1361,5.12,5.16,3.25\n\"42901\",0.54,\"Good\",\"H\",\"VS1\",63.2,60,1361,5.13,5.16,3.25\n\"42902\",0.59,\"Good\",\"F\",\"SI1\",59.1,58,1361,5.46,5.5,3.24\n\"42903\",0.51,\"Good\",\"E\",\"SI1\",57.4,62,1361,5.29,5.24,3.02\n\"42904\",0.59,\"Very Good\",\"E\",\"SI2\",62.9,58,1362,5.33,5.39,3.37\n\"42905\",0.71,\"Fair\",\"J\",\"SI2\",66.1,58,1362,5.53,5.43,3.62\n\"42906\",0.5,\"Good\",\"H\",\"VVS2\",61.9,64.3,1362,5.01,5.03,3.11\n\"42907\",0.39,\"Premium\",\"E\",\"VVS1\",60.7,58,1362,4.73,4.69,2.86\n\"42908\",0.39,\"Premium\",\"G\",\"IF\",59,60,1362,4.78,4.75,2.81\n\"42909\",0.51,\"Very Good\",\"E\",\"SI1\",60.8,57,1363,5.12,5.17,3.13\n\"42910\",0.55,\"Premium\",\"H\",\"VS2\",62.1,58,1363,5.24,5.29,3.27\n\"42911\",0.55,\"Ideal\",\"D\",\"SI2\",60.9,57,1363,5.26,5.29,3.21\n\"42912\",0.52,\"Very Good\",\"J\",\"VVS1\",61.7,55.5,1363,5.17,5.19,3.19\n\"42913\",0.41,\"Ideal\",\"E\",\"VVS2\",61.6,55,1363,4.81,4.84,2.97\n\"42914\",0.41,\"Ideal\",\"E\",\"VVS2\",60.5,57,1363,4.83,4.86,2.93\n\"42915\",0.51,\"Good\",\"D\",\"SI1\",58.7,58,1363,5.21,5.25,3.07\n\"42916\",0.53,\"Good\",\"G\",\"SI1\",63.8,56,1363,5.18,5.14,3.29\n\"42917\",0.53,\"Ideal\",\"F\",\"SI1\",62.4,57,1363,5.21,5.18,3.24\n\"42918\",0.53,\"Good\",\"F\",\"SI1\",63.8,58,1363,5.17,5.12,3.28\n\"42919\",0.53,\"Good\",\"F\",\"SI1\",63.8,56,1363,5.16,5.13,3.28\n\"42920\",0.53,\"Ideal\",\"F\",\"SI1\",62.9,57,1363,5.18,5.15,3.25\n\"42921\",0.5,\"Premium\",\"D\",\"SI1\",61.4,59,1363,5.12,5.08,3.13\n\"42922\",0.53,\"Fair\",\"E\",\"SI1\",64.5,53,1363,5.16,5.15,3.33\n\"42923\",0.53,\"Premium\",\"G\",\"SI1\",61.3,58,1363,5.21,5.16,3.18\n\"42924\",0.41,\"Very Good\",\"D\",\"VVS2\",61.2,55,1364,4.79,4.82,2.95\n\"42925\",0.57,\"Good\",\"G\",\"SI1\",63.3,55,1364,5.29,5.32,3.36\n\"42926\",0.57,\"Ideal\",\"G\",\"SI1\",61.7,56,1364,5.33,5.37,3.3\n\"42927\",0.57,\"Good\",\"F\",\"SI1\",63.2,55,1364,5.26,5.31,3.34\n\"42928\",0.57,\"Good\",\"G\",\"SI1\",63.5,55,1364,5.28,5.3,3.36\n\"42929\",0.57,\"Very Good\",\"F\",\"SI1\",58.6,57,1364,5.37,5.59,3.21\n\"42930\",0.62,\"Ideal\",\"F\",\"SI2\",61.8,55,1364,5.5,5.51,3.4\n\"42931\",0.32,\"Premium\",\"H\",\"VS2\",60.7,58,505,4.43,4.46,2.7\n\"42932\",0.32,\"Ideal\",\"H\",\"VS2\",61.5,56,505,4.38,4.4,2.7\n\"42933\",0.32,\"Premium\",\"H\",\"VS2\",60.5,59,505,4.39,4.43,2.67\n\"42934\",0.32,\"Very Good\",\"H\",\"VS2\",62.4,58,505,4.33,4.36,2.71\n\"42935\",0.36,\"Very 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Good\",\"E\",\"SI1\",63,59,1406,5.25,5.17,3.28\n\"43339\",0.56,\"Ideal\",\"I\",\"VS1\",60.5,55,1406,5.33,5.39,3.24\n\"43340\",0.4,\"Ideal\",\"F\",\"IF\",61.9,54,1406,4.75,4.81,2.96\n\"43341\",0.51,\"Premium\",\"F\",\"SI1\",59.7,59,1406,5.2,5.15,3.09\n\"43342\",0.51,\"Premium\",\"F\",\"SI1\",59.4,60,1406,5.21,5.19,3.09\n\"43343\",0.51,\"Good\",\"F\",\"SI1\",63.6,58,1406,5.08,5.05,3.22\n\"43344\",0.51,\"Ideal\",\"F\",\"SI1\",62.9,56,1406,5.1,5.05,3.19\n\"43345\",0.51,\"Good\",\"F\",\"SI1\",64.2,59,1406,5.04,5.02,3.23\n\"43346\",0.57,\"Premium\",\"E\",\"SI1\",58.9,59,1406,5.41,5.35,3.17\n\"43347\",0.51,\"Ideal\",\"F\",\"SI1\",60,57,1406,5.25,5.21,3.14\n\"43348\",0.51,\"Ideal\",\"F\",\"SI1\",61.3,56,1406,5.19,5.16,3.17\n\"43349\",0.37,\"Ideal\",\"F\",\"VVS1\",59.2,57,1406,4.75,4.71,2.8\n\"43350\",0.51,\"Premium\",\"D\",\"SI2\",59.5,61,1406,5.19,5.16,3.08\n\"43351\",0.5,\"Very 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Good\",\"F\",\"SI1\",59.5,61,1410,5.28,5.41,3.18\n\"43388\",0.5,\"Very Good\",\"H\",\"VS1\",62.5,58,1410,5.04,5.1,3.17\n\"43389\",0.5,\"Ideal\",\"E\",\"SI1\",62.2,57,1410,5.06,5.1,3.16\n\"43390\",0.5,\"Ideal\",\"E\",\"SI1\",62.3,56,1410,5.06,5.12,3.17\n\"43391\",0.62,\"Good\",\"D\",\"SI2\",64,56,1410,5.42,5.39,3.46\n\"43392\",0.57,\"Ideal\",\"I\",\"VS2\",61.8,57,1410,5.31,5.34,3.29\n\"43393\",0.57,\"Ideal\",\"I\",\"VS2\",61.9,57,1410,5.3,5.33,3.29\n\"43394\",0.5,\"Ideal\",\"I\",\"VS2\",61.9,56,1410,5.08,5.13,3.16\n\"43395\",0.54,\"Ideal\",\"E\",\"SI1\",61.6,57,1410,5.23,5.26,3.23\n\"43396\",0.5,\"Ideal\",\"E\",\"SI1\",61.6,55,1410,5.09,5.13,3.15\n\"43397\",0.62,\"Fair\",\"D\",\"SI2\",64.6,57,1410,5.39,5.33,3.46\n\"43398\",0.5,\"Very Good\",\"H\",\"VS2\",61.2,55,1411,5.12,5.16,3.15\n\"43399\",0.64,\"Fair\",\"I\",\"VS2\",55.3,69,1411,5.85,5.69,3.19\n\"43400\",0.59,\"Premium\",\"F\",\"SI1\",61.7,60,1412,5.37,5.39,3.32\n\"43401\",0.59,\"Very Good\",\"G\",\"SI1\",63,57,1412,5.35,5.38,3.38\n\"43402\",0.59,\"Very Good\",\"F\",\"SI1\",61.7,57,1412,5.39,5.43,3.34\n\"43403\",0.46,\"Ideal\",\"G\",\"VVS1\",62,54,1412,4.97,5,3.09\n\"43404\",0.46,\"Ideal\",\"G\",\"VVS1\",61.5,55,1412,4.97,5.01,3.07\n\"43405\",0.52,\"Ideal\",\"E\",\"SI2\",61,57,1412,5.18,5.21,3.17\n\"43406\",0.53,\"Ideal\",\"H\",\"VS2\",62.5,56,1412,5.19,5.15,3.23\n\"43407\",0.53,\"Ideal\",\"H\",\"VS2\",62.4,56,1412,5.18,5.17,3.23\n\"43408\",0.53,\"Ideal\",\"D\",\"SI2\",62.9,54,1412,5.17,5.13,3.24\n\"43409\",0.53,\"Ideal\",\"D\",\"SI2\",60.4,57,1412,5.3,5.26,3.19\n\"43410\",0.53,\"Ideal\",\"D\",\"SI2\",61.4,56,1412,5.24,5.22,3.21\n\"43411\",0.53,\"Ideal\",\"D\",\"SI2\",61.9,55,1412,5.24,5.19,3.23\n\"43412\",0.53,\"Ideal\",\"H\",\"VS2\",62.6,57,1412,5.17,5.15,3.23\n\"43413\",0.53,\"Premium\",\"H\",\"VS2\",61.4,52,1412,5.29,5.26,3.24\n\"43414\",0.46,\"Very 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Good\",\"J\",\"SI1\",63,57,1966,5.69,5.74,3.6\n\"48386\",0.5,\"Ideal\",\"G\",\"VVS1\",62.2,56,1966,5.1,5.12,3.18\n\"48387\",0.5,\"Premium\",\"G\",\"VVS1\",61,60,1966,5.08,5.12,3.11\n\"48388\",0.59,\"Ideal\",\"G\",\"VVS2\",62.2,56,1966,5.37,5.4,3.35\n\"48389\",0.5,\"Good\",\"G\",\"VVS1\",63.3,56,1966,5.07,5.1,3.22\n\"48390\",0.5,\"Very Good\",\"G\",\"VVS1\",62.3,59,1966,5.01,5.04,3.13\n\"48391\",0.5,\"Ideal\",\"G\",\"VVS1\",62.7,57,1966,5.07,5.1,3.19\n\"48392\",0.7,\"Very Good\",\"G\",\"SI2\",58.2,63,1966,5.82,5.79,3.38\n\"48393\",0.72,\"Ideal\",\"J\",\"SI1\",62.6,56,1966,5.67,5.74,3.57\n\"48394\",0.5,\"Good\",\"G\",\"VVS1\",60,62,1966,5.12,5.18,3.09\n\"48395\",0.7,\"Premium\",\"I\",\"VS2\",63,60,1966,5.62,5.59,3.53\n\"48396\",0.7,\"Premium\",\"F\",\"SI2\",58.4,61,1966,5.86,5.79,3.4\n\"48397\",0.64,\"Very Good\",\"D\",\"SI1\",62.2,55,1967,5.51,5.55,3.44\n\"48398\",0.64,\"Ideal\",\"D\",\"SI1\",62.1,56,1967,5.5,5.55,3.43\n\"48399\",0.52,\"Ideal\",\"H\",\"IF\",59.2,58,1967,5.23,5.31,3.12\n\"48400\",0.59,\"Ideal\",\"E\",\"VS2\",62.3,55,1968,5.35,5.38,3.34\n\"48401\",0.71,\"Premium\",\"J\",\"VS2\",60.1,61,1968,5.82,5.77,3.48\n\"48402\",0.83,\"Good\",\"F\",\"SI2\",63.7,59,1968,5.91,5.86,3.75\n\"48403\",0.7,\"Very Good\",\"J\",\"VVS2\",63.2,55,1968,5.63,5.57,3.54\n\"48404\",0.64,\"Very Good\",\"D\",\"SI1\",62.3,58,1969,5.49,5.53,3.43\n\"48405\",0.72,\"Good\",\"G\",\"SI1\",64,59,1969,5.59,5.63,3.59\n\"48406\",0.52,\"Ideal\",\"G\",\"VVS1\",61,57,1969,5.18,5.2,3.17\n\"48407\",0.61,\"Very Good\",\"H\",\"VVS2\",60.5,57,1970,5.52,5.54,3.35\n\"48408\",0.61,\"Very Good\",\"H\",\"VVS2\",61.4,57,1970,5.46,5.5,3.36\n\"48409\",0.72,\"Very Good\",\"H\",\"SI2\",62.6,53,1970,5.75,5.78,3.61\n\"48410\",0.72,\"Very Good\",\"H\",\"SI2\",62.9,57,1970,5.64,5.68,3.56\n\"48411\",0.51,\"Very Good\",\"E\",\"VS1\",61.8,54.7,1970,5.12,5.15,31.8\n\"48412\",0.51,\"Very Good\",\"E\",\"VS1\",62.8,57.1,1970,5.07,5.1,3.2\n\"48413\",0.6,\"Ideal\",\"F\",\"VS2\",61.9,57,1970,5.39,5.43,3.35\n\"48414\",0.76,\"Premium\",\"G\",\"SI2\",62.6,55,1970,5.87,5.82,3.66\n\"48415\",0.65,\"Premium\",\"F\",\"VS2\",59.6,58,1970,5.65,5.62,3.36\n\"48416\",0.73,\"Premium\",\"F\",\"SI2\",60.2,59,1971,5.87,5.82,3.52\n\"48417\",0.61,\"Very Good\",\"F\",\"VS2\",62.9,58,1971,5.33,5.39,3.37\n\"48418\",0.7,\"Very Good\",\"I\",\"VS1\",62.4,58,1971,5.62,5.67,3.52\n\"48419\",0.61,\"Very Good\",\"F\",\"VS2\",59.6,61,1971,5.5,5.58,3.3\n\"48420\",0.51,\"Premium\",\"G\",\"VVS1\",61.6,59,1971,5.12,5.08,3.14\n\"48421\",0.7,\"Ideal\",\"J\",\"VS2\",61.5,57,1971,5.7,5.74,3.52\n\"48422\",0.61,\"Good\",\"F\",\"VS2\",63,64.2,1971,5.29,5.32,3.34\n\"48423\",0.51,\"Very Good\",\"G\",\"VVS1\",63.2,58,1971,5.11,5.08,3.22\n\"48424\",0.7,\"Premium\",\"E\",\"SI1\",61.1,60,1971,5.69,5.56,3.44\n\"48425\",0.5,\"Premium\",\"H\",\"IF\",61.4,61,1971,5.14,5.03,3.12\n\"48426\",0.51,\"Premium\",\"F\",\"VS1\",61.7,58,1971,5.11,5.07,3.14\n\"48427\",0.71,\"Very Good\",\"H\",\"SI2\",63.7,56,1972,5.62,5.65,3.59\n\"48428\",0.57,\"Ideal\",\"G\",\"VS1\",61.4,55,1972,5.34,5.38,3.29\n\"48429\",0.7,\"Very Good\",\"I\",\"SI1\",63.8,56,1973,5.58,5.62,3.57\n\"48430\",0.7,\"Ideal\",\"H\",\"SI2\",63.1,54,1973,5.64,5.68,3.57\n\"48431\",0.7,\"Ideal\",\"J\",\"VS2\",61.9,57,1974,5.65,5.69,3.51\n\"48432\",0.7,\"Ideal\",\"J\",\"SI1\",62.3,57,1974,5.69,5.71,3.55\n\"48433\",0.51,\"Premium\",\"G\",\"VVS2\",59.1,59,1974,5.21,5.18,3.07\n\"48434\",0.51,\"Ideal\",\"G\",\"VVS2\",60.1,56,1974,5.22,5.19,3.13\n\"48435\",0.51,\"Premium\",\"G\",\"VVS2\",61.7,58,1974,5.18,5.13,3.18\n\"48436\",0.51,\"Ideal\",\"G\",\"VVS2\",61.2,55,1974,5.18,5.15,3.16\n\"48437\",0.51,\"Ideal\",\"G\",\"VVS2\",61.1,56,1974,5.19,5.15,3.16\n\"48438\",0.51,\"Ideal\",\"G\",\"VVS2\",61.9,55,1974,5.19,5.15,3.2\n\"48439\",0.51,\"Ideal\",\"G\",\"VVS2\",61.5,57,1974,5.18,5.13,3.17\n\"48440\",0.51,\"Ideal\",\"G\",\"VVS2\",61.3,57,1974,5.15,5.12,3.15\n\"48441\",0.51,\"Premium\",\"G\",\"VVS2\",61.5,56,1974,5.15,5.12,3.16\n\"48442\",0.51,\"Ideal\",\"G\",\"VVS2\",61.6,56,1974,5.17,5.12,3.17\n\"48443\",0.51,\"Ideal\",\"G\",\"VVS2\",62.9,57,1974,5.12,5.09,3.21\n\"48444\",0.51,\"Ideal\",\"G\",\"VVS2\",62.6,57,1974,5.12,5.1,3.2\n\"48445\",0.51,\"Ideal\",\"G\",\"VVS2\",61.8,56,1974,5.16,5.1,3.17\n\"48446\",0.51,\"Premium\",\"G\",\"VVS2\",61.7,58,1974,5.14,5.11,3.16\n\"48447\",0.51,\"Very Good\",\"G\",\"VVS2\",63.1,58,1974,5.11,5.07,3.21\n\"48448\",0.7,\"Premium\",\"H\",\"SI2\",61,59,1974,5.76,5.71,3.5\n\"48449\",0.7,\"Fair\",\"F\",\"SI1\",65.3,54,1974,5.58,5.54,3.63\n\"48450\",0.55,\"Ideal\",\"E\",\"VS1\",61.7,55,1975,5.27,5.29,3.26\n\"48451\",0.55,\"Very Good\",\"D\",\"VS2\",58.5,58.4,1975,5.39,5.42,3.16\n\"48452\",0.55,\"Ideal\",\"E\",\"VS1\",62.2,55,1975,5.22,5.26,3.26\n\"48453\",0.55,\"Ideal\",\"E\",\"VS1\",61.1,55,1975,5.3,5.33,3.25\n\"48454\",0.55,\"Premium\",\"D\",\"VS1\",62,58,1975,5.26,5.28,3.27\n\"48455\",0.55,\"Very Good\",\"F\",\"VS1\",61.2,56.4,1975,5.28,5.33,3.25\n\"48456\",0.58,\"Premium\",\"G\",\"VVS2\",61.4,61,1975,5.43,5.38,3.32\n\"48457\",0.58,\"Premium\",\"G\",\"VVS2\",61.5,60,1975,5.37,5.33,3.29\n\"48458\",0.73,\"Very Good\",\"E\",\"SI2\",63.1,59,1975,5.76,5.72,3.62\n\"48459\",0.51,\"Ideal\",\"G\",\"VVS2\",62.7,55,1976,5.08,5.1,3.19\n\"48460\",0.57,\"Ideal\",\"G\",\"VVS2\",60.5,56,1976,5.36,5.38,3.25\n\"48461\",0.5,\"Good\",\"G\",\"IF\",64,55,1976,5.05,5.08,3.24\n\"48462\",0.56,\"Ideal\",\"G\",\"VVS2\",61.6,56,1976,5.29,5.32,3.27\n\"48463\",0.61,\"Good\",\"H\",\"VVS2\",58.7,64,1976,5.53,5.5,3.24\n\"48464\",0.61,\"Premium\",\"D\",\"SI1\",62.3,58,1976,5.45,5.4,3.38\n\"48465\",0.58,\"Very Good\",\"D\",\"VS2\",60.2,57,1977,5.41,5.45,3.27\n\"48466\",0.7,\"Very Good\",\"I\",\"SI2\",61.8,58,1977,5.65,5.71,3.51\n\"48467\",0.71,\"Premium\",\"G\",\"SI2\",62.3,55,1977,5.72,5.68,3.55\n\"48468\",0.51,\"Premium\",\"D\",\"VS2\",60.1,59,1977,5.19,5.16,3.11\n\"48469\",0.5,\"Very Good\",\"F\",\"VVS1\",63.5,60,1978,4.98,5.04,3.18\n\"48470\",0.74,\"Very Good\",\"J\",\"VS2\",62.3,55,1978,5.79,5.83,3.62\n\"48471\",0.66,\"Very Good\",\"H\",\"VS1\",61.6,58.1,1978,5.54,5.58,3.42\n\"48472\",0.52,\"Ideal\",\"F\",\"VVS2\",62.1,54,1978,5.17,5.2,3.22\n\"48473\",0.59,\"Ideal\",\"D\",\"VS2\",61.4,57,1978,5.39,5.4,3.31\n\"48474\",0.56,\"Ideal\",\"E\",\"VS1\",61,57,1978,5.32,5.34,3.25\n\"48475\",0.66,\"Good\",\"H\",\"VS1\",59.8,60.9,1978,5.62,5.68,3.38\n\"48476\",0.7,\"Good\",\"F\",\"SI2\",63.3,58,1978,5.57,5.61,3.54\n\"48477\",0.58,\"Very Good\",\"H\",\"VVS1\",63.3,55,1979,5.27,5.31,3.35\n\"48478\",0.71,\"Very Good\",\"J\",\"SI1\",59.7,57,1979,5.84,5.88,3.5\n\"48479\",0.7,\"Very Good\",\"J\",\"SI1\",61.7,57,1979,5.65,5.69,3.5\n\"48480\",0.56,\"Ideal\",\"G\",\"VVS2\",61.2,55,1979,5.35,5.37,3.28\n\"48481\",0.58,\"Ideal\",\"F\",\"VS1\",61.2,57,1979,5.36,5.39,3.29\n\"48482\",0.58,\"Ideal\",\"F\",\"VS1\",59.9,59,1979,5.42,5.47,3.26\n\"48483\",0.51,\"Good\",\"E\",\"VVS2\",62,60.5,1980,5.05,5.08,3.15\n\"48484\",0.55,\"Premium\",\"H\",\"VVS1\",61.1,57,1980,5.35,5.26,3.24\n\"48485\",0.55,\"Ideal\",\"F\",\"VS1\",62,55,1980,5.29,5.26,3.27\n\"48486\",0.55,\"Ideal\",\"F\",\"VS1\",61.6,57,1980,5.29,5.23,3.24\n\"48487\",0.55,\"Ideal\",\"F\",\"VS1\",61.9,56,1980,5.29,5.25,3.26\n\"48488\",0.5,\"Premium\",\"D\",\"VS2\",61.3,61,1980,5.1,5.04,3.11\n\"48489\",0.5,\"Fair\",\"D\",\"VVS2\",67.6,57,1980,4.95,4.84,3.31\n\"48490\",0.75,\"Premium\",\"G\",\"SI1\",59.4,62,1980,5.95,5.91,3.52\n\"48491\",0.67,\"Very Good\",\"H\",\"VS1\",63.4,59,1981,5.53,5.57,3.52\n\"48492\",0.55,\"Ideal\",\"G\",\"VVS2\",62,56,1981,5.26,5.28,3.27\n\"48493\",0.54,\"Ideal\",\"G\",\"VVS2\",61.9,57,1981,5.22,5.25,3.24\n\"48494\",0.66,\"Ideal\",\"D\",\"VS2\",61.8,56,1981,5.6,5.57,3.45\n\"48495\",0.52,\"Ideal\",\"F\",\"VS2\",61.5,56,1981,5.19,5.21,3.2\n\"48496\",0.57,\"Ideal\",\"D\",\"VS2\",61.8,55,1981,5.32,5.34,3.29\n\"48497\",0.56,\"Ideal\",\"F\",\"VS1\",61.7,55.1,1981,5.29,5.33,3.27\n\"48498\",0.54,\"Ideal\",\"H\",\"IF\",61.5,54,1981,5.27,5.3,3.25\n\"48499\",0.7,\"Fair\",\"H\",\"VS2\",57,58,1981,5.87,5.89,3.35\n\"48500\",0.7,\"Fair\",\"H\",\"VS2\",64.9,56,1981,5.49,5.51,3.57\n\"48501\",0.71,\"Very Good\",\"J\",\"VS1\",63.3,55,1981,5.66,5.62,3.57\n\"48502\",0.57,\"Ideal\",\"E\",\"VS1\",62.9,57,1982,5.29,5.27,3.32\n\"48503\",0.54,\"Ideal\",\"G\",\"VVS1\",61.3,56,1982,5.23,5.28,3.22\n\"48504\",0.57,\"Ideal\",\"D\",\"VS1\",61.8,55,1982,5.31,5.37,3.3\n\"48505\",0.59,\"Premium\",\"H\",\"VVS1\",62,58,1982,5.38,5.36,3.33\n\"48506\",0.74,\"Fair\",\"J\",\"VS1\",58.8,68,1982,5.91,5.8,3.44\n\"48507\",0.7,\"Premium\",\"H\",\"SI2\",61.7,58,1982,5.72,5.69,3.52\n\"48508\",0.7,\"Fair\",\"G\",\"SI1\",65,59,1982,5.57,5.5,3.6\n\"48509\",0.54,\"Very Good\",\"G\",\"VVS1\",60.6,55,1983,5.28,5.31,3.21\n\"48510\",0.61,\"Very Good\",\"E\",\"SI1\",62.2,60,1983,5.44,5.4,3.37\n\"48511\",0.58,\"Ideal\",\"F\",\"VS1\",62.1,56,1983,5.32,5.38,3.32\n\"48512\",0.54,\"Ideal\",\"H\",\"VVS2\",60.9,57,1983,5.26,5.22,3.19\n\"48513\",0.6,\"Very Good\",\"D\",\"VS2\",61.5,59,1984,5.4,5.43,3.33\n\"48514\",0.58,\"Ideal\",\"E\",\"VS2\",61.1,57,1984,5.41,5.39,3.3\n\"48515\",0.58,\"Ideal\",\"G\",\"VS1\",62.6,54,1984,5.34,5.3,3.33\n\"48516\",0.58,\"Premium\",\"G\",\"VS1\",61.5,58,1984,5.41,5.35,3.31\n\"48517\",0.58,\"Ideal\",\"E\",\"VS2\",61.9,57,1984,5.37,5.33,3.31\n\"48518\",0.58,\"Ideal\",\"E\",\"VS2\",61.6,55,1984,5.38,5.33,3.3\n\"48519\",0.58,\"Ideal\",\"E\",\"VS2\",61.9,56,1984,5.38,5.35,3.32\n\"48520\",0.76,\"Premium\",\"H\",\"SI2\",59,59,1985,6.05,6.02,3.56\n\"48521\",0.54,\"Ideal\",\"G\",\"VVS2\",61.4,55,1985,5.22,5.3,3.23\n\"48522\",0.54,\"Ideal\",\"G\",\"VVS2\",60.6,56,1985,5.26,5.27,3.19\n\"48523\",0.54,\"Ideal\",\"G\",\"VVS2\",61,56,1985,5.25,5.3,3.22\n\"48524\",0.54,\"Ideal\",\"G\",\"VVS2\",61.8,56,1985,5.23,5.25,3.24\n\"48525\",0.54,\"Ideal\",\"G\",\"VVS2\",62.1,56,1985,5.19,5.22,3.23\n\"48526\",0.54,\"Ideal\",\"G\",\"VVS2\",61.5,54,1985,5.24,5.26,3.23\n\"48527\",0.51,\"Ideal\",\"E\",\"VS2\",61.6,55,1985,5.15,5.2,3.19\n\"48528\",0.74,\"Ideal\",\"J\",\"VS1\",61.2,56,1985,5.82,5.87,3.58\n\"48529\",0.59,\"Very Good\",\"D\",\"VS2\",59.2,56,1986,5.47,5.54,3.26\n\"48530\",0.55,\"Very Good\",\"E\",\"VS1\",61.6,55,1986,5.26,5.28,3.25\n\"48531\",0.71,\"Very Good\",\"J\",\"SI2\",60.9,55,1986,5.76,5.87,3.54\n\"48532\",0.73,\"Very Good\",\"G\",\"SI2\",62.6,56,1986,5.77,5.79,3.62\n\"48533\",0.51,\"Ideal\",\"D\",\"VS2\",61.1,56,1986,5.16,5.2,3.17\n\"48534\",0.71,\"Very Good\",\"H\",\"SI1\",62.5,63,1986,5.66,5.63,3.53\n\"48535\",0.54,\"Ideal\",\"D\",\"VS1\",61.6,54,1987,5.24,5.25,3.23\n\"48536\",0.46,\"Ideal\",\"G\",\"IF\",61.7,56,1987,4.97,5.01,3.08\n\"48537\",0.46,\"Ideal\",\"G\",\"IF\",61.1,56,1987,5,5.02,3.06\n\"48538\",0.7,\"Premium\",\"D\",\"SI2\",60.8,61,1987,5.69,5.64,3.45\n\"48539\",0.5,\"Premium\",\"G\",\"VVS1\",61.3,57,1987,5.15,5.07,3.13\n\"48540\",0.5,\"Premium\",\"F\",\"VVS2\",62.7,56,1987,5.08,5.03,3.17\n\"48541\",0.72,\"Premium\",\"J\",\"SI1\",62.1,59,1987,5.75,5.71,3.56\n\"48542\",0.5,\"Very Good\",\"G\",\"VVS1\",59.6,63,1987,5.16,5.11,3.06\n\"48543\",0.72,\"Very Good\",\"J\",\"VS1\",62.7,58,1988,5.67,5.72,3.57\n\"48544\",0.54,\"Very Good\",\"D\",\"VS1\",59.9,57,1988,5.38,5.3,3.2\n\"48545\",0.52,\"Ideal\",\"I\",\"IF\",60.2,56,1988,5.23,5.27,3.16\n\"48546\",0.7,\"Good\",\"F\",\"SI1\",63.5,59,1988,5.58,5.64,3.56\n\"48547\",0.61,\"Very Good\",\"F\",\"VS2\",61.8,56,1989,5.42,5.46,3.36\n\"48548\",0.72,\"Very Good\",\"J\",\"SI1\",63,58,1989,5.67,5.7,3.58\n\"48549\",0.74,\"Good\",\"H\",\"VS2\",59.2,64,1989,5.79,5.66,3.4\n\"48550\",0.65,\"Ideal\",\"E\",\"SI1\",62.7,54,1989,5.58,5.56,3.49\n\"48551\",0.54,\"Premium\",\"F\",\"VS2\",62,59,1989,5.22,5.16,3.22\n\"48552\",0.51,\"Premium\",\"E\",\"VS1\",61.6,57,1989,5.13,5.1,3.15\n\"48553\",0.55,\"Ideal\",\"D\",\"VS1\",61.7,55,1990,5.26,5.25,3.24\n\"48554\",0.7,\"Very Good\",\"D\",\"SI2\",60.9,60,1990,5.68,5.72,3.47\n\"48555\",0.58,\"Premium\",\"G\",\"VVS2\",59.7,59,1990,5.4,5.45,3.24\n\"48556\",0.67,\"Good\",\"G\",\"VS2\",63.8,60,1990,5.5,5.47,3.5\n\"48557\",0.53,\"Ideal\",\"G\",\"VVS1\",62.1,54,1990,5.2,5.23,3.24\n\"48558\",0.7,\"Fair\",\"F\",\"SI2\",57.1,64,1990,5.81,5.86,3.33\n\"48559\",0.63,\"Very Good\",\"H\",\"VS1\",61.1,57,1991,5.5,5.54,3.37\n\"48560\",0.71,\"Ideal\",\"E\",\"SI2\",62.6,55,1991,5.72,5.68,3.57\n\"48561\",0.64,\"Ideal\",\"D\",\"SI1\",62.1,57,1991,5.52,5.49,3.42\n\"48562\",0.56,\"Ideal\",\"D\",\"VS2\",61.2,56,1991,5.31,5.38,3.27\n\"48563\",0.55,\"Ideal\",\"G\",\"VS1\",60.9,55,1991,5.34,5.37,3.26\n\"48564\",0.52,\"Ideal\",\"D\",\"VS1\",60.9,56,1991,5.19,5.22,3.17\n\"48565\",0.64,\"Ideal\",\"I\",\"IF\",62,54,1991,5.53,5.56,3.44\n\"48566\",0.5,\"Good\",\"G\",\"VVS2\",64.4,57,1991,4.97,5.05,3.22\n\"48567\",0.72,\"Premium\",\"I\",\"VS2\",61.1,61,1991,5.79,5.74,3.52\n\"48568\",0.59,\"Premium\",\"G\",\"VS1\",62.5,53,1991,5.46,5.35,3.38\n\"48569\",0.38,\"Ideal\",\"D\",\"VVS1\",61.6,55,1992,4.66,4.69,2.88\n\"48570\",0.63,\"Ideal\",\"D\",\"SI1\",62,56,1992,5.55,5.48,3.42\n\"48571\",0.46,\"Very Good\",\"D\",\"VVS1\",61.6,59,1993,4.92,4.97,3.05\n\"48572\",0.71,\"Very Good\",\"J\",\"VS1\",64.1,58,1993,5.61,5.65,3.61\n\"48573\",0.59,\"Very Good\",\"E\",\"VS1\",61.6,61,1993,5.34,5.37,3.3\n\"48574\",0.71,\"Very Good\",\"G\",\"SI2\",63,56,1993,5.62,5.65,3.55\n\"48575\",0.53,\"Ideal\",\"G\",\"VVS2\",61.7,54.5,1993,5.2,5.26,3.23\n\"48576\",0.56,\"Ideal\",\"G\",\"VVS1\",61.7,57,1993,5.29,5.31,3.27\n\"48577\",0.54,\"Premium\",\"E\",\"VS2\",61.3,59,1993,5.26,5.21,3.21\n\"48578\",0.54,\"Premium\",\"D\",\"VS2\",61.1,55,1993,5.37,5.24,3.24\n\"48579\",0.54,\"Ideal\",\"D\",\"VS2\",61.1,56,1993,5.29,5.25,3.22\n\"48580\",0.54,\"Premium\",\"D\",\"VS2\",60.6,58,1993,5.3,5.26,3.2\n\"48581\",0.54,\"Premium\",\"D\",\"VS2\",60.9,58,1993,5.31,5.27,3.22\n\"48582\",0.54,\"Ideal\",\"D\",\"VS2\",61.1,57,1993,5.25,5.22,3.2\n\"48583\",0.54,\"Ideal\",\"D\",\"VS2\",61.3,56,1993,5.26,5.22,3.21\n\"48584\",0.54,\"Ideal\",\"D\",\"VS2\",61.8,57,1993,5.26,5.22,3.24\n\"48585\",0.54,\"Ideal\",\"D\",\"VS2\",62.6,57,1993,5.24,5.18,3.26\n\"48586\",0.54,\"Ideal\",\"D\",\"VS2\",61.1,57,1993,5.29,5.19,3.2\n\"48587\",0.54,\"Ideal\",\"D\",\"VS2\",61.8,56,1993,5.24,5.21,3.23\n\"48588\",0.54,\"Premium\",\"D\",\"VS2\",61.5,58,1993,5.26,5.21,3.22\n\"48589\",0.54,\"Premium\",\"D\",\"VS2\",61.7,58,1993,5.24,5.16,3.21\n\"48590\",0.54,\"Premium\",\"D\",\"VS1\",61.1,58,1994,5.24,5.3,3.22\n\"48591\",0.59,\"Ideal\",\"E\",\"SI1\",61.6,55,1994,5.41,5.43,3.34\n\"48592\",0.71,\"Fair\",\"G\",\"SI2\",65.6,61,1994,5.46,5.37,3.55\n\"48593\",0.52,\"Very Good\",\"D\",\"VS1\",59.6,57,1995,5.24,5.3,3.14\n\"48594\",0.7,\"Good\",\"I\",\"SI1\",63.6,55,1995,5.62,5.58,3.56\n\"48595\",0.7,\"Fair\",\"H\",\"SI1\",61,66,1995,5.68,5.64,3.45\n\"48596\",0.7,\"Very Good\",\"H\",\"SI2\",63.1,55,1995,5.71,5.66,3.59\n\"48597\",0.7,\"Very Good\",\"I\",\"VS1\",63.3,55,1995,5.64,5.6,3.56\n\"48598\",0.7,\"Fair\",\"G\",\"SI1\",61.6,66,1995,5.62,5.57,3.45\n\"48599\",0.7,\"Fair\",\"I\",\"VS2\",64.4,55,1996,5.6,5.55,3.59\n\"48600\",0.55,\"Ideal\",\"E\",\"VS1\",61.2,54,1996,5.3,5.32,3.25\n\"48601\",0.6,\"Ideal\",\"D\",\"SI1\",62.2,56,1996,5.44,5.4,3.37\n\"48602\",0.6,\"Premium\",\"D\",\"SI1\",60.4,60,1996,5.48,5.44,3.3\n\"48603\",0.72,\"Ideal\",\"J\",\"VVS2\",61.6,56,1996,5.76,5.73,3.54\n\"48604\",0.63,\"Premium\",\"H\",\"VS1\",61.7,59,1996,5.53,5.49,3.4\n\"48605\",0.77,\"Premium\",\"G\",\"SI2\",61.2,58,1996,5.99,5.96,3.64\n\"48606\",0.7,\"Very Good\",\"J\",\"VS2\",63.2,57,1997,5.63,5.66,3.57\n\"48607\",1,\"Fair\",\"I\",\"I1\",66.9,57,1997,6.15,6.03,4.09\n\"48608\",0.57,\"Very Good\",\"D\",\"VS2\",61.4,56,1998,5.34,5.37,3.29\n\"48609\",0.57,\"Ideal\",\"D\",\"VS2\",61.8,56,1998,5.31,5.34,3.29\n\"48610\",0.7,\"Fair\",\"E\",\"SI2\",64.4,58,1998,5.58,5.51,3.57\n\"48611\",0.7,\"Fair\",\"E\",\"SI2\",65.3,56,1998,5.57,5.54,3.63\n\"48612\",0.51,\"Ideal\",\"F\",\"VVS2\",62.2,55,1998,5.12,5.11,3.18\n\"48613\",0.51,\"Ideal\",\"F\",\"VVS2\",61.9,56,1998,5.13,5.15,3.18\n\"48614\",0.51,\"Ideal\",\"F\",\"VVS2\",61.7,56,1998,5.12,5.15,3.17\n\"48615\",0.79,\"Premium\",\"H\",\"SI2\",61.6,58,1998,5.98,5.94,3.67\n\"48616\",0.75,\"Premium\",\"J\",\"VS1\",61.6,57,1998,5.88,5.84,3.61\n\"48617\",0.54,\"Ideal\",\"G\",\"SI1\",60,57,1999,5.31,5.36,3.2\n\"48618\",0.7,\"Fair\",\"G\",\"SI2\",61.5,66,1999,5.55,5.6,3.43\n\"48619\",0.7,\"Very Good\",\"H\",\"SI2\",61.5,63,1999,5.63,5.59,3.45\n\"48620\",0.7,\"Very Good\",\"I\",\"SI1\",63.5,59,1999,5.65,5.62,3.58\n\"48621\",0.7,\"Premium\",\"H\",\"SI2\",62.1,62,1999,5.67,5.63,3.51\n\"48622\",0.7,\"Good\",\"H\",\"SI2\",63.6,54,1999,5.67,5.62,3.59\n\"48623\",0.56,\"Premium\",\"G\",\"VS1\",61,60,1999,5.39,5.32,3.27\n\"48624\",0.59,\"Very Good\",\"F\",\"SI1\",63.4,54,2000,5.35,5.4,3.41\n\"48625\",0.7,\"Ideal\",\"J\",\"VS1\",62.8,56,2000,5.64,5.66,3.55\n\"48626\",0.7,\"Good\",\"E\",\"SI1\",64.4,58,2000,5.48,5.52,3.54\n\"48627\",0.7,\"Fair\",\"E\",\"SI1\",57.2,66,2000,5.76,5.74,3.29\n\"48628\",0.58,\"Very Good\",\"F\",\"VS1\",61.5,60,2001,5.32,5.38,3.29\n\"48629\",0.77,\"Very Good\",\"J\",\"SI2\",61.2,56,2001,5.91,5.96,3.63\n\"48630\",0.77,\"Very Good\",\"J\",\"SI2\",61.3,58,2001,5.84,5.91,3.6\n\"48631\",0.3,\"Fair\",\"D\",\"SI2\",64.6,54,536,4.29,4.25,2.76\n\"48632\",0.34,\"Premium\",\"J\",\"VS2\",62.3,60,536,4.49,4.46,2.79\n\"48633\",0.34,\"Good\",\"F\",\"SI2\",63.9,56,536,4.43,4.4,2.82\n\"48634\",0.3,\"Very Good\",\"G\",\"SI1\",63.2,55,536,4.29,4.26,2.7\n\"48635\",0.3,\"Good\",\"D\",\"SI2\",60.8,65,536,4.29,4.26,2.6\n\"48636\",0.37,\"Very Good\",\"H\",\"VS2\",61.2,54,537,4.62,4.7,2.85\n\"48637\",0.37,\"Ideal\",\"I\",\"VS2\",61.5,56,537,4.6,4.63,2.84\n\"48638\",0.34,\"Ideal\",\"F\",\"SI1\",61.1,56,537,4.52,4.55,2.77\n\"48639\",0.31,\"Premium\",\"I\",\"SI1\",62.3,58,537,4.38,4.35,2.72\n\"48640\",0.31,\"Premium\",\"I\",\"SI1\",60.1,59,537,4.41,4.38,2.64\n\"48641\",0.31,\"Premium\",\"I\",\"SI1\",59.6,58,537,4.44,4.39,2.63\n\"48642\",0.31,\"Premium\",\"I\",\"SI1\",62.8,60,537,4.31,4.29,2.7\n\"48643\",0.31,\"Ideal\",\"I\",\"SI1\",62.5,56,537,4.35,4.29,2.7\n\"48644\",0.31,\"Ideal\",\"I\",\"SI1\",62.2,56,537,4.37,4.34,2.71\n\"48645\",0.27,\"Ideal\",\"E\",\"VS2\",60.8,56,537,4.25,4.23,2.58\n\"48646\",0.31,\"Premium\",\"D\",\"SI1\",58.5,59,537,4.49,4.44,2.61\n\"48647\",0.23,\"Good\",\"G\",\"VVS2\",63.8,56,537,3.94,3.9,2.5\n\"48648\",0.34,\"Ideal\",\"H\",\"VS2\",61.7,57,537,4.46,4.48,2.76\n\"48649\",0.34,\"Premium\",\"I\",\"VS1\",61,60,537,4.48,4.51,2.74\n\"48650\",0.34,\"Good\",\"H\",\"VS2\",63.7,57,537,4.42,4.44,2.82\n\"48651\",0.34,\"Premium\",\"H\",\"VS2\",61.1,58,537,4.47,4.5,2.74\n\"48652\",0.36,\"Premium\",\"G\",\"SI1\",61.8,59,537,4.55,4.57,2.82\n\"48653\",0.36,\"Premium\",\"D\",\"SI2\",61.2,59,537,4.56,4.59,2.8\n\"48654\",0.36,\"Good\",\"G\",\"SI1\",63.3,56,537,4.5,4.53,2.86\n\"48655\",0.34,\"Premium\",\"H\",\"VS2\",61.7,60,537,4.47,4.51,2.77\n\"48656\",0.34,\"Very Good\",\"H\",\"VS2\",62.4,60,537,4.41,4.44,2.76\n\"48657\",0.34,\"Premium\",\"I\",\"VS1\",59.5,59,537,4.55,4.59,2.72\n\"48658\",0.34,\"Premium\",\"H\",\"VS2\",60.2,60,537,4.51,4.56,2.73\n\"48659\",0.34,\"Good\",\"H\",\"VS2\",63.1,56,537,4.41,4.46,2.8\n\"48660\",0.34,\"Good\",\"H\",\"VS2\",63.2,55,537,4.46,4.5,2.83\n\"48661\",0.72,\"Very Good\",\"G\",\"SI2\",63.4,57,2001,5.67,5.71,3.61\n\"48662\",0.73,\"Very Good\",\"H\",\"SI1\",62.2,57,2001,5.77,5.8,3.6\n\"48663\",0.55,\"Ideal\",\"E\",\"VS1\",61.2,57,2001,5.28,5.3,3.24\n\"48664\",0.55,\"Ideal\",\"E\",\"VS1\",62,56,2001,5.24,5.27,3.26\n\"48665\",0.53,\"Ideal\",\"G\",\"VVS1\",61.4,57,2001,5.18,5.21,3.19\n\"48666\",0.75,\"Ideal\",\"J\",\"VS2\",61.5,54,2001,5.87,5.9,3.62\n\"48667\",0.71,\"Ideal\",\"J\",\"SI1\",60.7,61,2001,5.72,5.77,3.49\n\"48668\",0.57,\"Premium\",\"D\",\"SI1\",62.6,56,2001,5.4,5.34,3.36\n\"48669\",0.61,\"Ideal\",\"F\",\"VS2\",62.4,55,2002,5.42,5.45,3.39\n\"48670\",0.71,\"Fair\",\"E\",\"SI2\",64.8,63,2002,5.63,5.51,3.61\n\"48671\",0.74,\"Premium\",\"E\",\"SI2\",62.2,57,2002,5.79,5.77,3.59\n\"48672\",0.5,\"Very Good\",\"F\",\"VVS2\",61.9,56,2003,5.09,5.12,3.16\n\"48673\",0.5,\"Very Good\",\"E\",\"VVS2\",60.9,59,2003,5.07,5.11,3.1\n\"48674\",0.74,\"Very Good\",\"J\",\"VS2\",60.8,58,2003,5.79,5.85,3.54\n\"48675\",0.71,\"Very Good\",\"I\",\"SI2\",60.4,59,2003,5.76,5.79,3.49\n\"48676\",0.54,\"Very Good\",\"D\",\"VS1\",62.1,59,2004,5.18,5.19,3.22\n\"48677\",0.56,\"Ideal\",\"G\",\"VVS2\",61.4,54,2004,5.33,5.35,3.28\n\"48678\",0.54,\"Ideal\",\"D\",\"VS1\",62.1,57,2004,5.19,5.22,3.23\n\"48679\",0.51,\"Ideal\",\"G\",\"VVS1\",62.6,57,2005,5.08,5.14,3.2\n\"48680\",0.51,\"Very Good\",\"G\",\"VVS1\",60.1,56,2005,5.16,5.35,3.16\n\"48681\",0.51,\"Ideal\",\"G\",\"VVS1\",62.3,55,2005,5.1,5.14,3.19\n\"48682\",0.53,\"Ideal\",\"G\",\"VVS1\",60.8,56,2005,5.22,5.24,3.18\n\"48683\",0.53,\"Ideal\",\"G\",\"VVS1\",61.8,56,2005,5.18,5.2,3.21\n\"48684\",0.53,\"Ideal\",\"G\",\"VVS1\",61.2,55,2005,5.19,5.23,3.19\n\"48685\",0.7,\"Premium\",\"J\",\"VS1\",60.9,58,2005,5.73,5.66,3.47\n\"48686\",0.77,\"Premium\",\"J\",\"VS1\",62.2,61,2005,5.85,5.82,3.63\n\"48687\",0.77,\"Fair\",\"J\",\"VS1\",61.2,66,2005,5.92,5.83,3.6\n\"48688\",0.77,\"Good\",\"E\",\"SI2\",64.1,56,2005,5.84,5.77,3.72\n\"48689\",0.71,\"Ideal\",\"H\",\"SI1\",60.8,57,2006,5.77,5.81,3.52\n\"48690\",0.72,\"Ideal\",\"J\",\"VS1\",62.7,57,2006,5.71,5.74,3.59\n\"48691\",0.71,\"Premium\",\"H\",\"SI1\",61,58,2006,5.73,5.77,3.51\n\"48692\",0.58,\"Ideal\",\"H\",\"VVS1\",61.6,56,2006,5.35,5.39,3.31\n\"48693\",0.76,\"Very Good\",\"D\",\"SI2\",59.1,63,2006,5.91,5.84,3.47\n\"48694\",0.67,\"Very Good\",\"D\",\"SI1\",60.2,60,2007,5.61,5.68,3.4\n\"48695\",0.71,\"Good\",\"I\",\"VS1\",64.2,57,2007,5.62,5.57,3.59\n\"48696\",0.54,\"Ideal\",\"G\",\"VVS1\",62.2,53.9,2007,5.22,5.25,3.26\n\"48697\",0.57,\"Very Good\",\"E\",\"VS1\",59.1,57,2008,5.43,5.5,3.23\n\"48698\",0.71,\"Very Good\",\"I\",\"SI1\",62.9,59,2008,5.66,5.7,3.57\n\"48699\",0.5,\"Good\",\"E\",\"VVS1\",58.3,62,2008,5.16,5.23,3.03\n\"48700\",0.65,\"Very Good\",\"G\",\"VS2\",63.2,57,2009,5.54,5.47,3.48\n\"48701\",0.54,\"Premium\",\"D\",\"VS2\",62.2,56,2009,5.27,5.21,3.26\n\"48702\",0.62,\"Premium\",\"F\",\"VS2\",62.3,60,2009,5.46,5.39,3.38\n\"48703\",0.56,\"Very Good\",\"G\",\"VVS2\",61.4,57,2010,5.26,5.32,3.25\n\"48704\",0.56,\"Very Good\",\"G\",\"VVS2\",61.6,56,2010,5.29,5.31,3.27\n\"48705\",0.6,\"Very Good\",\"D\",\"VS2\",63.7,56,2010,5.34,5.36,3.41\n\"48706\",0.7,\"Good\",\"I\",\"VS2\",57.1,61,2010,5.9,5.93,3.38\n\"48707\",0.56,\"Ideal\",\"E\",\"VS1\",61.1,56,2010,5.29,5.34,3.25\n\"48708\",0.7,\"Good\",\"I\",\"VS2\",63.6,58,2010,5.57,5.59,3.55\n\"48709\",0.7,\"Very Good\",\"G\",\"SI1\",61.7,57,2010,5.65,5.8,3.53\n\"48710\",0.56,\"Ideal\",\"E\",\"VS1\",61.8,55,2010,5.28,5.33,3.28\n\"48711\",0.7,\"Premium\",\"G\",\"SI1\",61.5,58,2010,5.69,5.76,3.52\n\"48712\",0.56,\"Ideal\",\"E\",\"VS1\",61.8,56,2010,5.28,5.33,3.28\n\"48713\",0.7,\"Premium\",\"H\",\"VS2\",61.7,59,2010,5.66,5.68,3.5\n\"48714\",0.67,\"Ideal\",\"G\",\"VS2\",62.5,56,2010,5.64,5.56,3.5\n\"48715\",0.52,\"Ideal\",\"D\",\"VS1\",61,56,2010,5.2,5.23,3.18\n\"48716\",0.77,\"Premium\",\"J\",\"SI1\",61.8,59,2010,5.86,5.82,3.61\n\"48717\",0.77,\"Very Good\",\"J\",\"SI1\",63.3,57,2010,5.84,5.79,3.68\n\"48718\",0.7,\"Ideal\",\"F\",\"SI2\",62.6,53,2011,5.72,5.69,3.57\n\"48719\",0.56,\"Premium\",\"D\",\"VS2\",61.5,58,2011,5.33,5.28,3.26\n\"48720\",0.63,\"Fair\",\"E\",\"VS2\",65.7,60,2011,5.41,5.31,3.52\n\"48721\",0.52,\"Premium\",\"G\",\"VVS2\",61.5,62,2012,5.17,5.14,3.17\n\"48722\",0.52,\"Ideal\",\"G\",\"VVS2\",60.8,57,2012,5.21,5.16,3.15\n\"48723\",0.52,\"Ideal\",\"G\",\"VVS2\",61.8,57,2012,5.19,5.14,3.19\n\"48724\",0.52,\"Premium\",\"G\",\"VVS2\",61.1,59,2012,5.2,5.15,3.16\n\"48725\",0.52,\"Ideal\",\"G\",\"VVS2\",62.4,55,2012,5.19,5.17,3.23\n\"48726\",0.52,\"Ideal\",\"G\",\"VVS2\",61.5,56,2012,5.2,5.18,3.19\n\"48727\",0.52,\"Ideal\",\"G\",\"VVS2\",61,56,2012,5.24,5.18,3.18\n\"48728\",0.52,\"Ideal\",\"G\",\"VVS2\",59.8,57,2012,5.26,5.24,3.14\n\"48729\",0.52,\"Ideal\",\"G\",\"VVS2\",62.1,56,2012,5.17,5.14,3.2\n\"48730\",0.52,\"Ideal\",\"G\",\"VVS2\",61.9,55,2012,5.16,5.14,3.19\n\"48731\",0.52,\"Ideal\",\"G\",\"VVS2\",61.7,56,2012,5.16,5.14,3.18\n\"48732\",0.52,\"Premium\",\"G\",\"VVS2\",61.2,59,2012,5.16,5.14,3.15\n\"48733\",0.52,\"Ideal\",\"G\",\"VVS2\",62.1,57,2012,5.17,5.13,3.2\n\"48734\",0.52,\"Ideal\",\"G\",\"VVS2\",62.3,55,2012,5.16,5.12,3.2\n\"48735\",0.52,\"Premium\",\"G\",\"VVS2\",61.8,59,2012,5.16,5.13,3.18\n\"48736\",0.78,\"Ideal\",\"I\",\"VS2\",62,56,2012,5.93,5.87,3.66\n\"48737\",0.78,\"Ideal\",\"H\",\"SI2\",61.9,54,2012,5.89,5.85,3.63\n\"48738\",0.5,\"Very Good\",\"F\",\"VVS2\",61,61,2013,5.09,5.11,3.11\n\"48739\",0.63,\"Ideal\",\"D\",\"VS2\",61.5,54,2013,5.54,5.58,3.42\n\"48740\",0.56,\"Premium\",\"G\",\"VS1\",59.9,60,2013,5.41,5.37,3.23\n\"48741\",0.72,\"Very Good\",\"G\",\"SI2\",62.1,59,2015,5.66,5.73,3.54\n\"48742\",0.53,\"Ideal\",\"G\",\"VVS1\",61.3,56,2015,5.22,5.26,3.21\n\"48743\",0.57,\"Good\",\"D\",\"VS2\",58.3,61,2015,5.42,5.45,3.17\n\"48744\",0.76,\"Good\",\"J\",\"VS1\",62.6,61.9,2015,5.7,5.75,3.58\n\"48745\",0.71,\"Good\",\"D\",\"SI2\",56.6,63,2015,5.9,5.76,3.3\n\"48746\",0.7,\"Premium\",\"G\",\"SI1\",59.9,58,2016,5.8,5.68,3.44\n\"48747\",0.56,\"Premium\",\"F\",\"SI1\",62.7,59,2016,5.27,5.22,3.29\n\"48748\",0.8,\"Premium\",\"J\",\"SI1\",58.4,59,2016,6.12,6.04,3.55\n\"48749\",0.54,\"Very Good\",\"D\",\"VS1\",63,54,2016,5.19,5.23,3.28\n\"48750\",0.55,\"Ideal\",\"G\",\"VVS2\",60.5,58,2016,5.3,5.34,3.22\n\"48751\",0.56,\"Ideal\",\"F\",\"VS1\",61.7,54,2016,5.34,5.3,3.28\n\"48752\",0.56,\"Ideal\",\"F\",\"VS1\",61.9,55,2016,5.36,5.32,3.3\n\"48753\",0.5,\"Ideal\",\"F\",\"VVS2\",59.9,58,2016,5.14,5.17,3.09\n\"48754\",0.76,\"Good\",\"I\",\"SI1\",64.1,59,2016,5.75,5.73,3.68\n\"48755\",0.7,\"Good\",\"G\",\"SI1\",64,55,2016,5.62,5.59,3.59\n\"48756\",0.7,\"Fair\",\"G\",\"SI1\",64.8,59,2016,5.65,5.56,3.63\n\"48757\",0.56,\"Ideal\",\"F\",\"VS1\",61.7,56,2016,5.32,5.28,3.27\n\"48758\",0.56,\"Ideal\",\"F\",\"VS1\",61.7,54,2016,5.32,5.28,3.27\n\"48759\",0.56,\"Ideal\",\"F\",\"VS1\",61.7,56,2016,5.33,5.3,3.28\n\"48760\",0.5,\"Premium\",\"F\",\"VVS2\",60.9,58,2016,5.13,5.09,3.11\n\"48761\",0.5,\"Ideal\",\"F\",\"VVS2\",62,56,2016,5.08,5.05,3.14\n\"48762\",0.56,\"Premium\",\"F\",\"VS1\",58.2,60,2016,5.41,5.38,3.14\n\"48763\",0.6,\"Premium\",\"E\",\"SI1\",59.6,59,2016,5.52,5.48,3.28\n\"48764\",0.66,\"Good\",\"F\",\"SI1\",60.4,60.1,2017,5.59,5.65,3.39\n\"48765\",1.01,\"Premium\",\"I\",\"I1\",59.2,57,2017,6.58,6.44,3.85\n\"48766\",0.7,\"Very Good\",\"H\",\"SI1\",59.2,59,2018,5.79,5.86,3.45\n\"48767\",0.5,\"Ideal\",\"F\",\"VVS1\",62,58,2018,5.06,5.07,3.14\n\"48768\",0.55,\"Ideal\",\"D\",\"SI1\",60.9,56,2018,5.31,5.34,3.24\n\"48769\",0.59,\"Ideal\",\"G\",\"VS1\",62.1,55,2018,5.4,5.35,3.34\n\"48770\",0.6,\"Ideal\",\"D\",\"VS2\",60.4,57,2019,5.49,5.53,3.33\n\"48771\",0.53,\"Ideal\",\"E\",\"VS1\",61.6,55.6,2019,5.19,5.24,3.22\n\"48772\",0.57,\"Premium\",\"D\",\"VS2\",60.8,59,2019,5.38,5.34,3.26\n\"48773\",0.72,\"Premium\",\"E\",\"SI2\",61.6,59,2019,5.83,5.68,3.55\n\"48774\",0.7,\"Very Good\",\"F\",\"SI2\",58.8,57,2020,5.85,5.89,3.45\n\"48775\",0.7,\"Premium\",\"H\",\"SI1\",62.3,58,2020,5.63,5.57,3.49\n\"48776\",0.7,\"Good\",\"F\",\"SI2\",58.1,61,2020,5.76,5.8,3.36\n\"48777\",0.55,\"Ideal\",\"D\",\"VS1\",61.5,56,2020,5.28,5.26,3.24\n\"48778\",0.51,\"Good\",\"E\",\"VVS1\",58.6,65,2020,5.32,5.24,3.1\n\"48779\",0.7,\"Premium\",\"H\",\"SI1\",62.2,59,2020,5.7,5.65,3.53\n\"48780\",0.7,\"Premium\",\"H\",\"SI1\",62.7,59,2020,5.68,5.63,3.55\n\"48781\",0.51,\"Premium\",\"E\",\"VS1\",58.2,58,2020,5.33,5.29,3.09\n\"48782\",0.58,\"Very Good\",\"G\",\"VVS2\",59.1,59.6,2021,5.39,5.42,3.19\n\"48783\",0.52,\"Very Good\",\"E\",\"VS1\",61.8,60,2021,5.14,5.18,3.19\n\"48784\",0.59,\"Very Good\",\"E\",\"VS1\",60,56,2021,5.46,5.5,3.29\n\"48785\",0.7,\"Very Good\",\"I\",\"SI1\",61.1,56,2021,5.74,5.75,3.51\n\"48786\",0.53,\"Ideal\",\"D\",\"SI1\",60.4,57,2021,5.28,5.31,3.2\n\"48787\",0.53,\"Ideal\",\"D\",\"SI1\",61.5,55,2021,5.19,5.22,3.2\n\"48788\",0.62,\"Very Good\",\"D\",\"VS2\",59,59,2022,5.59,5.66,3.32\n\"48789\",0.55,\"Ideal\",\"G\",\"VVS2\",61.9,56,2022,5.23,5.27,3.25\n\"48790\",0.55,\"Ideal\",\"G\",\"VVS2\",62,57,2022,5.22,5.26,3.25\n\"48791\",0.55,\"Ideal\",\"G\",\"VVS2\",62.5,56,2022,5.22,5.25,3.27\n\"48792\",0.72,\"Premium\",\"G\",\"SI2\",62.8,61,2022,5.68,5.59,3.54\n\"48793\",0.8,\"Premium\",\"J\",\"SI2\",60.2,59,2022,6.07,5.95,3.62\n\"48794\",0.83,\"Premium\",\"J\",\"SI1\",59.3,59,2022,6.17,6.1,3.64\n\"48795\",0.78,\"Premium\",\"J\",\"SI2\",60.6,58,2022,5.94,5.91,3.59\n\"48796\",0.73,\"Good\",\"F\",\"SI2\",63.4,55,2023,5.71,5.75,3.63\n\"48797\",0.7,\"Premium\",\"F\",\"SI1\",60.8,59,2023,5.73,5.71,3.48\n\"48798\",0.71,\"Ideal\",\"G\",\"SI2\",62.2,56,2023,5.7,5.74,3.56\n\"48799\",0.71,\"Ideal\",\"H\",\"SI2\",61.8,55,2024,5.75,5.7,3.54\n\"48800\",0.59,\"Ideal\",\"G\",\"VVS2\",61,57,2024,5.41,5.44,3.31\n\"48801\",0.7,\"Very Good\",\"I\",\"VS2\",60.7,59,2025,5.75,5.79,3.5\n\"48802\",0.61,\"Very Good\",\"E\",\"VS1\",59.6,63,2025,5.44,5.57,3.28\n\"48803\",0.55,\"Ideal\",\"G\",\"VS1\",62.2,54.3,2025,5.24,5.27,3.27\n\"48804\",0.51,\"Ideal\",\"F\",\"VVS2\",61.4,56,2025,5.16,5.17,3.17\n\"48805\",0.5,\"Ideal\",\"F\",\"VVS2\",62.2,54,2025,5.07,5.12,3.17\n\"48806\",0.5,\"Ideal\",\"F\",\"VVS2\",62,53.6,2025,5.09,5.13,3.18\n\"48807\",0.75,\"Ideal\",\"J\",\"VS2\",62.3,57,2025,5.84,5.81,3.63\n\"48808\",0.5,\"Ideal\",\"D\",\"VS1\",61.6,57,2025,5.13,5.09,3.15\n\"48809\",0.56,\"Ideal\",\"D\",\"VS1\",60.4,56,2026,5.36,5.33,3.23\n\"48810\",0.72,\"Very Good\",\"I\",\"SI1\",59.8,58,2026,5.84,5.87,3.5\n\"48811\",0.76,\"Ideal\",\"J\",\"VS2\",61.8,54,2026,5.87,5.91,3.64\n\"48812\",0.76,\"Ideal\",\"J\",\"VS2\",61.7,56,2026,5.85,5.88,3.62\n\"48813\",0.55,\"Ideal\",\"F\",\"VS2\",61.4,57,2026,5.26,5.3,3.24\n\"48814\",0.7,\"Good\",\"E\",\"SI2\",59.9,57,2026,5.75,5.8,3.46\n\"48815\",0.56,\"Ideal\",\"D\",\"VS1\",61.7,56,2026,5.33,5.3,3.28\n\"48816\",0.56,\"Very Good\",\"E\",\"VS1\",62,58.9,2027,5.25,5.29,3.27\n\"48817\",0.51,\"Ideal\",\"G\",\"VVS1\",61.4,55,2027,5.15,5.18,3.17\n\"48818\",0.51,\"Premium\",\"G\",\"VVS1\",62.4,58,2027,5.13,5.09,3.19\n\"48819\",0.51,\"Good\",\"G\",\"VVS1\",63.9,57,2027,5.08,5.06,3.24\n\"48820\",0.51,\"Premium\",\"G\",\"VVS1\",60.2,58,2027,5.24,5.2,3.14\n\"48821\",0.72,\"Very Good\",\"J\",\"VS2\",62.2,58,2028,5.68,5.73,3.55\n\"48822\",0.7,\"Very Good\",\"I\",\"SI1\",61.4,57,2028,5.72,5.75,3.52\n\"48823\",0.55,\"Ideal\",\"G\",\"VVS2\",61.4,56,2028,5.27,5.28,3.24\n\"48824\",0.7,\"Good\",\"E\",\"SI2\",62.9,56,2028,5.63,5.66,3.55\n\"48825\",0.71,\"Good\",\"I\",\"VS2\",64.2,58,2028,5.52,5.57,3.56\n\"48826\",0.7,\"Good\",\"I\",\"SI1\",58.2,61,2028,5.8,5.84,3.39\n\"48827\",0.71,\"Very Good\",\"I\",\"SI1\",60.4,63,2028,5.8,5.73,3.48\n\"48828\",0.71,\"Premium\",\"H\",\"SI2\",62.4,56,2028,5.7,5.64,3.54\n\"48829\",0.71,\"Good\",\"G\",\"VS2\",63.5,59,2029,5.63,5.67,3.59\n\"48830\",0.52,\"Ideal\",\"G\",\"VVS1\",62,55,2029,5.15,5.18,3.2\n\"48831\",0.7,\"Good\",\"H\",\"SI1\",63.3,60,2029,5.57,5.65,3.55\n\"48832\",0.61,\"Ideal\",\"D\",\"SI1\",62,55,2029,5.47,5.44,3.38\n\"48833\",0.53,\"Ideal\",\"F\",\"VVS2\",62.7,56,2030,5.16,6.2,3.25\n\"48834\",0.72,\"Premium\",\"F\",\"SI1\",59.3,60,2030,5.91,5.86,3.49\n\"48835\",0.54,\"Ideal\",\"G\",\"VVS1\",62,57,2030,5.25,5.21,3.24\n\"48836\",0.57,\"Ideal\",\"E\",\"VS1\",61.6,56.9,2030,5.29,5.36,3.28\n\"48837\",0.55,\"Premium\",\"E\",\"VS2\",62.3,60,2030,5.26,5.18,3.25\n\"48838\",0.55,\"Ideal\",\"D\",\"VS2\",61.4,57,2030,5.31,5.27,3.25\n\"48839\",0.55,\"Premium\",\"D\",\"VS2\",61.3,60,2030,5.29,5.28,3.24\n\"48840\",0.55,\"Ideal\",\"D\",\"VS2\",61.5,56,2030,5.28,5.25,3.24\n\"48841\",0.55,\"Ideal\",\"D\",\"VS2\",61.8,54,2030,5.29,5.26,3.26\n\"48842\",0.55,\"Ideal\",\"D\",\"VS2\",62.3,55,2030,5.29,5.24,3.28\n\"48843\",0.55,\"Ideal\",\"E\",\"VS2\",62.5,56,2030,5.26,5.23,3.28\n\"48844\",0.55,\"Premium\",\"E\",\"VS2\",61.1,58,2030,5.3,5.28,3.23\n\"48845\",0.73,\"Very Good\",\"J\",\"SI1\",60.1,62,2031,5.85,5.9,3.53\n\"48846\",0.53,\"Ideal\",\"H\",\"VS2\",61.4,56,2031,5.2,5.23,3.2\n\"48847\",0.71,\"Ideal\",\"G\",\"SI2\",61.8,56,2031,5.7,5.72,3.53\n\"48848\",0.81,\"Fair\",\"F\",\"SI2\",65.7,57,2031,5.8,5.75,3.79\n\"48849\",0.63,\"Very Good\",\"F\",\"VS2\",63,56.2,2032,5.38,5.48,3.42\n\"48850\",0.73,\"Fair\",\"G\",\"SI1\",65.5,56,2032,5.68,5.62,3.7\n\"48851\",0.56,\"Ideal\",\"E\",\"VS1\",61.3,55,2032,5.32,5.29,3.25\n\"48852\",0.56,\"Premium\",\"E\",\"VS1\",62.6,58,2032,5.28,5.23,3.29\n\"48853\",0.7,\"Good\",\"E\",\"SI2\",63.6,65,2032,5.67,5.55,3.57\n\"48854\",0.82,\"Good\",\"J\",\"SI1\",57.5,62,2033,6.2,6.25,3.58\n\"48855\",0.82,\"Good\",\"J\",\"SI1\",57.4,59,2033,6.19,6.25,3.57\n\"48856\",0.5,\"Ideal\",\"D\",\"VS1\",62.3,54.3,2033,5.05,5.12,3.17\n\"48857\",0.5,\"Ideal\",\"D\",\"VS1\",62.4,53.7,2033,5.08,5.12,3.18\n\"48858\",0.5,\"Ideal\",\"D\",\"VS1\",62.2,54.4,2033,5.07,5.11,3.16\n\"48859\",0.7,\"Very Good\",\"I\",\"VS2\",64.2,55,2034,5.57,5.61,3.59\n\"48860\",0.59,\"Very Good\",\"F\",\"VS1\",61.7,59,2034,5.35,5.38,3.31\n\"48861\",0.7,\"Good\",\"I\",\"SI1\",64.3,57,2034,5.59,5.63,3.61\n\"48862\",0.7,\"Good\",\"I\",\"SI1\",63.6,61,2034,5.59,5.63,3.57\n\"48863\",0.7,\"Very Good\",\"H\",\"SI2\",59.9,57,2034,5.74,5.77,3.45\n\"48864\",0.7,\"Good\",\"I\",\"SI1\",63.8,57,2034,5.63,5.66,3.6\n\"48865\",0.7,\"Very Good\",\"H\",\"SI2\",62.8,59,2034,5.62,5.65,3.54\n\"48866\",0.71,\"Ideal\",\"J\",\"VS1\",61.9,55,2034,5.75,5.69,3.54\n\"48867\",0.5,\"Ideal\",\"E\",\"VS1\",61.1,58,2034,5.12,5.08,3.11\n\"48868\",0.52,\"Very Good\",\"F\",\"VVS2\",62.9,57,2035,5.11,5.13,3.22\n\"48869\",0.78,\"Very Good\",\"J\",\"SI1\",59.4,62,2035,6.01,6.05,3.58\n\"48870\",0.78,\"Good\",\"J\",\"SI1\",58,62,2035,6.01,6.05,3.5\n\"48871\",0.7,\"Fair\",\"F\",\"SI2\",64.9,58,2035,5.46,5.59,3.59\n\"48872\",0.51,\"Premium\",\"G\",\"VVS2\",60.9,61,2035,5.17,5.11,3.13\n\"48873\",1,\"Fair\",\"I\",\"I1\",64.5,58,2035,6.33,6.1,4.01\n\"48874\",0.61,\"Very Good\",\"E\",\"VS2\",60,57,2036,5.52,5.55,3.32\n\"48875\",0.71,\"Very Good\",\"F\",\"SI2\",60.9,56,2036,5.8,5.83,3.54\n\"48876\",0.71,\"Very Good\",\"F\",\"SI2\",63.3,56,2036,5.68,5.73,3.61\n\"48877\",0.58,\"Premium\",\"F\",\"VS2\",61.9,57,2036,5.47,5.36,3.35\n\"48878\",0.76,\"Very Good\",\"J\",\"VS1\",59.3,63,2036,6.12,5.93,3.55\n\"48879\",1.01,\"Fair\",\"E\",\"I1\",64.5,54,2036,6.31,6.22,4.03\n\"48880\",0.56,\"Very 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Good\",\"G\",\"SI1\",62.5,60,2042,5.64,5.68,3.54\n\"48922\",0.7,\"Very Good\",\"H\",\"VS2\",61.8,58,2042,5.66,5.73,3.52\n\"48923\",0.7,\"Premium\",\"G\",\"SI1\",59.1,59,2042,5.77,5.83,3.43\n\"48924\",0.7,\"Premium\",\"G\",\"SI1\",61.2,60,2042,5.7,5.74,3.5\n\"48925\",0.7,\"Very Good\",\"G\",\"SI1\",60.6,57,2042,5.73,5.79,3.49\n\"48926\",0.7,\"Very Good\",\"G\",\"SI1\",61.9,56,2042,5.68,5.73,3.53\n\"48927\",0.74,\"Very Good\",\"F\",\"SI2\",63.2,58,2042,5.75,5.71,3.62\n\"48928\",0.55,\"Ideal\",\"G\",\"VVS1\",62,55,2042,5.25,5.27,3.26\n\"48929\",0.74,\"Premium\",\"F\",\"SI1\",58.8,61,2042,5.88,5.82,3.44\n\"48930\",0.74,\"Premium\",\"E\",\"SI1\",61.4,57,2042,5.83,5.79,3.57\n\"48931\",0.74,\"Premium\",\"I\",\"SI2\",59.8,58,2042,5.93,5.88,3.53\n\"48932\",0.53,\"Very 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Good\",\"H\",\"SI1\",62.9,56,2048,5.64,5.68,3.56\n\"48959\",0.79,\"Good\",\"J\",\"VS2\",57.6,59,2048,6.13,6.06,3.51\n\"48960\",0.61,\"Ideal\",\"I\",\"VVS1\",61.9,56,2048,5.41,5.45,3.36\n\"48961\",0.36,\"Ideal\",\"D\",\"SI2\",62,56,537,4.56,4.6,2.84\n\"48962\",0.36,\"Very Good\",\"G\",\"SI1\",62,59,537,4.53,4.56,2.82\n\"48963\",0.34,\"Premium\",\"H\",\"VS2\",61.3,60,537,4.47,4.53,2.76\n\"48964\",0.34,\"Premium\",\"H\",\"VS2\",59,59,537,4.55,4.61,2.7\n\"48965\",0.36,\"Very Good\",\"G\",\"SI1\",61.8,60,537,4.53,4.57,2.81\n\"48966\",0.34,\"Very Good\",\"H\",\"VS2\",61.9,56,537,4.46,4.49,2.77\n\"48967\",0.34,\"Ideal\",\"H\",\"VS2\",62.2,56,537,4.48,4.53,2.8\n\"48968\",0.34,\"Ideal\",\"H\",\"VS2\",62.6,54,537,4.45,4.5,2.8\n\"48969\",0.34,\"Ideal\",\"H\",\"VS2\",61.5,54,537,4.5,4.54,2.78\n\"48970\",0.34,\"Very 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Good\",\"J\",\"I1\",63.1,57,2048,6.12,6.06,3.84\n\"48997\",0.71,\"Premium\",\"H\",\"SI1\",62.3,61,2049,5.65,5.61,3.51\n\"48998\",0.59,\"Ideal\",\"I\",\"VVS1\",61.2,56,2049,5.42,5.46,3.33\n\"48999\",0.71,\"Fair\",\"H\",\"SI1\",65.1,55,2049,5.69,5.65,3.69\n\"49000\",0.72,\"Very Good\",\"G\",\"SI2\",59.7,56,2050,5.83,5.89,3.5\n\"49001\",0.73,\"Fair\",\"G\",\"SI2\",64.7,60,2050,5.68,5.64,3.66\n\"49002\",0.67,\"Premium\",\"G\",\"VS2\",61,57,2050,5.68,5.63,3.45\n\"49003\",0.67,\"Premium\",\"G\",\"VS2\",61,61,2050,5.66,5.61,3.44\n\"49004\",0.74,\"Premium\",\"I\",\"SI2\",61,60,2051,5.8,5.75,3.52\n\"49005\",0.51,\"Very Good\",\"F\",\"VVS2\",62.7,56,2051,5.11,5.13,3.21\n\"49006\",0.53,\"Ideal\",\"G\",\"VVS2\",60.4,56,2051,5.29,5.24,3.18\n\"49007\",0.53,\"Ideal\",\"G\",\"VVS2\",61.7,56,2051,5.23,5.2,3.22\n\"49008\",0.53,\"Ideal\",\"G\",\"VVS2\",61.4,57,2051,5.26,5.19,3.21\n\"49009\",0.53,\"Ideal\",\"G\",\"VVS2\",62.2,54,2051,5.22,5.17,3.23\n\"49010\",0.7,\"Fair\",\"H\",\"SI1\",64.7,58,2051,5.59,5.54,3.6\n\"49011\",0.57,\"Premium\",\"F\",\"SI1\",62.1,59,2052,5.31,5.28,3.29\n\"49012\",0.71,\"Very Good\",\"I\",\"VS2\",62.3,58,2052,5.68,5.72,3.55\n\"49013\",0.62,\"Ideal\",\"H\",\"VVS2\",62,56,2052,5.46,5.48,3.39\n\"49014\",0.5,\"Very Good\",\"F\",\"VVS2\",61.8,56,2052,5.11,5.15,3.17\n\"49015\",0.5,\"Ideal\",\"F\",\"VVS2\",62,55,2052,5.1,5.12,3.17\n\"49016\",0.5,\"Premium\",\"F\",\"VVS2\",61.9,58,2052,5.07,5.1,3.15\n\"49017\",0.5,\"Very 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Good\",\"I\",\"VS2\",62.4,63,2054,5.8,5.84,3.63\n\"49032\",0.51,\"Ideal\",\"F\",\"VVS2\",60.4,56,2054,5.18,5.22,3.14\n\"49033\",0.73,\"Ideal\",\"J\",\"VS2\",62.8,55,2054,5.69,5.72,3.58\n\"49034\",0.55,\"Ideal\",\"D\",\"VS1\",61.4,57,2054,5.26,5.29,3.24\n\"49035\",0.7,\"Ideal\",\"I\",\"SI1\",61.9,58,2054,5.67,5.7,3.52\n\"49036\",0.62,\"Ideal\",\"E\",\"SI1\",61.7,54,2054,5.53,5.49,3.4\n\"49037\",0.71,\"Very Good\",\"H\",\"SI2\",63.3,58,2055,5.65,5.69,3.59\n\"49038\",0.52,\"Ideal\",\"G\",\"IF\",61.5,56,2055,5.16,5.21,3.19\n\"49039\",0.56,\"Ideal\",\"G\",\"VVS1\",62.3,55,2055,5.25,5.31,3.29\n\"49040\",0.66,\"Good\",\"G\",\"VS1\",59,62,2055,5.66,5.72,3.35\n\"49041\",0.71,\"Fair\",\"G\",\"SI2\",64.8,58,2055,5.6,5.57,3.62\n\"49042\",0.5,\"Premium\",\"E\",\"VS1\",61.9,59,2055,5.1,5.08,3.15\n\"49043\",0.51,\"Very 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Good\",\"G\",\"SI1\",60.7,58,2074,5.7,5.73,3.47\n\"49172\",0.7,\"Very 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Good\",\"H\",\"SI1\",62.4,58,2076,5.67,5.7,3.55\n\"49192\",0.71,\"Very Good\",\"H\",\"SI1\",61.4,58,2076,5.72,5.78,3.53\n\"49193\",0.71,\"Very Good\",\"H\",\"SI1\",61.2,56,2076,5.69,5.72,3.49\n\"49194\",0.61,\"Good\",\"F\",\"VS1\",61.9,60,2076,5.39,5.41,3.34\n\"49195\",0.7,\"Very Good\",\"H\",\"SI2\",60,60,2077,5.76,5.8,3.47\n\"49196\",0.55,\"Ideal\",\"G\",\"VVS1\",61.2,56,2077,5.27,5.3,3.24\n\"49197\",0.55,\"Ideal\",\"G\",\"VVS1\",60,56,2077,5.35,5.39,3.21\n\"49198\",0.58,\"Very Good\",\"G\",\"VVS2\",62,57,2078,5.33,5.34,3.31\n\"49199\",0.59,\"Ideal\",\"D\",\"VS2\",61.7,56,2078,5.39,5.41,3.33\n\"49200\",0.52,\"Very Good\",\"F\",\"VVS2\",61.5,57,2079,5.18,5.22,3.19\n\"49201\",0.72,\"Very Good\",\"G\",\"SI2\",62.5,56,2079,5.68,5.71,3.56\n\"49202\",0.6,\"Ideal\",\"E\",\"VS2\",61.2,56,2079,5.44,5.45,3.33\n\"49203\",0.55,\"Ideal\",\"E\",\"VS1\",61.9,55,2079,5.3,5.24,3.25\n\"49204\",0.7,\"Ideal\",\"I\",\"SI2\",62.1,57,2079,5.66,5.71,3.53\n\"49205\",0.72,\"Ideal\",\"G\",\"SI2\",62.1,54,2079,5.77,5.82,3.6\n\"49206\",0.72,\"Ideal\",\"G\",\"SI2\",62.5,57,2079,5.71,5.75,3.58\n\"49207\",0.66,\"Ideal\",\"D\",\"SI1\",62.7,55,2079,5.56,5.61,3.5\n\"49208\",0.52,\"Fair\",\"E\",\"VVS2\",57.2,64,2079,5.27,5.36,3.04\n\"49209\",0.55,\"Ideal\",\"E\",\"VS1\",62.2,55,2079,5.26,5.22,3.26\n\"49210\",0.55,\"Ideal\",\"E\",\"VS1\",61.7,55,2079,5.29,5.27,3.26\n\"49211\",0.55,\"Ideal\",\"E\",\"VS1\",61.1,55,2079,5.33,5.3,3.25\n\"49212\",0.7,\"Good\",\"E\",\"SI1\",59.8,64,2079,5.75,5.69,3.42\n\"49213\",0.55,\"Ideal\",\"D\",\"VS2\",58.5,58,2079,5.42,5.39,3.16\n\"49214\",0.55,\"Ideal\",\"F\",\"VS1\",61.2,56,2079,5.33,5.28,3.25\n\"49215\",0.67,\"Very 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Good\",\"E\",\"VVS1\",61.8,59,539,4.11,4.14,2.55\n\"49292\",0.33,\"Ideal\",\"H\",\"VS2\",61.8,54,539,4.45,4.48,2.76\n\"49293\",0.33,\"Ideal\",\"H\",\"VS2\",60.6,56,539,4.51,4.54,2.74\n\"49294\",0.33,\"Ideal\",\"H\",\"VS2\",61.1,56,539,4.5,4.54,2.76\n\"49295\",0.33,\"Ideal\",\"H\",\"VS2\",61,55,539,4.49,4.52,2.75\n\"49296\",0.3,\"Ideal\",\"H\",\"VS1\",62.3,55.1,539,4.29,4.32,2.68\n\"49297\",0.3,\"Ideal\",\"H\",\"VS1\",62.2,54,539,4.29,4.33,2.68\n\"49298\",0.39,\"Ideal\",\"J\",\"SI1\",62.6,53,539,4.68,4.71,2.94\n\"49299\",0.41,\"Good\",\"I\",\"SI2\",63.5,57,539,4.7,4.72,2.99\n\"49300\",0.41,\"Premium\",\"I\",\"SI2\",61.6,59,539,4.76,4.79,2.94\n\"49301\",0.31,\"Good\",\"H\",\"VS1\",64,59,539,4.25,4.28,2.73\n\"49302\",0.32,\"Very Good\",\"G\",\"SI1\",62,58.5,540,4.36,4.41,2.72\n\"49303\",0.32,\"Ideal\",\"I\",\"VVS2\",61.7,56,540,4.4,4.42,2.72\n\"49304\",0.24,\"Ideal\",\"F\",\"VVS2\",61.4,59,540,4,4.05,2.47\n\"49305\",0.24,\"Ideal\",\"F\",\"VVS2\",61.5,56,540,3.99,4.01,2.46\n\"49306\",0.35,\"Ideal\",\"J\",\"VVS1\",62.1,53,540,4.53,4.55,2.82\n\"49307\",0.3,\"Ideal\",\"I\",\"VVS1\",62.1,57,540,4.29,4.34,2.68\n\"49308\",0.3,\"Ideal\",\"I\",\"VVS1\",61.8,54,540,4.32,4.35,2.68\n\"49309\",0.3,\"Ideal\",\"I\",\"VVS1\",62.1,54,540,4.29,4.31,2.67\n\"49310\",0.4,\"Ideal\",\"H\",\"SI2\",62.6,55,540,4.7,4.72,2.95\n\"49311\",0.4,\"Ideal\",\"H\",\"SI2\",62.2,55,540,4.75,4.77,2.96\n\"49312\",0.34,\"Ideal\",\"G\",\"SI1\",61.9,55,540,4.5,4.52,2.79\n\"49313\",0.34,\"Ideal\",\"G\",\"SI1\",61.5,55,540,4.49,4.52,2.77\n\"49314\",0.34,\"Ideal\",\"G\",\"SI1\",61.8,54,540,4.48,4.51,2.78\n\"49315\",0.3,\"Good\",\"G\",\"VVS2\",57.9,61,540,4.4,4.42,2.56\n\"49316\",0.32,\"Ideal\",\"G\",\"SI2\",63,56,540,4.35,4.32,2.73\n\"49317\",0.32,\"Premium\",\"G\",\"SI2\",61.6,59,540,4.38,4.35,2.69\n\"49318\",0.32,\"Premium\",\"G\",\"SI2\",62.4,59,540,4.4,4.35,2.73\n\"49319\",0.32,\"Ideal\",\"G\",\"SI2\",62.5,55,540,4.4,4.37,2.74\n\"49320\",0.32,\"Very 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Good\",\"H\",\"SI2\",63.4,55,2094,5.59,5.64,3.56\n\"49334\",0.79,\"Good\",\"I\",\"SI1\",63.9,55,2095,5.85,5.8,3.72\n\"49335\",0.7,\"Very Good\",\"G\",\"SI1\",62.2,58,2095,5.63,5.66,3.51\n\"49336\",0.57,\"Ideal\",\"G\",\"VVS2\",60.7,55,2095,5.34,5.36,3.25\n\"49337\",0.57,\"Ideal\",\"G\",\"VVS2\",61.7,56,2095,5.3,5.33,3.28\n\"49338\",0.57,\"Ideal\",\"G\",\"VVS2\",61.7,54,2095,5.32,5.41,3.31\n\"49339\",0.79,\"Very Good\",\"I\",\"SI1\",63.3,57,2095,5.86,5.83,3.7\n\"49340\",0.81,\"Very Good\",\"G\",\"SI2\",63.2,60,2095,5.82,5.79,3.67\n\"49341\",0.58,\"Premium\",\"G\",\"VVS2\",59.7,59,2095,5.45,5.4,3.24\n\"49342\",0.71,\"Good\",\"H\",\"SI1\",63.5,57,2096,5.63,5.67,3.59\n\"49343\",0.71,\"Good\",\"H\",\"SI1\",63.1,57,2096,5.61,5.65,3.55\n\"49344\",0.71,\"Good\",\"H\",\"SI1\",63.5,57,2096,5.64,5.67,3.59\n\"49345\",0.71,\"Very Good\",\"H\",\"SI1\",62.5,60,2096,5.68,5.75,3.57\n\"49346\",0.71,\"Premium\",\"H\",\"SI1\",62.1,58,2096,5.72,5.75,3.56\n\"49347\",0.61,\"Very Good\",\"D\",\"VS1\",62.4,57,2096,5.44,5.46,3.4\n\"49348\",0.71,\"Premium\",\"E\",\"SI2\",60.4,61,2096,5.79,5.77,3.49\n\"49349\",0.57,\"Ideal\",\"F\",\"VS2\",60.7,56,2096,5.37,5.41,3.27\n\"49350\",0.7,\"Ideal\",\"J\",\"SI1\",60.3,57,2096,5.75,5.79,3.48\n\"49351\",0.7,\"Ideal\",\"J\",\"SI1\",61,56,2096,5.69,5.82,3.51\n\"49352\",0.54,\"Ideal\",\"H\",\"IF\",60.9,57,2096,5.26,5.31,3.22\n\"49353\",0.51,\"Ideal\",\"G\",\"IF\",62.4,54,2096,5.12,5.17,3.21\n\"49354\",0.56,\"Ideal\",\"F\",\"VS1\",62.1,56,2097,5.32,5.28,3.29\n\"49355\",0.71,\"Very Good\",\"F\",\"SI2\",59,58,2098,5.84,5.89,3.46\n\"49356\",0.71,\"Very Good\",\"F\",\"SI2\",63.6,56,2098,5.58,5.67,3.58\n\"49357\",0.71,\"Very Good\",\"I\",\"SI1\",62,56,2098,5.69,5.72,3.54\n\"49358\",0.51,\"Ideal\",\"F\",\"VVS2\",61.8,56,2098,5.13,5.16,3.18\n\"49359\",0.51,\"Ideal\",\"F\",\"VVS2\",61.7,56,2098,5.14,5.16,3.18\n\"49360\",0.51,\"Ideal\",\"F\",\"VVS2\",61.9,56,2098,5.09,5.14,3.16\n\"49361\",0.55,\"Ideal\",\"I\",\"IF\",60.1,56,2098,5.33,5.38,3.22\n\"49362\",0.73,\"Good\",\"J\",\"VS2\",60.8,63,2098,5.67,5.78,3.48\n\"49363\",1,\"Good\",\"F\",\"I1\",63.9,59,2098,6.27,6.2,3.99\n\"49364\",0.53,\"Premium\",\"E\",\"SI1\",61.8,60,2099,5.21,5.18,3.21\n\"49365\",0.72,\"Ideal\",\"J\",\"VS2\",61.4,57,2099,5.76,5.8,3.55\n\"49366\",0.6,\"Ideal\",\"F\",\"VS2\",60.9,55,2099,5.49,5.51,3.34\n\"49367\",0.57,\"Ideal\",\"D\",\"VS2\",61.7,56,2099,5.3,5.37,3.29\n\"49368\",0.7,\"Ideal\",\"E\",\"SI2\",62.9,56,2100,5.66,5.6,3.54\n\"49369\",0.7,\"Very Good\",\"F\",\"SI1\",63.2,56,2100,5.61,5.5,3.51\n\"49370\",0.56,\"Very Good\",\"E\",\"VVS2\",62.6,57,2100,5.25,5.23,3.28\n\"49371\",0.7,\"Very Good\",\"F\",\"SI2\",61.2,57,2100,5.67,5.74,3.49\n\"49372\",0.5,\"Ideal\",\"D\",\"VVS2\",60.4,54,2100,5.17,5.23,3.14\n\"49373\",0.81,\"Ideal\",\"J\",\"SI2\",62.2,57,2100,5.95,5.92,3.69\n\"49374\",0.7,\"Good\",\"F\",\"SI2\",59,57,2100,5.8,5.83,3.43\n\"49375\",0.54,\"Premium\",\"D\",\"VS1\",61.1,58,2100,5.3,5.24,3.22\n\"49376\",0.7,\"Fair\",\"H\",\"VS1\",62,73,2100,5.65,5.54,3.47\n\"49377\",0.7,\"Premium\",\"G\",\"SI2\",61.3,58,2100,5.75,5.67,3.5\n\"49378\",0.5,\"Ideal\",\"E\",\"VS2\",60.5,56,2100,5.18,5.16,3.13\n\"49379\",0.73,\"Very Good\",\"J\",\"VS2\",62.7,57,2101,5.71,5.74,3.59\n\"49380\",0.73,\"Ideal\",\"J\",\"VS2\",62.3,55,2101,5.74,5.78,3.59\n\"49381\",0.66,\"Good\",\"G\",\"VS2\",58.1,59.9,2101,5.68,5.72,3.31\n\"49382\",0.55,\"Very Good\",\"F\",\"VVS2\",63.1,56,2102,5.19,5.23,3.29\n\"49383\",0.51,\"Very Good\",\"G\",\"IF\",62.6,56,2102,5.09,5.13,3.2\n\"49384\",0.48,\"Ideal\",\"E\",\"VVS2\",60.7,56,2102,5.04,5.08,3.07\n\"49385\",0.75,\"Fair\",\"F\",\"SI2\",65.1,57,2102,5.7,5.66,3.7\n\"49386\",0.62,\"Premium\",\"E\",\"VS2\",60,59,2102,5.58,5.56,3.34\n\"49387\",0.73,\"Premium\",\"H\",\"SI2\",61.2,58,2102,5.84,5.8,3.56\n\"49388\",0.71,\"Fair\",\"F\",\"SI2\",65.2,55.5,2103,5.52,5.58,3.62\n\"49389\",0.57,\"Ideal\",\"D\",\"VS2\",61.8,56,2103,5.34,5.31,3.29\n\"49390\",0.57,\"Ideal\",\"D\",\"VS2\",61.4,56,2103,5.37,5.34,3.29\n\"49391\",0.59,\"Ideal\",\"D\",\"VS2\",61.9,56,2103,5.39,5.34,3.32\n\"49392\",0.7,\"Very Good\",\"D\",\"SI2\",63.7,58,2104,5.56,5.62,3.56\n\"49393\",0.71,\"Very Good\",\"G\",\"SI1\",62.3,57,2104,5.7,5.76,3.57\n\"49394\",0.71,\"Good\",\"I\",\"VS1\",63.8,53,2104,5.7,5.64,3.62\n\"49395\",0.71,\"Fair\",\"I\",\"VS1\",64.5,56,2104,5.61,5.56,3.6\n\"49396\",0.75,\"Ideal\",\"J\",\"VS2\",61.2,56,2104,5.86,5.9,3.6\n\"49397\",0.5,\"Ideal\",\"G\",\"IF\",61.5,56,2104,5.11,5.14,3.15\n\"49398\",0.71,\"Premium\",\"I\",\"VS1\",61.9,58,2104,5.76,5.71,3.55\n\"49399\",0.5,\"Very Good\",\"E\",\"VVS2\",62.6,59,2105,5.02,5.05,3.15\n\"49400\",0.5,\"Very Good\",\"E\",\"VVS2\",61.5,59,2105,5.08,5.1,3.13\n\"49401\",0.5,\"Very Good\",\"E\",\"VVS2\",62,55,2105,5.08,5.11,3.16\n\"49402\",0.6,\"Premium\",\"G\",\"VVS2\",59.7,60,2105,5.55,5.5,3.3\n\"49403\",0.6,\"Ideal\",\"G\",\"VS1\",61.3,57,2105,5.4,5.47,3.33\n\"49404\",0.52,\"Ideal\",\"E\",\"VS1\",61.9,55,2105,5.16,5.18,3.2\n\"49405\",0.58,\"Premium\",\"E\",\"VS1\",60.7,58,2105,5.41,5.36,3.27\n\"49406\",0.5,\"Very Good\",\"E\",\"VVS2\",59.1,61,2106,5.19,5.23,3.08\n\"49407\",0.75,\"Very Good\",\"H\",\"SI2\",60.4,60,2106,5.89,5.93,3.57\n\"49408\",0.7,\"Very Good\",\"H\",\"SI1\",63.5,57,2106,5.59,5.66,3.59\n\"49409\",0.74,\"Ideal\",\"J\",\"VVS2\",61.7,55,2106,5.83,5.87,3.61\n\"49410\",0.7,\"Very Good\",\"G\",\"SI1\",61.8,56,2106,5.7,5.76,3.54\n\"49411\",0.7,\"Premium\",\"G\",\"SI1\",62.2,58,2106,5.69,5.76,3.56\n\"49412\",0.7,\"Very Good\",\"G\",\"SI1\",62.5,57,2106,5.63,5.7,3.54\n\"49413\",0.7,\"Very Good\",\"I\",\"VVS2\",58.6,60,2106,5.79,5.91,3.43\n\"49414\",0.7,\"Very Good\",\"G\",\"SI1\",62.1,58,2106,5.66,5.7,3.53\n\"49415\",0.7,\"Very Good\",\"H\",\"VS2\",62.1,55,2106,5.66,5.71,3.53\n\"49416\",0.63,\"Ideal\",\"D\",\"VS2\",61.1,55,2106,5.6,5.56,3.41\n\"49417\",0.6,\"Premium\",\"D\",\"SI1\",62.8,61,2106,5.41,5.33,3.37\n\"49418\",0.53,\"Ideal\",\"G\",\"VVS1\",61.4,57,2106,5.21,5.18,3.19\n\"49419\",0.65,\"Ideal\",\"H\",\"VS1\",61.8,55,2106,5.6,5.56,3.45\n\"49420\",0.55,\"Ideal\",\"E\",\"VS1\",62,56,2107,5.27,5.24,3.26\n\"49421\",0.55,\"Ideal\",\"E\",\"VS1\",61.2,57,2107,5.3,5.28,3.24\n\"49422\",0.77,\"Ideal\",\"F\",\"SI2\",62,56,2107,5.92,5.86,3.65\n\"49423\",0.71,\"Very Good\",\"G\",\"SI2\",63.2,59,2107,5.6,5.64,3.55\n\"49424\",0.7,\"Very Good\",\"H\",\"SI1\",62.2,56,2107,5.64,5.67,3.52\n\"49425\",0.7,\"Very Good\",\"H\",\"SI1\",61.5,57,2107,5.64,5.68,3.48\n\"49426\",0.7,\"Very Good\",\"H\",\"SI1\",61,58,2107,5.67,5.7,3.47\n\"49427\",0.7,\"Very Good\",\"H\",\"SI1\",62.7,56,2107,5.6,5.62,3.52\n\"49428\",0.7,\"Premium\",\"F\",\"SI2\",61.9,62,2107,5.69,5.66,3.51\n\"49429\",0.7,\"Premium\",\"F\",\"SI2\",61.7,62,2107,5.69,5.65,3.5\n\"49430\",0.7,\"Ideal\",\"J\",\"VS1\",61.4,55,2107,5.72,5.75,3.53\n\"49431\",0.7,\"Ideal\",\"H\",\"SI1\",61.1,58,2107,5.69,5.7,3.48\n\"49432\",0.7,\"Ideal\",\"H\",\"SI1\",61.9,57,2107,5.66,5.69,3.51\n\"49433\",0.73,\"Premium\",\"H\",\"SI1\",62.2,57,2107,5.8,5.77,3.6\n\"49434\",0.61,\"Ideal\",\"F\",\"VS2\",62.4,55,2108,5.45,5.42,3.39\n\"49435\",1.01,\"Very Good\",\"G\",\"I1\",63.1,60,2108,6.42,6.25,3.99\n\"49436\",0.72,\"Very Good\",\"I\",\"VS2\",61.8,60,2109,5.72,5.76,3.55\n\"49437\",0.54,\"Ideal\",\"F\",\"VVS2\",61,57,2109,5.26,5.3,3.22\n\"49438\",0.6,\"Ideal\",\"G\",\"VS1\",60.2,57,2109,5.49,5.54,3.32\n\"49439\",0.7,\"Good\",\"F\",\"SI2\",60.6,61,2109,5.71,5.77,3.48\n\"49440\",0.7,\"Good\",\"F\",\"SI2\",61.6,61,2109,5.66,5.68,3.49\n\"49441\",0.74,\"Premium\",\"G\",\"SI2\",62.8,57,2109,5.77,5.73,3.61\n\"49442\",0.57,\"Ideal\",\"E\",\"VS1\",61.3,57,2110,5.34,5.37,3.28\n\"49443\",0.7,\"Ideal\",\"H\",\"SI2\",62.1,55,2110,5.69,5.72,3.54\n\"49444\",0.7,\"Ideal\",\"H\",\"SI2\",61.6,54,2110,5.71,5.75,3.53\n\"49445\",0.7,\"Ideal\",\"I\",\"SI1\",61.6,53,2110,5.73,5.76,3.54\n\"49446\",0.7,\"Ideal\",\"I\",\"SI1\",61.9,58,2110,5.66,5.68,3.51\n\"49447\",0.7,\"Ideal\",\"I\",\"SI1\",62.5,55,2110,5.68,5.71,3.56\n\"49448\",0.7,\"Ideal\",\"I\",\"SI1\",62.5,55,2110,5.7,5.73,3.57\n\"49449\",0.51,\"Ideal\",\"G\",\"VVS1\",61,57,2111,5.17,5.16,3.15\n\"49450\",0.71,\"Very Good\",\"I\",\"VS2\",59.5,57,2111,5.85,5.88,3.49\n\"49451\",0.75,\"Very Good\",\"F\",\"SI2\",58.6,60,2111,5.99,6.03,3.52\n\"49452\",0.7,\"Ideal\",\"I\",\"VS2\",61.1,57,2111,5.7,5.75,3.5\n\"49453\",0.71,\"Ideal\",\"I\",\"SI1\",62.6,54,2111,5.68,5.73,3.57\n\"49454\",0.52,\"Ideal\",\"I\",\"IF\",60.9,57,2111,5.17,5.21,3.16\n\"49455\",0.7,\"Good\",\"E\",\"SI1\",61.6,61,2111,5.64,5.66,3.48\n\"49456\",0.51,\"Ideal\",\"G\",\"VVS1\",62.6,57,2111,5.14,5.08,3.2\n\"49457\",0.51,\"Ideal\",\"G\",\"VVS1\",62.3,55,2111,5.14,5.1,3.19\n\"49458\",0.51,\"Premium\",\"G\",\"VVS1\",60.1,56,2111,5.35,5.16,3.16\n\"49459\",0.6,\"Very Good\",\"E\",\"VS1\",60.9,58,2112,5.43,5.48,3.32\n\"49460\",0.71,\"Premium\",\"H\",\"SI1\",62.4,59,2112,5.65,5.6,3.51\n\"49461\",0.6,\"Ideal\",\"E\",\"VS2\",62,56,2112,5.4,5.43,3.36\n\"49462\",0.71,\"Fair\",\"H\",\"SI1\",65.1,56,2112,5.63,5.55,3.64\n\"49463\",0.72,\"Ideal\",\"H\",\"SI2\",61.4,55,2112,5.81,5.78,3.56\n\"49464\",0.72,\"Ideal\",\"J\",\"VS1\",62.7,57,2112,5.74,5.71,3.59\n\"49465\",1,\"Fair\",\"I\",\"I1\",65.4,57,2112,6.28,6.2,4.08\n\"49466\",0.55,\"Premium\",\"E\",\"VS2\",59.7,57,2112,5.39,5.36,3.21\n\"49467\",0.52,\"Very Good\",\"G\",\"VVS1\",61.1,58,2113,5.19,5.22,3.18\n\"49468\",0.54,\"Very Good\",\"D\",\"VS2\",60.7,57,2113,5.24,5.29,3.2\n\"49469\",0.47,\"Ideal\",\"E\",\"VVS2\",61.6,56,2113,4.97,5.01,3.07\n\"49470\",0.47,\"Ideal\",\"F\",\"VVS1\",61.6,56,2113,5,5.02,3.09\n\"49471\",0.7,\"Ideal\",\"H\",\"SI1\",62.1,56,2113,5.74,5.67,3.54\n\"49472\",0.64,\"Very Good\",\"E\",\"VS2\",63.4,54,2114,5.52,5.49,3.49\n\"49473\",0.68,\"Very Good\",\"G\",\"VS1\",60.7,58,2114,5.68,5.75,3.47\n\"49474\",0.72,\"Very Good\",\"G\",\"SI2\",60.6,57,2114,5.79,5.86,3.53\n\"49475\",0.72,\"Very Good\",\"G\",\"SI2\",60.6,61,2114,5.73,5.79,3.49\n\"49476\",0.5,\"Very Good\",\"D\",\"VVS2\",61.7,59,2115,5.02,5.09,3.12\n\"49477\",0.72,\"Premium\",\"G\",\"SI2\",62.6,60,2115,5.7,5.65,3.55\n\"49478\",0.54,\"Very Good\",\"F\",\"VVS2\",63.2,54,2115,5.2,5.18,3.28\n\"49479\",0.61,\"Ideal\",\"E\",\"VS2\",59.7,57,2115,5.57,5.52,3.31\n\"49480\",0.75,\"Good\",\"G\",\"SI2\",63.9,62,2115,5.66,5.61,3.6\n\"49481\",0.78,\"Good\",\"I\",\"SI1\",63.1,56,2116,5.82,5.88,3.69\n\"49482\",0.52,\"Ideal\",\"E\",\"VVS2\",62.3,57,2116,5.12,5.15,3.2\n\"49483\",0.55,\"Ideal\",\"G\",\"VVS1\",62.6,56,2116,5.24,5.27,3.29\n\"49484\",0.7,\"Good\",\"E\",\"SI2\",61,64,2116,5.63,5.69,3.45\n\"49485\",0.7,\"Fair\",\"I\",\"VS2\",64.7,60,2117,5.55,5.49,3.57\n\"49486\",0.7,\"Very Good\",\"G\",\"SI1\",63.2,58,2117,5.64,5.6,3.55\n\"49487\",0.7,\"Good\",\"G\",\"SI1\",63.8,59,2117,5.62,5.58,3.57\n\"49488\",0.58,\"Ideal\",\"F\",\"VS1\",60.6,55,2117,5.41,5.48,3.3\n\"49489\",0.7,\"Good\",\"H\",\"SI1\",65,57,2117,5.52,5.59,3.61\n\"49490\",0.7,\"Good\",\"I\",\"VS2\",63.6,58,2117,5.59,5.57,3.55\n\"49491\",0.56,\"Ideal\",\"E\",\"VS1\",61.8,55,2117,5.33,5.28,3.28\n\"49492\",0.56,\"Ideal\",\"E\",\"VS1\",61.1,56,2117,5.34,5.29,3.25\n\"49493\",0.56,\"Ideal\",\"E\",\"VS1\",61.8,56,2117,5.33,5.28,3.28\n\"49494\",0.7,\"Very Good\",\"G\",\"SI2\",63.2,57,2117,5.7,5.66,3.59\n\"49495\",0.7,\"Fair\",\"G\",\"SI2\",65.2,56,2117,5.63,5.54,3.64\n\"49496\",1,\"Fair\",\"J\",\"SI2\",69.9,61,2117,6.13,5.86,4.23\n\"49497\",0.7,\"Fair\",\"I\",\"VVS2\",64.7,55,2117,5.62,5.51,3.6\n\"49498\",0.56,\"Ideal\",\"H\",\"VVS2\",61.8,56,2118,5.28,5.33,3.28\n\"49499\",0.56,\"Ideal\",\"F\",\"VVS2\",61,56,2119,5.33,5.35,3.26\n\"49500\",0.55,\"Ideal\",\"F\",\"VS1\",60.5,57,2119,5.3,5.34,3.22\n\"49501\",0.55,\"Ideal\",\"F\",\"VS1\",61.8,55,2119,5.28,5.3,3.27\n\"49502\",0.55,\"Ideal\",\"D\",\"VS1\",61.8,55,2119,5.29,5.32,3.28\n\"49503\",0.76,\"Very Good\",\"I\",\"SI1\",62,58,2120,5.84,5.9,3.64\n\"49504\",0.55,\"Ideal\",\"H\",\"IF\",61.5,55,2120,5.25,5.29,3.25\n\"49505\",0.55,\"Ideal\",\"H\",\"IF\",61.9,56,2120,5.26,5.34,3.26\n\"49506\",0.61,\"Good\",\"F\",\"VS1\",60.6,60.3,2120,5.46,5.51,3.32\n\"49507\",0.71,\"Good\",\"E\",\"SI2\",58.8,63,2120,5.75,5.88,3.42\n\"49508\",0.7,\"Fair\",\"G\",\"SI1\",56.6,61,2120,5.86,5.95,3.34\n\"49509\",0.5,\"Very Good\",\"F\",\"VVS1\",62.2,57,2121,5.03,5.07,3.14\n\"49510\",0.73,\"Ideal\",\"J\",\"VS1\",62,53,2121,5.78,5.82,3.6\n\"49511\",0.7,\"Good\",\"F\",\"SI1\",63.8,58,2121,5.56,5.67,3.58\n\"49512\",0.7,\"Good\",\"G\",\"SI1\",64,57,2121,5.63,5.58,3.59\n\"49513\",0.7,\"Fair\",\"F\",\"SI1\",66,56,2121,5.59,5.56,3.68\n\"49514\",0.8,\"Ideal\",\"H\",\"SI2\",62.4,57,2122,5.91,5.83,3.66\n\"49515\",0.5,\"Very Good\",\"F\",\"VVS1\",61.1,55,2122,5.14,5.18,3.15\n\"49516\",0.75,\"Premium\",\"I\",\"SI1\",62.5,58,2122,5.77,5.82,3.62\n\"49517\",0.73,\"Ideal\",\"I\",\"SI1\",62,56,2122,5.75,5.8,3.58\n\"49518\",0.57,\"Ideal\",\"D\",\"VS1\",61.5,54,2122,5.36,5.38,3.3\n\"49519\",0.71,\"Ideal\",\"H\",\"SI2\",61.5,56,2122,5.71,5.74,3.52\n\"49520\",0.71,\"Ideal\",\"H\",\"SI2\",62.1,57,2122,5.68,5.76,3.55\n\"49521\",0.61,\"Very Good\",\"H\",\"VS1\",60.1,56,2123,5.55,5.59,3.35\n\"49522\",0.72,\"Very Good\",\"J\",\"SI1\",57.6,63,2123,5.89,5.95,3.41\n\"49523\",0.71,\"Very Good\",\"E\",\"SI2\",62.1,57,2123,5.71,5.76,3.56\n\"49524\",0.54,\"Ideal\",\"G\",\"VVS1\",61.8,55,2123,5.24,5.27,3.25\n\"49525\",0.54,\"Very Good\",\"G\",\"VVS1\",60.7,56,2123,5.25,5.3,3.2\n\"49526\",0.54,\"Ideal\",\"G\",\"VVS1\",62.2,56,2123,5.2,5.22,3.24\n\"49527\",0.71,\"Very Good\",\"D\",\"SI2\",59.7,60,2123,5.79,5.84,3.47\n\"49528\",0.52,\"Ideal\",\"F\",\"VS1\",61.3,56,2123,5.19,5.22,3.19\n\"49529\",0.59,\"Premium\",\"F\",\"SI1\",62.2,60,2124,5.37,5.33,3.33\n\"49530\",0.59,\"Very Good\",\"F\",\"SI1\",63.1,57,2124,5.39,5.36,3.39\n\"49531\",0.61,\"Good\",\"E\",\"VS2\",60.8,59,2124,5.41,5.48,3.31\n\"49532\",0.6,\"Premium\",\"E\",\"VS2\",59.3,60,2124,5.51,5.46,3.25\n\"49533\",0.6,\"Ideal\",\"D\",\"VS2\",60.4,57,2125,5.53,5.49,3.33\n\"49534\",0.78,\"Very Good\",\"H\",\"SI2\",62.9,55,2125,5.83,5.87,3.68\n\"49535\",0.59,\"Ideal\",\"G\",\"VVS2\",62.7,56,2125,5.33,5.36,3.35\n\"49536\",0.59,\"Ideal\",\"G\",\"VVS2\",62.6,57,2125,5.33,5.37,3.35\n\"49537\",0.71,\"Good\",\"F\",\"SI1\",64.3,57,2125,5.62,5.55,3.59\n\"49538\",0.72,\"Very Good\",\"E\",\"SI2\",59.4,63,2125,5.87,5.82,3.47\n\"49539\",0.72,\"Fair\",\"E\",\"SI2\",68.4,64,2125,5.38,5.32,3.66\n\"49540\",0.72,\"Premium\",\"E\",\"SI2\",61.7,58,2125,5.79,5.74,3.56\n\"49541\",0.7,\"Fair\",\"E\",\"SI1\",65.1,56,2125,5.49,5.41,3.55\n\"49542\",0.72,\"Very Good\",\"F\",\"SI2\",58.5,60,2126,5.86,5.93,3.45\n\"49543\",0.63,\"Very Good\",\"H\",\"VVS1\",62,57,2127,5.47,5.5,3.4\n\"49544\",0.7,\"Good\",\"F\",\"SI1\",63.1,56,2127,5.63,5.66,3.56\n\"49545\",0.71,\"Premium\",\"I\",\"VS2\",62.7,59,2127,5.66,5.69,3.56\n\"49546\",0.54,\"Very Good\",\"G\",\"IF\",62.5,58,2128,5.19,5.27,3.27\n\"49547\",0.7,\"Very Good\",\"I\",\"VS1\",63.1,54,2129,5.61,5.67,3.56\n\"49548\",0.77,\"Very Good\",\"H\",\"SI2\",63.6,58,2129,5.77,5.81,3.68\n\"49549\",0.71,\"Very Good\",\"F\",\"SI2\",59.5,58,2129,5.82,5.87,3.48\n\"49550\",0.59,\"Ideal\",\"G\",\"VS1\",61.3,55,2129,5.42,5.44,3.33\n\"49551\",0.55,\"Ideal\",\"G\",\"VVS2\",62.5,56,2129,5.25,5.22,3.27\n\"49552\",0.55,\"Ideal\",\"G\",\"VVS2\",62,57,2129,5.26,5.22,3.25\n\"49553\",0.55,\"Ideal\",\"G\",\"VVS2\",61.9,56,2129,5.27,5.23,3.25\n\"49554\",0.77,\"Premium\",\"G\",\"SI2\",61.3,58,2129,5.94,5.88,3.62\n\"49555\",0.91,\"Fair\",\"I\",\"SI2\",65,58,2129,6.05,6.02,3.92\n\"49556\",0.81,\"Premium\",\"J\",\"VS2\",60.6,60,2129,6.04,6,3.65\n\"49557\",0.71,\"Good\",\"F\",\"SI2\",64.1,60,2130,0,0,0\n\"49558\",0.71,\"Good\",\"F\",\"SI2\",64.1,60,2130,0,0,0\n\"49559\",0.6,\"Very Good\",\"G\",\"VVS2\",62.2,56,2130,5.39,5.42,3.36\n\"49560\",0.78,\"Very Good\",\"I\",\"SI2\",60.6,60,2130,5.91,5.93,3.59\n\"49561\",0.67,\"Very Good\",\"G\",\"VS2\",59.4,59.4,2131,5.71,5.8,3.41\n\"49562\",0.67,\"Very Good\",\"G\",\"VS2\",61.7,59.7,2131,5.56,5.61,3.45\n\"49563\",0.7,\"Very Good\",\"F\",\"SI2\",62.9,56,2131,5.68,5.71,3.58\n\"49564\",0.53,\"Ideal\",\"F\",\"VVS2\",61.6,55,2131,5.21,5.24,3.22\n\"49565\",0.66,\"Ideal\",\"H\",\"VS1\",61,57,2131,5.61,5.66,3.43\n\"49566\",0.6,\"Ideal\",\"G\",\"VS1\",61.6,56,2131,5.44,5.47,3.36\n\"49567\",0.72,\"Ideal\",\"H\",\"SI2\",61.5,56,2131,5.8,5.75,3.55\n\"49568\",0.62,\"Good\",\"F\",\"VVS2\",59.9,62,2131,5.51,5.53,3.3\n\"49569\",0.67,\"Good\",\"G\",\"VS2\",57.5,60.1,2131,5.78,5.83,3.34\n\"49570\",0.71,\"Good\",\"H\",\"SI1\",58.3,61,2131,5.84,5.79,3.39\n\"49571\",0.72,\"Fair\",\"I\",\"VVS2\",65.7,57,2131,5.56,5.64,3.68\n\"49572\",0.64,\"Premium\",\"F\",\"VS2\",62.2,55,2131,5.53,5.5,3.43\n\"49573\",0.74,\"Premium\",\"G\",\"SI1\",58.3,58,2131,5.97,5.93,3.47\n\"49574\",0.59,\"Ideal\",\"G\",\"VVS2\",61,57,2131,5.44,5.41,3.31\n\"49575\",0.5,\"Very Good\",\"E\",\"VVS2\",61.5,60,2132,5.04,5.08,3.11\n\"49576\",0.78,\"Very Good\",\"I\",\"SI2\",62.5,58,2132,5.82,5.89,3.66\n\"49577\",0.58,\"Ideal\",\"G\",\"VVS2\",61.9,57,2132,5.33,5.36,3.31\n\"49578\",0.55,\"Ideal\",\"G\",\"VS1\",62.2,54,2132,5.27,5.24,3.27\n\"49579\",0.58,\"Ideal\",\"G\",\"VVS2\",61.8,56,2133,5.35,5.36,3.31\n\"49580\",0.83,\"Fair\",\"H\",\"SI2\",65.1,59,2133,5.84,5.81,3.79\n\"49581\",0.55,\"Ideal\",\"D\",\"VS2\",61.7,55,2133,5.27,5.29,3.26\n\"49582\",0.55,\"Ideal\",\"H\",\"IF\",61.7,55,2133,5.27,5.29,3.26\n\"49583\",0.71,\"Very Good\",\"F\",\"SI2\",59.2,60,2134,5.85,5.91,3.48\n\"49584\",0.65,\"Premium\",\"D\",\"SI1\",60.5,58,2134,5.61,5.57,3.38\n\"49585\",1.04,\"Fair\",\"F\",\"I1\",65.4,60,2134,6.39,6.3,4.15\n\"49586\",0.7,\"Very Good\",\"H\",\"SI2\",62,59,2135,5.68,5.7,3.53\n\"49587\",0.58,\"Ideal\",\"G\",\"VVS2\",61.6,56,2135,5.37,5.4,3.31\n\"49588\",0.7,\"Premium\",\"E\",\"SI2\",62,55,2135,5.65,5.61,3.49\n\"49589\",0.7,\"Premium\",\"E\",\"SI2\",59.8,61,2135,5.76,5.74,3.44\n\"49590\",0.56,\"Ideal\",\"H\",\"IF\",61.3,56,2135,5.32,5.35,3.27\n\"49591\",0.53,\"Very Good\",\"G\",\"VVS1\",58.9,60,2136,5.23,5.3,3.1\n\"49592\",0.72,\"Very Good\",\"J\",\"VS1\",62.3,57,2136,5.73,5.77,3.58\n\"49593\",0.7,\"Very Good\",\"I\",\"SI1\",62.2,58,2136,5.63,5.66,3.51\n\"49594\",0.72,\"Ideal\",\"J\",\"VVS2\",60.9,58,2136,5.74,5.78,3.51\n\"49595\",0.71,\"Ideal\",\"G\",\"SI1\",61.4,57,2136,5.76,5.8,3.55\n\"49596\",0.71,\"Very Good\",\"G\",\"VS2\",63.5,59,2137,5.67,5.63,3.59\n\"49597\",0.71,\"Very Good\",\"I\",\"VVS2\",61.9,58,2137,5.72,5.75,3.55\n\"49598\",0.7,\"Very Good\",\"H\",\"VS2\",63.2,57,2137,5.58,5.62,3.54\n\"49599\",0.71,\"Very Good\",\"G\",\"SI1\",63.2,58,2137,5.58,5.68,3.56\n\"49600\",0.71,\"Premium\",\"F\",\"SI2\",60.2,60,2137,5.8,5.77,3.48\n\"49601\",0.52,\"Ideal\",\"F\",\"VVS2\",60.6,56,2137,5.22,5.24,3.17\n\"49602\",0.6,\"Ideal\",\"E\",\"VS2\",62.3,53.8,2137,5.41,5.45,3.38\n\"49603\",0.53,\"Ideal\",\"G\",\"IF\",62.7,56,2137,5.23,5.13,3.25\n\"49604\",0.7,\"Good\",\"H\",\"VS2\",64.1,58,2137,5.51,5.57,3.55\n\"49605\",0.7,\"Good\",\"H\",\"VS2\",64.5,57,2137,5.53,5.57,3.58\n\"49606\",0.7,\"Good\",\"G\",\"SI1\",64.6,59,2137,5.49,5.54,3.56\n\"49607\",0.74,\"Very Good\",\"H\",\"SI2\",63.1,55,2138,5.72,5.78,3.63\n\"49608\",0.71,\"Very Good\",\"F\",\"SI2\",60.5,62,2138,5.75,5.79,3.49\n\"49609\",0.7,\"Very Good\",\"H\",\"VS2\",61.4,54,2138,5.77,5.66,3.51\n\"49610\",0.51,\"Ideal\",\"F\",\"VVS2\",60.3,56,2138,5.2,5.23,3.15\n\"49611\",0.52,\"Ideal\",\"F\",\"VS1\",61.5,56,2138,5.19,5.22,3.2\n\"49612\",0.7,\"Ideal\",\"H\",\"SI1\",61.2,58,2138,5.74,5.77,3.52\n\"49613\",0.9,\"Fair\",\"E\",\"I1\",59.9,66,2138,6.18,6.14,3.69\n\"49614\",0.66,\"Good\",\"F\",\"VS2\",64.1,56,2138,5.5,5.46,3.51\n\"49615\",0.7,\"Ideal\",\"F\",\"SI2\",62.8,55,2138,5.68,5.65,3.56\n\"49616\",0.9,\"Fair\",\"H\",\"SI2\",64.4,59,2138,6.03,5.99,3.87\n\"49617\",0.72,\"Ideal\",\"J\",\"VVS1\",62.4,58,2139,5.71,5.76,3.58\n\"49618\",0.72,\"Ideal\",\"G\",\"SI2\",62.1,59,2139,5.71,5.76,3.56\n\"49619\",0.66,\"Good\",\"G\",\"VS1\",61.6,61,2139,5.56,5.63,3.43\n\"49620\",0.46,\"Good\",\"D\",\"IF\",58.6,59,2139,5.06,5.11,2.98\n\"49621\",0.32,\"Ideal\",\"F\",\"SI2\",62.6,56,540,4.41,4.37,2.75\n\"49622\",0.32,\"Very Good\",\"F\",\"SI2\",63.1,56,540,4.38,4.34,2.75\n\"49623\",0.3,\"Ideal\",\"I\",\"VS2\",62.6,56,540,4.31,4.29,2.69\n\"49624\",0.3,\"Very Good\",\"H\",\"SI1\",59.4,63,540,4.4,4.35,2.6\n\"49625\",0.3,\"Good\",\"H\",\"SI1\",63.9,55,540,4.27,4.24,2.72\n\"49626\",0.3,\"Premium\",\"H\",\"SI1\",61.3,61,540,4.27,4.25,2.61\n\"49627\",0.3,\"Premium\",\"H\",\"SI1\",62.9,56,540,4.31,4.28,2.7\n\"49628\",0.3,\"Premium\",\"E\",\"SI2\",61.9,58,540,4.31,4.28,2.66\n\"49629\",0.32,\"Ideal\",\"J\",\"VS1\",61.3,57,540,4.43,4.41,2.71\n\"49630\",0.32,\"Premium\",\"J\",\"VS1\",60.6,59,540,4.46,4.42,2.69\n\"49631\",0.32,\"Premium\",\"J\",\"VS1\",61.9,58,540,4.39,4.33,2.7\n\"49632\",0.32,\"Premium\",\"J\",\"VS1\",61.7,58,540,4.4,4.38,2.71\n\"49633\",0.32,\"Premium\",\"I\",\"SI1\",61.6,61,540,4.4,4.36,2.7\n\"49634\",0.32,\"Premium\",\"I\",\"SI1\",61.1,59,540,4.42,4.38,2.69\n\"49635\",0.32,\"Premium\",\"I\",\"SI1\",59.9,61,540,4.47,4.44,2.67\n\"49636\",0.32,\"Very Good\",\"I\",\"SI1\",63.5,57,540,4.33,4.3,2.74\n\"49637\",0.32,\"Premium\",\"G\",\"SI2\",61,59,540,4.42,4.36,2.68\n\"49638\",0.32,\"Premium\",\"G\",\"SI2\",62.3,58,540,4.42,4.37,2.74\n\"49639\",0.32,\"Very Good\",\"G\",\"SI2\",63.4,55,540,4.35,4.32,2.75\n\"49640\",0.32,\"Premium\",\"G\",\"SI2\",62.7,58,540,4.39,4.35,2.74\n\"49641\",0.32,\"Ideal\",\"G\",\"SI2\",62.5,57,540,4.38,4.35,2.73\n\"49642\",0.32,\"Premium\",\"F\",\"SI2\",59.7,59,540,4.48,4.43,2.66\n\"49643\",0.32,\"Good\",\"F\",\"SI2\",63.8,55,540,4.35,4.34,2.77\n\"49644\",0.3,\"Ideal\",\"H\",\"SI1\",62.6,55,540,4.32,4.28,2.69\n\"49645\",0.3,\"Premium\",\"H\",\"SI1\",61.2,60,540,4.31,4.29,2.63\n\"49646\",0.3,\"Premium\",\"H\",\"SI1\",61.3,58,540,4.33,4.29,2.64\n\"49647\",0.3,\"Premium\",\"H\",\"SI1\",59.5,62,540,4.35,4.32,2.58\n\"49648\",0.3,\"Premium\",\"H\",\"SI1\",59.3,59,540,4.38,4.36,2.59\n\"49649\",0.3,\"Premium\",\"H\",\"SI1\",62.9,58,540,4.24,4.22,2.66\n\"49650\",0.3,\"Premium\",\"H\",\"SI1\",62.6,58,540,4.28,4.22,2.66\n\"49651\",0.7,\"Premium\",\"F\",\"SI2\",59.6,60,2139,5.77,5.71,3.42\n\"49652\",0.59,\"Ideal\",\"F\",\"VS1\",61.1,56,2140,5.43,5.47,3.33\n\"49653\",0.82,\"Good\",\"J\",\"SI1\",57.4,59,2140,6.25,6.19,3.57\n\"49654\",0.82,\"Good\",\"J\",\"SI1\",57.5,62,2140,6.25,6.2,3.58\n\"49655\",0.71,\"Very Good\",\"H\",\"SI2\",61.8,58,2141,5.67,5.73,3.52\n\"49656\",0.7,\"Very Good\",\"G\",\"SI2\",60.7,58,2141,5.74,5.76,3.49\n\"49657\",0.7,\"Very Good\",\"G\",\"SI2\",60.7,58,2141,5.74,5.8,3.5\n\"49658\",0.7,\"Very Good\",\"G\",\"SI2\",61.7,60,2141,5.67,5.7,3.51\n\"49659\",0.71,\"Very Good\",\"I\",\"SI1\",61.8,56,2141,5.73,5.76,3.55\n\"49660\",0.71,\"Very Good\",\"I\",\"SI1\",61.5,58,2141,5.67,5.72,3.5\n\"49661\",0.71,\"Very Good\",\"I\",\"SI1\",58.9,59,2141,5.78,5.84,3.42\n\"49662\",0.71,\"Very Good\",\"H\",\"SI1\",64,58,2141,5.57,5.61,3.58\n\"49663\",0.71,\"Ideal\",\"I\",\"VS2\",61,58,2141,5.77,5.81,3.53\n\"49664\",0.6,\"Ideal\",\"E\",\"VS2\",60.6,56,2141,5.47,5.52,3.33\n\"49665\",0.62,\"Ideal\",\"G\",\"VS1\",61.8,57,2141,5.47,5.5,3.39\n\"49666\",0.6,\"Very Good\",\"H\",\"VVS1\",61.5,56,2142,5.43,5.46,3.35\n\"49667\",0.75,\"Premium\",\"I\",\"SI1\",62.7,61,2142,5.75,5.71,3.59\n\"49668\",0.7,\"Ideal\",\"I\",\"VS1\",63.1,54,2142,5.61,5.67,3.56\n\"49669\",0.7,\"Ideal\",\"I\",\"VS1\",63,54,2142,5.63,5.7,3.57\n\"49670\",0.7,\"Good\",\"I\",\"SI1\",63.8,57,2142,5.66,5.63,3.6\n\"49671\",0.7,\"Ideal\",\"H\",\"SI2\",59.9,57,2142,5.77,5.74,3.45\n\"49672\",0.7,\"Good\",\"I\",\"SI1\",63.6,61,2142,5.63,5.59,3.57\n\"49673\",0.7,\"Good\",\"I\",\"SI1\",64.3,57,2142,5.63,5.59,3.61\n\"49674\",0.6,\"Premium\",\"F\",\"VS1\",59.4,58,2142,5.52,5.45,3.26\n\"49675\",0.6,\"Ideal\",\"F\",\"VS1\",62.9,57,2142,5.35,5.31,3.35\n\"49676\",0.7,\"Premium\",\"H\",\"SI2\",62.8,59,2142,5.65,5.62,3.54\n\"49677\",0.6,\"Ideal\",\"F\",\"VVS2\",63,55,2143,5.39,5.37,3.39\n\"49678\",0.9,\"Good\",\"F\",\"I1\",64.3,58,2143,6.09,6.05,3.9\n\"49679\",0.53,\"Ideal\",\"E\",\"VS1\",61.4,56,2143,5.21,5.25,3.21\n\"49680\",0.53,\"Ideal\",\"E\",\"VS1\",60.1,57,2143,5.25,5.31,3.17\n\"49681\",0.76,\"Ideal\",\"G\",\"SI2\",62.1,54,2143,5.88,5.84,3.64\n\"49682\",0.72,\"Very Good\",\"J\",\"VVS2\",63,59,2144,5.7,5.72,3.6\n\"49683\",0.73,\"Good\",\"I\",\"VS2\",63.7,58,2144,5.69,5.64,3.61\n\"49684\",0.52,\"Fair\",\"F\",\"IF\",64.6,58,2144,5.04,5.17,3.3\n\"49685\",0.72,\"Premium\",\"H\",\"SI2\",61.8,56,2144,5.79,5.73,3.56\n\"49686\",0.56,\"Ideal\",\"E\",\"VS1\",61.9,57,2145,5.31,5.29,3.28\n\"49687\",0.59,\"Very Good\",\"E\",\"VS2\",59.4,63,2145,5.42,5.46,3.23\n\"49688\",0.71,\"Ideal\",\"I\",\"VVS2\",61.6,56,2145,5.72,5.8,3.56\n\"49689\",0.7,\"Very Good\",\"H\",\"VS1\",62.2,57,2145,5.67,5.72,3.54\n\"49690\",0.7,\"Very Good\",\"H\",\"VS1\",62.4,57,2145,5.64,5.7,3.54\n\"49691\",0.51,\"Ideal\",\"D\",\"VVS2\",62,55,2145,5.13,5.16,3.19\n\"49692\",0.5,\"Ideal\",\"F\",\"VVS1\",62.6,53.1,2145,5.08,5.11,3.19\n\"49693\",0.71,\"Good\",\"I\",\"VS2\",61.1,60.6,2145,5.71,5.74,3.49\n\"49694\",0.51,\"Very Good\",\"E\",\"VVS2\",62.8,57,2146,5.06,5.1,3.19\n\"49695\",0.52,\"Ideal\",\"D\",\"VS1\",60.4,56,2146,5.24,5.26,3.17\n\"49696\",0.51,\"Ideal\",\"G\",\"IF\",62.9,58,2146,5.07,5.11,3.2\n\"49697\",0.55,\"Very Good\",\"F\",\"VVS2\",62.4,59,2147,5.2,5.22,3.25\n\"49698\",0.62,\"Very Good\",\"E\",\"VS1\",60.1,56,2147,5.56,5.58,3.35\n\"49699\",0.71,\"Very Good\",\"F\",\"SI2\",62.8,58,2147,5.63,5.7,3.56\n\"49700\",0.7,\"Very Good\",\"I\",\"SI1\",63,56,2147,5.61,5.66,3.55\n\"49701\",0.7,\"Very Good\",\"I\",\"SI1\",62.2,55,2147,5.62,5.67,3.51\n\"49702\",0.53,\"Premium\",\"D\",\"VS1\",60,61,2147,5.3,5.26,3.17\n\"49703\",0.71,\"Very Good\",\"G\",\"SI1\",63.2,58,2147,5.68,5.65,3.58\n\"49704\",0.61,\"Ideal\",\"D\",\"VS2\",61,57,2147,5.45,5.47,3.33\n\"49705\",0.6,\"Ideal\",\"G\",\"VS1\",61.2,56,2147,5.43,5.47,3.33\n\"49706\",0.6,\"Ideal\",\"G\",\"VS1\",61.1,57,2147,5.41,5.45,3.32\n\"49707\",0.6,\"Ideal\",\"G\",\"VS1\",62.5,56,2147,5.37,5.41,3.36\n\"49708\",0.77,\"Ideal\",\"J\",\"SI1\",61.6,55,2147,5.87,5.93,3.63\n\"49709\",0.71,\"Premium\",\"G\",\"SI2\",60.6,59,2147,5.78,5.74,3.49\n\"49710\",0.57,\"Ideal\",\"G\",\"VVS2\",61.9,56,2147,5.3,5.29,3.28\n\"49711\",0.53,\"Premium\",\"D\",\"VS1\",59.2,60,2147,5.37,5.31,3.16\n\"49712\",0.71,\"Premium\",\"G\",\"SI2\",62.7,60,2147,5.69,5.63,3.55\n\"49713\",0.73,\"Fair\",\"D\",\"SI2\",65.5,60,2147,5.64,5.54,3.66\n\"49714\",0.5,\"Very 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Good\",\"H\",\"SI2\",62.4,59,2160,5.67,5.71,3.55\n\"49764\",0.53,\"Ideal\",\"F\",\"VVS2\",61.9,56,2160,5.18,5.22,3.22\n\"49765\",0.53,\"Ideal\",\"F\",\"VVS2\",60.8,56,2160,5.22,5.24,3.18\n\"49766\",0.53,\"Ideal\",\"F\",\"VVS2\",61.3,57,2160,5.2,5.24,3.2\n\"49767\",0.5,\"Premium\",\"F\",\"VVS2\",63,57,2160,5.05,5.01,3.17\n\"49768\",0.5,\"Premium\",\"F\",\"VVS2\",62.3,58,2160,5.11,5.06,3.17\n\"49769\",0.5,\"Premium\",\"F\",\"VVS2\",61.9,58,2160,5.1,5.07,3.15\n\"49770\",0.5,\"Ideal\",\"F\",\"VVS2\",61.6,56,2160,5.11,5.08,3.14\n\"49771\",0.5,\"Ideal\",\"F\",\"VVS2\",62.2,54,2160,5.11,5.09,3.17\n\"49772\",0.5,\"Ideal\",\"F\",\"VVS2\",62,55,2160,5.12,5.1,3.17\n\"49773\",0.5,\"Premium\",\"F\",\"VVS2\",61.8,56,2160,5.15,5.11,3.17\n\"49774\",0.34,\"Fair\",\"F\",\"I1\",55.8,62,2160,4.72,4.6,2.6\n\"49775\",0.62,\"Very 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Good\",\"I\",\"VS2\",62.4,63,2162,5.84,5.8,3.63\n\"49791\",0.73,\"Premium\",\"G\",\"SI1\",60.8,58,2163,5.82,5.85,3.55\n\"49792\",0.73,\"Premium\",\"G\",\"SI1\",62,58,2163,5.75,5.8,3.58\n\"49793\",0.85,\"Good\",\"J\",\"SI1\",59.2,64,2163,6.13,6.17,3.64\n\"49794\",0.51,\"Ideal\",\"F\",\"VVS1\",61.7,57,2163,5.12,5.15,3.17\n\"49795\",0.53,\"Ideal\",\"E\",\"VS2\",61.8,55,2163,5.21,5.24,3.23\n\"49796\",0.7,\"Ideal\",\"I\",\"VS1\",62.7,57,2163,5.63,5.67,3.54\n\"49797\",0.7,\"Ideal\",\"F\",\"SI2\",60.1,57,2163,5.78,5.81,3.48\n\"49798\",0.51,\"Ideal\",\"G\",\"IF\",61.3,56,2163,5.15,5.19,3.16\n\"49799\",0.73,\"Ideal\",\"F\",\"SI2\",59.6,56,2164,5.89,5.85,3.5\n\"49800\",0.78,\"Very Good\",\"J\",\"SI1\",58,61,2164,6.07,6.13,3.54\n\"49801\",0.7,\"Very 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Good\",\"E\",\"VVS2\",59.3,56,2168,5.25,5.3,3.13\n\"49835\",0.72,\"Very Good\",\"H\",\"SI1\",63.7,57,2168,5.66,5.7,3.62\n\"49836\",0.82,\"Premium\",\"J\",\"SI1\",61.2,58,2168,5.99,6.04,3.68\n\"49837\",0.52,\"Ideal\",\"F\",\"VVS2\",61.6,57,2168,5.16,5.2,3.19\n\"49838\",0.52,\"Ideal\",\"F\",\"VVS2\",62,55,2168,5.16,5.2,3.21\n\"49839\",0.54,\"Ideal\",\"F\",\"VVS2\",61.9,56,2168,5.2,5.23,3.23\n\"49840\",0.71,\"Ideal\",\"F\",\"SI2\",61.6,56,2168,5.73,5.67,3.51\n\"49841\",0.59,\"Ideal\",\"G\",\"VVS2\",62.2,56,2169,5.35,5.39,3.34\n\"49842\",0.71,\"Premium\",\"H\",\"VS2\",61.3,58,2169,5.76,5.82,3.55\n\"49843\",0.71,\"Premium\",\"F\",\"SI2\",62.1,60,2169,5.68,5.62,3.51\n\"49844\",0.78,\"Ideal\",\"J\",\"SI1\",61.1,56,2169,5.95,5.97,3.64\n\"49845\",0.71,\"Premium\",\"F\",\"SI2\",62.3,60,2169,5.7,5.67,3.54\n\"49846\",0.74,\"Very Good\",\"J\",\"VS1\",62.7,58,2170,5.75,5.8,3.62\n\"49847\",0.53,\"Very Good\",\"D\",\"VS1\",60.5,58,2170,5.27,5.3,3.2\n\"49848\",0.72,\"Very 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Good\",\"F\",\"VVS2\",61.4,57,2175,5.2,5.22,3.2\n\"49871\",0.53,\"Ideal\",\"F\",\"VVS2\",62.2,54,2175,5.19,5.22,3.24\n\"49872\",0.53,\"Ideal\",\"F\",\"VVS2\",62.1,56,2175,5.15,5.22,3.22\n\"49873\",0.71,\"Ideal\",\"H\",\"VS1\",61.6,57,2175,5.74,5.79,3.55\n\"49874\",0.59,\"Ideal\",\"D\",\"VS1\",60.9,56,2175,5.39,5.44,3.3\n\"49875\",0.76,\"Premium\",\"I\",\"VS2\",62.8,61,2175,5.78,5.74,3.62\n\"49876\",0.7,\"Premium\",\"H\",\"SI1\",62,61,2176,6.65,5.69,3.46\n\"49877\",0.7,\"Premium\",\"H\",\"SI1\",60.9,62,2176,5.72,5.67,3.47\n\"49878\",0.7,\"Very Good\",\"H\",\"SI1\",63.4,61,2176,5.62,5.58,3.55\n\"49879\",0.7,\"Good\",\"H\",\"SI1\",63.8,58,2176,5.66,5.59,3.59\n\"49880\",0.7,\"Fair\",\"H\",\"SI1\",64.5,59,2176,5.54,5.51,3.56\n\"49881\",0.7,\"Premium\",\"H\",\"SI1\",60.3,55,2176,5.8,5.75,3.48\n\"49882\",0.7,\"Good\",\"H\",\"SI1\",60.2,64,2176,5.72,5.65,3.42\n\"49883\",0.7,\"Very 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Good\",\"I\",\"SI1\",59.1,58,2180,5.87,5.91,3.48\n\"49909\",0.54,\"Ideal\",\"F\",\"VVS2\",62.1,54,2180,5.24,5.26,3.26\n\"49910\",0.71,\"Premium\",\"G\",\"SI1\",58.9,62,2181,5.85,5.79,3.43\n\"49911\",0.71,\"Premium\",\"H\",\"VS2\",62.8,59,2181,5.68,5.63,3.55\n\"49912\",0.61,\"Ideal\",\"G\",\"VS1\",61.5,56,2182,5.48,5.5,3.38\n\"49913\",0.63,\"Ideal\",\"F\",\"VS2\",61.2,56,2182,5.56,5.51,3.39\n\"49914\",0.7,\"Ideal\",\"F\",\"SI2\",61.1,56,2183,5.71,5.78,3.51\n\"49915\",0.5,\"Good\",\"E\",\"VVS2\",58.9,61,2183,5.18,5.2,3.06\n\"49916\",0.7,\"Premium\",\"F\",\"SI1\",62.6,55,2184,5.65,4.5,3\n\"49917\",0.71,\"Very Good\",\"G\",\"SI1\",62.9,56,2184,5.68,5.73,3.59\n\"49918\",0.7,\"Ideal\",\"H\",\"SI1\",61.2,56,2184,5.69,5.74,3.5\n\"49919\",0.7,\"Premium\",\"G\",\"SI1\",61.8,59,2184,5.68,5.59,3.48\n\"49920\",0.7,\"Very Good\",\"G\",\"SI1\",63.3,61,2184,5.6,5.55,3.53\n\"49921\",0.7,\"Premium\",\"G\",\"SI1\",62,61,2184,5.67,5.62,3.5\n\"49922\",0.73,\"Ideal\",\"J\",\"SI1\",62,55,2184,5.75,5.86,3.6\n\"49923\",0.77,\"Good\",\"I\",\"VS1\",64.1,55,2184,5.8,5.86,3.73\n\"49924\",0.77,\"Fair\",\"I\",\"VS1\",65.1,57,2184,5.65,5.77,3.72\n\"49925\",0.7,\"Very Good\",\"G\",\"SI1\",63.5,61,2184,5.64,5.61,3.57\n\"49926\",0.7,\"Very Good\",\"E\",\"SI1\",59.1,63,2184,5.89,5.81,3.46\n\"49927\",0.7,\"Premium\",\"H\",\"SI2\",60.2,61,2184,5.76,5.66,3.44\n\"49928\",0.7,\"Ideal\",\"H\",\"VS2\",61.4,54,2184,5.77,5.66,3.51\n\"49929\",0.7,\"Premium\",\"F\",\"SI2\",62.9,60,2184,5.57,5.49,3.48\n\"49930\",0.7,\"Premium\",\"F\",\"SI2\",62.9,57,2184,5.64,5.61,3.53\n\"49931\",0.7,\"Premium\",\"F\",\"SI2\",59.8,56,2184,5.78,5.73,3.44\n\"49932\",0.7,\"Ideal\",\"H\",\"SI1\",62,55,2184,5.71,5.68,3.53\n\"49933\",0.7,\"Premium\",\"H\",\"VS2\",62.2,58,2184,5.74,5.68,3.55\n\"49934\",0.51,\"Premium\",\"E\",\"VVS2\",62.1,57,2185,5.18,5.15,3.21\n\"49935\",0.71,\"Very Good\",\"I\",\"VS2\",62.8,59,2185,5.64,5.67,3.55\n\"49936\",0.71,\"Very Good\",\"I\",\"VS2\",60.4,60,2185,5.72,5.8,3.48\n\"49937\",0.58,\"Good\",\"E\",\"VS1\",58.6,64,2185,5.4,5.46,3.18\n\"49938\",0.7,\"Ideal\",\"I\",\"SI1\",62.6,56,2187,5.66,5.69,3.55\n\"49939\",0.7,\"Good\",\"H\",\"VS2\",58.9,65,2187,5.69,5.76,3.37\n\"49940\",0.7,\"Good\",\"H\",\"VS2\",56.7,63,2187,5.87,5.92,3.34\n\"49941\",0.63,\"Very Good\",\"G\",\"VVS2\",63.3,59.2,2188,5.42,5.44,3.44\n\"49942\",0.7,\"Very Good\",\"I\",\"VS2\",62.1,56,2188,5.7,5.74,3.55\n\"49943\",0.56,\"Very Good\",\"D\",\"VS1\",60.8,60,2188,5.32,5.34,3.24\n\"49944\",0.71,\"Very Good\",\"H\",\"SI1\",62.2,56,2188,5.72,5.76,3.57\n\"49945\",0.72,\"Good\",\"F\",\"SI1\",63.9,62,2188,5.7,5.63,3.62\n\"49946\",0.52,\"Ideal\",\"F\",\"VVS1\",60.9,57,2188,5.2,5.25,3.18\n\"49947\",0.63,\"Good\",\"F\",\"VS1\",61.6,60.7,2188,5.46,5.52,3.38\n\"49948\",0.58,\"Very 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Good\",\"G\",\"VVS2\",60.9,57,541,4.28,4.32,2.61\n\"49976\",0.29,\"Very Good\",\"G\",\"VVS2\",61.9,56,541,4.27,4.3,2.65\n\"49977\",0.29,\"Very Good\",\"G\",\"VVS2\",61.6,56,541,4.24,4.28,2.63\n\"49978\",0.29,\"Very Good\",\"G\",\"VVS2\",60.2,59,541,4.27,4.3,2.58\n\"49979\",0.31,\"Very Good\",\"I\",\"VVS1\",63.6,55,541,4.27,4.32,2.73\n\"49980\",0.3,\"Very Good\",\"G\",\"VS2\",61.7,56,541,4.32,4.35,2.67\n\"49981\",0.8,\"Good\",\"F\",\"SI2\",63.9,57,2189,5.86,5.84,3.74\n\"49982\",0.6,\"Ideal\",\"E\",\"VS2\",61.2,56,2189,5.45,5.44,3.33\n\"49983\",0.73,\"Premium\",\"F\",\"SI1\",60.6,59,2190,5.81,5.77,3.51\n\"49984\",0.6,\"Ideal\",\"G\",\"VVS2\",61.2,56,2190,5.43,5.45,3.33\n\"49985\",0.71,\"Ideal\",\"E\",\"SI2\",62.3,57,2190,5.66,5.74,3.55\n\"49986\",0.74,\"Good\",\"F\",\"SI2\",59.3,61,2190,5.87,5.97,3.51\n\"49987\",0.7,\"Good\",\"F\",\"SI1\",57.9,63,2190,5.8,5.84,3.37\n\"49988\",0.73,\"Good\",\"F\",\"SI2\",58.1,62,2191,5.92,5.93,3.44\n\"49989\",0.7,\"Very Good\",\"F\",\"SI1\",63.7,55,2192,5.62,5.69,3.6\n\"49990\",0.7,\"Good\",\"E\",\"SI2\",63.7,61,2192,5.6,5.64,3.58\n\"49991\",0.5,\"Ideal\",\"E\",\"VS1\",61.7,57,2192,5.11,5.13,3.16\n\"49992\",0.57,\"Ideal\",\"E\",\"VS1\",61.8,55,2192,5.34,5.39,3.32\n\"49993\",0.58,\"Ideal\",\"E\",\"VS1\",60.6,57,2192,5.4,5.45,3.29\n\"49994\",0.58,\"Ideal\",\"E\",\"VS1\",62.9,54,2192,5.34,5.31,3.35\n\"49995\",0.58,\"Premium\",\"E\",\"VS1\",61.8,55,2192,5.39,5.35,3.32\n\"49996\",0.61,\"Premium\",\"G\",\"VS1\",62.7,57,2192,5.43,5.36,3.38\n\"49997\",0.58,\"Fair\",\"E\",\"VS1\",57.9,56,2192,5.52,5.49,3.19\n\"49998\",0.58,\"Premium\",\"E\",\"VS2\",59.6,59,2192,5.43,5.38,3.22\n\"49999\",0.58,\"Premium\",\"D\",\"VS1\",61.4,58,2192,5.37,5.34,3.29\n\"50000\",0.59,\"Ideal\",\"H\",\"VVS1\",62.1,55,2193,5.38,5.41,3.35\n\"50001\",0.57,\"Ideal\",\"F\",\"VS1\",61,56,2193,5.36,5.4,3.28\n\"50002\",0.76,\"Fair\",\"H\",\"SI1\",65.5,59,2193,5.75,5.66,3.74\n\"50003\",0.74,\"Premium\",\"I\",\"VS1\",62.9,57,2193,5.79,5.76,3.63\n\"50004\",0.74,\"Fair\",\"H\",\"VS1\",66.3,63,2193,5.63,5.5,3.69\n\"50005\",0.7,\"Premium\",\"E\",\"SI1\",62.4,60,2194,5.72,5.63,3.54\n\"50006\",0.71,\"Ideal\",\"G\",\"SI2\",59.5,57,2194,5.86,5.78,3.46\n\"50007\",0.7,\"Very Good\",\"F\",\"SI2\",60.7,58,2195,5.73,5.77,3.49\n\"50008\",0.83,\"Good\",\"J\",\"SI1\",63.8,58,2195,5.95,5.97,3.8\n\"50009\",0.57,\"Ideal\",\"H\",\"IF\",62.2,56,2195,5.3,5.33,3.3\n\"50010\",0.51,\"Good\",\"F\",\"VVS2\",62.4,63,2195,5.05,5.08,3.16\n\"50011\",0.95,\"Premium\",\"J\",\"I1\",61.7,59,2195,6.32,6.26,3.88\n\"50012\",0.73,\"Very Good\",\"H\",\"SI1\",62.8,55,2196,5.71,5.75,3.6\n\"50013\",0.62,\"Premium\",\"E\",\"VS1\",62.2,58,2196,5.41,5.46,3.38\n\"50014\",0.7,\"Ideal\",\"F\",\"SI1\",61.3,57,2196,5.76,5.79,3.54\n\"50015\",0.7,\"Premium\",\"F\",\"SI1\",60.4,58,2196,5.76,5.82,3.5\n\"50016\",0.7,\"Very Good\",\"F\",\"SI1\",62.7,57,2196,5.63,5.67,3.54\n\"50017\",0.7,\"Very Good\",\"F\",\"SI1\",62.4,56,2196,5.64,5.7,3.54\n\"50018\",0.7,\"Premium\",\"F\",\"SI1\",62.3,58,2196,5.67,5.72,3.55\n\"50019\",0.7,\"Very Good\",\"F\",\"SI1\",59.8,60,2196,5.75,5.83,3.46\n\"50020\",0.7,\"Premium\",\"F\",\"SI1\",62.1,59,2196,5.68,5.72,3.54\n\"50021\",0.7,\"Very Good\",\"F\",\"SI1\",62.3,57,2196,5.65,5.69,3.53\n\"50022\",0.7,\"Very Good\",\"F\",\"SI1\",62.6,56,2196,5.66,5.72,3.56\n\"50023\",0.61,\"Good\",\"F\",\"VS1\",60,65,2196,5.53,5.47,3.3\n\"50024\",0.51,\"Ideal\",\"G\",\"VVS2\",61.8,56,2197,5.11,5.15,3.16\n\"50025\",0.51,\"Ideal\",\"G\",\"VVS2\",61.6,55,2197,5.13,5.16,3.17\n\"50026\",0.73,\"Very Good\",\"D\",\"SI1\",62.2,57,2197,5.74,5.78,3.58\n\"50027\",0.73,\"Premium\",\"F\",\"SI2\",61.4,58,2197,5.83,5.8,3.57\n\"50028\",0.73,\"Premium\",\"I\",\"VS1\",61.8,62,2197,5.78,5.72,3.55\n\"50029\",0.51,\"Ideal\",\"F\",\"VVS2\",61.7,56,2197,5.11,5.13,3.16\n\"50030\",0.62,\"Ideal\",\"H\",\"VVS1\",61.1,56,2197,5.48,5.52,3.36\n\"50031\",0.72,\"Ideal\",\"H\",\"SI1\",60.3,59,2197,5.77,5.83,3.5\n\"50032\",0.54,\"Very Good\",\"F\",\"VVS2\",60.2,59,2198,5.27,5.3,3.18\n\"50033\",0.74,\"Very Good\",\"H\",\"SI2\",62.8,59,2198,5.72,5.77,3.61\n\"50034\",0.72,\"Very Good\",\"H\",\"SI1\",63,58,2198,5.68,5.71,3.59\n\"50035\",0.71,\"Premium\",\"F\",\"SI1\",60.9,59,2198,5.74,5.69,3.48\n\"50036\",0.71,\"Very Good\",\"F\",\"SI1\",63.2,56,2198,5.66,5.61,3.56\n\"50037\",0.71,\"Very Good\",\"F\",\"SI1\",63.3,60,2198,5.61,5.54,3.53\n\"50038\",0.71,\"Fair\",\"D\",\"SI2\",64.6,60,2198,5.62,5.59,3.62\n\"50039\",0.71,\"Fair\",\"F\",\"SI1\",57,68,2198,6.05,5.87,3.4\n\"50040\",0.71,\"Very Good\",\"I\",\"VS1\",63.3,58,2198,5.68,5.66,3.59\n\"50041\",0.9,\"Very Good\",\"F\",\"I1\",61.9,59,2199,6.16,6.18,3.82\n\"50042\",0.81,\"Premium\",\"J\",\"SI1\",61.8,57,2199,6.02,5.96,3.7\n\"50043\",0.49,\"Ideal\",\"E\",\"VVS2\",61.9,56,2199,5.05,5.1,3.14\n\"50044\",0.79,\"Premium\",\"J\",\"SI1\",59.1,57,2199,6.08,6.06,3.59\n\"50045\",0.7,\"Very Good\",\"I\",\"VS2\",61.8,59,2200,5.67,5.73,3.52\n\"50046\",0.59,\"Very Good\",\"D\",\"VS2\",62.9,56.7,2200,5.37,5.39,3.38\n\"50047\",0.59,\"Very Good\",\"E\",\"VS1\",61.2,58,2200,5.4,5.45,3.32\n\"50048\",0.7,\"Very Good\",\"H\",\"SI1\",61.5,55,2200,5.72,5.76,3.53\n\"50049\",0.9,\"Very Good\",\"E\",\"I1\",62.4,63,2200,6.13,6.01,3.79\n\"50050\",0.78,\"Premium\",\"F\",\"SI2\",62.8,56,2200,5.9,5.86,3.69\n\"50051\",0.7,\"Ideal\",\"F\",\"SI1\",62.6,56,2200,5.69,5.66,3.55\n\"50052\",0.83,\"Ideal\",\"H\",\"SI2\",60.7,57,2201,6.08,6.05,3.68\n\"50053\",0.58,\"Very Good\",\"F\",\"VVS2\",60,57,2201,5.44,5.42,3.26\n\"50054\",0.71,\"Very Good\",\"G\",\"SI1\",62.7,59,2201,5.65,5.67,3.55\n\"50055\",0.74,\"Premium\",\"H\",\"SI1\",60.9,60,2201,5.81,5.75,3.52\n\"50056\",0.6,\"Ideal\",\"F\",\"VS1\",61.9,55,2201,5.4,5.42,3.35\n\"50057\",0.83,\"Ideal\",\"I\",\"VS2\",62.9,56,2201,5.98,5.94,3.75\n\"50058\",0.7,\"Very Good\",\"I\",\"VS2\",62.8,59,2202,5.56,5.61,3.51\n\"50059\",0.57,\"Ideal\",\"E\",\"VS2\",61.3,57,2202,5.29,5.38,3.27\n\"50060\",0.57,\"Ideal\",\"E\",\"VS2\",61,54,2202,5.39,5.43,3.3\n\"50061\",0.56,\"Ideal\",\"G\",\"VVS1\",62,56,2202,5.28,5.3,3.28\n\"50062\",0.71,\"Very Good\",\"I\",\"VS1\",63.1,57,2202,5.68,5.58,3.55\n\"50063\",0.71,\"Premium\",\"I\",\"VS1\",62.5,61,2202,5.68,5.64,3.54\n\"50064\",0.8,\"Premium\",\"J\",\"VS1\",61.6,60,2202,5.94,5.88,3.64\n\"50065\",0.56,\"Ideal\",\"F\",\"VVS2\",61.2,57,2202,5.31,5.35,3.26\n\"50066\",0.61,\"Ideal\",\"D\",\"VS2\",62,56,2202,5.43,5.48,3.38\n\"50067\",0.54,\"Ideal\",\"F\",\"VS1\",61.5,55,2202,5.26,5.27,3.24\n\"50068\",0.7,\"Ideal\",\"H\",\"SI2\",61.6,56,2202,5.69,5.71,3.51\n\"50069\",0.71,\"Ideal\",\"F\",\"SI2\",61.6,56,2202,5.68,5.74,3.52\n\"50070\",0.69,\"Good\",\"G\",\"VS1\",60.8,64,2202,5.77,5.66,3.47\n\"50071\",0.71,\"Premium\",\"I\",\"VS1\",62.5,59,2202,5.75,5.71,3.58\n\"50072\",0.51,\"Premium\",\"F\",\"VS2\",61.1,58,2203,5.19,5.16,3.16\n\"50073\",0.72,\"Premium\",\"J\",\"VVS1\",61.4,61,2203,5.77,5.7,3.52\n\"50074\",0.51,\"Premium\",\"F\",\"VVS2\",60.5,59,2203,5.17,5.15,3.12\n\"50075\",0.51,\"Ideal\",\"F\",\"VVS2\",62.2,56,2203,5.12,5.08,3.17\n\"50076\",0.72,\"Fair\",\"H\",\"SI2\",65.9,57,2203,5.6,5.54,3.67\n\"50077\",0.51,\"Ideal\",\"F\",\"VVS2\",62.6,57,2203,5.13,5.1,3.2\n\"50078\",0.51,\"Ideal\",\"F\",\"VVS2\",62.4,57,2203,5.12,5.08,3.18\n\"50079\",0.51,\"Ideal\",\"F\",\"VVS2\",61.2,56,2203,5.19,5.17,3.17\n\"50080\",0.51,\"Ideal\",\"F\",\"VVS2\",61.2,56,2203,5.19,5.17,3.17\n\"50081\",0.51,\"Premium\",\"D\",\"VS1\",60,58,2203,5.19,5.14,3.1\n\"50082\",0.52,\"Very Good\",\"F\",\"VVS1\",61.7,56,2205,5.17,5.22,3.2\n\"50083\",0.63,\"Ideal\",\"E\",\"VS2\",62.1,56,2205,5.49,5.52,3.42\n\"50084\",0.76,\"Very Good\",\"J\",\"VS2\",61.2,57,2206,5.86,5.91,3.6\n\"50085\",0.71,\"Very Good\",\"G\",\"SI1\",62.1,58,2206,5.68,5.72,3.54\n\"50086\",0.71,\"Very Good\",\"G\",\"SI1\",62.4,57,2206,5.66,5.69,3.54\n\"50087\",0.72,\"Very Good\",\"H\",\"VS1\",62.8,56,2206,5.72,5.77,3.61\n\"50088\",1.01,\"Premium\",\"H\",\"I1\",58.4,60,2206,6.53,6.48,3.8\n\"50089\",0.74,\"Premium\",\"G\",\"SI2\",60.1,58,2206,5.89,5.86,3.53\n\"50090\",0.5,\"Ideal\",\"E\",\"VVS2\",61.7,55.7,2206,5.09,5.12,3.13\n\"50091\",0.62,\"Ideal\",\"G\",\"VS1\",60.7,55,2206,5.55,5.59,3.38\n\"50092\",0.57,\"Ideal\",\"G\",\"VVS2\",60.7,55,2206,5.36,5.34,3.25\n\"50093\",0.57,\"Ideal\",\"G\",\"VVS2\",61.7,56,2206,5.33,5.3,3.28\n\"50094\",0.57,\"Ideal\",\"G\",\"VVS2\",61.7,54,2206,5.41,5.32,3.31\n\"50095\",0.61,\"Premium\",\"D\",\"VS1\",62.4,57,2207,5.46,5.44,3.4\n\"50096\",0.71,\"Premium\",\"H\",\"SI1\",62.4,62,2207,5.67,5.64,3.53\n\"50097\",0.62,\"Ideal\",\"I\",\"VVS1\",61.1,55,2207,5.52,5.57,3.39\n\"50098\",0.61,\"Ideal\",\"D\",\"VS2\",61,57,2207,5.49,5.53,3.36\n\"50099\",0.71,\"Very Good\",\"H\",\"SI1\",63.5,57,2207,5.67,5.64,3.59\n\"50100\",0.71,\"Premium\",\"H\",\"SI1\",62.5,60,2207,5.75,5.68,3.57\n\"50101\",0.71,\"Very Good\",\"H\",\"SI1\",63.1,57,2207,5.65,5.61,3.55\n\"50102\",0.71,\"Very Good\",\"H\",\"SI1\",63.5,57,2207,5.67,5.63,3.59\n\"50103\",0.71,\"Good\",\"H\",\"SI1\",64,61,2207,5.61,5.54,3.57\n\"50104\",0.71,\"Fair\",\"I\",\"VS2\",64.7,60,2208,5.54,5.46,3.56\n\"50105\",0.72,\"Very Good\",\"J\",\"VVS1\",60.1,58,2208,5.8,5.84,3.5\n\"50106\",0.51,\"Ideal\",\"F\",\"VVS1\",60.9,57,2208,5.16,5.21,3.16\n\"50107\",0.62,\"Ideal\",\"E\",\"VS2\",62,54.5,2208,5.46,5.48,3.39\n\"50108\",0.51,\"Ideal\",\"G\",\"IF\",61.4,54,2208,5.18,5.24,3.2\n\"50109\",0.7,\"Fair\",\"G\",\"SI2\",58.6,56,2208,5.8,5.74,3.38\n\"50110\",0.71,\"Premium\",\"G\",\"SI2\",62.1,58,2208,5.72,5.68,3.54\n\"50111\",0.7,\"Very Good\",\"G\",\"SI1\",63.6,58,2209,5.61,5.65,3.58\n\"50112\",0.7,\"Very Good\",\"G\",\"SI1\",62.8,58,2209,5.64,5.69,3.56\n\"50113\",0.71,\"Ideal\",\"H\",\"VS1\",62.1,55,2209,5.68,5.72,3.54\n\"50114\",0.51,\"Ideal\",\"E\",\"VVS2\",61.7,57,2209,5.11,5.14,3.16\n\"50115\",0.7,\"Good\",\"G\",\"SI1\",62.7,59,2209,5.57,5.63,3.51\n\"50116\",0.71,\"Very Good\",\"H\",\"SI1\",63.1,56,2210,5.62,5.69,3.57\n\"50117\",0.7,\"Very Good\",\"D\",\"SI1\",63.7,59,2210,5.59,5.65,3.58\n\"50118\",0.65,\"Ideal\",\"H\",\"VVS2\",61.6,58,2210,5.56,5.6,3.44\n\"50119\",0.5,\"Ideal\",\"F\",\"VVS2\",60.5,56,2210,5.15,5.09,3.1\n\"50120\",0.5,\"Ideal\",\"F\",\"VVS2\",61.3,59,2210,5.05,5.1,3.11\n\"50121\",0.73,\"Ideal\",\"G\",\"SI2\",61.8,56,2210,5.76,5.8,3.57\n\"50122\",0.54,\"Ideal\",\"H\",\"IF\",60.3,55,2210,5.29,5.33,3.2\n\"50123\",0.57,\"Ideal\",\"H\",\"IF\",61,57,2210,5.35,5.38,3.27\n\"50124\",0.5,\"Ideal\",\"D\",\"VVS2\",60.4,54,2211,5.23,5.17,3.14\n\"50125\",0.66,\"Very Good\",\"G\",\"VVS2\",60.5,59,2211,5.67,5.72,3.44\n\"50126\",0.51,\"Very Good\",\"E\",\"VVS2\",61.4,59,2211,5.1,5.16,3.15\n\"50127\",0.47,\"Fair\",\"D\",\"IF\",60.6,60,2211,5.09,4.98,3.05\n\"50128\",0.51,\"Ideal\",\"E\",\"VVS2\",62.8,56,2211,5.13,5.15,3.23\n\"50129\",0.58,\"Ideal\",\"D\",\"VS1\",61.8,56,2211,5.34,5.37,3.31\n\"50130\",0.58,\"Ideal\",\"H\",\"IF\",61.6,57,2211,5.34,5.37,3.3\n\"50131\",0.63,\"Premium\",\"F\",\"VS2\",61,61,2211,5.6,5.49,3.38\n\"50132\",0.63,\"Very Good\",\"D\",\"SI1\",63.1,58,2211,5.49,5.44,3.45\n\"50133\",0.67,\"Premium\",\"F\",\"VS2\",62.5,59,2211,5.58,5.53,3.47\n\"50134\",0.7,\"Good\",\"F\",\"VS2\",63.5,56,2212,5.64,5.45,3.52\n\"50135\",0.7,\"Very Good\",\"G\",\"VS1\",62.9,59,2212,5.56,5.63,3.52\n\"50136\",0.72,\"Premium\",\"G\",\"SI1\",61.2,62,2212,5.75,5.72,3.51\n\"50137\",0.7,\"Very Good\",\"H\",\"SI1\",62.1,59,2213,5.62,5.66,3.5\n\"50138\",0.7,\"Premium\",\"F\",\"SI2\",61.8,60,2213,5.65,5.71,3.51\n\"50139\",0.59,\"Very Good\",\"E\",\"VVS2\",59.8,57,2214,5.48,5.53,3.29\n\"50140\",0.71,\"Good\",\"I\",\"VS2\",64.3,63,2214,5.63,5.56,3.6\n\"50141\",0.7,\"Very Good\",\"H\",\"SI1\",62.8,57,2214,5.61,5.66,3.54\n\"50142\",0.61,\"Ideal\",\"E\",\"VS1\",62.2,56,2214,5.43,5.41,3.37\n\"50143\",0.6,\"Premium\",\"D\",\"VS2\",59.6,59,2214,5.53,5.47,3.28\n\"50144\",0.75,\"Premium\",\"E\",\"SI2\",61.9,55,2214,5.89,5.84,3.63\n\"50145\",0.71,\"Ideal\",\"G\",\"SI1\",62.5,57,2215,5.72,5.64,3.55\n\"50146\",0.71,\"Good\",\"G\",\"SI1\",63.9,56,2215,5.62,5.59,3.58\n\"50147\",0.73,\"Ideal\",\"I\",\"SI1\",62,57,2215,5.74,5.77,3.56\n\"50148\",0.64,\"Ideal\",\"E\",\"SI1\",60.9,57,2215,5.56,5.58,3.39\n\"50149\",0.7,\"Premium\",\"E\",\"SI2\",61.1,61,2215,5.74,5.69,3.49\n\"50150\",0.71,\"Good\",\"E\",\"SI2\",57.8,60,2215,5.86,5.83,3.38\n\"50151\",0.71,\"Good\",\"D\",\"SI2\",64.3,56,2215,5.64,5.59,3.61\n\"50152\",0.71,\"Premium\",\"G\",\"SI1\",62.8,61,2215,5.64,5.59,3.53\n\"50153\",0.71,\"Premium\",\"E\",\"SI2\",62.1,62,2215,5.7,5.67,3.53\n\"50154\",0.71,\"Premium\",\"G\",\"SI1\",58.5,58,2215,5.87,5.82,3.42\n\"50155\",0.75,\"Premium\",\"G\",\"SI2\",61,58,2216,5.9,5.94,3.61\n\"50156\",0.54,\"Ideal\",\"F\",\"VVS2\",61.2,55,2216,5.25,5.27,3.22\n\"50157\",0.72,\"Premium\",\"I\",\"VS2\",60.9,60,2216,5.76,5.8,3.52\n\"50158\",0.52,\"Ideal\",\"F\",\"VVS2\",61.8,56,2216,5.2,5.17,3.2\n\"50159\",0.52,\"Ideal\",\"D\",\"VVS2\",59.9,57,2217,5.21,5.28,3.14\n\"50160\",0.57,\"Ideal\",\"G\",\"VVS1\",61.9,57,2217,5.31,5.35,3.3\n\"50161\",0.71,\"Very Good\",\"J\",\"VVS1\",59.7,58,2218,5.8,5.83,3.47\n\"50162\",0.72,\"Very Good\",\"G\",\"SI2\",61.9,59,2218,5.67,5.71,3.52\n\"50163\",0.71,\"Very Good\",\"I\",\"SI1\",62.6,59,2218,5.67,5.7,3.56\n\"50164\",0.7,\"Good\",\"H\",\"SI1\",63.7,59,2218,5.53,5.59,3.54\n\"50165\",0.7,\"Premium\",\"H\",\"VS2\",60.8,58,2218,5.71,5.68,3.46\n\"50166\",0.7,\"Good\",\"G\",\"SI1\",63.9,58,2218,5.57,5.51,3.54\n\"50167\",0.54,\"Ideal\",\"F\",\"VVS2\",61.4,56,2218,5.27,5.29,3.24\n\"50168\",0.73,\"Ideal\",\"I\",\"SI2\",62.4,56,2218,5.74,5.77,3.59\n\"50169\",0.71,\"Ideal\",\"I\",\"SI1\",62.5,57,2218,5.69,5.74,3.57\n\"50170\",0.7,\"Premium\",\"D\",\"SI1\",61.4,59,2218,5.67,5.64,3.47\n\"50171\",0.56,\"Premium\",\"F\",\"VVS1\",61.1,56,2218,5.41,5.3,3.27\n\"50172\",0.71,\"Very Good\",\"I\",\"VS2\",61.4,56,2219,5.73,5.79,3.53\n\"50173\",0.5,\"Very Good\",\"F\",\"IF\",59.7,60,2219,5.18,5.24,3.11\n\"50174\",0.51,\"Very Good\",\"D\",\"VVS2\",62.4,58,2220,5.1,5.13,3.19\n\"50175\",1.03,\"Good\",\"J\",\"I1\",58.2,64,2220,6.64,6.69,3.88\n\"50176\",0.52,\"Ideal\",\"E\",\"VVS2\",60.9,56,2220,5.21,5.24,3.18\n\"50177\",0.55,\"Ideal\",\"E\",\"VS1\",61.5,56,2220,5.26,5.29,3.24\n\"50178\",0.71,\"Very Good\",\"F\",\"SI1\",62.1,58,2221,5.64,5.72,3.53\n\"50179\",0.7,\"Good\",\"D\",\"SI2\",63.1,60,2221,5.56,5.62,3.53\n\"50180\",0.64,\"Very Good\",\"E\",\"VS2\",60.5,58.1,2222,5.59,5.62,3.39\n\"50181\",0.74,\"Very Good\",\"H\",\"SI2\",62.1,58,2222,5.82,5.78,3.6\n\"50182\",0.64,\"Ideal\",\"F\",\"VS1\",61.9,56.8,2222,5.55,5.6,3.45\n\"50183\",0.64,\"Good\",\"F\",\"VS1\",57.7,61,2222,5.68,5.75,3.29\n\"50184\",0.66,\"Ideal\",\"H\",\"VS1\",62.7,55,2222,5.6,5.57,3.5\n\"50185\",0.7,\"Premium\",\"D\",\"SI2\",61.8,55,2222,5.71,5.68,3.52\n\"50186\",0.51,\"Very Good\",\"F\",\"VVS1\",62.6,57,2223,5.06,5.1,3.18\n\"50187\",0.8,\"Very Good\",\"J\",\"SI1\",61.6,56,2224,5.94,5.98,3.67\n\"50188\",0.7,\"Very Good\",\"E\",\"SI2\",61.8,60,2224,5.61,5.65,3.48\n\"50189\",0.55,\"Ideal\",\"D\",\"VS2\",60.6,56,2224,5.3,5.36,3.23\n\"50190\",0.64,\"Ideal\",\"D\",\"VS2\",60.7,59,2224,5.58,5.62,3.4\n\"50191\",0.72,\"Ideal\",\"F\",\"SI2\",62,55,2224,5.75,5.79,3.58\n\"50192\",0.68,\"Premium\",\"E\",\"SI1\",62,59,2224,5.67,5.65,3.51\n\"50193\",0.71,\"Premium\",\"H\",\"SI2\",60.5,60,2224,5.81,5.73,3.49\n\"50194\",0.71,\"Very Good\",\"E\",\"SI2\",63.3,57,2225,5.65,5.69,3.59\n\"50195\",0.91,\"Good\",\"E\",\"I1\",57.7,63,2225,6.3,6.35,3.65\n\"50196\",0.61,\"Ideal\",\"E\",\"VS2\",61.7,56,2225,5.46,5.43,3.36\n\"50197\",0.52,\"Ideal\",\"D\",\"VS2\",61.8,55,2225,5.19,5.23,3.22\n\"50198\",0.71,\"Very Good\",\"J\",\"VVS2\",61.1,58,2226,5.7,5.75,3.5\n\"50199\",0.71,\"Very Good\",\"I\",\"VS1\",62.9,59,2226,5.68,5.71,3.58\n\"50200\",0.71,\"Ideal\",\"J\",\"VVS2\",60.3,61,2226,5.76,5.79,3.48\n\"50201\",0.9,\"Good\",\"G\",\"I1\",63.6,61,2226,6.03,6.07,3.85\n\"50202\",0.71,\"Good\",\"E\",\"SI2\",58.7,61,2226,5.73,5.78,3.38\n\"50203\",0.69,\"Very Good\",\"D\",\"SI1\",57.6,62,2227,5.83,5.9,3.38\n\"50204\",0.76,\"Premium\",\"H\",\"SI1\",59.8,57,2227,5.93,5.91,3.54\n\"50205\",0.8,\"Premium\",\"J\",\"SI1\",60.1,57,2227,6.03,5.98,3.61\n\"50206\",0.58,\"Ideal\",\"F\",\"VS1\",62.4,57,2227,5.36,5.32,3.33\n\"50207\",0.58,\"Ideal\",\"F\",\"VS1\",61.9,56,2227,5.36,5.33,3.31\n\"50208\",0.58,\"Ideal\",\"F\",\"VS1\",60.3,57,2227,5.47,5.44,3.29\n\"50209\",0.75,\"Very Good\",\"H\",\"SI2\",61.9,56,2228,5.79,5.87,3.61\n\"50210\",0.78,\"Very Good\",\"I\",\"SI1\",63.1,56,2228,5.88,5.82,3.69\n\"50211\",0.74,\"Ideal\",\"I\",\"SI1\",62,53,2229,5.83,5.84,3.62\n\"50212\",0.7,\"Good\",\"E\",\"SI2\",57.5,58,2229,5.8,5.85,3.35\n\"50213\",0.8,\"Good\",\"D\",\"SI2\",64,60,2229,5.91,5.81,3.75\n\"50214\",0.72,\"Good\",\"F\",\"SI1\",63.9,62,2229,5.7,5.63,3.62\n\"50215\",0.7,\"Very Good\",\"E\",\"SI2\",61.1,62,2230,5.68,5.72,3.48\n\"50216\",0.7,\"Ideal\",\"F\",\"SI1\",61.9,57,2230,5.66,5.75,3.53\n\"50217\",0.7,\"Very Good\",\"F\",\"SI1\",62.2,58,2230,5.66,5.69,3.53\n\"50218\",0.7,\"Ideal\",\"F\",\"SI1\",62.2,57,2230,5.67,5.74,3.55\n\"50219\",0.7,\"Premium\",\"F\",\"SI1\",61.9,58,2230,5.69,5.74,3.54\n\"50220\",0.7,\"Very Good\",\"F\",\"SI1\",61.8,58,2230,5.67,5.72,3.52\n\"50221\",0.7,\"Very Good\",\"F\",\"SI1\",61.7,61,2230,5.67,5.7,3.51\n\"50222\",0.7,\"Very Good\",\"F\",\"SI1\",61.6,55,2230,5.66,5.7,3.5\n\"50223\",0.52,\"Ideal\",\"E\",\"VVS2\",62,54,2230,5.16,5.19,3.21\n\"50224\",0.53,\"Ideal\",\"E\",\"VVS2\",62,58,2230,5.16,5.2,3.21\n\"50225\",0.56,\"Ideal\",\"G\",\"VS1\",61,56,2230,5.31,5.35,3.25\n\"50226\",0.7,\"Very Good\",\"F\",\"SI1\",60.6,58,2231,5.73,5.78,3.49\n\"50227\",0.54,\"Ideal\",\"F\",\"VVS2\",61,54,2231,5.28,5.3,3.23\n\"50228\",0.54,\"Ideal\",\"F\",\"VVS2\",61.6,56,2231,5.23,5.26,3.23\n\"50229\",0.71,\"Premium\",\"H\",\"SI2\",62.7,57,2231,5.71,5.64,3.56\n\"50230\",0.82,\"Very 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Good\",\"E\",\"SI1\",59.1,59,544,4.42,4.44,2.62\n\"50311\",0.7,\"Good\",\"E\",\"SI2\",57.8,61,2239,5.89,5.85,3.39\n\"50312\",0.7,\"Premium\",\"F\",\"SI1\",59.4,60,2239,5.77,5.74,3.42\n\"50313\",0.7,\"Premium\",\"F\",\"SI1\",61.2,59,2239,5.7,5.64,3.47\n\"50314\",0.71,\"Good\",\"I\",\"VS1\",59.1,63.4,2239,5.76,5.81,3.42\n\"50315\",0.7,\"Premium\",\"D\",\"SI2\",63,56,2239,5.67,5.64,3.56\n\"50316\",0.7,\"Ideal\",\"E\",\"SI2\",61.2,55,2239,5.76,5.68,3.5\n\"50317\",1.06,\"Fair\",\"I\",\"I1\",64.5,57,2239,6.47,6.33,4.13\n\"50318\",0.71,\"Very Good\",\"G\",\"SI1\",63.1,60,2240,5.6,5.69,3.56\n\"50319\",0.78,\"Ideal\",\"G\",\"SI2\",61.9,55,2240,5.91,5.94,3.67\n\"50320\",0.7,\"Ideal\",\"I\",\"VS2\",62,54.1,2240,5.7,5.73,3.55\n\"50321\",0.7,\"Ideal\",\"I\",\"VS2\",61.9,53.2,2240,5.68,5.71,3.56\n\"50322\",0.7,\"Ideal\",\"I\",\"VS2\",62.1,54.6,2240,5.68,5.72,3.54\n\"50323\",0.7,\"Ideal\",\"H\",\"SI1\",61.4,57,2240,5.64,5.76,3.5\n\"50324\",0.71,\"Good\",\"G\",\"SI1\",64.1,58,2240,5.6,5.63,3.6\n\"50325\",0.65,\"Very Good\",\"F\",\"VS2\",64,55.3,2241,5.5,5.57,3.54\n\"50326\",0.63,\"Very Good\",\"G\",\"VS1\",59.9,57,2241,5.57,5.62,3.35\n\"50327\",0.58,\"Ideal\",\"E\",\"VS1\",60.8,57,2241,5.41,5.42,3.29\n\"50328\",0.7,\"Fair\",\"E\",\"SI1\",66.7,59,2241,5.49,5.45,3.65\n\"50329\",0.72,\"Ideal\",\"F\",\"SI2\",62.1,57,2241,5.72,5.75,3.56\n\"50330\",0.65,\"Good\",\"G\",\"VS1\",60,60.4,2241,5.6,5.7,3.39\n\"50331\",0.83,\"Ideal\",\"J\",\"VS2\",61.5,57,2241,6.08,6.03,3.72\n\"50332\",0.83,\"Premium\",\"J\",\"SI2\",59.1,60,2241,6.13,6.12,3.62\n\"50333\",0.7,\"Very Good\",\"D\",\"SI1\",64,53,2242,5.57,5.61,3.58\n\"50334\",0.61,\"Ideal\",\"G\",\"VVS2\",61.6,54,2242,5.45,5.49,3.37\n\"50335\",0.55,\"Ideal\",\"F\",\"VVS2\",62.4,55,2242,5.24,5.28,3.28\n\"50336\",0.65,\"Ideal\",\"G\",\"VS1\",60.6,60,2242,5.58,5.61,3.39\n\"50337\",0.7,\"Good\",\"D\",\"SI2\",58.3,60,2242,5.81,5.89,3.41\n\"50338\",0.7,\"Good\",\"F\",\"SI1\",63.7,58,2242,5.62,5.65,3.59\n\"50339\",0.61,\"Very 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Good\",\"H\",\"SI1\",62.9,58,2246,5.62,5.66,3.55\n\"50354\",0.73,\"Premium\",\"I\",\"VS2\",59.7,59,2246,5.81,5.94,3.51\n\"50355\",0.8,\"Fair\",\"G\",\"SI2\",61.2,58,2246,5.96,5.93,3.64\n\"50356\",0.61,\"Ideal\",\"F\",\"VS1\",61.9,57,2246,5.42,5.46,3.37\n\"50357\",0.72,\"Very Good\",\"G\",\"SI2\",63.3,58,2246,5.72,5.68,3.61\n\"50358\",0.78,\"Ideal\",\"G\",\"SI2\",61.7,55,2246,5.92,5.88,3.64\n\"50359\",0.72,\"Premium\",\"G\",\"SI1\",60.6,59,2246,5.8,5.76,3.5\n\"50360\",0.72,\"Premium\",\"G\",\"SI1\",60.6,62,2246,5.81,5.77,3.51\n\"50361\",0.72,\"Very Good\",\"F\",\"SI2\",63.1,58,2246,5.69,5.63,3.57\n\"50362\",0.77,\"Premium\",\"F\",\"SI2\",61.6,58,2247,5.9,5.88,3.63\n\"50363\",0.53,\"Ideal\",\"G\",\"IF\",61.8,57,2247,5.18,5.22,3.21\n\"50364\",0.53,\"Ideal\",\"G\",\"IF\",61.4,56,2247,5.2,5.24,3.21\n\"50365\",0.53,\"Ideal\",\"G\",\"IF\",61.9,56,2247,5.18,5.22,3.21\n\"50366\",0.7,\"Good\",\"D\",\"SI2\",63.6,62,2247,5.61,5.55,3.55\n\"50367\",0.61,\"Ideal\",\"E\",\"VS2\",61.9,53,2248,5.45,5.5,3.39\n\"50368\",0.75,\"Ideal\",\"F\",\"SI2\",59.2,60,2248,5.87,5.92,3.49\n\"50369\",0.71,\"Premium\",\"H\",\"VS2\",62,54,2249,5.73,5.69,3.54\n\"50370\",0.72,\"Ideal\",\"J\",\"VVS1\",62.5,56,2249,5.71,5.74,3.58\n\"50371\",0.7,\"Ideal\",\"I\",\"VS2\",61.2,55,2249,5.75,5.77,3.53\n\"50372\",0.71,\"Premium\",\"D\",\"SI1\",58.1,61,2249,5.81,5.79,3.37\n\"50373\",0.7,\"Very Good\",\"F\",\"SI1\",62.8,57,2250,5.61,5.66,3.54\n\"50374\",0.53,\"Ideal\",\"G\",\"VVS2\",61.4,57,2250,5.17,5.2,3.18\n\"50375\",0.7,\"Very Good\",\"F\",\"VS2\",61.1,62,2250,5.64,5.69,3.46\n\"50376\",0.53,\"Ideal\",\"E\",\"VVS2\",62.5,57,2250,5.12,5.18,3.22\n\"50377\",0.6,\"Ideal\",\"H\",\"VS1\",61.3,55,2250,5.47,5.49,3.36\n\"50378\",0.44,\"Good\",\"D\",\"VVS1\",59.2,57,2250,4.96,5,2.95\n\"50379\",0.75,\"Premium\",\"G\",\"SI2\",63,58,2250,5.81,5.77,3.62\n\"50380\",0.7,\"Fair\",\"G\",\"VS1\",68.5,58,2250,5.47,5.34,3.7\n\"50381\",0.7,\"Very Good\",\"F\",\"VS2\",63.5,56,2250,5.64,5.45,3.52\n\"50382\",0.75,\"Good\",\"J\",\"SI1\",63.9,56,2250,5.76,5.71,3.66\n\"50383\",0.55,\"Very Good\",\"D\",\"VS1\",59.5,56,2251,5.35,5.38,3.19\n\"50384\",0.7,\"Premium\",\"H\",\"VS2\",61,59,2251,5.72,5.65,3.47\n\"50385\",0.52,\"Ideal\",\"F\",\"VVS1\",59.8,59,2251,5.21,5.25,3.13\n\"50386\",0.52,\"Ideal\",\"F\",\"VVS1\",61.9,55,2251,5.17,5.2,3.21\n\"50387\",0.55,\"Ideal\",\"D\",\"VS1\",61.3,56,2251,5.28,5.32,3.25\n\"50388\",0.71,\"Good\",\"G\",\"SI1\",62.3,56,2251,5.68,5.72,3.55\n\"50389\",0.61,\"Premium\",\"D\",\"VS2\",62.3,55,2251,5.47,5.42,3.39\n\"50390\",0.78,\"Very Good\",\"H\",\"SI2\",61.8,59,2252,5.85,5.9,3.63\n\"50391\",0.72,\"Very Good\",\"E\",\"SI2\",62.3,58,2252,5.7,5.76,3.57\n\"50392\",0.72,\"Ideal\",\"H\",\"SI2\",60.8,56,2252,5.79,5.83,3.53\n\"50393\",0.76,\"Ideal\",\"F\",\"SI2\",61.6,57,2253,5.91,5.85,3.62\n\"50394\",0.7,\"Good\",\"H\",\"VS2\",61.4,56,2253,5.73,5.8,3.54\n\"50395\",0.52,\"Very Good\",\"E\",\"VVS2\",61.2,58,2254,5.17,5.19,3.17\n\"50396\",0.59,\"Very Good\",\"D\",\"VS1\",62.6,58,2254,5.34,5.39,3.36\n\"50397\",0.72,\"Good\",\"D\",\"SI2\",64.1,57,2254,5.64,5.71,3.64\n\"50398\",0.52,\"Ideal\",\"G\",\"VS2\",62,55,2255,5.16,5.19,3.21\n\"50399\",0.73,\"Ideal\",\"F\",\"SI2\",61.5,55,2255,5.79,5.85,3.58\n\"50400\",0.73,\"Ideal\",\"F\",\"SI2\",60.5,59,2255,5.83,5.88,3.54\n\"50401\",0.71,\"Ideal\",\"I\",\"SI1\",61.4,56,2255,5.73,5.77,3.53\n\"50402\",0.71,\"Ideal\",\"I\",\"SI1\",61.7,55,2255,5.74,5.77,3.55\n\"50403\",0.59,\"Very Good\",\"G\",\"VVS1\",61.5,55,2256,5.4,5.43,3.33\n\"50404\",0.71,\"Very Good\",\"E\",\"SI2\",61.9,63,2256,5.69,5.74,3.54\n\"50405\",0.58,\"Ideal\",\"G\",\"VVS1\",61.3,56,2256,5.36,5.4,3.3\n\"50406\",0.73,\"Premium\",\"E\",\"SI2\",62.2,55,2256,5.81,5.71,3.58\n\"50407\",0.57,\"Ideal\",\"E\",\"SI1\",61.9,57,2257,5.35,5.31,3.3\n\"50408\",0.7,\"Very Good\",\"E\",\"SI2\",62,60,2257,5.67,5.72,3.53\n\"50409\",0.77,\"Ideal\",\"J\",\"VS2\",62.5,57,2257,5.8,5.91,3.66\n\"50410\",0.77,\"Ideal\",\"J\",\"SI1\",62,57,2257,5.84,5.87,3.63\n\"50411\",1.01,\"Premium\",\"F\",\"I1\",62.6,57,2257,6.42,6.3,3.99\n\"50412\",0.71,\"Ideal\",\"E\",\"SI1\",61.6,53,2258,5.79,5.73,3.55\n\"50413\",0.73,\"Ideal\",\"J\",\"VS2\",62,56,2258,5.76,5.79,3.58\n\"50414\",0.71,\"Good\",\"G\",\"VS2\",64.1,56,2258,5.64,5.6,3.6\n\"50415\",0.71,\"Good\",\"F\",\"SI1\",64.3,58,2258,5.61,5.55,3.59\n\"50416\",0.67,\"Good\",\"D\",\"SI1\",63.8,57,2258,5.53,5.48,3.51\n\"50417\",0.71,\"Ideal\",\"H\",\"SI2\",59.4,57,2258,5.87,5.81,3.47\n\"50418\",0.71,\"Very Good\",\"H\",\"SI1\",60.1,63,2258,5.72,5.69,3.43\n\"50419\",0.71,\"Very Good\",\"H\",\"SI2\",63.2,58,2259,5.63,5.67,3.57\n\"50420\",0.53,\"Ideal\",\"F\",\"VVS2\",61,56,2259,5.26,5.24,3.2\n\"50421\",0.55,\"Ideal\",\"F\",\"VVS2\",60.7,56,2259,5.31,5.34,3.23\n\"50422\",0.57,\"Ideal\",\"G\",\"VVS1\",62,55,2259,5.33,5.35,3.31\n\"50423\",0.7,\"Ideal\",\"F\",\"SI2\",62,55,2259,5.69,5.73,3.54\n\"50424\",0.83,\"Very Good\",\"G\",\"SI2\",63.1,61,2259,5.96,5.92,3.75\n\"50425\",0.5,\"Very Good\",\"G\",\"VVS2\",60,56,2260,5.18,5.21,3.12\n\"50426\",1.07,\"Premium\",\"I\",\"I1\",59.8,59,2260,6.68,6.62,3.98\n\"50427\",0.56,\"Ideal\",\"F\",\"VVS2\",62.2,54.3,2260,5.26,5.29,3.28\n\"50428\",0.62,\"Ideal\",\"E\",\"VS2\",61.9,57,2260,5.47,5.44,3.38\n\"50429\",0.73,\"Ideal\",\"H\",\"SI2\",61.6,57,2260,5.79,5.81,3.57\n\"50430\",0.74,\"Very Good\",\"F\",\"SI2\",63.1,55,2261,5.77,5.74,3.63\n\"50431\",0.74,\"Very Good\",\"G\",\"SI2\",62.8,59,2262,5.71,5.76,3.6\n\"50432\",0.71,\"Ideal\",\"F\",\"SI1\",62.5,57,2262,5.68,5.74,3.57\n\"50433\",0.71,\"Ideal\",\"D\",\"SI2\",60.2,57,2262,5.77,5.83,3.49\n\"50434\",0.71,\"Premium\",\"F\",\"SI1\",60.3,60,2262,5.76,5.79,3.48\n\"50435\",0.77,\"Very Good\",\"I\",\"VS2\",63.4,58,2262,5.81,5.74,3.66\n\"50436\",0.76,\"Premium\",\"J\",\"VS1\",61.1,58,2262,5.91,5.85,3.59\n\"50437\",0.77,\"Good\",\"H\",\"SI2\",58.6,64,2262,6.01,5.93,3.5\n\"50438\",0.72,\"Premium\",\"I\",\"SI1\",61.5,59,2262,5.78,5.73,3.54\n\"50439\",0.7,\"Very Good\",\"E\",\"SI2\",62,59,2263,5.61,5.68,3.5\n\"50440\",0.7,\"Very Good\",\"E\",\"SI2\",61.5,60,2263,5.65,5.7,3.49\n\"50441\",0.7,\"Very Good\",\"E\",\"SI2\",59.8,58,2263,5.72,5.85,3.46\n\"50442\",0.7,\"Very Good\",\"E\",\"SI2\",62.6,55,2263,5.62,5.69,3.54\n\"50443\",0.8,\"Very Good\",\"H\",\"SI2\",59.7,58,2263,6.03,6.09,3.62\n\"50444\",0.58,\"Ideal\",\"F\",\"VVS2\",61.8,56,2263,5.37,5.41,3.33\n\"50445\",0.53,\"Ideal\",\"E\",\"VVS2\",61.9,55,2263,5.19,5.22,3.22\n\"50446\",0.6,\"Ideal\",\"D\",\"SI1\",61.4,55,2263,5.45,5.47,3.35\n\"50447\",0.6,\"Ideal\",\"D\",\"SI1\",61.7,56,2263,5.39,5.44,3.34\n\"50448\",0.7,\"Very Good\",\"F\",\"SI1\",63.3,59,2264,5.57,5.62,3.54\n\"50449\",0.7,\"Very Good\",\"F\",\"SI1\",63.5,59,2264,5.59,5.65,3.57\n\"50450\",0.7,\"Very Good\",\"F\",\"SI1\",63.4,59,2264,5.59,5.64,3.56\n\"50451\",0.7,\"Very Good\",\"F\",\"SI1\",61.1,59,2264,5.68,5.78,3.5\n\"50452\",0.7,\"Ideal\",\"F\",\"SI1\",59.9,57,2264,5.74,5.82,3.46\n\"50453\",0.7,\"Premium\",\"F\",\"SI1\",60.5,58,2264,5.77,5.84,3.51\n\"50454\",0.71,\"Ideal\",\"G\",\"SI2\",61.5,55,2264,5.74,5.78,3.54\n\"50455\",0.71,\"Ideal\",\"G\",\"SI2\",61.1,56,2264,5.75,5.77,3.52\n\"50456\",0.7,\"Good\",\"D\",\"SI2\",63.3,56,2264,5.6,5.65,3.56\n\"50457\",0.77,\"Good\",\"I\",\"SI1\",62.3,55,2264,5.88,5.93,3.68\n\"50458\",0.7,\"Good\",\"F\",\"SI1\",58.7,61,2264,5.77,5.81,3.4\n\"50459\",0.7,\"Premium\",\"J\",\"IF\",60.5,59,2264,5.73,5.67,3.45\n\"50460\",0.74,\"Very Good\",\"H\",\"SI2\",63.1,56,2264,5.78,5.75,3.64\n\"50461\",1,\"Premium\",\"G\",\"I1\",59,60,2264,6.49,6.43,3.82\n\"50462\",0.78,\"Very Good\",\"H\",\"SI2\",63.5,56,2265,5.82,5.86,3.71\n\"50463\",0.72,\"Very Good\",\"G\",\"SI1\",62.8,59,2265,5.69,5.74,3.59\n\"50464\",0.72,\"Premium\",\"E\",\"SI1\",62.1,58,2265,5.69,5.72,3.54\n\"50465\",0.72,\"Ideal\",\"E\",\"SI1\",59.8,57,2265,5.86,5.91,3.52\n\"50466\",0.71,\"Ideal\",\"I\",\"VS2\",63.1,57,2265,5.66,5.71,3.59\n\"50467\",0.72,\"Ideal\",\"I\",\"VS1\",62.3,55,2265,5.79,5.69,3.58\n\"50468\",0.61,\"Very Good\",\"D\",\"VS2\",61.5,57,2266,5.45,5.48,3.36\n\"50469\",0.71,\"Very Good\",\"H\",\"SI1\",60.7,60,2266,5.73,5.76,3.49\n\"50470\",0.71,\"Very Good\",\"G\",\"SI1\",61.2,61,2266,5.66,5.71,3.48\n\"50471\",0.53,\"Ideal\",\"D\",\"VS2\",61.6,56,2266,5.2,5.22,3.21\n\"50472\",0.71,\"Ideal\",\"G\",\"SI2\",61.7,55,2266,5.71,5.74,3.53\n\"50473\",0.71,\"Ideal\",\"G\",\"SI2\",62.3,56,2266,5.68,5.72,3.55\n\"50474\",0.55,\"Good\",\"F\",\"IF\",60.8,60,2266,5.26,5.36,3.23\n\"50475\",0.71,\"Premium\",\"I\",\"VS1\",61.9,59,2266,5.71,5.67,3.52\n\"50476\",0.71,\"Very Good\",\"F\",\"SI2\",63.4,57,2266,5.7,5.63,3.59\n\"50477\",0.71,\"Ideal\",\"I\",\"VS1\",62,58,2266,5.75,5.72,3.55\n\"50478\",0.7,\"Very Good\",\"F\",\"SI1\",62.3,57,2267,5.62,5.65,3.51\n\"50479\",0.52,\"Ideal\",\"G\",\"IF\",61.7,56,2267,5.15,5.19,3.19\n\"50480\",0.7,\"Good\",\"G\",\"SI2\",60.1,65,2268,5.7,5.65,3.41\n\"50481\",0.7,\"Premium\",\"H\",\"SI1\",62.2,57,2268,5.74,5.71,3.56\n\"50482\",0.55,\"Ideal\",\"F\",\"VVS2\",62,55,2268,5.26,5.29,3.27\n\"50483\",0.7,\"Ideal\",\"I\",\"VS2\",62.2,55,2268,5.73,5.69,3.55\n\"50484\",0.7,\"Ideal\",\"G\",\"SI2\",62.6,56,2268,5.69,5.66,3.55\n\"50485\",0.7,\"Good\",\"I\",\"VS2\",63.9,65,2268,5.6,5.56,3.56\n\"50486\",0.7,\"Premium\",\"G\",\"SI2\",58,60,2268,5.91,5.88,3.42\n\"50487\",0.7,\"Good\",\"I\",\"VS2\",57.5,62,2268,5.81,5.78,3.33\n\"50488\",0.7,\"Premium\",\"G\",\"SI2\",60,60,2268,5.69,5.65,3.51\n\"50489\",0.7,\"Premium\",\"F\",\"SI1\",62.5,62,2268,5.63,5.57,3.5\n\"50490\",0.7,\"Premium\",\"I\",\"VS2\",60.8,59,2268,5.71,5.68,3.46\n\"50491\",0.7,\"Fair\",\"H\",\"VS2\",65,56,2268,5.6,5.5,3.61\n\"50492\",0.7,\"Premium\",\"G\",\"SI2\",58.5,60,2268,5.85,5.81,3.41\n\"50493\",0.7,\"Premium\",\"G\",\"SI2\",61.9,58,2268,5.64,5.6,3.48\n\"50494\",0.75,\"Premium\",\"G\",\"SI2\",62.7,58,2268,5.82,5.76,3.63\n\"50495\",0.7,\"Premium\",\"F\",\"SI1\",61.8,59,2268,5.76,5.67,3.53\n\"50496\",0.73,\"Ideal\",\"H\",\"SI1\",62.9,56,2269,5.79,5.75,3.63\n\"50497\",0.53,\"Ideal\",\"F\",\"VVS2\",61,57,2269,5.23,5.26,3.22\n\"50498\",0.6,\"Very Good\",\"F\",\"VS2\",60.8,56,2270,5.45,5.48,3.32\n\"50499\",0.6,\"Very Good\",\"E\",\"VS1\",60,58,2270,5.5,5.56,3.32\n\"50500\",0.7,\"Ideal\",\"I\",\"VS2\",61.4,56,2270,5.72,5.75,3.52\n\"50501\",0.7,\"Ideal\",\"G\",\"SI2\",61.2,56,2270,5.73,5.78,3.52\n\"50502\",0.6,\"Ideal\",\"H\",\"IF\",61.9,56,2270,5.4,5.45,3.36\n\"50503\",0.67,\"Good\",\"E\",\"VS2\",61.6,61,2270,5.57,5.6,3.44\n\"50504\",0.71,\"Ideal\",\"I\",\"VS2\",62.1,57,2270,5.72,5.64,3.53\n\"50505\",0.71,\"Good\",\"I\",\"VS2\",64.3,63,2270,5.63,5.56,3.6\n\"50506\",0.78,\"Very Good\",\"I\",\"SI2\",60.6,58,2271,5.92,5.97,3.6\n\"50507\",0.53,\"Ideal\",\"E\",\"VVS2\",62.9,54,2271,5.19,5.15,3.25\n\"50508\",0.54,\"Ideal\",\"G\",\"IF\",62.3,56,2271,5.19,5.21,3.24\n\"50509\",0.54,\"Ideal\",\"G\",\"IF\",62.5,57,2271,5.16,5.2,3.24\n\"50510\",0.7,\"Good\",\"I\",\"VS1\",64.4,60,2271,5.51,5.58,3.57\n\"50511\",0.7,\"Good\",\"I\",\"VS1\",64.3,58,2271,5.56,5.61,3.59\n\"50512\",0.71,\"Premium\",\"E\",\"SI2\",61.8,57,2271,5.73,5.67,3.52\n\"50513\",0.5,\"Ideal\",\"D\",\"VVS2\",61,56,2272,5.11,5.15,3.13\n\"50514\",0.71,\"Ideal\",\"I\",\"VS2\",62,54,2272,5.73,5.77,3.56\n\"50515\",0.7,\"Very Good\",\"I\",\"VS2\",62.3,58,2273,5.58,5.65,3.5\n\"50516\",0.7,\"Very Good\",\"H\",\"SI1\",60.9,59,2273,5.72,5.75,3.49\n\"50517\",0.75,\"Premium\",\"I\",\"SI1\",62,60,2273,5.8,5.75,3.57\n\"50518\",0.7,\"Premium\",\"E\",\"SI2\",62.1,59,2273,5.65,5.63,3.5\n\"50519\",0.7,\"Premium\",\"E\",\"SI2\",62.9,59,2273,5.71,5.64,3.57\n\"50520\",0.53,\"Ideal\",\"E\",\"VVS2\",62.2,54,2273,5.19,5.23,3.24\n\"50521\",0.53,\"Ideal\",\"F\",\"VVS1\",62.1,53.2,2273,5.17,5.21,3.22\n\"50522\",0.7,\"Fair\",\"G\",\"VS2\",57.3,63,2273,5.78,5.84,3.33\n\"50523\",0.7,\"Very Good\",\"E\",\"SI2\",63.1,56,2273,5.66,5.63,3.56\n\"50524\",0.61,\"Very Good\",\"F\",\"VVS2\",60.5,58.5,2274,5.44,5.64,3.34\n\"50525\",0.71,\"Very Good\",\"G\",\"SI1\",63.3,56,2274,5.66,5.69,3.59\n\"50526\",0.71,\"Very Good\",\"G\",\"SI1\",62.7,58,2274,5.7,5.72,3.58\n\"50527\",0.7,\"Ideal\",\"E\",\"VS2\",61.4,57,2274,5.72,5.78,3.53\n\"50528\",0.75,\"Very Good\",\"F\",\"SI2\",60.5,57,2274,5.88,5.95,3.58\n\"50529\",0.75,\"Premium\",\"F\",\"SI2\",60.9,58,2274,5.88,5.91,3.59\n\"50530\",0.7,\"Very Good\",\"I\",\"VS1\",62.4,59,2274,5.55,5.64,3.49\n\"50531\",0.7,\"Good\",\"I\",\"VS1\",63.2,55,2274,5.58,5.63,3.54\n\"50532\",0.71,\"Fair\",\"G\",\"VS2\",65.7,56,2274,5.51,5.54,3.63\n\"50533\",0.81,\"Premium\",\"G\",\"SI2\",59,57,2274,6.14,6.1,3.61\n\"50534\",0.57,\"Premium\",\"E\",\"VS2\",62.2,59,2274,5.29,5.26,3.28\n\"50535\",0.54,\"Ideal\",\"G\",\"VS1\",60.7,57,2274,5.29,5.26,3.2\n\"50536\",0.5,\"Very Good\",\"E\",\"VVS2\",62.4,55,2275,5.08,5.11,3.18\n\"50537\",0.48,\"Very Good\",\"E\",\"VVS1\",60.6,56,2275,5.13,5.06,3.09\n\"50538\",0.7,\"Very Good\",\"E\",\"SI1\",61.3,61,2275,5.66,5.7,3.48\n\"50539\",0.77,\"Ideal\",\"G\",\"SI2\",61.2,57,2275,5.94,5.98,3.65\n\"50540\",0.77,\"Premium\",\"I\",\"VS2\",61.6,58,2275,5.92,5.96,3.66\n\"50541\",0.53,\"Ideal\",\"F\",\"VVS2\",61.4,56,2275,5.19,5.23,3.2\n\"50542\",0.52,\"Ideal\",\"E\",\"VS1\",61.8,56,2275,5.17,5.19,3.2\n\"50543\",0.66,\"Good\",\"F\",\"VS2\",61.5,60.8,2275,5.55,5.6,3.43\n\"50544\",0.66,\"Good\",\"G\",\"VS1\",59.6,60.2,2275,5.66,5.71,3.38\n\"50545\",0.79,\"Premium\",\"H\",\"SI1\",61.8,59,2275,5.97,5.91,3.67\n\"50546\",0.71,\"Premium\",\"F\",\"SI2\",62.1,60,2275,5.7,5.66,3.53\n\"50547\",0.7,\"Very Good\",\"H\",\"VS2\",62.9,58,2276,5.6,5.65,3.54\n\"50548\",0.7,\"Very Good\",\"H\",\"VS2\",62.3,56,2276,5.66,5.7,3.54\n\"50549\",0.7,\"Very Good\",\"G\",\"SI1\",62.8,57,2276,5.62,5.66,3.54\n\"50550\",0.7,\"Very Good\",\"G\",\"SI1\",63,59,2276,5.64,5.67,3.56\n\"50551\",0.7,\"Ideal\",\"I\",\"VVS2\",62.5,54,2276,5.69,5.74,3.57\n\"50552\",0.7,\"Ideal\",\"I\",\"VVS2\",62.1,58,2276,5.63,5.68,3.51\n\"50553\",0.73,\"Ideal\",\"F\",\"SI2\",62.1,56,2276,5.77,5.8,3.59\n\"50554\",0.73,\"Ideal\",\"F\",\"SI2\",62.7,57,2276,5.75,5.79,3.62\n\"50555\",0.7,\"Ideal\",\"G\",\"SI1\",62.1,58,2276,5.67,5.69,3.53\n\"50556\",0.7,\"Ideal\",\"G\",\"SI1\",62.4,56,2276,5.66,5.69,3.54\n\"50557\",0.7,\"Good\",\"I\",\"SI1\",58.5,61,2276,5.76,5.82,3.39\n\"50558\",0.74,\"Very Good\",\"J\",\"IF\",60.3,58,2277,5.82,5.86,3.52\n\"50559\",0.72,\"Good\",\"H\",\"SI1\",63.7,59,2277,5.63,5.68,3.6\n\"50560\",0.72,\"Premium\",\"H\",\"SI1\",62.7,59,2277,5.69,5.73,3.58\n\"50561\",0.72,\"Very Good\",\"H\",\"SI1\",61.5,56,2277,5.77,5.8,3.56\n\"50562\",0.74,\"Very Good\",\"G\",\"SI2\",63,56,2277,5.75,5.77,3.63\n\"50563\",0.71,\"Very Good\",\"H\",\"VS1\",62.8,58,2277,5.67,5.7,3.57\n\"50564\",0.79,\"Ideal\",\"I\",\"SI2\",62.1,56,2277,5.92,5.97,3.69\n\"50565\",0.55,\"Premium\",\"E\",\"VS1\",59.6,60,2277,5.41,5.36,3.15\n\"50566\",0.7,\"Very Good\",\"F\",\"SI1\",59.1,59,2278,5.76,5.91,3.45\n\"50567\",0.7,\"Very Good\",\"F\",\"SI1\",63.1,54,2278,5.64,5.67,3.57\n\"50568\",0.77,\"Very Good\",\"F\",\"SI2\",61.1,59,2278,5.85,5.95,3.59\n\"50569\",0.75,\"Good\",\"E\",\"SI2\",63.2,57,2278,5.76,5.82,3.66\n\"50570\",0.75,\"Ideal\",\"E\",\"SI2\",62.1,57,2278,5.81,5.85,3.62\n\"50571\",0.73,\"Ideal\",\"G\",\"SI1\",61.6,57,2278,5.81,5.79,3.57\n\"50572\",0.61,\"Ideal\",\"E\",\"VS2\",62.2,54,2278,5.51,5.49,3.42\n\"50573\",0.85,\"Good\",\"J\",\"SI1\",59.2,64,2278,6.17,6.13,3.64\n\"50574\",0.73,\"Fair\",\"H\",\"VS2\",65.9,55,2278,5.68,5.64,3.74\n\"50575\",0.73,\"Ideal\",\"H\",\"SI2\",62.3,56,2278,5.78,5.72,3.58\n\"50576\",0.73,\"Premium\",\"E\",\"SI2\",61.8,58,2278,5.76,5.71,3.54\n\"50577\",0.7,\"Very Good\",\"H\",\"VS1\",60.3,63,2279,5.73,5.77,3.47\n\"50578\",0.56,\"Premium\",\"E\",\"VVS2\",61.5,58,2279,5.3,5.33,3.27\n\"50579\",0.56,\"Ideal\",\"G\",\"IF\",62,56,2279,5.28,5.33,3.29\n\"50580\",0.72,\"Ideal\",\"J\",\"IF\",62,55,2279,5.74,5.77,3.57\n\"50581\",0.71,\"Very Good\",\"D\",\"SI2\",61.8,63,2279,5.73,5.67,3.52\n\"50582\",0.53,\"Very Good\",\"E\",\"VVS2\",62.3,55,2280,5.18,5.22,3.23\n\"50583\",1,\"Fair\",\"F\",\"I1\",68,57,2280,6.14,6.05,4.15\n\"50584\",0.7,\"Very Good\",\"G\",\"SI1\",62.7,55,2281,5.63,5.66,3.54\n\"50585\",0.7,\"Very Good\",\"E\",\"SI2\",59.5,56,2281,5.79,5.81,3.45\n\"50586\",0.56,\"Ideal\",\"F\",\"VVS2\",62.3,54,2281,5.29,5.34,3.31\n\"50587\",0.53,\"Good\",\"F\",\"VVS2\",62.5,65,2281,5.11,5.17,3.21\n\"50588\",0.74,\"Very Good\",\"E\",\"SI2\",63,58,2282,5.73,5.77,3.62\n\"50589\",0.7,\"Good\",\"G\",\"VS2\",63.1,58,2282,5.66,5.69,3.58\n\"50590\",0.7,\"Very Good\",\"G\",\"VS2\",58.2,60,2282,5.84,5.78,3.38\n\"50591\",0.71,\"Good\",\"F\",\"SI2\",64.5,55.6,2282,5.58,5.61,3.6\n\"50592\",0.71,\"Good\",\"H\",\"SI1\",58.4,62.1,2282,5.8,5.83,3.4\n\"50593\",0.65,\"Ideal\",\"E\",\"VS2\",62,56,2282,5.6,5.57,3.46\n\"50594\",0.77,\"Premium\",\"F\",\"SI2\",62.2,58,2282,5.9,5.85,3.66\n\"50595\",0.81,\"Very Good\",\"J\",\"VS2\",60.4,59,2283,6.04,6.11,3.67\n\"50596\",0.71,\"Good\",\"I\",\"VVS2\",63.7,56,2283,5.68,5.63,3.6\n\"50597\",0.71,\"Premium\",\"G\",\"SI1\",62.3,56,2283,5.69,5.65,3.53\n\"50598\",0.5,\"Ideal\",\"F\",\"VVS2\",61.8,53,2283,5.13,5.18,3.19\n\"50599\",0.61,\"Ideal\",\"F\",\"VS1\",61.8,57,2283,5.43,5.47,3.37\n\"50600\",0.7,\"Ideal\",\"E\",\"SI2\",62.5,54,2283,5.68,5.71,3.56\n\"50601\",0.82,\"Premium\",\"J\",\"SI1\",61.2,58,2283,6.04,5.99,3.68\n\"50602\",0.59,\"Ideal\",\"G\",\"VVS2\",62.2,56,2283,5.39,5.35,3.34\n\"50603\",0.92,\"Fair\",\"H\",\"SI2\",66.1,57,2283,6.22,6,4.05\n\"50604\",0.72,\"Very Good\",\"D\",\"SI1\",62.9,58,2285,5.7,5.72,3.59\n\"50605\",0.7,\"Premium\",\"G\",\"SI1\",61.6,58,2285,5.71,5.65,3.5\n\"50606\",0.7,\"Premium\",\"G\",\"SI1\",61.6,61,2285,5.7,5.63,3.49\n\"50607\",0.61,\"Ideal\",\"E\",\"VS1\",61.7,55,2285,5.45,5.47,3.37\n\"50608\",0.7,\"Ideal\",\"H\",\"SI2\",60.4,58,2285,5.82,5.77,3.5\n\"50609\",0.61,\"Ideal\",\"G\",\"VS2\",61.6,55,2286,5.46,5.48,3.37\n\"50610\",0.7,\"Very Good\",\"H\",\"VS2\",60,55,2287,5.73,5.77,3.45\n\"50611\",0.27,\"Ideal\",\"H\",\"VS2\",60.5,57,397,4.17,4.19,2.53\n\"50612\",0.27,\"Premium\",\"G\",\"VS2\",62.4,59,397,4.11,4.13,2.57\n\"50613\",0.26,\"Very Good\",\"H\",\"VS1\",62,56,399,4.08,4.11,2.54\n\"50614\",0.25,\"Very Good\",\"D\",\"VS2\",61.1,60,399,4.07,4.11,2.5\n\"50615\",0.27,\"Very Good\",\"G\",\"VS1\",58.8,57,399,4.25,4.36,2.53\n\"50616\",0.24,\"Good\",\"F\",\"VS1\",62.5,60,399,3.96,3.98,2.48\n\"50617\",0.25,\"Good\",\"D\",\"VS1\",57.6,60,399,4.15,4.18,2.4\n\"50618\",0.31,\"Ideal\",\"J\",\"VS2\",61.8,54.1,400,4.35,4.38,2.7\n\"50619\",0.31,\"Ideal\",\"J\",\"VS2\",62.1,53.6,400,4.36,4.39,2.72\n\"50620\",0.23,\"Very Good\",\"E\",\"VS2\",62.4,60,400,3.9,3.92,2.44\n\"50621\",0.23,\"Premium\",\"E\",\"VS1\",61.8,60,400,3.91,3.95,2.43\n\"50622\",0.26,\"Very Good\",\"F\",\"SI1\",61.3,55,401,4.15,4.21,2.56\n\"50623\",0.26,\"Very Good\",\"F\",\"SI1\",61.4,56,401,4.13,4.16,2.54\n\"50624\",0.3,\"Ideal\",\"E\",\"SI2\",62.1,54,401,4.32,4.35,2.69\n\"50625\",0.3,\"Ideal\",\"E\",\"SI2\",62.1,55,401,4.3,4.33,2.68\n\"50626\",0.3,\"Ideal\",\"E\",\"SI2\",62,54,401,4.33,4.35,2.69\n\"50627\",0.3,\"Ideal\",\"E\",\"SI2\",60.9,59,401,4.29,4.32,2.62\n\"50628\",0.25,\"Good\",\"H\",\"VVS1\",60.6,64,401,4.05,4.07,2.46\n\"50629\",0.23,\"Very Good\",\"D\",\"VS2\",61.6,58,402,3.96,3.99,2.45\n\"50630\",0.23,\"Very Good\",\"D\",\"VS2\",63.1,58,402,3.91,3.95,2.48\n\"50631\",0.23,\"Very Good\",\"D\",\"VS2\",62.9,57,402,3.92,3.97,2.48\n\"50632\",0.23,\"Very Good\",\"E\",\"VS2\",60.8,58,402,3.98,4.02,2.43\n\"50633\",0.23,\"Very Good\",\"E\",\"VS2\",60.5,58,402,3.92,3.95,2.38\n\"50634\",0.23,\"Very Good\",\"E\",\"VS2\",60.8,58,402,3.97,4.05,2.44\n\"50635\",0.23,\"Very Good\",\"F\",\"VS2\",63.4,56,402,3.84,3.89,2.45\n\"50636\",0.23,\"Very Good\",\"F\",\"VS2\",61,59,402,3.95,3.99,2.42\n\"50637\",0.23,\"Very Good\",\"F\",\"VS2\",59.1,59,402,4.02,4.07,2.39\n\"50638\",0.23,\"Very Good\",\"F\",\"VS2\",61.6,59,402,3.96,4,2.45\n\"50639\",0.23,\"Very Good\",\"F\",\"VS2\",59.4,57,402,4.06,4.09,2.42\n\"50640\",0.23,\"Very Good\",\"F\",\"VS1\",61.9,58,402,3.9,4.02,2.45\n\"50641\",0.31,\"Premium\",\"G\",\"VS2\",61.2,58,544,4.32,4.37,2.66\n\"50642\",0.31,\"Good\",\"G\",\"VS2\",63.6,56,544,4.26,4.29,2.72\n\"50643\",0.31,\"Good\",\"E\",\"SI1\",63.7,57,544,4.29,4.31,2.74\n\"50644\",0.31,\"Ideal\",\"H\",\"VS1\",62.2,57,544,4.34,4.37,2.71\n\"50645\",0.31,\"Ideal\",\"G\",\"VS2\",61.7,57,544,4.33,4.36,2.68\n\"50646\",0.31,\"Very Good\",\"E\",\"SI1\",63,57,544,4.29,4.32,2.71\n\"50647\",0.31,\"Ideal\",\"E\",\"SI1\",62.7,57,544,4.29,4.32,2.7\n\"50648\",0.31,\"Good\",\"E\",\"SI1\",63.6,57,544,4.28,4.3,2.73\n\"50649\",0.31,\"Good\",\"H\",\"VS1\",63.2,57,544,4.29,4.32,2.72\n\"50650\",0.31,\"Premium\",\"E\",\"VS2\",60.5,60,544,4.34,4.39,2.64\n\"50651\",0.31,\"Good\",\"E\",\"SI1\",63.5,55,544,4.31,4.35,2.75\n\"50652\",0.31,\"Very Good\",\"G\",\"VS2\",63,54,544,4.33,4.37,2.74\n\"50653\",0.31,\"Premium\",\"H\",\"VS1\",62.4,58,544,4.32,4.36,2.71\n\"50654\",0.31,\"Ideal\",\"G\",\"VS2\",61.4,57,544,4.33,4.37,2.67\n\"50655\",0.31,\"Very Good\",\"E\",\"SI1\",63,59,544,4.26,4.31,2.7\n\"50656\",0.31,\"Good\",\"E\",\"SI1\",63.4,55,544,4.29,4.32,2.73\n\"50657\",0.31,\"Good\",\"G\",\"VS2\",63.5,58,544,4.22,4.29,2.7\n\"50658\",0.31,\"Very Good\",\"E\",\"SI1\",62,58,544,4.3,4.35,2.68\n\"50659\",0.31,\"Ideal\",\"H\",\"VS1\",62.6,55,544,4.31,4.35,2.71\n\"50660\",0.31,\"Ideal\",\"G\",\"VS2\",61.4,56,544,4.34,4.36,2.67\n\"50661\",0.3,\"Very Good\",\"E\",\"VS2\",62.9,58,544,4.27,4.31,2.7\n\"50662\",0.31,\"Good\",\"E\",\"SI1\",63.2,59,544,4.28,4.33,2.72\n\"50663\",0.31,\"Ideal\",\"G\",\"VS2\",61.7,55,544,4.35,4.37,2.69\n\"50664\",0.31,\"Very Good\",\"H\",\"VS1\",61.4,56,544,4.37,4.39,2.69\n\"50665\",0.31,\"Very Good\",\"E\",\"SI1\",62.7,58,544,4.31,4.33,2.71\n\"50666\",0.31,\"Good\",\"E\",\"SI1\",63.1,57,544,4.28,4.31,2.71\n\"50667\",0.31,\"Ideal\",\"G\",\"VS2\",61.8,57,544,4.34,4.36,2.69\n\"50668\",0.31,\"Premium\",\"I\",\"VVS2\",59.4,59,544,4.41,4.44,2.63\n\"50669\",0.31,\"Ideal\",\"G\",\"VS2\",59.6,57,544,4.4,4.43,2.63\n\"50670\",0.31,\"Very Good\",\"I\",\"VVS2\",61.6,59,544,4.31,4.33,2.66\n\"50671\",0.7,\"Very Good\",\"G\",\"VS1\",60.5,62,2287,5.72,5.76,3.47\n\"50672\",0.34,\"Ideal\",\"D\",\"IF\",62.1,57,2287,4.46,4.52,2.79\n\"50673\",0.34,\"Ideal\",\"D\",\"IF\",59.8,57,2287,4.57,4.59,2.74\n\"50674\",0.7,\"Ideal\",\"I\",\"SI1\",62.6,54,2287,5.63,5.71,3.55\n\"50675\",0.7,\"Ideal\",\"I\",\"SI1\",62.8,56,2287,5.64,5.67,3.55\n\"50676\",0.7,\"Ideal\",\"I\",\"SI1\",61,57,2287,5.71,5.74,3.5\n\"50677\",0.5,\"Ideal\",\"G\",\"IF\",60.8,54,2287,5.19,5.2,3.16\n\"50678\",0.76,\"Premium\",\"F\",\"SI2\",59.3,59,2287,5.97,5.93,3.53\n\"50679\",1.01,\"Fair\",\"G\",\"I1\",64.5,56,2287,6.32,6.26,4.06\n\"50680\",0.7,\"Very Good\",\"I\",\"VS1\",62.7,58,2288,5.61,5.65,3.53\n\"50681\",0.73,\"Very Good\",\"I\",\"VS1\",62.4,56,2288,5.72,5.76,3.58\n\"50682\",0.53,\"Ideal\",\"E\",\"VVS2\",62.4,56,2288,5.15,5.17,3.22\n\"50683\",0.76,\"Ideal\",\"H\",\"SI2\",63,56,2288,5.81,5.84,3.67\n\"50684\",0.7,\"Ideal\",\"F\",\"SI1\",61.3,57,2288,5.72,5.77,3.52\n\"50685\",0.62,\"Good\",\"D\",\"VS2\",58.9,64,2288,5.62,5.55,3.29\n\"50686\",0.74,\"Ideal\",\"H\",\"SI2\",61.4,56,2289,5.78,5.84,3.57\n\"50687\",0.54,\"Ideal\",\"G\",\"IF\",61.2,57,2289,5.26,5.28,3.22\n\"50688\",0.54,\"Ideal\",\"G\",\"IF\",61.5,55,2289,5.24,5.3,3.23\n\"50689\",0.51,\"Very Good\",\"D\",\"VVS2\",63.1,58,2289,5.1,5.07,3.21\n\"50690\",0.7,\"Good\",\"F\",\"SI1\",64.1,56,2289,5.63,5.6,3.6\n\"50691\",0.53,\"Premium\",\"F\",\"VS2\",60.6,58,2290,5.26,5.2,3.17\n\"50692\",0.53,\"Ideal\",\"F\",\"VS2\",61.6,56,2290,5.26,5.23,3.23\n\"50693\",0.57,\"Very Good\",\"F\",\"VVS2\",62.6,58,2290,5.28,5.3,3.31\n\"50694\",0.7,\"Very Good\",\"E\",\"SI2\",60.1,56,2290,5.76,5.79,3.47\n\"50695\",0.7,\"Fair\",\"G\",\"VS1\",65.2,57,2290,5.56,5.52,3.61\n\"50696\",0.44,\"Ideal\",\"D\",\"VVS1\",60.6,56,2290,4.95,4.99,3.01\n\"50697\",0.44,\"Ideal\",\"D\",\"VVS1\",61,57,2290,4.91,4.93,3\n\"50698\",0.53,\"Ideal\",\"F\",\"VVS2\",62.1,56,2290,5.22,5.15,3.22\n\"50699\",0.53,\"Ideal\",\"F\",\"VVS2\",62.2,54,2290,5.22,5.19,3.24\n\"50700\",0.7,\"Good\",\"F\",\"VS2\",63.8,60,2290,5.61,5.52,3.55\n\"50701\",0.56,\"Premium\",\"F\",\"VVS2\",59.5,61,2290,5.36,5.33,3.18\n\"50702\",0.53,\"Premium\",\"F\",\"VVS2\",61.4,57,2290,5.22,5.2,3.2\n\"50703\",0.53,\"Ideal\",\"F\",\"VVS2\",61.3,55,2291,5.23,5.27,3.22\n\"50704\",0.53,\"Ideal\",\"F\",\"VVS2\",61.3,56,2291,5.21,5.24,3.2\n\"50705\",0.71,\"Ideal\",\"F\",\"SI2\",60.7,57,2291,5.78,5.81,3.52\n\"50706\",1.01,\"Very Good\",\"D\",\"I1\",63.4,61,2291,6.38,6.3,4.02\n\"50707\",0.74,\"Premium\",\"D\",\"SI2\",61.8,59,2291,5.85,5.83,3.61\n\"50708\",0.8,\"Premium\",\"J\",\"VS1\",60.8,59,2292,6,5.94,3.63\n\"50709\",0.77,\"Ideal\",\"J\",\"VS2\",61.9,54,2292,5.89,5.94,3.66\n\"50710\",0.56,\"Ideal\",\"D\",\"VS1\",62.5,56,2292,5.26,5.3,3.3\n\"50711\",0.77,\"Fair\",\"I\",\"VVS2\",59.2,66,2292,5.96,5.9,3.51\n\"50712\",0.7,\"Very Good\",\"G\",\"SI1\",63.5,56,2293,5.64,5.7,3.6\n\"50713\",0.77,\"Very Good\",\"H\",\"SI2\",63.3,58,2293,5.78,5.76,3.65\n\"50714\",0.53,\"Ideal\",\"G\",\"IF\",60.6,56,2293,5.27,5.33,3.21\n\"50715\",0.53,\"Ideal\",\"G\",\"IF\",60.3,56,2293,5.29,5.33,3.2\n\"50716\",0.67,\"Good\",\"F\",\"VS1\",62.3,62,2293,5.5,5.59,3.46\n\"50717\",0.7,\"Premium\",\"H\",\"VS1\",62.3,59,2293,5.71,5.66,3.54\n\"50718\",1.05,\"Fair\",\"H\",\"I1\",61.8,57,2293,6.51,6.4,3.99\n\"50719\",0.7,\"Very Good\",\"I\",\"VS1\",61.4,57,2294,5.72,5.74,3.52\n\"50720\",0.72,\"Very Good\",\"D\",\"SI2\",59.8,60,2294,5.76,5.81,3.46\n\"50721\",0.8,\"Very Good\",\"H\",\"SI2\",62.7,57,2294,5.88,5.95,3.71\n\"50722\",0.71,\"Premium\",\"I\",\"VS2\",62.1,59,2294,5.7,5.73,3.55\n\"50723\",0.55,\"Ideal\",\"F\",\"VVS2\",61.5,57,2294,5.24,5.27,3.23\n\"50724\",0.55,\"Ideal\",\"F\",\"VVS2\",60.8,56,2294,5.27,5.32,3.22\n\"50725\",0.59,\"Ideal\",\"E\",\"VS1\",62.3,56,2294,5.4,5.38,3.36\n\"50726\",0.7,\"Ideal\",\"H\",\"SI1\",62.5,56,2294,5.64,5.69,3.54\n\"50727\",0.7,\"Ideal\",\"H\",\"SI1\",62.6,55,2294,5.65,5.7,3.55\n\"50728\",0.7,\"Ideal\",\"H\",\"SI1\",62.5,55,2294,5.69,5.71,3.56\n\"50729\",0.7,\"Ideal\",\"H\",\"SI1\",62.2,55,2294,5.67,5.71,3.54\n\"50730\",0.85,\"Premium\",\"J\",\"VS2\",60.7,58,2295,6.12,6.08,3.71\n\"50731\",0.72,\"Ideal\",\"G\",\"SI2\",62.6,52,2295,5.74,5.77,3.6\n\"50732\",0.72,\"Ideal\",\"G\",\"SI2\",62.3,54,2295,5.76,5.79,3.6\n\"50733\",0.75,\"Premium\",\"I\",\"SI1\",59.1,58,2295,5.91,5.87,3.48\n\"50734\",0.74,\"Ideal\",\"F\",\"SI2\",60.3,58,2295,5.84,5.82,3.51\n\"50735\",0.75,\"Premium\",\"H\",\"SI2\",63,58,2295,5.79,5.76,3.64\n\"50736\",0.7,\"Very 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Good\",\"F\",\"SI2\",61.5,59,2307,5.88,5.95,3.63\n\"50810\",0.7,\"Very Good\",\"E\",\"SI2\",63.2,61,2307,5.62,5.59,3.54\n\"50811\",0.7,\"Premium\",\"E\",\"SI2\",60.6,59,2307,5.76,5.73,3.48\n\"50812\",0.54,\"Ideal\",\"D\",\"VS2\",61.6,55,2307,5.25,5.27,3.24\n\"50813\",0.81,\"Ideal\",\"J\",\"SI1\",62,56,2307,6,6.03,3.73\n\"50814\",0.7,\"Good\",\"E\",\"SI2\",63.7,61,2307,5.64,5.6,3.58\n\"50815\",0.7,\"Premium\",\"E\",\"SI2\",62.9,59,2307,5.67,5.59,3.54\n\"50816\",0.75,\"Premium\",\"D\",\"SI2\",60.3,61,2307,5.88,5.86,3.54\n\"50817\",0.76,\"Ideal\",\"J\",\"VS1\",61.9,54,2307,5.88,5.84,3.63\n\"50818\",0.71,\"Ideal\",\"G\",\"SI1\",61.1,57,2307,5.79,5.73,3.52\n\"50819\",0.71,\"Ideal\",\"I\",\"VVS2\",62.4,54,2308,5.72,5.75,3.58\n\"50820\",0.71,\"Ideal\",\"E\",\"SI1\",61.5,57,2308,5.74,5.78,3.54\n\"50821\",0.71,\"Ideal\",\"E\",\"SI1\",62,56,2308,5.72,5.77,3.56\n\"50822\",0.72,\"Good\",\"E\",\"SI2\",57.9,56,2308,5.93,5.85,3.41\n\"50823\",0.72,\"Ideal\",\"E\",\"SI2\",61.8,55,2308,5.77,5.75,3.56\n\"50824\",0.71,\"Good\",\"F\",\"SI1\",63.7,58,2308,5.65,5.62,3.59\n\"50825\",0.64,\"Ideal\",\"H\",\"VVS1\",62.2,58,2308,5.49,5.51,3.42\n\"50826\",0.67,\"Very 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Good\",\"H\",\"VS2\",63.6,56,2312,5.6,5.63,3.57\n\"50853\",0.7,\"Very Good\",\"F\",\"SI1\",61.4,59,2312,5.67,5.7,3.49\n\"50854\",0.7,\"Very Good\",\"F\",\"SI1\",60.3,59,2312,5.73,5.78,3.47\n\"50855\",0.7,\"Very Good\",\"F\",\"SI1\",61.3,58,2312,5.7,5.72,3.5\n\"50856\",0.7,\"Very Good\",\"E\",\"SI1\",60.3,60,2312,5.77,5.81,3.49\n\"50857\",0.78,\"Fair\",\"F\",\"SI2\",64.6,53,2312,5.83,5.78,3.75\n\"50858\",0.72,\"Ideal\",\"I\",\"VS2\",61.6,55,2312,5.76,5.78,3.55\n\"50859\",0.7,\"Ideal\",\"G\",\"SI1\",61.1,57,2312,5.72,5.77,3.51\n\"50860\",0.7,\"Good\",\"D\",\"SI2\",59.3,64,2312,5.8,5.76,3.43\n\"50861\",0.54,\"Premium\",\"E\",\"VVS2\",61,59,2313,5.28,5.27,3.22\n\"50862\",0.7,\"Very Good\",\"F\",\"SI1\",61.7,59,2313,5.64,5.68,3.49\n\"50863\",0.71,\"Very Good\",\"E\",\"SI2\",62.2,58,2313,5.68,5.73,3.55\n\"50864\",0.82,\"Very 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Good\",\"G\",\"IF\",60.2,60,2314,5.29,5.38,3.21\n\"50877\",0.7,\"Good\",\"E\",\"VS2\",63.8,56,2314,5.58,5.61,3.57\n\"50878\",0.72,\"Premium\",\"F\",\"SI1\",61.6,60,2314,5.79,5.73,3.55\n\"50879\",0.7,\"Premium\",\"G\",\"VS2\",62.1,60,2314,5.71,5.65,3.53\n\"50880\",0.71,\"Good\",\"H\",\"VS1\",63.6,55,2315,5.58,5.65,3.57\n\"50881\",0.71,\"Ideal\",\"I\",\"VS2\",62.1,59,2315,5.73,5.7,3.55\n\"50882\",0.7,\"Very Good\",\"I\",\"VS2\",60.1,57,2316,5.79,5.82,3.49\n\"50883\",0.78,\"Very Good\",\"H\",\"SI2\",62.7,56,2316,5.85,5.89,3.68\n\"50884\",0.76,\"Very Good\",\"I\",\"SI1\",57.5,62,2316,6.03,6.08,3.48\n\"50885\",0.83,\"Good\",\"H\",\"SI2\",63.9,56,2316,5.93,5.99,3.81\n\"50886\",0.72,\"Premium\",\"G\",\"SI1\",61.3,56,2316,5.79,5.76,3.54\n\"50887\",0.9,\"Premium\",\"F\",\"I1\",61.9,59,2316,6.18,6.16,3.82\n\"50888\",0.6,\"Premium\",\"F\",\"VVS2\",62.4,56,2316,5.44,5.39,3.38\n\"50889\",0.72,\"Premium\",\"H\",\"VS2\",61.7,56,2316,5.77,5.73,3.55\n\"50890\",0.59,\"Very 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Good\",\"F\",\"SI2\",59.7,57,2334,5.97,6.05,3.59\n\"51085\",0.54,\"Ideal\",\"F\",\"VVS2\",62.3,53.7,2334,5.22,5.26,3.26\n\"51086\",0.89,\"Fair\",\"I\",\"VS1\",68.2,65,2334,5.82,5.74,3.94\n\"51087\",0.52,\"Ideal\",\"D\",\"VVS2\",59.9,57,2334,5.28,5.21,3.14\n\"51088\",0.72,\"Premium\",\"H\",\"SI1\",59.9,58,2334,5.85,5.81,3.49\n\"51089\",0.7,\"Very Good\",\"H\",\"VS2\",60,57,2335,5.74,5.8,3.46\n\"51090\",0.7,\"Very Good\",\"E\",\"SI2\",59.8,58,2335,5.74,5.76,3.44\n\"51091\",0.73,\"Premium\",\"E\",\"SI2\",60.6,59,2335,5.85,5.8,3.53\n\"51092\",0.73,\"Ideal\",\"I\",\"VS2\",62.2,54,2335,5.76,5.78,3.59\n\"51093\",0.7,\"Ideal\",\"G\",\"SI1\",61.1,55,2335,5.72,5.76,3.51\n\"51094\",0.71,\"Ideal\",\"F\",\"SI1\",60.9,56,2335,5.79,5.81,3.53\n\"51095\",0.7,\"Good\",\"I\",\"VVS2\",59.7,59,2335,5.73,5.77,3.43\n\"51096\",0.73,\"Very Good\",\"E\",\"SI2\",63.2,60,2335,5.76,5.71,3.62\n\"51097\",0.71,\"Very 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Good\",\"H\",\"SI2\",62.2,55.1,2339,5.7,5.72,3.55\n\"51123\",0.82,\"Fair\",\"G\",\"SI1\",66.4,54,2339,5.87,5.82,3.88\n\"51124\",0.7,\"Premium\",\"D\",\"SI1\",62.1,62,2339,5.63,5.58,3.48\n\"51125\",0.7,\"Fair\",\"D\",\"SI1\",66.5,55,2339,5.51,5.47,3.65\n\"51126\",0.57,\"Ideal\",\"F\",\"VVS1\",61.9,54.8,2339,5.3,5.36,3.3\n\"51127\",0.6,\"Ideal\",\"E\",\"VS1\",59.6,59,2339,5.52,5.45,3.27\n\"51128\",1.05,\"Premium\",\"I\",\"I1\",61.8,56,2339,6.53,6.48,4.02\n\"51129\",0.72,\"Ideal\",\"I\",\"VVS2\",62.4,53,2340,5.75,5.78,3.6\n\"51130\",0.71,\"Ideal\",\"E\",\"SI2\",58.7,57,2340,5.89,5.86,3.44\n\"51131\",0.58,\"Ideal\",\"F\",\"VVS2\",62,55,2340,5.32,5.4,3.31\n\"51132\",0.72,\"Ideal\",\"F\",\"SI2\",61.7,55,2340,5.77,5.81,3.57\n\"51133\",0.78,\"Premium\",\"F\",\"SI2\",60.6,57,2340,5.98,5.94,3.61\n\"51134\",0.53,\"Ideal\",\"D\",\"VS1\",61.6,56,2340,5.23,5.19,3.21\n\"51135\",0.71,\"Premium\",\"E\",\"SI2\",60.5,59,2340,5.78,5.75,3.49\n\"51136\",0.65,\"Ideal\",\"F\",\"VS1\",62.2,57,2340,5.6,5.53,3.46\n\"51137\",0.78,\"Ideal\",\"E\",\"SI2\",60.8,56,2340,5.98,5.92,3.62\n\"51138\",0.73,\"Premium\",\"E\",\"SI2\",60.1,59,2341,5.87,5.82,3.51\n\"51139\",0.51,\"Premium\",\"F\",\"VVS1\",62.6,57,2341,5.1,5.06,3.18\n\"51140\",1.01,\"Fair\",\"I\",\"I1\",56.1,63,2342,6.7,6.65,3.74\n\"51141\",0.71,\"Ideal\",\"G\",\"SI1\",62.8,56,2342,5.72,5.75,3.6\n\"51142\",0.91,\"Good\",\"E\",\"I1\",57.7,63,2342,6.35,6.3,3.65\n\"51143\",0.7,\"Premium\",\"E\",\"SI2\",61.8,60,2342,5.65,5.61,3.48\n\"51144\",0.7,\"Very Good\",\"F\",\"SI1\",60.3,57,2343,5.73,5.77,3.47\n\"51145\",0.71,\"Very Good\",\"F\",\"SI1\",63.1,57,2343,5.69,5.66,3.58\n\"51146\",0.7,\"Ideal\",\"I\",\"SI1\",61.2,55,2343,5.71,5.76,3.51\n\"51147\",0.7,\"Ideal\",\"F\",\"SI1\",61.8,58,2343,5.7,5.75,3.54\n\"51148\",0.71,\"Premium\",\"E\",\"SI2\",62.7,59,2343,5.7,5.66,3.56\n\"51149\",0.71,\"Very Good\",\"E\",\"SI2\",58.4,63,2343,5.85,5.8,3.4\n\"51150\",0.71,\"Premium\",\"F\",\"SI2\",62,59,2343,5.68,5.65,3.51\n\"51151\",1.02,\"Good\",\"G\",\"I1\",57.4,59,2344,6.64,6.6,3.8\n\"51152\",0.81,\"Premium\",\"H\",\"SI2\",60,59,2344,6.03,5.97,3.62\n\"51153\",0.9,\"Good\",\"G\",\"I1\",63.6,61,2344,6.07,6.03,3.85\n\"51154\",0.62,\"Fair\",\"E\",\"VS1\",58.8,67,2344,5.66,5.57,3.29\n\"51155\",0.63,\"Premium\",\"E\",\"VS2\",62.4,59,2344,5.5,5.46,3.42\n\"51156\",0.62,\"Ideal\",\"F\",\"VS1\",61.9,55,2344,5.46,5.19,3.39\n\"51157\",0.71,\"Very Good\",\"F\",\"SI1\",64,58,2345,5.59,5.66,3.6\n\"51158\",0.72,\"Very Good\",\"E\",\"SI2\",59.8,58,2345,5.84,5.86,3.5\n\"51159\",0.72,\"Very Good\",\"I\",\"SI1\",63.2,57,2345,5.71,5.75,3.62\n\"51160\",0.71,\"Premium\",\"F\",\"SI1\",60.2,60,2345,5.79,5.71,3.46\n\"51161\",0.72,\"Ideal\",\"E\",\"SI2\",62.7,57,2345,5.71,5.78,3.6\n\"51162\",0.71,\"Ideal\",\"G\",\"SI1\",61.5,57,2345,5.74,5.78,3.54\n\"51163\",0.59,\"Ideal\",\"F\",\"VVS2\",61.2,56,2345,5.45,5.43,3.33\n\"51164\",0.71,\"Premium\",\"F\",\"SI1\",58.5,59,2345,5.87,5.82,3.42\n\"51165\",0.71,\"Good\",\"F\",\"SI1\",63.6,54,2345,5.65,5.61,3.58\n\"51166\",0.51,\"Premium\",\"F\",\"VS1\",60.2,58,2346,5.25,5.21,3.15\n\"51167\",0.71,\"Very Good\",\"F\",\"SI1\",62.1,59,2346,5.64,5.73,3.53\n\"51168\",0.8,\"Premium\",\"H\",\"SI2\",62.2,58,2346,5.99,5.93,3.71\n\"51169\",0.71,\"Ideal\",\"F\",\"SI1\",62.7,55,2346,5.65,5.74,3.57\n\"51170\",0.79,\"Good\",\"H\",\"SI2\",59.2,58,2346,6.05,6.07,3.59\n\"51171\",0.5,\"Ideal\",\"E\",\"VVS2\",62.4,54,2346,5.11,5.09,3.18\n\"51172\",0.5,\"Ideal\",\"E\",\"VVS2\",62.2,57,2346,5.08,5.05,3.15\n\"51173\",0.73,\"Premium\",\"F\",\"SI1\",59.3,61,2346,5.85,5.82,3.46\n\"51174\",0.34,\"Ideal\",\"D\",\"IF\",62.1,57,2346,4.52,4.46,2.79\n\"51175\",0.34,\"Ideal\",\"D\",\"IF\",59.8,57,2346,4.59,4.57,2.74\n\"51176\",0.73,\"Premium\",\"F\",\"SI1\",61.6,62,2346,5.76,5.71,3.53\n\"51177\",0.73,\"Premium\",\"F\",\"SI1\",62.4,55,2346,5.78,5.71,3.59\n\"51178\",0.75,\"Very Good\",\"F\",\"SI1\",63.1,58,2347,5.7,5.74,3.61\n\"51179\",0.76,\"Very Good\",\"F\",\"SI2\",63.3,55,2347,5.79,5.83,3.68\n\"51180\",0.6,\"Ideal\",\"G\",\"VVS2\",62,57,2347,5.41,5.46,3.37\n\"51181\",0.71,\"Ideal\",\"E\",\"VS2\",62.5,56,2347,5.7,5.75,3.58\n\"51182\",0.7,\"Good\",\"H\",\"VS2\",59.7,57,2347,5.75,5.8,3.45\n\"51183\",0.72,\"Ideal\",\"I\",\"VS2\",62.1,58,2347,5.74,5.72,3.57\n\"51184\",0.78,\"Very Good\",\"H\",\"SI2\",63.1,56,2348,5.84,5.88,3.7\n\"51185\",0.78,\"Very Good\",\"I\",\"SI1\",63.5,57,2348,5.79,5.86,3.7\n\"51186\",0.7,\"Premium\",\"D\",\"SI2\",62.8,61,2348,5.61,5.57,3.51\n\"51187\",0.79,\"Very Good\",\"H\",\"SI2\",63.2,55,2348,5.93,5.9,3.74\n\"51188\",0.7,\"Premium\",\"F\",\"SI1\",62.8,59,2348,5.66,5.59,3.53\n\"51189\",0.7,\"Premium\",\"F\",\"SI1\",61.6,55,2348,5.7,5.66,3.5\n\"51190\",0.7,\"Premium\",\"F\",\"SI1\",61.7,61,2348,5.7,5.67,3.51\n\"51191\",0.91,\"Good\",\"I\",\"SI1\",64,58,2348,6.01,5.99,3.84\n\"51192\",0.7,\"Ideal\",\"F\",\"SI1\",61.5,56,2348,5.74,5.7,3.52\n\"51193\",0.7,\"Very Good\",\"E\",\"SI1\",62.9,57,2349,5.6,5.66,3.54\n\"51194\",0.7,\"Premium\",\"E\",\"SI1\",60.1,58,2349,5.81,5.83,3.5\n\"51195\",0.81,\"Premium\",\"J\",\"VS1\",61.7,61,2350,5.94,5.9,3.65\n\"51196\",0.6,\"Premium\",\"F\",\"VVS2\",61.3,59,2350,5.45,5.41,3.33\n\"51197\",0.73,\"Ideal\",\"G\",\"SI1\",62.5,55,2351,5.78,5.74,3.6\n\"51198\",0.61,\"Very Good\",\"G\",\"VVS2\",62.3,59,2351,5.4,5.45,3.38\n\"51199\",0.57,\"Very 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Good\",\"I\",\"SI1\",62,56,2352,5.81,5.84,3.61\n\"51212\",0.71,\"Premium\",\"H\",\"VS2\",62.2,59,2352,5.68,5.64,3.52\n\"51213\",0.71,\"Premium\",\"F\",\"SI1\",62.2,58,2352,5.74,5.67,3.55\n\"51214\",0.7,\"Ideal\",\"G\",\"SI1\",61.9,57,2352,5.69,5.65,3.51\n\"51215\",0.7,\"Premium\",\"G\",\"SI1\",60.3,61,2352,5.75,5.72,3.46\n\"51216\",0.7,\"Ideal\",\"G\",\"SI1\",62.2,56,2352,5.72,5.69,3.55\n\"51217\",0.7,\"Premium\",\"G\",\"SI1\",62.8,58,2352,5.66,5.62,3.54\n\"51218\",0.71,\"Ideal\",\"G\",\"SI1\",62.9,57,2352,5.67,5.62,3.55\n\"51219\",0.59,\"Ideal\",\"D\",\"VS2\",60.9,57,2352,5.42,5.48,3.32\n\"51220\",0.5,\"Ideal\",\"H\",\"IF\",61.8,56,2352,5.1,5.13,3.16\n\"51221\",0.7,\"Premium\",\"I\",\"VVS2\",60.1,59,2352,5.8,5.72,3.46\n\"51222\",0.71,\"Good\",\"F\",\"SI1\",63.9,57,2352,5.61,5.57,3.57\n\"51223\",0.71,\"Fair\",\"E\",\"SI1\",64.7,59,2352,5.61,5.58,3.62\n\"51224\",0.71,\"Fair\",\"D\",\"SI1\",65.1,59,2352,5.59,5.56,3.63\n\"51225\",0.7,\"Premium\",\"G\",\"SI1\",62,61,2352,5.71,5.68,3.53\n\"51226\",0.7,\"Fair\",\"G\",\"SI1\",61.7,66,2352,5.7,5.58,3.48\n\"51227\",0.7,\"Premium\",\"G\",\"SI1\",59,62,2352,5.77,5.75,3.4\n\"51228\",0.7,\"Fair\",\"D\",\"SI1\",64.9,64,2352,5.57,5.5,3.59\n\"51229\",0.7,\"Good\",\"H\",\"VS2\",59.1,65,2352,5.85,5.75,3.43\n\"51230\",0.72,\"Premium\",\"G\",\"SI1\",62.8,60,2352,5.78,5.68,3.6\n\"51231\",0.7,\"Fair\",\"E\",\"VS2\",65.6,61,2352,5.62,5.47,3.64\n\"51232\",0.56,\"Ideal\",\"E\",\"VS1\",60,55,2352,5.43,5.4,3.25\n\"51233\",0.7,\"Ideal\",\"G\",\"SI1\",62.7,57,2352,5.69,5.64,3.55\n\"51234\",0.71,\"Premium\",\"G\",\"SI1\",60.4,59,2352,5.81,5.75,3.49\n\"51235\",0.7,\"Very Good\",\"G\",\"VS2\",63.2,57,2353,5.61,5.66,3.56\n\"51236\",0.72,\"Very Good\",\"G\",\"SI1\",63.1,57,2353,5.66,5.72,3.59\n\"51237\",0.7,\"Ideal\",\"I\",\"VVS2\",62.5,54,2353,5.68,5.71,3.56\n\"51238\",0.7,\"Ideal\",\"I\",\"VVS2\",62.3,55,2353,5.66,5.7,3.54\n\"51239\",0.7,\"Ideal\",\"I\",\"VVS2\",62.1,56,2353,5.65,5.71,3.53\n\"51240\",0.7,\"Good\",\"G\",\"VS2\",63.8,59,2353,5.51,5.55,3.53\n\"51241\",0.74,\"Very Good\",\"I\",\"VS1\",63.4,57,2353,5.81,5.76,3.67\n\"51242\",0.71,\"Very Good\",\"H\",\"SI1\",62.1,61,2354,5.63,5.71,3.52\n\"51243\",0.7,\"Premium\",\"F\",\"SI1\",61.5,57,2354,5.74,5.68,3.51\n\"51244\",0.72,\"Ideal\",\"H\",\"SI1\",62.3,54,2354,5.78,5.75,3.59\n\"51245\",0.71,\"Good\",\"H\",\"SI1\",57.9,62,2354,5.82,5.86,3.38\n\"51246\",0.7,\"Premium\",\"F\",\"SI1\",62.5,59,2354,5.67,5.65,3.54\n\"51247\",0.7,\"Very 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Good\",\"I\",\"VS1\",63.5,57,2369,5.66,5.68,3.6\n\"51399\",0.74,\"Good\",\"H\",\"VS2\",57.5,57,2369,5.94,6.01,3.44\n\"51400\",0.7,\"Premium\",\"F\",\"VS2\",61.1,62,2369,5.69,5.64,3.46\n\"51401\",0.74,\"Premium\",\"D\",\"SI1\",59.5,60,2369,5.95,5.88,3.52\n\"51402\",0.77,\"Premium\",\"H\",\"SI1\",60.7,58,2369,5.95,5.91,3.6\n\"51403\",0.56,\"Ideal\",\"D\",\"VS1\",61.6,57,2369,5.33,5.29,3.27\n\"51404\",0.7,\"Fair\",\"F\",\"VS2\",65.5,57,2369,5.55,5.41,3.59\n\"51405\",0.71,\"Very Good\",\"F\",\"SI1\",63.7,56,2370,5.63,5.67,3.6\n\"51406\",0.54,\"Premium\",\"E\",\"VVS1\",62.7,58,2370,5.16,5.21,3.25\n\"51407\",0.97,\"Ideal\",\"J\",\"I1\",61.6,54,2370,6.34,6.28,3.89\n\"51408\",0.7,\"Good\",\"E\",\"SI1\",58.3,64,2370,5.77,5.69,3.34\n\"51409\",0.71,\"Ideal\",\"E\",\"SI2\",61.7,57,2370,5.72,5.76,3.54\n\"51410\",0.79,\"Premium\",\"H\",\"SI2\",62.8,57,2370,5.91,5.88,3.7\n\"51411\",0.73,\"Premium\",\"I\",\"VS1\",61.2,59,2371,5.82,5.84,3.57\n\"51412\",0.73,\"Premium\",\"I\",\"VS1\",60.3,58,2371,5.83,5.87,3.53\n\"51413\",0.8,\"Premium\",\"F\",\"SI2\",58.5,62,2371,6.08,6.05,3.55\n\"51414\",0.52,\"Ideal\",\"E\",\"VVS2\",61.9,55,2371,5.15,5.19,3.2\n\"51415\",0.77,\"Good\",\"E\",\"SI2\",58.1,63,2371,6.02,6.06,3.5\n\"51416\",0.76,\"Ideal\",\"H\",\"SI1\",62.4,55,2371,5.87,5.83,3.65\n\"51417\",0.7,\"Ideal\",\"G\",\"VS2\",62.1,55,2371,5.63,5.61,3.49\n\"51418\",0.62,\"Ideal\",\"F\",\"VS1\",61.2,54,2371,5.55,5.52,3.39\n\"51419\",0.72,\"Ideal\",\"H\",\"SI2\",61.3,56,2372,5.75,5.77,3.53\n\"51420\",0.53,\"Ideal\",\"G\",\"IF\",62.1,57,2372,5.16,5.21,3.22\n\"51421\",0.75,\"Very 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Good\",\"E\",\"SI2\",62.7,59,2397,5.7,5.75,3.59\n\"51662\",0.71,\"Ideal\",\"I\",\"VS1\",61.6,54.7,2397,5.71,5.85,3.54\n\"51663\",0.73,\"Ideal\",\"I\",\"VS1\",60.7,56,2397,5.85,5.81,3.54\n\"51664\",0.7,\"Very Good\",\"I\",\"VVS2\",63.1,57,2398,5.63,5.68,3.57\n\"51665\",0.7,\"Very Good\",\"I\",\"VS1\",62.4,56,2398,5.65,5.69,3.54\n\"51666\",0.55,\"Ideal\",\"G\",\"IF\",62,55,2398,5.25,5.29,3.27\n\"51667\",0.7,\"Ideal\",\"H\",\"VS2\",62.4,56,2398,5.63,5.72,3.54\n\"51668\",0.7,\"Ideal\",\"I\",\"VS1\",62.4,56,2398,5.66,5.68,3.54\n\"51669\",0.7,\"Ideal\",\"I\",\"VS1\",62.1,57,2398,5.69,5.71,3.54\n\"51670\",0.7,\"Ideal\",\"F\",\"SI2\",62.1,57,2398,5.65,5.69,3.52\n\"51671\",0.72,\"Ideal\",\"E\",\"SI2\",62.3,54,2398,5.75,5.78,3.59\n\"51672\",0.72,\"Ideal\",\"E\",\"SI2\",61.9,55,2398,5.76,5.78,3.57\n\"51673\",0.7,\"Ideal\",\"E\",\"SI2\",61.9,57,2398,5.66,5.69,3.51\n\"51674\",0.71,\"Ideal\",\"E\",\"SI2\",61.2,57,2398,5.74,5.82,3.54\n\"51675\",0.67,\"Good\",\"F\",\"VVS2\",63.8,61,2398,5.46,5.54,3.52\n\"51676\",0.72,\"Premium\",\"H\",\"SI1\",62.7,59,2398,5.73,5.69,3.58\n\"51677\",0.71,\"Premium\",\"H\",\"VS1\",62.8,58,2398,5.7,5.67,3.57\n\"51678\",0.72,\"Premium\",\"H\",\"SI1\",62.5,57,2398,5.73,5.67,3.56\n\"51679\",0.72,\"Ideal\",\"H\",\"SI1\",58.9,56,2398,5.91,5.88,3.47\n\"51680\",0.74,\"Premium\",\"G\",\"SI2\",62.5,56,2398,5.81,5.75,3.61\n\"51681\",0.72,\"Premium\",\"H\",\"SI1\",61.5,56,2398,5.8,5.77,3.56\n\"51682\",0.72,\"Good\",\"H\",\"SI1\",63.7,59,2398,5.68,5.63,3.6\n\"51683\",0.74,\"Premium\",\"G\",\"SI2\",63,56,2398,5.77,5.75,3.63\n\"51684\",1,\"Fair\",\"G\",\"I1\",64.9,56,2398,6.2,6.14,4.01\n\"51685\",0.74,\"Very Good\",\"G\",\"SI2\",63.3,57,2398,5.73,5.7,3.62\n\"51686\",0.55,\"Very Good\",\"E\",\"VVS2\",60.4,56,2399,5.36,5.38,3.24\n\"51687\",0.76,\"Ideal\",\"I\",\"SI1\",61.6,54,2399,5.86,5.92,3.63\n\"51688\",0.55,\"Ideal\",\"G\",\"IF\",60.6,56,2399,5.31,5.33,3.22\n\"51689\",0.56,\"Ideal\",\"G\",\"IF\",62,56,2399,5.33,5.28,3.29\n\"51690\",0.7,\"Very Good\",\"H\",\"VS1\",60.3,63,2399,5.77,5.73,3.47\n\"51691\",0.62,\"Premium\",\"G\",\"VVS2\",59.2,59,2399,5.58,5.56,3.3\n\"51692\",0.7,\"Fair\",\"F\",\"VS1\",55.9,62,2399,5.94,5.83,3.29\n\"51693\",0.76,\"Premium\",\"E\",\"SI2\",60,59,2399,5.94,5.9,3.55\n\"51694\",0.76,\"Ideal\",\"I\",\"SI1\",61.8,57,2399,5.89,5.83,3.62\n\"51695\",0.71,\"Very Good\",\"I\",\"VVS2\",59.5,60,2400,5.82,5.87,3.48\n\"51696\",0.7,\"Very Good\",\"H\",\"VS1\",60.1,61,2400,5.74,5.81,3.47\n\"51697\",0.7,\"Very Good\",\"F\",\"VS2\",61.4,57,2400,5.73,5.76,3.53\n\"51698\",0.7,\"Very Good\",\"F\",\"VS2\",60.5,57,2400,5.74,5.79,3.49\n\"51699\",0.78,\"Ideal\",\"I\",\"VS2\",60.9,57,2400,5.92,5.97,3.62\n\"51700\",0.7,\"Very Good\",\"F\",\"VS2\",62.2,56,2400,5.7,5.74,3.56\n\"51701\",0.7,\"Very Good\",\"F\",\"VS2\",62.4,59,2400,5.64,5.71,3.54\n\"51702\",0.7,\"Very Good\",\"F\",\"VS2\",62.9,56,2400,5.66,5.73,3.58\n\"51703\",0.7,\"Very Good\",\"F\",\"VS2\",60.3,59,2400,5.76,5.79,3.48\n\"51704\",0.7,\"Very Good\",\"F\",\"VS2\",62.1,58,2400,5.68,5.72,3.54\n\"51705\",0.7,\"Very Good\",\"F\",\"VS2\",61.2,56,2400,5.72,5.78,3.52\n\"51706\",0.7,\"Very Good\",\"F\",\"VS2\",58.9,57,2400,5.79,5.85,3.43\n\"51707\",0.58,\"Very Good\",\"D\",\"VVS2\",63,56,2400,5.28,5.35,3.35\n\"51708\",0.71,\"Ideal\",\"G\",\"SI1\",61.2,58,2400,5.77,5.79,3.54\n\"51709\",0.8,\"Fair\",\"G\",\"SI2\",67.1,56,2400,5.76,5.73,3.85\n\"51710\",0.58,\"Ideal\",\"F\",\"VS2\",61.8,57,2401,5.39,5.35,3.32\n\"51711\",0.72,\"Very Good\",\"I\",\"VS1\",60.7,56,2401,5.78,5.82,3.52\n\"51712\",0.7,\"Very Good\",\"F\",\"SI1\",63.5,56,2401,5.58,5.66,3.57\n\"51713\",0.78,\"Very Good\",\"G\",\"SI2\",63.7,55.9,2401,5.82,5.85,3.72\n\"51714\",0.72,\"Very Good\",\"E\",\"SI2\",62.2,59,2401,5.72,5.79,3.58\n\"51715\",0.7,\"Very Good\",\"F\",\"SI1\",62.9,59,2401,5.62,5.67,3.55\n\"51716\",0.7,\"Very Good\",\"F\",\"SI1\",61.3,59,2401,5.68,5.74,3.5\n\"51717\",0.7,\"Good\",\"F\",\"SI1\",61.6,65,2401,5.71,5.66,3.5\n\"51718\",0.7,\"Good\",\"F\",\"SI1\",57.2,63,2401,5.84,5.87,3.35\n\"51719\",0.7,\"Premium\",\"F\",\"SI1\",62.2,59,2401,5.69,5.73,3.55\n\"51720\",0.7,\"Good\",\"F\",\"SI1\",63.8,60,2401,5.6,5.63,3.58\n\"51721\",0.7,\"Good\",\"F\",\"VS1\",64,56,2401,5.6,5.65,3.6\n\"51722\",0.77,\"Ideal\",\"F\",\"SI2\",61.7,56,2401,5.91,5.96,3.66\n\"51723\",0.7,\"Ideal\",\"F\",\"SI1\",61.8,55,2401,5.71,5.75,3.54\n\"51724\",0.7,\"Very Good\",\"F\",\"SI1\",59.8,59,2401,5.74,5.8,3.45\n\"51725\",0.7,\"Ideal\",\"D\",\"SI2\",60.3,56,2401,5.73,5.77,3.47\n\"51726\",0.7,\"Premium\",\"F\",\"SI1\",61.9,59,2401,5.69,5.71,3.53\n\"51727\",0.7,\"Good\",\"F\",\"SI1\",63.2,57,2401,5.62,5.68,3.57\n\"51728\",0.72,\"Ideal\",\"E\",\"SI2\",61.3,55,2401,5.75,5.84,3.55\n\"51729\",0.78,\"Fair\",\"G\",\"SI2\",64.9,55.2,2401,5.75,5.82,3.76\n\"51730\",0.58,\"Ideal\",\"F\",\"VVS2\",61.9,56,2401,5.38,5.35,3.32\n\"51731\",0.73,\"Fair\",\"G\",\"VS2\",60.1,65,2401,5.91,5.81,3.52\n\"51732\",0.71,\"Fair\",\"H\",\"VS1\",66.4,62,2401,5.54,5.49,3.66\n\"51733\",0.71,\"Premium\",\"H\",\"VS1\",61.7,56,2401,5.81,5.67,3.54\n\"51734\",0.58,\"Ideal\",\"F\",\"VVS2\",62.5,56,2401,5.34,5.29,3.32\n\"51735\",0.58,\"Premium\",\"D\",\"VS1\",59.2,60,2401,5.46,5.41,3.22\n\"51736\",0.73,\"Very 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Good\",\"H\",\"SI2\",62.6,59,2405,5.81,5.85,3.65\n\"51751\",0.82,\"Premium\",\"I\",\"SI1\",62.6,57,2405,5.98,5.94,3.73\n\"51752\",0.7,\"Ideal\",\"E\",\"SI2\",60.6,56,2405,5.73,5.78,3.49\n\"51753\",0.7,\"Good\",\"E\",\"SI2\",60.7,61,2405,5.69,5.71,3.46\n\"51754\",0.72,\"Premium\",\"G\",\"VS2\",62.3,59,2405,5.77,5.69,3.57\n\"51755\",0.65,\"Very Good\",\"F\",\"VS1\",59.3,56,2406,5.64,5.76,3.37\n\"51756\",0.7,\"Premium\",\"H\",\"VVS1\",60.9,60,2406,5.76,5.71,3.49\n\"51757\",0.62,\"Ideal\",\"F\",\"VS1\",62,54,2406,5.46,5.5,3.4\n\"51758\",0.65,\"Good\",\"E\",\"VS2\",57.8,61.2,2406,5.72,5.78,3.32\n\"51759\",0.65,\"Good\",\"F\",\"VS1\",61.7,60.3,2406,5.53,5.57,3.42\n\"51760\",0.7,\"Ideal\",\"E\",\"SI1\",62.4,55,2407,5.69,5.64,3.54\n\"51761\",0.7,\"Premium\",\"E\",\"SI1\",61.9,59,2407,5.74,5.66,3.53\n\"51762\",0.53,\"Ideal\",\"D\",\"VVS2\",62.2,56,2407,5.19,5.23,3.24\n\"51763\",0.53,\"Ideal\",\"E\",\"VVS1\",61.7,57,2407,5.17,5.21,3.2\n\"51764\",0.7,\"Good\",\"E\",\"SI1\",63.6,62,2407,5.6,5.57,3.55\n\"51765\",0.7,\"Very Good\",\"F\",\"SI1\",60.3,59,2409,5.73,5.82,3.48\n\"51766\",0.7,\"Very Good\",\"F\",\"SI1\",61.1,57,2409,5.7,5.73,3.49\n\"51767\",0.7,\"Very Good\",\"D\",\"SI1\",61,59,2409,5.67,5.7,3.47\n\"51768\",0.7,\"Ideal\",\"F\",\"SI1\",62.2,56,2409,5.68,5.7,3.54\n\"51769\",0.7,\"Ideal\",\"F\",\"SI1\",62.1,55,2409,5.68,5.72,3.54\n\"51770\",0.7,\"Good\",\"F\",\"SI1\",58.7,60,2409,5.75,5.81,3.39\n\"51771\",0.73,\"Very Good\",\"E\",\"SI2\",63.3,57,2409,5.72,5.69,3.61\n\"51772\",0.8,\"Premium\",\"H\",\"SI2\",61.6,59,2409,5.92,5.86,3.63\n\"51773\",0.71,\"Premium\",\"F\",\"SI2\",59.6,59,2409,5.79,5.75,3.44\n\"51774\",0.73,\"Premium\",\"E\",\"SI2\",60.8,60,2409,5.87,5.78,3.54\n\"51775\",0.72,\"Ideal\",\"H\",\"SI2\",61.3,55,2410,5.78,5.81,3.55\n\"51776\",0.74,\"Ideal\",\"F\",\"SI2\",61.6,55,2410,5.81,5.87,3.6\n\"51777\",0.7,\"Ideal\",\"F\",\"SI1\",62.6,55,2410,5.67,5.7,3.56\n\"51778\",0.71,\"Premium\",\"E\",\"SI2\",59,60,2410,5.9,5.87,3.47\n\"51779\",0.61,\"Very Good\",\"G\",\"IF\",63,58,2411,5.36,5.43,3.4\n\"51780\",0.7,\"Good\",\"F\",\"SI2\",64.1,59,2411,5.58,5.53,3.56\n\"51781\",0.7,\"Very Good\",\"I\",\"VS1\",63.1,57,2411,5.67,5.59,3.55\n\"51782\",0.6,\"Ideal\",\"G\",\"VVS2\",61.6,55,2413,5.44,5.47,3.36\n\"51783\",0.8,\"Very Good\",\"I\",\"VS2\",63.3,55,2414,5.88,5.93,3.74\n\"51784\",0.81,\"Fair\",\"I\",\"VS2\",64.6,59,2414,5.83,5.78,3.75\n\"51785\",0.7,\"Ideal\",\"G\",\"SI1\",61.9,56,2414,5.66,5.71,3.52\n\"51786\",0.72,\"Fair\",\"D\",\"VS2\",65.4,56,2414,5.68,5.6,3.69\n\"51787\",0.7,\"Premium\",\"F\",\"SI1\",60.8,58,2415,5.78,5.74,3.5\n\"51788\",0.74,\"Premium\",\"F\",\"SI1\",60.7,59,2415,5.85,5.82,3.54\n\"51789\",0.7,\"Fair\",\"H\",\"VS1\",65.8,56,2415,5.54,5.49,3.63\n\"51790\",0.7,\"Ideal\",\"G\",\"SI1\",60.9,57,2415,5.79,5.77,3.52\n\"51791\",0.7,\"Very Good\",\"I\",\"VVS2\",63.4,59,2415,5.6,5.57,3.54\n\"51792\",0.7,\"Very Good\",\"I\",\"VVS2\",63.3,55,2415,5.67,5.61,3.57\n\"51793\",0.7,\"Good\",\"E\",\"VS2\",64.2,60,2415,5.64,5.58,3.6\n\"51794\",0.7,\"Very Good\",\"I\",\"VVS2\",60.1,63,2415,5.81,5.74,3.47\n\"51795\",0.7,\"Ideal\",\"F\",\"SI1\",62,55,2415,5.72,5.7,3.54\n\"51796\",0.7,\"Premium\",\"E\",\"VS2\",63,61,2415,5.64,5.51,3.51\n\"51797\",0.7,\"Good\",\"F\",\"VS2\",63.9,53,2415,5.65,5.61,3.6\n\"51798\",0.7,\"Premium\",\"D\",\"VS2\",61.3,58,2415,5.72,5.67,3.48\n\"51799\",0.7,\"Premium\",\"G\",\"SI1\",62.6,60,2415,5.61,5.57,3.5\n\"51800\",0.75,\"Premium\",\"D\",\"SI2\",60.6,56,2415,5.94,5.9,3.59\n\"51801\",0.7,\"Premium\",\"H\",\"VS2\",60.7,59,2415,5.68,5.66,3.44\n\"51802\",0.7,\"Very Good\",\"H\",\"VS2\",63.4,60,2415,5.61,5.59,3.55\n\"51803\",0.7,\"Premium\",\"I\",\"VVS2\",62.4,61,2415,5.75,5.6,3.54\n\"51804\",0.7,\"Ideal\",\"D\",\"SI2\",62,57,2415,5.68,5.65,3.51\n\"51805\",0.7,\"Premium\",\"G\",\"SI1\",60.5,57,2415,5.75,5.68,3.46\n\"51806\",0.75,\"Premium\",\"G\",\"SI1\",60.4,58,2415,5.88,5.84,3.54\n\"51807\",0.71,\"Very Good\",\"F\",\"SI1\",63,55,2416,5.65,5.71,3.58\n\"51808\",0.71,\"Good\",\"E\",\"VS2\",63.2,57,2416,5.63,5.66,3.56\n\"51809\",0.72,\"Ideal\",\"E\",\"SI1\",60.9,57,2416,5.83,5.86,3.56\n\"51810\",0.71,\"Ideal\",\"D\",\"SI2\",62.3,56,2416,5.68,5.72,3.55\n\"51811\",0.71,\"Ideal\",\"D\",\"SI2\",61.5,55,2416,5.72,5.8,3.54\n\"51812\",0.71,\"Ideal\",\"F\",\"SI1\",61.6,56,2416,5.71,5.75,3.53\n\"51813\",1.01,\"Ideal\",\"I\",\"I1\",61.6,56,2416,6.45,6.43,3.97\n\"51814\",0.7,\"Ideal\",\"I\",\"SI1\",62.8,56,2417,5.63,5.68,3.55\n\"51815\",0.76,\"Very Good\",\"H\",\"SI2\",59.8,58,2418,5.94,5.96,3.56\n\"51816\",0.72,\"Premium\",\"H\",\"VS2\",61.6,57,2418,5.84,5.78,3.58\n\"51817\",0.64,\"Ideal\",\"F\",\"VS2\",62.3,56,2419,5.51,5.53,3.44\n\"51818\",0.64,\"Ideal\",\"F\",\"VS2\",61.1,56,2419,5.57,5.59,3.41\n\"51819\",0.5,\"Ideal\",\"F\",\"IF\",61.2,57,2419,5.11,5.15,3.14\n\"51820\",0.51,\"Premium\",\"E\",\"VVS2\",59.3,59,2419,5.25,5.17,3.09\n\"51821\",0.72,\"Ideal\",\"I\",\"VVS2\",62.2,54,2420,5.73,5.78,3.58\n\"51822\",0.71,\"Good\",\"E\",\"SI1\",63.1,59,2420,5.62,5.75,3.59\n\"51823\",0.71,\"Very Good\",\"E\",\"SI1\",62,55,2420,5.72,5.76,3.56\n\"51824\",0.79,\"Premium\",\"H\",\"SI1\",63,54,2420,5.9,5.86,3.69\n\"51825\",0.72,\"Ideal\",\"G\",\"SI2\",61.5,55,2420,5.79,5.82,3.57\n\"51826\",0.64,\"Ideal\",\"H\",\"IF\",60.5,57,2420,5.58,5.62,3.39\n\"51827\",0.7,\"Very Good\",\"I\",\"VVS1\",60.9,60,2421,5.68,5.71,3.47\n\"51828\",0.7,\"Very Good\",\"H\",\"VS1\",59.5,60,2421,5.74,5.76,3.42\n\"51829\",0.7,\"Very Good\",\"E\",\"SI1\",63.1,56,2421,5.62,5.69,3.57\n\"51830\",0.7,\"Ideal\",\"F\",\"SI2\",61.4,55,2421,5.73,5.77,3.53\n\"51831\",0.7,\"Good\",\"H\",\"VS1\",59.4,62,2421,5.71,5.74,3.4\n\"51832\",0.72,\"Good\",\"F\",\"SI1\",63.6,55,2421,5.71,5.64,3.61\n\"51833\",0.58,\"Ideal\",\"D\",\"VVS2\",63,56,2421,5.35,5.28,3.35\n\"51834\",0.7,\"Very Good\",\"H\",\"VS1\",62.1,56,2422,5.65,5.68,3.52\n\"51835\",0.76,\"Very Good\",\"G\",\"SI2\",62,57,2422,5.82,5.86,3.62\n\"51836\",0.72,\"Ideal\",\"F\",\"SI2\",62,55,2422,5.76,5.79,3.58\n\"51837\",0.72,\"Ideal\",\"F\",\"SI2\",61.2,54,2422,5.81,5.86,3.57\n\"51838\",0.72,\"Very Good\",\"G\",\"VS1\",63.5,55,2422,5.75,5.68,3.63\n\"51839\",0.78,\"Ideal\",\"I\",\"VS2\",60.9,57,2422,5.97,5.92,3.62\n\"51840\",0.9,\"Fair\",\"I\",\"SI2\",67.7,61,2422,6.04,5.86,4.03\n\"51841\",0.71,\"Very Good\",\"H\",\"VS1\",62.6,58,2423,5.72,5.75,3.59\n\"51842\",0.74,\"Very Good\",\"G\",\"SI2\",63.8,56,2423,5.7,5.74,3.65\n\"51843\",0.71,\"Very Good\",\"E\",\"SI2\",62.2,58,2423,5.65,5.7,3.53\n\"51844\",0.74,\"Ideal\",\"G\",\"SI2\",62.7,56,2423,5.75,5.8,3.62\n\"51845\",0.71,\"Ideal\",\"G\",\"SI1\",61.4,55,2423,5.75,5.79,3.54\n\"51846\",0.7,\"Good\",\"F\",\"SI1\",63.8,60,2423,5.63,5.6,3.58\n\"51847\",0.7,\"Premium\",\"F\",\"SI1\",62.9,59,2423,5.67,5.62,3.55\n\"51848\",0.7,\"Premium\",\"F\",\"SI1\",62.2,59,2423,5.73,5.69,3.55\n\"51849\",0.7,\"Ideal\",\"F\",\"SI1\",61.8,55,2423,5.75,5.71,3.54\n\"51850\",0.7,\"Premium\",\"F\",\"SI1\",61.3,59,2423,5.74,5.68,3.5\n\"51851\",0.7,\"Premium\",\"F\",\"SI1\",61.9,59,2423,5.71,5.69,3.53\n\"51852\",0.7,\"Very Good\",\"F\",\"SI1\",63.2,57,2423,5.68,5.62,3.57\n\"51853\",0.7,\"Ideal\",\"D\",\"SI2\",60.3,56,2423,5.77,5.73,3.47\n\"51854\",0.7,\"Premium\",\"D\",\"SI2\",59.5,60,2423,5.78,5.73,3.43\n\"51855\",0.7,\"Premium\",\"F\",\"SI1\",61,59,2423,5.75,5.69,3.49\n\"51856\",0.54,\"Ideal\",\"G\",\"VVS2\",61.4,55,2424,5.28,5.31,3.25\n\"51857\",0.79,\"Very Good\",\"I\",\"SI1\",62.5,57,2425,5.89,5.91,3.69\n\"51858\",0.76,\"Good\",\"G\",\"SI1\",57.7,63,2425,5.97,6.05,3.47\n\"51859\",0.77,\"Ideal\",\"I\",\"SI2\",61.6,57,2425,5.87,5.92,3.63\n\"51860\",0.76,\"Premium\",\"F\",\"SI2\",62.3,55,2425,5.88,5.84,3.65\n\"51861\",0.76,\"Premium\",\"H\",\"SI1\",60,60,2425,5.8,5.76,3.76\n\"51862\",0.52,\"Very Good\",\"D\",\"VVS2\",59.8,55,2426,5.28,5.35,3.18\n\"51863\",0.73,\"Very Good\",\"I\",\"VS2\",62.8,59,2426,5.72,5.75,3.6\n\"51864\",0.74,\"Very Good\",\"H\",\"SI1\",62.4,58,2426,5.71,5.76,3.58\n\"51865\",0.52,\"Ideal\",\"D\",\"VVS2\",62,56,2426,5.14,5.18,3.2\n\"51866\",0.52,\"Ideal\",\"D\",\"VVS2\",60.4,57,2426,5.25,5.28,3.18\n\"51867\",0.73,\"Ideal\",\"I\",\"VS2\",61.9,56,2426,5.77,5.82,3.59\n\"51868\",0.78,\"Ideal\",\"J\",\"VS1\",61.4,57,2426,5.9,5.93,3.63\n\"51869\",0.56,\"Fair\",\"E\",\"VVS2\",57.3,60,2426,5.5,5.57,3.17\n\"51870\",0.71,\"Very Good\",\"F\",\"SI1\",62.8,59,2427,5.62,5.66,3.54\n\"51871\",0.71,\"Ideal\",\"F\",\"SI1\",61.4,55,2427,5.75,5.82,3.55\n\"51872\",0.52,\"Ideal\",\"F\",\"IF\",60.3,60,2427,5.24,5.27,3.17\n\"51873\",0.67,\"Good\",\"E\",\"VS1\",60.4,65,2427,5.67,5.65,3.42\n\"51874\",0.7,\"Good\",\"H\",\"VVS2\",63.7,54,2427,5.72,5.62,3.61\n\"51875\",0.71,\"Very Good\",\"H\",\"VS1\",62.8,59,2428,5.61,5.7,3.55\n\"51876\",0.71,\"Good\",\"I\",\"VVS2\",63.1,58,2428,5.64,5.71,3.58\n\"51877\",0.71,\"Premium\",\"I\",\"VVS2\",61.9,60,2428,5.69,5.75,3.54\n\"51878\",0.71,\"Good\",\"G\",\"SI1\",63.6,56,2428,5.65,5.67,3.6\n\"51879\",0.71,\"Very Good\",\"H\",\"VS2\",59.2,63,2428,5.81,5.85,3.45\n\"51880\",0.71,\"Good\",\"I\",\"VVS2\",63.6,57,2428,5.66,5.69,3.61\n\"51881\",0.7,\"Good\",\"H\",\"VS2\",62.2,61.6,2428,5.63,5.66,3.51\n\"51882\",0.7,\"Very Good\",\"H\",\"VS2\",62.8,58,2429,5.67,5.7,3.57\n\"51883\",0.61,\"Very Good\",\"D\",\"VS1\",62.4,59.1,2429,5.42,5.45,3.39\n\"51884\",0.8,\"Premium\",\"G\",\"SI2\",61.8,58,2429,5.92,5.98,3.68\n\"51885\",0.8,\"Ideal\",\"G\",\"SI2\",62.1,57,2429,5.95,6.03,3.72\n\"51886\",0.56,\"Ideal\",\"E\",\"VVS2\",61.5,57,2429,5.27,5.34,3.26\n\"51887\",0.7,\"Ideal\",\"H\",\"VS2\",62.4,58,2429,5.67,5.71,3.55\n\"51888\",0.72,\"Premium\",\"D\",\"SI2\",60.5,60,2429,5.82,5.72,3.49\n\"51889\",0.73,\"Very Good\",\"H\",\"VS2\",61.3,60,2430,5.72,5.79,3.53\n\"51890\",0.78,\"Good\",\"D\",\"SI2\",57.5,63,2430,6.13,6.05,3.5\n\"51891\",0.52,\"Ideal\",\"E\",\"VVS2\",61.8,56,2430,5.15,5.18,3.19\n\"51892\",0.72,\"Ideal\",\"I\",\"VS1\",61.7,54.5,2430,5.77,5.8,3.57\n\"51893\",0.72,\"Ideal\",\"I\",\"VS1\",62.1,55,2430,5.73,5.76,3.56\n\"51894\",0.6,\"Very Good\",\"D\",\"VS1\",61.4,59,2431,5.41,5.44,3.33\n\"51895\",0.73,\"Ideal\",\"E\",\"SI2\",61.3,54,2431,5.8,5.88,3.58\n\"51896\",0.73,\"Ideal\",\"E\",\"SI2\",62.8,55,2431,5.73,5.76,3.61\n\"51897\",0.78,\"Ideal\",\"F\",\"SI2\",59.7,57,2431,6.01,5.98,3.58\n\"51898\",0.71,\"Very Good\",\"H\",\"VS2\",62.6,56,2432,5.68,5.72,3.57\n\"51899\",0.71,\"Very Good\",\"I\",\"VS1\",62.2,59,2432,5.7,5.74,3.56\n\"51900\",0.71,\"Ideal\",\"I\",\"VS1\",61.5,60,2432,5.7,5.74,3.52\n\"51901\",0.7,\"Very Good\",\"G\",\"VS2\",61.3,57,2433,5.66,5.7,3.48\n\"51902\",0.66,\"Premium\",\"E\",\"VS1\",60.8,59,2433,5.58,5.6,3.4\n\"51903\",0.53,\"Ideal\",\"E\",\"VVS2\",61.8,55,2433,5.16,5.19,3.2\n\"51904\",0.73,\"Very Good\",\"G\",\"SI1\",60.8,56,2434,5.82,5.85,3.55\n\"51905\",0.61,\"Ideal\",\"E\",\"VS2\",61.4,56,2434,5.47,5.51,3.37\n\"51906\",0.73,\"Ideal\",\"E\",\"SI2\",61,57,2434,5.81,5.87,3.56\n\"51907\",0.73,\"Ideal\",\"E\",\"SI2\",60.4,56,2434,5.81,5.89,3.54\n\"51908\",0.7,\"Good\",\"E\",\"SI2\",63.7,55,2435,5.63,5.58,3.57\n\"51909\",0.72,\"Ideal\",\"D\",\"SI2\",62.3,57,2435,5.75,5.8,3.6\n\"51910\",0.7,\"Premium\",\"H\",\"VS1\",60.2,56,2435,5.78,5.71,3.46\n\"51911\",0.81,\"Ideal\",\"H\",\"SI1\",62.1,54,2435,6,6.02,3.73\n\"51912\",0.73,\"Good\",\"F\",\"SI1\",64.3,59,2435,5.67,5.62,3.63\n\"51913\",0.71,\"Good\",\"D\",\"SI2\",63.3,55,2436,5.65,5.72,3.6\n\"51914\",0.71,\"Very Good\",\"F\",\"SI1\",62.3,60,2436,5.65,5.68,3.53\n\"51915\",0.71,\"Very Good\",\"F\",\"SI1\",61.8,58,2436,5.72,5.81,3.56\n\"51916\",0.7,\"Ideal\",\"E\",\"SI2\",62.3,58,2436,5.66,5.7,3.54\n\"51917\",0.7,\"Ideal\",\"I\",\"SI1\",61.8,57,2436,5.67,5.72,3.52\n\"51918\",0.7,\"Very Good\",\"G\",\"VS2\",59,60,2437,5.76,5.83,3.42\n\"51919\",0.7,\"Very Good\",\"G\",\"VS1\",62.5,58,2437,5.63,5.69,3.54\n\"51920\",0.7,\"Very Good\",\"F\",\"VS2\",60.5,58,2437,5.78,5.83,3.51\n\"51921\",0.7,\"Very Good\",\"F\",\"VS2\",62.7,57,2437,5.61,5.65,3.53\n\"51922\",0.7,\"Ideal\",\"G\",\"VS1\",62.7,57,2437,5.66,5.7,3.56\n\"51923\",0.71,\"Very Good\",\"E\",\"VS2\",63.2,57,2437,5.66,5.63,3.56\n\"51924\",0.5,\"Good\",\"E\",\"VVS2\",61.6,62,2437,5.04,5.09,3.12\n\"51925\",0.7,\"Fair\",\"E\",\"VS2\",65.7,55,2437,5.45,5.51,3.6\n\"51926\",0.9,\"Fair\",\"J\",\"SI1\",64.6,61,2438,5.92,5.87,3.81\n\"51927\",0.61,\"Ideal\",\"H\",\"IF\",62,54.4,2438,5.44,5.47,3.38\n\"51928\",0.93,\"Good\",\"J\",\"SI1\",63.7,54,2438,6.15,6.09,3.9\n\"51929\",0.96,\"Fair\",\"G\",\"SI2\",72.2,56,2438,6.01,5.81,4.28\n\"51930\",0.81,\"Ideal\",\"I\",\"SI1\",62.5,57,2439,5.98,5.92,3.72\n\"51931\",0.72,\"Very Good\",\"F\",\"SI1\",62.6,55,2440,5.71,5.76,3.59\n\"51932\",0.78,\"Good\",\"H\",\"VS2\",63.7,60,2440,5.77,5.73,3.66\n\"51933\",0.74,\"Ideal\",\"I\",\"VS1\",62.1,56,2440,5.75,5.82,3.59\n\"51934\",0.63,\"Ideal\",\"D\",\"VS1\",61.6,55,2440,5.52,5.55,3.41\n\"51935\",0.72,\"Ideal\",\"F\",\"SI1\",62.5,57,2440,5.65,5.74,3.56\n\"51936\",0.72,\"Ideal\",\"F\",\"SI1\",61.8,57,2440,5.68,5.74,3.53\n\"51937\",0.72,\"Ideal\",\"F\",\"SI1\",62.1,55,2440,5.73,5.8,3.58\n\"51938\",0.55,\"Ideal\",\"G\",\"IF\",60,57,2440,5.33,5.39,3.22\n\"51939\",0.72,\"Very Good\",\"I\",\"VS1\",63.7,57,2441,5.66,5.7,3.62\n\"51940\",0.72,\"Very Good\",\"I\",\"VS1\",63.8,59,2441,5.63,5.71,3.62\n\"51941\",0.73,\"Very Good\",\"E\",\"SI1\",58.6,57,2441,5.91,6,3.49\n\"51942\",0.7,\"Good\",\"F\",\"VS1\",64,57,2441,5.62,5.54,3.57\n\"51943\",0.7,\"Good\",\"F\",\"VS1\",63.7,57,2441,5.55,5.62,3.56\n\"51944\",0.7,\"Premium\",\"F\",\"SI1\",61.6,58,2441,5.7,5.73,3.52\n\"51945\",0.56,\"Ideal\",\"E\",\"VVS2\",62.6,54,2441,5.28,5.32,3.32\n\"51946\",0.72,\"Premium\",\"G\",\"VS2\",62.4,57,2441,5.73,5.72,3.57\n\"51947\",0.71,\"Premium\",\"E\",\"SI1\",59.1,60,2441,5.87,5.84,3.46\n\"51948\",0.71,\"Premium\",\"E\",\"SI1\",60.4,62,2441,5.72,5.67,3.44\n\"51949\",0.52,\"Ideal\",\"H\",\"IF\",61.4,56,2441,5.19,5.23,3.2\n\"51950\",0.71,\"Very Good\",\"E\",\"SI1\",63.1,59,2441,5.75,5.62,3.59\n\"51951\",0.7,\"Premium\",\"E\",\"SI2\",60.6,58,2442,5.78,5.73,3.49\n\"51952\",0.56,\"Very Good\",\"E\",\"VVS2\",60.5,57,2442,5.32,5.36,3.23\n\"51953\",0.56,\"Very Good\",\"E\",\"VVS2\",60.7,57,2442,5.31,5.36,3.24\n\"51954\",0.63,\"Ideal\",\"G\",\"VVS2\",62.6,56,2442,5.45,5.48,3.42\n\"51955\",0.57,\"Ideal\",\"E\",\"VVS2\",62.1,54.6,2442,5.31,5.35,3.31\n\"51956\",0.85,\"Ideal\",\"J\",\"VS2\",61.7,55,2442,6.08,6.11,3.76\n\"51957\",0.6,\"Ideal\",\"E\",\"VS1\",61.6,55,2442,5.43,5.48,3.36\n\"51958\",0.79,\"Ideal\",\"I\",\"SI1\",61.6,57,2442,5.94,6,3.68\n\"51959\",0.56,\"Ideal\",\"G\",\"IF\",62,56,2442,5.3,5.32,3.29\n\"51960\",0.56,\"Ideal\",\"G\",\"IF\",61.4,57,2442,5.29,5.32,3.26\n\"51961\",0.3,\"Ideal\",\"G\",\"VS2\",62.6,58,545,4.25,4.28,2.67\n\"51962\",0.3,\"Ideal\",\"G\",\"VS2\",61.6,57,545,4.3,4.33,2.66\n\"51963\",0.3,\"Ideal\",\"H\",\"VS1\",61.4,57,545,4.31,4.32,2.65\n\"51964\",0.3,\"Ideal\",\"H\",\"VS1\",62.1,56,545,4.28,4.32,2.67\n\"51965\",0.3,\"Ideal\",\"H\",\"VS1\",61.9,58,545,4.3,4.32,2.67\n\"51966\",0.3,\"Ideal\",\"H\",\"VS1\",62.2,57,545,4.28,4.31,2.67\n\"51967\",0.3,\"Ideal\",\"H\",\"VS1\",62.4,55,545,4.32,4.34,2.7\n\"51968\",0.3,\"Ideal\",\"G\",\"SI1\",62,55,545,4.28,4.3,2.66\n\"51969\",0.26,\"Ideal\",\"H\",\"IF\",62.1,55,545,4.09,4.13,2.55\n\"51970\",0.26,\"Ideal\",\"H\",\"IF\",61.2,57,545,4.13,4.16,2.53\n\"51971\",0.29,\"Good\",\"F\",\"SI1\",57.4,61,545,4.39,4.42,2.53\n\"51972\",0.33,\"Premium\",\"E\",\"SI1\",59.6,60,545,4.51,4.48,2.68\n\"51973\",0.26,\"Premium\",\"D\",\"VS1\",60,56,546,4.18,4.15,2.5\n\"51974\",0.24,\"Very Good\",\"F\",\"VVS2\",60.9,55,547,4.07,4.08,2.48\n\"51975\",0.26,\"Very Good\",\"E\",\"VVS2\",64.3,57,547,3.99,4.03,2.58\n\"51976\",0.26,\"Very Good\",\"F\",\"VVS1\",59,61,547,4.17,4.2,2.47\n\"51977\",0.26,\"Very Good\",\"E\",\"VVS1\",62.9,61,547,4.01,4.06,2.54\n\"51978\",0.26,\"Very Good\",\"E\",\"IF\",58.7,63,547,4.19,4.23,2.47\n\"51979\",0.32,\"Ideal\",\"H\",\"SI1\",61.9,54,547,4.39,4.43,2.73\n\"51980\",0.31,\"Ideal\",\"E\",\"SI1\",61.5,55,547,4.39,4.42,2.71\n\"51981\",0.3,\"Ideal\",\"D\",\"SI1\",61,58,547,4.32,4.33,2.64\n\"51982\",0.29,\"Premium\",\"G\",\"VS1\",62.1,59,547,4.25,4.22,2.63\n\"51983\",0.38,\"Good\",\"H\",\"SI2\",63.4,57,547,4.58,4.63,2.92\n\"51984\",0.25,\"Very Good\",\"F\",\"VVS2\",61.9,57,548,4.07,4.11,2.53\n\"51985\",0.25,\"Very Good\",\"F\",\"VVS2\",63,57,548,3.98,4.08,2.54\n\"51986\",0.25,\"Very Good\",\"F\",\"VVS2\",59.3,59,548,4.15,4.18,2.47\n\"51987\",0.25,\"Very Good\",\"E\",\"VVS2\",62.2,57,548,4.02,4.12,2.53\n\"51988\",0.25,\"Very Good\",\"E\",\"VVS2\",62.2,58,548,4.03,4.11,2.53\n\"51989\",0.25,\"Very Good\",\"E\",\"VVS2\",61.7,57,548,4.08,4.12,2.53\n\"51990\",0.25,\"Very Good\",\"E\",\"VVS2\",63.2,59,548,3.98,4,2.52\n\"51991\",0.56,\"Ideal\",\"G\",\"IF\",61.8,56,2442,5.28,5.34,3.28\n\"51992\",0.59,\"Fair\",\"F\",\"VS2\",64.4,56,2443,5.31,5.28,3.41\n\"51993\",0.66,\"Very Good\",\"E\",\"VS2\",63.3,56.3,2443,5.47,5.55,3.48\n\"51994\",0.72,\"Ideal\",\"H\",\"VS2\",62,56,2443,5.8,5.74,3.58\n\"51995\",0.71,\"Ideal\",\"G\",\"VS2\",62.9,56,2443,5.73,5.68,3.59\n\"51996\",0.71,\"Premium\",\"G\",\"VS2\",60.3,59,2443,5.79,5.76,3.48\n\"51997\",0.7,\"Good\",\"I\",\"VS1\",61.1,61,2443,5.65,5.7,3.47\n\"51998\",0.71,\"Premium\",\"G\",\"VS2\",63,54,2443,5.69,5.64,3.57\n\"51999\",0.76,\"Premium\",\"F\",\"SI1\",62.5,59,2443,5.79,5.77,3.61\n\"52000\",0.83,\"Very Good\",\"J\",\"VS2\",60.5,55,2444,6.08,6.11,3.69\n\"52001\",0.81,\"Very Good\",\"I\",\"VS2\",62.6,59.7,2444,5.86,5.92,3.69\n\"52002\",0.72,\"Very Good\",\"H\",\"VS2\",62.5,58,2444,5.67,5.73,3.56\n\"52003\",0.78,\"Premium\",\"F\",\"SI2\",62.7,56,2444,5.87,5.84,3.67\n\"52004\",0.7,\"Premium\",\"E\",\"SI1\",62,60,2444,5.72,5.67,3.53\n\"52005\",0.7,\"Premium\",\"E\",\"SI1\",60,62,2444,5.79,5.75,3.46\n\"52006\",0.7,\"Premium\",\"E\",\"SI1\",61.2,60,2444,5.71,5.69,3.49\n\"52007\",0.81,\"Ideal\",\"I\",\"VS2\",62.4,54.8,2444,5.98,6.01,3.75\n\"52008\",0.6,\"Ideal\",\"D\",\"VS2\",62,55,2444,5.39,5.42,3.35\n\"52009\",0.83,\"Ideal\",\"I\",\"SI2\",61.2,59,2444,6.03,6.06,3.7\n\"52010\",0.59,\"Ideal\",\"G\",\"IF\",62,54,2444,5.38,5.43,3.35\n\"52011\",0.78,\"Good\",\"F\",\"SI2\",62.7,61,2444,5.8,5.84,3.65\n\"52012\",0.7,\"Good\",\"D\",\"SI1\",59.9,63,2444,5.74,5.81,3.46\n\"52013\",0.85,\"Premium\",\"G\",\"SI2\",62,58,2444,6.08,6.04,3.76\n\"52014\",0.6,\"Premium\",\"G\",\"VVS1\",60,58,2444,5.53,5.43,3.29\n\"52015\",0.7,\"Very Good\",\"F\",\"SI1\",63.1,60,2445,5.62,5.63,3.55\n\"52016\",0.73,\"Very Good\",\"F\",\"SI1\",62.5,56,2445,5.69,5.73,3.57\n\"52017\",0.7,\"Ideal\",\"F\",\"SI1\",60.8,60,2445,5.74,5.78,3.5\n\"52018\",0.7,\"Good\",\"F\",\"SI1\",61.1,61,2445,5.68,5.71,3.48\n\"52019\",0.71,\"Ideal\",\"F\",\"SI2\",65.3,53,2445,5.64,5.58,3.67\n\"52020\",0.73,\"Very Good\",\"H\",\"VS1\",58.7,61,2446,5.9,5.95,3.48\n\"52021\",0.72,\"Good\",\"F\",\"SI1\",60.4,61,2446,5.75,5.8,3.49\n\"52022\",0.73,\"Premium\",\"F\",\"VS2\",58.9,60,2446,5.9,5.81,3.45\n\"52023\",0.57,\"Ideal\",\"E\",\"VVS2\",62,57,2447,5.29,5.33,3.29\n\"52024\",0.57,\"Ideal\",\"E\",\"VVS2\",61.5,56,2447,5.31,5.35,3.28\n\"52025\",0.53,\"Ideal\",\"F\",\"IF\",62.4,55,2447,5.2,5.19,3.24\n\"52026\",0.74,\"Premium\",\"G\",\"SI1\",59.6,59,2447,5.94,5.87,3.52\n\"52027\",0.74,\"Premium\",\"E\",\"SI2\",59,55,2447,6.03,5.94,3.53\n\"52028\",0.76,\"Good\",\"G\",\"SI1\",57.7,63,2447,6.05,5.97,3.47\n\"52029\",0.8,\"Premium\",\"F\",\"SI2\",61.4,58,2447,5.95,5.93,3.65\n\"52030\",0.71,\"Very Good\",\"I\",\"VVS2\",61.5,58,2448,5.73,5.81,3.55\n\"52031\",0.71,\"Very Good\",\"G\",\"SI1\",61.7,59,2448,5.72,5.78,3.55\n\"52032\",0.72,\"Ideal\",\"G\",\"SI2\",60.8,57,2449,5.79,5.82,3.52\n\"52033\",0.71,\"Good\",\"I\",\"VVS2\",63.6,57,2450,5.69,5.66,3.61\n\"52034\",0.71,\"Very Good\",\"I\",\"VVS2\",63.1,58,2450,5.71,5.64,3.58\n\"52035\",0.71,\"Premium\",\"I\",\"VVS2\",61.9,60,2450,5.75,5.69,3.54\n\"52036\",0.71,\"Very Good\",\"E\",\"VS2\",63.4,60,2450,5.71,5.67,3.61\n\"52037\",0.71,\"Very Good\",\"E\",\"VS2\",63.4,61,2450,5.6,5.57,3.54\n\"52038\",0.71,\"Premium\",\"G\",\"SI1\",58.9,62,2450,5.92,5.83,3.46\n\"52039\",0.71,\"Ideal\",\"I\",\"VVS1\",61.2,57,2450,5.79,5.76,3.53\n\"52040\",0.71,\"Good\",\"D\",\"SI1\",56.8,62,2450,5.93,5.89,3.37\n\"52041\",0.71,\"Very Good\",\"H\",\"VS2\",59.2,63,2450,5.85,5.81,3.45\n\"52042\",0.71,\"Premium\",\"E\",\"SI2\",62.6,58,2450,5.7,5.67,3.56\n\"52043\",0.71,\"Ideal\",\"H\",\"VS2\",60.9,55,2450,5.76,5.74,3.5\n\"52044\",0.74,\"Very Good\",\"H\",\"VS2\",62.9,57,2451,5.73,5.78,3.62\n\"52045\",0.76,\"Premium\",\"E\",\"SI2\",62.4,58,2451,5.83,5.86,3.65\n\"52046\",0.55,\"Very Good\",\"G\",\"VVS1\",61.5,55.1,2451,5.26,5.28,3.24\n\"52047\",0.73,\"Ideal\",\"I\",\"VVS2\",60.1,56,2451,5.88,5.86,3.53\n\"52048\",0.8,\"Premium\",\"G\",\"SI2\",61.4,56,2451,5.99,5.96,3.67\n\"52049\",0.8,\"Very Good\",\"G\",\"SI2\",63.1,59,2451,5.85,5.78,3.67\n\"52050\",0.72,\"Ideal\",\"G\",\"SI2\",61.3,56,2451,5.76,5.81,3.55\n\"52051\",0.79,\"Good\",\"I\",\"VS2\",58.5,62,2451,5.99,6.04,3.52\n\"52052\",0.72,\"Good\",\"I\",\"VS1\",61.3,63,2451,5.67,5.75,3.5\n\"52053\",0.72,\"Ideal\",\"I\",\"VVS2\",61.2,59,2452,5.75,5.79,3.53\n\"52054\",0.74,\"Premium\",\"F\",\"SI1\",58.7,58,2452,5.93,5.86,3.46\n\"52055\",0.71,\"Ideal\",\"D\",\"SI2\",61.9,56,2452,5.78,5.73,3.56\n\"52056\",1.02,\"Premium\",\"F\",\"I1\",59.6,59,2452,6.51,6.45,3.87\n\"52057\",0.7,\"Very Good\",\"H\",\"VS1\",62.5,61,2453,5.62,5.67,3.53\n\"52058\",0.7,\"Very Good\",\"H\",\"VS1\",61.2,55,2453,5.68,5.72,3.49\n\"52059\",0.7,\"Very Good\",\"F\",\"SI1\",59.2,60,2453,5.77,5.79,3.42\n\"52060\",0.7,\"Very Good\",\"E\",\"SI2\",60.4,59,2453,5.7,5.75,3.46\n\"52061\",0.7,\"Ideal\",\"E\",\"SI2\",62.1,56,2453,5.65,5.68,3.52\n\"52062\",0.75,\"Good\",\"E\",\"SI2\",63.8,55,2453,5.74,5.8,3.68\n\"52063\",0.7,\"Good\",\"E\",\"SI2\",63.5,56,2453,5.6,5.68,3.58\n\"52064\",0.7,\"Very Good\",\"E\",\"SI2\",62.8,59,2453,5.64,5.69,3.56\n\"52065\",0.73,\"Ideal\",\"I\",\"VS2\",61.7,55,2453,5.79,5.82,3.58\n\"52066\",0.7,\"Ideal\",\"F\",\"SI1\",62.6,57,2453,5.59,5.62,3.51\n\"52067\",0.79,\"Ideal\",\"G\",\"SI2\",60.8,57,2453,5.99,5.96,3.63\n\"52068\",0.71,\"Very Good\",\"G\",\"VS2\",63.5,57,2454,5.61,5.64,3.57\n\"52069\",0.54,\"Ideal\",\"F\",\"VVS2\",62,55,2454,5.24,5.25,3.25\n\"52070\",0.5,\"Ideal\",\"D\",\"VS1\",60.6,57,2454,5.15,5.18,3.13\n\"52071\",0.96,\"Premium\",\"I\",\"SI2\",59.1,62,2454,6.48,6.38,3.79\n\"52072\",0.71,\"Very Good\",\"E\",\"SI1\",61.9,56,2455,5.68,5.72,3.53\n\"52073\",0.81,\"Ideal\",\"J\",\"VS2\",62.1,56,2455,5.94,5.97,3.7\n\"52074\",0.73,\"Ideal\",\"F\",\"SI2\",62.5,56,2455,5.73,5.75,3.59\n\"52075\",0.7,\"Very Good\",\"F\",\"VS2\",63.4,56,2455,5.69,5.63,3.59\n\"52076\",0.71,\"Very Good\",\"I\",\"VVS1\",63,58,2456,5.68,5.72,3.59\n\"52077\",0.71,\"Very Good\",\"I\",\"VVS1\",63.5,57,2456,5.65,5.68,3.6\n\"52078\",0.75,\"Ideal\",\"G\",\"SI1\",62.2,57,2456,5.8,5.84,3.62\n\"52079\",0.82,\"Premium\",\"G\",\"SI2\",62.3,58,2456,5.96,5.98,3.72\n\"52080\",0.53,\"Ideal\",\"E\",\"VVS2\",60.5,57,2456,5.24,5.28,3.18\n\"52081\",0.78,\"Ideal\",\"J\",\"VS2\",62.3,55,2456,5.88,5.91,3.67\n\"52082\",0.72,\"Ideal\",\"F\",\"SI2\",61.8,57,2456,5.75,5.78,3.56\n\"52083\",0.84,\"Ideal\",\"J\",\"VS1\",62,55,2456,6.07,6.06,3.76\n\"52084\",0.77,\"Good\",\"H\",\"SI1\",57.2,65,2457,6.08,6.02,3.46\n\"52085\",0.77,\"Premium\",\"H\",\"SI1\",60.9,60,2457,5.89,5.87,3.58\n\"52086\",0.77,\"Premium\",\"H\",\"SI1\",61.6,60,2457,5.91,5.87,3.59\n\"52087\",0.72,\"Ideal\",\"D\",\"SI2\",62.3,57,2457,5.8,5.75,3.6\n\"52088\",0.71,\"Premium\",\"F\",\"SI1\",62.3,57,2458,5.73,5.66,3.55\n\"52089\",0.71,\"Ideal\",\"E\",\"SI2\",61.9,56,2458,5.73,5.76,3.56\n\"52090\",0.72,\"Ideal\",\"H\",\"SI1\",62.2,58,2458,5.72,5.76,3.57\n\"52091\",0.71,\"Premium\",\"F\",\"SI1\",62.3,60,2458,5.68,5.65,3.53\n\"52092\",0.71,\"Very Good\",\"D\",\"SI2\",63.3,55,2458,5.72,5.65,3.6\n\"52093\",0.71,\"Fair\",\"F\",\"SI1\",59.8,70,2458,5.89,5.72,3.48\n\"52094\",0.75,\"Ideal\",\"F\",\"SI2\",62.4,56,2458,5.84,5.79,3.63\n\"52095\",0.74,\"Very Good\",\"I\",\"VS2\",60.9,56,2459,5.83,5.86,3.56\n\"52096\",0.7,\"Very Good\",\"E\",\"SI1\",62.6,56,2459,5.65,5.69,3.55\n\"52097\",0.81,\"Ideal\",\"G\",\"SI2\",61.7,57,2459,5.98,6.01,3.7\n\"52098\",0.7,\"Premium\",\"F\",\"VS2\",61.2,59,2459,5.73,5.68,3.49\n\"52099\",0.7,\"Premium\",\"G\",\"VS1\",58.3,58,2459,5.9,5.86,3.43\n\"52100\",0.74,\"Ideal\",\"I\",\"VS2\",61.5,57,2459,5.81,5.86,3.59\n\"52101\",0.55,\"Ideal\",\"D\",\"VS2\",60.2,56,2459,5.33,5.38,3.22\n\"52102\",0.69,\"Ideal\",\"F\",\"SI1\",61.3,55,2459,5.72,5.74,3.51\n\"52103\",0.7,\"Ideal\",\"E\",\"SI1\",62.3,57,2459,5.67,5.7,3.54\n\"52104\",0.7,\"Good\",\"E\",\"SI1\",61.7,59,2459,5.62,5.66,3.48\n\"52105\",0.8,\"Very Good\",\"F\",\"SI2\",61,60,2460,5.95,5.98,3.64\n\"52106\",0.47,\"Ideal\",\"D\",\"VVS1\",62.1,55,2460,4.98,5.01,3.1\n\"52107\",0.47,\"Ideal\",\"D\",\"VVS1\",62,54,2460,4.99,5.01,3.1\n\"52108\",0.7,\"Ideal\",\"G\",\"SI1\",60.5,57,2460,5.74,5.79,3.49\n\"52109\",0.61,\"Ideal\",\"H\",\"IF\",59.4,59,2461,5.55,5.59,3.31\n\"52110\",0.7,\"Good\",\"D\",\"SI2\",59.3,60,2461,5.74,5.8,3.42\n\"52111\",0.91,\"Premium\",\"F\",\"SI2\",60.5,59,2461,6.21,6.19,3.75\n\"52112\",0.91,\"Good\",\"F\",\"SI2\",56.9,62,2461,6.51,6.45,3.69\n\"52113\",0.71,\"Very Good\",\"G\",\"VS2\",63.1,56,2462,5.58,5.77,3.58\n\"52114\",0.75,\"Very Good\",\"G\",\"SI1\",62.3,59,2462,5.77,5.81,3.61\n\"52115\",0.72,\"Very Good\",\"H\",\"VS2\",61.4,57,2462,5.75,5.79,3.54\n\"52116\",0.56,\"Ideal\",\"F\",\"VVS2\",61.9,56,2462,5.29,5.32,3.28\n\"52117\",0.71,\"Ideal\",\"I\",\"VVS2\",60.6,57,2463,5.73,5.78,3.49\n\"52118\",0.74,\"Very Good\",\"H\",\"VS2\",59.9,57,2463,5.87,5.91,3.53\n\"52119\",0.75,\"Very Good\",\"F\",\"SI1\",60.6,60,2463,5.88,5.91,3.57\n\"52120\",0.56,\"Ideal\",\"E\",\"VVS2\",62.6,54,2463,5.32,5.28,3.32\n\"52121\",0.7,\"Premium\",\"F\",\"SI1\",61.6,58,2463,5.73,5.7,3.52\n\"52122\",0.7,\"Premium\",\"E\",\"SI2\",60.8,59,2463,5.75,5.7,3.48\n\"52123\",0.7,\"Very Good\",\"G\",\"VS2\",63.3,56,2464,5.59,5.66,3.56\n\"52124\",0.7,\"Very Good\",\"E\",\"SI2\",61.5,59,2464,5.7,5.74,3.52\n\"52125\",0.91,\"Premium\",\"E\",\"I1\",59.6,59,2464,6.29,6.32,3.76\n\"52126\",0.74,\"Ideal\",\"E\",\"SI2\",61.9,56,2464,5.8,5.83,3.6\n\"52127\",0.76,\"Ideal\",\"G\",\"SI2\",62.7,56,2466,5.81,5.86,3.66\n\"52128\",0.72,\"Ideal\",\"F\",\"SI2\",61.1,59,2466,5.74,5.79,3.52\n\"52129\",0.6,\"Ideal\",\"G\",\"VVS2\",61.3,56,2467,5.43,5.46,3.34\n\"52130\",0.75,\"Very 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Good\",\"H\",\"VS1\",63.3,59,2484,5.62,5.66,3.57\n\"52225\",0.75,\"Premium\",\"H\",\"VS2\",60.8,57,2484,5.9,5.87,3.58\n\"52226\",0.8,\"Premium\",\"G\",\"SI2\",62.1,55,2484,5.96,5.9,3.68\n\"52227\",0.8,\"Good\",\"G\",\"SI2\",63.7,58,2484,5.88,5.83,3.73\n\"52228\",0.7,\"Ideal\",\"H\",\"VS1\",61.9,55,2484,5.66,5.72,3.52\n\"52229\",0.8,\"Premium\",\"G\",\"SI2\",59.7,62,2484,6.02,5.98,3.58\n\"52230\",0.75,\"Premium\",\"D\",\"SI1\",61.3,59,2484,5.89,5.82,3.59\n\"52231\",0.6,\"Fair\",\"F\",\"VVS2\",60.1,66,2484,5.48,5.44,3.28\n\"52232\",0.72,\"Premium\",\"H\",\"VS2\",61.4,57,2484,5.79,5.75,3.54\n\"52233\",0.72,\"Premium\",\"D\",\"SI2\",60.3,58,2484,5.81,5.76,3.49\n\"52234\",0.73,\"Very Good\",\"F\",\"SI2\",58,61,2485,5.94,5.99,3.46\n\"52235\",0.6,\"Very Good\",\"G\",\"VVS1\",60,58,2485,5.53,5.43,3.29\n\"52236\",0.57,\"Very Good\",\"E\",\"VVS2\",60,61,2485,5.36,5.44,3.24\n\"52237\",0.8,\"Very 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Good\",\"G\",\"SI2\",62.9,56.9,2493,5.89,5.96,3.73\n\"52281\",0.72,\"Ideal\",\"I\",\"VVS1\",62.9,57,2493,5.68,5.77,3.6\n\"52282\",0.84,\"Ideal\",\"J\",\"SI1\",61.8,56,2493,6.04,6.07,3.74\n\"52283\",0.85,\"Fair\",\"I\",\"SI1\",65.8,65,2493,5.88,5.79,3.84\n\"52284\",0.59,\"Very Good\",\"E\",\"VVS2\",61.7,59,2494,5.37,5.36,3.31\n\"52285\",0.71,\"Good\",\"E\",\"SI1\",63.2,57,2494,5.67,5.72,3.6\n\"52286\",0.71,\"Good\",\"F\",\"VS2\",63.6,58,2494,5.67,5.62,3.59\n\"52287\",0.71,\"Very Good\",\"G\",\"VS1\",63.3,56,2494,5.67,5.64,3.58\n\"52288\",0.71,\"Ideal\",\"E\",\"SI1\",61.7,56,2494,5.74,5.77,3.55\n\"52289\",0.58,\"Good\",\"F\",\"VVS2\",62.2,61,2494,5.37,5.44,3.36\n\"52290\",0.71,\"Very Good\",\"I\",\"VVS2\",62.5,57,2495,5.68,5.74,3.57\n\"52291\",0.25,\"Very Good\",\"E\",\"VVS2\",62.2,61,548,3.98,4.03,2.49\n\"52292\",0.25,\"Very Good\",\"D\",\"VVS2\",62.1,57,548,4.02,4.07,2.51\n\"52293\",0.25,\"Very Good\",\"D\",\"VVS2\",62,61,548,3.99,4.04,2.49\n\"52294\",0.25,\"Very Good\",\"D\",\"VVS2\",61.1,59,548,4.03,4.05,2.47\n\"52295\",0.25,\"Very Good\",\"D\",\"VVS2\",62.8,56,548,4,4.03,2.52\n\"52296\",0.25,\"Very Good\",\"F\",\"VVS1\",64.2,58,548,3.96,4.01,2.56\n\"52297\",0.25,\"Very Good\",\"E\",\"VVS1\",57.7,62,548,4.16,4.19,2.41\n\"52298\",0.25,\"Very Good\",\"E\",\"VVS1\",62.6,57,548,3.98,4.01,2.5\n\"52299\",0.32,\"Very Good\",\"G\",\"VS2\",59.9,59,548,4.46,4.48,2.67\n\"52300\",0.25,\"Very Good\",\"F\",\"IF\",59.4,62,548,4.12,4.13,2.45\n\"52301\",0.32,\"Ideal\",\"I\",\"VVS2\",61.2,56,548,4.41,4.45,2.71\n\"52302\",0.23,\"Ideal\",\"E\",\"VS2\",61.7,55,548,3.98,4,2.46\n\"52303\",0.23,\"Ideal\",\"E\",\"VS2\",61.8,54,548,3.94,3.96,2.44\n\"52304\",0.23,\"Ideal\",\"F\",\"VS1\",61.4,55,548,3.96,3.99,2.44\n\"52305\",0.23,\"Ideal\",\"F\",\"VS1\",61.1,56,548,3.97,3.99,2.43\n\"52306\",0.25,\"Good\",\"D\",\"VVS2\",57.5,61,548,4.16,4.19,2.4\n\"52307\",0.32,\"Good\",\"G\",\"VS1\",60.8,62,548,4.4,4.45,2.69\n\"52308\",0.29,\"Premium\",\"E\",\"SI1\",58.4,60,548,4.34,4.32,2.53\n\"52309\",0.31,\"Ideal\",\"D\",\"SI1\",61.9,57,548,4.36,4.39,2.71\n\"52310\",0.31,\"Ideal\",\"D\",\"SI1\",62.3,56,548,4.32,4.35,2.7\n\"52311\",0.23,\"Very Good\",\"D\",\"VVS2\",58.9,60,549,4.03,3.95,2.35\n\"52312\",0.38,\"Very Good\",\"I\",\"VS2\",62.4,56,549,4.65,4.58,2.88\n\"52313\",0.3,\"Ideal\",\"F\",\"SI1\",61.4,55,550,4.31,4.34,2.65\n\"52314\",0.3,\"Ideal\",\"F\",\"SI1\",60.9,55,550,4.34,4.38,2.66\n\"52315\",0.23,\"Premium\",\"G\",\"VVS2\",58.1,59,550,4.09,4.03,2.36\n\"52316\",0.32,\"Premium\",\"D\",\"SI1\",62.2,60,550,4.34,4.37,2.71\n\"52317\",0.32,\"Good\",\"D\",\"SI1\",63.8,55,550,4.35,4.36,2.78\n\"52318\",0.33,\"Very Good\",\"F\",\"SI1\",59.9,61,550,4.44,4.47,2.67\n\"52319\",0.33,\"Premium\",\"F\",\"SI1\",60.9,59,550,4.42,4.45,2.7\n\"52320\",0.33,\"Very Good\",\"F\",\"SI1\",62.8,58,550,4.4,4.42,2.77\n\"52321\",0.5,\"Very Good\",\"E\",\"VVS1\",60.1,56,2495,5.16,5.19,3.11\n\"52322\",0.71,\"Very Good\",\"H\",\"VS2\",61.6,60,2495,5.7,5.73,3.52\n\"52323\",0.8,\"Ideal\",\"F\",\"SI2\",62,57,2495,5.96,5.98,3.7\n\"52324\",0.7,\"Premium\",\"G\",\"VS1\",59.3,62,2496,5.8,5.74,3.42\n\"52325\",0.7,\"Very Good\",\"E\",\"SI1\",61.9,60,2496,5.6,5.67,3.49\n\"52326\",0.7,\"Good\",\"E\",\"SI1\",63.2,57,2496,5.61,5.63,3.55\n\"52327\",0.73,\"Ideal\",\"I\",\"VVS2\",62.3,55,2496,5.76,5.77,3.59\n\"52328\",0.73,\"Premium\",\"I\",\"VVS2\",60.6,58,2496,5.78,5.84,3.52\n\"52329\",0.73,\"Premium\",\"H\",\"VS2\",61,58,2496,5.76,5.84,3.54\n\"52330\",0.75,\"Premium\",\"H\",\"VS2\",59.1,58,2496,5.93,6.02,3.53\n\"52331\",0.73,\"Premium\",\"I\",\"VVS2\",61.5,58,2496,5.73,5.78,3.54\n\"52332\",0.78,\"Ideal\",\"G\",\"SI1\",61,57,2496,5.94,5.99,3.64\n\"52333\",0.56,\"Premium\",\"E\",\"VVS2\",59.2,56,2496,5.49,5.39,3.22\n\"52334\",0.7,\"Premium\",\"E\",\"VS2\",61.1,58,2496,5.78,5.7,3.51\n\"52335\",0.7,\"Good\",\"G\",\"VS2\",63.8,55,2496,5.66,5.59,3.59\n\"52336\",0.74,\"Ideal\",\"H\",\"VS2\",62.5,54,2497,5.76,5.82,3.62\n\"52337\",0.72,\"Good\",\"H\",\"VS2\",61.8,61,2497,5.68,5.75,3.53\n\"52338\",0.75,\"Good\",\"E\",\"SI2\",59.7,62,2497,5.85,5.88,3.5\n\"52339\",0.7,\"Very Good\",\"G\",\"VS1\",63.1,57,2497,5.7,5.61,3.57\n\"52340\",0.7,\"Very Good\",\"H\",\"VS2\",62.9,57,2498,5.6,5.66,3.54\n\"52341\",0.71,\"Premium\",\"H\",\"VVS2\",61.9,59,2498,5.73,5.7,3.54\n\"52342\",0.73,\"Premium\",\"D\",\"SI1\",60.5,58,2498,5.85,5.82,3.53\n\"52343\",0.72,\"Ideal\",\"I\",\"VS1\",61.4,58,2498,5.73,5.77,3.53\n\"52344\",0.7,\"Good\",\"E\",\"SI1\",57.5,62,2498,5.81,5.85,3.35\n\"52345\",0.72,\"Fair\",\"E\",\"SI1\",56.9,61,2498,5.91,5.97,3.38\n\"52346\",0.79,\"Premium\",\"H\",\"SI1\",60.1,60,2498,6.04,5.98,3.61\n\"52347\",0.55,\"Very Good\",\"E\",\"VVS2\",60.6,56,2499,5.33,5.36,3.24\n\"52348\",0.55,\"Ideal\",\"E\",\"VVS2\",61.4,56,2499,5.28,5.31,3.25\n\"52349\",0.7,\"Ideal\",\"H\",\"SI1\",61.8,53,2499,5.71,5.74,3.54\n\"52350\",0.82,\"Premium\",\"H\",\"SI2\",59.5,62,2499,6.13,6.07,3.63\n\"52351\",0.75,\"Very Good\",\"F\",\"SI1\",62.1,57,2500,5.82,5.88,3.63\n\"52352\",0.7,\"Fair\",\"H\",\"VVS2\",65.8,58,2500,5.49,5.42,3.59\n\"52353\",0.51,\"Very Good\",\"E\",\"VVS1\",59.9,57,2501,5.22,5.24,3.14\n\"52354\",0.7,\"Very Good\",\"G\",\"VS2\",59.6,60,2501,5.71,5.8,3.43\n\"52355\",0.77,\"Very Good\",\"I\",\"VS1\",62.6,55,2501,5.85,5.9,3.68\n\"52356\",0.72,\"Ideal\",\"G\",\"SI2\",61.8,56,2501,5.72,5.76,3.55\n\"52357\",0.74,\"Ideal\",\"E\",\"SI2\",59.2,59,2501,5.92,5.97,3.52\n\"52358\",0.74,\"Ideal\",\"E\",\"SI2\",61.7,57,2501,5.78,5.82,3.58\n\"52359\",0.62,\"Ideal\",\"H\",\"IF\",60.5,58,2501,5.48,5.52,3.33\n\"52360\",0.75,\"Premium\",\"F\",\"SI2\",62.2,58,2501,5.87,5.8,3.57\n\"52361\",0.8,\"Very Good\",\"H\",\"SI2\",63.4,58,2502,5.87,5.84,3.71\n\"52362\",0.71,\"Very Good\",\"I\",\"SI1\",60,56,2502,5.86,5.83,3.51\n\"52363\",0.54,\"Ideal\",\"E\",\"VVS2\",61.1,56,2502,5.26,5.31,3.22\n\"52364\",0.54,\"Good\",\"E\",\"VVS2\",60.1,61,2502,5.3,5.38,3.21\n\"52365\",0.73,\"Very Good\",\"F\",\"VS2\",58.9,60,2503,5.9,5.81,3.45\n\"52366\",0.63,\"Ideal\",\"E\",\"VS1\",61.5,56,2503,5.5,5.53,3.39\n\"52367\",0.9,\"Good\",\"I\",\"SI2\",64,55,2503,6.11,6.05,3.89\n\"52368\",0.81,\"Very Good\",\"H\",\"SI2\",62.1,56,2504,5.95,5.99,3.71\n\"52369\",0.73,\"Premium\",\"F\",\"SI1\",61.9,60,2504,5.78,5.81,3.59\n\"52370\",0.73,\"Ideal\",\"D\",\"SI2\",62.4,56,2504,5.72,5.75,3.58\n\"52371\",0.7,\"Premium\",\"F\",\"SI1\",62.1,58,2504,5.64,5.7,3.52\n\"52372\",0.52,\"Ideal\",\"F\",\"IF\",60.3,57,2504,5.23,5.28,3.17\n\"52373\",0.74,\"Very Good\",\"G\",\"SI2\",60.3,57,2505,5.85,5.87,3.54\n\"52374\",0.72,\"Very Good\",\"H\",\"SI1\",60.3,55,2505,5.84,5.85,3.52\n\"52375\",0.54,\"Premium\",\"D\",\"VVS2\",62,59,2505,5.17,5.22,3.22\n\"52376\",0.71,\"Very Good\",\"F\",\"SI1\",59,61,2505,5.84,5.88,3.46\n\"52377\",0.71,\"Ideal\",\"D\",\"SI2\",61,56,2505,5.77,5.8,3.53\n\"52378\",0.44,\"Ideal\",\"G\",\"IF\",61.6,55,2506,4.9,4.93,3.03\n\"52379\",0.7,\"Very Good\",\"G\",\"VS2\",60.6,60,2507,5.67,5.78,3.47\n\"52380\",0.7,\"Very Good\",\"G\",\"VS2\",61.9,55,2507,5.63,5.71,3.51\n\"52381\",0.7,\"Very Good\",\"G\",\"VS2\",62.7,57,2507,5.65,5.7,3.56\n\"52382\",0.7,\"Very Good\",\"F\",\"VS2\",63,58,2507,5.59,5.62,3.53\n\"52383\",0.62,\"Ideal\",\"G\",\"VVS2\",62.6,57,2507,5.42,5.47,3.41\n\"52384\",0.57,\"Ideal\",\"E\",\"VVS2\",61,57,2507,5.37,5.36,3.27\n\"52385\",0.7,\"Ideal\",\"G\",\"VS2\",60.8,57,2507,5.67,5.74,3.47\n\"52386\",0.79,\"Ideal\",\"I\",\"SI1\",61.2,55,2507,5.95,5.98,3.65\n\"52387\",0.57,\"Premium\",\"E\",\"VVS2\",60,61,2507,5.44,5.36,3.24\n\"52388\",0.8,\"Premium\",\"I\",\"SI1\",60.9,60,2507,6.01,5.95,3.64\n\"52389\",0.57,\"Ideal\",\"F\",\"VVS1\",60.7,57,2507,5.39,5.36,3.26\n\"52390\",0.7,\"Very Good\",\"H\",\"VS2\",57.9,62,2508,5.8,5.9,3.39\n\"52391\",0.71,\"Very Good\",\"D\",\"SI1\",63.1,56,2508,5.66,5.62,3.56\n\"52392\",0.62,\"Ideal\",\"D\",\"VS1\",61.9,57,2508,5.47,5.55,3.41\n\"52393\",0.58,\"Ideal\",\"G\",\"IF\",60.9,57,2508,5.39,5.46,3.3\n\"52394\",0.82,\"Fair\",\"F\",\"SI2\",56.7,70,2508,6.28,6.16,3.53\n\"52395\",0.7,\"Very Good\",\"D\",\"SI1\",63.2,55,2509,5.62,5.65,3.56\n\"52396\",0.58,\"Ideal\",\"F\",\"VVS2\",62,56,2509,5.32,5.36,3.31\n\"52397\",0.58,\"Ideal\",\"F\",\"VVS2\",62.2,56,2509,5.32,5.35,3.32\n\"52398\",0.6,\"Ideal\",\"G\",\"VVS1\",61.5,56,2509,5.44,5.47,3.35\n\"52399\",0.56,\"Ideal\",\"G\",\"VVS2\",61,57,2510,5.32,5.36,3.26\n\"52400\",0.73,\"Premium\",\"E\",\"SI1\",61.8,59,2510,5.8,5.73,3.56\n\"52401\",0.56,\"Ideal\",\"F\",\"VVS1\",62.1,56,2510,5.29,5.3,3.29\n\"52402\",0.65,\"Premium\",\"G\",\"VVS1\",59.3,57,2510,5.59,5.47,3.28\n\"52403\",0.71,\"Very Good\",\"E\",\"SI1\",63.1,58,2511,5.65,5.69,3.58\n\"52404\",0.72,\"Ideal\",\"I\",\"VS2\",62.2,56,2511,5.69,5.75,3.56\n\"52405\",0.6,\"Good\",\"E\",\"VVS2\",64.2,55,2511,5.31,5.34,3.42\n\"52406\",0.71,\"Good\",\"E\",\"SI1\",60.8,62,2511,5.7,5.74,3.48\n\"52407\",0.71,\"Ideal\",\"E\",\"SI2\",59.5,57,2511,5.87,5.82,3.48\n\"52408\",0.71,\"Ideal\",\"G\",\"VS2\",62.5,57,2511,5.72,5.68,3.56\n\"52409\",0.71,\"Ideal\",\"G\",\"VS2\",61.7,57,2511,5.75,5.72,3.54\n\"52410\",0.71,\"Ideal\",\"E\",\"SI2\",65.5,55,2511,5.62,5.56,3.66\n\"52411\",0.52,\"Ideal\",\"E\",\"VS1\",61.4,57,2512,5.21,5.18,3.19\n\"52412\",0.7,\"Very Good\",\"G\",\"VS1\",60.8,56,2512,5.72,5.76,3.49\n\"52413\",0.7,\"Premium\",\"G\",\"VS1\",61,59,2512,5.68,5.77,3.49\n\"52414\",0.7,\"Ideal\",\"G\",\"VS1\",60.6,57,2512,5.7,5.75,3.47\n\"52415\",0.7,\"Premium\",\"G\",\"VS1\",61.4,59,2512,5.59,5.74,3.51\n\"52416\",0.7,\"Premium\",\"G\",\"VS1\",62.6,60,2512,5.58,5.66,3.52\n\"52417\",0.7,\"Good\",\"D\",\"SI1\",63.6,60,2512,5.59,5.51,3.51\n\"52418\",0.82,\"Premium\",\"G\",\"SI2\",60.7,61,2512,6.01,5.98,3.64\n\"52419\",0.74,\"Premium\",\"E\",\"SI2\",58.8,60,2512,5.93,5.91,3.48\n\"52420\",0.82,\"Good\",\"G\",\"SI2\",63.8,60,2512,5.89,5.84,3.74\n\"52421\",0.78,\"Very Good\",\"E\",\"SI2\",60,63,2512,5.99,5.95,3.58\n\"52422\",0.7,\"Premium\",\"D\",\"SI1\",61.2,58,2512,5.74,5.7,3.5\n\"52423\",1.3,\"Fair\",\"H\",\"I1\",64.4,57,2512,6.93,6.86,4.44\n\"52424\",0.77,\"Very Good\",\"I\",\"VS2\",63.2,58,2513,5.79,5.85,3.68\n\"52425\",0.77,\"Very Good\",\"H\",\"VS2\",63,57,2513,5.79,5.87,3.67\n\"52426\",0.7,\"Very Good\",\"G\",\"VS2\",58.2,59,2513,5.87,5.95,3.44\n\"52427\",0.73,\"Ideal\",\"I\",\"VVS2\",61.9,55,2513,5.8,5.84,3.6\n\"52428\",0.75,\"Very Good\",\"H\",\"VS1\",59.3,59,2513,5.87,6,3.52\n\"52429\",0.7,\"Very Good\",\"I\",\"VVS1\",61.2,58,2513,5.65,5.72,3.48\n\"52430\",0.7,\"Premium\",\"I\",\"VVS1\",61.2,59,2513,5.65,5.69,3.47\n\"52431\",0.7,\"Very Good\",\"E\",\"VS2\",61.7,60,2513,5.67,5.7,3.51\n\"52432\",0.7,\"Very Good\",\"H\",\"VS2\",63,55.4,2513,5.67,5.7,3.58\n\"52433\",0.7,\"Ideal\",\"I\",\"VVS1\",62.3,55,2513,5.64,5.7,3.53\n\"52434\",0.7,\"Very Good\",\"E\",\"VS2\",62.6,56,2513,5.65,5.69,3.55\n\"52435\",0.7,\"Very Good\",\"I\",\"VVS1\",62.9,58,2513,5.65,5.67,3.56\n\"52436\",0.7,\"Premium\",\"I\",\"VVS1\",59.1,60,2513,5.77,5.8,3.42\n\"52437\",0.7,\"Premium\",\"H\",\"VVS2\",62.1,58,2513,5.66,5.71,3.53\n\"52438\",0.63,\"Ideal\",\"E\",\"VS2\",60.8,57,2513,5.53,5.55,3.37\n\"52439\",0.63,\"Ideal\",\"E\",\"VS2\",61.5,56,2513,5.48,5.54,3.39\n\"52440\",0.71,\"Ideal\",\"G\",\"SI1\",62.1,54,2513,5.72,5.77,3.57\n\"52441\",0.71,\"Ideal\",\"G\",\"SI1\",62.1,54,2513,5.72,5.75,3.56\n\"52442\",0.7,\"Very Good\",\"E\",\"SI2\",62.6,57,2514,5.64,5.67,3.54\n\"52443\",0.72,\"Ideal\",\"D\",\"SI2\",61.1,58,2514,5.76,5.79,3.53\n\"52444\",0.72,\"Ideal\",\"F\",\"SI1\",62.4,57,2514,5.71,5.74,3.57\n\"52445\",0.53,\"Premium\",\"E\",\"VVS1\",60.8,59,2514,5.23,5.17,3.16\n\"52446\",0.53,\"Premium\",\"D\",\"VVS2\",62.7,60,2514,5.19,5.12,3.23\n\"52447\",0.71,\"Very Good\",\"G\",\"SI1\",61.6,61,2515,5.7,5.72,3.52\n\"52448\",0.78,\"Very Good\",\"F\",\"SI2\",63,57,2515,5.85,5.9,3.7\n\"52449\",0.59,\"Premium\",\"D\",\"VVS2\",62.6,58,2515,5.34,5.4,3.36\n\"52450\",0.71,\"Premium\",\"G\",\"VS2\",62.8,58,2515,5.74,5.69,3.59\n\"52451\",0.71,\"Ideal\",\"G\",\"VS2\",62.4,57,2515,5.69,5.66,3.54\n\"52452\",0.59,\"Ideal\",\"E\",\"VVS2\",61.8,56,2515,5.39,5.42,3.34\n\"52453\",0.59,\"Ideal\",\"E\",\"VVS2\",61,58,2515,5.39,5.43,3.3\n\"52454\",0.7,\"Ideal\",\"F\",\"SI1\",62.3,56,2515,5.68,5.72,3.55\n\"52455\",0.7,\"Ideal\",\"F\",\"SI1\",62.7,57,2515,5.66,5.7,3.56\n\"52456\",0.71,\"Very Good\",\"G\",\"VS2\",63.1,58,2515,5.69,5.6,3.56\n\"52457\",0.71,\"Premium\",\"G\",\"VS2\",60.4,61,2515,5.81,5.77,3.5\n\"52458\",0.81,\"Premium\",\"G\",\"SI2\",62.5,57,2515,5.95,5.89,3.7\n\"52459\",0.7,\"Ideal\",\"G\",\"VS2\",61.2,57,2515,5.77,5.7,3.51\n\"52460\",0.7,\"Fair\",\"F\",\"VS2\",66.4,53,2516,5.51,5.49,3.65\n\"52461\",0.71,\"Premium\",\"E\",\"SI1\",61.8,56,2516,5.77,5.72,3.55\n\"52462\",0.71,\"Ideal\",\"D\",\"SI2\",60.4,56,2516,5.79,5.83,3.51\n\"52463\",0.68,\"Good\",\"F\",\"VS1\",60,60.8,2516,5.67,5.71,3.41\n\"52464\",0.71,\"Very Good\",\"E\",\"SI1\",63.2,57,2516,5.72,5.67,3.6\n\"52465\",0.7,\"Ideal\",\"F\",\"SI1\",61.1,57,2516,5.75,5.71,3.5\n\"52466\",0.7,\"Very Good\",\"G\",\"SI1\",64.3,56,2517,5.56,5.58,3.58\n\"52467\",0.75,\"Very Good\",\"E\",\"SI1\",62.4,57,2517,5.79,5.85,3.63\n\"52468\",0.76,\"Very Good\",\"H\",\"VS2\",63.4,58,2517,5.78,5.74,3.65\n\"52469\",0.8,\"Ideal\",\"G\",\"SI2\",62,56,2517,5.98,5.92,3.69\n\"52470\",0.71,\"Good\",\"H\",\"VVS2\",63,59,2517,5.64,5.67,3.56\n\"52471\",0.96,\"Fair\",\"J\",\"SI1\",67.3,56,2517,6.06,6.01,4.06\n\"52472\",0.71,\"Ideal\",\"G\",\"SI1\",61.7,56,2518,5.74,5.77,3.55\n\"52473\",0.7,\"Premium\",\"E\",\"SI1\",61.9,60,2518,5.67,5.6,3.49\n\"52474\",0.7,\"Very Good\",\"E\",\"SI1\",63.2,57,2518,5.63,5.61,3.55\n\"52475\",0.76,\"Fair\",\"D\",\"SI2\",55.5,69,2518,6.16,6.07,3.39\n\"52476\",0.73,\"Premium\",\"D\",\"SI2\",62.4,58,2519,5.72,5.67,3.56\n\"52477\",0.71,\"Very 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Good\",\"J\",\"VVS1\",62.8,58,2532,5.78,5.84,3.65\n\"52545\",0.74,\"Premium\",\"H\",\"VS2\",62.1,56,2532,5.83,5.79,3.61\n\"52546\",0.76,\"Very Good\",\"F\",\"SI1\",62.7,57,2533,5.81,5.86,3.66\n\"52547\",0.65,\"Ideal\",\"E\",\"VS1\",61.4,59,2533,5.53,5.57,3.41\n\"52548\",0.6,\"Ideal\",\"G\",\"IF\",62.2,55,2533,5.36,5.44,3.36\n\"52549\",0.81,\"Premium\",\"H\",\"SI2\",62.2,56,2534,5.98,5.92,3.7\n\"52550\",0.57,\"Ideal\",\"E\",\"VVS2\",61.9,55,2534,5.34,5.36,3.31\n\"52551\",0.81,\"Good\",\"H\",\"SI1\",63,58,2534,5.79,5.87,3.67\n\"52552\",0.7,\"Premium\",\"G\",\"VS1\",61,59,2535,5.77,5.68,3.49\n\"52553\",0.58,\"Premium\",\"E\",\"VS2\",61.5,58,2535,5.41,5.38,3.32\n\"52554\",0.7,\"Ideal\",\"F\",\"VS2\",60.8,56,2535,5.77,5.71,3.49\n\"52555\",0.7,\"Ideal\",\"F\",\"VS2\",62,57,2535,5.71,5.67,3.53\n\"52556\",0.7,\"Very 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Good\",\"E\",\"SI1\",60.9,59,2537,5.67,5.76,3.48\n\"52577\",0.7,\"Very Good\",\"E\",\"SI1\",63,55,2537,5.61,5.66,3.55\n\"52578\",0.71,\"Ideal\",\"G\",\"VS2\",61.6,55,2537,5.74,5.78,3.55\n\"52579\",0.7,\"Ideal\",\"E\",\"SI1\",62.8,56,2537,5.69,5.72,3.58\n\"52580\",0.7,\"Ideal\",\"E\",\"SI1\",60.6,57,2537,5.71,5.77,3.48\n\"52581\",0.7,\"Ideal\",\"E\",\"SI1\",61.9,55,2537,5.74,5.77,3.56\n\"52582\",0.7,\"Very Good\",\"G\",\"VS2\",63.3,57,2538,5.62,5.66,3.57\n\"52583\",0.59,\"Premium\",\"D\",\"VVS2\",62.6,58,2538,5.4,5.34,3.36\n\"52584\",0.97,\"Fair\",\"J\",\"SI2\",60.8,67,2538,6.41,6.32,3.87\n\"52585\",0.7,\"Very Good\",\"G\",\"VS2\",59.3,60,2539,5.77,5.83,3.43\n\"52586\",0.79,\"Good\",\"D\",\"SI2\",63.9,56,2539,5.89,5.84,3.75\n\"52587\",0.72,\"Ideal\",\"I\",\"VS1\",60.7,57,2539,5.78,5.81,3.51\n\"52588\",0.79,\"Ideal\",\"I\",\"SI1\",60.5,58,2539,5.97,5.99,3.62\n\"52589\",0.73,\"Fair\",\"D\",\"SI1\",64.5,56,2539,5.7,5.65,3.66\n\"52590\",0.96,\"Fair\",\"G\",\"SI2\",66.8,61,2539,6.15,6.04,4.07\n\"52591\",0.7,\"Very Good\",\"H\",\"VS1\",62.3,57,2540,5.68,5.72,3.55\n\"52592\",0.72,\"Very Good\",\"F\",\"SI1\",62.3,57,2540,5.72,5.77,3.58\n\"52593\",1.03,\"Good\",\"I\",\"I1\",57.9,59,2540,6.67,6.62,3.85\n\"52594\",0.96,\"Fair\",\"I\",\"SI2\",66.3,58,2540,6.07,5.9,3.97\n\"52595\",0.7,\"Ideal\",\"H\",\"VVS1\",62,57,2541,5.66,5.7,3.52\n\"52596\",0.75,\"Good\",\"D\",\"SI2\",59.9,61,2541,5.9,5.96,3.55\n\"52597\",0.53,\"Very Good\",\"D\",\"VVS2\",60.5,57,2542,5.23,5.31,3.19\n\"52598\",0.53,\"Very Good\",\"E\",\"IF\",59.8,60,2542,5.28,5.35,3.18\n\"52599\",0.8,\"Good\",\"E\",\"SI2\",61.4,59,2542,5.94,6.01,3.67\n\"52600\",0.7,\"Ideal\",\"E\",\"SI1\",62.2,57,2542,5.72,5.67,3.54\n\"52601\",0.71,\"Very Good\",\"G\",\"VS2\",61.5,57,2543,5.69,5.73,3.51\n\"52602\",0.83,\"Very Good\",\"G\",\"SI2\",63.3,57,2543,5.97,5.91,3.76\n\"52603\",0.83,\"Premium\",\"G\",\"SI2\",61.9,56,2543,6.04,5.97,3.72\n\"52604\",0.71,\"Ideal\",\"G\",\"VS2\",62.5,56,2543,5.67,5.72,3.56\n\"52605\",0.84,\"Very Good\",\"J\",\"VS1\",61.9,58,2544,6.03,6.05,3.74\n\"52606\",0.61,\"Ideal\",\"G\",\"VVS1\",62.7,58,2544,5.39,5.43,3.39\n\"52607\",0.83,\"Premium\",\"E\",\"SI2\",62,61,2544,6.05,5.98,3.73\n\"52608\",0.82,\"Premium\",\"F\",\"SI2\",62.5,59,2544,6,5.94,3.73\n\"52609\",0.7,\"Very Good\",\"G\",\"SI1\",62.5,59,2545,5.69,5.73,3.57\n\"52610\",0.75,\"Very Good\",\"G\",\"SI1\",60.9,58,2545,5.84,5.88,3.57\n\"52611\",0.81,\"Very 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Good\",\"F\",\"SI1\",60.9,60,551,4.52,4.55,2.76\n\"52626\",0.33,\"Ideal\",\"H\",\"VS2\",60.7,55,551,4.48,4.51,2.73\n\"52627\",0.36,\"Ideal\",\"F\",\"SI1\",61.1,57,551,4.57,4.6,2.8\n\"52628\",0.35,\"Very Good\",\"H\",\"SI2\",63.2,61,551,4.49,4.47,2.83\n\"52629\",0.35,\"Premium\",\"H\",\"SI2\",62,58,551,4.5,4.47,2.78\n\"52630\",0.37,\"Premium\",\"G\",\"SI1\",62.1,60,551,4.54,4.61,2.84\n\"52631\",0.37,\"Very Good\",\"G\",\"SI1\",60,57,551,4.67,4.7,2.81\n\"52632\",0.32,\"Ideal\",\"G\",\"VS1\",61.3,55,551,4.43,4.45,2.72\n\"52633\",0.33,\"Very Good\",\"I\",\"VVS2\",61.6,57,552,4.43,4.45,2.73\n\"52634\",0.3,\"Very Good\",\"G\",\"VVS2\",61.6,56,552,4.27,4.3,2.64\n\"52635\",0.27,\"Very Good\",\"F\",\"VVS2\",61.3,62,552,4.15,4.2,2.56\n\"52636\",0.24,\"Very Good\",\"F\",\"VVS2\",62.2,58,552,3.97,4.01,2.48\n\"52637\",0.24,\"Very Good\",\"F\",\"VVS2\",62.3,58,552,3.95,3.98,2.47\n\"52638\",0.24,\"Very Good\",\"F\",\"VVS2\",62.8,58,552,3.95,3.98,2.49\n\"52639\",0.24,\"Very Good\",\"F\",\"VVS2\",62,58,552,3.95,3.98,2.46\n\"52640\",0.24,\"Very Good\",\"F\",\"VVS2\",60.5,59,552,3.98,4.05,2.43\n\"52641\",0.27,\"Very Good\",\"E\",\"VVS2\",62,60,552,4.15,4.17,2.58\n\"52642\",0.24,\"Very Good\",\"E\",\"VVS2\",62.9,59,552,3.97,4.01,2.51\n\"52643\",0.24,\"Very Good\",\"E\",\"VVS2\",60.8,58,552,3.99,4.03,2.44\n\"52644\",0.24,\"Very Good\",\"E\",\"VVS2\",63.1,56,552,3.92,3.97,2.49\n\"52645\",0.24,\"Very Good\",\"E\",\"VVS2\",60.3,58,552,4.03,4.06,2.44\n\"52646\",0.24,\"Very Good\",\"E\",\"VVS2\",60,57,552,4.07,4.1,2.45\n\"52647\",0.24,\"Very Good\",\"E\",\"VVS2\",62.4,58,552,3.96,3.99,2.48\n\"52648\",0.24,\"Very Good\",\"E\",\"VVS2\",60.9,58,552,4.03,4.05,2.46\n\"52649\",0.24,\"Very Good\",\"E\",\"VVS2\",61.6,59,552,3.98,4.01,2.46\n\"52650\",0.24,\"Very Good\",\"E\",\"VVS2\",58.5,59,552,4.04,4.09,2.38\n\"52651\",0.62,\"Ideal\",\"G\",\"VVS2\",61.8,57,2548,5.44,5.47,3.37\n\"52652\",0.72,\"Ideal\",\"H\",\"VS2\",62.3,52,2548,5.76,5.82,3.61\n\"52653\",0.7,\"Ideal\",\"H\",\"SI1\",60.5,57,2548,5.81,5.79,3.51\n\"52654\",0.72,\"Ideal\",\"G\",\"SI1\",61.4,54,2548,5.79,5.81,3.56\n\"52655\",0.73,\"Ideal\",\"G\",\"SI1\",60.1,57,2548,5.87,5.91,3.54\n\"52656\",0.72,\"Ideal\",\"G\",\"SI1\",61.9,54,2548,5.78,5.81,3.59\n\"52657\",0.71,\"Very Good\",\"G\",\"VS2\",63.3,56,2549,5.67,5.74,3.61\n\"52658\",0.73,\"Very Good\",\"F\",\"SI1\",60.4,57,2549,5.86,5.89,3.55\n\"52659\",0.71,\"Very Good\",\"I\",\"VVS1\",63,58,2549,5.6,5.67,3.55\n\"52660\",0.71,\"Premium\",\"H\",\"VS2\",62.1,58.5,2549,5.68,5.73,3.55\n\"52661\",0.71,\"Good\",\"I\",\"VVS1\",63.8,56,2549,5.65,5.7,3.62\n\"52662\",0.71,\"Good\",\"I\",\"VVS1\",63.4,57,2549,5.67,5.71,3.61\n\"52663\",0.71,\"Very Good\",\"I\",\"VVS1\",63,58,2549,5.66,5.68,3.57\n\"52664\",0.71,\"Premium\",\"I\",\"VVS1\",62,58,2549,5.65,5.7,3.52\n\"52665\",0.77,\"Good\",\"G\",\"SI2\",63.9,59,2550,5.84,5.78,3.71\n\"52666\",0.74,\"Very Good\",\"I\",\"VVS2\",61,59,2550,5.83,5.85,3.56\n\"52667\",0.72,\"Very Good\",\"H\",\"VS2\",60.8,59,2550,5.74,5.77,3.55\n\"52668\",0.78,\"Very Good\",\"F\",\"SI2\",62.2,59,2550,5.89,5.94,3.68\n\"52669\",0.72,\"Premium\",\"G\",\"VS2\",62.3,57,2550,5.74,5.69,3.56\n\"52670\",0.8,\"Ideal\",\"G\",\"VS2\",60.1,57,2550,6.05,6.02,3.63\n\"52671\",0.7,\"Premium\",\"D\",\"SI1\",62.6,58,2550,5.67,5.6,3.53\n\"52672\",0.52,\"Ideal\",\"D\",\"VS1\",61.3,56,2550,5.21,5.22,3.2\n\"52673\",0.71,\"Ideal\",\"E\",\"SI2\",62.7,56,2550,5.68,5.71,3.57\n\"52674\",0.7,\"Premium\",\"G\",\"VS2\",62.9,62,2550,5.63,5.57,3.52\n\"52675\",0.72,\"Premium\",\"G\",\"VS2\",61.4,57,2550,5.83,5.77,3.56\n\"52676\",0.88,\"Fair\",\"I\",\"VS2\",57.4,67,2550,6.49,6.36,3.69\n\"52677\",0.7,\"Fair\",\"D\",\"SI1\",66.2,57,2550,5.56,5.41,3.63\n\"52678\",0.76,\"Very Good\",\"I\",\"VS2\",63.3,57,2551,5.79,5.83,3.68\n\"52679\",0.75,\"Very Good\",\"D\",\"SI2\",63.3,58,2551,5.76,5.8,3.66\n\"52680\",0.59,\"Ideal\",\"F\",\"VVS2\",61.7,56,2551,5.38,5.41,3.33\n\"52681\",0.59,\"Ideal\",\"F\",\"VVS2\",62.1,57,2551,5.37,5.38,3.34\n\"52682\",0.76,\"Ideal\",\"I\",\"VS2\",61.8,58,2551,5.84,5.87,3.62\n\"52683\",0.71,\"Ideal\",\"D\",\"SI2\",62.7,55,2551,5.67,5.71,3.57\n\"52684\",0.7,\"Ideal\",\"D\",\"SI2\",60.4,56,2551,5.78,5.81,3.5\n\"52685\",0.7,\"Ideal\",\"F\",\"SI1\",60.6,56,2551,5.72,5.79,3.49\n\"52686\",0.59,\"Ideal\",\"G\",\"IF\",59.5,58,2551,5.49,5.57,3.29\n\"52687\",0.58,\"Ideal\",\"E\",\"VVS2\",62.1,56,2551,5.36,5.33,3.32\n\"52688\",0.7,\"Very Good\",\"F\",\"VS2\",62.8,58,2552,5.6,5.64,3.53\n\"52689\",0.7,\"Very Good\",\"F\",\"VS2\",63.9,59,2552,5.56,5.61,3.57\n\"52690\",0.71,\"Premium\",\"E\",\"SI1\",60.1,60,2552,5.78,5.73,3.45\n\"52691\",0.74,\"Premium\",\"G\",\"SI1\",61,60,2553,5.85,5.76,3.54\n\"52692\",0.69,\"Very Good\",\"G\",\"VVS2\",63.8,53.7,2553,5.6,5.72,3.61\n\"52693\",0.7,\"Very Good\",\"F\",\"SI1\",60,58,2553,5.75,5.79,3.46\n\"52694\",0.7,\"Very Good\",\"F\",\"SI1\",61.5,60,2553,5.65,5.7,3.49\n\"52695\",0.71,\"Very Good\",\"F\",\"SI1\",62.4,58,2553,5.64,5.68,3.53\n\"52696\",0.7,\"Ideal\",\"E\",\"VS2\",61.9,57,2553,5.69,5.74,3.54\n\"52697\",0.7,\"Very Good\",\"E\",\"VS2\",61.4,57,2553,5.7,5.73,3.51\n\"52698\",0.7,\"Very Good\",\"E\",\"VS2\",62.8,57,2553,5.66,5.68,3.56\n\"52699\",0.75,\"Premium\",\"H\",\"VS2\",62.8,56,2553,5.8,5.76,3.63\n\"52700\",0.8,\"Very Good\",\"H\",\"SI1\",63.2,54,2553,5.93,5.88,3.73\n\"52701\",0.59,\"Ideal\",\"E\",\"VVS2\",60.2,56,2553,5.46,5.51,3.3\n\"52702\",0.76,\"Ideal\",\"G\",\"SI2\",61.7,55,2553,5.87,5.9,3.63\n\"52703\",0.7,\"Ideal\",\"D\",\"SI2\",62.1,55,2553,5.68,5.73,3.54\n\"52704\",0.7,\"Fair\",\"G\",\"VS1\",57.1,62,2553,5.89,5.94,3.38\n\"52705\",0.74,\"Premium\",\"H\",\"VS2\",60.2,58,2553,5.92,5.88,3.55\n\"52706\",0.8,\"Premium\",\"H\",\"SI1\",62.5,55,2553,5.97,5.93,3.72\n\"52707\",0.74,\"Fair\",\"H\",\"VS2\",66.1,61,2553,5.6,5.57,3.69\n\"52708\",0.8,\"Premium\",\"H\",\"SI1\",62.5,59,2553,5.96,5.91,3.71\n\"52709\",0.8,\"Ideal\",\"H\",\"SI1\",62.4,57,2553,5.97,5.95,3.72\n\"52710\",0.74,\"Premium\",\"F\",\"SI1\",62.7,59,2553,5.78,5.73,3.61\n\"52711\",0.74,\"Premium\",\"G\",\"SI1\",60.5,58,2553,5.93,5.88,3.57\n\"52712\",0.74,\"Premium\",\"E\",\"SI2\",59.1,60,2553,5.98,5.94,3.52\n\"52713\",0.52,\"Premium\",\"D\",\"VVS1\",58.8,61,2553,5.31,5.27,3.11\n\"52714\",0.63,\"Premium\",\"D\",\"VS1\",59.2,61,2554,5.6,5.55,3.3\n\"52715\",0.59,\"Very Good\",\"F\",\"IF\",62.8,56,2554,5.31,5.36,3.35\n\"52716\",0.71,\"Premium\",\"E\",\"SI1\",60.8,55,2554,5.85,5.8,3.54\n\"52717\",0.56,\"Ideal\",\"F\",\"VVS2\",61.3,57,2554,5.31,5.35,3.26\n\"52718\",0.71,\"Premium\",\"E\",\"SI1\",63,58,2554,5.72,5.68,3.59\n\"52719\",0.57,\"Ideal\",\"F\",\"VVS1\",62.3,55,2555,5.31,5.32,3.31\n\"52720\",0.79,\"Premium\",\"F\",\"SI2\",62.2,57,2555,5.94,5.9,3.68\n\"52721\",0.74,\"Ideal\",\"F\",\"SI2\",60.6,57,2555,5.88,5.84,3.55\n\"52722\",0.61,\"Ideal\",\"E\",\"VS2\",61.8,56,2556,5.42,5.46,3.36\n\"52723\",0.73,\"Very Good\",\"H\",\"VS1\",61.4,58,2557,5.75,5.85,3.56\n\"52724\",0.76,\"Very Good\",\"H\",\"SI1\",61.4,57,2557,5.89,5.94,3.63\n\"52725\",0.82,\"Ideal\",\"I\",\"VS1\",61.4,57,2557,5.98,6.03,3.69\n\"52726\",0.74,\"Ideal\",\"I\",\"VS1\",60.8,57,2557,5.86,5.88,3.57\n\"52727\",0.71,\"Ideal\",\"I\",\"VS1\",62.2,54,2557,5.71,5.75,3.56\n\"52728\",0.73,\"Ideal\",\"D\",\"SI2\",61.9,57,2557,5.76,5.81,3.58\n\"52729\",0.7,\"Very Good\",\"H\",\"VVS2\",62.6,57,2558,5.63,5.65,3.53\n\"52730\",0.7,\"Very Good\",\"H\",\"VVS2\",62.5,55,2558,5.65,5.68,3.54\n\"52731\",0.74,\"Very Good\",\"D\",\"SI2\",61.4,57,2558,5.82,5.84,3.58\n\"52732\",0.88,\"Good\",\"I\",\"SI1\",60.2,64,2558,6.18,6.22,3.73\n\"52733\",0.55,\"Ideal\",\"F\",\"VVS2\",62.3,54,2558,5.27,5.29,3.29\n\"52734\",0.77,\"Ideal\",\"I\",\"VS2\",61.2,59,2558,5.91,5.95,3.63\n\"52735\",0.71,\"Very Good\",\"I\",\"VVS1\",63.3,57,2559,5.65,5.69,3.59\n\"52736\",0.7,\"Very Good\",\"F\",\"VS2\",61.7,57,2559,5.71,5.74,3.54\n\"52737\",0.71,\"Very Good\",\"H\",\"VS1\",62.7,57,2559,5.66,5.72,3.57\n\"52738\",0.71,\"Ideal\",\"I\",\"VVS2\",61.4,58,2559,5.7,5.76,3.52\n\"52739\",0.73,\"Ideal\",\"E\",\"SI2\",60.9,57,2559,5.8,5.83,3.54\n\"52740\",0.71,\"Good\",\"F\",\"VS1\",58,61,2559,5.83,5.85,3.39\n\"52741\",0.81,\"Ideal\",\"E\",\"SI2\",62,55,2559,6,5.96,3.71\n\"52742\",0.81,\"Premium\",\"E\",\"SI2\",59.9,61,2559,6.08,6.05,3.63\n\"52743\",0.51,\"Ideal\",\"E\",\"VVS2\",62.4,59,2559,5.07,5.12,3.18\n\"52744\",0.71,\"Ideal\",\"I\",\"VVS1\",62.6,57,2559,5.66,5.69,3.55\n\"52745\",0.71,\"Ideal\",\"I\",\"VVS1\",62.4,55,2559,5.69,5.76,3.57\n\"52746\",0.71,\"Ideal\",\"H\",\"VS2\",61.7,55,2559,5.73,5.77,3.55\n\"52747\",0.71,\"Ideal\",\"H\",\"VS1\",62.2,57,2559,5.66,5.73,3.54\n\"52748\",0.71,\"Ideal\",\"H\",\"VS1\",62.4,56,2559,5.66,5.71,3.55\n\"52749\",0.7,\"Good\",\"E\",\"VS2\",59.2,64,2559,5.8,5.75,3.42\n\"52750\",0.6,\"Premium\",\"F\",\"VVS2\",61.1,58,2560,5.41,5.45,3.32\n\"52751\",0.7,\"Ideal\",\"E\",\"SI2\",62.2,56,2560,5.67,5.64,3.52\n\"52752\",0.7,\"Fair\",\"D\",\"VS2\",65.2,59,2560,5.58,5.55,3.63\n\"52753\",0.74,\"Premium\",\"F\",\"VS2\",62.3,58,2560,5.77,5.72,3.58\n\"52754\",0.78,\"Ideal\",\"G\",\"SI2\",62.1,54,2561,5.92,5.94,3.68\n\"52755\",0.73,\"Ideal\",\"I\",\"VVS1\",61.7,57,2561,5.83,5.78,3.58\n\"52756\",0.72,\"Very Good\",\"I\",\"VVS1\",62.8,56,2562,5.69,5.75,3.59\n\"52757\",0.7,\"Very Good\",\"G\",\"VS2\",62.5,54,2562,5.63,5.69,3.54\n\"52758\",0.71,\"Very Good\",\"H\",\"VS1\",63.9,60,2562,5.54,5.6,3.56\n\"52759\",0.72,\"Very Good\",\"E\",\"SI1\",62,57,2562,5.73,5.76,3.56\n\"52760\",0.81,\"Very Good\",\"H\",\"SI1\",59.1,57,2562,6.09,6.16,3.62\n\"52761\",0.62,\"Ideal\",\"D\",\"VS1\",61,57,2562,5.51,5.54,3.37\n\"52762\",0.7,\"Premium\",\"D\",\"SI2\",59.3,59,2562,5.79,5.74,3.42\n\"52763\",0.75,\"Ideal\",\"I\",\"VS1\",59.9,57,2562,5.96,5.9,3.56\n\"52764\",0.7,\"Very Good\",\"D\",\"SI1\",58.3,62,2563,5.78,5.84,3.39\n\"52765\",0.77,\"Premium\",\"G\",\"SI1\",60.7,58,2563,5.95,5.98,3.62\n\"52766\",0.7,\"Very Good\",\"G\",\"VS2\",58.7,53,2563,5.83,5.86,3.43\n\"52767\",0.53,\"Ideal\",\"D\",\"VVS2\",62.2,56,2563,5.18,5.21,3.23\n\"52768\",0.77,\"Ideal\",\"E\",\"SI2\",62,54,2563,5.89,5.92,3.66\n\"52769\",0.72,\"Good\",\"F\",\"SI1\",64,61,2563,5.67,5.62,3.61\n\"52770\",0.73,\"Very Good\",\"E\",\"SI1\",60.2,60,2564,5.81,5.86,3.51\n\"52771\",0.73,\"Very Good\",\"G\",\"SI1\",58.8,61,2564,5.87,5.93,3.47\n\"52772\",0.8,\"Very Good\",\"F\",\"SI2\",59.7,56,2564,6.05,6.11,3.63\n\"52773\",0.8,\"Ideal\",\"F\",\"SI2\",61.8,56,2564,5.97,6,3.7\n\"52774\",0.75,\"Ideal\",\"I\",\"VS1\",61.9,54.1,2564,5.82,5.85,3.61\n\"52775\",0.71,\"Ideal\",\"D\",\"SI2\",61.5,56.2,2564,5.73,5.75,3.53\n\"52776\",0.91,\"Premium\",\"F\",\"SI2\",59.8,58,2564,6.29,6.26,3.75\n\"52777\",0.73,\"Very Good\",\"I\",\"VVS2\",62.3,58,2565,5.75,5.78,3.59\n\"52778\",0.7,\"Very Good\",\"I\",\"VVS1\",62.1,58,2565,5.62,5.65,3.5\n\"52779\",0.78,\"Very Good\",\"E\",\"SI1\",63.4,56,2565,5.84,5.9,3.72\n\"52780\",0.7,\"Very Good\",\"D\",\"SI1\",63.7,60,2565,5.57,5.61,3.56\n\"52781\",0.63,\"Ideal\",\"E\",\"VS1\",61.9,55,2565,5.46,5.5,3.4\n\"52782\",0.83,\"Ideal\",\"H\",\"SI2\",62.3,54,2565,6.04,6.07,3.77\n\"52783\",0.7,\"Very Good\",\"H\",\"VS2\",61.8,58,2567,5.64,5.68,3.5\n\"52784\",0.72,\"Very Good\",\"E\",\"SI1\",62.9,54,2567,5.72,5.76,3.61\n\"52785\",0.58,\"Ideal\",\"F\",\"VVS2\",62.2,56,2567,5.32,5.36,3.32\n\"52786\",0.7,\"Ideal\",\"G\",\"SI1\",61.9,58,2567,5.66,5.69,3.51\n\"52787\",0.72,\"Premium\",\"D\",\"SI1\",63,57,2567,5.74,5.69,3.6\n\"52788\",0.97,\"Very Good\",\"I\",\"SI2\",63.4,58,2567,6.34,6.2,3.98\n\"52789\",0.58,\"Very Good\",\"E\",\"VVS1\",59.4,63,2568,5.42,5.32,3.19\n\"52790\",0.72,\"Ideal\",\"F\",\"VS2\",61.9,54,2568,5.77,5.74,3.56\n\"52791\",0.6,\"Ideal\",\"H\",\"VVS1\",61,56,2568,5.44,5.47,3.33\n\"52792\",0.61,\"Very Good\",\"G\",\"VVS1\",61.1,56,2569,5.47,5.5,3.35\n\"52793\",0.71,\"Very Good\",\"H\",\"VS1\",62.1,55,2569,5.71,5.72,3.55\n\"52794\",0.7,\"Good\",\"E\",\"SI1\",63.8,57,2569,5.59,5.63,3.58\n\"52795\",0.7,\"Good\",\"E\",\"SI1\",63.3,60,2569,5.56,5.59,3.53\n\"52796\",0.7,\"Very Good\",\"E\",\"SI1\",59.1,62,2569,5.74,5.8,3.41\n\"52797\",0.7,\"Very Good\",\"E\",\"SI1\",61.7,62,2569,5.64,5.68,3.49\n\"52798\",0.7,\"Good\",\"E\",\"SI1\",63.5,58,2569,5.62,5.65,3.58\n\"52799\",0.55,\"Ideal\",\"F\",\"VVS1\",62.2,57,2569,5.25,5.27,3.27\n\"52800\",0.71,\"Very Good\",\"E\",\"SI1\",60.3,58,2570,5.8,5.85,3.51\n\"52801\",0.83,\"Ideal\",\"J\",\"VS2\",62.1,56,2570,5.98,6.03,3.73\n\"52802\",0.6,\"Ideal\",\"G\",\"IF\",62,55,2570,5.39,5.44,3.36\n\"52803\",0.7,\"Good\",\"D\",\"SI1\",61.6,62,2570,5.67,5.72,3.51\n\"52804\",0.94,\"Ideal\",\"F\",\"I1\",61.5,55,2571,6.34,6.37,3.91\n\"52805\",0.71,\"Premium\",\"F\",\"VS2\",61,59,2571,5.72,5.69,3.48\n\"52806\",1.3,\"Fair\",\"E\",\"I1\",66.5,58,2571,6.79,6.75,4.5\n\"52807\",0.71,\"Premium\",\"I\",\"VVS1\",62,58,2572,5.7,5.65,3.52\n\"52808\",0.71,\"Very 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Good\",\"F\",\"SI1\",62.3,58,2573,5.8,5.86,3.63\n\"52823\",0.7,\"Ideal\",\"F\",\"SI1\",61.4,57,2573,5.67,5.69,3.49\n\"52824\",0.7,\"Premium\",\"D\",\"SI2\",60.4,60,2573,5.74,5.79,3.48\n\"52825\",0.75,\"Premium\",\"F\",\"SI1\",61.7,58,2573,5.85,5.88,3.62\n\"52826\",0.7,\"Good\",\"F\",\"SI1\",58.7,64,2573,5.77,5.78,3.39\n\"52827\",0.7,\"Very Good\",\"F\",\"SI1\",59.4,59,2573,5.75,5.8,3.43\n\"52828\",0.7,\"Ideal\",\"F\",\"SI1\",62.1,56,2573,5.65,5.67,3.51\n\"52829\",0.7,\"Ideal\",\"G\",\"VS1\",61.4,55,2573,5.74,5.69,3.51\n\"52830\",0.84,\"Premium\",\"G\",\"SI2\",62.6,58,2573,6.01,5.98,3.75\n\"52831\",0.71,\"Good\",\"E\",\"SI1\",61.5,61,2573,5.64,5.67,3.48\n\"52832\",0.71,\"Good\",\"E\",\"SI1\",58.4,61,2573,5.85,5.93,3.44\n\"52833\",0.7,\"Ideal\",\"F\",\"VS2\",62.8,56,2573,5.7,5.67,3.57\n\"52834\",0.7,\"Premium\",\"F\",\"VS2\",62,56,2573,5.72,5.67,3.53\n\"52835\",0.84,\"Premium\",\"E\",\"SI2\",62.4,58,2574,5.99,5.97,3.74\n\"52836\",0.71,\"Very Good\",\"G\",\"VS2\",63.1,54,2574,5.64,5.7,3.58\n\"52837\",0.71,\"Very Good\",\"E\",\"SI1\",59.7,58,2574,5.76,5.8,3.45\n\"52838\",0.74,\"Very Good\",\"E\",\"SI2\",61,57,2574,5.83,5.88,3.57\n\"52839\",0.74,\"Premium\",\"G\",\"VS1\",59.5,58,2574,5.95,5.89,3.52\n\"52840\",0.7,\"Very Good\",\"E\",\"SI1\",62.7,55,2575,5.63,5.67,3.54\n\"52841\",0.52,\"Ideal\",\"F\",\"IF\",60.6,57,2575,5.21,5.22,3.16\n\"52842\",0.73,\"Ideal\",\"I\",\"VVS1\",61.9,55,2575,5.78,5.82,3.59\n\"52843\",0.7,\"Ideal\",\"D\",\"SI2\",61.3,57,2575,5.73,5.76,3.52\n\"52844\",0.7,\"Ideal\",\"D\",\"SI2\",60.6,56.6,2575,5.75,5.77,3.49\n\"52845\",0.7,\"Ideal\",\"D\",\"SI2\",62.1,56,2575,5.67,5.71,3.53\n\"52846\",0.7,\"Ideal\",\"E\",\"SI1\",62.3,56,2575,5.68,5.72,3.55\n\"52847\",0.7,\"Ideal\",\"E\",\"SI1\",60.2,57,2575,5.78,5.82,3.49\n\"52848\",0.61,\"Ideal\",\"G\",\"IF\",61.7,55,2575,5.44,5.49,3.37\n\"52849\",0.7,\"Fair\",\"G\",\"VS2\",66.5,57,2575,5.4,5.46,3.61\n\"52850\",0.7,\"Premium\",\"E\",\"SI1\",61,56,2576,5.75,5.69,3.49\n\"52851\",0.7,\"Ideal\",\"E\",\"SI1\",61.8,56,2576,5.72,5.68,3.52\n\"52852\",0.67,\"Ideal\",\"G\",\"VVS1\",62.4,55,2577,5.6,5.62,3.5\n\"52853\",0.7,\"Good\",\"G\",\"VS1\",63.5,61,2577,5.6,5.64,3.57\n\"52854\",0.83,\"Fair\",\"I\",\"VS2\",64.9,58,2577,5.9,5.84,3.81\n\"52855\",0.59,\"Premium\",\"E\",\"VS2\",62.5,56,2578,5.4,5.36,3.36\n\"52856\",0.59,\"Premium\",\"E\",\"VS2\",60.1,59,2578,5.46,5.42,3.27\n\"52857\",0.72,\"Very Good\",\"G\",\"VS2\",62,56,2578,5.75,5.77,3.57\n\"52858\",0.72,\"Very Good\",\"E\",\"SI1\",62.1,57,2578,5.69,5.75,3.55\n\"52859\",0.72,\"Ideal\",\"G\",\"VS2\",62.7,56,2578,5.72,5.76,3.6\n\"52860\",0.76,\"Ideal\",\"H\",\"SI1\",62,56,2578,5.89,5.85,3.64\n\"52861\",0.5,\"Fair\",\"E\",\"VS2\",79,73,2579,5.21,5.18,4.09\n\"52862\",0.5,\"Fair\",\"E\",\"VS2\",79,73,2579,5.21,5.18,4.09\n\"52863\",0.51,\"Very Good\",\"E\",\"VVS1\",62.2,60,2579,5.08,5.12,3.17\n\"52864\",0.76,\"Very Good\",\"G\",\"SI1\",63.7,58,2579,5.75,5.8,3.68\n\"52865\",0.73,\"Premium\",\"D\",\"SI1\",62.5,59,2579,5.75,5.68,3.57\n\"52866\",0.89,\"Fair\",\"G\",\"SI2\",58.9,66,2579,6.26,6.16,3.66\n\"52867\",0.76,\"Premium\",\"E\",\"SI2\",60.8,57,2580,5.89,5.85,3.57\n\"52868\",0.73,\"Ideal\",\"E\",\"SI2\",61.2,54,2581,5.88,5.86,3.59\n\"52869\",0.73,\"Ideal\",\"E\",\"SI1\",61.9,57,2581,5.74,5.79,3.57\n\"52870\",0.88,\"Good\",\"I\",\"SI1\",60.2,64,2581,6.22,6.18,3.73\n\"52871\",0.73,\"Ideal\",\"E\",\"SI2\",60.9,57,2581,5.83,5.8,3.54\n\"52872\",0.73,\"Premium\",\"G\",\"VS2\",60.3,57,2581,5.88,5.82,3.53\n\"52873\",0.55,\"Ideal\",\"F\",\"VVS2\",62.3,54,2581,5.29,5.27,3.29\n\"52874\",0.54,\"Ideal\",\"F\",\"VVS2\",60.7,56,2582,5.27,5.3,3.21\n\"52875\",0.71,\"Ideal\",\"I\",\"VS2\",61.6,57,2582,5.7,5.62,3.49\n\"52876\",0.53,\"Good\",\"E\",\"VVS2\",63.4,61,2582,5.11,5.18,3.26\n\"52877\",0.82,\"Very Good\",\"I\",\"VS1\",63.6,58.9,2583,5.88,5.93,3.76\n\"52878\",0.74,\"Very Good\",\"F\",\"SI1\",61.5,58,2583,5.82,5.85,3.59\n\"52879\",0.74,\"Very Good\",\"F\",\"SI1\",59.8,58,2583,5.89,5.94,3.54\n\"52880\",0.78,\"Ideal\",\"G\",\"SI1\",62.8,56,2583,5.88,5.84,3.68\n\"52881\",0.54,\"Ideal\",\"D\",\"VVS2\",61.6,54,2583,5.25,5.27,3.24\n\"52882\",0.73,\"Ideal\",\"H\",\"VS2\",62,54,2583,5.79,5.83,3.6\n\"52883\",0.73,\"Ideal\",\"G\",\"SI1\",62.1,54,2583,5.78,5.81,3.6\n\"52884\",0.73,\"Ideal\",\"G\",\"SI1\",62,54,2583,5.81,5.84,3.61\n\"52885\",0.74,\"Ideal\",\"F\",\"SI1\",62.2,54,2583,5.79,5.85,3.62\n\"52886\",0.7,\"Good\",\"D\",\"SI2\",58.2,63,2583,5.78,5.83,3.38\n\"52887\",0.72,\"Premium\",\"H\",\"VS2\",60.7,59,2583,5.84,5.8,3.53\n\"52888\",0.77,\"Very Good\",\"I\",\"VS2\",60.2,59,2584,5.89,5.97,3.57\n\"52889\",0.84,\"Very Good\",\"G\",\"SI2\",62.9,55,2584,5.99,6.12,3.8\n\"52890\",0.72,\"Premium\",\"F\",\"VS2\",62.7,59,2584,5.71,5.75,3.59\n\"52891\",0.55,\"Very Good\",\"D\",\"VVS2\",61.3,57,2585,5.26,5.28,3.23\n\"52892\",0.55,\"Very Good\",\"E\",\"VVS1\",61.2,57,2585,5.27,5.29,3.23\n\"52893\",0.73,\"Very Good\",\"G\",\"SI1\",60.6,59,2585,5.83,5.85,3.54\n\"52894\",0.7,\"Very Good\",\"H\",\"VVS2\",58.8,58,2585,5.88,5.78,3.43\n\"52895\",0.72,\"Ideal\",\"H\",\"VS1\",61.9,56,2585,5.73,5.78,3.56\n\"52896\",0.72,\"Very Good\",\"E\",\"VS2\",61.9,56,2585,5.75,5.79,3.57\n\"52897\",0.73,\"Ideal\",\"G\",\"SI2\",61.8,56,2585,5.76,5.83,3.58\n\"52898\",0.81,\"Premium\",\"H\",\"SI1\",59.1,57,2585,6.16,6.09,3.62\n\"52899\",0.71,\"Very Good\",\"I\",\"VVS2\",60.6,56,2586,5.82,5.77,3.51\n\"52900\",0.78,\"Very Good\",\"F\",\"SI2\",62.4,59,2586,5.86,5.91,3.67\n\"52901\",0.73,\"Ideal\",\"G\",\"VS2\",62.5,56,2586,5.78,5.74,3.6\n\"52902\",0.72,\"Ideal\",\"I\",\"VS1\",61.4,58,2586,5.73,5.76,3.53\n\"52903\",0.72,\"Ideal\",\"I\",\"VS1\",62.5,55,2586,5.74,5.78,3.6\n\"52904\",0.75,\"Ideal\",\"F\",\"SI2\",62.1,55,2586,5.83,5.87,3.63\n\"52905\",0.72,\"Ideal\",\"F\",\"SI1\",62.7,57,2586,5.69,5.73,3.58\n\"52906\",0.7,\"Premium\",\"G\",\"VS2\",58.7,53,2586,5.86,5.83,3.43\n\"52907\",0.77,\"Very Good\",\"G\",\"SI1\",63.2,57,2586,5.86,5.76,3.67\n\"52908\",0.64,\"Ideal\",\"G\",\"VVS2\",60.7,57,2587,5.58,5.63,3.4\n\"52909\",0.64,\"Ideal\",\"G\",\"VVS2\",61.8,56,2587,5.53,5.56,3.43\n\"52910\",0.64,\"Ideal\",\"G\",\"VVS2\",61.8,54,2587,5.53,5.56,3.42\n\"52911\",0.76,\"Ideal\",\"H\",\"SI1\",61.8,56,2587,5.88,5.84,3.62\n\"52912\",0.71,\"Ideal\",\"G\",\"VS2\",62.1,57,2587,5.71,5.63,3.52\n\"52913\",0.71,\"Very Good\",\"F\",\"VS2\",63.1,58,2588,5.65,5.7,3.58\n\"52914\",0.73,\"Ideal\",\"F\",\"SI2\",61.9,55,2588,5.78,5.82,3.59\n\"52915\",0.75,\"Premium\",\"H\",\"VS1\",58.9,62,2588,5.96,5.93,3.5\n\"52916\",0.7,\"Premium\",\"D\",\"SI1\",59.8,57,2589,5.79,5.74,3.45\n\"52917\",0.72,\"Good\",\"F\",\"VS2\",64.1,64,2589,5.66,5.6,3.61\n\"52918\",0.71,\"Very Good\",\"H\",\"VS1\",63.7,57,2590,5.63,5.67,3.6\n\"52919\",0.71,\"Very Good\",\"E\",\"SI1\",59.3,59,2590,5.83,5.87,3.47\n\"52920\",0.71,\"Very Good\",\"F\",\"SI1\",62.4,59,2590,5.64,5.7,3.54\n\"52921\",0.71,\"Premium\",\"E\",\"VS2\",62.4,60,2590,5.66,5.68,3.54\n\"52922\",0.71,\"Very Good\",\"E\",\"VS2\",62.9,55,2590,5.72,5.76,3.61\n\"52923\",0.58,\"Ideal\",\"D\",\"VS2\",60.8,57,2590,5.4,5.42,3.29\n\"52924\",0.58,\"Ideal\",\"D\",\"VS2\",61.5,56,2590,5.37,5.4,3.31\n\"52925\",0.71,\"Ideal\",\"H\",\"VS1\",60.9,58,2590,5.74,5.79,3.51\n\"52926\",0.71,\"Ideal\",\"E\",\"SI1\",60.3,57,2590,5.77,5.81,3.49\n\"52927\",0.72,\"Ideal\",\"E\",\"SI1\",62.9,54,2590,5.76,5.72,3.61\n\"52928\",0.57,\"Very Good\",\"F\",\"VVS1\",61.9,56,2591,5.31,5.34,3.29\n\"52929\",0.8,\"Very Good\",\"I\",\"VS2\",62,54.2,2591,5.94,5.99,3.7\n\"52930\",0.7,\"Very Good\",\"G\",\"VS1\",61,57,2591,5.69,5.72,3.48\n\"52931\",0.77,\"Very Good\",\"H\",\"SI1\",60.4,58,2591,5.9,5.93,3.57\n\"52932\",0.72,\"Ideal\",\"I\",\"VVS2\",61.3,56,2591,5.77,5.8,3.55\n\"52933\",0.7,\"Good\",\"F\",\"VS2\",60.1,56,2591,5.73,5.78,3.46\n\"52934\",0.7,\"Good\",\"F\",\"VS2\",62.9,61,2591,5.6,5.63,3.53\n\"52935\",0.7,\"Good\",\"F\",\"VS2\",62.6,61,2591,5.56,5.62,3.5\n\"52936\",0.7,\"Good\",\"G\",\"VS1\",60.6,61,2591,5.71,5.77,3.48\n\"52937\",0.7,\"Premium\",\"E\",\"SI1\",59.1,62,2592,5.8,5.74,3.41\n\"52938\",0.7,\"Very Good\",\"E\",\"SI1\",63.5,58,2592,5.65,5.62,3.58\n\"52939\",0.7,\"Very Good\",\"E\",\"SI1\",63.3,60,2592,5.59,5.56,3.53\n\"52940\",0.7,\"Premium\",\"E\",\"SI1\",62.5,61,2592,5.72,5.57,3.55\n\"52941\",0.7,\"Premium\",\"E\",\"SI1\",61.7,62,2592,5.68,5.64,3.49\n\"52942\",0.7,\"Very Good\",\"F\",\"VS2\",61.6,60,2593,5.63,5.71,3.49\n\"52943\",0.7,\"Very Good\",\"F\",\"VS2\",62.3,61,2593,5.55,5.62,3.48\n\"52944\",0.7,\"Very Good\",\"F\",\"VS2\",63.3,56,2593,5.62,5.66,3.57\n\"52945\",0.76,\"Very Good\",\"H\",\"SI1\",63,58,2593,5.78,5.8,3.65\n\"52946\",0.76,\"Very Good\",\"H\",\"SI1\",63.3,58,2593,5.79,5.81,3.67\n\"52947\",0.7,\"Very Good\",\"E\",\"VS2\",60.2,57,2593,5.77,5.82,3.49\n\"52948\",0.7,\"Very Good\",\"E\",\"VS2\",62.5,57,2593,5.64,5.68,3.54\n\"52949\",0.7,\"Ideal\",\"G\",\"VS2\",61.8,54,2593,5.71,5.74,3.54\n\"52950\",0.84,\"Ideal\",\"H\",\"SI2\",59.9,59,2593,6.13,6.2,3.69\n\"52951\",0.24,\"Very Good\",\"D\",\"VVS2\",60.6,59,552,4,4.02,2.43\n\"52952\",0.24,\"Very Good\",\"D\",\"VVS2\",62.9,58,552,3.96,3.99,2.5\n\"52953\",0.24,\"Very Good\",\"D\",\"VVS2\",62.4,58,552,3.94,4.01,2.48\n\"52954\",0.24,\"Very Good\",\"F\",\"VVS1\",59.2,59,552,4.04,4.07,2.4\n\"52955\",0.24,\"Very Good\",\"F\",\"VVS1\",59,58,552,4.07,4.1,2.41\n\"52956\",0.24,\"Very Good\",\"F\",\"VVS1\",59,59,552,4.05,4.08,2.4\n\"52957\",0.24,\"Very Good\",\"F\",\"VVS1\",58.7,59,552,4.04,4.1,2.39\n\"52958\",0.24,\"Very Good\",\"F\",\"VVS1\",61.8,59,552,3.93,4,2.45\n\"52959\",0.24,\"Very Good\",\"E\",\"VVS1\",62.2,59,552,3.99,4.02,2.49\n\"52960\",0.24,\"Very Good\",\"E\",\"VVS1\",59.7,58,552,4.07,4.1,2.44\n\"52961\",0.24,\"Very Good\",\"E\",\"VVS1\",63.7,57,552,3.92,3.93,2.5\n\"52962\",0.24,\"Very Good\",\"E\",\"VVS1\",62.5,59,552,3.96,4.01,2.49\n\"52963\",0.24,\"Very Good\",\"E\",\"VVS1\",62.7,59,552,3.97,4,2.5\n\"52964\",0.24,\"Very Good\",\"F\",\"IF\",60.4,58,552,4.02,4.06,2.44\n\"52965\",0.24,\"Very Good\",\"F\",\"IF\",60,57,552,4.07,4.1,2.45\n\"52966\",0.24,\"Ideal\",\"F\",\"VVS2\",60.7,56,552,3.98,4.03,2.43\n\"52967\",0.24,\"Ideal\",\"F\",\"VVS2\",61.1,57,552,4.03,4.06,2.47\n\"52968\",0.24,\"Ideal\",\"F\",\"VVS2\",62.6,57,552,3.93,3.96,2.47\n\"52969\",0.24,\"Ideal\",\"F\",\"VVS2\",61.8,56,552,3.97,4.02,2.47\n\"52970\",0.24,\"Ideal\",\"F\",\"VVS2\",61.6,54,552,4,4.09,2.49\n\"52971\",0.4,\"Ideal\",\"J\",\"SI1\",62.2,57,552,4.71,4.74,2.94\n\"52972\",0.37,\"Ideal\",\"H\",\"SI1\",61.1,55,552,4.64,4.69,2.85\n\"52973\",0.37,\"Ideal\",\"H\",\"SI1\",62.1,56,552,4.6,4.61,2.86\n\"52974\",0.37,\"Ideal\",\"H\",\"SI1\",60.9,57,552,4.63,4.67,2.83\n\"52975\",0.35,\"Ideal\",\"F\",\"SI1\",61.5,54,552,4.54,4.6,2.81\n\"52976\",0.24,\"Good\",\"F\",\"VVS1\",58.3,57,552,4.1,4.14,2.4\n\"52977\",0.3,\"Very Good\",\"D\",\"SI1\",63,58,552,4.24,4.27,2.68\n\"52978\",0.35,\"Very Good\",\"H\",\"VS2\",61.8,56,552,4.54,4.58,2.82\n\"52979\",0.3,\"Premium\",\"D\",\"SI1\",59.7,59,552,4.34,4.37,2.6\n\"52980\",0.3,\"Ideal\",\"D\",\"SI1\",61,56,552,4.3,4.33,2.63\n\"52981\",0.82,\"Premium\",\"E\",\"SI2\",62,59,2593,6.02,5.94,3.71\n\"52982\",0.71,\"Very Good\",\"H\",\"VVS2\",62.5,56,2594,5.65,5.68,3.54\n\"52983\",0.72,\"Very 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Good\",\"G\",\"VS2\",62.9,57,2598,5.69,5.72,3.59\n\"53015\",0.77,\"Ideal\",\"I\",\"VVS2\",62.1,55,2598,5.85,5.9,3.65\n\"53016\",0.52,\"Ideal\",\"F\",\"IF\",60.6,57,2598,5.22,5.21,3.16\n\"53017\",0.71,\"Good\",\"G\",\"VS2\",64,55,2599,5.65,5.67,3.62\n\"53018\",0.71,\"Good\",\"G\",\"VS2\",64.2,58,2599,5.59,5.62,3.6\n\"53019\",0.71,\"Very Good\",\"G\",\"VS2\",62.1,62,2599,5.65,5.71,3.53\n\"53020\",0.76,\"Very Good\",\"H\",\"VS2\",58.7,61,2599,5.96,5.99,3.51\n\"53021\",0.81,\"Good\",\"H\",\"SI1\",65,56,2599,5.85,5.88,3.81\n\"53022\",0.73,\"Premium\",\"F\",\"SI1\",61.2,60,2599,5.78,5.73,3.52\n\"53023\",0.74,\"Very Good\",\"I\",\"VVS2\",62.8,55,2600,5.75,5.78,3.62\n\"53024\",0.78,\"Very Good\",\"H\",\"SI1\",63.1,58,2600,5.85,5.88,3.7\n\"53025\",0.7,\"Fair\",\"E\",\"SI2\",65,54,2600,5.56,5.52,3.6\n\"53026\",0.76,\"Very Good\",\"I\",\"VS1\",63.1,58,2601,5.77,5.79,3.65\n\"53027\",0.61,\"Ideal\",\"G\",\"IF\",61.8,52,2601,5.46,5.55,3.4\n\"53028\",0.82,\"Very Good\",\"I\",\"SI1\",60.5,58,2602,6.01,6.08,3.66\n\"53029\",0.82,\"Very Good\",\"I\",\"SI1\",62.3,58,2602,5.94,6,3.72\n\"53030\",0.72,\"Ideal\",\"I\",\"VVS2\",61,57,2602,5.81,5.84,3.55\n\"53031\",0.72,\"Ideal\",\"I\",\"VVS2\",61.6,57,2602,5.73,5.76,3.54\n\"53032\",1.01,\"Premium\",\"J\",\"I1\",60.7,59,2602,6.42,6.39,3.89\n\"53033\",0.7,\"Premium\",\"H\",\"VVS1\",58.3,60,2603,5.83,5.8,3.39\n\"53034\",0.7,\"Very Good\",\"E\",\"SI1\",62.3,57,2604,5.63,5.7,3.53\n\"53035\",0.71,\"Very Good\",\"G\",\"SI1\",62.8,55,2604,5.68,5.73,3.58\n\"53036\",0.71,\"Very Good\",\"G\",\"SI1\",60.2,58,2604,5.71,5.75,3.45\n\"53037\",0.7,\"Very Good\",\"D\",\"SI1\",59.4,63,2604,5.76,5.78,3.43\n\"53038\",0.7,\"Very Good\",\"F\",\"VS1\",62.4,56,2604,5.62,5.7,3.53\n\"53039\",0.53,\"Ideal\",\"E\",\"VVS1\",62.1,55,2604,5.18,5.23,3.23\n\"53040\",0.74,\"Ideal\",\"G\",\"VS2\",61.3,55,2604,5.82,5.89,3.59\n\"53041\",0.71,\"Ideal\",\"G\",\"SI1\",62.5,57,2604,5.67,5.69,3.55\n\"53042\",0.81,\"Good\",\"D\",\"SI2\",63.8,55,2604,5.91,5.89,3.77\n\"53043\",0.73,\"Ideal\",\"H\",\"SI1\",61.5,55,2605,5.79,5.84,3.57\n\"53044\",0.71,\"Good\",\"E\",\"SI1\",63.8,54,2606,5.66,5.72,3.63\n\"53045\",0.71,\"Very Good\",\"E\",\"SI1\",61.1,57,2606,5.69,5.73,3.49\n\"53046\",0.71,\"Very Good\",\"E\",\"SI1\",61.7,61,2606,5.74,5.76,3.55\n\"53047\",0.71,\"Ideal\",\"I\",\"VVS1\",61.4,56,2606,5.73,5.76,3.53\n\"53048\",0.71,\"Ideal\",\"I\",\"VVS1\",62.3,56,2606,5.7,5.73,3.56\n\"53049\",0.8,\"Ideal\",\"I\",\"VS2\",61.6,58,2606,5.99,6.03,3.7\n\"53050\",0.7,\"Good\",\"E\",\"VS2\",60.1,62,2606,5.77,5.74,3.46\n\"53051\",0.72,\"Premium\",\"F\",\"VS2\",62.7,59,2607,5.75,5.71,3.59\n\"53052\",0.7,\"Ideal\",\"H\",\"VS2\",62.8,55,2607,5.67,5.63,3.55\n\"53053\",0.76,\"Ideal\",\"F\",\"SI1\",62.7,57,2607,5.82,5.85,3.66\n\"53054\",0.76,\"Premium\",\"F\",\"SI1\",60.3,58,2607,5.91,5.96,3.58\n\"53055\",0.76,\"Ideal\",\"F\",\"SI1\",60.1,57,2607,5.95,5.99,3.59\n\"53056\",0.72,\"Ideal\",\"F\",\"VS2\",61.1,56,2607,5.83,5.79,3.55\n\"53057\",0.72,\"Ideal\",\"F\",\"VS2\",62,57,2607,5.77,5.72,3.56\n\"53058\",0.72,\"Premium\",\"G\",\"VS1\",60.9,60,2607,5.78,5.75,3.51\n\"53059\",0.92,\"Premium\",\"F\",\"I1\",60.7,58,2607,6.29,6.26,3.81\n\"53060\",0.54,\"Premium\",\"E\",\"VS1\",62.7,60,2608,5.14,5.1,3.21\n\"53061\",0.72,\"Very Good\",\"E\",\"SI1\",63.1,60,2608,5.65,5.7,3.58\n\"53062\",0.75,\"Good\",\"D\",\"SI1\",64.1,54,2608,5.78,5.76,3.7\n\"53063\",0.72,\"Ideal\",\"E\",\"SI1\",62.1,57,2608,5.71,5.75,3.56\n\"53064\",0.72,\"Ideal\",\"H\",\"VS1\",61.9,56,2608,5.78,5.73,3.56\n\"53065\",0.72,\"Fair\",\"H\",\"VVS2\",56.5,68,2608,6.03,5.89,3.37\n\"53066\",0.72,\"Very Good\",\"E\",\"SI2\",63.4,58,2608,5.66,5.64,3.58\n\"53067\",0.7,\"Good\",\"H\",\"VVS2\",63.8,57,2608,5.61,5.51,3.55\n\"53068\",0.81,\"Good\",\"E\",\"I1\",64.1,59,2608,5.89,5.85,3.76\n\"53069\",0.55,\"Ideal\",\"E\",\"VVS1\",62.9,57,2609,5.25,5.21,3.29\n\"53070\",0.75,\"Ideal\",\"E\",\"SI2\",61.7,55,2609,5.9,5.86,3.63\n\"53071\",0.74,\"Ideal\",\"I\",\"VS1\",60.7,55,2609,5.84,5.88,3.56\n\"53072\",0.72,\"Very Good\",\"E\",\"SI1\",57.9,58,2610,5.92,5.96,3.44\n\"53073\",0.71,\"Ideal\",\"D\",\"SI2\",61.3,57,2610,5.71,5.78,3.52\n\"53074\",0.71,\"Ideal\",\"F\",\"SI1\",61.5,56,2610,5.69,5.76,3.52\n\"53075\",0.71,\"Ideal\",\"D\",\"SI2\",61.5,56,2610,5.74,5.78,3.54\n\"53076\",0.89,\"Premium\",\"H\",\"SI2\",62.2,59,2610,6.17,6.15,3.83\n\"53077\",0.59,\"Very Good\",\"G\",\"IF\",60.9,57,2611,5.38,5.42,3.29\n\"53078\",0.9,\"Ideal\",\"F\",\"I1\",61.8,57,2611,6.13,6.2,3.81\n\"53079\",0.59,\"Ideal\",\"F\",\"VVS2\",62,55,2611,5.36,5.38,3.33\n\"53080\",0.59,\"Ideal\",\"G\",\"IF\",62.5,57,2611,5.34,5.38,3.35\n\"53081\",0.7,\"Good\",\"H\",\"VVS2\",60.5,62,2611,5.66,5.74,3.45\n\"53082\",1.02,\"Ideal\",\"J\",\"SI2\",61.6,55,2611,6.49,6.43,3.98\n\"53083\",0.56,\"Very Good\",\"D\",\"VVS2\",61.6,59,2612,5.27,5.34,3.27\n\"53084\",0.72,\"Very 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Good\",\"E\",\"SI1\",63.2,57,2613,5.8,5.75,3.65\n\"53096\",0.75,\"Ideal\",\"I\",\"VS1\",63,57,2613,5.8,5.82,3.66\n\"53097\",0.71,\"Premium\",\"G\",\"SI1\",62.5,58,2613,5.66,5.61,3.52\n\"53098\",0.71,\"Ideal\",\"F\",\"SI2\",62.1,55.7,2614,5.7,5.75,3.56\n\"53099\",0.77,\"Premium\",\"E\",\"SI2\",61.7,61,2614,5.93,5.9,3.65\n\"53100\",0.71,\"Ideal\",\"I\",\"VS2\",61.8,55,2614,5.7,5.73,3.53\n\"53101\",0.7,\"Ideal\",\"E\",\"SI1\",62.4,55,2614,5.67,5.7,3.55\n\"53102\",0.7,\"Ideal\",\"E\",\"SI1\",62.7,57,2614,5.64,5.66,3.54\n\"53103\",0.7,\"Ideal\",\"E\",\"SI1\",60.6,57,2614,5.76,5.79,3.5\n\"53104\",0.83,\"Good\",\"G\",\"SI2\",63.7,56,2614,5.92,5.95,3.78\n\"53105\",0.57,\"Ideal\",\"E\",\"VVS2\",62.3,54,2615,5.3,5.35,3.32\n\"53106\",0.57,\"Ideal\",\"E\",\"VVS2\",61.9,54.3,2615,5.31,5.33,3.29\n\"53107\",0.57,\"Ideal\",\"E\",\"VVS2\",61.5,55.9,2615,5.31,5.35,3.28\n\"53108\",0.8,\"Very Good\",\"G\",\"SI2\",63,55,2616,5.92,5.95,3.74\n\"53109\",0.8,\"Premium\",\"I\",\"VS2\",62.9,61,2616,5.84,5.77,3.65\n\"53110\",0.7,\"Ideal\",\"E\",\"VS2\",62.2,55,2616,5.72,5.69,3.55\n\"53111\",0.81,\"Premium\",\"G\",\"SI2\",62.2,59,2616,5.96,5.9,3.69\n\"53112\",0.81,\"Very Good\",\"I\",\"VS2\",60.4,63,2616,5.97,5.95,3.6\n\"53113\",0.54,\"Ideal\",\"E\",\"VVS2\",62.2,54,2616,5.23,5.26,3.26\n\"53114\",0.7,\"Ideal\",\"I\",\"VS1\",61.9,56,2616,5.69,5.72,3.53\n\"53115\",0.78,\"Ideal\",\"H\",\"SI1\",61.1,57,2616,5.9,5.94,3.62\n\"53116\",0.7,\"Very Good\",\"E\",\"SI1\",63.2,57,2617,5.6,5.67,3.56\n\"53117\",0.7,\"Very Good\",\"E\",\"SI1\",62.5,59,2617,5.66,5.7,3.55\n\"53118\",0.75,\"Very Good\",\"G\",\"SI1\",62.3,55,2617,5.81,5.85,3.63\n\"53119\",0.81,\"Good\",\"I\",\"VS2\",63.8,58,2617,5.84,5.89,3.74\n\"53120\",0.58,\"Ideal\",\"D\",\"VVS2\",62.1,57,2617,5.32,5.4,3.32\n\"53121\",0.7,\"Ideal\",\"E\",\"SI1\",60.2,58,2617,5.75,5.78,3.47\n\"53122\",0.74,\"Premium\",\"E\",\"SI2\",62.6,58,2617,5.77,5.73,3.6\n\"53123\",0.74,\"Fair\",\"E\",\"SI2\",66.7,62,2617,5.49,5.43,3.64\n\"53124\",0.74,\"Very Good\",\"E\",\"SI2\",63.1,57,2617,5.8,5.76,3.65\n\"53125\",0.82,\"Ideal\",\"H\",\"SI1\",62.4,56,2617,6.05,6,3.76\n\"53126\",0.74,\"Ideal\",\"E\",\"SI2\",60.9,57,2617,5.89,5.83,3.57\n\"53127\",0.66,\"Very Good\",\"E\",\"VS1\",61,57.8,2618,5.64,5.69,3.45\n\"53128\",0.72,\"Very Good\",\"E\",\"SI1\",62.5,58,2618,5.68,5.72,3.56\n\"53129\",0.75,\"Very Good\",\"D\",\"SI2\",63.6,58,2618,5.71,5.76,3.65\n\"53130\",0.62,\"Premium\",\"E\",\"VVS2\",62,56,2618,5.48,5.42,3.38\n\"53131\",0.7,\"Ideal\",\"H\",\"VVS1\",61.7,54,2618,5.72,5.76,3.54\n\"53132\",0.53,\"Ideal\",\"F\",\"VVS1\",61.4,56,2618,5.21,5.25,3.21\n\"53133\",0.72,\"Ideal\",\"D\",\"SI2\",61.8,56,2618,5.75,5.78,3.56\n\"53134\",0.75,\"Ideal\",\"D\",\"SI2\",61.5,55,2618,5.85,5.89,3.61\n\"53135\",0.93,\"Very Good\",\"D\",\"I1\",63.4,60,2618,6.18,6.15,3.91\n\"53136\",0.71,\"Ideal\",\"E\",\"SI2\",61.2,57,2619,5.75,5.78,3.53\n\"53137\",0.7,\"Ideal\",\"I\",\"VVS1\",61.5,57,2620,5.72,5.75,3.52\n\"53138\",0.72,\"Good\",\"D\",\"SI2\",59.7,61,2620,5.78,5.84,3.47\n\"53139\",0.74,\"Premium\",\"G\",\"VS2\",60.2,60,2621,5.84,5.82,3.51\n\"53140\",0.56,\"Ideal\",\"E\",\"VVS2\",62.1,57,2622,5.26,5.3,3.28\n\"53141\",0.71,\"Ideal\",\"H\",\"VS2\",62.2,56,2622,5.68,5.74,3.55\n\"53142\",0.7,\"Ideal\",\"F\",\"VS2\",62.3,55,2622,5.71,5.65,3.54\n\"53143\",0.78,\"Ideal\",\"F\",\"SI2\",61.2,56,2622,5.93,5.97,3.64\n\"53144\",0.8,\"Ideal\",\"F\",\"SI2\",62.7,55,2622,5.94,5.9,3.71\n\"53145\",0.76,\"Premium\",\"H\",\"VS2\",58.7,61,2622,5.99,5.96,3.51\n\"53146\",0.75,\"Premium\",\"G\",\"SI1\",59.1,59,2622,5.98,5.9,3.51\n\"53147\",1.2,\"Fair\",\"F\",\"I1\",65.7,56,2622,6.65,6.58,4.35\n\"53148\",0.73,\"Very Good\",\"I\",\"VVS1\",61.9,57,2623,5.75,5.79,3.57\n\"53149\",0.8,\"Very 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Good\",\"I\",\"VVS1\",62.5,60,552,4.24,4.27,2.66\n\"53311\",0.72,\"Ideal\",\"I\",\"VS2\",61.8,55,2650,5.75,5.78,3.56\n\"53312\",0.72,\"Ideal\",\"I\",\"VS2\",61.2,57,2650,5.75,5.79,3.53\n\"53313\",0.72,\"Ideal\",\"I\",\"VS2\",61.7,56,2650,5.73,5.78,3.55\n\"53314\",0.72,\"Ideal\",\"I\",\"VS2\",61.8,56,2650,5.72,5.77,3.56\n\"53315\",0.71,\"Ideal\",\"G\",\"SI1\",62.1,56,2650,5.69,5.74,3.55\n\"53316\",0.72,\"Ideal\",\"F\",\"SI2\",61.9,54.1,2651,5.73,5.83,3.57\n\"53317\",0.72,\"Very Good\",\"E\",\"SI2\",60.1,55.8,2651,5.83,5.85,3.51\n\"53318\",0.71,\"Ideal\",\"E\",\"SI1\",62.9,57,2651,5.67,5.72,3.58\n\"53319\",0.71,\"Good\",\"E\",\"SI1\",59.2,61,2651,5.8,5.85,3.45\n\"53320\",0.76,\"Very Good\",\"G\",\"SI1\",62.6,56,2652,5.86,5.9,3.68\n\"53321\",0.8,\"Very Good\",\"F\",\"SI2\",61.5,56,2652,5.93,5.98,3.66\n\"53322\",0.71,\"Very Good\",\"D\",\"SI1\",63.2,56,2652,5.69,5.73,3.61\n\"53323\",0.6,\"Ideal\",\"F\",\"VVS2\",62.3,56,2652,5.37,5.41,3.36\n\"53324\",0.78,\"Ideal\",\"I\",\"VS2\",61.2,58,2652,5.88,5.92,3.61\n\"53325\",0.78,\"Ideal\",\"I\",\"VS2\",59.8,58,2652,5.98,6.02,3.59\n\"53326\",0.75,\"Ideal\",\"E\",\"SI1\",61.5,56,2652,5.88,5.84,3.6\n\"53327\",0.72,\"Ideal\",\"I\",\"VVS1\",61.3,57,2654,5.75,5.77,3.53\n\"53328\",0.73,\"Ideal\",\"G\",\"SI1\",62.1,56,2654,5.74,5.79,3.58\n\"53329\",0.74,\"Ideal\",\"G\",\"SI1\",61.9,56,2654,5.8,5.83,3.6\n\"53330\",0.71,\"Ideal\",\"E\",\"SI1\",61.5,57,2654,5.7,5.75,3.52\n\"53331\",0.71,\"Ideal\",\"E\",\"VS2\",61.8,57,2654,5.73,5.7,3.53\n\"53332\",0.79,\"Very Good\",\"F\",\"SI2\",62.6,57,2655,5.84,5.86,3.66\n\"53333\",0.72,\"Very Good\",\"E\",\"SI2\",59.7,59,2655,5.77,5.82,3.46\n\"53334\",0.81,\"Very Good\",\"I\",\"VS1\",63.2,59,2655,5.9,5.84,3.71\n\"53335\",0.74,\"Ideal\",\"F\",\"SI2\",62,56,2655,5.78,5.82,3.6\n\"53336\",0.62,\"Ideal\",\"G\",\"IF\",62.2,54,2655,5.46,5.51,3.41\n\"53337\",0.74,\"Ideal\",\"D\",\"SI1\",62.2,57,2655,5.81,5.77,3.6\n\"53338\",0.74,\"Premium\",\"D\",\"SI1\",60.6,60,2655,5.88,5.84,3.55\n\"53339\",1.2,\"Fair\",\"G\",\"I1\",64.4,55,2655,6.77,6.61,4.31\n\"53340\",0.55,\"Very Good\",\"E\",\"VVS2\",59.9,58,2656,5.29,5.33,3.18\n\"53341\",0.7,\"Very Good\",\"D\",\"SI1\",60.3,60,2656,5.74,5.77,3.47\n\"53342\",0.84,\"Very Good\",\"F\",\"SI2\",62.8,57,2656,5.99,6.04,3.78\n\"53343\",0.73,\"Ideal\",\"H\",\"SI1\",62,55,2656,5.76,5.85,3.6\n\"53344\",0.7,\"Ideal\",\"E\",\"SI1\",62.6,57,2656,5.64,5.67,3.54\n\"53345\",0.7,\"Ideal\",\"E\",\"SI1\",62.6,55,2656,5.62,5.66,3.53\n\"53346\",0.7,\"Ideal\",\"E\",\"SI1\",61.4,57,2656,5.71,5.75,3.52\n\"53347\",0.57,\"Ideal\",\"F\",\"IF\",61.3,56,2656,5.32,5.36,3.28\n\"53348\",0.79,\"Premium\",\"F\",\"SI1\",62.8,55,2656,5.94,5.88,3.71\n\"53349\",0.7,\"Fair\",\"G\",\"VS2\",64.4,56,2657,5.64,5.57,3.61\n\"53350\",0.7,\"Premium\",\"F\",\"SI1\",58.6,59,2657,5.83,5.78,3.4\n\"53351\",0.7,\"Good\",\"H\",\"VVS2\",63.8,57,2657,5.61,5.51,3.55\n\"53352\",0.7,\"Premium\",\"E\",\"VS2\",62,60,2657,5.7,5.59,3.5\n\"53353\",1,\"Good\",\"D\",\"I1\",57.8,62,2657,6.51,6.47,3.75\n\"53354\",1,\"Ideal\",\"J\",\"SI2\",61.2,56,2657,6.49,6.38,3.94\n\"53355\",0.8,\"Ideal\",\"G\",\"SI2\",63,56,2657,5.85,5.9,3.7\n\"53356\",0.8,\"Ideal\",\"G\",\"SI2\",62.2,57,2657,5.93,5.96,3.7\n\"53357\",0.7,\"Good\",\"E\",\"VS1\",65.5,57,2657,5.46,5.54,3.6\n\"53358\",0.7,\"Premium\",\"G\",\"VS2\",58.1,55,2657,5.83,5.8,3.38\n\"53359\",0.7,\"Very Good\",\"G\",\"VS2\",63.3,56,2657,5.63,5.59,3.55\n\"53360\",0.7,\"Premium\",\"G\",\"VS2\",59.4,59,2657,5.79,5.76,3.43\n\"53361\",0.7,\"Premium\",\"G\",\"VS2\",60.9,60,2657,5.72,5.68,3.47\n\"53362\",0.7,\"Ideal\",\"F\",\"VS2\",61.6,57,2657,5.76,5.71,3.53\n\"53363\",0.7,\"Premium\",\"F\",\"VS2\",60.2,59,2657,5.78,5.74,3.47\n\"53364\",0.7,\"Premium\",\"G\",\"VS2\",62.2,61,2657,5.59,5.54,3.46\n\"53365\",0.77,\"Premium\",\"G\",\"SI1\",62.7,57,2657,5.85,5.79,3.65\n\"53366\",0.7,\"Very Good\",\"G\",\"VS2\",63.1,55,2657,5.64,5.61,3.55\n\"53367\",0.77,\"Premium\",\"G\",\"SI1\",61.6,59,2657,5.9,5.85,3.62\n\"53368\",0.7,\"Premium\",\"E\",\"SI1\",58.6,60,2657,5.78,5.75,3.38\n\"53369\",0.53,\"Ideal\",\"F\",\"IF\",61.3,57,2658,5.19,5.21,3.19\n\"53370\",0.61,\"Ideal\",\"D\",\"VS1\",61.9,56,2658,5.43,5.45,3.37\n\"53371\",0.67,\"Premium\",\"G\",\"VVS2\",60.1,60,2658,5.66,5.58,3.38\n\"53372\",0.61,\"Ideal\",\"G\",\"IF\",62.3,56,2659,5.42,5.46,3.39\n\"53373\",0.71,\"Premium\",\"D\",\"VS2\",62.7,58,2659,5.53,5.67,3.54\n\"53374\",0.75,\"Ideal\",\"I\",\"VS1\",61.1,59,2659,5.85,5.87,3.58\n\"53375\",0.73,\"Ideal\",\"G\",\"SI1\",60.7,56,2659,5.89,5.81,3.55\n\"53376\",0.85,\"Ideal\",\"H\",\"SI2\",61.8,54,2659,6.1,6.07,3.76\n\"53377\",0.61,\"Ideal\",\"F\",\"VVS2\",61.5,56,2660,5.44,5.49,3.36\n\"53378\",0.71,\"Ideal\",\"I\",\"SI1\",61.9,56,2660,5.71,5.74,3.54\n\"53379\",0.71,\"Ideal\",\"I\",\"SI1\",61.3,56,2660,5.72,5.75,3.52\n\"53380\",0.73,\"Ideal\",\"E\",\"SI1\",60.1,56,2661,5.91,5.87,3.54\n\"53381\",0.87,\"Premium\",\"F\",\"SI2\",61.5,57,2661,6.13,6.1,3.76\n\"53382\",0.7,\"Very Good\",\"F\",\"SI1\",60.6,60,2662,5.71,5.75,3.47\n\"53383\",0.71,\"Very Good\",\"F\",\"VS2\",62.2,56,2662,5.7,5.72,3.55\n\"53384\",0.7,\"Ideal\",\"F\",\"SI1\",61.7,54,2662,5.72,5.75,3.54\n\"53385\",0.7,\"Ideal\",\"F\",\"SI1\",62.6,55,2662,5.67,5.68,3.55\n\"53386\",0.7,\"Ideal\",\"F\",\"SI1\",61.7,58,2662,5.67,5.7,3.51\n\"53387\",0.8,\"Good\",\"G\",\"SI1\",65.3,57,2662,5.78,5.85,3.8\n\"53388\",0.79,\"Very Good\",\"H\",\"SI1\",63.2,59,2663,5.87,5.84,3.7\n\"53389\",0.76,\"Very Good\",\"H\",\"SI1\",61.6,58,2663,5.88,5.91,3.63\n\"53390\",0.71,\"Ideal\",\"E\",\"SI1\",61.7,56,2663,5.72,5.75,3.54\n\"53391\",0.55,\"Ideal\",\"E\",\"VVS2\",61.1,57,2664,5.3,5.33,3.24\n\"53392\",0.78,\"Ideal\",\"E\",\"SI1\",62.7,56,2664,5.88,5.83,3.67\n\"53393\",0.77,\"Good\",\"D\",\"SI2\",63.8,58,2665,5.81,5.78,3.7\n\"53394\",0.7,\"Ideal\",\"F\",\"SI1\",59.8,55,2665,5.83,5.75,3.46\n\"53395\",0.74,\"Very Good\",\"I\",\"VVS1\",62.6,57,2666,5.76,5.78,3.61\n\"53396\",0.9,\"Fair\",\"I\",\"VS2\",65.8,55,2666,6.05,6.01,3.97\n\"53397\",0.72,\"Premium\",\"E\",\"SI1\",61.3,58,2666,5.81,5.78,3.55\n\"53398\",0.83,\"Ideal\",\"H\",\"SI2\",61.1,59,2666,6.05,6.1,3.71\n\"53399\",0.72,\"Premium\",\"E\",\"SI1\",63,56,2666,5.76,5.73,3.62\n\"53400\",0.72,\"Ideal\",\"E\",\"SI1\",61.2,56,2666,5.79,5.75,3.53\n\"53401\",0.77,\"Very Good\",\"F\",\"SI2\",60.1,56,2667,5.94,5.97,3.58\n\"53402\",0.72,\"Very Good\",\"E\",\"VS2\",61.4,58,2667,5.78,5.82,3.56\n\"53403\",0.71,\"Ideal\",\"F\",\"SI2\",61.8,57,2667,5.69,5.72,3.53\n\"53404\",0.58,\"Premium\",\"F\",\"VS1\",61.1,59,2668,5.39,5.35,3.28\n\"53405\",0.76,\"Very Good\",\"E\",\"SI1\",63,59,2668,5.76,5.8,3.64\n\"53406\",0.76,\"Ideal\",\"H\",\"VS2\",62.7,57,2668,5.82,5.86,3.66\n\"53407\",0.82,\"Ideal\",\"E\",\"SI2\",62.1,55,2668,6.04,6.01,3.74\n\"53408\",0.71,\"Ideal\",\"F\",\"SI2\",61.5,55,2668,5.78,5.75,3.54\n\"53409\",0.7,\"Premium\",\"F\",\"VS1\",61.7,60,2669,5.67,5.64,3.49\n\"53410\",0.71,\"Ideal\",\"F\",\"SI1\",60.9,55,2669,5.74,5.88,3.54\n\"53411\",0.7,\"Premium\",\"F\",\"VS1\",62.2,58,2669,5.63,5.59,3.49\n\"53412\",0.96,\"Premium\",\"I\",\"SI2\",61.3,60,2669,6.45,6.25,3.9\n\"53413\",0.77,\"Very Good\",\"G\",\"SI1\",63,59,2670,5.82,5.84,3.67\n\"53414\",0.8,\"Very Good\",\"H\",\"SI1\",62.3,59,2670,5.95,6,3.72\n\"53415\",0.7,\"Ideal\",\"G\",\"VS1\",62.6,56,2670,5.65,5.7,3.55\n\"53416\",0.72,\"Very Good\",\"F\",\"SI1\",63.1,56,2670,5.68,5.67,3.58\n\"53417\",0.72,\"Ideal\",\"D\",\"SI2\",62.7,55,2670,5.72,5.7,3.58\n\"53418\",0.72,\"Premium\",\"D\",\"SI2\",60.5,58,2670,5.88,5.79,3.53\n\"53419\",0.72,\"Premium\",\"F\",\"SI1\",59.5,62,2670,5.85,5.74,3.45\n\"53420\",0.72,\"Very Good\",\"F\",\"SI1\",63.4,58,2670,5.69,5.66,3.6\n\"53421\",0.72,\"Very Good\",\"G\",\"VS1\",60,59,2671,5.8,5.84,3.49\n\"53422\",0.7,\"Very Good\",\"E\",\"VS1\",62.7,60,2671,5.59,5.64,3.52\n\"53423\",0.71,\"Premium\",\"G\",\"VS2\",60.3,60,2671,5.76,5.81,3.49\n\"53424\",0.71,\"Very Good\",\"G\",\"VS2\",61.9,62,2671,5.69,5.72,3.53\n\"53425\",0.54,\"Ideal\",\"D\",\"VVS2\",61.3,56,2671,5.22,5.26,3.21\n\"53426\",0.7,\"Ideal\",\"F\",\"VS2\",62,56,2671,5.71,5.74,3.55\n\"53427\",0.7,\"Ideal\",\"F\",\"VS2\",61.8,54,2671,5.68,5.71,3.52\n\"53428\",0.73,\"Ideal\",\"D\",\"SI2\",61.8,57,2671,5.75,5.78,3.56\n\"53429\",0.7,\"Ideal\",\"F\",\"SI1\",60.3,58,2671,5.76,5.81,3.49\n\"53430\",0.7,\"Ideal\",\"F\",\"SI1\",60.7,57,2671,5.78,5.82,3.52\n\"53431\",0.7,\"Ideal\",\"F\",\"SI1\",61.1,56,2671,5.74,5.78,3.52\n\"53432\",0.72,\"Good\",\"F\",\"VS2\",58,57,2671,5.93,6.01,3.46\n\"53433\",0.74,\"Premium\",\"F\",\"SI1\",61.4,59,2671,5.82,5.81,3.57\n\"53434\",0.7,\"Very Good\",\"F\",\"SI1\",62.5,59,2672,5.66,5.54,3.5\n\"53435\",0.96,\"Fair\",\"H\",\"SI2\",67.6,63,2672,5.99,5.84,4.01\n\"53436\",0.72,\"Very Good\",\"F\",\"SI1\",61.1,54,2673,5.82,5.84,3.56\n\"53437\",0.7,\"Very Good\",\"E\",\"VS2\",62.9,56,2673,5.61,5.67,3.55\n\"53438\",0.7,\"Premium\",\"E\",\"VS2\",60.9,59,2673,5.68,5.71,3.47\n\"53439\",0.7,\"Premium\",\"E\",\"VS2\",60.8,58,2673,5.7,5.74,3.48\n\"53440\",0.73,\"Good\",\"H\",\"VS1\",64.1,58.8,2673,5.63,5.67,3.62\n\"53441\",0.81,\"Ideal\",\"E\",\"SI2\",61.4,57,2673,6,5.97,3.68\n\"53442\",0.7,\"Very Good\",\"G\",\"SI1\",59.1,62,2674,5.8,5.91,3.46\n\"53443\",0.92,\"Very Good\",\"D\",\"I1\",63,58,2674,6.13,6.18,3.88\n\"53444\",0.75,\"Good\",\"E\",\"SI1\",63.4,57,2674,5.75,5.77,3.65\n\"53445\",0.71,\"Premium\",\"E\",\"SI1\",60.3,60,2674,5.77,5.74,3.47\n\"53446\",0.72,\"Ideal\",\"F\",\"SI2\",61.9,54,2674,5.83,5.73,3.57\n\"53447\",0.72,\"Ideal\",\"F\",\"SI2\",60.8,56,2674,5.82,5.79,3.53\n\"53448\",0.72,\"Ideal\",\"E\",\"SI2\",60.1,56,2674,5.85,5.83,3.51\n\"53449\",0.73,\"Very Good\",\"F\",\"SI1\",61.4,60,2675,5.74,5.76,3.53\n\"53450\",0.52,\"Ideal\",\"E\",\"VVS2\",61.3,56,2675,5.18,5.2,3.18\n\"53451\",0.7,\"Very Good\",\"G\",\"VS1\",59.2,58,2676,5.8,5.83,3.44\n\"53452\",0.7,\"Very Good\",\"G\",\"VS1\",61.7,59,2676,5.66,5.69,3.5\n\"53453\",0.91,\"Good\",\"I\",\"SI1\",64.2,59,2676,5.98,6.05,3.86\n\"53454\",0.56,\"Ideal\",\"F\",\"VVS2\",61.1,57,2676,5.32,5.35,3.25\n\"53455\",0.7,\"Ideal\",\"F\",\"VS2\",62.2,55,2676,5.66,5.72,3.54\n\"53456\",0.7,\"Very Good\",\"D\",\"SI1\",61.1,57,2677,5.74,5.66,3.48\n\"53457\",0.48,\"Very Good\",\"D\",\"IF\",60.6,55,2677,5.08,5.12,3.09\n\"53458\",0.77,\"Ideal\",\"E\",\"SI2\",62.4,56,2677,5.83,5.86,3.65\n\"53459\",0.8,\"Ideal\",\"I\",\"SI1\",62.6,56.1,2677,5.87,5.92,3.7\n\"53460\",0.7,\"Ideal\",\"E\",\"SI1\",62.8,55,2677,5.65,5.69,3.56\n\"53461\",0.92,\"Good\",\"G\",\"SI2\",63.8,57,2677,6.19,6.13,3.93\n\"53462\",0.72,\"Ideal\",\"I\",\"VVS1\",61.3,57,2678,5.77,5.75,3.53\n\"53463\",0.73,\"Very Good\",\"E\",\"SI1\",63.2,58,2679,5.71,5.74,3.62\n\"53464\",0.72,\"Premium\",\"G\",\"VVS2\",60.7,60,2679,5.8,5.87,3.54\n\"53465\",0.7,\"Premium\",\"E\",\"SI1\",60.7,58,2679,5.73,5.74,3.48\n\"53466\",0.59,\"Ideal\",\"F\",\"VVS2\",62,54,2679,5.36,5.38,3.33\n\"53467\",0.76,\"Ideal\",\"I\",\"VS1\",61.5,57,2679,5.85,5.89,3.61\n\"53468\",0.64,\"Ideal\",\"E\",\"VS1\",60.8,56,2679,5.61,5.59,3.41\n\"53469\",0.9,\"Good\",\"I\",\"SI2\",60.9,63,2680,6.13,6.21,3.76\n\"53470\",0.71,\"Ideal\",\"E\",\"SI1\",61.7,56,2680,5.69,5.72,3.52\n\"53471\",0.75,\"Ideal\",\"I\",\"VS2\",60.4,59,2680,5.86,5.9,3.55\n\"53472\",0.76,\"Ideal\",\"E\",\"SI2\",61.5,55,2680,5.88,5.93,3.63\n\"53473\",0.76,\"Ideal\",\"E\",\"SI2\",61.6,55,2680,5.87,5.92,3.63\n\"53474\",0.76,\"Ideal\",\"E\",\"SI2\",61.5,57,2680,5.83,5.87,3.6\n\"53475\",0.76,\"Good\",\"E\",\"SI2\",58.8,59,2680,5.95,5.99,3.51\n\"53476\",0.7,\"Very Good\",\"G\",\"VVS2\",63.6,57,2681,5.59,5.63,3.57\n\"53477\",0.71,\"Very Good\",\"D\",\"SI1\",63.2,58,2681,5.65,5.68,3.58\n\"53478\",0.7,\"Very Good\",\"D\",\"SI1\",58.2,60,2681,5.75,5.79,3.36\n\"53479\",0.7,\"Good\",\"D\",\"SI1\",62.6,60,2681,5.57,5.61,3.5\n\"53480\",0.71,\"Ideal\",\"I\",\"VS2\",62.2,55,2681,5.71,5.73,3.56\n\"53481\",0.71,\"Ideal\",\"E\",\"SI1\",62.4,56,2681,5.68,5.7,3.55\n\"53482\",0.9,\"Premium\",\"F\",\"SI2\",58.5,60,2681,6.3,6.25,3.67\n\"53483\",0.77,\"Very Good\",\"I\",\"VS1\",62.2,59,2682,5.83,5.85,3.63\n\"53484\",0.71,\"Very Good\",\"E\",\"VS2\",63.7,54,2682,5.65,5.66,3.6\n\"53485\",0.76,\"Ideal\",\"F\",\"SI1\",61.7,55,2682,5.87,5.9,3.63\n\"53486\",0.76,\"Ideal\",\"D\",\"SI2\",62.2,57,2682,5.83,5.85,3.63\n\"53487\",0.57,\"Ideal\",\"F\",\"VVS1\",62.5,56,2682,5.27,5.32,3.31\n\"53488\",0.5,\"Ideal\",\"E\",\"VVS1\",61.9,58,2682,5.07,5.11,3.15\n\"53489\",0.53,\"Ideal\",\"F\",\"IF\",61.3,57,2682,5.21,5.19,3.19\n\"53490\",0.7,\"Very Good\",\"H\",\"VVS1\",63.5,58,2682,5.63,5.59,3.56\n\"53491\",0.71,\"Premium\",\"D\",\"VS2\",62.7,58,2683,5.67,5.53,3.54\n\"53492\",0.71,\"Very Good\",\"D\",\"SI1\",61,58,2683,5.71,5.87,3.53\n\"53493\",0.75,\"Premium\",\"F\",\"SI1\",61.5,58,2683,5.83,5.87,3.6\n\"53494\",0.73,\"Ideal\",\"D\",\"SI2\",62.4,56,2683,5.74,5.77,3.59\n\"53495\",1.01,\"Premium\",\"J\",\"SI2\",58.3,62,2683,6.49,6.43,3.77\n\"53496\",1.01,\"Fair\",\"J\",\"SI2\",66.9,58,2683,6.13,6.07,4.08\n\"53497\",0.73,\"Premium\",\"G\",\"VS1\",63,57,2683,5.75,5.67,3.6\n\"53498\",0.73,\"Premium\",\"F\",\"VS2\",62.3,60,2683,5.77,5.73,3.58\n\"53499\",1.01,\"Premium\",\"J\",\"SI2\",59.3,56,2683,6.51,6.45,3.84\n\"53500\",0.74,\"Very Good\",\"F\",\"SI1\",62.9,57,2684,5.76,5.79,3.63\n\"53501\",0.71,\"Very Good\",\"E\",\"SI1\",63.5,57,2685,5.63,5.68,3.59\n\"53502\",0.72,\"Premium\",\"G\",\"VS1\",61.7,59,2685,5.71,5.66,3.51\n\"53503\",0.71,\"Ideal\",\"H\",\"VS1\",62.8,57,2685,5.65,5.72,3.57\n\"53504\",0.74,\"Good\",\"F\",\"SI2\",62.6,65,2685,5.66,5.69,3.55\n\"53505\",0.71,\"Fair\",\"G\",\"VS1\",65.5,55,2686,5.62,5.53,3.65\n\"53506\",0.7,\"Very Good\",\"D\",\"SI1\",63.5,58,2686,5.61,5.64,3.57\n\"53507\",0.7,\"Very 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Good\",\"I\",\"SI1\",60.3,58,2701,6,6.04,3.63\n\"53606\",0.7,\"Ideal\",\"F\",\"VVS2\",61.9,55,2701,5.72,5.68,3.53\n\"53607\",0.71,\"Ideal\",\"I\",\"IF\",61.7,59,2701,5.7,5.74,3.53\n\"53608\",0.74,\"Ideal\",\"F\",\"SI1\",62.5,56,2702,5.8,5.76,3.61\n\"53609\",0.75,\"Good\",\"E\",\"SI2\",62.3,58,2702,5.78,5.81,3.61\n\"53610\",0.72,\"Premium\",\"G\",\"VVS2\",60.7,60,2703,5.87,5.8,3.54\n\"53611\",0.35,\"Ideal\",\"I\",\"VS1\",61.6,56,552,4.54,4.58,2.81\n\"53612\",0.35,\"Very Good\",\"H\",\"VS2\",59.6,62,552,4.57,4.62,2.74\n\"53613\",0.3,\"Very Good\",\"D\",\"SI1\",62.2,58,552,4.28,4.31,2.67\n\"53614\",0.3,\"Very Good\",\"D\",\"SI1\",62.2,61,552,4.24,4.28,2.65\n\"53615\",0.3,\"Premium\",\"D\",\"SI1\",62.2,58,552,4.28,4.31,2.67\n\"53616\",0.3,\"Ideal\",\"I\",\"VVS1\",62.4,56,552,4.3,4.32,2.69\n\"53617\",0.3,\"Very Good\",\"D\",\"SI1\",62.1,58,552,4.25,4.28,2.65\n\"53618\",0.3,\"Very Good\",\"D\",\"SI1\",61,61,552,4.27,4.29,2.61\n\"53619\",0.3,\"Ideal\",\"D\",\"SI1\",61.9,56,552,4.28,4.31,2.66\n\"53620\",0.3,\"Ideal\",\"I\",\"VVS1\",61.1,57,552,4.32,4.36,2.65\n\"53621\",0.3,\"Good\",\"D\",\"SI1\",63.2,56,552,4.24,4.27,2.69\n\"53622\",0.35,\"Premium\",\"I\",\"VS1\",61.1,60,552,4.52,4.58,2.78\n\"53623\",0.3,\"Good\",\"D\",\"SI1\",63.8,57,552,4.27,4.29,2.73\n\"53624\",0.3,\"Premium\",\"I\",\"VVS1\",62.2,58,552,4.28,4.31,2.67\n\"53625\",0.3,\"Ideal\",\"D\",\"SI1\",62,56,552,4.3,4.34,2.68\n\"53626\",0.3,\"Good\",\"I\",\"VVS1\",63.1,57,552,4.27,4.29,2.7\n\"53627\",0.35,\"Very Good\",\"I\",\"VS1\",60.7,62,552,4.53,4.59,2.77\n\"53628\",0.3,\"Very Good\",\"D\",\"SI1\",61.3,60,552,4.26,4.32,2.63\n\"53629\",0.3,\"Premium\",\"D\",\"SI1\",61.7,59,552,4.28,4.31,2.65\n\"53630\",0.35,\"Premium\",\"I\",\"VS1\",61.8,58,552,4.5,4.53,2.79\n\"53631\",0.3,\"Very 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Good\",\"D\",\"SI2\",63.7,57,2708,5.87,5.9,3.75\n\"53665\",0.72,\"Good\",\"G\",\"VS2\",63.1,57,2708,5.71,5.74,3.61\n\"53666\",1.09,\"Premium\",\"I\",\"SI2\",62.3,62,2708,6.63,6.57,4.11\n\"53667\",0.81,\"Ideal\",\"J\",\"VS2\",62.1,56,2708,5.92,5.97,3.69\n\"53668\",0.71,\"Very Good\",\"H\",\"VVS2\",63,58,2709,5.64,5.72,3.58\n\"53669\",0.71,\"Very Good\",\"F\",\"VS2\",61.3,56,2709,5.7,5.76,3.51\n\"53670\",0.74,\"Very Good\",\"H\",\"VS1\",61.9,59.1,2709,5.74,5.77,3.56\n\"53671\",0.84,\"Ideal\",\"J\",\"VS2\",61.1,57,2709,6.09,6.12,3.73\n\"53672\",0.71,\"Ideal\",\"E\",\"VS2\",61.7,56,2709,5.73,5.75,3.54\n\"53673\",0.7,\"Ideal\",\"H\",\"VS1\",61.9,56,2710,5.7,5.73,3.54\n\"53674\",0.7,\"Fair\",\"G\",\"VVS2\",65.3,61,2710,5.58,5.48,3.61\n\"53675\",0.71,\"Very 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Good\",\"G\",\"SI2\",61.6,57,2725,6.02,6.06,3.72\n\"53762\",0.76,\"Ideal\",\"F\",\"VS2\",61.6,55,2725,5.88,5.9,3.63\n\"53763\",0.81,\"Ideal\",\"G\",\"SI1\",62.6,55,2725,5.97,5.94,3.73\n\"53764\",0.76,\"Very Good\",\"G\",\"VS2\",59.8,58,2726,5.92,5.96,3.55\n\"53765\",0.7,\"Very Good\",\"D\",\"SI1\",62.6,57,2726,5.67,5.7,3.56\n\"53766\",0.7,\"Very Good\",\"D\",\"SI1\",61.8,55,2726,5.73,5.76,3.55\n\"53767\",0.7,\"Ideal\",\"F\",\"VS1\",62.5,56,2726,5.7,5.73,3.57\n\"53768\",0.7,\"Ideal\",\"F\",\"VS1\",62,55,2726,5.71,5.74,3.55\n\"53769\",0.7,\"Very 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Good\",\"I\",\"SI1\",63.3,59,2730,6.26,6.22,3.95\n\"53795\",0.92,\"Premium\",\"I\",\"SI1\",60.4,59,2730,6.31,6.24,3.79\n\"53796\",0.62,\"Ideal\",\"E\",\"VS1\",61.3,56,2731,5.52,5.54,3.39\n\"53797\",0.72,\"Ideal\",\"E\",\"SI1\",62.6,57,2731,5.69,5.74,3.58\n\"53798\",0.72,\"Ideal\",\"E\",\"SI1\",61.3,56,2731,5.77,5.81,3.55\n\"53799\",0.72,\"Ideal\",\"D\",\"SI1\",61.6,55,2731,5.75,5.8,3.56\n\"53800\",0.66,\"Ideal\",\"F\",\"VVS2\",61.2,57,2732,5.63,5.58,3.43\n\"53801\",0.9,\"Fair\",\"I\",\"VS1\",68.7,62,2732,5.83,5.79,3.99\n\"53802\",0.53,\"Ideal\",\"D\",\"VVS1\",62,57,2732,5.16,5.2,3.21\n\"53803\",0.72,\"Premium\",\"D\",\"SI1\",62.6,59,2732,5.74,5.7,3.58\n\"53804\",0.9,\"Good\",\"H\",\"SI1\",63.8,56,2732,6.07,6.02,3.86\n\"53805\",0.72,\"Premium\",\"E\",\"SI1\",59.5,59,2732,5.87,5.83,3.48\n\"53806\",0.72,\"Ideal\",\"F\",\"VS2\",62.8,55,2732,5.74,5.69,3.59\n\"53807\",0.9,\"Premium\",\"H\",\"SI2\",61.1,58,2732,6.21,6.13,3.77\n\"53808\",0.72,\"Very Good\",\"G\",\"VS2\",63.1,57,2732,5.74,5.71,3.61\n\"53809\",0.81,\"Very Good\",\"G\",\"SI1\",60.7,56,2733,6.06,6.09,3.69\n\"53810\",0.7,\"Ideal\",\"H\",\"VS2\",61.4,56,2733,5.72,5.75,3.52\n\"53811\",0.73,\"Ideal\",\"I\",\"SI1\",61.7,55,2733,5.78,5.82,3.58\n\"53812\",0.52,\"Ideal\",\"F\",\"IF\",61.7,57,2733,5.13,5.17,3.18\n\"53813\",0.75,\"Very Good\",\"F\",\"SI1\",63.4,58,2734,5.75,5.79,3.66\n\"53814\",0.7,\"Very Good\",\"D\",\"SI1\",63.4,58,2734,5.63,5.66,3.58\n\"53815\",0.77,\"Good\",\"H\",\"VVS2\",64.3,57.9,2734,5.7,5.86,3.71\n\"53816\",0.71,\"Premium\",\"E\",\"VS2\",59,59,2735,5.88,5.78,3.44\n\"53817\",0.71,\"Premium\",\"E\",\"VS2\",62.1,59,2735,5.72,5.68,3.54\n\"53818\",0.71,\"Very Good\",\"E\",\"SI1\",61.3,59,2735,5.69,5.73,3.5\n\"53819\",0.81,\"Very Good\",\"E\",\"SI2\",63.7,57,2735,5.86,5.94,3.76\n\"53820\",0.71,\"Premium\",\"E\",\"VS2\",62.5,60,2735,5.7,5.66,3.55\n\"53821\",0.71,\"Premium\",\"G\",\"VS2\",63,56,2735,5.7,5.69,3.59\n\"53822\",0.71,\"Premium\",\"E\",\"VS2\",59.9,58,2735,5.81,5.78,3.47\n\"53823\",0.79,\"Premium\",\"D\",\"SI2\",61.8,58,2735,5.95,5.89,3.66\n\"53824\",0.77,\"Ideal\",\"I\",\"VS1\",60.9,57,2736,5.92,5.94,3.61\n\"53825\",0.7,\"Very Good\",\"F\",\"VS2\",61.6,60,2737,5.59,5.65,3.46\n\"53826\",0.7,\"Very Good\",\"F\",\"VS2\",61.7,63,2737,5.61,5.64,3.47\n\"53827\",0.7,\"Premium\",\"E\",\"VS2\",62.8,61,2737,5.66,5.62,3.54\n\"53828\",0.7,\"Premium\",\"E\",\"VS2\",62.3,59,2737,5.7,5.64,3.53\n\"53829\",0.7,\"Very 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Good\",\"I\",\"I1\",61.6,61,2745,6.45,6.47,3.98\n\"53877\",0.7,\"Ideal\",\"E\",\"SI1\",61.7,55,2745,5.71,5.74,3.53\n\"53878\",0.77,\"Premium\",\"F\",\"SI1\",60,61,2745,5.97,5.93,3.57\n\"53879\",0.51,\"Ideal\",\"E\",\"VVS1\",61.9,54,2745,5.17,5.11,3.18\n\"53880\",1.04,\"Fair\",\"G\",\"SI2\",65.2,57,2745,6.25,6.23,4.07\n\"53881\",0.73,\"Premium\",\"G\",\"VS2\",60.7,58,2746,5.82,5.87,3.55\n\"53882\",0.72,\"Ideal\",\"G\",\"VS1\",62.6,53,2746,5.76,5.78,3.61\n\"53883\",0.71,\"Fair\",\"D\",\"VS1\",65.4,59,2747,5.62,5.58,3.66\n\"53884\",0.7,\"Very Good\",\"G\",\"VS1\",61.4,55,2748,5.7,5.74,3.51\n\"53885\",0.81,\"Ideal\",\"D\",\"SI1\",61.5,57,2748,6,6.03,3.7\n\"53886\",0.75,\"Very Good\",\"I\",\"VVS2\",62,59,2749,5.81,5.83,3.61\n\"53887\",0.7,\"Good\",\"D\",\"VS2\",58,62,2749,5.78,5.87,3.38\n\"53888\",0.52,\"Ideal\",\"F\",\"IF\",61.5,57,2749,5.15,5.19,3.18\n\"53889\",0.83,\"Premium\",\"G\",\"SI2\",61.6,57,2749,6.06,6.02,3.72\n\"53890\",0.8,\"Ideal\",\"G\",\"SI2\",62.2,56,2749,5.95,5.91,3.69\n\"53891\",0.73,\"Good\",\"E\",\"SI1\",57.9,55,2749,6,5.96,3.46\n\"53892\",0.56,\"Ideal\",\"E\",\"VVS1\",62.1,56,2750,5.28,5.29,3.28\n\"53893\",0.7,\"Ideal\",\"F\",\"VS1\",62.5,56,2751,5.73,5.7,3.57\n\"53894\",0.7,\"Ideal\",\"F\",\"VS1\",62,55,2751,5.74,5.71,3.55\n\"53895\",0.71,\"Ideal\",\"G\",\"SI1\",60.5,56.4,2751,5.76,5.8,3.5\n\"53896\",0.7,\"Good\",\"F\",\"VS1\",57.8,61,2751,5.83,5.79,3.36\n\"53897\",0.83,\"Ideal\",\"G\",\"SI2\",62.4,54,2751,6.01,6.08,3.77\n\"53898\",1.02,\"Good\",\"H\",\"I1\",64.3,63,2751,6.28,6.23,4.02\n\"53899\",0.65,\"Very Good\",\"D\",\"VS1\",60.8,57.2,2752,5.55,5.63,3.4\n\"53900\",0.72,\"Ideal\",\"H\",\"VVS2\",62.3,56,2752,5.74,5.81,3.6\n\"53901\",0.73,\"Ideal\",\"H\",\"VS2\",62.5,58,2752,5.71,5.75,3.58\n\"53902\",0.57,\"Premium\",\"E\",\"VS1\",61.6,58,2753,5.36,5.33,3.29\n\"53903\",0.77,\"Very Good\",\"E\",\"SI2\",59.9,61,2753,5.98,6.01,3.59\n\"53904\",0.75,\"Very Good\",\"E\",\"SI1\",62.9,57,2753,5.79,5.84,3.66\n\"53905\",0.7,\"Premium\",\"E\",\"SI1\",61.3,58,2753,5.68,5.71,3.49\n\"53906\",0.7,\"Premium\",\"E\",\"SI1\",60,59,2753,5.75,5.79,3.46\n\"53907\",0.75,\"Very Good\",\"E\",\"SI1\",63,55,2753,5.76,5.79,3.64\n\"53908\",0.7,\"Very Good\",\"E\",\"SI1\",61,57,2753,5.68,5.73,3.48\n\"53909\",0.7,\"Very Good\",\"E\",\"SI1\",61.2,57,2753,5.68,5.73,3.49\n\"53910\",0.7,\"Very Good\",\"E\",\"SI1\",62.7,59,2753,5.63,5.67,3.54\n\"53911\",0.7,\"Premium\",\"E\",\"SI1\",60.5,58,2753,5.74,5.77,3.48\n\"53912\",0.57,\"Premium\",\"E\",\"IF\",59.8,60,2753,5.43,5.38,3.23\n\"53913\",0.61,\"Premium\",\"F\",\"VVS1\",61.8,59,2753,5.48,5.4,3.36\n\"53914\",0.8,\"Good\",\"G\",\"VS2\",64.2,58,2753,5.84,5.81,3.74\n\"53915\",0.84,\"Good\",\"I\",\"VS1\",63.7,59,2753,5.94,5.9,3.77\n\"53916\",0.77,\"Ideal\",\"E\",\"SI2\",62.1,56,2753,5.84,5.86,3.63\n\"53917\",0.74,\"Good\",\"D\",\"SI1\",63.1,59,2753,5.71,5.74,3.61\n\"53918\",0.9,\"Very Good\",\"J\",\"SI1\",63.2,60,2753,6.12,6.09,3.86\n\"53919\",0.76,\"Premium\",\"I\",\"VS1\",59.3,62,2753,5.93,5.85,3.49\n\"53920\",0.76,\"Ideal\",\"I\",\"VVS1\",62.2,55,2753,5.89,5.87,3.66\n\"53921\",0.7,\"Very Good\",\"E\",\"VS2\",62.4,60,2755,5.57,5.61,3.49\n\"53922\",0.7,\"Very Good\",\"E\",\"VS2\",62.8,60,2755,5.59,5.65,3.53\n\"53923\",0.7,\"Very Good\",\"D\",\"VS1\",63.1,59,2755,5.67,5.58,3.55\n\"53924\",0.73,\"Ideal\",\"I\",\"VS2\",61.3,56,2756,5.8,5.84,3.57\n\"53925\",0.73,\"Ideal\",\"I\",\"VS2\",61.6,55,2756,5.82,5.84,3.59\n\"53926\",0.79,\"Ideal\",\"I\",\"SI1\",61.6,56,2756,5.95,5.97,3.67\n\"53927\",0.71,\"Ideal\",\"E\",\"SI1\",61.9,56,2756,5.71,5.73,3.54\n\"53928\",0.79,\"Good\",\"F\",\"SI1\",58.1,59,2756,6.06,6.13,3.54\n\"53929\",0.79,\"Premium\",\"E\",\"SI2\",61.4,58,2756,6.03,5.96,3.68\n\"53930\",0.71,\"Ideal\",\"G\",\"VS1\",61.4,56,2756,5.76,5.73,3.53\n\"53931\",0.71,\"Premium\",\"E\",\"SI1\",60.5,55,2756,5.79,5.74,3.49\n\"53932\",0.71,\"Premium\",\"F\",\"SI1\",59.8,62,2756,5.74,5.73,3.43\n\"53933\",0.7,\"Very Good\",\"E\",\"VS2\",60.5,59,2757,5.71,5.76,3.47\n\"53934\",0.7,\"Very Good\",\"E\",\"VS2\",61.2,59,2757,5.69,5.72,3.49\n\"53935\",0.72,\"Premium\",\"D\",\"SI1\",62.7,59,2757,5.69,5.73,3.58\n\"53936\",0.72,\"Ideal\",\"D\",\"SI1\",60.8,57,2757,5.75,5.76,3.5\n\"53937\",0.72,\"Good\",\"D\",\"SI1\",63.1,55,2757,5.69,5.75,3.61\n\"53938\",0.7,\"Very Good\",\"D\",\"SI1\",62.8,60,2757,5.66,5.68,3.56\n\"53939\",0.86,\"Premium\",\"H\",\"SI2\",61,58,2757,6.15,6.12,3.74\n\"53940\",0.75,\"Ideal\",\"D\",\"SI2\",62.2,55,2757,5.83,5.87,3.64\n"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Temmuz_2024/Regresyon/data/experience_salary_dataset",
    "content": "YearsExperience,Salary\n1.1,39343\n1.3,46205\n1.5,37731\n2,43525\n2.2,39891\n2.9,56642\n3,60150\n3.2,54445\n3.2,64445\n3.7,57189\n3.9,63218\n4,55794\n4,56957\n4.1,57081\n4.5,61111\n4.9,67938\n5.1,66029\n5.3,83088\n5.9,81363\n6,93940\n6.8,91738\n7.1,98273\n7.9,101302\n8.2,113812\n8.7,109431\n9,105582\n9.5,116969\n9.6,112635\n10.3,122391\n10.5,121872"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Temmuz_2024/Regresyon/data/experience_sale_dataset",
    "content": "YearsExperience,HouseSales\n3.2,27\n8.2,30\n5.7,31\n7.5,36\n1.5,16\n1.1,15\n6.75,36\n8.5,31\n3.2,19\n3.9,22\n0.1,9\n1.0,12\n0.4,6\n4.4,31\n1.4,19"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Temmuz_2024/Regresyon/non_linear_regression.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"code\",\n   \"id\": \"initial_id\",\n   \"metadata\": {\n    \"collapsed\": true,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:34:59.519089Z\",\n     \"start_time\": \"2024-07-22T14:34:59.515959Z\"\n    }\n   },\n   \"source\": [\n    \"import pandas\\n\",\n    \"\\n\",\n    \"from matplotlib import pyplot as plotter\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": 1\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:34:59.529954Z\",\n     \"start_time\": \"2024-07-22T14:34:59.520224Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"sale_dataset_path = 'data/experience_sale_dataset'\\n\",\n    \"\\n\",\n    \"KEY_experience = \\\"YearsExperience\\\"\\n\",\n    \"KEY_sales = \\\"HouseSales\\\"\"\n   ],\n   \"id\": \"ccaef9662e033562\",\n   \"outputs\": [],\n   \"execution_count\": 2\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:34:59.546032Z\",\n     \"start_time\": \"2024-07-22T14:34:59.531046Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"sale_dataset = pandas.read_csv(sale_dataset_path)\"\n   ],\n   \"id\": \"87ad57fd72ba4882\",\n   \"outputs\": [],\n   \"execution_count\": 3\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:34:59.569563Z\",\n     \"start_time\": \"2024-07-22T14:34:59.547063Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"sale_dataset.head()\"\n   ],\n   \"id\": \"33ce3775168b7ca1\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"   YearsExperience  HouseSales\\n0              3.2          27\\n1              8.2          30\\n2              5.7          31\\n3              7.5          36\\n4              1.5          16\",\n      \"text/html\": \"<div>\\n<style scoped>\\n    .dataframe tbody tr th:only-of-type {\\n        vertical-align: middle;\\n    }\\n\\n    .dataframe tbody tr th {\\n        vertical-align: top;\\n    }\\n\\n    .dataframe thead th {\\n        text-align: right;\\n    }\\n</style>\\n<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n  <thead>\\n    <tr style=\\\"text-align: right;\\\">\\n      <th></th>\\n      <th>YearsExperience</th>\\n      <th>HouseSales</th>\\n    </tr>\\n  </thead>\\n  <tbody>\\n    <tr>\\n      <th>0</th>\\n      <td>3.2</td>\\n      <td>27</td>\\n    </tr>\\n    <tr>\\n      <th>1</th>\\n      <td>8.2</td>\\n      <td>30</td>\\n    </tr>\\n    <tr>\\n      <th>2</th>\\n      <td>5.7</td>\\n      <td>31</td>\\n    </tr>\\n    <tr>\\n      <th>3</th>\\n      <td>7.5</td>\\n      <td>36</td>\\n    </tr>\\n    <tr>\\n      <th>4</th>\\n      <td>1.5</td>\\n      <td>16</td>\\n    </tr>\\n  </tbody>\\n</table>\\n</div>\"\n     },\n     \"execution_count\": 4,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 4\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:34:59.574267Z\",\n     \"start_time\": \"2024-07-22T14:34:59.570679Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"print(sale_dataset.shape)\"\n   ],\n   \"id\": \"f52edbad4fc4c593\",\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"(15, 2)\\n\"\n     ]\n    }\n   ],\n   \"execution_count\": 5\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:34:59.588889Z\",\n     \"start_time\": \"2024-07-22T14:34:59.575373Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"sale_dataset.describe()\"\n   ],\n   \"id\": \"8df9927ad375c2f0\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"       YearsExperience  HouseSales\\ncount        15.000000   15.000000\\nmean          3.790000   22.666667\\nstd           2.927346    9.802818\\nmin           0.100000    6.000000\\n25%           1.250000   15.500000\\n50%           3.200000   22.000000\\n75%           6.225000   31.000000\\nmax           8.500000   36.000000\",\n      \"text/html\": \"<div>\\n<style scoped>\\n    .dataframe tbody tr th:only-of-type {\\n        vertical-align: middle;\\n    }\\n\\n    .dataframe tbody tr th {\\n        vertical-align: top;\\n    }\\n\\n    .dataframe thead th {\\n        text-align: right;\\n    }\\n</style>\\n<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n  <thead>\\n    <tr style=\\\"text-align: right;\\\">\\n      <th></th>\\n      <th>YearsExperience</th>\\n      <th>HouseSales</th>\\n    </tr>\\n  </thead>\\n  <tbody>\\n    <tr>\\n      <th>count</th>\\n      <td>15.000000</td>\\n      <td>15.000000</td>\\n    </tr>\\n    <tr>\\n      <th>mean</th>\\n      <td>3.790000</td>\\n      <td>22.666667</td>\\n    </tr>\\n    <tr>\\n      <th>std</th>\\n      <td>2.927346</td>\\n      <td>9.802818</td>\\n    </tr>\\n    <tr>\\n      <th>min</th>\\n      <td>0.100000</td>\\n      <td>6.000000</td>\\n    </tr>\\n    <tr>\\n      <th>25%</th>\\n      <td>1.250000</td>\\n      <td>15.500000</td>\\n    </tr>\\n    <tr>\\n      <th>50%</th>\\n      <td>3.200000</td>\\n      <td>22.000000</td>\\n    </tr>\\n    <tr>\\n      <th>75%</th>\\n      <td>6.225000</td>\\n      <td>31.000000</td>\\n    </tr>\\n    <tr>\\n      <th>max</th>\\n      <td>8.500000</td>\\n      <td>36.000000</td>\\n    </tr>\\n  </tbody>\\n</table>\\n</div>\"\n     },\n     \"execution_count\": 6,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 6\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:34:59.812596Z\",\n     \"start_time\": \"2024-07-22T14:34:59.588889Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"# Deneyim Dağılımına Bakalım\\n\",\n    \"# Histogram\\n\",\n    \"plotter.hist(sale_dataset[KEY_experience], bins=15)\"\n   ],\n   \"id\": \"6c5a8aa546735d3d\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"(array([2., 2., 2., 0., 0., 2., 1., 1., 0., 0., 1., 1., 0., 1., 2.]),\\n array([0.1 , 0.66, 1.22, 1.78, 2.34, 2.9 , 3.46, 4.02, 4.58, 5.14, 5.7 ,\\n        6.26, 6.82, 7.38, 7.94, 8.5 ]),\\n <BarContainer object of 15 artists>)\"\n     },\n     \"execution_count\": 7,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 7\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:34:59.980403Z\",\n     \"start_time\": \"2024-07-22T14:34:59.812596Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"# Satış Dağılımına Bakalım\\n\",\n    \"\\n\",\n    \"plotter.hist(sale_dataset[KEY_sales], bins=10)\"\n   ],\n   \"id\": \"7e1318bdb393e0b6\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"(array([1., 1., 1., 2., 2., 1., 0., 1., 4., 2.]),\\n array([ 6.,  9., 12., 15., 18., 21., 24., 27., 30., 33., 36.]),\\n <BarContainer object of 10 artists>)\"\n     },\n     \"execution_count\": 8,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 8\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:00.119753Z\",\n     \"start_time\": \"2024-07-22T14:34:59.981533Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"# Veriyi Görelim\\n\",\n    \"# Scatter\\n\",\n    \"\\n\",\n    \"plotter.scatter(x = sale_dataset[KEY_experience], y = sale_dataset[KEY_sales])\"\n   ],\n   \"id\": \"81f0733c7f97625e\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<matplotlib.collections.PathCollection at 0x2271560af60>\"\n     },\n     \"execution_count\": 9,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": 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TR3AUFBTcteiR+v18tLS3jmgPm0C/7oFf2Qa/sJRH6NfgzjEbEoWP79u3at2+fnnvuORUXF4fGt27dqg8++EAvv/xyaOzYsWPKy8uLaH6n0znuHR+NOWAO/bIPemUf9MpekqVfEV1I2tHRoR07dujRRx9VYWGhenp6Ql/Lly9XY2Ojdu/erVOnTun111/X22+/rVWrVsWqdgAAYCMRHen4xS9+Ib/fr5qaGtXU1IS9d/z4cW3dulXbtm3T1q1bNWvWLG3ZskWLFi2KasEAAMCeIgodq1ev1urVq0d8v6ioSEVFReMuCgAAJB4e+AYAAIwgdAAAACMIHQAAwAhCBwAAMILQAQAAjCB0AAAAIwgdAADACEIHAAAwgtABAACMIHQAAAAjCB0AAMAIQgcAADCC0AEAAIwgdAAAACMIHQAAwAhCBwAAMILQAQAAjCB0AAAAIwgdAADACEIHAAAwgtABAACMIHQAAAAjJlhdAID44Q8E1dDVq/OXfMqe7JI3N1POFIfVZQFIEIQOAJKk+tZuVdS1qbvPFxpzZ7hUXuLRinnZFlYGIFFwegWA6lu7taa2KSxwSNLZPp/W1Dbp3Q/PWlQZgERC6ACSnD8QVEVdm4LDvDc4VvnOMfmDw20BAKNH6ACSXENX75AjHNcLSuru8+k3PQPmigKQkAgdQJI7f2nkwHG93/kCMa4EQKIjdABJLnuya1Tb3erinwsA48O/IkCS8+Zmyp3h0kg3xjp07S6WeVmpJssCkIAIHUCSc6Y4VF7ikaQhwWPw9cb/9wU5HazXAWB8CB0AVJzvVk3pYuVkhJ9qyclwqaZ0sVbOz7GoMgCJhMXBAEi6FjxWeHKGXZHU7/dbXR6ABEDoABDiTHFo6dxpVpcBIEFxegUAABhB6AAAAEYQOgAAgBGEDgAAYAShAwAAGEHoAAAARhA6AACAEYQOAABgBKEDAAAYQegAAABGRBQ6zp07p7KyMnm9Xi1btkxVVVXq7++XJJ0+fVoPPfSQFi5cqK9+9at67733YlIwAACwp1GHjmAwqLKyMl25ckWvvfaann/+ef37v/+7XnjhBQWDQT322GOaPn269u/fr7vvvltr167VmTNnYlk7AACwkVE/8K2zs1PNzc36z//8T02fPl2SVFZWph/84Ae68847dfr0ae3bt0+TJk3S3LlzdfDgQe3fv1+PP/54zIoHAAD2MeojHVlZWXrppZdCgWPQ5cuXdeTIEXk8Hk2aNCk0XlhYqObm5qgVCgAA7G3UoWPKlClatmxZ6HUgEFBtba2WLFminp4eZWdnh20/bdo0nT17NnqVAgAAWxv16ZXPqq6uVltbm9588029/PLLSk1NDXs/NTVVAwMDEc/r9/vHWlLoe8czB8yhX/ZBr+yDXtlLIvQrktrHFDqqq6v1yiuv6Pnnn9ftt9+uiRMn6uLFi2HbDAwMyOVyRTx3S0vLWEqK+hwwh37ZB72yD3plL8nSr4hDR2Vlpfbu3avq6mqtXLlSkjRjxgy1t7eHbXfhwoUhp1xGo6CgQE6nM+Lvk66lrZaWlnHNAXPol33QK/ugV/aSCP0a/BlGI6LQsX37du3bt0/PPfeciouLQ+MLFizQrl275PP5Qkc3Dh8+rMLCwkimlyQ5nc5x7/hozAFz6Jd90Cv7oFf2kiz9GvWFpB0dHdqxY4ceffRRFRYWqqenJ/Tl9Xrldrv15JNP6sSJE9q1a5eOHj2q++67L5a1AwAAGxn1kY5f/OIX8vv9qqmpUU1NTdh7x48f144dO/TUU0/p3nvv1ezZs/Xiiy9q5syZUS8YAADY06hDx+rVq7V69eoR3589e7Zqa2ujUhQAAEg8Y75lFvbmDwTV0NWr85d8yp7skjc3U84Uh9VlJQ32P4BkROhIQvWt3aqoa1N3ny805s5wqbzEo+J8t4WVJQf2P4BkxaPtk0x9a7fW1DaF/cGTpLN9Pq2pbVJ9a7dFlSUH9j+AZEboSCL+QFAVdW0KDvPe4FhFXZv8geG2wHix/wEkO0JHEmno6h3yf9jXC0rq7vOpoavXXFFJhP0PINkROpLI+Usj/8Eby3aIDPsfQLIjdCSR7MmjexbOaLdDZNj/AJIdoSOJeHMz5c5waaQbMx26dheFNzfTZFlJg/0PINkROpKIM8Wh8hKPJA35wzf4urzEw3oRMcL+B5DsCB1JpjjfrZrSxcrJCD+En5PhUk3pYtaJiDH2P4BkxuJgSag4360VnhxWxLQI+x9AsiJ0JClnikNL506zuoykxf4HkIw4vQIAAIwgdAAAACMIHQAAwAhCBwAAMILQAQAAjCB0AAAAIwgdAADACEIHAAAwgtABAACMIHQAAAAjCB0AAMAIQgcAADCC0AEAAIwgdAAAACMIHQAAwAhCBwAAMILQAQAAjCB0AAAAIwgdAADACEIHAAAwgtABAACMmGB1AYgf/kBQDV29On/Jp+zJLnlzM+VMcVhdFgAgQRA6IEmqb+1WRV2buvt8oTF3hkvlJR4V57strAwAkCg4vQLVt3ZrTW1TWOCQpLN9Pq2pbVJ9a7dFlQEAEgmhI8n5A0FV1LUpOMx7g2MVdW3yB4bbAgCA0SN0JLmGrt4hRziuF5TU3edTQ1evuaIAAAmJ0JHkzl8aOXCMZTsAAEZC6Ehy2ZNdUd0OAICREDqSnDc3U+4Ml0a6Mdaha3exeHMzTZYFAEhAhI4k50xxqLzEI0lDgsfg6/ISD+t1AADGjdABFee7VVO6WDkZ4adQcjJcqildzDodAICoYHEwSLoWPFZ4cliRFAAQM4QOhDhTHFo6d5rVZQAAEtSYT68MDAzoa1/7mt5///3Q2ObNm/X5z38+7Ku2tjYqheL/+ANBHez4WP/a/N862PExC3cBAGxhTEc6+vv7tW7dOp04cSJsvKOjQ+vWrdM999wTGktPTx9fhQjDM1IAAHYV8ZGO9vZ2/dmf/ZlOnTo15L2Ojg55PB5lZWWFvtLS0qJSKHhGCgDA3iIOHQ0NDfryl7+sN954I2z88uXLOnfunObMmROt2nAdnpECALC7iE+v3H///cOOd3R0yOFwaOfOnfrlL3+pqVOn6uGHHw471TIafr8/0pKGfO945ohXhzo/HtUzUg519GhJnj0uBk3kfiUaemUf9MpeEqFfkdQetbtXOjs75XA4lJeXp9LSUjU2Nmrjxo1KT0/XihUrRj1PS0vLuGuJxhzxpvHUldFt1/pfcv2PvU5pJWK/EhW9sg96ZS/J0q+ohY5vfOMbWr58uaZOnSpJ+sIXvqDf/va32rt3b0Sho6CgQE6nc0w1+P1+tbS0jGuOeOWb8rH0fuNNt/tS/u1aaKMjHYnar0RDr+yDXtlLIvRr8GcYjaiFDofDEQocg/Ly8nTo0KGI5nE6nePe8dGYI94smZsld4ZLZ/t8w17X4dC1FUSXzM2y3YJeidivREWv7INe2Uuy9Ctqy6Bv3bpVDz30UNjYsWPHlJeXF62PSGo8IwUAYHdRCx3Lly9XY2Ojdu/erVOnTun111/X22+/rVWrVkXrI5Iez0gBANhZ1E6vfPGLX9TWrVu1bds2bd26VbNmzdKWLVu0aNGiaH0ExDNSAAD2Na7Qcfz48bDXRUVFKioqGldBuDmekQIAsCMebQ8AAIwgdAAAACMIHQAAwAhCBwAAMILQAQAAjCB0AAAAIwgdAADACEIHAAAwgtABAACMIHQAAAAjCB0AAMAIQgcAADCC0AEAAIwgdAAAACMIHQAAwAhCBwAAMILQAQAAjCB0AAAAIwgdAADACEIHAAAwgtABAACMmGB1AbgxfyCohq5enb/kU/Zkl7y5mXKmOKwuCwCAiBE64lh9a7cq6trU3ecLjbkzXCov8ag4321hZQAARI7TK3GqvrVba2qbwgKHJJ3t82lNbZPqW7stqgwAgLEhdMQhfyCoiro2BYd5b3Csoq5N/sBwWwAAEJ8IHXGooat3yBGO6wUldff51NDVa64oAADGidARh85fGjlwjGU7AADiAaEjDmVPdkV1OwAA4gGhIw55czPlznBppBtjHbp2F4s3N9NkWQAAjAuhIw45UxwqL/FI0pDgMfi6vMTDeh0AAFshdMSp4ny3akoXKycj/BRKToZLNaWLWacDAGA7LA4Wx4rz3VrhyWFFUgBAQiB0xDlnikNL506zugwAAMaN0ysAAMAIQgcAADCC0AEAAIwgdAAAACMIHQAAwAhCBwAAMILQAQAAjCB0AAAAIwgdAADACEIHAAAwgtABAACMGHPoGBgY0Ne+9jW9//77obHTp0/roYce0sKFC/XVr35V7733XlSKBAAA9jem0NHf36/vfe97OnHiRGgsGAzqscce0/Tp07V//37dfffdWrt2rc6cORO1YgEAgH1F/JTZ9vZ2rVu3TsFgMGz80KFDOn36tPbt26dJkyZp7ty5OnjwoPbv36/HH388agUDAAB7ivhIR0NDg7785S/rjTfeCBs/cuSIPB6PJk2aFBorLCxUc3PzuIsEAAD2F/GRjvvvv3/Y8Z6eHmVnZ4eNTZs2TWfPno1ofr/fH2lJQ753PHPAHPplH/TKPuiVvSRCvyKpPeLQMZIrV64oNTU1bCw1NVUDAwMRzdPS0jLuWqIxB8yhX/ZBr+yDXtlLsvQraqFj4sSJunjxYtjYwMCAXC5XRPMUFBTI6XSOqQa/36+WlpZxzQFz6Jd90Cv7oFf2kgj9GvwZRiNqoWPGjBlqb28PG7tw4cKQUy4343Q6x73jozEHzKFf9kGv7INe2Uuy9Ctqi4MtWLBAH374oXw+X2js8OHDWrBgQbQ+AgAA2FjUQofX65Xb7daTTz6pEydOaNeuXTp69Kjuu+++aH0EAACwsaiFDqfTqR07dqinp0f33nuvfvzjH+vFF1/UzJkzo/URAADAxsZ1Tcfx48fDXs+ePVu1tbXjKija/IGgGrp6df6ST9mTXfLmZsqZ4rC6LAAAkk7ULiSNR/Wt3aqoa1N33/9dZ+LOcKm8xKPifLeFlQEAkHwS9imz9a3dWlPbFBY4JOlsn09raptU39ptUWUAACSnhAwd/kBQFXVtCg7z3uBYRV2b/IHhtgAAALGQkKGj8be9Q45wXC8oqbvPp4auXnNFAQCQ5BIydJy/1D/K7UYOJgAAILoSMnRkT544yu0iW6IdAACMXUKGji/NyZQ7w6WRbox16NpdLN7cTJNlAQCQ1BIydDhTHCov8UjSkOAx+Lq8xMN6HQAAGJSQoUOSivPdqildrJyM8FMoORku1ZQuZp0OAAAMS+jFwYrz3VrhyWFFUgAA4kBChw7p2qmWpXOnWV0GAABJL2FPrwAAgPhC6AAAAEYQOgAAgBGEDgAAYAShAwAAGEHoAAAARhA6AACAEYQOAABgBKEDAAAYQegAAABGEDoAAIARhA4AAGAEoQMAABhB6AAAAEYQOgAAgBGEDgAAYAShAwAAGEHoAAAARhA6AACAEYQOAABgBKEDAAAYMcHqAuKdPxBUQ1evzl/yKXuyS97cTDlTHFaXBQCA7RA6bqC+tVsVdW3q7vOFxtwZLpWXeFSc77awMgAA7IfTKyOob+3WmtqmsMAhSWf7fFpT26T61m6LKgMAwJ4IHcPwB4KqqGtTcJj3Bscq6trkDwy3BQAAGA6hYxgNXb1DjnBcLyipu8+nhq5ec0UBAGBzhI5hnL80cuAYy3YAAIDQMazsya6obgcAAAgdw/LmZsqd4dJIN8Y6dO0uFm9upsmyAACwNULHMJwpDpWXeCRpSPAYfF1e4mG9DgAAIkDoGEFxvls1pYuVkxF+CiUnw6Wa0sWs0wEAQIRYHOwGivPdWuHJYUVSAACiIKqh42c/+5nWrl0bNrZy5Upt27Ytmh9jlDPFoaVzp1ldBgAAthfV0NHe3q7ly5ersrIyNDZx4sRofgQAALCpqIaOjo4O3X777crKyormtAAAIAFE9ULSjo4OzZkzJ5pTAgCABBG10BEMBtXV1aX33ntPK1euVFFRkX74wx9qYGAgWh8BAABsLGqnV86cOaMrV64oNTVVL7zwgj766CNt3rxZPp9PTz/99Kjn8fv9Y65h8HvHMwfMoV/2Qa/sg17ZSyL0K5LaHcFgMGqPSr148aIyMjLkcFy7pfTdd9/V3/3d3+mDDz6Q0+m84ff6/X41NzdHqxQAAGDQwoULb/q3PqoXkk6dOjXs9dy5c9Xf36++vj5lZo5uyfCCgoKbFj0Sv9+vlpaWcc0Bc+iXfdAr+6BX9pII/Rr8GUYjaqHjV7/6ldavX6//+I//UFpamiTpN7/5jaZOnTrqwCFJTqdz3Ds+GnPAHPplH/TKPuiVvSRLv6J2IemiRYs0ceJEPf300+rs7NSBAwf07LPP6pFHHonWRwAAABuL2pGO9PR07d69W//4j/+ob37zm7rlllv07W9/e9ShY/DSEi4kTR70yz7olX3QK3tJhH4N1j6aS0SjeiHpeAwMDIz6nBAAAIgvBQUFSk1NveE2cRM6AoGArl69qpSUlNDdLwAAIL4Fg0EFAgFNmDBBKSk3vmojbkIHAABIbFFdBh0AAGAkhA4AAGAEoQMAABhB6AAAAEYQOgAAgBGEDgAAYAShAwAAGJEwoaO/v18bNmzQHXfcoa985Svas2eP1SVhBOfOnVNZWZm8Xq+WLVumqqoq9ff3W10WbmL16tX6+7//e6vLwA0MDAyooqJCX/rSl/QHf/AHeu6550a1NDWs0d3drb/6q7/S4sWLddddd+nll1+2uqSYi+qj7a307LPPqrW1Va+88orOnDmjJ554QjNnzlRxcbHVpeE6wWBQZWVlmjJlil577TX19fVpw4YNSklJ0RNPPGF1eRjBO++8owMHDuiee+6xuhTcwObNm/X+++9r9+7d+t///V/97d/+rWbOnKlvf/vbVpeGYfzN3/yNZs6cqR/96Edqb2/X+vXrNWvWLK1YscLq0mImIY50fPLJJ/qXf/kXPfXUU5o/f75WrFihRx55RK+99prVpeEzOjs71dzcrKqqKn3uc5/THXfcobKyMv3kJz+xujSM4OLFi3r22WdVUFBgdSm4gYsXL2r//v2qrKzUF7/4RS1dulSrVq3SkSNHrC4Nw+jr61Nzc7PWrFmjOXPmqKioSMuWLdPBgwetLi2mEiJ0HDt2TFevXtWiRYtCY4WFhTpy5IgCgYCFleGzsrKy9NJLL2n69Olh45cvX7aoItzMD37wA91999267bbbrC4FN3D48GGlp6fL6/WGxlavXq2qqioLq8JIXC6X0tLS9KMf/UiffvqpOjs71dTUpHnz5lldWkwlROjo6enRrbfeGvZ0u+nTp6u/v18XL160rjAMMWXKFC1btiz0OhAIqLa2VkuWLLGwKozk4MGD+vWvf62//uu/troU3MTp06c1a9Ysvf322youLtYf//Ef68UXX+R/vOLUxIkT9cwzz+iNN97QggUL9Cd/8ie688479ad/+qdWlxZTCXFNx5UrV4Y8Tnfw9cDAgBUlYZSqq6vV1tamN9980+pS8Bn9/f0qLy/XM888I5fLZXU5uIlPPvlEJ0+e1L59+1RVVaWenh4988wzSktL06pVq6wuD8Po6OjQ8uXL9fDDD+vEiROqrKzU0qVL9fWvf93q0mImIULHxIkTh4SLwdf8Yxm/qqur9corr+j555/X7bffbnU5+Izt27crPz8/7MgU4teECRN0+fJlbdmyRbNmzZIknTlzRnv37iV0xKGDBw/qzTff1IEDB+RyuVRQUKBz586ppqaG0BHvZsyYod/97ne6evWqJky49iP19PTI5XJpypQpFleH4VRWVmrv3r2qrq7WypUrrS4Hw3jnnXd04cKF0LVSg0H+3Xff1QcffGBlaRhGVlaWJk6cGAockpSbm6vu7m4Lq8JIWltbNXv27LD/MfZ4PNq5c6eFVcVeQoSOefPmacKECWpubtYdd9wh6dpFVQUFBUpJSYjLVhLK9u3btW/fPj333HPc0hzHXn31VV29ejX0+oc//KEkaf369VaVhBtYsGCB+vv71dXVpdzcXEnX7ha7PoQgfmRnZ+vkyZMaGBgIXQ7Q2dmp3//937e4sthKiL/IaWlp+sY3vqFNmzbp6NGj+vnPf649e/bowQcftLo0fEZHR4d27NihRx99VIWFherp6Ql9Ib7MmjVLs2fPDn3dcsstuuWWWzR79myrS8Mw8vLy9Ed/9Ed68skndezYMf3qV7/Srl279Od//udWl4Zh3HXXXfq93/s9Pf300+rq6tK//du/aefOnXrggQesLi2mHMEEWa7uypUr2rRpk376058qPT1d3/nOd/TQQw9ZXRY+Y9euXdqyZcuw7x0/ftxwNYjE4Gqk//RP/2RxJRjJpUuXVFlZqZ/97GdKS0vT/fffr8cee0wOh8Pq0jCM9vZ2/cM//IOOHj2qzMxM/cVf/IX+8i//MqH7lTChAwAAxLeEOL0CAADiH6EDAAAYQegAAABGEDoAAIARhA4AAGAEoQMAABhB6AAAAEYQOgAAgBGEDgAAYAShAwAAGEHoAAAARhA6AACAEf8f4MRP7a8EBNQAAAAASUVORK5CYII=\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 9\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:00.359619Z\",\n     \"start_time\": \"2024-07-22T14:35:00.121903Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"# Önce Bir Lineer Regresyon Deneyelim ^_^\\n\",\n    \"\\n\",\n    \"from sklearn.linear_model import LinearRegression\\n\",\n    \"\\n\",\n    \"reg_model = LinearRegression().fit(sale_dataset[[KEY_experience]],\\n\",\n    \"                                   sale_dataset[[KEY_sales]])\"\n   ],\n   \"id\": \"edc1ff1a6d103c6\",\n   \"outputs\": [],\n   \"execution_count\": 10\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:00.367467Z\",\n     \"start_time\": \"2024-07-22T14:35:00.360744Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"reg_model.score(sale_dataset[[KEY_experience]], sale_dataset[[KEY_sales]])\"\n   ],\n   \"id\": \"a0276a8d35b4160b\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"0.8137110174932514\"\n     },\n     \"execution_count\": 11,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 11\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:00.376117Z\",\n     \"start_time\": \"2024-07-22T14:35:00.367467Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"reg_model.coef_\"\n   ],\n   \"id\": \"282d197213d30932\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"array([[3.02073001]])\"\n     },\n     \"execution_count\": 12,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 12\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:00.385001Z\",\n     \"start_time\": \"2024-07-22T14:35:00.377273Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"reg_model.intercept_\"\n   ],\n   \"id\": \"e8c825a750faf08d\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"array([11.21809993])\"\n     },\n     \"execution_count\": 13,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 13\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:00.396337Z\",\n     \"start_time\": \"2024-07-22T14:35:00.385001Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"predictions = reg_model.predict(sale_dataset[[KEY_experience]])\"\n   ],\n   \"id\": \"3156fdb5fcd08e7d\",\n   \"outputs\": [],\n   \"execution_count\": 14\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"array([[20.88443596],\\n       [35.98808601],\\n       [28.43626099],\\n       [33.873575  ],\\n       [15.74919494],\\n       [14.54090294],\\n       [31.6080275 ],\\n       [36.89430501],\\n       [20.88443596],\\n       [22.99894697],\\n       [11.52017293],\\n       [14.23882994],\\n       [12.42639193],\\n       [24.50931197],\\n       [15.44712194]])\"\n     },\n     \"execution_count\": 15,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"predictions\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:00.406091Z\",\n     \"start_time\": \"2024-07-22T14:35:00.397395Z\"\n    }\n   },\n   \"id\": \"447248e23b45c359\",\n   \"execution_count\": 15\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:00.415531Z\",\n     \"start_time\": \"2024-07-22T14:35:00.407209Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"residuler = []\\n\",\n    \"for x in range(len(predictions)):\\n\",\n    \"    residuler.append(sale_dataset[KEY_sales][x] - predictions[x])\"\n   ],\n   \"id\": \"ebf5414474275b6d\",\n   \"outputs\": [],\n   \"execution_count\": 16\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:00.424867Z\",\n     \"start_time\": \"2024-07-22T14:35:00.416619Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"from sklearn.metrics import r2_score\\n\",\n    \"\\n\",\n    \"r2_score_linear = r2_score(sale_dataset[KEY_sales], predictions)\"\n   ],\n   \"id\": \"8e7245bebf5fea8e\",\n   \"outputs\": [],\n   \"execution_count\": 17\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:00.434312Z\",\n     \"start_time\": \"2024-07-22T14:35:00.424867Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"r2_score_linear\"\n   ],\n   \"id\": \"77b3a44adb709bf3\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"0.8137110174932514\"\n     },\n     \"execution_count\": 18,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 18\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:00.637654Z\",\n     \"start_time\": \"2024-07-22T14:35:00.434312Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"plotter.scatter(x = sale_dataset[KEY_experience], \\n\",\n    \"                y = sale_dataset[KEY_sales])\\n\",\n    \"plotter.plot(sale_dataset[KEY_experience], predictions, color='purple')\"\n   ],\n   \"id\": \"3a80713def685212\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"[<matplotlib.lines.Line2D at 0x22715735ac0>]\"\n     },\n     \"execution_count\": 19,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 19\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:00.655679Z\",\n     \"start_time\": \"2024-07-22T14:35:00.640283Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"residuler\"\n   ],\n   \"id\": \"8394089876a31487\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"[array([6.11556404]),\\n array([-5.98808601]),\\n array([2.56373901]),\\n array([2.126425]),\\n array([0.25080506]),\\n array([0.45909706]),\\n array([4.3919725]),\\n array([-5.89430501]),\\n array([-1.88443596]),\\n array([-0.99894697]),\\n array([-2.52017293]),\\n array([-2.23882994]),\\n array([-6.42639193]),\\n array([6.49068803]),\\n array([3.55287806])]\"\n     },\n     \"execution_count\": 20,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 20\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:01.288848Z\",\n     \"start_time\": \"2024-07-22T14:35:00.657015Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"# Residüleri Görelim\\n\",\n    \"# Scatter\\n\",\n    \"\\n\",\n    \"plotter.scatter(x = sale_dataset[KEY_sales], \\n\",\n    \"                y = residuler)\"\n   ],\n   \"id\": \"9308cc11c0768ab9\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<matplotlib.collections.PathCollection at 0x22715b8b440>\"\n     },\n     \"execution_count\": 21,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 21\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:01.306001Z\",\n     \"start_time\": \"2024-07-22T14:35:01.291084Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"from sklearn.preprocessing import PolynomialFeatures\\n\",\n    \"\\n\",\n    \"poly_model = PolynomialFeatures(2)\\n\",\n    \"transformed_data = poly_model.fit_transform(sale_dataset[[KEY_experience]],\\n\",\n    \"                                            sale_dataset[[KEY_sales]])\"\n   ],\n   \"id\": \"8566e2ce7bb0fd70\",\n   \"outputs\": [],\n   \"execution_count\": 22\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:01.323954Z\",\n     \"start_time\": \"2024-07-22T14:35:01.307131Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"transformed_data\"\n   ],\n   \"id\": \"b30e1c6ed7aaa260\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"array([[1.00000e+00, 3.20000e+00, 1.02400e+01],\\n       [1.00000e+00, 8.20000e+00, 6.72400e+01],\\n       [1.00000e+00, 5.70000e+00, 3.24900e+01],\\n       [1.00000e+00, 7.50000e+00, 5.62500e+01],\\n       [1.00000e+00, 1.50000e+00, 2.25000e+00],\\n       [1.00000e+00, 1.10000e+00, 1.21000e+00],\\n       [1.00000e+00, 6.75000e+00, 4.55625e+01],\\n       [1.00000e+00, 8.50000e+00, 7.22500e+01],\\n       [1.00000e+00, 3.20000e+00, 1.02400e+01],\\n       [1.00000e+00, 3.90000e+00, 1.52100e+01],\\n       [1.00000e+00, 1.00000e-01, 1.00000e-02],\\n       [1.00000e+00, 1.00000e+00, 1.00000e+00],\\n       [1.00000e+00, 4.00000e-01, 1.60000e-01],\\n       [1.00000e+00, 4.40000e+00, 1.93600e+01],\\n       [1.00000e+00, 1.40000e+00, 1.96000e+00]])\"\n     },\n     \"execution_count\": 23,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 23\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:01.339427Z\",\n     \"start_time\": \"2024-07-22T14:35:01.326110Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"from sklearn.linear_model import LinearRegression\\n\",\n    \"\\n\",\n    \"quadratic_model = LinearRegression().fit(transformed_data, sale_dataset[[KEY_sales]])\"\n   ],\n   \"id\": \"43687606e2002e9e\",\n   \"outputs\": [],\n   \"execution_count\": 24\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:01.355656Z\",\n     \"start_time\": \"2024-07-22T14:35:01.340520Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"quadratic_model.intercept_\"\n   ],\n   \"id\": \"fced6c7ae10dbbeb\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"array([6.45196075])\"\n     },\n     \"execution_count\": 25,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 25\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:01.369978Z\",\n     \"start_time\": \"2024-07-22T14:35:01.356777Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"quadratic_model.coef_\"\n   ],\n   \"id\": \"741e167156b5706\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"array([[ 0.        ,  7.06439652, -0.4721974 ]])\"\n     },\n     \"execution_count\": 26,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 26\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:01.379444Z\",\n     \"start_time\": \"2024-07-22T14:35:01.371088Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"predictions_quadratic = quadratic_model.predict(transformed_data)\"\n   ],\n   \"id\": \"f54004a9426a8ed2\",\n   \"outputs\": [],\n   \"execution_count\": 27\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:01.392317Z\",\n     \"start_time\": \"2024-07-22T14:35:01.384325Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"sale_dataset[KEY_experience]\"\n   ],\n   \"id\": \"5ddd63ed9bfe6551\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"0     3.20\\n1     8.20\\n2     5.70\\n3     7.50\\n4     1.50\\n5     1.10\\n6     6.75\\n7     8.50\\n8     3.20\\n9     3.90\\n10    0.10\\n11    1.00\\n12    0.40\\n13    4.40\\n14    1.40\\nName: YearsExperience, dtype: float64\"\n     },\n     \"execution_count\": 28,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 28\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:01.403842Z\",\n     \"start_time\": \"2024-07-22T14:35:01.393529Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"predictions_quadratic\"\n   ],\n   \"id\": \"6791e822406aac27\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"array([[24.22272827],\\n       [32.62945923],\\n       [31.37732748],\\n       [32.87383106],\\n       [15.98611139],\\n       [13.65143807],\\n       [32.62214335],\\n       [32.38306922],\\n       [24.22272827],\\n       [26.82098477],\\n       [ 7.15367843],\\n       [13.04415987],\\n       [ 9.20216778],\\n       [28.39356383],\\n       [15.41660898]])\"\n     },\n     \"execution_count\": 29,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 29\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:01.662918Z\",\n     \"start_time\": \"2024-07-22T14:35:01.405026Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"plotter.scatter(x = sale_dataset[KEY_experience], \\n\",\n    \"                y = predictions_quadratic)\"\n   ],\n   \"id\": \"554ce20a732d9c36\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<matplotlib.collections.PathCollection at 0x22715c662d0>\"\n     },\n     \"execution_count\": 30,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": 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AAMILQAQAAjAgqdJw6dUqFhYXKzc1VXl6eSkpK1N7eLkk6fvy45s6dq9tvv10zZ87Url27IlIwAACwp16HDp/Pp8LCQl24cEFbt27VmjVr9Oc//1kvvPCCfD6fFi1apJSUFO3YsUOzZ8/W4sWLdeLEiUjWDgAAbGRAbyceOXJENTU1+stf/qKUlBRJUmFhoZ577jndfffdOn78uCoqKpSQkKAxY8aoqqpKO3bs0OOPPx6x4gEAgH30+kxHamqqNm/e7A8cnc6fP699+/bJ7XYrISHBP56Tk6OampqwFQoAAOyt16FjyJAhysvL87/2er0qLy/XXXfdpebmZqWlpQXMHzZsmE6ePBm+SgEAgK31ennlSqWlpaqvr9f27dv1yiuvKD4+PuD9+Ph4dXR0BH1cj8fT15L83xvKMWAO/bIPemUf9MpeYqFfwdTep9BRWlqqLVu2aM2aNRo7dqwGDhyos2fPBszp6OiQy+UK+ti1tbV9KSnsx4A59Ms+6JV90Ct76S/9Cjp0rFy5Utu2bVNpaalmzJghSRo+fLgOHz4cMO/MmTNdllx6Izs7W06nM+jvky6lrdra2pCOAXPol33QK/ugV/YSC/3q/B16I6jQsW7dOlVUVGj16tUqKCjwj0+YMEGbNm1SW1ub/+zGnj17lJOTE8zhJUlOpzPkDz4cx4A59Ms+6JV90Ct76S/96vWFpA0NDdqwYYPmz5+vnJwcNTc3+79yc3OVkZGhZcuW6dChQ9q0aZP279+vBx98MJK1AwAAG+n1mY53331XHo9HZWVlKisrC3jv4MGD2rBhg5566ik98MADyszM1Pr16zVixIiwFwwAAOyp16FjwYIFWrBgQY/vZ2Zmqry8PCxFAQCA2MMD3wAAgBGEDgAAYAShAwAAGEHoAAAARhA6AACAEYQOAABgBKEDAAAYQegAAABGEDoAAIARhA4AAGAEoQMAABhB6AAAAEYQOgAAgBGEDgAAYAShAwAAGEHoAAAARhA6AACAEYQOAABgBKEDAAAYQegAAABGEDoAAIARhA4AAGAEoQMAABhB6AAAAEYQOgAAgBGEDgAAYAShAwAAGEHoAAAARhA6AACAEYQOAABgBKEDAAAYQegAAABGEDoAAIARhA4AAGAEoQMAABhB6AAAAEYQOgAAgBGEDgAAYAShAwAAGEHoAAAARhA6AACAEQOsLgDRw+P1qbqxRafPtSltsEu5WclyxjmsLgsAECMIHZAk7axrUnFlvZpa2/xjGUkuFc1yq2B8hoWVAQBiBcsr0M66Ji0s3xsQOCTpZGubFpbv1c66JosqAwDEEkJHP+fx+lRcWS9fN+91jhVX1svj7W4GAAC9R+jo56obW7qc4bicT1JTa5uqG1vMFQUAiEmEjn7u9LmeA0df5gEA0BNCRz+XNtgV1nkAAPSE0NHP5WYlKyPJpZ5ujHXo0l0suVnJJssCAMQgQkc/5fH6VNXwT729/4S+ecd/ySd1CR6dr4tmudmvAwAQMvbp6Ie625NjaMJ1kqSzn37mH0tnnw4AQBgROvqZzj05rrwBtvV/w8YT08dqVEoCO5ICAMKO0NGPXGtPDoekit3HtGvpNMIGACDsuKajH2FPDgCAlfocOjo6OnTvvffqo48+8o89++yzuvnmmwO+ysvLw1IoQseeHAAAK/VpeaW9vV1LlizRoUOHAsYbGhq0ZMkS3X///f6xxMTE0CpE2LAnBwDASkGf6Th8+LC+/vWv69ixY13ea2hokNvtVmpqqv9r0KBBYSkUoWNPDgCAlYIOHdXV1brzzjv1+uuvB4yfP39ep06d0qhRo8JVG8LMGedQ0Sy3JPbkAACYF/TyykMPPdTteENDgxwOhzZu3Kj3339fQ4cO1aOPPhqw1NIbHo8n2JK6fG8ox4h1+ePStP6h2/V/3v67Tv6/dv94epJLT3/5FuWPSzP2+dEv+6BX9kGv7CUW+hVM7WG7ZfbIkSNyOBwaPXq05syZo927d+vpp59WYmKi8vPze32c2trakGsJxzFi2XBJL/73UP29uUP/avPqBlecxqXGy/nZSdXUnDReD/2yD3plH/TKXvpLv8IWOu677z5NnTpVQ4cOlSTdcsst+uSTT7Rt27agQkd2dracTmefavB4PKqtrQ3pGP1JjsU/n37ZB72yD3plL7HQr87foTfCFjocDoc/cHQaPXq0Pvzww6CO43Q6Q/7gw3EMmEO/7INe2Qe9spf+0q+wbQ62du1azZ07N2DswIEDGj16dLh+BAAAsLGwhY6pU6dq9+7deumll3Ts2DG99tprevPNNzVv3rxw/QgAAGBjYQsdt912m9auXavf/OY3uvfee/Xqq69q1apVmjhxYrh+BAAAsLGQruk4ePBgwOvp06dr+vTpIRUEAABiEw98AwAARhA6AACAEYQOAABgBKEDAAAYQegAAABGEDoAAIARYdsGHeZ4vD5VN7bo9Lk2pQ12KTcrmcfRAwCiHqHDZnbWNam4sl5NrW3+sYwkl4pmuVUwPsPCygAAuDqWV2xkZ12TFpbvDQgcknSytU0Ly/dqZ12TRZUBAHBthA6b8Hh9Kq6sl6+b9zrHiivr5fF2NwMAAOsROmyiurGlyxmOy/kkNbW2qbqxxVxRAAAEgdBhE6fP9Rw4+jIPAADTCB02kTbYFdZ5AACYRuiwidysZGUkudTTjbEOXbqLJTcr2WRZAAD0GqEjynm8PlU1/FNv7z+hb97xX/JJXYJH5+uiWW726wAARC326Yhi3e3JMTThOknS2U8/84+ls08HAMAGCB1RqnNPjitvgG3937DxxPSxGpWSwI6kAADbIHREoWvtyeGQVLH7mHYtnUbYAADYBtd0RCH25AAAxCJCRxRiTw4AQCwidEQh9uQAAMQiQkcUYk8OAEAsInREIWecQ0Wz3JLYkwMAEDsIHVGqYHyGyuZMUnpS4BJKepJLZXMmsScHAMB2uGU2ihWMz1C+O13VjS06fa6NPTkAALZG6IhyzjiHpowZZnUZAACEjOUVAABgBKEDAAAYQegAAABGEDoAAIARhA4AAGAEoQMAABhB6AAAAEYQOgAAgBGEDgAAYAShAwAAGEHoAAAARhA6AACAEYQOAABgBKEDAAAYQegAAABGEDoAAIARhA4AAGAEoQMAABhB6AAAAEYQOgAAgBGEDgAAYAShAwAAGEHoAAAARhA6AACAEYQOAABgBKEDAAAYQegAAABG9Dl0dHR06N5779VHH33kHzt+/Ljmzp2r22+/XTNnztSuXbvCUiQAALC/PoWO9vZ2/ehHP9KhQ4f8Yz6fT4sWLVJKSop27Nih2bNna/HixTpx4kTYigUAAPY1INhvOHz4sJYsWSKfzxcw/uGHH+r48eOqqKhQQkKCxowZo6qqKu3YsUOPP/542AoGAAD2FPSZjurqat155516/fXXA8b37dsnt9uthIQE/1hOTo5qampCLhIAANhf0Gc6HnrooW7Hm5ublZaWFjA2bNgwnTx5MqjjezyeYEvq8r2hHAPm0C/7oFf2Qa/sJRb6FUztQYeOnly4cEHx8fEBY/Hx8ero6AjqOLW1tSHXEo5jwBz6ZR/0yj7olb30l36FLXQMHDhQZ8+eDRjr6OiQy+UK6jjZ2dlyOp19qsHj8ai2tjakY8Ac+mUf9Mo+6JW9xEK/On+H3ghb6Bg+fLgOHz4cMHbmzJkuSy7X4nQ6Q/7gw3EMmEO/7INe2Qe9spf+0q+wbQ42YcIEffzxx2pra/OP7dmzRxMmTAjXjwAAADYWttCRm5urjIwMLVu2TIcOHdKmTZu0f/9+Pfjgg+H6EQAAwMbCFjqcTqc2bNig5uZmPfDAA3rrrbe0fv16jRgxIlw/AgAA2FhI13QcPHgw4HVmZqbKy8tDKijaeLw+VTe26PS5NqUNdik3K1nOOIfVZQEAYDthu5A0Fu2sa1JxZb2aWv9znUpGkktFs9wqGJ9hYWUAANgPT5ntwc66Ji0s3xsQOCTpZGubFpbv1c66JosqAwDAnggd3fB4fSqurJevm/c6x4or6+XxdjcDAAB0h9DRjerGli5nOC7nk9TU2qbqxhZzRQEAYHOEjm6cPtdz4OjLPAAAQOjoVtrg3m3d3tt5AACA0NGt3KxkZSS51NONsQ5duoslNyvZZFkAANgaoaMbzjiHima5JalL8Oh8XTTLzX4dAAAEgdDRg4LxGSqbM0npSYFLKOlJLpXNmcQ+HQAABInNwa6iYHyG8t3p7EgKAEAYEDquwRnn0JQxw6wuAwAA22N5BQAAGEHoAAAARhA6AACAEYQOAABgBKEDAAAYQegAAABGEDoAAIARhA4AAGAEoQMAABhB6AAAAEYQOgAAgBGEDgAAYAShAwAAGEHoAAAARsT8o+09Xp+qG1t0+lyb0ga7lJuVLGecw+qyAADod2I6dOysa1JxZb2aWtv8YxlJLhXNcqtgfIaFlQEA0P/E7PLKzromLSzfGxA4JOlka5sWlu/VzromiyoDAKB/isnQ4fH6VFxZL18373WOFVfWy+PtbgYAAIiEmAwduz9p6XKG43I+SU2tbapubDFXFAAA/VxMho7T59p7Oa/nYAIAAMIrJkNH2uCBvZzninAlAACgU0yGjjtGJSsjyaWebox16NJdLLlZySbLAgCgX4vJ0OGMc6holluSugSPztdFs9zs1wEAgEExGTokqWB8hsrmTFJ6UuASSnqSS2VzJrFPBwAAhsX05mAF4zOU705nR1IAAKJATIcO6dJSy5Qxw6wuAwCAfi9ml1cAAEB0IXQAAAAjCB0AAMAIQgcAADCC0AEAAIwgdAAAACMIHQAAwAhCBwAAMILQAQAAjIiaHUl9Pp8kyePx9PkYnd8byjFgDv2yD3plH/TKXmKhX521d/4dvxqHrzezDOjo6FBtba3VZQAAgD7Izs5WfHz8VedETejwer26ePGi4uLi5HDwQDYAAOzA5/PJ6/VqwIABiou7+lUbURM6AABAbONCUgAAYAShAwAAGEHoAAAARhA6AACAEYQOAABgBKEDAAAYQegAAABGxEzoaG9v1/LlyzV58mR94Qtf0Msvv2x1SejBqVOnVFhYqNzcXOXl5amkpETt7e1Wl4VrWLBggX784x9bXQauoqOjQ8XFxbrjjjv0+c9/XqtXr+7V1tSwRlNTk773ve9p0qRJmjZtml555RWrS4q4qHn2Sqief/551dXVacuWLTpx4oSWLl2qESNGqKCgwOrScBmfz6fCwkINGTJEW7duVWtrq5YvX664uDgtXbrU6vLQg3feeUfvvfee7r//fqtLwVU8++yz+uijj/TSSy/p3//+t5544gmNGDFC3/zmN60uDd344Q9/qBEjRuiNN97Q4cOH9eSTT2rkyJHKz8+3urSIiYkzHZ9++ql+9atf6amnntKtt96q/Px8ffe739XWrVutLg1XOHLkiGpqalRSUqKbbrpJkydPVmFhod5++22rS0MPzp49q+eff17Z2dlWl4KrOHv2rHbs2KGVK1fqtttu05QpUzRv3jzt27fP6tLQjdbWVtXU1GjhwoUaNWqUpk+frry8PFVVVVldWkTFROg4cOCALl68qIkTJ/rHcnJytG/fPnm9Xgsrw5VSU1O1efNmpaSkBIyfP3/eoopwLc8995xmz56tG2+80epScBV79uxRYmKicnNz/WMLFixQSUmJhVWhJy6XS4MGDdIbb7yhzz77TEeOHNHevXs1btw4q0uLqJgIHc3NzbrhhhsCnm6XkpKi9vZ2nT171rrC0MWQIUOUl5fnf+31elVeXq677rrLwqrQk6qqKv31r3/VD37wA6tLwTUcP35cI0eO1JtvvqmCggJ98Ytf1Pr16/mPV5QaOHCgnnnmGb3++uuaMGGCvvSlL+nuu+/W1772NatLi6iYuKbjwoULXR6n2/m6o6PDipLQS6Wlpaqvr9f27dutLgVXaG9vV1FRkZ555hm5XC6ry8E1fPrppzp69KgqKipUUlKi5uZmPfPMMxo0aJDmzZtndXnoRkNDg6ZOnapHH31Uhw4d0sqVKzVlyhR95Stfsbq0iImJ0DFw4MAu4aLzNf9YRq/S0lJt2bJFa9as0dixY60uB1dYt26dxo8fH3BmCtFrwIABOn/+vFatWqWRI0dKkk6cOKFt27YROqJQVVWVtm/frvfee08ul0vZ2dk6deqUysrKCB3Rbvjw4frXv/6lixcvasCAS79Sc3OzXC6XhgwZYnF16M7KlSu1bds2lZaWasaMGVaXg2688847OnPmjP9aqc4g/7vf/U5/+9vfrCwN3UhNTdXAgQP9gUOSsrKy1NTUZGFV6EldXZ0yMzMD/mPsdru1ceNGC6uKvJgIHePGjdOAAQNUU1OjyZMnS7p0UVV2drbi4mLispWYsm7dOlVUVGj16tXc0hzFXn31VV28eNH/+he/+IUk6cknn7SqJFzFhAkT1N7ersbGRmVlZUm6dLfY5SEE0SMtLU1Hjx5VR0eH/3KAI0eO6HOf+5zFlUVWTPxFHjRokO677z6tWLFC+/fv1x//+Ee9/PLLeuSRR6wuDVdoaGjQhg0bNH/+fOXk5Ki5udn/hegycuRIZWZm+r+uv/56XX/99crMzLS6NHRj9OjRuueee7Rs2TIdOHBAH3zwgTZt2qRvfetbVpeGbkybNk3XXXedfvKTn6ixsVF/+tOftHHjRj388MNWlxZRDl+MbFd34cIFrVixQr///e+VmJioxx57THPnzrW6LFxh06ZNWrVqVbfvHTx40HA1CEbnbqQ///nPLa4EPTl37pxWrlypP/zhDxo0aJAeeughLVq0SA6Hw+rS0I3Dhw/rpz/9qfbv36/k5GR9+9vf1ne+852Y7lfMhA4AABDdYmJ5BQAARD9CBwAAMILQAQAAjCB0AAAAIwgdAADACEIHAAAwgtABAACMIHQAAAAjCB0AAMAIQgcAADCC0AEAAIwgdAAAACP+PzqQNVEmSmmOAAAAAElFTkSuQmCC\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 30\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:01.667411Z\",\n     \"start_time\": \"2024-07-22T14:35:01.664137Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"r2_score_quadratic = r2_score(sale_dataset[KEY_sales], \\n\",\n    \"                              predictions_quadratic)\"\n   ],\n   \"id\": \"12dcdaf4409c8aba\",\n   \"outputs\": [],\n   \"execution_count\": 31\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:01.677736Z\",\n     \"start_time\": \"2024-07-22T14:35:01.668532Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"r2_score_quadratic\"\n   ],\n   \"id\": \"6b829999dbfb28ea\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"0.9073907971182075\"\n     },\n     \"execution_count\": 32,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 32\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:01.687729Z\",\n     \"start_time\": \"2024-07-22T14:35:01.681797Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"sale_dataset[KEY_experience].shape\"\n   ],\n   \"id\": \"4f16c0124aea4d0f\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"(15,)\"\n     },\n     \"execution_count\": 33,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 33\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:01.697806Z\",\n     \"start_time\": \"2024-07-22T14:35:01.688834Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"temp = []\\n\",\n    \"for x in range(len(sale_dataset[KEY_experience])):\\n\",\n    \"    temp.append([sale_dataset[KEY_experience][x],predictions_quadratic[x]])\\n\",\n    \"temp.sort(key=lambda x: x[0])\\n\",\n    \"\\n\",\n    \"x = []\\n\",\n    \"y_pred = []\\n\",\n    \"\\n\",\n    \"for a in temp:\\n\",\n    \"    x.append(a[0])\\n\",\n    \"    y_pred.append(a[1])\"\n   ],\n   \"id\": \"d2ffec5510df4035\",\n   \"outputs\": [],\n   \"execution_count\": 34\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:01.896139Z\",\n     \"start_time\": \"2024-07-22T14:35:01.698957Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"plotter.scatter(x = sale_dataset[KEY_experience], \\n\",\n    \"                y = sale_dataset[KEY_sales])\\n\",\n    \"\\n\",\n    \"plotter.plot(x, \\n\",\n    \"             y_pred, \\n\",\n    \"             color='purple')\"\n   ],\n   \"id\": \"c38e1a8afa78ff22\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"[<matplotlib.lines.Line2D at 0x22715c3d370>]\"\n     },\n     \"execution_count\": 35,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 35\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:02.055087Z\",\n     \"start_time\": \"2024-07-22T14:35:01.897213Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"plotter.scatter(x = sale_dataset[KEY_experience], \\n\",\n    \"                y = predictions_quadratic,\\n\",\n    \"                edgecolors='red')\"\n   ],\n   \"id\": \"339f04f5863f90e1\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<matplotlib.collections.PathCollection at 0x22717d13440>\"\n     },\n     \"execution_count\": 36,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 36\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:02.219089Z\",\n     \"start_time\": \"2024-07-22T14:35:02.059372Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"plotter.scatter(x=sale_dataset[KEY_experience],\\n\",\n    \"                y=sale_dataset[KEY_sales])\"\n   ],\n   \"id\": \"31dfc7096f93542c\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<matplotlib.collections.PathCollection at 0x22715ca0cb0>\"\n     },\n     \"execution_count\": 37,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 37\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:02.416361Z\",\n     \"start_time\": \"2024-07-22T14:35:02.220201Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"plotter.scatter(x=sale_dataset[KEY_experience],\\n\",\n    \"                y=predictions, edgecolors='green')\"\n   ],\n   \"id\": \"65666fa0448f1b5d\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<matplotlib.collections.PathCollection at 0x22715bb8470>\"\n     },\n     \"execution_count\": 38,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 38\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:02.421041Z\",\n     \"start_time\": \"2024-07-22T14:35:02.417441Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"residuler_quadratic = []\\n\",\n    \"for x in range(len(predictions_quadratic)):\\n\",\n    \"    residuler_quadratic.append(sale_dataset[KEY_sales][x] - predictions_quadratic[x])\"\n   ],\n   \"id\": \"e605869779d75866\",\n   \"outputs\": [],\n   \"execution_count\": 39\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:02.433174Z\",\n     \"start_time\": \"2024-07-22T14:35:02.421041Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"residuler_quadratic\"\n   ],\n   \"id\": \"362965295d7faa4\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"[array([2.77727173]),\\n array([-2.62945923]),\\n array([-0.37732748]),\\n array([3.12616894]),\\n array([0.01388861]),\\n array([1.34856193]),\\n array([3.37785665]),\\n array([-1.38306922]),\\n array([-5.22272827]),\\n array([-4.82098477]),\\n array([1.84632157]),\\n array([-1.04415987]),\\n array([-3.20216778]),\\n array([2.60643617]),\\n array([3.58339102])]\"\n     },\n     \"execution_count\": 40,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 40\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:02.587300Z\",\n     \"start_time\": \"2024-07-22T14:35:02.434254Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"plotter.scatter(x = sale_dataset[KEY_sales], \\n\",\n    \"                y = residuler_quadratic)\"\n   ],\n   \"id\": \"37c525527503c9f5\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<matplotlib.collections.PathCollection at 0x22717dc7530>\"\n     },\n     \"execution_count\": 41,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 41\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:02.759105Z\",\n     \"start_time\": \"2024-07-22T14:35:02.588452Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"plotter.scatter(x = sale_dataset[KEY_experience], \\n\",\n    \"                y = predictions_quadratic,\\n\",\n    \"                edgecolors='red')\\n\",\n    \"plotter.scatter(x=sale_dataset[KEY_experience],\\n\",\n    \"                y=sale_dataset[KEY_sales])\"\n   ],\n   \"id\": \"73098335f14db98\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<matplotlib.collections.PathCollection at 0x22718f7c2f0>\"\n     },\n     \"execution_count\": 42,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": 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INO31E/ZrPa9jpI9riW6ax/golrlrJeh2AS7E4GAB7FRfLKCvT3fPm656tj7U3t3pzZJSVScXFUSwOQE8idACwX3GxEidPDlmRNJEVSQHXI3QAiA6PRxozJtpVALAR93QAAABbEDoAAIAtCB0AAMAW3NMBREMwINW+LTXVSykZkne0lMBNlADcjdAB2K16t7RnoXTuzBdtqVnSxGel/EnRqwsAehiXVwA7Ve+WdswIDRySdK7Oaq/eHZ262gQC0t690rZt1r887RVABBE6ALsEA9YZDpkdbLzUtudxq180+Hxqzc2TioqkadOkoiLrtc8XnXoAuA6hA7BL7duXn+EIYUrnTlv97ObzySwp0d6kDE2ZvkL583ZqyvQV2peUIbOkRHrjDftrAuA6hA7ALk31ke0XKYGAWufN11t5I/Rw8WIdzh6s80nJOpw9WDOLF+s3eSMUXPAYl1oAdBuhA7BLSkZk+0VKebkST9Zqw6ipMo3Q/xJMI0EbRt2nXic/Vsrhw/bWBcB1CB2AXbyjrVkqMq7QwZBSs61+dqqrkyTVpHs73FyTZrX3amy0rSQA7kToAOyS4LGmxUq6PHhcej3xGfvX68jMlCQNaqjtcPOgRqv9YlqabSUBcCdCB2Cn/EnS1Fek1MzQ9tQsqz0a63QUFqr1Rq/mHNwhwwyGbDLMoGYf3KmLN+aoaehQ+2sD4CosDgbYLX+SNPje2FmR1ONR4upVGltSoi2+Zdow6j7VpHk1qLFWsw/u1Fh/hYI7dvDYeQDdRugAoiHBIw0sjHYVXygullFWprvnzdc9Wx9rb2715sgoK5MmT5YqK6NXHwBXIHQAsBQXK3HyZKm83Lq5NDNTiYWF1hkOpssCiABCB4AveDzSmDHRrgKAS3EjKQAAsAWhAwAA2ILQAQAAbEHoAAAAtiB0AAAAWxA6AACALQgdAADAFoQOAABgi7BDR319vebOnauRI0eqsLBQy5cvV3NzsyRp2bJlGjRoUMjH1q1bI140AABwnrBWJDVNU3PnzlVqaqpee+01ffbZZ1q0aJESEhK0cOFC+f1+LViwQFOmTGl/T0pKSsSLBgAAzhPWmY7jx4+rsrJSy5cv1ze+8Q3dfvvtmjt3rn7xi19Ikvx+v/Lz85Went7+kZyc3COFAwAAZwkrdKSnp2vLli1KS0sLaW9qalJTU5Pq6+uVk5MTyfoAAIBLhBU6UlNTVVj4xeO4g8Ggtm7dqlGjRsnv98swDD3//PO66667NGnSJL3xxhsRLxgAADhTt54yW1paqurqapWVlenDDz+UYRjKzc3V9OnTVVFRoaeeekopKSkaP358p/cZ6MYjtNve2519wD6Ml3MwVs7BWDmLG8YrnNoN0zTNrnyS0tJS/fM//7NWr16tCRMmyDRNffbZZ+rfv397n6VLl+rEiRN68cUXO1V0ZWVlV0oBAABRNmTIEHk8nqv26dKZjqVLl2rbtm0qLS3VhAkTJEmGYYQEDknKzc3VwYMHw9p3QUHBNYu+kkAgoKqqqm7tA/ZhvJyDsXIOxspZ3DBebV9DZ4QdOtavX6/t27dr1apVmjhxYnv72rVrdfjwYb300kvtbR999JFyc3PD2r/H4+n2gY/EPmAfxss5GCvnYKycJV7GK6zQ4ff7tXHjRs2aNUvDhw9XQ0ND+7aioiJt3rxZL7zwgsaPH6/9+/frzTff1CuvvBLxogHHa2mRNm6U/H4pL0/60Y+kpKRoVwUAPSqs0PHWW28pEAho06ZN2rRpU8i2mpoarV27VuvWrdPatWuVnZ2tlStXaujQoREtGHC8n/xEF9esVa+LLe1NF3+yUL1+/HfSc89FsTAA6FlhhY5Zs2Zp1qxZV9w+btw4jRs3rttFAa71k5/ILC3VvryR2nDHVNWkezWooVazD7yue0pLZUgEDwCuxQPfALu0tOjimrV6K2+kHv7eYh3OHqzzSck6nD1YD3/vKb2VN0IX16y1Lr0AgAsROgC7bNyoXhdbtOGOqTKN0B8900jQxjumWpdcNm6MUoEA0LMIHYBd/H5JUk26t8PNNWnekH4A4DaEDsAueXmSpEENtR1uHtRYG9IPANyG0AHY5Uc/0sVeSZp94HUZZjBkk2EG9aMDO3SxV5I1fRYAXIjQAdglKUm9fvx3usdfoX/atVTDTh9Rv+bzGnb6iP5p11Ld46+wps2yXgcAl+rWA98AhOm552RIunvNWo3zV7Q3X+yVJOOxx5guC8DVCB2A3Z57Tr2WLQtZkbQXK5ICiAOEDiAakpKkH/842lUAgK24pwMAANiC0AEAAGxB6AAAALYgdAAAAFsQOgAAgC0IHQAAwBaEDgAAYAtCBwAAsAWhAwAA2ILQAQAAbEHoAAAAtiB0AAAAWxA6AACALXjKLIAvBANS7dtSU72UkiF5R0sJnmhXBcAlCB0ALNW7pT0LpXNnvmhLzZImPisNujd6dQFwDS6vALACx44ZoYFDks7VWe1H/iU6dQFwFUIHEO+CAesMh8wONlptCf+6SDIDtpYFwH0IHUC8q3378jMcIUwZ504r5f9V2VYSAHcidADxrqm+U916Nf+/Hi4EgNsROoB4l5LRqW4Xe9/Qw4UAcDtCBxDvvKOtWSoyrtDBkJmaraYbCuysCoALETqAeJfgsabFSro8eFivg//zHyWD9ToAdA+hA4CUP0ma+oqUmhnanppltd/y59GpC4CrsDgYAEv+JGnwvR2vSBpguiyA7iN0APhCgkcaWBjtKgC4FJdXAACALQgdAADAFoQOAABgC0IHAACwBaEDAADYgtABAABsQegAAAC2IHQAAABbEDoAAIAtCB0AAMAWYYWO+vp6zZ07VyNHjlRhYaGWL1+u5uZmSdKpU6f0wAMPaMiQIfr2t7+t/fv390jBAADAmTodOkzT1Ny5c3XhwgW99tprWr16tX77299qzZo1Mk1Ts2fPVlpamnbt2qXJkydrzpw5OnPmTE/WDgAAHKTTD3w7fvy4Kisr9e///u9KS0uTJM2dO1fPPvus7rrrLp06dUrbt29X3759lZeXpwMHDmjXrl165JFHeqx4AADgHJ0+05Genq4tW7a0B442TU1Neu+995Sfn6++ffu2tw8fPlyVlZURKxQAADhbp0NHamqqCgu/eOR1MBjU1q1bNWrUKDU0NGjAgAEh/W+44QZ9+umnkasUAAA4Wqcvr3xVaWmpqqurVVZWppdeeklJSUkh25OSktTS0hL2fgOBQFdLan9vd/YB+zBezsFYOQdj5SxuGK9wau9S6CgtLdXLL7+s1atX6+abb1bv3r119uzZkD4tLS3q06dP2PuuqqrqSkkR3wfsw3g5B2PlHIyVs8TLeIUdOpYuXapt27aptLRUEyZMkCRlZGTo2LFjIf0aGxsvu+TSGQUFBfJ4PGG/T7LSVlVVVbf2AfswXs7BWDkHY+Usbhivtq+hM8IKHevXr9f27du1atUqTZw4sb39tttu0+bNm/X555+3n904dOiQhg8fHs7uJUkej6fbBz4S+4B9GC/nYKycg7FylngZr07fSOr3+7Vx40Y9/PDDGj58uBoaGto/Ro4cqczMTD3xxBM6evSoNm/erPfff18lJSU9WTsAAHCQTp/peOuttxQIBLRp0yZt2rQpZFtNTY02btyoJ598UsXFxfJ6vdqwYYOysrIiXjAAAHCmToeOWbNmadasWVfc7vV6tXXr1ogUBQAA3KfLU2bhcMGAVPu21FQvpWRI3tFSgvuvJ8YMjj+AOEToiEfVu6U9C6VzX3o2TmqWNPFZKX9S9OqKFxx/AHGKR9vHm+rd0o4Zob/wJOlcndVevTs6dcULjj+AOEboiCfBgPUXtswONl5q2/O41Q+Rx/EHEOcIHfGk9u3L/8IOYUrnTlv9EHkcfwBxjtART5rqI9sP4eH4A4hzhI54kpIR2X4ID8cfQJwjdMQT72hrloSMK3QwpNRsqx8ij+MPIM4ROuJJgsealinp8l98l15PfIb1InoKxx9AnCN0xJv8SdLUV6TUzND21CyrnXUiehbHH0AcY3GweJQ/SRp8LytiRgvHH0CcInTEqwSPNLAw2lXEL44/gDjE5RUAAGALQgcAALAFoQMAANiC0AEAAGxB6AAAALYgdAAAAFsQOgAAgC0IHQAAwBaEDgAAYAtCBwAAsAWhAwAA2ILQAQAAbEHoAAAAtiB0AAAAWxA6AACALQgdAADAFoQOAABgC0IHAACwBaEDAADYgtABAABsQegAAAC2SIx2AYghwYBU+7bUVC+lZEje0VKCJ9pVAQBcgtABS/Vu6f8slP545ou2/5Yl/dmzUv6k6NUFAHANLq/AChw77pd57kxIs3nujLTjfms7AADdROiId8GA9MZcmaYpwwjdZBiSaZrSG39n9QMAoBsIHfHuxH7p4h9kfDVxXGIYhnTxP61+AAB0A6Ej3v3Hvsj2AwDgCggd8a4pGNl+AABcAaEjXgUC0t690scXpc+CCpoddwuakj4LSrmFdlYHAHAhpszGI59PrfPmK/FkrfV6cKKMqckyTSPkZtKgKRmSAodS5VkxJhqVAgBchDMd8cbnk1lSor1JGZoyfYXy5+3UlNufUdXvsqVzoZdQWs4nSjsvyPPj/yV5WCQMANA9nOmIJ4GAWufN1968EXq4eLFMw8qch7MHa3LWc9ri+5nGtL4nT4op/dFUovEnMlb+k1RcHOXCAQBuwJmOeFJersSTtdowamp74GhjGgnaMOr78nx8Ufru49JL/6bEY34CBwAgYrocOlpaWvSd73xH77zzTnvbsmXLNGjQoJCPrVu3RqRQfEkwIJ0ol6rKrH87u3BXXZ0kqSbd2+HmmrRL7fn50pgxXFIBAERUly6vNDc3a8GCBTp69GhIu9/v14IFCzRlypT2tpSUlO5ViFDVu6U9C6UvL1memiVN7MQzUjIzJUmDGmp1OHvwZZsHNdaG9AMAIJLCPtNx7NgxTZ06VSdPnrxsm9/vV35+vtLT09s/kpOTI1IodOkZKTNCA4cknauz2q/1jJTCQrXe6NWcgztkmKE3jRpmULMP7lSrN0cqZHosACDywg4dv//97/Wtb31Lr7/+ekh7U1OT6uvrlZOTE6na8GXBgHWGQx0tqHGpbc/jV7/U4vEocfUqjfVXaItvmYadPqJ+zec17PQRbfEt01h/hRJXreSyCgCgR4R9eWXatGkdtvv9fhmGoeeff16/+93v1L9/fz344IMhl1o6IxDo+oPF2t7bnX3ErI/3y/PVMxwhTOncaQVO7Jdy7rxyt8mTpR07dNeCR3XP1sfamy/emKPgjh3WdpuOn6vHy2UYK+dgrJzFDeMVTu0RmzJ7/PhxGYah3NxcTZ8+XRUVFXrqqaeUkpKi8ePHd3o/VVVV3a4lEvuINV87/Y5yO9Gv9sN39Iez17iPZuBAaecOpRw+rF6NjbqYlqamoUOtMxyVlZEoNyxuHC+3Yqycg7FylngZr4iFju9+97sqKipS//79JUmDBw/Wxx9/rG3btoUVOgoKCuTp4un9QCCgqqqqbu0jZvVvkt69djfvrd+SN2dI5/Y5fHi3SuouV4+XyzBWzsFYOYsbxqvta+iMiIUOwzDaA0eb3NxcHTx4MKz9eDyebh/4SOwj5gy805qlcq5OHd/XYUipWfIMvFNKcNbX7srxcinGyjkYK2eJl/GK2OJga9eu1QMPPBDS9tFHHyk3tzMXBXBNCR5rWqwk64koX3bp9cRnHBc4AADxI2Kho6ioSBUVFXrhhRd08uRJ/fznP9ebb76phx56KFKfAvmTpKmvSKlfWUcjNctqv9Y6HQAARFHELq9885vf1Nq1a7Vu3TqtXbtW2dnZWrlypYYOHRqpTwHJChaD75Vq35aa6qWUDMk7mjMcAICY163QUVNTE/J63LhxGjduXLcKQickeKSBLOAFAHAWHvgGAABsQegAAAC2IHQAAABbROxGUtgoEJDKy61H1WdmWg9oi4P53QAAZ+NMh9P4fGrNzZOKiqRp06SiIuu1zxftygAAuCpCh5P4fDJLSrQ3KUNTpq9Q/rydmjJ9hfYlZcgsKSF4AABiGqHDKQIBtc6br7fyRujh4sU6nD1Y55OSdTh7sGYWL9Zv8kaodf4C254QCwBAuAgdTlFersSTtdowaqpMI3TYTCNBG0bdp8Taj617PQAAiEGEDqeoq5Mk1aR7O9xck+YN6QcAQKwhdDhFpvW8lUENtR1uHtRYG9IPAIBYQ+iIdYGAtHevdPq0AgMyNOfA6zLMYEgXwwxq9sGdavXmWNNnAQCIQazTEct8PrXOm6/Ek9ZZDI+kuxsb9b9fma8l4/5GNWleDWqs1eyDOzXWXyGjrIz1OgAAMYvQEavapsfmjdCG6Y+oJt2rQQ21mnNwh8Ye+718Wx9r79rqzbECR3FxFAsGAODqCB2x6NL02L2Xpse2zVZpmx67xbdMd//xlBJXlkrZ2UpkRVIAgANwT0cs6sz02Po6KTtbGjOGwAEAcARCRyxieiwAwIUIHbGI6bEAABcidMSiwkK13ujVnIM7mB4LAHANQkcs8niUuHqVxvortMW3TMNOH1G/5vMadvqItviWaay/QomrVnIvBwDAUZi9EquKi2WUlenuefN1D9NjAQAuQOiIZcXFSpw82XqIW12dlJnJ9FgAgGMROmKdIcnrkW7oJaV4rNcAADgQoSOWVe+W9iyUzp35oi01S5r4rJQ/KXp1AQDQBdxIGquqd0s7ZoQGDkk6V2e1V++OTl0AAHQRoSMWBQPWGQ6ZHWy81LbncasfAAAOQeiIRbVvX36GI4QpnTtt9QMAwCEIHbGoqT6y/QAAiAGEjliUkhHZfgAAxABCRyzyjrZmqVxxfqwhpWZb/QAAcAhCRyxK8FjTYiVdHjwuvZ74jNUPAACHIHTEqvxJ0tRXpNSvPEk2NctqZ50OAIDDsDhYLMufJA2+15ql0lRv3cPhHc0ZDgCAIxE6Yl2CRxrII+wBAM7H5RUAAGALQgcAALAFoQMAANiC0AEAAGxB6AAAALYgdAAAAFsQOgAAgC0IHQAAwBaEDgAAYAtCBwAAsAWhAwAA2KLLoaOlpUXf+c539M4777S3nTp1Sg888ICGDBmib3/729q/f39EigQAAM7XpdDR3Nys+fPn6+jRo+1tpmlq9uzZSktL065duzR58mTNmTNHZ86ciVixAADAucJ+yuyxY8e0YMECmaYZ0n7w4EGdOnVK27dvV9++fZWXl6cDBw5o165deuSRRyJWMAAAcKawz3T8/ve/17e+9S29/vrrIe3vvfee8vPz1bdv3/a24cOHq7KysttFAgAA5wv7TMe0adM6bG9oaNCAAQNC2m644QZ9+umnYe0/EAiEW9Jl7+3OPmAfxss5GCvnYKycxQ3jFU7tYYeOK7lw4YKSkpJC2pKSktTS0hLWfqqqqrpdSyT2AfswXs7BWDkHY+Us8TJeEQsdvXv31tmzZ0PaWlpa1KdPn7D2U1BQII/H06UaAoGAqqqqurUP2Ifxcg7GyjkYK2dxw3i1fQ2dEbHQkZGRoWPHjoW0NTY2XnbJ5Vo8Hk+3D3wk9gH7MF7OwVg5B2PlLPEyXhFbHOy2227Thx9+qM8//7y97dChQ7rtttsi9SkAAICDRSx0jBw5UpmZmXriiSd09OhRbd68We+//75KSkoi9SmiIxCQ9u6Vtm2z/nXwzT4AAERTxEKHx+PRxo0b1dDQoOLiYu3evVsbNmxQVlZWpD6F/Xw+tebmSUVF0rRpUlGR9drni3ZlAAA4Trfu6aipqQl57fV6tXXr1m4VFHHBgFT7ttRUL6VkSN7RUkInrpv5fDJLSrQ3b4Q2TH9ENeleDWqo1ZyDOzS2pERGWZlUXNzz9QMA4BIRu5E0JlXvlvYslM59aSn21Cxp4rNS/qQrvy8QUOu8+dqbN0IPFy+WaVgnhA5nD9bM4sXa4lumu+cvUOLkyVIc3PgDAEAkuPcps9W7pR0zQgOHJJ2rs9qrd1/5veXlSjxZqw2jprYHjjamkaANo+5TYu3HUnl55OsGAMCl3Bk6ggHrDIfMDjZeatvzuNWvI3V1kqSadG+Hm2vSvCH9AADAtbkzdJw8cPkZjhCmdO60da9HRzIzJUmDGmo73DyosTakHwAAuDZXhg6jqb5zHa/Ur7BQrTd6NefgDhlmMHTfZlCzD+5UqzdHKizsXqEAAMQRV4YOMyWjcx2v1M/jUeLqVRrrr9AW3zINO31E/ZrPa9jpI9riW6ax/golrlrJTaQAAITBnbNXbrzDmqVyrk4d39dhWNu9o6+8j+JiGWVlunvefN2z9bH25lZvDtNlAQDoAneGjgSPNS12xwxJhkKDh2H9M/GZa6/XUVxsTYstL7duGs3MVGJhIWc4AADoAneGDslah2PqK1dYp+OZq6/T8WUejzRmTI+UCABAPHFv6JCsYDH43q6tSAoAACLK3aFDsgLGQGaZAAAQba6cvQIAAGIPoQMAANiC0AEAAGxB6AAAALYgdAAAAFsQOgAAgC0IHQAAwBaEDgAAYAtCBwAAsIX7VyQNBEIe2CYe2AYAQFS4+0yHz6fW3DypqEiaNk0qKrJe+3zRrgwAgLjj3tDh88ksKdHepAxNmb5C+fN2asr0FdqXlCGzpITgAQCAzdwZOgIBtc6br7fyRujh4sU6nD1Y55OSdTh7sGYWL9Zv8kaodf4C69ILAACwhTtDR3m5Ek/WasOoqTKN0C/RNBK0YdR9Sqz92LrXAwAA2MKVocP49FNJUk26t8PtNWmX2uvq7CoJAIC458rQYX7965KkQQ21HW4f1HipPTPTrpIAAIh7rgwdKixU641ezTm4Q4YZDNlkmEHNPrhTrd4ca/osAACwhTtDh8ejxNWrNNZfoS2+ZRp2+oj6NZ/XsNNHtMW3TGP9FUpctZL1OgAAsJF7FwcrLpZRVqa7583XPVsfa29u9ebIKCuTioujWBwAAPHHvaFDkoqLlTh5csiKpImsSAoAQFS4O3RIVsAYMybaVQAAEPfcHzq6KxiQat+WmuqllAzJO1pK4EwJAADhInRcTfVuac9C6dyZL9pSs6SJz0r5k6JXFwAADuTO2SuRUL1b2jEjNHBI0rk6q716d3TqAgDAoQgdHQkGrDMcMjvYeKltz+NWPwAA0CmEjo7Uvn35GY4QpnTutNUPAAB0CqGjI031ke0HAAAIHR1KyYhsPwAAQOjokHe0NUtFxhU6GFJqttUPAAB0CqGjIwkea1qspMuDx6XXE59hvQ4AAMJA6LiS/EnS1Fek1MzQ9tQsq511OgAACAuLg11N/iRp8L2sSAoAQARENHT8+te/1pw5c0LaJkyYoHXr1kXy09grwSMNLIx2FQAAOF5EQ8exY8dUVFSkpUuXtrf17t07kp8CAAA4VERDh9/v180336z09PRI7hYAALhARG8k9fv9ysnJieQuAQCAS0QsdJimqRMnTmj//v2aMGGCxo0bpxUrVqilpSVSnwIAADhYxC6vnDlzRhcuXFBSUpLWrFmjTz75RMuWLdPnn3+uxYsXd3o/gUDXH6LW9t7u7AP2Ybycg7FyDsbKWdwwXuHUbpim2dGjVLvk7Nmzuu6662QY1gJav/rVr/TYY4/p8OHD8niuPs00EAiosrIyUqUAAAAbDRky5Jq/6yN6I2n//v1DXufl5am5uVmfffaZrr/++k7to6Cg4JpFX0kgEFBVVVW39gH7MF7OwVg5B2PlLG4Yr7avoTMiFjrKy8v16KOPau/evUpOTpYkHTlyRP379+904JAkj8fT7QMfiX3APoyXczBWzsFYOUu8jFfEbiQdOnSoevfurcWLF+v48ePat2+fnnvuOc2cOTNSnwIAADhYxM50pKSk6IUXXtA//uM/6nvf+5769eunH/zgB50OHW23lnAjafxgvJyDsXIOxspZ3DBebbV35hbRiN5I2h0tLS2dviYEAABiS0FBgZKSkq7aJ2ZCRzAYVGtrqxISEtpnvwAAgNhmmqaCwaASExOVkHD1uzZiJnQAAAB3i+gy6AAAAFdC6AAAALYgdAAAAFsQOgAAgC0IHQAAwBaEDgAAYAtCBwAAsIVrQkdzc7MWLVqk22+/XXfeeadefPHFaJeEK6ivr9fcuXM1cuRIFRYWavny5Wpubo52WbiGWbNm6fHHH492GbiKlpYW/fSnP9WIESM0evRorVq1qlNLUyM66urq9Dd/8zcaNmyYxo4dq5deeinaJfW4iD7aPpqee+45ffDBB3r55Zd15swZLVy4UFlZWZo4cWK0S8OXmKapuXPnKjU1Va+99po+++wzLVq0SAkJCVq4cGG0y8MV/PKXv9S+ffs0ZcqUaJeCq1i2bJneeecdvfDCC/qv//ovzZs3T1lZWfrBD34Q7dLQgR//+MfKysqSz+fTsWPH9Oijjyo7O1vjx4+Pdmk9xhVnOs6fP6+dO3fqySef1K233qrx48dr5syZeu2116JdGr7i+PHjqqys1PLly/WNb3xDt99+u+bOnatf/OIX0S4NV3D27Fk999xzKigoiHYpuIqzZ89q165dWrp0qb75zW/qjjvu0EMPPaT33nsv2qWhA5999pkqKyv1t3/7t8rJydG4ceNUWFioAwcORLu0HuWK0PHRRx+ptbVVQ4cObW8bPny43nvvPQWDwShWhq9KT0/Xli1blJaWFtLe1NQUpYpwLc8++6wmT56sm266Kdql4CoOHTqklJQUjRw5sr1t1qxZWr58eRSrwpX06dNHycnJ8vl8unjxoo4fP653331Xt9xyS7RL61GuCB0NDQ362te+FvJ0u7S0NDU3N+vs2bPRKwyXSU1NVWFhYfvrYDCorVu3atSoUVGsCldy4MAB/cd//Id+9KMfRbsUXMOpU6eUnZ2tN998UxMnTtQ999yjDRs28IdXjOrdu7eefvppvf7667rtttv0Z3/2Z7rrrrt03333Rbu0HuWKezouXLhw2eN02163tLREoyR0Umlpqaqrq1VWVhbtUvAVzc3N+vu//3s9/fTT6tOnT7TLwTWcP39etbW12r59u5YvX66GhgY9/fTTSk5O1kMPPRTt8tABv9+voqIiPfjggzp69KiWLl2qO+64Q5MmTYp2aT3GFaGjd+/el4WLttf8Zxm7SktL9fLLL2v16tW6+eabo10OvmL9+vX60z/905AzU4hdiYmJampq0sqVK5WdnS1JOnPmjLZt20boiEEHDhxQWVmZ9u3bpz59+qigoED19fXatGkToSPWZWRk6A9/+INaW1uVmGh9SQ0NDerTp49SU1OjXB06snTpUm3btk2lpaWaMGFCtMtBB375y1+qsbGx/V6ptiD/q1/9SocPH45maehAenq6evfu3R44JGngwIGqq6uLYlW4kg8++EBerzfkD+P8/Hw9//zzUayq57kidNxyyy1KTExUZWWlbr/9dknWTVUFBQVKSHDFbSuusn79em3fvl2rVq1iSnMMe/XVV9Xa2tr+esWKFZKkRx99NFol4Spuu+02NTc368SJExo4cKAka7bYl0MIYseAAQNUW1urlpaW9tsBjh8/rj/5kz+JcmU9yxW/kZOTk/Xd735XS5Ys0fvvv69/+7d/04svvqgZM2ZEuzR8hd/v18aNG/Xwww9r+PDhamhoaP9AbMnOzpbX623/6Nevn/r16yev1xvt0tCB3NxcjRkzRk888YQ++ugjlZeXa/PmzfqLv/iLaJeGDowdO1a9evXS4sWLdeLECf3mN7/R888/r/vvvz/apfUow3TJcnUXLlzQkiVL9K//+q9KSUnRX//1X+uBBx6Idln4is2bN2vlypUdbqupqbG5GoSjbTXSZ555JsqV4Er++Mc/aunSpfr1r3+t5ORkTZs2TbNnz5ZhGNEuDR04duyY/uEf/kHvv/++rr/+ev3lX/6l/uqv/srV4+Wa0AEAAGKbKy6vAACA2EfoAAAAtiB0AAAAWxA6AACALQgdAADAFoQOAABgC0IHAACwBaEDAADYgtABAABsQegAAAC2IHQAAABbEDoAAIAt/j/5iuvZvEYxqAAAAABJRU5ErkJggg==\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 42\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:02.929423Z\",\n     \"start_time\": \"2024-07-22T14:35:02.761509Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"plotter.scatter(x=sale_dataset[KEY_experience],\\n\",\n    \"                y=predictions, \\n\",\n    \"                edgecolors='green')\\n\",\n    \"plotter.scatter(x=sale_dataset[KEY_experience],\\n\",\n    \"                y=sale_dataset[KEY_sales])\\n\"\n   ],\n   \"id\": \"fa607d298e0f3a3b\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<matplotlib.collections.PathCollection at 0x22718e4c770>\"\n     },\n     \"execution_count\": 43,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 43\n  },\n  {\n   \"metadata\": {},\n   \"cell_type\": \"markdown\",\n   \"source\": [\n    \"Further -> https://scikit-learn.org/stable/supervised_learning.html#supervised-learning\"\n   ],\n   \"id\": \"9dc01e67733316d9\"\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:02.932572Z\",\n     \"start_time\": \"2024-07-22T14:35:02.930515Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [],\n   \"id\": \"c39fbe439860c325\",\n   \"outputs\": [],\n   \"execution_count\": 43\n  }\n ],\n \"metadata\": {\n  \"kernelspec\": {\n   \"display_name\": \"Python 3\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 2\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython2\",\n   \"version\": \"2.7.6\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 5\n}\n"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Temmuz_2024/Regresyon/reg_car_prices.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"# Car Price Prediction\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Problem Statement\\n\",\n    \"A Chinese automobile company Geely Auto aspires to enter the US market by setting up their manufacturing unit there and producing cars locally to give competition to their US and European counterparts. \\n\",\n    \"\\n\",\n    \"They have contracted an automobile consulting company to understand the factors on which the pricing of cars depends. Specifically, they want to understand the factors affecting the pricing of cars in the American market, since those may be very different from the Chinese market. The company wants to know:\\n\",\n    \"\\n\",\n    \"    - Which variables are significant in predicting the price of a car\\n\",\n    \"    - How well those variables describe the price of a car\\n\",\n    \"\\n\",\n    \"Based on various market surveys, the consulting firm has gathered a large dataset of different types of cars across the Americal market. \"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Business Goal \\n\",\n    \"\\n\",\n    \"You are required to model the price of cars with the available independent variables. It will be used by the management to understand how exactly the prices vary with the independent variables. They can accordingly manipulate the design of the cars, the business strategy etc. to meet certain price levels. Further, the model will be a good way for management to understand the pricing dynamics of a new market. \"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:00.162405Z\",\n     \"start_time\": \"2024-07-22T11:11:00.158228Z\"\n    }\n   },\n   \"source\": [\n    \"import warnings\\n\",\n    \"\\n\",\n    \"import numpy\\n\",\n    \"\\n\",\n    \"warnings.filterwarnings('ignore')\\n\",\n    \"\\n\",\n    \"#importing the libraries\\n\",\n    \"import numpy as np\\n\",\n    \"import pandas as pd\\n\",\n    \"import matplotlib.pyplot as plt\\n\",\n    \"import seaborn as sns\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": 52\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Step 1: Reading and Understanding the Data\\n\",\n    \"\\n\",\n    \"Let's start with the following steps:\\n\",\n    \"\\n\",\n    \"1. Importing data using the pandas library\\n\",\n    \"2. Understanding the structure of the data\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:00.674274Z\",\n     \"start_time\": \"2024-07-22T11:11:00.639587Z\"\n    }\n   },\n   \"source\": [\n    \"cars = pd.read_csv('./data/car_prices.csv')\\n\",\n    \"cars.head()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"   car_ID  symboling                   CarName fueltype aspiration doornumber  \\\\\\n0       1          3        alfa-romero giulia      gas        std        two   \\n1       2          3       alfa-romero stelvio      gas        std        two   \\n2       3          1  alfa-romero Quadrifoglio      gas        std        two   \\n3       4          2               audi 100 ls      gas        std       four   \\n4       5          2                audi 100ls      gas        std       four   \\n\\n       carbody drivewheel enginelocation  wheelbase  ...  enginesize  \\\\\\n0  convertible        rwd          front       88.6  ...         130   \\n1  convertible        rwd          front       88.6  ...         130   \\n2    hatchback        rwd          front       94.5  ...         152   \\n3        sedan        fwd          front       99.8  ...         109   \\n4        sedan        4wd          front       99.4  ...         136   \\n\\n   fuelsystem  boreratio  stroke compressionratio horsepower  peakrpm citympg  \\\\\\n0        mpfi       3.47    2.68              9.0        111     5000      21   \\n1        mpfi       3.47    2.68              9.0        111     5000      21   \\n2        mpfi       2.68    3.47              9.0        154     5000      19   \\n3        mpfi       3.19    3.40             10.0        102     5500      24   \\n4        mpfi       3.19    3.40              8.0        115     5500      18   \\n\\n   highwaympg    price  \\n0          27  13495.0  \\n1          27  16500.0  \\n2          26  16500.0  \\n3          30  13950.0  \\n4          22  17450.0  \\n\\n[5 rows x 26 columns]\",\n      \"text/html\": \"<div>\\n<style scoped>\\n    .dataframe tbody tr th:only-of-type {\\n        vertical-align: middle;\\n    }\\n\\n    .dataframe tbody tr th {\\n        vertical-align: top;\\n    }\\n\\n    .dataframe thead th {\\n        text-align: right;\\n    }\\n</style>\\n<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n  <thead>\\n    <tr style=\\\"text-align: right;\\\">\\n      <th></th>\\n      <th>car_ID</th>\\n      <th>symboling</th>\\n      <th>CarName</th>\\n      <th>fueltype</th>\\n      <th>aspiration</th>\\n      <th>doornumber</th>\\n      <th>carbody</th>\\n      <th>drivewheel</th>\\n      <th>enginelocation</th>\\n      <th>wheelbase</th>\\n      <th>...</th>\\n      <th>enginesize</th>\\n      <th>fuelsystem</th>\\n      <th>boreratio</th>\\n      <th>stroke</th>\\n      <th>compressionratio</th>\\n      <th>horsepower</th>\\n      <th>peakrpm</th>\\n      <th>citympg</th>\\n      <th>highwaympg</th>\\n      <th>price</th>\\n    </tr>\\n  </thead>\\n  <tbody>\\n    <tr>\\n      <th>0</th>\\n      <td>1</td>\\n      <td>3</td>\\n      <td>alfa-romero giulia</td>\\n      <td>gas</td>\\n      <td>std</td>\\n      <td>two</td>\\n      <td>convertible</td>\\n      <td>rwd</td>\\n      <td>front</td>\\n      <td>88.6</td>\\n      <td>...</td>\\n      <td>130</td>\\n      <td>mpfi</td>\\n      <td>3.47</td>\\n      <td>2.68</td>\\n      <td>9.0</td>\\n      <td>111</td>\\n      <td>5000</td>\\n      <td>21</td>\\n      <td>27</td>\\n      <td>13495.0</td>\\n    </tr>\\n    <tr>\\n      <th>1</th>\\n      <td>2</td>\\n      <td>3</td>\\n      <td>alfa-romero stelvio</td>\\n      <td>gas</td>\\n      <td>std</td>\\n      <td>two</td>\\n      <td>convertible</td>\\n      <td>rwd</td>\\n      <td>front</td>\\n      <td>88.6</td>\\n      <td>...</td>\\n      <td>130</td>\\n      <td>mpfi</td>\\n      <td>3.47</td>\\n      <td>2.68</td>\\n      <td>9.0</td>\\n      <td>111</td>\\n      <td>5000</td>\\n      <td>21</td>\\n      <td>27</td>\\n      <td>16500.0</td>\\n    </tr>\\n    <tr>\\n      <th>2</th>\\n      <td>3</td>\\n      <td>1</td>\\n      <td>alfa-romero Quadrifoglio</td>\\n      <td>gas</td>\\n      <td>std</td>\\n      <td>two</td>\\n      <td>hatchback</td>\\n      <td>rwd</td>\\n      <td>front</td>\\n      <td>94.5</td>\\n      <td>...</td>\\n      <td>152</td>\\n      <td>mpfi</td>\\n      <td>2.68</td>\\n      <td>3.47</td>\\n      <td>9.0</td>\\n      <td>154</td>\\n      <td>5000</td>\\n      <td>19</td>\\n      <td>26</td>\\n      <td>16500.0</td>\\n    </tr>\\n    <tr>\\n      <th>3</th>\\n      <td>4</td>\\n      <td>2</td>\\n      <td>audi 100 ls</td>\\n      <td>gas</td>\\n      <td>std</td>\\n      <td>four</td>\\n      <td>sedan</td>\\n      <td>fwd</td>\\n      <td>front</td>\\n      <td>99.8</td>\\n      <td>...</td>\\n      <td>109</td>\\n      <td>mpfi</td>\\n      <td>3.19</td>\\n      <td>3.40</td>\\n      <td>10.0</td>\\n      <td>102</td>\\n      <td>5500</td>\\n      <td>24</td>\\n      <td>30</td>\\n      <td>13950.0</td>\\n    </tr>\\n    <tr>\\n      <th>4</th>\\n      <td>5</td>\\n      <td>2</td>\\n      <td>audi 100ls</td>\\n      <td>gas</td>\\n      <td>std</td>\\n      <td>four</td>\\n      <td>sedan</td>\\n      <td>4wd</td>\\n      <td>front</td>\\n      <td>99.4</td>\\n      <td>...</td>\\n      <td>136</td>\\n      <td>mpfi</td>\\n      <td>3.19</td>\\n      <td>3.40</td>\\n      <td>8.0</td>\\n      <td>115</td>\\n      <td>5500</td>\\n      <td>18</td>\\n      <td>22</td>\\n      <td>17450.0</td>\\n    </tr>\\n  </tbody>\\n</table>\\n<p>5 rows × 26 columns</p>\\n</div>\"\n     },\n     \"execution_count\": 53,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 53\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:00.718745Z\",\n     \"start_time\": \"2024-07-22T11:11:00.712852Z\"\n    }\n   },\n   \"source\": [\n    \"cars.shape\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"(205, 26)\"\n     },\n     \"execution_count\": 54,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 54\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:00.932585Z\",\n     \"start_time\": \"2024-07-22T11:11:00.865330Z\"\n    }\n   },\n   \"source\": [\n    \"cars.describe()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"           car_ID   symboling   wheelbase   carlength    carwidth   carheight  \\\\\\ncount  205.000000  205.000000  205.000000  205.000000  205.000000  205.000000   \\nmean   103.000000    0.834146   98.756585  174.049268   65.907805   53.724878   \\nstd     59.322565    1.245307    6.021776   12.337289    2.145204    2.443522   \\nmin      1.000000   -2.000000   86.600000  141.100000   60.300000   47.800000   \\n25%     52.000000    0.000000   94.500000  166.300000   64.100000   52.000000   \\n50%    103.000000    1.000000   97.000000  173.200000   65.500000   54.100000   \\n75%    154.000000    2.000000  102.400000  183.100000   66.900000   55.500000   \\nmax    205.000000    3.000000  120.900000  208.100000   72.300000   59.800000   \\n\\n        curbweight  enginesize   boreratio      stroke  compressionratio  \\\\\\ncount   205.000000  205.000000  205.000000  205.000000        205.000000   \\nmean   2555.565854  126.907317    3.329756    3.255415         10.142537   \\nstd     520.680204   41.642693    0.270844    0.313597          3.972040   \\nmin    1488.000000   61.000000    2.540000    2.070000          7.000000   \\n25%    2145.000000   97.000000    3.150000    3.110000          8.600000   \\n50%    2414.000000  120.000000    3.310000    3.290000          9.000000   \\n75%    2935.000000  141.000000    3.580000    3.410000          9.400000   \\nmax    4066.000000  326.000000    3.940000    4.170000         23.000000   \\n\\n       horsepower      peakrpm     citympg  highwaympg         price  \\ncount  205.000000   205.000000  205.000000  205.000000    205.000000  \\nmean   104.117073  5125.121951   25.219512   30.751220  13276.710571  \\nstd     39.544167   476.985643    6.542142    6.886443   7988.852332  \\nmin     48.000000  4150.000000   13.000000   16.000000   5118.000000  \\n25%     70.000000  4800.000000   19.000000   25.000000   7788.000000  \\n50%     95.000000  5200.000000   24.000000   30.000000  10295.000000  \\n75%    116.000000  5500.000000   30.000000   34.000000  16503.000000  \\nmax    288.000000  6600.000000   49.000000   54.000000  45400.000000  \",\n      \"text/html\": \"<div>\\n<style scoped>\\n    .dataframe tbody tr th:only-of-type {\\n        vertical-align: middle;\\n    }\\n\\n    .dataframe tbody tr th {\\n        vertical-align: top;\\n    }\\n\\n    .dataframe thead th {\\n        text-align: right;\\n    }\\n</style>\\n<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n  <thead>\\n    <tr style=\\\"text-align: right;\\\">\\n      <th></th>\\n      <th>car_ID</th>\\n      <th>symboling</th>\\n      <th>wheelbase</th>\\n      <th>carlength</th>\\n      <th>carwidth</th>\\n      <th>carheight</th>\\n      <th>curbweight</th>\\n      <th>enginesize</th>\\n      <th>boreratio</th>\\n      <th>stroke</th>\\n      <th>compressionratio</th>\\n      <th>horsepower</th>\\n      <th>peakrpm</th>\\n      <th>citympg</th>\\n      <th>highwaympg</th>\\n      <th>price</th>\\n    </tr>\\n  </thead>\\n  <tbody>\\n    <tr>\\n      <th>count</th>\\n      <td>205.000000</td>\\n      <td>205.000000</td>\\n      <td>205.000000</td>\\n      <td>205.000000</td>\\n      <td>205.000000</td>\\n      <td>205.000000</td>\\n      <td>205.000000</td>\\n      <td>205.000000</td>\\n      <td>205.000000</td>\\n      <td>205.000000</td>\\n      <td>205.000000</td>\\n      <td>205.000000</td>\\n      <td>205.000000</td>\\n      <td>205.000000</td>\\n      <td>205.000000</td>\\n      <td>205.000000</td>\\n    </tr>\\n    <tr>\\n      <th>mean</th>\\n      <td>103.000000</td>\\n      <td>0.834146</td>\\n      <td>98.756585</td>\\n      <td>174.049268</td>\\n      <td>65.907805</td>\\n      <td>53.724878</td>\\n      <td>2555.565854</td>\\n      <td>126.907317</td>\\n      <td>3.329756</td>\\n      <td>3.255415</td>\\n      <td>10.142537</td>\\n      <td>104.117073</td>\\n      <td>5125.121951</td>\\n      <td>25.219512</td>\\n      <td>30.751220</td>\\n      <td>13276.710571</td>\\n    </tr>\\n    <tr>\\n      <th>std</th>\\n      <td>59.322565</td>\\n      <td>1.245307</td>\\n      <td>6.021776</td>\\n      <td>12.337289</td>\\n      <td>2.145204</td>\\n      <td>2.443522</td>\\n      <td>520.680204</td>\\n      <td>41.642693</td>\\n      <td>0.270844</td>\\n      <td>0.313597</td>\\n      <td>3.972040</td>\\n      <td>39.544167</td>\\n      <td>476.985643</td>\\n      <td>6.542142</td>\\n      <td>6.886443</td>\\n      <td>7988.852332</td>\\n    </tr>\\n    <tr>\\n      <th>min</th>\\n      <td>1.000000</td>\\n      <td>-2.000000</td>\\n      <td>86.600000</td>\\n      <td>141.100000</td>\\n      <td>60.300000</td>\\n      <td>47.800000</td>\\n      <td>1488.000000</td>\\n      <td>61.000000</td>\\n      <td>2.540000</td>\\n      <td>2.070000</td>\\n      <td>7.000000</td>\\n      <td>48.000000</td>\\n      <td>4150.000000</td>\\n      <td>13.000000</td>\\n      <td>16.000000</td>\\n      <td>5118.000000</td>\\n    </tr>\\n    <tr>\\n      <th>25%</th>\\n      <td>52.000000</td>\\n      <td>0.000000</td>\\n      <td>94.500000</td>\\n      <td>166.300000</td>\\n      <td>64.100000</td>\\n      <td>52.000000</td>\\n      <td>2145.000000</td>\\n      <td>97.000000</td>\\n      <td>3.150000</td>\\n      <td>3.110000</td>\\n      <td>8.600000</td>\\n      <td>70.000000</td>\\n      <td>4800.000000</td>\\n      <td>19.000000</td>\\n      <td>25.000000</td>\\n      <td>7788.000000</td>\\n    </tr>\\n    <tr>\\n      <th>50%</th>\\n      <td>103.000000</td>\\n      <td>1.000000</td>\\n      <td>97.000000</td>\\n      <td>173.200000</td>\\n      <td>65.500000</td>\\n      <td>54.100000</td>\\n      <td>2414.000000</td>\\n      <td>120.000000</td>\\n      <td>3.310000</td>\\n      <td>3.290000</td>\\n      <td>9.000000</td>\\n      <td>95.000000</td>\\n      <td>5200.000000</td>\\n      <td>24.000000</td>\\n      <td>30.000000</td>\\n      <td>10295.000000</td>\\n    </tr>\\n    <tr>\\n      <th>75%</th>\\n      <td>154.000000</td>\\n      <td>2.000000</td>\\n      <td>102.400000</td>\\n      <td>183.100000</td>\\n      <td>66.900000</td>\\n      <td>55.500000</td>\\n      <td>2935.000000</td>\\n      <td>141.000000</td>\\n      <td>3.580000</td>\\n      <td>3.410000</td>\\n      <td>9.400000</td>\\n      <td>116.000000</td>\\n      <td>5500.000000</td>\\n      <td>30.000000</td>\\n      <td>34.000000</td>\\n      <td>16503.000000</td>\\n    </tr>\\n    <tr>\\n      <th>max</th>\\n      <td>205.000000</td>\\n      <td>3.000000</td>\\n      <td>120.900000</td>\\n      <td>208.100000</td>\\n      <td>72.300000</td>\\n      <td>59.800000</td>\\n      <td>4066.000000</td>\\n      <td>326.000000</td>\\n      <td>3.940000</td>\\n      <td>4.170000</td>\\n      <td>23.000000</td>\\n      <td>288.000000</td>\\n      <td>6600.000000</td>\\n      <td>49.000000</td>\\n      <td>54.000000</td>\\n      <td>45400.000000</td>\\n    </tr>\\n  </tbody>\\n</table>\\n</div>\"\n     },\n     \"execution_count\": 55,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 55\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:01.127654Z\",\n     \"start_time\": \"2024-07-22T11:11:01.113327Z\"\n    }\n   },\n   \"source\": [\n    \"cars.info()\"\n   ],\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"<class 'pandas.core.frame.DataFrame'>\\n\",\n      \"RangeIndex: 205 entries, 0 to 204\\n\",\n      \"Data columns (total 26 columns):\\n\",\n      \" #   Column            Non-Null Count  Dtype  \\n\",\n      \"---  ------            --------------  -----  \\n\",\n      \" 0   car_ID            205 non-null    int64  \\n\",\n      \" 1   symboling         205 non-null    int64  \\n\",\n      \" 2   CarName           205 non-null    object \\n\",\n      \" 3   fueltype          205 non-null    object \\n\",\n      \" 4   aspiration        205 non-null    object \\n\",\n      \" 5   doornumber        205 non-null    object \\n\",\n      \" 6   carbody           205 non-null    object \\n\",\n      \" 7   drivewheel        205 non-null    object \\n\",\n      \" 8   enginelocation    205 non-null    object \\n\",\n      \" 9   wheelbase         205 non-null    float64\\n\",\n      \" 10  carlength         205 non-null    float64\\n\",\n      \" 11  carwidth          205 non-null    float64\\n\",\n      \" 12  carheight         205 non-null    float64\\n\",\n      \" 13  curbweight        205 non-null    int64  \\n\",\n      \" 14  enginetype        205 non-null    object \\n\",\n      \" 15  cylindernumber    205 non-null    object \\n\",\n      \" 16  enginesize        205 non-null    int64  \\n\",\n      \" 17  fuelsystem        205 non-null    object \\n\",\n      \" 18  boreratio         205 non-null    float64\\n\",\n      \" 19  stroke            205 non-null    float64\\n\",\n      \" 20  compressionratio  205 non-null    float64\\n\",\n      \" 21  horsepower        205 non-null    int64  \\n\",\n      \" 22  peakrpm           205 non-null    int64  \\n\",\n      \" 23  citympg           205 non-null    int64  \\n\",\n      \" 24  highwaympg        205 non-null    int64  \\n\",\n      \" 25  price             205 non-null    float64\\n\",\n      \"dtypes: float64(8), int64(8), object(10)\\n\",\n      \"memory usage: 41.8+ KB\\n\"\n     ]\n    }\n   ],\n   \"execution_count\": 56\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Step 2 : Data Cleaning and Preparation\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:01.327262Z\",\n     \"start_time\": \"2024-07-22T11:11:01.289147Z\"\n    }\n   },\n   \"source\": [\n    \"#Splitting company name from CarName column\\n\",\n    \"CompanyName = cars['CarName'].apply(lambda x : x.split(' ')[0])\\n\",\n    \"cars.insert(3,\\\"CompanyName\\\",CompanyName)\\n\",\n    \"cars.drop(['CarName'],axis=1,inplace=True)\\n\",\n    \"cars.head()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"   car_ID  symboling  CompanyName fueltype aspiration doornumber      carbody  \\\\\\n0       1          3  alfa-romero      gas        std        two  convertible   \\n1       2          3  alfa-romero      gas        std        two  convertible   \\n2       3          1  alfa-romero      gas        std        two    hatchback   \\n3       4          2         audi      gas        std       four        sedan   \\n4       5          2         audi      gas        std       four        sedan   \\n\\n  drivewheel enginelocation  wheelbase  ...  enginesize  fuelsystem  \\\\\\n0        rwd          front       88.6  ...         130        mpfi   \\n1        rwd          front       88.6  ...         130        mpfi   \\n2        rwd          front       94.5  ...         152        mpfi   \\n3        fwd          front       99.8  ...         109        mpfi   \\n4        4wd          front       99.4  ...         136        mpfi   \\n\\n   boreratio  stroke compressionratio horsepower  peakrpm citympg  highwaympg  \\\\\\n0       3.47    2.68              9.0        111     5000      21          27   \\n1       3.47    2.68              9.0        111     5000      21          27   \\n2       2.68    3.47              9.0        154     5000      19          26   \\n3       3.19    3.40             10.0        102     5500      24          30   \\n4       3.19    3.40              8.0        115     5500      18          22   \\n\\n     price  \\n0  13495.0  \\n1  16500.0  \\n2  16500.0  \\n3  13950.0  \\n4  17450.0  \\n\\n[5 rows x 26 columns]\",\n      \"text/html\": \"<div>\\n<style scoped>\\n    .dataframe tbody tr th:only-of-type {\\n        vertical-align: middle;\\n    }\\n\\n    .dataframe tbody tr th {\\n        vertical-align: top;\\n    }\\n\\n    .dataframe thead th {\\n        text-align: right;\\n    }\\n</style>\\n<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n  <thead>\\n    <tr style=\\\"text-align: right;\\\">\\n      <th></th>\\n      <th>car_ID</th>\\n      <th>symboling</th>\\n      <th>CompanyName</th>\\n      <th>fueltype</th>\\n      <th>aspiration</th>\\n      <th>doornumber</th>\\n      <th>carbody</th>\\n      <th>drivewheel</th>\\n      <th>enginelocation</th>\\n      <th>wheelbase</th>\\n      <th>...</th>\\n      <th>enginesize</th>\\n      <th>fuelsystem</th>\\n      <th>boreratio</th>\\n      <th>stroke</th>\\n      <th>compressionratio</th>\\n      <th>horsepower</th>\\n      <th>peakrpm</th>\\n      <th>citympg</th>\\n      <th>highwaympg</th>\\n      <th>price</th>\\n    </tr>\\n  </thead>\\n  <tbody>\\n    <tr>\\n      <th>0</th>\\n      <td>1</td>\\n      <td>3</td>\\n      <td>alfa-romero</td>\\n      <td>gas</td>\\n      <td>std</td>\\n      <td>two</td>\\n      <td>convertible</td>\\n      <td>rwd</td>\\n      <td>front</td>\\n      <td>88.6</td>\\n      <td>...</td>\\n      <td>130</td>\\n      <td>mpfi</td>\\n      <td>3.47</td>\\n      <td>2.68</td>\\n      <td>9.0</td>\\n      <td>111</td>\\n      <td>5000</td>\\n      <td>21</td>\\n      <td>27</td>\\n      <td>13495.0</td>\\n    </tr>\\n    <tr>\\n      <th>1</th>\\n      <td>2</td>\\n      <td>3</td>\\n      <td>alfa-romero</td>\\n      <td>gas</td>\\n      <td>std</td>\\n      <td>two</td>\\n      <td>convertible</td>\\n      <td>rwd</td>\\n      <td>front</td>\\n      <td>88.6</td>\\n      <td>...</td>\\n      <td>130</td>\\n      <td>mpfi</td>\\n      <td>3.47</td>\\n      <td>2.68</td>\\n      <td>9.0</td>\\n      <td>111</td>\\n      <td>5000</td>\\n      <td>21</td>\\n      <td>27</td>\\n      <td>16500.0</td>\\n    </tr>\\n    <tr>\\n      <th>2</th>\\n      <td>3</td>\\n      <td>1</td>\\n      <td>alfa-romero</td>\\n      <td>gas</td>\\n      <td>std</td>\\n      <td>two</td>\\n      <td>hatchback</td>\\n      <td>rwd</td>\\n      <td>front</td>\\n      <td>94.5</td>\\n      <td>...</td>\\n      <td>152</td>\\n      <td>mpfi</td>\\n      <td>2.68</td>\\n      <td>3.47</td>\\n      <td>9.0</td>\\n      <td>154</td>\\n      <td>5000</td>\\n      <td>19</td>\\n      <td>26</td>\\n      <td>16500.0</td>\\n    </tr>\\n    <tr>\\n      <th>3</th>\\n      <td>4</td>\\n      <td>2</td>\\n      <td>audi</td>\\n      <td>gas</td>\\n      <td>std</td>\\n      <td>four</td>\\n      <td>sedan</td>\\n      <td>fwd</td>\\n      <td>front</td>\\n      <td>99.8</td>\\n      <td>...</td>\\n      <td>109</td>\\n      <td>mpfi</td>\\n      <td>3.19</td>\\n      <td>3.40</td>\\n      <td>10.0</td>\\n      <td>102</td>\\n      <td>5500</td>\\n      <td>24</td>\\n      <td>30</td>\\n      <td>13950.0</td>\\n    </tr>\\n    <tr>\\n      <th>4</th>\\n      <td>5</td>\\n      <td>2</td>\\n      <td>audi</td>\\n      <td>gas</td>\\n      <td>std</td>\\n      <td>four</td>\\n      <td>sedan</td>\\n      <td>4wd</td>\\n      <td>front</td>\\n      <td>99.4</td>\\n      <td>...</td>\\n      <td>136</td>\\n      <td>mpfi</td>\\n      <td>3.19</td>\\n      <td>3.40</td>\\n      <td>8.0</td>\\n      <td>115</td>\\n      <td>5500</td>\\n      <td>18</td>\\n      <td>22</td>\\n      <td>17450.0</td>\\n    </tr>\\n  </tbody>\\n</table>\\n<p>5 rows × 26 columns</p>\\n</div>\"\n     },\n     \"execution_count\": 57,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 57\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:01.471007Z\",\n     \"start_time\": \"2024-07-22T11:11:01.461450Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"cars['fuelsystem'].value_counts()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"fuelsystem\\nmpfi    94\\n2bbl    66\\nidi     20\\n1bbl    11\\nspdi     9\\n4bbl     3\\nmfi      1\\nspfi     1\\nName: count, dtype: int64\"\n     },\n     \"execution_count\": 58,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 58\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:01.590185Z\",\n     \"start_time\": \"2024-07-22T11:11:01.585299Z\"\n    }\n   },\n   \"source\": [\n    \"cars.CompanyName.unique()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"array(['alfa-romero', 'audi', 'bmw', 'chevrolet', 'dodge', 'honda',\\n       'isuzu', 'jaguar', 'maxda', 'mazda', 'buick', 'mercury',\\n       'mitsubishi', 'Nissan', 'nissan', 'peugeot', 'plymouth', 'porsche',\\n       'porcshce', 'renault', 'saab', 'subaru', 'toyota', 'toyouta',\\n       'vokswagen', 'volkswagen', 'vw', 'volvo'], dtype=object)\"\n     },\n     \"execution_count\": 59,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 59\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"##### Fixing invalid values\\n\",\n    \"- There seems to be some spelling error in the CompanyName column.\\n\",\n    \"\\n\",\n    \"    - `maxda` = `mazda`\\n\",\n    \"    - `Nissan` = `nissan`\\n\",\n    \"    - `porsche` = `porcshce`\\n\",\n    \"    - `toyota` = `toyouta`\\n\",\n    \"    - `vokswagen` = `volkswagen` =  `vw`\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:01.770186Z\",\n     \"start_time\": \"2024-07-22T11:11:01.755254Z\"\n    }\n   },\n   \"source\": [\n    \"cars.CompanyName = cars.CompanyName.str.lower()\\n\",\n    \"\\n\",\n    \"def replace_name(a,b):\\n\",\n    \"    cars.CompanyName.replace(a,b,inplace=True)\\n\",\n    \"\\n\",\n    \"replace_name('maxda','mazda')\\n\",\n    \"replace_name('porcshce','porsche')\\n\",\n    \"replace_name('toyouta','toyota')\\n\",\n    \"replace_name('vokswagen','volkswagen')\\n\",\n    \"replace_name('vw','volkswagen')\\n\",\n    \"\\n\",\n    \"cars.CompanyName.unique()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"array(['alfa-romero', 'audi', 'bmw', 'chevrolet', 'dodge', 'honda',\\n       'isuzu', 'jaguar', 'mazda', 'buick', 'mercury', 'mitsubishi',\\n       'nissan', 'peugeot', 'plymouth', 'porsche', 'renault', 'saab',\\n       'subaru', 'toyota', 'volkswagen', 'volvo'], dtype=object)\"\n     },\n     \"execution_count\": 60,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 60\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:01.860670Z\",\n     \"start_time\": \"2024-07-22T11:11:01.838989Z\"\n    }\n   },\n   \"source\": [\n    \"#Checking for duplicates\\n\",\n    \"cars.loc[cars.duplicated()]\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"Empty DataFrame\\nColumns: [car_ID, symboling, CompanyName, fueltype, aspiration, doornumber, carbody, drivewheel, enginelocation, wheelbase, carlength, carwidth, carheight, curbweight, enginetype, cylindernumber, enginesize, fuelsystem, boreratio, stroke, compressionratio, horsepower, peakrpm, citympg, highwaympg, price]\\nIndex: []\\n\\n[0 rows x 26 columns]\",\n      \"text/html\": \"<div>\\n<style scoped>\\n    .dataframe tbody tr th:only-of-type {\\n        vertical-align: middle;\\n    }\\n\\n    .dataframe tbody tr th {\\n        vertical-align: top;\\n    }\\n\\n    .dataframe thead th {\\n        text-align: right;\\n    }\\n</style>\\n<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n  <thead>\\n    <tr style=\\\"text-align: right;\\\">\\n      <th></th>\\n      <th>car_ID</th>\\n      <th>symboling</th>\\n      <th>CompanyName</th>\\n      <th>fueltype</th>\\n      <th>aspiration</th>\\n      <th>doornumber</th>\\n      <th>carbody</th>\\n      <th>drivewheel</th>\\n      <th>enginelocation</th>\\n      <th>wheelbase</th>\\n      <th>...</th>\\n      <th>enginesize</th>\\n      <th>fuelsystem</th>\\n      <th>boreratio</th>\\n      <th>stroke</th>\\n      <th>compressionratio</th>\\n      <th>horsepower</th>\\n      <th>peakrpm</th>\\n      <th>citympg</th>\\n      <th>highwaympg</th>\\n      <th>price</th>\\n    </tr>\\n  </thead>\\n  <tbody>\\n  </tbody>\\n</table>\\n<p>0 rows × 26 columns</p>\\n</div>\"\n     },\n     \"execution_count\": 61,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 61\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:02.027395Z\",\n     \"start_time\": \"2024-07-22T11:11:02.021327Z\"\n    }\n   },\n   \"source\": [\n    \"cars.columns\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"Index(['car_ID', 'symboling', 'CompanyName', 'fueltype', 'aspiration',\\n       'doornumber', 'carbody', 'drivewheel', 'enginelocation', 'wheelbase',\\n       'carlength', 'carwidth', 'carheight', 'curbweight', 'enginetype',\\n       'cylindernumber', 'enginesize', 'fuelsystem', 'boreratio', 'stroke',\\n       'compressionratio', 'horsepower', 'peakrpm', 'citympg', 'highwaympg',\\n       'price'],\\n      dtype='object')\"\n     },\n     \"execution_count\": 62,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 62\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Step 3: Visualizing the data\\n\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:02.635313Z\",\n     \"start_time\": \"2024-07-22T11:11:02.113588Z\"\n    }\n   },\n   \"source\": [\n    \"plt.figure(figsize=(20,8))\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,1)\\n\",\n    \"plt.title('Car Price Distribution Plot')\\n\",\n    \"sns.distplot(cars.price)\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,2)\\n\",\n    \"plt.title('Car Price Spread')\\n\",\n    \"sns.boxplot(y=cars.price)\\n\",\n    \"\\n\",\n    \"plt.show()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 2000x800 with 2 Axes>\",\n 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    },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 63\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:02.647815Z\",\n     \"start_time\": \"2024-07-22T11:11:02.637552Z\"\n    }\n   },\n   \"source\": [\n    \"print(cars.price.describe(percentiles = [0.25,0.50,0.75,0.85,0.90,1]))\"\n   ],\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"count      205.000000\\n\",\n      \"mean     13276.710571\\n\",\n      \"std       7988.852332\\n\",\n      \"min       5118.000000\\n\",\n      \"25%       7788.000000\\n\",\n      \"50%      10295.000000\\n\",\n      \"75%      16503.000000\\n\",\n      \"85%      18500.000000\\n\",\n      \"90%      22563.000000\\n\",\n      \"100%     45400.000000\\n\",\n      \"max      45400.000000\\n\",\n      \"Name: price, dtype: float64\\n\"\n     ]\n    }\n   ],\n   \"execution_count\": 64\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Inference :\\n\",\n    \"\\n\",\n    \"1. The plot seemed to be right-skewed, meaning that the most prices in the dataset are low(Below 15,000).\\n\",\n    \"2. There is a significant difference between the mean and the median of the price distribution.\\n\",\n    \"3. The data points are far spread out from the mean, which indicates a high variance in the car prices.(85% of the prices are below 18,500, whereas the remaining 15% are between 18,500 and 45,400.)\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Step 3.1 : Visualising Categorical Data\\n\",\n    \"\\n\",\n    \"    - CompanyName\\n\",\n    \"    - Symboling\\n\",\n    \"    - fueltype\\n\",\n    \"    - enginetype\\n\",\n    \"    - carbody\\n\",\n    \"    - doornumber\\n\",\n    \"    - enginelocation\\n\",\n    \"    - fuelsystem\\n\",\n    \"    - cylindernumber\\n\",\n    \"    - aspiration\\n\",\n    \"    - drivewheel\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:04.029770Z\",\n     \"start_time\": \"2024-07-22T11:11:02.650512Z\"\n    }\n   },\n   \"source\": [\n    \"plt.figure(figsize=(25, 6))\\n\",\n    \"\\n\",\n    \"plt.subplot(1,3,1)\\n\",\n    \"plt1 = cars.CompanyName.value_counts().plot(kind='bar')\\n\",\n    \"plt.title('Companies Histogram')\\n\",\n    \"plt1.set(xlabel = 'Car company', ylabel='Frequency of company')\\n\",\n    \"\\n\",\n    \"plt.subplot(1,3,2)\\n\",\n    \"plt1 = cars.fueltype.value_counts().plot(kind='bar')\\n\",\n    \"plt.title('Fuel Type Histogram')\\n\",\n    \"plt1.set(xlabel = 'Fuel Type', ylabel='Frequency of fuel type')\\n\",\n    \"\\n\",\n    \"plt.subplot(1,3,3)\\n\",\n    \"plt1 = cars.carbody.value_counts().plot(kind='bar')\\n\",\n    \"plt.title('Car Type Histogram')\\n\",\n    \"plt1.set(xlabel = 'Car Type', ylabel='Frequency of Car type')\\n\",\n    \"\\n\",\n    \"plt.show()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 2500x600 with 3 Axes>\",\n      \"image/png\": 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    },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 65\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Inference :\\n\",\n    \"\\n\",\n    \"1. `Toyota` seemed to be favored car company.\\n\",\n    \"2. Number of `gas` fueled cars are more than `diesel`.\\n\",\n    \"3. `sedan` is the top car type prefered.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:04.581561Z\",\n     \"start_time\": \"2024-07-22T11:11:04.032229Z\"\n    }\n   },\n   \"source\": [\n    \"plt.figure(figsize=(20,8))\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,1)\\n\",\n    \"plt.title('Symboling Histogram')\\n\",\n    \"sns.countplot(x=cars['symboling'], palette=(\\\"cubehelix\\\"))\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,2)\\n\",\n    \"plt.title('Symboling vs Price')\\n\",\n    \"sns.boxplot(x=cars.symboling, y=cars.price, palette=(\\\"cubehelix\\\"))\\n\",\n    \"\\n\",\n    \"plt.show()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 2000x800 with 2 Axes>\",\n      \"image/png\": 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    },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 66\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Inference :\\n\",\n    \"\\n\",\n    \"1. It seems that the symboling with `0` and `1` values have high number of rows (i.e. They are most sold.)\\n\",\n    \"2. The cars with `-1` symboling seems to be high priced (as it makes sense too, insurance risk rating -1 is quite good). But it seems that symboling with `3` value has the price range similar to `-2` value. There is a dip in price at symboling `1`.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:05.413550Z\",\n     \"start_time\": \"2024-07-22T11:11:04.582656Z\"\n    }\n   },\n   \"source\": [\n    \"plt.figure(figsize=(20,8))\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,1)\\n\",\n    \"plt.title('Engine Type Histogram')\\n\",\n    \"sns.countplot(cars.enginetype, palette=(\\\"Blues_d\\\"))\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,2)\\n\",\n    \"plt.title('Engine Type vs Price')\\n\",\n    \"sns.boxplot(x=cars.enginetype, y=cars.price, palette=(\\\"PuBuGn\\\"))\\n\",\n    \"\\n\",\n    \"plt.show()\\n\",\n    \"\\n\",\n    \"df = pd.DataFrame(cars.groupby(['enginetype'])['price'].mean().sort_values(ascending = False))\\n\",\n    \"df.plot.bar(figsize=(8,6))\\n\",\n    \"plt.title('Engine Type vs Average Price')\\n\",\n    \"plt.show()\\n\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 2000x800 with 2 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 67\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Inference :\\n\",\n    \"\\n\",\n    \"1. `ohc` Engine type seems to be most favored type.\\n\",\n    \"2. `ohcv` has the highest price range (While `dohcv` has only one row), `ohc` and `ohcf` have the low price range.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:06.233027Z\",\n     \"start_time\": \"2024-07-22T11:11:05.414689Z\"\n    }\n   },\n   \"source\": [\n    \"plt.figure(figsize=(25, 6))\\n\",\n    \"\\n\",\n    \"df = pd.DataFrame(cars.groupby(['CompanyName'])['price'].mean().sort_values(ascending = False))\\n\",\n    \"df.plot.bar()\\n\",\n    \"plt.title('Company Name vs Average Price')\\n\",\n    \"plt.show()\\n\",\n    \"\\n\",\n    \"df = pd.DataFrame(cars.groupby(['fueltype'])['price'].mean().sort_values(ascending = False))\\n\",\n    \"df.plot.bar()\\n\",\n    \"plt.title('Fuel Type vs Average Price')\\n\",\n    \"plt.show()\\n\",\n    \"\\n\",\n    \"df = pd.DataFrame(cars.groupby(['carbody'])['price'].mean().sort_values(ascending = False))\\n\",\n    \"df.plot.bar()\\n\",\n    \"plt.title('Car Type vs Average Price')\\n\",\n    \"plt.show()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 2500x600 with 0 Axes>\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": 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UllRseHh68//77LFmyhBdffJGqVavy008/8fbbb9OjRw+FGREnUKARKSfc3d358MMPueuuu5g5c2a5/K0jV5o3bx5vvfUW48eP5+LFiwQEBNC/f3+ioqJcXZpImaAhJxERETE8TQoWERERw1OgEREREcNToBERERHDKxeTggsLCykoKMDd3f2Gv9grIiIidxabzUZhYSEeHh43/G2xa8pFoCkoKGDv3r2uLkNERERuQUhIyB/+ThyUk0BzLdWFhIT84e/MSNlgtVrZu3evXm+RMkjHd/ly7fX+X2dnoJwEmmvDTCaTSQdAOaLXW6Ts0vFdvtzMdBFNChYRERHDU6ARERERw1OgEREREcMrF3NoRERESoPVauXKlSuuLsNQTCYTHh4et31ZFQUaERERJ7h8+TLHjx9HP5FYfBUrVqRmzZr/86vZf0SBRkRE5DZZrVaOHz9OxYoV8fPz00Vcb5LNZiM/P5/MzEx+/vlnGjRocFNf0b6eWw40+fn5REZG8sYbb9CyZUsA0tPTGTduHLt27aJGjRr83//9H126dLGvs3HjRt5++20yMzNp3bo1sbGxVKtWzb5TM2bMYNWqVRQWFtKrVy9GjBhh37Fz584xduxYvv32W6pWrcrf//53Hn/88VstX0RExGmuXLmCzWbDz88Ps9ns6nIMxWw2U6FCBY4dO0Z+fj7e3t63tJ1bikF5eXm88sorpKam2tsKCgqIiorCw8ODtWvXMmjQIEaOHMlPP/0EQEpKCqNHj2bo0KEkJCRw8eJFYmJi7OsvWrSIjRs3Eh8fz+zZs9mwYQOLFi2y98fExHDp0iUSEhJ48cUXGTNmDCkpKbe00yIiIiVBZ2Zuza2elfmtYp+hOXz4MK+++mqRMcLt27eTkZHBxx9/TKVKlbjvvvv4+uuv2bNnD/fffz/Lli2jc+fO9OjRA4C4uDjatWtHWloatWvXZunSpQwfPpzw8HAARowYwaxZsxg0aBC//vorX331Fdu2bSMwMJD777+fpKQkPvroI5o2bXrbT4KIiIgYW7Ej0a5du2jZsiUJCQlF2h944AEqVapkb3vnnXd46qmnAEhOTraHFYCaNWsSEBBAcnIyp06dIiMjgxYtWtj7mzdvzokTJzh9+jTJycnUrFmTwMBAh/49e/YUt3wREREpg4p9hubpp5++bntaWhq1atVi+vTprF+/nqpVqzJ8+HA6dOgAwOnTp6lRo4bDOr6+vpw8eZLMzEwAh/7q1asD2Puvt+6pU6eKVbvVai3W8mJM115nvd4iZc+denxbrVZsNpv9X1nVvn17hg4dSmRkpFO3e+15s1qtDq9tcV5np33LKTs7m7Vr19KlSxfmzZvHzp07GT58OAkJCYSEhJCbm1vk61ienp7k5+eTm5trv//bPrg6+TgnJ+eG6xaHfnG7fNHrLVJ23YnHt4eHBzk5ORQWFgJX59N4eXtjcsL8kJtlLSwkLze3xELVhx9+iNlsJjs726nbzcvL48qVKxw8ePCWt+G0QGMymfDx8WH8+PG4u7vTuHFjfvjhBz755BNCQkLw8vIqEkDy8/Mxm80O4cXLy8t+G67Ofr7RusWdCa1fZy0f9Gu8ImXXnXp85+bmcuzYMcxms8Nnk5ubG39fsYfDpy+XeA31a1RiVu+wEv2WVcWKFUtku+7u7lSoUIH69es7PH/XXu+b4bRAU6NGDdzc3BxmKtetW5dDhw4B4O/vT1ZWlsM6WVlZ+Pn54e/vD0BmZqZ9nsy1Yahr/Tdatzj066zlh9ls1ustUobdace3yWTCzc3N/u+3Dp++zP70i6VWS3G+aXX8+HH+/Oc/M336dOLi4sjJyaFHjx5ER0fz7rvv8uOPP3LhwgVSU1OJj48nOjraPuRUUFDA7NmzWbNmDTk5OTz00ENMmDCBqlWrkp+fT1xcHBs2bACgTZs2jBkzBh8fnxvW7Obmdluvq9POg1ksFlJTUx3Gu44cOUKtWrXs/YmJifa+jIwMMjIysFgs+Pv7ExAQ4NCfmJhIQEAANWrUIDQ0lBMnTnDy5EmH/tDQUGeVX2ZZC8vuWO6NmEwmgoOD76j/7EpLeXy9ReT2xcfHM3PmTOLj4/niiy+YM2cOANu2baNbt24sWbKkyLeKZ82axdq1a5kyZQoJCQmcOXOGcePGAfDWW2+xb98+3n//fZYuXcrly5f5+9//XqL74LQzNN26dWPu3LlMmDCBQYMG8e233/LNN9/wySefANCnTx/69u1LaGgoISEhTJ48mbZt21K7dm17//Tp07nnnnsAmDFjBgMHDgSgdu3atG7dmtdee43Ro0ezd+9eNm7cyLJly5xVfpllci+9053iWtdON4uIFNdrr71m/yby3//+d6ZPn06fPn2oXr06ffr0KbK8zWbjk08+4fXXX+fhhx8GYMKECXz22Wfk5OSwbNkyVq9eTVBQEHD1Ui0tW7bk0KFD9jZnc1qgqVSpEosWLWL8+PF069aNgIAAZs6cSePGjQEICwtj4sSJzJ49mwsXLvDQQw8RGxtrX3/QoEGcOXOGoUOHYjKZ6NWrFwMGDLD3x8XFMXr0aJ588kn8/PyYMmWKrkFzk0r7dKeIiBhLs2bN7LebNGnC2bNnOXfunH2U5ffOnTvH+fPn7Z/xAPXr12fYsGH89NNPXLlyhd69ezusU1hYyC+//HJnBppr82OuqV+//h+eNYmMjLzhV71MJhMxMTEOVw/+LV9fX+bNm3frxYqIiMh1VahQwX772re03N3d7V/U+T0PjxvHh2tTTz766KMik4h9fX1vt9QbKr3vkomIiMgd6ccff7Tf3rdvHzVq1LjhBF6AKlWqULVqVYevWf/44488/PDD1K5dG5PJxPnz56lTpw516tShUqVKTJ06lTNnzpTYPujXtkVEREpQ/RqV/vdCLn6cyZMnM2nSJC5dusSsWbN49tlnuXLlyh+u07dvX2bNmoW/vz++vr5MnjyZ0NBQKlWqxBNPPMH48eOZOHEivr6+TJ06lfT0dIcr/jubAo2IiEgJsRbaSnWyvrXQhsm9+D+Q2aVLF6KioigsLKRPnz4MHjyYuXPn/uE6gwcP5tKlS7z88ssUFBTQtm1b3njjDQCio6N58803GT58OFeuXKFFixbMnz+/RL99qkAjIiJSQm4lXLji8bp27UpUVJRD27Bhw4os9+WXX9pvV6hQgejoaKKjo4ssZzabGT9+POPHj7+lem6F5tCIiIiI4SnQiIiIiOFpyElERKScCgwMLHIJFqPSGRoRERExPAUaERERJ7HZ9Htqt8IZz5sCjYiIyG269nXk/Px8F1diTNnZ2YDjFYuLS3NoREREbpOHhwcVK1YkMzOTChUq4O6u8wU3w2azkZ2dzenTp/Hx8bmt69Qo0IiIiNwmNzc3atasyc8//8yxY8dcXY7h+Pj4cM8999zWNhRoREREnMDT05MGDRpo2KmYKlSo4JQrCCvQiIiIOIm7uzve3t6uLqNc0iCfiIiIGJ4CjYiIiBieAo2IiIgYngKNiIiIGJ4CjYiIiBieAo2IiIgYngKNiIiIGJ4CjYiIiBieAo2IiIgYngKNiIiIGJ4CjYiIiBieAo2IiIgYngKNiIiIGJ4CjYiIiBieAo2IiIgYngKNiIiIGJ4CjYiIiBieAo2IiIgY3i0Hmvz8fLp168bOnTuL9F26dIk2bdqwZs0ah/aNGzfSoUMHLBYLQ4YM4ezZs/Y+m83G9OnTadWqFREREcTFxVFYWGjvP3fuHMOGDSMsLIz27duzfv36Wy1dREREyphbCjR5eXm88sorpKamXrd/2rRpnD592qEtJSWF0aNHM3ToUBISErh48SIxMTH2/kWLFrFx40bi4+OZPXs2GzZsYNGiRfb+mJgYLl26REJCAi+++CJjxowhJSXlVsoXERGRMsajuCscPnyYV199FZvNdt3+H374gR07duDn5+fQvmzZMjp37kyPHj0AiIuLo127dqSlpVG7dm2WLl3K8OHDCQ8PB2DEiBHMmjWLQYMG8euvv/LVV1+xbds2AgMDuf/++0lKSuKjjz6iadOmxd0FERERKWOKfYZm165dtGzZkoSEhCJ9+fn5vPHGG4wdOxZPT0+HvuTkZHtYAahZsyYBAQEkJydz6tQpMjIyaNGihb2/efPmnDhxgtOnT5OcnEzNmjUJDAx06N+zZ09xyxcREZEyqNhnaJ5++ukb9s2bN4/g4GBat25dpO/06dPUqFHDoc3X15eTJ0+SmZkJ4NBfvXp1AHv/9dY9depUsWq3Wq3FWr4sMJlMri5BSll5fJ9L+XHt/a33eflQnNe52IHmRg4fPsyKFSv49NNPr9ufm5tb5KyNp6cn+fn55Obm2u//tg+unvXJycm54brFsXfv3mItb3Rms5ng4GBXlyGl7NChQ+Tk5Li6DJESVd7+P5f/zSmBxmazMWbMGIYPH24/s/J7Xl5eRQJIfn4+ZrPZIbx4eXnZb8PVD+Ubrevt7V2sOkNCQnTGQsq8oKAgV5cgUmKsVit79+7V/+flxLXX+2Y4JdCkp6ezZ88eDh06xJtvvglATk4O48aNY/PmzXzwwQf4+/uTlZXlsF5WVhZ+fn74+/sDkJmZaZ8nc20Y6lr/jdYtDpPJpANAyjy9x6U80P/n8ntOCTT+/v588cUXDm19+/alb9++dO/eHQCLxUJiYiKRkZEAZGRkkJGRgcViwd/fn4CAABITE+2BJjExkYCAAGrUqEFoaCgnTpzg5MmT3HPPPfb+0NBQZ5QvIiIiBueUQOPh4UGdOnWKtPn6+trPvvTp04e+ffsSGhpKSEgIkydPpm3bttSuXdveP336dHtgmTFjBgMHDgSgdu3atG7dmtdee43Ro0ezd+9eNm7cyLJly5xRvoiIiBic0yYF/y9hYWFMnDiR2bNnc+HCBR566CFiY2Pt/YMGDeLMmTMMHToUk8lEr169GDBggL0/Li6O0aNH8+STT+Ln58eUKVN0DRoREREBwM12oyvklSFWq5WkpCRCQ0PL5Zhr19nfsD/9oqvLkBLWOKAKm4a3cXUZIiWqvP9/Xt4U5/XWj1OKiIiI4SnQiIiIiOEp0IiIiIjhKdCIiIiI4SnQiIiIiOEp0IiIiIjhKdCIiIiI4SnQiIiIiOEp0IiIiIjhKdCIiIiI4SnQiIiIiOEp0IiIiIjhKdCIiIiI4SnQiIiIiOEp0IiIiKGYzWZXlyB3IAUaERGDshbaXF1CqTOZTAQHB2MymVxdSqkrj693cXi4ugAREbk1Jnc3/r5iD4dPX3Z1KVLC6teoxKzeYa4u446mQCMiYmCHT19mf/pFV5ch4nIachIRERHDU6ARERERw1OgEREREcNToBERERHDU6ARERERw1OgEREREcNToBERERHDU6ARERERw1OgEREREcNToBERERHDU6ARERERw1OgEREREcNToBERERHDU6ARERERw1OgEREREcO75UCTn59Pt27d2Llzp70tKSmJ3r17ExYWxqOPPsrKlSsd1vnuu+/o1q0bFouFfv36kZaW5tC/ePFi2rRpQ1hYGKNGjSInJ8fel5eXx6hRowgPD6d169YsXLjwVksXERGRMuaWAk1eXh6vvPIKqamp9rbMzEyef/55IiIiWLt2LcOHDyc2NpZ//etfAKSnpzNkyBAiIyNZtWoV1apV46WXXsJmswHw+eefEx8fz8SJE1myZAnJyclMmzbNvv24uDj27dvHkiVLGDduHPHx8WzZsuU2dl1ERETKimIHmsOHD/Pkk0/y66+/OrRv3bqV6tWr88orr3DvvffStWtXevTowYYNGwBYuXIlTZo0YeDAgTRo0ICpU6dy4sQJdu3aBcDSpUvp378/7dq1o2nTpkyYMIHVq1eTk5NDdnY2K1euZPTo0TRu3Ji//OUvPPfccyxfvtwJT4GIiIgYXbEDza5du2jZsiUJCQkO7W3atGHq1KlFlr98+TIAycnJhIeH29vNZjONGzcmKSkJq9XK3r17HfpDQ0O5cuUKBw8e5ODBgxQUFBAWFmbvb968OcnJyRQWFhZ3F0RERKSM8SjuCk8//fR12wMDAwkMDLTfP3PmDJs2bWLYsGHA1SGpGjVqOKzj6+vLyZMnuXjxInl5eQ79Hh4e+Pj4cPLkSdzd3alatSqenp72/urVq5OXl8f58+epVq3aTdVutVpvej/LCpPJ5OoSpJSVx/d5eaXju/wpb8d3cfa32IHmZuTm5jJs2DCqV6/OU089BUBOTo5DIAHw9PQkPz+f3Nxc+/3r9dtstuv2wdXJyTdr7969xd4XIzObzQQHB7u6DCllhw4dcphQL2WTju/yScf3jTk90Pz3v//lpZde4pdffuGjjz7CbDYD4OXlVSR85OfnU6VKFby8vOz3f99vNpuxWq3X7QPw9va+6dpCQkL0F42UeUFBQa4uQURKSHk7vq9NSbkZTg00ly9f5rnnnuPXX39lyZIl3HvvvfY+f39/srKyHJbPysqiUaNG+Pj44OXlRVZWFvXq1QOgoKCA8+fP4+fnh81m49y5cxQUFODhcbXkzMxMvL29qVKlyk3XZzKZFGikzNN7XKTs0vF9Y067sF5hYSFDhw7l+PHjfPjhhzRo0MCh32KxkJiYaL+fk5PDgQMHsFgsuLu7ExIS4tCflJSEh4cHDRs2pFGjRnh4eJCUlGTvT0xMJCQkBHd3XRtQRESkvHNaGli1ahU7d+5k0qRJVKlShczMTDIzMzl//jwAPXv2ZPfu3cyfP5/U1FRiYmIIDAykZcuWwNXJxgsWLGDr1q2kpKQwfvx4nnzyScxmM2azmR49ejB+/HhSUlLYunUrCxcupF+/fs4qX0RERAzMaUNOn3/+OYWFhURFRTm0R0RE8OGHHxIYGMicOXOYMmUKc+fOJSwsjLlz5+Lm5gZA165dOXHiBGPHjiU/P5+OHTvy2muv2bcTExPD+PHj6d+/P5UqVWLYsGF07NjRWeWLiIiIgbnZrl2qtwyzWq0kJSURGhpaLscfu87+hv3pF11dhpSwxgFV2DS8javLkFKm47t8KK/Hd3E+vzUBRURERAxPgUZEREQMT4FGREREDE+BRkRERAxPgUZEREQMT4FGREREDE+BRkRERAxPgUZEREQMT4FGREREDE+BRkRERAxPgUZEREQMT4FGREREDE+BRkRERAxPgUZEREQMT4FGREREDE+BRkRERAxPgUZEREQMT4FGREREDE+BRkRERAxPgUZEREQMT4FGREREDE+BRkRERAxPgUZEREQMT4FGREREDE+BRkRERAxPgUZEREQMT4FGREREDE+BRkRERAxPgUZEREQMT4FGREREDE+BRkRERAxPgUZEREQM75YDTX5+Pt26dWPnzp32trS0NAYMGEBoaChdunTh22+/dVjnu+++o1u3blgsFvr160daWppD/+LFi2nTpg1hYWGMGjWKnJwce19eXh6jRo0iPDyc1q1bs3DhwlstXURERMqYWwo0eXl5vPLKK6SmptrbbDYbQ4YMoXr16qxevZrHH3+coUOHkp6eDkB6ejpDhgwhMjKSVatWUa1aNV566SVsNhsAn3/+OfHx8UycOJElS5aQnJzMtGnT7NuPi4tj3759LFmyhHHjxhEfH8+WLVtuZ99FRESkjCh2oDl8+DBPPvkkv/76q0P7jh07SEtLY+LEidSrV4+oqChCQ0NZvXo1ACtXrqRJkyYMHDiQBg0aMHXqVE6cOMGuXbsAWLp0Kf3796ddu3Y0bdqUCRMmsHr1anJycsjOzmblypWMHj2axo0b85e//IXnnnuO5cuXO+EpEBEREaMrdqDZtWsXLVu2JCEhwaE9OTmZ4OBgKlasaG9r3rw5SUlJ9v7w8HB7n9lspnHjxiQlJWG1Wtm7d69Df2hoKFeuXOHgwYMcPHiQgoICwsLCHLadnJxMYWFhcXdBREREyhiP4q7w9NNPX7c9MzOTGjVqOLT5+vpy8uTJ/9l/8eJF8vLyHPo9PDzw8fHh5MmTuLu7U7VqVTw9Pe391atXJy8vj/Pnz1OtWrWbqt1qtd7UcmWJyWRydQlSysrj+7y80vFd/pS347s4+1vsQHMjOTk5DoEDwNPTk/z8/P/Zn5uba79/vX6bzXbdPsC+/Zuxd+/em162LDCbzQQHB7u6DCllhw4dcphQL2WTju/yScf3jTkt0Hh5eXH+/HmHtvz8fLy9ve39vw8f+fn5VKlSBS8vL/v93/ebzWasVut1+wD79m9GSEiI/qKRMi8oKMjVJYhICSlvx/e1KSk3w2mBxt/fn8OHDzu0ZWVl2YeR/P39ycrKKtLfqFEjfHx88PLyIisri3r16gFQUFDA+fPn8fPzw2azce7cOQoKCvDwuFpyZmYm3t7eVKlS5aZrNJlMCjRS5uk9LlJ26fi+MaddWM9isbB//3778BFAYmIiFovF3p+YmGjvy8nJ4cCBA1gsFtzd3QkJCXHoT0pKwsPDg4YNG9KoUSM8PDzsE4yvbTskJAR3d10bUEREpLxzWhqIiIigZs2axMTEkJqayvz580lJSaFXr14A9OzZk927dzN//nxSU1OJiYkhMDCQli1bAlcnGy9YsICtW7eSkpLC+PHjefLJJzGbzZjNZnr06MH48eNJSUlh69atLFy4kH79+jmrfBERETEwpw05mUwm3nnnHUaPHk1kZCR16tRh7ty5BAQEABAYGMicOXOYMmUKc+fOJSwsjLlz5+Lm5gZA165dOXHiBGPHjiU/P5+OHTvy2muv2bcfExPD+PHj6d+/P5UqVWLYsGF07NjRWeWLiIiIgbnZrl2qtwyzWq0kJSURGhpaLscfu87+hv3pF11dhpSwxgFV2DS8javLkFKm47t8KK/Hd3E+vzUBRURERAxPgUZEREQMT4FGREREDE+BRkRERAxPgUZEREQMT4FGREREDE+BRkRERAxPgUZEREQMT4FGREREDE+BRkRERAxPgUZEREQMT4FGREREDE+BRkRERAxPgUZEREQMT4FGREREDE+BRkRERAxPgUZEREQMT4FGREREDE+BRkRERAxPgUZEREQMT4FGREREDE+BRkRERAxPgUZEREQMT4FGREREDE+BRkRERAxPgUZEREQMT4FGREREDE+BRkRERAxPgUZEREQMT4FGREREDE+BRkRERAxPgUZEREQMT4FGREREDM+pgSYjI4OoqCiaNWtG+/btWbx4sb3vwIEDPPHEE1gsFnr27Mm+ffsc1t24cSMdOnTAYrEwZMgQzp49a++z2WxMnz6dVq1aERERQVxcHIWFhc4sXURERAzMqYHm5ZdfpmLFiqxZs4ZRo0bx9ttv889//pPs7GwGDx5MeHg4a9asISwsjKioKLKzswFISUlh9OjRDB06lISEBC5evEhMTIx9u4sWLWLjxo3Ex8cze/ZsNmzYwKJFi5xZuoiIiBiY0wLNhQsXSEpK4sUXX+Tee++lQ4cOtGnThu+//57Nmzfj5eXFyJEjqVevHqNHj+auu+5iy5YtACxbtozOnTvTo0cPGjZsSFxcHNu3byctLQ2ApUuXMnz4cMLDw2nVqhUjRoxg+fLlzipdREREDM5pgcbb2xuz2cyaNWu4cuUKR48eZffu3TRq1Ijk5GSaN2+Om5sbAG5ubjRr1oykpCQAkpOTCQ8Pt2+rZs2aBAQEkJyczKlTp8jIyKBFixb2/ubNm3PixAlOnz7trPJFRETEwDyctSEvLy/Gjh1LbGwsS5cuxWq1EhkZyRNPPMG2bduoX7++w/K+vr6kpqYCcPr0aWrUqFGk/+TJk2RmZgI49FevXh2AkydPFlnvj1it1lvaNyMzmUyuLkFKWXl8n5dXOr7Ln/J2fBdnf50WaACOHDlCu3bt+Nvf/kZqaiqxsbE88MAD5OTk4Onp6bCsp6cn+fn5AOTm5t6wPzc3137/t32Aff2btXfv3mLvk5GZzWaCg4NdXYaUskOHDpGTk+PqMqSE6fgun3R835jTAs3333/PqlWr2L59O97e3oSEhHDq1CneffddateuXSR85Ofn4+3tDVw9u3O9frPZ7BBevLy87Lfh6gFdHCEhIfqLRsq8oKAgV5cgIiWkvB3fVqv1pk9GOC3Q7Nu3jzp16thDCkBwcDDz5s0jPDycrKwsh+WzsrLsw0X+/v7X7ffz88Pf3x+AzMxMAgMD7bcB/Pz8ilWjyWRSoJEyT+9xkbJLx/eNOW1ScI0aNTh27JjDmZajR48SGBiIxWJhz5492Gw24Op1ZXbv3o3FYgHAYrGQmJhoXy8jI4OMjAwsFgv+/v4EBAQ49CcmJhIQEFCs+TMiIiJSdjkt0LRv354KFSowZswYfv75Z7788kvmzZtH37596dSpExcvXmTy5MkcPnyYyZMnk5OTQ+fOnQHo06cP69evZ+XKlRw8eJCRI0fStm1bateube+fPn06O3fuZOfOncyYMYN+/fo5q3QRERExOKcNOVWuXJnFixczefJkevXqRbVq1XjxxRd56qmncHNz47333mPcuHF88sknBAUFMX/+fCpWrAhAWFgYEydOZPbs2Vy4cIGHHnqI2NhY+7YHDRrEmTNnGDp0KCaTiV69ejFgwABnlS4iIiIG52a7Ng5UhlmtVpKSkggNDS2X449dZ3/D/vSLri5DSljjgCpsGt7G1WVIKdPxXT6U1+O7OJ/f+nFKERERMTwFGhERETE8BRoRERExPAUaERERMTwFGhERETE8BRoRERExPAUaERERMTwFGhERETE8BRoRERExPAUaERERMTwFGhERETE8BRoRERExPAUaERERMTwFGhERETE8BRoRERExPAUaERERMTwFGhERETE8BRoRERExPAUaERERMTwFGhERETE8BRoRERExPAUaERERMTwFGhERETE8BRoRERExPAUaERERMTwFGhERETE8BRoRERExPAUaERERMTwFGhERETE8BRoRERExPAUaERERMTwFGhERETE8pwaa/Px8JkyYQIsWLXjwwQd56623sNlsABw4cIAnnngCi8VCz5492bdvn8O6GzdupEOHDlgsFoYMGcLZs2ftfTabjenTp9OqVSsiIiKIi4ujsLDQmaWLiIiIgTk10EyaNInvvvuOBQsWMGPGDD755BMSEhLIzs5m8ODBhIeHs2bNGsLCwoiKiiI7OxuAlJQURo8ezdChQ0lISODixYvExMTYt7to0SI2btxIfHw8s2fPZsOGDSxatMiZpYuIiIiBeThrQ+fPn2f16tUsWrSIpk2bAjBw4ECSk5Px8PDAy8uLkSNH4ubmxujRo/n666/ZsmULkZGRLFu2jM6dO9OjRw8A4uLiaNeuHWlpadSuXZulS5cyfPhwwsPDARgxYgSzZs1i0KBBzipfREREDMxpZ2gSExOpVKkSERER9rbBgwczdepUkpOTad68OW5ubgC4ubnRrFkzkpKSAEhOTraHFYCaNWsSEBBAcnIyp06dIiMjgxYtWtj7mzdvzokTJzh9+rSzyhcREREDc9oZmrS0NGrVqsW6deuYN28eV65cITIykhdffJHMzEzq16/vsLyvry+pqakAnD59mho1ahTpP3nyJJmZmQAO/dWrVwfg5MmTRdb7I1ar9Zb2zchMJpOrS5BSVh7f5+WVju/yp7wd38XZX6cFmuzsbI4dO8aKFSuYOnUqmZmZjB07FrPZTE5ODp6eng7Le3p6kp+fD0Bubu4N+3Nzc+33f9sH2Ne/WXv37i32fhmZ2WwmODjY1WVIKTt06BA5OTmuLkNKmI7v8knH9405LdB4eHhw+fJlZsyYQa1atQBIT0/n448/pk6dOkXCR35+Pt7e3gB4eXldt99sNjuEFy8vL/ttuHpAF0dISIj+opEyLygoyNUliEgJKW/Ht9VqvemTEU4LNH5+fnh5ednDDEDdunXJyMggIiKCrKwsh+WzsrLsw0X+/v7X7ffz88Pf3x+AzMxMAgMD7bevPWZxmEwmBRop8/QeFym7dHzfmNMmBVssFvLy8vj555/tbUePHqVWrVpYLBb27NljvyaNzWZj9+7dWCwW+7qJiYn29TIyMsjIyMBiseDv709AQIBDf2JiIgEBAcWaPyMiIiJll9MCzX333Ufbtm2JiYnh4MGDfPPNN8yfP58+ffrQqVMnLl68yOTJkzl8+DCTJ08mJyeHzp07A9CnTx/Wr1/PypUrOXjwICNHjqRt27bUrl3b3j99+nR27tzJzp07mTFjBv369XNW6SIiImJwThtyApg+fTqxsbH06dMHs9nMM888Q9++fXFzc+O9995j3LhxfPLJJwQFBTF//nwqVqwIQFhYGBMnTmT27NlcuHCBhx56iNjYWPt2Bw0axJkzZxg6dCgmk4levXoxYMAAZ5YuIiIiBuZmuzYOVIZZrVaSkpIIDQ0tl+OPXWd/w/70i64uQ0pY44AqbBrextVlSCnT8V0+lNfjuzif3/pxShERETE8BRoRERExPAUaERERMTwFGhERETE8BRoRERExPAUaERERMTwFGhERETE8BRoRERExPAUaERERMTwFGhERETE8BRoRERExPAUaERERMTwFGhERETE8BRoRERExPAUaERERMTwFGhERETE8BRoRERExPAUaERERMTwFGhERETE8BRoRERExPAUaERERMTwFGhERETE8BRoRERExPAUaERERMTwFGhERETE8BRoRERExPAUaERERMTwFGhERETE8BRoRERExPAUaERERMTwFGhERETE8BRoRERExPAUaERERMbwSCzSDBw8mOjrafv/AgQM88cQTWCwWevbsyb59+xyW37hxIx06dMBisTBkyBDOnj1r77PZbEyfPp1WrVoRERFBXFwchYWFJVW6iIiIGEyJBJpNmzaxfft2+/3s7GwGDx5MeHg4a9asISwsjKioKLKzswFISUlh9OjRDB06lISEBC5evEhMTIx9/UWLFrFx40bi4+OZPXs2GzZsYNGiRSVRuoiIiBiQ0wPN+fPniYuLIyQkxN62efNmvLy8GDlyJPXq1WP06NHcddddbNmyBYBly5bRuXNnevToQcOGDYmLi2P79u2kpaUBsHTpUoYPH054eDitWrVixIgRLF++3Nmli4iIiEF5OHuDb775Jo8//jinT5+2tyUnJ9O8eXPc3NwAcHNzo1mzZiQlJREZGUlycjLPP/+8ffmaNWsSEBBAcnIynp6eZGRk0KJFC3t/8+bNOXHiBKdPn6ZGjRo3XZvVanXCHhqLyWRydQlSysrj+7y80vFd/pS347s4++vUQPP999/zww8/sGHDBsaPH29vz8zMpH79+g7L+vr6kpqaCnDdYOLr68vJkyfJzMwEcOivXr06ACdPnixWoNm7d2+x9sfozGYzwcHBri5DStmhQ4fIyclxdRlSwnR8l086vm/MaYEmLy+PcePGMXbsWLy9vR36cnJy8PT0dGjz9PQkPz8fgNzc3Bv25+bm2u//tg+wr3+zQkJC9BeNlHlBQUGuLkFESkh5O76tVutNn4xwWqCJj4+nSZMmtGnTpkifl5dXkfCRn59vDz436jebzQ7hxcvLy34brv6FUhwmk0mBRso8vcdFyi4d3zfmtECzadMmsrKyCAsLA/5/6Pj888/p1q0bWVlZDstnZWXZh4v8/f2v2+/n54e/vz9wddgqMDDQfhvAz8/PWeWLiIiIgTntW04ffvghGzZsYN26daxbt4727dvTvn171q1bh8ViYc+ePdhsNuDqdWV2796NxWIBwGKxkJiYaN9WRkYGGRkZWCwW/P39CQgIcOhPTEwkICCgWPNnREREpOxy2hmaWrVqOdy/6667AKhTpw6+vr7MmDGDyZMn07t3b1asWEFOTg6dO3cGoE+fPvTt25fQ0FBCQkKYPHkybdu2pXbt2vb+6dOnc8899wAwY8YMBg4c6KzSRURExOCc/rXt66lUqRLvvfce48aN45NPPiEoKIj58+dTsWJFAMLCwpg4cSKzZ8/mwoULPPTQQ8TGxtrXHzRoEGfOnGHo0KGYTCZ69erFgAEDSqN0ERERMQA327VxoDLMarWSlJREaGhouZxQ1XX2N+xPv+jqMqSENQ6owqbhRSflS9mm47t8KK/Hd3E+v/XjlCIiImJ4CjQiIiJieAo0IiIiYngKNCIiImJ4CjQiIiJieAo0IiIiYngKNCIiImJ4CjQiIiJieAo0IiIiYngKNCIiImJ4CjQiIiJieAo0IiIiYngKNCIiImJ4CjQiIiJieAo0IiIiYngKNCIiImJ4CjQiIiJieAo0IiIiYngKNCIiImJ4CjQiIiJieAo0IiIiYngKNCIiImJ4CjQiIiJieAo0IiIiYngKNCIiImJ4CjQiIiJieAo0IiIiYngKNCIiImJ4CjQiIiJieAo0IiIiYngKNCIiImJ4CjQiIiJieE4NNKdOnWL48OFERETQpk0bpk6dSl5eHgBpaWkMGDCA0NBQunTpwrfffuuw7nfffUe3bt2wWCz069ePtLQ0h/7FixfTpk0bwsLCGDVqFDk5Oc4sXURERAzMaYHGZrMxfPhwcnJyWL58OTNnzuSrr77i7bffxmazMWTIEKpXr87q1at5/PHHGTp0KOnp6QCkp6czZMgQIiMjWbVqFdWqVeOll17CZrMB8PnnnxMfH8/EiRNZsmQJycnJTJs2zVmli4iIiME5LdAcPXqUpKQkpk6dSoMGDQgPD2f48OFs3LiRHTt2kJaWxsSJE6lXrx5RUVGEhoayevVqAFauXEmTJk0YOHAgDRo0YOrUqZw4cYJdu3YBsHTpUvr370+7du1o2rQpEyZMYPXq1TpLIyIiIoATA42fnx8ffPAB1atXd2i/fPkyycnJBAcHU7FiRXt78+bNSUpKAiA5OZnw8HB7n9lspnHjxiQlJWG1Wtm7d69Df2hoKFeuXOHgwYPOKl9EREQMzMNZG6pSpQpt2rSx3y8sLGTZsmW0atWKzMxMatSo4bC8r68vJ0+eBPjD/osXL5KXl+fQ7+HhgY+Pj339m2W1Wou7W4ZnMplcXYKUsvL4Pi+vdHyXP+Xt+C7O/jot0PzetGnTOHDgAKtWrWLx4sV4eno69Ht6epKfnw9ATk7ODftzc3Pt92+0/s3au3dvcXfD0MxmM8HBwa4uQ0rZoUOHNBxbDuj4Lp90fN9YiQSaadOmsWTJEmbOnMn999+Pl5cX58+fd1gmPz8fb29vALy8vIqEk/z8fKpUqYKXl5f9/u/7zWZzseoKCQnRXzRS5gUFBbm6BBEpIeXt+L427eRmOD3QxMbG8vHHHzNt2jQeffRRAPz9/Tl8+LDDcllZWfZhJH9/f7Kysor0N2rUCB8fH7y8vMjKyqJevXoAFBQUcP78efz8/IpVm8lkUqCRMk/vcZGyS8f3jTn1OjTx8fGsWLGCt956i65du9rbLRYL+/fvtw8fASQmJmKxWOz9iYmJ9r6cnBwOHDiAxWLB3d2dkJAQh/6kpCQ8PDxo2LChM8sXERERg3JaoDly5AjvvPMOzz//PM2bNyczM9P+LyIigpo1axITE0Nqairz588nJSWFXr16AdCzZ092797N/PnzSU1NJSYmhsDAQFq2bAnA008/zYIFC9i6dSspKSmMHz+eJ598sthDTiIiIlI2OW3Iadu2bVitVt59913effddh75Dhw7xzjvvMHr0aCIjI6lTpw5z584lICAAgMDAQObMmcOUKVOYO3cuYWFhzJ07Fzc3NwC6du3KiRMnGDt2LPn5+XTs2JHXXnvNWaWLiIiIwbnZrl2OtwyzWq0kJSURGhpaLscfu87+hv3pF11dhpSwxgFV2DS8zf9eUMoUHd/lQ3k9vovz+a0fpxQRERHDU6ARERERw1OgEREREcNToBERERHDU6ARERERw1OgEREREcNToBERERHDU6ARERERw1OgEREREcNToBERERHDU6ARERERw1OgEREREcNToBERERHDU6ARERERw1OgEREREcNToBERERHDU6ARERERw1OgEREREcNToBERERHDU6ARERERw1OgEREREcNToBERERHDU6ARERERw1OgEREREcNToBERERHDU6ARERERw1OgEREREcNToBERERHDU6ARERERw1OgEREREcNToBERERHDU6ARERERwzNUoMnLy2PUqFGEh4fTunVrFi5c6OqSRERE5A7g4eoCiiMuLo59+/axZMkS0tPTef311wkICKBTp06uLk1ERERcyDCBJjs7m5UrV/L+++/TuHFjGjduTGpqKsuXL1egERERKecMM+R08OBBCgoKCAsLs7c1b96c5ORkCgsLXViZiIiIuJphztBkZmZStWpVPD097W3Vq1cnLy+P8+fPU61atRuua7PZAMjPz8dkMpV4rXcSk8lEo3vuwqt87Xa5dJ/fXVitVqxWq6tLkVKi47v8KK/H97X9vfY5/kcME2hycnIcwgxgv5+fn/+H6147g3PgwIGSKe4O16ceUK+iq8uQEmcjKSnJ1UVIKdPxXV6U7+P7ZkZiDBNovLy8igSXa/e9vb3/cF0PDw9CQkJwd3fHzc2txGoUERER57HZbBQWFuLh8b/jimECjb+/P+fOnaOgoMC+Y5mZmXh7e1OlSpU/XNfd3b3I2R0REREpOwwzKbhRo0Z4eHg4nHJLTEy0n3kRERGR8sswScBsNtOjRw/Gjx9PSkoKW7duZeHChfTr18/VpYmIiIiLudluZurwHSInJ4fx48fzxRdfUKlSJQYNGsSAAQNcXZaIiIi4mKECjYiIiMj1GGbISURERORGFGhERETE8BRoRERExPAUaERERMTwFGhERETE8BRoRERExPAM89MHIr+3bt26m162R48eJVaHiJSsgoICVq5cySOPPEJAQACzZs3iiy++IDg4mNGjR+Pj4+PqEuUOoOvQiGG1b9/+ppZzc3Nj27ZtJVyNiJSUSZMm8fnnn/P+++9z/PhxXn75ZYYPH87XX3+Nv78/M2bMcHWJcgdQoBERkTvagw8+yDvvvENoaCivvvoq//3vf5k3bx6pqan07t2bxMREV5codwDNoZEy49KlSyxfvpzJkydz9uxZvvrqK9LS0lxdlojcppycHHx9fSkoKODrr7+mXbt2ABQWFuLhoZkTcpUCjZQJP/30Ex07dmT16tV8/PHH/Pe//+WLL76ge/fu7Nq1y9XlichtaNasGdOmTWPs2LHk5OTQoUMHDh48yMSJE2nVqpWry5M7hAKNlAmTJk2iT58+rFmzhgoVKgAwdepUnn76aeLi4lxcnYjcjkmTJnHlyhX279/P1KlT8fX15bPPPsPX15dx48a5ujy5Q2gOjZQJYWFhrF+/nj/96U+EhYXx6aefUrt2bdLS0njsscdISkpydYkiIlKCNPgoZUK1atX4+eef+dOf/uTQvnv3bnx9fV1UlYg4g81mY9u2baSmpmK1Wu3t+fn5HDhwgA8++MCF1cmdQoFGyoTnn3+eMWPG8MILL2Cz2dixYwdr165lyZIl/N///Z+ryxOR2xAbG8uqVasIDg4mJSWFsLAwfv31V7KysujTp4+ry5M7hIacpMz48ssvWbBgAUeOHMFqtVK3bl0GDBhAly5dXF2aiNyGVq1aMXHiRDp27EinTp2YM2cOdevWJTo6GrPZTGxsrKtLlDuAztBImdG+ffubvtieiBjH5cuXadKkCQD3338/KSkpNGjQgKioKAYNGuTi6uROoW85SZlw+fJlpk+fztGjR7HZbIwcOZLQ0FCefvppTpw44eryROQ21K5dmwMHDgDQoEEDUlJSgKtzay5duuTK0uQOokAjZcKECRPYvn07bm5ufPrpp3zxxRdMmTKF6tWrM2HCBFeXJyK3YeDAgYwYMYLNmzfTpUsX1q1bR2xsLK+//jrNmjVzdXlyh9AcGikTIiIiWLp0KQ0bNuSll17Cy8uLmTNn8ssvv/DXv/6VPXv2uLpEEbkN//nPf7jrrrsIDg7m22+/5ZNPPqFq1aoMGzaM6tWru7o8uQNoDo2UCTabjQoVKpCbm8v3339vv9jWhQsXqFixoourE5Hb0b59e9zc3BzabDYb7u7u7Nq1Cz8/Pzp37qxvPJVzCjRSJrRq1Yo33niDihUr4u7uTocOHfj++++JjY3VRGERg3v22WeJj4/n2WefJTQ0FJvNxr59+/jwww/p2bMnNWrU4N133+Xy5cs8//zzri5XXERDTlImXLp0iVmzZpGenk6/fv1o1aoVixcv5tSpU7z88st4eXm5ukQRuUXdu3cnKiqKrl27OrRv2bKFefPmsW7dOr777jvGjBnDl19+6aIqxdV0hkbKhMqVKzNmzBiHtgEDBrimGBFxql9//ZWGDRsWaW/QoAFHjx4F4N577+XMmTOlXZrcQfQtJykzPv30UyIjIwkPDyctLY3Jkyczf/58V5clIrcpNDSUOXPmkJ2dbW/Lzs5m7ty5NG3aFIDt27dTp04dV5UodwAFGikTPvroI+Li4oiMjOTKlSsANGnShAULFhAfH+/i6kTkdsTGxpKamkqbNm3o2bMnkZGRtGnThp9++onY2Fi+/fZbpkyZwssvv+zqUsWFNIdGyoTOnTvz+uuv07ZtW4df296+fTtjx45l+/btri5RRG6D1Wrl+++/56effsJkMtGgQQMeeOAB3NzcOHv2LHD1R2ql/NIcGikT0tPTqVevXpH22rVrc/78+dIvSEScymQy0bp1a1q3bl2kT0FGQENOUkZYLBbWrVvn0Gaz2Vi4cKF9jF1ERMouDTlJmfDTTz8xePBgfH19OXjwIA888AC//PILubm5vP/++zRq1MjVJYqISAlSoJEyIy8vj08//ZSjR49itVqpW7cu3bt356677nJ1aSIiUsIUaERERMTwNClYDOvPf/4zq1atomrVqtf9rZff2rZtWylWJiIipU2BRgxr6NCh9uGkYcOG3XC5Pwo6IiJSNmjISQyrb9++Nx1Wli5dWsLViIiIK+kMjRhWy5Yt7bfPnTtHQkICHTp0ICQkhAoVKvDjjz+yefNmnnnmGRdWKSIipUFnaKRM6N+/P48++ihPP/20Q/uaNWtISEggISHBRZWJiEhp0IX1pExITk7mgQceKNJusVg4dOiQCyoSEZHSpEAjZUJwcDDz588nLy/P3nb58mVmz55NaGio6woTEZFSoSEnKROOHDnC4MGDuXDhAnXq1MFms/HLL78QEBDAe++9R61atVxdooiIlCAFGikz8vPz+e677zhy5AgADRo04MEHH8TDQ3PfRUTKOgUaERERMTzNoRERERHDU6ARERERw1OgEREREcNToBERERHDU6ARkVKxbds2Hn74YSwWC998880tbyc6Opro6GgAbDYby5cvd1aJImJgCjQiUipmz55N69at2bx5My1atHDKNv/zn/8wceJEp2xLRIxNF+gQkVJx6dIlmjdv7tSLHOqqEyJyjc7QiEiJa9++PSdOnGDUqFG0b9+eoKAgjh8/bu+fM2cOffv2td//4YcfiIyMpGnTpjz22GN8/vnnRbZ5/Phx+vXrB0BQUBDr1q2jYcOG7N+/377MmTNnCA4O5tixY0RHRzNp0iReeOEFmjZtSo8ePdi9e7d92YsXL/Laa6/RrFkzWrduTWxsLLm5uSXxdIhICVCgEZESt2rVKu655x5GjRrF22+//YfLZmZmEhUVRWRkJBs2bOC5554jOjqaH374wWG5mjVrMmfOHAC+/fZbunTpQvPmzR3Cz+eff06jRo2oU6cOACtWrKB+/fqsXbuWFi1aMHjwYM6ePQvA6NGjuXTpEh9//DHvvPMOe/fu1XCWiIEo0IhIiatWrRomk4nKlStTrVq1P1x2+fLlPPjggzz77LPUqVOHxx9/nKeeeoolS5Y4LGcymbj77rsB8PPzw9PTk65du7Jlyxb7Mp999hldu3a1369fvz4jRoygXr16xMTEcPfdd7N582Z+/fVXtm7dyrRp0wgKCqJp06bExsaydu1aLl265MRnQkRKiubQiMgd5ejRo3z11VeEhYXZ265cuULdunX/57qdOnVi8uTJ/Pjjj/j5+bF7926mTZtm72/WrJn9tru7O8HBwRw5coRatWpRWFjIww8/7LC9wsJCjh07RpMmTZywZyJSkhRoRKRUubm5FWkrKChwuP3YY4/xwgsvOCxzMz8yWq1aNR544AE+//xzatSogcVi4Z577rnhNqxWK+7u7litVipXrszq1auLbNPf3/9/Pq6IuJ6GnESkVFWoUAGA//73v/a2304Qrlu3LseOHaNOnTr2f9u2bWPDhg1FtnW9cNStWze++uortm/f7jDcBPDjjz/ab1utVg4ePEhQUBB169bl0qVLuLm52R8zNzeXuLg48vPzb3ufRaTkKdCISKmqXr06NWvWZMGCBaSlpbFmzRr+9a9/2fuffvpp9u3bx8yZM/nll1/YsGEDb731FgEBAUW2ZTabAdi3bx95eXkAdOjQgV9++YVdu3bRqVMnh+V37drFwoULOXr0KJMnTyYnJ4dOnTpRr1492rRpw4gRI0hJSWH//v3ExMSQnZ1NlSpVSu7JEBGnUaARkVLl7u7O5MmTSUlJoUuXLmzZssVheKlWrVrMmzePb775hm7duvH2228THR1N9+7di2wrKCiIhx56iN69e7N9+3YAKlWqxMMPP0xoaCi+vr4Oy7dv354dO3bQo0cPDhw4wKJFi+yBJS4ujsDAQAYMGMDf/vY36taty1tvvVWCz4SIOJObTVemEpEypnfv3jzxxBP07NnT3nbt5xL+8Y9/uKosESlBmhQsImXGjh072L17N0eOHCky3CQiZZsCjYiUGevXr2fbtm1MnDiRu+66y9XliEgp0pCTiIiIGJ4mBYuIiIjhKdCIiIiI4SnQiIiIiOEp0IiIiIjhKdCIiIiI4SnQiIiIiOEp0IiIiIjhKdCIiIiI4f0/mwBpv/0S7lIAAAAASUVORK5CYII=\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 68\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Inference :\\n\",\n    \"\\n\",\n    \"1. `Jaguar` and `Buick` seem to have highest average price.\\n\",\n    \"2. `diesel` has higher average price than  gas.\\n\",\n    \"3. `hardtop` and `convertible` have higher average price.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:07.112913Z\",\n     \"start_time\": \"2024-07-22T11:11:06.234191Z\"\n    }\n   },\n   \"source\": [\n    \"plt.figure(figsize=(15,5))\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,1)\\n\",\n    \"plt.title('Door Number Histogram')\\n\",\n    \"sns.countplot(cars.doornumber, palette=(\\\"plasma\\\"))\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,2)\\n\",\n    \"plt.title('Door Number vs Price')\\n\",\n    \"sns.boxplot(x=cars.doornumber, y=cars.price, palette=(\\\"plasma\\\"))\\n\",\n    \"\\n\",\n    \"plt.show()\\n\",\n    \"\\n\",\n    \"plt.figure(figsize=(15,5))\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,1)\\n\",\n    \"plt.title('Aspiration Histogram')\\n\",\n    \"sns.countplot(cars.aspiration, palette=(\\\"plasma\\\"))\\n\",\n    \"\\n\",\n    \"plt.subplot(1,2,2)\\n\",\n    \"plt.title('Aspiration vs Price')\\n\",\n    \"sns.boxplot(x=cars.aspiration, y=cars.price, palette=(\\\"plasma\\\"))\\n\",\n    \"\\n\",\n    \"plt.show()\\n\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 1500x500 with 2 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 1500x500 with 2 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 69\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Inference :\\n\",\n    \"\\n\",\n    \"1. `doornumber` variable is not affacting the price much. There is no sugnificant difference between the categories in it.\\n\",\n    \"2. It seems aspiration with `turbo` have higher price range than the `std`(though it has some high values outside the whiskers.)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:10.641801Z\",\n     \"start_time\": \"2024-07-22T11:11:07.114083Z\"\n    }\n   },\n   \"source\": [\n    \"def plot_count(x,fig):\\n\",\n    \"    plt.subplot(4,2,fig)\\n\",\n    \"    plt.title(x+' Histogram')\\n\",\n    \"    sns.countplot(cars[x],palette=(\\\"magma\\\"))\\n\",\n    \"    plt.subplot(4,2,(fig+1))\\n\",\n    \"    plt.title(x+' vs Price')\\n\",\n    \"    sns.boxplot(x=cars[x], y=cars.price, palette=(\\\"magma\\\"))\\n\",\n    \"    \\n\",\n    \"plt.figure(figsize=(15,20))\\n\",\n    \"\\n\",\n    \"plot_count('enginelocation', 1)\\n\",\n    \"plot_count('cylindernumber', 3)\\n\",\n    \"plot_count('fuelsystem', 5)\\n\",\n    \"plot_count('drivewheel', 7)\\n\",\n    \"\\n\",\n    \"plt.tight_layout()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 1500x2000 with 8 Axes>\",\n      \"image/png\": 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    },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 70\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Inference :\\n\",\n    \"\\n\",\n    \"1. Very few datapoints for `enginelocation` categories to make an inference.\\n\",\n    \"2. Most common number of cylinders are `four`, `six` and `five`. Though `eight` cylinders have the highest price range.\\n\",\n    \"3. `mpfi` and `2bbl` are most common type of fuel systems. `mpfi` and `idi` having the highest price range. But there are few data for other categories to derive any meaningful inference\\n\",\n    \"4. A very significant difference in drivewheel category. Most high ranged cars seeme to prefer `rwd` drivewheel.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Step 3.2 : Visualising numerical data\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:11.923805Z\",\n     \"start_time\": \"2024-07-22T11:11:10.643891Z\"\n    }\n   },\n   \"source\": [\n    \"def scatter(x,fig):\\n\",\n    \"    plt.subplot(5,2,fig)\\n\",\n    \"    plt.scatter(cars[x],cars['price'])\\n\",\n    \"    plt.title(x+' vs Price')\\n\",\n    \"    plt.ylabel('Price')\\n\",\n    \"    plt.xlabel(x)\\n\",\n    \"\\n\",\n    \"plt.figure(figsize=(10,20))\\n\",\n    \"\\n\",\n    \"scatter('carlength', 1)\\n\",\n    \"scatter('carwidth', 2)\\n\",\n    \"scatter('carheight', 3)\\n\",\n    \"scatter('curbweight', 4)\\n\",\n    \"\\n\",\n    \"plt.tight_layout()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 1000x2000 with 4 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 71\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Inference :\\n\",\n    \"\\n\",\n    \"1. `carwidth`, `carlength` and `curbweight` seems to have a poitive correlation with `price`. \\n\",\n    \"2. `carheight` doesn't show any significant trend with price.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:14.368669Z\",\n     \"start_time\": \"2024-07-22T11:11:11.924880Z\"\n    }\n   },\n   \"source\": [\n    \"def pp(x,y,z):\\n\",\n    \"    sns.pairplot(cars, x_vars=[x,y,z], y_vars='price',size=4, aspect=1, kind='scatter')\\n\",\n    \"    plt.show()\\n\",\n    \"\\n\",\n    \"pp('enginesize', 'boreratio', 'stroke')\\n\",\n    \"pp('compressionratio', 'horsepower', 'peakrpm')\\n\",\n    \"pp('wheelbase', 'citympg', 'highwaympg')\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 1200x400 with 3 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 1200x400 with 3 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 1200x400 with 3 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 72\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Inference :\\n\",\n    \"\\n\",\n    \"1. `enginesize`, `boreratio`, `horsepower`, `wheelbase` - seem to have a significant positive correlation with price.\\n\",\n    \"2. `citympg`, `highwaympg` - seem to have a significant negative correlation with price.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:14.376027Z\",\n     \"start_time\": \"2024-07-22T11:11:14.369777Z\"\n    }\n   },\n   \"source\": [\n    \"np.corrcoef(cars['carlength'], cars['carwidth'])[0, 1]\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"0.841118268481845\"\n     },\n     \"execution_count\": 73,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 73\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Step 4 : Deriving new features\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:14.391983Z\",\n     \"start_time\": \"2024-07-22T11:11:14.376607Z\"\n    }\n   },\n   \"source\": [\n    \"#Fuel economy\\n\",\n    \"cars['fueleconomy'] = (0.55 * cars['citympg']) + (0.45 * cars['highwaympg'])\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": 74\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:14.429977Z\",\n     \"start_time\": \"2024-07-22T11:11:14.393195Z\"\n    }\n   },\n   \"source\": [\n    \"#Binning the Car Companies based on avg prices of each Company.\\n\",\n    \"cars['price'] = cars['price'].astype('int')\\n\",\n    \"temp = cars.copy()\\n\",\n    \"table = temp.groupby(['CompanyName'])['price'].mean()\\n\",\n    \"temp = temp.merge(table.reset_index(), how='left',on='CompanyName')\\n\",\n    \"bins = [0,10000,20000,40000]\\n\",\n    \"cars_bin=['Budget','Medium','Highend']\\n\",\n    \"cars['carsrange'] = pd.cut(temp['price_y'],bins,right=False,labels=cars_bin)\\n\",\n    \"cars.head()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"   car_ID  symboling  CompanyName fueltype aspiration doornumber      carbody  \\\\\\n0       1          3  alfa-romero      gas        std        two  convertible   \\n1       2          3  alfa-romero      gas        std        two  convertible   \\n2       3          1  alfa-romero      gas        std        two    hatchback   \\n3       4          2         audi      gas        std       four        sedan   \\n4       5          2         audi      gas        std       four        sedan   \\n\\n  drivewheel enginelocation  wheelbase  ...  boreratio  stroke  \\\\\\n0        rwd          front       88.6  ...       3.47    2.68   \\n1        rwd          front       88.6  ...       3.47    2.68   \\n2        rwd          front       94.5  ...       2.68    3.47   \\n3        fwd          front       99.8  ...       3.19    3.40   \\n4        4wd          front       99.4  ...       3.19    3.40   \\n\\n   compressionratio  horsepower peakrpm citympg  highwaympg  price  \\\\\\n0               9.0         111    5000      21          27  13495   \\n1               9.0         111    5000      21          27  16500   \\n2               9.0         154    5000      19          26  16500   \\n3              10.0         102    5500      24          30  13950   \\n4               8.0         115    5500      18          22  17450   \\n\\n   fueleconomy  carsrange  \\n0        23.70     Medium  \\n1        23.70     Medium  \\n2        22.15     Medium  \\n3        26.70     Medium  \\n4        19.80     Medium  \\n\\n[5 rows x 28 columns]\",\n      \"text/html\": \"<div>\\n<style scoped>\\n    .dataframe tbody tr th:only-of-type {\\n        vertical-align: middle;\\n    }\\n\\n    .dataframe tbody tr th {\\n        vertical-align: top;\\n    }\\n\\n    .dataframe thead th {\\n        text-align: right;\\n    }\\n</style>\\n<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n  <thead>\\n    <tr style=\\\"text-align: right;\\\">\\n      <th></th>\\n      <th>car_ID</th>\\n      <th>symboling</th>\\n      <th>CompanyName</th>\\n      <th>fueltype</th>\\n      <th>aspiration</th>\\n      <th>doornumber</th>\\n      <th>carbody</th>\\n      <th>drivewheel</th>\\n      <th>enginelocation</th>\\n      <th>wheelbase</th>\\n      <th>...</th>\\n      <th>boreratio</th>\\n      <th>stroke</th>\\n      <th>compressionratio</th>\\n      <th>horsepower</th>\\n      <th>peakrpm</th>\\n      <th>citympg</th>\\n      <th>highwaympg</th>\\n      <th>price</th>\\n      <th>fueleconomy</th>\\n      <th>carsrange</th>\\n    </tr>\\n  </thead>\\n  <tbody>\\n    <tr>\\n      <th>0</th>\\n      <td>1</td>\\n      <td>3</td>\\n      <td>alfa-romero</td>\\n      <td>gas</td>\\n      <td>std</td>\\n      <td>two</td>\\n      <td>convertible</td>\\n      <td>rwd</td>\\n      <td>front</td>\\n      <td>88.6</td>\\n      <td>...</td>\\n      <td>3.47</td>\\n      <td>2.68</td>\\n      <td>9.0</td>\\n      <td>111</td>\\n      <td>5000</td>\\n      <td>21</td>\\n      <td>27</td>\\n      <td>13495</td>\\n      <td>23.70</td>\\n      <td>Medium</td>\\n    </tr>\\n    <tr>\\n      <th>1</th>\\n      <td>2</td>\\n      <td>3</td>\\n      <td>alfa-romero</td>\\n      <td>gas</td>\\n      <td>std</td>\\n      <td>two</td>\\n      <td>convertible</td>\\n      <td>rwd</td>\\n      <td>front</td>\\n      <td>88.6</td>\\n      <td>...</td>\\n      <td>3.47</td>\\n      <td>2.68</td>\\n      <td>9.0</td>\\n      <td>111</td>\\n      <td>5000</td>\\n      <td>21</td>\\n      <td>27</td>\\n      <td>16500</td>\\n      <td>23.70</td>\\n      <td>Medium</td>\\n    </tr>\\n    <tr>\\n      <th>2</th>\\n      <td>3</td>\\n      <td>1</td>\\n      <td>alfa-romero</td>\\n      <td>gas</td>\\n      <td>std</td>\\n      <td>two</td>\\n      <td>hatchback</td>\\n      <td>rwd</td>\\n      <td>front</td>\\n      <td>94.5</td>\\n      <td>...</td>\\n      <td>2.68</td>\\n      <td>3.47</td>\\n      <td>9.0</td>\\n      <td>154</td>\\n      <td>5000</td>\\n      <td>19</td>\\n      <td>26</td>\\n      <td>16500</td>\\n      <td>22.15</td>\\n      <td>Medium</td>\\n    </tr>\\n    <tr>\\n      <th>3</th>\\n      <td>4</td>\\n      <td>2</td>\\n      <td>audi</td>\\n      <td>gas</td>\\n      <td>std</td>\\n      <td>four</td>\\n      <td>sedan</td>\\n      <td>fwd</td>\\n      <td>front</td>\\n      <td>99.8</td>\\n      <td>...</td>\\n      <td>3.19</td>\\n      <td>3.40</td>\\n      <td>10.0</td>\\n      <td>102</td>\\n      <td>5500</td>\\n      <td>24</td>\\n      <td>30</td>\\n      <td>13950</td>\\n      <td>26.70</td>\\n      <td>Medium</td>\\n    </tr>\\n    <tr>\\n      <th>4</th>\\n      <td>5</td>\\n      <td>2</td>\\n      <td>audi</td>\\n      <td>gas</td>\\n      <td>std</td>\\n      <td>four</td>\\n      <td>sedan</td>\\n      <td>4wd</td>\\n      <td>front</td>\\n      <td>99.4</td>\\n      <td>...</td>\\n      <td>3.19</td>\\n      <td>3.40</td>\\n      <td>8.0</td>\\n      <td>115</td>\\n      <td>5500</td>\\n      <td>18</td>\\n      <td>22</td>\\n      <td>17450</td>\\n      <td>19.80</td>\\n      <td>Medium</td>\\n    </tr>\\n  </tbody>\\n</table>\\n<p>5 rows × 28 columns</p>\\n</div>\"\n     },\n     \"execution_count\": 75,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 75\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Step 5 : Bivariate Analysis\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:14.758187Z\",\n     \"start_time\": \"2024-07-22T11:11:14.431066Z\"\n    }\n   },\n   \"source\": [\n    \"plt.figure(figsize=(8,6))\\n\",\n    \"\\n\",\n    \"plt.title('Fuel economy vs Price')\\n\",\n    \"sns.scatterplot(x=cars['fueleconomy'],y=cars['price'],hue=cars['drivewheel'])\\n\",\n    \"plt.xlabel('Fuel Economy')\\n\",\n    \"plt.ylabel('Price')\\n\",\n    \"\\n\",\n    \"plt.show()\\n\",\n    \"plt.tight_layout()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 800x600 with 1 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 0 Axes>\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 76\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Inference :\\n\",\n    \"\\n\",\n    \"1. `fueleconomy` has an obvios `negative correlation` with price and is significant.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:15.401608Z\",\n     \"start_time\": \"2024-07-22T11:11:14.759282Z\"\n    }\n   },\n   \"source\": [\n    \"plt.figure(figsize=(25, 6))\\n\",\n    \"\\n\",\n    \"df = pd.DataFrame(cars.groupby(['fuelsystem','drivewheel','carsrange'])['price'].mean().unstack(fill_value=0))\\n\",\n    \"df.plot.bar()\\n\",\n    \"plt.title('Car Range vs Average Price')\\n\",\n    \"plt.show()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 2500x600 with 0 Axes>\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 77\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Inference :\\n\",\n    \"\\n\",\n    \"1. High ranged cars prefer `rwd` drivewheel with `idi` or `mpfi` fuelsystem.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### List of significant variables after Visual analysis :\\n\",\n    \"\\n\",\n    \"    - Car Range \\n\",\n    \"    - Engine Type \\n\",\n    \"    - Fuel type \\n\",\n    \"    - Car Body \\n\",\n    \"    - Aspiration \\n\",\n    \"    - Cylinder Number \\n\",\n    \"    - Drivewheel \\n\",\n    \"    - Curbweight \\n\",\n    \"    - Car Length\\n\",\n    \"    - Car width\\n\",\n    \"    - Engine Size \\n\",\n    \"    - Boreratio \\n\",\n    \"    - Horse Power \\n\",\n    \"    - Wheel base \\n\",\n    \"    - Fuel Economy \"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:15.423735Z\",\n     \"start_time\": \"2024-07-22T11:11:15.402663Z\"\n    }\n   },\n   \"source\": [\n    \"cars_lr = cars[['price', 'fueltype', 'aspiration','carbody', 'drivewheel','wheelbase',\\n\",\n    \"                  'curbweight', 'enginetype', 'cylindernumber', 'enginesize', 'boreratio','horsepower', \\n\",\n    \"                    'fueleconomy', 'carlength','carwidth', 'carsrange']]\\n\",\n    \"cars_lr.head()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"   price fueltype aspiration      carbody drivewheel  wheelbase  curbweight  \\\\\\n0  13495      gas        std  convertible        rwd       88.6        2548   \\n1  16500      gas        std  convertible        rwd       88.6        2548   \\n2  16500      gas        std    hatchback        rwd       94.5        2823   \\n3  13950      gas        std        sedan        fwd       99.8        2337   \\n4  17450      gas        std        sedan        4wd       99.4        2824   \\n\\n  enginetype cylindernumber  enginesize  boreratio  horsepower  fueleconomy  \\\\\\n0       dohc           four         130       3.47         111        23.70   \\n1       dohc           four         130       3.47         111        23.70   \\n2       ohcv            six         152       2.68         154        22.15   \\n3        ohc           four         109       3.19         102        26.70   \\n4        ohc           five         136       3.19         115        19.80   \\n\\n   carlength  carwidth carsrange  \\n0      168.8      64.1    Medium  \\n1      168.8      64.1    Medium  \\n2      171.2      65.5    Medium  \\n3      176.6      66.2    Medium  \\n4      176.6      66.4    Medium  \",\n      \"text/html\": \"<div>\\n<style scoped>\\n    .dataframe tbody tr th:only-of-type {\\n        vertical-align: middle;\\n    }\\n\\n    .dataframe tbody tr th {\\n        vertical-align: top;\\n    }\\n\\n    .dataframe thead th {\\n        text-align: right;\\n    }\\n</style>\\n<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n  <thead>\\n    <tr style=\\\"text-align: right;\\\">\\n      <th></th>\\n      <th>price</th>\\n      <th>fueltype</th>\\n      <th>aspiration</th>\\n      <th>carbody</th>\\n      <th>drivewheel</th>\\n      <th>wheelbase</th>\\n      <th>curbweight</th>\\n      <th>enginetype</th>\\n      <th>cylindernumber</th>\\n      <th>enginesize</th>\\n      <th>boreratio</th>\\n      <th>horsepower</th>\\n      <th>fueleconomy</th>\\n      <th>carlength</th>\\n      <th>carwidth</th>\\n      <th>carsrange</th>\\n    </tr>\\n  </thead>\\n  <tbody>\\n    <tr>\\n      <th>0</th>\\n      <td>13495</td>\\n      <td>gas</td>\\n      <td>std</td>\\n      <td>convertible</td>\\n      <td>rwd</td>\\n      <td>88.6</td>\\n      <td>2548</td>\\n      <td>dohc</td>\\n      <td>four</td>\\n      <td>130</td>\\n      <td>3.47</td>\\n      <td>111</td>\\n      <td>23.70</td>\\n      <td>168.8</td>\\n      <td>64.1</td>\\n      <td>Medium</td>\\n    </tr>\\n    <tr>\\n      <th>1</th>\\n      <td>16500</td>\\n      <td>gas</td>\\n      <td>std</td>\\n      <td>convertible</td>\\n      <td>rwd</td>\\n      <td>88.6</td>\\n      <td>2548</td>\\n      <td>dohc</td>\\n      <td>four</td>\\n      <td>130</td>\\n      <td>3.47</td>\\n      <td>111</td>\\n      <td>23.70</td>\\n      <td>168.8</td>\\n      <td>64.1</td>\\n      <td>Medium</td>\\n    </tr>\\n    <tr>\\n      <th>2</th>\\n      <td>16500</td>\\n      <td>gas</td>\\n      <td>std</td>\\n      <td>hatchback</td>\\n      <td>rwd</td>\\n      <td>94.5</td>\\n      <td>2823</td>\\n      <td>ohcv</td>\\n      <td>six</td>\\n      <td>152</td>\\n      <td>2.68</td>\\n      <td>154</td>\\n      <td>22.15</td>\\n      <td>171.2</td>\\n      <td>65.5</td>\\n      <td>Medium</td>\\n    </tr>\\n    <tr>\\n      <th>3</th>\\n      <td>13950</td>\\n      <td>gas</td>\\n      <td>std</td>\\n      <td>sedan</td>\\n      <td>fwd</td>\\n      <td>99.8</td>\\n      <td>2337</td>\\n      <td>ohc</td>\\n      <td>four</td>\\n      <td>109</td>\\n      <td>3.19</td>\\n      <td>102</td>\\n      <td>26.70</td>\\n      <td>176.6</td>\\n      <td>66.2</td>\\n      <td>Medium</td>\\n    </tr>\\n    <tr>\\n      <th>4</th>\\n      <td>17450</td>\\n      <td>gas</td>\\n      <td>std</td>\\n      <td>sedan</td>\\n      <td>4wd</td>\\n      <td>99.4</td>\\n      <td>2824</td>\\n      <td>ohc</td>\\n      <td>five</td>\\n      <td>136</td>\\n      <td>3.19</td>\\n      <td>115</td>\\n      <td>19.80</td>\\n      <td>176.6</td>\\n      <td>66.4</td>\\n      <td>Medium</td>\\n    </tr>\\n  </tbody>\\n</table>\\n</div>\"\n     },\n     \"execution_count\": 78,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 78\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:31.669626Z\",\n     \"start_time\": \"2024-07-22T11:11:15.424804Z\"\n    }\n   },\n   \"source\": [\n    \"sns.pairplot(cars_lr)\\n\",\n    \"plt.show()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 2250x2250 with 90 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 79\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Step 6 : Dummy Variables\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:31.691469Z\",\n     \"start_time\": \"2024-07-22T11:11:31.670792Z\"\n    }\n   },\n   \"source\": [\n    \"# Defining the map function\\n\",\n    \"def dummies(x,df):\\n\",\n    \"    temp = pd.get_dummies(df[x], drop_first = True)\\n\",\n    \"    df = pd.concat([df, temp], axis = 1)\\n\",\n    \"    df.drop([x], axis = 1, inplace = True)\\n\",\n    \"    return df\\n\",\n    \"# Applying the function to the cars_lr\\n\",\n    \"\\n\",\n    \"cars_lr = dummies('fueltype',cars_lr)\\n\",\n    \"cars_lr = dummies('aspiration',cars_lr)\\n\",\n    \"cars_lr = dummies('carbody',cars_lr)\\n\",\n    \"cars_lr = dummies('drivewheel',cars_lr)\\n\",\n    \"cars_lr = dummies('enginetype',cars_lr)\\n\",\n    \"cars_lr = dummies('cylindernumber',cars_lr)\\n\",\n    \"cars_lr = dummies('carsrange',cars_lr)\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": 80\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:31.727546Z\",\n     \"start_time\": \"2024-07-22T11:11:31.692613Z\"\n    }\n   },\n   \"source\": [\n    \"cars_lr.head()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"   price  wheelbase  curbweight  enginesize  boreratio  horsepower  \\\\\\n0  13495       88.6        2548         130       3.47         111   \\n1  16500       88.6        2548         130       3.47         111   \\n2  16500       94.5        2823         152       2.68         154   \\n3  13950       99.8        2337         109       3.19         102   \\n4  17450       99.4        2824         136       3.19         115   \\n\\n   fueleconomy  carlength  carwidth   gas  ...   ohcv  rotor   five   four  \\\\\\n0        23.70      168.8      64.1  True  ...  False  False  False   True   \\n1        23.70      168.8      64.1  True  ...  False  False  False   True   \\n2        22.15      171.2      65.5  True  ...   True  False  False  False   \\n3        26.70      176.6      66.2  True  ...  False  False  False   True   \\n4        19.80      176.6      66.4  True  ...  False  False   True  False   \\n\\n     six  three  twelve    two  Medium  Highend  \\n0  False  False   False  False    True    False  \\n1  False  False   False  False    True    False  \\n2   True  False   False  False    True    False  \\n3  False  False   False  False    True    False  \\n4  False  False   False  False    True    False  \\n\\n[5 rows x 31 columns]\",\n      \"text/html\": \"<div>\\n<style scoped>\\n    .dataframe tbody tr th:only-of-type {\\n        vertical-align: middle;\\n    }\\n\\n    .dataframe tbody tr th {\\n        vertical-align: top;\\n    }\\n\\n    .dataframe thead th {\\n        text-align: right;\\n    }\\n</style>\\n<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n  <thead>\\n    <tr style=\\\"text-align: right;\\\">\\n      <th></th>\\n      <th>price</th>\\n      <th>wheelbase</th>\\n      <th>curbweight</th>\\n      <th>enginesize</th>\\n      <th>boreratio</th>\\n      <th>horsepower</th>\\n      <th>fueleconomy</th>\\n      <th>carlength</th>\\n      <th>carwidth</th>\\n      <th>gas</th>\\n      <th>...</th>\\n      <th>ohcv</th>\\n      <th>rotor</th>\\n      <th>five</th>\\n      <th>four</th>\\n      <th>six</th>\\n      <th>three</th>\\n      <th>twelve</th>\\n      <th>two</th>\\n      <th>Medium</th>\\n      <th>Highend</th>\\n    </tr>\\n  </thead>\\n  <tbody>\\n    <tr>\\n      <th>0</th>\\n      <td>13495</td>\\n      <td>88.6</td>\\n      <td>2548</td>\\n      <td>130</td>\\n      <td>3.47</td>\\n      <td>111</td>\\n      <td>23.70</td>\\n      <td>168.8</td>\\n      <td>64.1</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n    </tr>\\n    <tr>\\n      <th>1</th>\\n      <td>16500</td>\\n      <td>88.6</td>\\n      <td>2548</td>\\n      <td>130</td>\\n      <td>3.47</td>\\n      <td>111</td>\\n      <td>23.70</td>\\n      <td>168.8</td>\\n      <td>64.1</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n    </tr>\\n    <tr>\\n      <th>2</th>\\n      <td>16500</td>\\n      <td>94.5</td>\\n      <td>2823</td>\\n      <td>152</td>\\n      <td>2.68</td>\\n      <td>154</td>\\n      <td>22.15</td>\\n      <td>171.2</td>\\n      <td>65.5</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n    </tr>\\n    <tr>\\n      <th>3</th>\\n      <td>13950</td>\\n      <td>99.8</td>\\n      <td>2337</td>\\n      <td>109</td>\\n      <td>3.19</td>\\n      <td>102</td>\\n      <td>26.70</td>\\n      <td>176.6</td>\\n      <td>66.2</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n    </tr>\\n    <tr>\\n      <th>4</th>\\n      <td>17450</td>\\n      <td>99.4</td>\\n      <td>2824</td>\\n      <td>136</td>\\n      <td>3.19</td>\\n      <td>115</td>\\n      <td>19.80</td>\\n      <td>176.6</td>\\n      <td>66.4</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n    </tr>\\n  </tbody>\\n</table>\\n<p>5 rows × 31 columns</p>\\n</div>\"\n     },\n     \"execution_count\": 81,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 81\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:31.739400Z\",\n     \"start_time\": \"2024-07-22T11:11:31.732062Z\"\n    }\n   },\n   \"source\": [\n    \"cars_lr.shape\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"(205, 31)\"\n     },\n     \"execution_count\": 82,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 82\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Step 7 : Train-Test Split and feature scaling\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:31.749288Z\",\n     \"start_time\": \"2024-07-22T11:11:31.740399Z\"\n    }\n   },\n   \"source\": [\n    \"from sklearn.model_selection import train_test_split\\n\",\n    \"\\n\",\n    \"np.random.seed(0)\\n\",\n    \"df_train, df_test = train_test_split(cars_lr, train_size = 0.7, test_size = 0.3, random_state = 100)\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": 83\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:31.757366Z\",\n     \"start_time\": \"2024-07-22T11:11:31.750424Z\"\n    }\n   },\n   \"source\": [\n    \"from sklearn.preprocessing import MinMaxScaler\\n\",\n    \"\\n\",\n    \"scaler = MinMaxScaler()\\n\",\n    \"num_vars = ['wheelbase', 'curbweight', 'enginesize', 'boreratio', 'horsepower','fueleconomy','carlength','carwidth','price']\\n\",\n    \"#df_train[num_vars] = scaler.fit_transform(df_train[num_vars])\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": 84\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:31.786929Z\",\n     \"start_time\": \"2024-07-22T11:11:31.758556Z\"\n    }\n   },\n   \"source\": [\n    \"df_train.head()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"     price  wheelbase  curbweight  enginesize  boreratio  horsepower  \\\\\\n122   7609       93.7        2191          98       2.97          68   \\n125  22018       94.5        2778         151       3.94         143   \\n166   9538       94.5        2300          98       3.24         112   \\n1    16500       88.6        2548         130       3.47         111   \\n199  18950      104.3        3157         130       3.62         162   \\n\\n     fueleconomy  carlength  carwidth   gas  ...   ohcv  rotor   five  four  \\\\\\n122        34.15      167.3      63.8  True  ...  False  False  False  True   \\n125        22.60      168.9      68.3  True  ...  False  False  False  True   \\n166        27.35      168.7      64.0  True  ...  False  False  False  True   \\n1          23.70      168.8      64.1  True  ...  False  False  False  True   \\n199        19.25      188.8      67.2  True  ...  False  False  False  True   \\n\\n       six  three  twelve    two  Medium  Highend  \\n122  False  False   False  False   False    False  \\n125  False  False   False  False   False     True  \\n166  False  False   False  False   False    False  \\n1    False  False   False  False    True    False  \\n199  False  False   False  False    True    False  \\n\\n[5 rows x 31 columns]\",\n      \"text/html\": \"<div>\\n<style scoped>\\n    .dataframe tbody tr th:only-of-type {\\n        vertical-align: middle;\\n    }\\n\\n    .dataframe tbody tr th {\\n        vertical-align: top;\\n    }\\n\\n    .dataframe thead th {\\n        text-align: right;\\n    }\\n</style>\\n<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n  <thead>\\n    <tr style=\\\"text-align: right;\\\">\\n      <th></th>\\n      <th>price</th>\\n      <th>wheelbase</th>\\n      <th>curbweight</th>\\n      <th>enginesize</th>\\n      <th>boreratio</th>\\n      <th>horsepower</th>\\n      <th>fueleconomy</th>\\n      <th>carlength</th>\\n      <th>carwidth</th>\\n      <th>gas</th>\\n      <th>...</th>\\n      <th>ohcv</th>\\n      <th>rotor</th>\\n      <th>five</th>\\n      <th>four</th>\\n      <th>six</th>\\n      <th>three</th>\\n      <th>twelve</th>\\n      <th>two</th>\\n      <th>Medium</th>\\n      <th>Highend</th>\\n    </tr>\\n  </thead>\\n  <tbody>\\n    <tr>\\n      <th>122</th>\\n      <td>7609</td>\\n      <td>93.7</td>\\n      <td>2191</td>\\n      <td>98</td>\\n      <td>2.97</td>\\n      <td>68</td>\\n      <td>34.15</td>\\n      <td>167.3</td>\\n      <td>63.8</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n    </tr>\\n    <tr>\\n      <th>125</th>\\n      <td>22018</td>\\n      <td>94.5</td>\\n      <td>2778</td>\\n      <td>151</td>\\n      <td>3.94</td>\\n      <td>143</td>\\n      <td>22.60</td>\\n      <td>168.9</td>\\n      <td>68.3</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n    </tr>\\n    <tr>\\n      <th>166</th>\\n      <td>9538</td>\\n      <td>94.5</td>\\n      <td>2300</td>\\n      <td>98</td>\\n      <td>3.24</td>\\n      <td>112</td>\\n      <td>27.35</td>\\n      <td>168.7</td>\\n      <td>64.0</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n    </tr>\\n    <tr>\\n      <th>1</th>\\n      <td>16500</td>\\n      <td>88.6</td>\\n      <td>2548</td>\\n      <td>130</td>\\n      <td>3.47</td>\\n      <td>111</td>\\n      <td>23.70</td>\\n      <td>168.8</td>\\n      <td>64.1</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n    </tr>\\n    <tr>\\n      <th>199</th>\\n      <td>18950</td>\\n      <td>104.3</td>\\n      <td>3157</td>\\n      <td>130</td>\\n      <td>3.62</td>\\n      <td>162</td>\\n      <td>19.25</td>\\n      <td>188.8</td>\\n      <td>67.2</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n    </tr>\\n  </tbody>\\n</table>\\n<p>5 rows × 31 columns</p>\\n</div>\"\n     },\n     \"execution_count\": 85,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 85\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:31.822969Z\",\n     \"start_time\": \"2024-07-22T11:11:31.791435Z\"\n    }\n   },\n   \"source\": [\n    \"df_train.describe()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"              price   wheelbase   curbweight  enginesize   boreratio  \\\\\\ncount    143.000000  143.000000   143.000000  143.000000  143.000000   \\nmean   13056.335664   98.523077  2539.510490  124.958042    3.307413   \\nstd     7807.031621    5.961835   544.650539   40.974034    0.260997   \\nmin     5118.000000   86.600000  1488.000000   61.000000    2.680000   \\n25%     7554.000000   94.500000  2121.000000   97.000000    3.065000   \\n50%    10198.000000   96.500000  2405.000000  110.000000    3.310000   \\n75%    16465.000000  101.200000  2930.500000  141.000000    3.540000   \\nmax    41315.000000  115.600000  4066.000000  326.000000    3.940000   \\n\\n       horsepower  fueleconomy   carlength    carwidth  \\ncount  143.000000   143.000000  143.000000  143.000000  \\nmean   102.552448    27.858741  173.416783   65.839860  \\nstd     39.722750     6.778955   12.598122    2.214203  \\nmin     48.000000    14.800000  141.100000   60.300000  \\n25%     70.000000    22.050000  165.650000   63.950000  \\n50%     94.000000    27.350000  172.000000   65.400000  \\n75%    116.000000    33.475000  182.300000   66.900000  \\nmax    288.000000    51.250000  202.600000   72.300000  \",\n      \"text/html\": \"<div>\\n<style scoped>\\n    .dataframe tbody tr th:only-of-type {\\n        vertical-align: middle;\\n    }\\n\\n    .dataframe tbody tr th {\\n        vertical-align: top;\\n    }\\n\\n    .dataframe thead th {\\n        text-align: right;\\n    }\\n</style>\\n<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n  <thead>\\n    <tr style=\\\"text-align: right;\\\">\\n      <th></th>\\n      <th>price</th>\\n      <th>wheelbase</th>\\n      <th>curbweight</th>\\n      <th>enginesize</th>\\n      <th>boreratio</th>\\n      <th>horsepower</th>\\n      <th>fueleconomy</th>\\n      <th>carlength</th>\\n      <th>carwidth</th>\\n    </tr>\\n  </thead>\\n  <tbody>\\n    <tr>\\n      <th>count</th>\\n      <td>143.000000</td>\\n      <td>143.000000</td>\\n      <td>143.000000</td>\\n      <td>143.000000</td>\\n      <td>143.000000</td>\\n      <td>143.000000</td>\\n      <td>143.000000</td>\\n      <td>143.000000</td>\\n      <td>143.000000</td>\\n    </tr>\\n    <tr>\\n      <th>mean</th>\\n      <td>13056.335664</td>\\n      <td>98.523077</td>\\n      <td>2539.510490</td>\\n      <td>124.958042</td>\\n      <td>3.307413</td>\\n      <td>102.552448</td>\\n      <td>27.858741</td>\\n      <td>173.416783</td>\\n      <td>65.839860</td>\\n    </tr>\\n    <tr>\\n      <th>std</th>\\n      <td>7807.031621</td>\\n      <td>5.961835</td>\\n      <td>544.650539</td>\\n      <td>40.974034</td>\\n      <td>0.260997</td>\\n      <td>39.722750</td>\\n      <td>6.778955</td>\\n      <td>12.598122</td>\\n      <td>2.214203</td>\\n    </tr>\\n    <tr>\\n      <th>min</th>\\n      <td>5118.000000</td>\\n      <td>86.600000</td>\\n      <td>1488.000000</td>\\n      <td>61.000000</td>\\n      <td>2.680000</td>\\n      <td>48.000000</td>\\n      <td>14.800000</td>\\n      <td>141.100000</td>\\n      <td>60.300000</td>\\n    </tr>\\n    <tr>\\n      <th>25%</th>\\n      <td>7554.000000</td>\\n      <td>94.500000</td>\\n      <td>2121.000000</td>\\n      <td>97.000000</td>\\n      <td>3.065000</td>\\n      <td>70.000000</td>\\n      <td>22.050000</td>\\n      <td>165.650000</td>\\n      <td>63.950000</td>\\n    </tr>\\n    <tr>\\n      <th>50%</th>\\n      <td>10198.000000</td>\\n      <td>96.500000</td>\\n      <td>2405.000000</td>\\n      <td>110.000000</td>\\n      <td>3.310000</td>\\n      <td>94.000000</td>\\n      <td>27.350000</td>\\n      <td>172.000000</td>\\n      <td>65.400000</td>\\n    </tr>\\n    <tr>\\n      <th>75%</th>\\n      <td>16465.000000</td>\\n      <td>101.200000</td>\\n      <td>2930.500000</td>\\n      <td>141.000000</td>\\n      <td>3.540000</td>\\n      <td>116.000000</td>\\n      <td>33.475000</td>\\n      <td>182.300000</td>\\n      <td>66.900000</td>\\n    </tr>\\n    <tr>\\n      <th>max</th>\\n      <td>41315.000000</td>\\n      <td>115.600000</td>\\n      <td>4066.000000</td>\\n      <td>326.000000</td>\\n      <td>3.940000</td>\\n      <td>288.000000</td>\\n      <td>51.250000</td>\\n      <td>202.600000</td>\\n      <td>72.300000</td>\\n    </tr>\\n  </tbody>\\n</table>\\n</div>\"\n     },\n     \"execution_count\": 86,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 86\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:35.769411Z\",\n     \"start_time\": \"2024-07-22T11:11:31.824080Z\"\n    }\n   },\n   \"source\": [\n    \"#Correlation using heatmap\\n\",\n    \"plt.figure(figsize = (30, 25))\\n\",\n    \"sns.heatmap(df_train.corr(), annot = True, cmap=\\\"YlGnBu\\\")\\n\",\n    \"plt.show()\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 3000x2500 with 2 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 87\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"Highly correlated variables to price are - `curbweight`, `enginesize`, `horsepower`,`carwidth` and `highend`.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:35.775341Z\",\n     \"start_time\": \"2024-07-22T11:11:35.770523Z\"\n    }\n   },\n   \"source\": [\n    \"#Dividing data into X and y variables\\n\",\n    \"y_train = df_train['price']\\n\",\n    \"X_train = df_train.drop(['price'], axis = 1)\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": 88\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Building model using statsmodel, for the detailed statistics\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:35.791831Z\",\n     \"start_time\": \"2024-07-22T11:11:35.775928Z\"\n    }\n   },\n   \"source\": [\n    \"#X_train_rfe = X_train[X_train.columns[rfe.support_]]\\n\",\n    \"#X_train_rfe.head()\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": 89\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:35.803512Z\",\n     \"start_time\": \"2024-07-22T11:11:35.792967Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"from pandas import DataFrame\\n\",\n    \"from sklearn.metrics import r2_score\\n\",\n    \"from sklearn.linear_model import LinearRegression\\n\",\n    \"from sklearn. linear_model import Lasso\\n\",\n    \"from sklearn.tree import DecisionTreeRegressor\\n\",\n    \"from sklearn.ensemble import RandomForestRegressor\\n\",\n    \"from sklearn.neighbors import KNeighborsRegressor\\n\",\n    \"from xgboost import XGBRegressor\\n\",\n    \"import time\\n\",\n    \"from sklearn.preprocessing import StandardScaler\\n\",\n    \"from sklearn.pipeline import Pipeline\\n\",\n    \"\\n\",\n    \"def train_and_validate(train: DataFrame, test: DataFrame):\\n\",\n    \"    scaler = StandardScaler()\\n\",\n    \"    train_x = scaler.fit_transform(train.drop(['price'], axis = 1))\\n\",\n    \"    train_y = train['price']\\n\",\n    \"    test_x = scaler.transform(test.drop(['price'], axis = 1))\\n\",\n    \"    test_y = test['price']\\n\",\n    \"    start = time.time()\\n\",\n    \"    linear_model = XGBRegressor()\\n\",\n    \"    linear_model.fit(train_x, train_y)\\n\",\n    \"    pred = linear_model.predict(test_x)\\n\",\n    \"    return r2_score(test_y, pred), time.time() - start, test_y, pred\\n\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": 90\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:35.840425Z\",\n     \"start_time\": \"2024-07-22T11:11:35.804648Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"df_train\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"     price  wheelbase  curbweight  enginesize  boreratio  horsepower  \\\\\\n122   7609       93.7        2191          98       2.97          68   \\n125  22018       94.5        2778         151       3.94         143   \\n166   9538       94.5        2300          98       3.24         112   \\n1    16500       88.6        2548         130       3.47         111   \\n199  18950      104.3        3157         130       3.62         162   \\n..     ...        ...         ...         ...        ...         ...   \\n87    9279       96.3        2403         110       3.17         116   \\n103  13499      100.4        3060         181       3.43         152   \\n67   25552      110.0        3515         183       3.58         123   \\n24    6229       93.7        1967          90       2.97          68   \\n8    23875      105.8        3086         131       3.13         140   \\n\\n     fueleconomy  carlength  carwidth    gas  ...   ohcv  rotor   five   four  \\\\\\n122        34.15      167.3      63.8   True  ...  False  False  False   True   \\n125        22.60      168.9      68.3   True  ...  False  False  False   True   \\n166        27.35      168.7      64.0   True  ...  False  False  False   True   \\n1          23.70      168.8      64.1   True  ...  False  False  False   True   \\n199        19.25      188.8      67.2   True  ...  False  False  False   True   \\n..           ...        ...       ...    ...  ...    ...    ...    ...    ...   \\n87         26.15      172.4      65.4   True  ...  False  False  False   True   \\n103        21.70      184.6      66.5   True  ...   True  False  False  False   \\n67         23.35      190.9      70.3  False  ...  False  False   True  False   \\n24         34.15      157.3      63.8   True  ...  False  False  False   True   \\n8          18.35      192.7      71.4   True  ...  False  False   True  False   \\n\\n       six  three  twelve    two  Medium  Highend  \\n122  False  False   False  False   False    False  \\n125  False  False   False  False   False     True  \\n166  False  False   False  False   False    False  \\n1    False  False   False  False    True    False  \\n199  False  False   False  False    True    False  \\n..     ...    ...     ...    ...     ...      ...  \\n87   False  False   False  False   False    False  \\n103   True  False   False  False    True    False  \\n67   False  False   False  False   False     True  \\n24   False  False   False  False   False    False  \\n8    False  False   False  False    True    False  \\n\\n[143 rows x 31 columns]\",\n      \"text/html\": \"<div>\\n<style scoped>\\n    .dataframe tbody tr th:only-of-type {\\n        vertical-align: middle;\\n    }\\n\\n    .dataframe tbody tr th {\\n        vertical-align: top;\\n    }\\n\\n    .dataframe thead th {\\n        text-align: right;\\n    }\\n</style>\\n<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n  <thead>\\n    <tr style=\\\"text-align: right;\\\">\\n      <th></th>\\n      <th>price</th>\\n      <th>wheelbase</th>\\n      <th>curbweight</th>\\n      <th>enginesize</th>\\n      <th>boreratio</th>\\n      <th>horsepower</th>\\n      <th>fueleconomy</th>\\n      <th>carlength</th>\\n      <th>carwidth</th>\\n      <th>gas</th>\\n      <th>...</th>\\n      <th>ohcv</th>\\n      <th>rotor</th>\\n      <th>five</th>\\n      <th>four</th>\\n      <th>six</th>\\n      <th>three</th>\\n      <th>twelve</th>\\n      <th>two</th>\\n      <th>Medium</th>\\n      <th>Highend</th>\\n    </tr>\\n  </thead>\\n  <tbody>\\n    <tr>\\n      <th>122</th>\\n      <td>7609</td>\\n      <td>93.7</td>\\n      <td>2191</td>\\n      <td>98</td>\\n      <td>2.97</td>\\n      <td>68</td>\\n      <td>34.15</td>\\n      <td>167.3</td>\\n      <td>63.8</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n    </tr>\\n    <tr>\\n      <th>125</th>\\n      <td>22018</td>\\n      <td>94.5</td>\\n      <td>2778</td>\\n      <td>151</td>\\n      <td>3.94</td>\\n      <td>143</td>\\n      <td>22.60</td>\\n      <td>168.9</td>\\n      <td>68.3</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n    </tr>\\n    <tr>\\n      <th>166</th>\\n      <td>9538</td>\\n      <td>94.5</td>\\n      <td>2300</td>\\n      <td>98</td>\\n      <td>3.24</td>\\n      <td>112</td>\\n      <td>27.35</td>\\n      <td>168.7</td>\\n      <td>64.0</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n    </tr>\\n    <tr>\\n      <th>1</th>\\n      <td>16500</td>\\n      <td>88.6</td>\\n      <td>2548</td>\\n      <td>130</td>\\n      <td>3.47</td>\\n      <td>111</td>\\n      <td>23.70</td>\\n      <td>168.8</td>\\n      <td>64.1</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n    </tr>\\n    <tr>\\n      <th>199</th>\\n      <td>18950</td>\\n      <td>104.3</td>\\n      <td>3157</td>\\n      <td>130</td>\\n      <td>3.62</td>\\n      <td>162</td>\\n      <td>19.25</td>\\n      <td>188.8</td>\\n      <td>67.2</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n    </tr>\\n    <tr>\\n      <th>...</th>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n    </tr>\\n    <tr>\\n      <th>87</th>\\n      <td>9279</td>\\n      <td>96.3</td>\\n      <td>2403</td>\\n      <td>110</td>\\n      <td>3.17</td>\\n      <td>116</td>\\n      <td>26.15</td>\\n      <td>172.4</td>\\n      <td>65.4</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n    </tr>\\n    <tr>\\n      <th>103</th>\\n      <td>13499</td>\\n      <td>100.4</td>\\n      <td>3060</td>\\n      <td>181</td>\\n      <td>3.43</td>\\n      <td>152</td>\\n      <td>21.70</td>\\n      <td>184.6</td>\\n      <td>66.5</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n    </tr>\\n    <tr>\\n      <th>67</th>\\n      <td>25552</td>\\n      <td>110.0</td>\\n      <td>3515</td>\\n      <td>183</td>\\n      <td>3.58</td>\\n      <td>123</td>\\n      <td>23.35</td>\\n      <td>190.9</td>\\n      <td>70.3</td>\\n      <td>False</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n    </tr>\\n    <tr>\\n      <th>24</th>\\n      <td>6229</td>\\n      <td>93.7</td>\\n      <td>1967</td>\\n      <td>90</td>\\n      <td>2.97</td>\\n      <td>68</td>\\n      <td>34.15</td>\\n      <td>157.3</td>\\n      <td>63.8</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n    </tr>\\n    <tr>\\n      <th>8</th>\\n      <td>23875</td>\\n      <td>105.8</td>\\n      <td>3086</td>\\n      <td>131</td>\\n      <td>3.13</td>\\n      <td>140</td>\\n      <td>18.35</td>\\n      <td>192.7</td>\\n      <td>71.4</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n    </tr>\\n  </tbody>\\n</table>\\n<p>143 rows × 31 columns</p>\\n</div>\"\n     },\n     \"execution_count\": 91,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 91\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:35.960873Z\",\n     \"start_time\": \"2024-07-22T11:11:35.841764Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"# Training on Complete Dataset\\n\",\n    \"\\n\",\n    \"r2_comp, time_comp, real, pred = train_and_validate(df_train, df_test)\\n\",\n    \"\\n\",\n    \"res_df = DataFrame(data=[real, pred], columns=['real', 'pred'])\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": 92\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:35.968526Z\",\n     \"start_time\": \"2024-07-22T11:11:35.962008Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"pred\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"array([ 8171.1797,  8968.868 , 10592.594 ,  9422.642 ,  7554.31  ,\\n        9646.521 , 18859.232 , 17986.652 , 12106.08  , 18316.863 ,\\n       21525.902 , 18360.135 , 12024.218 , 10504.227 , 35555.34  ,\\n        7095.988 ,  8473.977 , 12590.652 , 14999.057 , 13654.667 ,\\n       15105.035 , 15903.503 , 34028.125 ,  5295.339 , 11302.8545,\\n       15220.184 , 13510.142 , 26575.566 , 16429.57  , 10445.565 ,\\n        5940.45  , 38496.758 , 17094.35  , 18697.057 , 11945.194 ,\\n       11239.924 , 14526.949 , 11250.242 ,  6647.2515, 10619.062 ,\\n       36309.332 , 11466.116 ,  7919.33  ,  7632.959 ,  5836.259 ,\\n        9539.68  ,  6692.2188,  9314.147 ,  9779.59  ,  9952.502 ,\\n        6094.294 , 11302.8545,  8228.126 ,  9859.138 , 22020.787 ,\\n        8473.977 , 10759.272 , 10754.997 , 13363.8   ,  9779.59  ,\\n        7801.612 , 34019.008 ], dtype=float32)\"\n     },\n     \"execution_count\": 93,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 93\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:35.980285Z\",\n     \"start_time\": \"2024-07-22T11:11:35.969646Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"real\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"160     7738\\n186     8495\\n59      8845\\n165     9298\\n140     7603\\n       ...  \\n28      8921\\n29     12964\\n182     7775\\n40     10295\\n128    37028\\nName: price, Length: 62, dtype: int32\"\n     },\n     \"execution_count\": 94,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 94\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:35.989512Z\",\n     \"start_time\": \"2024-07-22T11:11:35.981396Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"r2_comp\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"0.9130956530570984\"\n     },\n     \"execution_count\": 95,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 95\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:36.003007Z\",\n     \"start_time\": \"2024-07-22T11:11:35.990619Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"time_comp\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"0.10282254219055176\"\n     },\n     \"execution_count\": 96,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 96\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:36.041854Z\",\n     \"start_time\": \"2024-07-22T11:11:36.004121Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"df_train\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"     price  wheelbase  curbweight  enginesize  boreratio  horsepower  \\\\\\n122   7609       93.7        2191          98       2.97          68   \\n125  22018       94.5        2778         151       3.94         143   \\n166   9538       94.5        2300          98       3.24         112   \\n1    16500       88.6        2548         130       3.47         111   \\n199  18950      104.3        3157         130       3.62         162   \\n..     ...        ...         ...         ...        ...         ...   \\n87    9279       96.3        2403         110       3.17         116   \\n103  13499      100.4        3060         181       3.43         152   \\n67   25552      110.0        3515         183       3.58         123   \\n24    6229       93.7        1967          90       2.97          68   \\n8    23875      105.8        3086         131       3.13         140   \\n\\n     fueleconomy  carlength  carwidth    gas  ...   ohcv  rotor   five   four  \\\\\\n122        34.15      167.3      63.8   True  ...  False  False  False   True   \\n125        22.60      168.9      68.3   True  ...  False  False  False   True   \\n166        27.35      168.7      64.0   True  ...  False  False  False   True   \\n1          23.70      168.8      64.1   True  ...  False  False  False   True   \\n199        19.25      188.8      67.2   True  ...  False  False  False   True   \\n..           ...        ...       ...    ...  ...    ...    ...    ...    ...   \\n87         26.15      172.4      65.4   True  ...  False  False  False   True   \\n103        21.70      184.6      66.5   True  ...   True  False  False  False   \\n67         23.35      190.9      70.3  False  ...  False  False   True  False   \\n24         34.15      157.3      63.8   True  ...  False  False  False   True   \\n8          18.35      192.7      71.4   True  ...  False  False   True  False   \\n\\n       six  three  twelve    two  Medium  Highend  \\n122  False  False   False  False   False    False  \\n125  False  False   False  False   False     True  \\n166  False  False   False  False   False    False  \\n1    False  False   False  False    True    False  \\n199  False  False   False  False    True    False  \\n..     ...    ...     ...    ...     ...      ...  \\n87   False  False   False  False   False    False  \\n103   True  False   False  False    True    False  \\n67   False  False   False  False   False     True  \\n24   False  False   False  False   False    False  \\n8    False  False   False  False    True    False  \\n\\n[143 rows x 31 columns]\",\n      \"text/html\": \"<div>\\n<style scoped>\\n    .dataframe tbody tr th:only-of-type {\\n        vertical-align: middle;\\n    }\\n\\n    .dataframe tbody tr th {\\n        vertical-align: top;\\n    }\\n\\n    .dataframe thead th {\\n        text-align: right;\\n    }\\n</style>\\n<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n  <thead>\\n    <tr style=\\\"text-align: right;\\\">\\n      <th></th>\\n      <th>price</th>\\n      <th>wheelbase</th>\\n      <th>curbweight</th>\\n      <th>enginesize</th>\\n      <th>boreratio</th>\\n      <th>horsepower</th>\\n      <th>fueleconomy</th>\\n      <th>carlength</th>\\n      <th>carwidth</th>\\n      <th>gas</th>\\n      <th>...</th>\\n      <th>ohcv</th>\\n      <th>rotor</th>\\n      <th>five</th>\\n      <th>four</th>\\n      <th>six</th>\\n      <th>three</th>\\n      <th>twelve</th>\\n      <th>two</th>\\n      <th>Medium</th>\\n      <th>Highend</th>\\n    </tr>\\n  </thead>\\n  <tbody>\\n    <tr>\\n      <th>122</th>\\n      <td>7609</td>\\n      <td>93.7</td>\\n      <td>2191</td>\\n      <td>98</td>\\n      <td>2.97</td>\\n      <td>68</td>\\n      <td>34.15</td>\\n      <td>167.3</td>\\n      <td>63.8</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n    </tr>\\n    <tr>\\n      <th>125</th>\\n      <td>22018</td>\\n      <td>94.5</td>\\n      <td>2778</td>\\n      <td>151</td>\\n      <td>3.94</td>\\n      <td>143</td>\\n      <td>22.60</td>\\n      <td>168.9</td>\\n      <td>68.3</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n    </tr>\\n    <tr>\\n      <th>166</th>\\n      <td>9538</td>\\n      <td>94.5</td>\\n      <td>2300</td>\\n      <td>98</td>\\n      <td>3.24</td>\\n      <td>112</td>\\n      <td>27.35</td>\\n      <td>168.7</td>\\n      <td>64.0</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n    </tr>\\n    <tr>\\n      <th>1</th>\\n      <td>16500</td>\\n      <td>88.6</td>\\n      <td>2548</td>\\n      <td>130</td>\\n      <td>3.47</td>\\n      <td>111</td>\\n      <td>23.70</td>\\n      <td>168.8</td>\\n      <td>64.1</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n    </tr>\\n    <tr>\\n      <th>199</th>\\n      <td>18950</td>\\n      <td>104.3</td>\\n      <td>3157</td>\\n      <td>130</td>\\n      <td>3.62</td>\\n      <td>162</td>\\n      <td>19.25</td>\\n      <td>188.8</td>\\n      <td>67.2</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n    </tr>\\n    <tr>\\n      <th>...</th>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n      <td>...</td>\\n    </tr>\\n    <tr>\\n      <th>87</th>\\n      <td>9279</td>\\n      <td>96.3</td>\\n      <td>2403</td>\\n      <td>110</td>\\n      <td>3.17</td>\\n      <td>116</td>\\n      <td>26.15</td>\\n      <td>172.4</td>\\n      <td>65.4</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n    </tr>\\n    <tr>\\n      <th>103</th>\\n      <td>13499</td>\\n      <td>100.4</td>\\n      <td>3060</td>\\n      <td>181</td>\\n      <td>3.43</td>\\n      <td>152</td>\\n      <td>21.70</td>\\n      <td>184.6</td>\\n      <td>66.5</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n    </tr>\\n    <tr>\\n      <th>67</th>\\n      <td>25552</td>\\n      <td>110.0</td>\\n      <td>3515</td>\\n      <td>183</td>\\n      <td>3.58</td>\\n      <td>123</td>\\n      <td>23.35</td>\\n      <td>190.9</td>\\n      <td>70.3</td>\\n      <td>False</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n    </tr>\\n    <tr>\\n      <th>24</th>\\n      <td>6229</td>\\n      <td>93.7</td>\\n      <td>1967</td>\\n      <td>90</td>\\n      <td>2.97</td>\\n      <td>68</td>\\n      <td>34.15</td>\\n      <td>157.3</td>\\n      <td>63.8</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n    </tr>\\n    <tr>\\n      <th>8</th>\\n      <td>23875</td>\\n      <td>105.8</td>\\n      <td>3086</td>\\n      <td>131</td>\\n      <td>3.13</td>\\n      <td>140</td>\\n      <td>18.35</td>\\n      <td>192.7</td>\\n      <td>71.4</td>\\n      <td>True</td>\\n      <td>...</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>False</td>\\n      <td>True</td>\\n      <td>False</td>\\n    </tr>\\n  </tbody>\\n</table>\\n<p>143 rows × 31 columns</p>\\n</div>\"\n     },\n     \"execution_count\": 97,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 97\n  },\n  {\n   \"metadata\": {},\n   \"cell_type\": \"markdown\",\n   \"source\": [\n    \"En iyi Özellikler: `curbweight`, `enginesize`, `horsepower`,`carwidth` and `highend`.\"\n   ]\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:36.052013Z\",\n     \"start_time\": \"2024-07-22T11:11:36.042962Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"# Training on Correlation Selected Features\\n\",\n    \"\\n\",\n    \"selected_features = [\\\"curbweight\\\", \\n\",\n    \"                     \\\"enginesize\\\", \\n\",\n    \"                     \\\"horsepower\\\", \\n\",\n    \"                     \\\"carwidth\\\",\\n\",\n    \"                     \\\"Highend\\\"]\\n\",\n    \"\\n\",\n    \"data_train_sel = df_train[selected_features]\\n\",\n    \"data_test_sel = df_test[selected_features]\\n\",\n    \"data_train_sel['price'] = df_train['price']\\n\",\n    \"data_test_sel['price'] = df_test['price']\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": 98\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:36.180365Z\",\n     \"start_time\": \"2024-07-22T11:11:36.053149Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"r2_comp, time_comp, real, pred = train_and_validate(data_train_sel, data_test_sel)\\n\",\n    \"\\n\",\n    \"res_df = DataFrame(data=[real, pred], columns=['real', 'pred'])\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": 99\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:36.190576Z\",\n     \"start_time\": \"2024-07-22T11:11:36.183034Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"r2_comp\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"0.907562255859375\"\n     },\n     \"execution_count\": 100,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 100\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:36.204179Z\",\n     \"start_time\": \"2024-07-22T11:11:36.194025Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"time_comp\"\n   ],\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"0.10870862007141113\"\n     },\n     \"execution_count\": 101,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 101\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:36.215610Z\",\n     \"start_time\": \"2024-07-22T11:11:36.206502Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"from sklearn.metrics import root_mean_squared_error\\n\",\n    \"\\n\",\n    \"print(root_mean_squared_error(real, pred))\"\n   ],\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"2544.27393690234\\n\"\n     ]\n    }\n   ],\n   \"execution_count\": 102\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T11:11:36.229858Z\",\n     \"start_time\": \"2024-07-22T11:11:36.216789Z\"\n    }\n   },\n   \"execution_count\": 102\n  }\n ],\n \"metadata\": {\n  \"kernelspec\": {\n   \"display_name\": \"Python 3\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 3\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython3\",\n   \"version\": \"3.7.0\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 1\n}\n"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Temmuz_2024/Regresyon/reg_diamonds.ipynb",
    "content": "{\r\n \"cells\": [\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"id\": \"initial_id\",\r\n   \"metadata\": {\r\n    \"collapsed\": true,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-07-22T11:05:24.003117Z\",\r\n     \"start_time\": \"2024-07-22T11:05:21.256630Z\"\r\n    }\r\n   },\r\n   \"source\": [\r\n    \"import warnings\\n\",\r\n    \"warnings.filterwarnings('ignore')\\n\",\r\n    \"\\n\",\r\n    \"import numpy as np \\n\",\r\n    \"import pandas as pd \\n\",\r\n    \"import matplotlib.pyplot as plotter\\n\",\r\n    \"import seaborn as sns\\n\",\r\n    \"\\n\",\r\n    \"from sklearn.preprocessing import LabelEncoder\\n\",\r\n    \"from sklearn.model_selection import train_test_split\\n\",\r\n    \"from sklearn.preprocessing import StandardScaler\\n\",\r\n    \"from sklearn.pipeline import Pipeline\\n\",\r\n    \"\\n\",\r\n    \"from sklearn.linear_model import LinearRegression\\n\",\r\n    \"from sklearn. linear_model import Lasso\\n\",\r\n    \"from sklearn.tree import DecisionTreeRegressor\\n\",\r\n    \"from sklearn.ensemble import RandomForestRegressor\\n\",\r\n    \"from sklearn.neighbors import KNeighborsRegressor\\n\",\r\n    \"from xgboost import XGBRegressor\\n\",\r\n    \"\\n\",\r\n    \"from sklearn.model_selection import cross_val_score\\n\",\r\n    \"from sklearn.metrics import mean_squared_error\\n\",\r\n    \"from sklearn import metrics \"\r\n   ],\r\n   \"outputs\": [],\r\n   \"execution_count\": 1\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"data_df = pd.read_csv(\\\"./data/diamonds.csv\\\")\\n\",\r\n    \"data_df.sample(10)\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-07-22T11:05:24.139949Z\",\r\n     \"start_time\": \"2024-07-22T11:05:24.004186Z\"\r\n    }\r\n   },\r\n   \"id\": \"743e17792969cf46\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": \"       Unnamed: 0  carat        cut color clarity  depth  table  price     x  \\\\\\n21689       21690   1.24      Ideal     G    VVS2   61.2   56.0   9788  6.92   \\n53143       53144   0.80      Ideal     F     SI2   62.7   55.0   2622  5.94   \\n26774       26775   2.04  Very Good     I     VS2   61.0   61.0  16616  8.08   \\n47076       47077   0.52      Ideal     D     VS2   61.8   56.0   1822  5.15   \\n31400       31401   0.30      Ideal     G    VVS1   62.2   57.0    764  4.30   \\n13454       13455   1.35       Fair     J     SI1   65.2   56.0   5524  6.90   \\n39337       39338   0.49    Premium     F     SI1   60.5   60.0   1072  5.10   \\n5311         5312   0.90    Premium     E     SI2   60.1   62.0   3804  6.28   \\n9803         9804   0.90       Good     G    VVS2   62.6   58.0   4668  6.10   \\n31070       31071   0.33    Premium     G    VVS2   61.7   59.0    752  4.39   \\n\\n          y     z  \\n21689  6.88  4.22  \\n53143  5.90  3.71  \\n26774  8.14  4.95  \\n47076  5.17  3.19  \\n31400  4.32  2.68  \\n13454  7.02  4.54  \\n39337  5.08  3.08  \\n5311   6.24  3.76  \\n9803   6.13  3.83  \\n31070  4.42  2.72  \",\r\n      \"text/html\": \"<div>\\n<style scoped>\\n    .dataframe tbody tr th:only-of-type {\\n        vertical-align: middle;\\n    }\\n\\n    .dataframe tbody tr th {\\n        vertical-align: top;\\n    }\\n\\n    .dataframe thead th {\\n        text-align: right;\\n    }\\n</style>\\n<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n  <thead>\\n    <tr style=\\\"text-align: right;\\\">\\n      <th></th>\\n      <th>Unnamed: 0</th>\\n      <th>carat</th>\\n      <th>cut</th>\\n      <th>color</th>\\n      <th>clarity</th>\\n      <th>depth</th>\\n      <th>table</th>\\n      <th>price</th>\\n      <th>x</th>\\n      <th>y</th>\\n      <th>z</th>\\n    </tr>\\n  </thead>\\n  <tbody>\\n    <tr>\\n      <th>21689</th>\\n      <td>21690</td>\\n      <td>1.24</td>\\n      <td>Ideal</td>\\n      <td>G</td>\\n      <td>VVS2</td>\\n      <td>61.2</td>\\n      <td>56.0</td>\\n      <td>9788</td>\\n      <td>6.92</td>\\n      <td>6.88</td>\\n      <td>4.22</td>\\n    </tr>\\n    <tr>\\n      <th>53143</th>\\n      <td>53144</td>\\n      <td>0.80</td>\\n      <td>Ideal</td>\\n      <td>F</td>\\n      <td>SI2</td>\\n      <td>62.7</td>\\n      <td>55.0</td>\\n      <td>2622</td>\\n      <td>5.94</td>\\n      <td>5.90</td>\\n      <td>3.71</td>\\n    </tr>\\n    <tr>\\n      <th>26774</th>\\n      <td>26775</td>\\n      <td>2.04</td>\\n      <td>Very Good</td>\\n      <td>I</td>\\n      <td>VS2</td>\\n      <td>61.0</td>\\n      <td>61.0</td>\\n      <td>16616</td>\\n      <td>8.08</td>\\n      <td>8.14</td>\\n      <td>4.95</td>\\n    </tr>\\n    <tr>\\n      <th>47076</th>\\n      <td>47077</td>\\n      <td>0.52</td>\\n      <td>Ideal</td>\\n      <td>D</td>\\n      <td>VS2</td>\\n      <td>61.8</td>\\n      <td>56.0</td>\\n      <td>1822</td>\\n      <td>5.15</td>\\n      <td>5.17</td>\\n      <td>3.19</td>\\n    </tr>\\n    <tr>\\n      <th>31400</th>\\n      <td>31401</td>\\n      <td>0.30</td>\\n      <td>Ideal</td>\\n      <td>G</td>\\n      <td>VVS1</td>\\n      <td>62.2</td>\\n      <td>57.0</td>\\n      <td>764</td>\\n      <td>4.30</td>\\n      <td>4.32</td>\\n      <td>2.68</td>\\n    </tr>\\n    <tr>\\n      <th>13454</th>\\n      <td>13455</td>\\n      <td>1.35</td>\\n      <td>Fair</td>\\n      <td>J</td>\\n      <td>SI1</td>\\n      <td>65.2</td>\\n      <td>56.0</td>\\n      <td>5524</td>\\n      <td>6.90</td>\\n      <td>7.02</td>\\n      <td>4.54</td>\\n    </tr>\\n    <tr>\\n      <th>39337</th>\\n      <td>39338</td>\\n      <td>0.49</td>\\n      <td>Premium</td>\\n      <td>F</td>\\n      <td>SI1</td>\\n      <td>60.5</td>\\n      <td>60.0</td>\\n      <td>1072</td>\\n      <td>5.10</td>\\n      <td>5.08</td>\\n      <td>3.08</td>\\n    </tr>\\n    <tr>\\n      <th>5311</th>\\n      <td>5312</td>\\n      <td>0.90</td>\\n      <td>Premium</td>\\n      <td>E</td>\\n      <td>SI2</td>\\n      <td>60.1</td>\\n      <td>62.0</td>\\n      <td>3804</td>\\n      <td>6.28</td>\\n      <td>6.24</td>\\n      <td>3.76</td>\\n    </tr>\\n    <tr>\\n      <th>9803</th>\\n      <td>9804</td>\\n      <td>0.90</td>\\n      <td>Good</td>\\n      <td>G</td>\\n      <td>VVS2</td>\\n      <td>62.6</td>\\n      <td>58.0</td>\\n      <td>4668</td>\\n      <td>6.10</td>\\n      <td>6.13</td>\\n      <td>3.83</td>\\n    </tr>\\n    <tr>\\n      <th>31070</th>\\n      <td>31071</td>\\n      <td>0.33</td>\\n      <td>Premium</td>\\n      <td>G</td>\\n      <td>VVS2</td>\\n      <td>61.7</td>\\n      <td>59.0</td>\\n      <td>752</td>\\n      <td>4.39</td>\\n      <td>4.42</td>\\n      <td>2.72</td>\\n    </tr>\\n  </tbody>\\n</table>\\n</div>\"\r\n     },\r\n     \"execution_count\": 2,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 2\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"data_df.info()\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-07-22T11:05:24.167558Z\",\r\n     \"start_time\": \"2024-07-22T11:05:24.142248Z\"\r\n    }\r\n   },\r\n   \"id\": \"7a5570159ae83d99\",\r\n   \"outputs\": [\r\n    {\r\n     \"name\": \"stdout\",\r\n     \"output_type\": \"stream\",\r\n     \"text\": [\r\n      \"<class 'pandas.core.frame.DataFrame'>\\n\",\r\n      \"RangeIndex: 53940 entries, 0 to 53939\\n\",\r\n      \"Data columns (total 11 columns):\\n\",\r\n      \" #   Column      Non-Null Count  Dtype  \\n\",\r\n      \"---  ------      --------------  -----  \\n\",\r\n      \" 0   Unnamed: 0  53940 non-null  int64  \\n\",\r\n      \" 1   carat       53940 non-null  float64\\n\",\r\n      \" 2   cut         53940 non-null  object \\n\",\r\n      \" 3   color       53940 non-null  object \\n\",\r\n      \" 4   clarity     53940 non-null  object \\n\",\r\n      \" 5   depth       53940 non-null  float64\\n\",\r\n      \" 6   table       53940 non-null  float64\\n\",\r\n      \" 7   price       53940 non-null  int64  \\n\",\r\n      \" 8   x           53940 non-null  float64\\n\",\r\n      \" 9   y           53940 non-null  float64\\n\",\r\n      \" 10  z           53940 non-null  float64\\n\",\r\n      \"dtypes: float64(6), int64(2), object(3)\\n\",\r\n      \"memory usage: 4.5+ MB\\n\"\r\n     ]\r\n    }\r\n   ],\r\n   \"execution_count\": 3\r\n  },\r\n  {\r\n   \"cell_type\": \"markdown\",\r\n   \"source\": [\r\n    \"This classic dataset contains the prices and other attributes of almost 54,000 diamonds. There are 10 attributes included in the dataset including the target ie. price.\\n\",\r\n    \"\\n\",\r\n    \"Feature description:\\n\",\r\n    \"\\n\",\r\n    \"price price in US dollars ($326--$18,823)This is the target column containing tags for the features. \\n\",\r\n    \"\\n\",\r\n    \"The 4 Cs of Diamonds:-\\n\",\r\n    \"\\n\",\r\n    \"carat (0.2--5.01) The carat is the diamond’s physical weight measured in metric carats.  One carat equals 1/5 gram and is subdivided into 100 points. Carat weight is the most objective grade of the 4Cs. \\n\",\r\n    \"\\n\",\r\n    \"cut (Fair, Good, Very Good, Premium, Ideal) In determining the quality of the cut, the diamond grader evaluates the cutter’s skill in the fashioning of the diamond. The more precise the diamond is cut, the more captivating the diamond is to the eye.  \\n\",\r\n    \"\\n\",\r\n    \"color, from J (worst) to D (best) The colour of gem-quality diamonds occurs in many hues. In the range from colourless to light yellow or light brown. Colourless diamonds are the rarest. Other natural colours (blue, red, pink for example) are known as \\\"fancy,” and their colour grading is different than from white colorless diamonds.  \\n\",\r\n    \"\\n\",\r\n    \"clarity (I1 (worst), SI2, SI1, VS2, VS1, VVS2, VVS1, IF (best)) Diamonds can have internal characteristics known as inclusions or external characteristics known as blemishes. Diamonds without inclusions or blemishes are rare; however, most characteristics can only be seen with magnification.  \\n\",\r\n    \"\\n\",\r\n    \"Dimensions\\n\",\r\n    \"\\n\",\r\n    \"x length in mm (0--10.74)\\n\",\r\n    \"\\n\",\r\n    \"y width in mm (0--58.9)\\n\",\r\n    \"\\n\",\r\n    \"z depth in mm (0--31.8)\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false\r\n   },\r\n   \"id\": \"73c9dffd25c8996c\"\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"plotter.figure(figsize=(10,8))\\n\",\r\n    \"cols = [\\\"#A0522D\\\",\\\"#A52A2A\\\",\\\"#CD853F\\\",\\\"#F4A460\\\",\\\"#DEB887\\\"]\\n\",\r\n    \"ax = sns.violinplot(x=\\\"cut\\\",y=\\\"price\\\", data=data_df, palette=cols,scale= \\\"count\\\")\\n\",\r\n    \"ax.set_title(\\\"Diamond Cut for Price\\\", color=\\\"#774571\\\", fontsize = 20)\\n\",\r\n    \"ax.set_ylabel(\\\"Price\\\", color=\\\"#4e4c39\\\", fontsize = 15)\\n\",\r\n    \"ax.set_xlabel(\\\"Cut\\\", color=\\\"#4e4c39\\\", fontsize = 15)\\n\",\r\n    \"plotter.show()\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-07-22T11:05:25.470126Z\",\r\n     \"start_time\": \"2024-07-22T11:05:24.168756Z\"\r\n    }\r\n   },\r\n   \"id\": \"804aa2416a05940d\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": \"<Figure size 1000x800 with 1 Axes>\",\r\n      \"image/png\": 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\"\r\n     },\r\n     \"metadata\": {},\r\n     \"output_type\": \"display_data\"\r\n    }\r\n   ],\r\n   \"execution_count\": 4\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"plotter.figure(figsize=(12,8))\\n\",\r\n    \"ax = sns.violinplot(x=\\\"color\\\",y=\\\"price\\\", data=data_df, palette=cols,scale= \\\"count\\\")\\n\",\r\n    \"ax.set_title(\\\"Diamond Colors for Price\\\", color=\\\"#774571\\\", fontsize = 20)\\n\",\r\n    \"ax.set_ylabel(\\\"Price\\\", color=\\\"#4e4c39\\\", fontsize = 15)\\n\",\r\n    \"ax.set_xlabel(\\\"Color\\\", color=\\\"#4e4c39\\\", fontsize = 15)\\n\",\r\n    \"plotter.show()\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-07-22T11:05:26.390517Z\",\r\n     \"start_time\": \"2024-07-22T11:05:25.471245Z\"\r\n    }\r\n   },\r\n   \"id\": \"cb82efb874199a1c\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": \"<Figure size 1200x800 with 1 Axes>\",\r\n      \"image/png\": 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\"\r\n     },\r\n     \"metadata\": {},\r\n     \"output_type\": \"display_data\"\r\n    }\r\n   ],\r\n   \"execution_count\": 5\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"plotter.figure(figsize=(13,8))\\n\",\r\n    \"ax = sns.violinplot(x=\\\"clarity\\\",y=\\\"price\\\", data=data_df, palette=cols,scale= \\\"count\\\")\\n\",\r\n    \"ax.set_title(\\\"Diamond Clarity for Price\\\", color=\\\"#774571\\\", fontsize = 20)\\n\",\r\n    \"ax.set_ylabel(\\\"Price\\\", color=\\\"#4e4c39\\\", fontsize = 15)\\n\",\r\n    \"ax.set_xlabel(\\\"Clarity\\\", color=\\\"#4e4c39\\\", fontsize = 15)\\n\",\r\n    \"plotter.show()\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-07-22T11:05:27.334003Z\",\r\n     \"start_time\": \"2024-07-22T11:05:26.392647Z\"\r\n    }\r\n   },\r\n   \"id\": \"5a494793deff2c0d\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": \"<Figure size 1300x800 with 1 Axes>\",\r\n      \"image/png\": 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\"\r\n     },\r\n     \"metadata\": {},\r\n     \"output_type\": \"display_data\"\r\n    }\r\n   ],\r\n   \"execution_count\": 6\r\n  },\r\n  {\r\n   \"metadata\": {\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-07-22T11:05:27.345Z\",\r\n     \"start_time\": \"2024-07-22T11:05:27.335145Z\"\r\n    }\r\n   },\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"data_df['clarity'].unique()\"\r\n   ],\r\n   \"id\": \"cfc20ae6a22560fc\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": \"array(['SI2', 'SI1', 'VS1', 'VS2', 'VVS2', 'VVS1', 'I1', 'IF'],\\n      dtype=object)\"\r\n     },\r\n     \"execution_count\": 7,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 7\r\n  },\r\n  {\r\n   \"metadata\": {\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-07-22T11:05:27.356582Z\",\r\n     \"start_time\": \"2024-07-22T11:05:27.347405Z\"\r\n    }\r\n   },\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"data_df['color'].unique()\"\r\n   ],\r\n   \"id\": \"a1875cbf4612cca4\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": \"array(['E', 'I', 'J', 'H', 'F', 'G', 'D'], dtype=object)\"\r\n     },\r\n     \"execution_count\": 8,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 8\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"data_df.describe().T\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-07-22T11:05:27.411910Z\",\r\n     \"start_time\": \"2024-07-22T11:05:27.357696Z\"\r\n    }\r\n   },\r\n   \"id\": \"b739ccdc12c3e9b9\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": \"              count          mean           std    min       25%       50%  \\\\\\nUnnamed: 0  53940.0  26970.500000  15571.281097    1.0  13485.75  26970.50   \\ncarat       53940.0      0.797940      0.474011    0.2      0.40      0.70   \\ndepth       53940.0     61.749405      1.432621   43.0     61.00     61.80   \\ntable       53940.0     57.457184      2.234491   43.0     56.00     57.00   \\nprice       53940.0   3932.799722   3989.439738  326.0    950.00   2401.00   \\nx           53940.0      5.731157      1.121761    0.0      4.71      5.70   \\ny           53940.0      5.734526      1.142135    0.0      4.72      5.71   \\nz           53940.0      3.538734      0.705699    0.0      2.91      3.53   \\n\\n                 75%       max  \\nUnnamed: 0  40455.25  53940.00  \\ncarat           1.04      5.01  \\ndepth          62.50     79.00  \\ntable          59.00     95.00  \\nprice        5324.25  18823.00  \\nx               6.54     10.74  \\ny               6.54     58.90  \\nz               4.04     31.80  \",\r\n      \"text/html\": \"<div>\\n<style scoped>\\n    .dataframe tbody tr th:only-of-type {\\n        vertical-align: middle;\\n    }\\n\\n    .dataframe tbody tr th {\\n        vertical-align: top;\\n    }\\n\\n    .dataframe thead th {\\n        text-align: right;\\n    }\\n</style>\\n<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n  <thead>\\n    <tr style=\\\"text-align: right;\\\">\\n      <th></th>\\n      <th>count</th>\\n      <th>mean</th>\\n      <th>std</th>\\n      <th>min</th>\\n      <th>25%</th>\\n      <th>50%</th>\\n      <th>75%</th>\\n      <th>max</th>\\n    </tr>\\n  </thead>\\n  <tbody>\\n    <tr>\\n      <th>Unnamed: 0</th>\\n      <td>53940.0</td>\\n      <td>26970.500000</td>\\n      <td>15571.281097</td>\\n      <td>1.0</td>\\n      <td>13485.75</td>\\n      <td>26970.50</td>\\n      <td>40455.25</td>\\n      <td>53940.00</td>\\n    </tr>\\n    <tr>\\n      <th>carat</th>\\n      <td>53940.0</td>\\n      <td>0.797940</td>\\n      <td>0.474011</td>\\n      <td>0.2</td>\\n      <td>0.40</td>\\n      <td>0.70</td>\\n      <td>1.04</td>\\n      <td>5.01</td>\\n    </tr>\\n    <tr>\\n      <th>depth</th>\\n      <td>53940.0</td>\\n      <td>61.749405</td>\\n      <td>1.432621</td>\\n      <td>43.0</td>\\n      <td>61.00</td>\\n      <td>61.80</td>\\n      <td>62.50</td>\\n      <td>79.00</td>\\n    </tr>\\n    <tr>\\n      <th>table</th>\\n      <td>53940.0</td>\\n      <td>57.457184</td>\\n      <td>2.234491</td>\\n      <td>43.0</td>\\n      <td>56.00</td>\\n      <td>57.00</td>\\n      <td>59.00</td>\\n      <td>95.00</td>\\n    </tr>\\n    <tr>\\n      <th>price</th>\\n      <td>53940.0</td>\\n      <td>3932.799722</td>\\n      <td>3989.439738</td>\\n      <td>326.0</td>\\n      <td>950.00</td>\\n      <td>2401.00</td>\\n      <td>5324.25</td>\\n      <td>18823.00</td>\\n    </tr>\\n    <tr>\\n      <th>x</th>\\n      <td>53940.0</td>\\n      <td>5.731157</td>\\n      <td>1.121761</td>\\n      <td>0.0</td>\\n      <td>4.71</td>\\n      <td>5.70</td>\\n      <td>6.54</td>\\n      <td>10.74</td>\\n    </tr>\\n    <tr>\\n      <th>y</th>\\n      <td>53940.0</td>\\n      <td>5.734526</td>\\n      <td>1.142135</td>\\n      <td>0.0</td>\\n      <td>4.72</td>\\n      <td>5.71</td>\\n      <td>6.54</td>\\n      <td>58.90</td>\\n    </tr>\\n    <tr>\\n      <th>z</th>\\n      <td>53940.0</td>\\n      <td>3.538734</td>\\n      <td>0.705699</td>\\n      <td>0.0</td>\\n      <td>2.91</td>\\n      <td>3.53</td>\\n      <td>4.04</td>\\n      <td>31.80</td>\\n    </tr>\\n  </tbody>\\n</table>\\n</div>\"\r\n     },\r\n     \"execution_count\": 9,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 9\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"ax = sns.pairplot(data_df, hue= \\\"cut\\\", palette = cols)\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-07-22T11:09:08.414604Z\",\r\n     \"start_time\": \"2024-07-22T11:05:27.416311Z\"\r\n    }\r\n   },\r\n   \"id\": \"70a288d653feae6\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": \"<Figure size 2115.75x2000 with 72 Axes>\",\r\n      \"image/png\": 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\"\r\n     },\r\n     \"metadata\": {},\r\n     \"output_type\": \"display_data\"\r\n    }\r\n   ],\r\n   \"execution_count\": 10\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"lm = sns.lmplot(x=\\\"price\\\", y=\\\"y\\\", data=data_df, scatter_kws={\\\"color\\\": \\\"#BC8F8F\\\"}, line_kws={\\\"color\\\": \\\"#8B4513\\\"})\\n\",\r\n    \"plotter.title(\\\"Line Plot on Price vs 'y'\\\", color=\\\"#774571\\\", fontsize = 20)\\n\",\r\n    \"plotter.show()\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-07-22T11:09:11.289625Z\",\r\n     \"start_time\": \"2024-07-22T11:09:08.415662Z\"\r\n    }\r\n   },\r\n   \"id\": \"e6a0d06087f8e577\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": \"<Figure size 500x500 with 1 Axes>\",\r\n      \"image/png\": 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\"\r\n     },\r\n     \"metadata\": {},\r\n     \"output_type\": \"display_data\"\r\n    }\r\n   ],\r\n   \"execution_count\": 11\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"lm = sns.lmplot(x=\\\"price\\\", y=\\\"z\\\", data=data_df, scatter_kws={\\\"color\\\": \\\"#BC8F8F\\\"}, line_kws={\\\"color\\\": \\\"#8B4513\\\"})\\n\",\r\n    \"plotter.title(\\\"Line Plot on Price vs 'z'\\\", color=\\\"#774571\\\", fontsize = 20)\\n\",\r\n    \"plotter.show()\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-07-22T11:09:14.123372Z\",\r\n     \"start_time\": \"2024-07-22T11:09:11.291246Z\"\r\n    }\r\n   },\r\n   \"id\": \"8c02ae3f0aadc1b5\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": \"<Figure size 500x500 with 1 Axes>\",\r\n      \"image/png\": 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\"\r\n     },\r\n     \"metadata\": {},\r\n     \"output_type\": \"display_data\"\r\n    }\r\n   ],\r\n   \"execution_count\": 12\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"lm = sns.lmplot(x=\\\"price\\\", y=\\\"depth\\\", data=data_df, scatter_kws={\\\"color\\\": \\\"#BC8F8F\\\"}, line_kws={\\\"color\\\": \\\"#8B4513\\\"})\\n\",\r\n    \"plotter.title(\\\"Line Plot on Price vs 'depth'\\\", color=\\\"#774571\\\", fontsize = 20)\\n\",\r\n    \"plotter.show()\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-07-22T11:09:17.071533Z\",\r\n     \"start_time\": \"2024-07-22T11:09:14.124541Z\"\r\n    }\r\n   },\r\n   \"id\": \"65d4d6b27abe2b0e\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": \"<Figure size 500x500 with 1 Axes>\",\r\n      \"image/png\": 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\"\r\n     },\r\n     \"metadata\": {},\r\n     \"output_type\": \"display_data\"\r\n    }\r\n   ],\r\n   \"execution_count\": 13\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"lm = sns.lmplot(x=\\\"price\\\", y=\\\"table\\\", data=data_df, scatter_kws={\\\"color\\\": \\\"#BC8F8F\\\"}, line_kws={\\\"color\\\": \\\"#8B4513\\\"})\\n\",\r\n    \"plotter.title(\\\"Line Plot on Price vs 'Table'\\\", color=\\\"#774571\\\", fontsize = 20)\\n\",\r\n    \"plotter.show()\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-07-22T11:09:20.410339Z\",\r\n     \"start_time\": \"2024-07-22T11:09:17.072653Z\"\r\n    }\r\n   },\r\n   \"id\": \"10f925bdb5fb340d\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": \"<Figure size 500x500 with 1 Axes>\",\r\n      \"image/png\": 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\"\r\n     },\r\n     \"metadata\": {},\r\n     \"output_type\": \"display_data\"\r\n    }\r\n   ],\r\n   \"execution_count\": 14\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"# Removing the feature \\\"Unnamed\\\"\\n\",\r\n    \"data_df = data_df.drop([\\\"Unnamed: 0\\\"], axis=1)\\n\",\r\n    \"data_df.shape\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-07-22T11:09:20.419878Z\",\r\n     \"start_time\": \"2024-07-22T11:09:20.411398Z\"\r\n    }\r\n   },\r\n   \"id\": \"1b4632a6b9c76cfc\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": \"(53940, 10)\"\r\n     },\r\n     \"execution_count\": 15,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 15\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"# Removing the datapoints having min 0 value in either x, y or z features \\n\",\r\n    \"data_df = data_df.drop(data_df[data_df[\\\"x\\\"]==0].index)\\n\",\r\n    \"data_df = data_df.drop(data_df[data_df[\\\"y\\\"]==0].index)\\n\",\r\n    \"data_df = data_df.drop(data_df[data_df[\\\"z\\\"]==0].index)\\n\",\r\n    \"data_df.shape\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-07-22T11:09:20.459382Z\",\r\n     \"start_time\": \"2024-07-22T11:09:20.420484Z\"\r\n    }\r\n   },\r\n   \"id\": \"de25a847981e7683\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": \"(53920, 10)\"\r\n     },\r\n     \"execution_count\": 16,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 16\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"# Dropping the outliers (since we have huge dataset) by defining appropriate measures across features \\n\",\r\n    \"data_df = data_df[(data_df[\\\"depth\\\"]<75)&(data_df[\\\"depth\\\"]>45)]\\n\",\r\n    \"data_df = data_df[(data_df[\\\"table\\\"]<80)&(data_df[\\\"table\\\"]>40)]\\n\",\r\n    \"data_df = data_df[(data_df[\\\"x\\\"]<40)]\\n\",\r\n    \"data_df = data_df[(data_df[\\\"y\\\"]<40)]\\n\",\r\n    \"data_df = data_df[(data_df[\\\"z\\\"]<40)&(data_df[\\\"z\\\"]>2)]\\n\",\r\n    \"data_df.shape \"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-07-22T11:09:20.494032Z\",\r\n     \"start_time\": \"2024-07-22T11:09:20.460485Z\"\r\n    }\r\n   },\r\n   \"id\": \"78357bd081f5f3f0\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": \"(53909, 10)\"\r\n     },\r\n     \"execution_count\": 17,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 17\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"# Making a copy to keep original data in its form intact\\n\",\r\n    \"data1 = data_df.copy()\\n\",\r\n    \"\\n\",\r\n    \"# Applying label encoder to columns with categorical data\\n\",\r\n    \"columns = ['cut','color','clarity']\\n\",\r\n    \"label_encoder = LabelEncoder()\\n\",\r\n    \"for col in columns:\\n\",\r\n    \"    data1[col] = label_encoder.fit_transform(data1[col])\\n\",\r\n    \"data1.describe()\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-07-22T11:09:20.570256Z\",\r\n     \"start_time\": \"2024-07-22T11:09:20.495169Z\"\r\n    }\r\n   },\r\n   \"id\": \"bf245268582bb6b4\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": \"              carat           cut         color       clarity         depth  \\\\\\ncount  53909.000000  53909.000000  53909.000000  53909.000000  53909.000000   \\nmean       0.797617      2.553396      2.593964      3.835575     61.749743   \\nstd        0.473759      1.027444      1.701283      1.724540      1.420093   \\nmin        0.200000      0.000000      0.000000      0.000000     50.800000   \\n25%        0.400000      2.000000      1.000000      2.000000     61.000000   \\n50%        0.700000      2.000000      3.000000      4.000000     61.800000   \\n75%        1.040000      3.000000      4.000000      5.000000     62.500000   \\nmax        5.010000      4.000000      6.000000      7.000000     73.600000   \\n\\n              table         price             x             y             z  \\ncount  53909.000000  53909.000000  53909.000000  53909.000000  53909.000000  \\nmean      57.455852   3930.513680      5.731441      5.733764      3.539994  \\nstd        2.226169   3987.145802      1.119369      1.116891      0.702085  \\nmin       43.000000    326.000000      3.730000      3.680000      2.060000  \\n25%       56.000000    949.000000      4.710000      4.720000      2.910000  \\n50%       57.000000   2400.000000      5.700000      5.710000      3.530000  \\n75%       59.000000   5322.000000      6.540000      6.540000      4.040000  \\nmax       79.000000  18823.000000     10.740000     31.800000     31.800000  \",\r\n      \"text/html\": \"<div>\\n<style scoped>\\n    .dataframe tbody tr th:only-of-type {\\n        vertical-align: middle;\\n    }\\n\\n    .dataframe tbody tr th {\\n        vertical-align: top;\\n    }\\n\\n    .dataframe thead th {\\n        text-align: right;\\n    }\\n</style>\\n<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n  <thead>\\n    <tr style=\\\"text-align: right;\\\">\\n      <th></th>\\n      <th>carat</th>\\n      <th>cut</th>\\n      <th>color</th>\\n      <th>clarity</th>\\n      <th>depth</th>\\n      <th>table</th>\\n      <th>price</th>\\n      <th>x</th>\\n      <th>y</th>\\n      <th>z</th>\\n    </tr>\\n  </thead>\\n  <tbody>\\n    <tr>\\n      <th>count</th>\\n      <td>53909.000000</td>\\n      <td>53909.000000</td>\\n      <td>53909.000000</td>\\n      <td>53909.000000</td>\\n      <td>53909.000000</td>\\n      <td>53909.000000</td>\\n      <td>53909.000000</td>\\n      <td>53909.000000</td>\\n      <td>53909.000000</td>\\n      <td>53909.000000</td>\\n    </tr>\\n    <tr>\\n      <th>mean</th>\\n      <td>0.797617</td>\\n      <td>2.553396</td>\\n      <td>2.593964</td>\\n      <td>3.835575</td>\\n      <td>61.749743</td>\\n      <td>57.455852</td>\\n      <td>3930.513680</td>\\n      <td>5.731441</td>\\n      <td>5.733764</td>\\n      <td>3.539994</td>\\n    </tr>\\n    <tr>\\n      <th>std</th>\\n      <td>0.473759</td>\\n      <td>1.027444</td>\\n      <td>1.701283</td>\\n      <td>1.724540</td>\\n      <td>1.420093</td>\\n      <td>2.226169</td>\\n      <td>3987.145802</td>\\n      <td>1.119369</td>\\n      <td>1.116891</td>\\n      <td>0.702085</td>\\n    </tr>\\n    <tr>\\n      <th>min</th>\\n      <td>0.200000</td>\\n      <td>0.000000</td>\\n      <td>0.000000</td>\\n      <td>0.000000</td>\\n      <td>50.800000</td>\\n      <td>43.000000</td>\\n      <td>326.000000</td>\\n      <td>3.730000</td>\\n      <td>3.680000</td>\\n      <td>2.060000</td>\\n    </tr>\\n    <tr>\\n      <th>25%</th>\\n      <td>0.400000</td>\\n      <td>2.000000</td>\\n      <td>1.000000</td>\\n      <td>2.000000</td>\\n      <td>61.000000</td>\\n      <td>56.000000</td>\\n      <td>949.000000</td>\\n      <td>4.710000</td>\\n      <td>4.720000</td>\\n      <td>2.910000</td>\\n    </tr>\\n    <tr>\\n      <th>50%</th>\\n      <td>0.700000</td>\\n      <td>2.000000</td>\\n      <td>3.000000</td>\\n      <td>4.000000</td>\\n      <td>61.800000</td>\\n      <td>57.000000</td>\\n      <td>2400.000000</td>\\n      <td>5.700000</td>\\n      <td>5.710000</td>\\n      <td>3.530000</td>\\n    </tr>\\n    <tr>\\n      <th>75%</th>\\n      <td>1.040000</td>\\n      <td>3.000000</td>\\n      <td>4.000000</td>\\n      <td>5.000000</td>\\n      <td>62.500000</td>\\n      <td>59.000000</td>\\n      <td>5322.000000</td>\\n      <td>6.540000</td>\\n      <td>6.540000</td>\\n      <td>4.040000</td>\\n    </tr>\\n    <tr>\\n      <th>max</th>\\n      <td>5.010000</td>\\n      <td>4.000000</td>\\n      <td>6.000000</td>\\n      <td>7.000000</td>\\n      <td>73.600000</td>\\n      <td>79.000000</td>\\n      <td>18823.000000</td>\\n      <td>10.740000</td>\\n      <td>31.800000</td>\\n      <td>31.800000</td>\\n    </tr>\\n  </tbody>\\n</table>\\n</div>\"\r\n     },\r\n     \"execution_count\": 18,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    }\r\n   ],\r\n   \"execution_count\": 18\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"cmap = sns.diverging_palette(205, 133, 63, as_cmap=True)\\n\",\r\n    \"cols = ([\\\"#682F2F\\\", \\\"#9E726F\\\", \\\"#D6B2B1\\\", \\\"#B9C0C9\\\", \\\"#9F8A78\\\", \\\"#F3AB60\\\"])\\n\",\r\n    \"corrmat= data1.corr()\\n\",\r\n    \"f, ax = plotter.subplots(figsize=(15,12))\\n\",\r\n    \"sns.heatmap(corrmat,cmap=cols,annot=True)\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-07-22T11:09:21.228389Z\",\r\n     \"start_time\": \"2024-07-22T11:09:20.571479Z\"\r\n    }\r\n   },\r\n   \"id\": \"a9d4e454535e619c\",\r\n   \"outputs\": [\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": \"<Axes: >\"\r\n     },\r\n     \"execution_count\": 19,\r\n     \"metadata\": {},\r\n     \"output_type\": \"execute_result\"\r\n    },\r\n    {\r\n     \"data\": {\r\n      \"text/plain\": \"<Figure size 1500x1200 with 2 Axes>\",\r\n      \"image/png\": 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\"\r\n     },\r\n     \"metadata\": {},\r\n     \"output_type\": \"display_data\"\r\n    }\r\n   ],\r\n   \"execution_count\": 19\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"# Defining the independent and dependent variables\\n\",\r\n    \"X= data1.drop([\\\"price\\\"],axis =1)\\n\",\r\n    \"y= data1[\\\"price\\\"]\\n\",\r\n    \"X_train, X_test, y_train, y_test = train_test_split(X, y,test_size=0.20, random_state=25)\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-07-22T11:09:21.248433Z\",\r\n     \"start_time\": \"2024-07-22T11:09:21.229452Z\"\r\n    }\r\n   },\r\n   \"id\": \"8b1b6f0cef045e37\",\r\n   \"outputs\": [],\r\n   \"execution_count\": 20\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"# Building pipelins of standard scaler and model for various regressors.\\n\",\r\n    \"\\n\",\r\n    \"pipeline_lr=Pipeline([(\\\"scalar1\\\",StandardScaler()),\\n\",\r\n    \"                     (\\\"lr\\\",LinearRegression())])\\n\",\r\n    \"\\n\",\r\n    \"pipeline_lasso=Pipeline([(\\\"scalar2\\\", StandardScaler()),\\n\",\r\n    \"                      (\\\"lasso\\\",Lasso())])\\n\",\r\n    \"\\n\",\r\n    \"pipeline_dt=Pipeline([(\\\"scalar3\\\",StandardScaler()),\\n\",\r\n    \"                     (\\\"dt\\\",DecisionTreeRegressor())])\\n\",\r\n    \"\\n\",\r\n    \"pipeline_rf=Pipeline([(\\\"scalar4\\\",StandardScaler()),\\n\",\r\n    \"                     (\\\"rf\\\",RandomForestRegressor())])\\n\",\r\n    \"\\n\",\r\n    \"\\n\",\r\n    \"pipeline_kn=Pipeline([(\\\"scalar5\\\",StandardScaler()),\\n\",\r\n    \"                     (\\\"kn\\\",KNeighborsRegressor())])\\n\",\r\n    \"\\n\",\r\n    \"pipeline_xgb=Pipeline([(\\\"scalar6\\\",StandardScaler()),\\n\",\r\n    \"                     (\\\"xgb\\\",XGBRegressor())])\\n\",\r\n    \"\\n\",\r\n    \"# List of all the pipelines\\n\",\r\n    \"pipelines = [pipeline_lr, pipeline_lasso, pipeline_dt, pipeline_rf, pipeline_kn, pipeline_xgb]\\n\",\r\n    \"\\n\",\r\n    \"# Dictionary of pipelines and model types for ease of reference\\n\",\r\n    \"pipeline_dict = {0: \\\"LinearRegression\\\", 1: \\\"Lasso\\\", 2: \\\"DecisionTree\\\", 3: \\\"RandomForest\\\",4: \\\"KNeighbors\\\", 5: \\\"XGBRegressor\\\"}\\n\",\r\n    \"\\n\",\r\n    \"# Fit the pipelines\\n\",\r\n    \"for pipe in pipelines:\\n\",\r\n    \"    pipe.fit(X_train, y_train)\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-07-22T11:09:41.769299Z\",\r\n     \"start_time\": \"2024-07-22T11:09:21.249432Z\"\r\n    }\r\n   },\r\n   \"id\": \"4edb211dfa94c038\",\r\n   \"outputs\": [],\r\n   \"execution_count\": 21\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"cv_results_rms = []\\n\",\r\n    \"for i, model in enumerate(pipelines):\\n\",\r\n    \"    cv_score = cross_val_score(model, X_train,y_train,scoring=\\\"neg_root_mean_squared_error\\\", cv=12)\\n\",\r\n    \"    cv_results_rms.append(cv_score)\\n\",\r\n    \"    print(\\\"%s: %f \\\" % (pipeline_dict[i], -1 * cv_score.mean()))\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-07-22T11:13:27.117915Z\",\r\n     \"start_time\": \"2024-07-22T11:09:41.770349Z\"\r\n    }\r\n   },\r\n   \"id\": \"f8ffbd831940335b\",\r\n   \"outputs\": [\r\n    {\r\n     \"name\": \"stdout\",\r\n     \"output_type\": \"stream\",\r\n     \"text\": [\r\n      \"LinearRegression: 1383.854012 \\n\",\r\n      \"Lasso: 1366.991298 \\n\",\r\n      \"DecisionTree: 735.600236 \\n\",\r\n      \"RandomForest: 549.339398 \\n\",\r\n      \"KNeighbors: 816.559263 \\n\",\r\n      \"XGBRegressor: 548.346850 \\n\"\r\n     ]\r\n    }\r\n   ],\r\n   \"execution_count\": 22\r\n  },\r\n  {\r\n   \"cell_type\": \"code\",\r\n   \"source\": [\r\n    \"# Model prediction on test data with XGBClassifier which gave us the least RMSE \\n\",\r\n    \"pred = pipeline_xgb.predict(X_test)\\n\",\r\n    \"print(\\\"R^2:\\\",metrics.r2_score(y_test, pred))\\n\",\r\n    \"print(\\\"Adjusted R^2:\\\",1 - (1-metrics.r2_score(y_test, pred))*(len(y_test)-1)/(len(y_test)-X_test.shape[1]-1))\"\r\n   ],\r\n   \"metadata\": {\r\n    \"collapsed\": false,\r\n    \"ExecuteTime\": {\r\n     \"end_time\": \"2024-07-22T11:13:27.138779Z\",\r\n     \"start_time\": \"2024-07-22T11:13:27.119045Z\"\r\n    }\r\n   },\r\n   \"id\": \"501fb6bb0a11cb2e\",\r\n   \"execution_count\": 23,\r\n   \"outputs\": [\r\n    {\r\n     \"name\": \"stdout\",\r\n     \"output_type\": \"stream\",\r\n     \"text\": [\r\n      \"R^2: 0.9821290969848633\\n\",\r\n      \"Adjusted R^2: 0.9821141658553483\\n\"\r\n     ]\r\n    }\r\n   ]\r\n  }\r\n ],\r\n \"metadata\": {\r\n  \"kernelspec\": {\r\n   \"display_name\": \"Python 3\",\r\n   \"language\": \"python\",\r\n   \"name\": \"python3\"\r\n  },\r\n  \"language_info\": {\r\n   \"codemirror_mode\": {\r\n    \"name\": \"ipython\",\r\n    \"version\": 2\r\n   },\r\n   \"file_extension\": \".py\",\r\n   \"mimetype\": \"text/x-python\",\r\n   \"name\": \"python\",\r\n   \"nbconvert_exporter\": \"python\",\r\n   \"pygments_lexer\": \"ipython2\",\r\n   \"version\": \"2.7.6\"\r\n  }\r\n },\r\n \"nbformat\": 4,\r\n \"nbformat_minor\": 5\r\n}\r\n"
  },
  {
    "path": "Tematik_Egitimler/Makine_Ogrenmesi_Temmuz_2024/Regresyon/simple_linear_regression.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"code\",\n   \"id\": \"initial_id\",\n   \"metadata\": {\n    \"collapsed\": true,\n    \"is_executing\": true\n   },\n   \"source\": [\n    \"import pandas\\n\",\n    \"from pandas import DataFrame\\n\",\n    \"\\n\",\n    \"from matplotlib import pyplot as plotter\\n\",\n    \"from sklearn.linear_model import LinearRegression\"\n   ],\n   \"outputs\": [],\n   \"execution_count\": null\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:27.093820Z\",\n     \"start_time\": \"2024-07-22T14:35:27.090947Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"salary_dataset_path = 'data/experience_salary_dataset'\\n\",\n    \"KEY_years = \\\"YearsExperience\\\"\\n\",\n    \"KEY_salary = \\\"Salary\\\"\"\n   ],\n   \"id\": \"d0a8d11ab17428e\",\n   \"outputs\": [],\n   \"execution_count\": 2\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:27.106626Z\",\n     \"start_time\": \"2024-07-22T14:35:27.094900Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"salary_dataset = pandas.read_csv(salary_dataset_path) \"\n   ],\n   \"id\": \"a59e48c0e8a85d45\",\n   \"outputs\": [],\n   \"execution_count\": 3\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:27.124104Z\",\n     \"start_time\": \"2024-07-22T14:35:27.107732Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"salary_dataset.head()\"\n   ],\n   \"id\": \"e441095dc8754339\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"   YearsExperience  Salary\\n0              1.1   39343\\n1              1.3   46205\\n2              1.5   37731\\n3              2.0   43525\\n4              2.2   39891\",\n      \"text/html\": \"<div>\\n<style scoped>\\n    .dataframe tbody tr th:only-of-type {\\n        vertical-align: middle;\\n    }\\n\\n    .dataframe tbody tr th {\\n        vertical-align: top;\\n    }\\n\\n    .dataframe thead th {\\n        text-align: right;\\n    }\\n</style>\\n<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n  <thead>\\n    <tr style=\\\"text-align: right;\\\">\\n      <th></th>\\n      <th>YearsExperience</th>\\n      <th>Salary</th>\\n    </tr>\\n  </thead>\\n  <tbody>\\n    <tr>\\n      <th>0</th>\\n      <td>1.1</td>\\n      <td>39343</td>\\n    </tr>\\n    <tr>\\n      <th>1</th>\\n      <td>1.3</td>\\n      <td>46205</td>\\n    </tr>\\n    <tr>\\n      <th>2</th>\\n      <td>1.5</td>\\n      <td>37731</td>\\n    </tr>\\n    <tr>\\n      <th>3</th>\\n      <td>2.0</td>\\n      <td>43525</td>\\n    </tr>\\n    <tr>\\n      <th>4</th>\\n      <td>2.2</td>\\n      <td>39891</td>\\n    </tr>\\n  </tbody>\\n</table>\\n</div>\"\n     },\n     \"execution_count\": 4,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 4\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:27.131074Z\",\n     \"start_time\": \"2024-07-22T14:35:27.125197Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"print(salary_dataset.shape)\"\n   ],\n   \"id\": \"983d3f3d5d9dfd49\",\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"(30, 2)\\n\"\n     ]\n    }\n   ],\n   \"execution_count\": 5\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:27.142736Z\",\n     \"start_time\": \"2024-07-22T14:35:27.132328Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"for key in [KEY_years, KEY_salary]:\\n\",\n    \"    print(\\\"Stats of key: \\\" + str(key))\\n\",\n    \"    print(\\\"Min: \\\" + str(min(salary_dataset[key])))\\n\",\n    \"    print(\\\"Max: \\\" + str(max(salary_dataset[key])))\\n\",\n    \"    print(\\\"Avg: \\\" + str(sum(salary_dataset[key])/salary_dataset.shape[0]))\\n\",\n    \"    print(\\\"---\\\")\"\n   ],\n   \"id\": \"459a91ff7c2f3154\",\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Stats of key: YearsExperience\\n\",\n      \"Min: 1.1\\n\",\n      \"Max: 10.5\\n\",\n      \"Avg: 5.3133333333333335\\n\",\n      \"---\\n\",\n      \"Stats of key: Salary\\n\",\n      \"Min: 37731\\n\",\n      \"Max: 122391\\n\",\n      \"Avg: 76003.0\\n\",\n      \"---\\n\"\n     ]\n    }\n   ],\n   \"execution_count\": 6\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"       YearsExperience         Salary\\ncount        30.000000      30.000000\\nmean          5.313333   76003.000000\\nstd           2.837888   27414.429785\\nmin           1.100000   37731.000000\\n25%           3.200000   56720.750000\\n50%           4.700000   65237.000000\\n75%           7.700000  100544.750000\\nmax          10.500000  122391.000000\",\n      \"text/html\": \"<div>\\n<style scoped>\\n    .dataframe tbody tr th:only-of-type {\\n        vertical-align: middle;\\n    }\\n\\n    .dataframe tbody tr th {\\n        vertical-align: top;\\n    }\\n\\n    .dataframe thead th {\\n        text-align: right;\\n    }\\n</style>\\n<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n  <thead>\\n    <tr style=\\\"text-align: right;\\\">\\n      <th></th>\\n      <th>YearsExperience</th>\\n      <th>Salary</th>\\n    </tr>\\n  </thead>\\n  <tbody>\\n    <tr>\\n      <th>count</th>\\n      <td>30.000000</td>\\n      <td>30.000000</td>\\n    </tr>\\n    <tr>\\n      <th>mean</th>\\n      <td>5.313333</td>\\n      <td>76003.000000</td>\\n    </tr>\\n    <tr>\\n      <th>std</th>\\n      <td>2.837888</td>\\n      <td>27414.429785</td>\\n    </tr>\\n    <tr>\\n      <th>min</th>\\n      <td>1.100000</td>\\n      <td>37731.000000</td>\\n    </tr>\\n    <tr>\\n      <th>25%</th>\\n      <td>3.200000</td>\\n      <td>56720.750000</td>\\n    </tr>\\n    <tr>\\n      <th>50%</th>\\n      <td>4.700000</td>\\n      <td>65237.000000</td>\\n    </tr>\\n    <tr>\\n      <th>75%</th>\\n      <td>7.700000</td>\\n      <td>100544.750000</td>\\n    </tr>\\n    <tr>\\n      <th>max</th>\\n      <td>10.500000</td>\\n      <td>122391.000000</td>\\n    </tr>\\n  </tbody>\\n</table>\\n</div>\"\n     },\n     \"execution_count\": 7,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"salary_dataset.describe()\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false,\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:27.159870Z\",\n     \"start_time\": \"2024-07-22T14:35:27.144059Z\"\n    }\n   },\n   \"id\": \"3363ccf19052a389\",\n   \"execution_count\": 7\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:27.417788Z\",\n     \"start_time\": \"2024-07-22T14:35:27.162477Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"plotter.hist(salary_dataset[KEY_salary], bins=30)\"\n   ],\n   \"id\": \"b85a1bebb843c383\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"(array([3., 0., 1., 1., 0., 1., 5., 1., 1., 2., 2., 0., 0., 0., 0., 1., 1.,\\n        0., 0., 2., 0., 1., 1., 0., 1., 1., 2., 0., 1., 2.]),\\n array([ 37731.,  40553.,  43375.,  46197.,  49019.,  51841.,  54663.,\\n         57485.,  60307.,  63129.,  65951.,  68773.,  71595.,  74417.,\\n         77239.,  80061.,  82883.,  85705.,  88527.,  91349.,  94171.,\\n         96993.,  99815., 102637., 105459., 108281., 111103., 113925.,\\n        116747., 119569., 122391.]),\\n <BarContainer object of 30 artists>)\"\n     },\n     \"execution_count\": 8,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 8\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:27.614968Z\",\n     \"start_time\": \"2024-07-22T14:35:27.418922Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"plotter.hist(salary_dataset[KEY_years], bins=30)\"\n   ],\n   \"id\": \"642c67782dfdf69a\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"(array([2., 1., 1., 1., 0., 1., 3., 0., 2., 3., 1., 0., 2., 1., 0., 2., 0.,\\n        0., 1., 1., 0., 1., 1., 0., 1., 1., 1., 1., 0., 2.]),\\n array([ 1.1       ,  1.41333333,  1.72666667,  2.04      ,  2.35333333,\\n         2.66666667,  2.98      ,  3.29333333,  3.60666667,  3.92      ,\\n         4.23333333,  4.54666667,  4.86      ,  5.17333333,  5.48666667,\\n         5.8       ,  6.11333333,  6.42666667,  6.74      ,  7.05333333,\\n         7.36666667,  7.68      ,  7.99333333,  8.30666667,  8.62      ,\\n         8.93333333,  9.24666667,  9.56      ,  9.87333333, 10.18666667,\\n        10.5       ]),\\n <BarContainer object of 30 artists>)\"\n     },\n     \"execution_count\": 9,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 9\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:27.778989Z\",\n     \"start_time\": \"2024-07-22T14:35:27.617094Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"plotter.scatter(x = salary_dataset[KEY_years], y = salary_dataset[KEY_salary])\"\n   ],\n   \"id\": \"6f72f69c56a5c314\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"<matplotlib.collections.PathCollection at 0x1f7b85b7020>\"\n     },\n     \"execution_count\": 10,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"text/plain\": \"<Figure size 640x480 with 1 Axes>\",\n      \"image/png\": 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\"\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"execution_count\": 10\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:27.789770Z\",\n     \"start_time\": \"2024-07-22T14:35:27.781565Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"# Hadi Eğitim Yapalım\\n\",\n    \"\\n\",\n    \"reg_model = LinearRegression().fit(salary_dataset[[KEY_years]],\\n\",\n    \"                                   salary_dataset[[KEY_salary]])\\n\"\n   ],\n   \"id\": \"52dd460fbd1627f7\",\n   \"outputs\": [],\n   \"execution_count\": 11\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:27.804439Z\",\n     \"start_time\": \"2024-07-22T14:35:27.789770Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"k = salary_dataset[[KEY_years, KEY_salary]] # \\n\",\n    \"l = [salary_dataset[KEY_years], salary_dataset[KEY_years]]\\n\",\n    \"\\n\",\n    \"type(k), type(l)\"\n   ],\n   \"id\": \"944946e420a75606\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"(pandas.core.frame.DataFrame, list)\"\n     },\n     \"execution_count\": 12,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 12\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:27.819851Z\",\n     \"start_time\": \"2024-07-22T14:35:27.805882Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"reg_model.score(salary_dataset[[KEY_years]], salary_dataset[[KEY_salary]])\"\n   ],\n   \"id\": \"fed95de8f157ac4d\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"0.9569566641435086\"\n     },\n     \"execution_count\": 13,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 13\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:27.831617Z\",\n     \"start_time\": \"2024-07-22T14:35:27.821011Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"reg_model.coef_\"\n   ],\n   \"id\": \"4c4ec76f7f411c06\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"array([[9449.96232146]])\"\n     },\n     \"execution_count\": 14,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 14\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:27.841072Z\",\n     \"start_time\": \"2024-07-22T14:35:27.832817Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"reg_model.intercept_\"\n   ],\n   \"id\": \"82d18406db037db6\",\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": \"array([25792.20019867])\"\n     },\n     \"execution_count\": 15,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 15\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:27.873231Z\",\n     \"start_time\": \"2024-07-22T14:35:27.842175Z\"\n    }\n   },\n   \"cell_type\": \"code\",\n   \"source\": [\n    \"reg_model.predict([[7]])\"\n   ],\n   \"id\": \"2485c0456938279a\",\n   \"outputs\": [\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"C:\\\\Users\\\\pc\\\\TE_ML_1\\\\.venv\\\\Lib\\\\site-packages\\\\sklearn\\\\base.py:493: UserWarning: X does not have valid feature names, but LinearRegression was fitted with feature names\\n\",\n      \"  warnings.warn(\\n\"\n     ]\n    },\n    {\n     \"data\": {\n      \"text/plain\": \"array([[91941.93644885]])\"\n     },\n     \"execution_count\": 16,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"execution_count\": 16\n  },\n  {\n   \"metadata\": {\n    \"ExecuteTime\": {\n     \"end_time\": \"2024-07-22T14:35:27.876846Z\",\n     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  {
    "path": "Webinar/Webinar-II-VeriOnisleme/data_generator.py",
    "content": "import random\nimport numpy\n\nfrom typing import List\nfrom scipy.stats import skewnorm\nfrom sklearn.datasets import make_blobs\n\n\ndef generate_skewed_data(location: float = 1.0,\n                         skewness: float = 0.5,\n                         size: int = 10000,\n                         scale: float = 1,\n                         floor: float = 0.0):\n    gen_data = skewnorm.rvs(a=skewness,\n                            loc=location,\n                            size=size,\n                            scale=1.0)\n    gen_data = gen_data - min(gen_data)\n    gen_data = gen_data / max(gen_data)\n    gen_data = gen_data * scale\n    gen_data = gen_data + floor\n    return gen_data\n\n\ndef add_noise(data_point: float,\n              gaussian: [float, float]):\n    mean_shift = (random.random() * gaussian[0]) * random.choice([-1, 1])\n    return numpy.random.normal(loc=data_point + mean_shift,\n                               scale=gaussian[1])\n\n\ndef generate_skewed_data_left(size: int = 10000):\n    return numpy.power(generate_skewed_data(100.0,\n                                            skewness=-5,\n                                            size=size),\n                       0.75)\n\n\ndef generate_skewed_data_right(size: int = 10000):\n    return numpy.power(generate_skewed_data(100.0,\n                                            skewness=5,\n                                            size=size),\n                       1.0)\n\n\ndef generate_extreme_skewed_data_right(size: int = 10000,\n                                       scale: int = 1):\n    return numpy.power(generate_skewed_data(100.0,\n                                            skewness=5,\n                                            size=size,\n                                            scale=scale),\n                       3.0)\n\n\ndef generate_uniform_dataset(n_data_points=100,\n                             feature_range: int = 1.0,\n                             random_state: int = None):\n    if random_state is None:\n        random_state = int(random.random() * 100)\n    return numpy.random.RandomState(random_state).uniform(0,\n                                                          feature_range,\n                                                          size=(n_data_points, 2))\n\n\ndef generate_blobbed_dataset(n_data_points=100,\n                             feature_range: int = 1.0,\n                             n_blobs: int = 3,\n                             blob_std: float = None,\n                             blob_centers: List[List[float]] = None,\n                             size_blobs: List[int] = None,\n                             random_state: int = None):\n    if random_state is None:\n        random_state = int(random.random() * 100)\n    if size_blobs is None:\n        size_blobs = [int(random.random() * 10) for x in range(n_blobs)]\n    if blob_std is None:\n        blob_std = random.random() * 0.2 * feature_range\n    if blob_centers is None:\n        blob_centers = [[random.random() * feature_range,\n                         random.random() * feature_range] for x in range(n_blobs)]\n    blob_samples = []\n    for blob_counter in range(len(size_blobs)):\n        blob_samples.append(n_data_points * size_blobs[blob_counter] // sum(size_blobs))\n    return make_blobs(n_samples=blob_samples,\n                      cluster_std=blob_std,\n                      centers=blob_centers,\n                      random_state=random_state)[0]\n"
  },
  {
    "path": "Webinar/Webinar-II-VeriOnisleme/discretization.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"initial_id\",\n   \"metadata\": {\n    \"collapsed\": true\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"import numpy\\n\",\n    \"\\n\",\n    \"import matplotlib.pyplot as plotter\\n\",\n    \"from sklearn.preprocessing import KBinsDiscretizer\\n\",\n    \"\\n\",\n    \"from data_generator import generate_uniform_dataset, generate_blobbed_dataset\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"data_points = 200\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"562985a6fb87b0e1\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"uniform_dataset = generate_uniform_dataset(n_data_points=data_points)\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"c2b711da5b2a7343\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Show Dataset\\n\",\n    \"\\n\",\n    \"print(uniform_dataset)\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"8881fe5a7e4bed79\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"arr_x = numpy.array(uniform_dataset[:, 0])\\n\",\n    \"arr_y = numpy.array(uniform_dataset[:, 1])\\n\",\n    \"\\n\",\n    \"plotter.scatter(x=arr_x, y = arr_y)\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"1af8676fb37e4e04\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"blobbed_dataset = generate_blobbed_dataset(n_data_points=data_points,\\n\",\n    \"                                           n_blobs=4,\\n\",\n    \"                                           blob_std=0.1,\\n\",\n    \"                                           blob_centers=[[0.7, 0.2], \\n\",\n    \"                                                         [0.2, 0.1], \\n\",\n    \"                                                         [0.3, 0.8], \\n\",\n    \"                                                         [0.9, 0.9]],\\n\",\n    \"                                           size_blobs=[2, \\n\",\n    \"                                                       3, \\n\",\n    \"                                                       5, \\n\",\n    \"                                                       7])\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"1fbe4b965d08e77b\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Show Dataset\\n\",\n    \"\\n\",\n    \"print(blobbed_dataset)\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"f49208a53b300b58\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"arr_x = numpy.array(blobbed_dataset[:, 0])\\n\",\n    \"arr_y = numpy.array(blobbed_dataset[:, 1])\\n\",\n    \"\\n\",\n    \"plotter.scatter(x=arr_x, y = arr_y)\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"e07f2fcf6cb88342\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"strategy_uniform = \\\"uniform\\\" \\n\",\n    \"strategy_quantile = \\\"quantile\\\" \\n\",\n    \"strategy_kmeans = \\\"kmeans\\\" \\n\",\n    \"\\n\",\n    \"# Use for quantile\\n\",\n    \"sub_sample_quantile = 200_000\\n\",\n    \"\\n\",\n    \"# Use for kmeans or uniform\\n\",\n    \"sub_sample_others = None\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"f5a88ccdb685e3d1\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"enc = KBinsDiscretizer(n_bins=4, \\n\",\n    \"                       encode=\\\"ordinal\\\", \\n\",\n    \"                       strategy=\\\"kmeans\\\", \\n\",\n    \"                       subsample=sub_sample_quantile)\\n\",\n    \"enc.fit(uniform_dataset)\\n\",\n    \"gd_data = enc.transform(uniform_dataset)\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"9e0babbfe43b50d6\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"print(gd_data)\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"32c31b300525ad0b\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"uniform_dataset = generate_uniform_dataset(n_data_points=100)\\n\",\n    \"\\n\",\n    \"blobbed_dataset_0 = generate_blobbed_dataset(n_data_points=data_points,\\n\",\n    \"                                             n_blobs=2,\\n\",\n    \"                                             blob_std=0.1,\\n\",\n    \"                                             blob_centers=[[0.1, 0.1], \\n\",\n    \"                                                           [0.9, 0.1]],\\n\",\n    \"                                             size_blobs=[3, \\n\",\n    \"                                                         5])\\n\",\n    \"\\n\",\n    \"blobbed_dataset_1 = generate_blobbed_dataset(n_data_points=data_points,\\n\",\n    \"                                             n_blobs=3,\\n\",\n    \"                                             blob_std=0.15,\\n\",\n    \"                                             blob_centers=[[0.7, 0.2], \\n\",\n    \"                                                           [0.2, 0.1], \\n\",\n    \"                                                           [0.3, 0.8]],\\n\",\n    \"                                             size_blobs=[2, \\n\",\n    \"                                                         3, \\n\",\n    \"                                                         12])\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"deaff0798e3ae2aa\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"datasets = [uniform_dataset, \\n\",\n    \"            blobbed_dataset_0, \\n\",\n    \"            blobbed_dataset_1]\\n\",\n    \"\\n\",\n    \"strategies = [strategy_uniform,\\n\",\n    \"              strategy_quantile,\\n\",\n    \"              strategy_kmeans]\\n\",\n    \"\\n\",\n    \"n_bins = 2\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"2ee1fc69302563f0\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"figure = plotter.figure(figsize=(14, 9))\\n\",\n    \"i = 1\\n\",\n    \"for ds_cnt, X in enumerate(datasets):\\n\",\n    \"    ax = plotter.subplot(len(datasets), len(strategies) + 1, i)\\n\",\n    \"    ax.scatter(X[:, 0], X[:, 1], edgecolors=\\\"k\\\")\\n\",\n    \"    if ds_cnt == 0:\\n\",\n    \"        ax.set_title(\\\"Input data\\\", size=14)\\n\",\n    \"\\n\",\n    \"    xx, yy = numpy.meshgrid(\\n\",\n    \"        numpy.linspace(X[:, 0].min(), X[:, 0].max(), 300),\\n\",\n    \"        numpy.linspace(X[:, 1].min(), X[:, 1].max(), 300),\\n\",\n    \"    )\\n\",\n    \"    grid = numpy.c_[xx.ravel(), yy.ravel()]\\n\",\n    \"\\n\",\n    \"    ax.set_xlim(xx.min(), xx.max())\\n\",\n    \"    ax.set_ylim(yy.min(), yy.max())\\n\",\n    \"    ax.set_xticks(())\\n\",\n    \"    ax.set_yticks(())\\n\",\n    \"\\n\",\n    \"    i += 1\\n\",\n    \"    # transform the dataset with KBinsDiscretizer\\n\",\n    \"    for strategy in strategies:\\n\",\n    \"        enc = KBinsDiscretizer(\\n\",\n    \"            n_bins=n_bins, encode=\\\"ordinal\\\", strategy=strategy, subsample=200_000\\n\",\n    \"        )\\n\",\n    \"        enc.fit(X)\\n\",\n    \"        grid_encoded = enc.transform(grid)\\n\",\n    \"\\n\",\n    \"        ax = plotter.subplot(len(datasets), len(strategies) + 1, i)\\n\",\n    \"\\n\",\n    \"        # horizontal stripes\\n\",\n    \"        horizontal = grid_encoded[:, 0].reshape(xx.shape)\\n\",\n    \"        ax.contourf(xx, yy, horizontal, alpha=0.5)\\n\",\n    \"        # vertical stripes\\n\",\n    \"        vertical = grid_encoded[:, 1].reshape(xx.shape)\\n\",\n    \"        ax.contourf(xx, yy, vertical, alpha=0.5)\\n\",\n    \"\\n\",\n    \"        ax.scatter(X[:, 0], X[:, 1], edgecolors=\\\"k\\\")\\n\",\n    \"        ax.set_xlim(xx.min(), xx.max())\\n\",\n    \"        ax.set_ylim(yy.min(), yy.max())\\n\",\n    \"        ax.set_xticks(())\\n\",\n    \"        ax.set_yticks(())\\n\",\n    \"        if ds_cnt == 0:\\n\",\n    \"            ax.set_title(\\\"strategy='%s'\\\" % (strategy,), size=14)\\n\",\n    \"\\n\",\n    \"        i += 1\\n\",\n    \"\\n\",\n    \"plotter.tight_layout()\\n\",\n    \"plotter.show()\\n\",\n    \"\\n\",\n    \"# Source: https://scikit-learn.org/stable/auto_examples/preprocessing/plot_discretization_strategies.html#sphx-glr-auto-examples-preprocessing-plot-discretization-strategies-py\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"17417ac6ac03eff9\",\n   \"execution_count\": null\n  }\n ],\n \"metadata\": {\n  \"kernelspec\": {\n   \"display_name\": \"Python 3\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 2\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython2\",\n   \"version\": \"2.7.6\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 5\n}\n"
  },
  {
    "path": "Webinar/Webinar-II-VeriOnisleme/transformations.py",
    "content": "from typing import List\n\nfrom pandas import DataFrame\nfrom sklearn.preprocessing import PowerTransformer, StandardScaler\n\n\ndef standardize_dataset(df: DataFrame):\n    scaler = StandardScaler().fit(df)\n    df2 = DataFrame(data=scaler.transform(df), columns=df.columns)\n    return df2\n\n\ndef normalize_dataset(df: DataFrame,\n                      all_pos=False,\n                      min_val: float = 0.000001,\n                      exclude: List[str] = []):\n    df2 = df.copy()\n    for c in df.columns:\n        if c not in exclude:\n            if all_pos:\n                df2[c] = min_val + (df[c] - df[c].min()) / (df[c].max() - df[c].min() - min_val)\n            else:\n                df2[c] = (df[c] - df[c].min()) / (df[c].max() - df[c].min())\n    return df2\n\n\ndef box_cox(data,\n            normalize=False,\n            standardize=False):\n    fitter = PowerTransformer(method=\"box-cox\",\n                              standardize=standardize)\n    dt = fitter.fit_transform(data)\n    if normalize:\n        dt = (dt - dt.min()) / (dt.max() - dt.min())\n    return dt\n\n\ndef yeo_johnson(data,\n                normalize=False,\n                standardize=False):\n    fitter = PowerTransformer(method=\"yeo-johnson\",\n                              standardize=standardize)\n    dt = fitter.fit_transform(data)\n    if normalize:\n        dt = (dt - dt.min()) / (dt.max() - dt.min())\n    return dt\n"
  },
  {
    "path": "Webinar/Webinar-II-VeriOnisleme/transformations_basic.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"import numpy\\n\",\n    \"from pandas import DataFrame\\n\",\n    \"from matplotlib import pyplot as plotter\\n\",\n    \"\\n\",\n    \"from transformations import normalize_dataset\\n\",\n    \"from data_generator import generate_skewed_data_right, generate_skewed_data_left, generate_extreme_skewed_data_right\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"9ebf22c3433966bd\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"feature_a = 'feature_a'\\n\",\n    \"feature_b = 'feature_b'\\n\",\n    \"feature_c = 'feature_c'\\n\",\n    \"\\n\",\n    \"sqrt = \\\"SQRT\\\"\\n\",\n    \"log = \\\"LOG\\\"\\n\",\n    \"reverse = \\\"1/N\\\"\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"bf29a585765aea02\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Variables\\n\",\n    \"\\n\",\n    \"plot_hist_color = 'cyan'\\n\",\n    \"plot_hist_alpha = 0.63\\n\",\n    \"plot_bar_count = 1000\\n\",\n    \"\\n\",\n    \"size = 100000\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"427d88adaff9081c\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"df_data = DataFrame({feature_a: generate_skewed_data_left(size=size),\\n\",\n    \"                     feature_b: generate_skewed_data_right(size=size),\\n\",\n    \"                     feature_c: generate_extreme_skewed_data_right(size=size)})\\n\",\n    \"\\n\",\n    \"df_data = normalize_dataset(df=df_data, \\n\",\n    \"                            all_pos=True)\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"98953e5840227807\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"df_data.head()\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"fed5f9ffffaa76f8\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Plot Feature A\\n\",\n    \"\\n\",\n    \"plotter.hist(df_data['feature_a'], \\n\",\n    \"             plot_bar_count, \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"fc881d581c387792\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"plotter.hist(df_data['feature_b'], \\n\",\n    \"             plot_bar_count, \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"2410770500cfcf61\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"plotter.hist(df_data['feature_c'], \\n\",\n    \"             plot_bar_count, \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"6b12ca65a4f09a0e\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Apply Transformations on all Features\\n\",\n    \"#   * Sqrt Transformation\\n\",\n    \"#   * Logarithmic Transformation\\n\",\n    \"#   * 1/N Transformation\\n\",\n    \"\\n\",\n    \"for column in df_data:\\n\",\n    \"    df_data[column + \\\"_\\\" + sqrt] = numpy.sqrt(df_data[column])\\n\",\n    \"    df_data[column + \\\"_\\\" + log] = numpy.log2(df_data[column])\\n\",\n    \"    df_data[column + \\\"_\\\" + reverse] = numpy.power(df_data[column], -1.0)  \\n\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"160fcc5a67431248\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Show Plots\\n\",\n    \"#   * Sqrt on Feature A \\n\",\n    \"\\n\",\n    \"plotter.hist(df_data[feature_a + \\\"_\\\" + sqrt], \\n\",\n    \"             plot_bar_count, \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"bbe9aec2ad944b51\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Show Plots\\n\",\n    \"#   * Log on Feature A \\n\",\n    \"\\n\",\n    \"plotter.hist(df_data[feature_a + \\\"_\\\" + log], \\n\",\n    \"             plot_bar_count, \\n\",\n    \"             range=(-1.0, 0.0), \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"27de24f18a0f56a5\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Show Plots\\n\",\n    \"#   * Reverse on Feature A \\n\",\n    \"\\n\",\n    \"plotter.hist(df_data[feature_a + \\\"_\\\" + reverse], \\n\",\n    \"             plot_bar_count, \\n\",\n    \"             range=(1.0, 3.0), \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"c4c0fe2f0e48b79f\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"df_data.head(1000)\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"10be9a26bd812eac\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Show Plots\\n\",\n    \"#   * Sqrt on Feature B \\n\",\n    \"\\n\",\n    \"plotter.hist(df_data[feature_b + \\\"_\\\" + sqrt], \\n\",\n    \"             plot_bar_count, \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"347bf1dccb8b2526\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Show Plots\\n\",\n    \"#   * Log on Feature B \\n\",\n    \"\\n\",\n    \"plotter.hist(df_data[feature_b + \\\"_\\\" + log], \\n\",\n    \"             plot_bar_count, \\n\",\n    \"             range= (-5.0, 0.0), \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"f57b7d86bfc1e582\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Show Plots\\n\",\n    \"#   * Reverse on Feature B \\n\",\n    \"\\n\",\n    \"plotter.hist(df_data[feature_b + \\\"_\\\" + reverse], \\n\",\n    \"             plot_bar_count, \\n\",\n    \"             range=(0.0, 20.0), \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"64347cc4f9063cf4\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Show Plots\\n\",\n    \"#   * Sqrt on Feature C \\n\",\n    \"\\n\",\n    \"plotter.hist(df_data[feature_c + \\\"_\\\" + sqrt], \\n\",\n    \"             plot_bar_count, \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"400db10aa4830224\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Show Plots\\n\",\n    \"#   * Log on Feature C \\n\",\n    \"\\n\",\n    \"plotter.hist(df_data[feature_c + \\\"_\\\" + log], \\n\",\n    \"             plot_bar_count, \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"f239f4f69d389d9c\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Show Plots\\n\",\n    \"#   * Reverse on Feature C \\n\",\n    \"\\n\",\n    \"plotter.hist(df_data[feature_c + \\\"_\\\" + reverse], \\n\",\n    \"             plot_bar_count, \\n\",\n    \"             range=(0.0, 1000.0), \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"e457a440ed4faa81\",\n   \"execution_count\": null\n  }\n ],\n \"metadata\": {\n  \"kernelspec\": {\n   \"display_name\": \"Python 3\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 2\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython2\",\n   \"version\": \"2.7.6\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 5\n}\n"
  },
  {
    "path": "Webinar/Webinar-II-VeriOnisleme/transformations_bcyj.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"initial_id\",\n   \"metadata\": {\n    \"collapsed\": true\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"import matplotlib.pyplot as plotter\\n\",\n    \"from transformations import normalize_dataset, standardize_dataset, box_cox, yeo_johnson\\n\",\n    \"from pandas import DataFrame, read_csv\\n\",\n    \"from scipy.stats import pearsonr\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Initialize Variables\\n\",\n    \"\\n\",\n    \"# Plotting variables\\n\",\n    \"size = 1000\\n\",\n    \"plot_hist_color = 'cyan'\\n\",\n    \"plot_hist_alpha = 0.63\\n\",\n    \"\\n\",\n    \"# Problem Specific Variables\\n\",\n    \"output_key = 'OUTPUT'\\n\",\n    \"milage_key = 'MIL'\\n\",\n    \"year_key = 'YEAR'\\n\",\n    \"fuel_consumption_key = 'FCON'\\n\",\n    \"condition_key = 'COND'\\n\",\n    \"\\n\",\n    \"# Data Path\\n\",\n    \"file_path = \\\"data/carprices.csv\\\"\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"dbdc7e93a8676816\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"chosen_key = fuel_consumption_key\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"254e99d28bf8d0a6\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Load and Present Dataset\\n\",\n    \"\\n\",\n    \"# Load\\n\",\n    \"df_raw = read_csv(file_path)\\n\",\n    \"\\n\",\n    \"# Show\\n\",\n    \"df_raw.head()\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"a71f8a6f036e2277\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Stats, Raw Data\\n\",\n    \"\\n\",\n    \"print(\\\"Average: \\\" + str(df_raw[chosen_key].sum() / len(df_raw[chosen_key])))\\n\",\n    \"print(\\\"Min: \\\" + str(df_raw[chosen_key].min()))\\n\",\n    \"print(\\\"Max: \\\" + str(df_raw[chosen_key].max()))\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"78797d1af0b6023d\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Plot Raw Data Distribution\\n\",\n    \"\\n\",\n    \"plotter.hist(df_raw[chosen_key], \\n\",\n    \"             25, \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"820e6ef8b20966a5\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Normalize Dataset\\n\",\n    \"\\n\",\n    \"df_norm = normalize_dataset(df_raw, \\n\",\n    \"                            all_pos=True)\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"d9828351fb1e3985\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Show Normalized Data\\n\",\n    \"\\n\",\n    \"df_norm.head()\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"8cf7790b73cd08b4\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Stats, Normalized Data\\n\",\n    \"\\n\",\n    \"print(\\\"Average: \\\" + str(df_norm[chosen_key].sum() / len(df_norm[chosen_key])))\\n\",\n    \"print(\\\"Min: \\\" + str(df_norm[chosen_key].min()))\\n\",\n    \"print(\\\"Max: \\\" + str(df_norm[chosen_key].max()))\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"1edadf28403380d8\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Plot Normalized Data Distribution\\n\",\n    \"\\n\",\n    \"plotter.hist(df_norm[chosen_key], \\n\",\n    \"             25, \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"f1f20bc0178588b9\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Standardize Dataset\\n\",\n    \"\\n\",\n    \"df_stan = standardize_dataset(df_raw)\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"25d895415c88fbe7\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Show Standardized Data\\n\",\n    \"\\n\",\n    \"df_stan.head()\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"7c41d4a6b528ca93\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Stats, Standardized Data\\n\",\n    \"\\n\",\n    \"print(\\\"Average: \\\" + str(df_stan[chosen_key].sum() / len(df_stan[chosen_key])))\\n\",\n    \"print(\\\"Min: \\\" + str(df_stan[chosen_key].min()))\\n\",\n    \"print(\\\"Max: \\\" + str(df_stan[chosen_key].max()))\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"8d4de31e77af8991\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Plot Standardized Data Distribution\\n\",\n    \"\\n\",\n    \"plotter.hist(df_stan[chosen_key], \\n\",\n    \"             25, \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"dc819b34f4f3de6e\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Box Cox, Raw out\\n\",\n    \"\\n\",\n    \"df_bc_raw = DataFrame(box_cox(DataFrame(df_norm[chosen_key], \\n\",\n    \"                                        columns=[chosen_key])), \\n\",\n    \"                      columns=[chosen_key])\\n\",\n    \"\\n\",\n    \"plotter.hist(df_bc_raw[chosen_key], \\n\",\n    \"             25, \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"3bc49bc7f7fb26\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Box Cox, Normalize After\\n\",\n    \"\\n\",\n    \"df_bc_norm = DataFrame(box_cox(DataFrame(df_norm[chosen_key], columns=[chosen_key]), normalize=True), columns=[chosen_key])\\n\",\n    \"\\n\",\n    \"plotter.hist(df_bc_norm[chosen_key], \\n\",\n    \"             25, \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"a479128673e43c0a\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Box Cox, Standardize After\\n\",\n    \"\\n\",\n    \"df_bc_stan = DataFrame(box_cox(DataFrame(df_norm[chosen_key], \\n\",\n    \"                                         columns=[chosen_key]), \\n\",\n    \"                               standardize=True), \\n\",\n    \"                       columns=[chosen_key])\\n\",\n    \"\\n\",\n    \"plotter.hist(df_bc_stan[chosen_key], \\n\",\n    \"             25, \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"70168e817a6c8197\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Box Cox Data Inspection\\n\",\n    \"\\n\",\n    \"df_temp = DataFrame({'raw': df_raw[chosen_key],\\n\",\n    \"                     'norm': df_norm[chosen_key],\\n\",\n    \"                     'bc_raw': df_bc_raw[chosen_key],\\n\",\n    \"                     'bc_norm': df_bc_norm[chosen_key],\\n\",\n    \"                     'bc_stan': df_bc_stan[chosen_key]})\\n\",\n    \"\\n\",\n    \"df_temp.head()\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"bdfd92a387b5aa1a\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Yeo Johnson, Raw\\n\",\n    \"\\n\",\n    \"df_yj_raw = DataFrame(yeo_johnson(DataFrame(df_norm[chosen_key], \\n\",\n    \"                                            columns=[chosen_key])), \\n\",\n    \"                      columns=[chosen_key])\\n\",\n    \"\\n\",\n    \"plotter.hist(df_yj_raw[chosen_key], \\n\",\n    \"             25, \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"a5b6ed83cc671769\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"df_yj_norm = DataFrame(yeo_johnson(DataFrame(df_norm[chosen_key], columns=[chosen_key]), normalize=True), columns=[chosen_key])\\n\",\n    \"\\n\",\n    \"plotter.hist(df_yj_norm[chosen_key], \\n\",\n    \"             25, \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"156ea178d52d8059\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"df_yj_stan = DataFrame(yeo_johnson(DataFrame(df_norm[chosen_key], columns=[chosen_key]), standardize=True), columns=[chosen_key])\\n\",\n    \"\\n\",\n    \"plotter.hist(df_yj_stan[chosen_key], \\n\",\n    \"             25, \\n\",\n    \"             density=True, \\n\",\n    \"             color=plot_hist_color, \\n\",\n    \"             alpha=plot_hist_alpha);\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"9f2b586c127b8375\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"# Yeo Johnson Inspection\\n\",\n    \"\\n\",\n    \"df_temp = DataFrame({'raw': df_raw[chosen_key],\\n\",\n    \"                     'norm': df_norm[chosen_key],\\n\",\n    \"                     'bc_raw': df_bc_raw[chosen_key],\\n\",\n    \"                     'bc_norm': df_bc_norm[chosen_key],\\n\",\n    \"                     'bc_stan': df_bc_stan[chosen_key],\\n\",\n    \"                     'yj_raw': df_yj_raw[chosen_key],\\n\",\n    \"                     'yj_norm': df_yj_norm[chosen_key],\\n\",\n    \"                     'yj_stan': df_yj_stan[chosen_key]})\\n\",\n    \"\\n\",\n    \"df_temp.head()\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"722a766bf5de18ee\",\n   \"execution_count\": null\n  },\n  {\n   \"cell_type\": \"code\",\n   \"outputs\": [],\n   \"source\": [\n    \"print(\\\"Correlation (RAW): \\\" + str(pearsonr(df_raw[chosen_key], df_raw[output_key])[0]))\\n\",\n    \"print(\\\"Correlation (Norm): \\\" + str(pearsonr(df_norm[chosen_key], df_norm[output_key])[0]))\\n\",\n    \"print(\\\"Correlation (Stan): \\\" + str(pearsonr(df_stan[chosen_key], df_stan[output_key])[0]))\\n\",\n    \"print(\\\"Box Cox Transformation (RAW)\\\" + str(str(pearsonr(df_bc_raw[chosen_key], df_norm[output_key])[0])))\\n\",\n    \"print(\\\"Box Cox Transformation (Norm)\\\" + str(str(pearsonr(df_bc_norm[chosen_key], df_norm[output_key])[0])))\\n\",\n    \"print(\\\"Box Cox Transformation (Stan)\\\" + str(str(pearsonr(df_bc_stan[chosen_key], df_norm[output_key])[0])))\\n\",\n    \"print(\\\"Yeo Johnson Transformation (RAW)\\\" + str(str(pearsonr(df_yj_raw[chosen_key], df_norm[output_key])[0])))\\n\",\n    \"print(\\\"Yeo Johnson Transformation (Norm)\\\" + str(str(pearsonr(df_yj_norm[chosen_key], df_norm[output_key])[0])))\\n\",\n    \"print(\\\"Yeo Johnson Transformation (Stan)\\\" + str(str(pearsonr(df_yj_stan[chosen_key], df_norm[output_key])[0])))\"\n   ],\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"id\": \"f0657e00402ae422\",\n   \"execution_count\": null\n  }\n ],\n \"metadata\": {\n  \"kernelspec\": {\n   \"display_name\": \"Python 3\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 2\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython2\",\n   \"version\": \"2.7.6\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 5\n}\n"
  },
  {
    "path": "Webinar/Webinar-IV-Sağlıkta YZ Uygulamaları | Mamografi Görüntülerinden Kitle Tespiti-II/inbreastDataPreparing.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 1,\n   \"id\": \"8869c3fe-588d-47a5-b3fb-5fd5aa23a84f\",\n   \"metadata\": {\n    \"tags\": []\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"import os\\n\",\n    \"import glob\\n\",\n    \"import cv2\\n\",\n    \"import pydicom as dicom\\n\",\n    \"import plistlib\\n\",\n    \"import pandas as pd\\n\",\n    \"import numpy as np\\n\",\n    \"import matplotlib.pyplot as plt\\n\",\n    \"\\n\",\n    \"from PIL import Image\\n\",\n    \"from tqdm import tqdm\\n\",\n    \"from tqdm.notebook import tqdm_notebook\\n\",\n    \"from sklearn.model_selection import KFold\\n\",\n    \"from sklearn.model_selection import train_test_split\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 2,\n   \"id\": \"18122fcf-46c0-4db2-9460-63ff7b5c0f86\",\n   \"metadata\": {\n    \"tags\": []\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"def saveImages(dicomFilePath, saveFolderPath):\\n\",\n    \"    \\\"\\\"\\\"\\n\",\n    \"    Saving dicom images as png\\n\",\n    \"\\n\",\n    \"    Parameters\\n\",\n    \"    ---------- \\n\",\n    \"    dicomFilePath : str\\n\",\n    \"        Dicom File Path\\n\",\n    \"    saveFolderPath : str\\n\",\n    \"        Image Save Folder Path\\n\",\n    \"    \\n\",\n    \"    Returns\\n\",\n    \"    -------\\n\",\n    \"    \\n\",\n    \"    imageFilePath: str\\n\",\n    \"        Saved Image File Path\\n\",\n    \"        \\n\",\n    \"    \\\"\\\"\\\"\\n\",\n    \"    \\n\",\n    \"    dicomData = dicom.read_file(dicomFilePath)\\n\",\n    \"    imgArray = dicomData.pixel_array\\n\",\n    \"    imgArray = 255*((imgArray - imgArray.min()) / (imgArray.max() - imgArray.min()))\\n\",\n    \"    imgArray = imgArray.astype(np.uint8)\\n\",\n    \"    imgArray = Image.fromarray(imgArray).convert(\\\"L\\\")\\n\",\n    \"    \\n\",\n    \"    dicomFileName = dicomFilePath.split(os.path.sep)[-1]\\n\",\n    \"    patientID = '_'.join(dicomFileName.split(\\\"_\\\")[:2])\\n\",\n    \"    view = ''.join(dicomFileName.split(\\\"_\\\")[3:5])\\n\",\n    \"    \\n\",\n    \"    imageFileName = '_'.join([patientID, view]) + '.png'\\n\",\n    \"    \\n\",\n    \"    imageFilePath = os.path.join(saveFolderPath, imageFileName)\\n\",\n    \"    imgArray.save(imageFilePath)\\n\",\n    \"    \\n\",\n    \"    return imageFilePath\\n\",\n    \"\\n\",\n    \"\\n\",\n    \"def loadPoint(point_string):\\n\",\n    \"    x, y = tuple([float(num) for num in point_string.strip('()').split(',')])\\n\",\n    \"    return y, x\\n\",\n    \"\\n\",\n    \"            \\n\",\n    \"def saveMaskAsTxt(xmlFilePath, imageFilePath, saveMaskPath, biradsScore, imshape):\\n\",\n    \"    \\n\",\n    \"    \\\"\\\"\\\"\\n\",\n    \"    Saving mask informations to text file\\n\",\n    \"\\n\",\n    \"    Parameters\\n\",\n    \"    ---------- \\n\",\n    \"    xmlFilePath : str\\n\",\n    \"        XML File Path\\n\",\n    \"    imageFilePath : str\\n\",\n    \"        Image File Path\\n\",\n    \"    saveMaskPath : str\\n\",\n    \"        Save Mask File Path\\n\",\n    \"    biradsScore : int\\n\",\n    \"        Malignancy-Benignance or Mass\\n\",\n    \"    imshape : tupple\\n\",\n    \"        Image Shape\\n\",\n    \"    Returns\\n\",\n    \"    -------\\n\",\n    \"    \\n\",\n    \"    \\\"\\\"\\\"\\n\",\n    \"    \\n\",\n    \"    with open(xmlFilePath, 'rb') as maskFile:\\n\",\n    \"        plistDict = plistlib.load(maskFile, fmt=plistlib.FMT_XML)['Images'][0]\\n\",\n    \"        \\n\",\n    \"    pngFileName = imageFilePath.split(os.path.sep)[-1] \\n\",\n    \"    \\n\",\n    \"    rois = plistDict['ROIs']\\n\",\n    \"    maskCounter = 0\\n\",\n    \"    maskPoints = []\\n\",\n    \"    abnormalities = []\\n\",\n    \"    for roi in rois:\\n\",\n    \"        maskCounter += 1\\n\",\n    \"        numPoints = roi['NumberOfPoints']\\n\",\n    \"        if numPoints == 1:\\n\",\n    \"            maskCounter -= 1\\n\",\n    \"            continue\\n\",\n    \"        \\n\",\n    \"        abnormality = roi[\\\"Name\\\"]\\n\",\n    \"        abnormalities.append(abnormality)\\n\",\n    \"                        \\n\",\n    \"        if abnormality ==\\\"Mass\\\":\\n\",\n    \"            \\n\",\n    \"            points = roi['Point_px']\\n\",\n    \"            points = [loadPoint(point) for point in points]\\n\",\n    \"            \\n\",\n    \"            points = np.array(points)\\n\",\n    \"            xmin = int(min(points[:,1]))\\n\",\n    \"            ymin = int(min(points[:,0]))\\n\",\n    \"            xmax = int(max(points[:,1]))\\n\",\n    \"            ymax = int(max(points[:,0]))\\n\",\n    \"\\n\",\n    \"            maskPoints.append(' '.join([str(xmin), str(ymin), str(xmax), str(ymax), str(biradsScore)]))\\n\",\n    \"\\n\",\n    \"        else:\\n\",\n    \"            maskCounter-=1\\n\",\n    \"            continue\\n\",\n    \"    \\n\",\n    \"        lines = [pngFileName, ' '.join(map(str, imshape)), str(maskCounter)]\\n\",\n    \"        \\n\",\n    \"    if maskPoints:\\n\",\n    \"        for maskPoint in maskPoints:\\n\",\n    \"            lines.append(maskPoint)\\n\",\n    \"\\n\",\n    \"        with open(saveMaskPath, 'a') as textFile:\\n\",\n    \"            textFile.write('#\\\\n')\\n\",\n    \"            textFile.write('\\\\n'.join(lines))\\n\",\n    \"            textFile.write('\\\\n')\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 3,\n   \"id\": \"bf85c40f-aed3-4e7a-a2d6-e48572ee9063\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"dataFolderPath = '' # SET INbreast FOLDER PATH\\n\",\n    \"saveFolderPath = '' # SET Which Folder to Save\\n\",\n    \"kFoldSplit = 5 # SET K-FOLD Validation\\n\",\n    \"massClassification = False # SET False for Mass Class, SET True for Malign-Benign Classes\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 4,\n   \"id\": \"93a0ff40-cf66-4d2c-97c2-042bddee4d51\",\n   \"metadata\": {\n    \"tags\": []\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/html\": [\n       \"<div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>Patient ID</th>\\n\",\n       \"      <th>Patient age</th>\\n\",\n       \"      <th>Laterality</th>\\n\",\n       \"      <th>View</th>\\n\",\n       \"      <th>Acquisition date</th>\\n\",\n       \"      <th>File Name</th>\\n\",\n       \"      <th>ACR</th>\\n\",\n       \"      <th>Bi-Rads</th>\\n\",\n       \"      <th>Mass</th>\\n\",\n       \"      <th>Micros</th>\\n\",\n       \"      <th>Distortion</th>\\n\",\n       \"      <th>Asymmetry</th>\\n\",\n       \"      <th>Findings Notes (in Portuguese)</th>\\n\",\n       \"      <th>Other Notes</th>\\n\",\n       \"      <th>Lesion Annotation Status</th>\\n\",\n       \"      <th>Pectoral Muscle Annotation</th>\\n\",\n       \"      <th>Other Annotations</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>0</th>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>R</td>\\n\",\n       \"      <td>CC</td>\\n\",\n       \"      <td>201001.0</td>\\n\",\n       \"      <td>22678622.0</td>\\n\",\n       \"      <td>4</td>\\n\",\n       \"      <td>1</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>normal</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>No annotation (Normal)</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>1</th>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>L</td>\\n\",\n       \"      <td>CC</td>\\n\",\n       \"      <td>201001.0</td>\\n\",\n       \"      <td>22678646.0</td>\\n\",\n       \"      <td>4</td>\\n\",\n       \"      <td>3</td>\\n\",\n       \"      <td>X</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>nódulo</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>2</th>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>R</td>\\n\",\n       \"      <td>MLO</td>\\n\",\n       \"      <td>201001.0</td>\\n\",\n       \"      <td>22678670.0</td>\\n\",\n       \"      <td>4</td>\\n\",\n       \"      <td>1</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>normal</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>No annotation (Normal)</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>3</th>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>L</td>\\n\",\n       \"      <td>MLO</td>\\n\",\n       \"      <td>201001.0</td>\\n\",\n       \"      <td>22678694.0</td>\\n\",\n       \"      <td>4</td>\\n\",\n       \"      <td>3</td>\\n\",\n       \"      <td>X</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>nódulo</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>4</th>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>R</td>\\n\",\n       \"      <td>CC</td>\\n\",\n       \"      <td>201001.0</td>\\n\",\n       \"      <td>22614074.0</td>\\n\",\n       \"      <td>2</td>\\n\",\n       \"      <td>5</td>\\n\",\n       \"      <td>X</td>\\n\",\n       \"      <td>X</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>nódulo QSE + micros</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>...</th>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>407</th>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>R</td>\\n\",\n       \"      <td>MLO</td>\\n\",\n       \"      <td>200802.0</td>\\n\",\n       \"      <td>24055752.0</td>\\n\",\n       \"      <td>4</td>\\n\",\n       \"      <td>2</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>X</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>micros</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>408</th>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>L</td>\\n\",\n       \"      <td>CC</td>\\n\",\n       \"      <td>200802.0</td>\\n\",\n       \"      <td>24055779.0</td>\\n\",\n       \"      <td>4</td>\\n\",\n       \"      <td>2</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>X</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>micros</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>409</th>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>R</td>\\n\",\n       \"      <td>CC</td>\\n\",\n       \"      <td>200802.0</td>\\n\",\n       \"      <td>24055806.0</td>\\n\",\n       \"      <td>4</td>\\n\",\n       \"      <td>2</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>X</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>micros</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>410</th>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>411</th>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>28</td>\\n\",\n       \"      <td>49</td>\\n\",\n       \"      <td>108</td>\\n\",\n       \"      <td>308</td>\\n\",\n       \"      <td>3</td>\\n\",\n       \"      <td>14</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"<p>412 rows × 17 columns</p>\\n\",\n       \"</div>\"\n      ],\n      \"text/plain\": [\n       \"    Patient ID Patient age Laterality View  Acquisition date   File Name  ACR  \\\\\\n\",\n       \"0      removed     removed          R   CC          201001.0  22678622.0    4   \\n\",\n       \"1      removed     removed          L   CC          201001.0  22678646.0    4   \\n\",\n       \"2      removed     removed          R  MLO          201001.0  22678670.0    4   \\n\",\n       \"3      removed     removed          L  MLO          201001.0  22678694.0    4   \\n\",\n       \"4      removed     removed          R   CC          201001.0  22614074.0    2   \\n\",\n       \"..         ...         ...        ...  ...               ...         ...  ...   \\n\",\n       \"407    removed     removed          R  MLO          200802.0  24055752.0    4   \\n\",\n       \"408    removed     removed          L   CC          200802.0  24055779.0    4   \\n\",\n       \"409    removed     removed          R   CC          200802.0  24055806.0    4   \\n\",\n       \"410        NaN         NaN        NaN  NaN               NaN         NaN  NaN   \\n\",\n       \"411        NaN         NaN        NaN  NaN               NaN         NaN   28   \\n\",\n       \"\\n\",\n       \"    Bi-Rads Mass  Micros Distortion Asymmetry Findings Notes (in Portuguese)  \\\\\\n\",\n       \"0         1   NaN    NaN        NaN       NaN                         normal   \\n\",\n       \"1         3     X    NaN        NaN       NaN                         nódulo   \\n\",\n       \"2         1   NaN    NaN        NaN       NaN                         normal   \\n\",\n       \"3         3     X    NaN        NaN       NaN                         nódulo   \\n\",\n       \"4         5     X      X        NaN       NaN            nódulo QSE + micros   \\n\",\n       \"..      ...   ...    ...        ...       ...                            ...   \\n\",\n       \"407       2   NaN      X        NaN       NaN                         micros   \\n\",\n       \"408       2   NaN      X        NaN       NaN                         micros   \\n\",\n       \"409       2   NaN      X        NaN       NaN                         micros   \\n\",\n       \"410     NaN   NaN    NaN        NaN       NaN                            NaN   \\n\",\n       \"411      49   108    308          3        14                            NaN   \\n\",\n       \"\\n\",\n       \"    Other Notes Lesion Annotation Status Pectoral Muscle Annotation  \\\\\\n\",\n       \"0           NaN   No annotation (Normal)                        NaN   \\n\",\n       \"1           NaN                      NaN                        NaN   \\n\",\n       \"2           NaN   No annotation (Normal)                        NaN   \\n\",\n       \"3           NaN                      NaN                        NaN   \\n\",\n       \"4           NaN                      NaN                        NaN   \\n\",\n       \"..          ...                      ...                        ...   \\n\",\n       \"407         NaN                      NaN                        NaN   \\n\",\n       \"408         NaN                      NaN                        NaN   \\n\",\n       \"409         NaN                      NaN                        NaN   \\n\",\n       \"410         NaN                      NaN                        NaN   \\n\",\n       \"411         NaN                      NaN                        NaN   \\n\",\n       \"\\n\",\n       \"    Other Annotations  \\n\",\n       \"0                 NaN  \\n\",\n       \"1                 NaN  \\n\",\n       \"2                 NaN  \\n\",\n       \"3                 NaN  \\n\",\n       \"4                 NaN  \\n\",\n       \"..                ...  \\n\",\n       \"407               NaN  \\n\",\n       \"408               NaN  \\n\",\n       \"409               NaN  \\n\",\n       \"410               NaN  \\n\",\n       \"411               NaN  \\n\",\n       \"\\n\",\n       \"[412 rows x 17 columns]\"\n      ]\n     },\n     \"execution_count\": 4,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"'''Loading XML files and reading DataFrame'''\\n\",\n    \"xmlFiles = sorted(glob.glob(os.path.join(dataFolderPath, 'AllXML', '*')))\\n\",\n    \"df = pd.read_excel(os.path.join(dataFolderPath, 'INbreast.xls'))\\n\",\n    \"df\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 5,\n   \"id\": \"57fa37e7-6c3c-48a8-b6b4-43a63c07b06f\",\n   \"metadata\": {\n    \"tags\": []\n   },\n   \"outputs\": [\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"/tmp/ipykernel_35093/426763245.py:3: SettingWithCopyWarning: \\n\",\n      \"A value is trying to be set on a copy of a slice from a DataFrame.\\n\",\n      \"Try using .loc[row_indexer,col_indexer] = value instead\\n\",\n      \"\\n\",\n      \"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\\n\",\n      \"  df['File Name'] = df['File Name'].astype('int') # sorgu islemini kolaylastirabilmek icin float olarak tutulmasi gerek yok\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"'''Filtering rows where \\\"File Name\\\" column is not NaN'''\\n\",\n    \"df = df[df['File Name'].notna()]\\n\",\n    \"df['File Name'] = df['File Name'].astype('int') # sorgu islemini kolaylastirabilmek icin float olarak tutulmasi gerek yok\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 6,\n   \"id\": \"bcfb1029-393e-4603-a803-0a2dc6c6c1d4\",\n   \"metadata\": {\n    \"tags\": []\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"'''Reading XML files and finding mass filenames'''\\n\",\n    \"massFileNames = []\\n\",\n    \"for xmlFile in xmlFiles:\\n\",\n    \"    with open(xmlFile, 'rb') as maskFile:\\n\",\n    \"        plistDict = plistlib.load(maskFile, fmt=plistlib.FMT_XML)['Images'][0]\\n\",\n    \"        \\n\",\n    \"    rois = plistDict['ROIs']\\n\",\n    \"    \\n\",\n    \"    abnormalities = []\\n\",\n    \"    \\n\",\n    \"    for roi in rois:\\n\",\n    \"        numPoints = roi['NumberOfPoints']\\n\",\n    \"        if numPoints == 1:\\n\",\n    \"            continue\\n\",\n    \"\\n\",\n    \"        abnormality = roi[\\\"Name\\\"]\\n\",\n    \"        abnormalities.append(abnormality)\\n\",\n    \"    \\n\",\n    \"    if 'Mass' in abnormalities:\\n\",\n    \"        massFileNames.append(xmlFile.split(os.path.sep)[-1].split('.')[0])\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 7,\n   \"id\": \"3e48194a-7e66-45db-907c-cd98fe5e8765\",\n   \"metadata\": {\n    \"tags\": []\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"'''Using mass filenames and filtering mass patients'''\\n\",\n    \"massDicomFilePaths = [glob.glob(os.path.join(dataFolderPath, 'AllDICOMs', str(filename) + '*.dcm'))[0] for filename in massFileNames]\\n\",\n    \"massPatients = [massDicomFilePath.split(os.path.sep)[-1].split('_')[1] for massDicomFilePath in massDicomFilePaths]\\n\",\n    \"massPatients = list(set(massPatients))\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 8,\n   \"id\": \"2faadcfd-c2d2-4492-8b3a-d8406a51dafc\",\n   \"metadata\": {\n    \"tags\": []\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"'''Applying 5 Fold Cross Validation Based on Mass Patients'''\\n\",\n    \"kf = KFold(n_splits=kFoldSplit, shuffle=True, random_state=9)\\n\",\n    \"patientFolds = []\\n\",\n    \"for trainIndex, valIndex in kf.split(massPatients):\\n\",\n    \"    trainPatients = []\\n\",\n    \"    for i in range(len(trainIndex)):\\n\",\n    \"        trainPatients.append(massPatients[trainIndex[i]])\\n\",\n    \"    testPatients = []\\n\",\n    \"    for i in range(len(valIndex)):\\n\",\n    \"        testPatients.append(massPatients[valIndex[i]])\\n\",\n    \"    patientFolds.append([trainPatients,testPatients])\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 9,\n   \"id\": \"110e6053-2a70-4f8d-8a31-8ad59cf81223\",\n   \"metadata\": {\n    \"tags\": []\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"application/vnd.jupyter.widget-view+json\": {\n       \"model_id\": \"c58932e7305d4e958c97f73ebed9de83\",\n       \"version_major\": 2,\n       \"version_minor\": 0\n      },\n      \"text/plain\": [\n       \"  0%|          | 0/5 [00:00<?, ?it/s]\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"application/vnd.jupyter.widget-view+json\": {\n       \"model_id\": \"dee54cc8ed174d9498ef6117bfa1510f\",\n       \"version_major\": 2,\n       \"version_minor\": 0\n      },\n      \"text/plain\": [\n       \"Train Patients:   0%|          | 0/40 [00:00<?, ?it/s]\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"application/vnd.jupyter.widget-view+json\": {\n       \"model_id\": \"3547f89f4e4544e893cbbd448ff570b5\",\n       \"version_major\": 2,\n       \"version_minor\": 0\n      },\n      \"text/plain\": [\n       \"Validation Patients:   0%|          | 0/10 [00:00<?, ?it/s]\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"application/vnd.jupyter.widget-view+json\": {\n       \"model_id\": \"6a88465f1a154ed5979fa217730e920c\",\n       \"version_major\": 2,\n       \"version_minor\": 0\n      },\n      \"text/plain\": [\n       \"Train Patients:   0%|          | 0/40 [00:00<?, ?it/s]\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"application/vnd.jupyter.widget-view+json\": {\n       \"model_id\": \"62849d69bb9141dbb5b7fd3a03005ff2\",\n       \"version_major\": 2,\n       \"version_minor\": 0\n      },\n      \"text/plain\": [\n       \"Validation Patients:   0%|          | 0/10 [00:00<?, ?it/s]\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"application/vnd.jupyter.widget-view+json\": {\n       \"model_id\": \"72b07bf586da4e689266944e952e63cb\",\n       \"version_major\": 2,\n       \"version_minor\": 0\n      },\n      \"text/plain\": [\n       \"Train Patients:   0%|          | 0/40 [00:00<?, ?it/s]\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"application/vnd.jupyter.widget-view+json\": {\n       \"model_id\": \"b8825fadb0b541429d175329c7d78e78\",\n       \"version_major\": 2,\n       \"version_minor\": 0\n      },\n      \"text/plain\": [\n       \"Validation Patients:   0%|          | 0/10 [00:00<?, ?it/s]\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"application/vnd.jupyter.widget-view+json\": {\n       \"model_id\": \"f1533654f0934196a9c446d7381feac5\",\n       \"version_major\": 2,\n       \"version_minor\": 0\n      },\n      \"text/plain\": [\n       \"Train Patients:   0%|          | 0/40 [00:00<?, ?it/s]\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"application/vnd.jupyter.widget-view+json\": {\n       \"model_id\": \"158a75464e5f4748aa015ea38727697a\",\n       \"version_major\": 2,\n       \"version_minor\": 0\n      },\n      \"text/plain\": [\n       \"Validation Patients:   0%|          | 0/10 [00:00<?, ?it/s]\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"application/vnd.jupyter.widget-view+json\": {\n       \"model_id\": \"cfa6e9c4334d4e6593f4e36e1e4b8d90\",\n       \"version_major\": 2,\n       \"version_minor\": 0\n      },\n      \"text/plain\": [\n       \"Train Patients:   0%|          | 0/40 [00:00<?, ?it/s]\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"application/vnd.jupyter.widget-view+json\": {\n       \"model_id\": \"91e769628eb14a3d8db0bbca43217163\",\n       \"version_major\": 2,\n       \"version_minor\": 0\n      },\n      \"text/plain\": [\n       \"Validation Patients:   0%|          | 0/10 [00:00<?, ?it/s]\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"'''Creates folders and saves images as png and their mask information to annotation text file '''\\n\",\n    \"for i in tqdm_notebook(range(len(patientFolds))):\\n\",\n    \"    trainPatients = patientFolds[i][0]\\n\",\n    \"    testPatients = patientFolds[i][1]\\n\",\n    \"    \\n\",\n    \"    foldPath = os.path.join(saveFolderPath, 'Fold' + str(i))\\n\",\n    \"    if not os.path.exists(foldPath):\\n\",\n    \"        os.mkdir(foldPath)\\n\",\n    \"    \\n\",\n    \"    trainFoldPath = os.path.join(foldPath, 'train')\\n\",\n    \"    if not os.path.exists(trainFoldPath):\\n\",\n    \"        os.mkdir(trainFoldPath)\\n\",\n    \"\\n\",\n    \"    validationFoldPath = os.path.join(foldPath, 'validation')\\n\",\n    \"    if not os.path.exists(validationFoldPath):\\n\",\n    \"        os.mkdir(validationFoldPath)\\n\",\n    \"    \\n\",\n    \"    saveMaskTextPath = os.path.join(foldPath, 'annotation_Train.txt')\\n\",\n    \"    if not os.path.exists(saveMaskTextPath):\\n\",\n    \"        f = open(saveMaskTextPath, \\\"x\\\")\\n\",\n    \"    \\n\",\n    \"    for trainPatient in tqdm_notebook(trainPatients, desc='Train Patients'):\\n\",\n    \"        trainPatientFilePaths = glob.glob(os.path.join(dataFolderPath, 'AllDICOMs', '*' + str(trainPatient) + '*.dcm'))\\n\",\n    \"\\n\",\n    \"        for trainPatientFilePath in trainPatientFilePaths:\\n\",\n    \"            patientFileName = trainPatientFilePath.split(os.path.sep)[-1].split('_')[0]\\n\",\n    \"            \\n\",\n    \"            if patientFileName in massFileNames:\\n\",\n    \"                \\n\",\n    \"                xmlFilePath = os.path.join(dataFolderPath, 'AllXML', patientFileName + '.xml')\\n\",\n    \"                if massClassification:\\n\",\n    \"                    biradsScore = df[df['File Name']==int(patientFileName)]['Bi-Rads'].values[0]\\n\",\n    \"                else:\\n\",\n    \"                    biradsScore = 0\\n\",\n    \"                imageFilePath = saveImages(trainPatientFilePath, trainFoldPath)\\n\",\n    \"                saveMaskPath = os.path.join(trainFoldPath, imageFilePath.split(os.path.sep)[-1].split('.')[0])\\n\",\n    \"                imshape = Image.open(imageFilePath).size\\n\",\n    \"                saveMaskAsTxt(xmlFilePath, imageFilePath, saveMaskTextPath, biradsScore, imshape)\\n\",\n    \"                \\n\",\n    \"    saveMaskTextPath = os.path.join(foldPath, 'annotation_Validation.txt')\\n\",\n    \"    if not os.path.exists(saveMaskTextPath):\\n\",\n    \"        f = open(saveMaskTextPath, \\\"x\\\")\\n\",\n    \"                \\n\",\n    \"    for validationPatient in tqdm_notebook(testPatients, desc='Validation Patients'):\\n\",\n    \"        validationPatientFilePaths = glob.glob(os.path.join(dataFolderPath, 'AllDICOMs', '*' + str(validationPatient) + \\\"*.dcm\\\"))\\n\",\n    \"\\n\",\n    \"        for validationPatientFilePath in validationPatientFilePaths:\\n\",\n    \"            patientFileName = validationPatientFilePath.split(os.path.sep)[-1].split('_')[0]\\n\",\n    \"            if patientFileName in massFileNames:\\n\",\n    \"                \\n\",\n    \"                xmlFilePath = os.path.join(dataFolderPath, 'AllXML', patientFileName + '.xml')\\n\",\n    \"                if massClassification:\\n\",\n    \"                    biradsScore = df[df['File Name']==int(patientFileName)]['Bi-Rads'].values[0]\\n\",\n    \"                else:\\n\",\n    \"                    biradsScore = 0\\n\",\n    \"                imageFilePath = saveImages(validationPatientFilePath, validationFoldPath)\\n\",\n    \"                saveMaskPath = os.path.join(validationFoldPath, imageFilePath.split(os.path.sep)[-1].split('.')[0])\\n\",\n    \"                imshape = Image.open(imageFilePath).size\\n\",\n    \"                saveMaskAsTxt(xmlFilePath, imageFilePath, saveMaskTextPath, biradsScore, imshape)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 10,\n   \"id\": \"d1ebbd82-4adc-463f-a70b-0cce06aa2b4c\",\n   \"metadata\": {\n    \"tags\": []\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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\",\n      \"text/plain\": [\n       \"<Figure size 500x500 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"image/png\": 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\",\n      \"text/plain\": [\n       \"<Figure size 500x500 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"image/png\": 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\",\n      \"text/plain\": [\n       \"<Figure size 500x500 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"image/png\": 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\",\n      \"text/plain\": [\n       \"<Figure size 500x500 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"image/png\": 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fDw2PuIvJEr9o2s2qYiaKaudWwNaiqXr0SKQlWpRo1AirraB16eunWENgVtGp87EYn7Jcu1NKFVjQCNlffw8Nj7iHyRF8ul7uCmNSyrQ6vkg0NhJIytX5L8PzRLQCtbs/zrfSicQNrAGymEOUjXRHLftEYqGGgAfOBWA+PuY3IEz1Xr1IDtySp3roGOVU3p8yj12tqpUostqAZM2josVtpSL14Qo2HxgNsho+uogXgYgy6UCsWi/nUSg+POY7IEz3JztacV82bpK9SDb1nLZfAjUGYgklStwubtJaOeu96vi6ksjEB1erVI7cLo2y8gIFYBqAZU/AZNx4ecxuRJ3oGUZXgleSt1m6DqkCHfOm16w5SQNDD1iwYDaSGSURhAdywGYfto03r1GOpVCrg/XM24uHhMXcReaIHujNb1CtW4ldi5W/dYITat2bGKHQhlg2Chskz9Lw168f212br6GxEz+FzsaQDNX169R4eHnMXkSd61dJVk1cZRzNz7NaC6g1bL94etwuySNy6Kla9cJ0BqO6vEhDvpYZFF0rp9byGlTc1gOvh4TF3ccJLIHzqU58KZJ7EYjGsXr3avV+pVLBhwwYsXLgQvb29uOyyyzA6OhpoY9euXVi/fj3y+TyWLFmCG2+88bjJyq5y1SCpLSRGUtSdpYAOkWvNGRIr0x75nmbbWKPAc3mcHncsFkM6nXayixogrcETJjnZVbHsC2MLlUrFp1d6eMxxvC4e/TnnnIMf/OAHnZvI7ks33HAD7r33Xnz729/GwMAArrvuOnzgAx/Aj370IwBTAcv169djaGgIjz76KPbt24crr7wSqVQKn/3sZ2fcFxvsVG2bUCJnDju9eqYp0lsOk01oEOwesMxzJ7FbvZyGIpVKodVquVW7fE/7qNsE8n3NFNJNUrQfiUQCuVzOlyn28JjDeF2IPplMYmhoqOv4+Pg4/v7v/x533303fvu3fxsA8A//8A9Ys2YNHnvsMVx00UX4/ve/j1/84hf4wQ9+gMHBQbztbW/DZz7zGdx000341Kc+5WSJVwv1zPlayVpfq1bOAK5CZwM0XppuyWwb1cxVxtFZBGvasKyCyjdhAVe+JpFrNo4aokwm416n02ksWrQI559/Pnbt2oW9e/d6797DYw7idale+dxzz2HZsmU4/fTTccUVV2DXrl0AgK1bt6Jer+Piiy92565evRorV67Eli1bAABbtmzBeeedh8HBQXfOunXrUCgUsH379mnvWa1WUSgUAj+EXanKv1XWUcLXnHmgE1hVHV9TJelNc+Utr6E0U6lUUK1WUavVnASjZY11hS5fU2vXKpY0ACzdoLEBGifep92e2iVr3rx5WLJkCc444wwsXbr0NX+2Hh4epx5OONFfeOGFuPPOO3HffffhK1/5Cnbu3Inf+q3fwsTEBEZGRhz5KAYHBzEyMgIAGBkZCZA83+d70+G2227DwMCA+1mxYoV7z65gVf1cyZwefNjCKW4JqF45SymwNALb0kwXNQbpdBrZbBb5fB7tdtsVSCOha39Uo2eA2KZZttttJ/fob0pO2WwWPT09yOfzmD9/Ps4880wsWrRoJh+nh4dHBHDCpZtLL73U/X3++efjwgsvxGmnnYZvfetbyOVyJ/p2Dps2bcLGjRvd60KhgBUrVnRtNqKlAlSqIRmTUHUhUli2jcop7XbbLajiubyWq2KBKWPC4KiukgUQmAmoMdEYgJY00BW4sVgMmUwmIBlpqmc2m3Vtn3nmmahWq5iYmHjdPgsPD4/Zhdc9vXLevHk466yz8Pzzz+N3fud3UKvVMDY2FvDqR0dHnaY/NDSExx9/PNAGs3LCdH8ik8kgk8l0Hac3rlq9evUMhNqSA7xWq1RqUNcuTOJvu6o17ByrwSs08yZsoRUNgwZ5SfZ8j8aK92AmTm9vLwDg7LPPxtNPP41KpTLteHp4eEQHr/sOU5OTk3jhhRewdOlSXHDBBUilUnjggQfc+zt27MCuXbswPDwMABgeHsZTTz2F/fv3u3M2b96M/v5+rF27dsb3J8mpnq3ESamD8giDmvTEqYervq4ZMkrG9KZVj59ui0LV/DVAahdaAcFU0FQqhWw2i1wuFyB7W1OnWq26fjUaDfdM+Xweg4ODOPvss2cc2Pbw8Dg1ccI9+j/90z/F7/3e7+G0007D3r178ed//udIJBL4wz/8QwwMDODqq6/Gxo0bsWDBAvT39+MTn/gEhoeHcdFFFwEALrnkEqxduxYf/vCHcfvtt2NkZAQ333wzNmzYEOqxvxJInLphN9BZJasrU22Qlbp8mFeu0MVS9KBttoy2axc8WbmHvzVbiO3qc6k8FI/HA6WXdQaTTqfRbreRyWTc8yxfvhz1eh07duzw1S09PCKOE070L7/8Mv7wD/8Qhw4dwuLFi/Gbv/mbeOyxx7B48WIAwOc//3nE43FcdtllqFarWLduHb785S+76xOJBO655x5ce+21GB4eRk9PD6666irceuutx9UflTVUnrGErdq43Ywb6GTsqNTCv21qJM8HOkaAEpEaAJVebF0bLVFspRn215K6bkyi12ssIpVKIZ/PIxaL4bTTTkO1WsWLL77o0y49PCKMWDui/+GFQgEDAwO4/fbbkclkujYQYSpkvV5HuVx2pXxVJiHBakDVpkLSUwcQMARaT4fvaQkD9sMaHZ6jQWPNEtJrdBGXlklIJBKo1+sBKYcGJ5PJuHGoVqs4dOgQnnnmGbz88sue7D08TlGMj4+jv79/2vcjX+vGroC1mjqhGTN6rW62bUsO8Dq2bYunKUGrB8/rqJHrLMMWXNNFWkybVMOjhkVz7bWkcj6fR7lcRq1Wc31IJpNIpVJYsGABVq9ejUqlggMHDpyQMffw8JhdiDzRK1Eq6U+XqqjX6WKkMFlG26NHrbtMaaVMxgLsdoB2wRTJmkFUCy1SRlLXNEtdYEXPvlKpuMAxPX0GnjOZDObPn481a9agVqthfHz8BH8CHh4eJxuRJ3olY10IZdMXNaDKc9TDt8Stee58zQVV9jgQXF2r74VV19T0Sj6DrgPQYK7tD59DDRnb0jZ4v3g8jnw+j6GhIVSrVWzbts3vSOXhETFEnuiZgmg9X3rg9XrdSRwAAl49X/N91cZ1BqB1bXQFq82tt/dWaUg9fGt4wjR89k0NgsYXSqVS6A5UNADsJ1fl5vN5vOlNb0KpVMIzzzzjSxt7eEQIkSd6JVdCC4dp2WCer56zkrGuNrUe9nQpkpphozIQ3+NvrZ5pa+/orIJ90d2r9B6NRsN5+5SJ1HjpKl2eT2OSy+Xw5je/GeVyGS+88IIPznp4RASRJ3oSpaYt6gIpIFgvXo0A0J09o+3aY1busfINCZqBU5WSdCEVjzEtkwZCSVtlIL2nSjfW29f0Urah90ulUhgYGMBb3vIWTE5OHrO2kIeHx6mDyBM9N+PQlam2+JdmxmimjPWK1QBYSUUJ2ObUs20SOtvk+dbjpnHiAinV2jVDR9Mv+cMSCroITAO7YdKTSk2JRALz58/H2WefjWKx6GvieHhEAK97CYSTjem8bptpYzNoCEoq6ilzs5BUKhXIcCE5a+aMLTBmg7i8FkAgD5758cyWUYJXQ8J7sa92ZsD4Atu0FThV869WqyiXy0gkEli8eDHOPvtspFKpE/2ReHh4vMGIvEcPBGvPazojA5F25axep5KPfS9sgZTV5lXbD8vEARCQXXS1LRdHaQxBz2P/1FgAwUVVvG8qlQos1NJn1dkCweDsxMQEnnvuuYBB8PDwOLUQeaLX/HKSfb1e79LS1QO3mS/aFqFpjnanJz1fF1yFedyEeuacbehMQuUVDTDbnH7tuzUs/K3bEto8fhqCRCIR0Ov37Nlzgj4RDw+PNxqRJ3q7uTYrTypxhunqNs2S0GJkmu1iEZaTz+Psly6SUl3d6vjst25OYnPutTCZLtJS0tc4hQZ5tS1eX61Wkclk0N/fj9WrV6NYLGJsbOy1fhweHh4nAZHX6FU/1+wVoOP9Ur9W/d2mXapBUJmGurfeg+Sqbeh77Bev1bo3bFsNk03D1P1i9Tk064dZORqE1Q1M1AhpthHHAJjaKSudTmPhwoU455xz3AYmHh4epxYi79HrYiWSnZKuXcgEdG8iElYCwa6S1ftRJtJzbYAXQEAvt8ZD70XSVxlKZwGq+dMA6IyA7djyC+yLzdYBpkobc4VsOp3G0qVLsWbNGjz11FN+MZWHxymGyBO9XTXK3HRCPXWVb9RL1iqQ2pYahzD9XoOcaijs6lYAXcHesCJnth8aV1BjZFNEaQys0dDZAgmeJM7a/7VaDfl8HolEAitXrkSxWMRzzz3XFWPw8PCYvYg80WsAlPII0K3B2ywau+jJXqPkraULlJjVSNjyCdq2EjqlGc0Cosyj99V76Cpd/Q0gIPPY9yjZtNtTawt4r3g8HthmkDGN3t5enHnmmSiXy9i9e/dr+2A8PDzeMESe6HWFKys2Kvlb75iw2S08BgRLEwMdmYQLsKbLzdfVtFpkTL19uzJXg8Z2la4NoOq99DelJNXfeV9mDWlWkqZn6n1zuRzmzZuHNWvWoFQq4dChQ8f/wXh4eLxhiDzRqzZPaMqjlTwsdPWpEm5YbjxX4JIoNThqUx7VWNisIP5oWih1eXrnutJWn5PXAAiUM1bJhoZJvXeNFWhfdUbCAnDz58/HOeecg5/85CeYnJx8nT45Dw+PE4U5kXWjBGszTMLyzYFgwJTv2QVS9XrdbR5OoqTMoguYms0marVaILPGxgC4ylaPkaAJPW5lJjv7ADqbizADiD/pdBqZTAbpdLqrlLEaJxtEphHLZrMYHBzE2rVr/QbjHh6nACLv0WvKItC9WYfNp+c5YYXJrMZu5RUuNNJUTvXubWEyW9RMvW2bVsn7qd4OdNI26e1r22HnszSzZg7pfW0mj41B8O90Oo3ly5ejWCzimWee8StnPTxmMSJP9PSuma8OTAUXgeDKVaBjFOwCKA16qhFQktTFSLpgiZ4996i1VSTD9P8w46S/eZ4SL6+xxK6xARtA5j24cTmNgJVvNECcSqXcHrw9PT14y1vegmKxiF/96lc+E8fDY5Yi8kRP0GNtNBpIp9Muk0RlDyU/+14YifE42yJsTR2VZpTk7YyC16ncZIOwaiw0y8bWqtGAMNvX3Hpb+57HKOdoe7qoikahVqshm8264GyxWPR7znp4zFJEnuhJqLVazUkWuVwOqVTKedlKnjZ10aY+AsEAKs/lcSVvnk9JR3V3m3evxG8Nhc4gtAibBoXZP5VfNNDMRVhWfrL75pLIGXfgbICrfGu1mrt3tVpFKpVywdknnngCxWLx9f5IPTw8ZojIE321WnWbZJOci8Wi827DVsgCwYVWYfnuCtXdbW67rQuvgU62D3QCnSRqmzapxzRLyOrpjBVonxiQVePF+2m2je5mpatvOWtRrZ7EX6/XkU6nXXB227ZtqNfrJ/hT9PDweC2IPNHbipEksnq93lWbhr/DVo7aPHsea7VaAW/Zvm8lHaBbP+e90+m0k07Um7bGRXPtbfvso0otAALtqRcfJs/EYjE327FBX76nfWq1Wujt7cVpp52GYrGIZ5991gdnPTxmESJP9KqTq0fL97SIGBBenVINhEosth0lXc1D5zkE5Ru7+YkWQkun0wGvXomabYftfqXBXMYkKLOowVPjZp8lFoshk8mgWq0GsnfUk2eOPvuWTqfR19eHM8880wVnPTw8ZgciT/QkJ63iaCUPHgc6e8zaypVAUDLRNE19re0DwdrvKhNpX9iOJVVb+VIJWvV5lV1SqZSbETB3n21YMldDokZAZyk6Dhq41XTMVquFUqmEfD6PgYEBrFmzBpOTk37lrIfHLEHkiV73ibXBSw2eTqeN656yQDfBAd1BWtXHge5ql2zT5uHr35Z4bYaOPUc3POcz0vuertaNLQVBcufsQTV5O54a5FWJKZVKYeHChTj33HPxxBNPoFQqneBP1MPDY6aIPNEzUwUIbtwNdOQaJbzpoCUEGKhkhgoQ3AvWesuEpkUqCVv5hOcSNk4QlnrJ9QLq9avcQolFZxts267UzWQyoRKVzib0Gg08ZzIZxGIxLFu2DGvWrMHPfvYzX9bYw+MkI/JET2i2i5KzXfqvkozKLJqFAiBAlvo6zGBYD5yEq3nt1tu28o6dFWjNG/uc011L71vf0/O1dAPr2qj0w7HhfTUuwGt5PJ/PY9WqVW7P2WMZUQ8Pj9cXkSd6lTX4Wn/rilkeV49cg45h2S52tSzP1Xx5mwvPmjMkSKvvq1yiC5vYP+bl64pXzYsHpjYLIVHbgmbsm70WQCCjRvukz1kqlbqkKV2Zm06nEY/H0dfXh9WrV2NsbAz79+9/7R+mh4fHcSHyRc2AoHcMBLNbrDZP4tP9VllLhjXheZxeLMmcrzW1UTV+nsdj06UvAgho5HyfbScSCTcr0OfjeWGpoUAnmGr7rbEKK9nYonDxeBz5fB7pdNo9C/vbbrdRqVRQqVQQj8eRyWSwYMECnHvuuejp6Xk9PloPD49Xgch79JpGCHS8T5sBo2QYFgBV2YJ/07Mm6E3r7CHsOnrprI9PWO9Zg6vaFxocu1hKERZ3YDu6ybitlcPzVL7S2QgXoOnaAQa7aYyY8UOjNDQ0hLVr1+KnP/2p1+s9PE4CIk/03FTDkqJ6xLrQaDrvPyxoqdfqKlKFDdbq3xozoPcMwBkAvuY9NING27F9DsvWsSSvkhGh3rstrhaWc69lGGh8UqkUqtUqqtWqC8z29fXh9NNPR6FQwC9/+Uuv13t4vMGIPNGTvDSQanVpJVQlcpKlDbxqtoslWiV+6zHr9TZWQFC/p66uAVQg6KnrpiCaZaP3USMEdIwIyZwrcZWs2Y41jjo+Wh+oVqsF5Kt0Oh3I8InH4y6//siRI16v9/B4gxF5jV5lG6CTJqnvqbdrNXnKFjbgqcFXHteFTZp6aPtDw2LlFRoVyjupVCrQvzApRtvjuZRMSNxhMhRlISVoPqeVkNSAsT3en5ub8J7ad/6wLPT8+fNx/vnnI5/Pv7YP1cPDY0aIvEdvV5qGyTWWbDVNUDcH0bx7/g7z7FWm4bma4x6W5aP9BRDQsi3Zsy/aTpg3r6UUVOsH4Grg2DGwGT7WWKlRi8ViLg1T0z51nQKvb7VaSKfTWLp0Kc4991z85Cc/8Xq9h8cbhBl79I888gh+7/d+D8uWLUMsFsM//dM/Bd5vt9u45ZZbsHTpUuRyOVx88cV47rnnAuccPnwYV1xxBfr7+zFv3jxcffXVXXuP/vznP8dv/dZvIZvNYsWKFbj99ttn/nRHoV4pYcmL3rFdqKTHdcVpWGoi5RSVbezCIjUSx9Kq1XtmcJP30Pvqalv1+pWQKado4JgGR2Wa6cZLM3P0+VKpVCATyeb6qxFhPZz+/n6sWrUKb37zm1/5g/Pw8DghmDHRF4tFvPWtb8WXvvSl0Pdvv/12fOELX8BXv/pV/PjHP0ZPTw/WrVuHSqXizrniiiuwfft2bN68Gffccw8eeeQRfPzjH3fvFwoFXHLJJTjttNOwdetWfO5zn8OnPvUp/N3f/d1xPGJ3qV+VJizhqsetaZF8HUZk2rYGPJUstSiZXalrpZvpyg/Q29bgLEnXpkFqv0jilIJofDTziNfydSqVcrn4vAfb47O32213HklfZSQ1Ls1mE4VCAe12G/PmzcM555yDBQsWHNfn6eHhMTPE2q8hBSIWi+E73/kO3v/+9wOYIoFly5bhT/7kT/Cnf/qnAIDx8XEMDg7izjvvxOWXX45nnnkGa9euxRNPPIF3vOMdAID77rsP73vf+/Dyyy9j2bJl+MpXvoL//J//M0ZGRtzm03/2Z3+Gf/qnf8Kzzz77qvpWKBQwMDCA2267DfF4vCuVUcsRTJeiaPVwyi9a791KHtZrtoFalVL0PKA7tVP7YIOqelx/2+dkxlHYIiid4dgZSFhaphoiNXY6ltyYhONVr9ddsJbn53I51Ot17Ny5Ez/60Y9QrVZf+QP18PCYFuPj4+jv75/2/RMajN25cydGRkZw8cUXu2MDAwO48MILsWXLFgDAli1bMG/ePEfyAHDxxRcjHo/jxz/+sTvnne98pyN5AFi3bh127NiBI0eOzKhPlrB0oZRm16g8oTKF7jmrsot6+/o6TKbR+9vtCrU9vR+ALtK1NWbU0NBDz2QyLjjKWjyaUaN9tkZI69HbmYTOMGzAV+UcvQ939dI2OcPI5XI47bTTsGbNmq5x8vDwOLE4ocHYkZERAMDg4GDg+ODgoHtvZGQES5YsCXYimcSCBQsC56xataqrDb43f/78rnszd5soFAoAOjVqVBKxq0e1NrxdxarBRHrU9Xq9a3agG4GTOEmMuj2fNTLaD5K15rhrO3odvWVep4SrfQCCWTJ8rWSuhK9BX56rMwyeb9cX8Dj3nVWZSbOMALhNyPP5PNauXYtDhw5h9+7dXZ+ph4fHiUFkXKnbbrsNAwMD7mfFihWh55HEwqQTJV+VN+iFc4s8EjEQ1NmVFKlZx2Ixt2Wf9eTVw9XaM1bvZzBVa+TQU9dZCvs4neFQw6V91PRIeuW6/kBLOahR05gA2+P5mUzGkb7GQvibq4oHBgbwtre9DQMDA6/PF8PDw+PEEv3Q0BAAYHR0NHB8dHTUvTc0NNS1YKbRaODw4cOBc8La0HtYbNq0CePj4+6HHqJKDUDQ2yZJaQ0ZK98A6CJiDX6qZKM6PrfiszKQRZgUwxx33c5PvXMtUMZcdcpCeq0aGCVoHQtr5NQo6HjZwnCNRgPVajWwF68dIw3Sah+BKVmnUqkglUphcHAQ559/PjKZTOhn6+Hh8dpwQol+1apVGBoawgMPPOCOFQoF/PjHP8bw8DAAYHh4GGNjY9i6das758EHH0Sr1cKFF17oznnkkUcCm0xv3rwZZ599dqhsAwCZTAb9/f2BHyCo0VtvGQh680qimn0DdNIc1XsneVovl56sLlhSkrSkp/INQQ9ZZSYleDU0NpWSUg6fQwOodjGYxhM0PsD2wmINahBtpg+NTKVScV47DZ+NJ3AHrEwmg9NOOw1nnXWW1+s9PF4HzPi/anJyEtu2bcO2bdsATAVgt23bhl27diEWi+H666/Hf/kv/wX//M//jKeeegpXXnklli1b5jJz1qxZg/e+97342Mc+hscffxw/+tGPcN111+Hyyy/HsmXLAAAf+tCHkE6ncfXVV2P79u345je/iTvuuAMbN26c8QOq567ac9h5qsfzfPvD9Eg1BDobUB0amEppzGazyOVyTsZgaQMtDGZ1ciVctsPNw5kmyfz6arXqjBAJFQiuFVAvniC5a6BZJSYaFfY/m826PmQyGWSz2cC1PF91frsSWfP9Y7GYK5I2MDCAs846C8uXL5/xZ+zh4XFszDgY++STT+Ld7363e03yveqqq3DnnXfik5/8JIrFIj7+8Y9jbGwMv/mbv4n77rsP2WzWXXPXXXfhuuuuw3ve8x7E43Fcdtll+MIXvuDeHxgYwPe//31s2LABF1xwARYtWoRbbrklkGv/akFy0S32lNRt5orNXVdZha91b1eVa9RbVeLUYCn3dAWmZiEkVmuANACs/eR92a569To70Tr67HcqlQqkh9pUTp01aKE1GzzWtjhLsFs16qxI29QVvPxMKpUK8vk8Fi5ciNWrV2NiYmLG2VUeHh7T4zXl0c9mMI/+s5/9rMsCYbYMSVfrvRBh5Qn0fc3iobRkvX6bbaLZLJr5QlIMW5XKH5096P63PFdnEtZgAZ2ZhQZPdXMRPqOVqfRvGir22e4bG4/HUa1WAxo9q4ZSnuF9dJN2la448xkbG8NLL72EJ598MrDIzsPDY3q8oXn0sxkMDtJDVbJSMlWZR4Oueg69cGrd1lbagCeAwCyAZFir1dxiIvXUGYTVUgq6U5TNerExA5vyGJbdo30FgjKP/q1GRI/boPF0wV6OkcYRVFrS9unZL126FGeddVaXfOXh4XF8iHxRM+u9A937uobJM2FSDOUUkirPZxE0q7WH/VYJRoOgKqHYBVM0BiRT1bxtjjw1etsPjSdYA0FoDENX4RLWSBD6LPp6OoOj96NXr/WDent7sWrVKhQKBbz00kvTfrYeHh6vDpEnepVTSJa20iPf17oshHqxqotbLVthM1FUHgkL2lYqFdcOVwOrHm/b4/11425ew+dh20r07IMSchgZW4Nny0SEeffaD2rvHGc1pDRstiwD22E1zP7+fqxevRqTk5M4ePDgMT9jDw+PYyPy0g1JhKmKQHAza5v6CASLmalmboOebEe9f03DZFsa7LSLp7QkMgmw2Wy6mjEqeQAIyDg6W9ASBUqqNBIqqyi5x+PxrgVRSs5qDKwh0fvw+RioZf68LrLSWYnKNrpqOB6Pu78XLFiAtWvX+vr1Hh6vEZEneiCoJ9tdkywRA8HNQcK8dYXV8rVdeq82z177xFRLpi2qnKHBVn0W/a3VIvlapSnbNxustQZpuoCxzdm32r8tJ8HZif6E3cOSPdBZeZxOpzE0NOT1eg+P14g5Q/TW87bkpRIPvW7V9TUtM0yHV6/cevwkMiVKvZ4avZYv0PdJpFbHVx3d6utWIyd0QRjB9jXtkc9qvXE1HCovaT/sTInXMhiubYQZW10R3NPTg1WrVuG0004L9NnDw+PVY85o9CRTS3zTBSX5Q7JXL9emM/K4kiPb1h2XNJVTjULYqlFbCphtqxHgD4PNvIdu1M3r1WhZQ2SDpGFGQuMSOk7Wyw8zLNp3GidNLbVliuPxzqrZbDaLefPmYfXq1SiVSq7wnYeHx6vHnCB6DQyq56jEbCWZMO9YUzKVGHW2wGtVorCZMWw3FosFatFQ32a/2ZaVW9QQhZG0VuK0fWd/rYSi99TZi/ZB4xU2dqBjEZaxo2sLGIugZ59Op50XrzOfVmuqvn0+n8fixYtxzjnnoFgsYmJi4tV89B4eHkcReemGJGw1aiU6JTBLpgqVd9RztXXZAXQFXHkOz2u3211BVZI0ZwHMwNEApj6DSjtqyGzwF5hahWurWLJt/tbn02PqtWtQWMfESls2DmJLJWgsQYueWTQaDRSLRSQSCQwODuKcc84J7FPg4eHxyoi8R08wu0Q3+FaPPoyklEz1mjBC4vlAd6669Y7VUDDrRj1h9sHm/bOEgmb2WGlEJRbtQ7PZdGRqPXT7PCpT8f56zFa/1DEKi19MJz3xtXr6KvHws6K8k06nsWLFCkxOTuIXv/hFl0zk4eERjsh79CQO6uBhWjv1cpsVYkkqLPPEph5ab5tBSVtvXs+lx6t9ZkCY3q9mnTAdkucCwTRO3leJmr/VqwaCBdnCsnHYlhoHmyIZNjsi1OjZ2UZYzERLLuiYcAx7e3tx1llnYeXKla/uC+Dh4RF9j97mvltP1wYYVVMnOdmURZWDrGeqMgylGJVYNNsnzCO1OemExhqYkqkBZjv74P3Yf54T9iyxWAyZTMbl7vPZtT3V/fW3SjhqCDQOoJlHCjUwfG13AtMVs5TD+vr6cO6556JcLnftW+Dh4dGNyHv0003vlZyB4OpVJbl6vR5Ie9SFSWzHBjbZtspEmqZovWldsKQyjurn+iy2H3ytm4PofTQ9064KpgxUq9Xca1vqwAZtCfu8Oia26qaOkc6MbIxE+2xnEDQEtVoNfX19OP/88zFv3rxX8zXw8JjTiDzRq1xil/wrmQIIrFq152tpYG1PM3amC+5qqqReq4XObJaM3tvKTCpHsaCY7jNrZRbCZgCpN21X4ipZT7dgimOosLMnK9noOFnpRw2sGgrtP2cnqVQKixYtwnnnnYeenp7X9B3x8Ig6Ik/0AAJkAUy/05RKDZp9o16ukrR60uqJqlcNBD1yJXg1OgACpRP0t9WyLeky0Kr71GqKYpjxsdlIGmi2aaBh2Tfq8Vvd355ryVxfWy9fPyPbrpaqqNVqSKVSWLp0KdauXeszcTw8joHIa/Sa0qh58JpfDnQTlyXpMAIGOhp3Op0OELXNgrGGhW0oIauXbAPInGnwXK1wGYvFUKvVAt61NRR67zCtHAgv5mZX0tqsGeup8zcDykrwNuNHz+VnpbX2+Zw0VqziqfsB5PN5LF++HOVyGc8880zgGTw8PKYQeaJX4lWPnSSkXqSuErWZIyqhhJ2jgU/1Rq1BUILk31p7Xs+zgVObrWODw7xmur6GkTPbU+knTEaxpZNtCul0wWX7Gag0pQTP0gdWGorFOqua+Zt9qdVqaLenyhq/+c1vxuTkpC9r7OERgjlB9CRTkhTz0wkrdfCY/tZZANsNu48GeZUsrUdMo8C22UfC5uHbejJKwkqwVpu3pG7z7vm3Lc+gY6NyVthCMd2xygZTpzO0PJ+zLW3Xznq0bTWQiUQC1WrVkf2ZZ56JiYkJHDp0CB4eHh1EXqNXz5pEYTNC+L4NgBKWnDV7Rj1k1ecBdBGUDVSqPq33U92fgVbNndfrAbg1AEr+SpY25qBSiko0NqPI6ub2eSw5c0xtSeKwZ2aOvA1G8zwLGjs1mLwfDc38+fOxZs0a5HK57i+Ch8ccRuSJnpJAGNnZIKANNtrz2Z4tN6DpkzbLxZIWSU7PVcNi8+6t5GL7bXPWp5No7KxA+2kNEH9beUjPD3tmS/ZMHdXFaHx2HU9KQVoeQu9ts420lg4NRqPRcGUSfFljD48gIi/dqBZsSUvJRvPXbVDTBiC1Dc1WseSonrGVhdRDVbmH51uZSK8NS7fUdsNkJe1rmEav/bDvqQ6v57BPmjqqGTokZft5qLykhG0DttoWwb5rOQudUWUyGaxcuRLj4+Ner/fwOIrIEz0QlALCCNkGOUkuNv9dPWp69lzBqeSrBKbXUosmQYVlydhsF+233oN9tefxefleWC66zcKxKZZqzKzkZJ/FriWwY6nnWH1fjYgaM8204WuVi6yRsGmZ/f39OPPMMzE+Po4jR45M+73w8JgriLx0w+CrBmOtNxyWx62kpB6/kqteo54uJY2wapVKZuyfGhN7Lw2E8hzew8pM6gUrLFHr2IQ9r+roYXVwwmY1akCniwnY+IjGO3T3Lx03+zz6mfEZdGEXDcSCBQuwevVqZDKZV/Et8fCINiJP9Fa71owTIEjKSlZ2D1YtUaB105VkWB2Sq2jr9XqA3EleuguV9jGMuK08Yknfat28ZroNzqfz/rUNm/evQV/2n9fqTldhZK5G1MpMvNbulGWJ3M5a9FybnQQAlUoFqVQKQ0NDOP3000ODux4ecwmRl264sQUllna7UzoA6M5CUQ/aZpGodKDXAkHPnKWEbdohSU3LD6vHqjq+DUYey2NX8ue1bCssk0afxbajMw29lkFVGrh2u5N7z37p2ITNdGz8YLqZhl6n59jnU6gxSyQSqNfryGQyePOb34wjR474nak85jQiT/RAd7CR8gAQDCTqubrTk2rYur+qzZYBOrnlWsfGeuM2+EoPWFfWat9tWmFYrr8SHY/xGXQrRL6nnrPNoVeDpm3r86rhUVmMx9SLp1Hls9ogKv8Om3GFBYmtRGTPJ7SscaFQQKlUsl8ND485gcgTPb1UFiyzVSJJFnbpvCU+tmHllHa77erMMDhbLpcDni2libDgZizWWRmr3jS9ZmuIwtIpw0oYaN/V86YnzvdbrakCYWzfavJa4tjKSWHHeNwGdGmstE2gkz0zXQDbvtZ702iESTM0UK1WC4sWLcIZZ5yBp59+umsW4+ExFxB5oqdUYxcm2fRF4NhlCoCg56ykX6/XnQEhcek1SoRaulhJX4nWSjFWBrH9IZnTu9admdRAKfnxudlXGkSVZsJkFRoujoEGQBV2M/aw52RKZSqVcnKWzQjS++tswxpCO94Ec/lXrlyJw4cP4+WXXz7W18XDI5KIPNET6hHH41MFspRAKbdYHZnvAx1DYLXoWCzmyFT3ZVXjEub12vuwPRoLSh5hRMf2Sc4qv9jcfhu0bDabgSqXeg8rh9ia+jRsGnNQ2Ynt6K5adgajhsUSvT6rnc3oGIUdt5+XtjUwMIAzzzwTY2NjmJycDL3OwyOqiHzWDdC9vN9KEe12O1AdEgiuYAXQdZ7NTuE1Sqb1ej2QMmjz5tVzV52bRJxKpQJGRjVwzVYhGas8RW8ZQMD4aH/5PExtZDscL7vhCrOIeC6D2u12G+l02klCKs1MNzPgTCsWiyGfz7tnVW2fsLMFG08JC4qroaNRWbJkCc4880y/atZjziHyHr0lHMoJtowB9V5NmVTvWQOFbNcGLfU4z2X5YM0Z19iAEhKv1+MkbBtApVGhJ68rS7UkM59VpR29j6aKsp6OpoSGyVBA95aHGq/g+1o8jvcOizXE43Gk0+lAnMOuebCG0cYx1HsPM761Ws1tLn7gwAEv4XjMKUSe6JV0SeTWq+d5QNAwqDShUoRqxDzXSiRqBGzlSXq+9PjDSiFYuYbeO/9WWUaP67aAbEuDtSrLAJ2MH7anWwpaqShsfGxgmH2m4dBMIo6jPg9JOMzLVgPKe0732U53jR5vNBpu1ezhw4d9Fo7HnMGcIHoGBm0gE+iWAXRTi0aj4SQXm0tPsidpq4QSJieQdHmMBKvyi3rkQHflTc2WAToBYZvXTk/aeu9Ap6aM7Qvb0eCqzRKycQVL8lY753iqUU2n0+4aW+3T1t9XyWY6j90aRBogOxPR2drg4CBOP/10bN++fVqd38MjSog80QPoIi6SAQlRPWkgSP6asaLHw6QEJW1NJ+T7aiR045NUKoVsNuv0bm2DiMfjqFarLouEbfCZtFpkKpVym3LYGYPdrpDnqLdttXSFkrqSuBo2vZ9uWEJDpcFiZgZZmWa62ZeV0KYzQnbGRfJvtVrIZrM4/fTTMTo6igMHDry2L5eHxymAORGMJSlTrwbCN7dQr1wDnurVajuqcTO4qLpzWLCQ9+M59Dar1ap7j/1TL1mNkhoBG7y0AVMbo7BxBjsL4fFjXce+s31NWdVgtcYaGKzVmIQ1rrowTcd9OoRJNjaeYmdwvN/8+fNx1llnuZiCh0eUMSc8evXudJOLMHKwsgYQLDesBBsmIeg9uRCJ+ea8j00l1HvTW6csxAVN6t1rsFQ9cF0ExveswdEgMtCRkGi0rNwSFijm3zpGWs1Sn4l/N5tNpNNpZDKZrtRL/mbmDb1/NRwcU7sOwpK5Gg+FziBisRhyuRyWL1+Offv24cUXX3ylr5CHxymNGXv0jzzyCH7v934Py5YtQywWwz/90z8F3v/jP/7jAIHGYjG8973vDZxz+PBhXHHFFejv78e8efNw9dVXd+U2//znP8dv/dZvIZvNYsWKFbj99ttn/nRHYYlOJQ8rAagEolIM0xCVTNQw2OAu7wN0SEnvXa/XnbzCPuqMolaroVarOa+ZFR0pQ/C1VnnUfqtElclkAvo+yVtnA1bmYYE29Y5pfNRw6ufMvvNZdVYR5pmr4eA4WZ2eY6ZGSI2PzjRsX/VHjzebTVQqFfT39+Pss89GX1/fcX+3PDxOBcyY6IvFIt761rfiS1/60rTnvPe978W+ffvcz//6X/8r8P4VV1yB7du3Y/PmzbjnnnvwyCOP4OMf/7h7v1Ao4JJLLsFpp52GrVu34nOf+xw+9alP4e/+7u9m2l1HDPw7k8mEBv2U9Ky3DwQzPNQIqBdtvXvrzatx0UCues9W1mAVzFqt5qQhlUdsnRk+DzFdrr+dzejftjon2+E4WEnFrua1/eAzVatVlztvd9nSeIWmburMw0peanDtDMzOUqz8xIynJUuW4IwzzjimROThcapjxtLNpZdeiksvvfSY52QyGQwNDYW+98wzz+C+++7DE088gXe84x0AgP/23/4b3ve+9+G//tf/imXLluGuu+5CrVbD//gf/wPpdBrnnHMOtm3bhr/+678OGIRXA82ZB4LEr7niKiMowQCdVZqqOav3Hybf2MChJUxb14bQ7BCrp6vBsBKJGilbSE2LmtHz1iCuzjiAjkSiHr320aZCxmLBIK8SLfuoQW39W+vsUMvnht/T7SGgZR10vIHO1oI2IG4NU6PRQKVSQW9vL1atWoWXX37ZB2Y9IovXJRj70EMPYcmSJTj77LNx7bXX4tChQ+69LVu2YN68eY7kAeDiiy9GPB7Hj3/8Y3fOO9/5TqTTaXfOunXrsGPHjhnvGKTTfJJcLBZDOp1GOp12nrUlbLsQKMxLtNIAoX+r8dCsmGQy6QKUSvpAp4aMevjqlbJdEr7V2S2x8Twb4NXns0FdnQXp2FijoKtg1ZhqG0q6YYFsKz/xHjpz0bG1RpQGgt8XTVXVzyFsFtJsNl1glkbCwyNqOOHf7Pe+9734wAc+gFWrVuGFF17Af/pP/wmXXnoptmzZgkQigZGRESxZsiTYiWQSCxYscDXDR0ZGsGrVqsA5g4OD7r358+d33bdarbrMFWBK/gGm/ukptejCJ5VQ2u02MpmMk0Y0/1zJkfVw+GOlCZVICD1udWZeq1q/EpLNELLGR3+sFg0EM2Z4L/Xk1bDprENr9YfVstFZg27YYmdP1uCpJ66zKpZtYCA6lUo5r97q++yDpmpyrNSg6bixb1a24nik02ksX74cu3fvxq5du7q+Wx4epzpOONFffvnl7u/zzjsP559/Pt7ylrfgoYcewnve854TfTuH2267DZ/+9Ke7jqt3GOY5s/Ik0JF1lBzVcwTgAqBcQartaVaIyimaOcJ0PuaPh0kTbCssO0cNgTUsGnAOyxwK0/Htc/IeJOxKpRKQfQgGhuk963PpGOiMQWcj2m+7HoB1ftTw2SAs2+e12kf9vMI+S713tVpFo9FAT08PzjzzTOzfvx+VSgUeHlHC655Hf/rpp2PRokV4/vnnAQBDQ0PYv39/4JxGo4HDhw87XX9oaAijo6OBc/h6Ou1/06ZNGB8fdz+7d+8G0KmvDnRLGCSEVquFSqWCcrnsFi0B4asxVYLRoCLb53WqmbMPKsNQvtFr9X6UlzgbYbtWggjLmrGefNiz6KxGA8p2HUBYPEDJm8er1Wogi0gD1Bo7sDMeKwnp8ySTSWQymcBY8f5aUE1jKDp+dqz4nr0/ZxlDQ0NYuXJl6PfLw+NUxutO9C+//DIOHTqEpUuXAgCGh4cxNjaGrVu3unMefPBBtFotXHjhhe6cRx55JLAz0ebNm3H22WeHyjbAVAC4v78/8AMEy+va4J4SrUoLzMhQYlPCo4auFReVjHSGQO+UpM178TqbfaIkbRczsS+qZevz2f6q9xoWd1DPV/VsAE6SsZlI2qbKXHbWMV2MwQa8rdZOg1Cv153xYMaRXS2rnymfIWwWE0b47C/HsV6vI5/P4/TTT0dvb2/od8zD41TFjIl+cnIS27Ztw7Zt2wAAO3fuxLZt27Br1y5MTk7ixhtvxGOPPYaXXnoJDzzwAH7/938fZ5xxBtatWwcAWLNmDd773vfiYx/7GB5//HH86Ec/wnXXXYfLL78cy5YtAwB86EMfQjqdxtVXX43t27fjm9/8Ju644w5s3Lhxxg+oHq7q2DYlkuRpA3JKnszntjniBD39fD6PbDbrZBuSltagYVsAkM1m0dPTg1wu5wyGLYTG39Ywqe4cJvFY2UVJ2waqlYj1Wm0zLAag5yj585hq+ja2YGUXoHvFLtvR9Qw69nqODSrzOGE9/Xa7s0NXo9HA4sWLsWrVqi7D4OFxKmPGRP/kk0/i137t1/Brv/ZrAICNGzfi137t13DLLbcgkUjg5z//Of7dv/t3OOuss3D11VfjggsuwP/7f/8PmUzGtXHXXXdh9erVeM973oP3ve99+M3f/M1AjvzAwAC+//3vY+fOnbjgggvwJ3/yJ7jllltmnFoJBAtl2RK4YV4t686wQBiP24CovubUn5p7uVwOaMcqO5DAG40GSqWSMwCUTFj0K5vNuoVO0y3TD5sJWAK3ejmfRwPTWq+e53JxmJKpTfEMI3reU4k6zHvnezrOrEdDj57Ern1X3T5MniHZ29IVvB9hDVsymUS9XkcymcTKlSunnTl6eJyKiLWtaBoRFAoFDAwM4Atf+AKSyWQgIAoE9xTlIh6SktWugW5pQvO1lfSUPGyJXntvkr5u2KHVMFVeaLfbAU26Vqt1GR8FydGSoCV0AE6CUkOkfbQevGbvaD81A4avea6dPXEcSO40aNVqFQcPHkShUHBtq+HiMVuUTvvHY2HxAnte2LPW63U899xz+OlPfxr4znh4zFaMj487uToMkS9qRo/ZEpJ66/QqSdqUW+jBWpIGgkRM8gzLD+e1amjUs+V1rCNfrVZRqVRQrVbd8Uql4rJ0dNGQetxWC1dPXw2GJfowY6F/27LG9vmtHm/jAvythKlthcUV9L6Ejqvm8Id56fps2j8rU+nnqYjH41i2bBkWL1483dfKw+OUQuRXiJAMrbxCktFApqY7agDWkqjq9XYTEM1m4fsk5jCPFkCgH7pJNjN8SHC5XA7xeByVSiVAfKrT25RELcFAqBzDmQefXbNf9NmBYPlhS5Cqw/OZ1PjpONsZhfZFJRrVz1X31/a1DZvCqfewqbX2b40VJJNJ9PX1YdWqVTh06FBgpywPj1MRkffoSXiqBet71kNUGWO6TBZ6iFo8jMSjxcBoBHRREdAJENv4gOrrGlMgIdl9bdUr5mug29sGwuUdHmeAk23oTETz28Ny71V+sZk+1sNXg6j95d+6elbLNkwn/VhDYZ/RevP2c7Cylv6kUiksWbLEe/UekUDkiV7rsmjQT4nBbhgCBImX5KHEG49PLbunEdCMkOlIyUoYfJ+6vFak1JRQnSHYYGRYrZ0wA6XausIaB/sM+rcaFUvgYfKIzUqyxkfHIJVKueBzWI6/tmHHV+9pUzqtvj+djKNGpdlsolaruTo4vma9x6mOyBO91YNVwqEObLVkm2pJItASvdTxiTCy01ROLSGsHqqSlpIOq2xqgJObiuj9gG5ZIiyoamcOvJ9dUGaNhQZe7X2ViDWvX9M+1eCo4dRnZz/S6XQg80Y1eRsT0fEi1ABaA2YlHmK62RDHb/Hixa78hofHqYrIE73V0IFuz1yJjP/kQDDn3BKlEoytRKlGQnPmSWaaq69eM9viD3Px1bMP80gJvm+fOcwDVnmIUKPCfvN4mGfN93S8rKyj52o/tVgaPXrGFLjCVgmX16lUNp0cZSUZC+2bjpsei8enSlDk83msXLnSFzzzOKUReaK3erEGUlXLVuKn9xyWNkmyUx1b9fgwT5pEWalUAiRnjYcSOjBFQNlsFtlstut8G/RUglfS0nuph2wzhAgbeFXZSgPUlmytx67jyb5pf/Vv22+bO6/9CvvbGl+r0/O3vW+Y0da/OdaLFy/uKsTn4XEqIfJET6g0QALT7BOr2QMdclOdOkxq0QVCSp5KwAwGc9co6/mqTmzLCnARl5K2tmn1f+v5Wu9YyU1nCTpWthaPJUQlb6CTtWLPp7euRlIJl1IWF2iR6MNWvhJWjrHvW4S9r7Mv9p/Ppeez4Jn36j1OZUT+m6veHfdgpYzC922wFeje1k5JR9MzgU5tc+v52+qTJFP1yHX5PRdukWyazaZbKaszA/W6lfTCJBm7Ipdlm23KqD6P9X41OMr+hwU0SdzpdNo9i8YkwgyKxkVouDSOorn/VnLRWMGxPPMwOcm2Z2cBnJ1xMdfixYuxcOHCrmJ7Hh6nAiJP9Lq83+aFq2evRKnGQOWYsOwVNQLaFoOKFurx6kyApKbaeCwWc6UAdMbBa2xQl+fYhVGWuJV4p5NHdNxI1nqOSmE8h31iMFklIr6vsxZNJdXPY7oAaZhh0ev1OexxawTCjKMN2uqY06s/ePBg6Ofq4TGbEXnpJh6Pu6CmSilM58tms8jlcm63KXqW1hPlEn2eE0ZGJC+SpGr4dnWu6sR8zX7pzlphOjqNAY2AfV7+DvPSwwjSzlh0jOwiMiBYP8i2qYFn3RxEx8y2R0JVQ8rzVFLR57CzpDCvnrDSWJhh0JmGPg+NbTabxZIlSzBv3ryu9j08Zjsi79HXajWXB91ut52kAEyVNiZhaY0ZAF1eb6vVcmSvGjq1Xp5rPcIwGUS9dxsQJkFbsre55zqLIJHqMf62HruSK5/bZuKEpX9qcFblI5sCyj1g9VxCCVxfEzQOOhuyshD/tsZDn5HPHqbth70fJuHo7IFj0NfXh+XLl+Pw4cNd9/XwmM2IPNFTK6eXqtP0arUakGtUZ7eZMSwopjnxGjS0xKASB39riV0NZIaRPUlMiY6lCrR/WuhMZSZ7jNdo2wxOU2KxC6OUzAktu8BnJbnrLIJjpSWXdTEUSZ1BWJVOVLrSz8N62nrOdAZWjZ59X7OH7FjzPP6uVqtu0/udO3e6rSo9PE4FRJ7odfENZRWtBQ90e28AHDHRk+zp6XEpkrVarSvrhNdYLZ/tkkhslonNntGUTGb7UCrhb74fi8Vced16vR4gX30uruDVVbQ0bBr4tBIG0Fm1qiWDLTmqh55KpQKZRWyz3W4HNl5ptVpuO0YGnHUmoZ+NlVU41nxerWSpUEKfDjYuoJ+l/t1oNJBOp9Hf34+lS5d6ovc4pRB5olcPleSgi3PoRVsvDoAjT5UK0uk0KpVKgITZhpUbbB8sEccbDSQBxNttJI/OEFqtFhJHiT9BiajRANgG9eZEAulUCu1WC8l4HKlEZ+NtoDszBrEYmkfXBsSO/p2IxxFvt9FoNoFGA/FEAm2RoGi0GkcJOd5uI3H0WWP06uPxQLaQZtZws3aSsRoMNXrNZhOVSgW5XM71n6UgNHhNqMeuuruOu84uwuISbCfMcIXJPvw+ZDIZLF26FC+99FJgM3oPj9mMyBO9FjOzAb9MJuOm5SQ1rTipKZblchmxWAy5XA69vb1uezuSPQ0HyyKEBQaZ3gkA6WIRb37+eVT7+rqMhXrfugAJ6K7lTsNBjd7WiVEC1DbCSE2DvlaGCfWyWy2g2cTOM890MQ7KS+rtZ7NZAFPxEso53GCd56vEpOUf7CI0K9nwXlqPRg2VJXA16GoU7Hth5/FzmTdvHhYtWoQ9e/Yc9/fSw+ONROSJnl6XSiIkIBJlLpdzpKPaMv/hVb8ul8tu/9d4PO5qx1NGyWQyTjcnWYTJIikAhUWLsG/ZskDf1ONVPV0XFGlOutbjicVi7t66klUXLJEcOSYq32ifta9WpnHrBppNrHzhhYChUPJkiqW9t6ag8jmy2awja03d5PjZWRH/VsOtxjrMg+c46d9qQKzMo+2q5JXL5bB06VLs27fvmLKQh8dsQeSJ3nqFlG54DJjSiDOZjCMOTVu0ZNBudzJ3KAFRt6/Vak6isFkr9Kj5mrMFJSglZVuDRiUkJZ1KpeLaoaGxefdaZVNnINPp7CR56t5sX/e8JWJG0+e9OQaavaQzBsZAaATz+TxqtRrGxsZQq9Vc1pF67naWxHbZHseHrwkbnNb37efL93TmoGTPzKJFixaht7fXa/UepwQiT/RAcGMPkiOX+JPYSZQkMcoyvF7lDx6v1+vOSKgnr+mOLNClpAkENxYhNEhLolPjRCOjwVmSue6Sxb8pI6l3zLb4WmcENhCaTqfdeRoo5b2TySQSRuLRWRDvp+OnhM2sIaZT1mo1lMtlZ+x03YL15tkne2/CymbH0t6t5h8WSOY4cnz7+vowODjoid7jlEDkiV7Jy2q3TLtUz9CupFUvGwiufqWU0263XS11JVeSIWcA1qO25GNJX+8ZphlTLgLg5CQeb7fbTo6yJEYDp/dXgtMsFvbTBnpjsRhg5CntJ7Oc+Dev11LEpVIJ7XYb2WwW1WoV4+PjOHToEOr1eiAf38YcdBzC4g1h5G/H0n6Otk3NXFIJiMY4k8lgcHAQO3fu9DtQecx6RJ7oSZ4auLRTeNWVbRAyjCD4T0+S1SBvJpNxQUfeV71u9Uq5AIueonreCs1m4azDBpapTasXnEwmUa1Wu/L6w4hfFzORkPmaz6ESUbvdBppNxGVcrdyl0o0aDBoS7X+lUsHY2FggvmFr7LBN9crVoCj0mrDgrHrp9rowY2HJPplMYv78+RgYGMChQ4de+Yvo4XESEXmiJ/kB6PLKNKipJQ9UWlDCUuIn2VJn1jTAXC4X8BY1e4ekpFIS+2AzdlRWYT8SiURXHRnV+3V1LRd1qcdLrV3jAHyfsw+VnzT1tKenx40rJSmNO/A8kjn7rs+vsg4A99mUy2UcOXIkIJVYiUaP6Tjp32EzH7YR5uGHGQGF1f419pLP57FkyRJP9B6zHpEneiCo5fI1AEd2NlhHT1K39FNSVr1eV7LyfObbK7HovqxOKhLNP5lMIp1Od+Xi875Ax2jxnkpOSp4s+8D4gRovvb8aED4Ln1vb1JINGp/A0fx+HWOOi5I7DQsXq+mMJx6Po1qt4siRIyiVSk4ms4vRgGCsRD12gp+VSkw8RzN9NGYTVqDMGo2w4+32VErn4sWL8fzzzwd2G/PwmG2YE0Sv/9RK1NTfSWrq/QNwK2A1iKhtMuCpHrJmm2imDDNiqJ23AaDdWd3JNklKnCmohKHkqTMOlXz4bDQqyWQS2WzWXcMVnpoKGZaSaAmVbXM2FI/HEUskXNaNppBqeWZKVvyhQdC4R61Wc0FNPpd69mxL+6J9UvlKPfqw59Bx4j2s5GTlGv1Ng9dsNpHJZDBv3jz09fXh8OHDM/5eeni8UYg80ZOAbUDP5qjzn11z2JW0gaBHSWLjwh8SJaWSarXq2iDJpFIp5HI59PT0IF4uIzE+HiB3GgQNAFuJh5ITPUgtKqakR3Kq1WqBRWO8Ro0IjUq1Wu3SxXUMmXbqPGYhUS16pjEFLbvA3wzIcpYzPj6OUqnUJaPprMVKNPqs+tnwHBtf0X4SOqvQ2Z0+d5hnz8+h2Wwin89j8eLFnug9ZjUiT/TpdNqlCZKs+M+rmSTquVnPkL8tgZBoGIDVa3SVK2cJlCwSiQT6MKV59/b2BhZ1WW9e79Nut13ap6ZwxmKxQIEyki37W61WXZuaZWT1Z46D9WhV31apqNVuoy3xDl7D9QVhcQM+C2WcQqGAQ4cOBbKB1Ghov6xHH6azq9ELg5K/po7yXlpV1MJ+VxqNhtuU5IUXXvDZNx6zFpEn+rCgqHro6oESYYtqdDZAYtPFTVZqsNvOqVbfbDan8sXLZQBThE9DoUSlHidLM9CoaAwBgHuPnjnPUSmEejhJ36ZM5nI5JJNJVCqVQJoo+6MzjlgsBkigl+TOTCLtO2MWvE4NzujoKCqVStdnoLDyiX62OiPiubad6QKt+rmwPav96/vajhq9gYEB9PX14ciRI6H99/A42Yg80XMhDtAhTPWIgQ5haMCOwUDNKgE6hEeC11WjSvbU/m0gWL3lVquFarWKer0eKOClJBkWjA0L2ipxp9NpF1ClYQojYe0f0Wq1kMlkAACVSsWdq/vmuj62WmgJ+dKQqmdbLpfdal3GC5jdc+jQIUxOTgakIpV/rEyjP5b0NZ9eid562Ur4GkOxmT1hko29vre316WGLlq0yBO9x6xF5IleUyMtwQEIBP4ogShhh8kCVudVvV9JWXeq4jHGAEhA6XTaZaJwtS6NhMpLmmppdXn+1v6p90kiq1QqLiiqwUWtkx+LxRwZp1KpQCyARpCzj0QigWQi4cZMDYmmsHKHJhqCZrOJyclJHDp0KGBYSO425sD72+dV71uv0bRYm52kbRBhwVeeN51nn06n0dfXh1arhVKphAULFrhx9vCYbYg80aumbCUZvqYcwfM0IMvz1MvWdnmNZuWo964Lhii1qGRCT5LvMdNHvVqXjnkU7Jt6ohr4VLJhIJallTWFUtcNaMBWN2oBENjou91uI5/PT13XaiGVTrutGjkeWuYgk8kgn88H1ilQutIMGPvbeu/6+YV5+Do2NHTW4IXNqvS+WrraevlqAGjQuPI4Ho9jYGAA2WwWpVJpxt9RD4/XG5EneqDjDapUof/AuhrT1qLRAKISMs9XImd7lHu0JEHXAqKjFS9t+qb2i4FcetbsX7PZDKRIqpTEuAEDvJwl0HBov7UAm40x6DGWX9bxaDQaiLdaSB2dIbDPSvixWMzp/iTqRqPhVuvqTGu6vHmOmSV0vYfKbvp8ijDCDvO+dXan1+n7XCNRKBQCz9nb2+uJ3mNWIvJEb/V1q5fznDBi0GwTJSL19IGO/KOzAZIh27Hph4S2b9MRNUdfa9lrHEHr6DD9kXVvlNw1557eu3rUVhdnHym/cOFVo9FApVKZev7Y1AYo1jhqlUv2r1arIZvNhpZsVsLmj455WDDVGi0dI31u/Zwt1CjZ9qc7l6UhONbsazqdxrx587B///5p2/DwOFmIPNEfS1JRwgkjf5Ub1GsmQSphkuDUW9T3gGCaJMEZAPvabrcDC7VY657eN+UFlvJle1qbRqUW9kGJXp9VjZO2QeJkfzijYK59PB5Ho9VCo14PbNyihM2NXbi4iJ43nyMsrVP7p5KY1cqtRw9g2nRZG1gNI/QwB8DOIPh5a2Ca45tKpTB//nyv03vMSkSe6IGO562lh/lPrPVegGBNFOqvWryM7cXjcZctEyYZNBoNR2h8zWsTiQTqsrG4SjO833S6MaUjau46E9Agbq1Wc8FXHtc8dT4v0zFJ+rqYifX1OT6xWKd0MAAk0JG+rHdMw8F6O61WC729vaExASu1WAlNZ2L8Ue/fGgjV9S1soFVnbla24Xk6y+L6CO0r+9vb24tUKuW3GPSYdYg80SuJaIBRPVCVdwirUQPBf3pKMVx5CqBLalCjYbNyWs0m2gh64NVqFZlMBul02kkDKutoPRreh/0iuSxZsgSVSgVHjhxxBoQETvJVomLKI6/XdFKdWWiJBMYB2jIuGsxWY5fP513fq9Uq8vm8M6AaXOV9+Fph9XXNww9Li+RxNR7Ttanav/0e6PeFMx9dOWyNTy6XC4ylh8dswZwgenqzluT5t9ZhAbq3slMCUC3byjwaFASCJXSV8EksuscsiRiYyj3n7IMkzQCg7mJF0uN5zWYTe/bs6QR8pS4LCYoe+cTExLQZP5zNaElkmy2UTqfRinVKRahnr8aI/VUNPZvNIpvNYmBgAGNjY4HxUc9cM4v0NcdcCTrMUFhyV1h5RQleZSUaejWONn7A3+l0Gj09PRgfH5/2vh4eJwORJ3oSAHcyUk+QZK5emtXsgeCmGiRQJXpKEzZzBghKQSRDAIjXasgelVeYeql1c5RgVRtW0qGmrlq36vNW3uAG59lsFv39/ahWq87YxGIxl89u6/0wAEvDVa1WUSgUkJZ0Tr1eDQ/f57jzc8jlchgYGHBZP7a/GpTVzyRMyuHfYdq4znqsVs/jOkZ6rq4F0O8Tz7EzhlQqhb6+vlfztfTweEMRvuZ8Gtx222349V//dfT19WHJkiV4//vfjx07dgTOqVQq2LBhAxYuXIje3l5cdtllGB0dDZyza9curF+/3tXzvvHGG7tWMD700EN4+9vfjkwmgzPOOAN33nnn8T1gPFhcSz1cneLzGMlU0/VIVFxxynapf1PXVm2aO06FeYbNZjNQEEwlIvaLHrAWN2M7KiOwvzZOQALX47VaDcVi0W2dmMvlXPqmZhD19PS4zbrVCAEI7FrVPHpv6vmMGwBTaZ2ZTMalmLZaLbevLsezp6fHkT3HVlf18hlVkydsoHQ6CUYNhg22alVNfkc0nsPx4/2sZGMzpbjF4LFmEh4eJwMzIvqHH34YGzZswGOPPYbNmzejXq/jkksuQbFYdOfccMMN+O53v4tvf/vbePjhh7F371584AMfcO83m02sX78etVoNjz76KL7+9a/jzjvvxC233OLO2blzJ9avX493v/vd2LZtG66//np89KMfxf333z/jB0wcXblJ0iF5agqfbh+oQVD12pRcgeCUnXVmdDs/esNaKRKQMsLi7TYaDZRKJRSLRbc1YSw2tWF2Pp9HLpdzGTaUSSqVivthVoymWLJvtp4Nr6Vnnc/n3dio1p7P55HNZt17OmZKuk0xlq3WVEkHrbWTzWZd8Ta2T+9/YGAAQ0NDzigy5qFljsOylvijm4urp38solUD6p7hqHG1hjOsHRt/UaLXgKyHx2xCrG3nsjPAgQMHsGTJEjz88MN45zvfifHxcSxevBh33303PvjBDwIAnn32WaxZswZbtmzBRRddhO9973v43d/9XezduxeDg4MAgK9+9au46aabcODAAaTTadx0002499578fTTT7t7XX755RgbG8N99933qvpWKBQwMDCAv/iLv3Aeom4MoqmQto6LG5xYeHqe9eRIRBq4Azrpl2ok2F5uYgLzJiexb+lS56WTOPr6+tDf3498Pg+gU6OHm2cXi0VXnIxpi7yfVsxUb54SCf/mhubU/jkGLDAGwJF8/WgK5eTkJMpHC7G1222063Us27EDL515ZoBgtcwCx4A5/wDQ19fnAs4HDx7Es88+G9gnlmMZFhi1JSFUm3f9CsnCscFfnqsynvX4tR07a9K2WRYinU5jdHQUP/zhDzE5OfmqvqceHicC4+Pj6O/vn/b9GXn0YY0DwIIFCwAAW7duRb1ex8UXX+zOWb16NVauXIktW7YAALZs2YLzzjvPkTwArFu3DoVCAdu3b3fnaBs8h22Egbqx/gCdf2ZmfVQqFUdWJAl6rKqxWwJXCUglAvXsppNiVOZR4gM6xoBtWzlIq2BqcFILr6kx0liAxiG0QFm9Xncyiqac2gVebK+np8flxedyuc7s5WgfdSxs6iFnLNzwhKTIe+bzecyfP78jaUlMQoPXNv2SxlNnMDYbibM5zdu32TY2JqD34G8rDSmsnMPZo4fHbMJxB2NbrRauv/56/MZv/AbOPfdcAMDIyIhbIagYHBzEyMiIO0dJnu/zvWOdUygUUC6Xkcvluvpz22234dOf/nTXcRK5ZmkAcJq1goStnqjN4GAmC//5lew1GKlyQ6hBiMfRlsVYJBlKKCQOlgvQjcU1HqDlhFV+0QCoEjyze5jiyHtSFgKCVTOZq6/F3zSDJ3NUmlGJSEsuaBCWawb0WZLJJBYsWIAjR464Fbfsj2r12jaDx1ZKYhzFeufss34muv7Bgsesp69BWn6f9Hp+bxgk9/CYLThuot+wYQOefvpp/PCHPzyR/TlubNq0CRs3bnSvC4UCVqxY0VXpUYlSg7BhUKLXtD4rKahuq15lu912xbvU408mky4Yq4uxSFrU7GlUNI9f69tYb7pSqbjn09ROkhxTMVWO6enpcSmcGpCk1FIqldxuWay0Wa/Xp7KFMLUeQDNuSH5a8oFt00DWajWny+dyOcybNw+LFy/GyMhI12xKZz9sSw2J/Yz4mp6+krJ+Dmo82LZ+5mGSnZVu9DyVz8IcEQ+Pk4njIvrrrrsO99xzDx555BEsX77cHR8aGkKtVsPY2FjAqx8dHcXQ0JA75/HHHw+0x6wcPcdm6oyOjqK/v3/afyJqzhYaDCX5aGYIyUszcay3R2/RBmI1JU/bp7zDGYPOJHifVK2GnBAGZxAkfhbHSqfTzlho/RqVGdRQqYyhcpPOKkhyDMrSI9cyCyqvcAEQX2cymamslGoV9aNtxeNxJw9ZT5tpnJRv+Ezcy5a7NBUKBUxMTARmETqzYt85RvbzCNPqeVw/lzCC53lK4FaP17asQdesJU/0HrMNM9Lo2+02rrvuOnznO9/Bgw8+iFWrVgXev+CCC5BKpfDAAw+4Yzt27MCuXbswPDwMABgeHsZTTz0VKP60efNm9Pf3Y+3ate4cbYPnsI2ZgKl/qlnTY6zVam75v2bO2CCeeoX0bFmznVN1LdjFYmTUiG1WTywWQzwWA44aAxIWyUJjAZRm+Cz8HOjd6z6uSog8T0v18pl0hywGWenhl8vlQLEuJVuOJWcAmUwGqaMxBd6POfflctnFARKJhCtlXC6XnYHRksmZTAZLlizpSiPl50YjBHSKvWksAQjGCeysyxLzdLINzyH0OpXx1NDyHpSbGNPw8JgtmJFHv2HDBtx99934v//3/6Kvr89p6gMDA24BzNVXX42NGzdiwYIF6O/vxyc+8QkMDw/joosuAgBccsklWLt2LT784Q/j9ttvx8jICG6++WZs2LDBeeTXXHMNvvjFL+KTn/wkPvKRj+DBBx/Et771Ldx7770zfkDWnCFZTeelqWfN7BVdUWq9Qnr+WtiMqYGabqjVGq0BSYi3XS6XXSCW/dXgMD1ju0JTvVuVLmiYdJGYSj8kxGQy6YxdLpdDs9nE2NiYM2AM7KokpPdvNBqYmJgAEDRQDH7zGpbxpSGhHMQyxtlsFosXL0alUsHevXsBhG8DaYPk1OwtadsYgV7HvtrFV1aW4zhZzV6/M9o/HqMTYGNAHh4nCzMi+q985SsAgHe9612B4//wD/+AP/7jPwYAfP7zn0c8Hsdll12GarWKdevW4ctf/rI7N5FI4J577sG1116L4eFh9PT04KqrrsKtt97qzlm1ahXuvfde3HDDDbjjjjuwfPlyfO1rX8O6detm/IDWg1PZQ4nEZlTovqpAxyu0swISHwOINuirBKyLoVqtqW34lMRUa6fWyxkBZwj08LV8MceVXjD7r8+mGrmSPq9l+iZlmUqlgkwmg2w2G6h/Q4OlRMdx5kIsNTAAnIwViwUrZPIe7G88HseyZcvQbDZx+PBh95xsQ5+N92w2m4EZhY2VhH3G070OM/72uxT2txp0xis80XvMJrymPPrZDM2jz2azgX9+/laP3XrPJMawImKEnc6zYJj+g6s2ToIHgN5SCfMmJjDypjcFMm/0HtydKZ/POy+YercGgXl/S8gqMVAG0iwc9k9r/WgKZCw2taEGDZ7m6DebTTSqVSx95hn86qyzAtkonCloto7OcHQzFWBq71XNsDly5AhGR0cxOTnpMnFYD1/7yme2gVm+tusj1DipRKTjwWP8UelLDYmex2dKp9Oo1WoYHR3Fli1b/B6yHm8YXimPPvK1bmzdc/VI1evTDBXNWAGChK7BTpVHKGNQb9Z2bDE1azzoDWuVSqZBUhKKxWIuGEuC01kAn0E9eJ2FqNxhoX1ytXiOknOpVHIBVABOy1eZS8eIwVySqWYVsU3d/Yqvs9msk9n6+vrc2GUyGRcX4D10sZtKVRwPGgw17mpE9TNhWzoz0dd2pjedV28lprBx9vA4WZgTRK87DwHBjAyb80xCVC/cXqN6vcoAzCyxRdA0v90ZkXgcPUeOYGG7DZgALYCpTbePBodZ0jh19DkajQZq9brb4akpS/ZbrRaarakt/lwfWMWy0XD3arfbiAGIxeNoHiW7RCKBZquFhPGOY7GY29ybMwoAiLXbSLZaTt4hGatho3cfj8cDRoSSixZNo4zDFcHAlKeSz+dRKpVcYTU10GpoeU8LS/Kq21uytoZB5Tqr6VsDQWPG4LOHx2xB5IlevVkbICXUe9el97ooRvV9XTik//AkLRvAtdp4MplErbcXe5YvR7vRQOxoYDYej6PZagFHyTmVTCKVTAJc1RnvVOJsHiX9ZDKJ1lGNOpVKuQ1NGkfllzaAzFFj1jhK9k4mOVpcDZmMW8AVTySmcvyP9qnVaiEWj6PSbiObyaB+NFMncXTMxubPd/3QxWQ609DZhBoEBmmVTCl/8TiDw3zNFE715NW4aCwiLAhOb9/GZY7luetrJXoL9kNnDB4eswGRJ3pbFdNKMEC3J8djqm/bICzP1dQ9lVdIZDYw6LTzZBLV+fMDe8zyPA20kkBJIiQZ60FroLPdbqN2VNPX0gPqdYZVhiRJsj2br147WlenVCo5Em21WogdNZ5ck6DrBxh0BToBVx2bYrHoJBymfDL4nEwm0dvbi8nJSTdTYpCTswMdNxtnsZ+7jZdwrKaD9fjDztf7q3TjC5t5zCZEnuiVmDWIpoFR/vMqkaoObIN3fK3eqg0GqpbOc9UoqH6tBoQkoXq+Ehjb57Van4ZEyaAgwSCszkZI6uw/2yZZs23ts2YQWU2az8EsoWKx2JGDjgaom83O3rHW89fPicFZbtXY19eHw4cPu2fN5XIuM8gumtL6QLoyVgn6lbzyY32XFNqGji+NnofHbEHkiZ5kq//cGrzk+0CH2IDuHY+U0AnVezUYqgQKBAO4vI8lDU351GOqc+vMAuis7NV70BtmbECJTuUmJaWwmYkGN9k3GoBsNuuqM9J7pqTEtrPZrCN3Ej7LJ7Akgj4r8+pLpRJarRb6+vqQSqVQq9XQ09ODcrns1hGwb8z7V6nGbqDONQA6xmHevD1mNXiFlYL0u8Tx8NKNx2xC5ImeerQSFqErUq1BsNk51qMGOoSohsJO5fUH6HicSlDanhI+CVt3sNLZAsmcxxqNBjKZTOBZmN9PElbvWUlYA8Y2zROAy5Hn9fl8HpOTk66/6kXzXB7jvendk+yZpsl2a7Wai3NMTEwENhfP5XJOwtEx1UAxM5VisVjAyOhnwnG2C7/4eWmgVTGdUQg7V5/dw2M2IPLfRgZJWQVSF/Ro5UcNvFrPj+lyPIckSQ/XliBQj67Vajni47GwOAGhnjXPJfHqnqw8VwO8zWYTpVIpdH9ces96rQ2aah9tWqp63/V63e37WiwWnVFif20WjEpRGgzVfXJJ6BxDlkjQDV3y+bzz6sPGSXcH0wwfS8Q2dhKm2Svh29ldGOznHzZr8fA4WYg80ZO4uOiIXp5mapAowzI1gGDqXK1W6/LU1dNXEufflF2AIGGqNKLygnr21vPU/lGK4bFMJhOIP6jEQ4LVZ6JWrsbDXs/yBPTESbL1eh35fB7t9lQpZa1rTymIfaaHq4FQGkudSbD/HG/OBLjpdr1ex+TkZMAwq+HmojJunsI+aLBZr3s1erwSv73OGgX+bfcR8PA42Yj8t5H1Y5jbTE+cRKekQSIi6dHTpbeshdHCAnrWC1aiVYmHhKOEEObFq1HSNkma/FHJhf1QotSxsIus+Jz8rfIQjQNz3Om5UzvnQiou6FICV0Oji4jo6eoMRVfeUs7hGFcqFbTbbVfOuFKpYN++fQEP3Hr4NsCsMYowKcfKa/rZ6fvapvZR70kw08l79B6zAZEnelZPpAYMdP4p1Yu1udUqKVBKsNUjCfVCOVNQb9ISEc9RclbtnMSoddc5G9F72GCxzjp4P55vdXM1Cla60BlDu9127eVyORSLRRc7qFarrjw0V7tyXG3wWo0L00aV1LVYnEpmDOBSi1+4cCHGxsYwMTHhxonEa71oPpcaWP1c9LPW59dsrDC5Ro/ZICz/Ziqph8dsQOSJnuTBv+kBkoxIfvqeEoBKI0Bw9yErG9jSCQBceiTJRoOxVhe2gVKVOdifsICs9cBJpmF9ViLXmYOex3tpoJeeNbNpqImTsCnhcAxV1+ZMgfeiodCMIc2x1/iGzY7KZrNYsmQJKpWKmwXoLMXGFTQgq8ZHCd2StH4X+D5hJTvV4fV6josaQA+Pk4XIE70GQ5UY1YNUHVwXFil52Lx3+54aA5VUNJ1RSwEoyVrvmzMIXsc+W+JWb5yBSLbPzBb7XEpS2lZYfIEyEZ+JHrwGnDmWarx0hhRGqmo8KP/wHK2fw3gIq2ryOQYGBtDX14fx8fGARGQ9aQ2w672V8NX42diCjq9mSPGYrqK20ptfNOUxmxB5otcdk6w0AHT+Qel16jH1hHV6r8Srnp+SgJKBEowlWptzrdkrep0N+NJwTCcv0HPW/Vl5jtXQ7SyFx9gvkjiNphpIbiiiBlKlKw0Aq4es3rA1tDZNtV6vo1wuu3TSbDaL+fPnBzZKUTLWmIOVaPR5rcGz2Tj6GbF9XURm5Tqey+fwm4R7zBZEnuhbrVYgaGgDaEr+qocDwWCerlC1urIlWyuBqDetOj/b5HmagRLWjvaXfdJa9Xw2W0SNfeCzKRnattUQ6Tio96sSVbFYRH9//9RG4UezZlh2geOpAVobCAXgKnfSe6dxotFgKiyJNpFIoLe3F729vYFsICulcAwtwVujqa/5veA4WElHZ19h0o+Oqc+88ZgtiPw3URfY2JQ/69nqPz8Q9HD1nzhME1ZyVmKJxzurRLkPq3q+9JKBTi2YsKwVS05qWFgfRiUj9Tgp4ehYsH/WWOmz6nOQiHXGQZTLZfT397vMHE1jtNVDKTMRdjbBzB67pSPHidIRUy5Z5IzjpETMY/qZ6Oes0NfTST32mI3n8Dd/vEfvMVsQ+bQAzf1WkgTgpAB61XbqTi+Y9Vss2u2208P52nq/rdbUNoGqy6s8Qm3dtsV72xmDGpQwfVk1dRKtrh8II3H1YMNmI7xeA6baz3q9jmKx6ILaujMVt1e00g+1eP1MVAenIdTnKZVKbixZt54bcetnqovF1KjREOqzhv3o56szMS66s30lVIKjMfLwmA2IPNEDCAQGOf3XdEolVfWKgeAuVFbr1qk/QRLjsnzWXFFy0LZ5nAaJsOdbLZs58SzupUaGK0n5PgkK6M71P9YKUiVdkjXJXGWgWCyGarWKUqmERCKBUqnkZCk1FPTa+bcNZlvvmYZF02O56XirNbXAqqenB5lMJlAemtJV2GfFv/UZLexnameE1mjYYDyv9/VuPGYLIi/d2CAhEAzG8Tg16TASIsnqP7r9xwcQIEElLp3m2yCo5ssDwRW1fK1poEq8eh9msPC8VqtTHhjoBEW1BLE+a1geOxBM+dQZCUlei4ZVKhVks9nAgio7Dry3kqTOUlTK4boHGgygsy6Cz5lOp9Hb24tKpeI8fV0YZmcu/NsatemgWjxhpS4rsfF7QYMTZkw8PN5IRJ7olZgoK1An1uwMG8hTD1qlBf0nVy3aXkuJg9fzt01zBLqzdfRaGyAMm3kwjY/eL40SSw7rTED7RtJVElRv38YE1Ohov0mqlDfS6XRgBqGzJ96T6aN2jDR4rLWE2HdKOADQ19fnDEsmk3Gyjtb60XZt8D2M7MO8fh7XVFE9zz6Dfe3hcbIReaK33huX8Ct5AUFP2hIqvX1L2CQiJV3+k9ObtVkg1oMl4ajnGEYcmuJHb1aDxrFYLJD62Gq1nHxDbZzXagxBn0l1favVq/FptVrOK1cC1XswG0ifQT8H+74GeSll8RzdJIVjxHgGi52Vy2VXOpkbmjObR2ds9nPSPvEZw2I5+n1SIx8WG2C7nug9ZgsiT/SqE+u0mkQFBCsfKlRmIGyeeRiZaeojSUZL9dpr1CsO8yRtiiSvs9613kcDqPT4rWSkbSh58ZjOMDgOKv0oEWstf1vwjNeTwDkLUWPBZ2UfWXaBnxVjKyp/cVFYLpdDPp9HLpdDoVBAKpVCT0+PMxAaqLYZTbyv/qgDoF68evKWyDXWwDFWA+HhcTIReaJXb5iv1etmLRUN+um1Vn+1wT1LtFanJVGQ1NSDtwSjerYSipUMdKGWBj1JNiqLMOtFi7pZslOdntBFS1pzR2UZYGoTEko2KklxMZWSrS5sYrsKK32xPj3HTw22PkcymURPTw96enrcJuKZTAbz58/H+Pi4+xw01mGlNc4YtB/WI7favH7u/Aymy2Dy8DiZiLzLQVJVstdsF6ZYKgFoFo4NrhJhue1WY2d6oQ3u6mpVG+wLq4CpRA7AFVhTA6H3tNkf6pEygKnyjxKT7SMQHsi1Mowu0mKmUavVQm9vr8s+0s/Akqb2n8+tpMl+87PifSjPZLNZ59nrbCaXywVkKiV3zuS4SUnYbGa675S2ETbb4gzEw2M2IPIePUmd5QCUjKwXS1K12Taq61r9Xj1Yq/FaI0A5QoOh7Bv7okSkbasXqlo6EDQ6di0AECyhy7bomdNztlBjQfK1WUU8p9mcKi+s5ZibzSaKxSLS6bRLNWXGDGdQGii3ef7sN8eFRorjoWQai00F2fv6+lz2TaVSccdZo579syuJVfvXmV/Y7zB9X8eDbTWbTTfL8fA42Yg80QOdYCXJPpvNumAeSQdAgNxVRyc0AKfeKH+T7JW0rbZrr1WPXNvie0r2YQFUlQs0o8eWV9CMGXrbXH3KLBgNouqzabaKxhQ4Jjo+utKWY8isGNYc0uCotmtTMPnZsZyxGk8l+mq1inw+j97eXrcDVaFQQLlcRiaTQS6Xc/vHcoymW0RmP9Ppvk+qwfPzs0TP7CAPj5ONyBO9lWvU406n066MrHrrANwmI5QklBi0BIJq2PTMwwyHTu3VG9c+qlcZ5tlr8JSBV0sweh9Nq7RErZk5utUfg6RchKUSEQvDqbxFSSZsnQHHs9VqIZvNujFhUFRz3fV5mSWkuf1sRw0RPxMasUQi4TJwqtUqCoWCMzS656yNq+gMKczA64xIP1f+bYme/fNE7zFbEHmit+SpS/dJDNTSgaAHy+usl6uZKjxmSxbweqY42swSDQayTfX6lQCtt6+BXCVflSGsJq1yVJjHrbILiVw1c16jGrr2jcFSjhXPoVTEbBsSuG4MbseFhsPq93YmxGdgIbRMJuNInR61zlSy2WzX3sH6eennZr8/00k3fG47k2k0GiiXyzP7snp4vE6IPNEDnak1gACZsUgWvViSAIlZveN0Ou2MhGa/aJCR/+iaUkmoxEFv2so3fM8Smt5DZwk2aMj0RSUsPgt1aR0T3o9rC3QMdPag/eW91SjRKwbg9H/GI0j2SoocY2YiqSHVfpM0OatSWYzPpPEFpnwy26evrw8HDx5Eu9129XcAuJmX9s0aXh0nDZjr56jxnLBgtN90xGO2IPJErx6jBuP4D67eIMlfV8Cqhq9evs4UlJxJ/iQdkiVJn4Sn+7nabBRCvXyVhNSDt4FiNRKaWcPn1nFhm6rtZzIZR54q/QCdqp0qfwFTZF+tVl3AmG1qnID3p0QSllmkNYl0LGikrDZOyYYyWyaTccHfWq2Gnp4eFAoFtxsV308mk4FsKA04q0MQRvz83GnM+bwsYMY2mcnj4TEbEPn0ShI3iSmVSrl/dtXjVZPPZrNuc2cgWO+E7agOrxq+ZoTwWhIsz7VTfdXNCXr5+qPEM92epBqTsBlDVibRgKfKQXx2pmHyGnqumn2jRkK9fZK5xgOs/MXn0LZsX2wAXDOQdAxrtZorWUwpKplMYt68eS4DaGJiwunmXGhlx9HOqBRWruJ3gVKUymE+tdJjNiHyHr16V/SylVQ0WwUI7qxEsqOGbzVqJUwlav1bF2GRJNQbDMtwUa1aoZ6/Sjuqv6vh0NW4th3bLwBugZLKL7ZejhoqW/uGxK79tmWiVQLRz0NJU2ckmsFk4yzWs69UKujp6UG73UZPTw+q1SpyuZzLuuH3gCt3E4mEe09Jms8ZFhdQmY1Qg0QjpXXyPTxONiLv0Wvdc3ru9P5IEJrmx3/UbDbrvFLWU2GKIBAMHlKOoQesHrhq2zobsNkrSqB6Dz0nTNun0QCCtXNsgJZjobq5EirLJFCj58yGhKzPprVnCLZJz50yiWrt6glzxqHGSBdesX01EBxntqHjCMB9tpy59fb2Ip1OY8GCBYF2mGfPPqmh1tlf2IyJ9+b9GXdQjV+lIA+P2YDIe/QkB7saFgiWFyZBAHD6LYkU6ORzA3DkpJ4u27K562xfyUH1bWafsH9asthmg2jgk33TDBJbUkC1dA2uanCWHjyzg0iAnM0w1ZL9s7ECjoMNCNM4cPWqkjX7xvgH9XXKH4lEwu0FayUuuz5B+9JoNFAsFt1mJPTq4/E4Dh48iImJiUDMg8Suu3MxUMsVuBqw5XU6g1F9Xp/RE73HbELkiZ5Qr1j1XhKfpslpUJaBWpbBVc+bddc55VdPWYOxSspKvrw3+0ePGOiQCKHXkex1JsLjqv9roBKACxKTxDStFOhsScjgaqvV2W+X0gi9f5396IpVJUwATvqyEpU1Eu1222nrSrBWAlMtXImf41er1TA5OYmenh4kEgn09PQgFothaGgIk5OTbuagRpFGTb8XLLeshdesLEUDy/HQsdaMKw+Pk405QfQkFvUQgU5WiSVL9UDpkfb09Lg0QA1w0nPlrEElIZIgDYzek/3SPlhvXomF12tqJ9AxCPxhYFLbUZmFpX1VXrLlhekd81mZWsrZB3Vz9onatw1gchyz2SwmJibcc1pJic/KVa09PT3I5XKBBUccC3rUqVTKpS+qls+YDA0Cg++LFi3CyMiIew62yc/EZs7wPavb6/eJ0GJxKg95eMwWzEijv+222/Drv/7r6Ovrw5IlS/D+978fO3bsCJzzrne9qytb5Jprrgmcs2vXLqxfvx75fB5LlizBjTfe2JWl8NBDD+Htb387MpkMzjjjDNx5553H9YA2cKaERJmFHmKtVkOpVHJEyX/4RqOBycnJgKHQ8rxcDMTUPi0WxriAZvyoHqzeOdsPW0VrdX1NZVTvnQXP1NjoOXweoHt/1Waz6VaV0gvnoqMwCYO/lfjUE4/H484I6N6udiMSjhWJulwuu4qUWgBO+6CxDD6Hrl9Q4qXHvnjxYjcemtNv9+rVjUv0c7HF3PiZMl1WN7OxRs/D42RiRkT/8MMPY8OGDXjsscewefNm1Ot1XHLJJSgWi4HzPvaxj2Hfvn3u5/bbb3fvNZtNrF+/HrVaDY8++ii+/vWv484778Qtt9ziztm5cyfWr1+Pd7/73di2bRuuv/56fPSjH8X9999/XA9JkiMB8p+SWrRNr9PSxer9F4tFNJtN98+t8kqlUgmsxOQ1+tya+aOETrmC96fR0J2jrPHUe1Ay0CwPkqLKCTqb4TkqV5AYNdhar9cxPj7uiF8zaDRXXMnWSk6VSsVJYDpzUTLk/TKZDNrtNiYnJ9042MwinX2osdPAKrNsKpWKe+558+a59RIa9OVnrrMYnXFwbG3qJ2d02n9ew8/Ow2M2YEbSzX333Rd4feedd2LJkiXYunUr3vnOd7rj+XweQ0NDoW18//vfxy9+8Qv84Ac/wODgIN72trfhM5/5DG666SZ86lOfQjqdxle/+lWsWrUKf/VXfwUAWLNmDX74wx/i85//PNatWzfTZ+zK1tB/WHp8qt8reamWS+LTPG1uvk1P0y7rZ5u2SFe1WnWkqySvQUIGSHUlp56n+r6NAeh7JHolKNXM+Z5mjZAs+ZqEyc0++Ldq10q2fCaeV6lUXGkCes+6oAqAu18mk0G9XkexWAxktGgpCRI8F7yprMPn49/pdBqZTAb9/f3o7+9HuVwOzNg0VqNEbuMr+p3hOYxf2B8bGPfwOJl4TemV3NRhwYIFgeN33XUXFi1ahHPPPRebNm0KaK1btmzBeeedh8HBQXds3bp1KBQK2L59uzvn4osvDrS5bt06bNmyZdq+sIiV/gDBTSWopavMYIOcdtoeRog6K0in0y7gRyLgP7suLlKZh7q3eoNApzwD27AZMHYBksoy9nkIkpcaCfssmi2iz8426fFynChFqUQFhK8qVdJkyYmwIDPbYpVJ9oE6PNsIS6+0sp81mFqzfv78+QHjx7Z1BlStVp3x1jgCn1ENGmcgGojWsfDwmA047m9jq9XC9ddfj9/4jd/Aueee645/6EMfwje+8Q3867/+KzZt2oT/+T//J/7oj/7IvT8yMhIgeQDu9cjIyDHPYenZMNx2220YGBhwPytWrAAQ9GLtqk2bn85jYWSkaX5WF08mk+jv73fSBAlRl/STXKiDqy6sudt8zftqoFRXqpJMdfaghK91WPRvTS3lM6kxIOGqEeGzMFWRgVNq1GxHYwkcT9WsaSDy+XxAhuI48p66W1U8Hnefuc5iaGg0S0fjBZqxQ6MMAAMDA46c1aNn9hQ/M02jtEaB/eRMQT8v/liZzMPjZOK455cbNmzA008/jR/+8IeB4x//+Mfd3+eddx6WLl2K97znPXjhhRfwlre85fh7+grYtGkTNm7c6F4XCgWsWLEikOYIdDYBt0SjcokSs2at6MIrnRnQ687n80in0yiVSl0peeyDeohMyyMxaTkBAAG5RyUj9bBtBgwJyi7gsV62GjegI4VwfJi1Qighar90VqIxCU2x5PWUVFh+oFgsdo0J+2ezg2q1GjKZTGDtQjabdf3Uz8nmv3NmwEVcYRk9HAMSNA22HTeSuP189P52VuXhcbJxXB79ddddh3vuuQf/+q//iuXLlx/z3AsvvBAA8PzzzwMAhoaGMDo6GjiHr6nrT3dOf3+/y96wUA2WP8DUPyc9dP1H1FWiQIeI1IMGgno4iUtJjaQYj8ddpcW+vj5H+rwHCcKSgAYveS9LGiop6QInJSNCywpYIrIeJ6EBTYV67JpCSoLXlbzqVZMoOU623VarFagmqeOv40OdnZlKNLCcKTA7ivcPWzDGczl7SiaTmD9/PnK5nJupqESjsx7GRjh++je/c/pMKoP5BVMeswkzIvp2u43rrrsO3/nOd/Dggw9i1apVr3jNtm3bAABLly4FAAwPD+Opp57C/v373TmbN29Gf38/1q5d68554IEHAu1s3rwZw8PDM+kuALjsC5Ik0PF6KdOotMH3rVxDoue1qt9zJpDL5Vy7XGjEH2Z6kDDVC6enTvlDCU9JKGyGoStx+RmpcdL4A59FZwK6uErlDtWdSeI0MHquavU0CoTGHkj8lEiYcqlZNdZ75ufHdjkj4L3szEwNotYTUrkKQFfJYl20pc+mxK4GiN8Nu+5BDYIneo/ZhBkR/YYNG/CNb3wDd999N/r6+jAyMoKRkRGnob7wwgv4zGc+g61bt+Kll17CP//zP+PKK6/EO9/5Tpx//vkAgEsuuQRr167Fhz/8YfzsZz/D/fffj5tvvhkbNmxwHtI111yDF198EZ/85Cfx7LPP4stf/jK+9a1v4YYbbpjxA5IcSNJc4KT/jLlczpGJasxqEDSdUYm3Xq+jVCqhUCgEaumonKOavxKEpiwq4RJKunwGTa1Uz5ztaZsq5xBKikAwaKheuJKWerY8T1NVNRCtXq718JXsWXJCSx9YQ8RnKpfLbjGTEjPHk8aCY6grXzW9kn3SWQKfRw2jzpL0tT4LZ1b6nPZ74eUbj9mCGRH9V77yFYyPj+Nd73oXli5d6n6++c1vApha7v6DH/wAl1xyCVavXo0/+ZM/wWWXXYbvfve7ro1EIoF77rkHiUQCw8PD+KM/+iNceeWVuPXWW905q1atwr333ovNmzfjrW99K/7qr/4KX/va1447tTLsH87mT4flsqu0owuVrPHQgCLf43U8poFNzdyg5KDvkUR4P9tvm22jG3PY++gPj9l0UrZjjYgSvtXrdeyou5McNditBMtx5LWlUsntJ6tF09SgAHDZSlo6WmUS9bApoanMxDFl3zQbSkleYaUkfoZsg4F33sMGf7kS2MNjNmBGwdhX8lBWrFiBhx9++BXbOe200/Av//IvxzznXe96F37605/OpHuhIAFY8lAdVmUJEoXV1dVjU02abWQyGbRarUBw0OZfK4kxJ5xEzxRAu2pVCVIJWbVvNSRhQUGSuRoJPjPbU4OoK07ZPtAxgCpX0NixtruVXqw3zz6wn6yfk81mXdBVN4bR2Y8aJc3q0bpDnGVwcRqzhVRWs1IN2+W4cJaizx1mLPV9fm7t9tResZOTk6/1q+vhccIQ+VUd7XbbFdbSbfb4o9k1WtERCO4Ny/N0YY6mTLbbbaf3q/STSqVcbXIlExogJb9YLOYqPpJolDD5PJpaSRmFz8J+Kykr2ZOglMiUfFXKUQ9bUwg1uMq2q9Wq29kpLJPGPgNfa6ZMPp/vik+obKaetRoLPhc9ei1GViqVHOmTxLlgKpPJoFQqBeIiNnhstXmOi76vC9ra7bbbhNzDY7ZgThA9F+rQ81KNmkRDQuEUXGUT69HZRVf8x9f7AJ2sDdWXrdygBoR6sq4A1fuQPLR+uma7aOaJxhQ0jZIzDjsjsJkxanyU7FTeIVSysJlFqt9z/Kxnz3tz/HTstC8qrakeH4vFXEYOZ2Y0orw/x1RjIrlcDhMTE84BUINon81KgErsul6i2Wzi0KFDr/Ct9PB4YxF5oicBqAyj0CCjljVQqUBTJElaQDA/vdVqudK+JBmew996XIO9/NF67FYT14Aoc8ytLs2UQ0pQGj9Qb55tkpyUlEloKpnY96xmz+OVSgX5fL4rWGw3LGe7fG6OGceSer+dddh+6KzJxhx4PStv8vPkSttkMun6yh9d/RsWm1Bjwz7YwLfX5z1mIyJP9BowY9BSCdZmrQCdzUDUEyaxhIHH4/G4Wz6vejzJmESrAVoSHjNz1PtlHrkGRXUmQk3bpoayTRu45HjYdvRZNeCoxKxyj/6ml05du1arIZfLBcr00sDxOTnWDILzHnovjXVYCU1z+YFOnX0NsBIcc46jSj1ccKVrJMJKQGibVp+3q2nDZkceHicbkS/IoURO8qEnqFKILUGrGjzJlxkiWrSL59K7swtweJypl0wHVLIgQWpuvt1Sj23xfkCHjPgc6umqN8q22Ib1VDVDRoPGfG41NLw3Cd4+R7s9FYy0cRDGEjhz0XiCzlgYjKUMRSmGKZRqdHTlq447jQnHMZVKBTaAp5STTqcD5Rh05hY2Y9FYAMdZ78tZDQ2IJ3yP2YLIe/T8h9aUR/5Dq36r3r5KHfSsK5UKYrGpOi25XM6Rk5bqVSKyHjIAl0NOo6G6O0mU0kwmk0E+n3eBQ14PoGuV7HTVLTXbR3dQUlmE16uMo/ezcoU+ZyqVCuz0xOdIJpOO8EiCOkvSe9Ab13uzTd2ij8SvAXHen6mOnFVw9qDGVytxciaRy+WQz+cxPj7eJavxWdUA6iyJBs5mODWbTQwMDKCnpwetVgsHDx50BfY8PE4WIk/0GqTU6bnmTWu2jQYpNXOC5MLtBEkoOtXXlE22oYFXtqHyASUFnp/JZFCr1VCtVp2RUq3drsi0GSNKokr+JCpN02R/NVdf+6cBXL7H3yRdmwHE6xOJhMvE0ZRSoCODabCUufgkbC1ypp8jx4vt8D0ueqvX65icnHRBXS5gK5fL7liz2XTyGuUkzibo9asspbMI9kclKB3/RqOBbDbrDF46nXZF7Dw8ThbmBNGrZs1/SltkjP/gSn701tWTJdHwH1sXB5EAOQsAEDjfZp5QymE/uRCHGTgAAt4pNWYaAUo+7Jvtn4LkahdLsY9qODjbINkSNsVUn0tnC7xPu912xcg0ZkFPnc9tjRH/1piIGlbNVlKSpYfPMWFuPp/fSkeMb/CZ+Vy8Lw00DRnLWaRSKWSz2a5N03XxGL9jqVQKixcvxt69e4/r++vhcSIQeaLnP69Cg6QkJXp+9PBIuswLtx6xTtc1WEgpQvPVbaaIEqymMbI8r8oFQEcyYT9J+Cr/qGbO2YudmdBbJmHxuBIbn0XJUDNkOGZqYGjgVH5SAmw2m4Edszj2mi0UFszU1EaVo1S20nNYWoFGijM33RqSbVWr1dAKpH19fW5GxWP87LPZrKt+qbELjfnQkOr3ZNGiRRgdHe1afevh8UYh8kSvpKFpdCQ5enI2g4TvZbNZR64aONRAIMmZ0g89YUvUYbVq2C+eo/fSvHgSjsok9GDZNn8ziBkWOwDgjJdmsPBZgKA2z0VQQGeWwzY1E4bPo/djW+122xmxbDbrvG41HDpDUmlJZxTq5bdaLSe56JjzM+bnxJmRFrZTElbpSOU3XahFw8e4CY2kfic07VUJn89MCcfD42RgThA9p/lA559WA29K6Or12foqbE+9Q7bBtjmlt3KEykWxWCxAcCQrnq+rOImwIKkeV6Nh97u1AVggaHTYP5tlo+NHfZuGkmOkQVz15HU2o/csl8uBOvIa4NSdq2zpCZ0FsU32g9dp6Qb9nLRaqEpSGqymV64L5vj8DNz29PQ4Q6UZVurV83nUMNPAeKL3OFmIPNFrhUENkCmB8B9byQDo3g6OhGGDnpqxQ12W8orNK1eCstksek+2z40+NIZAI6H5+IRd0ar3UOKnYVGvXPutkhMAlEolJ3Vo8JaGQYPLNJ6USPQ8/mi5CI6dNSJAZzVxmHFrNpsBEudnw3NzuVwgz53evFaWVEPMY7ZtzbnXWIkSvW7CTlmKGT7WaHt4vNGIPNHHYlOphbpVnN10hP+wQEc3VykgLF9d69SQWChRkAhtVUpKE7pYiOSm3qt69yof6L34PjXuY50HBNM3NVDLfuvzK+HqNTQ6rOWu7ej1fE8NFNBJW1RipLauXrBtU2dUYR4+g58aS2m328jn867WkEo1bIfn2fx5NQJ8XmbZUFpTiY3jrZ+ZnXl4ovc4mYg80ZMYNCVRidkGAfWfnNotX5MQNQ/fLqqyQT8lGHq8KhWw4Jp6k3qNaudKSCoB0YDZgmVh8oqCJG6lEKZ1akCV7XGWoh4rwf4mEglngDSlVfsfFlDW+IOOJfuq91GJRL153ovjwiwlzkiU3HkvFkFjv3hf1h7iONnsJyv3aJxHv0vMzvHwOFmIPNHTq2ZminpsNoioWrl6xkBHntEAHGGn6Zpfb8k2mUwGNr9utVrIZrMur5uEqtkrSmbTSQyaFmiNWBj50LNV42CDouoBhxkYkqXOfihfMVBKsteYBtvjzMHKZuwvZ01WJqMsxLHnOPEzy+fzyGazrt699l9XsvLzUOOkMzgALnDMrCHrxeu469jqZ1AqlbqMrIfHG4nIEz3zmjUVT4Og9P403U6LcKm3rXnkQDAQSo1bvXtKF3YazzY0JU/bVlKwKYe8ryUTlSyA7owVS0Kqvytp6myH72u7+hyESiuUePhczGVnqWb2Vz10/SzoqVtiVEOhq5ytUdQxYd9sWzqj0rZ0bHWM1XOnIeTnqN68HSO+72vTe5xsRJ7o1dtjbjiDhFbWqNVqyGazzrtTL1fJQ9PweA+VA3iOTvvtknn1+tWLVe9QvWiVPnhPG0ikwQE6MxnV6zXIqvLTsQwG0L1Zi84otC88V8mQJQp0JqOLsvjsrVbLbSuoswCdGXFcOd4a79C4B1MqY7HOln9atpjgbIhBVzt74XjoWFpvXiteKjgG1WoV4+Pjx/Xd9fA4UYg80VtZQkv8qqSQTCZRLpdRKpVcVo7NRNFApb2HlVTUK9T8dE0bJNFoXrzKRyoRWZ2cUKOjM4Z2u+2KgSnZU55gm+r5W0/fyk56P+uVsz1tRz1/GlDdmIRev2au9Pf3uw1IOAvQdMaw2Y160vrZcMEbYw5cOKVGTD16GmGNNdDQMBBtCV8/cz6/GvPDhw+7zCMPj5OFyBM9EFwsxRosliySySRyuZwjFko4zIxRz5qEYiUL/nOzberD6unzXBoYruDkOfQwWeaAcop67laOCPtbN9NgWQVmfjDzKEyzJ7nzOTWgqtfwPWsowvpCb1s3Dldjxt/c/YlBagZIdcajhs3KWpwZMCOGfbLGUTOJwoKo9pnsAjtKOTp2fEadmZXLZezZs2eab6WHxxuHyBO99cIYVNNFNvwH57RfCdbmlGvgTjVc9eJtoFElAV5PIlaSJ+lpGV8lHPUg1avWALLV2+v1uiNZxiM0O0UJT6/XMdP+0wO3Wrh9RoLt05vW1by8v34OPLdcLneVTODMS0nW9kGlulKp5Dae0ewoPq/GWyjtaVkIayQ4pjbbBoCLS7B/lUoFO3fuRKlUeg3fXg+PE4PI16NXcmw0pjaKZuaG/qMCcMFDQglLi49pOp+WGQ4L4KnGz8VUbE/bVOJi+iJTGVW7t5q6evj8W18zHlEqlVCtVp1cpGOjOrR669aAsQ86o1DStNKPQmc7Ki/xOJ+Nx7T2kJZeUM/btq/jr8c4S9DArTUUHDvNJrKLq2gslOxVi+fnVSqV8NJLL2H//v2v7kvq4fE6I/IevUoPJM9yuYze3l73j0wCoodHjxtAF8kBneCpJSklEv7NPljPlZ61ar00BjQA6oXyvuq9sn31dHXGYGcsAFCtVp0kpW29kqfO51IvWKHXUcLQMeM4KRnboK7KU2psNJANdFJddSMRbVvHj+PPfqkxs+On2TTsB6UarcBJQ8TPrl6vu3gCSb5YLL7q76iHx+uNyBN9b29v1zSbGn1PT48jECVjFq2ifs5/cKvf2jRLIFhbR0lRA6mqPRM0Jizrqx62zdfmcZWFlJx4jhopDZ5qZUveW+WcMPnCziQUmj7KeyvYjo6xjWfwt5WV9DPQ8eWshAbZtkUpLmxxnD63lk2wMzD2nTMxOg26KrbVaqFYLKJaraJQKGDv3r0u68fDY7Yg8kSv+fPqpTMTwu5ORE+UJKHen5VmgG5iVEJVSUCJmrn1QLBSpM4SSGTMFrHETQmEMxC9p2YI8Rj7x+N6DttSWclq85ZorbavXrnek1CJRDeBsd61zkp0rBjz4G8+p9bMt/KWkjqNvZXjdKZiZxt6jAaBMQ9e02g0cODAAezduxcTExOBe3p4zBZEnugrlQr6+voCnh3QKbmrpMK/GazVolgkIJsiCSBA0ErEhMo57Ae9UktIWvOFRoT90Xuqh2qvJ5RAw2Qa9lk9ZMoYYZUzlVA1u0QlFr1GZ0L62hpMG4zm+ZoKys9L1zxwLYQ1vKr96wIs/ZzVEOl97fjx86NzoHJRvV5HoVDAr371Kx909ZjViDzRl0ol9PX1BVa9kmzoWepWefQg0+l0V8VJlSh00wouBLIet65+5blaDE0zTUh4uvE45YGwFEaVYTQziB4uz5kuiMvntbEGoGNsNGjJcbDauwZH9VwledumZizpGOjiKvvcYQua9Bl4T70/x1ANlRp8evk8phvR6H34PeEmLHyGRqOBPXv2eJL3mPWIPNFrDfRms9lV+0SDdCQMkr3WPwnzVtUjtZ41iYQEpemQbIvEblP2KK2QZFqtVmCjbNXtdcGRBjMBBPqj1/J5GSuwBMhzdXGYeuZ8n7CZLGExDEu8Kqnp6mGSaCIxVQNfN3FRg6DkbWU1JX5dEKX6OxdS6djobz47jZGVbJrNJkqlEkZHR1/tV9HD46Qh8umV8Xjc5XBr+WBNEdSt5qzEQMOgBMJ0Og1WapthP6rpqi6uZEVv3ubuM/efW9ixb5rfrR6/pgeqVs/3VNNXkgQQIFKSr6Yc0gCoJKLPb/tCorR94PPqc7J9LRvNDBv1/umF62eqhkAzfIBO5hXlG61Iqt49DY9mYWntf824qdfrOHjwoF/16nFKIPIePYmBC2d0UQzQSX0kgVmC5vJ5TcPUwBx3oKJ+HNY+CYWv1UuuVquBYKbq5jQG9Obp5WrKIYAACVspSHO/1dvXICP7QvA8NRRKhFai0d927K2nbUs2qAGlx8z+MANJYxYsoaCfLX9bIwkEa+OESWDab/2seA9db0EjVK1WUS6XMTIy0hV09vCYjZgTRN9qtZx8k81mHRGSlElirAujZEyvUWveqOZOmSGdTru0TU2fJMGoBm7TNvU9PYckyzK55XLZlQBuNpvI5XJuezrNbbfes0od+gN0ateoLEPjwPftWIZlCll9XGUcNXL6m/fiffQatsmFSDpeajxUcrISlspJNHrc5lHjKHo+MJXppCukNbee3vzY2BgmJiZe3ZfQw+MkI/JET4mg3Z7a/alarWJgYCBQ7Eo3hlBvUwOn3Fc2FouhXC47uUcXJOlmHUqQPI+kSuLQXHmrEVspha9JQJRKMplMoBYN78M2lEB5LOye1iPXYKp6zTpGSuJKvtO1CQR1crvaWJ9bdX5q6hqoVkK399T0UKvfs22VfNSTZ7/a7bYrbqfePD36AwcOdBW38/CYrYi8Rq+rYoEpgiBZcvWibhNHElAyazabqFQqmJycdFJKNpvt8hxZo8aSqWZ2sC/qQaqOTe9avexYLOZKAKhsRGNFsmK9FT4ns4asZKFQklTv1r7He9v+6mu9RoPQ2g7vQ6j+bfPeVdLRQmU65jZryEo2OuYMqLJ/miKqhkDf5/1Y3qDZbGJiYsKXHvY4pRB5j54kqwRaqVTc6tdCoYDe3t7AxtHqQVtpgYWrdBGPrnYFOkbFpldqPrcSm2Z/KDlpfrrm4lsjks1mUalUnMdpi3jpZt5WU9aApmayhHn9momkpKyEHpbSSdIOKxehs5GwVFA+jwZMKblpTIJQI6rGTVe/8jOwsRH9DDS+wRkFjemRI0f86lePUwqR9+gJzX5RAmPBL/VAgU5gkORJj5IZN0o09EqtV0lCsdUo7SIsq+eHBUqtPs22+EzpdDrgkavGr4Sv+f828Kipn2FyR5hhChtTXZdgDYdm/egxvV69cttHtmtnRTpuNpuJ/dC4A2c7tu+a4qpjSSMxMTGBsbExH4T1OKUQeY9eiQCAy75RgimVSk5jJ8HqlD/Mu9XKivQwNXWSBE+PVHdMUlLhMd7Lkr3OFOhhWmLkfTlLsemRlryV/MM8cPaNr9VwqfatYxzm4asHzjFh3ENX504XuOW1WvyN/VDZSO/La20GlXr+aqD1mXiMnx1nApSW6vU6JiYmfMEyj1MOkSd6IEgalBDsCtRiseiOadaJzY7RzBF6/NwkgxkZJBVKKPxhGQOtCa9taS5+2OyA/QE6+eXaT00v1LaVmDXgGKadKxmqYbDt6b3VENoZCt/nGGiZCLtdoF4DBOMqKt1wfOy91Ija9sLiIto2x46fD2sMUcprt9uYnJzE+Ph4oDyEh8epgBlJN1/5yldw/vnno7+/H/39/RgeHsb3vvc9936lUsGGDRuwcOFC9Pb24rLLLutaObhr1y6sX78e+XweS5YswY033tiVvfDQQw/h7W9/OzKZDM444wzceeedx/+A8XjAM1PtlyCxT05OBrxKSjYkfyVHJVMG6WxAtdFouCAuA8A8roFWzRRRoiHJsj1LsCrDkKRozICOB06yYmqoHRsbVLaeMNtSaMxBZSYle84y1IBYQ2k9a/3h56bjzfNU1tF7alqsyjDab0vy1uBpvIbaPIOwhUJhxt9BD4+TjRkR/fLly/GXf/mX2Lp1K5588kn89m//Nn7/938f27dvBwDccMMN+O53v4tvf/vbePjhh7F371584AMfcNc3m02sX78etVoNjz76KL7+9a/jzjvvxC233OLO2blzJ9avX493v/vd2LZtG66//np89KMfxf3333/cD8l/XnqCmqlBgk4kprYYZG40CZbZFpQduPepJX0N+io58zi3ySORk8xVamG7fG3TCVXCILFrsFi9eZKletD0ovU8a0C0H9pW2EIkjlOYxKOzAb7W7Rf1fRsLoJGwBsjq6Xb2ovdVA2Dvp0bHzn64KQ3lOT5nsVhEsVj0dW08TknE2q8xqrRgwQJ87nOfwwc/+EEsXrwYd999Nz74wQ8CAJ599lmsWbMGW7ZswUUXXYTvfe97+N3f/V3s3bsXg4ODAICvfvWruOmmm3DgwAGk02ncdNNNuPfee/H000+7e1x++eUYGxvDfffd96r7VSgUMDAwgFtvvTUQqNTVrSq9MBun1Wohn88jk8m4oKt61hqgU4lFoefxHC6SUgLN5XIuuKvkpkFWIDh7YIaM3Y6PujRX0ZZKpUB8QkmbbeqPXbDE69h/lTiUmDVbxvaXxozHtW6NrlbW19o3NczsDz8zG8MI0/sJzjwoxTC+wrHjmghuyJLP51GpVDA+Po5yuYxms4m9e/fiV7/6la9t4zErMT4+jv7+/mnfP+6sm2aziX/8x39EsVjE8PAwtm7dinq9josvvtids3r1aqxcuRJbtmwBAGzZsgXnnXeeI3kAWLduHQqFgpsVbNmyJdAGz2Eb04EbP+gP0B0YBLq9OxIZp+ysY2M3BqcMAnQ0cmbUkAg5Nuo5p9PpQFEy9qNUKjkvl/dSz5bBXs4mdBcp1bmVGFl6mdKPShjWput4qJHRe4R59/qjsokGXOPxqXIQumOWZjCRXEm+nHXpGOmPylF2HG0MZboUSxK+9eQ1/qFBexqUarWKYrHoZRuPUxYzJvqnnnoKvb29yGQyuOaaa/Cd73wHa9euxcjICNLpNObNmxc4f3BwECMjIwCAkZGRAMnzfb53rHMKhYJb7h+G2267DQMDA+5nxYoVAIKBQpUbdIqv3qT+o2t2BxGLxQKplCRpu+eqEiwwZRhYt4X30UwQAI4greyibQIIyDGWuDSTx0ojVsqw42B1ec3IoaFR6cMWcaPh4Ypjlbl4DmdVKiPRAHD1q8Ye2FdKU/az0B+bIaXPZY0Tn0MXmPE5Nf2VQdiJiQmfO+9xymLGRH/22Wdj27Zt+PGPf4xrr70WV111FX7xi1+8Hn2bETZt2oTx8XH3s3v3bveezTABOvKK5s0zFZKvbQYHf5MgaCToQWveui7I0YJolAy0VIJ6uVzdymu42QVrvvA6JUIbtFSvXnPWrWGxpM5ZivWI1XjQQ1dNn56/Bpaz2azbfk8NqWYuaZBbjYU1TJb09T5K7DZLh/fTcdLzbMCW/VFvvlarYXx8HIcOHeqaEXl4nCqYcXplOp3GGWecAQC44IIL8MQTT+COO+7AH/zBH6BWq2FsbCzg1Y+OjmJoaAgAMDQ0hMcffzzQHjVPPcfqoKOjo+jv70cul5u2X5lMBplMpuu4arGacaIaL8lAM1esfmxz3EnSdkWntk9ojrkN1B4rA4SwwdMwHVr7o9k1Ye2FBT/piWutHO2TzoZsmiTbILFzltM+GlDmql2mkJKkeQ8rpej2gHx+9fLZJ535KPi+Vv6cTr9n9VCdDWjt+cnJSRw8eNDnznuc0njNK2NbralSuxdccAFSqRQeeOAB996OHTuwa9cuDA8PAwCGh4fx1FNPYf/+/e6czZs3o7+/H2vXrnXnaBs8h20cD6iRa8aHkhilF/XmmRevqZJKakqQ2pZqwdZzVFIjqVpv23rHloTYnkoWKuEwi4hatcozYdIGwWcJOw50JC0aEcYPbN/4TKrNs54+1xvwt5WpdIy0/o1670AwB57pj9pn9dK1b5rdBMDFYjhGuvCt3W67gOyhQ4eO+7vn4TEbMCOPftOmTbj00kuxcuVKTExM4O6778ZDDz2E+++/HwMDA7j66quxceNGLFiwAP39/fjEJz6B4eFhXHTRRQCASy65BGvXrsWHP/xh3H777RgZGcHNN9+MDRs2OG/8mmuuwRe/+EV88pOfxEc+8hE8+OCD+Na3voV77733uB5QyYJeJqFeqhIuPWiSFbMwSEw208QGC8OqJ/J+VjriPZnKp/KCLuDR5wG6g4vqXSspW0wn4eiP9lnvo3GOsBkRSZyZNiqBcAES27SLz3icsRElbj1Hn4Gfh4018LWt8UMDxQCrrmTmczLLpl6vo1gsYmRkxG8u4nHKY0ZEv3//flx55ZXYt28fBgYGcP755+P+++/H7/zO7wAAPv/5zyMej+Oyyy5DtVrFunXr8OUvf9ldn0gkcM899+Daa6/F8PAwenp6cNVVV+HWW29156xatQr33nsvbrjhBtxxxx1Yvnw5vva1r2HdunXH9YBc+KLesK4iVdmGXiBJiuShC534HFYjVgMxXbYHvWEaC9XFmb1DwuZ9gO7NSwhbk4XnUobRZ+ZYWJLXgG9YEFPvEyZ9sJ9M7czn86jVaiiVSl2ZPkrw2iddiWx18LB4hEo7/K0ePMdEyydoTX41TBos53mtVgvFYhFjY2Pem/eIBF5zHv1sBfPoP/vZz7p/eHr0VirhDlK6qpKeLTNIGBAlmZAYlBw1S0XruSgZWdLVICDP0cVPbNMStK2Bo+mc2q7KGCo5sQ2tiwN06sTo+UB4oTH2WWUo3o/nsV/tdtttmKJSFu+pgV99Tp358FzbXzUUmv2kefdM4+S9ksmkC34nEgnMmzcPpVLJlTk4fPgwtm/fjgMHDpygb6SHx+uHV8qjnxO1bqy2bT1dBvt4TLVikqhm6PAaEomSvZKjBjVJ5pbEwghWSS1Mf9br2Cfm4YelZZJwNZDMGY0aEqAzi7CBZ4LPyOfWOEO5XA7IMAxssj/0srnLE++jqao6I9I4h85ymInE59dYhQak2Xe2R6PD/QcoJWUyGcTjcWcQSqUSjhw54r15j8gg8mWKVfZQ+UNJQAOBwBR5ZDIZR/48rhuFEzozoBevxwlLmCRBXkfP05Y7VuLW/mtaqBKphWbfKAnzeY+VnaPetR1D/tiCbjadUYOolUrFbemo6wms/MQ1B1onh5+Vzrr0PioJ2ZpGNEK68laluXw+HyD5SqWCPXv2BOICHh6nMuaER68eIgnDeopWj+ZvzWABgtKASicEszdIJJRvbPqk3pseKAlLvXptm+3rM/C15v1rDEGPqYxj29NZhCV9NVp8j1k07XY7QKJ8ZjWgel2j0UCpVHJ799qZkQZLdWYFdLaFDItV2NmajmWlUnFlJii5cfz4HEeOHEG5XEalUsGhQ4dw+PDhY3+pPDxOIcwJomd2CICurA7r4QOdDb95HOgEHHVrQvUqbRkE9f5pMLjs33rlVkqiZMRzdbNx1bi1CJperzEIlZGsQVLSZ3v6bDomKqVwLKnFa9leG3hWqUc9ZJK91gGyi9f0c9F2NO5hZzJqLCjXMGvGztBisRh6enrQaDQcyZdKJbz88svem/eIFCIv3QDBDadV0wWCdcpJyDymWS+UAzTThm2q98jzw/LLWQJBvVI1GFa3toFH9UBVW7dev8YN2B7lGi2NoB6/PoMldw3e8n2tW6Maub53LH2f5KqZR2zP9l0/QzWm+lx6nhobTVvVcWFANp/Po1gsOqLfv38/xsbGju+L5uExSzEniJ6euBKmen26DF+JUzfktmmLSixsVwuMaUqmes+6mCqM5IGgPERyIvEz40c3Imcf7epR2y71fM3yUfAZVYPnYjLKWTxP9W81CGo4eX8bFNXxJrlrRowGqK3cZYlf29YZmcY99Dy2S2+e+fK1Wg2Tk5PYvXt3YMw8PKKAyBO9etV2kQ69d8120XOAznJ8art2NqBSht4jFoshm826dkk6doEO0L083/aNz2CDxirPaNCWJQisF6yErISrWTzsm8YJ1FBZ0ub72h+diWhbKs3YdEr90WC0rWejn6Xe384qaERsLj/7lUqlkM1mUSwWUa1WXQB2cnLytX7lPDxmHSKv0VuSAToeHXVrm41DKMGyDRKp3YCaHi8JvdFoIJPJuAVEWn+GxDpd7jj7oQZEZSGb2WKNj+rYasAsEfN9etPsAzVzvY5lj1lywD677SO9ezW02j+V09iWzR6yhoXnhwXT9T6cwWl5Cp1tJBIJ5HI5tFpTC6Pq9TqOHDmCPXv2zOi75eFxqiDyRK/ESM9cM1RIFMwgodyiQUzquSQMBlpZ+IzvqTdMA8FCbCR7tqckGBZMtK9JXmFeus4S9P7W8+Z91RtmmQcNxtIb1hkL899tYTiCBM6FZ2okrVZv8/PV67azlDBN3t5fPX7OvLTOvcZJ+B1Ip9OYnJxEtVpFuVzGiy++6MsQe0QWkSd6W6BMtWPNbmk0GkilUq7Ery1ZbAOwuVzO1cfnzEBlER5vNpvIZrPuOqYNqmHg+WqAVHu3kg8lDc2Ft4utlBxJfnytgVd675lMJhBc1eJkfFYtPWANicYSgGBtGkJJmtDZkJ2B0MhZrV5jG5pmyjFRkrcymz7r5OQkGo0Gdu/e7fZD8PCIIiKv0Wu1Rau/A3Cyhda6CQtWKrHRO6ecodq+ShJcZh+Px5HP510FTT2HbVNXV0+f/dJcfJ0VaBss0cC+KTlSk1Y5hrIG76fBarZL75fpiWH131WC0tW3GjOw8o39fNRAavkEO+PR2AJfA937+9pFZyoxMbhcKpVQq9UwMTGB5557zqdTekQac8ajt8E6ILgYSZfhAx3yUALg37qRSDqd7qphw/o4qnmzVG82m3U6N4BAn6wubuUUJU1rMDTgq9lBJEktmqbbE3I2o7MW9YLr9bqr3KljoLEAnqcevfZbZyI2qMr+W7lJs6LUgNqYgub08/5W4qLB4jPX63WUSiXU63Xs2LHDbQjv4RFVRJ7olVCs19ZqtVydE6b4qTetBoJtaVCTi6BsBUSSSqVSCeRxk2CVrOjBUmLRei9KepreyL5YYuRxXbxFTV1X3OZyObTbU7VedOcqoLNlIJ+durxmwKjUxPvqylglbTt+Nm4AdIhe0z+V5Nl/FmHTWQQwVVpBK3/qrILjqm2S5EdHR/HSSy+91q+Yh8esx5wgeurvWuWRBEVNnkSsRKV6tV2UAwTJs92eWrbPHZWATm478/Hz+TxisRh6e3tRrVbdsnzrffO6sO0MVWvXQmz8TWOkqaAk0kwmg3q97mIL8Xjc7cCkBo7B5nK57KQnnQXxmdQY2KCvLbGsBBwWS9BUTBpZjUOwDTW0NA6EevU6O6GR1OcvFot46qmnAqt6PTyiisgTfalUcqTDQlkMiFJXJtmk02nkcjmn5apBYKBSpREbBFQJpVKpIJPJuGMsh0svuLe3t0vOIIlrrRrV0VUqsdlB1hDxHK07QwOkhoq59BqAJTH29PS4wKUGW/W+rERpvXCbLaPPx7HSY6rLq4evkpi2b3V7XWOgMwE1nolEAhMTE6hWq9ixYwcOHjx44r9wHh6zEJEn+nK57LT0Wq2GTCbjcqh14Y56+JQutOY8SVtTBoGOtq/SDNDR8TVVstlsusyeyclJZDIZN9PQAKJ60CQxBmsZACZ529RP9Za1ZgzvT49cn1/f1wArDYCez/to+QQlcs40dIbCuIXNeFJNXw0W9w1g+6rDa46+9lWlLJW42Ad+/pVKBSMjI/jlL3953N8pD49TDZEn+kSisz0ctytsNBrI5/PIZrPuPfUotZytBkpZZdISsZKMzRHX9yjVUBZiyif7qdkp6t1ryQAALqBo0w11TYAaAU291GwbbvnHa5U0NTagervV5FVi0owlzgrUMKiOzjZsNVBdgxAWuJ1O+lHjwdc0EDQc5XIZhUIBP//5z52c5uExFxB5ou/r68PBgwcDEgAwtQMVUx6ZkqdbDpJ8tFYKa9RT52d7SobqfavcwDasoQiTO+itA3B1bTSNk9IJj9PjpsEi8dqaOTblUQ2Ptm+DrdbgsS32X/V7tmEJWu/N6wglfwABEtYce2ZQaUYP37dF4Ghs+LtSqaBYLOKXv/yl3zXKY84h8kS/aNEi7N+/35UIbrVayOVySCQSbl9TLgxqtVpuARFTCkmCzJ4heVJvJ+lRriBBc5GU9VKtzq5ErfuWqubMgLFdB2ClEQAu/mCNiRK6TVckUarXrYFNGyjVADTQHUhVKUUDo4QaMg2aWsLnuXYcOROyBk6NGJ+FsZZisYh9+/bhl7/8ZaAvHh5zAZEn+vnz52PevHk4cOBAwMtkyWBmyugqWAABD1KDf4Tq0qpN87xyudxV+ZEkxfaBKaKt1WouMyifz7vfLJ+rRkAXdTFF0xIp76dBU11hqtIMn92WZ6A0pKRO0mYfSKJK0iRaGxvQZ1aZxo6pQo1SmNHiMY1FKMlz7MfHx3HkyBFs377dlznwmJOIPNHn83ksXbrUET09ZpUEGHjVjBOSkPU8NeNmOu9W5ReSPfVwkrMGKDUzp9FouHrzet9qtRogMZVadCZhg6V2q0Al11ar5Va9qvykcpMlW/abWTyUllT716CujR9oVg37aw2V9e6nm5Hw2TSozrbZz8nJSRQKBTz//PO+zIHHnEXkiT6dTmP+/PluRSpJkd66ergqy2guOBDcNJyvw3Z+AoKrbOnFa668nh8WVKxWq247QnrOJDPKOGoI+Nv2ge+xXdXabdqm6vE0FCqraN9IoiRbXcmrFTo1zREIbmxuJRtL5FbqmS5OYLV/AM6wVioVFAoF7N2710s2HnMac4Loe3p6MH/+fOzZs8eRN4mN3ilJgBkruhKVpKqBQHrgPK553ypL8LjuxKQyCttSEqLkwj5QVqKh4jmassh+qY6vsooGXDWArLnr7K+t22N1c501cJaiUoouZLJBcOvBqyeuhmE6qUZnJDSiOnNIp9NuYdT4+DgOHTqEp556ys1cPDzmIiJP9K3WVJmDgYEBvPzyy47gtbQwibfZ7Oxfaj1coEOcNA4kJl09ajNw+FvloLDsFfXISXosgqazBz6TZsioNs62eB8+nxKxnmOhQWCgu6SwXRdAqNGykosNALMdBoCt5m77qjMklXUodbENGvVGo4GxsTGMj49j+/btfmtAjzmPyBN9LpdDtVrFwoULXWDVZoaQmGw2iOZrW/IDOuUAAIQGbvUefE2jwnsAQVlIUy0rlYpL56SB0cVLdobAttRDVwmHhkizfvS5bF/4WsHxYbucHRA2l13/1mC1En9YYNt+Nurxc2y0WmYmk0Fvby/a7TYKhQImJyfx7LPPYvfu3TP6vnh4RBGRJ/p4PI6enh7k83nkcjkUCoVANgqDsSrJKLmrFxkWZLRVH1XvVwlDPXY1GOqN6wzCGiAeY5aMrV3P/tiFV3xfPX4gPAjK43qNvq8kTejfKsGoN68znbByERxbtqdjYmMJnHUxfsGZTz6fRzKZxNjYmCs9/Nxzz3ld3sMDc4DoK5UKstkscrkcenp6cPjw4UBaoJVPVJunPq4Lb1QnVhKhXkzDwdca+NTrSVpKvlZDDwuGahkDBpX1WqDjLXMFbZgMAiBgtOxsRY2aeuX6vFaSoWHkeRrM5rNQ5mK/9N5K8jariX1SkmeefC6XQzKZxMTEBIrFInbu3Int27cHntXDYy4j8kSvGSXz5s3DSy+9FNCGbZYIEJRtLDFaT1fPtYFR9brpzZLEwtIWSZ6Ug6aTMWzJAQ2eqoecyWRcYNLGIzS4abV0PiufL8y7t942j+l9eAzobAATZhysbGNTS/V6Bl+z2awLvGYyGUxOTmJychIvvfQSfvazn/mqlB4egsgTvRIUd0vSeutKmpQ9SF5aateCZKV6versWtdFvW0teazGgr81k4Qplbrq1hoO3YBE+6rrBNLpdFd5Bx0fGoqwzUJ0DK1nr6Q9XcBX5Syeo88a1qausOV5jUbDrU5mKQoSfbFYdCS/detWvyjKw8Mg8kRfLBYdebKoGTeq4KYjJBxmcFhvNUzbVgJX/Vw9UCUxm6HCdmwaIoBQb1ffV0NhydQSNNMfdZag91E93BK8va81FFZWCiNvS+Tab4LGlgZS+0WDx125WGqaJaWV5J944glXa9/Dw6ODyBM9SUQJjUQfj8eRzWaPmV2ji6dseqAu2KF3Tag0otq/esca5NXrNC4QliFkX2vmS1gNGaYiapxBn8EGgtkPJXGFNTCEzfyxRsQSv53ZsA1N8dQibfTgU6kUenp6UCwWMTExgZ07d+Lxxx/3JO/hMQ0iT/RapIvkwxr1BL1EKyvogildAarBUoIzgjApQs/T89m21cs1n16Jj+3p9VqfhjtDWW2f5x5rlqKzAVu2wPZVjSJh0yBtATZ7nRotlc2071qoLJVKOT2eck2hUMCLL76IJ5980pO8h8cxEHmiz+Vy6O3tdaUDMpkMDh486LxblT1Yt1y1dyVhoDu/nsf4WmUIJU9t03rk1NsBBPR4JVyVUXgvu0pU6/AACMwgrLxj4xBqDKxkY2cyPE/HR+MMWjKYx6zXHiZHsT2r5bMOUTqdRjabdST/3HPP4ac//alf9erh8QqIPNFrVo1m0jSbTVfCgPIAC3RZyQYI1ltRkJC0/jnvqTtUaWZMmNdss13YL/XwVccGggFNDVpSj7eSCY/zfnrM5q/rsxH6/NNlyagXrmOkhoazFD6vPZcplGwTAHp7e906iPHxcfziF7/A008/HaiS6eHhEY7IE/34+LhbGr9w4ULMnz8fL730kiMXZqMwZz6dTjuCZjExrT5JYrNpifSmmdFjvVYldvXuCSV0lViUBMNSGQk1RIwZ2HM1Z57PoYSqP+yT1e3VaNl+hHnxYfq7lbV0NsTgsb4/MDCAdDqNI0eO4PDhw/jZz36GF154ITQbysPDoxuRJ/oXXnjBBfESiQTmz5+P/v5+AJ09VJWAmOWh3jH3dOWOTuqNWkLTwK3NiLGeLRBMUVSi1OX9YYFP623zGM9jpg1jDxqU1hRGwspLYUFUlZv0vDDSV0/fevEcOx17XaTGtlKpFAYGBgAAhw8fxsjICH7yk59g3759x/lt8PCYm4i/8ikdfOUrX8H555+P/v5+9Pf3Y3h4GN/73vfc++9617u6PMNrrrkm0MauXbuwfv165PN5LFmyBDfeeGPX9Puhhx7C29/+dmQyGZxxxhm48847j/sBn3zySWzduhV79uzBoUOH3MrMfD7v0isph3CjbnroJKFarYZSqYTJyUmUy2UXmK3Vai63G+h4tJQe6vW6O5c/9rXWkedv/VvJ06ZNWg9ayZoGiZIUM3lsNgxhM1wIvZfNbbeBYns+x5Abg9BAMD1SjSr7xfZ7e3uxYMECNBoNHDlyBL/85S/x8MMPe5L38DgOzMijX758Of7yL/8SZ555JtrtNr7+9a/j93//9/HTn/4U55xzDgDgYx/7GG699VZ3TT6fd383m02sX78eQ0NDePTRR7Fv3z5ceeWVSKVS+OxnPwsA2LlzJ9avX49rrrkGd911Fx544AF89KMfxdKlS7Fu3boZP2CpVMLTTz+NXbt2YenSpTh8+DAmJiYc2bOUQBiZkpSp22vanxKnerVsQ714IFiO1wYvVQ7iuYrp0h71fZWCNLOm3W671ErGD9Sz5/203bBVpdYA6XVAZwZiUyZVumLmTK1WQ6VScUFoHatkMon58+cjkUigWCxibGwM27Ztw3PPPef1eA+P40SsHaYBzAALFizA5z73OVx99dV417vehbe97W34m7/5m9Bzv/e97+F3f/d3sXfvXgwODgIAvvrVr+Kmm27CgQMHkE6ncdNNN+Hee+/F008/7a67/PLLMTY2hvvuu+9V96tQKGBgYAD/9t/+W6RSKbdwqlKpYHx8HIsWLUJPTw96enpcrRRuEq6eMQlSc9BJiJR1rOxhg5mqQ08nw4Rl0liPm9eqV62kzpmJBntVLtFKmyqR2Jow1rCoUdBns0FmW6SN/dEduZrNpktv5eYqNGzZbBZ9fX2o1WqYnJzE7t278ZOf/AQHDx581Z+7h8dcxPj4uJOkwzAj6UbRbDbxj//4jygWixgeHnbH77rrLixatAjnnnsuNm3ahFKp5N7bsmULzjvvPEfyALBu3ToUCgVs377dnXPxxRcH7rVu3Tps2bLlmP2pVqsoFAqBH2BqI5G+vj709fW5reVefvllvPzyyxgfH8fExAQmJiZQrVZd0FazVoDuzS9ITKy9QuKkXMM66XZxk7ZFxOOdfVv1vpYouVCIujvPV8PAhVHsQ71ed/JQqzW1baB60nwGa+vDYgEkaT6vlWOsIVMj1Ww2Ua1WUSqVUK1WHfFXKhU3Y5o3bx7y+TwmJiawb98+PPbYY3jooYc8yXt4nADMOBj71FNPYXh4GJVKBb29vfjOd76DtWvXAgA+9KEP4bTTTsOyZcvw85//HDfddBN27NiB//N//g8AYGRkJEDyANxr7uc53TmFQgHlchm5XC60X7fddhs+/elPdx3v6elxtV4YUG00Gti3bx8KhQKGhoYwODjo9GJWuYzH405/1+waW9NFZRYNUGq9eJu7brV2JUVLknxfZYvpjAav001OwvR4rf6o2ri2EabTh2XlAMEN1e1zaKok5SkaiGw268a6XC5jcnISL774Ip5++mm/WYiHxwnEjIn+7LPPxrZt2zA+Po7//b//N6666io8/PDDWLt2LT7+8Y+788477zwsXboU73nPe/DCCy/gLW95ywntuMWmTZuwceNG97pQKGDFihWOXNLpNGq1WkBvLxaLePHFF3Hw4EG86U1vwuLFi11dFa2OaIOOYeUCSIYkT80nJ6kSStCW2NVD13x5WybB6vQ8z56jEo2+x2firEDz/cOCwJqBY+MVmmFjjR137NL9c7lJSDKZRLlcxsTEBEZHR/H0009j7969vrywh8cJxoyJPp1O44wzzgAAXHDBBXjiiSdwxx134G//9m+7zr3wwgsBAM8//zze8pa3YGhoCI8//njgnNHRUQDA0NCQ+81jek5/f/+03jwAtzTeIpvNurx21dSJdrvtJJx9+/Zh+fLlWLRoERqNhiuNwN/M8bbL/dkO0PFurYdsPWubZaLnsT3rmVt9X3V9Kw/Z9Edb+pe/dX9a1dmVwHm9XTxGnZ3Q6+i1K8mrNFar1XDgwAEcOnQIO3bswEsvveRXuHp4vE54zXn01H7DsG3bNgDA0qVLAQDDw8P4i7/4C+zfvx9LliwBAGzevBn9/f1O/hkeHsa//Mu/BNrZvHlzIA4wU2SzWRdktUSvz3HkyBGMj49j3rx5eNOb3oRFixaht7cXzWYT2WzWGRMrSZCUlURtyQSeZ71lHue5/G0Dwja1kedZ+QboDujafP+wwKrdQlH7r88w3aIxTUdlP7nSWNcxMF1y//79ePHFF/HCCy8E4jgeHh4nHjMi+k2bNuHSSy/FypUrMTExgbvvvhsPPfQQ7r//frzwwgu4++678b73vQ8LFy7Ez3/+c9xwww145zvfifPPPx8AcMkll2Dt2rX48Ic/jNtvvx0jIyO4+eabsWHDBueNX3PNNfjiF7+IT37yk/jIRz6CBx98EN/61rdw7733HtcDajBTiXO6jSlarRYOHz6MsbExDAwMOA2/r68P+Xwe2WwW2WzWBUa1qBhJUBcHMWXQbmytZK6BXkvCem6Y5x4W3FVi58yBbWowWa8Lm4FoRhFhyxuEyVpMo+zt7XXSV7lcRqFQwP79+/H888/jV7/6FSYnJ4/rM/Xw8JgZZkT0+/fvx5VXXol9+/ZhYGAA559/Pu6//378zu/8Dnbv3o0f/OAH+Ju/+RsUi0WsWLECl112GW6++WZ3fSKRwD333INrr70Ww8PD6OnpwVVXXRXIu1+1ahXuvfde3HDDDbjjjjuwfPlyfO1rXzuuHHpgKo9f9XP245VAD39sbMzl4A8NDWH+/Pno6elxZG83CKdnawmZMwr1hK1sY4mb72nNeku8PE/jBNbzt+eEzSjCArucpahB0oVebCuRSCCdTrvfPT09LnVyfHwchUIBIyMjeOGFF7Bnzx4v0Xh4vMF4zXn0sxXMo/8P/+E/oKenB2NjYxgdHcXo6Ci2b99+XN5kOp3GwoULsWzZMixZssR5rJQotCSy3Qh8On19ugwaICjB6LkKbTdM1rGGRL16O4sIy+AhkfN9GjKOB5+dP8DUxi6Tk5M4ePAgXn75ZezatQtjY2M+yOrh8TrhlfLoI1/rhjnbLP9ryXMmqNVq2LdvH0ZHR9HX14fBwUEMDQ1hYGDAZelQ0qGXb6USS6qafsnXYefZxVjanpJ5WPxhOgMBoGv2wffCau5TAtNFUDyHi5wKhQL27NmD3bt348CBA75OvIfHLEDkiT6XywVKD4dJHzNFq9XC+Pg4xsfHsXPnTgwMDGDx4sVYvHgx+vv7Axo+PX2CgVxbGA0IZsiwn7aOTNhvgsSrpX81R97GAGygWAO3/GENID4P+9RoNNwiqPHxcezfvx979+515G7LOHh4eJw8RJ7ogamsG5Y5ONGo1+s4ePAgDh48iOeff955+osWLUJfX1+Xl09PmKWQbY0coEPOuvn3dIHXsHz8MK2f59uMnrC0TJI7c+xpgCqVCmq1GorFIo4cOeKksCNHjnhy9/CYxYg80edyOeTzedTrdaTTaQB4XQgfmCL9w4cP4/Dhw0gmk+jv78f8+fNdaeRcLufKF9gaOla6sdUiScC2WqTCykRhRM8f3Sgl7N6szlmv11GtVjE5OYkjR47gwIEDGBsbw9jYGKrVaqgs5OHhMbsQeaJPpVLI5XKO6FWueD3RaDQc6XNlbl9fH+bNm4eBgQH09fUF6tdYr1+3BASCurmuUA0LpCrJ60Iotg0Ea8RbYq/X6ygWixgfH8eRI0fc+oJKpeK9dg+PUxCRJ/pqteoKafX09JwQjX6moOxRqVRw4MABR/z5fB49PT3o7e1FPp9HLpdzq3A1ddMGPrXefFgapc17B6bIv1QqOVJneYJqterKELDm/sTEBMrlcmAVsIeHx6mLyBM9N7mIx+PI5XLTrox9I6HEf/jwYQDoCnxyFS5/ksmkmwGEZb2wDUovDPhy5XK9Xke5XHZ/VyoVVKtVV3nTE7qHR3QReaJnjZtYLIZsNhtY4DSbwBz1RqMxbUqirX55rLZ0UxAPD4+5jdnHeCcY1KSZ6cJg6KkI73V7eHgcD05NxpsBqDOzJC8X/Hh4eHjMFbz+6ScnGawzw0VT6XQa2Wz2pOv0Hh4eHm8UIk/0WkOeRbfC6tZ7eHh4RBWRJ3oGOavVKprNJjKZjMu+8fDw8JgLiDzRl0olp88DcNLNG7FoysPDw2M2IPJsl8lkUKvVAMBJN9xe0MPDw2MuIPJEX6lU3B6lrVbLEb3uderh4eERZUSe6LnyU3dqSqVSyGazJ7lnHh4eHm8MIk/0LPBF2YbFvVjJ0sPDwyPqiLxQzZWwpVIJQKdUb09Pz0numYeHh8cbg8h79M1mE/F4HJlMxhX64msPDw+PuYDIE32r1UK5XEaj0QiUKfa59B4eHnMFkSd6avEshcD8eW6T5+Hh4RF1RJ7puCMTa7XXajW02+3AbkseHh4eUcacIPpkMum0+Xg87ure+EVTHh4ecwGRJ/pYLBbYcYnHYrGYT7H08PCYE4g80WuGTaPRCGxE4onew8NjLiDyRE/vnRk3rVbLHfPSjYeHx1xA5Ik+kUig0Wig1Wohk8kgFou5vVd91o2Hh8dcQOSZjrtLVSoVNBoNpFIpJBIJL914eHjMGUSe6CuVCmq1GmKxWCDzhtk4Hh4eHlFH5Ik+mUyi1Wqh3W47qUa9eg8PD4+oI/JMF4/HXVplq9Vy3nwikUAikfCbhHt4eEQekSd6knyz2XQrZBmMTaVS3qv38PCIPCLPciR3yjcq43iN3sPDYy4g8kRPTz6ZTKLRaATSKlmr3sPDwyPKiDzRc79YevHcKDwej3vpxsPDY07gNbHcX/7lXyIWi+H66693xyqVCjZs2ICFCxeit7cXl112GUZHRwPX7dq1C+vXr0c+n8eSJUtw4403uv1ciYceeghvf/vbkclkcMYZZ+DOO+88rj6ySmWpVHIrYrmHrCd6Dw+PuYDjZrknnngCf/u3f4vzzz8/cPyGG27Ad7/7XXz729/Gww8/jL179+IDH/iAe7/ZbGL9+vWo1Wp49NFH8fWvfx133nknbrnlFnfOzp07sX79erz73e/Gtm3bcP311+OjH/0o7r///hn3s1qtApjKuKlWq2i32+69ZDLpd5ry8PCIPI6L6CcnJ3HFFVfgv//3/4758+e74+Pj4/j7v/97/PVf/zV++7d/GxdccAH+4R/+AY8++igee+wxAMD3v/99/OIXv8A3vvENvO1tb8Oll16Kz3zmM/jSl77kZJWvfvWrWLVqFf7qr/4Ka9aswXXXXYcPfvCD+PznPz/jvjKlMp1Od1Ww9ETv4eExF3BcRL9hwwasX78eF198ceD41q1bUa/XA8dXr16NlStXYsuWLQCALVu24LzzzsPg4KA7Z926dSgUCti+fbs7x7a9bt0610YYqtUqCoVC4AcAstmsI3tgqoJlu932ZRA8PDzmDGaccvKP//iP+MlPfoInnnii672RkRGk02nMmzcvcHxwcBAjIyPuHCV5vs/3jnVOoVBAuVxGLpfruvdtt92GT3/6013HSeqsWhmPx12Rs1gshmw2++of3sPDw+MUxIw8+t27d+M//sf/iLvuumvWEeSmTZswPj7ufnbv3g1gytNn8JXeuwZkvXTj4eERdcyI6Ldu3Yr9+/fj7W9/O5LJJJLJJB5++GF84QtfQDKZxODgIGq1GsbGxgLXjY6OYmhoCAAwNDTUlYXD1690Tn9/f6g3DwCZTAb9/f2BHwBuFSwAl2mjG4PncjmfeePh4RFpzIjh3vOe9+Cpp57Ctm3b3M873vEOXHHFFe7vVCqFBx54wF2zY8cO7Nq1C8PDwwCA4eFhPPXUU9i/f787Z/Pmzejv78fatWvdOdoGz2EbM0EsFkMikXALp2q1GlqtFpLJpPPyPdF7eHhEGTPS6Pv6+nDuuecGjvX09GDhwoXu+NVXX42NGzdiwYIF6O/vxyc+8QkMDw/joosuAgBccsklWLt2LT784Q/j9ttvx8jICG6++WZs2LDBySjXXHMNvvjFL+KTn/wkPvKRj+DBBx/Et771Ldx7770zfkASfDwed+UQarWaK13M1bE2j9/Dw8MjKjjh6/8///nPIx6P47LLLkO1WsW6devw5S9/2b2fSCRwzz334Nprr8Xw8DB6enpw1VVX4dZbb3XnrFq1Cvfeey9uuOEG3HHHHVi+fDm+9rWvYd26dTPuDwmeJJ9KpdxCqUajgWQyiXQ6jUqlckKe38PDw2O2IdbWFUQRQqFQwMDAADZu3IiBgQG0221Uq1W0Wi2Uy2VMTk5iYmICk5OTeOyxx3DkyJGT3WUPDw+P48L4+LiLS4YhshW9aL++//3vuwBus9lEq9VCrVZDs9lEvV5Ho9FAsVg8mV318PDweE14JX89skR/6NAhAMDTTz99knvi4eHh8fpiYmICAwMD074fWaJfsGABgKkCascagNmIQqGAFStWYPfu3cecjs1G+L6fHJzKfQdO7f6fzL63221MTExg2bJlxzwvskTPlMmBgYFT7otD6HqAUw2+7ycHp3LfgVO7/yer76/GkfUJ5B4eHh4Rhyd6Dw8Pj4gjskSfyWTw53/+56dkLRvf95MD3/eTh1O5/6dC3yObR+/h4eHhMYXIevQeHh4eHlPwRO/h4eERcXii///tnW1MU2cbx//AaIWwUlyhLSoI4mpUYIpajy9oQiPgsrmXD8yRhb0Eo8NEo+LbolO/YDQxMUaNiRG+GMm2iC5OzRxQnEtlw1Cx4jphVbKFypTwJqBI/88HwtnOQPcYW1qb+5c0Kee6zjm/c/U+V5rTm3MEAoEgyBGNXiAQCIKcoGz0hw8fxuTJkzFu3DiYzWb8/PPP/lbCrl27EBISonhNmzZNjvf396OoqAivvfYaoqKi8P777494+EpLSwvefPNNREZGIi4uDsXFxT65vfLly5fx1ltvIT4+HiEhIThz5owiThI7d+6E0WhEREQELBYLbt++rchpb29Hfn4+NBoNtFotPvvsM/T09ChyGhoasHjxYowbNw6TJk3Cvn37fO7+8ccfj/gccnJyAsK9pKQEc+fOxauvvoq4uDi88847cDqdihxvjROr1YrZs2dDrVYjJSUFZWVlPndfunTpiNqvXr3a7+5Hjx5FWlqa/A9PkiThwoULcjxQa/5cMMgoLy+nSqXiiRMnePPmTRYWFlKr1fLevXt+9fryyy85Y8YMtra2yq+//vpLjq9evZqTJk1iZWUl6+rqOH/+fC5YsECOP3nyhDNnzqTFYmF9fT3Pnz9PnU7Hbdu2ed31/Pnz/OKLL3j69GkCYEVFhSK+d+9eRkdH88yZM7x+/TrffvttJiUlsa+vT87Jyclheno6r169yh9//JEpKSlcuXKlHO/s7KRer2d+fj4dDgdPnTrFiIgIHjt2zKfuBQUFzMnJUXwO7e3tihx/uWdnZ7O0tJQOh4N2u53Lly9nQkICe3p65BxvjJPff/+dkZGR3LBhAxsbG3no0CGGhYXx4sWLPnVfsmQJCwsLFbXv7Oz0u/u3337L7777jr/99hudTie3b9/O8PBwOhwOkoFb8+ch6Br9vHnzWFRUJP89ODjI+Ph4lpSU+NFqqNGnp6ePGuvo6GB4eDi//vpredmtW7cIgDabjeRQAwsNDaXb7ZZzjh49So1Gw0ePHvnM+9/N0uPx0GAwcP/+/Qp/tVrNU6dOkSQbGxsJgL/88oucc+HCBYaEhPDPP/8kSR45coQxMTEK9y1bttBkMvnMnRxq9CtWrHjqOoHiTpJtbW0EwJqaGpLeGyebN2/mjBkzFPvKy8tjdna2z9zJoUa/bt26p64TKO4kGRMTw+PHj79UNX8WQXXp5vHjx7h27RosFou8LDQ0FBaLBTabzY9mQ9y+fRvx8fFITk5Gfn4+WlpaAAw9i3dgYEDhPW3aNCQkJMjeNpsNqamp0Ov1ck52dja6urpw8+bNMTsGl8sFt9utcI2OjobZbFa4arVazJkzR86xWCwIDQ1FbW2tnJOZmSk/sB0YOh6n0+nzZwNYrVbExcXBZDJhzZo18p1OA829s7MTwN836PPWOLHZbIptDOd48xz5t/swJ0+ehE6nw8yZM7Ft2zb09vbKsUBwHxwcRHl5OR4+fAhJkl6qmj+LoLqp2f379zE4OKgoOADo9Xr8+uuvfrIawmw2o6ysDCaTCa2trdi9ezcWL14Mh8MBt9sNlUoFrVarWEev18PtdgMA3G73qMc1HBsrhvc1mss/XePi4hTxV155BePHj1fkJCUljdjGcCwmJsYn/jk5OXjvvfeQlJSE5uZmbN++Hbm5ubDZbAgLCwsYd4/Hg/Xr12PhwoXyYzq9NU6eltPV1YW+vj75+Q3edAeADz/8EImJiYiPj0dDQwO2bNkCp9OJ06dP+939xo0bkCQJ/f39iIqKQkVFBaZPnw673f5S1Py/CKpGH8jk5ubK79PS0mA2m5GYmIivvvrK5x+y4G8++OAD+X1qairS0tIwZcoUWK1WZGVl+dFMSVFRERwOB65cueJvlefmae6rVq2S36empsJoNCIrKwvNzc2YMmXKWGsqMJlMsNvt6OzsxDfffIOCggLU1NT41cmbBNWlG51Oh7CwsBG/iN+7dw8Gg8FPVqOj1Wrx+uuvo6mpCQaDAY8fP0ZHR4ci55/eBoNh1OMajo0Vw/t6Vo0NBgPa2toU8SdPnqC9vT3gjic5ORk6nQ5NTU3yvv3tvnbtWpw7dw7V1dWYOHGivNxb4+RpORqN5oW/dDzNfTTMZjMAKGrvL3eVSoWUlBRkZGSgpKQE6enpOHjw4EtR8/+HoGr0KpUKGRkZqKyslJd5PB5UVlZCkiQ/mo2kp6cHzc3NMBqNyMjIQHh4uMLb6XSipaVF9pYkCTdu3FA0oUuXLkGj0WD69Olj5p2UlASDwaBw7erqQm1trcK1o6MD165dk3Oqqqrg8Xjkk1uSJFy+fBkDAwNyzqVLl2AymXx22WY0/vjjDzx48ABGo9Hv7iSxdu1aVFRUoKqqasTlIW+NE0mSFNsYznmRc+S/3EfDbrcDgKL2/nAfDY/Hg0ePHgV0zZ+LMfnJdwwpLy+nWq1mWVkZGxsbuWrVKmq1WsUv4v5g48aNtFqtdLlc/Omnn2ixWKjT6djW1kZyaApXQkICq6qqWFdXR0mSKEmSvP7wFK5ly5bRbrfz4sWLjI2N9cn0yu7ubtbX17O+vp4AeODAAdbX1/Pu3bskh6ZXarVanj17lg0NDVyxYsWo0ytnzZrF2tpaXrlyhVOnTlVMUezo6KBer+dHH31Eh8PB8vJyRkZGvvAUxWe5d3d3c9OmTbTZbHS5XPzhhx84e/ZsTp06lf39/X53X7NmDaOjo2m1WhVTEHt7e+Ucb4yT4al+xcXFvHXrFg8fPvzCU/3+y72pqYl79uxhXV0dXS4Xz549y+TkZGZmZvrdfevWraypqaHL5WJDQwO3bt3KkJAQfv/99yQDt+bPQ9A1epI8dOgQExISqFKpOG/ePF69etXfSszLy6PRaKRKpeKECROYl5fHpqYmOd7X18fPP/+cMTExjIyM5LvvvsvW1lbFNu7cucPc3FxGRERQp9Nx48aNHBgY8LprdXU1AYx4FRQUkByaYrljxw7q9Xqq1WpmZWXR6XQqtvHgwQOuXLmSUVFR1Gg0/OSTT9jd3a3IuX79OhctWkS1Ws0JEyZw7969PnXv7e3lsmXLGBsby/DwcCYmJrKwsHDElwB/uY/mDYClpaVyjrfGSXV1Nd944w2qVComJycr9uEL95aWFmZmZnL8+PFUq9VMSUlhcXGxYh69v9w//fRTJiYmUqVSMTY2lllZWXKTJwO35s+DuE2xQCAQBDlBdY1eIBAIBCMRjV4gEAiCHNHoBQKBIMgRjV4gEAiCHNHoBQKBIMgRjV4gEAiCHNHoBQKBIMgRjV4gEAiCHNHoBQKBIMgRjV4gEAiCHNHoBQKBIMgRjV4gEAiCnP8B5QXwkGQoZ3oAAAAASUVORK5CYII=\",\n      \"text/plain\": [\n       \"<Figure size 500x500 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"image/png\": 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\",\n      \"text/plain\": [\n       \"<Figure size 500x500 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"image/png\": 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\",\n      \"text/plain\": [\n       \"<Figure size 500x500 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"image/png\": 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\",\n      \"text/plain\": [\n       \"<Figure size 500x500 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"image/png\": 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2SNq/FNjUFUQlW5Y2oIKNNJ1Sy1eva9ywBq4HQdEfdb9RuYmFnIM3GvHjma9euxXe+853GRSRA8aEPfQh33nknvvzlL6OjowM33HAD3vnOd+I///M/Acxa5iuuuAKDg4P4wQ9+gBdeeAHvec97kEwm8ed//ufz0V0Pj1MG+Xweb3rTm3DWWWe55ffMAy8Wi6hWq6GFPISu0NTSsCqHaMEqPVff5/6ZJE27tJ0Sjp0JaHBVz1VJhe1oVoweqzKI9kFnC2oQlMhpaFR+SaVSc/R5bccuNuL71Wp1XpzTeSHzlpYWDA4Oznl/fHwc/+///T988YtfxK/+6q8CAD7/+c9jzZo1uP/++3Huuefi29/+Nh577DF85zvfwcDAAM466yz82Z/9GW666SZ86lOfmpcdOjw8FjoY4DzvvPOwdOlSV82wXq+jVCo5wqX3S2lBszEYvKSUYHXmqJoj9OpVttDjtKphlIRhyRVoBCzVs1e9nO3q9ay8o+1HpTjaa6nRiGrDaue6AIl9I4FrP5uJefH3f/7zn2NoaAjLly/H1Vdfjf379wMAdu/ejUqlgm3btrljV69ejSVLlmDXrl0AgF27dmH9+vUYGBhwx2zfvh0TExN49NFHj3rNUqmEiYmJ0MvDw2PWGz///PPxG7/xG64gViKRQKFQwMzMjFtyrmREIlcNOKo4lGZ5WK+Zqza1nooex98pv6gGbSUT9lG9dco+uhCJcgxnFyq50GjwePbBkridEUQZArarGS3cMUnbSaVSIWVCV6w2G01vccuWLbj99tuxatUqvPDCC7jllltwwQUXYM+ePRgdHUUqlUJnZ2fonIGBAYyOjgIARkdHQ0TOz/nZ0XDrrbfilltuae5gPDxOYsRiMeeNL1u2zAU4mSuunrgSFklPvVsle5VYVGYhbE1wK6sobPaIyixsnx6x5rAzPZCrQq0nz/FrVcOobBO7VJ+55zRiNr2RBK7X0Lbt/S+Xy3OCtDZY2yw0ncwvu+wy9/uGDRuwZcsWnH766fjSl76EbDbb7Ms53Hzzzbjxxhvd3xMTExgeHp6363l4nMjIZDJ405vehM2bN6O/vx+tra2ujgqlD1b0o45tC07RO9cl8XaZO42BZnuQqJSkLYHxOC1lq2RqocRMIrd6PUm4WCyGjIKWGIjSyTVfXkn3aEvvbYkC3kObU69GQj+br2X9856a2NnZiZUrV+LJJ5/Er/3ar7lNW9U7P3DggNPYBwcH8aMf/SjUBrNdonR4Ip1Ou+ptHh6nMvr7+3HBBRdg5cqV6OrqQjKZRLlcdoSrmScsQasSCckxCIJQNop61yqLaK0UoEG8emyU3hy1oMYaA6Dh6fNYLXnL63FMLS0tczZ1pvesEgjb1xxwrahoNW17PdXttW+cPdBIaXZLqVRy93I+0hPnJ0dGMDU1hX379mHRokXYtGkTkskk7r77bvf53r17sX//fmzduhUAsHXrVjzyyCM4ePCgO2bnzp1ob2/HyMjIfHfXw+OkRSKRwMjICN7xjndg48aN6O3tRTKZRKlUciRDXbdcLrvt25SIlaCo92oan3r1mkrI1EIez2PS6TSSySQymQxSqRRSqZR7r6WlxV3D1kCxOd/U7aOWzLPf1KFV947FYs7RY79I6OyjBnSjMnG0yqJKR+qhsx9axkC1c7bLPUxPihK4f/RHf4S3v/3tOP300/H888/jk5/8JBKJBH7rt34LHR0duPbaa3HjjTeiu7sb7e3t+IM/+ANs3boV5557LgDgkksuwcjICH7nd34Ht912G0ZHR/Hxj38cO3bs8J63h8dRkMvlsGXLFmzevNmRuNWUWVhKi1YpkWttcH3fBiztEnegkX5I71/lD17L1hwnsdbr9VAWDRAuE6vEqemJtkY4x6ovnWGotq+SkY6R0I01tB881i6cojykGTQqpeiswo6vWWg6mT/77LP4rd/6LRw+fBh9fX04//zzcf/996Ovrw8A8OlPfxrxeBxXXnklSqUStm/fjr//+7935ycSCdxxxx34wAc+gK1btyKfz+Oaa67Bn/7pnza7qx4eCwIDAwO46KKLsGrVKnR0dCCVSqFarToJheTL1DjN/NDVnSRAestaVVAzP+iZ2rRCmwGj3nEUeUV5p1pfhdejHm1lDauBs16KEjyhQUvtmz0myjvXMSpUErKyi76n8o6Ww202YsF8tHoCYGJiAh0dHce7Gx4e84Z4PI4zzzwTb3nLW3D66acjnU4jlUohn8/j0KFDIcIFwp4wM1nUg9TUQPV+ea4uFgLCdU9UBlGJAQjnkqthYBs8357LAK165hwTjYr2t1arhTxq3bJNl9bbVZjU9RlDYD91sZMt92uzc9RQajYM+62pnUEQYHp6Gr//+7+P8fFxtLe3N+Pfwddm8fA4GZFMJrFp0yacd955GBgYQEtLCyqVCpLJJGq1GnK5HGq1mqt0SJnBkrVKLpqdocFHm+Whkol6zkp0GhgFwtuxkYyVwG0qomrlBN/Xz0mcpVLJLSjUmYgaM5Vd1EPWvzmr0fRF7b9KMRrItP23uyfZLKCTIjXRw8NjfpHP53HhhRdi8+bN6OnpQRDMLsVPp9MoFAoh7zmTyYSWpWsQT0kYiK5xQiOhXrCuutTqhJaYbdqhSiTWk1eDAsDlc6uBsdfg+ZR3SMIaULV6vc1WYb94biaTcUFiSlV2TNoXthGVesn7bBdUzZcY4sncw+MkQl9fH7Zt24a1a9eiq6sL1WrV5VUDcEWyKKOoB2yzNEhAusGDyiZKglF6sSVIIKzHa8CUmrV6tkrOQIN4KWuQENUj1zHYAKpeX7NQVLJR75wBSb03NIrMflFpRvvNe6ASkB7PGALBa9h892bCk7mHx0mAWCyGpUuX4pJLLsHy5cvR3t6OUqmEYrHo5Ax60CRoVjhUIo3yxDXgqPIKdWklIM3IsN6myjcaoGR/OA6VHdRIqJduJRabnUJjot64ests1y6EooHjPdFFRcwA0iAqr2mX35Pg1QDxPul9VNLmLGI+iBzwZO7hccIjHo9j3bp1uPjiizE8PIy2tjYUi0W3LJ/koBX9SFr8XIlTvdujLaCx2SL8m0SlJEwis3q2ZnLQ+6fXrcvs2YbNMomSNOx5HIP23+rsHJ/KSOxLOp12+fYcd9Q9sbVhrLHRvuk1bE45tfSTIs/cw8OjeUilUjjnnHNwwQUX4LTTTkNrayump6dRKBRCdVPUE9Sa4UDY4yU56+IZ9bD5tz1X0/BsoJPHAXNrr6g0QvmHBJ9KpdwuRjxXjYFN4bNGhBkoakSy2awrMav3JCqoymwelWDYF97XTCbjslxIzCop2b09o4yKjoMEf1Iu5/fw8HhtyGQyuPDCC7FlyxYMDg4ik8lgamrK6eJWz7YZFSpHWBJUErOShF3cw2OV8ElsRwsIKvkTNpuEhsJ61lEetv2M42RfrC5uj+U1dcl+vT67EQczWGx9GhI1V62WSiWng6sRZT9V27deuv2eTpp65h4eHq8PbW1tuOiii7B582YMDAwgHo/jyJEjoSwPkhk1YPWwo4KKAOZICZo6yHQ+PVYDmdabJAFb75was2ac6O8apLQZMPS21Vsn1NNlvyyZMgPFBhlJsnbJfxDM1kzhe1YW4bi4cYeOU2UkQuUpfWneurbRTHgy9/A4wdDZ2Ylf+7Vfc7sBBUGAw4cPh0hC87xtpoQlb2DuDjoarOT5UW3QK7e512xHZRSVR4DwQiKbhqj9sUFQoJErruNTMuSG09xYQ/uiAUneKy2Axeuot8xgsc5KVHbR81WeojfPPthFTWxHZx46zmbCk7mHxwmE7u5uXHbZZVi3bh16enpQr9cxNjYWIiFLbCQS1a1tuqBmoOhLvUe7lRp/13xvJWsl3iivXQlcvV0NdloP2nq9lHdszXD2nRJJNpt1AWElcevNa7ojZzlqHHltDfgS5XI5lGqpAV3m7dsKjypD6U+/aMjDYwFjYGAAl156KdauXYuOjg5Uq1VMTk6Gcpmt92nT3GxgUv+2wU7VwO2KRf4kqVlPFphLvPY9Xlf7rgRu88Z5jA2s0lCowQiCRvEsbmUXpdMDDemDaYGs8Gjbt6tC+VJpSg0pg6I6Tg2S6ji15ow1bs2CJ3MPjxMAixYtwmWXXYY1a9Y4Ip+YmHBpfEraJGUWw9ICV5bMVV/mUn+VL9STBBpSiV3Gr9BFSDaN0RI7PVe2rcRHglOvWw2HauHqwfNnqVRy49OME40DcIm/EjYrHFqjR8IHEMpb10Jf7CPvN78fS/bW4Frj62UWD48FCBL52rVr0dnZ6faztTqzlSSYgqhlZ9ULBxrete5FGYs18qvVgyRxUT+2Grdq44pXIibb/6MZCEvmVusHGisurUFijXC7YTTbiJKAqIFb46MSSxA0Ug413VE1ea0iaY0VMDf3POr+NQuezD08jiMGBwdx+eWXY2RkBF1dXSgUCs4j14dfvWFd3ckMDbvPpi1Pq3q3etBK1kBjo2GbT83jrQZsFw/pT82MsQTNc7mcXglOUy61KBdz0mOx2JzVrQzUahaMLk5SyYj9sXKP6ut6f9XwWO2fY2AGjX6mRkzvo8YwmglP5h4exwl9fX247LLLMDIygs7OTkxNTWFqaiqUBRK1EpO79JDYdBs1JUEAIUJhgE6DgEowGrRTL9NqvBpo5U8bWFTPWclS27SBVF3sxM/T6TSq1arzvtXzththsI2jkbD18gkdB8dJz51GgfddM1ooIbFPOk6mZurswe5O1Gx4MvfwOA7o6upyWSsdHR2Ynp7G1NRUyJvk4hIlOfUa1dOlh6gaOD1azVyJ8iytFKKI8ir1XNuGJUlq2FESgwYLbWwgmUwin887I1Sv191mGdSz6aFrP/m7BnS1No1NT6RhVG1c4w/WsKZSKZfqqN+B3iPq8lrwLJ1OO0LXPPpmwpO5h8cbjM7OTlx++eVYv349Ojo6UCgUMD09PSd4ph4uCUeXjatHqQE7rfini36sDs52rJwT5ZWrxKKSSywWC3mxCvWalRw16EmCZUohM02y2SwAuE2QdQy8F7weJQ7rfdvZhBo/9qNer6NUKrmZDo/VQKq2wZct4MVz6L3z+gyqMlitK3ebDU/mHh5vINra2rB9+3Zs3LjRVT6cnp525KZaNgmFXraShuaZK9Hq7jr8TD1y9bBVclDpJKrQlOZQB0EjEyVKj+a5KqPQ4AAIZbewTe6SlEqlQpo788ztTj70jLkvMDfZ0HGq/GJnJPycXjaPUYOk34lKSRwT+6lph8yGUYmG94vjrFQqPs/cw+NkRj6fDxF5tVrF9PS0I216cNTBNZjH4J4tu6rkZslGjQDQqPGt0ol61DQSUTnQVjtXAreBPxtc1dWc1oNX2SgIZrdT4zFK4LweiVDvherrDJSqoVJS1uCqet96jPW0eW/Ynt4/lYmszGRnBvrd5XK51/Af9MrwZO7h8QYgk8ngoosuwpve9CZ0d3ejXq9jZmbGeZRKwjagZ4OCumScBElC1IVBPNcSlv5u5QUbcNV+qDygEo/Vf9UDp7ygHj8NBo9jHXagMctQo8PxUFfn8bo5hQZ5eY6StxIrr897xc+YlWIzUfg7Zwq8Zxrs1cCrBk3Zru0Xt/NrJjyZe3jMM5LJJM4//3xs2bLFbfM2NTUVytAAwrVNSFa2JC29XOrIlCGsHkxSZCBOC1/pedSbrZauwclMJhMiwKiMFL0+PeR0Oh2SJyqViqulwo0guAxex6+es+rUdrcfSiR6HIn5aMZA4wNKvhyz1njR2QWhqZB633SWRCKnNGUDvTZA2yx4MvfwmEckEgls3rwZW7duRX9/P+LxOMbGxtyGCJZQSGIkXyVDkjjJkF63yiiazaIep65UtJ6q9a6V8BhM5XHsiy3wRc80mUw6SYhlZWOx2YJYlD/oUfNzrcuu6ZJKxrq9Gz1kGiuVaTRIS8OoZK/avUoivEccoxoF3jO9V7VazRlEzbjh92JnWyqLzUfwE/Bk7uExb4jH49i4cSPe8pa3YNGiRWhpacFLL73kyMt6dppCSElCg5x8ZTKZkBasOrfqvCqbKCEp4alUoEaApJfJZDAzMxPqgxoENQwaONX+FIvFEPFzRkByt5koKiexDQYWtUqhDYbq2KyxYv80UEzP3hK4/S4I1eh5rkpK9La1XrydXURlyTQLnsw9POYJZ555Jn71V38VQ0NDSCaTGB8fj8wxVm9ag5Y6nbeZLNZ7tTq3EifbUTKnJ6kZJ9ofpgmy1rd6lurt8jOeR2+VgUjNfKF3rRq5QnVmlW00EKzetEoyWuMdQChwaQ0Oj7eBXs0cUoOn2Tf8nWNROUwJm/3SuIDutOSzWTw8ThKcfvrpuOSSS7B48WKkUilMTEy4B1qJMJFIIJ1OOyKz+cv8qQShPzVrhcceTcu2XrxKPJoPzj7xmvQ0AYS8Te0DZwzJZBKFQsHFA/Ra6nGrvmzbA8KSkXrDKvXoDIKGh5ILofEI/tQZifZNS9qqlKR9YBu6XZwaEn1xbEr4bGM+vHNP5h4eTUZfXx+2bduGpUuXIp1OY3p62hG5TtU1a0IzPWxFPwBzCFxT5fi5EmaUzquBVDUO6vEyWwOAy+xIp9NIp9MufZJ6McmKREWpoVwuhyoTakBRSVTHBoQJTo8hYVNioUfMmYAGG0mw7Lu9f0Ajz13vha6WVRlF75m9pyqh2O9T0yN5L3XWMh/wZO7h0US0tbVh27ZtWLlyJXK5nNt4GWgQqD78OrVXb9OSt9WTSSL0lO0GzVEyAdAgtSg9N5PJhFLsSEbM7bYyDTArN5A8Se4AQot9SIY2awVAaCwq5WjAVnV87S/7BjSkIZ5nF1kR7IPORKjJqxev/eC4tYKificqI9FgWxmF8hKNj5dZPDxOYKTTaVx44YUYGRlBe3s7yuUyisViqJofEJZCKGHoMn0NBqpmrh67nfYr+WtaXpSXD4QDhJqLziwbEhb7V6vVMDk56Y6jNw7Mrr5khomupgTCe2JyfDbQarNUNGjLcWgmDImYaYK29gvHwFWlNGhqTOLx2TorlEA0q4azCDWmWj5Yx8fvVTeEtvGFKCMxH965J3MPjyYgHo9j06ZNeNOb3oSuri63KEiDc0BYn2VKn+aA25rcbFtlAm1DyTKKMNULVI/SfhaLxdxCFvaLn2UymdAiF/X66eUrgalXr6SsMwheU/O2adRIoDpT4fFAY8ETvX9eU5fSc2Nn7TPPUZIm1EtnX9RY0HhYwwvAxQeIqNmUpm9yI41mw5O5h0cTsGrVKrz5zW/GwMAAYrGY27dTV06S1EjkyWTS7YTDh5xeoV2wop6eknzU5+rZAggFXXVGYLVrTT3UglBMLWQ/SYgsHMVr0TvVBTEcpy6W0Ywd9kNnEKq1s7/ZbBaxWCykhev9sLsBKfGz37zHJHUex+/ExhgAzKm1wj5ls9lQeiWhbej3xHvL8z2Ze3icgFi0aBEuuugil4LIXHKVEEjqfLDpkatHSCKLSk1UAgTC2SlRBEK5xW5aEeXhA+GAqN1oQT/n7yTGWq2GYrHodOpXkiwAhOQbeuY8nkaG5K8lY1VG0k0vlCC5UlW1es4c2A6NiaYb2pmN1pBR71/jFDReKr/YWMXRjBSNU7PhydzD43Wgra0Nb33rW7F06VLkcjmXSw40apOQ5JSIlchV3ybp6e/qbaqHqCREIrQZFjZoyDQ+lTH0PAY3tW2WpWVGDkHvkvKQrpZk9UOdmdBQqSHTDB+SLDVvvZ7uzKOky/tDKYSBXf4NNLxqvUdsh+3rd2FnFvweVC6qVCpuZhKPx1EqlUJ6OfusMhjvz3wtHPJk7uHxGpFMJvHmN78Zq1atQldXF2ZmZtymwhrUa21tDXnMWr+DD7sNnFmP2S400WOU4AGEiFqJTwN5luzZjl1cQ+jiG5Vc+JOkxr9V61byJknzuslkEuVy2R3L3HTNQtGgJ1MnKf1oXXQ7m+BnUUFZXfnJa9msI0KlMaZd8lr00mnM1FixLY2HcDFWsVh81f9nrxaezD08XgNisRjWr1+Ps846C319fajVapiZmQnptiTncrnsFrNooFFzp0mU9By1NgvQyEqx3rguzFEpwkoiAJBKpZzWq5kveq7NNmG/dAFRqVQKXVuDghqYBODkEq4G5ZiYptfS0oKenh5X053eLvtuM0P4dzabdXILr8EZB/tFCcZKXrYMgs0sicrAKRQKISPD71MXQEXNOOwsql6f3QzDa+YeHicIhoeHce6552JwcBDJZBJHjhyZ400C4TxqoLFknZ6vkrN6tCQE9eitxs73gYaXrO2q7EECBOBS8rTOiRIz21XPnO1rrrydCSih0wNXo6I/aZxIgrlczo2Z/dPt3nSmoxtaqzxDslfyVmLXdknyOhNSOYrflRogyikcGz+jkeSYSqVSqA+cHfC70Dz9ZsKTuYfHMaKzsxMXXnghlixZgvb2dkxMTITIQRekkCSilnQD0QE4PVcJVlckav43z1HC1xe9ZS07q16mlSfUYydUUtGVnOoxc6ZBzV11a22bY6b3WiqVkMlkkM1mUSgUADSko2q1GrkRtd4XDd5qaiP7S0lDA8lqBHg9Xb7P49VoqrcPwN1HjokVJmkENBAMNAw8DViz4cncw+MYkEwmsXXrVqxYsQJdXV0oFotu0Yx6zVYKIVloZgaAOb8Tmqmiu8KrpKGeoxoRXoPHJZNJZLPZUL0UHqfeLdCQZZSE1eNVT5VplXqueqA6K1GjRaJXjZoLhlpbW1EsFkOLlzRIqSRuA47WUwcaq1c18KgGyEolzAHX8grWMNoMI34X3EtU5Ra2p5k2tn5Ms+DJ3MPjGLBu3TqsX78ePT09bmGQLikHwtq1Ejk/iyqmxd/1ZdtTz14XIgHhDRiU1CgvsGaK6uDatpI1gDmeL4+lMWC2SlSwU0mbUo62ox67pjNOTU2hWCy6WjAzMzNzFlRpOzQK7JuNV+j1+LuSu2rw9KKtgVH5RmdPOsPQmYbO0IDZVcG5XM5lwPBzL7N4eBxHLFq0COeeey76+/vR0tKCQqEQWlSiU3QAcwKZlrj1p36uniYX3VAi4UvlFc32UM/feo30MunR6rEa5FRvX6EePD1pm8XBfvK6wOwKSRoVhRo89p2eeGtrK3p6elwsQiUXvc+qTeuiK5VFVE5Sg6g56jprst+JymVAI7uGY2aaIuvTqHEsFApuxyXNmvEBUA+P44RsNosLLrgAp512GvL5fKgmt/V0bfYFgFctsZAwKJMwx5tBN5UQCCVEfY/XY1+j0viUsJTUbXoez4tKTdTxqwcbBI1UQpUmVPu3bZCUJycnEY/H0d7e7jJJdEGSyla6N6caCJK7JWgtV0BJReuqKNlaT1zHSmOQSqVCswXeS41RUF/nZ34PUA+P44BYLIazzjoLZ555pqu7ontnWiLj75rdoVkq9qdd4ELNVUlcA2bqmSp56XtAeNchawTYhr6n0g5lA/aLur0GcLXPJFW71ygDvyQztqWzCJUq9H6Nj48jlUohk8mEgraEBmF5nso7SuZqWPmzVqshnU6H5BQlbdXSNUDK9knI/M7i8dmVnVEBUP7k7MQvGvLwOA4YGhrC5s2b0d3djXg87sra2owODe5ZjZzHkDiUZFWGUdKJ2uhYjYISjWrTKjHQM2eaH0ma19OcbhIYr6/kSqNlZRkNJPJaNmtH+0pSU+nBrrgk6vXZLedqtVqIJNPptPvc5okzGK2esi6U0hWmSupquKyxJbmrxKOzE619Q1lMr6czEM1xbzY8mXt4vALS6TTe/OY3Y3BwELlcDqVSKaTdqrenwU79LGrVJaf6mg6nmSbW27SyBK/J89iWLghin5SoSKoauNTZgQYDATitOyqFUXPUdXz0xKPqoKth0BmJ3fVePWwAjtBt4JH94PX1/qkx4bW1dAEDwyRY9aLZLvvIglpq0HQmpNe1gVTV92l0vWbu4fEGIhabXeW5atUqdHR0OBJX/Vk9cktG9JjVg+Xu7eq9qvdmg48kIM3O4PvqxZNAgXCt7aPNHvjSTBMNmCppanEsPV43YwAQGp+VLTTDQ/utBkKlF+0nMEv2hULBaeNWWlLjZN9TQ6ZSEmUS3nMNiLIdlVbYd/ZN4x2JRMKV3bVSlWr0arCbDU/mHh5HwcDAALZu3YrOzk7EYjG3DNsSL4nOBj/5U2t16E4+GjTlT5VK+JMkYI2FShlWKrCeLYCQzEEoyWqWjF5HtW3+rkv21bDwnlhpg21qUFWNotWjebxKVFZnJzQPXUvsalCT49OKi3yPx2geP42jevVc0WqNnhK9zbbRGi268Mlm9jQDnsw9PCKQTqdx3nnnob+/H5lMBpVKxeUJA+EdZ1SqUDLnRs36vnrhnMbrIiN9AWEpgwajVqu5PO8oPdfq6ir9KFRusfIHx6g55Kr16liUcIFwHMDmrgNw3rvq7vq59YTp5XOM/KnnM9DKkgU6G4pqk3LLzMyM+45IttpvzUbR75BtRq0ZUJnGxgq0zWbDk7mHRwTWrl2LlStXor293REIA11a9AoIEwVJjfU6mN+tsFKK/YwEQUImKGvoLkC6klL7pMZAiVrJW6+hMoVCpQmVliw5qXavnjuDvUp0TM2z5+sMR++rlTXU6GisQYO3NlUwFptdbl8qlULt5XK5OTMB7adKMGxXjQKPodevn7Nd5t9Xq1UXfJ0PHPOuot/73vfw9re/HUNDQ4jFYvja174W+jwIAnziE5/AokWLkM1msW3bNvz85z8PHXPkyBFcffXVaG9vR2dnJ6699lpMTU2Fjnn44YdxwQUXIJPJYHh4GLfddtuxj87D4zWgu7sb55xzDrq7u92iEMorUQRs9Wv1uNUrJfFogE7JRslYZRteg8RoN0wgtF0lRbviUAOnSkjWOOmMgecBjQ0mmLnBvTZVU4/FZmua53I5ZLNZ93k6nXb3h0ZCx6rjpwev91RlkKh7qB41ZRkNbOr1WlpakM/n0dra6rJrYrGYWynLmIMuZtLvtFKpoFQquRdnbjpDYSCYbaVSKaRSKZfx0kwcM5lPT09j48aN+MxnPhP5+W233Ya/+Zu/wec+9zn88Ic/RD6fx/bt20P1e6+++mo8+uij2LlzJ+644w5873vfw3XXXec+n5iYwCWXXILTTz8du3fvxl/+5V/iU5/6FP7v//2/r2GIHh6vHolEAlu2bMFpp53mysXyIVX9FWh4ZnbXIGaAKBFHec2E/q3kpNN+PUY9c6Ydqnep+e3aT72+FupSD5h/M5jJre2y2axbZs+XLmhS2Yjpf6weSC+X7bGoFv/WsfI7UEORzWZD0g3HpPeJbWlWjt47zTAhsdLA0dgwiEmvnkZLDQIQrgGjBl6Np36PJHReU3Pum4lY8Dp8/lgshq9+9at4xzveAWB2kENDQ/jDP/xD/NEf/REAYHx8HAMDA7j99ttx1VVX4fHHH8fIyAh+/OMfY/PmzQCAu+66C5dffjmeffZZDA0N4bOf/Sz++I//GKOjoy5Q8NGPfhRf+9rX8MQTT7yqvk1MTKCjo+O1Ds3jFMWKFSvwjne8A4sXL0YymcTU1FToASfUA9YVjul02hEgPTz1fNVjtpXz1ENnuVYNDtoCTlZ71ZRIlSfUy9asGm7LpuTP69lMFKCxl6h67Jq1QnlJj9X27BJ4a9zU4ydUo9dgIgOSTPNTr1nb1YCnyh+q9be3tyORSLjaMJSJaDhUM6fWrqmp7IveezU0vJYGUIvFIt7znvdgfHwc7e3tr/0fVv9/mtLKy3jqqacwOjqKbdu2ufc6OjqwZcsW7Nq1CwCwa9cudHZ2OiIHgG3btiEej+OHP/yhO+bCCy8MRXy3b9+OvXv34qWXXoq8dqlUwsTEROjl4XEsyGazOPfcc9Hb24tMJuMWrKheC0TXUwmCxt6QQRC4tDeVM6wBiPLqNPWNf6v3bwOZSsA2YKd57/ReNUXOkrV6ucCs1z8zM4NisRjKred1VD7gi7qwFpXicdykolAoOJLV4DC99nQ6HVqaDzQCwep12wJiarQ0u8cGWTVYC8CpBvSidVbBflEa0e9b7zHf0++S12PfVCKbD928qQHQ0dFRALMpXYqBgQH32ejoKPr7+8OdaGlBd3d36Jhly5bNaYOfdXV1zbn2rbfeiltuuaU5A/E4JTEyMoLly5ejvb3d6aE2EwOAq7mhDyQJl14avV990K1Mw3atNm4lAvVubUqjBjiVpGzaHH+nlGCJR0lKDZENKCqsF0oC5XkqO9jztFSBzRfX43mf+V3oTCCTybjSAPR6Sca6KIkEmk6n3WzELpKamJhAOp1GW1ubI3fKMKxTrouz7MyH41Ljo/dWP5uvPPOmeubHEzfffDPGx8fd65lnnjneXfI4idDZ2YlzzjkHnZ2dSCQSmJ6eDmnJhOq6DOaRuAGEpvVAuHyt9c7t9D8qtY/nUIuenp52e2aqcVDC0ICfyjEqF6gOTG+chKUGw+aTa995DevpavCQ4yEJptNpdHZ2Ip1Oh4KL5XLZra7lPpsq1eiMgN7+9PR0qASx9pH3lX2r1+tuFaf18jkObsqcz+fdLAaAi5sAcP3kuFKplPv+dZbB62rgloZyvrJZmuqZDw4OAgAOHDiARYsWufcPHDiAs846yx1z8ODB0HnVahVHjhxx5w8ODuLAgQOhY/g3j7FgUMbD41gRi8Vw9tlnY/HixWhtbQ3t98gHT+UNnc4zSEdN1BIzoZ6ZPuxWTuG1NODKv7mJsR6nZVc1k4PX0X6TxDk2tq2ZISQ+fqY51fypBorXVE07KpeeY8lkMigUCpiampoz09DAq5KsDVwqaSrZA3ByiH5/em+1XdW8OQZuW8e1BZSGADjv386W9H9EjakNmOoK0fmoZ95Uz3zZsmUYHBzE3Xff7d6bmJjAD3/4Q2zduhUAsHXrVoyNjWH37t3umHvuuQf1eh1btmxxx3zve98LWdydO3e6XdA9PJqJgYEBbNy40ckrujEzH3S7sIblaemR0+vT+uU2C4Xg+5RhSEr8jL+TTKkJJxIJlwkSBIEr+AU0tHn9O8pYqD5ts1G0fzQOhJYf0EBuVJaPkp2mEcbjs3to0lhavTlKS1ZjwxkEs4WU9KM8bZ5Pw0PNmjsvtba2orW1FdlsFplMxt17yiya7w80VpDqTIfjVflFM1Y489CSyfodNxPH7JlPTU3hySefdH8/9dRTeOihh9Dd3Y0lS5bggx/8IP7H//gfOPPMM7Fs2TL8yZ/8CYaGhlzGy5o1a3DppZfi/e9/Pz73uc+hUqnghhtuwFVXXYWhoSEAwLvf/W7ccsstuPbaa3HTTTdhz549+Ou//mt8+tOfbs6oPTxeRiKRwObNm91Kz/Hx8TleOX/qJs3pdBr5fN4FAi0pqdermQ96HAlG0/dIIFGpjbpBhV3AxGXsSqrqZStJ8hqq40d5kpoVoxKQZnMokfJcGg1m9pC4arVaaNbDPnOMfE81dBo8Gk314knw1N11Ozb2QeMDnEGRZFOplNPbNfWwWq1ienoauVwO6XR6TgkHOxPSGY0ep9+5TeHM5XKv4782GsdM5g888ADe+ta3ur9vvPFGAMA111yD22+/HR/5yEcwPT2N6667DmNjYzj//PNx1113IZPJuHO+8IUv4IYbbsDFF1+MeDyOK6+8En/zN3/jPu/o6MC3v/1t7NixA5s2bUJvby8+8YlPhHLRPTyagaGhIaxZswZtbW2h2ivWw9V6HSRparx2Gq8PMBDWndmWepK62MZq4fyM/SERqUyiXr3OKKxEAjQCo0robFdnHzyOY9KVkZbAeQx/6uIgzir0WjazhO3qPdGsFPseZRuep967NUh6Dv/m96b31Aai6/XZpf7Uz1noi31RHT8qBqHft94bfj4ftVleV575iQyfZ+7xXyGZTOI3fuM38Cu/8ivo6urC2NhYaFcezUghadJj1qmyEjgfXnrvvI6ujIzHG3XNSe701BlU41ZrhBaTUkOjPwHM+YyGQ4OCSuRR3rcuqAHg5A0SLg2eauFK+JyNaO63GhHNtFH6oZ5MsqQMxHttg60MhGr/6TGrEbDGi568Fj3T2vH6k3t4MlVRj+NMjRq4krkGzpXc+T8zPT2N3/7t325qnrmvzeJxymLlypVYtWoV2traQg8qCUglCG66oMRivXH+bvVqzSKxkgc9SyU59YrZH/VMVScGGt67yj3U9Kn/cjxawjcIGml7qt0rCfJclSK0H2rAVArRRTS66IrEZj1m1btJlJRd2KbOQPRY9fzVaJTL5VDWkH5v1kjwc/aRRsFu72ZnNOwjZyPaD72O3kNrLJsFT+YepyTy+bzzyFOpFCYnJ0PyAafCfPjoodN7JImpV6gEaDVS680rKZAQlNCsbMBj6clHkZxmwXAar54rCZTpcSQslSCAhkHiZ0C4xK6SL6/JVZ26oxENi+atMyPEZrDYWYJq2Lx+lA6u8hTbtf3U+2RlGI5RiV0lH/aD91PfUxmL/WP/KStrEgfTLjmGZsOTuccpifXr12N4eBitra0ol8uYmZkJPeyaKaE52CQ6m6VCUlAvUD1oJR2+R2Lm+VY71+uQLGyQTdtTOScIZrNdbBDVEjaPtdkVSp6UJVSuUTlE9/hUUmM+to5fvWCrJSvR6vUJ9l+/B82msbMrGmO2qfdfyVuNk16T90VnTGrwVRe3cYGZmZlQdgs/0xlcs+HJ3OOUQ1dXF8466yx0dHQgmUziyJEjjoy5Mww9Ts0+Aebu2akZCyQhSgQ8XlP6CB7PKToJiRkWGogkUUSRiCVlEhj7oaVmLUmqTKJQg6WygE235Lg0v141aCthaD12nbWoDEUC1GCu3g8dtwZ/Nf6g31tUlpFmAVkjoveFxoLt6r1UMrbnsw8qp+gMQf9uJjyZe5xSiMVmt4IbGBhANptFoVAI1bjWQKQSIDVhu9KPbeqDDyBEGJZc2K6SMz1X6t5ahIvHsh0lYV5HV0ym0+kQEVo9mv1QI6CVGG0etUpFHG+UPKREpeOyBk91ZGtcSPZ6HX5OI3m095SsVafXQDbvsd5b7bOdfWlapMY1omQimwGksx2VxubDKwc8mXucYujq6sL69evR1taGRGJ22T7Q2PJLH14AIUIA5u4jqQ+sEq3+tF49z9PrqDzDY+h5qjRiyVmn+JQagqBRX0VJVK+l/VLNGEDIA7Xn6CpMIFyJ0C7UoUTFfkX1n21rRUS9H3p99ZZ5bRpEzoAAhNJI9VhdDBTllWu8ROMQzJrROIidFdl7TcnHBl2t8W4mPJl7nDKIxWI466yz0NfXh2w2i3K5HNJYY7GY82r1IbRZCerhHk0HtfKFJXdtRwmJRMRpvRKSGgKSPmUVJSNm3mhlQtXF2RcSmQYt7fRfjUzUWGx+uHr+wNzUSBpN3jv+1AJdOvPRe2oDmCq3KMmroeV7dm9OZtzY78uWA9YgeJRGrqt4lcR1xSeh35EPgHp4vA709fVhZGQE+Xwe8XgcxWIxRHCZTCak3xJRujI1ad24OEqn1UwWJSL+5DHsQzweRz6fdwuY1KON8kiLxWLIkwyC2cBjLpdz5EItnWmJ6onboKYNUKoxYf+07za3muMnuVpjCcD1RY0ZZyl6DbZF6Um9YvXEOQ6dMZBQo4wQ+6+zA21XZSoW2aKUxTZ0tyL7vWrf9f9Hr+k1cw+P14h4PI6zzjoL3d3dyGazc/RuPsCaH20lEkIzVaICm+ot6vEk0Ci9/WhBR/UGldgtKdgsGZsqR1Kj/KBeowYyo/RkXtfu72mNi8YaNAOEbXDHIDVMWstG76MGNvm3BmBV8lCPnZKI3fzCZg9Zj15nNZoWqdlD+j3yXK5w1Z2mdP9TLp7SGdh8EDngydzjFMHAwABWrlyJfD6PVCqF6elpJ0dwdWOhUHDHK6Hzb/3dHgeEl73rOaoJa3BPPUU+/CQI9QIJEjGJgbMD/ZttqTZLSUE9WCtn6GpKa8x0YZGOSeUfXVClfWAf0+k0MpmMCzbr6lFe0+4KpGNQj1vvmcozvB5JVz11GiGdNdDj15mPGk0aNs1sstq+5rQTNs6h34caj2bDk7nHgkcsFsPatWvR2dmJbDaLarXqgmHcyJfkbssoW0JXoiOBKCGoN66Li3RneKubk0DUm6fHp56wyg3sm/VMlUR1NqCf8XclSLahaZBAePETjYXq3grNydY2OAZ6sABCso+VkZTklbhpgEiGUUFVPc/WSOGL56rxUKPGMVv5i33XRUsqR3EMXBhkYynz6ZUDnsw9TgF0dHRgxYoVyOVySCaTmJiYcA8rg4zq8VmSVk1ZH1D1tlRvZhv8aaUFQklSvTYlGB7HgKam8tnZAolC9WslVzUCNCAqZ5Dc7IxAA5w0dkqoAEIkreSqxK6xB91hSFMgVRKh9KVL8nWGobMSrY2iWSn8HmkcabxpXPQczgAymUxIVtFt/nSTZ/2u9H5YzV//X6z81Ex4MvdY8FixYgV6enqQy+WcXkwPT4lcZQMNiFlNW708Pqz6cPPBZSaH7vep1yHoReomEUoUmiqoC26UzIGwF03iSaVSIdJUzxSYu5gFmJsWqFo/i4DxXNWvbc1zjS3otQidEagnzSwd9qtYLIbqhWsGDX/yvuj95/W5jRzvpWraej+BhpTFQDTPKRQKc7R9zlDsrEbHbL1/u4l3M+HJ3GNBI5vNYu3atcjn80in03N2uFFy19Q/Je4o7zyq5Cp/6vGawse2VRbRgB7bttkbQRC4olFahtdO9dmekht3QmJfmcGjcorKCeod23GzHYIGSFewWinBLpzSlaSajcK/dXEPSZjXZNlhDVZasiRYtvZosx4ry9jZQDwed6VyNevHLnjS+6bGVb/zqDjAfJTA9WTusaAxPDyMoaEhtzuPTnPVmwPCMorVapW41TuzgS49XtvR4zXbRAnTepXW8+a5/J1ETZlByYtjIYnptJ4eoh2P1ZV5Hnclam1tRalUclKF1d9VqtHx2gVGsVhjM2bdjEL7xLou7D8zVKwHrsv32Sf2xd57wmrxvAfM7VdJhJ9FzW44G2GwmrMhGjlL7oT+fzQTnsw9FiwSiQRGRkbQ1tbm9p603rfVxvUh1xeAkAenHqwSJ0lBV/upLqsaO71RDeyxb6ppsx2ShdVfc7kcZmZmAGDONF7PV8+UYyQxKRFqX1KpFFpaWtDa2ur0aiUtDUjyXtK4qG7N69myAKxZrveei7l4HdX4rUatW8qpZKIyUpTXrDEFfmfWiHI8/KkzIv2ueDxnFdTk1WNXgxYVP2kGPJl7LFh0dnZi+fLlofzmVCqFUqkUIholEnpbwFyvmg89H2wgvJmBesHW82K76lVaj58BWXqHvCZJ3XrDQRBgenrajYUkSLkCaNQhyefzqFQqKBaLc4J07J8lfZV+isWi270eaOSHU5PWTY+Z6aIkrdIE/9ZNLjQ+QQKnTKSEqPdbA59qcDXFUo0p0DCUVgZRIwE0Asf63avWrv8b1kBq2qM1GryGD4B6eBwDzjzzTHR0dLh9HNW7tRkhViYBGlkfVj9WEtAgqD64er6+1Hsl8WjxLq19olICgJAMwevFYjEXIGSmSaVSQalUCo2jXC6jtbU1FOzVgC+vR9kGaCyLJzlzKzh6luVy2ckh6s1GyUY2Y0U9Vd6Lcrns+spxR63yJFHzc63/op/rvbRyD41DKpWaQ8yq+6vx1OA1/9Y0Rd5LDcry2vZ/zddm8fB4lUilUlixYgUymQxaWlpQKBSQSCRCXjkQJlyg4WlrVoYSKxAOdjIVj3+rHqvtqpyhnhkJJRaLhQJ6SuzAbEBPKwTqNF0zctSb5mc0YJVKBZlMBsVi0REKA5hKdrwPJCVem1JGrVZz5QbYDx233kclNavRc7EWEM76sDKWetU6k+JMSaGyipI3f+d3yXvEIKf2Oeo701mFkrOuqOX5KtmoYed7ugiqmfBk7rEg0dXV5Qpqqb5q08d06s737UuzPQgNLvKnPZ9/60pNnf7ri54u27YZNUBjqq7kowE/Eg5nITyGW8iRUNvb210bvCeUY1Tq0HumbXOFqpUi7D0AwuV11eOl8SERUh6yY2Ib/KmzK5tSqvfL6t/aH9aQ5zEa3KT2bWcQdvZlYyCUtaJSJPW7Y40XX2jLw+NVYmhoCO3t7a7qneqkuoTfat82i0UfYktIqr8qWagHCjSyZGxQUNP12F5UkJKf2RWYOibti+rMKnEw5zwej6OjowPFYtHp7FZ31vtD6YOkbwOeVpLQrBudiaiGnUgk5mz/ZgOLAEIbWujMRpfx86cew/7od6Mavl3kxL6qfk8ZTMdkx8x7oZKUNQB2RpdMJufsLdoMeDL3WHCIx+NYunQpcrmcy00GGg+zrii0pM33dCocRdAESY8krVUU9TOVT1SH1UCclSzoGavXzc9IhsDcjIyolMt0Ou28c2rdLDjG8ao2rimDGpDU2YTGH3T2oORlc+D5vvaZ90KzYKzurOTN4/X7U49cveqoRVZMidQ+6fejNVl4jGrk1kCpYbZGQMmf90yNQTPhydxjwaG9vR2Dg4MhLVpTAC1hKMmr96b6rCUxPYZL7Xkc0DAI9GT1M51y8+FW6UR1Ys2H13OZ+62kdDRPNJlMIpvNuuk9V5TW63Vks9nQXpm6LJ73Tvtvg32EZqmo4YuKGxC8R6lUKrRzvbar3rCOS1fw2tmBGhid0egsp16fXdqv3x2NicondgZlJbUoScXOvoBGyujRsp2aAU/mHgsOAwMDaG1tDemYhJKlEq96b/qezSyJ8qwZICRJWFJTEiIhqHzAPlrPN4qECHqtmhUDwBkk7TNTM2dmZmYzRQBkDx1CqlhE8LJRSr3c/2wshsTLsxnVs2MAgpf7EANQf7mvSn5KuvFYDPFEAggC1IMAtUwG0/39SEjJApVHmIHD70fJWzVwNYJ8aW10/Vzvnxp0GouomYB+x2ooOEPQ79kaEL2+NQjqNMRiMS+zeHj8V4jFYhgeHg55nCRBXVUIYA4p61Sc8gahC4MU6jlqW/o3vXe2rwWilEh4HfbZkrgaD00r1ONJKrqgSPXtxMsE2/2Tn+DIypUovZwOmEmnARKyBOjisRiSLy9xhxgll/b3slcdBAFi7E+9jiAWQ5W6chCg96GHMLVtW8iwAY26M4nEbIEr9VxVbtJ7qjXXbUnaqPxtze7RolnWQPNesm96X62R1+NtnEX1dEJnNOqxNxOezD0WFFKpFAYHB11K4vT0dEh/BcIBOn2gVT/mog/rFVqJhV6ZprxZctf8cM4WrBevOr5eT/PBNauGx1IWYZuq93PGUKlUMDMzg5mZGedZFxMJHOrrQ4BZjbz8ssdJyUFrh2i/KIuQdDUmoFIQjZXT1p99NmTo6J1qcFo1bfV+Saq6wtLm4/P7sGsIbNAaQEgTtytF2fcoPV+9dV1wpv3QzU34/RDM/dfvr5nwZO6xoNDe3o7Ozk5XFIp55RY6hbcPls0osbnM+gBbjw1AKC9bvUtCSQFobEEXBIGTGqyx4Xk8nqSt77Ov9ES5SIjGiYtxkrLCteXlzBcW8gJmyY4evYJkqpKEBgn1+Dk54bEYctksWtJpl6euRax01mLvkS6NV7lDtWedtSh562xLZ0JqIPVYBp0pXdEw2tK++r3r92iNuUpCNujabHgy91hQ6O/vdxUSrQ6upHc070gfTp6rXqF98G2giwSTTqfneJiEZq2oN28XCdkAH718nqspjUA49z2Xyzm5pVqtumqDLksmmZyVNYK5i3qsh8k+6hJ+myetkpBuMs2+p6RyI6UVzhp0fABCOjzJVIPAukKU95vj1nts77veU/1+VYKy/yP2e9JYil0QFDWT08CqOg5RDsbrhSdzjwWF/v5+R6SamaGBLH3YgPDqRc0ZVi9MPUJNY9OHWxcgaVBMc6dtkI7tWeK203m2qaDcoH2NxWYrErIGDXPDKZEkEgmkkknExZBZ7zIen10ZSS+Xkgv7xTRHHq8GTw0IZwiFQsGNrxqEA7d21amuBK3X6y6/3c6gAtOO7iXKtrRGC9uLx+OuZIGmHPK+q2evhgxoGBnNeuLiJbYPwJVnoKTGe6GxC7ujVTPgydxjwaClpQW9vb1OL9d62FG5verRKhkqrCGwy99t9oVOwdXTVuLVACh1VPXieF2VH1QisHngulN8NptFLpdz+5kqIcXj8Vlv3CyWssHfWm227C1nIxoPoMerL5WU2Efex0KhgEKhgNZabdYjNxq23nc7fn5HNmZh9wrV71K/a/2dco16ybw/+r+hBKzpmjpr0T5pFhLvj+b/E9pfXazWTHgy91gwyOVy6OrqCmm76nmppKGkq9NtfWiBcJ0OS/b83S5X18U4NjODZKAyAs/TLAr+1H7Qa7aaPr08Lg5iWqHmRlOeYWoiXvYqUy/XJmftFtXy2ScNUmr2CImeJKbGk+Pk3qr1en02nVHupc6aVPtW2cpm9ZAI1UCxX6rBq/zCc5kOqIQci8Vcsa1SqeQqQ+ZyObfDkDUmqu3bPmtxMJVYdFZoS0g0C57MPRYM8vk8stmsm+6rHAI0glE6vbZBPiV1zbAAGuRq9U8AoffptetCGhKNZlDotJttKHnxM/XASTzq3aksQI/c1qHRPsRjMQT1xubKbEtJUrV5vkhGqVQqFA+wxaooSenipCAIENTrqCNciEo9a70fNvCrRkLlFH6u3rYaZf3e9TvV9igLsR+pVMqVOuC9VLmM59sx8zP2W+u/20wq75l7eLwCurq6kM1mQx6uSh42dxyYW49cPTm7NZyeo0FRnZITzIBgrW+r3yqZkURJkKrT0gskmVuC14JTGvQtFosA4NIMeY2WlhbEALd4h+DnJGolc/08CAIUCgUkk8k5dcOVpJg9U6vVZklcjA8DmFGzHLvgxs4u7GyKsDEP9bytgeTx2rZ63Kz5TvLmSuJ4PB5apk9dnqBR0dRMTXVUKcZ75h4erwBKLLqTvUoa6oUrESixqKxhCV5lE8LKAUqmXG7Ph5ozBtVcSc4kaBKvzR0noWu1Q+0DiVxzt+nJK8HE43FkM5nG/RByo0duA7k2i0O1a5Wl1GDqTkGVahX1IEAAIIbwwhtdFakSmP0uLIlzLHxPDZzOuqyWz2uq/k8StymcNsir37edWej/FD/ji23wO5kveDL3WBBIJBLo6OgIbVSgEoFmTQDRnrhd7q3yB8mOJMFrVKtV581q4ItTdE1h49/qVarkQ7LWaTnHlkwmnSatJVy1vxrUZKCWOrheq1QqIaDxQXgHJaAhg1iishKCbVfTNJXQeEwiHkdCSiyoIdS21eiq5KMkbclSPW31llWftxKN9pn3oFwuh/LaVR5TWSbq3vB/gsfr/xB/j5LomgVP5h4LAvF4HG1tbaFNFAjr9alnqA8bj9WfwFwvXt/nw00yUPlDVyfSs+bx6kVa7VqNUCaTcQugOE7Nz7YBRwDOIydx8zwN4HEsPF+lBH7Gz3XjC9WbbcxBi3LRIGn6YK1WQ+1lHV2vb71ufi8kUwBzDIV+b5YYdVahEpYGoK0Ep9fi96gZQ2xPx0tjorM4HQ//z9QwcHy+nrmHx1GQTqfR2toa8p6B8IIPJSHVgIG5Uov+bgttpV9exRi12EbJkHos61eTyHkeiU5ztQmStnqJ1NRtmiMXBQGNVYgalFMyYW0WAIgnEqgbqcMGB9WQKQGSUHm/KeXwfmicwLUbBAgkI4dt6awpKjVRjY56vvrdRN0/fq4zF50B2dkYJTrmxdsceI6H4IxPg8E2XVXHovfTxmGaAU/mHgsC3ANTHyB6QlqhUD13JRqFDVjpw8mHlp4s39fUQfXQeN2ojAp9aeaJ7vkZpdsDc/fn5PVpAHgP9Pquv+LJ2tombEu9fr0W24zKdmE/KcHoWGMAgnodkPoyPE/vmzVCehwwNzahEpr+zp96X62h0jGT3DkL4r1iO1y8pH3S2II6ByoXacyGufu8R82GJ3OPBYFcLufS9mxgjJ4TH35uGqHEYHVUYO40Wt8jOdOzo+dP2HTDTCbjNG+ro6uXa+ut8DjrYdoiUbrcXvOZqeVr0DBgIDAeB0RK0bHr2Gww0RoW1e6t9+48a5J9hLeqbfDeWWK0Myjr5WofbKYNDTpXd2oOvjWuOnvT71ED08xq4XdGI2rJWyUhfhcaeG02PJl7LAgwCKmeMdDYyECn/HzgmQdtPXEer4Si3jGAECnTE9aMCCV4XWjDdlVrB+bKKhpE1OtS39ZFMdp/9oNZJaEA5Mv9oZeZSCRQFdlHj9Ml+ZoFYqUboEG0TJPkBhiqtwf1uiuhGyUxROneSuZRx6mBpeEJgiAUJ+D1aIiYdsj+qgRHqShqxyb+X/AaXIVLj96uKrWSHWdZXNDlydzD4ygggekDrg8+F7FQL+U56kkqKSoR2Km8vq+/k9RVa6Xco6sP2b96ve68NXp29B5JGioFkBhYAsC+r8ZBVyKqJ1ssFkMeY9Jkd+iM5WgzDjVkbIcGSN/Xz3TcbEfvA6+vhoHn6LH6U4mS0NLF8Xgjx57BWYWVYuhxVyoV9z2ol02jkclkADQycqyuT/LXWjW6l6j+7zQTnsw9FgS4WEg1TD6MmlmiQSognKFAXfNoGS76e5QkwQeXpKQrIEmOqkWzhgzb1DKrQJi0qtUq0uk0KpWKWxAUJW9w1mHz1QE4r5CGD8AcIteALttWkuexNiOEJBjSyeUexeLx2cCrELQlNW0fCJOtfl9K8hoP4fWYzaPjjzLanH2wL1GZKzSQ2lcWIbNZUzyHbWsmj/4PqaFtJjyZeywIcLNiIBxcA8JBQksenFLrFFpXKOrDTaIjISoxK7EWi0X3nuaE63l6PslVvV7VcK2nrymQKhPF43FXMVIJr1arOb1esz+q1Soy2ay7jl5XNWXV1FXSUJKnx88+6swCaCwWQiycNcP7qqt2dawqXagnzGAi7yu/d9apUX1bDZR+93qPeT37f6Iau8pPPE5nckrgdraks6H5gidzjwUBG8Dkg6bemBKWeur0spS82V6UB6XEwGX7hC760YedDziJndkwnA3osvyoaTi9Oa25AjSCoTQINmWvpaUFU1NTbqofi8UQvHxdGkBqzPV63f2u3qOr6RJvpHTy2jR+GoylsQqtlo01FiipF2w1cXradl2Ats34iDVkvKaunrVEzd9VPlOphC/O5pj6yWurhKRxGfYlKhDK49m2DYA3C57MPRYEVDpRb4lEBMxdgq1asj6IVmvWlxKIkiiDmyQwkrbWW0mn06FAo9Z24fW0f+pVkvTp7emiExKtbr5AGYU7LSmZxeOzOwylUilUXyZ5HhMlG6h0pAucgHC6Ir8H7ZOOKR4L5/ir4VLi01mKgveDJQp4PZVMeBzP1WwgXsuWRtB7z58qQ+nMzUp0StY8Vu+RHqPnzIeH7sncY0FAtWf15uzKQUt2SkTq1QPhuij6eTKZdNP5IJjNnqhUKnOKU2lb9LrVg85ms25rMi5Dt1IFr8ugG8nCev/MUrHeuXrkNCbJl/tQLpdRe9l4Ud+3er1KLpSf1GO3OeJ6n0JL/oW87WIcnS3xmuq9at596uUNpFWyUtLUGYJ+t6rhs20aeiuzaTYKr8v7TSK2JK73TEmfRs1mJ3ky9/A4CpRQbHqiekNKOkf7HGikNNppvJKEpqaxLa3sV6/X3Y7zqqt3dHS4zTNIIFH95rhs3jT7p/VUeO3My0W0gEbsoK2tzbXpUgZNqiYzOewYaKyU7BOJhEvNAxoeqNaRt9pxjASIcECT11dD6AzAy+dQBqPRqdVmdzuytdsJOytQOSsIgpCRsVKPNTbaphoG/lQ5j/dYs5f0u1Rt3cpozcAxm4fvfe97ePvb346hoSHEYjF87WtfC33+3ve+d87U9NJLLw0dc+TIEVx99dVu891rr70WU1NToWMefvhhXHDBBchkMhgeHsZtt9127KPzOGWgRGwfUM0ooKfO9DOCnpnW5WCQsFwuh7w4oEE66k2rhgo0SFEJK5VKOSKynrwStUo/1WoV09PTmJmZQbFYxMzMjFsur7XEgUZWyczMDCYnJx15l0olTExMYHp6GlNTUyiWSpiamkKhUECxWEQ6nUY+n3eGg4SjgUS+9L7Z+64BVh6fEKJVb9YGD/l+MplEPp93298pWlpaXN36crnsyJ0zGzW0KtlQZ9cME3rQKg1ZSUr1df1biZ33XPPsSe42Q0e982bjmD3z6elpbNy4Ee973/vwzne+M/KYSy+9FJ///Ofd33a/u6uvvhovvPACdu7ciUqlgt/93d/Fddddhy9+8YsAgImJCVxyySXYtm0bPve5z+GRRx7B+973PnR2duK666471i57nEJQQqSHRug0nh6YSi6cpjOoqN65tkmSj9LeeZxquSQskuDMzAyy2SwAhLaA0/RGlUhIFBrYtZKCws4+arWa22yB2nWsXEb/97/vvFe23Q2EapBYIuP12bbed72uSh8AkCwWERd5RnP9Vcri/aVny/ugqZB8b2ZmJvS9EjZNkQTK+6j91fiEzqDYjn7nUbEXPV6Jm98Pj9VZIWcYzcYxk/lll12Gyy677BWPSafTGBwcjPzs8ccfx1133YUf//jH2Lx5MwDgb//2b3H55Zfjf/7P/4mhoSF84QtfQLlcxj/+4z8ilUph7dq1eOihh/C///f/9mTu8apAB4IPkvW4gPDGDfF4PDQ1VgJneiHQCPgpgfAa1KT1WA2U0jOkts3+aAYEZwK1Wg3ZbNYRn2rVSqoaSKURUY+QpJPP50Oyw+i2bYCkzSkBJlpakGxpQa1eR61aDckCmp5JwnLkRXIPGumMbtxBgFgigRYjZ6lXblNIdSYEzJIrg5+ccdisId4Pts8AsBpc+/9AY6YLhaIkODVOPE/z0C2xW9mP77PdZmNekh7vvfde9Pf3Y9WqVfjABz6Aw4cPu8927dqFzs5OR+QAsG3bNsTjcfzwhz90x1x44YWhKdb27duxd+9evPTSS5HX5DRSXx6nFjSYlslkQoEn9Yqszkxy0ocTaKS2aXBV62twNaAWxNI2qdMyDVE9NUoE3AyB7U5PT6NUKiGTyTiPml55KpVy9Wd0dqHEVCqVnBxTKBScFFOr1ZDP5xvBy3odpZdfFQBBSwvqiQQK1SomCwVMFouoAqjGYqgAqACoJxLu76ClBUFLC2KplDs3nkoBL7+XyGSQyueRzOVQTySQkH7zu9LvxxIuX3r/GdxVCSqfz7vceqZa0rPnfSgWi073V7nM6tzWeLCfvM/6PWu6pv5fWUPF71XlFSsDNgtND4BeeumleOc734lly5Zh3759+NjHPobLLrsMu3btQiKRwOjoKPr7+8OdaGlBd3c3RkdHAQCjo6NYtmxZ6JiBgQH3WVdX15zr3nrrrbjllluaPRyPkwg28MjpuCUQPsj09BiI5LFKGnwgSfKaw6z1OPgeH2huWkGjopsS8FzVa8vlstudiG0UCgUXbKTXPz097caq5Ejy4rWstl+v150mTiJScrIEp6l/rCRo7516qjRuKi/pPbLZGyoT0ThGERzPYx8SiQRaW1tDAUyOU3eXsgFY9p3v67oCvZd8T0s9qFGJx+Oh2i82KMr22IZmr6hENB9oOplfddVV7vf169djw4YNOOOMM3Dvvffi4osvbvblHG6++WbceOON7u+JiQkMDw/P2/U8Tizo9FWXrFP/5QOsBKRBSXpbJA/rhWldcfugkmQymUzoWjyH57F9EjkfbhIxPXRglpxJXGyHshDJmgSnBcMsGevSfSYZUJIBGvn5vG9KNrw3SnxWN+aL/dNYhd4f3ceTRK7GUb8T9oUBUF0hy5IHhUJhzqpW3ktd5AOEl/KrQWIfozJSbBzEBk2tAYwai27WodeIMm7NwLynJi5fvhy9vb148skncfHFF2NwcBAHDx4MHVOtVnHkyBGnsw8ODuLAgQOhY/j30bR4ei8epybU2+EDnk6nUSgU5gS6VDKJxWLo6OjA2NhYKBCoi4FUdtGHFpj93yXpWAnAriBkG8yAYOYIH3qSM2cHzDAplUooFouhKTu1dxug1HRJvZ7q+BxXEASuTRIloTIRvVSdXdhsESUoK2EwP53GgeMnbEBV769WwuTshcdQPuJ3baUa6xVzLYAaJR0vj1cDpS++rwSuEhENmW1Pjbne72Zj3sn82WefxeHDh7Fo0SIAwNatWzE2Nobdu3dj06ZNAIB77rkH9XodW7Zsccf88R//cSh9bOfOnVi1alWkxOLhoVtykXQzsnEx30+lUo60OeUmcQJhsifxqRxCb1rJklIM/1djsZjLnMhkMqHAGglQiQ5AyKsHGl6xyhn0tnWxjgZj1StVEgMa+4jOzMwclbSs/KCzC01VpH6vaX66ApNjYBqm5onz/tBwsQ/q1Wq7/Jx90dIBalg5A6NMpRkz/N7YN0pNtVotVBaABk+zXgj2R2cy1uvWe6mxFy1roMa32ThmMp+amsKTTz7p/n7qqafw0EMPobu7G93d3bjllltw5ZVXYnBwEPv27cNHPvIRrFixAtu3bwcArFmzBpdeeine//7343Of+xwqlQpuuOEGXHXVVRgaGgIAvPvd78Ytt9yCa6+9FjfddBP27NmDv/7rv8anP/3pJg3bY6GBU25LmiQ1oFEVUcmU+cr0MClfKAlqsA5AyFBowadKpeIkG/W66aFTa9UMB0sMJK1sNusWxUxPT4cyY5SAdNahEg+vwzEw6Er9n957uVwOtaszAwYSVYumgSNJWy9bte9isYjp6enQ2NTY8FgGMtWYAXD9VCmJf/MzXY3K69M4qByierySr+a321kOYe8z39OYgA3oapBTf+c9PSFqszzwwAN461vf6v6mTn3NNdfgs5/9LB5++GH80z/9E8bGxjA0NIRLLrkEf/ZnfxaSQL7whS/ghhtuwMUXX4x4PI4rr7wSf/M3f+M+7+jowLe//W3s2LEDmzZtQm9vLz7xiU/4tESPo2JiYiKULaIBPhvsisViLjOEujqnwCQWem08XwtHtbS0uM2jM5kMJiYmnJxDj0w9SQZDsy9XKGRaHclB0xSZ4sgsFNV+dWwaoFQDxmNt5ggwd4k+31OPk+dSHqrX63NWn/I9PVYDjhyTpg/yMyVstq+LkLRcser9Kqvod8mZDQmV6wRU5iB0O72jpRPaNFBryJXseYyVmXTGowuSrBFvNo6ZzC+66KJXnCb8+7//+3/ZRnd3t1sgdDRs2LAB3//+94+1ex6nKGzlPkoqmiaoxELvd3JyMlTng1NwzYZJJBLI5XKhxUW5XA6xWAxjY2MoFovu4ebUn3nizGbRDA/NUVc5gNdkMFQXLjG4p0SUSIR3RFI9WBcraZaO3gMaHeaCA3DFukql0hyJigTLYzjr4EulDr0faggYwGW/eQyJ1Eos1PJVNqLkpOeq166ykQ2EqoymQWger2QbJUXxu1S5RaFj0sJnGlhWQ95M+NosHgsCDN5pkIpSiJI10Nh6TZeCc3k9CzkxKNna2oqWlhb09PS444MgcPnLhUIhRDDqbSqJ0hjoPqB86GOxRiEtrtRUw0TZJh5v7IRDnVplJE2LJFEBjWwOlSJUE+dG2LpSlMStejgJSaUSrQpJOUdLHDAxgUSrqYrsu8peGpjVa7I/aoRUztA0QsKSMe+FBpHZD94fNbRsn20xfsL+6LU0sKvX0FiOSnYnhGfu4XGiIZFIoL+/f47MwsDbzMzMnKltS0uLe5/TeeaF53I5R8LZbBbxeBy5XA7j4+NO+uBeknxINSiq5MLfgVl9nvKDBt34HglPvU0gvBUax8brWCInqVKCIIFogJEEril/1LfVCycJsR9Krkp0KgMpyWnWDO8/DYQuslHjprIEv8NYLOaMGDNS2E/VnqOCjLwfmp5Ig8DfbcxB5Tgdo/XOOQNjLEBnParZW6PAazUbnsw9TnoMDg6ip6cntIqPecokLM3G4LRdJQv1hOlBVyoVFAoFZDIZjI2NYWZmBoVCwZEfPXyryQNwHjK9yEKh4HT1TCaD9vZ29zlJgSRjyY0rRTU/nJ+rHKGkpF6mjpNeOL3ylpbZzStmZmbmEKOVrfQ+aQVJvQ5lFqCx2w/QKIugBkfzwjWThlBZS/uj3q9q/rwm748aNv7UPqv0pW3w+9Pz2Q/9TP931BBYPT7qe/OeuYeHQTqdxsqVK11w0WYopNNptzKSXncul3MBT5UfSN7M+uC0uaWlBWNjY86jBuA8Wj6kql0DCHl4dhUq95BMpVIub1qJRb3zYrEY8iKZPcPAH9vW60ctNddVnJoWSANlV2MygMxr8B5ZHV71Zo5DDU86nXb54SRgSlBRurTmX6sXzGAzpREGrW0Gk+rh+n1Y+UVncDoTYvskZB0Xf+rnGiCnzGblG51NcVakWTvNgidzj5MWsVgMq1evRn9/f0gHVY8wk8m4VMN0Oo3W1tZQQAxoEDOJkETFgCSn9ypV6EsX6fDhpjSggTiVPLgIiMRIEmXgUTM1qKer56i6LTNLrNdpUxkpG1FiYs0SqzXboCXHxWsQ1htVLZgpjyxDkE6nQwSuediUX5TcAbhAqco6vIc0SLz/SuRWHgLCmTzqhdsUUZt9wmP0frJvbEtnDTqz4ucas7H/L82EJ3OPkxa9vb1YsWJFqEoe0FjSzyk/pYW2tjYkk0lXgEofYk09JKmTSBjcUjlDPUKCsgvQ0HzVQ+Yx2keVVzTIpyTGcfAcLtqht6u6LI0avVnNViGhjo2NucCtHquEFqXpWsLXcetPBkCVtHlvmAqq57Ifmk7Ka9VqNSdtaXaMvV9ROr9q3rpwhwbDzgx0BqTkrbEFDXLr/4ISf1SsQMc6HxIL4Mnc4yRFIpHAunXr0NbWFno4lETr9TpyuRymp6fdFm0M8gVB4NLxqN8y60JL4XLzByVpm/HANuhl63FKDJQrNEuE19L6K5rjTmPBGQIAFAoFd20NmioZqzyRzWaRzWZRKBQwOTnptGslIYV6sRrc1Bx6IOzV6syIQVaVF9QT57nsgy4mYiaNesNMWyTZq7HR2IG2qys49dpqCDS2wO+X98MaYjW+GiPQrBXNtFHpRo052/GeuYfHyxgeHsbSpUvd8nybkaDTXh7DioOULZjtwiBmoVAIERyJRb0vTSdUclPPXafd9DS16BL7Zf9mWVx6b0okKvOo3KPpj7oohp4wKwy++OKLoUU81iNmu0czVrY/Cm1DDQGhEgwNkqbpcYGUatGUJtTYkPBpjOgxawEzGhd7f9VbVwOgRkNnP/zurHFgfzSH3Bo5NWJqgDhuO6NrFjyZe5yUWLFihSNl6pBAmExIwJoyZoNsXEZeKBQcWdArtl402yXJU4u2+iyA0AIfnse+8lzqyTRGtra6enNMM6SXSo+SMw4lpERittoiDVSxWAzlfrMdlRmsJEBovzWDJYoQraeq7Wm8QK9NImStF61cSSmM7QONZfsk63Q6HdpghIZKCVZlFSV0zSyxswi9LvscZRz0M/XqeV8YsNY2bd2XZsGTucdJh1Qqhb6+vhApRwXmdIqrAUrrtbL4FB84+2Dyoae3SE2UU2urzWr2B49Xz5ZL+5npMT097QyEkgqhshG9PBJTLpdzfdCSsRwXjZRdYERCVyMFzN3Tk7A6OvvD9EYlda0OyDZ1BaRdJATAtcNURZ6r0hFTRtkvGjXeXwaU+Z6mWqrXrDMF9eRjsUYNGDtjURJXA6zGSmUWfkZDTOlMN81uNjyZe5x0SKfTyGazIYLhw6GeMgkmk8mENvtNpVLI5/OORIG59UtU0qCmrlkyxWIxRAz0svng81osSkWJBmgQC/VrzWbhONQD1/HRiyXxJ5NJtLe3h8hnZmbGlQRQw6IBRA0IRs0eFNZj5TGazqgerhI5yYttUFbh71GBUl2AZUk4auZAQ8g2SORRGr0Gve2KTJ2dMAitEolm4xBaQoFymGbM6DU1iDof8GTucdIhm82Gtm8D5gaudFqcz+cRj88u9GGtlImJCUcEmtEBNLRjtqfL/VU7Bxoeq2qy9M5UWqBXxlRABla1mJQWrNIqkEoEzM7J5/MAGvp4tVpFqVTC1NSU0595vi5SsQuDbJEsS9ZKRionKAFSIuIMhgaD12Z7UR4/27UGUAPG2jf9nnl9JVQu9uJqXn5/hN4X9crVyOi9Ud1c/6+idG+NJ2jWDa+lxoPrC5oJT+YeJx2UDPiw8H1LFCRV6srT09Mh6UWnyiqzaMYLy+QCjYAWH1RqwxqE1b+z2SyAhrdcq9XQ0dHhjtVgJq+h2jMDtLlczhE4AGcYKDuwL/TyNRBrMz70vtk+25xt1Yn13vMYre2iREdo3ELlJl1cY6Udts3ZDhcIRX2/qotzXMyO4bjVs6bxVqlEg+VK0jTw2j7jAVH/N2oYaAxYYwZoVJKk9NVseDL3OOmg+2Sqd6i/Uw/mg81ViDr95U9duafpitRgp6amXOqiTuGVEElWmkXBxUr0FgG4OuC8hspDSlj5fB7ZbDaUrUPphPKJZuLQcGnpApWWNBuDBBYVuLSGSWucAw25AoArFxyLNbJ1LEmpsdVVkvaaem0gnKuucQeNhfBeq8cLNAyITSXkveL/hhKykrXKXtPT06H29V4DCN1XrurluPld6lZ3tsRuM+HJ3OOkAysZqvepWqhq24ROiVniNplMukwPPtxAwyObmZlxZEpi54NJYtKsBXrsrNsCwOW1A3D6dhSBVKtVJx9pBsT09HQoG0VTEelpcspuvVAlYd4DvV82m4PEqd4pz1fJgAFOVoKcnp5299waVw28VioVlx6pgULts45Pr2v1ag08kthVp6/Vam42xuvpRiE6O9PvUXPIdc0A+6fH8n9FS/6qtq9Ez3vL93W20yx4Mvc46aAPJGGDVyqV6Gd8QKkx67JstqOaptZt4TRZa7ro9FpJkCtN6QFTjsjlcu5YSiScjlcqFRSLRUxOToY0dd3YRTNZrBdLAuTKUAAuu8WmEqr3rVq/arv6mTV23Gia5KweuRoRvT8kMVsTR9MJ9bvieHUWoYFp3kfuFEWDqn1QI6RaN40AvyuOiySuQVrr5ev/lf6tpYs1XsGXjl835GgWPJl7nHRQ8rHyStRxSkIkicnJSQBh75heqZ0KaxCP3rFmiahnyOk29W9mnlAaYh31IAgcSU9NTblNMgiVDSiXKJGrUVLpSMsUqNZM/dkGL9Xj1ZRMlVM0QMmAMlfWsgYL0zyBRgBZJSjV1PV+Mt3TGhSdPfAY9kUDtmzL5vWTNPVecrz8jtUgaByE36E1/vo/oBKNZgvR+GgAXXV2u7K3mfBk7nHSQTM9LIFr4M6SE0lreno6lHam3qclPGrnJD8t42pT3eLx2TRIlrrltJo/Ozo6kEwmHQlWq1VXpVGDZ0A4V95mT2iKIO8BN9VQr1OlEpIudeOjrVpUQuPnlCtYuVA39tAiZerV6gyJ8oMaBf7Na9vvUD1bPUaNKQmY0O9G29LvSWdoOrOzuxTZQKcumNJZhMoq+v9o4wEaE9D+NROezD1OOkxOTmJmZiaUwqYeeBTRk1ApXxCqwVrJhA8riUODqtTQ9WHXLdFUg+VKzXg8jueffz4kv9CD15Q+JVUgvFkx+6pjI4kqYXLMSuhKjOoN67WskWA7zOohaDi0fbZj65DbeIbKFEC47jnvmaYBss86W6Hhs1k5Spz8Ww07DTRjHvZ/gJIRx6HfI6UX9oN90007dPy8z5pdozOQZsOTucdJh6mpKUxNTbkStfogAw0yV6+JZM7FPjxOj1HP2EorfAgpmzDlrFQqhTItuO0as19I0qVSyW1woYRD+YVGgFBvtV6vuxrYVlPmuC35ESQv9R5JbOpFWtmK5+r4pqamkE6nXY0b1Z85Ji38RamDn6sspRIK3yNxaoYNr8PAIY2j/a71d82g4TitsWZb6i3zOF5D+8EZhxp4ldZ01sbzGTxXB8KmiDYTnsw9TjoUCgUcPHgQXV1dAMLBLvWoVRNmdgjJWz1EtqESh5KCEhPP1fxwAI6w6YGxjjqX6/Oh1mwNXk/1dzsV57XU21ZvjxKIBg+V/KI8QNVsVd8lEZGEOAtpaZndjUg1YvVMKTtoO7z3vG+6QTTPIemp8VWd2homzVzh5zpufT/Kk1eJxcZKNGVRs4I0FqFGQgmZbaVSqVA5ZpVirHGeD3gy9zjpUK/XMTo6itNPP92t6DyaRqtel11arrCBOqDhsXI1oRIqg2uaRUKCJuFyAwh9mK3sQL1cvWFLGOrx0kNkiQDd6NlmnCiRM0bAz2iw6HXqfSDZsWxCqVRyOfPUzUnUJEAlMJ01MPuH11CS1/ug30mUZ20DpNpf9diVQHXDCyVve280PZHtqURlvzM19JqOqAvU9LvjzNDGJJoNT+YeJyWef/55TE5OOvJUL1f1bT48zHEmAenDrdNvQkmnXq87z4wPJh94XYCkgTHNqQYaJVNJHNZTI8EogRCa3mYDcPQgVW/n+fqelTY0a8QSm85QxsfHQ/o0ybxQKLhAtKY80uOmobGxB+2b9WB5Tf1edGwkWl00pnKInqdjYjtq7HX2xr6rZGN1fZ116Bj5v0RDqfV0ODZrYPR7biY8mXuclBgbG8MLL7zgyuAqGVrNXAONwFzvV4lDP9fAIAmanphuWKEbJwBw3jOzOrQutwYf+Tv7rGSnnjrHp4bHZlFoSpxq1vToraSk57Nfeq1cLodKpRKq9EdiyuVyLmagsxg1dmpM1TtV6GcaoLSeuMpHvN92VSbbs5p0VMaMlmDQlZi8Xxrw5H2iAeff+v/DypX83nWmo0Su4/Rk7uHxMur1Op588kkMDg4CQEjP5uf0rrnFmmZsKLEBjem35pjTA7TERLkBmN3oglIMiY8er+YUq9SimjtJiQRlg2O8DrVrlYuUyDkGkgUX0qiR0mBjLNZYgq+kySXpqvVaLXpqaspJSZRVdHZEj13JlsFU9YaBRp48jY8GKFX/VzlHYww644ky0Gqs1Fu3WjvPtbM8nk9jpYaA12JQO5FIONlMYwG2Pzr+ZsKTucdJiwMHDmD//v1YtmxZSFLQh4i/awCO5KJkEyUN6C7zSmhRcgXJEYAjRU0XtB4n2wIQui7Pt3KHzjxUduDnlHQ0yHe0a6k0ZDMySNIM1lq5SlM8j0agmpMNYI5nT/1e5RbVzlWLVkIn2C7vmR0zx6nZM4QadP7Ua3CcutqT4IxDZ3t6TbanBldnLoTOwpoJT+YeJy3q9ToeffRR9Pb2hnLOlYQ0i0RlBGDu7j8EicimzfF4kiqDoFpfXL06G1gkyWlf9BxKG3YDBp7LTZhVE+bnKrGoFxulpevmD8yPZxvcB1W9VZ3tqGbN+ITW8GZfmYtvSYv9YBCX3i5JnH22Y9DYiM0kAhopfyRXe13NsOHfVjvX6yQSCZedpPnjHLtdccoxWS1e/5+AxlaFel6z4Mnc46TG1NQU9u3bh7Vr1yKbzc5ZSm5ll0wmE3rIrMdtH0IgHLBTT1KzItQrtp6Xen3qEWp9dBqdbDYbyq7gsZRE6LWSdFXm0IwMq5Hr1mVWlqGnrDEAS0r8jO/r7CadTrsYQRA0Vk4yC4ikSSKjFKXeqgZj7f3S2Y01UlGEbklWx8v/CU0F5edaQkDfp8Hl56yCqbp3lA6usw1rPHwJXA+PCDz99NM47bTTQulk9IxVkyXB0PPkVNpOvZU09X1CP+PfJACth6JShwZl1UtWo1Cr1VAoFJDJZFypWx6jm0homptKR1r4Spf0Wy9Zl8Hr/WI6JcfEPikR2Y2pldR1nHqsGgqVi9g2ywPoDMh6tTbtT6UhNbT6P8Dz+VPXGWiwnPEIjbNwvEr0vN8q31jtW7Ne+Bn7qv9LNhjcDHgy9zjpUSwWsW/fPrS3t8+Z4tILsqsGAYSIXAmW76lEoYRlp+QaNFNvl+0p8VqNlccQJEDdy5P9Y6CVRKTpkko23ODYkh01ZiU1tssVppZ02FctHKZt67joeVsP2mrLOn4NDqvEoplBmrVj74XOYNRA6HdnjZgNcGqqIL9jjkWDrvp/oP8zVq5TyYefazxBx9JMeDL3WBB49tlnMTw8jLa2ttBDzIAbH24SOx9EW0wpapqvwcJ6ve6kGn3A+dDbHHJ6eQDmkAEfcg1qqoerwViCKz/50gCu1ZnpcXIsNihqszPYpi1Apt64kq4aC35OqYvjYJtM69S4g/5N3V4DufZ4vT+aPqhjUEJVSYzfia0bEyWJcaFTKpVCoVAILQJSj5v3SsevQWElbWtgfAlcD4+joFqt4tlnn8Vpp50WkjRI5vrwahoc5QX1KtW71+wEJU1u0MCAIImSnrpOt4FwjRDV59kPBYk3Hp/drUiNhm68YD1EzUyxMwkNuqrsxHvBdpXUVV+23ifQ2LOU5BmLxZxMY2cUSmS8TzpulYSsJ6t9sNkkSqCURTQ4rPnovJ4GbHVM2lapVHLH6jFqnPndqE7Pa2gGEL8fNSjeM/fweAW8+OKLKBaLoQefXiE39wUQ8nr14dcHkASl55DMGXikDkxwI2W2awNkwNGDoUrwPK5arSKXy4UCaZqto3KQXYWpxKV90IwfNTQ2F1zb1/b4N2UVvQb7pSmdeq4SpgZ+eQ69YWuA1MDyu+A1tDyxznA0wMi+sK86I+I5ugEIEbUs3wY0VWu3JXj1e1ZjY3X9ZsGTuceCwczMDCYnJ0OpbtazVI+WkoB9X0kBaKTv8UHUTAabGcJME6ausT31xOhxWk1XDQhJt1gshmqQqy7O84HGVnf0VgnV/NVb5vi46w03rVbdmX3SeIDqz+q9q9eqeea6eEblHRoUnS1ZAteVpPTk+T0pGXPhkMpFahhpZHTpv95j3hNei2mJlGR0+zneMxoUtmnlLL3/HLMaMTWyzYInc48Fg1qthsOHD2PZsmXubw2w1Wo1R3ZaX4Uyg2rUVr8m0fJBpSyj7dbr9dDKS9V8VWJQ+cMGbG3+calUcgSpmRX8qQFY9QzVSOg11RvWNrQELz1uJSUNYKqhI2Fr9pC9JqFkroFn256NV/A49WZ5b3k9yjG2HW0rytPXGQQJn+NVecamvHLlL/uk1SvVwNrAqhqZZsOTuceCwpEjR9xDbbMNtG4GH8piseh2z1G9k9P3WCy86zoNAAmbswDVTjXfm96dnW5rv7Q/6s2SUIrFItLpdGjvTC1vq7nmKiOoDEMyjPLUs9msW5DE9pS4dcagGrjeS13QYw3U0QKBej2dkdjSvXpfdZagEpnOmqwx02tGgWNSLZuyi2amaJxBZwo662B72q7GPPh/aI12M+DJ3GNBYXJyMkRcJB5mPWilQ3rU1WoV+Xwe+XwewOxCJD64lUrFpcDl8/k52RJaZMsGH6vVaqjAFxA2LBbqseq0nTVfWFSMY9HAq76AcC0R9bBJRAQlJF29aDVtILpmOd+3nquVnkjS/C4smWuAlH9bwxEF1f5ZplczSzQLCYjenk41bv2/YV/4/Wogle9zjBocV8mMbeosQWeCzYYnc48FhVKpFKorQk9KV/yRaIHGA1woFBCPx9HR0YHOzk4Ui0X3wHGF5MzMjNPEbRaKesLq6ZFs+VOlHCVZ6wGSdFUi4E4/lEF0RaHODgCEyJPjpRHSBU+6klTvCc9hkFHJyxKU6tt6z61ObmUX9kVTHoEGSVuSVY+Y41WZplAohLZ8s0Fnfv86k+A9pNG1shWNuRpG1dZ5j3X7P03rVJ2efVGD10x4MvdYUKhUKm6PTT7AqVTKVbbTPHB+TiKanJwEAHR3dyObzbrNJQC4VZQMRmpgTyUdu9DHSg26S49Ox/UBJ/EyyMnPKBN1d3djcnIyRCDq3aourDKJLjhSKYZpePqZ3h+9l0pMSkjW+Kg3bUlcA7lq6HRVJ/vMtqyHz3ZsYJPfpTUSKklpeillNO233geddZDMVQoDGpIP5TWdFfF/Qo33fGSyAJ7MPRYYqtUqJiYm5gSrpqamHHnxYa3VZmtz8wGnd6rlVZVMmflhSSZqOzgSLc9XL5MgAfA9XQTEY3mu6q8zMzNobW1141St2Wa96DL4qakpN1aOQdPkbNBQr616uE2JVH1aZws8hv1mH1U7jool8F5osFk9a22b7as3zXulpK+wXrpdOKXpholEIuS1azaPlX9ofHVGYyWuqP+DZsGTuceCQhAEITJXvRNobA7BND71jvlzcnLSLSRSqSSVSiGXyzmdlJkg6rmStEigqh9TurAEr1q59WxtjZBKpYKZmRk3LhoZbct6j5o7rgFa6u4qcVitHGiQn0o0fE/JWftI0mc77IvOGmyA0o6fxldJXw2L3kNdzEPZRLNUaNgYL2AGD49nH3UhEK+jwVkaf9XjOaZ4PI5isRha+MT+qzzkZRYPj1cJXTjEB56ZDvS+VS/lA8dl+tyOLpvNoquryxEN65doYFPLAyhxqBdHjzFKv1dDQ6Og0o2txQLAETTPIZmr/MPPeB17PfXmNS9cvUclWQ1KqgdP0tUMG/7NNqyhUM1fDQww64VzgZe+2G9dNMWZEBEliah2rhp/MpmcU3mS915nTDpO3jPGTNgXoBEI1dx4lgWgYdd4hg2MNwOezD0WHCYnJ0MPvQbJ+OBq9oE+sPp7pVLB+Pg4MpmMI3LKHJqqxnOYcsaf6l2TaNSjtcE8fsaAIz1JXdKuRogkpzq31XmtlEBv0urQNvtHPWO9R9oGSVMDgoSVMvi7Zv2oBq7ppDa9UEnWBj6BRmaNfifsC2MF7PPMzAyq1SqKxeKcxU3aTzVOfHGsnNEA4bgI74G2p/dUg8O+aqKHx6sAM1E0y0O1ZL7Hh5TaeSwWQy6Xc6mJsVjMTddbW1sxPT3t2icR12q1UFoc0NDC2QazWNgH5jCrtKCEqbo2+6vTeg22UZsFEPJISbqa5RJFziQ/lZmsJp3L5UJlfZnlYeURzmY4c1BphG0DcFUUeQ3eI5XGgPAiI21HJRLV6nXmwO+DJMxrcuMPruJk/3VVr8oh7IMN0KpnzRRRTZVkP3U8+j1Zvb0Z8GTuseAwNTXlMlqUxNSDAsIFp9QztkFBLs3ng8m/qamTRFWyUa04CAK3LJ8eGj19JQ2bgcF+RU35aUy0sBd3xiFZWN2d4+O4bFaLvsdjWlpakM/nUSgUXAVBNYa2zVKpFIo1qLZtJRiSppIkEN5cWglRA6Q6Y9HxMEjNzTI4w+H9oEetAUxKIiqD8J5of1Tq0sqSNBC21ANjMnamoFJbM+HJ3GPBoVQqYXp6OuTp2cU1nCpbGWJ6ejq0pJsPIoOZlACq1SoKhQLS6bSbMmuKHxCuGKjkq4RgNWgr2RB8+Bmw5PnsK4t80UPVYldAuMgV/yaUPAGEJAduHEFiVEK1/abxUQNjg89aN0VJjr9rrjw9cDU6vIeWENUgqdfMe6SSjhpR9ku/N/sdAghtFMJxsn017sx+4XfOfts1AHofm4Vj8vVvvfVWnHPOOWhra0N/fz/e8Y53YO/evaFjisUiduzYgZ6eHrS2tuLKK6/EgQMHQsfs378fV1xxBXK5HPr7+/HhD394jqW69957cfbZZyOdTmPFihW4/fbbX9sIPU451Go1jI+PO89IPWeSAR8+ex49OiVBkpsuKCExataE1srWh5jemsoGmrduF6poX5U8KpUKisWi8wStp6vTd5UHaMwsGduxq0dPUq5UKpienp4zu1Ft3QZy1Wgq2AazRrQkAj9PJpMhPd4aOdXtdWw6Dp2FqLHWALgaURodevVKwtYA8dq83zqLsUv7KbWlUikXpFaZqtk4JjK/7777sGPHDtx///3YuXMnKpUKLrnkEqclAsCHPvQhfOMb38CXv/xl3HfffXj++efxzne+031eq9VwxRVXoFwu4wc/+AH+6Z/+Cbfffjs+8YlPuGOeeuopXHHFFXjrW9+Khx56CB/84Afxe7/3e/j3f//3JgzZ41TAkSNH5mQQkLxVHiAJq+cENErQqldZrze2QEun03OCqDb1TQOt3Kg5qiQtr6G6q3qQ6jVT9x0fH3f6OPVg/s1Vopx50Esk4Wq/VItXb5Tko1KBGil7X0jUGrjUAKXeW5V91CioYdAgqTU0GkzkfVTdXQ2izso04KuzGF10pIFzzkb4HdiNLWx8g8ad/x/apq4etd9psxALXoe/f+jQIfT39+O+++7DhRdeiPHxcfT19eGLX/wi/tt/+28AgCeeeAJr1qzBrl27cO655+Jb3/oW3va2t+H555/HwMAAAOBzn/scbrrpJhw6dAipVAo33XQT7rzzTuzZs8dd66qrrsLY2BjuuuuuV9W3iYkJdHR0vNaheZzkWLx4MX79138dZ5xxBtrb250sMjExgSAI3EbDqVTKrfasVqtIp9OOYKrVKrLZrCNHXQxC8uDf2WwWANwUW7dK0+Cden8MnE1NTYWyQtS71loemuXBtkh6GqC0wU31EK03qcRstXXeA804US9YSYnX43n8qbEHnRnoGDVrxAYhbRaIJUElfR2Ppmiq3MW2+b7NSlKv3QYudebBe6x6uhpTDexaowLMBlyvu+46jI+Po729/Zj/v6PwukKq4+PjAGaXPwPA7t27UalUsG3bNnfM6tWrsWTJEuzatQsAsGvXLqxfv94ROQBs374dExMTePTRR90x2gaPYRseHv8VJicnXQohHyi7cIM/NVdbH2D1GjmNJkmT3Or1ugsOqkdL8lFvjlIJycZ64ioBqSep5AEgROAqRShZ6PkkGmq76vWr56tyjBoItsX+cQainj7JS71wK4EooWrWDN+3syP10jW9Uz/Ta2s6ps5uNEjKc4FwdUiVUdimGl4t0EbovVTDrt+FZtkAcwudNROvudV6vY4PfvCDOO+887Bu3ToAwOjoKFKpFDo7O0PHDgwMYHR01B2jRM7P+dkrHTMxMYFCoeC8IAULLBETExOvdWgeCwAzMzMYHx+fk3IGNDxOeqqUT7j8mp4Ys08soanXxgeWATJ60VYCUFKq1Wqu5CzlEK2HrR691jvh9YC5ZVR5XR6j2Snsl2ZW2LRIDTrq7ICzB41pacaNerYcr3raJFgtBaweMu+verGqt7O/NKZqHNRwWhmIxMr7rUFdm2nE2Y/GH1Qb5zm8f/xONEXUaulqePQe62rdZuM1e+Y7duzAnj178C//8i/N7M9rxq233oqOjg73Gh4ePt5d8jiOqFQqOHToUOTWXzbLhQ8kNWa+p1qqerJaLpZtktTUE9S/lUjq9brLhecDHuWRW9lFiZB/a4AOCAcASVo6dvZJvUnN3uH1VP+3wUwlXEvGvJdsSz14zb6xMw/1uK0MQnJkkNLeA1vjRfVpjQlYI8zrqQHle/SoGay0swj2j/dA4wVWH+f/gs2QaTZeE5nfcMMNuOOOO/Dd734Xixcvdu8PDg6iXC5jbGwsdPyBAwcwODjojrHZLfz7vzqmvb090isHgJtvvhnj4+Pu9cwzz7yWoXksIBw+fBjFYjGkpwINT4kLW0jeuhwdCGeHRBEyEA6msi01EjxGK+4pKdPbJKHbqbwSBv8m8Skx0fvU41QL1nPVkJG8mXGhpGMJ1wbuSJR25aedvUQFPO33oe2p5q5SCc9lrINQY8DPtFIh5TGOTXPMSdYqQ2nwkx64ykske70/dky8Fyrb6UrU+ZBajonMgyDADTfcgK9+9au455573PZcxKZNm5BMJnH33Xe79/bu3Yv9+/dj69atAICtW7fikUcewcGDB90xO3fuRHt7O0ZGRtwx2gaPYRtRSKfTaG9vD708Tm0cPnwY09PTIf1UyUKJVwmfD7FuEAGEZRq7WIXTeS1xS0KwmR8kA/UWq9WqKxvA4KiSGT1blW1IDiptKJEqsbD/anAIShK6ew6Nj9WblaB5H5jxwn6xHc0aUblIZyA0Zla/12vyO9EAqhK1ZqAoUfIcNTbsN89Tg2QJOiqzRWUVOzYaXf3ueH/1f8CSfrNwTOZhx44d+OIXv4h/+7d/Q1tbm9O4Ozo6kM1m0dHRgWuvvRY33ngjuru70d7ejj/4gz/A1q1bce655wIALrnkEoyMjOB3fud3cNttt2F0dBQf//jHsWPHDrfM+frrr8ff/d3f4SMf+Qje97734Z577sGXvvQl3HnnnU0evsdCxsTEhNPNWZ5UtVySBBd+aCCuWCw6T5WERfIlgapGSp1dvV41Gna5Ob11DZYqGag+ryl7zJSxejPQ0NHZriU2NQ5AOPBoZxpaFlYzNzQPXI0T29PxxWIxlwWk16Dx0+voLELvhzWmVibT99mvYrEYmkHwvgRBY0ERiViDx2oQ7HepY6JnH9Vvnd3p+xq7sFlBzcIxeeaf/exnMT4+josuugiLFi1yr3/91391x3z605/G2972Nlx55ZW48MILMTg4iK985Svu80QigTvuuAOJRAJbt27Fb//2b+M973kP/vRP/9Qds2zZMtx5553YuXMnNm7ciP/1v/4X/uEf/gHbt29vwpA9ThWUSiW88MILodV7Wq8EQMhr12CdemOWeLioyHrkNnNDPWT10Dm1D4IgVAtdNV4urGGqpPVO1btVCYjnW7KzaYIkJ82lVjlD21VPUmu/8HqalaOasd43fq4LhNRgWdJT4iasrGRnIDrDUmOry+5tsFfrqmh/1PvWe63xAPZF74WSu9bv0dmLfhfNxOvKMz+R4fPMPQBgZGQEV155JYaGhhxxccENpZS2tjbn0fI9YFa642bP3CuUU+rW1lbUajVkMpmQtgqEN0PQICOPUe+PD3VU1orKKbVazeXIEzZLRQlQsydUEuFxnEnQqHDMdkZgvWMaJd2IQY9RUma+tda20bHp7zajxZKe3ic1EFHeMe+NLgbjfVG9nMfozOFofeTMTNMh+RkNuoL3zwZCOeuamZk5sfLMPTxOdDz33HOOvEnOOr2mp21lEtWfi8ViiPDobSUSCfeZSjhKQiQE60laz48kqjq+6skAXGCP/SJJW68WmBs8BBqVBfm5NTQ6M6Bx0bYsIdvPdbxBEIRiBjbuYI0SPV7Cesqaa85rs5/aP9um3mMrl0Rlnlg9m/8j/P+wXjyA0MxGDattg33QWUMz4cncY0FjcnISzz//vKuhooE+IJzepzWqgXCxJS3pSo+PD6TWgLEenZUpVO+lV6x6etQSe53WaxqcNQqqJ6u2C4SLhtEbVYOmXr0GFS1xAXCeaFSQVQlRNXX2TyUa9XD1PCVcPc72Qc8jQarxVK8+Ho+HDLl+pvKSet68hkp0zGqhsVUDrVlI9rvR+js67mbCk7nHgka9Xse+fftcSVwlbXrQsVgMpVLJLRwCMIdQqHsC4YCbzYhR7896slHHakBOyVOzKYBGvW2VT3SqryTPPmquOI/jwihNvaNnyWP4U2MM6sUT9u+oHHL2xxoA7acaHnvfVYc+moGwEk1UH/ReqTwTNVbrtdu0VJXUbMCX1z1aHERnGM2GL4HrseDx9NNP48iRI+js7Ax5SDYrgoHSTCYDICwFkIioQZMAVBrgtmE2y0SJgFkuNl2N7/F4BlnVg+M2ZCrz2FWHSmxWpyVBWY9Vz6eurGRDklSZSb1yG6zU4J8aQ5WfVPoAwvuLqoeuqYUq6wCNEsJWP2d7Noag90a/VyViGyhW2OwZrbWuBl7vKzfB0HHNh8QCeM/c4xTA2NgYfvGLX6BUKrmHXIsnkaSBhq6s2SlKArrDDT1dPvT0/KP0bCAsCQCNAk7MUgHC03NrbOiNq27Oa1mC1em/Fo/S5erss0oxNjtGj9X37FJ6+7lCid4ubFIy19o53GhDj7Neb6lUcrVy1Bha0o7FYq4mu535RMUFbE67GkmNiWi2jwZaddWr/i9oWYL5gCdzjwWPIAjw2GOPYXJy0nlNdlEOEYvFQrvLq8dHotfKiJoTbqUS9dBJwrpYCEBIXlCdVwlEUx+t58n+6KIX6y0Cc+t8K9lbr5nvqc5u5RgrJ9kx83iuvuSYrAfOnzwuSkLh9ZRM9dyjSSsadLSyDwlVZzH23ml7amT5vdlVnGp8dQy8b0rw8wEvs3icEnjmmWfwwgsvoLe312njGngkMfOB5UNnfwKzxKLpi9ls1hkIyh/aDhDezFglBA1S6hRdSV5Jwso0JHqVaniMBmk1sBiVtaEevnqkKoVY+UEJS2cfbEf7weNV1rDb8ykJa/DRjkONhpWromYmqofz+irl2O9Uz7FGSvtPqJyj/ytqkPi+3RClmfBk7nFKoFAo4IknnsDy5cuddp5KpUKbGOjDTanFbu0GNPKOk8mkk25oDPjwcvMKS4bq8fL3qACfFt9iH5WsqW2zf0om7KvNfGHfgbkERE3cGi49h9dUL189dE19jCJaICxPKUicavysB66etY6T90A/t7KLxh5IqmoY2KbOwmyGEK+RSDQ27LZlHPQ6lImYRaWfaxXKZsGTuccpg8cffxznnnuuW6SRyWRQq9Vc6WT1lO1iD3qHSoLcvJgEQNItFAqhdDRLJkpSQLjOCEmDfVHyUp2a/U0mk0in004PVqOj3q0ubNFrWy/VErnODnRFpV0sZA0hr8P7wLHZVEkaEZW6rJeuWUcKlaH0Hqs8ZLNZVD7hWLQN/Y7pqWtflcTZHgPmvEfaD7at8hydgWbDk7nHKYMXX3wR+/btQ39/P7LZLGq1mpNG+NABCJXCtVqqEpvqzQyyETQEuhE0H2QlKSUolSRsXXGd5itha2qcEi+AEJlFzQAUJCHN/LALd4BGMNQWl1JSVO+cP22VQ72vHLNKSGrI1KBF/W09eI17RM0eSPSa4aL3WeMS5XI5FDhXeUdlq3h8tliZpnza2Yv213vmHh6vA/V6HQ8++CDWrVuHfD4PILxhM4+hzGE1UKsl08PK5XKhXX90Ck9SVi+PUAK2AT8GaFW/DYIgFLgjSdg0QBt4tZq3JSNLaEB0MFGDnQxk8nNdSEUPlmDwlntjUpbgdZQQ7QwhKp1RdWg7G7CeOK+hcgnf0/8L9tkaOVsbXT14AO57pexGRBlC/anXbxZ8NovHKYVnnnkGv/zlL93DRy9NvSZNBeT7mmPNh5oPf7FYBNBITVQP3RKSZkCoV63TeM0yofzCtviebgJhvXP1aO2KUhu4U51YPVjbR5WMVMfX4CIJXjM9aNAozZDEWb5Xx2RnGJoqqYFRNVq870r41jDaRTp6vhqtWq2xObZKR3rv7D3m963xEJ1pqAG15N5seDL3OKVQLpexe/duTE5OhvRRfbBVvybp6OIcoPFwVqvVUO0Wnq+eItCoya3TeL5nZQyVUOy0XeuoqL6uZKa6MPtia4Hbl5IRSZOEzD5rQBBAKHgMIGQ4tNa6HROlC6CRmmkDlFb6UDJWTd0uv+c5Gu9Q46xBbyVy1cD1mvb70k0qaKSZHWXvqc4gdEamfWomPJl7nHL4+c9/jmeeecZtCKHgg1ipVFAsFp08QM+VXpjuZFOr1TA9Pe0edBKjes9KsLpbDdvVuiHqmWp6nxJ+1NJ5LfgEhFP1eKySq02d4zG6YEpJSyUMPT5qRqLHqbfP9plXbrf1Y78BzJlNWElIDZcaFb1PNsdcFyLxe9JzaLj5Po0ENw1huzpG9oMyCyUZfp+6vkCNcLPhydzjlEOhUMCDDz6IyclJtwO7JTUAIUK3Xh+9ZNVbC4WCC54qWajEog+xSiTMe9fVg0CjFre+olLulND0J8lJ5Qser9N+lTq0XRoNnbkouarUUalUQhk5mvUBwOXx6z0EEJJsdCxKyjyHL16b11V5Q/PltQ3V9+lN877z++F3wFRC/S51JqRkr/dO/5+UvG3AW2cazYInc49TEo899hieffZZVCoVV3fbTu2BWaLhpgbMWGA2gvU+i8Wiy3xQ3Vu1Yh7PgCE/L5VKIY+fhAWEV4OqN6jkr0TDc4CwLq9pkpZMlPRVRiDo9atxYvvat3q97sZi7yfJTj1qerRqlKJkIhu8ZIYQvxeVhYBGbMJeo6WlxW34wfetsdMZjBoNze9X4696O2u3E7wnaijnwysHPJl7nKKYnJzE7t27MT4+jng8vLyfRKeLduxOQnaxDkEt2EoXqn2rvk2S4uYXNvOEi4eU2DXwqF48r6eSTFSaodXXVRLi+yoT6D2JCgLyHBovHY9mqbAvHJMlUp0lqDFSQ6L3nvch6v7YgDCJXIO3KlEpees11bOnMbeSiZVNdLagswONe8wHPJl7nLLYs2cP9u/f7/YIjfKE9aGu1+soFAooFAohGUODX0CjeqLVbMvlsguW1uv10CIg1blt1oOVVUgGbFu9aiVBlQg4FpUH9Dhb+5zjtlkgqVQqtA+o9ZytNk5dXD13jsESJaHB2KjsHG3HxgyUQPV4GglKQTaDRr9jG4NQ714zc/TeMuhLmY330Y5P/2+aDZ9n7nHKYmpqCvfffz+GhobQ19fnimbZTAT18jiNppemQVStOa6lANTzY0ZLJpNxUoDKBdY7pF5Pg2G9VksY2ndei9KADYhazR0Iy0vWs9UgoYU1Svq33lObhaL6ON9Xw8g+KZlqyiKPV2JXo6LnR82K+LuNPajco1lKVou3sRQaaBpYLXHAful7zYQnc49TGo8//jieeOIJtLa2usU/+tCSgGxgkmSnedP6kDOzg14c0JA8SqWSI9xMJoNYLBbaJ1ODp1bHVeIAGh6wrphUIwKEV21q0FWzM5RcSbgq1/B4atWqw9v8aiVS1f/VwyXUUKj2z3PZHolRYwNqJHQcbEu9bLZH8tU66byG5rNrG8zz10wXjp/3SWGD2mrgNcOl2fAyi8cpjXK5jO9///s4cOAAgiBAW1tbaKk6EL2bDB9o5plr3Q31yNRLVNIrFAqYmZlBuVwObZhhKwkqeakHz34BYZ2YRMEpv2Zk6Fj0BcBp2Kq/2wCm9WBVYrFjtdk0Kl3puVFSkXq1StB2NSbHqvuVciw2wGsJV6Urfm4DohqE1rHr/bReugbKrfetC6m0v82C98w9Tnk899xzuP/++9HZ2Yne3l5Xr0W9PhIOH2QGNflZqVRCJpNxxGs9Zc2GIEjk1NNTqRQymYxrW71kq8MCDW9SJQElnKgFMiRA1eVJlKoVsw0Ac0jfBvXUQLBf1qPn37rMX4OzKheRTNWY8r5Z753SBq9rYwaaj09DQcJVrdySvSVpvU+1Wi20F6htizM5Hs97rjEMe71mwJO5xymPIAjw4x//GMuWLUMul0MulwMAl2POh5oPLiUWarZ8iIvFIpLJpMvk0BxmyjDqXQKzhN7W1hZaSEOSoHenXq6VDWyA0OrSJHT1oFXnJZkySAmE9+sEEPLGGdC0sgnjBepxqkyl7+ksws56gHC6ozUcajzYTxYz03PZHmUuXeSl1+c14/G4m/nY1ZxH0731Xlud33rlUbOhZsOTuYcHZhcS3XPPPRgcHMTpp5/u6pHPzMyEtGCdvlt9l4QYtWlyLNaocc6MCnpoLNZVLBbd+8ywUa9bjQq9Q5a/Vc9byY/9VuJV+UC9X5UU2Df19umhatEwEqdmA+l9IdTgaKqi5ndbCUf7wv6TRFXHtgSpK2k5LhvYJeyYtR+8LxyL9pdGUP8fVFqhPq4zCRuDaDa8Zu7h8TKeffZZ3HfffTh8+DCA8JZuUdNlfSBJoiRwTd8rl8uYmZlBoVAAMHezAp7T1tYGoFGpj4uVtH0NUlqyJcHYXeU1bxyYmxNu2+XYrQevpKskrGmEPM/WsrEeuH6uurdm8LBt1dvV8ya46pLH2/1UaRxVPlI5ie8xW4bt855pmilnJdonJXT9DJjNVOL3aAPSzYb3zD08XkYQBPjJT36CJUuW4JxzzkFHRwdSqZR7GOkNt7S0oFQqhTxeJXd6jel0GkBjEQ89dz2Wmm+xWEQ6nUYqlXKZLerJaSVCJdJyuRySCtST5JjowatWS+K0ElKUx0wS1jK/6qEzc0e9W9WUOXPQnYxIlEEwuzFzVNBZ+6kVGwG4fmjOt703HIumFdrApy5I0jo0mukSBI3MFPZf2+B7ahz1pX3S4G2z4cncw0NQLpdxzz33oLe3F6tWrUIul3PeFR/GTCbj5BAAoQAfH2ySjU73NfuDRMd2Y7EYpqamnAEBGqtJdWYAhLc9i9JrrfzDFz1YlTCoN6vXy2tYDVj7zj5RYrGkyfb1WPXObf/Us7cZN0BD0tGMF1sJkv2OiiGwDQ2I6hZ4Ni7A/muMRFMxNZip901nLyoNqdZujUWz4Mncw8PgxRdfxM6dO9Ha2orh4WHkcjlHVHwws9ksZmZm5gTzNOtCN6vQhSeajgcgRHaxWAz5fB7xeNxVaAQQap9eKn+qd6nkTi9QSTmVSqGlpcV5u1bGUQ9SJQ0NGEbNRtQg8H3qxqrdM/OE11BPXI2UzkqU+Nk+DYIGOzWASgLWLCCtVqnfBdsGGimaapQ0J5xjUuOqgWodk0p07IOmfzYbXjP38IjAk08+ie9///s4ePCg88atZmuLYtnptPUqrfersgUJYnx8HFNTU8jlcmhtbY3MTeZ5zL7QVD6SoHq3DLJqlg2NAYuMRdUbARAi7SjvV+UeAC7HXY2KlTeoYaucw/ukOympJ251czUu9nglfb0XvC4zcjRtk4ZGtXK9dpSR0+C2Gg6NDajxszJRs+HJ3MMjAkEwm674wAMP4MiRI+5hJzkCc/fN1HOjyJSfKdFpezQOExMTmJycRD6fdx49CZxtM9CnO91okDMqOFevz+bDF4tFZyRSqZS7DqEEZg2YZpSoNk3NmASdzWadAVS5if237fCe8F4pAepCHgaPeb6VK5RwdTwAQp64zorYNg0ex6DeuwZVdeGS3gM1DJS1bOYPz/WauYfHG4hqtYp7770X+XweZ599Njo6OgCEp/H0qG0ADQjXDKfHbDcwUE2XwdB6vY6JiQlkMhm0traiUqlgZmbGSSxaVsAubtLUOb2+ShClUgmFQsERaTKZdJtjsBCYtqXeJ71nG8hT3ZuEqIWpNLtDPVdg7jZubIuZJCpP8F5xwRXPtwRpPXmVmzSeoZKUylGUoVSXVwPA/ulMwRopnUEodKbSTHgy9/B4BRQKBXznO99BNpvF2rVr0d7e7siA3rZ6lVpHW3VxPtxa/IrkrKSuNUMmJyeRyWTQ1tYWmarIn9b7BuamyOk5BMeh6YG5XM4FZTkOS3x29aIaDCVcWyhM64jrOLR96tWqQWuwV4mfHjW9Z81YUYOm35EaQQ16qgFWw6fH8Lr8DvVe6KxItX41XKrLM021mfBk7uHxX2BsbAx33nknWlpasGbNGrS1tbkHl16o9cTsCkqSAglKA2yx2GzBLZIWS+jWarM1XNLpNLLZ7JwAm3rH2pZ66yQd9WJVCrALX1jTpVAoOCJWHd5WX1QDxHvAsVtDxYCxpkrqfdF2gEaKp3rOeowGYvU4lb8swaocwj7quarTW29fM27UsNnMFQ1mW2mK5K8yULPgydzD41XgyJEj+PrXv45EIoGVK1eivb3drehMJpMoFAqOAHSxkWZlWGKw75FkgYaRyGazCILASS6FQiGUSREVYFSo7quBUs2brtVqmJmZcRKPkpAGKTVga/utS+apc1vjRsPBVE81cuq5Ul5hQJLtU6KhgbE1xWlodOZjiVlTEa3nrv1RQ6fGg5+pJKMZNjxev09+B5S05iP4CXgy9/B41Th8+DDuvPNOxONxrFixAh0dHY4EdOk/NV4b5FSy0JouKikQPI/7itbrdZeySP1ca7XYbIkoSYUgqdniT4RuVMH+se+sDmn1fnrj1Ml1mzwgTHgaRNQ+qafOczXDxma2AHB58iph2OvoONXztmNXElavXPtk9XWVf6iv6/3TVaeMNdBYNRs+m8XD4xjwwgsv4Otf/zoef/xxvPTSSwAaemkul3O6MB9alQ3Uo4vSobXAFV/cVLpQKLgslNbWVuTzeWSzWZdaSNhrRaXxafvxeNzlnmumDD/XNMhqtYrW1lZks9mQR00vn7sQ8Z6od60EGNVHvSda7kAlI3rjukGIEq/eX9W+laTtta32rcaV36v2z0KzaWx2k64poPHQgGqz4T1zD49jxOjoKL7+9a/j8ssvx+rVq9HV1eU89Gw2G8r40OXv6jkTGpDTnYdIJCQ4esUAkM1mQ6tEuQKT7Smh6U9g7s71GqSjNMIAn9Yk4WrUcrnsyg4wVzwWmy23S+LTPnNsqtvbcQONEsP8jAFmG9QkNMWQbWuOOsfN/lstXrNpNIvGrljVRT4arI2SaNgWr61BU7atxzYbnsw9PF4DDh8+jDvuuAOVSgUjIyPo7OwMZYbwgeUiFc0vjgo8Ao3sEl2pqB6zZs/Qa9UNKJS0NRWP55BglOyUTFUiIKmzvowWquJxTDtUb9ZeU9tWQrMeq6Z0qi6vwWV6/+pFK2Gn02k3k6AxjPLKKYHpvaLx0vugxK1SE89Rz1vHoMFmTe9kP6j9NxuezD08XiNeeuklfOMb38Dk5CTOPvtsdHd3A5j1XikTUAahFwtgjuTA6bnmUuv0XTM5WJCL2SDU1K1XzLY1o0W9QpbiVe9f9X5dAZlOpzE9PR0qB8ysEhobXejDa6v3b9MXraYNhAPAhJWj1KDw3hCqnetMiG3YGjrWGNh7FqWra436qMAzpRR9X4nfaurNhCdzD4/XgenpaXznO9/BxMQE3vzmN6Ovrw+xWAwzMzOO7EiY+hDrg62ExZREredhU+S44pPBRlsYKirtLWqhEYOyNrBIYmO6ZDqdRmtrqyM21dT1ePVANZhpg6XsD9+nZGP7r94w+2w1crYPhIO8WmlRs1LYvmbrUMfWDBsle2Bu3XddTWqDxerJ0xO38J65h8cJiFKphB/84AeYnJzEW97yFixatAjZbBblcjm0eTM9Ya2RTU9OiZKlcu30HAgTB9smQTE/Xb1zzXixBKJyj2Z62ABpuVx2G15zhkEi01Q/9o/t2oCnnTHkcjnMzMy4HZ20xCz7QtK2XrLd59NmmGjQVeUb3Uya94eBZ7ajHrzts/5udXE9Xsmfsw9m+dhMnmbBk7mHRxNQq9Xw05/+FGNjY/jVX/1VLF++HJ2dnS69kA8vt4XTrc4sCSkR0Xuk105yUk1eJRat1KgyQJQ3G6Vv8z32rV6vO7LNZrPueF5TSVU9VusF2xoqvH6pVArlhvMzfh7lmWs+N71xlXGon2v6p6YIRgU+taCZ9cx5P1VGUpnE1qrRMXIGZb38+SBzn5ro4dEkBEGAp59+Gt/4xjewZ88eHDhwAEEQoLOz02WgkHDpgevCF07J1TNWz1lXYrINrQBI3ZokyWPUk7TBSGr77L8NlFIaYkaLziK0MBVfStzq3Srp63jYPs/RoCKP0YAoV4/yWJv2CDQMDaUbu0DKSkWUqxgEZR+B8KIr/Z6BxmpZTZHU/tsFVppm6euZe3icBDh06BC+8Y1vYOvWrXjTm96EgYEBdHZ2unxu9dSV8Pi71g0hSFrqxZK0tOiUpjWSgLgpBTC7SbVeVz1Qm2VjA7VcMMTrsh9KWPS06c2qJm9nApylqJeqS+VVVlGDQO9cpRzeNw3K0jiqh0wP2pK19otEOzMz47R3NRpRMQC2pT9VBrLSjJdZPDxOEkxPT+Pee+/FkSNHsHXrVgwPD6OjowNtbW1Ip9OYmpqKXAWpv9tpvUoNQFiX1XQ8EqCmAVIb1p2GrJaugTvq9rY0rnqXlCdsrjo9eE2Z1AqIqmWr5s8+qMTD8VMmUcNA46Myh85mVKaywVlCM2o4S6KHnk6nQ6UZ1KCSnLXfKhNFlWvguDUY3Ux4MvfwmCdUq1U8+OCDOHjwIN761rfizDPPRE9PD3K5HBKJBCYnJ500AjQIXFPhgMYKU9W1NWgJNOpl6yIlrtxMp9NzSESJ3mrGvAb7ZP9WErZB1UQigWw26zx0XfijBbZspsrRAp3aLiUXGgbNSrFZKkrcVufWGZAaTFs7Xu+jkq8uZCKpa3zCLlLSHZes995MeDL38JhHBEGAZ599Fl/72tdw/vnn4+yzz8bAwADa2toQj8cxNjaGQqEQyl0mgfCB142craxxtNxpJSktUKUExOtZCUGzUzTYymtoMNWSElMxea6Sql2hqeMhqWuJYJ0B6HXUu7eLePR4nT2o4bEeNY+zdVyAxvZ/GnuI6pN+V5rvruM5msbfLBxTAPTWW2/FOeecg7a2NvT39+Md73gH9u7dGzrmoosuCg06Fovh+uuvDx2zf/9+XHHFFcjlcujv78eHP/zhOZXE7r33Xpx99tlIp9NYsWIFbr/99tc2Qg+PEwCTk5PYuXMn/v3f/x1PPfWU272ovb0dmUwm5FXatDxNZ9O0vyhCUXnBeosMlGputRI827DpdrpjjhoCDcoqYQXBbJVHLrHn9bRtBlRJ8JQ2dPWrGhwdN6/Nz9iuLj7isRr4ZD+U9G2GCQPQqpPr7ESD1DqL4Dh5vFZ+ZEaQEv5xXzR03333YceOHTjnnHNQrVbxsY99DJdccgkee+wx5PN5d9z73/9+/Omf/qn7O5fLud9rtRquuOIKDA4O4gc/+AFeeOEFvOc970EymcSf//mfAwCeeuopXHHFFbj++uvxhS98AXfffTd+7/d+D4sWLcL27dtf75g9PI4LqtUqdu/ejcOHD+Piiy/GsmXL0NnZ6YhPMyIAhCQDK21YLy8q2KZkDjRK1ao3q7KKGgeSPPtt9XUrKejK0Eql4lalplIpJ7XwOvSASYzlcjlErvF4PLTxtGagqLwRJbGwXzaQSs9d76MaMTu74f21swedqeg1ddWsLhLjAi9mMqkU1mzEgtfh7x86dAj9/f247777cOGFFwKY9czPOuss/NVf/VXkOd/61rfwtre9Dc8//zwGBgYAAJ/73Odw00034dChQ0ilUrjppptw5513Ys+ePe68q666CmNjY7jrrrteVd8mJibcNl8eHicaenp6cPHFF2PNmjVob29HEDR22aEHqVILYYN9ulhFf1f9WYmD72ltFdXkSbwqSahRse2RYLUUAcmaaXvUoVUCImHH4/HQbEGNEH/Su6ZHrB67DZayPUvO9NqpXytJW+9da7roWNXj19iDXQnK3zUAqwQej8dRKBTw+7//+xgfH0d7e/tr/0cSvC5ff3x8HABcTQriC1/4Anp7e7Fu3TrcfPPNmJmZcZ/t2rUL69evd0QOANu3b8fExAQeffRRd8y2bdtCbW7fvh27du16Pd318DhhcPjwYXzjG9/Af/7nf+LAgQNu9aZmUKiXp16nyg4kLnrENh/d/lQPmS+eq9exqYFqZOwswLZHAtPiXDQeqqlr1gvL56qxYO58oVBwq12Z261pigR/V8NCY8iceBsjqFQqbuyaoaKbZavBSqfTTnayFRU1y4bSC7f609kV702z8ZoDoPV6HR/84Adx3nnnYd26de79d7/73Tj99NMxNDSEhx9+GDfddBP27t2Lr3zlKwBmy4cqkQNwf4+Ojr7iMRMTEygUCqGVaESpVHJlOoFZz9zD40RGoVDAd7/7XRw8eBDnn38+Fi9ejI6ODrS2tmJmZgZTU1OOzG0WhE71rVSgerJ6mtqWpvWp5q3PlpIljQbTFm1VQc0XV13cZryoTEPSZDlfVkS0so72W69h0wZ1gRPlHXttzcbRfmhMQo1SLBYL6eh6b3QzCnroen/1HmomjZXFmoXXTOY7duzAnj178B//8R+h96+77jr3+/r167Fo0SJcfPHF2LdvH84444zX3tP/ArfeeituueWWeWvfw2M+UKvV8PDDD+PFF1/EBRdcgFWrVqGnpwf5fB7JZNI5JVErGJWYrBQSlVqoHqK2yYwNHkNSpRxDOUeJ0S7Z11otR8vD5meqVavGzZ8kUPV0dUyqa9vce/aXswAepzLU0bR0NWo2OKrxBjWaHCNnUslkEuVyObRSVu/ffJL5a5JZbrjhBtxxxx347ne/i8WLF7/isVu2bAEAPPnkkwCAwcFBHDhwIHQM/x4cHHzFY9rb2yO9cgC4+eabMT4+7l7PPPPMsQ/Mw+M44fnnn8fXv/51fP/738ezzz6Ll156CS0tLejp6Qkt/dYAKMknSssGwjo6i35p1pj1Wjn9ZxXGIAjcKk3KC5rBQa0bQCjDg7MAbZOyAj1YSjCaIUIPP5PJOG+dBoW/a6YI3+P9YWkDmwZpJSo1JhqU5H2kkeJY7BZvStD8TA0lz1FZSWWY+SBy4BjJPAgC3HDDDfjqV7+Ke+65B8uWLfsvz3nooYcAAIsWLQIAbN26FY888ggOHjzojtm5cyfa29sxMjLijrn77rtD7ezcuRNbt2496nXS6TTa29tDLw+PkwmFQgH33Xcf7rjjDjz55JM4ePAgyuUyOjo6Qnoy5QSmw6m3rZo531fiUU+dbZGsNYNF9XHVmzVLRAndBgdVO6dXq+mQ6t1qABSYNVjZbBaZTMYRoBIs+6fBUrvphd4LBcdA0ub5WqOGf7MWPY2mSkO6lR7vJ42WLmyits7fqfcf99TEHTt24Itf/CL+7d/+DW1tbU7j7ujoQDabxb59+/DFL34Rl19+OXp6evDwww/jQx/6EC688EJs2LABAHDJJZdgZGQEv/M7v4PbbrsNo6Oj+PjHP44dO3a4AjrXX389/u7v/g4f+chH8L73vQ/33HMPvvSlL+HOO+9s8vA9PE4s1Ot1PP744zh48CAuvPBCjIyMuFWj1WrVeddMhbPBTvVUNXNEPU5ehx4pvUn1Gik/UBMmqVsiUhkDaHi6R1vOrnq1zdcul8soFouIxWKOC9QgaHBWZRKbwmklE9W7bVBT740aKc1W0bHyPRvw1P4AYblJja3GE5qNY0pNPNr04POf/zze+9734plnnsFv//ZvY8+ePZiensbw8DB+8zd/Ex//+MdDnvIvf/lLfOADH8C9996LfD6Pa665Bn/xF38Rms7ce++9+NCHPoTHHnsMixcvxp/8yZ/gve9976semE9N9DjZkUqlsGHDBpx77rlYtGgRcrmc28iBWRIAQuSlBK0ErjKMpidaeUa9aoJasJactcdrQFVXTQZB4FIQtT0AIU+d49CFNSwOpkSp5BnVZ+0Pg7JKnNo/m3POPvCnauoqL9E4aKEzzaRhiqmOh/0kSqVS01MTX1ee+YkMT+YeCwUDAwM477zzsHr1arS3t6OtrQ0tLS2Ymppyi1Is+egKSPUY1YPWolUaiFS5AZhb2VEzNKxXzOPUMyUpa/BQg5OEJW1tW8vYqscLNMrmqpTE2YYSsM5e1KBZ0tXMHZ39sD0938YuOA72RQ2PGpZCoYAPfOADTSVzX5vFw+MEx4EDB/CNb3wD+/btw3nnnYdFixahs7MTbW1tKJVKmJiYcF4xiU6X0uv7Nt3PZmYwm4WaPICQBGGJiiRK79rmqKvR0CCjXUSj5E+ofKMVDdkPGh4r5QDhGjJqdPSYer2OUqkUaofjY/94rgZsGb+whkV1dTVU+h43qvD1zD08TlFUKhX89Kc/xTPPPIOtW7diw4YNLoWxr68P4+PjKBQKIc82lUrNkRNUEiG5AGE9W7NSlLCVDEmCJCfrLWuwVPVn9Y75np7Hc0mE/FzrtPNYkicDjPTQSbzaB63BTmglRs2U0QVM1kvXDB7V3dV71zFpoJiBYJsd0yx4MvfwOIlw5MgR3HXXXdi7dy/OP/98LF++HB0dHW43o+np6TkLa6zOrYSmdVH4mdWN1csmYZHEWWJX5R2eqxktwNwyAzagqKtT9Xg7e7CZJeyjZvpQPlGZR2URG7RVqYmfcZysOsmVqrxP2p4W+aKGzvZ0RsJr6QLHZsGTuYfHSYZarYYnn3wSzz//PDZt2oTNmzejv78fra2tyOfzLlc8Ss8lCao0odkYlkD1GJ5DSYQ6NsmOBKjt6wInkjC9U9Wz1QNne7yGyjGqS/MYXcXKMegWfeyzZrsA4cwbes3aBmcDHBePjTI82j5XyGqKqBqc+YIncw+PkxQzMzP4j//4D/ziF7/Aueeei5UrV7oqjK2trQBmt4krFoshcraesb5nJRUg7KHzb8oTyWQSmUzGnUsCVBIEGqSnKyPZZqlUct49SV8lH22D77EfSuI2J137TEmFbXMjbGu0GGPQ+ALvD1fGkrRV9tH7xVmKBp5V77f3t1nwZO7hcRIjCAI899xz+PrXv45Vq1bhnHPOcVvU5XI5l69dKpXmeOkKm5JIwlTZRaUDkh3ztrlClIRus100kKgkyWuVSiVkMplQ9oimDLIfKo/YcSjJa9VDvnQPUN4HnVWoB85ztW0GlKMWL+niIZWm2He9v7qwqZnwZO7hsQBQqVSwZ88ePP3009iwYQPOPvtsLFq0CG1tbU5yKBaLoU2Zo0hRZQxFFKGrJlyv110Nc/WkNSsEmM2dp66s2TIkP66QtItqVEdX712DryRJlV3UQGkWSTqddnKMGh+7s5CmLvJ6WkZXPW+VfdQw2EwglWmaCU/mHh4LCFNTU9i1axd+9rOfYdOmTVi7di36+vqQzWbR2tqKer3uVlmSfKxGTs8YCNd3oVRgUwS5iIbBVCVczZ4headSKWSzWbS0tKBYLKJUKoVILpvNuqqHUV685pMTJG2VQGxwVEsGcLl9EATIZrNulqGaus4ENPhrZSolffaF7wOYY3hszKJZ8GTu4bHAEAQBXnzxRezcuROPPvooNm/ejFWrVrmMF5J6vV5HoVCYI51ooM9mspCkleA06KfQdtWjZ1VB1oTJZDKhgGK5XHZePtu2so3KLUqOTFW0Mocu2KGRUe1fj9Nj1LDx+vTgaQD0vvOn1dFtWqSXWTw8PF416vU6nn32WYyOjuLRRx/Fpk2bsHTpUnR1dSGXyzkdmQRKD1u3llNCiiJPJTCrZ2tKYlRaIlMZ2Q9KLKVSKeTlao64TSfkMSpjaMEvNUI2YEoytzITPW0WxqK2rqTPQluWoNmWzhyiUi71vGbBk7mHxwJHtVrFz3/+c/zyl7/EsmXLsHnzZixdutRVY9QMFmrKDFQqlKij9rG0ck2UQVBoiiDJkvq+1iPX4lg8XonZLiRi20r2mgqplQ2tx2xnHCRe7gDFsTCXXGct7I+VrnTWYAPNzYQncw+PUwTlchl79+7FL3/5S5x55pnYtGkTFi9ejLa2NuehczUlMzQ0+GcrCJLM+DdJWD1P9aRtHrcSG4/j9nC6QXIymUQul3PErjq8lVg05VHb1+Mt6XJGouPQ4Cn1dY6vVquF8t+VnLW4F6/Blxoe75l7eHi8bhSLRTzyyCPYt28fVq1ahY0bN+K0005DPp9HIpEIBSC1ZjqAkHesqXY2KMj3NMiqmrSSrbanL+rmrBJJYuXnSqhaK4bkqSmAVnbhNYGwEbDSDQO3vBbz0zU+YBdlWZ1d+8r7xw1AmglP5h4epyhmZmbw4IMP4oknnsDSpUtx1llnYcmSJU5T5wYNtVoNhUJhTnaIlRLUw7YSBFd92lWcQLhmuOrMxWLRBVZ1Ozn1tlUSsdkk9IQJLVurOjpnIDoO7Y/V6e0qUoLjpCzDc3XzZhqI+ajP4sncw+MUR6FQwOOPP44nn3wSw8PDWL9+PVasWIGuri6X/ZLL5VAoFFAsFgE0PHStx6KkByAkLRBK1kdb3KOyBfVyAG5LOc2yARqGw6YwWrlEpQ+dTdh896NBFzNp2V07u6BUxeN4H1Rm8dksHh4e84ZKpYJf/OIXePrpp9Hf34+RkRGsWbMG/f39aGtrQzqddmUCSqUSSqWSy0Chd6tpeeqVA43Apab4Wc9WM1EAzJFmSqVSKEdcCVkJWoOkVpfn+7qakxKOlVq0XzyXgVr9TMfC1Eu7aInHz4deDngy9/DwMKjX6xgdHcWBAwfwwAMP4Mwzz8TatWuxZMkS56Xncjlks1mXGaJeKNP2GDCMyvDQ4CChZKt/q/fLduitcwER0Jgl8JpKsGzzaKmIlnhVitFgrqZYartRxkENk2a7eDL38PB4QxEEASYmJrB792488sgjWLJkCdauXYszzjgD3d3drvZLOp1GKpVyujq9Zl0cpFq1SiDFYtEdwwwWkp0lfqvHa1CVGTD8nMRu21MvnS8N3mohMC2Fa3V0HheVZqj9ZvaNyi4qETUTnsw9PDz+S5TLZTz55JP4xS9+ge7ubqxcuRJr1qwJ1X9Jp9PI5XKuBC+Lb6mHqzILAJdXbvPCNdAYtSuS6uBaXoDErIt6kslkqMgXjUtUdUS7Y5JdCEWjpMfYjbL1M15b++01cw8Pj+OOer2OF198ES+++CJ+8pOfYOnSpVi9ejWWLVvmKjXm83mk0+lQ5ommCtJ7pzcelRKoUkWxWHTkq+mOKoHQu+e5Wk9c89HVMKj0Ql1fyRdoZMAAcHq9kjPHZkseqBHguDgGXzXRw8PjhEKxWMQTTzyBn/3sZ+jq6sKqVauwevVqt1EG0xtTqRTq9dld7LV8AHO2SXBAOEBIYlTCZ6ATwByCt/t2ak46vWKmOCqhU47hNa3OTXAWwRcNg5a/5bXtLII/o2q6NAuezD08PF4X6vU6Dh8+jB/84Af4yU9+gsHBQYyMjGD58uXo6upCPp9HJpNxXm48Hkcmk3GETgKmh6wrRQkNhgLhcrYqk9DrZW46j7V7cNoStkCjnoouPCqXy6EVoDoz0H6ofq+eOvug7fK8ZsOTuYeHR9NQLBbx9NNPY//+/Whvb8eyZcuwevVqDA4OorW1Fdls1r1aW1tdHjmJlrVidIGSEqDNW7fyjBKuDTbSYLDkrpV4uEBJPWsGVbXIlq7k5PFAOJsGaGxowfMIrfneTHgy9/DwaDrq9TrGxsbw4IMP4pFHHkFPTw+WL1+OM844AwMDA2hvb0c2m0Umk3EaN3VuEi0wS9Lc/DiZTDqJQiUT5rgrEau0oZ9FpQWqdEKvWitHqnHQ3YpUj9d8eCvTaLvWGDUTnsw9PDzmFdVqFQcOHHB56z09PTjzzDOxbNkyp69nMhm3ACmTyQBoBBi5+w+hi5SAuZ4uKyyqnEIoydp0R00p1J2AdIUnrxmVAWNTJm0KourpfqchDw+PkxqVSgWjo6MYHR3Fj370I/T19WH58uVYunQp+vr6kM/nkcvl3H6g/KkFv0jQup+okic3XragpBOLxUIlbSuVCgqFgsuu0ZRCFtpSz13zzwHMSaG042W7SuSezD08PBYMSqUSnn32WTz77LO4//770dfXh+HhYSxdutTlr2ezWbcpdSqVcptFAHCrT3WTC3rhJFotmcuAJIOsDFy2tLS4MgVK7pREogKxqsnT2+cOSXpMKpUKSSs0PJSRmglP5h4eHscd5XIZzz33HJ577jk88MAD6OrqwpIlS7BkyRKcdtpp6OjoQCaTCckxSsb0spkhw4AqUwG1CJgNWOoy/FQq5bxoW7xLf9cZgWrxVrsH4PYHZR8qlUqokmKz4Mncw8PjhEK1WsWhQ4dw6NAhPPjgg2hra8Pg4CCWLVuGxYsXh9Id6eHGYjEXTGWg1EozzFPXPUI1pdFuXqHSCEEPWwOh6rlrAJZBVOrm1Pk1r76Z8GTu4eFxwqJer2N8fBzj4+P42c9+hnQ6je7ubixevBhLliyZI8cwJ5xaO9DILuHiIF2tmUwmXbaMzSFX8s3n806yYZta+0Xzy7VUgNaIoWHRdMZmwpO5h4fHSYEgCFAsFvH888/j+eefxwMPPID29nYMDg5ieHgYQ0ND6OnpceUEWBuGqY+UZ5R4a7UastlsqG6KkjswK4tMTEyE0gwBhLJsorJiaBiq1WposwofAPXw8PAQMJd9bGwMTzzxBFKpFLq6ujA4OIjTTjsNg4ODbtckq7ezTEA2m3UEy+wYLvphxkypVHLv21osClv7hQufNGd+vopsAZ7MPTw8FgjK5bLLZ3/44YeRTqfR0dGBRYsWYWhoyJE79XZmx5BsmUKYz+dd+VquSiWZM2uFkotKLNTPNU2S56gEA/jl/B4eHh6vCpRkisUiDhw4gJ/+9KdIpVLo6OjA4OCgI3fKMplMBul02mW0qIfN8r6JRMLVaqFnTu+b5K5eue5gpHKML4Hr4eHh8RpBLfzgwYM4ePAgHn74YSSTSXR2djpyHxoacp47vfaWlpY5nrkGMG09dmbEpNPp0MYc1Oo1cNpseDL38PA4JVGpVFwK5J49e5zn3tvbi8HBwUhZhuTOTZsJ/s0VpLq7EjNZtHjY1NRU08fjydzDw+OUh/XcH3vsMSQSCeRyOXR3d6Onpwe9vb3o7e1FZ2eny5ghsZPo6bHzfXrt8Xgc6XTaSTH5fL7pY/Bk7uHh4RGBWq2GyclJTE5O4pe//CUAuBz2jo4O9PT0oL+/H93d3ejo6EBra2soJZLeOlMjuccpSwY0G57MPTw8PF4lqtUqpqamMDU1heeeew7AbBZMOp1GPp9HR0cHuru70dXV5Ug+l8shm82GCN7nmXt4eHicYKjVapiZmcHMzAwOHTrk3ifJ53I5tLe3o6ury/1kmd9mwpO5h4eHxzxASf7FF19072v53Gai+QUCPDw8PDyOCuahNxuezD08PDwWADyZe3h4eCwAeDL38PDwWADwZO7h4eGxAODJ3MPDw2MB4JjI/LOf/Sw2bNiA9vZ2tLe3Y+vWrfjWt77lPi8Wi9ixYwd6enrQ2tqKK6+8EgcOHAi1sX//flxxxRXI5XLo7+/Hhz/84TmR3XvvvRdnn3020uk0VqxYgdtvv/21j9DDw8PjVEBwDPj6178e3HnnncHPfvazYO/evcHHPvaxIJlMBnv27AmCIAiuv/76YHh4OLj77ruDBx54IDj33HODN7/5ze78arUarFu3Lti2bVvw4IMPBt/85jeD3t7e4Oabb3bH/OIXvwhyuVxw4403Bo899ljwt3/7t0EikQjuuuuuY+lqMD4+HgDwL//yL/86YV/j4+PHxGuvhGMi8yh0dXUF//AP/xCMjY0FyWQy+PKXv+w+e/zxxwMAwa5du4IgCIJvfvObQTweD0ZHR90xn/3sZ4P29vagVCoFQRAEH/nIR4K1a9eGrvGud70r2L59+zH1y5O5f/mXf53or2aS+WvWzGu1Gv7lX/4F09PT2Lp1K3bv3o1KpYJt27a5Y1avXo0lS5Zg165dAIBdu3Zh/fr1GBgYcMds374dExMTePTRR90x2gaPYRtHQ6lUwsTEROjl4eHhcargmMn8kUcecdXBrr/+enz1q1/FyMgIRkdHkUql0NnZGTp+YGAAo6OjAIDR0dEQkfNzfvZKx0xMTKBQKBy1X7feeis6Ojrca3h4+FiH5uHh4XHS4pjJfNWqVXjooYfwwx/+EB/4wAdwzTXX4LHHHpuPvh0Tbr75ZoyPj7vXM888c7y75OHh4fGG4ZgLbaVSKaxYsQIAsGnTJvz4xz/GX//1X+Nd73oXyuUyxsbGQt75gQMHMDg4CAAYHBzEj370o1B7zHbRY2wGzIEDB9De3o5sNnvUfrGOsIeHh8epiNedZ16v11EqlbBp0yYkk0ncfffd7rO9e/di//792Lp1KwBg69ateOSRR3Dw4EF3zM6dO9He3o6RkRF3jLbBY9iGh4eHh0cEjiVa+tGPfjS47777gqeeeip4+OGHg49+9KNBLBYLvv3tbwdBMJuauGTJkuCee+4JHnjggWDr1q3B1q1b3flMTbzkkkuChx56KLjrrruCvr6+yNTED3/4w8Hjjz8efOYzn/Gpif7lX/61IF/HLTXxfe97X3D66acHqVQq6OvrCy6++GJH5EEQBIVCIfjv//2/B11dXUEulwt+8zd/M3jhhRdCbTz99NPBZZddFmSz2aC3tzf4wz/8w6BSqYSO+e53vxucddZZQSqVCpYvXx58/vOfP+aBeTL3L//yrxP91UwyjwVBEGABYmJiAh0dHce7Gx4eHh5Hxfj4ONrb25vSlq/N4uHh4bEA4Mncw8PDYwHAk7mHh4fHAoAncw8PD48FAE/mHh4eHgsAnsw9PDw8FgA8mXt4eHgsAHgy9/Dw8FgA8GTu4eHhsQDgydzDw8NjAcCTuYeHh8cCgCdzDw8PjwUAT+YeHh4eCwCezD08PDwWADyZe3h4eCwAeDL38PDwWADwZO7h4eGxAODJ3MPDw2MBwJO5h4eHxwKAJ3MPDw+PBQBP5h4eHh4LAJ7MPTw8PBYAPJl7eHh4LAB4Mvfw8PBYAPBk7uHh4bEA4Mncw8PDYwHAk7mHh4fHAoAncw8PD48FAE/mHh4eHgsAnsw9PDw8FgAWLJkHQXC8u+Dh4eHximgmTy1YMj98+PDx7oKHh4fHK2JycrJpbbU0raUTDN3d3QCA/fv3o6Oj4zj3Zv4wMTGB4eFhPPPMM2hvbz/e3Zk3nArjPBXGCPhxArMe+eTkJIaGhpp2vQVL5vH47KSjo6NjQf/DEO3t7X6cCwSnwhgBP85mO5kLVmbx8PDwOJXgydzDw8NjAWDBknk6ncYnP/lJpNPp492VeYUf58LBqTBGwI9zvhALfA6fh4eHx0mPBeuZe3h4eJxK8GTu4eHhsQDgydzDw8NjAcCTuYeHh8cCwIIk88985jNYunQpMpkMtmzZgh/96EfHu0vHhE996lOIxWKh1+rVq93nxWIRO3bsQE9PD1pbW3HllVfiwIEDoTb279+PK664ArlcDv39/fjwhz+MarX6Rg8lhO9973t4+9vfjqGhIcRiMXzta18LfR4EAT7xiU9g0aJFyGaz2LZtG37+85+Hjjly5AiuvvpqtLe3o7OzE9deey2mpqZCxzz88MO44IILkMlkMDw8jNtuu22+h+bwX43xve9975zv9tJLLw0dc6KPEQBuvfVWnHPOOWhra0N/fz/e8Y53YO/evaFjmvV/eu+99+Lss89GOp3GihUrcPvtt8/38BxezTgvuuiiOd/p9ddfHzrmDRlnsMDwL//yL0EqlQr+8R//MXj00UeD97///UFnZ2dw4MCB4921V41PfvKTwdq1a4MXXnjBvQ4dOuQ+v/7664Ph4eHg7rvvDh544IHg3HPPDd785je7z6vVarBu3bpg27ZtwYMPPhh885vfDHp7e4Obb775eAzH4Zvf/Gbwx3/8x8FXvvKVAEDw1a9+NfT5X/zFXwQdHR3B1772teCnP/1p8Ou//uvBsmXLgkKh4I659NJLg40bNwb3339/8P3vfz9YsWJF8Fu/9Vvu8/Hx8WBgYCC4+uqrgz179gT//M//HGSz2eD//J//c0KM8ZprrgkuvfTS0Hd75MiR0DEn+hiDIAi2b98efP7znw/27NkTPPTQQ8Hll18eLFmyJJiamnLHNOP/9Be/+EWQy+WCG2+8MXjssceCv/3bvw0SiURw1113nTDjfMtb3hK8//3vD32n4+Pjb/g4FxyZ/8qv/EqwY8cO93etVguGhoaCW2+99Tj26tjwyU9+Mti4cWPkZ2NjY0EymQy+/OUvu/cef/zxAECwa9euIAhmCSUejwejo6PumM9+9rNBe3t7UCqV5rXvrxaW6Or1ejA4OBj85V/+pXtvbGwsSKfTwT//8z8HQRAEjz32WAAg+PGPf+yO+da3vhXEYrHgueeeC4IgCP7+7/8+6OrqCo3zpptuClatWjXPI5qLo5H5b/zGbxz1nJNtjMTBgwcDAMF9990XBEHz/k8/8pGPBGvXrg1d613velewffv2+R5SJOw4g2CWzP+//+//O+o5b9Q4F5TMUi6XsXv3bmzbts29F4/HsW3bNuzates49uzY8fOf/xxDQ0NYvnw5rr76auzfvx8AsHv3blQqldAYV69ejSVLlrgx7tq1C+vXr8fAwIA7Zvv27ZiYmMCjjz76xg7kVeKpp57C6OhoaFwdHR3YsmVLaFydnZ3YvHmzO2bbtm2Ix+P44Q9/6I658MILkUql3DHbt2/H3r178dJLL71Bo3ll3Hvvvejv78eqVavwgQ98IFTh82Qd4/j4OIBGgbtm/Z/u2rUr1AaPOV7Psx0n8YUvfAG9vb1Yt24dbr75ZszMzLjP3qhxLqhCWy+++CJqtVropgHAwMAAnnjiiePUq2PHli1bcPvtt2PVqlV44YUXcMstt+CCCy7Anj17MDo6ilQqhc7OztA5AwMDGB0dBQCMjo5G3gN+diKC/Yrqt46rv78/9HlLSwu6u7tDxyxbtmxOG/ysq6trXvr/anHppZfine98J5YtW4Z9+/bhYx/7GC677DLs2rULiUTipBxjvV7HBz/4QZx33nlYt26d60cz/k+PdszExAQKhQKy2ex8DCkSUeMEgHe/+904/fTTMTQ0hIcffhg33XQT9u7di6985SuvOAZ+9krHHMs4FxSZLxRcdtll7vcNGzZgy5YtOP300/GlL33pDf3n9Wg+rrrqKvf7+vXrsWHDBpxxxhm49957cfHFFx/Hnr127NixA3v27MF//Md/HO+uzCuONs7rrrvO/b5+/XosWrQIF198Mfbt24czzjjjDevfgpJZent7kUgk5kTMDxw4gMHBwePUq9ePzs5OrFy5Ek8++SQGBwdRLpcxNjYWOkbHODg4GHkP+NmJCPbrlb67wcFBHDx4MPR5tVrFkSNHTtqxL1++HP9/O/cTkkgcxQH8XZwhCbNQbDCMJAk6VUIxEF4KoVN0kg4RHQoKb+axS6dOXaJzHb2F0CEw/xBFCcbYHwrBsCQIAkEyLBD87iEaGHK3XbadavZ9wMv4HOfL/OYhMw9tNhvl83ki+n4Zg8EgbW9vUzKZpI6ODnX7R63Tn9VYLBZdf9j8LGcjQ0NDRESac6pHTkM1c0EQyOv1UjweV7fV63WKx+Mky/InHtnfeXx8pKurK5IkibxeL5lMJk3GXC5HxWJRzSjLMp2dnWmaQiwWI4vFQr29vbof/+/o6uqi9vZ2Ta6HhwdKp9OaXOVymY6Pj9WaRCJB9XpdvYBkWaa9vT2q1WpqTSwWo56enk+/xdLI7e0tlUolkiSJiL5PRgAUDAZpa2uLEonEm9s+H7VOZVnW7OO1Rq/r+b2cjWSzWSIizTnVJedvPyr9JiKRCERRxObmJi4uLjA3Nwer1ap5kvzVhUIhpFIpFAoFHBwcYHR0FDabDff39wBeRr5cLhcSiQQymQxkWYYsy+rnX0eh/H4/stksdnZ2YLfbP300sVKpQFEUKIoCIsLq6ioURcHNzQ2Al9FEq9WKaDSK09NTjI+PNxxN7O/vRzqdxv7+Pjwej2Zsr1wuw+FwYGpqCufn54hEIjCbzbqN7f0qY6VSweLiIg4PD1EoFLC7u4uBgQF4PB48Pz9/m4wAMD8/j5aWFqRSKc1IXrVaVWs+Yp2+juyFw2FcXl5ifX1d19HE93Lm83ksLy8jk8mgUCggGo3C7XbD5/PpntNwzRwA1tbW4HK5IAgCBgcHcXR09NmH9EcCgQAkSYIgCHA6nQgEAsjn8+r7T09PWFhYQGtrK8xmMyYmJnB3d6fZx/X1NcbGxtDU1ASbzYZQKIRaraZ3FI1kMgkievOanp4G8DKeuLS0BIfDAVEUMTIyglwup9lHqVTC5OQkmpubYbFYMDMzg0qloqk5OTnB8PAwRFGE0+nEysqKXhF/mbFarcLv98Nut8NkMqGzsxOzs7Nvfmh89YwAGmYkImxsbKg1H7VOk8kk+vr6IAgC3G635jv+tfdyFotF+Hw+tLW1QRRFdHd3IxwOa+bMAX1y8l/gMsaYARjqnjljjP2vuJkzxpgBcDNnjDED4GbOGGMGwM2cMcYMgJs5Y4wZADdzxhgzAG7mjDFmANzMGWPMALiZM8aYAXAzZ4wxA+BmzhhjBvADWm4oZXsU8CYAAAAASUVORK5CYII=\",\n      \"text/plain\": [\n       \"<Figure size 500x500 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"image/png\": 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\",\n      \"text/plain\": [\n       \"<Figure size 500x500 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    },\n    {\n     \"data\": {\n      \"image/png\": 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\",\n      \"text/plain\": [\n       \"<Figure size 500x500 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"'''Visualizing Data with Annotations'''\\n\",\n    \"foldNum = 0\\n\",\n    \"annotationFilePath = os.path.join(saveFolderPath, 'Fold' + str(foldNum), 'annotation_Validation.txt')\\n\",\n    \"\\n\",\n    \"colors = [(255,0,0), (0,255,0)]\\n\",\n    \"\\n\",\n    \"dataCursorIndex = 0\\n\",\n    \"with open(annotationFilePath, 'r') as f:\\n\",\n    \"    data = f.readlines()\\n\",\n    \"\\n\",\n    \"while True:\\n\",\n    \"    if data[dataCursorIndex] == '#\\\\n':\\n\",\n    \"        dataCursorIndex+=1\\n\",\n    \"        fileName = data[dataCursorIndex].split('\\\\n')[0]\\n\",\n    \"        validationImagePath = os.path.join(saveFolderPath, 'Fold' + str(foldNum), 'validation', fileName)\\n\",\n    \"        \\n\",\n    \"        plt.figure(figsize=(5,5))\\n\",\n    \"        image = cv2.imread(validationImagePath)\\n\",\n    \"        dataCursorIndex+=2\\n\",\n    \"        massCount = int(data[dataCursorIndex])\\n\",\n    \"        dataCursorIndex+=1\\n\",\n    \"        \\n\",\n    \"        for massCounter in range(massCount):\\n\",\n    \"            boxCoordinates = data[dataCursorIndex].split()\\n\",\n    \"            cv2.rectangle(image, (int(boxCoordinates[0]), int(boxCoordinates[1])), (int(boxCoordinates[2]), int(boxCoordinates[3])), color=colors[int(boxCoordinates[-1])], thickness=2)\\n\",\n    \"            dataCursorIndex+=1\\n\",\n    \"            \\n\",\n    \"        dataCursorIndex+=1\\n\",\n    \"        plt.imshow(image)\\n\",\n    \"        plt.pause(0.05)\\n\",\n    \"    else:\\n\",\n    \"        dataCursorIndex+=2\\n\",\n    \"        massCount = int(data[dataCursorIndex])\\n\",\n    \"        dataCursorIndex += massCount\\n\",\n    \"        dataCursorIndex += 1\\n\",\n    \"    if dataCursorIndex == len(data)+1 or dataCursorIndex == len(data):\\n\",\n    \"        break\\n\",\n    \"    \"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"80e1db94-521e-4daa-a5fc-da9f8f32f85f\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": []\n  }\n ],\n \"metadata\": {\n  \"kernelspec\": {\n   \"display_name\": \"Python 3 (ipykernel)\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 3\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython3\",\n   \"version\": \"3.10.6\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 5\n}\n"
  },
  {
    "path": "Webinar/Webinar-V-Ozellik Muhendisligi/LDA_1.ipynb",
    "content": "{\n  \"nbformat\": 4,\n  \"nbformat_minor\": 0,\n  \"metadata\": {\n    \"colab\": {\n      \"provenance\": []\n    },\n    \"kernelspec\": {\n      \"name\": \"python3\",\n      \"display_name\": \"Python 3\"\n    },\n    \"language_info\": {\n      \"name\": \"python\"\n    }\n  },\n  \"cells\": [\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"import numpy as np\\n\",\n        \"import pandas as pd\\n\",\n        \"import matplotlib.pyplot as plt\\n\",\n        \"from sklearn.datasets import load_iris\\n\",\n        \"from sklearn.preprocessing import StandardScaler, LabelEncoder\\n\",\n        \"from sklearn.model_selection import train_test_split\\n\",\n        \"from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\\n\",\n        \"from sklearn.ensemble import RandomForestClassifier\\n\",\n        \"from sklearn.metrics import accuracy_score, confusion_matrix\"\n      ],\n      \"metadata\": {\n        \"id\": \"y6GvlUQNIt6w\"\n      },\n      \"execution_count\": 1,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"iris = load_iris()\\n\",\n        \"dataset = pd.DataFrame(columns=iris.feature_names,\\n\",\n        \"                       data=iris.data)\\n\",\n        \"dataset['target'] = iris.target\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"MQghQbJ8Js1t\"\n      },\n      \"execution_count\": 2,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"dataset\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 424\n        },\n        \"id\": \"KChdD7GAJCKc\",\n        \"outputId\": \"f94719fc-a372-4fb2-ef85-49c262039756\"\n      },\n      \"execution_count\": 3,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"     sepal length (cm)  sepal width (cm)  petal length (cm)  petal width (cm)  \\\\\\n\",\n              \"0                  5.1               3.5                1.4               0.2   \\n\",\n              \"1                  4.9               3.0                1.4               0.2   \\n\",\n              \"2                  4.7               3.2                1.3               0.2   \\n\",\n              \"3                  4.6               3.1                1.5               0.2   \\n\",\n              \"4                  5.0               3.6                1.4               0.2   \\n\",\n              \"..                 ...               ...                ...               ...   \\n\",\n              \"145                6.7               3.0                5.2               2.3   \\n\",\n              \"146                6.3               2.5                5.0               1.9   \\n\",\n              \"147                6.5               3.0                5.2               2.0   \\n\",\n              \"148                6.2               3.4                5.4               2.3   \\n\",\n              \"149                5.9               3.0                5.1               1.8   \\n\",\n              \"\\n\",\n              \"     target  \\n\",\n              \"0         0  \\n\",\n              \"1         0  \\n\",\n              \"2         0  \\n\",\n              \"3         0  \\n\",\n              \"4         0  \\n\",\n              \"..      ...  \\n\",\n              \"145       2  \\n\",\n              \"146       2  \\n\",\n              \"147       2  \\n\",\n              \"148       2  \\n\",\n              \"149       2  \\n\",\n              \"\\n\",\n              \"[150 rows x 5 columns]\"\n            ],\n            \"text/html\": [\n              \"\\n\",\n              \"  <div id=\\\"df-888200d3-bcf9-457e-9a88-daa87525fa27\\\" class=\\\"colab-df-container\\\">\\n\",\n              \"    <div>\\n\",\n              \"<style scoped>\\n\",\n              \"    .dataframe tbody tr th:only-of-type {\\n\",\n              \"        vertical-align: middle;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .dataframe tbody tr th {\\n\",\n              \"        vertical-align: top;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .dataframe thead th {\\n\",\n              \"        text-align: right;\\n\",\n              \"    }\\n\",\n              \"</style>\\n\",\n              \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n              \"  <thead>\\n\",\n              \"    <tr style=\\\"text-align: right;\\\">\\n\",\n              \"      <th></th>\\n\",\n              \"      <th>sepal length (cm)</th>\\n\",\n              \"      <th>sepal width (cm)</th>\\n\",\n              \"      <th>petal length (cm)</th>\\n\",\n              \"      <th>petal width (cm)</th>\\n\",\n              \"      <th>target</th>\\n\",\n              \"    </tr>\\n\",\n              \"  </thead>\\n\",\n              \"  <tbody>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>0</th>\\n\",\n              \"      <td>5.1</td>\\n\",\n              \"      <td>3.5</td>\\n\",\n              \"      <td>1.4</td>\\n\",\n              \"      <td>0.2</td>\\n\",\n              \"      <td>0</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>1</th>\\n\",\n              \"      <td>4.9</td>\\n\",\n              \"      <td>3.0</td>\\n\",\n              \"      <td>1.4</td>\\n\",\n              \"      <td>0.2</td>\\n\",\n              \"      <td>0</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>2</th>\\n\",\n              \"      <td>4.7</td>\\n\",\n              \"      <td>3.2</td>\\n\",\n              \"      <td>1.3</td>\\n\",\n              \"      <td>0.2</td>\\n\",\n              \"      <td>0</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>3</th>\\n\",\n              \"      <td>4.6</td>\\n\",\n              \"      <td>3.1</td>\\n\",\n              \"      <td>1.5</td>\\n\",\n              \"      <td>0.2</td>\\n\",\n              \"      <td>0</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>4</th>\\n\",\n              \"      <td>5.0</td>\\n\",\n              \"      <td>3.6</td>\\n\",\n              \"      <td>1.4</td>\\n\",\n              \"      <td>0.2</td>\\n\",\n              \"      <td>0</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>...</th>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>145</th>\\n\",\n              \"      <td>6.7</td>\\n\",\n              \"      <td>3.0</td>\\n\",\n              \"      <td>5.2</td>\\n\",\n              \"      <td>2.3</td>\\n\",\n              \"      <td>2</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>146</th>\\n\",\n              \"      <td>6.3</td>\\n\",\n              \"      <td>2.5</td>\\n\",\n              \"      <td>5.0</td>\\n\",\n              \"      <td>1.9</td>\\n\",\n              \"      <td>2</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>147</th>\\n\",\n              \"      <td>6.5</td>\\n\",\n              \"      <td>3.0</td>\\n\",\n              \"      <td>5.2</td>\\n\",\n              \"      <td>2.0</td>\\n\",\n              \"      <td>2</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>148</th>\\n\",\n              \"      <td>6.2</td>\\n\",\n              \"      <td>3.4</td>\\n\",\n              \"      <td>5.4</td>\\n\",\n              \"      <td>2.3</td>\\n\",\n              \"      <td>2</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>149</th>\\n\",\n              \"      <td>5.9</td>\\n\",\n              \"      <td>3.0</td>\\n\",\n              \"      <td>5.1</td>\\n\",\n              \"      <td>1.8</td>\\n\",\n              \"      <td>2</td>\\n\",\n              \"    </tr>\\n\",\n              \"  </tbody>\\n\",\n              \"</table>\\n\",\n              \"<p>150 rows × 5 columns</p>\\n\",\n              \"</div>\\n\",\n              \"    <div class=\\\"colab-df-buttons\\\">\\n\",\n              \"\\n\",\n              \"  <div class=\\\"colab-df-container\\\">\\n\",\n              \"    <button class=\\\"colab-df-convert\\\" 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             \"      background-color: #E8F0FE;\\n\",\n              \"      border: none;\\n\",\n              \"      border-radius: 50%;\\n\",\n              \"      cursor: pointer;\\n\",\n              \"      display: none;\\n\",\n              \"      fill: #1967D2;\\n\",\n              \"      height: 32px;\\n\",\n              \"      padding: 0 0 0 0;\\n\",\n              \"      width: 32px;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .colab-df-convert:hover {\\n\",\n              \"      background-color: #E2EBFA;\\n\",\n              \"      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\\n\",\n              \"      fill: #174EA6;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .colab-df-buttons div {\\n\",\n              \"      margin-bottom: 4px;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    [theme=dark] .colab-df-convert 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         6.2,\\n          4.5,\\n          5.6\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"sepal width (cm)\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 0.4358662849366982,\\n        \\\"min\\\": 2.0,\\n        \\\"max\\\": 4.4,\\n        \\\"num_unique_values\\\": 23,\\n        \\\"samples\\\": [\\n          2.3,\\n          4.0,\\n          3.5\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"petal length (cm)\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 1.7652982332594662,\\n        \\\"min\\\": 1.0,\\n        \\\"max\\\": 6.9,\\n        \\\"num_unique_values\\\": 43,\\n        \\\"samples\\\": [\\n          6.7,\\n          3.8,\\n          3.7\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"petal width (cm)\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 0.7622376689603465,\\n        \\\"min\\\": 0.1,\\n        \\\"max\\\": 2.5,\\n        \\\"num_unique_values\\\": 22,\\n        \\\"samples\\\": [\\n          0.2,\\n          1.2,\\n          1.3\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"target\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 0,\\n        \\\"min\\\": 0,\\n        \\\"max\\\": 2,\\n        \\\"num_unique_values\\\": 3,\\n        \\\"samples\\\": [\\n          0,\\n          1,\\n          2\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    }\\n  ]\\n}\"\n            }\n          },\n          \"metadata\": {},\n          \"execution_count\": 3\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# divide the dataset into class and target variable\\n\",\n        \"X = dataset.iloc[:, 0:4].values\\n\",\n        \"y = dataset.iloc[:, 4].values\"\n      ],\n      \"metadata\": {\n        \"id\": \"pXfP9wRhJvzi\"\n      },\n      \"execution_count\": 4,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Preprocess the dataset and divide into train and test\\n\",\n        \"sc = StandardScaler()\\n\",\n        \"X = sc.fit_transform(X)\\n\",\n        \"le = LabelEncoder()\\n\",\n        \"y = le.fit_transform(y)\\n\",\n        \"X_train, X_test,\\\\\\n\",\n        \"    y_train, y_test = train_test_split(X, y,\\n\",\n        \"                                       test_size=0.2)\"\n      ],\n      \"metadata\": {\n        \"id\": \"5OhG_3byJyJw\"\n      },\n      \"execution_count\": 5,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"plt.scatter(\\n\",\n        \"    X_train[:, 0], X_train[:, 1],\\n\",\n        \"    c=y_train,\\n\",\n        \"    cmap='rainbow',\\n\",\n        \"    alpha=0.7, edgecolors='b'\\n\",\n        \")\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 447\n        },\n        \"id\": \"bQhGPvPFMdZs\",\n        \"outputId\": \"fbb826c0-ea31-43b6-ca82-48b5efd2c819\"\n      },\n      \"execution_count\": 6,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"<matplotlib.collections.PathCollection at 0x7e9227c0d960>\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 6\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# classify using random forest classifier\\n\",\n        \"classifier = RandomForestClassifier(max_depth=2,\\n\",\n        \"                                    random_state=0)\\n\",\n        \"classifier.fit(X_train, y_train)\\n\",\n        \"y_pred = classifier.predict(X_test)\"\n      ],\n      \"metadata\": {\n        \"id\": \"2hMT1kb4KU5_\"\n      },\n      \"execution_count\": 7,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"print('Accuracy : ' + str(accuracy_score(y_test, y_pred)))\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"iHXviCozKYPY\",\n        \"outputId\": \"e956ed9e-55f5-4787-d9d5-912113d7d586\"\n      },\n      \"execution_count\": 9,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Accuracy : 0.9333333333333333\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"#Linear Discriminant Analysis\\n\",\n        \"lda = LinearDiscriminantAnalysis(n_components=2)\\n\",\n        \"X_train = lda.fit_transform(X_train, y_train)\\n\",\n        \"X_test = lda.transform(X_test)\"\n      ],\n      \"metadata\": {\n        \"id\": \"MzzEpg5BJ1C6\"\n      },\n      \"execution_count\": 10,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"lda = LinearDiscriminantAnalysis()\\n\",\n        \"lda.fit(X_train, y_train)\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"# Eğitim ve test setleri üzerinde tahmin yapma\\n\",\n        \"train_predictions = lda.predict(X_train)\\n\",\n        \"test_predictions = lda.predict(X_test)\\n\",\n        \"\\n\",\n        \"# Doğruluk (accuracy) hesaplama\\n\",\n        \"train_accuracy = accuracy_score(y_train, train_predictions)\\n\",\n        \"test_accuracy = accuracy_score(y_test, test_predictions)\\n\",\n        \"\\n\",\n        \"print(\\\"Eğitim seti doğruluğu:\\\", train_accuracy)\\n\",\n        \"print(\\\"Test seti doğruluğu:\\\", test_accuracy)\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"H0Yc0hWFLlyd\",\n        \"outputId\": \"ff05b39a-490c-4b29-b92f-75ef6aef99e5\"\n      },\n      \"execution_count\": 11,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Eğitim seti doğruluğu: 0.9833333333333333\\n\",\n            \"Test seti doğruluğu: 0.9666666666666667\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# plot the scatterplot\\n\",\n        \"plt.scatter(\\n\",\n        \"    X_train[:, 0], X_train[:, 1],\\n\",\n        \"    c=y_train,\\n\",\n        \"    cmap='rainbow',\\n\",\n        \"    alpha=0.7, edgecolors='b'\\n\",\n        \")\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 447\n        },\n        \"id\": \"q68uilCTJ3Za\",\n        \"outputId\": \"560632c6-682d-43da-c277-8b7f27369c3f\"\n      },\n      \"execution_count\": 12,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"<matplotlib.collections.PathCollection at 0x7e922599c400>\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 12\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# classify using random forest classifier\\n\",\n        \"classifier = RandomForestClassifier(max_depth=2,\\n\",\n        \"                                    random_state=0)\\n\",\n        \"classifier.fit(X_train, y_train)\\n\",\n        \"y_pred = classifier.predict(X_test)\"\n      ],\n      \"metadata\": {\n        \"id\": \"16ISif_bJ7Z-\"\n      },\n      \"execution_count\": 13,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# print the accuracy and confusion matrix\\n\",\n        \"print('Accuracy : ' + str(accuracy_score(y_test, y_pred)))\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"MN9qA_66J_yG\",\n        \"outputId\": \"eb1d4734-d56d-45af-bb31-1dec12379ff2\"\n      },\n      \"execution_count\": 15,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Accuracy : 0.9666666666666667\\n\"\n          ]\n        }\n      ]\n    }\n  ]\n}"
  },
  {
    "path": "Webinar/Webinar-V-Ozellik Muhendisligi/LDA_2.ipynb",
    "content": "{\n  \"nbformat\": 4,\n  \"nbformat_minor\": 0,\n  \"metadata\": {\n    \"colab\": {\n      \"provenance\": []\n    },\n    \"kernelspec\": {\n      \"name\": \"python3\",\n      \"display_name\": \"Python 3\"\n    },\n    \"language_info\": {\n      \"name\": \"python\"\n    }\n  },\n  \"cells\": [\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": null,\n      \"metadata\": {\n        \"id\": \"ePEYEptwQxv1\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"import numpy as np\\n\",\n        \"import pandas as pd\\n\",\n        \"import matplotlib.pyplot as plt\\n\",\n        \"from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\\n\",\n        \"from sklearn.model_selection import train_test_split\\n\",\n        \"from sklearn.metrics import accuracy_score\\n\",\n        \"from tensorflow.keras.datasets import fashion_mnist\\n\",\n        \"from sklearn.preprocessing import StandardScaler\\n\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Fashion MNIST veri setini yükleme\\n\",\n        \"(X_train, y_train), (X_test, y_test) = fashion_mnist.load_data()\"\n      ],\n      \"metadata\": {\n        \"id\": \"mmj0NkD4RvY9\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Rastgele birkaç örnek görüntüyü görselleştirme\\n\",\n        \"fig, axes = plt.subplots(1, 5, figsize=(12, 8))\\n\",\n        \"for i, ax in enumerate(axes.ravel()):\\n\",\n        \"    idx = np.random.randint(len(X_train))\\n\",\n        \"    ax.imshow(X_train[idx], cmap='gray')\\n\",\n        \"    ax.set_title(f\\\"Label: {y_train[idx]}\\\")\\n\",\n        \"    ax.axis('off')\\n\",\n        \"\\n\",\n        \"plt.tight_layout()\\n\",\n        \"plt.show()\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 281\n        },\n        \"id\": \"yDAju_1WS5sw\",\n        \"outputId\": \"85130ea9-0efe-4399-c634-5f6d892002c6\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1200x800 with 5 Axes>\"\n            ],\n            \"image/png\": 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         },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"\\n\",\n        \"# Etiketlerin benzersiz değerlerini bulma\\n\",\n        \"unique_labels = np.unique(y_train)\\n\",\n        \"\\n\",\n        \"# Benzersiz etiketleri ekrana yazdırma\\n\",\n        \"print(\\\"Benzersiz Etiketler:\\\")\\n\",\n        \"for label in unique_labels:\\n\",\n        \"    print(label)\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"Yw6Uis6YUu_D\",\n        \"outputId\": \"6c410181-265e-4c16-9e95-6cfc070605e8\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Benzersiz Etiketler:\\n\",\n            \"0\\n\",\n            \"1\\n\",\n            \"2\\n\",\n            \"3\\n\",\n            \"4\\n\",\n            \"5\\n\",\n            \"6\\n\",\n            \"7\\n\",\n            \"8\\n\",\n            \"9\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Veriyi ölçeklendirme\\n\",\n        \"scaler = StandardScaler()\\n\",\n        \"X_train_flat = X_train.reshape(-1, 28*28)\\n\",\n        \"X_test_flat = X_test.reshape(-1, 28*28)\\n\",\n        \"X_train_scaled = scaler.fit_transform(X_train_flat)\\n\",\n        \"X_test_scaled = scaler.transform(X_test_flat)\"\n      ],\n      \"metadata\": {\n        \"id\": \"so5NzeCsR_W7\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Eğitim ve test setlerine ayırma\\n\",\n        \"X_train, X_val, y_train, y_val = train_test_split(X_train_scaled, y_train, test_size=0.2, random_state=42)\\n\",\n        \"\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"Z00XA9TsRp31\"\n      },\n      \"execution_count\": null,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# LDA modelini oluşturma ve eğitme\\n\",\n        \"lda = LinearDiscriminantAnalysis()\\n\",\n        \"lda.fit(X_train, y_train)\\n\",\n        \"\\n\",\n        \"\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 75\n        },\n        \"id\": \"4ddN98GNRy0g\",\n        \"outputId\": \"e9a9b5ca-56ab-4d58-a5e5-4513f6f862a8\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"LinearDiscriminantAnalysis()\"\n            ],\n            \"text/html\": [\n              \"<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \\\"▸\\\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \\\"▾\\\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \\\"\\\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \\\"\\\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \\\"\\\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\\\"sk-container-id-2\\\" class=\\\"sk-top-container\\\"><div class=\\\"sk-text-repr-fallback\\\"><pre>LinearDiscriminantAnalysis()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\\\"sk-container\\\" hidden><div class=\\\"sk-item\\\"><div class=\\\"sk-estimator sk-toggleable\\\"><input class=\\\"sk-toggleable__control sk-hidden--visually\\\" id=\\\"sk-estimator-id-2\\\" type=\\\"checkbox\\\" checked><label for=\\\"sk-estimator-id-2\\\" class=\\\"sk-toggleable__label sk-toggleable__label-arrow\\\">LinearDiscriminantAnalysis</label><div class=\\\"sk-toggleable__content\\\"><pre>LinearDiscriminantAnalysis()</pre></div></div></div></div></div>\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 53\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Eğitim ve doğrulama setleri üzerinde tahmin yapma\\n\",\n        \"train_predictions = lda.predict(X_train)\\n\",\n        \"val_predictions = lda.predict(X_val)\\n\",\n        \"\\n\",\n        \"# Doğruluk (accuracy) hesaplama\\n\",\n        \"train_accuracy = accuracy_score(y_train, train_predictions)\\n\",\n        \"val_accuracy = accuracy_score(y_val, val_predictions)\\n\",\n        \"\\n\",\n        \"print(\\\"Eğitim seti doğruluğu:\\\", train_accuracy)\\n\",\n        \"print(\\\"Doğrulama seti doğruluğu:\\\", val_accuracy)\\n\",\n        \"\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"0s1GCN_bR11I\",\n        \"outputId\": \"a3b52947-c14b-4a74-fa2c-e193a34222f6\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Eğitim seti doğruluğu: 0.8346666666666667\\n\",\n            \"Doğrulama seti doğruluğu: 0.82225\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Rastgele birkaç örnek görüntüyü görselleştirme\\n\",\n        \"fig, axes = plt.subplots(3, 5, figsize=(12, 8))\\n\",\n        \"for i, ax in enumerate(axes.ravel()):\\n\",\n        \"    idx = np.random.randint(len(X_train))\\n\",\n        \"    ax.imshow(X_train[idx].reshape(28, 28), cmap='gray')\\n\",\n        \"    ax.set_title(f\\\"True: {y_train[idx]}, Predicted: {train_predictions[idx]}\\\")\\n\",\n        \"    ax.axis('off')\\n\",\n        \"\\n\",\n        \"plt.tight_layout()\\n\",\n        \"plt.show()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 797\n        },\n        \"id\": \"l1h3npKbR3qC\",\n        \"outputId\": \"8c03dbff-302b-4fc9-d50c-cee90e3fab9c\"\n      },\n      \"execution_count\": null,\n      \"outputs\": [\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1200x800 with 15 Axes>\"\n            ],\n            \"image/png\": 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         },\n          \"metadata\": {}\n        }\n      ]\n    }\n  ]\n}"
  },
  {
    "path": "Webinar/Webinar-V-Ozellik Muhendisligi/PCA_1.ipynb",
    "content": "{\n  \"nbformat\": 4,\n  \"nbformat_minor\": 0,\n  \"metadata\": {\n    \"colab\": {\n      \"provenance\": [],\n      \"gpuType\": \"T4\"\n    },\n    \"kernelspec\": {\n      \"name\": \"python3\",\n      \"display_name\": \"Python 3\"\n    },\n    \"language_info\": {\n      \"name\": \"python\"\n    },\n    \"accelerator\": \"GPU\"\n  },\n  \"cells\": [\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 1,\n      \"metadata\": {\n        \"id\": \"lphiAPJ6Ef4_\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"import numpy as np\\n\",\n        \"import matplotlib.pyplot as plt\\n\",\n        \"import pandas as pd\\n\",\n        \"from keras.datasets import cifar10\\n\",\n        \"from sklearn.decomposition import PCA\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"(x_train, y_train), (x_test, y_test) = cifar10.load_data()\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"yw90vt6vE5cD\",\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"outputId\": \"fe92b8ad-3879-4d68-cf71-9a6c7f5367e9\"\n      },\n      \"execution_count\": 2,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Downloading data from https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz\\n\",\n            \"170498071/170498071 [==============================] - 3s 0us/step\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"print('Traning data shape:', x_train.shape)\\n\",\n        \"print('Testing data shape:', x_test.shape)\\n\",\n        \"print('Traning data shape Y:', y_train.shape)\\n\",\n        \"print('Testing data shape Y:', y_test.shape)\"\n      ],\n      \"metadata\": {\n        \"id\": \"E9S4lRXEE8lj\",\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"outputId\": \"f306238b-bcf5-4435-f6d5-c2137652887a\"\n      },\n      \"execution_count\": 3,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Traning data shape: (50000, 32, 32, 3)\\n\",\n            \"Testing data shape: (10000, 32, 32, 3)\\n\",\n            \"Traning data shape Y: (50000, 1)\\n\",\n            \"Testing data shape Y: (10000, 1)\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"# Find the unique numbers from the train labels\\n\",\n        \"classes = np.unique(y_train)\\n\",\n        \"nClasses = len(classes)\\n\",\n        \"print('Total number of outputs : ', nClasses)\\n\",\n        \"print('Output classes : ', classes)\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"XOt9Jk8mFDDP\",\n        \"outputId\": \"604a51c9-da65-4bd0-980c-fab30602f0b8\"\n      },\n      \"execution_count\": 4,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Total number of outputs :  10\\n\",\n            \"Output classes :  [0 1 2 3 4 5 6 7 8 9]\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"import matplotlib.pyplot as plt\\n\",\n        \"%matplotlib inline\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"EjzJO-wQFHqP\"\n      },\n      \"execution_count\": 5,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"label_dict = {\\n\",\n        \" 0: 'airplane',\\n\",\n        \" 1: 'automobile',\\n\",\n        \" 2: 'bird',\\n\",\n        \" 3: 'cat',\\n\",\n        \" 4: 'deer',\\n\",\n        \" 5: 'dog',\\n\",\n        \" 6: 'frog',\\n\",\n        \" 7: 'horse',\\n\",\n        \" 8: 'ship',\\n\",\n        \" 9: 'truck',\\n\",\n        \"}\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"bhc95_-RFImj\"\n      },\n      \"execution_count\": 6,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"plt.figure(figsize=[5,5])\\n\",\n        \"\\n\",\n        \"# Eğitim veri setinde bir örnek\\n\",\n        \"plt.subplot(121)\\n\",\n        \"curr_img = np.reshape(x_train[0], (32,32,3))\\n\",\n        \"plt.imshow(curr_img)\\n\",\n        \"print(plt.title(\\\"(Label: \\\" + str(label_dict[y_train[0][0]]) + \\\")\\\"))\\n\",\n        \"\\n\",\n        \"# Test veri setinde bir örnek\\n\",\n        \"plt.subplot(122)\\n\",\n        \"curr_img = np.reshape(x_test[0],(32,32,3))\\n\",\n        \"plt.imshow(curr_img)\\n\",\n        \"print(plt.title(\\\"(Label: \\\" + str(label_dict[y_test[0][0]]) + \\\")\\\"))\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 294\n        },\n        \"id\": \"1isccXKtFLNb\",\n        \"outputId\": \"13d1bb5e-217d-4b8f-869f-bb2bef15bf39\"\n      },\n      \"execution_count\": 7,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Text(0.5, 1.0, '(Label: frog)')\\n\",\n            \"Text(0.5, 1.0, '(Label: cat)')\\n\"\n          ]\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 500x500 with 2 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"np.min(x_train),np.max(x_train)\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"ANXQTqWMFNPL\",\n        \"outputId\": \"4e7ce352-177f-48cb-9bc1-3abac5012d18\"\n      },\n      \"execution_count\": 8,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"(0, 255)\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 8\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"x_train = x_train/255.0\\n\",\n        \"np.min(x_train),np.max(x_train)\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"vIxmfIfCFUAL\",\n        \"outputId\": \"f0536c44-165d-42fd-db97-00d95e477eb4\"\n      },\n      \"execution_count\": 9,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"(0.0, 1.0)\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 9\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"x_train.shape\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"-4ex2vnYFanc\",\n        \"outputId\": \"85a1cb8a-9ff9-4d81-fabd-ea1eb669c17d\"\n      },\n      \"execution_count\": 10,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"(50000, 32, 32, 3)\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 10\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"x_train_flat = x_train.reshape(-1,3072)\\n\",\n        \"x_train_flat.shape\"\n      ],\n      \"metadata\": {\n        \"id\": \"gdqUb8fGFdn0\",\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"outputId\": \"2239adc3-30fe-4e9a-e1bc-f269be462f62\"\n      },\n      \"execution_count\": 11,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"(50000, 3072)\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 11\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"feat_cols = ['pixel'+str(i) for i in range(x_train_flat.shape[1])]\\n\",\n        \"df_cifar = pd.DataFrame(x_train_flat,columns=feat_cols)\\n\",\n        \"df_cifar['label'] = y_train\\n\",\n        \"print('Size of the dataframe: {}'.format(df_cifar.shape))\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"eIn_pU5xFgEj\",\n        \"outputId\": \"213aa756-18e2-437d-8942-f8ae5edf6fa0\"\n      },\n      \"execution_count\": 12,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Size of the dataframe: (50000, 3073)\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"df_cifar.head()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 236\n        },\n        \"id\": \"TXMZeoIWFiRL\",\n        \"outputId\": \"c5a33af0-dff6-4778-d608-87fdc0682761\"\n      },\n      \"execution_count\": 13,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"     pixel0    pixel1    pixel2    pixel3    pixel4    pixel5    pixel6  \\\\\\n\",\n              \"0  0.231373  0.243137  0.247059  0.168627  0.180392  0.176471  0.196078   \\n\",\n              \"1  0.603922  0.694118  0.733333  0.494118  0.537255  0.533333  0.411765   \\n\",\n              \"2  1.000000  1.000000  1.000000  0.992157  0.992157  0.992157  0.992157   \\n\",\n              \"3  0.109804  0.098039  0.039216  0.145098  0.133333  0.074510  0.149020   \\n\",\n              \"4  0.666667  0.705882  0.776471  0.658824  0.698039  0.768627  0.694118   \\n\",\n              \"\\n\",\n              \"     pixel7    pixel8    pixel9  ...  pixel3063  pixel3064  pixel3065  \\\\\\n\",\n              \"0  0.188235  0.168627  0.266667  ...   0.847059   0.721569   0.549020   \\n\",\n              \"1  0.407843  0.372549  0.400000  ...   0.560784   0.521569   0.545098   \\n\",\n              \"2  0.992157  0.992157  0.992157  ...   0.305882   0.333333   0.325490   \\n\",\n              \"3  0.137255  0.078431  0.164706  ...   0.211765   0.184314   0.109804   \\n\",\n              \"4  0.725490  0.796078  0.717647  ...   0.294118   0.309804   0.321569   \\n\",\n              \"\\n\",\n              \"   pixel3066  pixel3067  pixel3068  pixel3069  pixel3070  pixel3071  label  \\n\",\n              \"0   0.592157   0.462745   0.329412   0.482353   0.360784   0.282353      6  \\n\",\n              \"1   0.560784   0.525490   0.556863   0.560784   0.521569   0.564706      9  \\n\",\n              \"2   0.309804   0.333333   0.325490   0.313725   0.337255   0.329412      9  \\n\",\n              \"3   0.247059   0.219608   0.145098   0.282353   0.254902   0.180392      4  \\n\",\n              \"4   0.278431   0.294118   0.305882   0.286275   0.301961   0.313725      1  \\n\",\n              \"\\n\",\n              \"[5 rows x 3073 columns]\"\n            ],\n            \"text/html\": [\n              \"\\n\",\n              \"  <div id=\\\"df-651f2a8c-eeff-4890-b573-c742d859e3f5\\\" class=\\\"colab-df-container\\\">\\n\",\n              \"    <div>\\n\",\n              \"<style scoped>\\n\",\n              \"    .dataframe tbody tr th:only-of-type {\\n\",\n              \"        vertical-align: middle;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .dataframe tbody tr th {\\n\",\n              \"        vertical-align: top;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .dataframe thead th {\\n\",\n              \"        text-align: right;\\n\",\n              \"    }\\n\",\n              \"</style>\\n\",\n              \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n              \"  <thead>\\n\",\n              \"    <tr style=\\\"text-align: right;\\\">\\n\",\n              \"      <th></th>\\n\",\n              \"      <th>pixel0</th>\\n\",\n              \"      <th>pixel1</th>\\n\",\n              \"      <th>pixel2</th>\\n\",\n              \"      <th>pixel3</th>\\n\",\n              \"      <th>pixel4</th>\\n\",\n              \"      <th>pixel5</th>\\n\",\n              \"      <th>pixel6</th>\\n\",\n              \"      <th>pixel7</th>\\n\",\n              \"      <th>pixel8</th>\\n\",\n              \"      <th>pixel9</th>\\n\",\n              \"      <th>...</th>\\n\",\n              \"      <th>pixel3063</th>\\n\",\n              \"      <th>pixel3064</th>\\n\",\n              \"      <th>pixel3065</th>\\n\",\n              \"      <th>pixel3066</th>\\n\",\n              \"      <th>pixel3067</th>\\n\",\n              \"      <th>pixel3068</th>\\n\",\n              \"      <th>pixel3069</th>\\n\",\n              \"      <th>pixel3070</th>\\n\",\n              \"      <th>pixel3071</th>\\n\",\n              \"      <th>label</th>\\n\",\n              \"    </tr>\\n\",\n              \"  </thead>\\n\",\n              \"  <tbody>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>0</th>\\n\",\n              \"      <td>0.231373</td>\\n\",\n              \"      <td>0.243137</td>\\n\",\n              \"      <td>0.247059</td>\\n\",\n              \"      <td>0.168627</td>\\n\",\n              \"      <td>0.180392</td>\\n\",\n              \"      <td>0.176471</td>\\n\",\n              \"      <td>0.196078</td>\\n\",\n              \"      <td>0.188235</td>\\n\",\n              \"      <td>0.168627</td>\\n\",\n              \"      <td>0.266667</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>0.847059</td>\\n\",\n              \"      <td>0.721569</td>\\n\",\n              \"      <td>0.549020</td>\\n\",\n              \"      <td>0.592157</td>\\n\",\n              \"      <td>0.462745</td>\\n\",\n              \"      <td>0.329412</td>\\n\",\n              \"      <td>0.482353</td>\\n\",\n              \"      <td>0.360784</td>\\n\",\n              \"      <td>0.282353</td>\\n\",\n              \"      <td>6</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>1</th>\\n\",\n              \"      <td>0.603922</td>\\n\",\n              \"      <td>0.694118</td>\\n\",\n              \"      <td>0.733333</td>\\n\",\n              \"      <td>0.494118</td>\\n\",\n              \"      <td>0.537255</td>\\n\",\n              \"      <td>0.533333</td>\\n\",\n              \"      <td>0.411765</td>\\n\",\n              \"      <td>0.407843</td>\\n\",\n              \"      <td>0.372549</td>\\n\",\n              \"      <td>0.400000</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>0.560784</td>\\n\",\n              \"      <td>0.521569</td>\\n\",\n              \"      <td>0.545098</td>\\n\",\n              \"      <td>0.560784</td>\\n\",\n              \"      <td>0.525490</td>\\n\",\n              \"      <td>0.556863</td>\\n\",\n              \"      <td>0.560784</td>\\n\",\n              \"      <td>0.521569</td>\\n\",\n              \"      <td>0.564706</td>\\n\",\n              \"      <td>9</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>2</th>\\n\",\n              \"      <td>1.000000</td>\\n\",\n              \"      <td>1.000000</td>\\n\",\n              \"      <td>1.000000</td>\\n\",\n              \"      <td>0.992157</td>\\n\",\n              \"      <td>0.992157</td>\\n\",\n              \"      <td>0.992157</td>\\n\",\n              \"      <td>0.992157</td>\\n\",\n              \"      <td>0.992157</td>\\n\",\n              \"      <td>0.992157</td>\\n\",\n              \"      <td>0.992157</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>0.305882</td>\\n\",\n              \"      <td>0.333333</td>\\n\",\n              \"      <td>0.325490</td>\\n\",\n              \"      <td>0.309804</td>\\n\",\n              \"      <td>0.333333</td>\\n\",\n              \"      <td>0.325490</td>\\n\",\n              \"      <td>0.313725</td>\\n\",\n              \"      <td>0.337255</td>\\n\",\n              \"      <td>0.329412</td>\\n\",\n              \"      <td>9</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>3</th>\\n\",\n              \"      <td>0.109804</td>\\n\",\n              \"      <td>0.098039</td>\\n\",\n              \"      <td>0.039216</td>\\n\",\n              \"      <td>0.145098</td>\\n\",\n              \"      <td>0.133333</td>\\n\",\n              \"      <td>0.074510</td>\\n\",\n              \"      <td>0.149020</td>\\n\",\n              \"      <td>0.137255</td>\\n\",\n              \"      <td>0.078431</td>\\n\",\n              \"      <td>0.164706</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>0.211765</td>\\n\",\n              \"      <td>0.184314</td>\\n\",\n              \"      <td>0.109804</td>\\n\",\n              \"      <td>0.247059</td>\\n\",\n              \"      <td>0.219608</td>\\n\",\n              \"      <td>0.145098</td>\\n\",\n              \"      <td>0.282353</td>\\n\",\n              \"      <td>0.254902</td>\\n\",\n              \"      <td>0.180392</td>\\n\",\n              \"      <td>4</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>4</th>\\n\",\n              \"      <td>0.666667</td>\\n\",\n              \"      <td>0.705882</td>\\n\",\n              \"      <td>0.776471</td>\\n\",\n              \"      <td>0.658824</td>\\n\",\n              \"      <td>0.698039</td>\\n\",\n              \"      <td>0.768627</td>\\n\",\n              \"      <td>0.694118</td>\\n\",\n              \"      <td>0.725490</td>\\n\",\n              \"      <td>0.796078</td>\\n\",\n              \"      <td>0.717647</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>0.294118</td>\\n\",\n              \"      <td>0.309804</td>\\n\",\n              \"      <td>0.321569</td>\\n\",\n              \"      <td>0.278431</td>\\n\",\n              \"      <td>0.294118</td>\\n\",\n              \"      <td>0.305882</td>\\n\",\n              \"      <td>0.286275</td>\\n\",\n              \"      <td>0.301961</td>\\n\",\n              \"      <td>0.313725</td>\\n\",\n              \"      <td>1</td>\\n\",\n              \"    </tr>\\n\",\n              \"  </tbody>\\n\",\n              \"</table>\\n\",\n              \"<p>5 rows × 3073 columns</p>\\n\",\n              \"</div>\\n\",\n              \"    <div class=\\\"colab-df-buttons\\\">\\n\",\n              \"\\n\",\n              \"  <div class=\\\"colab-df-container\\\">\\n\",\n              \"    <button class=\\\"colab-df-convert\\\" onclick=\\\"convertToInteractive('df-651f2a8c-eeff-4890-b573-c742d859e3f5')\\\"\\n\",\n              \"            title=\\\"Convert this dataframe to an interactive 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 \"    [theme=dark] .colab-df-convert:hover {\\n\",\n              \"      background-color: #434B5C;\\n\",\n              \"      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\\n\",\n              \"      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\\n\",\n              \"      fill: #FFFFFF;\\n\",\n              \"    }\\n\",\n              \"  </style>\\n\",\n              \"\\n\",\n              \"    <script>\\n\",\n              \"      const buttonEl =\\n\",\n              \"        document.querySelector('#df-651f2a8c-eeff-4890-b573-c742d859e3f5 button.colab-df-convert');\\n\",\n              \"      buttonEl.style.display =\\n\",\n              \"        google.colab.kernel.accessAllowed ? 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quickchartButtonEl.classList.add('colab-df-quickchart-complete');\\n\",\n              \"    }\\n\",\n              \"    (() => {\\n\",\n              \"      let quickchartButtonEl =\\n\",\n              \"        document.querySelector('#df-ce87b0f9-f868-403e-8e3a-0609c37bcf14 button');\\n\",\n              \"      quickchartButtonEl.style.display =\\n\",\n              \"        google.colab.kernel.accessAllowed ? 'block' : 'none';\\n\",\n              \"    })();\\n\",\n              \"  </script>\\n\",\n              \"</div>\\n\",\n              \"\\n\",\n              \"    </div>\\n\",\n              \"  </div>\\n\"\n            ],\n            \"application/vnd.google.colaboratory.intrinsic+json\": {\n              \"type\": \"dataframe\",\n              \"variable_name\": \"df_cifar\"\n            }\n          },\n          \"metadata\": {},\n          \"execution_count\": 13\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"pca_cifar = PCA(n_components=2)\\n\",\n        \"principalComponents_cifar = pca_cifar.fit_transform(df_cifar.iloc[:,:-1])\\n\",\n        \"principal_cifar_Df = pd.DataFrame(data = principalComponents_cifar\\n\",\n        \"             , columns = ['principal component 1', 'principal component 2'])\\n\",\n        \"principal_cifar_Df['y'] = y_train\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"yUDFn2cfFogG\"\n      },\n      \"execution_count\": 14,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"principal_cifar_Df.head()\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 206\n        },\n        \"id\": \"-EAK5I3nFr3m\",\n        \"outputId\": \"fdf8f68d-5a90-434f-a949-2ff910f5a07a\"\n      },\n      \"execution_count\": 15,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"   principal component 1  principal component 2  y\\n\",\n              \"0              -6.401018               2.729039  6\\n\",\n              \"1               0.829783              -0.949943  9\\n\",\n              \"2               7.730200             -11.522102  9\\n\",\n              \"3             -10.347817               0.010738  4\\n\",\n              \"4              -2.625651              -4.969240  1\"\n            ],\n            \"text/html\": [\n              \"\\n\",\n              \"  <div id=\\\"df-8bf50542-4841-4c28-acb5-3daf638c247a\\\" class=\\\"colab-df-container\\\">\\n\",\n              \"    <div>\\n\",\n              \"<style scoped>\\n\",\n              \"    .dataframe tbody tr th:only-of-type {\\n\",\n              \"        vertical-align: middle;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .dataframe tbody tr th {\\n\",\n              \"        vertical-align: top;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .dataframe thead th {\\n\",\n              \"        text-align: right;\\n\",\n              \"    }\\n\",\n              \"</style>\\n\",\n              \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n              \"  <thead>\\n\",\n              \"    <tr style=\\\"text-align: right;\\\">\\n\",\n              \"      <th></th>\\n\",\n              \"      <th>principal component 1</th>\\n\",\n              \"      <th>principal component 2</th>\\n\",\n              \"      <th>y</th>\\n\",\n              \"    </tr>\\n\",\n              \"  </thead>\\n\",\n              \"  <tbody>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>0</th>\\n\",\n              \"      <td>-6.401018</td>\\n\",\n              \"      <td>2.729039</td>\\n\",\n              \"      <td>6</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>1</th>\\n\",\n              \"      <td>0.829783</td>\\n\",\n              \"      <td>-0.949943</td>\\n\",\n              \"      <td>9</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>2</th>\\n\",\n              \"      <td>7.730200</td>\\n\",\n              \"      <td>-11.522102</td>\\n\",\n              \"      <td>9</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>3</th>\\n\",\n              \"      <td>-10.347817</td>\\n\",\n              \"      <td>0.010738</td>\\n\",\n              \"      <td>4</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>4</th>\\n\",\n              \"      <td>-2.625651</td>\\n\",\n              \"      <td>-4.969240</td>\\n\",\n              \"      <td>1</td>\\n\",\n              \"    </tr>\\n\",\n              \"  </tbody>\\n\",\n              \"</table>\\n\",\n              \"</div>\\n\",\n              \"    <div class=\\\"colab-df-buttons\\\">\\n\",\n              \"\\n\",\n              \"  <div class=\\\"colab-df-container\\\">\\n\",\n              \"    <button class=\\\"colab-df-convert\\\" onclick=\\\"convertToInteractive('df-8bf50542-4841-4c28-acb5-3daf638c247a')\\\"\\n\",\n              \"            title=\\\"Convert this dataframe to an interactive table.\\\"\\n\",\n              \"            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32px;\\n\",\n              \"    padding: 0;\\n\",\n              \"    width: 32px;\\n\",\n              \"  }\\n\",\n              \"\\n\",\n              \"  .colab-df-quickchart:hover {\\n\",\n              \"    background-color: var(--hover-bg-color);\\n\",\n              \"    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\\n\",\n              \"    fill: var(--button-hover-fill-color);\\n\",\n              \"  }\\n\",\n              \"\\n\",\n              \"  .colab-df-quickchart-complete:disabled,\\n\",\n              \"  .colab-df-quickchart-complete:disabled:hover {\\n\",\n              \"    background-color: var(--disabled-bg-color);\\n\",\n              \"    fill: var(--disabled-fill-color);\\n\",\n              \"    box-shadow: none;\\n\",\n              \"  }\\n\",\n              \"\\n\",\n              \"  .colab-df-spinner {\\n\",\n              \"    border: 2px solid var(--fill-color);\\n\",\n              \"    border-color: transparent;\\n\",\n              \"    border-bottom-color: var(--fill-color);\\n\",\n              \"    animation:\\n\",\n              \"      spin 1s steps(1) infinite;\\n\",\n              \"  }\\n\",\n              \"\\n\",\n              \"  @keyframes spin {\\n\",\n              \"    0% {\\n\",\n              \"      border-color: transparent;\\n\",\n              \"      border-bottom-color: var(--fill-color);\\n\",\n              \"      border-left-color: var(--fill-color);\\n\",\n              \"    }\\n\",\n              \"    20% {\\n\",\n              \"      border-color: transparent;\\n\",\n              \"      border-left-color: var(--fill-color);\\n\",\n              \"      border-top-color: var(--fill-color);\\n\",\n              \"    }\\n\",\n              \"    30% {\\n\",\n              \"      border-color: transparent;\\n\",\n              \"      border-left-color: var(--fill-color);\\n\",\n              \"      border-top-color: 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'block' : 'none';\\n\",\n              \"    })();\\n\",\n              \"  </script>\\n\",\n              \"</div>\\n\",\n              \"\\n\",\n              \"    </div>\\n\",\n              \"  </div>\\n\"\n            ],\n            \"application/vnd.google.colaboratory.intrinsic+json\": {\n              \"type\": \"dataframe\",\n              \"variable_name\": \"principal_cifar_Df\",\n              \"summary\": \"{\\n  \\\"name\\\": \\\"principal_cifar_Df\\\",\\n  \\\"rows\\\": 50000,\\n  \\\"fields\\\": [\\n    {\\n      \\\"column\\\": \\\"principal component 1\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 7.440653370952343,\\n        \\\"min\\\": -23.415209668656118,\\n        \\\"max\\\": 25.58136053776108,\\n        \\\"num_unique_values\\\": 50000,\\n        \\\"samples\\\": [\\n          1.4113727284175868,\\n          13.163652327269348,\\n          5.4504451442576975\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"principal component 2\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 4.628880517395664,\\n        \\\"min\\\": -17.231620163261432,\\n        \\\"max\\\": 21.065904174178474,\\n        \\\"num_unique_values\\\": 50000,\\n        \\\"samples\\\": [\\n          -1.6589224772064857,\\n          -9.400993318990368,\\n          -4.001350469363312\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"y\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"uint8\\\",\\n        \\\"num_unique_values\\\": 10,\\n        \\\"samples\\\": [\\n          5,\\n          9,\\n          7\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    }\\n  ]\\n}\"\n            }\n          },\n          \"metadata\": {},\n          \"execution_count\": 15\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"print('varyans: {}'.format(pca_cifar.explained_variance_ratio_))\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"8y0UFpXiGH5j\",\n        \"outputId\": \"cb61dc96-033b-4031-c7dd-48e03ff30719\"\n      },\n      \"execution_count\": 16,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Explained variation per principal component: [0.2907663  0.11253144]\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"import seaborn as sns\\n\",\n        \"plt.figure(figsize=(16,10))\\n\",\n        \"sns.scatterplot(\\n\",\n        \"    x=\\\"principal component 1\\\", y=\\\"principal component 2\\\",\\n\",\n        \"    hue=\\\"y\\\",\\n\",\n        \"    palette=sns.color_palette(\\\"hls\\\", 10),\\n\",\n        \"    data=principal_cifar_Df,\\n\",\n        \"    legend=\\\"full\\\",\\n\",\n        \"    alpha=0.3\\n\",\n        \")\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 867\n        },\n        \"id\": \"XsUBsz18GL5q\",\n        \"outputId\": \"bd01b1e7-9646-47c3-d0d9-962047367634\"\n      },\n      \"execution_count\": 17,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Axes: xlabel='principal component 1', ylabel='principal component 2'>\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 17\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1600x1000 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"x_test = x_test/255.0\"\n      ],\n      \"metadata\": {\n        \"id\": \"37QCJjZ0GOQT\"\n      },\n      \"execution_count\": 18,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"x_test = x_test.reshape(-1,32,32,3)\\n\",\n        \"x_test_flat = x_test.reshape(-1,3072)\\n\",\n        \"x_test_flat.shape\"\n      ],\n      \"metadata\": {\n        \"id\": \"SIKgMLhoGSF8\",\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"outputId\": \"1a21cf2c-eb3f-4554-a4f1-301dbe504c2c\"\n      },\n      \"execution_count\": 19,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"(10000, 3072)\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 19\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"pca = PCA(0.9)\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"ocTThYbbGajW\"\n      },\n      \"execution_count\": 20,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"pca.fit(x_train_flat)\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 75\n        },\n        \"id\": \"1ED7C4RKGe0M\",\n        \"outputId\": \"8414318b-e799-415b-a7d3-0a635f27c95f\"\n      },\n      \"execution_count\": 21,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"PCA(n_components=0.9)\"\n            ],\n            \"text/html\": [\n              \"<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \\\"▸\\\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \\\"▾\\\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \\\"\\\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \\\"\\\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \\\"\\\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\\\"sk-container-id-1\\\" class=\\\"sk-top-container\\\"><div class=\\\"sk-text-repr-fallback\\\"><pre>PCA(n_components=0.9)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\\\"sk-container\\\" hidden><div class=\\\"sk-item\\\"><div class=\\\"sk-estimator sk-toggleable\\\"><input class=\\\"sk-toggleable__control sk-hidden--visually\\\" id=\\\"sk-estimator-id-1\\\" type=\\\"checkbox\\\" checked><label for=\\\"sk-estimator-id-1\\\" class=\\\"sk-toggleable__label sk-toggleable__label-arrow\\\">PCA</label><div class=\\\"sk-toggleable__content\\\"><pre>PCA(n_components=0.9)</pre></div></div></div></div></div>\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 21\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"PCA(copy=True, iterated_power='auto', n_components=0.9, random_state=None,\\n\",\n        \"  svd_solver='auto', tol=0.0, whiten=False)\\n\",\n        \"pca.n_components_\\n\",\n        \"\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"lKZu3A0nGgKX\",\n        \"outputId\": \"d87504af-02fa-476b-bdc7-9e93d3b89a81\"\n      },\n      \"execution_count\": 22,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"99\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 22\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"train_img_pca = pca.transform(x_train_flat)\\n\",\n        \"test_img_pca = pca.transform(x_test_flat)\"\n      ],\n      \"metadata\": {\n        \"id\": \"OGV1prZKNZm4\"\n      },\n      \"execution_count\": 23,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"from keras.models import Sequential\\n\",\n        \"from keras.layers import Dense\\n\",\n        \"from tensorflow.keras.utils import to_categorical\\n\",\n        \"from keras.optimizers import RMSprop\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"3-eJlgfPG0pH\"\n      },\n      \"execution_count\": 24,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"y_train.shape\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"w4T_icN1Qq8h\",\n        \"outputId\": \"74eca815-9752-4de8-dc95-01925aa9adf3\"\n      },\n      \"execution_count\": 25,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"(50000, 1)\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 25\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"y_train = to_categorical(y_train)\\n\",\n        \"y_test = to_categorical(y_test)\"\n      ],\n      \"metadata\": {\n        \"id\": \"Mjhl7IFJG4Nt\"\n      },\n      \"execution_count\": 26,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"batch_size = 128\\n\",\n        \"num_classes = 10\\n\",\n        \"epochs = 20\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"iYTu56IEG84Y\"\n      },\n      \"execution_count\": 27,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"model = Sequential()\\n\",\n        \"model.add(Dense(1024, activation='relu', input_shape=(99,)))\\n\",\n        \"model.add(Dense(1024, activation='relu'))\\n\",\n        \"model.add(Dense(512, activation='relu'))\\n\",\n        \"model.add(Dense(256, activation='relu'))\\n\",\n        \"model.add(Dense(num_classes, activation='softmax'))\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"POV7xYiYHt7-\"\n      },\n      \"execution_count\": 28,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"model.summary()\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"_-nAwy-0HwAn\",\n        \"outputId\": \"fe0ac359-62c1-446d-ed18-a5c9776781c9\"\n      },\n      \"execution_count\": 29,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Model: \\\"sequential\\\"\\n\",\n            \"_________________________________________________________________\\n\",\n            \" Layer (type)                Output Shape              Param #   \\n\",\n            \"=================================================================\\n\",\n            \" dense (Dense)               (None, 1024)              102400    \\n\",\n            \"                                                                 \\n\",\n            \" dense_1 (Dense)             (None, 1024)              1049600   \\n\",\n            \"                                                                 \\n\",\n            \" dense_2 (Dense)             (None, 512)               524800    \\n\",\n            \"                                                                 \\n\",\n            \" dense_3 (Dense)             (None, 256)               131328    \\n\",\n            \"                                                                 \\n\",\n            \" dense_4 (Dense)             (None, 10)                2570      \\n\",\n            \"                                                                 \\n\",\n            \"=================================================================\\n\",\n            \"Total params: 1810698 (6.91 MB)\\n\",\n            \"Trainable params: 1810698 (6.91 MB)\\n\",\n            \"Non-trainable params: 0 (0.00 Byte)\\n\",\n            \"_________________________________________________________________\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"model.compile(loss='categorical_crossentropy',\\n\",\n        \"              optimizer=RMSprop(),\\n\",\n        \"              metrics=['accuracy'])\\n\",\n        \"\\n\"\n      ],\n      \"metadata\": {\n        \"id\": \"Ft12CNpgHweG\"\n      },\n      \"execution_count\": 30,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"history = model.fit(train_img_pca, y_train,batch_size=batch_size,epochs=epochs,verbose=1,\\n\",\n        \"                    validation_data=(test_img_pca, y_test))\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"n2bEtv70MS0o\",\n        \"outputId\": \"699f1115-1e6f-43c0-baf7-59c6cf1ffe24\"\n      },\n      \"execution_count\": 31,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/20\\n\",\n            \"391/391 [==============================] - 4s 5ms/step - loss: 1.6313 - accuracy: 0.4190 - val_loss: 1.5042 - val_accuracy: 0.4633\\n\",\n            \"Epoch 2/20\\n\",\n            \"391/391 [==============================] - 2s 4ms/step - loss: 1.3204 - accuracy: 0.5325 - val_loss: 1.3200 - val_accuracy: 0.5306\\n\",\n            \"Epoch 3/20\\n\",\n            \"391/391 [==============================] - 2s 5ms/step - loss: 1.1429 - accuracy: 0.5931 - val_loss: 1.3449 - val_accuracy: 0.5282\\n\",\n            \"Epoch 4/20\\n\",\n            \"391/391 [==============================] - 2s 5ms/step - loss: 0.9877 - accuracy: 0.6456 - val_loss: 1.2881 - val_accuracy: 0.5499\\n\",\n            \"Epoch 5/20\\n\",\n            \"391/391 [==============================] - 2s 4ms/step - loss: 0.8295 - accuracy: 0.7005 - val_loss: 1.3493 - val_accuracy: 0.5511\\n\",\n            \"Epoch 6/20\\n\",\n            \"391/391 [==============================] - 2s 4ms/step - loss: 0.6722 - accuracy: 0.7586 - val_loss: 1.4660 - val_accuracy: 0.5559\\n\",\n            \"Epoch 7/20\\n\",\n            \"391/391 [==============================] - 2s 4ms/step - loss: 0.5323 - accuracy: 0.8097 - val_loss: 1.6885 - val_accuracy: 0.5485\\n\",\n            \"Epoch 8/20\\n\",\n            \"391/391 [==============================] - 2s 4ms/step - loss: 0.4111 - accuracy: 0.8531 - val_loss: 1.8411 - val_accuracy: 0.5560\\n\",\n            \"Epoch 9/20\\n\",\n            \"391/391 [==============================] - 2s 4ms/step - loss: 0.3211 - accuracy: 0.8867 - val_loss: 2.1087 - val_accuracy: 0.5431\\n\",\n            \"Epoch 10/20\\n\",\n            \"391/391 [==============================] - 2s 5ms/step - loss: 0.2574 - accuracy: 0.9092 - val_loss: 2.3087 - val_accuracy: 0.5515\\n\",\n            \"Epoch 11/20\\n\",\n            \"391/391 [==============================] - 2s 5ms/step - loss: 0.2179 - accuracy: 0.9261 - val_loss: 2.6146 - val_accuracy: 0.5542\\n\",\n            \"Epoch 12/20\\n\",\n            \"391/391 [==============================] - 2s 5ms/step - loss: 0.1936 - accuracy: 0.9339 - val_loss: 2.7808 - val_accuracy: 0.5448\\n\",\n            \"Epoch 13/20\\n\",\n            \"391/391 [==============================] - 2s 4ms/step - loss: 0.1636 - accuracy: 0.9448 - val_loss: 2.8788 - val_accuracy: 0.5553\\n\",\n            \"Epoch 14/20\\n\",\n            \"391/391 [==============================] - 2s 5ms/step - loss: 0.1564 - accuracy: 0.9477 - val_loss: 2.9994 - val_accuracy: 0.5479\\n\",\n            \"Epoch 15/20\\n\",\n            \"391/391 [==============================] - 2s 5ms/step - loss: 0.1407 - accuracy: 0.9543 - val_loss: 3.3040 - val_accuracy: 0.5541\\n\",\n            \"Epoch 16/20\\n\",\n            \"391/391 [==============================] - 2s 4ms/step - loss: 0.1370 - accuracy: 0.9558 - val_loss: 3.1861 - val_accuracy: 0.5499\\n\",\n            \"Epoch 17/20\\n\",\n            \"391/391 [==============================] - 2s 5ms/step - loss: 0.1252 - accuracy: 0.9585 - val_loss: 3.3486 - val_accuracy: 0.5496\\n\",\n            \"Epoch 18/20\\n\",\n            \"391/391 [==============================] - 2s 6ms/step - loss: 0.1225 - accuracy: 0.9622 - val_loss: 3.7855 - val_accuracy: 0.5520\\n\",\n            \"Epoch 19/20\\n\",\n            \"391/391 [==============================] - 2s 4ms/step - loss: 0.1196 - accuracy: 0.9631 - val_loss: 3.3973 - val_accuracy: 0.5423\\n\",\n            \"Epoch 20/20\\n\",\n            \"391/391 [==============================] - 2s 4ms/step - loss: 0.1132 - accuracy: 0.9651 - val_loss: 3.7081 - val_accuracy: 0.5488\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"model = Sequential()\\n\",\n        \"model.add(Dense(1024, activation='relu', input_shape=(3072,)))\\n\",\n        \"model.add(Dense(1024, activation='relu'))\\n\",\n        \"model.add(Dense(512, activation='relu'))\\n\",\n        \"model.add(Dense(256, activation='relu'))\\n\",\n        \"model.add(Dense(num_classes, activation='softmax'))\\n\",\n        \"model.compile(loss='categorical_crossentropy',\\n\",\n        \"              optimizer=RMSprop(),\\n\",\n        \"              metrics=['accuracy'])\\n\",\n        \"\\n\",\n        \"history = model.fit(x_train_flat, y_train,batch_size=batch_size,epochs=epochs,verbose=1,\\n\",\n        \"                    validation_data=(x_test_flat, y_test))\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"SSpyNM4SJgyS\",\n        \"outputId\": \"373aaa16-b67d-4eb5-ce0b-b31a012ee310\"\n      },\n      \"execution_count\": 32,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Epoch 1/20\\n\",\n            \"391/391 [==============================] - 5s 8ms/step - loss: 2.0872 - accuracy: 0.2450 - val_loss: 1.8987 - val_accuracy: 0.3191\\n\",\n            \"Epoch 2/20\\n\",\n            \"391/391 [==============================] - 2s 6ms/step - loss: 1.8260 - accuracy: 0.3417 - val_loss: 1.8028 - val_accuracy: 0.3493\\n\",\n            \"Epoch 3/20\\n\",\n            \"391/391 [==============================] - 2s 5ms/step - loss: 1.7321 - accuracy: 0.3750 - val_loss: 1.6467 - val_accuracy: 0.4055\\n\",\n            \"Epoch 4/20\\n\",\n            \"391/391 [==============================] - 2s 5ms/step - loss: 1.6627 - accuracy: 0.4027 - val_loss: 1.6755 - val_accuracy: 0.4096\\n\",\n            \"Epoch 5/20\\n\",\n            \"391/391 [==============================] - 2s 5ms/step - loss: 1.6036 - accuracy: 0.4285 - val_loss: 1.5894 - val_accuracy: 0.4232\\n\",\n            \"Epoch 6/20\\n\",\n            \"391/391 [==============================] - 2s 5ms/step - loss: 1.5587 - accuracy: 0.4397 - val_loss: 1.5721 - val_accuracy: 0.4452\\n\",\n            \"Epoch 7/20\\n\",\n            \"391/391 [==============================] - 2s 6ms/step - loss: 1.5124 - accuracy: 0.4585 - val_loss: 1.5699 - val_accuracy: 0.4443\\n\",\n            \"Epoch 8/20\\n\",\n            \"391/391 [==============================] - 2s 5ms/step - loss: 1.4732 - accuracy: 0.4713 - val_loss: 1.6173 - val_accuracy: 0.4280\\n\",\n            \"Epoch 9/20\\n\",\n            \"391/391 [==============================] - 2s 5ms/step - loss: 1.4407 - accuracy: 0.4862 - val_loss: 1.6681 - val_accuracy: 0.4437\\n\",\n            \"Epoch 10/20\\n\",\n            \"391/391 [==============================] - 2s 5ms/step - loss: 1.4085 - accuracy: 0.4966 - val_loss: 1.5103 - val_accuracy: 0.4706\\n\",\n            \"Epoch 11/20\\n\",\n            \"391/391 [==============================] - 2s 5ms/step - loss: 1.3785 - accuracy: 0.5080 - val_loss: 1.4982 - val_accuracy: 0.4749\\n\",\n            \"Epoch 12/20\\n\",\n            \"391/391 [==============================] - 2s 5ms/step - loss: 1.3496 - accuracy: 0.5171 - val_loss: 1.4686 - val_accuracy: 0.4848\\n\",\n            \"Epoch 13/20\\n\",\n            \"391/391 [==============================] - 2s 6ms/step - loss: 1.3232 - accuracy: 0.5269 - val_loss: 1.6959 - val_accuracy: 0.4412\\n\",\n            \"Epoch 14/20\\n\",\n            \"391/391 [==============================] - 2s 5ms/step - loss: 1.2952 - accuracy: 0.5388 - val_loss: 1.6728 - val_accuracy: 0.4468\\n\",\n            \"Epoch 15/20\\n\",\n            \"391/391 [==============================] - 2s 5ms/step - loss: 1.2770 - accuracy: 0.5453 - val_loss: 1.5727 - val_accuracy: 0.4770\\n\",\n            \"Epoch 16/20\\n\",\n            \"391/391 [==============================] - 2s 5ms/step - loss: 1.2463 - accuracy: 0.5562 - val_loss: 1.5518 - val_accuracy: 0.4827\\n\",\n            \"Epoch 17/20\\n\",\n            \"391/391 [==============================] - 2s 5ms/step - loss: 1.2227 - accuracy: 0.5636 - val_loss: 1.5905 - val_accuracy: 0.4965\\n\",\n            \"Epoch 18/20\\n\",\n            \"391/391 [==============================] - 2s 5ms/step - loss: 1.2016 - accuracy: 0.5721 - val_loss: 1.6453 - val_accuracy: 0.4903\\n\",\n            \"Epoch 19/20\\n\",\n            \"391/391 [==============================] - 3s 7ms/step - loss: 1.1729 - accuracy: 0.5828 - val_loss: 1.8013 - val_accuracy: 0.4492\\n\",\n            \"Epoch 20/20\\n\",\n            \"391/391 [==============================] - 2s 5ms/step - loss: 1.1573 - accuracy: 0.5892 - val_loss: 1.5701 - val_accuracy: 0.4839\\n\"\n          ]\n        }\n      ]\n    }\n  ]\n}"
  },
  {
    "path": "Webinar/Webinar-V-Ozellik Muhendisligi/PCA_2.ipynb",
    "content": "{\n  \"nbformat\": 4,\n  \"nbformat_minor\": 0,\n  \"metadata\": {\n    \"colab\": {\n      \"provenance\": []\n    },\n    \"kernelspec\": {\n      \"name\": \"python3\",\n      \"display_name\": \"Python 3\"\n    },\n    \"language_info\": {\n      \"name\": \"python\"\n    }\n  },\n  \"cells\": [\n    {\n      \"cell_type\": \"code\",\n      \"execution_count\": 1,\n      \"metadata\": {\n        \"id\": \"EdHV9GM61RPt\"\n      },\n      \"outputs\": [],\n      \"source\": [\n        \"import numpy as np\\n\",\n        \"import pandas as pd\\n\",\n        \"import matplotlib.pyplot as plt\\n\",\n        \"from sklearn.datasets import load_breast_cancer\"\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"breast = load_breast_cancer()\\n\",\n        \"breast_data = breast.data\\n\",\n        \"breast_data.shape\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"MTHgJMKW1ani\",\n        \"outputId\": \"e7da3b95-6c3a-4a61-a584-54d9bcf35d9f\"\n      },\n      \"execution_count\": 2,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"(569, 30)\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 2\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"breast_labels = breast.target\\n\",\n        \"breast_labels.shape\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"4qVK2zzh1hVT\",\n        \"outputId\": \"2e9a9ed2-5fd9-4202-fabc-4a6d69da9768\"\n      },\n      \"execution_count\": 3,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"(569,)\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 3\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"labels = np.reshape(breast_labels,(569,1))\"\n      ],\n      \"metadata\": {\n        \"id\": \"4lHtAagi1nVs\"\n      },\n      \"execution_count\": 4,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"final_breast_data = np.concatenate([breast_data,labels],axis=1)\\n\",\n        \"final_breast_data.shape\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"zhSo0buQ1pt1\",\n        \"outputId\": \"b07003fe-5d7a-4e0c-8c3e-c9d2f763626b\"\n      },\n      \"execution_count\": 5,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"(569, 31)\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 5\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"breast_dataset = pd.DataFrame(final_breast_data)\\n\",\n        \"features = breast.feature_names\\n\",\n        \"features\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"PjWy05aF1rYJ\",\n        \"outputId\": \"d3c9a948-c9b1-4802-8c0b-954f3d2f653e\"\n      },\n      \"execution_count\": 6,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"array(['mean radius', 'mean texture', 'mean perimeter', 'mean area',\\n\",\n              \"       'mean smoothness', 'mean compactness', 'mean concavity',\\n\",\n              \"       'mean concave points', 'mean symmetry', 'mean fractal dimension',\\n\",\n              \"       'radius error', 'texture error', 'perimeter error', 'area error',\\n\",\n              \"       'smoothness error', 'compactness error', 'concavity error',\\n\",\n              \"       'concave points error', 'symmetry error',\\n\",\n              \"       'fractal dimension error', 'worst radius', 'worst texture',\\n\",\n              \"       'worst perimeter', 'worst area', 'worst smoothness',\\n\",\n              \"       'worst compactness', 'worst concavity', 'worst concave points',\\n\",\n              \"       'worst symmetry', 'worst fractal dimension'], dtype='<U23')\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 6\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"features_labels = np.append(features,'label')\\n\",\n        \"breast_dataset.columns = features_labels\\n\",\n        \"breast_dataset.head()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 870\n        },\n        \"id\": \"DCluNJLN1zUT\",\n        \"outputId\": \"977caf52-8c2e-4f5a-dcc0-cd874b954e4a\"\n      },\n      \"execution_count\": 7,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"   mean radius  mean texture  mean perimeter  mean area  mean smoothness  \\\\\\n\",\n              \"0        17.99         10.38          122.80     1001.0          0.11840   \\n\",\n              \"1        20.57         17.77          132.90     1326.0          0.08474   \\n\",\n              \"2        19.69         21.25          130.00     1203.0          0.10960   \\n\",\n              \"3        11.42         20.38           77.58      386.1          0.14250   \\n\",\n              \"4        20.29         14.34          135.10     1297.0          0.10030   \\n\",\n              \"\\n\",\n              \"   mean compactness  mean concavity  mean concave points  mean symmetry  \\\\\\n\",\n              \"0           0.27760          0.3001              0.14710         0.2419   \\n\",\n              \"1           0.07864          0.0869              0.07017         0.1812   \\n\",\n              \"2           0.15990          0.1974              0.12790         0.2069   \\n\",\n              \"3           0.28390          0.2414              0.10520         0.2597   \\n\",\n              \"4           0.13280          0.1980              0.10430         0.1809   \\n\",\n              \"\\n\",\n              \"   mean fractal dimension  ...  worst texture  worst perimeter  worst area  \\\\\\n\",\n              \"0                 0.07871  ...          17.33           184.60      2019.0   \\n\",\n              \"1                 0.05667  ...          23.41           158.80      1956.0   \\n\",\n              \"2                 0.05999  ...          25.53           152.50      1709.0   \\n\",\n              \"3                 0.09744  ...          26.50            98.87       567.7   \\n\",\n              \"4                 0.05883  ...          16.67           152.20      1575.0   \\n\",\n              \"\\n\",\n              \"   worst smoothness  worst compactness  worst concavity  worst concave points  \\\\\\n\",\n              \"0            0.1622             0.6656           0.7119                0.2654   \\n\",\n              \"1            0.1238             0.1866           0.2416                0.1860   \\n\",\n              \"2            0.1444             0.4245           0.4504                0.2430   \\n\",\n              \"3            0.2098             0.8663           0.6869                0.2575   \\n\",\n              \"4            0.1374             0.2050           0.4000                0.1625   \\n\",\n              \"\\n\",\n              \"   worst symmetry  worst fractal dimension  label  \\n\",\n              \"0          0.4601                  0.11890    0.0  \\n\",\n              \"1          0.2750                  0.08902    0.0  \\n\",\n              \"2          0.3613                  0.08758    0.0  \\n\",\n              \"3          0.6638                  0.17300    0.0  \\n\",\n              \"4          0.2364                  0.07678    0.0  \\n\",\n              \"\\n\",\n              \"[5 rows x 31 columns]\"\n            ],\n            \"text/html\": [\n              \"\\n\",\n              \"  <div id=\\\"df-7783ee36-7c6f-4455-8f4c-85b42d4be9aa\\\" class=\\\"colab-df-container\\\">\\n\",\n              \"    <div>\\n\",\n              \"<style scoped>\\n\",\n              \"    .dataframe tbody tr th:only-of-type {\\n\",\n              \"        vertical-align: middle;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .dataframe tbody tr th {\\n\",\n              \"        vertical-align: top;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .dataframe thead th {\\n\",\n              \"        text-align: right;\\n\",\n              \"    }\\n\",\n              \"</style>\\n\",\n              \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n              \"  <thead>\\n\",\n              \"    <tr style=\\\"text-align: right;\\\">\\n\",\n              \"      <th></th>\\n\",\n              \"      <th>mean radius</th>\\n\",\n              \"      <th>mean texture</th>\\n\",\n              \"      <th>mean perimeter</th>\\n\",\n              \"      <th>mean area</th>\\n\",\n              \"      <th>mean smoothness</th>\\n\",\n              \"      <th>mean compactness</th>\\n\",\n              \"      <th>mean concavity</th>\\n\",\n              \"      <th>mean concave points</th>\\n\",\n              \"      <th>mean symmetry</th>\\n\",\n              \"      <th>mean fractal dimension</th>\\n\",\n              \"      <th>...</th>\\n\",\n              \"      <th>worst texture</th>\\n\",\n              \"      <th>worst perimeter</th>\\n\",\n              \"      <th>worst area</th>\\n\",\n              \"      <th>worst smoothness</th>\\n\",\n              \"      <th>worst compactness</th>\\n\",\n              \"      <th>worst concavity</th>\\n\",\n              \"      <th>worst concave points</th>\\n\",\n              \"      <th>worst symmetry</th>\\n\",\n              \"      <th>worst fractal dimension</th>\\n\",\n              \"      <th>label</th>\\n\",\n              \"    </tr>\\n\",\n              \"  </thead>\\n\",\n              \"  <tbody>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>0</th>\\n\",\n              \"      <td>17.99</td>\\n\",\n              \"      <td>10.38</td>\\n\",\n              \"      <td>122.80</td>\\n\",\n              \"      <td>1001.0</td>\\n\",\n              \"      <td>0.11840</td>\\n\",\n              \"      <td>0.27760</td>\\n\",\n              \"      <td>0.3001</td>\\n\",\n              \"      <td>0.14710</td>\\n\",\n              \"      <td>0.2419</td>\\n\",\n              \"      <td>0.07871</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>17.33</td>\\n\",\n              \"      <td>184.60</td>\\n\",\n              \"      <td>2019.0</td>\\n\",\n              \"      <td>0.1622</td>\\n\",\n              \"      <td>0.6656</td>\\n\",\n              \"      <td>0.7119</td>\\n\",\n              \"      <td>0.2654</td>\\n\",\n              \"      <td>0.4601</td>\\n\",\n              \"      <td>0.11890</td>\\n\",\n              \"      <td>0.0</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>1</th>\\n\",\n              \"      <td>20.57</td>\\n\",\n              \"      <td>17.77</td>\\n\",\n              \"      <td>132.90</td>\\n\",\n              \"      <td>1326.0</td>\\n\",\n              \"      <td>0.08474</td>\\n\",\n              \"      <td>0.07864</td>\\n\",\n              \"      <td>0.0869</td>\\n\",\n              \"      <td>0.07017</td>\\n\",\n              \"      <td>0.1812</td>\\n\",\n              \"      <td>0.05667</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>23.41</td>\\n\",\n              \"      <td>158.80</td>\\n\",\n              \"      <td>1956.0</td>\\n\",\n              \"      <td>0.1238</td>\\n\",\n              \"      <td>0.1866</td>\\n\",\n              \"      <td>0.2416</td>\\n\",\n              \"      <td>0.1860</td>\\n\",\n              \"      <td>0.2750</td>\\n\",\n              \"      <td>0.08902</td>\\n\",\n              \"      <td>0.0</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>2</th>\\n\",\n              \"      <td>19.69</td>\\n\",\n              \"      <td>21.25</td>\\n\",\n              \"      <td>130.00</td>\\n\",\n              \"      <td>1203.0</td>\\n\",\n              \"      <td>0.10960</td>\\n\",\n              \"      <td>0.15990</td>\\n\",\n              \"      <td>0.1974</td>\\n\",\n              \"      <td>0.12790</td>\\n\",\n              \"      <td>0.2069</td>\\n\",\n              \"      <td>0.05999</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>25.53</td>\\n\",\n              \"      <td>152.50</td>\\n\",\n              \"      <td>1709.0</td>\\n\",\n              \"      <td>0.1444</td>\\n\",\n              \"      <td>0.4245</td>\\n\",\n              \"      <td>0.4504</td>\\n\",\n              \"      <td>0.2430</td>\\n\",\n              \"      <td>0.3613</td>\\n\",\n              \"      <td>0.08758</td>\\n\",\n              \"      <td>0.0</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>3</th>\\n\",\n              \"      <td>11.42</td>\\n\",\n              \"      <td>20.38</td>\\n\",\n              \"      <td>77.58</td>\\n\",\n              \"      <td>386.1</td>\\n\",\n              \"      <td>0.14250</td>\\n\",\n              \"      <td>0.28390</td>\\n\",\n              \"      <td>0.2414</td>\\n\",\n              \"      <td>0.10520</td>\\n\",\n              \"      <td>0.2597</td>\\n\",\n              \"      <td>0.09744</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>26.50</td>\\n\",\n              \"      <td>98.87</td>\\n\",\n              \"      <td>567.7</td>\\n\",\n              \"      <td>0.2098</td>\\n\",\n              \"      <td>0.8663</td>\\n\",\n              \"      <td>0.6869</td>\\n\",\n              \"      <td>0.2575</td>\\n\",\n              \"      <td>0.6638</td>\\n\",\n              \"      <td>0.17300</td>\\n\",\n              \"      <td>0.0</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>4</th>\\n\",\n              \"      <td>20.29</td>\\n\",\n              \"      <td>14.34</td>\\n\",\n              \"      <td>135.10</td>\\n\",\n              \"      <td>1297.0</td>\\n\",\n              \"      <td>0.10030</td>\\n\",\n              \"      <td>0.13280</td>\\n\",\n              \"      <td>0.1980</td>\\n\",\n              \"      <td>0.10430</td>\\n\",\n              \"      <td>0.1809</td>\\n\",\n              \"      <td>0.05883</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>16.67</td>\\n\",\n              \"      <td>152.20</td>\\n\",\n              \"      <td>1575.0</td>\\n\",\n              \"      <td>0.1374</td>\\n\",\n              \"      <td>0.2050</td>\\n\",\n              \"      <td>0.4000</td>\\n\",\n              \"      <td>0.1625</td>\\n\",\n              \"      <td>0.2364</td>\\n\",\n              \"      <td>0.07678</td>\\n\",\n              \"      <td>0.0</td>\\n\",\n              \"    </tr>\\n\",\n              \"  </tbody>\\n\",\n              \"</table>\\n\",\n              \"<p>5 rows × 31 columns</p>\\n\",\n              \"</div>\\n\",\n              \"    <div class=\\\"colab-df-buttons\\\">\\n\",\n              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 \"</style>\"\n            ]\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"from matplotlib import pyplot as plt\\n\",\n              \"_df_0['mean radius'].plot(kind='hist', bins=20, title='mean radius')\\n\",\n              \"plt.gca().spines[['top', 'right',]].set_visible(False)\"\n            ],\n            \"text/html\": [\n              \"      <div class=\\\"colab-quickchart-chart-with-code\\\" id=\\\"chart-e3235e3d-86ed-4b09-8d8b-a65f5650f192\\\">\\n\",\n              \"        <img style=\\\"width: 180px;\\\" src=\\\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAjEAAAGrCAYAAAAxesZMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\n\",\n              \"bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\\n\",\n              \"AAAPYQGoP6dpAAAnqklEQVR4nO3df1BU973/8dcKyWoSFvxFIVlXIohGTYFNoFz1mnR6nZC0RYtm\\n\",\n              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\"rNTf/vY3TZs2TdLFtzCcTqf+8pe/hHiyq9///Z4wfPhwhYeHq66uzr/G4/HI5XKFcErrEDEGWbdu\\n\",\n              \"nUpKSvTOO+8oKioq1OMMWA8//LBqa2vl8Xjk8XiUnp6uTZs26eGHHw71aAPKiBEj9L3vfU9vv/22\\n\",\n              \"JOnkyZM6efKkbrnllhBPNvCMGjVKtbW1+utf/ypJqqqqUnV1tcaNGxfiya5uXX1PuPfee7Vx40ZJ\\n\",\n              \"0v79+3XmzBndcccdIZrSWnx2Uj+Um5urN998U3V1dRo+fLgiIiK0Z88ejRo1SmPGjFFERIQkyW63\\n\",\n              \"a9++fSGe9urW2XPxf3+0/c4779RPf/pTzZw5MzRDDgBdPQ+ffPKJFi1apE8//VSDBg3Sz3/+c82a\\n\",\n              \"NSvU417VunouSkpK9Mwzz2jQoEHq6OhQfn6+HnjggVCPe9Wqqanp8nvC2bNnNW/ePJ08eVLXXnut\\n\",\n              \"nn/+eX33u98N8cTWIGIAAICReDsJAAAYiYgBAABGImIAAICRiBgAAGAkIgYAABiJiAEAAEYiYgAA\\n\",\n              \"gJGIGAAAYCQiBgAAGImIAQAARvp/ePRMKijwlQwAAAAASUVORK5CYII=\\n\",\n              \"\\\">\\n\",\n              \"      </div>\\n\",\n              \"      <script type=\\\"text/javascript\\\">\\n\",\n              \"        (() => {\\n\",\n              \"          const chartElement = 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      border: 1px solid transparent;\\n\",\n              \"        }\\n\",\n              \"\\n\",\n              \"        .colab-quickchart-chart-with-code:hover {\\n\",\n              \"            cursor: pointer;\\n\",\n              \"            border: 1px solid #aaa;\\n\",\n              \"        }\\n\",\n              \"      </style>\"\n            ]\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"from matplotlib import pyplot as plt\\n\",\n              \"_df_1['mean texture'].plot(kind='hist', bins=20, title='mean texture')\\n\",\n              \"plt.gca().spines[['top', 'right',]].set_visible(False)\"\n            ],\n            \"text/html\": [\n              \"      <div class=\\\"colab-quickchart-chart-with-code\\\" id=\\\"chart-3ce7f639-00d3-4f89-bca8-720138771ef3\\\">\\n\",\n              \"        <img style=\\\"width: 180px;\\\" src=\\\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAioAAAGrCAYAAADuNLxTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\n\",\n              \"bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\\n\",\n              \"AAAPYQGoP6dpAAAiGUlEQVR4nO3de3BU5f3H8c+S4HJNglxMTNhECIkgEuQSY+AHKNIilYtEW7FR\\n\",\n              \"UCEBtdTBGRCpg1QF7Fgr2rGEy+AFAS1Bm+KtKoioKAERA4gQJGyEQBCFoIRANs/vD8at2xAksMd9\\n\",\n              \"Ft6vmZ1hD09Ovnvchnd3T/a4jDFGAAAAFmoQ6gEAAADqQqgAAABrESoAAMBahAoAALAWoQIAAKxF\\n\",\n              \"qAAAAGsRKgAAwFqECgAAsBahAgAArEWoAAAAaxEqAKzz7LPPKiEhIaj7LCkpkcvlUnFxcVD3C8BZ\\n\",\n              \"hAoA1IPP51NNTU2oxwDOG4QKcB7p16+f/vCHP+h3v/udoqKilJCQoCVLlqioqEhXXXWVmjdvrvT0\\n\",\n              \"dH355Zf+r/H5fPrrX/+qjh07Kjo6Wt27d9e7777r//tNmzapf//+at26taKjo3XllVdqxYoV/r//\\n\",\n              \"8ZWM5557TmlpaWrevLkyMjK0ZcuWk864evVqjR07Vnv27FGzZs3UrFkzvfjii5Kk3bt365ZbblF8\\n\",\n              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function getCodeForChartHandler(event) {\\n\",\n              \"            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\\n\",\n              \"                'getCodeForChart', [\\\"chart-3ce7f639-00d3-4f89-bca8-720138771ef3\\\"], {});\\n\",\n              \"            const responseJson = chartCodeResponse.data['application/json'];\\n\",\n              \"            await google.colab.notebook.addCell(responseJson.code, 'code');\\n\",\n              \"          }\\n\",\n              \"          chartElement.onclick = getCodeForChartHandler;\\n\",\n              \"        })();\\n\",\n              \"      </script>\\n\",\n              \"      <style>\\n\",\n              \"        .colab-quickchart-chart-with-code  {\\n\",\n              \"            display: block;\\n\",\n              \"            float: left;\\n\",\n              \"            border: 1px solid transparent;\\n\",\n              \"        }\\n\",\n              \"\\n\",\n              \"        .colab-quickchart-chart-with-code:hover {\\n\",\n              \"            cursor: pointer;\\n\",\n              \"            border: 1px solid #aaa;\\n\",\n              \"        }\\n\",\n              \"      </style>\"\n            ]\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"from matplotlib import pyplot as plt\\n\",\n              \"_df_2['mean perimeter'].plot(kind='hist', bins=20, title='mean perimeter')\\n\",\n              \"plt.gca().spines[['top', 'right',]].set_visible(False)\"\n            ],\n            \"text/html\": [\n              \"      <div class=\\\"colab-quickchart-chart-with-code\\\" id=\\\"chart-08cf853b-1136-49b8-9f6f-38850eb220dd\\\">\\n\",\n              \"        <img style=\\\"width: 180px;\\\" 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\"AQAAViJiAACAlf4fEioIAIzYm7UAAAAASUVORK5CYII=\\n\",\n              \"\\\">\\n\",\n              \"      </div>\\n\",\n              \"      <script type=\\\"text/javascript\\\">\\n\",\n              \"        (() => {\\n\",\n              \"          const chartElement = document.getElementById(\\\"chart-08cf853b-1136-49b8-9f6f-38850eb220dd\\\");\\n\",\n              \"          async function getCodeForChartHandler(event) {\\n\",\n              \"            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\\n\",\n              \"                'getCodeForChart', [\\\"chart-08cf853b-1136-49b8-9f6f-38850eb220dd\\\"], {});\\n\",\n              \"            const responseJson = chartCodeResponse.data['application/json'];\\n\",\n              \"            await google.colab.notebook.addCell(responseJson.code, 'code');\\n\",\n              \"          }\\n\",\n              \"          chartElement.onclick = getCodeForChartHandler;\\n\",\n              \"        })();\\n\",\n              \"      </script>\\n\",\n              \"      <style>\\n\",\n              \"        .colab-quickchart-chart-with-code  {\\n\",\n              \"            display: block;\\n\",\n              \"            float: left;\\n\",\n              \"            border: 1px solid transparent;\\n\",\n              \"        }\\n\",\n              \"\\n\",\n              \"        .colab-quickchart-chart-with-code:hover {\\n\",\n              \"            cursor: pointer;\\n\",\n              \"            border: 1px solid #aaa;\\n\",\n              \"        }\\n\",\n              \"      </style>\"\n            ]\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"from matplotlib import pyplot as plt\\n\",\n              \"_df_3['mean area'].plot(kind='hist', bins=20, title='mean area')\\n\",\n              \"plt.gca().spines[['top', 'right',]].set_visible(False)\"\n            ],\n            \"text/html\": [\n              \"      <div class=\\\"colab-quickchart-chart-with-code\\\" id=\\\"chart-2b1d60ed-e28a-4600-9f08-a9cccda5e2b5\\\">\\n\",\n              \"        <img style=\\\"width: 180px;\\\" src=\\\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAjEAAAGrCAYAAAAxesZMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\n\",\n              \"bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\\n\",\n              \"AAAPYQGoP6dpAAAmx0lEQVR4nO3dfXBV9YH/8c8lcSPQPAJpoiFJyZMFNA+YNIUO2GVZo20DG3DE\\n\",\n              \"akfAPGBr2U6cwWapq2A1dEYYaWcYgmRZLStUQ+xmoGhFqw3VmiAGFcpD0lwSaEJ2qyaBQszD9/cH\\n\",\n              \"P+96SxJyY05uvvJ+zZyZ3PP93nO/904C77n3JMdljDECAACwzDh/LwAAAGA4iBgAAGAlIgYAAFiJ\\n\",\n              \"iAEAAFYiYgAAgJWIGAAAYCUiBgAAWImIAQAAViJiAACAlYgYAABgJSIGAABYiYgBAEnGGPX09Ph7\\n\",\n              \"GQB8QMQA8Mktt9yiH/7wh7rzzjsVEhKimJgY7dq1S++//76+/vWvKzg4WFlZWTp+/LjnPr29vdqw\\n\",\n              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        \"      </div>\\n\",\n              \"      <script type=\\\"text/javascript\\\">\\n\",\n              \"        (() => {\\n\",\n              \"          const chartElement = document.getElementById(\\\"chart-2b1d60ed-e28a-4600-9f08-a9cccda5e2b5\\\");\\n\",\n              \"          async function getCodeForChartHandler(event) {\\n\",\n              \"            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\\n\",\n              \"                'getCodeForChart', [\\\"chart-2b1d60ed-e28a-4600-9f08-a9cccda5e2b5\\\"], {});\\n\",\n              \"            const responseJson = chartCodeResponse.data['application/json'];\\n\",\n              \"            await google.colab.notebook.addCell(responseJson.code, 'code');\\n\",\n              \"          }\\n\",\n              \"          chartElement.onclick = getCodeForChartHandler;\\n\",\n              \"        })();\\n\",\n              \"      </script>\\n\",\n              \"      <style>\\n\",\n              \"        .colab-quickchart-chart-with-code  {\\n\",\n              \"            display: block;\\n\",\n              \"            float: left;\\n\",\n              \"            border: 1px solid transparent;\\n\",\n              \"        }\\n\",\n              \"\\n\",\n              \"        .colab-quickchart-chart-with-code:hover {\\n\",\n              \"            cursor: pointer;\\n\",\n              \"            border: 1px solid #aaa;\\n\",\n              \"        }\\n\",\n              \"      </style>\"\n            ]\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<google.colab._quickchart_helpers.SectionTitle at 0x7a9312734f70>\"\n            ],\n            \"text/html\": [\n              \"<h4 class=\\\"colab-quickchart-section-title\\\">2-d distributions</h4>\\n\",\n              \"<style>\\n\",\n              \"  .colab-quickchart-section-title {\\n\",\n              \"      clear: both;\\n\",\n              \"  }\\n\",\n              \"</style>\"\n            ]\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"from matplotlib import pyplot as plt\\n\",\n              \"_df_4.plot(kind='scatter', x='mean radius', y='mean texture', s=32, alpha=.8)\\n\",\n              \"plt.gca().spines[['top', 'right',]].set_visible(False)\"\n            ],\n            \"text/html\": [\n              \"      <div class=\\\"colab-quickchart-chart-with-code\\\" id=\\\"chart-79515900-f96e-428a-a7e4-6444d0e6d8dd\\\">\\n\",\n              \"        <img style=\\\"width: 180px;\\\" src=\\\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAicAAAGkCAYAAADqnIU2AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\n\",\n              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 (() => {\\n\",\n              \"          const chartElement = document.getElementById(\\\"chart-79515900-f96e-428a-a7e4-6444d0e6d8dd\\\");\\n\",\n              \"          async function getCodeForChartHandler(event) {\\n\",\n              \"            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\\n\",\n              \"                'getCodeForChart', [\\\"chart-79515900-f96e-428a-a7e4-6444d0e6d8dd\\\"], {});\\n\",\n              \"            const responseJson = chartCodeResponse.data['application/json'];\\n\",\n              \"            await google.colab.notebook.addCell(responseJson.code, 'code');\\n\",\n              \"          }\\n\",\n              \"          chartElement.onclick = getCodeForChartHandler;\\n\",\n              \"        })();\\n\",\n              \"      </script>\\n\",\n              \"      <style>\\n\",\n              \"        .colab-quickchart-chart-with-code  {\\n\",\n              \"            display: block;\\n\",\n              \"            float: left;\\n\",\n              \"            border: 1px solid transparent;\\n\",\n              \"        }\\n\",\n              \"\\n\",\n              \"        .colab-quickchart-chart-with-code:hover {\\n\",\n              \"            cursor: pointer;\\n\",\n              \"            border: 1px solid #aaa;\\n\",\n              \"        }\\n\",\n              \"      </style>\"\n            ]\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"from matplotlib import pyplot as plt\\n\",\n              \"_df_5.plot(kind='scatter', x='mean texture', y='mean perimeter', s=32, alpha=.8)\\n\",\n              \"plt.gca().spines[['top', 'right',]].set_visible(False)\"\n            ],\n            \"text/html\": [\n              \"      <div class=\\\"colab-quickchart-chart-with-code\\\" id=\\\"chart-28b9686c-7a24-40f0-b39e-ec48e033e3db\\\">\\n\",\n              \"        <img style=\\\"width: 180px;\\\" src=\\\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAi4AAAGkCAYAAAAWia78AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\n\",\n              \"bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\\n\",\n              \"AAAPYQGoP6dpAAAoF0lEQVR4nO3df1RU94H//9cwA4MR8Af+QINAErDdiKIoCK5ibGLU5Jxo/JG0\\n\",\n              \"CUabzaLpGtu1PTGe3bTbXQux27i15pw13XRNKmo16mo2JuZXjT82UXEVo25+iAGhKsFogmBgYIb7\\n\",\n              \"/cNv5pNRQMYwXN74fJwz58j7Dnde3IPw4n3v3LfDsixLAAAABgizOwAAAEBbUVwAAIAxKC4AAMAY\\n\",\n              \"FBcAAGAMigsAADAGxQUAABiD4gIAAIxBcQEAAMbocsVlxYoVdkcAAAAh0uWKy6lTp+yOAAAAQqTL\\n\",\n              \"FRcAANB1UVwAAIAxKC4AAMAYFBcAAGAMigsAADAGxQUAABiD4gIAAIxBcQEAAMaguAAAAGNQXAAA\\n\",\n              \"gDEoLoCB6ht9+rzWo/pGn91RAKBDuewOAKDtztV4VLivTDuOfaa6Rp+6hTs1JTVOudmJ6hPltjse\\n\",\n              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[\\\"chart-28b9686c-7a24-40f0-b39e-ec48e033e3db\\\"], {});\\n\",\n              \"            const responseJson = chartCodeResponse.data['application/json'];\\n\",\n              \"            await google.colab.notebook.addCell(responseJson.code, 'code');\\n\",\n              \"          }\\n\",\n              \"          chartElement.onclick = getCodeForChartHandler;\\n\",\n              \"        })();\\n\",\n              \"      </script>\\n\",\n              \"      <style>\\n\",\n              \"        .colab-quickchart-chart-with-code  {\\n\",\n              \"            display: block;\\n\",\n              \"            float: left;\\n\",\n              \"            border: 1px solid transparent;\\n\",\n              \"        }\\n\",\n              \"\\n\",\n              \"        .colab-quickchart-chart-with-code:hover {\\n\",\n              \"            cursor: pointer;\\n\",\n              \"            border: 1px solid #aaa;\\n\",\n              \"        }\\n\",\n              \"      </style>\"\n            ]\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"from matplotlib import pyplot as plt\\n\",\n              \"_df_6.plot(kind='scatter', x='mean perimeter', y='mean area', s=32, alpha=.8)\\n\",\n              \"plt.gca().spines[['top', 'right',]].set_visible(False)\"\n            ],\n            \"text/html\": [\n              \"      <div class=\\\"colab-quickchart-chart-with-code\\\" id=\\\"chart-680b89f5-5fca-4bd1-b257-d7e4a003deeb\\\">\\n\",\n              \"        <img style=\\\"width: 180px;\\\" src=\\\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAjUAAAGkCAYAAADJx9TjAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\n\",\n              \"bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\\n\",\n              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\"/fGPf2zzmosWLdKoUaO0cuXK7vnLAnBWTE8oB9BjSTJPP/20McaYsrIyk5ycHPpG4HXr1oW+EfjA\\n\",\n              \"gQOmuLjYNDY2GmOMqaioMBkZGcbr9ZqWlhbT1NRkjDEmEAiYr33ta2bt2rXGmLNfzufxeMzBgweN\\n\",\n              \"McYsWrTIzJ07t925TJo0ydx0003mzJkz5vTp02b06NGh6zpNnTrVbNq0yRhjjN/vN1/5ylfMunXr\\n\",\n              \"jDFnvxzwO9/5Tujbod97773QFwJWVVUZSea1114zxhjzu9/9ziQnJ4eukfLkk0+aWbNmGWOM2bp1\\n\",\n              \"q5k+fbrxer3GmLPfDD9s2LDQ+5gxY0Zorg0NDWbkyJHm6NGjxhhjTpw4YQYPHmwOHz4ces3Vq1eH\\n\",\n              \"95cBoEvY7gmgQ58ffzJmzBidPn1ad999tySpqKhIFRUVkqSNGzeqsrIy9JUfkhQXF6eamhpdddVV\\n\",\n              \"WrRokbZu3SpjjOrq6pSXlxd6nnHjxunqq68O/fm5557rcC7f+ta3FB8fr/j4eJWUlKisrEwzZszQ\\n\",\n              \"O++8o+PHj4fu19zcrH379oV+njNnjhwOR7vPmZiYqNtuuy30HlNSUkJfv1FUVKSXXnpJkvT6669r\\n\",\n              \"9+7dGjt2bOixJ0+eVEtLyznP+cEHH+jgwYOaPn16m+X79u3TNddcE5o/gO5H1ADoUGJioiTJ6XSe\\n\",\n              \"83MgEJAkGWM0ZcoUrVmz5pzHP/7446qrq9P27duVmJiohQsXyuv1nvP8X3zOrnA4HKFdUNu2bWvz\\n\",\n              \"XP8rJSWlw+dwu91tXr+j+RhjdN9992nZsmXnnZcxRsOHD9cHH3xwzlh1dbX69OmjuDj2/APRwG8W\\n\",\n              \"gAvyla98RWVlZfroo49Cy3bs2CFJamhoUEZGhhITE1VbWxs6tiQSpaWl8vv9amlp0Zo1a3TLLbeE\\n\",\n              \"tqz88pe/DN3v6NGjOnz4cORvqB233nqrSktLVVNTI0lqbW3Vhx9+KEnyeDxqbGwM3Xf8+PGqqqpS\\n\",\n              \"WVlZaFl5ebnOnDnTrXMCcC6iBsAFycnJ0Zo1azRv3jwVFBRo6NChevrppyVJDz/8sLZv367hw4dr\\n\",\n              \"9uzZuuWWWyJ+naFDh2rChAkaMWKEbrjhhtAurJdeekmVlZXKy8vTiBEjNHPmTNXX13fHWwu54YYb\\n\",\n              \"9OSTT+r2229XQUGBhg8fHjqN++abb5bP51N+fr7mz5+vvn376o033tCyZctUUFCgYcOGafHixaED\\n\",\n              \"pAFED6d0A+jxbrzxRn3/+98PHf8CAO1hSw0AALACW2oAAIAV2FIDAACsQNQAAAArEDUAAMAKRA0A\\n\",\n              \"ALACUQMAAKxA1AAAACsQNQAAwApEDQAAsML/B5cM2//L/v5LAAAAAElFTkSuQmCC\\n\",\n              \"\\\">\\n\",\n              \"      </div>\\n\",\n              \"      <script type=\\\"text/javascript\\\">\\n\",\n              \"        (() => {\\n\",\n              \"          const chartElement = document.getElementById(\\\"chart-680b89f5-5fca-4bd1-b257-d7e4a003deeb\\\");\\n\",\n              \"          async function getCodeForChartHandler(event) {\\n\",\n              \"            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\\n\",\n              \"                'getCodeForChart', [\\\"chart-680b89f5-5fca-4bd1-b257-d7e4a003deeb\\\"], {});\\n\",\n              \"            const responseJson = chartCodeResponse.data['application/json'];\\n\",\n              \"            await google.colab.notebook.addCell(responseJson.code, 'code');\\n\",\n              \"          }\\n\",\n              \"          chartElement.onclick = getCodeForChartHandler;\\n\",\n              \"        })();\\n\",\n              \"      </script>\\n\",\n              \"      <style>\\n\",\n              \"        .colab-quickchart-chart-with-code  {\\n\",\n              \"            display: block;\\n\",\n              \"            float: left;\\n\",\n              \"            border: 1px solid transparent;\\n\",\n              \"        }\\n\",\n              \"\\n\",\n              \"        .colab-quickchart-chart-with-code:hover {\\n\",\n              \"            cursor: pointer;\\n\",\n              \"            border: 1px solid #aaa;\\n\",\n              \"        }\\n\",\n              \"      </style>\"\n            ]\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"from matplotlib import pyplot as plt\\n\",\n              \"_df_7.plot(kind='scatter', x='mean area', y='mean smoothness', s=32, alpha=.8)\\n\",\n              \"plt.gca().spines[['top', 'right',]].set_visible(False)\"\n            ],\n            \"text/html\": [\n              \"      <div class=\\\"colab-quickchart-chart-with-code\\\" id=\\\"chart-0cd20f17-0488-4708-af2f-65bdf73f1916\\\">\\n\",\n              \"        <img style=\\\"width: 180px;\\\" src=\\\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAjEAAAGkCAYAAADALHSZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\n\",\n              \"bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\\n\",\n              \"AAAPYQGoP6dpAAAqvElEQVR4nO3df3RU9Z3/8ddkJpmEhAlEDKGEJEqIP4iSIAk/zCmIgLC1wSPQ\\n\",\n              \"Uhu32QpEXKot6zGyrae1Bww97say0B6wtbg1hqpAkR5XerT+YhUJVNAau4VIwkRNCFg2P4BMZib3\\n\",\n              \"+wen8zULCbmUm+EDz8c5cw6Z+8nknemMefbeOzMuy7IsAQAAGCYm2gMAAACcDyIGAAAYiYgBAABG\\n\",\n              \"ImIAAICRiBgAAGAkIgYAABiJiAEAAEYiYgAAgJEu+YhZs2ZNtEcAAAAOuOQj5vDhw9EeAQAAOOCS\\n\",\n              \"jxgAAHBpImIAAICRiBgAAGAkIgYAABiJiAEAAEYiYgAAgJGIGAAAYCQiBgAAGImIAQAARiJiAACA\\n\",\n              \"kYiY89AZDOtYR0CdwXC0RwEA4LLlifYAJjnaHlDVuw3a8eERnQqGlRDr1pzcNJVMztSwJG+0xwMA\\n\",\n              \"4LLCnph+Otoe0Hc27dOzu/06EQjJE+PSiUBIVbsPa1n1Ph3rCER7RAAALitETD9VvdugupZ2XZnk\\n\",\n              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google.colab.kernel.invokeFunction(\\n\",\n              \"                'getCodeForChart', [\\\"chart-0cd20f17-0488-4708-af2f-65bdf73f1916\\\"], {});\\n\",\n              \"            const responseJson = chartCodeResponse.data['application/json'];\\n\",\n              \"            await google.colab.notebook.addCell(responseJson.code, 'code');\\n\",\n              \"          }\\n\",\n              \"          chartElement.onclick = getCodeForChartHandler;\\n\",\n              \"        })();\\n\",\n              \"      </script>\\n\",\n              \"      <style>\\n\",\n              \"        .colab-quickchart-chart-with-code  {\\n\",\n              \"            display: block;\\n\",\n              \"            float: left;\\n\",\n              \"            border: 1px solid transparent;\\n\",\n              \"        }\\n\",\n              \"\\n\",\n              \"        .colab-quickchart-chart-with-code:hover {\\n\",\n              \"            cursor: pointer;\\n\",\n              \"            border: 1px solid #aaa;\\n\",\n              \"        }\\n\",\n              \"      </style>\"\n            ]\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<google.colab._quickchart_helpers.SectionTitle at 0x7a92d6e83400>\"\n            ],\n            \"text/html\": [\n              \"<h4 class=\\\"colab-quickchart-section-title\\\">Time series</h4>\\n\",\n              \"<style>\\n\",\n              \"  .colab-quickchart-section-title {\\n\",\n              \"      clear: both;\\n\",\n              \"  }\\n\",\n              \"</style>\"\n            ]\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"from matplotlib import pyplot as plt\\n\",\n              \"import seaborn as sns\\n\",\n              \"def _plot_series(series, series_name, series_index=0):\\n\",\n              \"  palette = list(sns.palettes.mpl_palette('Dark2'))\\n\",\n              \"  xs = series['label']\\n\",\n              \"  ys = series['mean radius']\\n\",\n              \"  \\n\",\n              \"  plt.plot(xs, ys, label=series_name, color=palette[series_index % len(palette)])\\n\",\n              \"\\n\",\n              \"fig, ax = plt.subplots(figsize=(10, 5.2), layout='constrained')\\n\",\n              \"df_sorted = _df_8.sort_values('label', ascending=True)\\n\",\n              \"_plot_series(df_sorted, '')\\n\",\n              \"sns.despine(fig=fig, ax=ax)\\n\",\n              \"plt.xlabel('label')\\n\",\n              \"_ = plt.ylabel('mean radius')\"\n            ],\n            \"text/html\": [\n              \"      <div class=\\\"colab-quickchart-chart-with-code\\\" id=\\\"chart-99fc9c0d-58d3-4f91-8525-11be94ddc327\\\">\\n\",\n              \"        <img style=\\\"width: 180px;\\\" src=\\\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA/MAAAITCAYAAABLz0yVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\n\",\n              \"bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\\n\",\n              \"AAAPYQGoP6dpAAAhdElEQVR4nO3dfZBV9X348c9l0UVaHgKmQkuWdXXp+FREYLtKggOOITGJMIba\\n\",\n              \"Jtk0v2l4iKkh05ix0ibT0Fq3TpCpgekEnQxm0sQkGqozkrGVGJ+STqAti9FprTwsSAKjUdmlKAi7\\n\",\n              \"5/dHJjtuuODeuHd3P+zrNXNn7p5zdu/nznznOm/PuYdSURRFAAAAAGmMGOwBAAAAgMqIeQAAAEhG\\n\",\n              \"zAMAAEAyYh4AAACSEfMAAACQjJgHAACAZMQ8AAAAJCPmAQAAIJmUMX/nnXcO9ggAAAAwaFLG/J49\\n\",\n              \"ewZ7BAAAABg0KWMeAAAAhjMxDwAAAMmIeQAAAEhGzAMAAEAyYh4AAACSEfMAAACQjJgHAACAZMQ8\\n\",\n              \"AAAAJCPmAQAAIBkxDwAAAMmIeQAAAEhGzAMAAEAyYh4AAACSEfMAAACQjJgHAACAZMQ8AAAAJCPm\\n\",\n              \"AQAAIBkxDwAAAMmIeQDgpLqL7uguugd7DADg14h5AKCs7qI76u75q6i7568EPQAMMWIeACjrlSOv\\n\",\n              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     const responseJson = chartCodeResponse.data['application/json'];\\n\",\n              \"            await google.colab.notebook.addCell(responseJson.code, 'code');\\n\",\n              \"          }\\n\",\n              \"          chartElement.onclick = getCodeForChartHandler;\\n\",\n              \"        })();\\n\",\n              \"      </script>\\n\",\n              \"      <style>\\n\",\n              \"        .colab-quickchart-chart-with-code  {\\n\",\n              \"            display: block;\\n\",\n              \"            float: left;\\n\",\n              \"            border: 1px solid transparent;\\n\",\n              \"        }\\n\",\n              \"\\n\",\n              \"        .colab-quickchart-chart-with-code:hover {\\n\",\n              \"            cursor: pointer;\\n\",\n              \"            border: 1px solid #aaa;\\n\",\n              \"        }\\n\",\n              \"      </style>\"\n            ]\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"from matplotlib import pyplot as plt\\n\",\n              \"import seaborn as sns\\n\",\n              \"def _plot_series(series, series_name, series_index=0):\\n\",\n              \"  palette = list(sns.palettes.mpl_palette('Dark2'))\\n\",\n              \"  xs = series['label']\\n\",\n              \"  ys = series['mean texture']\\n\",\n              \"  \\n\",\n              \"  plt.plot(xs, ys, label=series_name, color=palette[series_index % len(palette)])\\n\",\n              \"\\n\",\n              \"fig, ax = plt.subplots(figsize=(10, 5.2), layout='constrained')\\n\",\n              \"df_sorted = _df_9.sort_values('label', ascending=True)\\n\",\n              \"_plot_series(df_sorted, '')\\n\",\n              \"sns.despine(fig=fig, ax=ax)\\n\",\n              \"plt.xlabel('label')\\n\",\n              \"_ = plt.ylabel('mean texture')\"\n            ],\n            \"text/html\": [\n              \"      <div class=\\\"colab-quickchart-chart-with-code\\\" id=\\\"chart-e33f3f93-4e9b-4ff8-823f-b76e0c3c8fb3\\\">\\n\",\n              \"        <img style=\\\"width: 180px;\\\" src=\\\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA/MAAAITCAYAAABLz0yVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\n\",\n              \"bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\\n\",\n              \"AAAPYQGoP6dpAAAjI0lEQVR4nO3dfZBV9X348c9lVxdpZYnGBNp1WReWjBHLg7DlIWIloxjHBEYx\\n\",\n              \"hnRTOxVYyVjSxoyRxEzHX63UCZIamCmkNZjElKpIIY0ZGzEmykQDtm58aIOALA8JFhPjQmJZ2d3T\\n\",\n              \"PzLuzy0X3Bv37O539/WauTPcc87u/dyZ79yZN+ecu4Usy7IAAAAAkjGkrwcAAAAASiPmAQAAIDFi\\n\",\n              \"HgAAABIj5gEAACAxYh4AAAASI+YBAAAgMWIeAAAAEiPmAQAAIDFJxvxdd93V1yMAAABAn0ky5vfu\\n\",\n              \"3dvXIwAAAECfSTLmAQAAYDAT8wAAAJAYMQ8AAACJEfMAAACQGDEPAAAAiRHzAAAAkBgxDwAAAIkR\\n\",\n              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        \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"from matplotlib import pyplot as plt\\n\",\n              \"import seaborn as sns\\n\",\n              \"def _plot_series(series, series_name, series_index=0):\\n\",\n              \"  palette = list(sns.palettes.mpl_palette('Dark2'))\\n\",\n              \"  xs = series['label']\\n\",\n              \"  ys = series['mean perimeter']\\n\",\n              \"  \\n\",\n              \"  plt.plot(xs, ys, label=series_name, color=palette[series_index % len(palette)])\\n\",\n              \"\\n\",\n              \"fig, ax = plt.subplots(figsize=(10, 5.2), layout='constrained')\\n\",\n              \"df_sorted = _df_10.sort_values('label', ascending=True)\\n\",\n              \"_plot_series(df_sorted, '')\\n\",\n              \"sns.despine(fig=fig, ax=ax)\\n\",\n              \"plt.xlabel('label')\\n\",\n              \"_ = plt.ylabel('mean perimeter')\"\n            ],\n          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document.getElementById(\\\"chart-f2bbc291-e7c9-481b-86f3-ed72b5e6b8b3\\\");\\n\",\n              \"          async function getCodeForChartHandler(event) {\\n\",\n              \"            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\\n\",\n              \"                'getCodeForChart', [\\\"chart-f2bbc291-e7c9-481b-86f3-ed72b5e6b8b3\\\"], {});\\n\",\n              \"            const responseJson = chartCodeResponse.data['application/json'];\\n\",\n              \"            await google.colab.notebook.addCell(responseJson.code, 'code');\\n\",\n              \"          }\\n\",\n              \"          chartElement.onclick = getCodeForChartHandler;\\n\",\n              \"        })();\\n\",\n              \"      </script>\\n\",\n              \"      <style>\\n\",\n              \"        .colab-quickchart-chart-with-code  {\\n\",\n              \"            display: block;\\n\",\n              \"            float: left;\\n\",\n              \"            border: 1px solid transparent;\\n\",\n              \"        }\\n\",\n              \"\\n\",\n              \"        .colab-quickchart-chart-with-code:hover {\\n\",\n              \"            cursor: pointer;\\n\",\n              \"            border: 1px solid #aaa;\\n\",\n              \"        }\\n\",\n              \"      </style>\"\n            ]\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"from matplotlib import pyplot as plt\\n\",\n              \"import seaborn as sns\\n\",\n              \"def _plot_series(series, series_name, series_index=0):\\n\",\n              \"  palette = list(sns.palettes.mpl_palette('Dark2'))\\n\",\n              \"  xs = series['label']\\n\",\n              \"  ys = series['mean area']\\n\",\n              \"  \\n\",\n              \"  plt.plot(xs, ys, label=series_name, color=palette[series_index % len(palette)])\\n\",\n              \"\\n\",\n              \"fig, ax = plt.subplots(figsize=(10, 5.2), layout='constrained')\\n\",\n              \"df_sorted = _df_11.sort_values('label', ascending=True)\\n\",\n              \"_plot_series(df_sorted, '')\\n\",\n              \"sns.despine(fig=fig, ax=ax)\\n\",\n              \"plt.xlabel('label')\\n\",\n              \"_ = plt.ylabel('mean area')\"\n            ],\n            \"text/html\": [\n              \"      <div class=\\\"colab-quickchart-chart-with-code\\\" id=\\\"chart-063735ba-d666-4919-8c08-f535a0b069d8\\\">\\n\",\n              \"        <img style=\\\"width: 180px;\\\" src=\\\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA/MAAAITCAYAAABLz0yVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\n\",\n              \"bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\\n\",\n              \"AAAPYQGoP6dpAAAizklEQVR4nO3df6zV9X3H8dfhXgS1XJy0Cg4vV+TirFb8BUPYINrUumZW54+2\\n\",\n              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\"8nz605/OK6+8kj/7sz/rc+5LL72UyZMnD9rsALC7E/MAwHY6Ojpy0UUXZeXKlTn44IPz/PPPZ86c\\n\",\n              \"OTu9T6VSSbVazWGHHZb/+q//2m69vb29TtMCwPDjM/MAwHY2b96ckSNHZsKECalWq1myZMl25yxb\\n\",\n              \"tizJB5H+5JNP5k//9E8za9asrFu3Lo8++mjveatWrcr7778/aLMDwHDglXkAYDuf+9zn8rWvfS2H\\n\",\n              \"HXZYxo0bl1NPPXW7c7Zt25ajjjoqv/nNb3LjjTempaUlSfLggw/m29/+dr71rW+lq6srzc3Nuf/+\\n\",\n              \"+wd1fgDY3VWq1Wp1qIcAAAAAdp232QMAAEBhxDwAAAAURswDAABAYcQ8AAAAFEbMAwAAQGHEPAAA\\n\",\n              \"ABRGzAMAAEBhxDwAAAAURswDAABAYcQ8AAAAFOb/ADE3gF7LNf//AAAAAElFTkSuQmCC\\n\",\n              \"\\\">\\n\",\n              \"      </div>\\n\",\n              \"      <script type=\\\"text/javascript\\\">\\n\",\n              \"        (() => {\\n\",\n              \"          const chartElement = document.getElementById(\\\"chart-063735ba-d666-4919-8c08-f535a0b069d8\\\");\\n\",\n              \"          async function getCodeForChartHandler(event) {\\n\",\n              \"            const 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\"_df_12['mean radius'].plot(kind='line', figsize=(8, 4), title='mean radius')\\n\",\n              \"plt.gca().spines[['top', 'right']].set_visible(False)\"\n            ],\n            \"text/html\": [\n              \"      <div class=\\\"colab-quickchart-chart-with-code\\\" id=\\\"chart-f4587754-3500-4824-aa3b-2eb08840deab\\\">\\n\",\n              \"        <img style=\\\"width: 180px;\\\" src=\\\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAApcAAAFuCAYAAADUGTPdAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\n\",\n              \"bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\\n\",\n              \"AAAPYQGoP6dpAABOhUlEQVR4nO3deXhU9f3+/+dM9j2EEAJZycomyCoiq6xCW/eqrdZdXHEBF9T+\\n\",\n              \"Pv1+PgptRVywIrZWrW1dWqm2su+CirgAKmQnIQsJIYTs+8z5/ZEYTQElMMmZzNyP68p1yeRM5uY4\\n\",\n              \"DDfvc87rWAzDMBARERERcQCr2QFERERExHWoXIqIiIiIw6hcioiIiIjDqFyKiIiIiMOoXIqIiIiI\\n\",\n              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\"osN2zvYZ47LlMiIigpEjR/LXv/4VgHfffZfo6GiSkpI6bHf55Zfz73//m5KSEgzD4KWXXuLqq682\\n\",\n              \"I3K3ON39UlxcjN1uB6C6upoPPviAESNGdHteZ+Nu75fOcNf3zLJly3jzzTfZuHFjh3PGvm/27Nl8\\n\",\n              \"+eWXpKenA/Diiy+6/PvmdPZLaWlp+xXQjY2NrFq1yuXfMxUVFRw+fLj91++99x69e/cmLCysw3bu\\n\",\n              \"9llzuvvF3T5n7rjjDoqLi8nLyyMvL49x48bx8ssvc8cdd3TYzuk+Y0y7lKgbpKenG+PGjTOSk5ON\\n\",\n              \"UaNGGV999ZVhGIZx8803G++//377di+//LKRkJBgJCQkGDfddJPR1NRkVuRucTr7Zfny5cbgwYON\\n\",\n              \"YcOGGYMHDzb+53/+p/3KT1d12223GVFRUYaHh4cRERFhJCYmGoah94thnN6+ccf3TEFBgQEYCQkJ\\n\",\n              \"xvDhw43hw4cbY8eONQzDMH79618bK1asaN/2/fffN1JTU43ExETj4osvNioqKsyK3eVOd7+8++67\\n\",\n              \"xpAhQ9rfM3fffbfR0NBgZvQul5eXZ4wZM8YYOnSoMWzYMGPatGntExjc+bPmdPeLO37OfN/kyZPb\\n\",\n              \"rxZ35s8Y3VtcRERERBzGZQ+Li4iIiEj3U7kUEREREYdRuRQRERERh1G5FBERERGHUbkUEREREYdR\\n\",\n              \"uRQRERERh1G5FBERERGHUbkUEREREYdRuRQRERERh1G5FBERERGHUbkUEREREYf5/wEBLjvaRVD2\\n\",\n              \"dgAAAABJRU5ErkJggg==\\n\",\n              \"\\\">\\n\",\n              \"      </div>\\n\",\n              \"      <script type=\\\"text/javascript\\\">\\n\",\n              \"        (() => {\\n\",\n              \"          const chartElement = document.getElementById(\\\"chart-f4587754-3500-4824-aa3b-2eb08840deab\\\");\\n\",\n              \"          async function getCodeForChartHandler(event) {\\n\",\n              \"            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\\n\",\n              \"                'getCodeForChart', [\\\"chart-f4587754-3500-4824-aa3b-2eb08840deab\\\"], {});\\n\",\n              \"            const responseJson = chartCodeResponse.data['application/json'];\\n\",\n              \"            await google.colab.notebook.addCell(responseJson.code, 'code');\\n\",\n              \"          }\\n\",\n              \"          chartElement.onclick = getCodeForChartHandler;\\n\",\n              \"        })();\\n\",\n              \"      </script>\\n\",\n              \"      <style>\\n\",\n              \"        .colab-quickchart-chart-with-code  {\\n\",\n              \"            display: block;\\n\",\n              \"            float: left;\\n\",\n              \"            border: 1px solid transparent;\\n\",\n              \"        }\\n\",\n              \"\\n\",\n              \"        .colab-quickchart-chart-with-code:hover {\\n\",\n              \"            cursor: pointer;\\n\",\n              \"            border: 1px solid #aaa;\\n\",\n              \"        }\\n\",\n              \"      </style>\"\n            ]\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"from matplotlib import pyplot as plt\\n\",\n              \"_df_13['mean texture'].plot(kind='line', figsize=(8, 4), title='mean texture')\\n\",\n              \"plt.gca().spines[['top', 'right']].set_visible(False)\"\n            ],\n            \"text/html\": [\n              \"      <div class=\\\"colab-quickchart-chart-with-code\\\" id=\\\"chart-cafcc958-bae8-42df-a92c-5efa37123ea6\\\">\\n\",\n              \"        <img style=\\\"width: 180px;\\\" src=\\\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAApcAAAFuCAYAAADUGTPdAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\n\",\n              \"bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\\n\",\n              \"AAAPYQGoP6dpAABHPElEQVR4nO3dd3wUdf4G8Gd2k930nkB6SKOGFEhEEFARC4p0EURAQIoiIjbw\\n\",\n              \"UE9R0J/ISfEAPalKQCSgoiKCSDnRUJIQSiCFNAjpvWyyu/P7A8gRSCAhm8yW5/167etkMhuejOvm\\n\",\n              \"udn5fkYQRVEEEREREZEOyKQOQERERETGg+WSiIiIiHSG5ZKIiIiIdIblkoiIiIh0huWSiIiIiHSG\\n\",\n              \"5ZKIiIiIdIblkoiIiIh0huWSiIiIiHSG5ZKIiIiIdIblkoiIiIh0huWSiEiHNmzYAC8vL51+z/T0\\n\",\n              \"dAiCgJSUFJ1+XyKitsBySURkIjQaDbRardQxiMjIsVwSkUG4//778dJLL2Hs2LGws7ODl5cXtm7d\\n\",\n              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google.colab.kernel.invokeFunction(\\n\",\n              \"                'getCodeForChart', [\\\"chart-cafcc958-bae8-42df-a92c-5efa37123ea6\\\"], {});\\n\",\n              \"            const responseJson = chartCodeResponse.data['application/json'];\\n\",\n              \"            await google.colab.notebook.addCell(responseJson.code, 'code');\\n\",\n              \"          }\\n\",\n              \"          chartElement.onclick = getCodeForChartHandler;\\n\",\n              \"        })();\\n\",\n              \"      </script>\\n\",\n              \"      <style>\\n\",\n              \"        .colab-quickchart-chart-with-code  {\\n\",\n              \"            display: block;\\n\",\n              \"            float: left;\\n\",\n              \"            border: 1px solid transparent;\\n\",\n              \"        }\\n\",\n              \"\\n\",\n              \"        .colab-quickchart-chart-with-code:hover {\\n\",\n              \"            cursor: pointer;\\n\",\n              \"            border: 1px solid #aaa;\\n\",\n              \"        }\\n\",\n              \"      </style>\"\n            ]\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"from matplotlib import pyplot as plt\\n\",\n              \"_df_14['mean perimeter'].plot(kind='line', figsize=(8, 4), title='mean perimeter')\\n\",\n              \"plt.gca().spines[['top', 'right']].set_visible(False)\"\n            ],\n            \"text/html\": [\n              \"      <div class=\\\"colab-quickchart-chart-with-code\\\" id=\\\"chart-369f661e-051d-482f-878d-2dd26381d1b2\\\">\\n\",\n              \"        <img style=\\\"width: 180px;\\\" src=\\\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAp4AAAFuCAYAAAAoDBgXAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\n\",\n              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   \"            await google.colab.notebook.addCell(responseJson.code, 'code');\\n\",\n              \"          }\\n\",\n              \"          chartElement.onclick = getCodeForChartHandler;\\n\",\n              \"        })();\\n\",\n              \"      </script>\\n\",\n              \"      <style>\\n\",\n              \"        .colab-quickchart-chart-with-code  {\\n\",\n              \"            display: block;\\n\",\n              \"            float: left;\\n\",\n              \"            border: 1px solid transparent;\\n\",\n              \"        }\\n\",\n              \"\\n\",\n              \"        .colab-quickchart-chart-with-code:hover {\\n\",\n              \"            cursor: pointer;\\n\",\n              \"            border: 1px solid #aaa;\\n\",\n              \"        }\\n\",\n              \"      </style>\"\n            ]\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"from matplotlib import pyplot as plt\\n\",\n              \"_df_15['mean area'].plot(kind='line', figsize=(8, 4), title='mean area')\\n\",\n              \"plt.gca().spines[['top', 'right']].set_visible(False)\"\n            ],\n            \"text/html\": [\n              \"      <div class=\\\"colab-quickchart-chart-with-code\\\" id=\\\"chart-d9a72f73-aa00-4d95-b167-c3fe8a739258\\\">\\n\",\n              \"        <img style=\\\"width: 180px;\\\" src=\\\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAqUAAAFuCAYAAAC4H2HYAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\n\",\n              \"bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\\n\",\n              \"AAAPYQGoP6dpAABRmUlEQVR4nO3dd3hUZeL28e9MOqkkIRAIIaQBoYN0KVIFRdfuFl3X3guW1dXV\\n\",\n              \"dd132f0JWHAV3V37WrCugAhKF1BA6SWkEJJAII30Opnz/jFsdlFASpJnkrk/1zXXBTknM/cchsmd\\n\",\n              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google.colab.kernel.invokeFunction(\\n\",\n              \"                'getCodeForChart', [\\\"chart-d9a72f73-aa00-4d95-b167-c3fe8a739258\\\"], {});\\n\",\n              \"            const responseJson = chartCodeResponse.data['application/json'];\\n\",\n              \"            await google.colab.notebook.addCell(responseJson.code, 'code');\\n\",\n              \"          }\\n\",\n              \"          chartElement.onclick = getCodeForChartHandler;\\n\",\n              \"        })();\\n\",\n              \"      </script>\\n\",\n              \"      <style>\\n\",\n              \"        .colab-quickchart-chart-with-code  {\\n\",\n              \"            display: block;\\n\",\n              \"            float: left;\\n\",\n              \"            border: 1px solid transparent;\\n\",\n              \"        }\\n\",\n              \"\\n\",\n              \"        .colab-quickchart-chart-with-code:hover {\\n\",\n              \"            cursor: pointer;\\n\",\n              \"            border: 1px solid #aaa;\\n\",\n              \"        }\\n\",\n              \"      </style>\"\n            ]\n          },\n          \"metadata\": {}\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"breast_dataset['label'].replace(0, 'Benign',inplace=True)\\n\",\n        \"breast_dataset['label'].replace(1, 'Malignant',inplace=True)\\n\",\n        \"breast_dataset.tail()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 270\n        },\n        \"id\": \"ya9tqHwP13Rx\",\n        \"outputId\": \"f563aea3-5834-4aa8-9e24-7b9c6362ccd1\"\n      },\n      \"execution_count\": 8,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"     mean radius  mean texture  mean perimeter  mean area  mean smoothness  \\\\\\n\",\n              \"564        21.56         22.39          142.00     1479.0          0.11100   \\n\",\n              \"565        20.13         28.25          131.20     1261.0          0.09780   \\n\",\n              \"566        16.60         28.08          108.30      858.1          0.08455   \\n\",\n              \"567        20.60         29.33          140.10     1265.0          0.11780   \\n\",\n              \"568         7.76         24.54           47.92      181.0          0.05263   \\n\",\n              \"\\n\",\n              \"     mean compactness  mean concavity  mean concave points  mean symmetry  \\\\\\n\",\n              \"564           0.11590         0.24390              0.13890         0.1726   \\n\",\n              \"565           0.10340         0.14400              0.09791         0.1752   \\n\",\n              \"566           0.10230         0.09251              0.05302         0.1590   \\n\",\n              \"567           0.27700         0.35140              0.15200         0.2397   \\n\",\n              \"568           0.04362         0.00000              0.00000         0.1587   \\n\",\n              \"\\n\",\n              \"     mean fractal dimension  ...  worst texture  worst perimeter  worst area  \\\\\\n\",\n              \"564                 0.05623  ...          26.40           166.10      2027.0   \\n\",\n              \"565                 0.05533  ...          38.25           155.00      1731.0   \\n\",\n              \"566                 0.05648  ...          34.12           126.70      1124.0   \\n\",\n              \"567                 0.07016  ...          39.42           184.60      1821.0   \\n\",\n              \"568                 0.05884  ...          30.37            59.16       268.6   \\n\",\n              \"\\n\",\n              \"     worst smoothness  worst compactness  worst concavity  \\\\\\n\",\n              \"564           0.14100            0.21130           0.4107   \\n\",\n              \"565           0.11660            0.19220           0.3215   \\n\",\n              \"566           0.11390            0.30940           0.3403   \\n\",\n              \"567           0.16500            0.86810           0.9387   \\n\",\n              \"568           0.08996            0.06444           0.0000   \\n\",\n              \"\\n\",\n              \"     worst concave points  worst symmetry  worst fractal dimension      label  \\n\",\n              \"564                0.2216          0.2060                  0.07115     Benign  \\n\",\n              \"565                0.1628          0.2572                  0.06637     Benign  \\n\",\n              \"566                0.1418          0.2218                  0.07820     Benign  \\n\",\n              \"567                0.2650          0.4087                  0.12400     Benign  \\n\",\n              \"568                0.0000          0.2871                  0.07039  Malignant  \\n\",\n              \"\\n\",\n              \"[5 rows x 31 columns]\"\n            ],\n            \"text/html\": [\n              \"\\n\",\n              \"  <div id=\\\"df-af92babf-aa38-4fd3-af04-620ffad30643\\\" class=\\\"colab-df-container\\\">\\n\",\n              \"    <div>\\n\",\n              \"<style scoped>\\n\",\n              \"    .dataframe tbody tr th:only-of-type {\\n\",\n              \"        vertical-align: middle;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .dataframe tbody tr th {\\n\",\n              \"        vertical-align: top;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .dataframe thead th {\\n\",\n              \"        text-align: right;\\n\",\n              \"    }\\n\",\n              \"</style>\\n\",\n              \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n              \"  <thead>\\n\",\n              \"    <tr style=\\\"text-align: right;\\\">\\n\",\n              \"      <th></th>\\n\",\n              \"      <th>mean radius</th>\\n\",\n              \"      <th>mean texture</th>\\n\",\n              \"      <th>mean perimeter</th>\\n\",\n              \"      <th>mean area</th>\\n\",\n              \"      <th>mean smoothness</th>\\n\",\n              \"      <th>mean compactness</th>\\n\",\n              \"      <th>mean concavity</th>\\n\",\n              \"      <th>mean concave points</th>\\n\",\n              \"      <th>mean symmetry</th>\\n\",\n              \"      <th>mean fractal dimension</th>\\n\",\n              \"      <th>...</th>\\n\",\n              \"      <th>worst texture</th>\\n\",\n              \"      <th>worst perimeter</th>\\n\",\n              \"      <th>worst area</th>\\n\",\n              \"      <th>worst smoothness</th>\\n\",\n              \"      <th>worst compactness</th>\\n\",\n              \"      <th>worst concavity</th>\\n\",\n              \"      <th>worst concave points</th>\\n\",\n              \"      <th>worst symmetry</th>\\n\",\n              \"      <th>worst fractal dimension</th>\\n\",\n              \"      <th>label</th>\\n\",\n              \"    </tr>\\n\",\n              \"  </thead>\\n\",\n              \"  <tbody>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>564</th>\\n\",\n              \"      <td>21.56</td>\\n\",\n              \"      <td>22.39</td>\\n\",\n              \"      <td>142.00</td>\\n\",\n              \"      <td>1479.0</td>\\n\",\n              \"      <td>0.11100</td>\\n\",\n              \"      <td>0.11590</td>\\n\",\n              \"      <td>0.24390</td>\\n\",\n              \"      <td>0.13890</td>\\n\",\n              \"      <td>0.1726</td>\\n\",\n              \"      <td>0.05623</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>26.40</td>\\n\",\n              \"      <td>166.10</td>\\n\",\n              \"      <td>2027.0</td>\\n\",\n              \"      <td>0.14100</td>\\n\",\n              \"      <td>0.21130</td>\\n\",\n              \"      <td>0.4107</td>\\n\",\n              \"      <td>0.2216</td>\\n\",\n              \"      <td>0.2060</td>\\n\",\n              \"      <td>0.07115</td>\\n\",\n              \"      <td>Benign</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>565</th>\\n\",\n              \"      <td>20.13</td>\\n\",\n              \"      <td>28.25</td>\\n\",\n              \"      <td>131.20</td>\\n\",\n              \"      <td>1261.0</td>\\n\",\n              \"      <td>0.09780</td>\\n\",\n              \"      <td>0.10340</td>\\n\",\n              \"      <td>0.14400</td>\\n\",\n              \"      <td>0.09791</td>\\n\",\n              \"      <td>0.1752</td>\\n\",\n              \"      <td>0.05533</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>38.25</td>\\n\",\n              \"      <td>155.00</td>\\n\",\n              \"      <td>1731.0</td>\\n\",\n              \"      <td>0.11660</td>\\n\",\n              \"      <td>0.19220</td>\\n\",\n              \"      <td>0.3215</td>\\n\",\n              \"      <td>0.1628</td>\\n\",\n              \"      <td>0.2572</td>\\n\",\n              \"      <td>0.06637</td>\\n\",\n              \"      <td>Benign</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>566</th>\\n\",\n              \"      <td>16.60</td>\\n\",\n              \"      <td>28.08</td>\\n\",\n              \"      <td>108.30</td>\\n\",\n              \"      <td>858.1</td>\\n\",\n              \"      <td>0.08455</td>\\n\",\n              \"      <td>0.10230</td>\\n\",\n              \"      <td>0.09251</td>\\n\",\n              \"      <td>0.05302</td>\\n\",\n              \"      <td>0.1590</td>\\n\",\n              \"      <td>0.05648</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>34.12</td>\\n\",\n              \"      <td>126.70</td>\\n\",\n              \"      <td>1124.0</td>\\n\",\n              \"      <td>0.11390</td>\\n\",\n              \"      <td>0.30940</td>\\n\",\n              \"      <td>0.3403</td>\\n\",\n              \"      <td>0.1418</td>\\n\",\n              \"      <td>0.2218</td>\\n\",\n              \"      <td>0.07820</td>\\n\",\n              \"      <td>Benign</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>567</th>\\n\",\n              \"      <td>20.60</td>\\n\",\n              \"      <td>29.33</td>\\n\",\n              \"      <td>140.10</td>\\n\",\n              \"      <td>1265.0</td>\\n\",\n              \"      <td>0.11780</td>\\n\",\n              \"      <td>0.27700</td>\\n\",\n              \"      <td>0.35140</td>\\n\",\n              \"      <td>0.15200</td>\\n\",\n              \"      <td>0.2397</td>\\n\",\n              \"      <td>0.07016</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>39.42</td>\\n\",\n              \"      <td>184.60</td>\\n\",\n              \"      <td>1821.0</td>\\n\",\n              \"      <td>0.16500</td>\\n\",\n              \"      <td>0.86810</td>\\n\",\n              \"      <td>0.9387</td>\\n\",\n              \"      <td>0.2650</td>\\n\",\n              \"      <td>0.4087</td>\\n\",\n              \"      <td>0.12400</td>\\n\",\n              \"      <td>Benign</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>568</th>\\n\",\n              \"      <td>7.76</td>\\n\",\n              \"      <td>24.54</td>\\n\",\n              \"      <td>47.92</td>\\n\",\n              \"      <td>181.0</td>\\n\",\n              \"      <td>0.05263</td>\\n\",\n              \"      <td>0.04362</td>\\n\",\n              \"      <td>0.00000</td>\\n\",\n              \"      <td>0.00000</td>\\n\",\n              \"      <td>0.1587</td>\\n\",\n              \"      <td>0.05884</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>30.37</td>\\n\",\n              \"      <td>59.16</td>\\n\",\n              \"      <td>268.6</td>\\n\",\n              \"      <td>0.08996</td>\\n\",\n              \"      <td>0.06444</td>\\n\",\n              \"      <td>0.0000</td>\\n\",\n              \"      <td>0.0000</td>\\n\",\n              \"      <td>0.2871</td>\\n\",\n              \"      <td>0.07039</td>\\n\",\n              \"      <td>Malignant</td>\\n\",\n              \"    </tr>\\n\",\n              \"  </tbody>\\n\",\n              \"</table>\\n\",\n              \"<p>5 rows × 31 columns</p>\\n\",\n              \"</div>\\n\",\n              \"    <div class=\\\"colab-df-buttons\\\">\\n\",\n              \"\\n\",\n              \"  <div class=\\\"colab-df-container\\\">\\n\",\n              \"    <button class=\\\"colab-df-convert\\\" onclick=\\\"convertToInteractive('df-af92babf-aa38-4fd3-af04-620ffad30643')\\\"\\n\",\n              \"            title=\\\"Convert this dataframe to an interactive 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 \"    [theme=dark] .colab-df-convert:hover {\\n\",\n              \"      background-color: #434B5C;\\n\",\n              \"      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\\n\",\n              \"      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\\n\",\n              \"      fill: #FFFFFF;\\n\",\n              \"    }\\n\",\n              \"  </style>\\n\",\n              \"\\n\",\n              \"    <script>\\n\",\n              \"      const buttonEl =\\n\",\n              \"        document.querySelector('#df-af92babf-aa38-4fd3-af04-620ffad30643 button.colab-df-convert');\\n\",\n              \"      buttonEl.style.display =\\n\",\n              \"        google.colab.kernel.accessAllowed ? 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transparent;\\n\",\n              \"    border-bottom-color: var(--fill-color);\\n\",\n              \"    animation:\\n\",\n              \"      spin 1s steps(1) infinite;\\n\",\n              \"  }\\n\",\n              \"\\n\",\n              \"  @keyframes spin {\\n\",\n              \"    0% {\\n\",\n              \"      border-color: transparent;\\n\",\n              \"      border-bottom-color: var(--fill-color);\\n\",\n              \"      border-left-color: var(--fill-color);\\n\",\n              \"    }\\n\",\n              \"    20% {\\n\",\n              \"      border-color: transparent;\\n\",\n              \"      border-left-color: var(--fill-color);\\n\",\n              \"      border-top-color: var(--fill-color);\\n\",\n              \"    }\\n\",\n              \"    30% {\\n\",\n              \"      border-color: transparent;\\n\",\n              \"      border-left-color: var(--fill-color);\\n\",\n              \"      border-top-color: 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quickchartButtonEl.classList.add('colab-df-quickchart-complete');\\n\",\n              \"    }\\n\",\n              \"    (() => {\\n\",\n              \"      let quickchartButtonEl =\\n\",\n              \"        document.querySelector('#df-bea92c2f-2992-4a3d-9bf1-4d3b794d4e94 button');\\n\",\n              \"      quickchartButtonEl.style.display =\\n\",\n              \"        google.colab.kernel.accessAllowed ? 'block' : 'none';\\n\",\n              \"    })();\\n\",\n              \"  </script>\\n\",\n              \"</div>\\n\",\n              \"\\n\",\n              \"    </div>\\n\",\n              \"  </div>\\n\"\n            ],\n            \"application/vnd.google.colaboratory.intrinsic+json\": {\n              \"type\": \"dataframe\"\n            }\n          },\n          \"metadata\": {},\n          \"execution_count\": 8\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"#veri görselleştirme\\n\",\n        \"from sklearn.preprocessing import StandardScaler\\n\",\n        \"x = breast_dataset.loc[:, features].values\\n\",\n        \"x = StandardScaler().fit_transform(x) # normalizing the features\"\n      ],\n      \"metadata\": {\n        \"id\": \"vNVn_L_C17op\"\n      },\n      \"execution_count\": 9,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"x.shape\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"p-d6x2Ln4wbt\",\n        \"outputId\": \"53f3b5c9-e93e-4028-f944-c4aceb123744\"\n      },\n      \"execution_count\": 10,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"(569, 30)\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 10\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"np.mean(x),np.std(x)\\n\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"w1cx7gHL4ycZ\",\n        \"outputId\": \"e3910306-8627-4f47-f47f-6f9c397d6ecd\"\n      },\n      \"execution_count\": 11,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"(-6.826538293184326e-17, 1.0)\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 11\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"feat_cols = ['feature'+str(i) for i in range(x.shape[1])]\\n\",\n        \"normalised_breast = pd.DataFrame(x,columns=feat_cols)\\n\",\n        \"normalised_breast.tail()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 236\n        },\n        \"id\": \"bOaYV7B94zpx\",\n        \"outputId\": \"b7b8b324-65ae-444d-cf94-74bf187ad6f1\"\n      },\n      \"execution_count\": 12,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"     feature0  feature1  feature2  feature3  feature4  feature5  feature6  \\\\\\n\",\n              \"564  2.110995  0.721473  2.060786  2.343856  1.041842  0.219060  1.947285   \\n\",\n              \"565  1.704854  2.085134  1.615931  1.723842  0.102458 -0.017833  0.693043   \\n\",\n              \"566  0.702284  2.045574  0.672676  0.577953 -0.840484 -0.038680  0.046588   \\n\",\n              \"567  1.838341  2.336457  1.982524  1.735218  1.525767  3.272144  3.296944   \\n\",\n              \"568 -1.808401  1.221792 -1.814389 -1.347789 -3.112085 -1.150752 -1.114873   \\n\",\n              \"\\n\",\n              \"     feature7  feature8  feature9  ...  feature20  feature21  feature22  \\\\\\n\",\n              \"564  2.320965 -0.312589 -0.931027  ...   1.901185   0.117700   1.752563   \\n\",\n              \"565  1.263669 -0.217664 -1.058611  ...   1.536720   2.047399   1.421940   \\n\",\n              \"566  0.105777 -0.809117 -0.895587  ...   0.561361   1.374854   0.579001   \\n\",\n              \"567  2.658866  2.137194  1.043695  ...   1.961239   2.237926   2.303601   \\n\",\n              \"568 -1.261820 -0.820070 -0.561032  ...  -1.410893   0.764190  -1.432735   \\n\",\n              \"\\n\",\n              \"     feature23  feature24  feature25  feature26  feature27  feature28  \\\\\\n\",\n              \"564   2.015301   0.378365  -0.273318   0.664512   1.629151  -1.360158   \\n\",\n              \"565   1.494959  -0.691230  -0.394820   0.236573   0.733827  -0.531855   \\n\",\n              \"566   0.427906  -0.809587   0.350735   0.326767   0.414069  -1.104549   \\n\",\n              \"567   1.653171   1.430427   3.904848   3.197605   2.289985   1.919083   \\n\",\n              \"568  -1.075813  -1.859019  -1.207552  -1.305831  -1.745063  -0.048138   \\n\",\n              \"\\n\",\n              \"     feature29  \\n\",\n              \"564  -0.709091  \\n\",\n              \"565  -0.973978  \\n\",\n              \"566  -0.318409  \\n\",\n              \"567   2.219635  \\n\",\n              \"568  -0.751207  \\n\",\n              \"\\n\",\n              \"[5 rows x 30 columns]\"\n            ],\n            \"text/html\": [\n              \"\\n\",\n              \"  <div id=\\\"df-06ff4773-ff0d-4f67-9cec-7fe2effb2154\\\" class=\\\"colab-df-container\\\">\\n\",\n              \"    <div>\\n\",\n              \"<style scoped>\\n\",\n              \"    .dataframe tbody tr th:only-of-type {\\n\",\n              \"        vertical-align: middle;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .dataframe tbody tr th {\\n\",\n              \"        vertical-align: top;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .dataframe thead th {\\n\",\n              \"        text-align: right;\\n\",\n              \"    }\\n\",\n              \"</style>\\n\",\n              \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n              \"  <thead>\\n\",\n              \"    <tr style=\\\"text-align: right;\\\">\\n\",\n              \"      <th></th>\\n\",\n              \"      <th>feature0</th>\\n\",\n              \"      <th>feature1</th>\\n\",\n              \"      <th>feature2</th>\\n\",\n              \"      <th>feature3</th>\\n\",\n              \"      <th>feature4</th>\\n\",\n              \"      <th>feature5</th>\\n\",\n              \"      <th>feature6</th>\\n\",\n              \"      <th>feature7</th>\\n\",\n              \"      <th>feature8</th>\\n\",\n              \"      <th>feature9</th>\\n\",\n              \"      <th>...</th>\\n\",\n              \"      <th>feature20</th>\\n\",\n              \"      <th>feature21</th>\\n\",\n              \"      <th>feature22</th>\\n\",\n              \"      <th>feature23</th>\\n\",\n              \"      <th>feature24</th>\\n\",\n              \"      <th>feature25</th>\\n\",\n              \"      <th>feature26</th>\\n\",\n              \"      <th>feature27</th>\\n\",\n              \"      <th>feature28</th>\\n\",\n              \"      <th>feature29</th>\\n\",\n              \"    </tr>\\n\",\n              \"  </thead>\\n\",\n              \"  <tbody>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>564</th>\\n\",\n              \"      <td>2.110995</td>\\n\",\n              \"      <td>0.721473</td>\\n\",\n              \"      <td>2.060786</td>\\n\",\n              \"      <td>2.343856</td>\\n\",\n              \"      <td>1.041842</td>\\n\",\n              \"      <td>0.219060</td>\\n\",\n              \"      <td>1.947285</td>\\n\",\n              \"      <td>2.320965</td>\\n\",\n              \"      <td>-0.312589</td>\\n\",\n              \"      <td>-0.931027</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>1.901185</td>\\n\",\n              \"      <td>0.117700</td>\\n\",\n              \"      <td>1.752563</td>\\n\",\n              \"      <td>2.015301</td>\\n\",\n              \"      <td>0.378365</td>\\n\",\n              \"      <td>-0.273318</td>\\n\",\n              \"      <td>0.664512</td>\\n\",\n              \"      <td>1.629151</td>\\n\",\n              \"      <td>-1.360158</td>\\n\",\n              \"      <td>-0.709091</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>565</th>\\n\",\n              \"      <td>1.704854</td>\\n\",\n              \"      <td>2.085134</td>\\n\",\n              \"      <td>1.615931</td>\\n\",\n              \"      <td>1.723842</td>\\n\",\n              \"      <td>0.102458</td>\\n\",\n              \"      <td>-0.017833</td>\\n\",\n              \"      <td>0.693043</td>\\n\",\n              \"      <td>1.263669</td>\\n\",\n              \"      <td>-0.217664</td>\\n\",\n              \"      <td>-1.058611</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>1.536720</td>\\n\",\n              \"      <td>2.047399</td>\\n\",\n              \"      <td>1.421940</td>\\n\",\n              \"      <td>1.494959</td>\\n\",\n              \"      <td>-0.691230</td>\\n\",\n              \"      <td>-0.394820</td>\\n\",\n              \"      <td>0.236573</td>\\n\",\n              \"      <td>0.733827</td>\\n\",\n              \"      <td>-0.531855</td>\\n\",\n              \"      <td>-0.973978</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>566</th>\\n\",\n              \"      <td>0.702284</td>\\n\",\n              \"      <td>2.045574</td>\\n\",\n              \"      <td>0.672676</td>\\n\",\n              \"      <td>0.577953</td>\\n\",\n              \"      <td>-0.840484</td>\\n\",\n              \"      <td>-0.038680</td>\\n\",\n              \"      <td>0.046588</td>\\n\",\n              \"      <td>0.105777</td>\\n\",\n              \"      <td>-0.809117</td>\\n\",\n              \"      <td>-0.895587</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>0.561361</td>\\n\",\n              \"      <td>1.374854</td>\\n\",\n              \"      <td>0.579001</td>\\n\",\n              \"      <td>0.427906</td>\\n\",\n              \"      <td>-0.809587</td>\\n\",\n              \"      <td>0.350735</td>\\n\",\n              \"      <td>0.326767</td>\\n\",\n              \"      <td>0.414069</td>\\n\",\n              \"      <td>-1.104549</td>\\n\",\n              \"      <td>-0.318409</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>567</th>\\n\",\n              \"      <td>1.838341</td>\\n\",\n              \"      <td>2.336457</td>\\n\",\n              \"      <td>1.982524</td>\\n\",\n              \"      <td>1.735218</td>\\n\",\n              \"      <td>1.525767</td>\\n\",\n              \"      <td>3.272144</td>\\n\",\n              \"      <td>3.296944</td>\\n\",\n              \"      <td>2.658866</td>\\n\",\n              \"      <td>2.137194</td>\\n\",\n              \"      <td>1.043695</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>1.961239</td>\\n\",\n              \"      <td>2.237926</td>\\n\",\n              \"      <td>2.303601</td>\\n\",\n              \"      <td>1.653171</td>\\n\",\n              \"      <td>1.430427</td>\\n\",\n              \"      <td>3.904848</td>\\n\",\n              \"      <td>3.197605</td>\\n\",\n              \"      <td>2.289985</td>\\n\",\n              \"      <td>1.919083</td>\\n\",\n              \"      <td>2.219635</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>568</th>\\n\",\n              \"      <td>-1.808401</td>\\n\",\n              \"      <td>1.221792</td>\\n\",\n              \"      <td>-1.814389</td>\\n\",\n              \"      <td>-1.347789</td>\\n\",\n              \"      <td>-3.112085</td>\\n\",\n              \"      <td>-1.150752</td>\\n\",\n              \"      <td>-1.114873</td>\\n\",\n              \"      <td>-1.261820</td>\\n\",\n              \"      <td>-0.820070</td>\\n\",\n              \"      <td>-0.561032</td>\\n\",\n              \"      <td>...</td>\\n\",\n              \"      <td>-1.410893</td>\\n\",\n              \"      <td>0.764190</td>\\n\",\n              \"      <td>-1.432735</td>\\n\",\n              \"      <td>-1.075813</td>\\n\",\n              \"      <td>-1.859019</td>\\n\",\n              \"      <td>-1.207552</td>\\n\",\n              \"      <td>-1.305831</td>\\n\",\n              \"      <td>-1.745063</td>\\n\",\n              \"      <td>-0.048138</td>\\n\",\n              \"      <td>-0.751207</td>\\n\",\n              \"    </tr>\\n\",\n              \"  </tbody>\\n\",\n              \"</table>\\n\",\n              \"<p>5 rows × 30 columns</p>\\n\",\n              \"</div>\\n\",\n              \"    <div class=\\\"colab-df-buttons\\\">\\n\",\n              \"\\n\",\n              \"  <div class=\\\"colab-df-container\\\">\\n\",\n              \"    <button class=\\\"colab-df-convert\\\" 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             \"      background-color: #E8F0FE;\\n\",\n              \"      border: none;\\n\",\n              \"      border-radius: 50%;\\n\",\n              \"      cursor: pointer;\\n\",\n              \"      display: none;\\n\",\n              \"      fill: #1967D2;\\n\",\n              \"      height: 32px;\\n\",\n              \"      padding: 0 0 0 0;\\n\",\n              \"      width: 32px;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .colab-df-convert:hover {\\n\",\n              \"      background-color: #E2EBFA;\\n\",\n              \"      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\\n\",\n              \"      fill: #174EA6;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .colab-df-buttons div {\\n\",\n              \"      margin-bottom: 4px;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    [theme=dark] .colab-df-convert 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transparent;\\n\",\n              \"    border-bottom-color: var(--fill-color);\\n\",\n              \"    animation:\\n\",\n              \"      spin 1s steps(1) infinite;\\n\",\n              \"  }\\n\",\n              \"\\n\",\n              \"  @keyframes spin {\\n\",\n              \"    0% {\\n\",\n              \"      border-color: transparent;\\n\",\n              \"      border-bottom-color: var(--fill-color);\\n\",\n              \"      border-left-color: var(--fill-color);\\n\",\n              \"    }\\n\",\n              \"    20% {\\n\",\n              \"      border-color: transparent;\\n\",\n              \"      border-left-color: var(--fill-color);\\n\",\n              \"      border-top-color: var(--fill-color);\\n\",\n              \"    }\\n\",\n              \"    30% {\\n\",\n              \"      border-color: transparent;\\n\",\n              \"      border-left-color: var(--fill-color);\\n\",\n              \"      border-top-color: 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}\\n\",\n              \"  }\\n\",\n              \"</style>\\n\",\n              \"\\n\",\n              \"  <script>\\n\",\n              \"    async function quickchart(key) {\\n\",\n              \"      const quickchartButtonEl =\\n\",\n              \"        document.querySelector('#' + key + ' button');\\n\",\n              \"      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\\n\",\n              \"      quickchartButtonEl.classList.add('colab-df-spinner');\\n\",\n              \"      try {\\n\",\n              \"        const charts = await google.colab.kernel.invokeFunction(\\n\",\n              \"            'suggestCharts', [key], {});\\n\",\n              \"      } catch (error) {\\n\",\n              \"        console.error('Error during call to suggestCharts:', error);\\n\",\n              \"      }\\n\",\n              \"      quickchartButtonEl.classList.remove('colab-df-spinner');\\n\",\n              \"      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'block' : 'none';\\n\",\n              \"    })();\\n\",\n              \"  </script>\\n\",\n              \"</div>\\n\",\n              \"\\n\",\n              \"    </div>\\n\",\n              \"  </div>\\n\"\n            ],\n            \"application/vnd.google.colaboratory.intrinsic+json\": {\n              \"type\": \"dataframe\"\n            }\n          },\n          \"metadata\": {},\n          \"execution_count\": 12\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"from sklearn.decomposition import PCA\\n\",\n        \"pca_breast = PCA(n_components=2)\\n\",\n        \"principalComponents_breast = pca_breast.fit_transform(x)\"\n      ],\n      \"metadata\": {\n        \"id\": \"xNLAkLlV42tV\"\n      },\n      \"execution_count\": 13,\n      \"outputs\": []\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"principal_breast_Df = pd.DataFrame(data = principalComponents_breast\\n\",\n        \"             , columns = ['PCA-1', 'PCA-2'])\\n\",\n        \"principal_breast_Df.tail()\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 206\n        },\n        \"id\": \"vtIMQoeK45YL\",\n        \"outputId\": \"6a3f9dd4-f175-4c64-a1a5-d1facd70b84e\"\n      },\n      \"execution_count\": 26,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"         PCA-1     PCA-2\\n\",\n              \"564   6.439315 -3.576817\\n\",\n              \"565   3.793382 -3.584048\\n\",\n              \"566   1.256179 -1.902297\\n\",\n              \"567  10.374794  1.672010\\n\",\n              \"568  -5.475243 -0.670637\"\n            ],\n            \"text/html\": [\n              \"\\n\",\n              \"  <div id=\\\"df-b5bd0fde-1821-44fa-a0a0-0c6ce9313863\\\" class=\\\"colab-df-container\\\">\\n\",\n              \"    <div>\\n\",\n              \"<style scoped>\\n\",\n              \"    .dataframe tbody tr th:only-of-type {\\n\",\n              \"        vertical-align: middle;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .dataframe tbody tr th {\\n\",\n              \"        vertical-align: top;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .dataframe thead th {\\n\",\n              \"        text-align: right;\\n\",\n              \"    }\\n\",\n              \"</style>\\n\",\n              \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n              \"  <thead>\\n\",\n              \"    <tr style=\\\"text-align: right;\\\">\\n\",\n              \"      <th></th>\\n\",\n              \"      <th>PCA-1</th>\\n\",\n              \"      <th>PCA-2</th>\\n\",\n              \"    </tr>\\n\",\n              \"  </thead>\\n\",\n              \"  <tbody>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>564</th>\\n\",\n              \"      <td>6.439315</td>\\n\",\n              \"      <td>-3.576817</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>565</th>\\n\",\n              \"      <td>3.793382</td>\\n\",\n              \"      <td>-3.584048</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>566</th>\\n\",\n              \"      <td>1.256179</td>\\n\",\n              \"      <td>-1.902297</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>567</th>\\n\",\n              \"      <td>10.374794</td>\\n\",\n              \"      <td>1.672010</td>\\n\",\n              \"    </tr>\\n\",\n              \"    <tr>\\n\",\n              \"      <th>568</th>\\n\",\n              \"      <td>-5.475243</td>\\n\",\n              \"      <td>-0.670637</td>\\n\",\n              \"    </tr>\\n\",\n              \"  </tbody>\\n\",\n              \"</table>\\n\",\n              \"</div>\\n\",\n              \"    <div class=\\\"colab-df-buttons\\\">\\n\",\n              \"\\n\",\n              \"  <div class=\\\"colab-df-container\\\">\\n\",\n              \"    <button class=\\\"colab-df-convert\\\" onclick=\\\"convertToInteractive('df-b5bd0fde-1821-44fa-a0a0-0c6ce9313863')\\\"\\n\",\n              \"            title=\\\"Convert this dataframe to an interactive table.\\\"\\n\",\n              \"            style=\\\"display:none;\\\">\\n\",\n              \"\\n\",\n              \"  <svg xmlns=\\\"http://www.w3.org/2000/svg\\\" height=\\\"24px\\\" viewBox=\\\"0 -960 960 960\\\">\\n\",\n              \"    <path d=\\\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\\\"/>\\n\",\n              \"  </svg>\\n\",\n              \"    </button>\\n\",\n              \"\\n\",\n              \"  <style>\\n\",\n              \"    .colab-df-container {\\n\",\n              \"      display:flex;\\n\",\n              \"      gap: 12px;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .colab-df-convert {\\n\",\n              \"      background-color: #E8F0FE;\\n\",\n              \"      border: none;\\n\",\n              \"      border-radius: 50%;\\n\",\n              \"      cursor: pointer;\\n\",\n              \"      display: none;\\n\",\n              \"      fill: #1967D2;\\n\",\n              \"      height: 32px;\\n\",\n              \"      padding: 0 0 0 0;\\n\",\n              \"      width: 32px;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .colab-df-convert:hover {\\n\",\n              \"      background-color: #E2EBFA;\\n\",\n              \"      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\\n\",\n              \"      fill: #174EA6;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    .colab-df-buttons div {\\n\",\n              \"      margin-bottom: 4px;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    [theme=dark] .colab-df-convert {\\n\",\n              \"      background-color: #3B4455;\\n\",\n              \"      fill: #D2E3FC;\\n\",\n              \"    }\\n\",\n              \"\\n\",\n              \"    [theme=dark] .colab-df-convert:hover {\\n\",\n              \"      background-color: #434B5C;\\n\",\n              \"      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\\n\",\n              \"      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\\n\",\n              \"      fill: #FFFFFF;\\n\",\n              \"    }\\n\",\n              \"  </style>\\n\",\n              \"\\n\",\n              \"    <script>\\n\",\n              \"      const buttonEl =\\n\",\n              \"        document.querySelector('#df-b5bd0fde-1821-44fa-a0a0-0c6ce9313863 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32px;\\n\",\n              \"    padding: 0;\\n\",\n              \"    width: 32px;\\n\",\n              \"  }\\n\",\n              \"\\n\",\n              \"  .colab-df-quickchart:hover {\\n\",\n              \"    background-color: var(--hover-bg-color);\\n\",\n              \"    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\\n\",\n              \"    fill: var(--button-hover-fill-color);\\n\",\n              \"  }\\n\",\n              \"\\n\",\n              \"  .colab-df-quickchart-complete:disabled,\\n\",\n              \"  .colab-df-quickchart-complete:disabled:hover {\\n\",\n              \"    background-color: var(--disabled-bg-color);\\n\",\n              \"    fill: var(--disabled-fill-color);\\n\",\n              \"    box-shadow: none;\\n\",\n              \"  }\\n\",\n              \"\\n\",\n              \"  .colab-df-spinner {\\n\",\n              \"    border: 2px solid var(--fill-color);\\n\",\n              \"    border-color: transparent;\\n\",\n              \"    border-bottom-color: var(--fill-color);\\n\",\n              \"    animation:\\n\",\n              \"      spin 1s steps(1) infinite;\\n\",\n              \"  }\\n\",\n              \"\\n\",\n              \"  @keyframes spin {\\n\",\n              \"    0% {\\n\",\n              \"      border-color: transparent;\\n\",\n              \"      border-bottom-color: var(--fill-color);\\n\",\n              \"      border-left-color: var(--fill-color);\\n\",\n              \"    }\\n\",\n              \"    20% {\\n\",\n              \"      border-color: transparent;\\n\",\n              \"      border-left-color: var(--fill-color);\\n\",\n              \"      border-top-color: var(--fill-color);\\n\",\n              \"    }\\n\",\n              \"    30% {\\n\",\n              \"      border-color: transparent;\\n\",\n              \"      border-left-color: var(--fill-color);\\n\",\n              \"      border-top-color: 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}\\n\",\n              \"  }\\n\",\n              \"</style>\\n\",\n              \"\\n\",\n              \"  <script>\\n\",\n              \"    async function quickchart(key) {\\n\",\n              \"      const quickchartButtonEl =\\n\",\n              \"        document.querySelector('#' + key + ' button');\\n\",\n              \"      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\\n\",\n              \"      quickchartButtonEl.classList.add('colab-df-spinner');\\n\",\n              \"      try {\\n\",\n              \"        const charts = await google.colab.kernel.invokeFunction(\\n\",\n              \"            'suggestCharts', [key], {});\\n\",\n              \"      } catch (error) {\\n\",\n              \"        console.error('Error during call to suggestCharts:', error);\\n\",\n              \"      }\\n\",\n              \"      quickchartButtonEl.classList.remove('colab-df-spinner');\\n\",\n              \"      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'block' : 'none';\\n\",\n              \"    })();\\n\",\n              \"  </script>\\n\",\n              \"</div>\\n\",\n              \"\\n\",\n              \"    </div>\\n\",\n              \"  </div>\\n\"\n            ],\n            \"application/vnd.google.colaboratory.intrinsic+json\": {\n              \"type\": \"dataframe\",\n              \"summary\": \"{\\n  \\\"name\\\": \\\"principal_breast_Df\\\",\\n  \\\"rows\\\": 5,\\n  \\\"fields\\\": [\\n    {\\n      \\\"column\\\": \\\"PCA-1\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 5.944136761587944,\\n        \\\"min\\\": -5.475243302544862,\\n        \\\"max\\\": 10.374794059770297,\\n        \\\"num_unique_values\\\": 5,\\n        \\\"samples\\\": [\\n          3.7933823700327287,\\n          -5.475243302544862,\\n          1.2561792761501789\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    },\\n    {\\n      \\\"column\\\": \\\"PCA-2\\\",\\n      \\\"properties\\\": {\\n        \\\"dtype\\\": \\\"number\\\",\\n        \\\"std\\\": 2.208202831147769,\\n        \\\"min\\\": -3.5840478639596522,\\n        \\\"max\\\": 1.6720101056415932,\\n        \\\"num_unique_values\\\": 5,\\n        \\\"samples\\\": [\\n          -3.5840478639596522,\\n          -0.6706367906374673,\\n          -1.9022967132411026\\n        ],\\n        \\\"semantic_type\\\": \\\"\\\",\\n        \\\"description\\\": \\\"\\\"\\n      }\\n    }\\n  ]\\n}\"\n            }\n          },\n          \"metadata\": {},\n          \"execution_count\": 26\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"print('Varyans {}'.format(pca_breast.explained_variance_ratio_))\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\"\n        },\n        \"id\": \"xy5KM2JP47f3\",\n        \"outputId\": \"a5322c33-64b7-48a6-82db-8b6dd4cecbfa\"\n      },\n      \"execution_count\": 27,\n      \"outputs\": [\n        {\n          \"output_type\": \"stream\",\n          \"name\": \"stdout\",\n          \"text\": [\n            \"Varyans [0.44272026 0.18971182]\\n\"\n          ]\n        }\n      ]\n    },\n    {\n      \"cell_type\": \"code\",\n      \"source\": [\n        \"\\n\",\n        \"%matplotlib inline\\n\",\n        \"\\n\",\n        \"\\n\",\n        \"plt.figure()\\n\",\n        \"plt.figure(figsize=(10,10))\\n\",\n        \"plt.xticks(fontsize=12)\\n\",\n        \"plt.yticks(fontsize=14)\\n\",\n        \"plt.xlabel('PCA-1',fontsize=20)\\n\",\n        \"plt.ylabel('PCA-2',fontsize=20)\\n\",\n        \"plt.title(\\\"PCA Breast Cancer Veri Seti\\\",fontsize=20)\\n\",\n        \"targets = ['Benign', 'Malignant']\\n\",\n        \"colors = ['r', 'g']\\n\",\n        \"for target, color in zip(targets,colors):\\n\",\n        \"    indicesToKeep = breast_dataset['label'] == target\\n\",\n        \"    plt.scatter(principal_breast_Df.loc[indicesToKeep, 'PCA-1']\\n\",\n        \"               , principal_breast_Df.loc[indicesToKeep, 'PCA-2'], c = color, s = 50)\\n\",\n        \"\\n\",\n        \"plt.legend(targets,prop={'size': 15})\"\n      ],\n      \"metadata\": {\n        \"colab\": {\n          \"base_uri\": \"https://localhost:8080/\",\n          \"height\": 933\n        },\n        \"id\": \"8XmczHcO4-8v\",\n        \"outputId\": \"19627a8b-9cb3-4fb9-a953-b19dcd41e87a\"\n      },\n      \"execution_count\": 29,\n      \"outputs\": [\n        {\n          \"output_type\": \"execute_result\",\n          \"data\": {\n            \"text/plain\": [\n              \"<matplotlib.legend.Legend at 0x7a92d60af3a0>\"\n            ]\n          },\n          \"metadata\": {},\n          \"execution_count\": 29\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 640x480 with 0 Axes>\"\n            ]\n          },\n          \"metadata\": {}\n        },\n        {\n          \"output_type\": \"display_data\",\n          \"data\": {\n            \"text/plain\": [\n              \"<Figure size 1000x1000 with 1 Axes>\"\n            ],\n            \"image/png\": 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\\n\"\n          },\n          \"metadata\": {}\n        }\n      ]\n    }\n  ]\n}"
  },
  {
    "path": "Webinar/Webinar-VII-YOLO ile Mamografi Görüntülerinden Kitle Tespit Uygulaması/data.yaml",
    "content": "train: /workspace/notebooks/webinar/data/Fold0/train/images\nval: /workspace/notebooks/webinar/data/Fold0/validation/images\nnc: 1\nnames: [\"MASS\"]"
  },
  {
    "path": "Webinar/Webinar-VII-YOLO ile Mamografi Görüntülerinden Kitle Tespit Uygulaması/dataPreparation.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 1,\n   \"id\": \"a9c0df6d-c5cc-4907-b6d0-d8333fc89990\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"import os\\n\",\n    \"import glob\\n\",\n    \"import cv2\\n\",\n    \"import utils\\n\",\n    \"import pydicom as dicom\\n\",\n    \"import plistlib\\n\",\n    \"import pandas as pd\\n\",\n    \"import numpy as np\\n\",\n    \"import matplotlib.pyplot as plt\\n\",\n    \"import yaml\\n\",\n    \"\\n\",\n    \"from utils import *\\n\",\n    \"from PIL import Image\\n\",\n    \"from tqdm import tqdm\\n\",\n    \"from tqdm.notebook import tqdm_notebook\\n\",\n    \"from sklearn.model_selection import KFold\\n\",\n    \"from sklearn.model_selection import train_test_split\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 2,\n   \"id\": \"52b5bd49-ed7f-4546-8460-1c2befc80041\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"dataFolderPath = 'INbreast Release 1.0' # SET INbreast FOLDER PATH\\n\",\n    \"saveFolderPath = 'data' # SET Which Folder to Save\\n\",\n    \"foldCount = 5 # SET K-FOLD Validation\\n\",\n    \"massClassification = False # SET False for Mass Class, SET True for Malign-Benign Classes\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 3,\n   \"id\": \"679417d6-4939-49b5-8cf5-36719e5f7744\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/html\": [\n       \"<div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>Patient ID</th>\\n\",\n       \"      <th>Patient age</th>\\n\",\n       \"      <th>Laterality</th>\\n\",\n       \"      <th>View</th>\\n\",\n       \"      <th>Acquisition date</th>\\n\",\n       \"      <th>File Name</th>\\n\",\n       \"      <th>ACR</th>\\n\",\n       \"      <th>Bi-Rads</th>\\n\",\n       \"      <th>Mass</th>\\n\",\n       \"      <th>Micros</th>\\n\",\n       \"      <th>Distortion</th>\\n\",\n       \"      <th>Asymmetry</th>\\n\",\n       \"      <th>Findings Notes (in Portuguese)</th>\\n\",\n       \"      <th>Other Notes</th>\\n\",\n       \"      <th>Lesion Annotation Status</th>\\n\",\n       \"      <th>Pectoral Muscle Annotation</th>\\n\",\n       \"      <th>Other Annotations</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>0</th>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>R</td>\\n\",\n       \"      <td>CC</td>\\n\",\n       \"      <td>201001.0</td>\\n\",\n       \"      <td>22678622.0</td>\\n\",\n       \"      <td>4</td>\\n\",\n       \"      <td>1</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>normal</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>No annotation (Normal)</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>1</th>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>L</td>\\n\",\n       \"      <td>CC</td>\\n\",\n       \"      <td>201001.0</td>\\n\",\n       \"      <td>22678646.0</td>\\n\",\n       \"      <td>4</td>\\n\",\n       \"      <td>3</td>\\n\",\n       \"      <td>X</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>nódulo</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>2</th>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>R</td>\\n\",\n       \"      <td>MLO</td>\\n\",\n       \"      <td>201001.0</td>\\n\",\n       \"      <td>22678670.0</td>\\n\",\n       \"      <td>4</td>\\n\",\n       \"      <td>1</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>normal</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>No annotation (Normal)</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>3</th>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>L</td>\\n\",\n       \"      <td>MLO</td>\\n\",\n       \"      <td>201001.0</td>\\n\",\n       \"      <td>22678694.0</td>\\n\",\n       \"      <td>4</td>\\n\",\n       \"      <td>3</td>\\n\",\n       \"      <td>X</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>nódulo</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>4</th>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>R</td>\\n\",\n       \"      <td>CC</td>\\n\",\n       \"      <td>201001.0</td>\\n\",\n       \"      <td>22614074.0</td>\\n\",\n       \"      <td>2</td>\\n\",\n       \"      <td>5</td>\\n\",\n       \"      <td>X</td>\\n\",\n       \"      <td>X</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>nódulo QSE + micros</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>...</th>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>407</th>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>R</td>\\n\",\n       \"      <td>MLO</td>\\n\",\n       \"      <td>200802.0</td>\\n\",\n       \"      <td>24055752.0</td>\\n\",\n       \"      <td>4</td>\\n\",\n       \"      <td>2</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>X</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>micros</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>408</th>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>L</td>\\n\",\n       \"      <td>CC</td>\\n\",\n       \"      <td>200802.0</td>\\n\",\n       \"      <td>24055779.0</td>\\n\",\n       \"      <td>4</td>\\n\",\n       \"      <td>2</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>X</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>micros</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>409</th>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>removed</td>\\n\",\n       \"      <td>R</td>\\n\",\n       \"      <td>CC</td>\\n\",\n       \"      <td>200802.0</td>\\n\",\n       \"      <td>24055806.0</td>\\n\",\n       \"      <td>4</td>\\n\",\n       \"      <td>2</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>X</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>micros</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>410</th>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>411</th>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>28</td>\\n\",\n       \"      <td>49</td>\\n\",\n       \"      <td>108</td>\\n\",\n       \"      <td>308</td>\\n\",\n       \"      <td>3</td>\\n\",\n       \"      <td>14</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"      <td>NaN</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"<p>412 rows × 17 columns</p>\\n\",\n       \"</div>\"\n      ],\n      \"text/plain\": [\n       \"    Patient ID Patient age Laterality View  Acquisition date   File Name  ACR  \\\\\\n\",\n       \"0      removed     removed          R   CC          201001.0  22678622.0    4   \\n\",\n       \"1      removed     removed          L   CC          201001.0  22678646.0    4   \\n\",\n       \"2      removed     removed          R  MLO          201001.0  22678670.0    4   \\n\",\n       \"3      removed     removed          L  MLO          201001.0  22678694.0    4   \\n\",\n       \"4      removed     removed          R   CC          201001.0  22614074.0    2   \\n\",\n       \"..         ...         ...        ...  ...               ...         ...  ...   \\n\",\n       \"407    removed     removed          R  MLO          200802.0  24055752.0    4   \\n\",\n       \"408    removed     removed          L   CC          200802.0  24055779.0    4   \\n\",\n       \"409    removed     removed          R   CC          200802.0  24055806.0    4   \\n\",\n       \"410        NaN         NaN        NaN  NaN               NaN         NaN  NaN   \\n\",\n       \"411        NaN         NaN        NaN  NaN               NaN         NaN   28   \\n\",\n       \"\\n\",\n       \"    Bi-Rads Mass  Micros Distortion Asymmetry Findings Notes (in Portuguese)  \\\\\\n\",\n       \"0         1   NaN    NaN        NaN       NaN                         normal   \\n\",\n       \"1         3     X    NaN        NaN       NaN                         nódulo   \\n\",\n       \"2         1   NaN    NaN        NaN       NaN                         normal   \\n\",\n       \"3         3     X    NaN        NaN       NaN                         nódulo   \\n\",\n       \"4         5     X      X        NaN       NaN            nódulo QSE + micros   \\n\",\n       \"..      ...   ...    ...        ...       ...                            ...   \\n\",\n       \"407       2   NaN      X        NaN       NaN                         micros   \\n\",\n       \"408       2   NaN      X        NaN       NaN                         micros   \\n\",\n       \"409       2   NaN      X        NaN       NaN                         micros   \\n\",\n       \"410     NaN   NaN    NaN        NaN       NaN                            NaN   \\n\",\n       \"411      49   108    308          3        14                            NaN   \\n\",\n       \"\\n\",\n       \"    Other Notes Lesion Annotation Status Pectoral Muscle Annotation  \\\\\\n\",\n       \"0           NaN   No annotation (Normal)                        NaN   \\n\",\n       \"1           NaN                      NaN                        NaN   \\n\",\n       \"2           NaN   No annotation (Normal)                        NaN   \\n\",\n       \"3           NaN                      NaN                        NaN   \\n\",\n       \"4           NaN                      NaN                        NaN   \\n\",\n       \"..          ...                      ...                        ...   \\n\",\n       \"407         NaN                      NaN                        NaN   \\n\",\n       \"408         NaN                      NaN                        NaN   \\n\",\n       \"409         NaN                      NaN                        NaN   \\n\",\n       \"410         NaN                      NaN                        NaN   \\n\",\n       \"411         NaN                      NaN                        NaN   \\n\",\n       \"\\n\",\n       \"    Other Annotations  \\n\",\n       \"0                 NaN  \\n\",\n       \"1                 NaN  \\n\",\n       \"2                 NaN  \\n\",\n       \"3                 NaN  \\n\",\n       \"4                 NaN  \\n\",\n       \"..                ...  \\n\",\n       \"407               NaN  \\n\",\n       \"408               NaN  \\n\",\n       \"409               NaN  \\n\",\n       \"410               NaN  \\n\",\n       \"411               NaN  \\n\",\n       \"\\n\",\n       \"[412 rows x 17 columns]\"\n      ]\n     },\n     \"execution_count\": 3,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"'''Loading XML files and reading DataFrame'''\\n\",\n    \"xmlFiles = sorted(glob.glob(os.path.join(dataFolderPath, 'AllXML', '*')))\\n\",\n    \"df = pd.read_excel(os.path.join(dataFolderPath, 'INbreast.xls'))\\n\",\n    \"df\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 4,\n   \"id\": \"1da3a6af-e5e8-4d56-a77e-50f0bf5781fa\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"/tmp/ipykernel_41698/426763245.py:3: SettingWithCopyWarning: \\n\",\n      \"A value is trying to be set on a copy of a slice from a DataFrame.\\n\",\n      \"Try using .loc[row_indexer,col_indexer] = value instead\\n\",\n      \"\\n\",\n      \"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\\n\",\n      \"  df['File Name'] = df['File Name'].astype('int') # sorgu islemini kolaylastirabilmek icin float olarak tutulmasi gerek yok\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"'''Filtering rows where \\\"File Name\\\" column is not NaN'''\\n\",\n    \"df = df[df['File Name'].notna()]\\n\",\n    \"df['File Name'] = df['File Name'].astype('int') # sorgu islemini kolaylastirabilmek icin float olarak tutulmasi gerek yok\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 5,\n   \"id\": \"09d7eb1e-4a10-455b-821e-27e51d48a788\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"'''Reading XML files and finding mass filenames'''\\n\",\n    \"massFileNames = []\\n\",\n    \"for xmlFile in xmlFiles:\\n\",\n    \"    with open(xmlFile, 'rb') as maskFile:\\n\",\n    \"        plistDict = plistlib.load(maskFile, fmt=plistlib.FMT_XML)['Images'][0]\\n\",\n    \"        \\n\",\n    \"    rois = plistDict['ROIs']\\n\",\n    \"    \\n\",\n    \"    abnormalities = []\\n\",\n    \"    \\n\",\n    \"    for roi in rois:\\n\",\n    \"        numPoints = roi['NumberOfPoints']\\n\",\n    \"        if numPoints == 1:\\n\",\n    \"            continue\\n\",\n    \"\\n\",\n    \"        abnormality = roi[\\\"Name\\\"]\\n\",\n    \"        abnormalities.append(abnormality)\\n\",\n    \"    \\n\",\n    \"    if 'Mass' in abnormalities:\\n\",\n    \"        massFileNames.append(xmlFile.split(os.path.sep)[-1].split('.')[0])\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 6,\n   \"id\": \"412bab25-5c2d-43ad-be1b-96d7bd868e2c\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Total Mass Patient Count: 50 Total Mass Images: 107\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"'''Using mass filenames and filtering mass patients'''\\n\",\n    \"massDicomFilePaths = [glob.glob(os.path.join(dataFolderPath, 'AllDICOMs', str(filename) + '*.dcm'))[0] for filename in massFileNames]\\n\",\n    \"massPatients = [massDicomFilePath.split(os.path.sep)[-1].split('_')[1] for massDicomFilePath in massDicomFilePaths]\\n\",\n    \"massPatients = list(set(massPatients))\\n\",\n    \"print('Total Mass Patient Count:', len(massPatients), 'Total Mass Images:', len(massDicomFilePaths))\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 7,\n   \"id\": \"d6b5ea1e-e7aa-4244-a515-5f8d07b2a702\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"'''Applying 5 Fold Cross Validation Based on Mass Patients'''\\n\",\n    \"kf = KFold(n_splits=foldCount, shuffle=True, random_state=9)\\n\",\n    \"patientFolds = []\\n\",\n    \"for trainIndex, valIndex in kf.split(massPatients):\\n\",\n    \"    trainPatients = []\\n\",\n    \"    for i in range(len(trainIndex)):\\n\",\n    \"        trainPatients.append(massPatients[trainIndex[i]])\\n\",\n    \"    testPatients = []\\n\",\n    \"    for i in range(len(valIndex)):\\n\",\n    \"        testPatients.append(massPatients[valIndex[i]])\\n\",\n    \"    patientFolds.append([trainPatients,testPatients])\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 8,\n   \"id\": \"52ff9971-e372-4d38-8f66-53b709e625d5\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Fold 0 Train Patients: 100%|██████████| 40/40 [01:11<00:00,  1.79s/it]\\n\",\n      \"Fold 0 Validation Patients: 100%|██████████| 10/10 [00:18<00:00,  1.87s/it]\\n\",\n      \"  0%|          | 0/5 [01:30<?, ?it/s]\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"'''Creates folders and saves images as png and their mask information to annotation text file '''\\n\",\n    \"\\n\",\n    \"if not os.path.exists(saveFolderPath):\\n\",\n    \"    os.mkdir(saveFolderPath)\\n\",\n    \"\\n\",\n    \"for i in tqdm(range(len(patientFolds)), position=0, leave=True):\\n\",\n    \"    trainPatients = patientFolds[i][0]\\n\",\n    \"    testPatients = patientFolds[i][1]\\n\",\n    \"    \\n\",\n    \"    foldPath = os.path.join(saveFolderPath, 'Fold' + str(i))\\n\",\n    \"    if not os.path.exists(foldPath):\\n\",\n    \"        os.mkdir(foldPath)\\n\",\n    \"    \\n\",\n    \"    trainFoldPath = os.path.join(foldPath, 'train')\\n\",\n    \"    if not os.path.exists(trainFoldPath):\\n\",\n    \"        os.mkdir(trainFoldPath)\\n\",\n    \"\\n\",\n    \"    trainImageFoldPath = os.path.join(trainFoldPath, 'images')\\n\",\n    \"    if not os.path.exists(trainImageFoldPath):\\n\",\n    \"        os.mkdir(trainImageFoldPath)\\n\",\n    \"\\n\",\n    \"    trainTextFoldPath = os.path.join(trainFoldPath, 'labels')\\n\",\n    \"    if not os.path.exists(trainTextFoldPath):\\n\",\n    \"        os.mkdir(trainTextFoldPath)\\n\",\n    \"    \\n\",\n    \"    for trainPatient in tqdm(trainPatients, desc='Fold ' + str(i) + ' Train Patients', position=0, leave=True):\\n\",\n    \"        trainPatientFilePaths = glob.glob(os.path.join(dataFolderPath, 'AllDICOMs', '*' + str(trainPatient) + '*.dcm'))\\n\",\n    \"\\n\",\n    \"        for trainPatientFilePath in trainPatientFilePaths:\\n\",\n    \"            patientFileName = trainPatientFilePath.split(os.path.sep)[-1].split('_')[0]\\n\",\n    \"            \\n\",\n    \"            if patientFileName in massFileNames:\\n\",\n    \"                \\n\",\n    \"                xmlFilePath = os.path.join(dataFolderPath, 'AllXML', patientFileName + '.xml')\\n\",\n    \"                if massClassification:\\n\",\n    \"                    biradsScore = df[df['File Name']==int(patientFileName)]['Bi-Rads'].values[0]\\n\",\n    \"                else:\\n\",\n    \"                    biradsScore = 0\\n\",\n    \"                imageFilePath = utils.saveImages(trainPatientFilePath, trainImageFoldPath)\\n\",\n    \"                maskPath = os.path.join(trainTextFoldPath, imageFilePath.split(os.path.sep)[-1].split('.')[0]) + '.txt'\\n\",\n    \"                imshape = Image.open(imageFilePath).size\\n\",\n    \"                utils.saveMaskYOLOFormat(xmlFilePath, imageFilePath, maskPath, biradsScore, imshape)\\n\",\n    \"\\n\",\n    \"    validationFoldPath = os.path.join(foldPath, 'validation')\\n\",\n    \"    if not os.path.exists(validationFoldPath):\\n\",\n    \"        os.mkdir(validationFoldPath)\\n\",\n    \"\\n\",\n    \"    validationImageFoldPath = os.path.join(validationFoldPath, 'images')\\n\",\n    \"    if not os.path.exists(validationImageFoldPath):\\n\",\n    \"        os.mkdir(validationImageFoldPath)\\n\",\n    \"    \\n\",\n    \"    validationTextFoldPath = os.path.join(validationFoldPath, 'labels')\\n\",\n    \"    if not os.path.exists(validationTextFoldPath):\\n\",\n    \"        os.mkdir(validationTextFoldPath)\\n\",\n    \"    \\n\",\n    \"    for validationPatient in tqdm(testPatients, desc='Fold ' + str(i) + ' Validation Patients', position=0, leave=True):\\n\",\n    \"        validationPatientFilePaths = glob.glob(os.path.join(dataFolderPath, 'AllDICOMs', '*' + str(validationPatient) + \\\"*.dcm\\\"))\\n\",\n    \"\\n\",\n    \"        for validationPatientFilePath in validationPatientFilePaths:\\n\",\n    \"            patientFileName = validationPatientFilePath.split(os.path.sep)[-1].split('_')[0]\\n\",\n    \"            if patientFileName in massFileNames:\\n\",\n    \"                \\n\",\n    \"                xmlFilePath = os.path.join(dataFolderPath, 'AllXML', patientFileName + '.xml')\\n\",\n    \"                if massClassification:\\n\",\n    \"                    biradsScore = df[df['File Name']==int(patientFileName)]['Bi-Rads'].values[0]\\n\",\n    \"                else:\\n\",\n    \"                    biradsScore = 0\\n\",\n    \"                imageFilePath = utils.saveImages(validationPatientFilePath, validationImageFoldPath)\\n\",\n    \"                maskPath = os.path.join(validationTextFoldPath, imageFilePath.split(os.path.sep)[-1].split('.')[0]) + '.txt'\\n\",\n    \"                imshape = Image.open(imageFilePath).size\\n\",\n    \"                utils.saveMaskYOLOFormat(xmlFilePath, imageFilePath, maskPath, biradsScore, imshape)\\n\",\n    \"    break\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 9,\n   \"id\": \"f4854618-bd97-47b5-b08d-3845ac3584c9\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"validationImageFiles = glob.glob(os.path.join(validationImageFoldPath, '*'))\\n\",\n    \"validationLabelFiles = glob.glob(os.path.join(validationTextFoldPath, '*'))\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 10,\n   \"id\": \"f4ab063b-3077-4ebf-a558-907f1b01a499\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<matplotlib.image.AxesImage at 0x7ff8891198d0>\"\n      ]\n     },\n     \"execution_count\": 10,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    },\n    {\n     \"data\": {\n      \"image/png\": 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\",\n      \"text/plain\": [\n       \"<Figure size 1000x1000 with 1 Axes>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"fileIndex = 5\\n\",\n    \"imagePath = validationImageFiles[fileIndex]\\n\",\n    \"textPath = validationLabelFiles[fileIndex]\\n\",\n    \"\\n\",\n    \"image = cv2.imread(imagePath)\\n\",\n    \"\\n\",\n    \"with open(textPath, 'r') as f:\\n\",\n    \"    data = f.readlines()\\n\",\n    \"    \\n\",\n    \"for j in range(len(data)):\\n\",\n    \"    line = data[j].split()\\n\",\n    \"    draw_annotation(image, line)\\n\",\n    \"\\n\",\n    \"plt.figure(figsize=(10,10))\\n\",\n    \"plt.title(imagePath.split(os.path.sep)[-1])\\n\",\n    \"plt.imshow(image)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"e38123ae-9bc0-43b4-a305-fa697f9aca6a\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": []\n  }\n ],\n \"metadata\": {\n  \"kernelspec\": {\n   \"display_name\": \"Python 3 (ipykernel)\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 3\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython3\",\n   \"version\": \"3.10.12\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 5\n}\n"
  },
  {
    "path": "Webinar/Webinar-VII-YOLO ile Mamografi Görüntülerinden Kitle Tespit Uygulaması/utils.py",
    "content": "import os\nimport os\nimport glob\nimport cv2\nimport utils\nimport pydicom as dicom\nimport plistlib\nimport pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\n\nfrom PIL import Image\nfrom tqdm import tqdm\nfrom tqdm.notebook import tqdm_notebook\nfrom sklearn.model_selection import KFold\nfrom sklearn.model_selection import train_test_split\n\n\ndef create_data_dir(folderPath):\n    if not os.path.exists(folderPath):\n        os.mkdir(folderPath)\n\ndef draw_annotation(image, line):\n    centerPointX = float(line[1]) * image.shape[1]\n    centerPointY = float(line[2]) * image.shape[0]\n    \n    width = float(line[3]) * image.shape[1]\n    height = float(line[4]) * image.shape[0]\n    \n    startPoint = (int(centerPointX-(width/2)), int(centerPointY-(height/2)))\n    endPoint = (int(centerPointX+(width/2)), int(centerPointY+(height/2)))\n\n    color = (255,0,0)\n    thickness = 5\n    \n    image = cv2.rectangle(image, startPoint, endPoint, color, thickness)\n\n\ndef saveImages(dicomFilePath, saveFolderPath):\n    \"\"\"\n    Saving dicom images as png\n\n    Parameters\n    ---------- \n    dicomFilePath : str\n        Dicom File Path\n    saveFolderPath : str\n        Image Save Folder Path\n    \n    Returns\n    -------\n    \n    imageFilePath: str\n        Saved Image File Path\n        \n    \"\"\"\n    \n    dicomData = dicom.read_file(dicomFilePath)\n    imgArray = dicomData.pixel_array\n    imgArray = 255*((imgArray - imgArray.min()) / (imgArray.max() - imgArray.min()))\n    imgArray = imgArray.astype(np.uint8)\n    imgArray = Image.fromarray(imgArray).convert(\"L\")\n    \n    dicomFileName = dicomFilePath.split(os.path.sep)[-1]\n    patientID = '_'.join(dicomFileName.split(\"_\")[:2])\n    view = ''.join(dicomFileName.split(\"_\")[3:5])\n    imageFileName = '_'.join([patientID, view]) + '.png'\n    imageFilePath = os.path.join(saveFolderPath, imageFileName)\n    imgArray.save(imageFilePath)\n    \n    return imageFilePath\n\n\ndef loadPoint(point_string):\n    x, y = tuple([float(num) for num in point_string.strip('()').split(',')])\n    return y, x\n\n\ndef saveMaskYOLOFormat(xmlFilePath, imageFilePath, saveMaskPath, biradsScore, imshape):\n    \n    \"\"\"\n    Saving mask informations to text file\n\n    Parameters\n    ---------- \n    xmlFilePath : str\n        XML File Path\n    imageFilePath : str\n        Image File Path\n    saveMaskPath : str\n        Save Mask File Path\n    biradsScore : int\n        Malignancy-Benignance or Mass\n    imshape : tupple\n        Image Shape\n    Returns\n    -------\n    \n    \"\"\"\n    \n    with open(xmlFilePath, 'rb') as maskFile:\n        plistDict = plistlib.load(maskFile, fmt=plistlib.FMT_XML)['Images'][0]\n        \n    pngFileName = imageFilePath.split(os.path.sep)[-1] \n    \n    rois = plistDict['ROIs']\n    maskPoints = []\n    for roi in rois:\n        numPoints = roi['NumberOfPoints']\n        if numPoints == 1:\n            continue\n        \n        abnormality = roi[\"Name\"]\n                        \n        if abnormality ==\"Mass\":\n            \n            points = roi['Point_px']\n            points = [loadPoint(point) for point in points]\n            points = np.array(points)\n            \n            xmin = int(min(points[:,1]))\n            ymin = int(min(points[:,0]))\n            xmax = int(max(points[:,1]))\n            ymax = int(max(points[:,0]))\n\n            normalized_center_x = (xmin + (xmax-xmin)/2) / imshape[0]\n            normalized_center_y = (ymin + (ymax-ymin)/2) / imshape[1]\n            normalized_width = (xmax-xmin) / imshape[0]\n            normalized_height = (ymax-ymin) / imshape[1]\n            \n            maskPoints.append(' '.join([str(biradsScore), str(normalized_center_x), str(normalized_center_y), str(normalized_width), str(normalized_height)]))\n\n        with open(saveMaskPath, 'w') as textFile:\n            textFile.write('\\n'.join(maskPoints))\n            textFile.write('\\n')"
  },
  {
    "path": "Webinar/Webinar-VII-YOLO ile Mamografi Görüntülerinden Kitle Tespit Uygulaması/yoloImplementation.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 1,\n   \"id\": \"3f198e2e-b280-4ebe-b61f-8d7730df085d\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"/home/cbddobvyz/.local/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\\n\",\n      \"  from .autonotebook import tqdm as notebook_tqdm\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"import os\\n\",\n    \"import glob\\n\",\n    \"import numpy as np\\n\",\n    \"import yaml\\n\",\n    \"import pandas as pd\\n\",\n    \"import cv2\\n\",\n    \"import seaborn as sns\\n\",\n    \"import matplotlib.pyplot as plt\\n\",\n    \"from ultralytics import YOLO\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 2,\n   \"id\": \"ac549b22-6ca3-4239-8585-fcc96ac3d43b\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"cocoModelName = 'yolo11m.pt'\\n\",\n    \"ketemModelName = 'ketemYoloMedium.pt'\\n\",\n    \"dataYamlPath = 'data.yaml'\\n\",\n    \"projectFolder = 'objectDetection'\\n\",\n    \"trainingFolder = 'inbreastTraining'\\n\",\n    \"validationFolder = 'inbreastValidation'\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"4aefac86-5687-4315-a584-d63fe1f79af6\",\n   \"metadata\": {},\n   \"source\": [\n    \"# DATA INFORMATION\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 3,\n   \"id\": \"4d6025c5-5bbc-4d99-96cf-2dbcb0a8bacb\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Class names: ['MASS']\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"with open(dataYamlPath) as stream:\\n\",\n    \"    dataYamlDict = yaml.safe_load(stream)\\n\",\n    \"\\n\",\n    \"classes = dataYamlDict['names']\\n\",\n    \"class_size = len(classes)\\n\",\n    \"\\n\",\n    \"print('Class names:', classes)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 4,\n   \"id\": \"aa0a4c86-01c7-4ed0-9ecf-a6acbc0eaa3c\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"MASS class counts in 87 images in TRAINING with 96 labels.\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"splitPath = dataYamlDict['train'].split(os.path.sep)\\n\",\n    \"splitPath[-1] = 'labels'\\n\",\n    \"\\n\",\n    \"trainLabelFolderPath = os.path.sep.join(splitPath)\\n\",\n    \"trainLabelFilePaths = glob.glob(os.path.join(trainLabelFolderPath, '*'))\\n\",\n    \"\\n\",\n    \"trainImageCounts = [0] * class_size\\n\",\n    \"totalLabelCounts = np.array([0] * class_size, dtype=int)\\n\",\n    \"\\n\",\n    \"for k in range(len(trainLabelFilePaths)):\\n\",\n    \"    \\n\",\n    \"    trainLabelFilePath = trainLabelFilePaths[k]\\n\",\n    \"    \\n\",\n    \"    fileContents = open(trainLabelFilePath, 'r')\\n\",\n    \"    labelCounts = np.array([0] * class_size)\\n\",\n    \"    for fileContent in fileContents:\\n\",\n    \"        data = fileContent.strip()\\n\",\n    \"        labelCounts[int(data[0])]+=1    \\n\",\n    \"    \\n\",\n    \"    totalLabelCounts += labelCounts    \\n\",\n    \"    \\n\",\n    \"    for j in range(len(labelCounts)):\\n\",\n    \"        if labelCounts[j]>0:\\n\",\n    \"            trainImageCounts[j]+=1\\n\",\n    \"            \\n\",\n    \"for i in range(len(trainImageCounts)):\\n\",\n    \"    print(classes[i], 'class counts in', trainImageCounts[i], 'images in TRAINING with', totalLabelCounts[i], 'labels.')\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 5,\n   \"id\": \"abec6564-0242-4308-9f4c-267e114a5f77\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"MASS class counts in 20 images in TEST with 20 labels.\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"splitPath = dataYamlDict['val'].split(os.path.sep)\\n\",\n    \"splitPath[-1] = 'labels'\\n\",\n    \"\\n\",\n    \"testLabelFolderPath = os.path.sep.join(splitPath)\\n\",\n    \"testLabelFilePaths = glob.glob(os.path.join(testLabelFolderPath, '*'))\\n\",\n    \"\\n\",\n    \"testImageCounts = [0] * class_size\\n\",\n    \"totalLabelCounts = np.array([0] * class_size, dtype=int)\\n\",\n    \"\\n\",\n    \"for k in range(len(testLabelFilePaths)):\\n\",\n    \"    \\n\",\n    \"    testLabelFilePath = testLabelFilePaths[k]\\n\",\n    \"    \\n\",\n    \"    fileContents = open(testLabelFilePath, 'r')\\n\",\n    \"    labelCounts = np.array([0] * class_size)\\n\",\n    \"    for fileContent in fileContents:\\n\",\n    \"        data = fileContent.strip()\\n\",\n    \"        labelCounts[int(data[0])]+=1    \\n\",\n    \"    \\n\",\n    \"    totalLabelCounts += labelCounts    \\n\",\n    \"    \\n\",\n    \"    for j in range(len(labelCounts)):\\n\",\n    \"        if labelCounts[j]>0:\\n\",\n    \"            testImageCounts[j]+=1\\n\",\n    \"            \\n\",\n    \"for i in range(len(testImageCounts)):\\n\",\n    \"    print(classes[i], 'class counts in', testImageCounts[i], 'images in TEST with', totalLabelCounts[i], 'labels.')\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"1747a354-9df5-44f7-a5a4-8e140855f0c8\",\n   \"metadata\": {},\n   \"source\": [\n    \"# Loading COCO PRETRAINED MODEL\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 6,\n   \"id\": \"1c586ee3-fcc5-4167-ac23-e8b096cb6ee4\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"cocoModel = YOLO(cocoModelName)\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"042afc4b-3b73-40d7-9515-415c1c16227a\",\n   \"metadata\": {},\n   \"source\": [\n    \"## MODEL TRAINING\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 7,\n   \"id\": \"d9340d5f-6b98-4e0e-a2f9-18980f16736a\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"New https://pypi.org/project/ultralytics/8.3.55 available 😃 Update with 'pip install -U ultralytics'\\n\",\n      \"Ultralytics 8.3.51 🚀 Python-3.10.12 torch-1.12.1+cu116 CUDA:0 (Tesla V100-SXM2-32GB, 32510MiB)\\n\",\n      \"                                                        CUDA:1 (Tesla V100-SXM2-32GB, 32510MiB)\\n\",\n      \"WARNING ⚠️ Upgrade to torch>=2.0.0 for deterministic training.\\n\",\n      \"\\u001b[34m\\u001b[1mengine/trainer: \\u001b[0mtask=detect, mode=train, model=yolo11m.pt, data=data.yaml, epochs=30, time=None, patience=100, batch=16, imgsz=640, save=True, save_period=-1, cache=False, device=[0, 1], workers=8, project=objectDetection, name=inbreastTrainingwithCOCO, exist_ok=False, pretrained=True, optimizer=auto, verbose=True, seed=0, deterministic=True, single_cls=False, rect=False, cos_lr=False, close_mosaic=10, resume=False, amp=True, fraction=1.0, profile=False, freeze=None, multi_scale=False, overlap_mask=True, mask_ratio=4, dropout=0.0, val=True, split=val, save_json=False, save_hybrid=False, conf=None, iou=0.7, max_det=300, half=False, dnn=False, plots=True, source=None, vid_stride=1, stream_buffer=False, visualize=False, augment=False, agnostic_nms=False, classes=None, retina_masks=False, embed=None, show=False, save_frames=False, save_txt=False, save_conf=False, save_crop=False, show_labels=True, show_conf=True, show_boxes=True, line_width=None, format=torchscript, keras=False, optimize=False, int8=False, dynamic=False, simplify=True, opset=None, workspace=None, nms=False, lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=7.5, cls=0.5, dfl=1.5, pose=12.0, kobj=1.0, nbs=64, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, bgr=0.0, mosaic=1.0, mixup=0.0, copy_paste=0.0, copy_paste_mode=flip, auto_augment=randaugment, erasing=0.4, crop_fraction=1.0, cfg=None, tracker=botsort.yaml, save_dir=objectDetection/inbreastTrainingwithCOCO\\n\",\n      \"Overriding model.yaml nc=80 with nc=1\\n\",\n      \"\\n\",\n      \"                   from  n    params  module                                       arguments                     \\n\",\n      \"  0                  -1  1      1856  ultralytics.nn.modules.conv.Conv             [3, 64, 3, 2]                 \\n\",\n      \"  1                  -1  1     73984  ultralytics.nn.modules.conv.Conv             [64, 128, 3, 2]               \\n\",\n      \"  2                  -1  1    111872  ultralytics.nn.modules.block.C3k2            [128, 256, 1, True, 0.25]     \\n\",\n      \"  3                  -1  1    590336  ultralytics.nn.modules.conv.Conv             [256, 256, 3, 2]              \\n\",\n      \"  4                  -1  1    444928  ultralytics.nn.modules.block.C3k2            [256, 512, 1, True, 0.25]     \\n\",\n      \"  5                  -1  1   2360320  ultralytics.nn.modules.conv.Conv             [512, 512, 3, 2]              \\n\",\n      \"  6                  -1  1   1380352  ultralytics.nn.modules.block.C3k2            [512, 512, 1, True]           \\n\",\n      \"  7                  -1  1   2360320  ultralytics.nn.modules.conv.Conv             [512, 512, 3, 2]              \\n\",\n      \"  8                  -1  1   1380352  ultralytics.nn.modules.block.C3k2            [512, 512, 1, True]           \\n\",\n      \"  9                  -1  1    656896  ultralytics.nn.modules.block.SPPF            [512, 512, 5]                 \\n\",\n      \" 10                  -1  1    990976  ultralytics.nn.modules.block.C2PSA           [512, 512, 1]                 \\n\",\n      \" 11                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          \\n\",\n      \" 12             [-1, 6]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \\n\",\n      \" 13                  -1  1   1642496  ultralytics.nn.modules.block.C3k2            [1024, 512, 1, True]          \\n\",\n      \" 14                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          \\n\",\n      \" 15             [-1, 4]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \\n\",\n      \" 16                  -1  1    542720  ultralytics.nn.modules.block.C3k2            [1024, 256, 1, True]          \\n\",\n      \" 17                  -1  1    590336  ultralytics.nn.modules.conv.Conv             [256, 256, 3, 2]              \\n\",\n      \" 18            [-1, 13]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \\n\",\n      \" 19                  -1  1   1511424  ultralytics.nn.modules.block.C3k2            [768, 512, 1, True]           \\n\",\n      \" 20                  -1  1   2360320  ultralytics.nn.modules.conv.Conv             [512, 512, 3, 2]              \\n\",\n      \" 21            [-1, 10]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \\n\",\n      \" 22                  -1  1   1642496  ultralytics.nn.modules.block.C3k2            [1024, 512, 1, True]          \\n\",\n      \" 23        [16, 19, 22]  1   1411795  ultralytics.nn.modules.head.Detect           [1, [256, 512, 512]]          \\n\",\n      \"YOLO11m summary: 409 layers, 20,053,779 parameters, 20,053,763 gradients, 68.2 GFLOPs\\n\",\n      \"\\n\",\n      \"Transferred 643/649 items from pretrained weights\\n\",\n      \"\\u001b[34m\\u001b[1mDDP:\\u001b[0m debug command /usr/bin/python3 -m torch.distributed.run --nproc_per_node 2 --master_port 60095 /home/cbddobvyz/.config/Ultralytics/DDP/_temp_y76nk45t140224691164528.py\\n\",\n      \"Ultralytics 8.3.51 🚀 Python-3.10.12 torch-1.12.1+cu116 CUDA:0 (Tesla V100-SXM2-32GB, 32510MiB)\\n\",\n      \"                                                        CUDA:1 (Tesla V100-SXM2-32GB, 32510MiB)\\n\",\n      \"WARNING ⚠️ Upgrade to torch>=2.0.0 for deterministic training.\\n\",\n      \"Overriding model.yaml nc=80 with nc=1\\n\",\n      \"Transferred 643/649 items from pretrained weights\\n\",\n      \"Freezing layer 'model.23.dfl.conv.weight'\\n\",\n      \"\\u001b[34m\\u001b[1mAMP: \\u001b[0mrunning Automatic Mixed Precision (AMP) checks...\\n\",\n      \"\\u001b[34m\\u001b[1mAMP: \\u001b[0mchecks passed ✅\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"\\u001b[34m\\u001b[1mtrain: \\u001b[0mScanning /workspace/notebooks/webinar/data/Fold0/train/labels.cache... 87 images, 0 backgrounds, 0 corrupt: 100%|██████████| 87/87 [00:00<?, ?it/s]\\n\",\n      \"\\u001b[34m\\u001b[1mval: \\u001b[0mScanning /workspace/notebooks/webinar/data/Fold0/validation/labels.cache... 20 images, 0 backgrounds, 0 corrupt: 100%|██████████| 20/20 [00:00<?, ?it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Plotting labels to objectDetection/inbreastTrainingwithCOCO/labels.jpg... \\n\",\n      \"\\u001b[34m\\u001b[1moptimizer:\\u001b[0m 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... \\n\",\n      \"\\u001b[34m\\u001b[1moptimizer:\\u001b[0m AdamW(lr=0.000714, momentum=0.9) with parameter groups 106 weight(decay=0.0), 113 weight(decay=0.0005), 112 bias(decay=0.0)\\n\",\n      \"Image sizes 640 train, 640 val\\n\",\n      \"Using 16 dataloader workers\\n\",\n      \"Logging results to \\u001b[1mobjectDetection/inbreastTrainingwithCOCO\\u001b[0m\\n\",\n      \"Starting training for 30 epochs...\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"       1/30      4.55G      2.522      5.799      2.037          8        640: 100%|██████████| 6/6 [00:04<00:00,  1.30it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  5.81it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20   0.000833       0.25     0.0019    0.00162\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"       2/30      4.59G      2.171      5.097      1.868          6        640: 100%|██████████| 6/6 [00:01<00:00,  5.10it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 10.96it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.094       0.15     0.0272      0.018\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"       3/30      4.75G      1.895      3.942      1.766          6        640: 100%|██████████| 6/6 [00:01<00:00,  4.85it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 13.37it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.908      0.496      0.544      0.345\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"       4/30      4.76G      1.438      2.558      1.404          5        640: 100%|██████████| 6/6 [00:01<00:00,  4.73it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 11.38it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20          1      0.401      0.516      0.317\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"       5/30      4.75G      1.396      1.975        1.3          7        640: 100%|██████████| 6/6 [00:01<00:00,  4.90it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.44it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.978        0.4      0.437      0.275\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"       6/30      4.76G       1.46      1.602      1.278          5        640: 100%|██████████| 6/6 [00:01<00:00,  5.61it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 13.84it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20          1      0.231       0.29      0.213\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"       7/30      4.76G      1.314       1.59       1.22         11        640: 100%|██████████| 6/6 [00:01<00:00,  5.54it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.97it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.767       0.35      0.379      0.263\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"       8/30      4.76G      1.306      1.883      1.251          7        640: 100%|██████████| 6/6 [00:01<00:00,  4.32it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.98it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.779        0.7      0.791      0.478\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"       9/30      4.76G      1.273      1.408      1.105          6        640: 100%|██████████| 6/6 [00:01<00:00,  5.51it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 15.08it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.776       0.45      0.538       0.34\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      10/30      4.76G      1.219       1.23      1.145          8        640: 100%|██████████| 6/6 [00:01<00:00,  5.86it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.69it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.875      0.349      0.455      0.259\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      11/30      4.75G      1.309      1.208      1.205          4        640: 100%|██████████| 6/6 [00:01<00:00,  4.29it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 15.15it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.914       0.75      0.817      0.482\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      12/30      4.76G      1.386      1.328       1.18          4        640: 100%|██████████| 6/6 [00:01<00:00,  5.82it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 15.04it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.588      0.715      0.663       0.38\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      13/30      4.76G      1.294      1.245      1.195         13        640: 100%|██████████| 6/6 [00:01<00:00,  4.62it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.68it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.511       0.65      0.527       0.35\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      14/30      4.76G      1.165      1.152      1.156          8        640: 100%|██████████| 6/6 [00:01<00:00,  4.48it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.76it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.655       0.45      0.528      0.313\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      15/30      4.76G      1.221      1.076      1.202          6        640: 100%|██████████| 6/6 [00:00<00:00,  6.29it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.87it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.724      0.525      0.622      0.381\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      16/30      4.76G      1.321      1.128      1.207         10        640: 100%|██████████| 6/6 [00:01<00:00,  5.77it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.61it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.485        0.5      0.463      0.289\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      17/30      4.76G      1.239       1.07      1.077         11        640: 100%|██████████| 6/6 [00:01<00:00,  4.85it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.88it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.628       0.45      0.456       0.29\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      18/30      4.76G      1.307      1.101      1.281         10        640: 100%|██████████| 6/6 [00:01<00:00,  5.78it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.19it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.682        0.8      0.698      0.433\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      19/30      4.75G      1.054     0.9019      1.082          3        640: 100%|██████████| 6/6 [00:01<00:00,  5.68it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.73it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.687        0.8      0.756      0.464\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      20/30      4.76G       1.27      0.954      1.218          8        640: 100%|██████████| 6/6 [00:01<00:00,  5.84it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  6.97it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.687       0.85      0.744      0.437\\n\",\n      \"Closing dataloader mosaic\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      21/30      4.75G       1.01     0.8743      1.061          4        640: 100%|██████████| 6/6 [00:02<00:00,  2.44it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 13.61it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.733       0.85      0.771      0.454\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      22/30      4.75G      1.066     0.9028      1.072          4        640: 100%|██████████| 6/6 [00:01<00:00,  5.86it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 13.61it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.915       0.65      0.737      0.507\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      23/30      4.76G      1.129     0.9762      1.108          4        640: 100%|██████████| 6/6 [00:00<00:00,  6.36it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.92it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.771        0.8      0.774      0.528\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      24/30      4.75G      1.001     0.8162      1.052          4        640: 100%|██████████| 6/6 [00:01<00:00,  5.90it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.85it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.759      0.789      0.792      0.492\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      25/30      4.76G      1.031     0.7714      1.072          4        640: 100%|██████████| 6/6 [00:01<00:00,  4.93it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.86it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.801       0.65       0.76      0.449\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      26/30      4.75G     0.9919     0.7053      1.015          4        640: 100%|██████████| 6/6 [00:01<00:00,  5.65it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.76it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.823       0.75      0.768      0.508\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      27/30      4.75G     0.9585     0.6868      1.001          4        640: 100%|██████████| 6/6 [00:01<00:00,  5.84it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.48it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.799      0.796      0.787      0.537\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      28/30      4.75G     0.8894     0.6763     0.9597          5        640: 100%|██████████| 6/6 [00:01<00:00,  4.95it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 15.37it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.854      0.879       0.86      0.546\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      29/30      4.76G     0.8732     0.6552     0.9636          4        640: 100%|██████████| 6/6 [00:01<00:00,  5.60it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 15.46it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20       0.85        0.9      0.862      0.553\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      30/30      4.75G     0.8307     0.6411     0.9816          4        640: 100%|██████████| 6/6 [00:01<00:00,  5.02it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.99it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.806        0.9      0.848      0.529\\n\",\n      \"\\n\",\n      \"30 epochs completed in 0.022 hours.\\n\",\n      \"Optimizer stripped from objectDetection/inbreastTrainingwithCOCO/weights/last.pt, 40.5MB\\n\",\n      \"Optimizer stripped from objectDetection/inbreastTrainingwithCOCO/weights/best.pt, 40.5MB\\n\",\n      \"\\n\",\n      \"Validating objectDetection/inbreastTrainingwithCOCO/weights/best.pt...\\n\",\n      \"Ultralytics 8.3.51 🚀 Python-3.10.12 torch-1.12.1+cu116 CUDA:0 (Tesla V100-SXM2-32GB, 32510MiB)\\n\",\n      \"                                                        CUDA:1 (Tesla V100-SXM2-32GB, 32510MiB)\\n\",\n      \"YOLO11m summary (fused): 303 layers, 20,030,803 parameters, 0 gradients, 67.6 GFLOPs\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 10.30it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.851        0.9      0.862      0.554\\n\",\n      \"Speed: 1.8ms preprocess, 3.3ms inference, 0.0ms loss, 0.5ms postprocess per image\\n\",\n      \"Results saved to \\u001b[1mobjectDetection/inbreastTrainingwithCOCO\\u001b[0m\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"# Train the cocoModel\\n\",\n    \"cocoTrainResults = cocoModel.train(\\n\",\n    \"    data=dataYamlPath,  # path to dataset YAML\\n\",\n    \"    epochs=30,  # number of training epochs\\n\",\n    \"    imgsz=640,  # training image size\\n\",\n    \"    device=[0,1],  # device to run on, i.e. device=0 or device=0,1,2,3 or device=cpu\\n\",\n    \"    project=projectFolder,\\n\",\n    \"    name=trainingFolder + 'withCOCO'\\n\",\n    \")\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"4b72a1f0-c39f-4d1f-b476-49716b232dc7\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Metric Calculations\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"d786ae9e-8164-4865-9cc3-416fe84b0a89\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Evaluation Metrics\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 8,\n   \"id\": \"721811a5-7b9f-4cc9-9eb2-209009ce8df1\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Ultralytics 8.3.51 🚀 Python-3.10.12 torch-1.12.1+cu116 CUDA:0 (Tesla V100-SXM2-32GB, 32510MiB)\\n\",\n      \"                                                        CUDA:1 (Tesla V100-SXM2-32GB, 32510MiB)\\n\",\n      \"YOLO11m summary (fused): 303 layers, 20,030,803 parameters, 0 gradients, 67.6 GFLOPs\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"\\u001b[34m\\u001b[1mval: \\u001b[0mScanning /workspace/notebooks/webinar/data/Fold0/validation/labels.cache... 20 images, 0 backgrounds, 0 corrupt: 100%|██████████| 20/20 [00:00<?, ?it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:02<00:00,  1.47s/it]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.851        0.9      0.864      0.555\\n\",\n      \"Speed: 4.0ms preprocess, 6.4ms inference, 0.0ms loss, 0.6ms postprocess per image\\n\",\n      \"Saving objectDetection/inbreastValidationwithCOCO/predictions.json...\\n\",\n      \"Results saved to \\u001b[1mobjectDetection/inbreastValidationwithCOCO\\u001b[0m\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"cocoValidationResult = cocoModel.val(project=projectFolder, name=validationFolder + 'withCOCO', save_json=True, data=dataYamlPath)\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"bd9022ee-200b-4623-832e-3c72d60d3af5\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Recall - Precision - AP - mAP Precision\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 9,\n   \"id\": \"cda5de6c-0f60-4a73-8269-e8b61d50d0db\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"MASS Recall Value: 0.9\\n\",\n      \"MASS Precision Value: 0.8505999539642123\\n\",\n      \"MASS AP Value: 0.8641147706222079\\n\",\n      \"MASS mAP Value: 0.8641147706222079\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"for i, className in enumerate(classes):\\n\",\n    \"    print(className, 'Recall Value:', cocoValidationResult.box.r.tolist()[i])\\n\",\n    \"    print(className, 'Precision Value:', cocoValidationResult.box.p.tolist()[i])\\n\",\n    \"    print(className, 'AP Value:', cocoValidationResult.box.ap50.tolist()[i])\\n\",\n    \"    print(className, 'mAP Value:', cocoValidationResult.box.map50.tolist())\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"f24c7c37-1af0-4731-90b9-7573ed0f0e4d\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Confusion Matrix\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 10,\n   \"id\": \"9f239150-50dc-437d-8fa0-f264bb1690e3\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<matplotlib.image.AxesImage at 0x7f887ca97190>\"\n      ]\n     },\n     \"execution_count\": 10,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"plt.imshow(cv2.imread(os.path.join(cocoValidationResult.save_dir, 'confusion_matrix.png')))\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 11,\n   \"id\": \"d76155bd-f97b-42df-a5eb-37beec0ebc50\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"True Positive Count: [         18] False Positive Count: [          3] False Negative Count: [          2]\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"cocoTruePositiveCount, cocoFalsePositiveCount = cocoValidationResult.confusion_matrix.tp_fp()\\n\",\n    \"cocoFalseNegativeCount = totalLabelCounts - cocoTruePositiveCount\\n\",\n    \"print('True Positive Count:', cocoTruePositiveCount, 'False Positive Count:', cocoFalsePositiveCount, 'False Negative Count:', cocoFalseNegativeCount)\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"e9631bd4-f399-4ae5-8f7f-ed53e8738403\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Speed Metrics\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 12,\n   \"id\": \"e152f3d0-c719-4a01-91de-2a5059b1a702\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Preprocess Time: 3.9660215377807617\\n\",\n      \"Inference Time: 6.361150741577148\\n\",\n      \"Postprocess Time: 0.5598545074462891\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"print('Preprocess Time:', cocoValidationResult.speed['preprocess'])\\n\",\n    \"print('Inference Time:', cocoValidationResult.speed['inference'])\\n\",\n    \"print('Postprocess Time:', cocoValidationResult.speed['postprocess'])\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"3503f5e4-99c1-4537-8786-e4ba5053385a\",\n   \"metadata\": {},\n   \"source\": [\n    \"## PREDICTIONS ON TEST DATA AND VISUALIZING MODEL RESULTS\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 13,\n   \"id\": \"ad81757c-6e53-4bac-a6af-973b01b2fe0a\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"\\n\",\n      \"0: 640x640 1 MASS, 7.4ms\\n\",\n      \"1: 640x640 1 MASS, 7.4ms\\n\",\n      \"2: 640x640 (no detections), 7.4ms\\n\",\n      \"3: 640x640 2 MASSs, 7.4ms\\n\",\n      \"4: 640x640 1 MASS, 7.4ms\\n\",\n      \"5: 640x640 1 MASS, 7.4ms\\n\",\n      \"6: 640x640 1 MASS, 7.4ms\\n\",\n      \"7: 640x640 (no detections), 7.4ms\\n\",\n      \"8: 640x640 1 MASS, 7.4ms\\n\",\n      \"9: 640x640 2 MASSs, 7.4ms\\n\",\n      \"10: 640x640 1 MASS, 7.4ms\\n\",\n      \"11: 640x640 1 MASS, 7.4ms\\n\",\n      \"12: 640x640 1 MASS, 7.4ms\\n\",\n      \"13: 640x640 1 MASS, 7.4ms\\n\",\n      \"14: 640x640 3 MASSs, 7.4ms\\n\",\n      \"15: 640x640 1 MASS, 7.4ms\\n\",\n      \"16: 640x640 1 MASS, 7.4ms\\n\",\n      \"17: 640x640 1 MASS, 7.4ms\\n\",\n      \"18: 640x640 1 MASS, 7.4ms\\n\",\n      \"19: 640x640 2 MASSs, 7.4ms\\n\",\n      \"Speed: 4.1ms preprocess, 7.4ms inference, 0.7ms postprocess per image at shape (1, 3, 640, 640)\\n\",\n      \"Results saved to \\u001b[1mobjectDetection/inbreastValidationPredswithCOCO\\u001b[0m\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"cocoModelFilePath = os.path.join(projectFolder, trainingFolder + 'withCOCO', 'weights', 'best.pt')\\n\",\n    \"cocoModel = YOLO(cocoModelFilePath)\\n\",\n    \"cocoModelResults = cocoModel.predict(project=projectFolder, name=validationFolder+'PredswithCOCO', source=glob.glob(os.path.join(dataYamlDict['val'], '*')), save=True)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 14,\n   \"id\": \"46543fc6-b41c-40da-8378-8c8c31ea9c8f\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"[{'name': 'MASS',\\n\",\n       \"  'class': 0,\\n\",\n       \"  'confidence': 0.72237,\\n\",\n       \"  'box': {'x1': 3038.61548, 'y1': 1227.81592, 'x2': 3328.0, 'y2': 1410.18811}}]\"\n      ]\n     },\n     \"execution_count\": 14,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"cocoModelResults[0].summary()\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 15,\n   \"id\": \"5b2236e5-800d-45c8-9d88-c33607dbd0ba\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"ultralytics.engine.results.Boxes object with attributes:\\n\",\n       \"\\n\",\n       \"cls: tensor([0.], device='cuda:0')\\n\",\n       \"conf: tensor([0.7224], device='cuda:0')\\n\",\n       \"data: tensor([[3.0386e+03, 1.2278e+03, 3.3280e+03, 1.4102e+03, 7.2237e-01, 0.0000e+00]], device='cuda:0')\\n\",\n       \"id: None\\n\",\n       \"is_track: False\\n\",\n       \"orig_shape: (4084, 3328)\\n\",\n       \"shape: torch.Size([1, 6])\\n\",\n       \"xywh: tensor([[3183.3076, 1319.0020,  289.3845,  182.3722]], device='cuda:0')\\n\",\n       \"xywhn: tensor([[0.9565, 0.3230, 0.0870, 0.0447]], device='cuda:0')\\n\",\n       \"xyxy: tensor([[3038.6155, 1227.8159, 3328.0000, 1410.1881]], device='cuda:0')\\n\",\n       \"xyxyn: tensor([[0.9130, 0.3006, 1.0000, 0.3453]], device='cuda:0')\"\n      ]\n     },\n     \"execution_count\": 15,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"cocoModelResults[0].boxes\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 16,\n   \"id\": \"03fed95f-2df4-43ef-89b2-e5ec47f0faa4\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<matplotlib.image.AxesImage at 0x7f86cc8837f0>\"\n      ]\n     },\n     \"execution_count\": 16,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"fileIndex = 1\\n\",\n    \"\\n\",\n    \"fileName = cocoModelResults[fileIndex].path.split(os.path.sep)[-1].split('.')[0]\\n\",\n    \"predImagePath = os.path.join(os.getcwd(), projectFolder, validationFolder+'PredswithCOCO', fileName + '.jpg')\\n\",\n    \"predImage = cv2.imread(predImagePath)\\n\",\n    \"\\n\",\n    \"plt.figure(figsize=(5,5))\\n\",\n    \"plt.imshow(predImage)\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"36a1f931-3a2f-4fbe-865d-4ae6c7c4906f\",\n   \"metadata\": {},\n   \"source\": [\n    \"# Loading KETEM PRETRAINED MODEL\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 17,\n   \"id\": \"f243313d-8ad8-4acc-a947-11ff22743cc2\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"ketemModel = YOLO(ketemModelName)\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"2d1d2963-8aae-4e48-b2d6-dba4d9e1ac05\",\n   \"metadata\": {},\n   \"source\": [\n    \"## MODEL TRAINING\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 18,\n   \"id\": \"ee234c81-6f85-4a42-b84d-c28ae1335c8d\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"New https://pypi.org/project/ultralytics/8.3.55 available 😃 Update with 'pip install -U ultralytics'\\n\",\n      \"Ultralytics 8.3.51 🚀 Python-3.10.12 torch-1.12.1+cu116 CUDA:0 (Tesla V100-SXM2-32GB, 32510MiB)\\n\",\n      \"                                                        CUDA:1 (Tesla V100-SXM2-32GB, 32510MiB)\\n\",\n      \"WARNING ⚠️ Upgrade to torch>=2.0.0 for deterministic training.\\n\",\n      \"\\u001b[34m\\u001b[1mengine/trainer: \\u001b[0mtask=detect, mode=train, model=ketemYoloMedium.pt, data=data.yaml, epochs=30, time=None, patience=100, batch=16, imgsz=640, save=True, save_period=-1, cache=False, device=[0, 1], workers=8, project=objectDetection, name=inbreastTrainingwithKETEM, exist_ok=False, pretrained=True, optimizer=auto, verbose=True, seed=0, deterministic=True, single_cls=False, rect=False, cos_lr=False, close_mosaic=10, resume=False, amp=True, fraction=1.0, profile=False, freeze=None, multi_scale=False, overlap_mask=True, mask_ratio=4, dropout=0.0, val=True, split=val, save_json=False, save_hybrid=False, conf=None, iou=0.7, max_det=300, half=False, dnn=False, plots=True, source=None, vid_stride=1, stream_buffer=False, visualize=False, augment=False, agnostic_nms=False, classes=None, retina_masks=False, embed=None, show=False, save_frames=False, save_txt=False, save_conf=False, save_crop=False, show_labels=True, show_conf=True, show_boxes=True, line_width=None, format=torchscript, keras=False, optimize=False, int8=False, dynamic=False, simplify=True, opset=None, workspace=None, nms=False, lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=7.5, cls=0.5, dfl=1.5, pose=12.0, kobj=1.0, nbs=64, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, bgr=0.0, mosaic=1.0, mixup=0.0, copy_paste=0.0, copy_paste_mode=flip, auto_augment=randaugment, erasing=0.4, crop_fraction=1.0, cfg=None, tracker=botsort.yaml, save_dir=objectDetection/inbreastTrainingwithKETEM\\n\",\n      \"Overriding model.yaml nc=2 with nc=1\\n\",\n      \"\\n\",\n      \"                   from  n    params  module                                       arguments                     \\n\",\n      \"  0                  -1  1      1856  ultralytics.nn.modules.conv.Conv             [3, 64, 3, 2]                 \\n\",\n      \"  1                  -1  1     73984  ultralytics.nn.modules.conv.Conv             [64, 128, 3, 2]               \\n\",\n      \"  2                  -1  1    111872  ultralytics.nn.modules.block.C3k2            [128, 256, 1, True, 0.25]     \\n\",\n      \"  3                  -1  1    590336  ultralytics.nn.modules.conv.Conv             [256, 256, 3, 2]              \\n\",\n      \"  4                  -1  1    444928  ultralytics.nn.modules.block.C3k2            [256, 512, 1, True, 0.25]     \\n\",\n      \"  5                  -1  1   2360320  ultralytics.nn.modules.conv.Conv             [512, 512, 3, 2]              \\n\",\n      \"  6                  -1  1   1380352  ultralytics.nn.modules.block.C3k2            [512, 512, 1, True]           \\n\",\n      \"  7                  -1  1   2360320  ultralytics.nn.modules.conv.Conv             [512, 512, 3, 2]              \\n\",\n      \"  8                  -1  1   1380352  ultralytics.nn.modules.block.C3k2            [512, 512, 1, True]           \\n\",\n      \"  9                  -1  1    656896  ultralytics.nn.modules.block.SPPF            [512, 512, 5]                 \\n\",\n      \" 10                  -1  1    990976  ultralytics.nn.modules.block.C2PSA           [512, 512, 1]                 \\n\",\n      \" 11                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          \\n\",\n      \" 12             [-1, 6]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \\n\",\n      \" 13                  -1  1   1642496  ultralytics.nn.modules.block.C3k2            [1024, 512, 1, True]          \\n\",\n      \" 14                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          \\n\",\n      \" 15             [-1, 4]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \\n\",\n      \" 16                  -1  1    542720  ultralytics.nn.modules.block.C3k2            [1024, 256, 1, True]          \\n\",\n      \" 17                  -1  1    590336  ultralytics.nn.modules.conv.Conv             [256, 256, 3, 2]              \\n\",\n      \" 18            [-1, 13]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \\n\",\n      \" 19                  -1  1   1511424  ultralytics.nn.modules.block.C3k2            [768, 512, 1, True]           \\n\",\n      \" 20                  -1  1   2360320  ultralytics.nn.modules.conv.Conv             [512, 512, 3, 2]              \\n\",\n      \" 21            [-1, 10]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \\n\",\n      \" 22                  -1  1   1642496  ultralytics.nn.modules.block.C3k2            [1024, 512, 1, True]          \\n\",\n      \" 23        [16, 19, 22]  1   1411795  ultralytics.nn.modules.head.Detect           [1, [256, 512, 512]]          \\n\",\n      \"YOLO11m summary: 409 layers, 20,053,779 parameters, 20,053,763 gradients, 68.2 GFLOPs\\n\",\n      \"\\n\",\n      \"Transferred 643/649 items from pretrained weights\\n\",\n      \"\\u001b[34m\\u001b[1mDDP:\\u001b[0m debug command /usr/bin/python3 -m torch.distributed.run --nproc_per_node 2 --master_port 44967 /home/cbddobvyz/.config/Ultralytics/DDP/_temp_e3hl4nsw140216933818016.py\\n\",\n      \"Ultralytics 8.3.51 🚀 Python-3.10.12 torch-1.12.1+cu116 CUDA:0 (Tesla V100-SXM2-32GB, 32510MiB)\\n\",\n      \"                                                        CUDA:1 (Tesla V100-SXM2-32GB, 32510MiB)\\n\",\n      \"WARNING ⚠️ Upgrade to torch>=2.0.0 for deterministic training.\\n\",\n      \"Overriding model.yaml nc=2 with nc=1\\n\",\n      \"Transferred 643/649 items from pretrained weights\\n\",\n      \"Freezing layer 'model.23.dfl.conv.weight'\\n\",\n      \"\\u001b[34m\\u001b[1mAMP: \\u001b[0mrunning Automatic Mixed Precision (AMP) checks...\\n\",\n      \"\\u001b[34m\\u001b[1mAMP: \\u001b[0mchecks passed ✅\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"\\u001b[34m\\u001b[1mtrain: \\u001b[0mScanning /workspace/notebooks/webinar/data/Fold0/train/labels.cache... 87 images, 0 backgrounds, 0 corrupt: 100%|██████████| 87/87 [00:00<?, ?it/s]\\n\",\n      \"\\u001b[34m\\u001b[1mval: \\u001b[0mScanning /workspace/notebooks/webinar/data/Fold0/validation/labels.cache... 20 images, 0 backgrounds, 0 corrupt: 100%|██████████| 20/20 [00:00<?, ?it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Plotting labels to objectDetection/inbreastTrainingwithKETEM/labels.jpg... \\n\",\n      \"\\u001b[34m\\u001b[1moptimizer:\\u001b[0m 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... \\n\",\n      \"\\u001b[34m\\u001b[1moptimizer:\\u001b[0m AdamW(lr=0.000714, momentum=0.9) with parameter groups 106 weight(decay=0.0), 113 weight(decay=0.0005), 112 bias(decay=0.0)\\n\",\n      \"Image sizes 640 train, 640 val\\n\",\n      \"Using 16 dataloader workers\\n\",\n      \"Logging results to \\u001b[1mobjectDetection/inbreastTrainingwithKETEM\\u001b[0m\\n\",\n      \"Starting training for 30 epochs...\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"       1/30      4.55G      1.429      4.469      1.228          8        640: 100%|██████████| 6/6 [00:04<00:00,  1.28it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  5.59it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.001        0.3    0.00717    0.00476\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"       2/30      4.65G      1.311      4.186      1.099          6        640: 100%|██████████| 6/6 [00:01<00:00,  4.46it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  9.39it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20       0.21       0.85      0.534      0.354\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"       3/30      4.75G      1.341      3.613      1.189          6        640: 100%|██████████| 6/6 [00:01<00:00,  3.92it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 10.66it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20          1       0.55      0.882      0.594\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"       4/30      4.76G      1.308      2.886       1.19          5        640: 100%|██████████| 6/6 [00:01<00:00,  5.13it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 10.90it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.912       0.95      0.964      0.655\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"       5/30      4.75G      1.308      2.553      1.105          7        640: 100%|██████████| 6/6 [00:01<00:00,  4.63it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 10.64it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20       0.95      0.945      0.975       0.66\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"       6/30      4.76G      1.344      2.299      1.134          5        640: 100%|██████████| 6/6 [00:01<00:00,  5.17it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  5.74it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.889       0.95      0.981      0.647\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"       7/30      4.76G      1.245      1.881      1.102         11        640: 100%|██████████| 6/6 [00:01<00:00,  5.33it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  6.34it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.986        0.9      0.981      0.623\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"       8/30      4.76G      1.242      1.826       1.12          7        640: 100%|██████████| 6/6 [00:01<00:00,  5.48it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.45it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20          1       0.95      0.976      0.593\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"       9/30      4.76G      1.103      1.538     0.9522          6        640: 100%|██████████| 6/6 [00:01<00:00,  5.18it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.29it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.938        0.9      0.872      0.559\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      10/30      4.76G     0.9656      1.431     0.9493          8        640: 100%|██████████| 6/6 [00:01<00:00,  5.56it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.28it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.979       0.95       0.95      0.561\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      11/30      4.76G      1.091      1.302      1.042          4        640: 100%|██████████| 6/6 [00:01<00:00,  5.49it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 13.69it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.912       0.95      0.943      0.557\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      12/30      4.75G       1.24      1.725      1.042          4        640: 100%|██████████| 6/6 [00:01<00:00,  5.93it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 13.60it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.854       0.95      0.924      0.528\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      13/30      4.76G      1.008      1.234     0.9762         13        640: 100%|██████████| 6/6 [00:01<00:00,  5.66it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.96it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.901       0.95       0.91       0.52\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      14/30      4.75G      1.081       1.27      1.032          8        640: 100%|██████████| 6/6 [00:01<00:00,  5.75it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 13.24it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.891       0.95      0.932      0.592\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      15/30      4.76G      0.925     0.9527     0.9801          6        640: 100%|██████████| 6/6 [00:01<00:00,  5.98it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 13.16it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.889       0.95      0.938      0.623\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      16/30      4.76G      1.126      1.177      1.051         10        640: 100%|██████████| 6/6 [00:01<00:00,  5.78it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.33it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.947      0.889      0.894      0.607\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      17/30      4.76G      1.017      1.115     0.9479         11        640: 100%|██████████| 6/6 [00:00<00:00,  6.13it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 13.78it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.931        0.9      0.887      0.601\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      18/30      4.76G      1.139      1.025      1.127         10        640: 100%|██████████| 6/6 [00:01<00:00,  5.77it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.33it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.898        0.9      0.886      0.574\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      19/30      4.76G      0.953        1.1      1.025          3        640: 100%|██████████| 6/6 [00:00<00:00,  6.20it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.43it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20        0.9        0.9       0.92      0.588\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      20/30      4.75G      1.148     0.9903      1.019          8        640: 100%|██████████| 6/6 [00:01<00:00,  5.32it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 13.80it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.888        0.9      0.908      0.587\\n\",\n      \"Closing dataloader mosaic\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      21/30      4.76G     0.8297     0.8749     0.9026          4        640: 100%|██████████| 6/6 [00:02<00:00,  2.15it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.58it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20       0.89        0.9      0.904      0.593\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      22/30      4.75G      0.873     0.8648     0.9517          4        640: 100%|██████████| 6/6 [00:01<00:00,  4.78it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.15it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.889        0.9      0.885      0.602\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      23/30      4.75G     0.8927     0.9442     0.9524          4        640: 100%|██████████| 6/6 [00:00<00:00,  6.06it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 15.46it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.892        0.9      0.898      0.613\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      24/30      4.76G     0.8913     0.9039     0.9787          4        640: 100%|██████████| 6/6 [00:01<00:00,  5.55it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 15.04it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.825      0.943      0.916      0.617\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      25/30      4.75G     0.9862     0.8638      1.003          4        640: 100%|██████████| 6/6 [00:00<00:00,  6.06it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  6.12it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.816       0.95      0.913      0.622\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      26/30      4.76G     0.8871     0.7961      0.919          4        640: 100%|██████████| 6/6 [00:01<00:00,  5.80it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 15.03it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.825       0.95      0.925      0.623\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      27/30      4.75G     0.9141     0.7925     0.9415          4        640: 100%|██████████| 6/6 [00:00<00:00,  6.27it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.61it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.813       0.95      0.923      0.619\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      28/30      4.76G     0.8467     0.7832     0.8729          5        640: 100%|██████████| 6/6 [00:01<00:00,  5.69it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 15.22it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.889       0.85      0.918      0.613\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      29/30      4.75G     0.7896     0.7542     0.8967          4        640: 100%|██████████| 6/6 [00:00<00:00,  6.08it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 14.64it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.889       0.85        0.9      0.615\\n\",\n      \"\\n\",\n      \"      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"      30/30      4.75G     0.8532     0.7857     0.9391          4        640: 100%|██████████| 6/6 [00:01<00:00,  5.82it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00, 15.42it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20      0.888       0.85      0.892       0.61\\n\",\n      \"\\n\",\n      \"30 epochs completed in 0.022 hours.\\n\",\n      \"Optimizer stripped from objectDetection/inbreastTrainingwithKETEM/weights/last.pt, 40.5MB\\n\",\n      \"Optimizer stripped from objectDetection/inbreastTrainingwithKETEM/weights/best.pt, 40.5MB\\n\",\n      \"\\n\",\n      \"Validating objectDetection/inbreastTrainingwithKETEM/weights/best.pt...\\n\",\n      \"Ultralytics 8.3.51 🚀 Python-3.10.12 torch-1.12.1+cu116 CUDA:0 (Tesla V100-SXM2-32GB, 32510MiB)\\n\",\n      \"                                                        CUDA:1 (Tesla V100-SXM2-32GB, 32510MiB)\\n\",\n      \"YOLO11m summary (fused): 303 layers, 20,030,803 parameters, 0 gradients, 67.6 GFLOPs\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  9.23it/s]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20       0.95      0.947      0.975       0.66\\n\",\n      \"Speed: 1.7ms preprocess, 3.3ms inference, 0.0ms loss, 1.5ms postprocess per image\\n\",\n      \"Results saved to \\u001b[1mobjectDetection/inbreastTrainingwithKETEM\\u001b[0m\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"# Train the cocoModel\\n\",\n    \"train_results = ketemModel.train(\\n\",\n    \"    data=dataYamlPath,  # path to dataset YAML\\n\",\n    \"    epochs=30,  # number of training epochs\\n\",\n    \"    imgsz=640,  # training image size\\n\",\n    \"    device=[0,1],  # device to run on, i.e. device=0 or device=0,1,2,3 or device=cpu\\n\",\n    \"    project=projectFolder,\\n\",\n    \"    name=trainingFolder + 'withKETEM'\\n\",\n    \")\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"1dde0cc7-b948-41da-8767-d6ee525cd61a\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Metric Calculations\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"db74bb17-1139-4ca8-99d2-501cec5fef98\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Evaluation Metrics\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 19,\n   \"id\": \"fd6fea50-bdad-4cea-9be6-9c5649ed04f3\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Ultralytics 8.3.51 🚀 Python-3.10.12 torch-1.12.1+cu116 CUDA:0 (Tesla V100-SXM2-32GB, 32510MiB)\\n\",\n      \"                                                        CUDA:1 (Tesla V100-SXM2-32GB, 32510MiB)\\n\",\n      \"YOLO11m summary (fused): 303 layers, 20,030,803 parameters, 0 gradients, 67.6 GFLOPs\\n\"\n     ]\n    },\n    {\n     \"name\": \"stderr\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"\\u001b[34m\\u001b[1mval: \\u001b[0mScanning /workspace/notebooks/webinar/data/Fold0/validation/labels.cache... 20 images, 0 backgrounds, 0 corrupt: 100%|██████████| 20/20 [00:00<?, ?it/s]\\n\",\n      \"                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:03<00:00,  1.64s/it]\\n\"\n     ]\n    },\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"                   all         20         20       0.95      0.944      0.978      0.664\\n\",\n      \"Speed: 3.0ms preprocess, 6.8ms inference, 0.0ms loss, 2.0ms postprocess per image\\n\",\n      \"Saving objectDetection/inbreastValidationwithKETEM/predictions.json...\\n\",\n      \"Results saved to \\u001b[1mobjectDetection/inbreastValidationwithKETEM\\u001b[0m\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"ketemValidationResult = ketemModel.val(project=projectFolder, name=validationFolder + 'withKETEM', save_json=True, data=dataYamlPath)\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"8ba46dcb-c79a-4383-8691-a5e196b4b793\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Recall - Precision - AP - mAP Precision\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 20,\n   \"id\": \"46792b3f-1eea-4d13-8106-84bc1ee28de8\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"MASS Recall Value: [0.9436361208852634]\\n\",\n      \"MASS Precision Value: [0.9496650589939611]\\n\",\n      \"MASS AP Value: [0.9775]\\n\",\n      \"MASS mAP Value: 0.9775\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"for className in classes:\\n\",\n    \"    print(className, 'Recall Value:', ketemValidationResult.box.r.tolist())\\n\",\n    \"    print(className, 'Precision Value:', ketemValidationResult.box.p.tolist())\\n\",\n    \"    print(className, 'AP Value:', ketemValidationResult.box.ap50.tolist())\\n\",\n    \"    print(className, 'mAP Value:', ketemValidationResult.box.map50.tolist())\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"af19ae22-c7ea-4f7b-bc62-090526e8377b\",\n   \"metadata\": {},\n   \"source\": [\n    \"#### Confusion Matrix\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 21,\n   \"id\": \"c3a32c96-2f3c-4a55-b577-67022edb1130\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"<matplotlib.image.AxesImage at 0x7f886bd42140>\"\n      ]\n     },\n     \"execution_count\": 21,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"plt.imshow(cv2.imread(os.path.join(ketemValidationResult.save_dir, 'confusion_matrix.png')))\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 22,\n   \"id\": \"13cb2590-5f4c-4817-99b2-cf883f2ebf54\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"True Positive Count: [         19] False Positive Count: [          1] False Negative Count: [          1]\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"ketemTruePositiveCount, ketemFalsePositiveCount = ketemValidationResult.confusion_matrix.tp_fp()\\n\",\n    \"ketemFalseNegativeCount = totalLabelCounts - ketemTruePositiveCount\\n\",\n    \"print('True Positive Count:', ketemTruePositiveCount, 'False Positive Count:', ketemFalsePositiveCount, 'False Negative Count:', ketemFalseNegativeCount)\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"2a70bfe3-8e00-4ceb-83c3-115e7d62984f\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Speed Metrics\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 23,\n   \"id\": \"66f6a37d-36ba-41a0-8d38-97040e6dc504\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"Preprocess Time: 3.0417323112487793\\n\",\n      \"Inference Time: 6.824588775634766\\n\",\n      \"Postprocess Time: 2.0153045654296875\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"print('Preprocess Time:', ketemValidationResult.speed['preprocess'])\\n\",\n    \"print('Inference Time:', ketemValidationResult.speed['inference'])\\n\",\n    \"print('Postprocess Time:', ketemValidationResult.speed['postprocess'])\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"bf5a7258-5617-4736-8b65-4e80ffcbc844\",\n   \"metadata\": {},\n   \"source\": [\n    \"## PREDICTIONS ON TEST DATA AND VISUALIZING MODEL RESULTS\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 24,\n   \"id\": \"f0c13237-838d-4e0b-bee5-ad9a992ecb4d\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"\\n\",\n      \"0: 640x640 1 MASS, 7.0ms\\n\",\n      \"1: 640x640 1 MASS, 7.0ms\\n\",\n      \"2: 640x640 (no detections), 7.0ms\\n\",\n      \"3: 640x640 1 MASS, 7.0ms\\n\",\n      \"4: 640x640 1 MASS, 7.0ms\\n\",\n      \"5: 640x640 1 MASS, 7.0ms\\n\",\n      \"6: 640x640 1 MASS, 7.0ms\\n\",\n      \"7: 640x640 1 MASS, 7.0ms\\n\",\n      \"8: 640x640 1 MASS, 7.0ms\\n\",\n      \"9: 640x640 1 MASS, 7.0ms\\n\",\n      \"10: 640x640 1 MASS, 7.0ms\\n\",\n      \"11: 640x640 1 MASS, 7.0ms\\n\",\n      \"12: 640x640 1 MASS, 7.0ms\\n\",\n      \"13: 640x640 1 MASS, 7.0ms\\n\",\n      \"14: 640x640 1 MASS, 7.0ms\\n\",\n      \"15: 640x640 1 MASS, 7.0ms\\n\",\n      \"16: 640x640 1 MASS, 7.0ms\\n\",\n      \"17: 640x640 1 MASS, 7.0ms\\n\",\n      \"18: 640x640 1 MASS, 7.0ms\\n\",\n      \"19: 640x640 1 MASS, 7.0ms\\n\",\n      \"Speed: 6.7ms preprocess, 7.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640)\\n\",\n      \"Results saved to \\u001b[1mobjectDetection/inbreastValidationPredswithKETEM\\u001b[0m\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"ketemModelFilePath = os.path.join(projectFolder, trainingFolder + 'withKETEM', 'weights', 'best.pt')\\n\",\n    \"ketemModel = YOLO(ketemModelFilePath)\\n\",\n    \"ketemModelResults = ketemModel.predict(project=projectFolder, name=validationFolder+'PredswithKETEM', source=glob.glob(os.path.join(dataYamlDict['val'], '*')), save=True)\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 25,\n   \"id\": \"55ce3716-5fc3-4ed5-9852-5d21a75dd78a\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"[{'name': 'MASS',\\n\",\n       \"  'class': 0,\\n\",\n       \"  'confidence': 0.73649,\\n\",\n       \"  'box': {'x1': 3040.53735, 'y1': 1218.45471, 'x2': 3328.0, 'y2': 1414.08801}}]\"\n      ]\n     },\n     \"execution_count\": 25,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"ketemModelResults[0].summary()\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 26,\n   \"id\": \"a07066c1-ef0a-444b-95ab-d2a0f1ffef7a\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/plain\": [\n       \"ultralytics.engine.results.Boxes object with attributes:\\n\",\n       \"\\n\",\n       \"cls: tensor([0.], device='cuda:0')\\n\",\n       \"conf: tensor([0.7365], device='cuda:0')\\n\",\n       \"data: tensor([[3.0405e+03, 1.2185e+03, 3.3280e+03, 1.4141e+03, 7.3649e-01, 0.0000e+00]], device='cuda:0')\\n\",\n       \"id: None\\n\",\n       \"is_track: False\\n\",\n       \"orig_shape: (4084, 3328)\\n\",\n       \"shape: torch.Size([1, 6])\\n\",\n       \"xywh: tensor([[3184.2686, 1316.2714,  287.4626,  195.6333]], device='cuda:0')\\n\",\n       \"xywhn: tensor([[0.9568, 0.3223, 0.0864, 0.0479]], device='cuda:0')\\n\",\n       \"xyxy: tensor([[3040.5374, 1218.4547, 3328.0000, 1414.0880]], device='cuda:0')\\n\",\n       \"xyxyn: tensor([[0.9136, 0.2983, 1.0000, 0.3463]], device='cuda:0')\"\n      ]\n     },\n     \"execution_count\": 26,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"ketemModelResults[0].boxes\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"id\": \"26bd8618-d3b8-4697-8bba-23c876c6f5ab\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Benchmarking \"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 27,\n   \"id\": \"265af5b4-288e-4125-bcdc-a196d9d7ed12\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"name\": \"stdout\",\n     \"output_type\": \"stream\",\n     \"text\": [\n      \"MASS Recall Value in KETEM Pretrained: 0.944 Recall Value in COCO Pretrained: 0.9\\n\",\n      \"MASS Precision Value in KETEM Pretrained: 0.95 Precision Value in COCO Pretrained: 0.851\\n\",\n      \"MASS AP Value in KETEM Pretrained: 0.978 AP Value in COCO Pretrained: 0.864\\n\",\n      \"MASS mAP Value in KETEM Pretrained: 0.978 mAP Value in COCO Pretrained: 0.864\\n\"\n     ]\n    }\n   ],\n   \"source\": [\n    \"for i, className in enumerate(classes):\\n\",\n    \"    print(className, 'Recall Value in KETEM Pretrained:', round(ketemValidationResult.box.r.tolist()[i],3), 'Recall Value in COCO Pretrained:', round(cocoValidationResult.box.r.tolist()[i],3))\\n\",\n    \"    print(className, 'Precision Value in KETEM Pretrained:', round(ketemValidationResult.box.p.tolist()[i],3), 'Precision Value in COCO Pretrained:', round(cocoValidationResult.box.p.tolist()[i],3))\\n\",\n    \"    print(className, 'AP Value in KETEM Pretrained:', round(ketemValidationResult.box.ap50.tolist()[i],3), 'AP Value in COCO Pretrained:', round(cocoValidationResult.box.ap50.tolist()[i],3))\\n\",\n    \"    print(className, 'mAP Value in KETEM Pretrained:', round(ketemValidationResult.box.map50.tolist(),3), 'mAP Value in COCO Pretrained:', round(cocoValidationResult.box.map50.tolist(),3))\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 28,\n   \"id\": \"07238701-c83e-4b66-8496-a03211c9df5e\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/html\": [\n       \"<div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>KETEM Recall</th>\\n\",\n       \"      <th>COCO Recall</th>\\n\",\n       \"      <th>KETEM Precision</th>\\n\",\n       \"      <th>COCO Precision</th>\\n\",\n       \"      <th>KETEM FPPI</th>\\n\",\n       \"      <th>COCO FPPI</th>\\n\",\n       \"      <th>KETEM AP</th>\\n\",\n       \"      <th>COCO AP</th>\\n\",\n       \"      <th>KETEM mAP</th>\\n\",\n       \"      <th>COCO mAP</th>\\n\",\n       \"      <th>KETEM TP</th>\\n\",\n       \"      <th>COCO TP</th>\\n\",\n       \"      <th>KETEM FP</th>\\n\",\n       \"      <th>COCO FP</th>\\n\",\n       \"      <th>KETEM FN</th>\\n\",\n       \"      <th>COCO FN</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>MASS</th>\\n\",\n       \"      <td>0.943636</td>\\n\",\n       \"      <td>0.9</td>\\n\",\n       \"      <td>0.949665</td>\\n\",\n       \"      <td>0.8506</td>\\n\",\n       \"      <td>0.05</td>\\n\",\n       \"      <td>0.15</td>\\n\",\n       \"      <td>0.9775</td>\\n\",\n       \"      <td>0.864115</td>\\n\",\n       \"      <td>0.9775</td>\\n\",\n       \"      <td>0.864115</td>\\n\",\n       \"      <td>19.0</td>\\n\",\n       \"      <td>18.0</td>\\n\",\n       \"      <td>1.0</td>\\n\",\n       \"      <td>3.0</td>\\n\",\n       \"      <td>1.0</td>\\n\",\n       \"      <td>2.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"</div>\"\n      ],\n      \"text/plain\": [\n       \"      KETEM Recall  COCO Recall  KETEM Precision  COCO Precision  KETEM FPPI  \\\\\\n\",\n       \"MASS      0.943636          0.9         0.949665          0.8506        0.05   \\n\",\n       \"\\n\",\n       \"      COCO FPPI  KETEM AP   COCO AP  KETEM mAP  COCO mAP  KETEM TP  COCO TP  \\\\\\n\",\n       \"MASS       0.15    0.9775  0.864115     0.9775  0.864115      19.0     18.0   \\n\",\n       \"\\n\",\n       \"      KETEM FP  COCO FP  KETEM FN  COCO FN  \\n\",\n       \"MASS       1.0      3.0       1.0      2.0  \"\n      ]\n     },\n     \"execution_count\": 28,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"dfData = {\\n\",\n    \"    'KETEM Recall': ketemValidationResult.box.r.tolist(),\\n\",\n    \"    'COCO Recall': cocoValidationResult.box.r.tolist(),\\n\",\n    \"    'KETEM Precision': ketemValidationResult.box.p.tolist(),\\n\",\n    \"    'COCO Precision': cocoValidationResult.box.p.tolist(),\\n\",\n    \"    'KETEM FPPI': ketemFalsePositiveCount/np.array(testImageCounts),\\n\",\n    \"    'COCO FPPI': cocoFalsePositiveCount/np.array(testImageCounts),\\n\",\n    \"    'KETEM AP': ketemValidationResult.box.ap50.tolist(),\\n\",\n    \"    'COCO AP': cocoValidationResult.box.ap50.tolist(),\\n\",\n    \"    'KETEM mAP': [ketemValidationResult.box.map50.tolist()],\\n\",\n    \"    'COCO mAP': [cocoValidationResult.box.map50.tolist()],\\n\",\n    \"    'KETEM TP': ketemTruePositiveCount,\\n\",\n    \"    'COCO TP': cocoTruePositiveCount,\\n\",\n    \"    'KETEM FP': ketemFalsePositiveCount,\\n\",\n    \"    'COCO FP': cocoFalsePositiveCount,\\n\",\n    \"    'KETEM FN': ketemFalseNegativeCount,\\n\",\n    \"    'COCO FN': cocoFalseNegativeCount,\\n\",\n    \"}\\n\",\n    \"benchmarkDf = pd.DataFrame(data=dfData, index=classes)\\n\",\n    \"benchmarkDf\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 29,\n   \"id\": \"af5bce86-6eff-4715-b722-362ccb16cc90\",\n   \"metadata\": {},\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/html\": [\n       \"<div>\\n\",\n       \"<style scoped>\\n\",\n       \"    .dataframe tbody tr th:only-of-type {\\n\",\n       \"        vertical-align: middle;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe tbody tr th {\\n\",\n       \"        vertical-align: top;\\n\",\n       \"    }\\n\",\n       \"\\n\",\n       \"    .dataframe thead th {\\n\",\n       \"        text-align: right;\\n\",\n       \"    }\\n\",\n       \"</style>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>Recall</th>\\n\",\n       \"      <th>Precision</th>\\n\",\n       \"      <th>FPPI</th>\\n\",\n       \"      <th>AP</th>\\n\",\n       \"      <th>mAP</th>\\n\",\n       \"      <th>TP</th>\\n\",\n       \"      <th>FP</th>\\n\",\n       \"      <th>FN</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>KETEM</th>\\n\",\n       \"      <td>0.943636</td>\\n\",\n       \"      <td>0.949665</td>\\n\",\n       \"      <td>0.05</td>\\n\",\n       \"      <td>0.977500</td>\\n\",\n       \"      <td>0.977500</td>\\n\",\n       \"      <td>19.0</td>\\n\",\n       \"      <td>1.0</td>\\n\",\n       \"      <td>1.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>COCO</th>\\n\",\n       \"      <td>0.900000</td>\\n\",\n       \"      <td>0.850600</td>\\n\",\n       \"      <td>0.15</td>\\n\",\n       \"      <td>0.864115</td>\\n\",\n       \"      <td>0.864115</td>\\n\",\n       \"      <td>18.0</td>\\n\",\n       \"      <td>3.0</td>\\n\",\n       \"      <td>2.0</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"</div>\"\n      ],\n      \"text/plain\": [\n       \"         Recall  Precision  FPPI        AP       mAP    TP   FP   FN\\n\",\n       \"KETEM  0.943636   0.949665  0.05  0.977500  0.977500  19.0  1.0  1.0\\n\",\n       \"COCO   0.900000   0.850600  0.15  0.864115  0.864115  18.0  3.0  2.0\"\n      ]\n     },\n     \"execution_count\": 29,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"ketemValResultList = [ketemValidationResult.box.r.tolist()[0],\\n\",\n    \"                     ketemValidationResult.box.p.tolist()[0],\\n\",\n    \"                     (ketemFalsePositiveCount/np.array(testImageCounts))[0],\\n\",\n    \"                     ketemValidationResult.box.ap50.tolist()[0],\\n\",\n    \"                     ketemValidationResult.box.map50.tolist(),\\n\",\n    \"                     ketemTruePositiveCount[0],\\n\",\n    \"                     ketemFalsePositiveCount[0],\\n\",\n    \"                     ketemFalseNegativeCount[0]\\n\",\n    \"                    ]\\n\",\n    \"cocoValResultList = [cocoValidationResult.box.r.tolist()[0],\\n\",\n    \"                     cocoValidationResult.box.p.tolist()[0],\\n\",\n    \"                     (cocoFalsePositiveCount/np.array(testImageCounts))[0],\\n\",\n    \"                     cocoValidationResult.box.ap50.tolist()[0],\\n\",\n    \"                     cocoValidationResult.box.map50.tolist(),\\n\",\n    \"                     cocoTruePositiveCount[0],\\n\",\n    \"                     cocoFalsePositiveCount[0],\\n\",\n    \"                     cocoFalseNegativeCount[0]\\n\",\n    \"                    ]\\n\",\n    \"benchmarkDf = pd.DataFrame(data=[ketemValResultList, cocoValResultList], index=['KETEM', 'COCO'], columns=['Recall', 'Precision', 'FPPI', 'AP', 'mAP', 'TP', 'FP', 'FN'])\\n\",\n    \"benchmarkDf\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": null,\n   \"id\": \"67f4f73a-d445-4834-ac95-872fc1dfdc68\",\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": []\n  }\n ],\n \"metadata\": {\n  \"kernelspec\": {\n   \"display_name\": \"Python 3 (ipykernel)\",\n   \"language\": \"python\",\n   \"name\": \"python3\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 3\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython3\",\n   \"version\": \"3.10.12\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 5\n}\n"
  }
]